From c20258751a3db4f9cbc53a3633b8456e7b4c58a7 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 15 Sep 2023 12:40:03 -0700 Subject: [PATCH 001/134] add Intent.md (#20) --- INTENT.md | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 INTENT.md diff --git a/INTENT.md b/INTENT.md new file mode 100644 index 0000000..f1c98d3 --- /dev/null +++ b/INTENT.md @@ -0,0 +1,9 @@ + + +Licensing Intent + +The intent is that this software and documentation ("Project") should be treated as if it is licensed under the license associated with the Project ("License") in the LICENSE.md file. However, because we are part of the United States (U.S.) Federal Government, it is not that simple. + +The portions of this Project written by United States (U.S.) Federal government employees within the scope of their federal employment are ineligible for copyright protection in the U.S.; this is generally understood to mean that these portions of the Project are placed in the public domain. + +In countries where copyright protection is available (which does not include the U.S.), contributions made by U.S. Federal government employees are released under the License. Merged contributions from private contributors are released under the License From dc399942d8dc7da705709cd90e880ec43257b27a Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 15 Sep 2023 12:42:16 -0700 Subject: [PATCH 002/134] Intent (#21) * add Intent.md * add .md extension to LICENSE --- LICENSE => LICENSE.md | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename LICENSE => LICENSE.md (100%) diff --git a/LICENSE b/LICENSE.md similarity index 100% rename from LICENSE rename to LICENSE.md From fcee841201a3ee24bec6750c644bfce434ed51d0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Florian=20Kluibensch=C3=A4dl?= <51881795+FlowMatric@users.noreply.github.com> Date: Fri, 22 Sep 2023 22:07:48 +0200 Subject: [PATCH 003/134] 18 organize code into python package (#19) * Refactoring/reorg python modules * Adds dependency management with poetry * Adds folder for shared libraries. Unclear yet if this is good location. * Removes outdated module, git lfs track shared lib * add binary download script, drop lib/libhecdss.so * Adds requests as dev dependency * renames package to hecdss --------- Co-authored-by: Florian Kluibenschadl Co-authored-by: Karl Tarbet --- .flake8 | 10 + .gitattributes | 1 + .gitignore | 13 +- attic/HecDss.py | 95 - hec_dss.py | 94 - hec_dss_native.py | 318 ---- poetry.lock | 1601 +++++++++++++++++ pyproject.toml | 68 + src/hecdss/__init__.py | 18 + catalog.py => src/hecdss/catalog.py | 4 +- .../hecdss/dateconverter.py | 0 src/hecdss/download_hecdss.py | 43 + dsspath.py => src/hecdss/dsspath.py | 7 +- src/hecdss/hec_dss.py | 121 ++ src/hecdss/hec_dss_native.py | 388 ++++ src/hecdss/lib/.gitkeep | 0 record_type.py => src/hecdss/record_type.py | 0 timeseries.py => src/hecdss/timeseries.py | 0 tests.py | 60 - sample7.dss => tests/data/sample7.dss | Bin 1415680 -> 1416496 bytes tests/test_basics.py | 62 + 21 files changed, 2330 insertions(+), 573 deletions(-) create mode 100644 .flake8 create mode 100644 .gitattributes delete mode 100644 attic/HecDss.py delete mode 100644 hec_dss.py delete mode 100644 hec_dss_native.py create mode 100644 poetry.lock create mode 100644 pyproject.toml create mode 100644 src/hecdss/__init__.py rename catalog.py => src/hecdss/catalog.py (97%) rename dateconverter.py => src/hecdss/dateconverter.py (100%) create mode 100644 src/hecdss/download_hecdss.py rename dsspath.py => src/hecdss/dsspath.py (85%) create mode 100644 src/hecdss/hec_dss.py create mode 100644 src/hecdss/hec_dss_native.py create mode 100644 src/hecdss/lib/.gitkeep rename record_type.py => src/hecdss/record_type.py (100%) rename timeseries.py => src/hecdss/timeseries.py (100%) delete mode 100644 tests.py rename sample7.dss => tests/data/sample7.dss (99%) create mode 100644 tests/test_basics.py diff --git a/.flake8 b/.flake8 new file mode 100644 index 0000000..e6806a0 --- /dev/null +++ b/.flake8 @@ -0,0 +1,10 @@ +[flake8] +select = B,B9,C,D,DAR,E,F,N,RST,S,W +ignore = E203,E501,RST201,RST203,RST301,W503,D205,D415,S101,RST304 +max-line-length = 100 +max-complexity = 10 +docstring-convention = google +per-file-ignores = tests/*:S101,F401,F811 +rst-roles = class,const,func,meth,mod,ref +rst-directives = deprecated +# exclude = tests/* diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..6c321c8 --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +lib/*.so filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore index 76da001..7a51e57 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,12 @@ -__pycache__/** +.mypy_cache/ +# /.coverage +# /.coverage.* +# /.nox/ +/.python-version +/.pytype/ +/dist/ +# /docs/_build/ +/src/*.egg-info/ +__pycache__/ +.vscode +tests/data/**/tmp/* \ No newline at end of file diff --git a/attic/HecDss.py b/attic/HecDss.py deleted file mode 100644 index 95faea2..0000000 --- a/attic/HecDss.py +++ /dev/null @@ -1,95 +0,0 @@ -import ctypes - - -DLL_PATH=r"C:\project\hec-dss\heclib\hecdss\x64\Release\hecdss.dll" - -class HecDss: - - #def init(): - def open(self,dss_filename, check=False): - self.dss_dll = ctypes.cdll.LoadLibrary(DLL_PATH) - prototype_hec_dss_open = ctypes.CFUNCTYPE(ctypes.c_int, ctypes.c_char_p, ctypes.POINTER(ctypes.c_void_p)) - hec_dss_open = prototype_hec_dss_open(("hec_dss_open", self.dss_dll)) - self.handle = ctypes.c_void_p() - result = hec_dss_open(dss_filename.encode('utf-8'), ctypes.byref(self.handle)) - if check: - # Check the result to see if the function call was successful - if result == 0: - print("hec_dss_open succeeded!") - # Now you can use dss_file_ptr to access the struct or pass it to other functions as needed. - else: - print("hec_dss_open failed with error code:", result) - - def close(self,): - dss_f = self.dss_dll.hec_dss_close - #dss_f.argtypes = [self.handle] - dss_f.argtypes = [ctypes.c_void_p()] - dss_f.restype = ctypes.c_int - - return dss_f(self.handle) - - def record_count(self): - dss_f = self.dss_dll.hec_dss_record_count - dss_f.argtypes = [ctypes.c_void_p()] - dss_f.restype = ctypes.c_int - - return dss_f(self.handle) - - - def read_timeseries(self,path,outputFile,startDate,startTime,endDate,endTime): - - self.dss_dll.hec_dss_export_to_file.argtypes = [ - ctypes.c_void_p(), # dss) - ctypes.c_char_p, # path - ctypes.c_char_p, # outputFile - ctypes.c_char_p, # startDate - ctypes.c_char_p, # startTime - ctypes.c_char_p, # endDate - ctypes.c_char_p # endTime - ] - self.dss_dll.hec_dss_export_to_file.restype = ctypes.c_int - - result = self.dss_dll.hec_dss_export_to_file(self.handle,path, outputFile, startDate, startTime, endDate, endTime) - - - def get_sizes(self): - self.dss_dll.hec_dss_tsGetSizes.argtypes = [ ctypes.c_void_p, ctypes.c_char_p, ctypes.c_char_p, ctypes.c_char_p, ctypes.c_char_p, ctypes.c_char_p, ctypes.POINTER(ctypes.c_int), ctypes.POINTER(ctypes.c_int) ] - self.dss_dll.hec_dss_tsGetSizes.restype = ctypes.c_int - - numberValues = ctypes.c_int() - qualityElementSize = ctypes.c_int() - - - - result = self.dss_dll.hec_dss_tsGetSizes(self.handle, pathname, - startDate, startTime, - endDate, endTime, - ctypes.byref(numberValues), - ctypes.byref(qualityElementSize)) - - import pdb;pdb.set_trace() - - if result == 0: - print("Function call successful:") - print("Number of values:", numberValues.value) - print("Quality element size:", qualityElementSize.value) - return [ctypes.byref(numberValues), ctypes.byref(qualityElevmentSize)] - else: - print("Function call failed with result:", result) - return [0,0] - - - -ppp = b"/AMERICAN/FOLSOM/FLOW-RES IN/01JAN2006/1Day/OBS/" -sd = b"12MAR2006" -ed = b"05APR2006" -st = b"1200" -et = b"1200" -dss = HecDss() -outputFile=b"output.txt" - -dss.open("sample7.dss") -nnn = dss.record_count() -print ("record count = "+str(nnn)) -ttt = dss.read_timeseries(ppp,outputFile,sd,st,ed,et) -dss.close() \ No newline at end of file diff --git a/hec_dss.py b/hec_dss.py deleted file mode 100644 index cc9378a..0000000 --- a/hec_dss.py +++ /dev/null @@ -1,94 +0,0 @@ -from hec_dss_native import HecDssNative -from datetime import datetime -from dateconverter import DateConverter -from timeseries import TimeSeries -from catalog import Catalog -import os - -class HecDss: - - def __init__(self,filename): - self._native = HecDssNative() - self._native.hec_dss_open(filename) - - - def get(self,pathname,startDateTime, endDateTime): - # get sizes - startDate = startDateTime.strftime('%d%b%Y') - startTime = startDateTime.strftime('%H:%M') - endDate = endDateTime.strftime('%d%b%Y') - endTime = startDateTime.strftime('%H:%M') - numberValues = [0] # using array to allow modification - qualityElementSize = [0] - self._native.hec_dss_tsGetSizes(pathname, - startDate, startTime, - endDate, endTime,numberValues,qualityElementSize) - print("Number of values:", numberValues[0]) - print("Quality element size:", qualityElementSize[0]) - - - # tsRetrive - - times=[0,1] - values=[] - numberValuesRead=[0] - quality=[] - julianBaseDate =[0] - timeGranularitySeconds =[0] - units = [""] - bufferLength=40 - dataType =[""] - - - self._native.hec_dss_tsRetrieve(pathname, - startDate, startTime, endDate, endTime, times, - values, numberValues[0], - numberValuesRead, quality, qualityElementSize[0], - julianBaseDate, timeGranularitySeconds, - units, bufferLength, dataType, bufferLength) - - #print("units = "+units[0]) - #print("datatype = "+dataType[0]) - #print("times: ") - #print(times) - #print(values) - print("julianBaseDate = "+str(julianBaseDate[0])) - print("timeGranularitySeconds = "+str(timeGranularitySeconds[0])) - ts = TimeSeries() - ts.times=DateConverter.date_times_from_julian_array(times,timeGranularitySeconds[0],julianBaseDate[0]) - ts.values=values - ts.units=units[0] - ts.dataType=dataType[0] - ts.dsspath=pathname - return ts - - def put(self,ts): - # TO DO.. save other types besides regular interval. - # TO DO. check data type.. - # TO Do. is timezone needed? - #def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, - # saveAsFloat, units, type): - startDate,startTime = DateConverter.dss_datetime_from_string(ts.times[0]) - quality = [] # TO DO - - self._native.hec_dss_tsStoreRegular(ts.pathname,startDate,startTime,ts.values,quality,False,ts.units,ts.dataType) - - def getCatalog(self): - paths,recordTypes = self._native.hec_dss_catalog() - return Catalog(paths,recordTypes) - - def recordCount(self): - return self._native.hec_dss_record_count() - - def setDebugLevel(self,level): - return self._native.hec_dss_set_debug_level(level) - - -if __name__ == "__main__": - #import pdb;pdb.set_trace() - dss = HecDss("sample7.dss") - catalog = dss.getCatalog() - for p in catalog: - print(p) - #print(catalog[0:5]) - #dss.setDebugLevel(15) diff --git a/hec_dss_native.py b/hec_dss_native.py deleted file mode 100644 index 9c2700b..0000000 --- a/hec_dss_native.py +++ /dev/null @@ -1,318 +0,0 @@ -import ctypes -from ctypes import c_char, c_double, c_int,byref, create_string_buffer -import array -import sys - -class HecDssNative: - """Wrapper for Native method calls to hecdss.dll or libhecdss.so """ - - def __init__(self): - if sys.platform == "linux" or sys.platform == "darwin": - self.dll = ctypes.CDLL('./libhecdss.so') - elif sys.platform == "win32": - self.dll = ctypes.CDLL('hecdss') - else: - raise Exception("Unsupported platform") - - - def hec_dss_open(self,dss_filename): - self.dll.hec_dss_open.argtypes = [ctypes.c_char_p, ctypes.POINTER(ctypes.c_void_p)] - self.dll.hec_dss_open.restype = ctypes.c_int - self.handle = ctypes.c_void_p() - rval = self.dll.hec_dss_open(dss_filename.encode('utf-8'),ctypes.byref(self.handle)) - if rval == 0: - print("DSS file opened successfully.") - else: - print("Error opening DSS file.") - return rval - - def hec_dss_close(self): - f = self.dll.hec_dss_close - f.argtypes = [ctypes.c_void_p()] - f.restype = ctypes.c_int - return f(self.handle) - - def hec_dss_record_count(self): - f = self.dll.hec_dss_record_count - f.argtypes = [ctypes.c_void_p()] - f.restype = ctypes.c_int - return f(self.handle) - - # set a integer setting by name - def __hec_dss_set_value(self,name,value): - f = self.dll.hec_dss_set_value - f.argtypes = [ctypes.c_char_p,ctypes.c_int] - f.restype = ctypes.c_int - f(name.encode('utf-8'),value) - - # set debug level (0-15) - # 0 - no output - # 15 - max output - def hec_dss_set_debug_level(self,value): - self.__hec_dss_set_value("mlvl",value) - - - - def hec_dss_export_to_file(self,path,outputFile,startDate,startTime,endDate,endTime): - - self.dll.hec_dss_export_to_file.argtypes = [ - ctypes.c_void_p(), # dss - ctypes.c_char_p, # path - ctypes.c_char_p, # outputFile - ctypes.c_char_p, # startDate - ctypes.c_char_p, # startTime - ctypes.c_char_p, # endDate - ctypes.c_char_p # endTime - ] - self.dll.hec_dss_export_to_file.restype = ctypes.c_int - - result = self.dll.hec_dss_export_to_file(self.handle,path, outputFile, startDate, startTime, endDate, endTime) - - def hec_dss_CONSTANT_MAX_PATH_SIZE(self): - f = self.dll.hec_dss_CONSTANT_MAX_PATH_SIZE - f.restype = ctypes.c_int - return f() - - def hec_dss_catalog(self,filter=""): - """ - retrieves a list of objects in a DSS database - - returns a list of paths, and recordTypes - - """ - count = self.hec_dss_record_count() - pathBufferSize = self.hec_dss_CONSTANT_MAX_PATH_SIZE() - self.dll.hec_dss_catalog.argtypes = [ - ctypes.c_void_p, # dss (assuming it's a pointer) - ctypes.c_char_p, # pathBuffer - ctypes.POINTER(ctypes.c_int), # recordTypes - ctypes.c_char_p, # pathFilter - ctypes.c_int, # count - ctypes.c_int # pathBufferItemSize - ] - self.dll.hec_dss_catalog.restype = ctypes.c_int - - c_rawCatalog = create_string_buffer(count * pathBufferSize) - pathFilter = filter.encode("ascii") - recordTypes = (ctypes.c_int32 * count)() - - pathNameList = [] - - numRecords = self.dll.hec_dss_catalog(self.handle,c_rawCatalog, recordTypes, pathFilter, count, pathBufferSize) - recordTypeArray =[] - recordTypeArray.extend(list(recordTypes[:count])) - for i in range(numRecords): - start = i * pathBufferSize - end = start + pathBufferSize - s = c_rawCatalog[start:end].decode('ascii').replace('\x00','') - #print(f"str='{s}'") - pathNameList.append(s) - - return pathNameList,recordTypeArray - - - def hec_dss_tsGetSizes(self,pathname, - startDate, startTime, - endDate, endTime,numberValues,qualityElementSize): - self.dll.hec_dss_tsGetSizes.argtypes = [ - ctypes.c_void_p(), # dss - ctypes.c_char_p, # path - ctypes.c_char_p, # startDate - ctypes.c_char_p, # startTime - ctypes.c_char_p, # endDate - ctypes.c_char_p, # endTime - ctypes.POINTER(ctypes.c_int), #numberValues - ctypes.POINTER(ctypes.c_int) #qualityElementSize - ] - self.dll.hec_dss_tsGetSizes.restype = ctypes.c_int - - nv = ctypes.c_int() - qes = ctypes.c_int() - - result = self.dll.hec_dss_tsGetSizes(self.handle, pathname.encode('utf-8'), - startDate.encode('utf-8'), startTime.encode('utf-8'), - endDate.encode('utf-8'), endTime.encode('utf-8'), - ctypes.byref(nv), - ctypes.byref(qes)) - - numberValues[0] = nv.value - qualityElementSize[0] = qes.value - #import pdb;pdb.set_trace() - - if result == 0: - print("Function call successful:") - print("Number of values:", numberValues[0]) - print("Quality element size:", qualityElementSize[0]) - else: - print("Function call failed with result:", result) - - return result - - def hec_dss_tsRetrieve(self,pathname, - startDate, startTime, endDate, endTime, - times, values, arraySize, - numberValuesRead, quality, qualityLength, - julianBaseDate, timeGranularitySeconds, - units, unitsLength, dataType, typeLength): - - f = self.dll.hec_dss_tsRetrieve - f.argtypes = [ - ctypes.c_void_p, # dss - ctypes.c_char_p, # pathname - ctypes.c_char_p, # startDate - ctypes.c_char_p, # startTime - ctypes.c_char_p, # endDate - ctypes.c_char_p, # endTime - ctypes.POINTER(ctypes.c_int), # timeArray - ctypes.POINTER(ctypes.c_double), # valueArray - ctypes.c_int, # arraySize - ctypes.POINTER(ctypes.c_int), # numberValuesRead - ctypes.POINTER(ctypes.c_int), # quality - ctypes.c_int, # qualityLength - ctypes.POINTER(ctypes.c_int), # julianBaseDate - ctypes.POINTER(ctypes.c_int), # timeGranularitySeconds - ctypes.c_char_p, # units - ctypes.c_int, # unitsLength - ctypes.c_char_p, # dataType - ctypes.c_int # typeLength - ] - f.restype = ctypes.c_int - - c_arraySize = c_int(arraySize) - c_times = (ctypes.c_int32 * arraySize)() - c_values = (c_double * arraySize)() - c_numberValuesRead = c_int(0) - size = qualityLength*arraySize - - c_quality =(c_int * size)() - c_julianBaseDate = c_int(0) - c_timeGranularitySeconds = c_int(0) - - buff_size = unitsLength - c_units = create_string_buffer(buff_size) - c_unitsLength = c_int(buff_size) - - buff_size = typeLength - c_dataType = create_string_buffer(buff_size) - c_typeLength = c_int(buff_size) - c_julianBaseDate = c_int() - c_timeGranularitySeconds = c_int() - - rval = f(self.handle, - pathname.encode('utf-8'), - startDate.encode('utf-8'), - startTime.encode('utf-8'), - endDate.encode('utf-8'), - endTime.encode('utf-8'), - c_times, - c_values, - c_arraySize, - byref(c_numberValuesRead), - c_quality, - qualityLength, - byref(c_julianBaseDate), - byref(c_timeGranularitySeconds), - c_units, - c_unitsLength, - c_dataType, - c_typeLength) - - times.clear() - times.extend(list(c_times[:c_numberValuesRead.value])) - values.clear() - values.extend(list(c_values[:c_numberValuesRead.value])) - units[0] = c_units.value.decode('utf-8') - dataType[0] = c_dataType.value.decode('utf-8') - julianBaseDate[0] = c_julianBaseDate.value - timeGranularitySeconds[0] = c_timeGranularitySeconds.value - - return rval - - - - def hec_dss_tsStoreRegular(self, pathname, startDate, startTime, valueArray, qualityArray, - saveAsFloat, units, dataType): - - self.dll.hec_dss_tsStoreRegular.restype = ctypes.c_int - self.dll.hec_dss_tsStoreRegular.argtypes = [ - ctypes.c_void_p, # dss (void*) - ctypes.c_char_p, # pathname (const char*) - ctypes.c_char_p, # startDate (const char*) - ctypes.c_char_p, # startTime (const char*) - ctypes.POINTER(ctypes.c_double), # valueArray (double*) - ctypes.c_int, # valueArraySize (int) - ctypes.POINTER(ctypes.c_int), # qualityArray (int*) - ctypes.c_int, # qualityArraySize (int) - ctypes.c_int, # saveAsFloat (int) - ctypes.c_char_p, # units (const char*) - ctypes.c_char_p # type (const char*) - ] - - pathname_c = ctypes.c_char_p(pathname.encode("utf-8")) - startDate_c = ctypes.c_char_p(startDate.encode("utf-8")) - startTime_c = ctypes.c_char_p(startTime.encode("utf-8")) - units_c = ctypes.c_char_p(units.encode("utf-8")) - type_c = ctypes.c_char_p(dataType.encode("utf-8")) - - print(valueArray) - valueArray_c = (ctypes.c_double * len(valueArray))(*valueArray) - qualityArray_c = (ctypes.c_int * len(qualityArray))(*qualityArray) - #import pdb;pdb.set_trace() - return self.dll.hec_dss_tsStoreRegular(self.handle, pathname_c, startDate_c, startTime_c, - valueArray_c, len(valueArray), qualityArray_c, - len(qualityArray), int(saveAsFloat), units_c, type_c) - - - - def test(): - dss = HecDssNative() - outputFile=b"output.txt" - - dss.hec_dss_open(b"sample7.dss") - nnn = dss.hec_dss_record_count() - print ("record count = "+str(nnn)) - - - times = [0,0,0,0,0] - numberValues =len(times) - times_int = (ctypes.c_int * numberValues)(*times) - values = [0,0,0,0,0] - values_double = (ctypes.c_double * numberValues)(*values) - - numberValuesRead = ctypes.c_int() - quality = [] - qualityLength = ctypes.c_int(len(quality)) - quality_int = (ctypes.c_int * len(quality))(*quality) - - julianBaseDate = ctypes.c_int() - timeGranularitySeconds = ctypes.c_int() - buffer_size = 20 - units = ctypes.create_string_buffer(buffer_size) - dataType = ctypes.create_string_buffer(buffer_size) - - result = dss.hec_dss_tsRetrieve(b"//SACRAMENTO/PRECIP-INC//1Day/OBS/", - b"01Jan1924",b"0100", b"01Jan2005", b"2400", times_int, values_double, numberValues, - ctypes.byref(numberValuesRead), quality_int, qualityLength, ctypes.byref(julianBaseDate), ctypes.byref(timeGranularitySeconds), - units, buffer_size, dataType, buffer_size) - - if result == 0: - print("Function call successful.") - else: - print("Function call failed."+str(result)) - - print(units.value.decode('utf-8')) - - - # ppp = b"/AMERICAN/FOLSOM/FLOW-RES IN/01JAN2006/1Day/OBS/" - # sd = b"12MAR2006" - # ed = b"05APR2006" - # st = b"1200" - # et = b"1200" - # dss = HecDss() - # outputFile=b"output.txt" - # - # dss.open("sample7.dss") - # nnn = dss.record_count() - # print ("record count = "+str(nnn)) - # ttt = dss.hec_dss_export_to_file(ppp,outputFile,sd,st,ed,et) - # dss.close() \ No newline at end of file diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..5761086 --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1601 @@ +# This file is automatically @generated by Poetry 1.5.1 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+packages = [{ include = "hecdss", from = "src" }] +# include = [{ path = "lib", format = ["sdist", "wheel"] }] + +[tool.poetry.dependencies] +python = "^3.8" + +[tool.poetry.dev-dependencies] +# Python Syntax highlighter, assume +# Pygments = ">=2.10.0" +black = ">=21.10b0" +coverage = { extras = ["toml"], version = ">=6.2" } +darglint = ">=1.8.1" +flake8 = ">=4.0.1" +flake8-bandit = ">=2.1.2" +flake8-bugbear = ">=21.9.2" +flake8-docstrings = ">=1.6.0" +flake8-rst-docstrings = ">=0.2.5" +# furo = ">=2021.11.12" +isort = ">=5.10.1" +mypy = ">=0.930" +pep8-naming = ">=0.12.1" +pre-commit = ">=2.16.0" +pre-commit-hooks = ">=4.1.0" +pytest = ">=7" +pyupgrade = ">=2.29.1" +safety = ">=2.0.0" +sphinx = ">=4.3.2" +sphinx-autobuild = ">=2021.3.14" +sphinx-click = ">=3.0.2" +typeguard = ">=2.13.3" +# xdoctest = {extras = ["colors"], version = ">=0.15.10"} +myst-parser = { version = ">=0.16.1" } + +[tool.poetry.group.dev.dependencies] +requests = "^2.31.0" + +[tool.coverage.paths] +source = ["src", "*/site-packages"] +tests = ["tests", "*/tests"] + +[tool.coverage.run] +branch = true +source = ["hecdsspython", "tests"] + +[tool.coverage.report] +show_missing = true +fail_under = 100 + +[tool.isort] +profile = "black" +multi_line_output = 3 +lines_after_imports = 2 + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" + +[tool.pytest.ini_options] +log_cli = true +log_cli_level = 'INFO' +testpaths = ["tests"] diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py new file mode 100644 index 0000000..6ac3443 --- /dev/null +++ b/src/hecdss/__init__.py @@ -0,0 +1,18 @@ +import os +import sys +from pathlib import Path + + +shared_lib_dir = Path(__file__).parent.joinpath("lib") + +if sys.platform == "linux" or sys.platform == "darwin": + try: + os.environ["LD_LIBRARY_PATH"] = str(shared_lib_dir) + os.pathsep + os.environ['LD_LIBRARY_PATH'] + except KeyError: + os.environ["LD_LIBRARY_PATH"] = str(shared_lib_dir) +else: + os.add_dll_directory(shared_lib_dir) + +from hecdss.catalog import Catalog +from hecdss.hec_dss import HecDss +from hecdss.dsspath import DssPath diff --git a/catalog.py b/src/hecdss/catalog.py similarity index 97% rename from catalog.py rename to src/hecdss/catalog.py index f29177b..e65732b 100644 --- a/catalog.py +++ b/src/hecdss/catalog.py @@ -1,5 +1,5 @@ -from record_type import RecordType -from dsspath import DssPath +from .record_type import RecordType +from .dsspath import DssPath from datetime import datetime class Catalog: diff --git a/dateconverter.py b/src/hecdss/dateconverter.py similarity index 100% rename from dateconverter.py rename to src/hecdss/dateconverter.py diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py new file mode 100644 index 0000000..9e17d7b --- /dev/null +++ b/src/hecdss/download_hecdss.py @@ -0,0 +1,43 @@ +"""Helper module to retrieve the binary libraries""" + +from pathlib import Path +import shutil +import requests +import zipfile +import os + + +def download_and_unzip(url, zip_file, destination_dir): + """Retrieves a compressed archive from the URL and extracts it in the destination dir. + + Parameters + ---------- + url : str + URL to the archive. + zip_file : str + Name of the local target archive. + destination_dir : + Path to the local directory where the archive content is extracted to. + """ + print(url) + os.makedirs(destination_dir, exist_ok=True) + response = requests.get(zip_url, timeout=300) + if response.status_code == 200: + zip_file_path = os.path.join(destination_dir, zip_file) + with open(zip_file_path, "wb") as zip_file: + zip_file.write(response.content) + print("Zip file downloaded successfully.") + + with zipfile.ZipFile(zip_file_path, "r") as zip_ref: + zip_ref.extractall(destination_dir) + print("Contents extracted successfully.") + os.remove(zip_file_path) + else: + print(f"Failed to download zip file. Status code: {response.status_code}") + + +destination_dir = Path(__file__).parent.joinpath("lib") +zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-win-x86_64/hecdss-7-IS-win-x86_64.zip" +download_and_unzip(zip_url, "hecdss-7-IS-win-x86_64.zip", destination_dir) +zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-linux-x86_64/hecdss-7-IS-linux-x86_64.zip" +download_and_unzip(zip_url, "hecdss-7-IS-linux-x86_64.zip", destination_dir) diff --git a/dsspath.py b/src/hecdss/dsspath.py similarity index 85% rename from dsspath.py rename to src/hecdss/dsspath.py index ad95bd5..7d71754 100644 --- a/dsspath.py +++ b/src/hecdss/dsspath.py @@ -1,11 +1,12 @@ -from record_type import RecordType +from .record_type import RecordType + class DssPath: - """manage parts of DSS path /A/B/C/D/E/F/ + """Manage parts of DSS path /A/B/C/D/E/F/ condenses D part for timeseries records """ - _timeSeriesFamily = [ RecordType.IrregularTimeSeries, RecordType.RegularTimeSeries, RecordType.RegularTimeSeriesProfile ] + _timeSeriesFamily = [RecordType.IrregularTimeSeries, RecordType.RegularTimeSeries, RecordType.RegularTimeSeriesProfile] def __init__(self,path,recType): diff --git a/src/hecdss/hec_dss.py b/src/hecdss/hec_dss.py new file mode 100644 index 0000000..70c264c --- /dev/null +++ b/src/hecdss/hec_dss.py @@ -0,0 +1,121 @@ +"""Docstring for public module.""" + +from hecdss.hec_dss_native import HecDssNative +from hecdss.dateconverter import DateConverter +from hecdss.timeseries import TimeSeries +from hecdss.catalog import Catalog + + +class HecDss: + def __init__(self, filename): + self._native = HecDssNative() + self._native.hec_dss_open(filename) + + def get(self, pathname, startDateTime, endDateTime): + # get sizes + startDate = startDateTime.strftime("%d%b%Y") + startTime = startDateTime.strftime("%H:%M") + endDate = endDateTime.strftime("%d%b%Y") + endTime = startDateTime.strftime("%H:%M") + numberValues = [0] # using array to allow modification + qualityElementSize = [0] + self._native.hec_dss_tsGetSizes( + pathname, + startDate, + startTime, + endDate, + endTime, + numberValues, + qualityElementSize, + ) + print("Number of values:", numberValues[0]) + print("Quality element size:", qualityElementSize[0]) + + # tsRetrive + + times = [0, 1] + values = [] + numberValuesRead = [0] + quality = [] + julianBaseDate = [0] + timeGranularitySeconds = [0] + units = [""] + bufferLength = 40 + dataType = [""] + + self._native.hec_dss_tsRetrieve( + pathname, + startDate, + startTime, + endDate, + endTime, + times, + values, + numberValues[0], + numberValuesRead, + quality, + qualityElementSize[0], + julianBaseDate, + timeGranularitySeconds, + units, + bufferLength, + dataType, + bufferLength, + ) + + # print("units = "+units[0]) + # print("datatype = "+dataType[0]) + # print("times: ") + # print(times) + # print(values) + print("julianBaseDate = " + str(julianBaseDate[0])) + print("timeGranularitySeconds = " + str(timeGranularitySeconds[0])) + ts = TimeSeries() + ts.times = DateConverter.date_times_from_julian_array( + times, timeGranularitySeconds[0], julianBaseDate[0] + ) + ts.values = values + ts.units = units[0] + ts.dataType = dataType[0] + ts.dsspath = pathname + return ts + + def put(self, ts): + # TO DO.. save other types besides regular interval. + # TO DO. check data type.. + # TO Do. is timezone needed? + # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, + # saveAsFloat, units, type): + startDate, startTime = DateConverter.dss_datetime_from_string(ts.times[0]) + quality = [] # TO DO + + self._native.hec_dss_tsStoreRegular( + ts.pathname, + startDate, + startTime, + ts.values, + quality, + False, + ts.units, + ts.dataType, + ) + + def getCatalog(self): + paths, recordTypes = self._native.hec_dss_catalog() + return Catalog(paths, recordTypes) + + def recordCount(self): + return self._native.hec_dss_record_count() + + def setDebugLevel(self, level): + return self._native.hec_dss_set_debug_level(level) + + +if __name__ == "__main__": + # import pdb;pdb.set_trace() + dss = HecDss("sample7.dss") + catalog = dss.getCatalog() + for p in catalog: + print(p) + # print(catalog[0:5]) + # dss.setDebugLevel(15) diff --git a/src/hecdss/hec_dss_native.py b/src/hecdss/hec_dss_native.py new file mode 100644 index 0000000..5d5a295 --- /dev/null +++ b/src/hecdss/hec_dss_native.py @@ -0,0 +1,388 @@ +import ctypes +from ctypes import c_double, c_int, byref, create_string_buffer +from ctypes.util import find_library +import os +import sys + + +class HecDssNative: + """Wrapper for Native method calls to hecdss.dll or libhecdss.so""" + + def __init__(self): + if sys.platform == "linux" or sys.platform == "darwin": + libc_path = ( + "libhecdss.so" + if find_library("libhecdss") + else os.path.join(os.environ["LD_LIBRARY_PATH"], "libhecdss.so") + ) + self.dll = ctypes.CDLL(libc_path) + elif sys.platform == "win32": + self.dll = ctypes.CDLL("hecdss") + else: + raise Exception("Unsupported platform") + + def hec_dss_open(self, dss_filename): + self.dll.hec_dss_open.argtypes = [ + ctypes.c_char_p, + ctypes.POINTER(ctypes.c_void_p), + ] + self.dll.hec_dss_open.restype = ctypes.c_int + self.handle = ctypes.c_void_p() + rval = self.dll.hec_dss_open( + dss_filename.encode("utf-8"), ctypes.byref(self.handle) + ) + if rval == 0: + print("DSS file opened successfully.") + else: + print("Error opening DSS file.") + return rval + + def hec_dss_close(self): + f = self.dll.hec_dss_close + f.argtypes = [ctypes.c_void_p()] + f.restype = ctypes.c_int + return f(self.handle) + + def hec_dss_record_count(self): + f = self.dll.hec_dss_record_count + f.argtypes = [ctypes.c_void_p()] + f.restype = ctypes.c_int + return f(self.handle) + + # set a integer setting by name + def __hec_dss_set_value(self, name, value): + f = self.dll.hec_dss_set_value + f.argtypes = [ctypes.c_char_p, ctypes.c_int] + f.restype = ctypes.c_int + f(name.encode("utf-8"), value) + + # set debug level (0-15) + # 0 - no output + # 15 - max output + def hec_dss_set_debug_level(self, value): + self.__hec_dss_set_value("mlvl", value) + + def hec_dss_export_to_file( + self, path, outputFile, startDate, startTime, endDate, endTime + ): + + self.dll.hec_dss_export_to_file.argtypes = [ + ctypes.c_void_p(), # dss + ctypes.c_char_p, # path + ctypes.c_char_p, # outputFile + ctypes.c_char_p, # startDate + ctypes.c_char_p, # startTime + ctypes.c_char_p, # endDate + ctypes.c_char_p, # endTime + ] + self.dll.hec_dss_export_to_file.restype = ctypes.c_int + + result = self.dll.hec_dss_export_to_file( + self.handle, path, outputFile, startDate, startTime, endDate, endTime + ) + + def hec_dss_CONSTANT_MAX_PATH_SIZE(self): + f = self.dll.hec_dss_CONSTANT_MAX_PATH_SIZE + f.restype = ctypes.c_int + return f() + + def hec_dss_catalog(self, filter=""): + """ + retrieves a list of objects in a DSS database + + returns a list of paths, and recordTypes + + """ + count = self.hec_dss_record_count() + pathBufferSize = self.hec_dss_CONSTANT_MAX_PATH_SIZE() + self.dll.hec_dss_catalog.argtypes = [ + ctypes.c_void_p, # dss (assuming it's a pointer) + ctypes.c_char_p, # pathBuffer + ctypes.POINTER(ctypes.c_int), # recordTypes + ctypes.c_char_p, # pathFilter + ctypes.c_int, # count + ctypes.c_int, # pathBufferItemSize + ] + self.dll.hec_dss_catalog.restype = ctypes.c_int + + c_rawCatalog = create_string_buffer(count * pathBufferSize) + pathFilter = filter.encode("ascii") + recordTypes = (ctypes.c_int32 * count)() + + pathNameList = [] + + numRecords = self.dll.hec_dss_catalog( + self.handle, c_rawCatalog, recordTypes, pathFilter, count, pathBufferSize + ) + recordTypeArray = [] + recordTypeArray.extend(list(recordTypes[:count])) + for i in range(numRecords): + start = i * pathBufferSize + end = start + pathBufferSize + s = c_rawCatalog[start:end].decode("ascii").replace("\x00", "") + # print(f"str='{s}'") + pathNameList.append(s) + + return pathNameList, recordTypeArray + + def hec_dss_tsGetSizes( + self, + pathname, + startDate, + startTime, + endDate, + endTime, + numberValues, + qualityElementSize, + ): + self.dll.hec_dss_tsGetSizes.argtypes = [ + ctypes.c_void_p(), # dss + ctypes.c_char_p, # path + ctypes.c_char_p, # startDate + ctypes.c_char_p, # startTime + ctypes.c_char_p, # endDate + ctypes.c_char_p, # endTime + ctypes.POINTER(ctypes.c_int), # numberValues + ctypes.POINTER(ctypes.c_int), # qualityElementSize + ] + self.dll.hec_dss_tsGetSizes.restype = ctypes.c_int + + nv = ctypes.c_int() + qes = ctypes.c_int() + + result = self.dll.hec_dss_tsGetSizes( + self.handle, + pathname.encode("utf-8"), + startDate.encode("utf-8"), + startTime.encode("utf-8"), + endDate.encode("utf-8"), + endTime.encode("utf-8"), + ctypes.byref(nv), + ctypes.byref(qes), + ) + + numberValues[0] = nv.value + qualityElementSize[0] = qes.value + # import pdb;pdb.set_trace() + + if result == 0: + print("Function call successful:") + print("Number of values:", numberValues[0]) + print("Quality element size:", qualityElementSize[0]) + else: + print("Function call failed with result:", result) + + return result + + def hec_dss_tsRetrieve( + self, + pathname, + startDate, + startTime, + endDate, + endTime, + times, + values, + arraySize, + numberValuesRead, + quality, + qualityLength, + julianBaseDate, + timeGranularitySeconds, + units, + unitsLength, + dataType, + typeLength, + ): + + f = self.dll.hec_dss_tsRetrieve + f.argtypes = [ + ctypes.c_void_p, # dss + ctypes.c_char_p, # pathname + ctypes.c_char_p, # startDate + ctypes.c_char_p, # startTime + ctypes.c_char_p, # endDate + ctypes.c_char_p, # endTime + ctypes.POINTER(ctypes.c_int), # timeArray + ctypes.POINTER(ctypes.c_double), # valueArray + ctypes.c_int, # arraySize + ctypes.POINTER(ctypes.c_int), # numberValuesRead + ctypes.POINTER(ctypes.c_int), # quality + ctypes.c_int, # qualityLength + ctypes.POINTER(ctypes.c_int), # julianBaseDate + ctypes.POINTER(ctypes.c_int), # timeGranularitySeconds + ctypes.c_char_p, # units + ctypes.c_int, # unitsLength + ctypes.c_char_p, # dataType + ctypes.c_int, # typeLength + ] + f.restype = ctypes.c_int + + c_arraySize = c_int(arraySize) + c_times = (ctypes.c_int32 * arraySize)() + c_values = (c_double * arraySize)() + c_numberValuesRead = c_int(0) + size = qualityLength * arraySize + + c_quality = (c_int * size)() + c_julianBaseDate = c_int(0) + c_timeGranularitySeconds = c_int(0) + + buff_size = unitsLength + c_units = create_string_buffer(buff_size) + c_unitsLength = c_int(buff_size) + + buff_size = typeLength + c_dataType = create_string_buffer(buff_size) + c_typeLength = c_int(buff_size) + c_julianBaseDate = c_int() + c_timeGranularitySeconds = c_int() + + rval = f( + self.handle, + pathname.encode("utf-8"), + startDate.encode("utf-8"), + startTime.encode("utf-8"), + endDate.encode("utf-8"), + endTime.encode("utf-8"), + c_times, + c_values, + c_arraySize, + byref(c_numberValuesRead), + c_quality, + qualityLength, + byref(c_julianBaseDate), + byref(c_timeGranularitySeconds), + c_units, + c_unitsLength, + c_dataType, + c_typeLength, + ) + + times.clear() + times.extend(list(c_times[: c_numberValuesRead.value])) + values.clear() + values.extend(list(c_values[: c_numberValuesRead.value])) + units[0] = c_units.value.decode("utf-8") + dataType[0] = c_dataType.value.decode("utf-8") + julianBaseDate[0] = c_julianBaseDate.value + timeGranularitySeconds[0] = c_timeGranularitySeconds.value + + return rval + + def hec_dss_tsStoreRegular( + self, + pathname, + startDate, + startTime, + valueArray, + qualityArray, + saveAsFloat, + units, + dataType, + ): + + self.dll.hec_dss_tsStoreRegular.restype = ctypes.c_int + self.dll.hec_dss_tsStoreRegular.argtypes = [ + ctypes.c_void_p, # dss (void*) + ctypes.c_char_p, # pathname (const char*) + ctypes.c_char_p, # startDate (const char*) + ctypes.c_char_p, # startTime (const char*) + ctypes.POINTER(ctypes.c_double), # valueArray (double*) + ctypes.c_int, # valueArraySize (int) + ctypes.POINTER(ctypes.c_int), # qualityArray (int*) + ctypes.c_int, # qualityArraySize (int) + ctypes.c_int, # saveAsFloat (int) + ctypes.c_char_p, # units (const char*) + ctypes.c_char_p, # type (const char*) + ] + + pathname_c = ctypes.c_char_p(pathname.encode("utf-8")) + startDate_c = ctypes.c_char_p(startDate.encode("utf-8")) + startTime_c = ctypes.c_char_p(startTime.encode("utf-8")) + units_c = ctypes.c_char_p(units.encode("utf-8")) + type_c = ctypes.c_char_p(dataType.encode("utf-8")) + + print(valueArray) + valueArray_c = (ctypes.c_double * len(valueArray))(*valueArray) + qualityArray_c = (ctypes.c_int * len(qualityArray))(*qualityArray) + # import pdb;pdb.set_trace() + return self.dll.hec_dss_tsStoreRegular( + self.handle, + pathname_c, + startDate_c, + startTime_c, + valueArray_c, + len(valueArray), + qualityArray_c, + len(qualityArray), + int(saveAsFloat), + units_c, + type_c, + ) + + def test(): + dss = HecDssNative() + outputFile = b"output.txt" + + dss.hec_dss_open(b"sample7.dss") + nnn = dss.hec_dss_record_count() + print("record count = " + str(nnn)) + + times = [0, 0, 0, 0, 0] + numberValues = len(times) + times_int = (ctypes.c_int * numberValues)(*times) + values = [0, 0, 0, 0, 0] + values_double = (ctypes.c_double * numberValues)(*values) + + numberValuesRead = ctypes.c_int() + quality = [] + qualityLength = ctypes.c_int(len(quality)) + quality_int = (ctypes.c_int * len(quality))(*quality) + + julianBaseDate = ctypes.c_int() + timeGranularitySeconds = ctypes.c_int() + buffer_size = 20 + units = ctypes.create_string_buffer(buffer_size) + dataType = ctypes.create_string_buffer(buffer_size) + + result = dss.hec_dss_tsRetrieve( + b"//SACRAMENTO/PRECIP-INC//1Day/OBS/", + b"01Jan1924", + b"0100", + b"01Jan2005", + b"2400", + times_int, + values_double, + numberValues, + ctypes.byref(numberValuesRead), + quality_int, + qualityLength, + ctypes.byref(julianBaseDate), + ctypes.byref(timeGranularitySeconds), + units, + buffer_size, + dataType, + buffer_size, + ) + + if result == 0: + print("Function call successful.") + else: + print("Function call failed." + str(result)) + + print(units.value.decode("utf-8")) + + # ppp = b"/AMERICAN/FOLSOM/FLOW-RES IN/01JAN2006/1Day/OBS/" + # sd = b"12MAR2006" + # ed = b"05APR2006" + # st = b"1200" + # et = b"1200" + # dss = HecDss() + # outputFile=b"output.txt" + # + # dss.open("sample7.dss") + # nnn = dss.record_count() + # print ("record count = "+str(nnn)) + # ttt = dss.hec_dss_export_to_file(ppp,outputFile,sd,st,ed,et) + # dss.close() diff --git a/src/hecdss/lib/.gitkeep b/src/hecdss/lib/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/record_type.py b/src/hecdss/record_type.py similarity index 100% rename from record_type.py rename to src/hecdss/record_type.py diff --git a/timeseries.py b/src/hecdss/timeseries.py similarity index 100% rename from timeseries.py rename to src/hecdss/timeseries.py diff --git a/tests.py b/tests.py deleted file mode 100644 index 0e0dce4..0000000 --- a/tests.py +++ /dev/null @@ -1,60 +0,0 @@ -from hec_dss import HecDss -from datetime import datetime -from catalog import Catalog -class Tests: - - @staticmethod - def test_issue9(): - dss = HecDss("sample7.dss") - pathnames = [ - "//SACRAMENTO/PRECIP-INC//1Day/OBS/", - "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/" - "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour//" - ] - t1 = datetime(2006, 3, 1) - t2 = datetime(2006, 3 ,30) - for path in pathnames: - print(f"reading {path}") - tsc = dss.get(path,t1,t2) - print(f"len(tsc.values) = {len(tsc.values)}") - assert(len(tsc.values)>1) - - @staticmethod - def basic_tests(): - dss = HecDss("sample7.dss") - print("record count = "+str(dss.recordCount())) - catalog = dss.getCatalog() - print(catalog[0:5]) - - t1 = datetime(2005, 1, 1) - t2 = datetime(2005, 1 ,4) - tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/",t1,t2) - tsc.print_to_console() - assert(len(tsc.values)>0) - tsc2 = dss.get("//SACRAMENTO/TEMP-MAX//1Day/OBS/",t1,t2) - tsc2.print_to_console() - assert(len(tsc2.values)>0) - # save to a new path - tsc.pathname = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" - dss.put(tsc) - tsc3 = dss.get(tsc.pathname,t1,t2) - assert(len(tsc3.values)== len(tsc.values)) - - @staticmethod - def catalog_test(): - rawPaths = [ - "//SACRAMENTO/TEMP-MIN/01Jan1989/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1990/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1991/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1992/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1993/1Day/OBS/" - ] - rt = [100,100,100,100,100] - c = Catalog(rawPaths,rt) - c.print() - - -if __name__ == "__main__": - #Tests.test_issue9() - #Tests.basic_tests() - Tests.catalog_test() diff --git a/sample7.dss b/tests/data/sample7.dss similarity index 99% rename from sample7.dss rename to tests/data/sample7.dss index 3fc28b0f48f3cefd2b8f72651bb38afa7ef36fe9..887cbb1e641610103145f26a7364f809fa0edbe0 100644 GIT binary patch delta 1014 zcmZqJ61HJi*aQioP$mWxuypg}LMF3`2^^A7;ye1g7#SE+VDbVGhTX(QeMY8<8^t*j zCqXpZO}uE%$TU4xl2LrJ0^a{@6J5OV`D4-oSLF&_}~1F--Q3j(na5DRY?NEg|mYP9gwsv~=Owp9WB1O_HR zk{yWcH$&{t1hPSLFpr;~I(?NVmjS14ZhlH;T4rj>_JgeK+n7uj`mC{#_DDiErVxiQ z7p5{WT$(yP&zVbU`Uf8_E>!c5Gi@(e!?OWO0zH4NJz%ED^njV7E2cY$F-p|KTn%y^ z8xX?)%$0fhB?`p_smWj$0wvD_t!oHmgwwa4XQ74Ja(|1d+qT Zsup{ohKARHFF-U9T(D&* delta 266 zcmdn6E39El*aQioU?v6>V83~CA(Pp}1P)1-8OM*NGcquwz~luW44a9K`iv|SH;Qx4 zoCwiuGx4JN^cG1*iOC9#8yLkVUu4v044TZyBoE|sOx9qMm|n4jQDCA2$L0v80;bIq ztQ;6ObFjUL+uX21fvH&_yGy!fS47C*?^cGh&h0m6NtHhm>YzyBZr08si) A`~Uy| diff --git a/tests/test_basics.py b/tests/test_basics.py new file mode 100644 index 0000000..b5987f8 --- /dev/null +++ b/tests/test_basics.py @@ -0,0 +1,62 @@ +"""Pytest module.""" + +from hecdss import Catalog, HecDss +from datetime import datetime + +TEST_FP = "tests/data/sample7.dss" + + +def test_issue9(): + dss = HecDss(TEST_FP) + pathnames = [ + "//SACRAMENTO/PRECIP-INC//1Day/OBS/", + "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/" + "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour//", + ] + t1 = datetime(2006, 3, 1) + t2 = datetime(2006, 3, 30) + for path in pathnames: + print(f"reading {path}") + tsc = dss.get(path, t1, t2) + print(f"len(tsc.values) = {len(tsc.values)}") + assert len(tsc.values) > 1 + + +def test_basic(): + dss = HecDss(TEST_FP) + print("record count = " + str(dss.recordCount())) + catalog = dss.getCatalog() + print(catalog.items[0:5]) + + t1 = datetime(2005, 1, 1) + t2 = datetime(2005, 1, 4) + tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) + tsc.print_to_console() + assert len(tsc.values) > 0 + tsc2 = dss.get("//SACRAMENTO/TEMP-MAX//1Day/OBS/", t1, t2) + tsc2.print_to_console() + assert len(tsc2.values) > 0 + # save to a new path + tsc.pathname = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" + dss.put(tsc) + tsc3 = dss.get(tsc.pathname, t1, t2) + assert len(tsc3.values) == len(tsc.values) + + +def test_new_catalog(): + rawPaths = [ + "//SACRAMENTO/TEMP-MIN/01Jan1989/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1990/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1991/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1992/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1993/1Day/OBS/", + ] + rt = [100, 100, 100, 100, 100] + c = Catalog(rawPaths, rt) + c.print() + + +if __name__ == "__main__": + test_issue9() + test_basic() +# test_new_catalog() From 278fe640a273c89882d7a0ccc4a17638025e7341 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 10 Oct 2023 15:31:24 -0700 Subject: [PATCH 004/134] fixes issue #24 --- .gitignore | 3 ++- src/hecdss/hec_dss.py | 2 +- tests/test_basics.py | 4 ++-- 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/.gitignore b/.gitignore index 7a51e57..dcdf216 100644 --- a/.gitignore +++ b/.gitignore @@ -9,4 +9,5 @@ /src/*.egg-info/ __pycache__/ .vscode -tests/data/**/tmp/* \ No newline at end of file +tests/data/**/tmp/* +hecdss.dll diff --git a/src/hecdss/hec_dss.py b/src/hecdss/hec_dss.py index 70c264c..39ce05d 100644 --- a/src/hecdss/hec_dss.py +++ b/src/hecdss/hec_dss.py @@ -90,7 +90,7 @@ def put(self, ts): quality = [] # TO DO self._native.hec_dss_tsStoreRegular( - ts.pathname, + ts.dsspath, startDate, startTime, ts.values, diff --git a/tests/test_basics.py b/tests/test_basics.py index b5987f8..e42cd1d 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -37,9 +37,9 @@ def test_basic(): tsc2.print_to_console() assert len(tsc2.values) > 0 # save to a new path - tsc.pathname = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" + tsc.dsspath = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" dss.put(tsc) - tsc3 = dss.get(tsc.pathname, t1, t2) + tsc3 = dss.get(tsc.dsspath, t1, t2) assert len(tsc3.values) == len(tsc.values) From 9b64d781fe5a49b301d289e78525dc68e5b8877d Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 10 Oct 2023 16:06:39 -0700 Subject: [PATCH 005/134] support python 3.7, add another test --- src/hecdss/__init__.py | 3 ++- tests/test_basics.py | 19 ++++++++++++++----- 2 files changed, 16 insertions(+), 6 deletions(-) diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 6ac3443..328bbd7 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -1,5 +1,6 @@ import os import sys +import ctypes from pathlib import Path @@ -11,7 +12,7 @@ except KeyError: os.environ["LD_LIBRARY_PATH"] = str(shared_lib_dir) else: - os.add_dll_directory(shared_lib_dir) + os.environ['PATH'] = f"{shared_lib_dir};{os.environ['PATH']}" from hecdss.catalog import Catalog from hecdss.hec_dss import HecDss diff --git a/tests/test_basics.py b/tests/test_basics.py index e42cd1d..7b2609e 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -1,8 +1,13 @@ """Pytest module.""" +import sys +sys.path.append(r'src') + from hecdss import Catalog, HecDss from datetime import datetime + + TEST_FP = "tests/data/sample7.dss" @@ -25,8 +30,6 @@ def test_issue9(): def test_basic(): dss = HecDss(TEST_FP) print("record count = " + str(dss.recordCount())) - catalog = dss.getCatalog() - print(catalog.items[0:5]) t1 = datetime(2005, 1, 1) t2 = datetime(2005, 1, 4) @@ -42,6 +45,11 @@ def test_basic(): tsc3 = dss.get(tsc.dsspath, t1, t2) assert len(tsc3.values) == len(tsc.values) +def test_catalog(): + dss = HecDss(TEST_FP) + catalog = dss.getCatalog() + for ds in catalog: + print(ds.recType,ds) def test_new_catalog(): rawPaths = [ @@ -57,6 +65,7 @@ def test_new_catalog(): if __name__ == "__main__": - test_issue9() - test_basic() -# test_new_catalog() + test_catalog() + #test_issue9() + #test_basic() + #test_new_catalog() From 097abd1b1b3f57ae4bd381ad4ad40f45347ce984 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 10 Oct 2023 16:10:00 -0700 Subject: [PATCH 006/134] uncomment all tests --- tests/test_basics.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tests/test_basics.py b/tests/test_basics.py index 7b2609e..c403f91 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -66,6 +66,6 @@ def test_new_catalog(): if __name__ == "__main__": test_catalog() - #test_issue9() - #test_basic() - #test_new_catalog() + test_issue9() + test_basic() + test_new_catalog() From e7c6ad03bfe6148a244ad4ae10298f35f5d13c26 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Wed, 11 Oct 2023 10:41:42 -0700 Subject: [PATCH 007/134] Bump urllib3 from 2.0.4 to 2.0.6 (#25) Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.0.4 to 2.0.6. - [Release notes](https://github.com/urllib3/urllib3/releases) - [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst) - [Commits](https://github.com/urllib3/urllib3/compare/2.0.4...2.0.6) --- updated-dependencies: - dependency-name: urllib3 dependency-type: indirect ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- poetry.lock | 28 ++++++++++++++++++++++++---- 1 file changed, 24 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index 5761086..5d5f19f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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"sha256:b19e1a85d206b56d7df1d5e683df4a7725252a964e3993648dd0fb5a1c157564"}, ] [package.extras] From ee3945d4796ff73d120630ccd8e9301bfc325b77 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 4 Dec 2023 12:39:01 -0800 Subject: [PATCH 008/134] Bump urllib3 from 2.0.6 to 2.0.7 (#27) Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.0.6 to 2.0.7. - [Release notes](https://github.com/urllib3/urllib3/releases) - [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst) - [Commits](https://github.com/urllib3/urllib3/compare/2.0.6...2.0.7) --- updated-dependencies: - dependency-name: urllib3 dependency-type: indirect ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- poetry.lock | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index 5d5f19f..97773c8 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "alabaster" @@ -1565,13 +1565,13 @@ files = [ [[package]] name = "urllib3" -version = "2.0.6" +version = "2.0.7" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false python-versions = ">=3.7" files = [ - {file = "urllib3-2.0.6-py3-none-any.whl", hash = "sha256:7a7c7003b000adf9e7ca2a377c9688bbc54ed41b985789ed576570342a375cd2"}, - {file = "urllib3-2.0.6.tar.gz", hash = "sha256:b19e1a85d206b56d7df1d5e683df4a7725252a964e3993648dd0fb5a1c157564"}, + {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"}, + {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"}, ] [package.extras] From 7dace9c446a8caf135649359348d82a1044a4519 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 5 Dec 2023 12:38:16 -0800 Subject: [PATCH 009/134] start using unittest, add method for reading grids, and several cleanup steps, (#26) * initial signature for reading grids * update Readme.md * underscore _HecDssNative to indicate private * use module unittest * create unique filenames * simplify open, add some comments * simplify cleanup ctypes with imports * more ctypes cleanup * add datatype translation table --- Readme.md | 14 +- src/hecdss/hec_dss.py | 9 +- src/hecdss/hec_dss_native-readme.md | 39 ++++ src/hecdss/hec_dss_native.py | 292 +++++++++++++++++----------- tests/data/grid-example.dss | Bin 0 -> 128848 bytes tests/test_basics.py | 136 +++++++------ tests/test_file_manager.py | 37 ++++ 7 files changed, 349 insertions(+), 178 deletions(-) create mode 100644 src/hecdss/hec_dss_native-readme.md create mode 100644 tests/data/grid-example.dss create mode 100644 tests/test_file_manager.py diff --git a/Readme.md b/Readme.md index 7ca7444..2324488 100644 --- a/Readme.md +++ b/Readme.md @@ -2,6 +2,16 @@ This repository contains a Python wrapper for the HEC-DSS file database C library. The provided DLL (`hecdss.dll` on Windows and `hecdss.so` on Linux) enables interaction with HEC-DSS files while abstracting memory management between Python and C. +## Getting Started + +1. Clone this repository to your local machine. +2. Place the appropriate `hecdss.dll` or `hecdss.so` file for your platform in the repository's root directory. [hecdss.dll](https://github.com/HydrologicEngineeringCenter/hec-dss-python/releases/download/v0.0.1-alpha/hecdss.dll) +3. from the repo directory (hec-dss-python) + ``` + C:\project\hec-dss-python>python tests\test_basics.py + ``` + + ## Background The HEC-DSS file database is a widely used data storage format for hydrological and environmental data. This repository provides a Python interface to interact with the HEC-DSS files using the provided C DLL. The primary goal is to enable Python applications to read data from and write data to HEC-DSS files. @@ -31,10 +41,6 @@ These are the driving design ideas and goals of the hec-dss-python project (subj - Language-agnostic approach similar to the .NET implementation ([hec-dss-dotnet](https://github.com/HydrologicEngineeringCenter/hec-dss-dotnet)). - No package installation required because the library is using python-ctypes to interact with the DLL. -## Getting Started - -1. Clone this repository to your local machine. -2. Place the appropriate `hecdss.dll` or `hecdss.so` file for your platform in the repository's root directory. ## Contributing diff --git a/src/hecdss/hec_dss.py b/src/hecdss/hec_dss.py index 39ce05d..9ee34fa 100644 --- a/src/hecdss/hec_dss.py +++ b/src/hecdss/hec_dss.py @@ -1,6 +1,6 @@ """Docstring for public module.""" -from hecdss.hec_dss_native import HecDssNative +from hecdss.hec_dss_native import _HecDssNative from hecdss.dateconverter import DateConverter from hecdss.timeseries import TimeSeries from hecdss.catalog import Catalog @@ -8,9 +8,12 @@ class HecDss: def __init__(self, filename): - self._native = HecDssNative() + self._native = _HecDssNative() self._native.hec_dss_open(filename) + def close(self): + self._native.hec_dss_close() + def get(self, pathname, startDateTime, endDateTime): # get sizes startDate = startDateTime.strftime("%d%b%Y") @@ -33,7 +36,7 @@ def get(self, pathname, startDateTime, endDateTime): # tsRetrive - times = [0, 1] + times = [0] values = [] numberValuesRead = [0] quality = [] diff --git a/src/hecdss/hec_dss_native-readme.md b/src/hecdss/hec_dss_native-readme.md new file mode 100644 index 0000000..9690dbb --- /dev/null +++ b/src/hecdss/hec_dss_native-readme.md @@ -0,0 +1,39 @@ + +This library is CTypes, which is built into python to call native C functions in a DLL (hecdss.dll) + +For reading data, python allocates memory and passes allocated arrays into hecdss.dll. Hecdss.dll will load the 'results' into the allocated arrays. This way Python and C only share memory during function calls,and manage memory for themselfs otherwise. + +Python then converts the allocated arrays into python arrays. + + +| boundary| functionality | Why | +| ------------- |-------------| -----| +| hec_dss_native.py | native binding layer(defines C API calls) | +| hec_dss.py | python friendly entry point ; Python API manages calling hec_dss_native, copies data between C and Python memory | + +## Data type details, for calling C DLL from python. + + +| Purpose | Native C | call from hec_dss.py | ctypes arg Definition | change before calling C method… | Upper Layer | +|------------------|------------------|----------------------------|-----------------------|--------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------| +| open DSS handle | `dss_file** dss` | `hec_dss_native only` | `POINTER(c_void_p)` | `self.handle = c_void_p()`
`function_call(byref(self.handle)` | | +| use DSS handle | `dss_file *dss` | `hec_dss_native only` | `c_void_p()` | `function_call(self.handle)` | | +| ummutable string | `const char* s` | `str` | `c_char_p` | `s.encode("utf-8")` OR `define s=b"my string"` | | +| string by ref | `char* units` | `units =[""]` | `c_char_p` | `c_units = create_string_buffer(buff_size)`
`// call C method…`
`c_units.value.decode("utf-8")` | `units = [""]`
`function(units)`
`ts.units = units[0]` | +| array ref | `int* times` | `times = []` | `POINTER(c_int)` | `c_times = (c_int32 * arraySize)()` | | +| array ref | `double *valueArray` | `values=[]` | `POINTER(c_double)` | `c_values = (c_double * arraySize)()` | | +| pass by value | `int arraySize` | `int` | `c_int` | `c_arraySize = c_int(arraySize)` | | +| pass by ref | `int* numValues` | `numberValues=[0]` | `POINTER(c_int)` | `c_numberValues = c_int(0),`
`then pass byref(c_numberValues)` | | +| return value | `int i` | `n/a` | `c_int` | `automatic conversion` | | + + + + +The following prompt template has been useful in generating the wrapper layer. + +I need to call a C method inside a DLL, using python ctypes. Also please create a python wrapper function , with the same function name. Include the argtypes, inside the function, with each argtype on a separate lines with the names as comments. + + + Here is the C method: + + \ No newline at end of file diff --git a/src/hecdss/hec_dss_native.py b/src/hecdss/hec_dss_native.py index 5d5a295..3ce5577 100644 --- a/src/hecdss/hec_dss_native.py +++ b/src/hecdss/hec_dss_native.py @@ -1,11 +1,13 @@ import ctypes -from ctypes import c_double, c_int, byref, create_string_buffer +from ctypes import c_float, c_double, c_char_p, c_int, c_void_p,POINTER +from ctypes import c_int32 +from ctypes import byref, create_string_buffer from ctypes.util import find_library import os import sys +from typing import List - -class HecDssNative: +class _HecDssNative: """Wrapper for Native method calls to hecdss.dll or libhecdss.so""" def __init__(self): @@ -21,16 +23,15 @@ def __init__(self): else: raise Exception("Unsupported platform") - def hec_dss_open(self, dss_filename): - self.dll.hec_dss_open.argtypes = [ - ctypes.c_char_p, - ctypes.POINTER(ctypes.c_void_p), + def hec_dss_open(self, dss_filename: str): + f = self.dll.hec_dss_open + f.argtypes = [ + c_char_p, + POINTER(c_void_p), ] - self.dll.hec_dss_open.restype = ctypes.c_int - self.handle = ctypes.c_void_p() - rval = self.dll.hec_dss_open( - dss_filename.encode("utf-8"), ctypes.byref(self.handle) - ) + f.restype = c_int + self.handle = c_void_p() + rval = f(dss_filename.encode("utf-8"), ctypes.byref(self.handle)) if rval == 0: print("DSS file opened successfully.") else: @@ -39,51 +40,51 @@ def hec_dss_open(self, dss_filename): def hec_dss_close(self): f = self.dll.hec_dss_close - f.argtypes = [ctypes.c_void_p()] - f.restype = ctypes.c_int + f.argtypes = [c_void_p()] + f.restype = c_int return f(self.handle) def hec_dss_record_count(self): f = self.dll.hec_dss_record_count - f.argtypes = [ctypes.c_void_p()] - f.restype = ctypes.c_int + f.argtypes = [c_void_p()] + f.restype = c_int return f(self.handle) # set a integer setting by name - def __hec_dss_set_value(self, name, value): + def __hec_dss_set_value(self, name:str, value:int): f = self.dll.hec_dss_set_value - f.argtypes = [ctypes.c_char_p, ctypes.c_int] - f.restype = ctypes.c_int + f.argtypes = [c_char_p, c_int] + f.restype = c_int f(name.encode("utf-8"), value) # set debug level (0-15) # 0 - no output # 15 - max output - def hec_dss_set_debug_level(self, value): + def hec_dss_set_debug_level(self, value:int): self.__hec_dss_set_value("mlvl", value) def hec_dss_export_to_file( - self, path, outputFile, startDate, startTime, endDate, endTime + self, path:str, outputFile:str, startDate:str, startTime:str, endDate:str, endTime:str ): - - self.dll.hec_dss_export_to_file.argtypes = [ - ctypes.c_void_p(), # dss - ctypes.c_char_p, # path - ctypes.c_char_p, # outputFile - ctypes.c_char_p, # startDate - ctypes.c_char_p, # startTime - ctypes.c_char_p, # endDate - ctypes.c_char_p, # endTime + f=self.dll.hec_dss_export_to_file + f.argtypes = [ + c_void_p(), # dss + c_char_p, # path + c_char_p, # outputFile + c_char_p, # startDate + c_char_p, # startTime + c_char_p, # endDate + c_char_p, # endTime ] - self.dll.hec_dss_export_to_file.restype = ctypes.c_int + f.restype = c_int - result = self.dll.hec_dss_export_to_file( + result = f( self.handle, path, outputFile, startDate, startTime, endDate, endTime ) def hec_dss_CONSTANT_MAX_PATH_SIZE(self): f = self.dll.hec_dss_CONSTANT_MAX_PATH_SIZE - f.restype = ctypes.c_int + f.restype = c_int return f() def hec_dss_catalog(self, filter=""): @@ -96,18 +97,18 @@ def hec_dss_catalog(self, filter=""): count = self.hec_dss_record_count() pathBufferSize = self.hec_dss_CONSTANT_MAX_PATH_SIZE() self.dll.hec_dss_catalog.argtypes = [ - ctypes.c_void_p, # dss (assuming it's a pointer) - ctypes.c_char_p, # pathBuffer - ctypes.POINTER(ctypes.c_int), # recordTypes - ctypes.c_char_p, # pathFilter - ctypes.c_int, # count - ctypes.c_int, # pathBufferItemSize + c_void_p, # dss (assuming it's a pointer) + c_char_p, # pathBuffer + POINTER(c_int), # recordTypes + c_char_p, # pathFilter + c_int, # count + c_int, # pathBufferItemSize ] - self.dll.hec_dss_catalog.restype = ctypes.c_int + self.dll.hec_dss_catalog.restype = c_int c_rawCatalog = create_string_buffer(count * pathBufferSize) pathFilter = filter.encode("ascii") - recordTypes = (ctypes.c_int32 * count)() + recordTypes = (c_int32 * count)() pathNameList = [] @@ -136,19 +137,19 @@ def hec_dss_tsGetSizes( qualityElementSize, ): self.dll.hec_dss_tsGetSizes.argtypes = [ - ctypes.c_void_p(), # dss - ctypes.c_char_p, # path - ctypes.c_char_p, # startDate - ctypes.c_char_p, # startTime - ctypes.c_char_p, # endDate - ctypes.c_char_p, # endTime - ctypes.POINTER(ctypes.c_int), # numberValues - ctypes.POINTER(ctypes.c_int), # qualityElementSize + c_void_p(), # dss + c_char_p, # path + c_char_p, # startDate + c_char_p, # startTime + c_char_p, # endDate + c_char_p, # endTime + POINTER(c_int), # numberValues + POINTER(c_int), # qualityElementSize ] - self.dll.hec_dss_tsGetSizes.restype = ctypes.c_int + self.dll.hec_dss_tsGetSizes.restype = c_int - nv = ctypes.c_int() - qes = ctypes.c_int() + nv = c_int() + qes = c_int() result = self.dll.hec_dss_tsGetSizes( self.handle, @@ -176,50 +177,50 @@ def hec_dss_tsGetSizes( def hec_dss_tsRetrieve( self, - pathname, - startDate, - startTime, - endDate, - endTime, - times, - values, - arraySize, + pathname:str, + startDate:str, + startTime:str, + endDate:str, + endTime:str, + times:List[int], + values:List[float], + arraySize:str, numberValuesRead, quality, - qualityLength, - julianBaseDate, - timeGranularitySeconds, - units, - unitsLength, - dataType, - typeLength, + qualityLength:int, + julianBaseDate:int, + timeGranularitySeconds:int, + units:List[str], + unitsLength:int, + dataType:List[str], + typeLength:int, ): f = self.dll.hec_dss_tsRetrieve f.argtypes = [ - ctypes.c_void_p, # dss - ctypes.c_char_p, # pathname - ctypes.c_char_p, # startDate - ctypes.c_char_p, # startTime - ctypes.c_char_p, # endDate - ctypes.c_char_p, # endTime - ctypes.POINTER(ctypes.c_int), # timeArray - ctypes.POINTER(ctypes.c_double), # valueArray - ctypes.c_int, # arraySize - ctypes.POINTER(ctypes.c_int), # numberValuesRead - ctypes.POINTER(ctypes.c_int), # quality - ctypes.c_int, # qualityLength - ctypes.POINTER(ctypes.c_int), # julianBaseDate - ctypes.POINTER(ctypes.c_int), # timeGranularitySeconds - ctypes.c_char_p, # units - ctypes.c_int, # unitsLength - ctypes.c_char_p, # dataType - ctypes.c_int, # typeLength + c_void_p, # dss + c_char_p, # pathname + c_char_p, # startDate + c_char_p, # startTime + c_char_p, # endDate + c_char_p, # endTime + POINTER(c_int), # timeArray + POINTER(c_double), # valueArray + c_int, # arraySize + POINTER(c_int), # numberValuesRead + POINTER(c_int), # quality + c_int, # qualityLength + POINTER(c_int), # julianBaseDate + POINTER(c_int), # timeGranularitySeconds + c_char_p, # units + c_int, # unitsLength + c_char_p, # dataType + c_int, # typeLength ] - f.restype = ctypes.c_int + f.restype = c_int c_arraySize = c_int(arraySize) - c_times = (ctypes.c_int32 * arraySize)() + c_times = (c_int32 * arraySize)() c_values = (c_double * arraySize)() c_numberValuesRead = c_int(0) size = qualityLength * arraySize @@ -282,30 +283,30 @@ def hec_dss_tsStoreRegular( dataType, ): - self.dll.hec_dss_tsStoreRegular.restype = ctypes.c_int + self.dll.hec_dss_tsStoreRegular.restype = c_int self.dll.hec_dss_tsStoreRegular.argtypes = [ - ctypes.c_void_p, # dss (void*) - ctypes.c_char_p, # pathname (const char*) - ctypes.c_char_p, # startDate (const char*) - ctypes.c_char_p, # startTime (const char*) - ctypes.POINTER(ctypes.c_double), # valueArray (double*) - ctypes.c_int, # valueArraySize (int) - ctypes.POINTER(ctypes.c_int), # qualityArray (int*) - ctypes.c_int, # qualityArraySize (int) - ctypes.c_int, # saveAsFloat (int) - ctypes.c_char_p, # units (const char*) - ctypes.c_char_p, # type (const char*) + c_void_p, # dss (void*) + c_char_p, # pathname (const char*) + c_char_p, # startDate (const char*) + c_char_p, # startTime (const char*) + POINTER(c_double), # valueArray (double*) + c_int, # valueArraySize (int) + POINTER(c_int), # qualityArray (int*) + c_int, # qualityArraySize (int) + c_int, # saveAsFloat (int) + c_char_p, # units (const char*) + c_char_p, # type (const char*) ] - pathname_c = ctypes.c_char_p(pathname.encode("utf-8")) - startDate_c = ctypes.c_char_p(startDate.encode("utf-8")) - startTime_c = ctypes.c_char_p(startTime.encode("utf-8")) - units_c = ctypes.c_char_p(units.encode("utf-8")) - type_c = ctypes.c_char_p(dataType.encode("utf-8")) + pathname_c = c_char_p(pathname.encode("utf-8")) + startDate_c = c_char_p(startDate.encode("utf-8")) + startTime_c = c_char_p(startTime.encode("utf-8")) + units_c = c_char_p(units.encode("utf-8")) + type_c = c_char_p(dataType.encode("utf-8")) print(valueArray) - valueArray_c = (ctypes.c_double * len(valueArray))(*valueArray) - qualityArray_c = (ctypes.c_int * len(qualityArray))(*qualityArray) + valueArray_c = (c_double * len(valueArray))(*valueArray) + qualityArray_c = (c_int * len(qualityArray))(*qualityArray) # import pdb;pdb.set_trace() return self.dll.hec_dss_tsStoreRegular( self.handle, @@ -321,6 +322,71 @@ def hec_dss_tsStoreRegular( type_c, ) + def hec_dss_gridRetrieve(dss, pathname, boolRetrieveData, type_, dataType, + lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, + numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, + isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, + srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, + timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, + nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, + rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength): + + # Define the argument types for the C function + self.dll.hec_dss_gridRetrieve.argtypes = [ + POINTER(dss), # dss_file* dss + c_char_p, # const char* pathname + c_int, # int boolRetrieveData + POINTER(c_int), # int* type + POINTER(c_int), # int* dataType + POINTER(c_int), # int* lowerLeftCellX + POINTER(c_int), # int* lowerLeftCellY + POINTER(c_int), # int* numberOfCellsX + POINTER(c_int), # int* numberOfCellsY + POINTER(c_int), # int* numberOfRanges + POINTER(c_int), # int* srsDefinitionType + POINTER(c_int), # int* timeZoneRawOffset + POINTER(c_int), # int* isInterval + POINTER(c_int), # int* isTimeStamped + c_char_p, # char* dataUnits + c_int, # const int dataUnitsLength + c_char_p, # char* dataSource + c_int, # const int dataSourceLength + c_char_p, # char* srsName + c_int, # const int srsNameLength + c_char_p, # char* srsDefinition + c_int, # const int srsDefinitionLength + c_char_p, # char* timeZoneID + c_int, # const int timeZoneIDLength + POINTER(c_float), # float* cellSize + POINTER(c_float), # float* xCoordOfGridCellZero + POINTER(c_float), # float* yCoordOfGridCellZero + POINTER(c_float), # float* nullValue + POINTER(c_float), # float* maxDataValue + POINTER(c_float), # float* minDataValue + POINTER(c_float), # float* meanDataValue + POINTER(c_float), # float* rangeLimitTable + c_int, # const int rangeTablesLength + POINTER(c_int), # int* numberEqualOrExceedingRangeLimit + POINTER(c_float), # float* data + c_int # const int dataLength + ] + + # Define the return type for the C function + self.dll.hec_dss_gridRetrieve.restype = c_int + + # Call the C function + return dss_lib.hec_dss_gridRetrieve( + dss, pathname, boolRetrieveData, type_, dataType, + lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, + numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, + isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, + srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, + timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, + nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, + rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength) + + + def test(): dss = HecDssNative() outputFile = b"output.txt" @@ -331,17 +397,17 @@ def test(): times = [0, 0, 0, 0, 0] numberValues = len(times) - times_int = (ctypes.c_int * numberValues)(*times) + times_int = (c_int * numberValues)(*times) values = [0, 0, 0, 0, 0] - values_double = (ctypes.c_double * numberValues)(*values) + values_double = (c_double * numberValues)(*values) - numberValuesRead = ctypes.c_int() + numberValuesRead = c_int() quality = [] - qualityLength = ctypes.c_int(len(quality)) - quality_int = (ctypes.c_int * len(quality))(*quality) + qualityLength = c_int(len(quality)) + quality_int = (c_int * len(quality))(*quality) - julianBaseDate = ctypes.c_int() - timeGranularitySeconds = ctypes.c_int() + julianBaseDate = c_int() + timeGranularitySeconds = c_int() buffer_size = 20 units = ctypes.create_string_buffer(buffer_size) dataType = ctypes.create_string_buffer(buffer_size) diff --git 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TestFileManager(TEST_DIR) + + def tearDown(self) -> None: + self.test_files.cleanup() + + + def test_issue9(self): + dss = HecDss(self.test_files.get_copy("sample7.dss")) + pathnames = [ + "//SACRAMENTO/PRECIP-INC//1Day/OBS/", + "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/" + "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour//", + ] + t1 = datetime(2006, 3, 1) + t2 = datetime(2006, 3, 30) + for path in pathnames: + print(f"reading {path}") + tsc = dss.get(path, t1, t2) + print(f"len(tsc.values) = {len(tsc.values)}") + assert len(tsc.values) > 1 + dss.close() + + + def test_basic(self): + dss = HecDss(self.test_files.get_copy("sample7.dss")) + print("record count = " + str(dss.recordCount())) + + t1 = datetime(2005, 1, 1) + t2 = datetime(2005, 1, 4) + tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) + tsc.print_to_console() + assert len(tsc.values) > 0 + tsc2 = dss.get("//SACRAMENTO/TEMP-MAX//1Day/OBS/", t1, t2) + tsc2.print_to_console() + assert len(tsc2.values) > 0 + # save to a new path + tsc.dsspath = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" + dss.put(tsc) + tsc3 = dss.get(tsc.dsspath, t1, t2) + assert len(tsc3.values) == len(tsc.values) + dss.close() + + def test_catalog(self): + dss = HecDss(self.test_files.get_copy("sample7.dss")) + catalog = dss.getCatalog() + for ds in catalog: + print(ds.recType,ds) + + dss.close() + + def test_new_catalog(self): + rawPaths = [ + "//SACRAMENTO/TEMP-MIN/01Jan1989/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1990/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1991/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1992/1Day/OBS/", + "//SACRAMENTO/TEMP-MIN/01Jan1993/1Day/OBS/", + ] + rt = [100, 100, 100, 100, 100] + c = Catalog(rawPaths, rt) + c.print() + def test_grid(self): + dss = HecDss(self.test_files.get_copy("grid-example.dss")) -TEST_FP = "tests/data/sample7.dss" - - -def test_issue9(): - dss = HecDss(TEST_FP) - pathnames = [ - "//SACRAMENTO/PRECIP-INC//1Day/OBS/", - "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/" - "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour//", - ] - t1 = datetime(2006, 3, 1) - t2 = datetime(2006, 3, 30) - for path in pathnames: - print(f"reading {path}") - tsc = dss.get(path, t1, t2) - print(f"len(tsc.values) = {len(tsc.values)}") - assert len(tsc.values) > 1 - - -def test_basic(): - dss = HecDss(TEST_FP) - print("record count = " + str(dss.recordCount())) - - t1 = datetime(2005, 1, 1) - t2 = datetime(2005, 1, 4) - tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) - tsc.print_to_console() - assert len(tsc.values) > 0 - tsc2 = dss.get("//SACRAMENTO/TEMP-MAX//1Day/OBS/", t1, t2) - tsc2.print_to_console() - assert len(tsc2.values) > 0 - # save to a new path - tsc.dsspath = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" - dss.put(tsc) - tsc3 = dss.get(tsc.dsspath, t1, t2) - assert len(tsc3.values) == len(tsc.values) - -def test_catalog(): - dss = HecDss(TEST_FP) - catalog = dss.getCatalog() - for ds in catalog: - print(ds.recType,ds) - -def test_new_catalog(): - rawPaths = [ - "//SACRAMENTO/TEMP-MIN/01Jan1989/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1990/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1991/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1992/1Day/OBS/", - "//SACRAMENTO/TEMP-MIN/01Jan1993/1Day/OBS/", - ] - rt = [100, 100, 100, 100, 100] - c = Catalog(rawPaths, rt) - c.print() + dss.close() if __name__ == "__main__": - test_catalog() - test_issue9() - test_basic() - test_new_catalog() + unittest.main() + # test_catalog() + # test_issue9() + # test_basic() + # test_new_catalog() diff --git a/tests/test_file_manager.py b/tests/test_file_manager.py new file mode 100644 index 0000000..5197d23 --- /dev/null +++ b/tests/test_file_manager.py @@ -0,0 +1,37 @@ +import shutil +import tempfile +import os +import uuid + +class TestFileManager: + """ + This TestFileManager is used to create uniquely named copies of test input files + in a unique temporary directory. + + This ensures that file operations in tests do not interfere with the original files + and provides a clean, isolated environment for each test. + """ + + def __init__(self, test_data_dir): + self.test_data_dir = test_data_dir + self.temp_dir = tempfile.mkdtemp() + + def get_copy(self, filename): + """Copies a file to the temporary directory.""" + src = os.path.join(self.test_data_dir, filename) + if not os.path.isfile(src): + raise FileNotFoundError(f"No such file: {src}") + + basename, extension = os.path.splitext(filename) + unique_id = uuid.uuid4() + + # Creating a unique filename + unique_filename = f"{basename}_{unique_id}{extension}" + dest = os.path.join(self.temp_dir, unique_filename) + + shutil.copy(src, dest) + return dest + + def cleanup(self): + """Deletes the temporary directory and its contents.""" + shutil.rmtree(self.temp_dir) From 53ed2627e516bae36c736b232251365599bdf8f8 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 29 Mar 2024 13:08:24 -0700 Subject: [PATCH 010/134] add rainfall parser example program --- .gitignore | 2 + examples/rainfall_parser/DssWriter.py | 26 + examples/rainfall_parser/rainfall_sim.csv | 19290 ++++++++++++++++ .../rainfall_parser/rainfall_sim_parser.py | 152 + 4 files changed, 19470 insertions(+) create mode 100644 examples/rainfall_parser/DssWriter.py create mode 100644 examples/rainfall_parser/rainfall_sim.csv create mode 100644 examples/rainfall_parser/rainfall_sim_parser.py diff --git a/.gitignore b/.gitignore index dcdf216..fe83f8a 100644 --- a/.gitignore +++ b/.gitignore @@ -11,3 +11,5 @@ __pycache__/ .vscode tests/data/**/tmp/* hecdss.dll +.idea +.ipynb_checkpoints diff --git a/examples/rainfall_parser/DssWriter.py b/examples/rainfall_parser/DssWriter.py new file mode 100644 index 0000000..617dffe --- /dev/null +++ b/examples/rainfall_parser/DssWriter.py @@ -0,0 +1,26 @@ +from datetime import datetime + +from hecdss.hec_dss import HecDss +from hecdss.hec_dss import TimeSeries + + +class DssWriter: + + def __init__(self, filename): + self.filename = filename + + def write_to_dss(self ,df, path): + + if len(df.columns) != 1: + raise ValueError("DataFrame should contain only one column of data.") + + dss = HecDss(self.filename) + print("record count = " + str(dss.recordCount())) + tsc = TimeSeries() + tsc.dsspath = path + tsc.values = df[df.columns[0]].values.astype(float) + tsc.times = df.index.tolist() + + dss.put(tsc) + dss.close() + diff --git a/examples/rainfall_parser/rainfall_sim.csv b/examples/rainfall_parser/rainfall_sim.csv new file mode 100644 index 0000000..4fed6f4 --- /dev/null +++ b/examples/rainfall_parser/rainfall_sim.csv @@ -0,0 +1,19290 @@ +Site ID,Condition,Plot number,Year,Month,Day,Run,Time,Precipitation (mm/hr),Precipitation (mm/min),Run-on,Runoff (mm/hr),Runoff (CMS),Sediment concentration,Sediment discharge,Velocity max,Velocity mean +ER2, N,1,2013,7,30,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,1,2013,7,30,DRY,6.33,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, 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N,3,2013,7,31,WET,65.5,0,0,0,75.92,0.000253067,0.04,0.12,NA,NA +ER2, N,3,2013,7,31,WET,66,0,0,0,34.86,0.0001162,0.09,0.11,NA,NA +ER2, N,3,2013,7,31,WET,66.5,0,0,0,17.76,0.0000592,NA,NA,NA,NA +ER2, N,3,2013,7,31,WET,67,0,0,0,5.09,0.000016967,NA,NA,NA,NA +ER2, N,3,2013,7,31,WET,67.42,0,0,0,0,0,NA,NA,NA,NA +ER2, N,4,2013,7,31,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2013,7,31,DRY,6.5,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2013,7,31,DRY,9,73.66,1.227666667,0,2.48,0.000008267,0.27,0.02,NA,NA +ER2, N,4,2013,7,31,DRY,11,73.66,1.227666667,0,6.23,0.000020767,0.31,0.06,NA,NA +ER2, N,4,2013,7,31,DRY,13,73.66,1.227666667,0,6.77,0.000022567,0.33,0.07,NA,NA +ER2, N,4,2013,7,31,DRY,15.33,73.66,1.227666667,0,6.77,0.000022567,0.42,0.09,NA,NA +ER2, N,4,2013,7,31,DRY,20,73.66,1.227666667,0,5.65,0.000018833,0.36,0.06,NA,NA +ER2, N,4,2013,7,31,DRY,25,73.66,1.227666667,0,5.65,0.000018833,0.25,0.04,NA,NA +ER2, N,4,2013,7,31,DRY,33,73.66,1.227666667,0,5.28,0.0000176,0.26,0.04,NA,NA +ER2, N,4,2013,7,31,DRY,38,0,0,0,5.28,0.0000176,0.27,0.04,NA,NA +ER2, N,4,2013,7,31,WET,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2013,7,31,WET,4.67,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2013,7,31,WET,6,73.66,1.227666667,0,6.98,0.000023267,0.72,0.17,NA,NA +ER2, N,4,2013,7,31,WET,7,73.66,1.227666667,0,11.78,0.000039267,0.26,0.1,NA,NA +ER2, N,4,2013,7,31,WET,8,73.66,1.227666667,0,14.63,0.000048767,0.26,0.13,NA,NA +ER2, N,4,2013,7,31,WET,9,73.66,1.227666667,0,16.01,0.000053367,0.34,0.18,NA,NA +ER2, N,4,2013,7,31,WET,10,73.66,1.227666667,0,16.01,0.000053367,0.33,0.17,NA,NA +ER2, N,4,2013,7,31,WET,11,73.66,1.227666667,0,16.01,0.000053367,0.49,0.26,NA,NA +ER2, N,4,2013,7,31,WET,12,93.72,1.562,0,16.01,0.000053367,0.35,0.19,NA,NA +ER2, N,4,2013,7,31,WET,13,93.72,1.562,0,27.69,0.0000923,0.43,0.4,NA,NA +ER2, N,4,2013,7,31,WET,14,93.72,1.562,0,38.49,0.0001283,0.35,0.45,NA,NA +ER2, N,4,2013,7,31,WET,15,93.72,1.562,0,44.31,0.0001477,0.34,0.52,NA,NA +ER2, N,4,2013,7,31,WET,16,93.72,1.562,0,44.31,0.0001477,0.32,0.48,NA,NA +ER2, N,4,2013,7,31,WET,17,93.72,1.562,0,44.31,0.0001477,0.24,0.36,NA,NA +ER2, N,4,2013,7,31,WET,18,93.72,1.562,0,44.31,0.0001477,0.22,0.33,NA,NA +ER2, N,4,2013,7,31,WET,19,118.61,1.976833333,0,44.31,0.0001477,0.22,0.34,NA,NA +ER2, N,4,2013,7,31,WET,20,118.61,1.976833333,0,52.86,0.0001762,0.26,0.46,NA,NA +ER2, N,4,2013,7,31,WET,21,118.61,1.976833333,0,58.82,0.000196067,0.35,0.7,NA,NA +ER2, N,4,2013,7,31,WET,22,118.61,1.976833333,0,62.08,0.000206933,0.29,0.62,NA,NA +ER2, N,4,2013,7,31,WET,23,118.61,1.976833333,0,62.08,0.000206933,0.26,0.55,NA,NA +ER2, N,4,2013,7,31,WET,24,118.61,1.976833333,0,62.08,0.000206933,0.27,0.56,NA,NA +ER2, N,4,2013,7,31,WET,25,153.41,2.556833333,0,62.08,0.000206933,NA,NA,NA,NA +ER2, N,4,2013,7,31,WET,26,153.41,2.556833333,0,80.81,0.000269367,0.47,1.29,NA,NA +ER2, N,4,2013,7,31,WET,27,153.41,2.556833333,0,91.2,0.000304,0.35,1.09,NA,NA +ER2, N,4,2013,7,31,WET,28,153.41,2.556833333,0,91.2,0.000304,0.36,1.13,NA,NA +ER2, N,4,2013,7,31,WET,29,153.41,2.556833333,0,91.86,0.0003062,0.38,1.19,NA,NA +ER2, N,4,2013,7,31,WET,30,153.41,2.556833333,0,91.86,0.0003062,0.33,1.03,NA,NA +ER2, N,4,2013,7,31,WET,31,167.38,2.789666667,0,91.86,0.0003062,0.38,1.18,NA,NA +ER2, N,4,2013,7,31,WET,32,167.38,2.789666667,0,102.84,0.0003428,0.36,1.26,NA,NA +ER2, N,4,2013,7,31,WET,33,167.38,2.789666667,0,108.42,0.0003614,0.39,1.45,NA,NA +ER2, N,4,2013,7,31,WET,34,167.38,2.789666667,0,108.42,0.0003614,0.33,1.21,NA,NA +ER2, N,4,2013,7,31,WET,35,167.38,2.789666667,0,108.42,0.0003614,NA,NA,NA,NA +ER2, N,4,2013,7,31,WET,36,0,0,0,108.42,0.0003614,0.32,1.17,NA,NA +ER2, N,4,2013,7,31,WET,36.67,0,0,0,58.82,0.000196067,0.09,0.18,NA,NA +ER2, N,4,2013,7,31,WET,37,0,0,0,32.89,0.000109633,NA,NA,NA,NA +ER2, N,4,2013,7,31,WET,37.5,0,0,0,15.61,0.000052033,NA,NA,NA,NA +ER2, N,4,2013,7,31,WET,38,0,0,0,3.9,0.000013,NA,NA,NA,NA +ER2, N,4,2013,7,31,WET,38.58,0,0,0,0,0,NA,NA,NA,NA +ER2, N,5,2013,8,2,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,5,2013,8,2,DRY,9.17,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,5,2013,8,2,DRY,10.5,73.66,1.227666667,0,7.69,0.000025633,0.25,0.06,NA,NA +ER2, N,5,2013,8,2,DRY,12,73.66,1.227666667,0,10.83,0.0000361,0.22,0.08,NA,NA +ER2, N,5,2013,8,2,DRY,15,73.66,1.227666667,0,12.31,0.000041033,0.24,0.1,NA,NA +ER2, N,5,2013,8,2,DRY,17,73.66,1.227666667,0,13.96,0.000046533,0.17,0.08,NA,NA +ER2, N,5,2013,8,2,DRY,20,73.66,1.227666667,0,16.01,0.000053367,0.19,0.1,NA,NA +ER2, N,5,2013,8,2,DRY,25,73.66,1.227666667,0,17.24,0.000057467,0.14,0.08,NA,NA +ER2, N,5,2013,8,2,DRY,30,73.66,1.227666667,0,17.03,0.000056767,0.16,0.09,NA,NA +ER2, N,5,2013,8,2,DRY,40,73.66,1.227666667,0,16.93,0.000056433,0.12,0.06,NA,NA +ER2, N,5,2013,8,2,DRY,45,0,0,0,16.93,0.000056433,0.14,0.08,NA,NA +ER2, N,5,2013,8,2,DRY,45.5,0,0,0,10.16,0.000033867,0.25,0.08,NA,NA +ER2, N,5,2013,8,2,DRY,46,0,0,0,2.66,0.000008867,NA,NA,NA,NA +ER2, N,5,2013,8,2,DRY,46.25,0,0,0,0,0,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,1.75,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,3,0,0,116.1576355,78.96,0.0002632,0.02,0.07,NA,NA +ER2, N,5,2013,8,2,WET,4,0,0,116.1576355,81.43,0.000271433,0.01,0.03,NA,NA +ER2, N,5,2013,8,2,WET,5,0,0,116.1576355,81.43,0.000271433,0,0.02,NA,NA +ER2, N,5,2013,8,2,WET,6,0,0,116.1576355,81.43,0.000271433,0,0.02,0.09,0.033 +ER2, N,5,2013,8,2,WET,8,0,0,116.1576355,81.43,0.000271433,0,0.01,NA,NA +ER2, N,5,2013,8,2,WET,9.5,0,0,180.1477833,81.43,0.000271433,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,10.37121314,0,0,180.1477833,81.43,0.000271433,0,0,NA,NA +ER2, N,5,2013,8,2,WET,12,0,0,180.1477833,139.32,0.0004644,0,0,NA,NA +ER2, N,5,2013,8,2,WET,13,0,0,180.1477833,139.32,0.0004644,0,0,NA,NA +ER2, N,5,2013,8,2,WET,14,0,0,180.1477833,138.8,0.000462667,0,0,0.105,0.043 +ER2, N,5,2013,8,2,WET,15,0,0,180.1477833,139.32,0.0004644,0.01,0.06,NA,NA +ER2, N,5,2013,8,2,WET,16.67,0,0,180.1477833,139.32,0.0004644,0,0.01,NA,NA +ER2, N,5,2013,8,2,WET,18.5,0,0,234.679803,139.32,0.0004644,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,19.33,0,0,234.679803,139.32,0.0004644,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,20,0,0,234.679803,207.44,0.000691467,0,0.03,NA,NA +ER2, N,5,2013,8,2,WET,21,0,0,234.679803,207.44,0.000691467,0,0.03,NA,NA +ER2, N,5,2013,8,2,WET,22,0,0,234.679803,207.44,0.000691467,NA,NA,0.12,0.048 +ER2, N,5,2013,8,2,WET,23,0,0,234.679803,207.44,0.000691467,0,0.05,NA,NA +ER2, N,5,2013,8,2,WET,25,0,0,284.679803,207.44,0.000691467,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,25.6,0,0,284.679803,207.44,0.000691467,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,29,0,0,284.679803,239.22,0.0007974,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,29.5,0,0,284.679803,239.89,0.000799633,0,0.01,NA,NA +ER2, N,5,2013,8,2,WET,31,0,0,284.679803,239.89,0.000799633,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,32,0,0,284.679803,239.89,0.000799633,NA,NA,0.139,0.053 +ER2, N,5,2013,8,2,WET,33,0,0,284.679803,239.89,0.000799633,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,35,0,0,331.0344828,239.89,0.000799633,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,35.65,0,0,331.0344828,239.89,0.000799633,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,37,0,0,331.0344828,265.93,0.000886433,0,0.07,NA,NA +ER2, N,5,2013,8,2,WET,38,0,0,331.0344828,265.93,0.000886433,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,39,0,0,331.0344828,265.93,0.000886433,NA,NA,0.142,0.052 +ER2, N,5,2013,8,2,WET,40,0,0,331.0344828,265.93,0.000886433,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,41.5,0,0,0,265.93,0.000886433,0,0.02,NA,NA +ER2, N,5,2013,8,2,WET,42,0,0,0,265.93,0.000886433,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,42.5,0,0,0,127.21,0.000424033,0,0.01,NA,NA +ER2, N,5,2013,8,2,WET,43,0,0,0,50.66,0.000168867,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,43.5,0,0,0,19.7,0.000065667,NA,NA,NA,NA +ER2, N,5,2013,8,2,WET,44.67,0,0,0,0,0,NA,NA,NA,NA +ER2, N,6,2013,8,2,DRY,,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,6,2013,8,2,DRY,7,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,6,2013,8,2,DRY,8,73.66,1.227666667,0,10.41,0.0000347,0.2,0.07,NA,NA +ER2, N,6,2013,8,2,DRY,10,73.66,1.227666667,0,22.19,0.000073967,0.17,0.13,NA,NA +ER2, N,6,2013,8,2,DRY,12,73.66,1.227666667,0,25.55,0.000085167,0.17,0.15,NA,NA +ER2, N,6,2013,8,2,DRY,15,73.66,1.227666667,0,26.8,0.000089333,0.17,0.16,NA,NA +ER2, N,6,2013,8,2,DRY,20,73.66,1.227666667,0,26.55,0.0000885,0.15,0.13,NA,NA +ER2, N,6,2013,8,2,DRY,30,73.66,1.227666667,0,26.8,0.000089333,0.08,0.08,NA,NA +ER2, N,6,2013,8,2,DRY,40,73.66,1.227666667,0,26.8,0.000089333,0.12,0.1,NA,NA +ER2, N,6,2013,8,2,DRY,45,0,0,0,26.68,0.000088933,0.13,0.11,NA,NA +ER2, N,6,2013,8,2,DRY,45.5,0,0,0,19.7,0.000065667,0.06,0.04,NA,NA +ER2, N,6,2013,8,2,DRY,46,0,0,0,13.13,0.000043767,NA,NA,NA,NA +ER2, N,6,2013,8,2,DRY,47.17,0,0,0,0,0,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,2.5,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,3,0,0,116.1576355,72.15,0.0002405,0.01,0.02,NA,NA +ER2, N,6,2013,8,2,WET,4,0,0,116.1576355,81.22,0.000270733,0.01,0.03,NA,NA +ER2, N,6,2013,8,2,WET,5,0,0,116.1576355,81.22,0.000270733,0,0,NA,NA +ER2, N,6,2013,8,2,WET,6,0,0,116.1576355,85.41,0.0002847,0,0.01,0.098,0.032 +ER2, N,6,2013,8,2,WET,8,0,0,116.1576355,85.41,0.0002847,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,9,0,0,116.1576355,85.41,0.0002847,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,10,0,0,180.1477833,85.41,0.0002847,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,10.87,0,0,180.1477833,85.41,0.0002847,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,12,0,0,180.1477833,138.01,0.000460033,0,0.03,NA,NA +ER2, N,6,2013,8,2,WET,13,0,0,180.1477833,138.01,0.000460033,0,0.01,NA,NA +ER2, N,6,2013,8,2,WET,14,0,0,180.1477833,138.01,0.000460033,NA,NA,0.105,0.038 +ER2, N,6,2013,8,2,WET,16,0,0,180.1477833,138.01,0.000460033,0,0,NA,NA +ER2, N,6,2013,8,2,WET,18,0,0,234.679803,138.01,0.000460033,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,18.75,0,0,234.679803,138.01,0.000460033,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,20,0,0,234.679803,201.83,0.000672767,0,0.02,NA,NA +ER2, N,6,2013,8,2,WET,21,0,0,234.679803,201.83,0.000672767,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,22,0,0,234.679803,201.21,0.0006707,0,0,0.118,0.048 +ER2, N,6,2013,8,2,WET,24,0,0,234.679803,201.21,0.0006707,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,25,0,0,284.679803,201.21,0.0006707,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,25.75,0,0,284.679803,201.21,0.0006707,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,27,0,0,284.679803,256.54,0.000855133,0,0.01,NA,NA +ER2, N,6,2013,8,2,WET,28,0,0,284.679803,256.54,0.000855133,0,0.03,NA,NA +ER2, N,6,2013,8,2,WET,29,0,0,284.679803,256.54,0.000855133,0,0.01,0.132,0.052 +ER2, N,6,2013,8,2,WET,30,0,0,284.679803,256.54,0.000855133,0,0.05,NA,NA +ER2, N,6,2013,8,2,WET,32,0,0,331.0344828,256.54,0.000855133,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,32.75,0,0,331.0344828,256.54,0.000855133,0,0.07,NA,NA +ER2, N,6,2013,8,2,WET,34,0,0,331.0344828,273.7,0.000912333,0,0.07,NA,NA +ER2, N,6,2013,8,2,WET,35,0,0,331.0344828,273.7,0.000912333,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,36,0,0,331.0344828,273.7,0.000912333,0,0.04,0.15,0.058 +ER2, N,6,2013,8,2,WET,37,0,0,331.0344828,273.7,0.000912333,0,0.01,NA,NA +ER2, N,6,2013,8,2,WET,39,0,0,0,273.7,0.000912333,0,0.02,NA,NA +ER2, N,6,2013,8,2,WET,39.5,0,0,0,262.44,0.0008748,0,0.02,NA,NA +ER2, N,6,2013,8,2,WET,40.5,0,0,0,42.12,0.0001404,0.01,0.02,NA,NA +ER2, N,6,2013,8,2,WET,41,0,0,0,17.34,0.0000578,NA,NA,NA,NA +ER2, N,6,2013,8,2,WET,42,0,0,0,0,0,NA,NA,NA,NA +ER2, N,7,2013,8,1,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,7,2013,8,1,DRY,7.75,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,7,2013,8,1,DRY,9,73.66,1.227666667,0,10.25,0.000034167,0.26,0.09,NA,NA +ER2, N,7,2013,8,1,DRY,11,73.66,1.227666667,0,14.63,0.000048767,0.21,0.1,NA,NA +ER2, N,7,2013,8,1,DRY,13,73.66,1.227666667,0,18.08,0.000060267,0.19,0.11,NA,NA +ER2, N,7,2013,8,1,DRY,15,73.66,1.227666667,0,18.83,0.000062767,0.13,0.08,NA,NA +ER2, N,7,2013,8,1,DRY,25,73.66,1.227666667,0,22.78,0.000075933,0.13,0.1,NA,NA +ER2, N,7,2013,8,1,DRY,30,73.66,1.227666667,0,22.78,0.000075933,0.11,0.08,NA,NA +ER2, N,7,2013,8,1,DRY,35,73.66,1.227666667,0,22.78,0.000075933,0.1,0.08,NA,NA +ER2, N,7,2013,8,1,DRY,45,0,0,0,22.78,0.000075933,0.12,0.09,NA,NA +ER2, N,7,2013,8,1,DRY,45.5,0,0,0,17.34,0.0000578,0.09,0.05,NA,NA +ER2, N,7,2013,8,1,DRY,46,0,0,0,6.98,0.000023267,NA,NA,NA,NA +ER2, N,7,2013,8,1,DRY,46.3,0,0,0,0,0,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,2.08,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,3,0,0,116.1576355,60.8,0.000202667,0.01,0.02,NA,NA +ER2, N,7,2013,8,1,WET,4,0,0,116.1576355,82.26,0.0002742,0.01,0.03,NA,NA +ER2, N,7,2013,8,1,WET,5,0,0,116.1576355,88.18,0.000293933,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,6,0,0,116.1576355,88.18,0.000293933,0,0,NA,NA +ER2, N,7,2013,8,1,WET,7,0,0,116.1576355,88.18,0.000293933,0,0,0.108,0.033 +ER2, N,7,2013,8,1,WET,9,0,0,116.1576355,96.72,0.0003224,0,0,NA,NA +ER2, N,7,2013,8,1,WET,11,0,0,180.1477833,96.72,0.0003224,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,11.9,0,0,180.1477833,96.72,0.0003224,0.01,0.05,NA,NA +ER2, N,7,2013,8,1,WET,13,0,0,180.1477833,144.36,0.0004812,0,0.01,NA,NA +ER2, N,7,2013,8,1,WET,14,0,0,180.1477833,144.36,0.0004812,0,0.03,NA,NA +ER2, N,7,2013,8,1,WET,15,0,0,180.1477833,144.36,0.0004812,0,0.02,0.118,0.041 +ER2, N,7,2013,8,1,WET,17,0,0,180.1477833,144.36,0.0004812,0,0.01,NA,NA +ER2, N,7,2013,8,1,WET,18,0,0,234.679803,144.36,0.0004812,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,18.82,0,0,234.679803,144.36,0.0004812,0,0.01,NA,NA +ER2, N,7,2013,8,1,WET,20,0,0,234.679803,210.59,0.000701967,0.01,0.12,NA,NA +ER2, N,7,2013,8,1,WET,21,0,0,234.679803,210.59,0.000701967,0,0.01,NA,NA +ER2, N,7,2013,8,1,WET,22.17,0,0,234.679803,210.59,0.000701967,0,0.01,0.132,0.049 +ER2, N,7,2013,8,1,WET,23,0,0,234.679803,210.59,0.000701967,0.01,0.12,NA,NA +ER2, N,7,2013,8,1,WET,25.8,0,0,284.679803,210.59,0.000701967,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,25.83,0,0,284.679803,210.59,0.000701967,0.01,0.08,NA,NA +ER2, N,7,2013,8,1,WET,27,0,0,284.679803,231.25,0.000770833,0,0.06,NA,NA +ER2, N,7,2013,8,1,WET,28,0,0,284.679803,231.25,0.000770833,0,0.03,NA,NA +ER2, N,7,2013,8,1,WET,29,0,0,284.679803,231.25,0.000770833,0,0.06,0.15,0.049 +ER2, N,7,2013,8,1,WET,30,0,0,284.679803,231.25,0.000770833,0.01,0.08,NA,NA +ER2, N,7,2013,8,1,WET,32,0,0,331.0344828,231.25,0.000770833,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,32.78,0,0,331.0344828,231.25,0.000770833,0.02,0.17,NA,NA +ER2, N,7,2013,8,1,WET,32.17,0,0,331.0344828,250.37,0.000834567,0,NA,NA,NA +ER2, N,7,2013,8,1,WET,35,0,0,331.0344828,250.37,0.000834567,0.01,0.09,NA,NA +ER2, N,7,2013,8,1,WET,36.17,0,0,331.0344828,250.37,0.000834567,0.01,0.15,0.154,0.061 +ER2, N,7,2013,8,1,WET,37,0,0,331.0344828,250.37,0.000834567,0.01,0.12,NA,NA +ER2, N,7,2013,8,1,WET,37.5,0,0,0,250.37,0.000834567,0,0.03,NA,NA +ER2, N,7,2013,8,1,WET,38.8,0,0,0,250.37,0.000834567,0,0.04,NA,NA +ER2, N,7,2013,8,1,WET,39,0,0,0,39.68,0.000132267,0.01,0.01,NA,NA +ER2, N,7,2013,8,1,WET,39.5,0,0,0,13.4,0.000044667,0.02,0.01,NA,NA +ER2, N,7,2013,8,1,WET,40,0,0,0,3.38,0.000011267,NA,NA,NA,NA +ER2, N,7,2013,8,1,WET,41.5,0,0,0,0,0,NA,NA,NA,NA +ER2, N,8,2013,8,1,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,8,2013,8,1,DRY,5.5,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,8,2013,8,1,DRY,8,73.66,1.227666667,0,16.01,0.000053367,0.15,0.08,NA,NA +ER2, N,8,2013,8,1,DRY,10,73.66,1.227666667,0,24.57,0.0000819,0.17,0.14,NA,NA +ER2, N,8,2013,8,1,DRY,12,73.66,1.227666667,0,24.57,0.0000819,0.16,0.13,NA,NA +ER2, N,8,2013,8,1,DRY,15,73.66,1.227666667,0,26.93,0.000089767,0.15,0.14,NA,NA +ER2, N,8,2013,8,1,DRY,25,73.66,1.227666667,0,28.08,0.0000936,0.13,0.12,NA,NA +ER2, N,8,2013,8,1,DRY,36,73.66,1.227666667,0,28.47,0.0000949,0.11,0.11,NA,NA +ER2, N,8,2013,8,1,DRY,45,0,0,0,28.47,0.0000949,0.08,0.08,NA,NA +ER2, N,8,2013,8,1,DRY,45.5,0,0,0,19.7,0.000065667,0.03,0.02,NA,NA +ER2, N,8,2013,8,1,DRY,46,0,0,0,10.08,0.0000336,NA,NA,NA,NA +ER2, N,8,2013,8,1,DRY,46.5,0,0,0,4.74,0.0000158,NA,NA,NA,NA +ER2, N,8,2013,8,1,DRY,46.83,0,0,0,0,0,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,2.33,0,0,116.1576355,0,0,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,3,0,0,116.1576355,60.26,0.000200867,0.06,0.14,NA,NA +ER2, N,8,2013,8,1,WET,4,0,0,116.1576355,77.54,0.000258467,0.02,0.05,NA,NA +ER2, N,8,2013,8,1,WET,6,0,0,116.1576355,89.04,0.0002968,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,7,0,0,116.1576355,89.04,0.0002968,0,0,NA,NA +ER2, N,8,2013,8,1,WET,8,0,0,116.1576355,89.04,0.0002968,0,0,0.142,0.036 +ER2, N,8,2013,8,1,WET,10,0,0,116.1576355,89.04,0.0002968,0,0,NA,NA +ER2, N,8,2013,8,1,WET,12,0,0,180.1477833,89.04,0.0002968,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,12.92,0,0,180.1477833,89.04,0.0002968,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,14,0,0,180.1477833,151.65,0.0005055,0,0.01,NA,NA +ER2, N,8,2013,8,1,WET,15,0,0,180.1477833,151.65,0.0005055,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,16,0,0,180.1477833,151.65,0.0005055,NA,NA,0.152,0.041 +ER2, N,8,2013,8,1,WET,18,0,0,180.1477833,151.65,0.0005055,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,20,0,0,234.679803,151.65,0.0005055,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,20.88,0,0,234.679803,151.65,0.0005055,0,0.02,NA,NA +ER2, N,8,2013,8,1,WET,22,0,0,234.679803,201.21,0.0006707,0,0.03,NA,NA +ER2, N,8,2013,8,1,WET,23,0,0,234.679803,201.21,0.0006707,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,24,0,0,234.679803,201.21,0.0006707,0,0,0.16,0.049 +ER2, N,8,2013,8,1,WET,25,0,0,234.679803,201.21,0.0006707,0.02,0.14,NA,NA +ER2, N,8,2013,8,1,WET,27,0,0,284.679803,201.21,0.0006707,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,27.77,0,0,284.679803,201.21,0.0006707,0,0.02,NA,NA +ER2, N,8,2013,8,1,WET,29,0,0,284.679803,235.55,0.000785167,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,30,0,0,284.679803,235.55,0.000785167,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,31,0,0,284.679803,235.55,0.000785167,0,0.06,0.164,0.054 +ER2, N,8,2013,8,1,WET,32,0,0,284.679803,235.55,0.000785167,0.01,0.11,NA,NA +ER2, N,8,2013,8,1,WET,34,0,0,331.0344828,235.55,0.000785167,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,34.78,0,0,331.0344828,235.55,0.000785167,0,0.02,NA,NA +ER2, N,8,2013,8,1,WET,36,0,0,331.0344828,265.58,0.000885267,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,37,0,0,331.0344828,265.58,0.000885267,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,38,0,0,331.0344828,265.58,0.000885267,NA,NA,0.174,0.059 +ER2, N,8,2013,8,1,WET,39,0,0,331.0344828,265.58,0.000885267,0,0.03,NA,NA +ER2, N,8,2013,8,1,WET,41,0,0,0,265.58,0.000885267,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,41.5,0,0,0,249,0.00083,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,42.5,0,0,0,49,0.000163333,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,43,0,0,0,18.83,0.000062767,0,0,NA,NA +ER2, N,8,2013,8,1,WET,43.5,0,0,0,5.46,0.0000182,NA,NA,NA,NA +ER2, N,8,2013,8,1,WET,44.25,0,0,0,0,0,NA,NA,NA,NA +ER3, N,1,2013,7,10,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,1,2013,7,10,DRY,3.75,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,1,2013,7,10,DRY,5,73.66,1.227666667,0,3.58,0.000011933,1.61,0.19,NA,NA +ER3, N,1,2013,7,10,DRY,7,73.66,1.227666667,0,11.87,0.000039567,1.03,0.41,NA,NA +ER3, N,1,2013,7,10,DRY,9,73.66,1.227666667,0,11.87,0.000039567,0.7,0.28,NA,NA +ER3, N,1,2013,7,10,DRY,12,73.66,1.227666667,0,16.72,0.000055733,NA,NA,NA,NA +ER3, N,1,2013,7,10,DRY,15,73.66,1.227666667,0,17.87,0.000059567,0.63,0.38,NA,NA +ER3, N,1,2013,7,10,DRY,20,73.66,1.227666667,0,20.93,0.000069767,0.5,0.35,NA,NA +ER3, N,1,2013,7,10,DRY,25,73.66,1.227666667,0,20.93,0.000069767,0.48,0.34,NA,NA +ER3, N,1,2013,7,10,DRY,35,73.66,1.227666667,0,20.93,0.000069767,0.42,0.3,NA,NA +ER3, N,1,2013,7,10,DRY,45,0,0,0,20.93,0.000069767,0.3,0.21,NA,NA +ER3, N,1,2013,7,10,DRY,45.75,0,0,0,9.92,0.000033067,0.35,0.11,NA,NA +ER3, N,1,2013,7,10,DRY,46.5,0,0,0,2.71,0.000009033,NA,NA,NA,NA +ER3, N,1,2013,7,10,DRY,46.83,0,0,0,0,0,NA,NA,NA,NA +ER3, N,1,2013,7,10,WET,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,1,2013,7,10,WET,3,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,1,2013,7,10,WET,5,73.66,1.227666667,0,13.96,0.000046533,0.3,0.14,NA,NA +ER3, N,1,2013,7,10,WET,7,73.66,1.227666667,0,23.61,0.0000787,0.3,0.23,NA,NA +ER3, N,1,2013,7,10,WET,9,73.66,1.227666667,0,33.45,0.0001115,0.32,0.36,NA,NA +ER3, N,1,2013,7,10,WET,11,73.66,1.227666667,0,34.43,0.000114767,0.31,0.36,NA,NA +ER3, N,1,2013,7,10,WET,13,73.66,1.227666667,0,34.43,0.000114767,0.26,0.31,0.053,0.013 +ER3, N,1,2013,7,10,WET,16,73.66,1.227666667,0,34.43,0.000114767,0.22,0.25,NA,NA +ER3, N,1,2013,7,10,WET,22,93.72,1.562,0,34.43,0.000114767,0.31,0.36,NA,NA +ER3, N,1,2013,7,10,WET,24,93.72,1.562,0,55.11,0.0001837,0.39,0.72,NA,NA +ER3, N,1,2013,7,10,WET,26,93.72,1.562,0,63.19,0.000210633,0.58,1.25,NA,NA +ER3, N,1,2013,7,10,WET,28,93.72,1.562,0,65.24,0.000217467,0.3,0.66,NA,NA +ER3, N,1,2013,7,10,WET,30,93.72,1.562,0,65.24,0.000217467,0.32,0.71,0.062,0.015 +ER3, N,1,2013,7,10,WET,32,93.72,1.562,0,65.24,0.000217467,0.34,0.75,NA,NA +ER3, N,1,2013,7,10,WET,37,118.61,1.976833333,0,65.24,0.000217467,0.36,0.81,NA,NA +ER3, N,1,2013,7,10,WET,39,118.61,1.976833333,0,81.22,0.000270733,0.52,1.44,NA,NA +ER3, N,1,2013,7,10,WET,41,118.61,1.976833333,0,81.22,0.000270733,0.36,0.99,NA,NA +ER3, N,1,2013,7,10,WET,43,118.61,1.976833333,0,81.22,0.000270733,0.29,0.81,0.062,0.021 +ER3, N,1,2013,7,10,WET,45,118.61,1.976833333,0,82.26,0.0002742,NA,NA,NA,NA +ER3, N,1,2013,7,10,WET,49,153.41,2.556833333,0,82.26,0.0002742,0.29,0.81,NA,NA +ER3, N,1,2013,7,10,WET,51,153.41,2.556833333,0,105.85,0.000352833,0.32,1.16,NA,NA +ER3, N,1,2013,7,10,WET,53,153.41,2.556833333,0,113.17,0.000377233,0.33,1.27,NA,NA +ER3, N,1,2013,7,10,WET,55,153.41,2.556833333,0,115.58,0.000385267,0.46,1.8,NA,NA +ER3, N,1,2013,7,10,WET,56,153.41,2.556833333,0,115.58,0.000385267,0.36,1.42,0.075,0.027 +ER3, N,1,2013,7,10,WET,58,153.41,2.556833333,0,115.58,0.000385267,0.33,1.32,NA,NA +ER3, N,1,2013,7,10,WET,60,167.38,2.789666667,0,115.58,0.000385267,0.29,1.13,NA,NA +ER3, N,1,2013,7,10,WET,62,167.38,2.789666667,0,126.7,0.000422333,0.31,1.36,NA,NA +ER3, N,1,2013,7,10,WET,64,167.38,2.789666667,0,137.75,0.000459167,0.29,1.36,NA,NA +ER3, N,1,2013,7,10,WET,66,167.38,2.789666667,0,137.75,0.000459167,0.3,1.4,NA,NA +ER3, N,1,2013,7,10,WET,68,167.38,2.789666667,0,137.75,0.000459167,0.24,1.14,0.081,0.029 +ER3, N,1,2013,7,10,WET,70,167.38,2.789666667,0,137.75,0.000459167,0.2,0.97,NA,NA +ER3, N,1,2013,7,10,WET,72,0,0,0,137.49,0.0004583,0.25,1.17,NA,NA +ER3, N,1,2013,7,10,WET,73,0,0,0,49.16,0.000163867,0.05,0.08,NA,NA +ER3, N,1,2013,7,10,WET,73.5,0,0,0,26.8,0.000089333,NA,NA,NA,NA +ER3, N,1,2013,7,10,WET,74,0,0,0,14.44,0.000048133,NA,NA,NA,NA +ER3, N,1,2013,7,10,WET,74.5,0,0,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,DRY,9.5,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,DRY,14,73.66,1.227666667,0,2.66,0.000008867,0.55,0.04,NA,NA +ER3, N,2,2013,7,10,DRY,17,73.66,1.227666667,0,3.28,0.000010933,0.87,0.09,NA,NA +ER3, N,2,2013,7,10,DRY,20,73.66,1.227666667,0,4.39,0.000014633,0.36,0.05,NA,NA +ER3, N,2,2013,7,10,DRY,25,73.66,1.227666667,0,4.39,0.000014633,0.33,0.04,NA,NA +ER3, N,2,2013,7,10,DRY,30,73.66,1.227666667,0,4.39,0.000014633,0.21,0.03,NA,NA +ER3, N,2,2013,7,10,DRY,35,73.66,1.227666667,0,5.09,0.000016967,0.22,0.03,NA,NA +ER3, N,2,2013,7,10,DRY,40,73.66,1.227666667,0,5.09,0.000016967,0.21,0.03,NA,NA +ER3, N,2,2013,7,10,DRY,45,0,0,0,5.09,0.000016967,0.17,0.02,NA,NA +ER3, N,2,2013,7,10,DRY,45.5,0,0,0,2.06,0.000006867,NA,NA,NA,NA +ER3, N,2,2013,7,10,DRY,45.67,0,0,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,4.5,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,5,73.66,1.227666667,0,6.77,0.000022567,0.44,0.1,NA,NA +ER3, N,2,2013,7,10,WET,7,73.66,1.227666667,0,14.54,0.000048467,0.29,0.14,NA,NA +ER3, N,2,2013,7,10,WET,9,73.66,1.227666667,0,20.7,0.000069,0.2,0.14,NA,NA +ER3, N,2,2013,7,10,WET,11,73.66,1.227666667,0,20.7,0.000069,0.24,0.16,NA,NA +ER3, N,2,2013,7,10,WET,13,73.66,1.227666667,0,20.7,0.000069,0.16,0.11,0.032,0.01 +ER3, N,2,2013,7,10,WET,16,73.66,1.227666667,0,19.48,0.000064933,0.16,0.1,NA,NA +ER3, N,2,2013,7,10,WET,22,93.72,1.562,0,23.49,0.0000783,0.17,0.14,NA,NA +ER3, N,2,2013,7,10,WET,24,93.72,1.562,0,40.89,0.0001363,0.2,0.28,NA,NA +ER3, N,2,2013,7,10,WET,26,93.72,1.562,0,50.33,0.000167767,0.29,0.49,NA,NA +ER3, N,2,2013,7,10,WET,28,93.72,1.562,0,50.33,0.000167767,0.11,0.19,NA,NA +ER3, N,2,2013,7,10,WET,30,93.72,1.562,0,50.33,0.000167767,0.07,0.13,0.053,0.013 +ER3, N,2,2013,7,10,WET,33,93.72,1.562,0,50.33,0.000167767,0.18,0.31,NA,NA +ER3, N,2,2013,7,10,WET,39,118.61,1.976833333,0,50.33,0.000167767,0.18,0.31,NA,NA +ER3, N,2,2013,7,10,WET,41,118.61,1.976833333,0,54.41,0.000181367,0.18,0.33,NA,NA +ER3, N,2,2013,7,10,WET,41.5,0,0,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,52,118.61,1.976833333,0,0,0,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,55,118.61,1.976833333,0,36.43,0.000121433,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,57,118.61,1.976833333,0,63,0.00021,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,59,118.61,1.976833333,0,63.74,0.000212467,0.4,0.87,NA,NA +ER3, N,2,2013,7,10,WET,61,118.61,1.976833333,0,66.94,0.000223133,0.52,1.18,NA,NA +ER3, N,2,2013,7,10,WET,63,118.61,1.976833333,0,66.94,0.000223133,0.3,0.68,NA,NA +ER3, N,2,2013,7,10,WET,65,118.61,1.976833333,0,66.94,0.000223133,0.1,0.23,0.082,0.018 +ER3, N,2,2013,7,10,WET,67,118.61,1.976833333,0,66.94,0.000223133,0.1,0.24,NA,NA +ER3, N,2,2013,7,10,WET,72,153.41,2.556833333,0,66.94,0.000223133,0.26,0.59,NA,NA +ER3, N,2,2013,7,10,WET,74,153.41,2.556833333,0,92.73,0.0003091,0.34,1.09,NA,NA +ER3, N,2,2013,7,10,WET,76,153.41,2.556833333,0,97.39,0.000324633,0.25,0.84,NA,NA +ER3, N,2,2013,7,10,WET,78,153.41,2.556833333,0,98.29,0.000327633,0.36,1.22,0.074,0.023 +ER3, N,2,2013,7,10,WET,80,153.41,2.556833333,0,104.22,0.0003474,0.24,0.87,NA,NA +ER3, N,2,2013,7,10,WET,84,167.38,2.789666667,0,99.87,0.0003329,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,86,167.38,2.789666667,0,117.28,0.000390933,0.03,0.15,NA,NA +ER3, N,2,2013,7,10,WET,88,167.38,2.789666667,0,117.28,0.000390933,0.03,0.14,NA,NA +ER3, N,2,2013,7,10,WET,90,167.38,2.789666667,0,117.28,0.000390933,NA,NA,0.073,0.024 +ER3, N,2,2013,7,10,WET,92,167.38,2.789666667,0,117.28,0.000390933,0.17,0.68,NA,NA +ER3, N,2,2013,7,10,WET,95,0,0,0,117.28,0.000390933,0.21,0.86,NA,NA +ER3, N,2,2013,7,10,WET,96,0,0,0,49.66,0.000165533,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,96.5,0,0,0,30.04,0.000100133,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,97,0,0,0,14.15,0.000047167,NA,NA,NA,NA +ER3, N,2,2013,7,10,WET,97.83,0,0,0,0,0,NA,NA,NA,NA +ER3, N,3,2013,7,9,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,3,2013,7,9,DRY,15,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,3,2013,7,9,DRY,17,73.66,1.227666667,0,1.71,0.0000057,NA,NA,NA,NA +ER3, N,3,2013,7,9,DRY,25,73.66,1.227666667,0,2.8,0.000009333,NA,NA,NA,NA +ER3, N,3,2013,7,9,DRY,31,73.66,1.227666667,0,2.06,0.000006867,0.51,0.03,NA,NA +ER3, N,3,2013,7,9,DRY,36,73.66,1.227666667,0,3.13,0.000010433,0.48,0.05,NA,NA +ER3, N,3,2013,7,9,DRY,40,73.66,1.227666667,0,4.8,0.000016,0.61,0.1,NA,NA +ER3, N,3,2013,7,9,DRY,45,0,0,0,4.8,0.000016,0.77,0.12,NA,NA +ER3, N,3,2013,7,9,DRY,45.77,0,0,0,0,0,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,4.5,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,6,73.66,1.227666667,0,6.64,0.000022133,1.83,0.41,NA,NA +ER3, N,3,2013,7,9,WET,8,73.66,1.227666667,0,12.22,0.000040733,0.71,0.29,NA,NA +ER3, N,3,2013,7,9,WET,10,73.66,1.227666667,0,15.51,0.0000517,0.66,0.34,NA,NA +ER3, N,3,2013,7,9,WET,12,73.66,1.227666667,0,18.72,0.0000624,0.5,0.31,NA,NA +ER3, N,3,2013,7,9,WET,14,73.66,1.227666667,0,18.72,0.0000624,0.6,0.38,0.056,0.012 +ER3, N,3,2013,7,9,WET,17,73.66,1.227666667,0,20.7,0.000069,0.62,0.43,NA,NA +ER3, N,3,2013,7,9,WET,22,93.72,1.562,0,20.7,0.000069,0.46,0.32,NA,NA +ER3, N,3,2013,7,9,WET,24,93.72,1.562,0,41.97,0.0001399,0.72,1.03,NA,NA +ER3, N,3,2013,7,9,WET,26,93.72,1.562,0,51.5,0.000171667,0.58,1.02,NA,NA +ER3, N,3,2013,7,9,WET,28,93.72,1.562,0,51.5,0.000171667,0.46,0.81,NA,NA +ER3, N,3,2013,7,9,WET,30,93.72,1.562,0,51.5,0.000171667,0.41,0.71,0.055,0.017 +ER3, N,3,2013,7,9,WET,32,93.72,1.562,0,51.5,0.000171667,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,36,118.61,1.976833333,0,51.5,0.000171667,0.35,0.62,NA,NA +ER3, N,3,2013,7,9,WET,38,118.61,1.976833333,0,65.99,0.000219967,0.37,0.83,NA,NA +ER3, N,3,2013,7,9,WET,40,118.61,1.976833333,0,65.05,0.000216833,0.39,0.87,NA,NA +ER3, N,3,2013,7,9,WET,42,118.61,1.976833333,0,65.99,0.000219967,0.03,0.08,0.06,0.022 +ER3, N,3,2013,7,9,WET,44,118.61,1.976833333,0,65.99,0.000219967,0.37,0.82,NA,NA +ER3, N,3,2013,7,9,WET,46,153.41,2.556833333,0,65.99,0.000219967,0.29,0.66,NA,NA +ER3, N,3,2013,7,9,WET,48,153.41,2.556833333,0,98.97,0.0003299,0.32,1.08,NA,NA +ER3, N,3,2013,7,9,WET,50,153.41,2.556833333,0,98.52,0.0003284,0.27,0.92,NA,NA +ER3, N,3,2013,7,9,WET,52.5,153.41,2.556833333,0,98.52,0.0003284,0.25,0.85,0.066,0.025 +ER3, N,3,2013,7,9,WET,54,153.41,2.556833333,0,98.97,0.0003299,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,57,167.38,2.789666667,0,95.83,0.000319433,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,59,167.38,2.789666667,0,125.95,0.000419833,0.23,0.98,NA,NA +ER3, N,3,2013,7,9,WET,61,167.38,2.789666667,0,125.95,0.000419833,0.21,0.91,NA,NA +ER3, N,3,2013,7,9,WET,63,167.38,2.789666667,0,125.44,0.000418133,0.17,0.73,0.07,0.027 +ER3, N,3,2013,7,9,WET,65,167.38,2.789666667,0,126.7,0.000422333,0.25,1.09,NA,NA +ER3, N,3,2013,7,9,WET,68,0,0,0,130.76,0.000435867,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,69,0,0,0,49,0.000163333,0.09,0.14,NA,NA +ER3, N,3,2013,7,9,WET,69.5,0,0,0,23.61,0.0000787,NA,NA,NA,NA +ER3, N,3,2013,7,9,WET,70.27,0,0,0,0,0,NA,NA,NA,NA +ER3, N,4,2013,7,9,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,4,2013,7,9,DRY,4.33,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,4,2013,7,9,DRY,6,73.66,1.227666667,0,3.23,0.000010767,1.15,0.12,NA,NA +ER3, N,4,2013,7,9,DRY,8,73.66,1.227666667,0,5.34,0.0000178,0.56,0.1,NA,NA +ER3, N,4,2013,7,9,DRY,10,73.66,1.227666667,0,7.4,0.000024667,0.26,0.06,NA,NA +ER3, N,4,2013,7,9,DRY,12,73.66,1.227666667,0,8.13,0.0000271,0.69,0.19,NA,NA +ER3, N,4,2013,7,9,DRY,15,73.66,1.227666667,0,8.51,0.000028367,0.36,0.1,NA,NA +ER3, N,4,2013,7,9,DRY,20,73.66,1.227666667,0,10.16,0.000033867,3.22,1.11,NA,NA +ER3, N,4,2013,7,9,DRY,25,73.66,1.227666667,0,10.16,0.000033867,0.32,0.11,NA,NA +ER3, N,4,2013,7,9,DRY,35,73.66,1.227666667,0,10.16,0.000033867,0.33,0.11,NA,NA +ER3, N,4,2013,7,9,DRY,45,0,0,0,9.68,0.000032267,0.27,0.08,NA,NA +ER3, N,4,2013,7,9,DRY,45.5,0,0,0,6.17,0.000020567,NA,NA,NA,NA +ER3, N,4,2013,7,9,DRY,46,0,0,0,2.84,0.000009467,NA,NA,NA,NA +ER3, N,4,2013,7,9,DRY,46.17,0,0,0,0,0,NA,NA,NA,NA +ER3, N,4,2013,7,9,WET,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,4,2013,7,9,WET,4.58,73.66,1.227666667,0,4,0.000013333,NA,NA,NA,NA +ER3, N,4,2013,7,9,WET,6,73.66,1.227666667,0,6.57,0.0000219,0.49,0.1,NA,NA +ER3, N,4,2013,7,9,WET,8,73.66,1.227666667,0,13.22,0.000044067,0.29,0.12,NA,NA +ER3, N,4,2013,7,9,WET,10,73.66,1.227666667,0,17.34,0.0000578,0.37,0.21,NA,NA +ER3, N,4,2013,7,9,WET,12,73.66,1.227666667,0,19.48,0.000064933,NA,NA,NA,NA +ER3, N,4,2013,7,9,WET,13,73.66,1.227666667,0,19.48,0.000064933,0.29,0.19,0.034,0.01 +ER3, N,4,2013,7,9,WET,17,73.66,1.227666667,0,19.48,0.000064933,0.22,0.14,NA,NA +ER3, N,4,2013,7,9,WET,22,93.72,1.562,0,19.48,0.000064933,0.24,0.16,NA,NA +ER3, N,4,2013,7,9,WET,24,93.72,1.562,0,37.02,0.0001234,0.31,0.39,NA,NA +ER3, N,4,2013,7,9,WET,26,93.72,1.562,0,45.74,0.000152467,0.27,0.41,NA,NA +ER3, N,4,2013,7,9,WET,28,93.72,1.562,0,45.74,0.000152467,0.24,0.38,NA,NA +ER3, N,4,2013,7,9,WET,30,93.72,1.562,0,45.74,0.000152467,0.33,0.51,0.044,0.017 +ER3, N,4,2013,7,9,WET,33,93.72,1.562,0,45.74,0.000152467,0.25,0.39,NA,NA +ER3, N,4,2013,7,9,WET,36,118.61,1.976833333,0,45.74,0.000152467,0.21,0.33,NA,NA +ER3, N,4,2013,7,9,WET,38,118.61,1.976833333,0,61.53,0.0002051,0.24,0.51,NA,NA +ER3, N,4,2013,7,9,WET,40,118.61,1.976833333,0,66.94,0.000223133,0.33,0.75,NA,NA +ER3, N,4,2013,7,9,WET,42,118.61,1.976833333,0,66.94,0.000223133,0.24,0.55,0.048,0.019 +ER3, N,4,2013,7,9,WET,45,118.61,1.976833333,0,66.94,0.000223133,0.2,0.47,NA,NA +ER3, N,4,2013,7,9,WET,48,153.41,2.556833333,0,66.94,0.000223133,0.17,0.39,NA,NA +ER3, N,4,2013,7,9,WET,50,153.41,2.556833333,0,99.42,0.0003314,0.2,0.67,NA,NA +ER3, N,4,2013,7,9,WET,52,153.41,2.556833333,0,103.76,0.000345867,0.19,0.7,NA,NA +ER3, N,4,2013,7,9,WET,54,153.41,2.556833333,0,103.76,0.000345867,0.18,0.66,NA,NA +ER3, 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+ER3, N,5,2013,8,14,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,5,2013,8,14,WET,4,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,5,2013,8,14,WET,5,0,0,116.1576355,23.85,0.0000795,0.38,0.3,NA,NA +ER3, N,5,2013,8,14,WET,6,0,0,116.1576355,32.62,0.000108733,0.09,0.1,NA,NA +ER3, N,5,2013,8,14,WET,7,0,0,116.1576355,35.28,0.0001176,0.05,0.06,NA,NA +ER3, N,5,2013,8,14,WET,8,0,0,116.1576355,39.83,0.000132767,0.02,0.03,NA,NA +ER3, N,5,2013,8,14,WET,10,0,0,116.1576355,55.28,0.000184267,0.04,0.07,NA,NA +ER3, N,5,2013,8,14,WET,13,0,0,116.1576355,60.44,0.000201467,0.05,0.1,NA,NA +ER3, N,5,2013,8,14,WET,15,0,0,116.1576355,60.44,0.000201467,0.03,0.06,NA,NA +ER3, N,5,2013,8,14,WET,16,0,0,116.1576355,60.44,0.000201467,0.01,0.02,0.074,0.022 +ER3, N,5,2013,8,14,WET,18,0,0,116.1576355,60.44,0.000201467,0.01,0.02,NA,NA +ER3, N,5,2013,8,14,WET,21,0,0,180.1477833,60.44,0.000201467,NA,NA,NA,NA +ER3, N,5,2013,8,14,WET,21.78,0,0,180.1477833,60.44,0.000201467,0.02,0.04,NA,NA +ER3, 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+ER3, N,5,2013,8,14,WET,42,0,0,284.679803,229.93,0.000766433,0.02,0.2,NA,NA +ER3, N,5,2013,8,14,WET,43,0,0,284.679803,229.93,0.000766433,0.04,0.36,0.148,0.036 +ER3, N,5,2013,8,14,WET,45,0,0,284.679803,229.93,0.000766433,NA,NA,NA,NA +ER3, N,5,2013,8,14,WET,47.08,0,0,331.0344828,229.93,0.000766433,NA,NA,NA,NA +ER3, N,5,2013,8,14,WET,47.74,0,0,331.0344828,229.93,0.000766433,0,0.05,NA,NA +ER3, N,5,2013,8,14,WET,49,0,0,331.0344828,265.23,0.0008841,0.03,0.32,NA,NA +ER3, N,5,2013,8,14,WET,50,0,0,331.0344828,264.53,0.000881767,0,0.06,NA,NA +ER3, N,5,2013,8,14,WET,51,0,0,331.0344828,264.53,0.000881767,0,0.03,0.159,0.041 +ER3, N,5,2013,8,14,WET,53,0,0,331.0344828,264.53,0.000881767,NA,NA,NA,NA +ER3, N,5,2013,8,14,WET,55,0,0,0,264.53,0.000881767,0,0.03,NA,NA +ER3, N,5,2013,8,14,WET,56,0,0,0,131.02,0.000436733,0,0.01,NA,NA +ER3, N,5,2013,8,14,WET,57,0,0,0,56.51,0.000188367,0.08,0.16,NA,NA +ER3, N,5,2013,8,14,WET,58.5,0,0,0,0,0,NA,NA,NA,NA +ER3, 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N,6,2013,8,14,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,2.5,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,3,0,0,116.1576355,52.18,0.000173933,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,4,0,0,116.1576355,63.19,0.000210633,0.07,0.16,NA,NA +ER3, N,6,2013,8,14,WET,5.25,0,0,116.1576355,63.19,0.000210633,0.02,0.04,NA,NA +ER3, N,6,2013,8,14,WET,6,0,0,116.1576355,63.19,0.000210633,0.01,0.03,NA,NA +ER3, N,6,2013,8,14,WET,7,0,0,116.1576355,63.19,0.000210633,0.01,0.03,0.086,0.024 +ER3, N,6,2013,8,14,WET,9,0,0,116.1576355,70.59,0.0002353,0.02,0.05,NA,NA +ER3, N,6,2013,8,14,WET,12,0,0,180.1477833,70.59,0.0002353,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,12.93,0,0,180.1477833,70.59,0.0002353,0.04,0.1,NA,NA +ER3, N,6,2013,8,14,WET,14,0,0,180.1477833,117.53,0.000391767,0.05,0.22,NA,NA +ER3, N,6,2013,8,14,WET,15,0,0,180.1477833,117.53,0.000391767,0.03,0.14,NA,NA +ER3, N,6,2013,8,14,WET,16,0,0,180.1477833,117.53,0.000391767,0.02,0.11,0.103,0.03 +ER3, N,6,2013,8,14,WET,18,0,0,180.1477833,117.53,0.000391767,0.01,0.06,NA,NA +ER3, N,6,2013,8,14,WET,22,0,0,234.679803,117.53,0.000391767,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,22.78,0,0,234.679803,117.53,0.000391767,0.01,0.07,NA,NA +ER3, N,6,2013,8,14,WET,24,0,0,234.679803,182.12,0.000607067,0.06,0.41,NA,NA +ER3, N,6,2013,8,14,WET,25.5,0,0,234.679803,182.12,0.000607067,0.03,0.2,NA,NA +ER3, N,6,2013,8,14,WET,27,0,0,234.679803,182.12,0.000607067,0.02,0.17,0.118,0.035 +ER3, N,6,2013,8,14,WET,29,0,0,234.679803,182.12,0.000607067,0.01,0.11,NA,NA +ER3, N,6,2013,8,14,WET,31,0,0,284.679803,182.12,0.000607067,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,31.73,0,0,284.679803,182.12,0.000607067,0.02,0.17,NA,NA +ER3, N,6,2013,8,14,WET,33,0,0,284.679803,240.56,0.000801867,0.03,0.32,NA,NA +ER3, N,6,2013,8,14,WET,34,0,0,284.679803,240.56,0.000801867,0.02,0.21,NA,NA +ER3, N,6,2013,8,14,WET,35,0,0,284.679803,240.56,0.000801867,0.01,0.11,0.123,0.04 +ER3, N,6,2013,8,14,WET,37,0,0,284.679803,240.56,0.000801867,0,0.02,NA,NA +ER3, N,6,2013,8,14,WET,39,0,0,331.0344828,240.56,0.000801867,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,39.78,0,0,331.0344828,240.56,0.000801867,0.02,0.19,NA,NA +ER3, N,6,2013,8,14,WET,41,0,0,331.0344828,285.89,0.000952967,0,0.08,NA,NA +ER3, N,6,2013,8,14,WET,42,0,0,331.0344828,285.89,0.000952967,0.01,0.18,NA,NA +ER3, N,6,2013,8,14,WET,43,0,0,331.0344828,285.89,0.000952967,0.01,0.16,0.14,0.039 +ER3, N,6,2013,8,14,WET,45,0,0,331.0344828,285.89,0.000952967,0,0.07,NA,NA +ER3, N,6,2013,8,14,WET,47,0,0,0,285.89,0.000952967,0.03,0.3,NA,NA +ER3, N,6,2013,8,14,WET,48,0,0,0,116.79,0.0003893,0,0.01,NA,NA +ER3, N,6,2013,8,14,WET,49,0,0,0,22.31,0.000074367,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,49.5,0,0,0,7.62,0.0000254,NA,NA,NA,NA +ER3, N,6,2013,8,14,WET,50,0,0,0,0,0,NA,NA,NA,NA +ER3, N,7,2013,8,13,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,7,2013,8,13,DRY,6.25,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,7,2013,8,13,DRY,8,73.66,1.227666667,0,5.53,0.000018433,1.01,0.19,NA,NA +ER3, N,7,2013,8,13,DRY,10.33,73.66,1.227666667,0,6.98,0.000023267,1.14,0.26,NA,NA +ER3, N,7,2013,8,13,DRY,13,73.66,1.227666667,0,7.83,0.0000261,0.77,0.2,NA,NA +ER3, N,7,2013,8,13,DRY,15,73.66,1.227666667,0,9.68,0.000032267,0.82,0.26,NA,NA +ER3, N,7,2013,8,13,DRY,17,73.66,1.227666667,0,10.25,0.000034167,0.81,0.28,NA,NA +ER3, N,7,2013,8,13,DRY,25,73.66,1.227666667,0,15.32,0.000051067,0.57,0.29,NA,NA +ER3, N,7,2013,8,13,DRY,30,73.66,1.227666667,0,15.81,0.0000527,0.53,0.28,NA,NA +ER3, N,7,2013,8,13,DRY,35,73.66,1.227666667,0,17.03,0.000056767,0.38,0.22,NA,NA +ER3, N,7,2013,8,13,DRY,42,73.66,1.227666667,0,22.78,0.000075933,0.38,0.29,NA,NA +ER3, N,7,2013,8,13,DRY,44,73.66,1.227666667,0,23.61,0.0000787,0.31,0.25,NA,NA +ER3, N,7,2013,8,13,DRY,45,0,0,0,23.61,0.0000787,0.31,0.25,NA,NA +ER3, N,7,2013,8,13,DRY,45.5,0,0,0,14.92,0.000049733,0.09,0.04,NA,NA +ER3, N,7,2013,8,13,DRY,46,0,0,0,8.13,0.0000271,NA,NA,NA,NA +ER3, N,7,2013,8,13,DRY,46.5,0,0,0,3.53,0.000011767,NA,NA,NA,NA +ER3, N,7,2013,8,13,DRY,47.25,0,0,0,0,0,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,1.75,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,3,0,0,116.1576355,73.33,0.000244433,0.16,0.4,NA,NA +ER3, N,7,2013,8,13,WET,5,0,0,116.1576355,101.01,0.0003367,0.05,0.17,NA,NA +ER3, N,7,2013,8,13,WET,7,0,0,116.1576355,101.01,0.0003367,0.02,0.09,NA,NA +ER3, N,7,2013,8,13,WET,8,0,0,116.1576355,101.01,0.0003367,0.01,0.06,NA,NA +ER3, N,7,2013,8,13,WET,9,0,0,116.1576355,101.01,0.0003367,0.03,0.12,0.209,0.031 +ER3, N,7,2013,8,13,WET,11,0,0,116.1576355,101.01,0.0003367,0.02,0.08,NA,NA +ER3, N,7,2013,8,13,WET,13,0,0,180.1477833,101.01,0.0003367,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,13.78,0,0,180.1477833,101.01,0.0003367,0.07,0.24,NA,NA +ER3, N,7,2013,8,13,WET,15,0,0,180.1477833,174.2,0.000580667,0.09,0.53,NA,NA +ER3, N,7,2013,8,13,WET,16,0,0,180.1477833,175.07,0.000583567,0.04,0.26,NA,NA +ER3, N,7,2013,8,13,WET,17,0,0,180.1477833,175.07,0.000583567,0.04,0.28,0.239,0.034 +ER3, N,7,2013,8,13,WET,19,0,0,180.1477833,175.07,0.000583567,0.02,0.15,NA,NA +ER3, N,7,2013,8,13,WET,21,0,0,234.679803,175.65,0.0005855,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,21.68,0,0,234.679803,175.65,0.0005855,0.04,0.26,NA,NA +ER3, N,7,2013,8,13,WET,23,0,0,234.679803,236.88,0.0007896,0.07,0.57,NA,NA +ER3, N,7,2013,8,13,WET,24,0,0,234.679803,247.3,0.000824333,0.02,0.21,NA,NA +ER3, N,7,2013,8,13,WET,25,0,0,234.679803,247.3,0.000824333,0,0.06,NA,NA +ER3, N,7,2013,8,13,WET,26,0,0,234.679803,247.3,0.000824333,0.01,0.14,0.304,0.038 +ER3, N,7,2013,8,13,WET,28,0,0,234.679803,247.3,0.000824333,0.01,0.08,NA,NA +ER3, N,7,2013,8,13,WET,30,0,0,284.679803,247.3,0.000824333,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,30.57,0,0,284.679803,247.3,0.000824333,0.01,0.09,NA,NA +ER3, N,7,2013,8,13,WET,32,0,0,284.679803,313.61,0.001045367,0.02,0.27,NA,NA +ER3, N,7,2013,8,13,WET,33,0,0,284.679803,314.37,0.0010479,0.01,0.18,NA,NA +ER3, N,7,2013,8,13,WET,34,0,0,284.679803,313.61,0.001045367,0,0.09,0.283,0.045 +ER3, N,7,2013,8,13,WET,35.5,0,0,284.679803,313.61,0.001045367,0.01,0.2,NA,NA +ER3, N,7,2013,8,13,WET,38,0,0,331.0344828,313.61,0.001045367,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,38.63,0,0,331.0344828,313.61,0.001045367,0.04,0.43,NA,NA +ER3, N,7,2013,8,13,WET,40,0,0,331.0344828,334.67,0.001115567,0.01,0.16,NA,NA +ER3, N,7,2013,8,13,WET,41,0,0,331.0344828,334.67,0.001115567,0.01,0.15,NA,NA +ER3, N,7,2013,8,13,WET,42,0,0,331.0344828,334.67,0.001115567,0.02,0.32,0.324,0.038 +ER3, N,7,2013,8,13,WET,44,0,0,331.0344828,334.67,0.001115567,0.01,0.15,NA,NA +ER3, N,7,2013,8,13,WET,46.2,0,0,0,334.67,0.001115567,0.01,0.17,NA,NA +ER3, N,7,2013,8,13,WET,47,0,0,0,205.56,0.0006852,0.01,0.11,NA,NA +ER3, N,7,2013,8,13,WET,48,0,0,0,44.63,0.000148767,0.01,0.02,NA,NA +ER3, N,7,2013,8,13,WET,49,0,0,0,11.34,0.0000378,NA,NA,NA,NA +ER3, N,7,2013,8,13,WET,50.25,0,0,0,0,0,NA,NA,NA,NA +ER3, N,8,2013,7,11,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,8,2013,7,11,DRY,4.42,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER3, N,8,2013,7,11,DRY,6.5,73.66,1.227666667,0,3.08,0.000010267,NA,NA,NA,NA +ER3, N,8,2013,7,11,DRY,7,73.66,1.227666667,0,4.17,0.0000139,0.55,0.07,NA,NA +ER3, N,8,2013,7,11,DRY,9,73.66,1.227666667,0,4.74,0.0000158,0.51,0.08,NA,NA +ER3, N,8,2013,7,11,DRY,11,73.66,1.227666667,0,5.34,0.0000178,0.42,0.07,NA,NA +ER3, N,8,2013,7,11,DRY,12,73.66,1.227666667,0,6.5,0.000021667,NA,NA,NA,NA +ER3, N,8,2013,7,11,DRY,14,73.66,1.227666667,0,6.43,0.000021433,0.36,0.08,NA,NA +ER3, N,8,2013,7,11,DRY,20,73.66,1.227666667,0,6.43,0.000021433,0.28,0.06,NA,NA +ER3, N,8,2013,7,11,DRY,25,73.66,1.227666667,0,6.43,0.000021433,0.19,0.04,NA,NA +ER3, N,8,2013,7,11,DRY,35,73.66,1.227666667,0,6.43,0.000021433,0.27,0.06,NA,NA +ER3, N,8,2013,7,11,DRY,45,0,0,0,6.43,0.000021433,0.16,0.03,NA,NA +ER3, N,8,2013,7,11,DRY,45.5,0,0,0,2.89,0.000009633,NA,NA,NA,NA +ER3, N,8,2013,7,11,DRY,46.17,0,0,0,0,0,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,2.88,0,0,116.1576355,0,0,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,3.5,0,0,116.1576355,10.83,0.0000361,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,4,0,0,116.1576355,28.34,0.000094467,0.28,0.27,NA,NA +ER3, N,8,2013,7,11,WET,5,0,0,116.1576355,52.18,0.000173933,0.09,0.16,NA,NA +ER3, N,8,2013,7,11,WET,6,0,0,116.1576355,59.18,0.000197267,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,7,0,0,116.1576355,62.08,0.000206933,0.01,0.04,NA,NA +ER3, N,8,2013,7,11,WET,8,0,0,116.1576355,62.08,0.000206933,0.01,0.03,NA,NA +ER3, N,8,2013,7,11,WET,9,0,0,116.1576355,62.08,0.000206933,0.01,0.03,0.102,0.023 +ER3, N,8,2013,7,11,WET,11,0,0,116.1576355,62.08,0.000206933,0.02,0.05,NA,NA +ER3, N,8,2013,7,11,WET,14,0,0,180.1477833,62.08,0.000206933,0,0.01,NA,NA +ER3, N,8,2013,7,11,WET,15.08,0,0,180.1477833,62.08,0.000206933,0.1,0.21,NA,NA +ER3, N,8,2013,7,11,WET,17,0,0,180.1477833,129.74,0.000432467,0.01,0.04,NA,NA +ER3, N,8,2013,7,11,WET,18,0,0,180.1477833,129.74,0.000432467,0.01,0.04,NA,NA +ER3, N,8,2013,7,11,WET,19,0,0,180.1477833,129.74,0.000432467,0,0.04,0.123,0.03 +ER3, N,8,2013,7,11,WET,21,0,0,180.1477833,129.74,0.000432467,0,0.01,NA,NA +ER3, N,8,2013,7,11,WET,24,0,0,234.679803,129.74,0.000432467,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,24.92,0,0,234.679803,129.74,0.000432467,0.03,0.16,NA,NA +ER3, N,8,2013,7,11,WET,26,0,0,234.679803,210.28,0.000700933,0.02,0.15,NA,NA +ER3, N,8,2013,7,11,WET,27,0,0,234.679803,210.28,0.000700933,0.01,0.1,NA,NA +ER3, N,8,2013,7,11,WET,29,0,0,234.679803,210.28,0.000700933,0,0.06,0.147,0.039 +ER3, N,8,2013,7,11,WET,30,0,0,234.679803,210.28,0.000700933,0.01,0.07,NA,NA +ER3, N,8,2013,7,11,WET,33,0,0,284.679803,210.28,0.000700933,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,33.83,0,0,284.679803,210.28,0.000700933,0.01,0.07,NA,NA +ER3, N,8,2013,7,11,WET,35,0,0,284.679803,285.89,0.000952967,0.01,0.12,NA,NA +ER3, N,8,2013,7,11,WET,36,0,0,284.679803,285.89,0.000952967,0,0.09,NA,NA +ER3, N,8,2013,7,11,WET,37,0,0,284.679803,285.89,0.000952967,0.01,0.15,0.185,0.043 +ER3, N,8,2013,7,11,WET,38,0,0,284.679803,285.89,0.000952967,0.02,0.24,NA,NA +ER3, N,8,2013,7,11,WET,41,0,0,331.0344828,285.89,0.000952967,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,41.92,0,0,331.0344828,285.89,0.000952967,0.01,0.17,NA,NA +ER3, N,8,2013,7,11,WET,44,0,0,331.0344828,357.93,0.0011931,0.01,0.16,NA,NA +ER3, N,8,2013,7,11,WET,45,0,0,331.0344828,355.13,0.001183767,0.02,0.34,NA,NA +ER3, N,8,2013,7,11,WET,46,0,0,331.0344828,355.13,0.001183767,0,0.08,NA,NA +ER3, N,8,2013,7,11,WET,47,0,0,331.0344828,355.13,0.001183767,0,0.1,0.194,0.045 +ER3, N,8,2013,7,11,WET,48,0,0,331.0344828,355.13,0.001183767,0.03,0.36,NA,NA +ER3, N,8,2013,7,11,WET,49.5,0,0,0,61.17,0.0002039,0,0,NA,NA +ER3, N,8,2013,7,11,WET,50.5,0,0,0,179.17,0.000597233,0,0.05,NA,NA +ER3, N,8,2013,7,11,WET,51,0,0,0,68.85,0.0002295,0.01,0.03,NA,NA +ER3, N,8,2013,7,11,WET,51.5,0,0,0,24.81,0.0000827,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,52,0,0,0,7.62,0.0000254,NA,NA,NA,NA +ER3, N,8,2013,7,11,WET,53.83,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,1,2013,7,18,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4G, N,1,2013,7,18,DRY,5.25,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4G, N,1,2013,7,18,DRY,7,73.66,1.227666667,0,20.03,0.000066767,0.35,0.24,NA,NA +ER4G, N,1,2013,7,18,DRY,9,73.66,1.227666667,0,29.51,0.000098367,0.23,0.23,NA,NA +ER4G, N,1,2013,7,18,DRY,11,73.66,1.227666667,0,27.44,0.000091467,0.24,0.22,NA,NA +ER4G, N,1,2013,7,18,DRY,18,73.66,1.227666667,0,36.14,0.000120467,NA,NA,NA,NA +ER4G, N,1,2013,7,18,DRY,20,73.66,1.227666667,0,31.79,0.000105967,0.19,0.21,NA,NA +ER4G, N,1,2013,7,18,DRY,25,73.66,1.227666667,0,30.18,0.0001006,0.14,0.15,NA,NA +ER4G, N,1,2013,7,18,DRY,30,73.66,1.227666667,0,30.18,0.0001006,0.14,0.15,NA,NA +ER4G, N,1,2013,7,18,DRY,35,73.66,1.227666667,0,30.18,0.0001006,0.13,0.13,NA,NA +ER4G, 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+ER4G, N,6,2013,7,19,DRY,20,73.66,1.227666667,0,37.75,0.000125833,0.38,0.49,NA,NA +ER4G, N,6,2013,7,19,DRY,30,73.66,1.227666667,0,37.75,0.000125833,0.27,0.34,NA,NA +ER4G, N,6,2013,7,19,DRY,40,73.66,1.227666667,0,37.75,0.000125833,0.24,0.31,NA,NA +ER4G, N,6,2013,7,19,DRY,45,0,0,0,37.75,0.000125833,0.21,0.26,NA,NA +ER4G, N,6,2013,7,19,DRY,45.5,0,0,0,30.31,0.000101033,0.06,0.06,NA,NA +ER4G, N,6,2013,7,19,DRY,46,0,0,0,18.4,0.000061333,0.06,0.03,NA,NA +ER4G, N,6,2013,7,19,DRY,46.5,0,0,0,9.12,0.0000304,NA,NA,NA,NA +ER4G, N,6,2013,7,19,DRY,47,0,0,0,4.06,0.000013533,NA,NA,NA,NA +ER4G, N,6,2013,7,19,DRY,47.83,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,6,2013,7,19,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER4G, N,6,2013,7,19,WET,2.7,0,0,116.1576355,0,0,NA,NA,NA,NA +ER4G, N,6,2013,7,19,WET,4,0,0,116.1576355,61.53,0.0002051,0.02,0.06,NA,NA +ER4G, N,6,2013,7,19,WET,6,0,0,116.1576355,60.44,0.000201467,0,0.01,NA,NA +ER4G, N,6,2013,7,19,WET,7,0,0,116.1576355,61.53,0.0002051,0,0,0.121,0.026 +ER4G, 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N,6,2013,7,19,WET,65,0,0,331.0344828,275.83,0.000919433,NA,NA,0.237,0.047 +ER4G, N,6,2013,7,19,WET,67,0,0,331.0344828,275.83,0.000919433,NA,NA,NA,NA +ER4G, N,6,2013,7,19,WET,69,0,0,0,275.83,0.000919433,0.01,0.11,NA,NA +ER4G, N,6,2013,7,19,WET,69.5,0,0,0,266.99,0.000889967,0.01,0.12,NA,NA +ER4G, N,6,2013,7,19,WET,70,0,0,0,112.22,0.000374067,0.04,0.15,NA,NA +ER4G, N,6,2013,7,19,WET,70.5,0,0,0,52.01,0.000173367,NA,NA,NA,NA +ER4G, N,6,2013,7,19,WET,71,0,0,0,28.73,0.000095767,NA,NA,NA,NA +ER4G, N,6,2013,7,19,WET,72.5,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,7,2013,7,17,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4G, N,7,2013,7,17,DRY,5.08,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4G, N,7,2013,7,17,DRY,7,73.66,1.227666667,0,26.93,0.000089767,0.42,0.38,NA,NA +ER4G, N,7,2013,7,17,DRY,9,73.66,1.227666667,0,38.49,0.0001283,0.39,0.51,NA,NA +ER4G, N,7,2013,7,17,DRY,11,73.66,1.227666667,0,38.49,0.0001283,0.3,0.39,NA,NA +ER4G, N,7,2013,7,17,DRY,15,73.66,1.227666667,0,38.49,0.0001283,0.26,0.34,NA,NA +ER4G, N,7,2013,7,17,DRY,20,73.66,1.227666667,0,38.49,0.0001283,0.18,0.24,NA,NA +ER4G, N,7,2013,7,17,DRY,25,73.66,1.227666667,0,38.49,0.0001283,0.25,0.33,NA,NA +ER4G, N,7,2013,7,17,DRY,30,0,0,0,38.49,0.0001283,0.14,0.19,NA,NA +ER4G, N,7,2013,7,17,DRY,30.5,0,0,0,30.18,0.0001006,0.1,0.1,NA,NA +ER4G, N,7,2013,7,17,DRY,31,0,0,0,21.96,0.0000732,NA,NA,NA,NA +ER4G, N,7,2013,7,17,DRY,31.5,0,0,0,13.59,0.0000453,NA,NA,NA,NA +ER4G, N,7,2013,7,17,DRY,33.5,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,7,2013,7,17,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER4G, N,7,2013,7,17,WET,2.25,0,0,116.1576355,0,0,NA,NA,NA,NA +ER4G, N,7,2013,7,17,WET,3,0,0,116.1576355,91.2,0.000304,0.11,0.36,NA,NA +ER4G, N,7,2013,7,17,WET,4,0,0,116.1576355,98.52,0.0003284,0.12,0.4,NA,NA +ER4G, N,7,2013,7,17,WET,6,0,0,116.1576355,106.08,0.0003536,0.03,0.11,NA,NA +ER4G, N,7,2013,7,17,WET,8,0,0,116.1576355,106.08,0.0003536,0.01,0.05,NA,NA +ER4G, N,7,2013,7,17,WET,9,0,0,116.1576355,106.08,0.0003536,0,0.02,0.098,0.023 +ER4G, 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N,7,2013,7,17,WET,52,0,0,331.0344828,260.7,0.000869,0.01,0.13,0.183,0.042 +ER4G, N,7,2013,7,17,WET,54,0,0,331.0344828,260.7,0.000869,0.01,0.15,NA,NA +ER4G, N,7,2013,7,17,WET,56,0,0,0,260.7,0.000869,0.01,0.09,NA,NA +ER4G, N,7,2013,7,17,WET,57,0,0,0,147.85,0.000492833,0,0.03,NA,NA +ER4G, N,7,2013,7,17,WET,57.5,0,0,0,57.04,0.000190133,NA,NA,NA,NA +ER4G, N,7,2013,7,17,WET,58,0,0,0,33.73,0.000112433,NA,NA,NA,NA +ER4G, N,7,2013,7,17,WET,58.5,0,0,0,17.76,0.0000592,NA,NA,NA,NA +ER4G, N,7,2013,7,17,WET,60.25,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,8,2013,7,17,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4G, N,8,2013,7,17,DRY,5,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4G, N,8,2013,7,17,DRY,7,73.66,1.227666667,0,19.26,0.0000642,0.33,0.21,NA,NA +ER4G, N,8,2013,7,17,DRY,9,73.66,1.227666667,0,23.13,0.0000771,0.23,0.18,NA,NA +ER4G, N,8,2013,7,17,DRY,11,73.66,1.227666667,0,27.44,0.000091467,0.19,0.17,NA,NA +ER4G, N,8,2013,7,17,DRY,12,73.66,1.227666667,0,25.68,0.0000856,0.15,0.13,NA,NA +ER4G, N,8,2013,7,17,DRY,15,73.66,1.227666667,0,25.68,0.0000856,0.11,0.09,NA,NA +ER4G, N,8,2013,7,17,DRY,20,73.66,1.227666667,0,21.96,0.0000732,0.08,0.06,NA,NA +ER4G, N,8,2013,7,17,DRY,25,73.66,1.227666667,0,21.96,0.0000732,NA,NA,NA,NA +ER4G, N,8,2013,7,17,DRY,30,0,0,0,21.96,0.0000732,0.09,0.06,NA,NA +ER4G, N,8,2013,7,17,DRY,30.5,0,0,0,19.26,0.0000642,NA,NA,NA,NA +ER4G, N,8,2013,7,17,DRY,31,0,0,0,15.81,0.0000527,NA,NA,NA,NA +ER4G, N,8,2013,7,17,DRY,31.5,0,0,0,8.35,0.000027833,NA,NA,NA,NA +ER4G, N,8,2013,7,17,DRY,33.83,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,0,0,0,116.1576355,0,0,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,2.92,0,0,116.1576355,0,0,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,4,0,0,116.1576355,68.08,0.000226933,0.31,0.72,NA,NA +ER4G, N,8,2013,7,17,WET,5,0,0,116.1576355,68.85,0.0002295,0.06,0.16,NA,NA +ER4G, N,8,2013,7,17,WET,7,0,0,116.1576355,68.85,0.0002295,0.01,0.02,NA,NA +ER4G, N,8,2013,7,17,WET,9,0,0,116.1576355,68.85,0.0002295,0,0.01,0.116,0.021 +ER4G, N,8,2013,7,17,WET,11,0,0,116.1576355,68.85,0.0002295,0.01,0.03,NA,NA +ER4G, N,8,2013,7,17,WET,15,0,0,180.1477833,68.85,0.0002295,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,16,0,0,180.1477833,68.85,0.0002295,0,0,NA,NA +ER4G, N,8,2013,7,17,WET,17,0,0,180.1477833,115.1,0.000383667,0.01,0.05,NA,NA +ER4G, N,8,2013,7,17,WET,18,0,0,180.1477833,119.24,0.000397467,0.01,0.04,NA,NA +ER4G, N,8,2013,7,17,WET,20,0,0,180.1477833,119.24,0.000397467,0.01,0.04,0.132,0.024 +ER4G, N,8,2013,7,17,WET,22,0,0,180.1477833,119.24,0.000397467,0,0.02,NA,NA +ER4G, N,8,2013,7,17,WET,26,0,0,234.679803,119.24,0.000397467,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,26.73,0,0,234.679803,119.24,0.000397467,0,0,NA,NA +ER4G, N,8,2013,7,17,WET,28,0,0,234.679803,177.11,0.000590367,0,0.04,NA,NA +ER4G, N,8,2013,7,17,WET,29,0,0,234.679803,177.11,0.000590367,0.11,0.67,NA,NA +ER4G, N,8,2013,7,17,WET,31,0,0,234.679803,177.11,0.000590367,0,0.04,0.174,0.027 +ER4G, N,8,2013,7,17,WET,33,0,0,234.679803,177.11,0.000590367,0,0.05,NA,NA +ER4G, N,8,2013,7,17,WET,37,0,0,284.679803,177.11,0.000590367,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,37.88,0,0,284.679803,177.11,0.000590367,0,0.02,NA,NA +ER4G, N,8,2013,7,17,WET,39,0,0,284.679803,222.43,0.000741433,0,0.04,NA,NA +ER4G, N,8,2013,7,17,WET,40,0,0,284.679803,223.08,0.0007436,0,0.06,NA,NA +ER4G, N,8,2013,7,17,WET,42,0,0,284.679803,223.08,0.0007436,0,0.06,0.124,0.03 +ER4G, N,8,2013,7,17,WET,44,0,0,284.679803,223.08,0.0007436,0,0.04,NA,NA +ER4G, N,8,2013,7,17,WET,48,0,0,331.0344828,223.08,0.0007436,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,48.83,0,0,331.0344828,223.08,0.0007436,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,50,0,0,331.0344828,258.96,0.0008632,0,0.08,NA,NA +ER4G, N,8,2013,7,17,WET,51,0,0,331.0344828,258.96,0.0008632,0,0.05,NA,NA +ER4G, N,8,2013,7,17,WET,53,0,0,331.0344828,255.51,0.0008517,0,0.05,0.19,0.034 +ER4G, N,8,2013,7,17,WET,55,0,0,331.0344828,255.51,0.0008517,0,0.05,NA,NA +ER4G, N,8,2013,7,17,WET,58,0,0,0,255.51,0.0008517,0,0.01,NA,NA +ER4G, N,8,2013,7,17,WET,58.5,0,0,0,255.51,0.0008517,0,0.02,NA,NA +ER4G, N,8,2013,7,17,WET,59.5,0,0,0,55.11,0.0001837,0,0,NA,NA +ER4G, N,8,2013,7,17,WET,60,0,0,0,28.73,0.000095767,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,60.5,0,0,0,10.41,0.0000347,NA,NA,NA,NA +ER4G, N,8,2013,7,17,WET,62,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,1,2013,8,7,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,1,2013,8,7,DRY,5,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,1,2013,8,7,DRY,6,73.66,1.227666667,0,1.6,0.000005333,NA,NA,NA,NA +ER4S, N,1,2013,8,7,DRY,8,73.66,1.227666667,0,1.82,0.000006067,0.19,0.01,NA,NA +ER4S, N,1,2013,8,7,DRY,10,73.66,1.227666667,0,4.8,0.000016,NA,NA,NA,NA +ER4S, N,1,2013,8,7,DRY,12,73.66,1.227666667,0,5.84,0.000019467,0.07,0.01,NA,NA +ER4S, N,1,2013,8,7,DRY,15,73.66,1.227666667,0,4.8,0.000016,0.09,0.01,NA,NA +ER4S, N,1,2013,8,7,DRY,20,73.66,1.227666667,0,4.68,0.0000156,0.05,0,NA,NA +ER4S, N,1,2013,8,7,DRY,25,73.66,1.227666667,0,3.63,0.0000121,0.05,0,NA,NA +ER4S, N,1,2013,8,7,DRY,35,73.66,1.227666667,0,2.02,0.000006733,0.05,0,NA,NA +ER4S, N,1,2013,8,7,DRY,45,0,0,0,1.9,0.000006333,0.05,0,NA,NA +ER4S, N,1,2013,8,7,DRY,45.5,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,1,2013,8,7,WET,0,80.26,1.337666667,0,0,0,NA,NA,NA,NA +ER4S, N,1,2013,8,7,WET,3.67,80.26,1.337666667,0,0,0,NA,NA,NA,NA +ER4S, N,1,2013,8,7,WET,5,80.26,1.337666667,0,1.46,0.000004867,NA,NA,NA,NA +ER4S, N,1,2013,8,7,WET,7,80.26,1.337666667,0,1.86,0.0000062,0.05,0,NA,NA +ER4S, N,1,2013,8,7,WET,9,80.26,1.337666667,0,6.7,0.000022333,0.17,0.04,NA,NA +ER4S, N,1,2013,8,7,WET,10,93.72,1.562,0,14.35,0.000047833,0.18,0.08,NA,NA +ER4S, N,1,2013,8,7,WET,12,93.72,1.562,0,23.01,0.0000767,0.14,0.11,NA,NA +ER4S, N,1,2013,8,7,WET,13,93.72,1.562,0,27.05,0.000090167,0.09,0.08,NA,NA +ER4S, N,1,2013,8,7,WET,14,93.72,1.562,0,28.47,0.0000949,0.07,0.07,NA,NA +ER4S, N,1,2013,8,7,WET,15,93.72,1.562,0,28.86,0.0000962,0.05,0.05,0.023,0.007 +ER4S, N,1,2013,8,7,WET,20.17,93.72,1.562,0,28.86,0.0000962,0.04,0.04,NA,NA +ER4S, N,1,2013,8,7,WET,28,118.61,1.976833333,0,29.78,0.000099267,0.05,0.05,NA,NA +ER4S, N,1,2013,8,7,WET,30,118.61,1.976833333,0,36.43,0.000121433,0.07,0.09,NA,NA +ER4S, N,1,2013,8,7,WET,32,118.61,1.976833333,0,41.81,0.000139367,0.05,0.07,NA,NA +ER4S, N,1,2013,8,7,WET,33,118.61,1.976833333,0,41.81,0.000139367,0.03,0.04,NA,NA +ER4S, N,1,2013,8,7,WET,34,118.61,1.976833333,0,41.66,0.000138867,0.03,0.04,0.024,0.008 +ER4S, N,1,2013,8,7,WET,40,118.61,1.976833333,0,41.51,0.000138367,0.06,0.09,NA,NA +ER4S, N,1,2013,8,7,WET,45,153.41,2.556833333,0,44.31,0.0001477,0.04,0.06,NA,NA +ER4S, N,1,2013,8,7,WET,46,153.41,2.556833333,0,52.86,0.0001762,0.05,0.1,NA,NA +ER4S, N,1,2013,8,7,WET,48,153.41,2.556833333,0,79.78,0.000265933,0.1,0.28,NA,NA +ER4S, N,1,2013,8,7,WET,49,153.41,2.556833333,0,79.78,0.000265933,0.07,0.2,NA,NA +ER4S, N,1,2013,8,7,WET,50,153.41,2.556833333,0,79.78,0.000265933,0.07,0.21,0.038,0.009 +ER4S, N,1,2013,8,7,WET,54,153.41,2.556833333,0,85.19,0.000283967,0.06,0.17,NA,NA +ER4S, N,1,2013,8,7,WET,60,167.38,2.789666667,0,84.98,0.000283267,0.06,0.18,NA,NA +ER4S, N,1,2013,8,7,WET,61,167.38,2.789666667,0,102.38,0.000341267,0.12,0.43,NA,NA +ER4S, N,1,2013,8,7,WET,62,167.38,2.789666667,0,114.62,0.000382067,0.06,0.26,NA,NA +ER4S, N,1,2013,8,7,WET,63,167.38,2.789666667,0,114.13,0.000380433,0.08,0.32,NA,NA +ER4S, N,1,2013,8,7,WET,64,167.38,2.789666667,0,114.13,0.000380433,0.05,0.21,0.068,0.01 +ER4S, N,1,2013,8,7,WET,68,167.38,2.789666667,0,114.13,0.000380433,0.06,0.25,NA,NA +ER4S, N,1,2013,8,7,WET,74,0,0,0,114.13,0.000380433,0.06,0.23,NA,NA +ER4S, N,1,2013,8,7,WET,74.5,0,0,0,86.68,0.000288933,0.01,0.03,NA,NA +ER4S, N,1,2013,8,7,WET,75,0,0,0,61.35,0.0002045,0,0.01,NA,NA +ER4S, N,1,2013,8,7,WET,75.5,0,0,0,49.66,0.000165533,NA,NA,NA,NA +ER4S, N,1,2013,8,7,WET,76.5,0,0,0,29.65,0.000098833,NA,NA,NA,NA +ER4S, N,1,2013,8,7,WET,79.83,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,2,2013,8,7,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,2,2013,8,7,DRY,5.33,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,2,2013,8,7,DRY,8,73.66,1.227666667,0,17.34,0.0000578,0.3,0.18,NA,NA +ER4S, N,2,2013,8,7,DRY,10.33,73.66,1.227666667,0,21.5,0.000071667,0.21,0.15,NA,NA +ER4S, N,2,2013,8,7,DRY,13,73.66,1.227666667,0,21.39,0.0000713,0.19,0.14,NA,NA +ER4S, N,2,2013,8,7,DRY,20,73.66,1.227666667,0,21.5,0.000071667,0.2,0.14,NA,NA +ER4S, N,2,2013,8,7,DRY,30,73.66,1.227666667,0,21.5,0.000071667,0.13,0.09,NA,NA +ER4S, N,2,2013,8,7,DRY,40,73.66,1.227666667,0,21.5,0.000071667,0.15,0.1,NA,NA +ER4S, N,2,2013,8,7,DRY,45,0,0,0,21.5,0.000071667,0.16,0.11,NA,NA +ER4S, N,2,2013,8,7,DRY,45.5,0,0,0,11.17,0.000037233,0.1,0.03,NA,NA +ER4S, N,2,2013,8,7,DRY,46,0,0,0,7.12,0.000023733,NA,NA,NA,NA +ER4S, N,2,2013,8,7,DRY,47.5,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,2,2013,8,7,WET,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,2,2013,8,7,WET,2.17,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,2,2013,8,7,WET,3,73.66,1.227666667,0,5.28,0.0000176,NA,NA,NA,NA +ER4S, N,2,2013,8,7,WET,4,73.66,1.227666667,0,5.84,0.000019467,0.26,0.05,NA,NA +ER4S, N,2,2013,8,7,WET,6.5,73.66,1.227666667,0,13.59,0.0000453,0.19,0.09,NA,NA +ER4S, N,2,2013,8,7,WET,8,73.66,1.227666667,0,21.96,0.0000732,0.14,0.1,NA,NA +ER4S, N,2,2013,8,7,WET,9,73.66,1.227666667,0,25.3,0.000084333,0.12,0.1,NA,NA +ER4S, N,2,2013,8,7,WET,10,73.66,1.227666667,0,27.44,0.000091467,0.11,0.1,NA,NA +ER4S, N,2,2013,8,7,WET,11,73.66,1.227666667,0,27.44,0.000091467,0.12,0.11,0.035,0.011 +ER4S, N,2,2013,8,7,WET,15,73.66,1.227666667,0,27.44,0.000091467,0.11,0.11,NA,NA +ER4S, N,2,2013,8,7,WET,22,93.72,1.562,0,27.44,0.000091467,0.1,0.09,NA,NA +ER4S, N,2,2013,8,7,WET,23,93.72,1.562,0,36.43,0.000121433,0.16,0.2,NA,NA +ER4S, N,2,2013,8,7,WET,25,93.72,1.562,0,65.24,0.000217467,0.15,0.34,NA,NA +ER4S, N,2,2013,8,7,WET,26,93.72,1.562,0,65.24,0.000217467,0.13,0.28,NA,NA +ER4S, N,2,2013,8,7,WET,27,93.72,1.562,0,65.24,0.000217467,0.12,0.28,0.043,0.014 +ER4S, N,2,2013,8,7,WET,30,93.72,1.562,0,65.24,0.000217467,0.12,0.27,NA,NA +ER4S, N,2,2013,8,7,WET,36,118.61,1.976833333,0,65.24,0.000217467,0.1,0.23,NA,NA +ER4S, N,2,2013,8,7,WET,37,118.61,1.976833333,0,75.92,0.000253067,0.14,0.36,NA,NA +ER4S, N,2,2013,8,7,WET,39,118.61,1.976833333,0,88.18,0.000293933,0.13,0.4,NA,NA +ER4S, N,2,2013,8,7,WET,40.17,118.61,1.976833333,0,88.18,0.000293933,0.14,0.42,NA,NA +ER4S, N,2,2013,8,7,WET,41,118.61,1.976833333,0,87.11,0.000290367,0.14,0.41,0.05,0.016 +ER4S, N,2,2013,8,7,WET,44,118.61,1.976833333,0,88.18,0.000293933,0.13,0.39,NA,NA +ER4S, N,2,2013,8,7,WET,48,153.41,2.556833333,0,87.75,0.0002925,0.11,0.34,NA,NA +ER4S, N,2,2013,8,7,WET,49,153.41,2.556833333,0,108.42,0.0003614,0.13,0.49,NA,NA +ER4S, N,2,2013,8,7,WET,51,153.41,2.556833333,0,126.2,0.000420667,0.14,0.63,NA,NA +ER4S, N,2,2013,8,7,WET,52.17,153.41,2.556833333,0,126.45,0.0004215,0.15,0.65,NA,NA +ER4S, N,2,2013,8,7,WET,53,153.41,2.556833333,0,126.45,0.0004215,0.12,0.55,0.054,0.021 +ER4S, N,2,2013,8,7,WET,56,153.41,2.556833333,0,126.45,0.0004215,0.13,0.57,NA,NA +ER4S, N,2,2013,8,7,WET,61,167.38,2.789666667,0,126.2,0.000420667,0.13,0.55,NA,NA +ER4S, N,2,2013,8,7,WET,62,167.38,2.789666667,0,130.51,0.000435033,0.13,0.6,NA,NA +ER4S, N,2,2013,8,7,WET,63,167.38,2.789666667,0,139.85,0.000466167,0.14,0.7,NA,NA +ER4S, N,2,2013,8,7,WET,64,167.38,2.789666667,0,139.32,0.0004644,0.12,0.6,NA,NA +ER4S, N,2,2013,8,7,WET,65,167.38,2.789666667,0,139.32,0.0004644,0.14,0.7,0.06,0.022 +ER4S, N,2,2013,8,7,WET,67,167.38,2.789666667,0,139.32,0.0004644,0.13,0.64,NA,NA +ER4S, N,2,2013,8,7,WET,71,0,0,0,139.32,0.0004644,0.1,0.48,NA,NA +ER4S, N,2,2013,8,7,WET,71.5,0,0,0,99.19,0.000330633,0.11,0.39,NA,NA +ER4S, N,2,2013,8,7,WET,72,0,0,0,63.74,0.000212467,0.05,0.12,NA,NA +ER4S, N,2,2013,8,7,WET,73,0,0,0,32.48,0.000108267,NA,NA,NA,NA +ER4S, N,2,2013,8,7,WET,73.5,0,0,0,21.16,0.000070533,NA,NA,NA,NA +ER4S, N,2,2013,8,7,WET,75,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,3,2013,8,8,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,3,2013,8,8,DRY,3.67,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,3,2013,8,8,DRY,5,73.66,1.227666667,0,2.61,0.0000087,NA,NA,NA,NA +ER4S, N,3,2013,8,8,DRY,6,73.66,1.227666667,0,2.94,0.0000098,0.81,0.08,NA,NA +ER4S, N,3,2013,8,8,DRY,8,73.66,1.227666667,0,5.59,0.000018633,0.73,0.13,NA,NA +ER4S, N,3,2013,8,8,DRY,10,73.66,1.227666667,0,6.5,0.000021667,0.55,0.12,NA,NA +ER4S, N,3,2013,8,8,DRY,12,73.66,1.227666667,0,7.26,0.0000242,0.41,0.1,NA,NA +ER4S, N,3,2013,8,8,DRY,15.17,73.66,1.227666667,0,7.26,0.0000242,0.29,0.07,NA,NA +ER4S, N,3,2013,8,8,DRY,25,73.66,1.227666667,0,7.26,0.0000242,0.28,0.06,NA,NA +ER4S, N,3,2013,8,8,DRY,35,73.66,1.227666667,0,8.73,0.0000291,0.18,0.05,NA,NA +ER4S, N,3,2013,8,8,DRY,40,73.66,1.227666667,0,8.73,0.0000291,0.14,0.04,NA,NA +ER4S, N,3,2013,8,8,DRY,45,0,0,0,8.73,0.0000291,0.11,0.03,NA,NA +ER4S, N,3,2013,8,8,DRY,45.75,0,0,0,6.64,0.000022133,0.18,0.04,NA,NA +ER4S, N,3,2013,8,8,DRY,46.5,0,0,0,3.43,0.000011433,NA,NA,NA,NA +ER4S, N,3,2013,8,8,DRY,47.17,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,3,2013,8,8,WET,0,80.26,1.337666667,0,0,0,NA,NA,NA,NA +ER4S, N,3,2013,8,8,WET,1.5,80.26,1.337666667,0,0,0,NA,NA,NA,NA +ER4S, N,3,2013,8,8,WET,3,80.26,1.337666667,0,3.03,0.0000101,0.34,0.03,NA,NA +ER4S, N,3,2013,8,8,WET,5,80.26,1.337666667,0,5.53,0.000018433,0.26,0.04,NA,NA +ER4S, N,3,2013,8,8,WET,7,80.26,1.337666667,0,13.96,0.000046533,0.16,0.07,NA,NA +ER4S, N,3,2013,8,8,WET,9,80.26,1.337666667,0,37.75,0.000125833,0.06,0.08,NA,NA +ER4S, N,3,2013,8,8,WET,11,80.26,1.337666667,0,37.75,0.000125833,0.06,0.08,0.035,0.011 +ER4S, N,3,2013,8,8,WET,12,80.26,1.337666667,0,37.45,0.000124833,0.06,0.08,NA,NA +ER4S, N,3,2013,8,8,WET,16,80.26,1.337666667,0,37.45,0.000124833,0.05,0.07,NA,NA +ER4S, N,3,2013,8,8,WET,21,93.72,1.562,0,37.45,0.000124833,0.06,0.07,NA,NA +ER4S, N,3,2013,8,8,WET,22,93.72,1.562,0,43.68,0.0001456,0.06,0.08,NA,NA +ER4S, N,3,2013,8,8,WET,23.25,93.72,1.562,0,60.44,0.000201467,NA,NA,NA,NA +ER4S, N,3,2013,8,8,WET,24,93.72,1.562,0,60.08,0.000200267,0.06,0.13,NA,NA +ER4S, N,3,2013,8,8,WET,25,93.72,1.562,0,60.08,0.000200267,0.05,0.11,NA,NA +ER4S, N,3,2013,8,8,WET,26,93.72,1.562,0,60.08,0.000200267,0.08,0.17,0.041,0.014 +ER4S, N,3,2013,8,8,WET,30,93.72,1.562,0,60.08,0.000200267,0.08,0.17,NA,NA +ER4S, N,3,2013,8,8,WET,33,118.61,1.976833333,0,60.08,0.000200267,0.08,0.17,NA,NA +ER4S, N,3,2013,8,8,WET,34,118.61,1.976833333,0,69.81,0.0002327,0.08,0.19,NA,NA +ER4S, N,3,2013,8,8,WET,35,118.61,1.976833333,0,77.33,0.000257767,0.06,0.17,NA,NA +ER4S, N,3,2013,8,8,WET,36,118.61,1.976833333,0,81.64,0.000272133,0.09,0.25,NA,NA +ER4S, N,3,2013,8,8,WET,37,118.61,1.976833333,0,81.64,0.000272133,0.07,0.2,NA,NA +ER4S, N,3,2013,8,8,WET,38,118.61,1.976833333,0,81.64,0.000272133,0.07,0.19,0.049,0.016 +ER4S, N,3,2013,8,8,WET,41,118.61,1.976833333,0,81.64,0.000272133,0.06,0.18,NA,NA +ER4S, 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N,3,2013,8,8,WET,61,167.38,2.789666667,0,144.63,0.0004821,0.09,0.47,NA,NA +ER4S, N,3,2013,8,8,WET,64,0,0,0,144.63,0.0004821,0.08,0.39,NA,NA +ER4S, N,3,2013,8,8,WET,64.5,0,0,0,100.1,0.000333667,0.04,0.13,NA,NA +ER4S, N,3,2013,8,8,WET,65,0,0,0,72.54,0.0002418,0.05,0.12,NA,NA +ER4S, N,3,2013,8,8,WET,66.5,0,0,0,43.68,0.0001456,NA,NA,NA,NA +ER4S, N,3,2013,8,8,WET,67,0,0,0,32.07,0.0001069,NA,NA,NA,NA +ER4S, N,3,2013,8,8,WET,68.25,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,4,2013,8,8,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,4,2013,8,8,DRY,5.75,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER4S, N,4,2013,8,8,DRY,9,73.66,1.227666667,0,2.18,0.000007267,NA,NA,NA,NA +ER4S, N,4,2013,8,8,DRY,10,73.66,1.227666667,0,2.18,0.000007267,0.29,0.02,NA,NA +ER4S, N,4,2013,8,8,DRY,13,73.66,1.227666667,0,2.18,0.000007267,0.12,0,NA,NA +ER4S, N,4,2013,8,8,DRY,17,73.66,1.227666667,0,2.18,0.000007267,0.14,0.01,NA,NA +ER4S, N,4,2013,8,8,DRY,22,73.66,1.227666667,0,2.18,0.000007267,0.07,0,NA,NA +ER4S, N,4,2013,8,8,DRY,30,73.66,1.227666667,0,2.18,0.000007267,0.04,0,NA,NA +ER4S, N,4,2013,8,8,DRY,40,73.66,1.227666667,0,2.18,0.000007267,0.04,0,NA,NA +ER4S, N,4,2013,8,8,DRY,45,73.66,1.227666667,0,2.18,0.000007267,0.03,0,NA,NA +ER4S, N,4,2013,8,8,DRY,45.83,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,4,2013,8,8,WET,0,80.26,1.337666667,0,0,0,NA,NA,NA,NA +ER4S, N,4,2013,8,8,WET,4.5,80.26,1.337666667,0,0,0,NA,NA,NA,NA +ER4S, N,4,2013,8,8,WET,6,80.26,1.337666667,0,3.13,0.000010433,0.06,0,NA,NA +ER4S, N,4,2013,8,8,WET,8,80.26,1.337666667,0,3.84,0.0000128,0.05,0,NA,NA +ER4S, N,4,2013,8,8,WET,10.17,80.26,1.337666667,0,3.84,0.0000128,0.06,0,NA,NA +ER4S, N,4,2013,8,8,WET,12,80.26,1.337666667,0,3.84,0.0000128,0.06,0,NA,NA +ER4S, N,4,2013,8,8,WET,13,80.26,1.337666667,0,3.84,0.0000128,0.05,0,NA,NA +ER4S, N,4,2013,8,8,WET,14,93.72,1.562,0,3.84,0.0000128,0.05,0,NA,NA +ER4S, N,4,2013,8,8,WET,16,93.72,1.562,0,5.22,0.0000174,0.1,0.01,NA,NA +ER4S, N,4,2013,8,8,WET,18,93.72,1.562,0,5.4,0.000018,0.06,0.01,NA,NA +ER4S, 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+YG3, N,7,2012,7,27,WET,44,157,2.616666667,0,126.7,0.000422333,0.01,0.08,NA,NA +YG3, N,7,2012,7,27,WET,45,157,2.616666667,0,126.7,0.000422333,0.08,0.38,0.193,0.04 +YG3, N,7,2012,7,27,WET,46,157,2.616666667,0,126.7,0.000422333,0.09,0.39,NA,NA +YG3, N,7,2012,7,27,WET,51,172,2.866666667,0,126.7,0.000422333,0.06,0.28,NA,NA +YG3, N,7,2012,7,27,WET,52,172,2.866666667,0,141.95,0.000473167,0.26,1.29,NA,NA +YG3, N,7,2012,7,27,WET,53,172,2.866666667,0,151.37,0.000504567,0.1,0.54,NA,NA +YG3, N,7,2012,7,27,WET,54,172,2.866666667,0,151.37,0.000504567,NA,NA,NA,NA +YG3, N,7,2012,7,27,WET,55,172,2.866666667,0,151.37,0.000504567,0.08,0.42,0.267,0.044 +YG3, N,7,2012,7,27,WET,56,172,2.866666667,0,151.37,0.000504567,0.11,0.56,NA,NA +YG3, N,7,2012,7,27,WET,61,0,0,0,151.37,0.000504567,0.04,0.21,NA,NA +YG3, N,7,2012,7,27,WET,61.5,0,0,0,97.27,0.000324233,0.01,0.04,NA,NA +YG3, N,7,2012,7,27,WET,62,0,0,0,44.44,0.000148133,0.13,0.2,NA,NA +YG3, N,7,2012,7,27,WET,63,0,0,0,7.63,0.000025433,0.41,0.1,NA,NA +YG3, 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N,7,2011,6,21,WET,91.33,0,0,0,0,0,NA,NA,NA,NA +YG2, N,8,2011,6,21,DRY,0,59.62,0.993666667,0,0,0,NA,NA,NA,NA +YG2, N,8,2011,6,21,DRY,45,59.62,0.993666667,0,0,0,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,0,0,0,93.67069712,0,0,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,3,0,0,157.1130019,0,0,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,6.67,0,0,157.1130019,0,0,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,7,0,0,157.1130019,73.23,0.0002441,0.95,2.35,NA,NA +YG2, N,8,2011,6,21,WET,8,0,0,157.1130019,92.01,0.0003067,0.2,0.63,NA,NA +YG2, N,8,2011,6,21,WET,9,0,0,157.1130019,97.73,0.000325767,0.08,0.27,NA,NA +YG2, N,8,2011,6,21,WET,11,0,0,157.1130019,97.73,0.000325767,0.08,0.27,0.058,0.022 +YG2, N,8,2011,6,21,WET,13,0,0,157.1130019,97.73,0.000325767,0.03,0.1,NA,NA +YG2, N,8,2011,6,21,WET,18,0,0,195.5515749,97.73,0.000325767,0.02,0.06,NA,NA +YG2, N,8,2011,6,21,WET,19.33,0,0,195.5515749,97.73,0.000325767,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,20,0,0,195.5515749,150.31,0.000501033,0.08,0.42,NA,NA +YG2, N,8,2011,6,21,WET,21,0,0,195.5515749,150.31,0.000501033,0.03,0.16,NA,NA +YG2, N,8,2011,6,21,WET,22,0,0,195.5515749,150.31,0.000501033,0.02,0.14,0.066,0.024 +YG2, N,8,2011,6,21,WET,28.08,0,0,224.287207,150.31,0.000501033,0.01,0.08,NA,NA +YG2, N,8,2011,6,21,WET,29.67,0,0,224.287207,150.31,0.000501033,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,30.25,0,0,224.287207,185.74,0.000619133,0.05,0.36,NA,NA +YG2, N,8,2011,6,21,WET,31,0,0,224.287207,185.18,0.000617267,0.02,0.17,NA,NA +YG2, N,8,2011,6,21,WET,32,0,0,224.287207,185.18,0.000617267,0.02,0.14,0.066,0.027 +YG2, N,8,2011,6,21,WET,34,0,0,224.287207,185.18,0.000617267,0.01,0.11,NA,NA +YG2, N,8,2011,6,21,WET,38,0,0,247.0517988,178.51,0.000595033,0.01,0.08,NA,NA +YG2, N,8,2011,6,21,WET,39.17,0,0,247.0517988,178.51,0.000595033,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,40,0,0,247.0517988,204.03,0.0006801,0.04,0.32,NA,NA +YG2, N,8,2011,6,21,WET,42,0,0,247.0517988,204.03,0.0006801,0.01,0.13,0.068,0.028 +YG2, N,8,2011,6,21,WET,44,0,0,247.0517988,204.03,0.0006801,0.01,0.07,NA,NA +YG2, N,8,2011,6,21,WET,47.5,0,0,0,204.03,0.0006801,0.01,0.11,NA,NA +YG2, N,8,2011,6,21,WET,48,0,0,0,197.95,0.000659833,0,0.04,NA,NA +YG2, N,8,2011,6,21,WET,49,0,0,0,115.05,0.0003835,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,50,0,0,0,25.76,0.000085867,NA,NA,NA,NA +YG2, N,8,2011,6,21,WET,52.33,0,0,0,0,0,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,0,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,4,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,5,59.5,0.991666667,0,4.31,0.000014367,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,6,59.5,0.991666667,0,8.59,0.000028633,0.26,0.07,NA,NA +ER2, N,1,2010,7,3,DRY,7,59.5,0.991666667,0,16.66,0.000055533,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,8,59.5,0.991666667,0,18.34,0.000061133,0.21,0.13,NA,NA +ER2, N,1,2010,7,3,DRY,9,59.5,0.991666667,0,20.53,0.000068433,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,10,59.5,0.991666667,0,23.05,0.000076833,0.21,0.16,NA,NA +ER2, N,1,2010,7,3,DRY,11,59.5,0.991666667,0,23.9,0.000079667,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,15,59.5,0.991666667,0,23.9,0.000079667,0.17,0.14,NA,NA +ER2, N,1,2010,7,3,DRY,25,59.5,0.991666667,0,31.22,0.000104067,0.2,0.21,NA,NA +ER2, N,1,2010,7,3,DRY,26,59.5,0.991666667,0,33.79,0.000112633,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,35,0,0,0,33.79,0.000112633,0.09,0.1,NA,NA +ER2, N,1,2010,7,3,DRY,35.5,0,0,0,29.89,0.000099633,NA,NA,NA,NA +ER2, N,1,2010,7,3,DRY,38.25,0,0,0,0,0,NA,NA,NA,NA +ER2, N,1,2010,7,3,WET,0,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER2, N,1,2010,7,3,WET,3,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER2, N,1,2010,7,3,WET,4,59.5,0.991666667,0,4.53,0.0000151,0.28,0.04,NA,NA +ER2, N,1,2010,7,3,WET,5,59.5,0.991666667,0,22.56,0.0000752,0.17,0.13,NA,NA +ER2, N,1,2010,7,3,WET,6,59.5,0.991666667,0,35.58,0.0001186,0.11,0.14,NA,NA +ER2, N,1,2010,7,3,WET,8,59.5,0.991666667,0,44.78,0.000149267,0.1,0.16,NA,NA +ER2, N,1,2010,7,3,WET,9,59.5,0.991666667,0,46.13,0.000153767,0.09,0.14,NA,NA +ER2, 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N,3,2010,7,4,WET,67,173.48,2.891333333,0,154.34,0.000514467,0.12,0.63,NA,NA +ER2, N,3,2010,7,4,WET,68,173.48,2.891333333,0,154.34,0.000514467,0.1,0.54,0.092,0.039 +ER2, N,3,2010,7,4,WET,69,173.48,2.891333333,0,154.34,0.000514467,0.1,0.54,NA,NA +ER2, N,3,2010,7,4,WET,71,0,0,0,154.34,0.000514467,NA,NA,NA,NA +ER2, N,3,2010,7,4,WET,71.5,0,0,0,91.13,0.000303767,0.03,0.11,NA,NA +ER2, N,3,2010,7,4,WET,72.5,0,0,0,35.85,0.0001195,0.15,0.18,NA,NA +ER2, N,3,2010,7,4,WET,73,0,0,0,17.88,0.0000596,NA,NA,NA,NA +ER2, N,3,2010,7,4,WET,74,0,0,0,0,0,NA,NA,NA,NA +ER2, N,4,2010,7,4,DRY,0,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2010,7,4,DRY,4,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2010,7,4,DRY,6,59.5,0.991666667,0,10.55,0.000035167,0.9,0.32,NA,NA +ER2, N,4,2010,7,4,DRY,7,59.5,0.991666667,0,18,0.00006,1.06,0.64,NA,NA +ER2, N,4,2010,7,4,DRY,8,59.5,0.991666667,0,22.32,0.0000744,1.16,0.88,NA,NA +ER2, N,4,2010,7,4,DRY,10,59.5,0.991666667,0,25.65,0.0000855,1,0.86,NA,NA +ER2, 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+ER2, N,4,2010,7,4,WET,54,173.48,2.891333333,0,153.05,0.000510167,0.06,0.35,0.112,0.038 +ER2, N,4,2010,7,4,WET,55,173.48,2.891333333,0,153.05,0.000510167,0.1,0.55,NA,NA +ER2, N,4,2010,7,4,WET,59,0,0,0,153.05,0.000510167,0.09,0.47,NA,NA +ER2, N,4,2010,7,4,WET,59.5,0,0,0,109.52,0.000365067,0.03,0.13,NA,NA +ER2, N,4,2010,7,4,WET,60,0,0,0,63.82,0.000212733,0.06,0.13,NA,NA +ER2, N,4,2010,7,4,WET,60.5,0,0,0,39.67,0.000132233,NA,NA,NA,NA +ER2, N,4,2010,7,4,WET,61,0,0,0,21.72,0.0000724,NA,NA,NA,NA +ER2, N,4,2010,7,4,WET,62.5,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,1,2010,7,13,DRY,4.5,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER4G, N,1,2010,7,13,DRY,5,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER4G, N,1,2010,7,13,DRY,6,59.5,0.991666667,0,4.02,0.0000134,2.84,0.38,NA,NA +ER4G, N,1,2010,7,13,DRY,7,59.5,0.991666667,0,12.52,0.000041733,0.82,0.35,NA,NA +ER4G, N,1,2010,7,13,DRY,8,59.5,0.991666667,0,35.16,0.0001172,0.83,0.99,NA,NA +ER4G, N,1,2010,7,13,DRY,10,59.5,0.991666667,0,49.31,0.000164367,0.58,0.97,NA,NA +ER4G, 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N,1,2010,7,13,WET,43,152.4,2.54,0,105.45,0.0003515,0.21,0.75,NA,NA +ER4G, N,1,2010,7,13,WET,44,152.4,2.54,0,124.01,0.000413367,0.34,1.43,NA,NA +ER4G, N,1,2010,7,13,WET,45,152.4,2.54,0,140.71,0.000469033,NA,NA,NA,NA +ER4G, N,1,2010,7,13,WET,46,152.4,2.54,0,140.71,0.000469033,0.29,1.4,NA,NA +ER4G, N,1,2010,7,13,WET,48,152.4,2.54,0,140.71,0.000469033,0.26,1.27,0.067,0.028 +ER4G, N,1,2010,7,13,WET,50,152.4,2.54,0,140.71,0.000469033,0.22,1.09,NA,NA +ER4G, N,1,2010,7,13,WET,51,152.4,2.54,0,140.71,0.000469033,0.22,1.09,NA,NA +ER4G, N,1,2010,7,13,WET,53,173.41,2.890166667,0,140.71,0.000469033,0.24,1.18,NA,NA +ER4G, N,1,2010,7,13,WET,54,173.41,2.890166667,0,151.97,0.000506567,0.23,1.19,NA,NA +ER4G, N,1,2010,7,13,WET,55,173.41,2.890166667,0,156.07,0.000520233,0.23,1.23,NA,NA +ER4G, N,1,2010,7,13,WET,56,173.41,2.890166667,0,160.2,0.000534,0.2,1.09,NA,NA +ER4G, N,1,2010,7,13,WET,57,173.41,2.890166667,0,160.2,0.000534,0.19,1.04,NA,NA +ER4G, N,1,2010,7,13,WET,58,173.41,2.890166667,0,160.2,0.000534,0.19,1.07,0.069,0.03 +ER4G, N,1,2010,7,13,WET,59.5,173.41,2.890166667,0,160.2,0.000534,0.18,1.01,NA,NA +ER4G, N,1,2010,7,13,WET,63,0,0,0,160.2,0.000534,0.14,0.76,NA,NA +ER4G, N,1,2010,7,13,WET,63.5,0,0,0,120.39,0.0004013,0.04,0.16,NA,NA +ER4G, N,1,2010,7,13,WET,64,0,0,0,83.49,0.0002783,0.08,0.22,NA,NA +ER4G, N,1,2010,7,13,WET,64.5,0,0,0,53.18,0.000177267,NA,NA,NA,NA +ER4G, N,1,2010,7,13,WET,65,0,0,0,32.02,0.000106733,NA,NA,NA,NA +ER4G, N,1,2010,7,13,WET,66,0,0,0,9.32,0.000031067,NA,NA,NA,NA +ER4G, N,1,2010,7,13,WET,68.67,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,2,2010,7,13,DRY,0,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER4G, N,2,2010,7,13,DRY,3.75,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER4G, N,2,2010,7,13,DRY,5,59.5,0.991666667,0,7.7,0.000025667,0.43,0.11,NA,NA +ER4G, N,2,2010,7,13,DRY,7,59.5,0.991666667,0,47.63,0.000158767,0.38,0.61,NA,NA +ER4G, N,2,2010,7,13,DRY,8,59.5,0.991666667,0,50.85,0.0001695,0.42,0.73,NA,NA +ER4G, 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+ER4S, N,3,2010,6,30,WET,91,174.24,2.904,0,140.32,0.000467733,0.07,0.34,NA,NA +ER4S, N,3,2010,6,30,WET,93,174.24,2.904,0,140.32,0.000467733,0.08,0.41,0.035,0.014 +ER4S, N,3,2010,6,30,WET,96,174.24,2.904,0,140.32,0.000467733,0.07,0.36,NA,NA +ER4S, N,3,2010,6,30,WET,97,174.24,2.904,0,140.32,0.000467733,0.06,0.31,NA,NA +ER4S, N,3,2010,6,30,WET,102,0,0,0,140.32,0.000467733,0.06,0.3,NA,NA +ER4S, N,3,2010,6,30,WET,102.5,0,0,0,119.93,0.000399767,0.02,0.1,NA,NA +ER4S, N,3,2010,6,30,WET,103,0,0,0,91.04,0.000303467,0.02,0.06,NA,NA +ER4S, N,3,2010,6,30,WET,103.5,0,0,0,73.94,0.000246467,NA,NA,NA,NA +ER4S, N,3,2010,6,30,WET,104,0,0,0,59.67,0.0001989,NA,NA,NA,NA +ER4S, N,3,2010,6,30,WET,105,0,0,0,33.7,0.000112333,NA,NA,NA,NA +ER4S, N,3,2010,6,30,WET,106,0,0,0,18.31,0.000061033,NA,NA,NA,NA +ER4S, N,3,2010,6,30,WET,107,0,0,0,7.25,0.000024167,NA,NA,NA,NA +ER4S, N,3,2010,6,30,WET,110,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,4,2010,6,30,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +ER4S, 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N,1,2010,7,11,DRY,0,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER5, N,1,2010,7,11,DRY,45,0,0,0,0,0,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,0,70.35,1.1725,0,0,0,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,8.5,70.35,1.1725,0,0,0,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,10,70.35,1.1725,0,3.87,0.0000129,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,12,70.35,1.1725,0,5.69,0.000018967,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,14,70.35,1.1725,0,6.25,0.000020833,0.07,0.01,NA,NA +ER5, N,1,2010,7,11,WET,16,70.35,1.1725,0,6.25,0.000020833,0.03,0,NA,NA +ER5, N,1,2010,7,11,WET,18,97.28,1.621333333,0,6.25,0.000020833,1.37,0.29,NA,NA +ER5, N,1,2010,7,11,WET,19,97.28,1.621333333,0,8.05,0.000026833,0.05,0.01,NA,NA +ER5, N,1,2010,7,11,WET,21,97.28,1.621333333,0,8.95,0.000029833,0.04,0.01,NA,NA +ER5, N,1,2010,7,11,WET,22,97.28,1.621333333,0,11.92,0.000039733,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,23,97.28,1.621333333,0,14.07,0.0000469,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,25,97.28,1.621333333,0,14.49,0.0000483,0.08,0.04,NA,NA +ER5, 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N,1,2010,7,11,WET,53.25,152.4,2.54,0,61.51,0.000205033,0.14,0.29,0.033,0.012 +ER5, N,1,2010,7,11,WET,56,152.4,2.54,0,61.51,0.000205033,0.13,0.29,NA,NA +ER5, N,1,2010,7,11,WET,63,173.48,2.891333333,0,61.51,0.000205033,0.16,0.34,NA,NA +ER5, N,1,2010,7,11,WET,64,173.48,2.891333333,0,64.98,0.0002166,0.23,0.5,NA,NA +ER5, N,1,2010,7,11,WET,65,173.48,2.891333333,0,69.69,0.0002323,0.19,0.46,NA,NA +ER5, N,1,2010,7,11,WET,67,173.48,2.891333333,0,76.23,0.0002541,0.14,0.37,NA,NA +ER5, N,1,2010,7,11,WET,69,173.48,2.891333333,0,77.46,0.0002582,0.14,0.37,NA,NA +ER5, N,1,2010,7,11,WET,70,173.48,2.891333333,0,77.46,0.0002582,0.15,0.39,0.031,0.013 +ER5, N,1,2010,7,11,WET,71,173.48,2.891333333,0,77.46,0.0002582,0.16,0.44,NA,NA +ER5, N,1,2010,7,11,WET,72,173.48,2.891333333,0,77.46,0.0002582,0.13,0.35,NA,NA +ER5, N,1,2010,7,11,WET,79,0,0,0,77.46,0.0002582,0.11,0.29,NA,NA +ER5, N,1,2010,7,11,WET,79.5,0,0,0,61.51,0.000205033,0.03,0.06,NA,NA +ER5, N,1,2010,7,11,WET,80,0,0,0,38.24,0.000127467,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,80.5,0,0,0,24.89,0.000082967,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,81,0,0,0,10.74,0.0000358,NA,NA,NA,NA +ER5, N,1,2010,7,11,WET,82.25,0,0,0,0,0,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,0,0,0,0,0,0,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,4.5,59.5,0.991666667,0,0,0,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,6,59.5,0.991666667,0,10.84,0.000036133,0.15,0.05,NA,NA +ER5, N,2,2010,7,11,DRY,7,59.5,0.991666667,0,14.39,0.000047967,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,8,59.5,0.991666667,0,14.39,0.000047967,0.21,0.1,NA,NA +ER5, N,2,2010,7,11,DRY,11,59.5,0.991666667,0,12.73,0.000042433,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,15,59.5,0.991666667,0,10.17,0.0000339,0.17,0.05,NA,NA +ER5, N,2,2010,7,11,DRY,19,59.5,0.991666667,0,7.96,0.000026533,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,22,59.5,0.991666667,0,7.09,0.000023633,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,25,59.5,0.991666667,0,6.5,0.000021667,0.1,0.02,NA,NA +ER5, N,2,2010,7,11,DRY,32,59.5,0.991666667,0,5.06,0.000016867,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,39,59.5,0.991666667,0,3.32,0.000011067,NA,NA,NA,NA +ER5, N,2,2010,7,11,DRY,45,0,0,0,3.32,0.000011067,0.05,0,NA,NA +ER5, N,2,2010,7,11,DRY,45.75,0,0,0,0,0,NA,NA,NA,NA +ER5, N,2,2010,7,11,WET,0,70.35,1.1725,0,0,0,NA,NA,NA,NA +ER5, N,2,2010,7,11,WET,5.25,70.35,1.1725,0,0,0,NA,NA,NA,NA +ER5, N,2,2010,7,11,WET,6,70.35,1.1725,0,4.23,0.0000141,NA,NA,NA,NA +ER5, N,2,2010,7,11,WET,7,70.35,1.1725,0,5.77,0.000019233,NA,NA,NA,NA +ER5, N,2,2010,7,11,WET,8,70.35,1.1725,0,8.14,0.000027133,0.34,0.09,NA,NA +ER5, N,2,2010,7,11,WET,10,70.35,1.1725,0,8.77,0.000029233,0.19,0.05,NA,NA +ER5, N,2,2010,7,11,WET,12,70.35,1.1725,0,9.41,0.000031367,0.14,0.04,NA,NA +ER5, N,2,2010,7,11,WET,15,97.28,1.621333333,0,8.77,0.000029233,0.23,0.06,NA,NA +ER5, N,2,2010,7,11,WET,16,97.28,1.621333333,0,11.03,0.000036767,0.35,0.13,NA,NA +ER5, N,2,2010,7,11,WET,17,97.28,1.621333333,0,13.14,0.0000438,0.35,0.15,NA,NA +ER5, N,2,2010,7,11,WET,19,97.28,1.621333333,0,15.35,0.000051167,0.33,0.17,NA,NA +ER5, 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+PCE, N,5,2009,7,30,WET,23.5,61.46,1.024333333,0,52.67,0.000175567,NA,NA,NA,NA +PCE, N,5,2009,7,30,WET,24,61.46,1.024333333,0,52.67,0.000175567,NA,NA,NA,NA +PCE, N,5,2009,7,30,WET,25,61.46,1.024333333,0,20.81,0.000069367,NA,NA,NA,NA +PCE, N,5,2009,7,30,WET,26,131.06,2.184333333,0,15.31,0.000051033,0.51,0.26,NA,NA +PCE, N,5,2009,7,30,WET,27,131.06,2.184333333,0,39.32,0.000131067,0.88,1.17,NA,NA +PCE, N,5,2009,7,30,WET,28,131.06,2.184333333,0,50.46,0.0001682,0.81,1.39,NA,NA +PCE, N,5,2009,7,30,WET,29,131.06,2.184333333,0,50.46,0.0001682,0.69,1.19,NA,NA +PCE, N,5,2009,7,30,WET,29.75,131.06,2.184333333,0,50.46,0.0001682,0.74,1.26,NA,0.054 +PCE, N,5,2009,7,30,WET,31,131.06,2.184333333,0,53.31,0.0001777,0.96,1.74,NA,NA +PCE, N,5,2009,7,30,WET,34,131.06,2.184333333,0,53.31,0.0001777,0.65,1.17,NA,NA +PCE, N,5,2009,7,30,WET,35,131.06,2.184333333,rate2,53.31,0.0001777,0.7,1.27,NA,NA +PCE, N,5,2009,7,30,WET,35.25,131.06,2.184333333,rate2,53.31,0.0001777,NA,NA,NA,NA +PCE, N,5,2009,7,30,WET,36,131.06,2.184333333,rate2,134.82,0.0004494,5.25,23.97,NA,NA +PCE, N,5,2009,7,30,WET,37,131.06,2.184333333,rate2,205.83,0.0006861,2.64,18.42,NA,NA +PCE, N,5,2009,7,30,WET,38,131.06,2.184333333,rate2,205.83,0.0006861,NA,NA,NA,NA +PCE, N,5,2009,7,30,WET,39,131.06,2.184333333,rate2,205.83,0.0006861,2.12,14.79,NA,0.05 +PCE, N,5,2009,7,30,WET,40,131.06,2.184333333,rate2,205.83,0.0006861,1.85,12.93,NA,NA +PCE, N,5,2009,7,30,WET,42,0,0,0,205.83,0.0006861,1.19,8.29,NA,NA +PCE, N,5,2009,7,30,WET,42.5,0,0,0,93.78,0.0003126,0.42,1.35,NA,NA +PCE, N,5,2009,7,30,WET,44.75,0,0,0,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,4.25,61.46,1.024333333,0,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,5,61.46,1.024333333,0,15.24,0.0000508,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,6,61.46,1.024333333,0,15.24,0.0000508,5.59,2.78,NA,NA +PCE, N,6,2009,7,30,DRY,8.5,61.46,1.024333333,0,15.24,0.0000508,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,10,61.46,1.024333333,0,15.24,0.0000508,4.37,2.17,NA,NA +PCE, N,6,2009,7,30,DRY,12,61.46,1.024333333,0,15.45,0.0000515,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,15,61.46,1.024333333,0,15.45,0.0000515,2.69,1.35,NA,NA +PCE, N,6,2009,7,30,DRY,20,61.46,1.024333333,0,15.45,0.0000515,2.68,1.35,NA,NA +PCE, N,6,2009,7,30,DRY,22.5,61.46,1.024333333,0,18.55,0.000061833,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,25,61.46,1.024333333,0,18.43,0.000061433,2.84,1.71,NA,NA +PCE, N,6,2009,7,30,DRY,26.5,61.46,1.024333333,0,23.05,0.000076833,NA,NA,NA,NA +PCE, N,6,2009,7,30,DRY,30,61.46,1.024333333,0,23.05,0.000076833,1.98,1.48,NA,NA +PCE, N,6,2009,7,30,DRY,35,61.46,1.024333333,0,23.05,0.000076833,1.82,1.37,NA,NA +PCE, N,6,2009,7,30,DRY,40,61.46,1.024333333,0,23.05,0.000076833,1.77,1.33,NA,NA +PCE, N,6,2009,7,30,DRY,45,0,0,0,23.05,0.000076833,1.58,1.19,NA,NA +PCE, N,6,2009,7,30,DRY,45.5,0,0,0,10.06,0.000033533,0.2,0.06,NA,NA +PCE, N,6,2009,7,30,DRY,46.2,0,0,0,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,0,0,0,rate1,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,10,0,0,rate2,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,20,0,0,rate3,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,30,0,0,rate4,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,30.25,0,0,rate4,0,0,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,32,0,0,rate4,6.37,0.000021233,1.66,0.34,NA,NA +PCE, N,6,2009,7,31,WET,33,0,0,rate4,8.97,0.0000299,0.57,0.16,NA,NA +PCE, N,6,2009,7,31,WET,34,0,0,rate4,9.87,0.0000329,0.49,0.15,NA,NA +PCE, N,6,2009,7,31,WET,35,0,0,rate4,11.19,0.0000373,0.14,0.05,NA,NA +PCE, N,6,2009,7,31,WET,37,0,0,rate4,11.19,0.0000373,0.25,0.09,NA,NA +PCE, N,6,2009,7,31,WET,39,0,0,rate4,11.19,0.0000373,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,40,0,0,rate5,11.19,0.0000373,0.24,0.09,NA,NA +PCE, N,6,2009,7,31,WET,40.55,0,0,rate5,11.19,0.0000373,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,41,0,0,rate5,102.78,0.0003426,7.39,24.78,NA,NA +PCE, N,6,2009,7,31,WET,42,0,0,rate5,155.68,0.000518933,3.34,16.96,NA,NA +PCE, N,6,2009,7,31,WET,43,0,0,rate5,155.68,0.000518933,1.59,8.07,NA,NA +PCE, N,6,2009,7,31,WET,44.5,0,0,rate5,155.68,0.000518933,1.09,5.54,0.882,0.049 +PCE, N,6,2009,7,31,WET,45.5,0,0,rate5,155.68,0.000518933,0.65,3.3,NA,NA +PCE, N,6,2009,7,31,WET,46,0,0,rate5,155.68,0.000518933,0.58,2.98,NA,NA +PCE, N,6,2009,7,31,WET,49,0,0,rate6,155.68,0.000518933,0.5,2.57,NA,NA +PCE, N,6,2009,7,31,WET,49.55,0,0,rate6,155.68,0.000518933,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,50,0,0,rate6,204.9,0.000683,2.54,17.03,NA,NA +PCE, N,6,2009,7,31,WET,51,0,0,rate6,208.82,0.000696067,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,52,0,0,rate6,208.82,0.000696067,1.53,10.42,NA,NA +PCE, N,6,2009,7,31,WET,52.5,0,0,rate6,208.82,0.000696067,0.87,5.93,NA,0.043 +PCE, N,6,2009,7,31,WET,53.25,0,0,rate6,208.82,0.000696067,0.96,6.6,NA,NA +PCE, N,6,2009,7,31,WET,54,0,0,rate6,208.82,0.000696067,0.49,3.38,NA,NA +PCE, N,6,2009,7,31,WET,58,0,0,rate6,208.82,0.000696067,0.26,1.82,NA,NA +PCE, N,6,2009,7,31,WET,58.5,0,0,rate6,208.82,0.000696067,0.25,1.7,NA,NA +PCE, N,6,2009,7,31,WET,61,0,0,0,208.82,0.000696067,0.32,2.21,NA,NA +PCE, N,6,2009,7,31,WET,61.5,0,0,0,170.35,0.000567833,0.3,1.68,NA,NA +PCE, N,6,2009,7,31,WET,62,0,0,0,50.89,0.000169633,0.09,0.15,NA,NA +PCE, N,6,2009,7,31,WET,62.5,0,0,0,8.01,0.0000267,NA,NA,NA,NA +PCE, N,6,2009,7,31,WET,63.58,0,0,0,0,0,NA,NA,NA,NA +PCW, N,1,2009,8,3,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +PCW, N,1,2009,8,3,DRY,6.5,61.46,1.024333333,0,0,0,NA,NA,NA,NA +PCW, N,1,2009,8,3,DRY,8,61.46,1.024333333,0,10.14,0.0000338,NA,NA,NA,NA +PCW, N,1,2009,8,3,DRY,11,61.46,1.024333333,0,11.44,0.000038133,2.16,0.83,NA,NA +PCW, N,1,2009,8,3,DRY,15,61.46,1.024333333,0,17.77,0.000059233,1.75,1.05,NA,NA +PCW, N,1,2009,8,3,DRY,20,61.46,1.024333333,0,24.62,0.000082067,1.84,1.53,NA,NA +PCW, N,1,2009,8,3,DRY,25,61.46,1.024333333,0,26.99,0.000089967,1.93,1.77,NA,NA +PCW, N,1,2009,8,3,DRY,30,61.46,1.024333333,0,26.99,0.000089967,1.69,1.54,NA,NA +PCW, 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N,4,2008,6,25,WET,52,175,2.916666667,0,143.23,0.000477433,0.2,0.98,NA,NA +K2, N,4,2008,6,25,WET,53,175,2.916666667,0,145.99,0.000486633,0.28,1.39,NA,NA +K2, N,4,2008,6,25,WET,55.5,175,2.916666667,0,150.25,0.000500833,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,56,175,2.916666667,0,150.25,0.000500833,0.32,1.62,NA,NA +K2, N,4,2008,6,25,WET,57,175,2.916666667,0,150.25,0.000500833,0.24,1.23,NA,NA +K2, N,4,2008,6,25,WET,58,175,2.916666667,0,150.25,0.000500833,0.2,1.03,NA,NA +K2, N,4,2008,6,25,WET,59,175,2.916666667,0,150.25,0.000500833,0.19,0.98,NA,NA +K2, N,4,2008,6,25,WET,60.5,175,2.916666667,0,150.25,0.000500833,0.19,1.01,0.105,0.038 +K2, N,4,2008,6,25,WET,62,175,2.916666667,0,150.25,0.000500833,0.21,1.11,NA,NA +K2, N,4,2008,6,25,WET,63,175,2.916666667,0,150.25,0.000500833,0.17,0.87,NA,NA +K2, N,4,2008,6,25,WET,64,175,2.916666667,0,150.25,0.000500833,0.27,1.38,NA,NA +K2, N,4,2008,6,25,WET,65,175,2.916666667,0,150.25,0.000500833,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,66,0,0,0,150.25,0.000500833,0.18,0.93,NA,NA +K2, N,4,2008,6,25,WET,66.25,0,0,0,134.66,0.000448867,0.22,1.02,NA,NA +K2, N,4,2008,6,25,WET,66.6,0,0,0,100.86,0.0003362,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,66.75,0,0,0,74.32,0.000247733,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,67,0,0,0,67.99,0.000226633,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,67.25,0,0,0,44.48,0.000148267,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,67.5,0,0,0,32.29,0.000107633,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,67.75,0,0,0,19.48,0.000064933,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,68,0,0,0,11.72,0.000039067,NA,NA,NA,NA +K2, N,4,2008,6,25,WET,69,0,0,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,8,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,9,61.46,1.024333333,0,13.47,0.0000449,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,10,61.46,1.024333333,0,15.41,0.000051367,0.55,0.28,NA,NA +LH2, N,1,2008,7,22,DRY,15,61.46,1.024333333,0,15.41,0.000051367,0.38,0.2,NA,NA +LH2, N,1,2008,7,22,DRY,20,61.46,1.024333333,0,17.33,0.000057767,0.34,0.19,NA,NA +LH2, N,1,2008,7,22,DRY,25,61.46,1.024333333,0,17.33,0.000057767,0.3,0.18,NA,NA +LH2, N,1,2008,7,22,DRY,30,61.46,1.024333333,0,20.92,0.000069733,0.16,0.11,NA,NA +LH2, N,1,2008,7,22,DRY,30.25,61.46,1.024333333,0,10.51,0.000035033,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,32.45,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,,0,0,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,1.75,0,0,rate1,80.35,0.000267833,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,4.5,0,0,rate1,80.35,0.000267833,NA,NA,0.157,0.041 +LH2, N,1,2008,7,22,WET,5.5,0,0,rate1,80.35,0.000267833,0.02,0.05,NA,NA +LH2, N,1,2008,7,22,WET,6.5,0,0,rate1,80.35,0.000267833,0,0.02,NA,NA +LH2, N,1,2008,7,22,WET,8.5,0,0,rate1,80.35,0.000267833,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,9,0,0,rate1,80.35,0.000267833,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,15,0,0,rate2,176.59,0.000588633,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,17,0,0,rate2,176.59,0.000588633,0.02,0.13,0.341,0.044 +LH2, N,1,2008,7,22,WET,18,0,0,rate2,176.59,0.000588633,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,21,0,0,rate2,176.59,0.000588633,0,0.05,NA,NA +LH2, N,1,2008,7,22,WET,21.5,0,0,rate2,176.59,0.000588633,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,22,0,0,rate3,176.59,0.000588633,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,25,0,0,rate3,282.27,0.0009409,0.04,0.38,0.308,0.062 +LH2, N,1,2008,7,22,WET,26,0,0,rate3,282.27,0.0009409,0.02,0.24,NA,NA +LH2, N,1,2008,7,22,WET,29,0,0,rate3,282.27,0.0009409,0.06,0.63,NA,NA +LH2, N,1,2008,7,22,WET,29.5,0,0,rate4,371.16,0.0012372,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,31.5,0,0,rate4,371.16,0.0012372,0.03,0.48,0.32,0.055 +LH2, N,1,2008,7,22,WET,32.25,0,0,rate4,371.16,0.0012372,0.03,0.44,NA,NA +LH2, N,1,2008,7,22,WET,34.5,0,0,rate4,371.16,0.0012372,0.01,0.17,NA,NA +LH2, N,1,2008,7,22,WET,35,0,0,rate5,429.76,0.001432533,NA,NA,NA,NA +LH2, N,1,2008,7,22,WET,38,0,0,rate5,429.76,0.001432533,0.04,0.71,0.332,0.07 +LH2, N,1,2008,7,22,WET,38.5,0,0,rate5,429.76,0.001432533,0.05,0.78,NA,NA +LH2, N,1,2008,7,22,WET,39,0,0,rate5,429.76,0.001432533,0.04,0.68,NA,NA +LH2, N,1,2008,7,22,WET,41,0,0,rate5,429.76,0.001432533,0.04,0.68,NA,NA +LH2, N,2,2008,7,23,WET,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,2,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,3,61.46,1.024333333,0,7.81,0.000026033,1.01,0.26,NA,NA +LH2, N,2,2008,7,23,WET,4,61.46,1.024333333,0,16.79,0.000055967,0.36,0.2,NA,NA +LH2, N,2,2008,7,23,WET,5,61.46,1.024333333,0,31.54,0.000105133,0.37,0.39,NA,NA +LH2, N,2,2008,7,23,WET,6.5,61.46,1.024333333,0,41.35,0.000137833,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,8,61.46,1.024333333,0,41.35,0.000137833,0.29,0.41,NA,NA +LH2, N,2,2008,7,23,WET,8.5,61.46,1.024333333,0,41.35,0.000137833,0.43,0.6,0.072,0.023 +LH2, N,2,2008,7,23,WET,10,61.46,1.024333333,0,41.35,0.000137833,0.21,0.29,NA,NA +LH2, N,2,2008,7,23,WET,14,61.46,1.024333333,0,41.35,0.000137833,0.24,0.33,NA,NA +LH2, N,2,2008,7,23,WET,15,107.18,1.786333333,0,41.35,0.000137833,0.23,0.32,NA,NA +LH2, N,2,2008,7,23,WET,16,107.18,1.786333333,0,66.61,0.000222033,0.32,0.72,NA,NA +LH2, N,2,2008,7,23,WET,17,107.18,1.786333333,0,82.76,0.000275867,0.22,0.62,NA,NA +LH2, N,2,2008,7,23,WET,18,107.18,1.786333333,0,87.83,0.000292767,0.29,0.87,NA,NA +LH2, N,2,2008,7,23,WET,19,107.18,1.786333333,0,87.83,0.000292767,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,19.5,107.18,1.786333333,0,87.83,0.000292767,0.23,0.71,0.091,0.034 +LH2, N,2,2008,7,23,WET,21,107.18,1.786333333,0,87.83,0.000292767,0.22,0.67,NA,NA +LH2, N,2,2008,7,23,WET,23.3,107.18,1.786333333,0,87.83,0.000292767,0.17,0.51,NA,NA +LH2, N,2,2008,7,23,WET,24,131.06,2.184333333,0,87.83,0.000292767,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,25,131.06,2.184333333,0,105.07,0.000350233,0.14,0.53,NA,NA +LH2, N,2,2008,7,23,WET,26,131.06,2.184333333,0,111.8,0.000372667,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,27,131.06,2.184333333,0,111.8,0.000372667,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,28,131.06,2.184333333,0,111.8,0.000372667,0.16,0.61,0.112,0.035 +LH2, N,2,2008,7,23,WET,29.5,131.06,2.184333333,0,111.8,0.000372667,0.21,0.8,NA,NA +LH2, N,2,2008,7,23,WET,32.5,131.06,2.184333333,0,111.8,0.000372667,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,33,148.59,2.4765,0,111.8,0.000372667,0.11,0.42,NA,NA +LH2, N,2,2008,7,23,WET,34,148.59,2.4765,0,133.94,0.000446467,0.24,1.12,NA,NA +LH2, N,2,2008,7,23,WET,35,148.59,2.4765,0,143.04,0.0004768,0.2,0.98,NA,NA +LH2, N,2,2008,7,23,WET,36,148.59,2.4765,0,147.55,0.000491833,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,37,148.59,2.4765,0,147.55,0.000491833,0.2,1.04,NA,NA +LH2, N,2,2008,7,23,WET,37.5,148.59,2.4765,0,147.55,0.000491833,0.19,0.94,0.116,0.038 +LH2, N,2,2008,7,23,WET,39,148.59,2.4765,0,147.55,0.000491833,0.16,0.82,NA,NA +LH2, N,2,2008,7,23,WET,41.5,148.59,2.4765,0,147.55,0.000491833,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,42,175,2.916666667,0,147.55,0.000491833,0.14,0.7,NA,NA +LH2, N,2,2008,7,23,WET,43,175,2.916666667,0,149.6,0.000498667,0.2,1.04,NA,NA +LH2, N,2,2008,7,23,WET,44,175,2.916666667,0,164.66,0.000548867,0.24,1.34,NA,NA +LH2, N,2,2008,7,23,WET,45,175,2.916666667,0,169.16,0.000563867,0.19,1.09,NA,NA +LH2, N,2,2008,7,23,WET,46,175,2.916666667,0,169.16,0.000563867,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,46.5,175,2.916666667,0,169.16,0.000563867,0.16,0.92,0.115,0.047 +LH2, N,2,2008,7,23,WET,48,175,2.916666667,0,169.16,0.000563867,0.19,1.14,NA,NA +LH2, N,2,2008,7,23,WET,50.25,175,2.916666667,0,169.16,0.000563867,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,50.5,0,0,0,169.16,0.000563867,0.1,0.59,NA,NA +LH2, N,2,2008,7,23,WET,51,0,0,0,115.95,0.0003865,0.06,0.26,NA,NA +LH2, N,2,2008,7,23,WET,51.5,0,0,0,47.35,0.000157833,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,52,0,0,0,20.58,0.0000686,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,52.5,0,0,0,9.25,0.000030833,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET,54.15,0,0,0,0,0,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,1.75,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,3,61.46,1.024333333,0,15.62,0.000052067,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,4.5,61.46,1.024333333,0,35.36,0.000117867,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,5,61.46,1.024333333,0,41.5,0.000138333,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,6,61.46,1.024333333,0,51.72,0.0001724,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,7.45,61.46,1.024333333,rate1,51.72,0.0001724,NA,NA,NA,NA +LH2, N,2,2008,7,23,WET2,8,61.46,1.024333333,rate1,51.72,0.0001724,0.11,0.2,NA,NA +LH2, N,2,2008,7,23,WET2,9,61.46,1.024333333,rate1,213.77,0.000712567,0.11,0.82,NA,NA +LH2, N,2,2008,7,23,WET2,11,61.46,1.024333333,rate1,214.03,0.000713433,0.07,0.52,NA,NA +LH2, N,2,2008,7,23,WET2,11.5,61.46,1.024333333,rate1,214.03,0.000713433,0.06,0.46,0.172,0.071 +LH2, N,2,2008,7,23,WET2,12.75,61.46,1.024333333,rate1,214.03,0.000713433,0.08,0.58,NA,NA +LH2, N,2,2008,7,23,WET2,14,61.46,1.024333333,rate1,214.03,0.000713433,0.07,0.53,NA,NA +LH2, N,2,2008,7,23,WET2,14.5,107.18,1.786333333,rate1,214.03,0.000713433,0.07,0.5,NA,NA +LH2, N,2,2008,7,23,WET2,15,107.18,1.786333333,rate1,240.6,0.000802,0.07,0.56,NA,NA +LH2, N,2,2008,7,23,WET2,16,107.18,1.786333333,rate1,272.97,0.0009099,0.06,0.55,NA,NA +LH2, N,2,2008,7,23,WET2,17.5,107.18,1.786333333,rate1,272.97,0.0009099,0.06,0.57,0.178,0.087 +LH2, N,2,2008,7,23,WET2,18.25,107.18,1.786333333,rate1,272.97,0.0009099,0.05,0.54,NA,NA +LH2, N,2,2008,7,23,WET2,19,107.18,1.786333333,rate1,272.97,0.0009099,0.04,0.44,NA,NA +LH2, N,2,2008,7,23,WET2,20,107.18,1.786333333,rate1,272.97,0.0009099,0.05,0.46,NA,NA +LH2, N,2,2008,7,23,WET2,20.5,175,2.916666667,rate1,272.97,0.0009099,0.05,0.51,NA,NA +LH2, N,2,2008,7,23,WET2,21.5,175,2.916666667,rate1,322.61,0.001075367,0.07,0.76,NA,NA +LH2, N,2,2008,7,23,WET2,22.5,175,2.916666667,rate1,351.53,0.001171767,0.08,0.95,NA,NA +LH2, N,2,2008,7,23,WET2,23.5,175,2.916666667,rate1,351.53,0.001171767,0.08,1.05,0.209,0.077 +LH2, N,2,2008,7,23,WET2,25,175,2.916666667,rate1,351.53,0.001171767,0.07,0.93,NA,NA +LH2, N,2,2008,7,23,WET2,25.5,175,2.916666667,rate1,351.53,0.001171767,0.08,0.96,NA,NA +LH2, N,2,2008,7,23,WET2,26,61.46,1.024333333,rate1,351.53,0.001171767,0.08,0.95,NA,NA +LH2, N,2,2008,7,23,WET2,31.5,61.46,1.024333333,rate2,351.53,0.001171767,0.08,0.95,NA,NA +LH2, N,2,2008,7,23,WET2,34,61.46,1.024333333,rate2,320.24,0.001067467,0.07,0.75,NA,NA +LH2, N,2,2008,7,23,WET2,35,61.46,1.024333333,rate2,321.72,0.0010724,0.06,0.65,NA,NA +LH2, N,2,2008,7,23,WET2,36,61.46,1.024333333,rate2,332.15,0.001107167,0.05,0.56,NA,NA +LH2, N,2,2008,7,23,WET2,36.5,61.46,1.024333333,rate2,332.15,0.001107167,0.03,0.4,0.195,0.095 +LH2, N,2,2008,7,23,WET2,37.25,61.46,1.024333333,rate2,332.15,0.001107167,0.02,0.28,NA,NA +LH2, N,2,2008,7,23,WET2,38,61.46,1.024333333,rate2,332.15,0.001107167,0.03,0.36,NA,NA +LH2, N,2,2008,7,23,WET2,39,61.46,1.024333333,rate2,332.15,0.001107167,0.03,0.33,NA,NA +LH2, N,2,2008,7,23,WET2,39.5,131.06,2.184333333,rate2,332.15,0.001107167,0.01,0.21,NA,NA +LH2, N,2,2008,7,23,WET2,41,131.06,2.184333333,rate2,369.41,0.001231367,0.02,0.24,NA,NA +LH2, N,2,2008,7,23,WET2,42,131.06,2.184333333,rate2,379.09,0.001263633,0.03,0.38,NA,NA +LH2, N,2,2008,7,23,WET2,43,131.06,2.184333333,rate2,379.09,0.001263633,0.03,0.51,0.208,0.092 +LH2, N,2,2008,7,23,WET2,43.75,131.06,2.184333333,rate2,379.09,0.001263633,0.05,0.73,NA,NA +LH2, N,2,2008,7,23,WET2,44.3,131.06,2.184333333,rate2,379.09,0.001263633,0.05,0.66,NA,NA +LH2, N,2,2008,7,23,WET2,45.25,131.06,2.184333333,rate2,379.09,0.001263633,0.05,0.64,NA,NA +LH2, N,2,2008,7,23,WET2,45.5,175,2.916666667,rate2,379.09,0.001263633,0.04,0.6,NA,NA +LH2, N,2,2008,7,23,WET2,47,175,2.916666667,rate2,418.35,0.0013945,0.05,0.7,NA,NA +LH2, N,2,2008,7,23,WET2,47.5,175,2.916666667,rate2,426.49,0.001421633,0.05,0.79,NA,NA +LH2, N,2,2008,7,23,WET2,48,175,2.916666667,rate2,443.92,0.001479733,0.06,0.9,NA,NA +LH2, N,2,2008,7,23,WET2,49.25,175,2.916666667,rate2,443.92,0.001479733,0.06,0.97,0.22,0.097 +LH2, N,2,2008,7,23,WET2,50,175,2.916666667,rate2,443.92,0.001479733,0.06,1.03,NA,NA +LH2, N,2,2008,7,23,WET2,50.5,175,2.916666667,rate2,443.92,0.001479733,0.06,1.01,NA,NA +LH2, N,2,2008,7,23,WET2,52,175,2.916666667,rate2,443.92,0.001479733,0.07,1.1,NA,NA +LH2, N,2,2008,7,23,WET2,52.5,61.46,1.024333333,rate2,443.92,0.001479733,0.07,1.05,NA,NA +LH2, N,2,2008,7,23,WET2,57,61.46,1.024333333,rate3,43.87,0.000146233,0.05,0.07,NA,NA +LH2, N,2,2008,7,23,WET2,59,61.46,1.024333333,rate3,455.23,0.001517433,0.05,0.77,NA,NA +LH2, N,2,2008,7,23,WET2,60,61.46,1.024333333,rate3,474.07,0.001580233,0.05,0.8,NA,NA +LH2, N,2,2008,7,23,WET2,61,61.46,1.024333333,rate3,474.07,0.001580233,0.04,0.75,0.256,0.109 +LH2, N,2,2008,7,23,WET2,61.75,61.46,1.024333333,rate3,474.07,0.001580233,0.04,0.67,NA,NA +LH2, N,2,2008,7,23,WET2,62.25,61.46,1.024333333,rate3,474.07,0.001580233,0.05,0.91,NA,NA +LH2, N,2,2008,7,23,WET2,63.5,61.46,1.024333333,rate3,474.07,0.001580233,0.04,0.69,NA,NA +LH2, N,2,2008,7,23,WET2,64,131.06,2.184333333,rate3,474.07,0.001580233,0.04,0.64,NA,NA +LH2, N,2,2008,7,23,WET2,65,131.06,2.184333333,rate3,504.9,0.001683,0.05,0.85,NA,NA +LH2, N,2,2008,7,23,WET2,65.5,131.06,2.184333333,rate3,519.16,0.001730533,0.05,0.87,NA,NA +LH2, N,2,2008,7,23,WET2,66,131.06,2.184333333,rate3,519.16,0.001730533,0.06,1.05,NA,NA +LH2, N,2,2008,7,23,WET2,66.5,131.06,2.184333333,rate3,519.16,0.001730533,0.05,0.97,0.267,0.104 +LH2, N,2,2008,7,23,WET2,67,131.06,2.184333333,rate3,519.16,0.001730533,0.06,1.21,NA,NA +LH2, N,2,2008,7,23,WET2,67.5,131.06,2.184333333,rate3,519.16,0.001730533,0.07,1.39,NA,NA +LH2, N,2,2008,7,23,WET2,69,131.06,2.184333333,rate3,519.16,0.001730533,0.07,1.22,NA,NA +LH2, N,2,2008,7,23,WET2,69.5,175,2.916666667,rate3,519.16,0.001730533,0.07,1.22,NA,NA +LH2, N,2,2008,7,23,WET2,70,175,2.916666667,rate3,550.59,0.0018353,0.07,1.39,NA,NA +LH2, N,2,2008,7,23,WET2,70.5,175,2.916666667,rate3,558.81,0.0018627,0.08,1.51,NA,NA +LH2, N,2,2008,7,23,WET2,71,175,2.916666667,rate3,558.81,0.0018627,0.08,1.6,NA,NA +LH2, N,2,2008,7,23,WET2,71.5,175,2.916666667,rate3,558.81,0.0018627,0.08,1.63,0.275,NA +LH2, N,2,2008,7,23,WET2,72,175,2.916666667,rate3,558.81,0.0018627,0.09,1.73,NA,NA +LH2, N,2,2008,7,23,WET2,72.5,175,2.916666667,rate3,558.81,0.0018627,0.04,0.92,NA,NA +LH2, N,2,2008,7,23,WET2,73,175,2.916666667,rate3,558.81,0.0018627,0.07,1.32,NA,NA +LH2, N,2,2008,7,23,WET2,74.5,175,2.916666667,rate3,558.81,0.0018627,0.09,1.87,NA,NA +LH2, N,2,2008,7,23,WET2,75,0,0,0,497.3,0.001657667,0.07,1.29,NA,NA +LH2, N,2,2008,7,23,WET2,75.5,0,0,0,376.9,0.001256333,0.09,1.22,NA,NA +LH2, N,2,2008,7,23,WET2,76,0,0,0,169.4,0.000564667,0.09,0.51,NA,NA +LH2, N,2,2008,7,23,WET2,76.5,0,0,0,143.71,0.000479033,0.08,0.38,NA,NA +LH2, N,2,2008,7,23,WET2,77,0,0,0,81.83,0.000272767,0.07,0.19,NA,NA +LH2, N,2,2008,7,23,WET2,77.5,0,0,0,69.39,0.0002313,0.06,0.14,NA,NA +LH2, N,2,2008,7,23,WET2,78,0,0,0,54.75,0.0001825,0.05,0.09,NA,NA +LH2, N,2,2008,7,23,WET2,78.5,0,0,0,43.57,0.000145233,0.04,0.05,NA,NA +LH2, N,2,2008,7,23,WET2,79,0,0,0,34.8,0.000116,0.03,0.03,NA,NA +LH2, N,2,2008,7,23,WET2,79.5,0,0,0,25.49,0.000084967,0.02,0.01,NA,NA +LH2, N,2,2008,7,23,WET2,84.55,0,0,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,DRY,2.12,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,DRY,3,61.46,1.024333333,0,15.94,0.000053133,1.11,0.6,NA,NA +LH2, N,3,2008,7,24,DRY,4,61.46,1.024333333,0,32.48,0.000108267,0.75,0.82,NA,NA +LH2, N,3,2008,7,24,DRY,5,61.46,1.024333333,0,46.43,0.000154767,0.51,0.8,NA,NA +LH2, N,3,2008,7,24,DRY,6,61.46,1.024333333,0,52.83,0.0001761,NA,NA,NA,NA +LH2, N,3,2008,7,24,DRY,7,61.46,1.024333333,0,52.83,0.0001761,0.32,0.58,NA,NA +LH2, N,3,2008,7,24,DRY,10,61.46,1.024333333,0,52.83,0.0001761,0.27,0.48,NA,NA +LH2, N,3,2008,7,24,DRY,15,61.46,1.024333333,0,52.83,0.0001761,0.33,0.59,NA,NA +LH2, N,3,2008,7,24,DRY,20,61.46,1.024333333,0,52.83,0.0001761,0.27,0.49,NA,NA +LH2, N,3,2008,7,24,DRY,25,61.46,1.024333333,0,52.83,0.0001761,0.21,0.38,NA,NA +LH2, N,3,2008,7,24,DRY,30,0,0,0,52.83,0.0001761,0.16,0.29,NA,NA +LH2, N,3,2008,7,24,DRY,30.5,0,0,0,44.92,0.000149733,0.07,0.1,NA,NA +LH2, N,3,2008,7,24,DRY,31,0,0,0,24.38,0.000081267,NA,NA,NA,NA +LH2, N,3,2008,7,24,DRY,31.5,0,0,0,14.58,0.0000486,NA,NA,NA,NA +LH2, N,3,2008,7,24,DRY,33.12,0,0,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,1.42,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,2,61.46,1.024333333,0,13.47,0.0000449,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,3,61.46,1.024333333,0,42.09,0.0001403,0.25,0.36,NA,NA +LH2, N,3,2008,7,24,WET,4,61.46,1.024333333,0,54.11,0.000180367,0.28,0.52,NA,NA +LH2, N,3,2008,7,24,WET,5,61.46,1.024333333,0,59,0.000196667,0.26,0.53,NA,NA +LH2, N,3,2008,7,24,WET,6,61.46,1.024333333,0,59,0.000196667,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,8,61.46,1.024333333,0,59,0.000196667,0.22,0.45,0.122,0.022 +LH2, N,3,2008,7,24,WET,9,61.46,1.024333333,0,59,0.000196667,0.3,0.6,NA,NA +LH2, N,3,2008,7,24,WET,11,61.46,1.024333333,0,59,0.000196667,0.24,0.49,NA,NA +LH2, N,3,2008,7,24,WET,15,61.46,1.024333333,0,59,0.000196667,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,15.5,107.18,1.786333333,0,59,0.000196667,0.23,0.46,NA,NA +LH2, N,3,2008,7,24,WET,16,107.18,1.786333333,0,68.52,0.0002284,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,17,107.18,1.786333333,0,99.86,0.000332867,0.33,1.12,NA,NA +LH2, N,3,2008,7,24,WET,18,107.18,1.786333333,0,119.73,0.0003991,0.29,1.17,NA,NA +LH2, N,3,2008,7,24,WET,19,107.18,1.786333333,0,119.73,0.0003991,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,19.5,107.18,1.786333333,0,119.73,0.0003991,0.28,1.17,0.146,0.033 +LH2, N,3,2008,7,24,WET,20.75,107.18,1.786333333,0,119.73,0.0003991,0.32,1.32,NA,NA +LH2, N,3,2008,7,24,WET,22.5,107.18,1.786333333,0,119.73,0.0003991,0.29,1.21,NA,NA +LH2, N,3,2008,7,24,WET,24.5,107.18,1.786333333,0,119.73,0.0003991,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,25,131.06,2.184333333,0,119.73,0.0003991,0.25,1.04,NA,NA +LH2, N,3,2008,7,24,WET,26,131.06,2.184333333,0,142.37,0.000474567,0.27,1.32,NA,NA +LH2, N,3,2008,7,24,WET,27,131.06,2.184333333,0,155.33,0.000517767,0.28,1.5,NA,NA +LH2, N,3,2008,7,24,WET,28,131.06,2.184333333,0,155.33,0.000517767,0.26,1.36,NA,NA +LH2, N,3,2008,7,24,WET,29,131.06,2.184333333,0,155.33,0.000517767,0.08,0.43,0.148,0.042 +LH2, N,3,2008,7,24,WET,30.58,131.06,2.184333333,0,155.33,0.000517767,0.26,1.38,NA,NA +LH2, N,3,2008,7,24,WET,33,131.06,2.184333333,0,155.33,0.000517767,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,33.5,148.59,2.4765,0,155.33,0.000517767,0.26,1.37,NA,NA +LH2, N,3,2008,7,24,WET,34,148.59,2.4765,0,159.51,0.0005317,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,35,148.59,2.4765,0,168.69,0.0005623,0.28,1.63,NA,NA +LH2, N,3,2008,7,24,WET,36,148.59,2.4765,0,168.69,0.0005623,0.09,0.56,NA,NA +LH2, N,3,2008,7,24,WET,37.5,148.59,2.4765,0,168.69,0.0005623,0.29,1.68,0.159,0.043 +LH2, N,3,2008,7,24,WET,39,148.59,2.4765,0,168.69,0.0005623,0.29,1.71,NA,NA +LH2, N,3,2008,7,24,WET,41,148.59,2.4765,0,168.69,0.0005623,0.39,2.24,NA,NA +LH2, N,3,2008,7,24,WET,41.5,148.59,2.4765,0,168.69,0.0005623,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,42,175,2.916666667,0,168.69,0.0005623,0.4,2.33,NA,NA +LH2, N,3,2008,7,24,WET,43,175,2.916666667,0,184.36,0.000614533,0.34,2.15,NA,NA +LH2, N,3,2008,7,24,WET,44,175,2.916666667,0,193,0.000643333,0.3,1.99,NA,NA +LH2, N,3,2008,7,24,WET,45,175,2.916666667,0,193,0.000643333,0.52,3.41,NA,NA +LH2, N,3,2008,7,24,WET,46.5,175,2.916666667,0,193,0.000643333,0.42,2.79,0.181,0.045 +LH2, N,3,2008,7,24,WET,47.5,175,2.916666667,0,193,0.000643333,0.36,2.38,NA,NA +LH2, N,3,2008,7,24,WET,49,0,0,0,193,0.000643333,0.31,2.03,NA,NA +LH2, N,3,2008,7,24,WET,51,0,0,0,193,0.000643333,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,51.5,0,0,0,193,0.000643333,0.3,2,NA,NA +LH2, N,3,2008,7,24,WET,52,0,0,0,128.49,0.0004283,0.21,0.91,NA,NA +LH2, N,3,2008,7,24,WET,52.5,0,0,0,46.89,0.0001563,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,53,0,0,0,21.16,0.000070533,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,53.5,0,0,0,8.82,0.0000294,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET,54.67,0,0,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,1.33,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,2,61.46,1.024333333,0,15,0.00005,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,3,61.46,1.024333333,0,44.62,0.000148733,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,4,61.46,1.024333333,0,64.21,0.000214033,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,5,61.46,1.024333333,0,75.07,0.000250233,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,6,61.46,1.024333333,0,75.07,0.000250233,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,7,61.46,1.024333333,rate1,75.07,0.000250233,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,8,61.46,1.024333333,rate1,189.53,0.000631767,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,9,61.46,1.024333333,rate1,237.92,0.000793067,0.15,1.21,NA,NA +LH2, N,3,2008,7,24,WET2,10,61.46,1.024333333,rate1,249.24,0.0008308,0.15,1.26,NA,NA +LH2, N,3,2008,7,24,WET2,11.5,61.46,1.024333333,rate1,249.24,0.0008308,0.14,1.24,0.202,0.044 +LH2, N,3,2008,7,24,WET2,12.5,61.46,1.024333333,rate1,249.24,0.0008308,0.15,1.3,NA,NA +LH2, N,3,2008,7,24,WET2,13,61.46,1.024333333,rate1,249.24,0.0008308,0.13,1.13,NA,NA +LH2, N,3,2008,7,24,WET2,15,61.46,1.024333333,rate1,249.24,0.0008308,0.14,1.18,NA,NA +LH2, N,3,2008,7,24,WET2,15.5,61.46,1.024333333,rate2,249.24,0.0008308,0.14,1.18,NA,NA +LH2, N,3,2008,7,24,WET2,16,61.46,1.024333333,rate2,271.85,0.000906167,0.13,1.19,NA,NA +LH2, N,3,2008,7,24,WET2,17,61.46,1.024333333,rate2,332.75,0.001109167,0.12,1.42,NA,NA +LH2, N,3,2008,7,24,WET2,19,61.46,1.024333333,rate2,332.75,0.001109167,0.12,1.36,0.208,0.067 +LH2, N,3,2008,7,24,WET2,19.75,61.46,1.024333333,rate2,332.75,0.001109167,0.13,1.53,NA,NA +LH2, N,3,2008,7,24,WET2,20.5,61.46,1.024333333,rate2,332.75,0.001109167,0.14,1.62,NA,NA +LH2, N,3,2008,7,24,WET2,21.5,61.46,1.024333333,rate2,332.75,0.001109167,0.14,1.57,NA,NA +LH2, N,3,2008,7,24,WET2,22,61.46,1.024333333,rate3,332.75,0.001109167,0.14,1.57,NA,NA +LH2, N,3,2008,7,24,WET2,22.5,61.46,1.024333333,rate3,339.07,0.001130233,0.15,1.72,NA,NA +LH2, N,3,2008,7,24,WET2,23,61.46,1.024333333,rate3,442.93,0.001476433,0.16,2.43,NA,NA +LH2, N,3,2008,7,24,WET2,25,61.46,1.024333333,rate3,442.93,0.001476433,0.12,1.82,0.266,0.073 +LH2, N,3,2008,7,24,WET2,25.5,61.46,1.024333333,rate3,442.93,0.001476433,0.16,2.46,NA,NA +LH2, N,3,2008,7,24,WET2,26,61.46,1.024333333,rate3,442.93,0.001476433,0.12,1.85,NA,NA +LH2, N,3,2008,7,24,WET2,26.5,61.46,1.024333333,rate3,442.93,0.001476433,0.12,1.94,NA,NA +LH2, N,3,2008,7,24,WET2,28,61.46,1.024333333,rate3,442.93,0.001476433,0.16,2.39,NA,NA +LH2, N,3,2008,7,24,WET2,29,61.46,1.024333333,rate3,108.11,0.000360367,0.19,0.69,NA,NA +LH2, N,3,2008,7,24,WET2,30,61.46,1.024333333,rate3,65.75,0.000219167,0.23,0.51,NA,NA +LH2, N,3,2008,7,24,WET2,31,131.06,2.184333333,rate3,65.75,0.000219167,0.26,0.57,NA,NA +LH2, N,3,2008,7,24,WET2,32,131.06,2.184333333,rate3,101.26,0.000337533,0.29,0.99,NA,NA +LH2, N,3,2008,7,24,WET2,33,131.06,2.184333333,rate3,129.58,0.000431933,0.3,1.31,NA,NA +LH2, N,3,2008,7,24,WET2,35,131.06,2.184333333,rate1,129.58,0.000431933,0.33,1.44,NA,NA +LH2, N,3,2008,7,24,WET2,36,131.06,2.184333333,rate1,231.54,0.0007718,0.46,3.67,NA,NA +LH2, N,3,2008,7,24,WET2,37,131.06,2.184333333,rate1,280.29,0.0009343,0.3,2.92,NA,NA +LH2, N,3,2008,7,24,WET2,38.5,131.06,2.184333333,rate1,280.29,0.0009343,0.27,2.56,0.208,0.058 +LH2, N,3,2008,7,24,WET2,39,131.06,2.184333333,rate1,280.29,0.0009343,0.23,2.26,NA,NA +LH2, N,3,2008,7,24,WET2,39.5,131.06,2.184333333,rate1,280.29,0.0009343,0.19,1.83,NA,NA +LH2, N,3,2008,7,24,WET2,42,131.06,2.184333333,rate1,280.29,0.0009343,0.19,1.8,NA,NA +LH2, N,3,2008,7,24,WET2,43,131.06,2.184333333,rate2,280.29,0.0009343,0.18,1.72,NA,NA +LH2, N,3,2008,7,24,WET2,44,131.06,2.184333333,rate2,366.31,0.001221033,0.21,2.68,NA,NA +LH2, N,3,2008,7,24,WET2,45,131.06,2.184333333,rate2,366.31,0.001221033,0.3,3.75,NA,NA +LH2, N,3,2008,7,24,WET2,46.5,131.06,2.184333333,rate2,366.31,0.001221033,0.19,2.39,0.225,0.077 +LH2, N,3,2008,7,24,WET2,47,131.06,2.184333333,rate2,366.31,0.001221033,0.16,1.99,NA,NA +LH2, N,3,2008,7,24,WET2,47.5,131.06,2.184333333,rate2,366.31,0.001221033,0.16,2.1,NA,NA +LH2, N,3,2008,7,24,WET2,48,131.06,2.184333333,rate2,366.31,0.001221033,0.17,2.1,NA,NA +LH2, N,3,2008,7,24,WET2,49,131.06,2.184333333,rate2,366.31,0.001221033,0.17,2.1,NA,NA +LH2, N,3,2008,7,24,WET2,49.5,131.06,2.184333333,rate3,366.31,0.001221033,0.17,2.1,NA,NA +LH2, N,3,2008,7,24,WET2,50,131.06,2.184333333,rate3,434.68,0.001448933,0.17,2.5,NA,NA +LH2, N,3,2008,7,24,WET2,51,131.06,2.184333333,rate3,475.77,0.0015859,0.16,2.72,NA,NA +LH2, N,3,2008,7,24,WET2,52,131.06,2.184333333,rate3,475.77,0.0015859,0.17,2.81,NA,NA +LH2, N,3,2008,7,24,WET2,53,131.06,2.184333333,rate3,475.77,0.0015859,0.17,2.88,0.236,0.087 +LH2, N,3,2008,7,24,WET2,53.5,131.06,2.184333333,rate3,475.77,0.0015859,0.17,2.83,NA,NA +LH2, N,3,2008,7,24,WET2,54,131.06,2.184333333,rate3,475.77,0.0015859,0.16,2.66,NA,NA +LH2, N,3,2008,7,24,WET2,54.5,131.06,2.184333333,rate3,475.77,0.0015859,0.13,2.18,NA,NA +LH2, N,3,2008,7,24,WET2,55,131.06,2.184333333,rate3,475.77,0.0015859,0.14,2.25,NA,NA +LH2, N,3,2008,7,24,WET2,57,0,0,rate3,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,60,175,2.916666667,rate3,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,60.5,175,2.916666667,rate3,0,0,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,61,175,2.916666667,rate3,60.17,0.000200567,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,62,175,2.916666667,rate3,183.14,0.000610467,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,63.5,175,2.916666667,rate1,183.14,0.000610467,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,64.5,175,2.916666667,rate1,299.75,0.000999167,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,65,175,2.916666667,rate1,306.14,0.001020467,0.42,4.4,NA,NA +LH2, N,3,2008,7,24,WET2,66,175,2.916666667,rate1,306.14,0.001020467,0.29,3.05,NA,NA +LH2, N,3,2008,7,24,WET2,66.5,175,2.916666667,rate1,306.14,0.001020467,0.35,3.64,NA,NA +LH2, N,3,2008,7,24,WET2,67,175,2.916666667,rate1,306.14,0.001020467,0.28,2.94,NA,NA +LH2, N,3,2008,7,24,WET2,67.5,175,2.916666667,rate1,306.14,0.001020467,0.27,2.87,NA,NA +LH2, N,3,2008,7,24,WET2,68.5,175,2.916666667,rate1,306.14,0.001020467,NA,NA,NA,NA +LH2, N,3,2008,7,24,WET2,69,0,0,0,306.14,0.001020467,NA,NA,NA,NA +LH2, N,4,2008,7,24,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,4,2008,7,24,DRY,2.57,61.46,1.024333333,0,20.58,0.0000686,NA,NA,NA,NA +LH2, N,4,2008,7,24,DRY,10,61.46,1.024333333,0,27.24,0.0000908,0.84,0.78,NA,NA +LH2, N,4,2008,7,24,DRY,15,61.46,1.024333333,0,33.7,0.000112333,0.53,0.61,NA,NA +LH2, N,4,2008,7,24,DRY,20,61.46,1.024333333,0,33.7,0.000112333,0.37,0.42,NA,NA +LH2, N,4,2008,7,24,DRY,25,61.46,1.024333333,0,33.7,0.000112333,0.33,0.38,NA,NA +LH2, N,4,2008,7,24,DRY,30,0,0,0,33.7,0.000112333,0.24,0.28,NA,NA +LH2, N,4,2008,7,24,DRY,30.25,0,0,0,26.99,0.000089967,0.07,0.06,NA,NA +LH2, N,4,2008,7,24,DRY,30.75,0,0,0,16.68,0.0000556,NA,NA,NA,NA +LH2, N,4,2008,7,24,DRY,32.167,0,0,0,0,0,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,1.5,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,2,0,0,rate1,72.39,0.0002413,0.22,0.54,NA,NA +LH2, N,4,2008,7,24,WET,3,0,0,rate1,93,0.00031,0.13,0.44,NA,NA +LH2, N,4,2008,7,24,WET,4,0,0,rate1,96.71,0.000322367,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,4.75,0,0,rate1,96.71,0.000322367,0.06,0.22,NA,NA +LH2, N,4,2008,7,24,WET,6.5,0,0,rate1,96.71,0.000322367,0.13,0.45,NA,NA +LH2, N,4,2008,7,24,WET,8.5,0,0,rate1,96.71,0.000322367,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,9,0,0,rate2,96.71,0.000322367,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,10,0,0,rate2,191.27,0.000637567,0.32,2.12,NA,NA +LH2, N,4,2008,7,24,WET,11,0,0,rate2,220.24,0.000734133,0.43,3.22,NA,NA +LH2, N,4,2008,7,24,WET,12,0,0,rate2,220.24,0.000734133,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,12.5,0,0,rate2,220.24,0.000734133,0.02,0.21,NA,NA +LH2, N,4,2008,7,24,WET,13.5,0,0,rate2,220.24,0.000734133,0.1,0.77,NA,NA +LH2, N,4,2008,7,24,WET,14.5,0,0,rate2,220.24,0.000734133,0.07,0.57,NA,NA +LH2, N,4,2008,7,24,WET,16,0,0,rate2,220.24,0.000734133,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,16.5,0,0,rate3,220.24,0.000734133,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,17.5,0,0,rate3,295.42,0.000984733,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,18,0,0,rate3,316.4,0.001054667,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,19,0,0,rate3,316.4,0.001054667,NA,NA,NA,NA +LH2, N,4,2008,7,24,WET,20,0,0,0,316.4,0.001054667,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,4.67,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,6,61.46,1.024333333,0,7.97,0.000026567,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,7,61.46,1.024333333,0,7.97,0.000026567,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,8,61.46,1.024333333,0,9.7,0.000032333,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,9,61.46,1.024333333,0,9.7,0.000032333,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,10,61.46,1.024333333,0,9.7,0.000032333,1.56,0.51,NA,NA +LH2, N,5,2008,8,12,DRY,12,61.46,1.024333333,0,9.7,0.000032333,NA,NA,NA,NA +LH2, N,5,2008,8,12,DRY,15,61.46,1.024333333,0,11.34,0.0000378,0.7,0.27,NA,NA +LH2, N,5,2008,8,12,DRY,20,61.46,1.024333333,0,11.34,0.0000378,0.67,0.25,NA,NA +LH2, N,5,2008,8,12,DRY,25,61.46,1.024333333,0,11.34,0.0000378,0.57,0.22,NA,NA +LH2, N,5,2008,8,12,DRY,30,0,0,0,11.34,0.0000378,0.44,0.17,NA,NA +LH2, N,5,2008,8,12,DRY,31.5,0,0,0,0,0,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,1.866666667,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,3,61.46,1.024333333,0,6.52,0.000021733,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,4,61.46,1.024333333,0,10.51,0.000035033,0.75,0.26,NA,NA +LH2, N,5,2008,8,12,WET,5,61.46,1.024333333,0,16.36,0.000054533,0.63,0.34,NA,NA +LH2, N,5,2008,8,12,WET,7,61.46,1.024333333,0,25.99,0.000086633,0.53,0.46,NA,NA +LH2, N,5,2008,8,12,WET,8,61.46,1.024333333,0,27.88,0.000092933,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,10.75,61.46,1.024333333,0,27.88,0.000092933,0.61,0.57,0.113,0.028 +LH2, N,5,2008,8,12,WET,12,61.46,1.024333333,0,27.88,0.000092933,0.62,0.58,NA,NA +LH2, N,5,2008,8,12,WET,13,61.46,1.024333333,0,27.88,0.000092933,0.59,0.55,NA,NA +LH2, N,5,2008,8,12,WET,16,61.46,1.024333333,0,27.88,0.000092933,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,16.67,61.46,1.024333333,rate1,27.88,0.000092933,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,17.41666667,61.46,1.024333333,rate1,27.88,0.000092933,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,18,61.46,1.024333333,rate1,182.65,0.000608833,1.33,8.25,NA,NA +LH2, N,5,2008,8,12,WET,18.5,61.46,1.024333333,rate1,192.51,0.0006417,1.42,9.27,NA,NA +LH2, N,5,2008,8,12,WET,19,61.46,1.024333333,rate1,207.87,0.0006929,1.48,10.43,NA,NA +LH2, N,5,2008,8,12,WET,21,61.46,1.024333333,rate1,207.87,0.0006929,1.8,12.7,0.206,0.04 +LH2, N,5,2008,8,12,WET,22,61.46,1.024333333,rate1,207.87,0.0006929,1.48,10.43,NA,NA +LH2, N,5,2008,8,12,WET,24,61.46,1.024333333,rate1,207.87,0.0006929,1.09,7.7,NA,NA +LH2, N,5,2008,8,12,WET,26.5,61.46,1.024333333,0,207.87,0.0006929,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,27,61.46,1.024333333,0,86.88,0.0002896,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,28,61.46,1.024333333,0,35.22,0.0001174,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,29,61.46,1.024333333,0,35.22,0.0001174,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,29.5,107.18,1.786333333,0,31.01,0.000103367,0.62,0.65,NA,NA +LH2, N,5,2008,8,12,WET,30,107.18,1.786333333,0,31.01,0.000103367,0.8,0.84,NA,NA +LH2, N,5,2008,8,12,WET,31,107.18,1.786333333,0,49.52,0.000165067,1.09,1.83,NA,NA +LH2, N,5,2008,8,12,WET,32,107.18,1.786333333,0,58.84,0.000196133,1.09,2.17,NA,NA +LH2, N,5,2008,8,12,WET,34.75,107.18,1.786333333,0,58.84,0.000196133,0.84,1.69,0.149,0.038 +LH2, N,5,2008,8,12,WET,36,107.18,1.786333333,0,58.84,0.000196133,0.92,1.83,NA,NA +LH2, N,5,2008,8,12,WET,37,107.18,1.786333333,0,58.84,0.000196133,0.9,1.79,NA,NA +LH2, N,5,2008,8,12,WET,40,107.18,1.786333333,0,58.84,0.000196133,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,40.75,107.18,1.786333333,rate1,58.84,0.000196133,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,41.5,107.18,1.786333333,rate1,58.84,0.000196133,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,42,107.18,1.786333333,rate1,210.17,0.000700567,1.01,7.22,NA,NA +LH2, N,5,2008,8,12,WET,42.5,107.18,1.786333333,rate1,215.58,0.0007186,0.87,6.38,NA,NA +LH2, N,5,2008,8,12,WET,43,107.18,1.786333333,rate1,215.58,0.0007186,0.71,5.18,NA,NA +LH2, N,5,2008,8,12,WET,45,107.18,1.786333333,rate1,215.58,0.0007186,0.53,3.92,0.238,0.063 +LH2, N,5,2008,8,12,WET,46,107.18,1.786333333,rate1,215.58,0.0007186,0.67,4.92,NA,NA +LH2, N,5,2008,8,12,WET,47,107.18,1.786333333,rate1,215.58,0.0007186,0.49,3.59,NA,NA +LH2, N,5,2008,8,12,WET,49,107.18,1.786333333,0,215.58,0.0007186,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,50,107.18,1.786333333,0,78.33,0.0002611,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,51,107.18,1.786333333,0,54.75,0.0001825,0.4,0.75,NA,NA +LH2, N,5,2008,8,12,WET,51.5,131.06,2.184333333,0,54.75,0.0001825,0.44,0.83,NA,NA +LH2, N,5,2008,8,12,WET,52,131.06,2.184333333,0,60.5,0.000201667,0.53,1.08,NA,NA +LH2, N,5,2008,8,12,WET,53,131.06,2.184333333,0,72.75,0.0002425,0.58,1.44,NA,NA +LH2, N,5,2008,8,12,WET,54,131.06,2.184333333,0,72.93,0.0002431,0.62,1.54,NA,NA +LH2, N,5,2008,8,12,WET,56.75,131.06,2.184333333,0,72.93,0.0002431,NA,NA,0.205,0.049 +LH2, N,5,2008,8,12,WET,58,131.06,2.184333333,0,72.93,0.0002431,0.61,1.52,NA,NA +LH2, N,5,2008,8,12,WET,59,131.06,2.184333333,0,72.93,0.0002431,0.56,1.38,NA,NA +LH2, N,5,2008,8,12,WET,60.5,131.06,2.184333333,0,72.93,0.0002431,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,61.41666667,131.06,2.184333333,rate2,72.93,0.0002431,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,61.95,131.06,2.184333333,rate2,72.93,0.0002431,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,62.25,131.06,2.184333333,rate2,347.56,0.001158533,0.98,11.61,NA,NA +LH2, N,5,2008,8,12,WET,62.5,131.06,2.184333333,rate2,376.59,0.0012553,0.94,12.01,NA,NA +LH2, N,5,2008,8,12,WET,63,131.06,2.184333333,rate2,387.28,0.001290933,0.9,11.82,NA,NA +LH2, N,5,2008,8,12,WET,64,131.06,2.184333333,rate2,387.28,0.001290933,0.51,6.78,NA,NA +LH2, N,5,2008,8,12,WET,66,131.06,2.184333333,rate2,387.28,0.001290933,0.59,7.73,0.26,0.063 +LH2, N,5,2008,8,12,WET,67,131.06,2.184333333,rate2,387.28,0.001290933,0.51,6.71,NA,NA +LH2, N,5,2008,8,12,WET,68,131.06,2.184333333,rate2,387.28,0.001290933,0.4,5.29,NA,NA +LH2, N,5,2008,8,12,WET,70.5,131.06,2.184333333,0,387.28,0.001290933,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,71,131.06,2.184333333,0,162.31,0.000541033,0.45,2.5,NA,NA +LH2, N,5,2008,8,12,WET,72,131.06,2.184333333,0,85.94,0.000286467,0.54,1.58,NA,NA +LH2, N,5,2008,8,12,WET,73,131.06,2.184333333,0,74.71,0.000249033,0.47,1.2,NA,NA +LH2, N,5,2008,8,12,WET,73.5,148.59,2.4765,0,74.71,0.000249033,0.43,1.1,NA,NA +LH2, N,5,2008,8,12,WET,74,148.59,2.4765,0,87.26,0.000290867,0.51,1.51,NA,NA +LH2, N,5,2008,8,12,WET,75,148.59,2.4765,0,110.57,0.000368567,0.56,2.12,NA,NA +LH2, N,5,2008,8,12,WET,76,148.59,2.4765,0,110.57,0.000368567,0.51,1.92,NA,NA +LH2, N,5,2008,8,12,WET,78,148.59,2.4765,0,110.57,0.000368567,0.58,2.19,0.164,0.052 +LH2, N,5,2008,8,12,WET,79,148.59,2.4765,0,110.57,0.000368567,0.6,2.25,NA,NA +LH2, N,5,2008,8,12,WET,80,148.59,2.4765,0,110.57,0.000368567,0.5,1.9,NA,NA +LH2, N,5,2008,8,12,WET,82.5,148.59,2.4765,0,110.57,0.000368567,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,85.17,148.59,2.4765,rate2,110.57,0.000368567,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,85.71666667,148.59,2.4765,rate2,389.5,0.001298333,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,86,148.59,2.4765,rate2,409.3,0.001364333,1.02,14.19,NA,NA +LH2, N,5,2008,8,12,WET,86.5,148.59,2.4765,rate2,415.43,0.001384767,0.63,8.98,NA,NA +LH2, N,5,2008,8,12,WET,87,148.59,2.4765,rate2,415.43,0.001384767,0.52,7.42,NA,NA +LH2, N,5,2008,8,12,WET,89,148.59,2.4765,rate2,415.43,0.001384767,0.47,6.68,0.301,0.067 +LH2, N,5,2008,8,12,WET,90,148.59,2.4765,rate2,415.43,0.001384767,0.31,4.45,NA,NA +LH2, N,5,2008,8,12,WET,91,148.59,2.4765,rate2,415.43,0.001384767,0.35,5,NA,NA +LH2, N,5,2008,8,12,WET,92,148.59,2.4765,0,415.43,0.001384767,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,92.5,148.59,2.4765,0,415.43,0.001384767,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,93,148.59,2.4765,0,116.37,0.0003879,0.35,1.39,NA,NA +LH2, N,5,2008,8,12,WET,94,148.59,2.4765,0,98.48,0.000328267,0.46,1.55,NA,NA +LH2, N,5,2008,8,12,WET,95,148.59,2.4765,0,98.48,0.000328267,0.46,1.56,NA,NA +LH2, N,5,2008,8,12,WET,95.5,175,2.916666667,0,119.94,0.0003998,0.48,1.98,NA,NA +LH2, N,5,2008,8,12,WET,97,175,2.916666667,0,126.34,0.000421133,0.53,2.27,NA,NA +LH2, N,5,2008,8,12,WET,98,175,2.916666667,0,126.34,0.000421133,0.41,1.75,NA,NA +LH2, N,5,2008,8,12,WET,100,175,2.916666667,0,126.34,0.000421133,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET,101,175,2.916666667,0,126.34,0.000421133,0.59,2.53,NA,NA +LH2, N,5,2008,8,12,WET,102,175,2.916666667,0,126.34,0.000421133,0.51,2.2,0.192,0.064 +LH2, N,5,2008,8,12,WET,103,175,2.916666667,0,126.34,0.000421133,0.51,2.2,NA,NA +LH2, N,5,2008,8,12,WET,104,0,0,0,126.34,0.000421133,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET2,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET2,1.23,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,5,2008,8,12,WET2,2,0,0,rate1,89.16,0.0002972,0.05,0.17,NA,NA +LH2, N,5,2008,8,12,WET2,3,0,0,rate1,95.14,0.000317133,0.02,0.09,NA,NA +LH2, N,5,2008,8,12,WET2,4,0,0,rate1,101.65,0.000338833,0.02,0.08,NA,NA +LH2, N,5,2008,8,12,WET2,6,0,0,rate1,101.65,0.000338833,0.01,0.04,NA,NA +LH2, N,5,2008,8,12,WET2,7,0,0,rate1,101.65,0.000338833,0.02,0.07,NA,NA +LH2, N,5,2008,8,12,WET2,9.5,0,0,rate1,101.65,0.000338833,0.08,0.27,NA,NA +LH2, N,5,2008,8,12,WET2,10,0,0,rate2,101.65,0.000338833,0.12,0.41,NA,NA +LH2, N,5,2008,8,12,WET2,10.4,0,0,rate2,101.65,0.000338833,0.16,0.55,NA,NA +LH2, N,5,2008,8,12,WET2,11,0,0,rate2,249.78,0.0008326,0.18,1.52,NA,NA +LH2, N,5,2008,8,12,WET2,12,0,0,rate2,258.81,0.0008627,0.12,1.06,NA,NA +LH2, N,5,2008,8,12,WET2,13.5,0,0,rate2,258.81,0.0008627,0.08,0.71,NA,NA +LH2, N,5,2008,8,12,WET2,14,0,0,rate2,258.81,0.0008627,0.13,1.15,NA,NA +LH2, N,5,2008,8,12,WET2,15,0,0,rate2,258.81,0.0008627,NA,NA,NA,NA +LH2, N,6,2008,8,12,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,DRY,12.17,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,DRY,13,61.46,1.024333333,0,3.49,0.000011633,NA,NA,NA,NA +LH2, N,6,2008,8,12,DRY,15,61.46,1.024333333,0,6.76,0.000022533,1.04,0.23,NA,NA +LH2, N,6,2008,8,12,DRY,17,61.46,1.024333333,0,9.96,0.0000332,NA,NA,NA,NA +LH2, N,6,2008,8,12,DRY,20,61.46,1.024333333,0,13.57,0.000045233,0.37,0.17,NA,NA +LH2, N,6,2008,8,12,DRY,25,61.46,1.024333333,0,13.57,0.000045233,0.33,0.15,NA,NA +LH2, N,6,2008,8,12,DRY,30,0,0,0,13.57,0.000045233,0.23,0.1,NA,NA +LH2, N,6,2008,8,12,DRY,31.67,0,0,0,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,1.6,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,2,0,0,rate1,40.18,0.000133933,0.19,0.26,NA,NA +LH2, N,6,2008,8,12,WET,3,0,0,rate1,55.4,0.000184667,0.05,0.1,NA,NA +LH2, N,6,2008,8,12,WET,4,0,0,rate1,60.5,0.000201667,0.06,0.13,NA,NA +LH2, N,6,2008,8,12,WET,5,0,0,rate1,65.24,0.000217467,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,6,0,0,rate1,68.87,0.000229567,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,7,0,0,rate1,70.1,0.000233667,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,7.25,0,0,rate1,70.1,0.000233667,0.01,0.03,0.117,0.029 +LH2, N,6,2008,8,12,WET,9.5,0,0,rate1,70.1,0.000233667,0.06,0.15,NA,NA +LH2, N,6,2008,8,12,WET,10,0,0,rate1,70.1,0.000233667,0.01,0.04,NA,NA +LH2, N,6,2008,8,12,WET,11.5,0,0,rate1,70.1,0.000233667,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,11.83333333,0,0,rate2,70.1,0.000233667,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,12.35,0,0,rate2,70.1,0.000233667,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,12.75,0,0,rate2,202.54,0.000675133,0.34,2.34,NA,NA +LH2, N,6,2008,8,12,WET,13.25,0,0,rate2,231.8,0.000772667,0.1,0.84,NA,NA +LH2, N,6,2008,8,12,WET,14,0,0,rate2,255.79,0.000852633,0.08,0.77,NA,NA +LH2, N,6,2008,8,12,WET,16.25,0,0,rate2,255.79,0.000852633,0.03,0.27,0.203,0.051 +LH2, N,6,2008,8,12,WET,17,0,0,rate2,255.79,0.000852633,0.08,0.7,NA,NA +LH2, N,6,2008,8,12,WET,18,0,0,rate2,255.79,0.000852633,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,20,0,0,rate2,255.79,0.000852633,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,20.28333333,0,0,rate3,255.79,0.000852633,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,20.75,0,0,rate3,255.79,0.000852633,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,21,0,0,rate3,341.79,0.0011393,0.29,3.41,NA,NA +LH2, N,6,2008,8,12,WET,22,0,0,rate3,353.98,0.001179933,0.14,1.75,NA,NA +LH2, N,6,2008,8,12,WET,23,0,0,rate3,358.58,0.001195267,0.36,4.46,NA,NA +LH2, N,6,2008,8,12,WET,24.5,0,0,rate3,358.58,0.001195267,0.1,1.27,0.219,0.074 +LH2, N,6,2008,8,12,WET,25,0,0,rate3,358.58,0.001195267,0.17,2.16,NA,NA +LH2, N,6,2008,8,12,WET,26,0,0,rate3,358.58,0.001195267,0.11,1.35,NA,NA +LH2, N,6,2008,8,12,WET,27.5,0,0,rate3,358.58,0.001195267,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,27.91666667,0,0,rate4,358.58,0.001195267,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,28.25,0,0,rate4,358.58,0.001195267,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,28.5,0,0,rate4,480.19,0.001600633,0.35,5.84,NA,NA +LH2, N,6,2008,8,12,WET,29,0,0,rate4,490.43,0.001634767,0.33,5.47,NA,NA +LH2, N,6,2008,8,12,WET,29.5,0,0,rate4,490.43,0.001634767,0.23,3.89,NA,NA +LH2, N,6,2008,8,12,WET,30.75,0,0,rate4,490.43,0.001634767,NA,NA,0.232,0.087 +LH2, N,6,2008,8,12,WET,31.25,0,0,rate4,490.43,0.001634767,0.19,3.17,NA,NA +LH2, N,6,2008,8,12,WET,32,0,0,rate4,490.43,0.001634767,0.13,2.21,NA,NA +LH2, N,6,2008,8,12,WET,33.25,0,0,rate4,490.43,0.001634767,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,34.13333333,0,0,rate5,490.43,0.001634767,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,34.4,0,0,rate5,490.43,0.001634767,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,34.75,0,0,rate5,599.82,0.0019994,0.23,4.78,NA,NA +LH2, N,6,2008,8,12,WET,35.25,0,0,rate5,613.46,0.002044867,0.17,3.72,NA,NA +LH2, N,6,2008,8,12,WET,36,0,0,rate5,613.46,0.002044867,0.15,3.3,NA,NA +LH2, N,6,2008,8,12,WET,38,0,0,rate5,613.46,0.002044867,0.1,2.11,0.254,0.096 +LH2, N,6,2008,8,12,WET,38.5,0,0,rate5,613.46,0.002044867,0.14,2.98,NA,NA +LH2, N,6,2008,8,12,WET,39,0,0,rate5,613.46,0.002044867,0.17,3.55,NA,NA +LH2, N,6,2008,8,12,WET,40.5,0,0,0,613.46,0.002044867,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET,41,0,0,0,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET2,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET2,1.233333333,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,6,2008,8,12,WET2,2,0,0,rate1,86.69,0.000288967,0.05,0.14,NA,NA +LH2, N,6,2008,8,12,WET2,3,0,0,rate1,103.46,0.000344867,0.01,0.06,NA,NA +LH2, N,6,2008,8,12,WET2,4,0,0,rate1,116.37,0.0003879,0.01,0.06,NA,NA +LH2, N,6,2008,8,12,WET2,5,0,0,rate1,123.77,0.000412567,0.05,0.2,NA,NA +LH2, N,6,2008,8,12,WET2,7.25,0,0,rate1,123.77,0.000412567,0.07,0.29,0.114,0.028 +LH2, N,6,2008,8,12,WET2,8,0,0,rate1,123.77,0.000412567,0.07,0.29,NA,NA +LH2, N,6,2008,8,12,WET2,8.5,0,0,rate1,123.77,0.000412567,0.03,0.15,NA,NA +LH2, N,6,2008,8,12,WET2,11.5,0,0,rate2,123.77,0.000412567,0.04,0.16,NA,NA +LH2, N,6,2008,8,12,WET2,11.83333333,0,0,rate2,123.77,0.000412567,0.04,0.16,NA,NA +LH2, N,6,2008,8,12,WET2,12.3,0,0,rate2,123.77,0.000412567,0.04,0.16,NA,NA +LH2, N,6,2008,8,12,WET2,12.5,0,0,rate2,243.56,0.000811867,0.07,0.65,NA,NA +LH2, N,6,2008,8,12,WET2,13,0,0,rate2,270.17,0.000900567,0.07,0.7,NA,NA +LH2, N,6,2008,8,12,WET2,14,0,0,rate2,270.17,0.000900567,0.03,0.34,NA,NA +LH2, N,6,2008,8,12,WET2,15.25,0,0,rate2,270.17,0.000900567,0.01,0.12,0.203,0.051 +LH2, N,6,2008,8,12,WET2,15.45,0,0,rate2,270.17,0.000900567,0.11,1.08,NA,NA +LH2, N,6,2008,8,12,WET2,16.5,0,0,rate2,270.17,0.000900567,0.03,0.33,NA,NA +LH2, N,6,2008,8,12,WET2,19,0,0,rate2,270.17,0.000900567,0.04,0.36,NA,NA +LH2, N,6,2008,8,12,WET2,19.33,0,0,rate3,270.17,0.000900567,0.04,0.36,NA,NA +LH2, N,6,2008,8,12,WET2,19.75,0,0,rate3,270.17,0.000900567,0.04,0.36,NA,NA +LH2, N,6,2008,8,12,WET2,20,0,0,rate3,370.97,0.001236567,0.14,1.81,NA,NA +LH2, N,6,2008,8,12,WET2,20.5,0,0,rate3,370.97,0.001236567,0.08,1.08,NA,NA +LH2, N,6,2008,8,12,WET2,21.5,0,0,rate3,370.97,0.001236567,0.07,0.93,0.226,0.076 +LH2, N,6,2008,8,12,WET2,22,0,0,rate3,370.97,0.001236567,0.11,1.46,NA,NA +LH2, N,6,2008,8,12,WET2,22.5,0,0,rate3,370.97,0.001236567,0.12,1.5,NA,NA +LH2, N,6,2008,8,12,WET2,24,0,0,rate3,370.97,0.001236567,0.12,1.5,NA,NA +LH2, N,6,2008,8,12,WET2,24.33,0,0,rate4,370.97,0.001236567,0.12,1.5,NA,NA +LH2, N,6,2008,8,12,WET2,24.75,0,0,rate4,370.97,0.001236567,0.12,1.5,NA,NA +LH2, N,6,2008,8,12,WET2,25,0,0,rate4,479.85,0.0015995,0.19,3.19,NA,NA +LH2, N,6,2008,8,12,WET2,25.5,0,0,rate4,527.22,0.0017574,0.27,4.92,NA,NA +LH2, N,6,2008,8,12,WET2,26.5,0,0,rate4,527.22,0.0017574,0.09,1.68,NA,NA +LH2, N,6,2008,8,12,WET2,27.5,0,0,rate4,527.22,0.0017574,0.11,1.96,0.232,0.087 +LH2, N,6,2008,8,12,WET2,28,0,0,rate4,527.22,0.0017574,0.2,3.68,NA,NA +LH2, N,6,2008,8,12,WET2,29,0,0,rate4,527.22,0.0017574,0.1,1.92,NA,NA +LH2, N,6,2008,8,12,WET2,30.5,0,0,rate4,527.22,0.0017574,0.11,1.96,NA,NA +LH2, N,6,2008,8,12,WET2,30.75,0,0,rate5,527.22,0.0017574,0.11,1.96,NA,NA +LH2, N,6,2008,8,12,WET2,31.08,0,0,rate5,527.22,0.0017574,0.11,1.96,NA,NA +LH2, N,6,2008,8,12,WET2,31.25,0,0,rate5,573.93,0.0019131,0.11,2.13,NA,NA +LH2, N,6,2008,8,12,WET2,31.75,0,0,rate5,610.13,0.002033767,0.25,5.19,NA,NA +LH2, N,6,2008,8,12,WET2,32.5,0,0,rate5,610.13,0.002033767,0.25,5.25,NA,NA +LH2, N,6,2008,8,12,WET2,33,0,0,rate5,610.13,0.002033767,0.27,5.57,0.255,0.099 +LH2, N,6,2008,8,12,WET2,33.33,0,0,rate5,610.13,0.002033767,0.3,6.19,NA,NA +LH2, N,6,2008,8,12,WET2,33.75,0,0,rate5,610.13,0.002033767,0.19,4.08,NA,NA +LH2, N,6,2008,8,12,WET2,34.5,0,0,rate5,610.13,0.002033767,0.18,3.73,NA,NA +LH2, N,6,2008,8,12,WET2,35.5,0,0,rate5,610.13,0.002033767,0.09,1.85,NA,NA +LH2, N,6,2008,8,12,WET2,36,0,0,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,DRY,7.17,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,DRY,8,61.46,1.024333333,0,5.91,0.0000197,NA,NA,NA,NA +LH2, N,7,2008,8,13,DRY,10,61.46,1.024333333,0,9.43,0.000031433,NA,NA,NA,NA +LH2, N,7,2008,8,13,DRY,12,61.46,1.024333333,0,10.97,0.000036567,1,0.37,NA,NA +LH2, N,7,2008,8,13,DRY,15,61.46,1.024333333,0,13.67,0.000045567,1.21,0.56,NA,NA +LH2, N,7,2008,8,13,DRY,17.5,61.46,1.024333333,0,14.89,0.000049633,NA,NA,NA,NA +LH2, N,7,2008,8,13,DRY,20,61.46,1.024333333,0,14.89,0.000049633,0.59,0.29,NA,NA +LH2, N,7,2008,8,13,DRY,25,61.46,1.024333333,0,14.89,0.000049633,0.6,0.3,NA,NA +LH2, N,7,2008,8,13,DRY,30,0,0,0,14.89,0.000049633,0.33,0.16,NA,NA +LH2, N,7,2008,8,13,DRY,31.5,0,0,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,2.866666667,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,4,61.46,1.024333333,0,10.23,0.0000341,0.49,0.17,NA,NA +LH2, N,7,2008,8,13,WET,5,61.46,1.024333333,0,16.36,0.000054533,0.36,0.2,NA,NA +LH2, N,7,2008,8,13,WET,6,61.46,1.024333333,0,19.21,0.000064033,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,7,61.46,1.024333333,0,20.46,0.0000682,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,8,61.46,1.024333333,0,21.62,0.000072067,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,10.75,61.46,1.024333333,0,21.62,0.000072067,0.38,0.28,0.117,0.019 +LH2, N,7,2008,8,13,WET,12.5,61.46,1.024333333,0,21.62,0.000072067,0.37,0.27,NA,NA +LH2, N,7,2008,8,13,WET,17,61.46,1.024333333,0,21.62,0.000072067,0.43,0.31,NA,NA +LH2, N,7,2008,8,13,WET,17.5,61.46,1.024333333,0,21.62,0.000072067,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,18.28333333,61.46,1.024333333,rate1,21.62,0.000072067,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,19.08,61.46,1.024333333,rate1,21.62,0.000072067,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,19.5,61.46,1.024333333,rate1,122.27,0.000407567,3.27,13.56,NA,NA +LH2, N,7,2008,8,13,WET,20,61.46,1.024333333,rate1,186.82,0.000622733,2.43,15.39,NA,NA +LH2, N,7,2008,8,13,WET,20.5,61.46,1.024333333,rate1,186.82,0.000622733,3.11,19.71,NA,NA +LH2, N,7,2008,8,13,WET,21,61.46,1.024333333,rate1,186.82,0.000622733,1.1,6.98,NA,NA +LH2, N,7,2008,8,13,WET,22.75,61.46,1.024333333,rate1,186.82,0.000622733,0.38,2.43,0.456,0.03 +LH2, N,7,2008,8,13,WET,23.5,61.46,1.024333333,rate1,186.82,0.000622733,0.32,2.02,NA,NA +LH2, N,7,2008,8,13,WET,24.5,61.46,1.024333333,rate1,186.82,0.000622733,0.46,2.93,NA,NA +LH2, N,7,2008,8,13,WET,28,61.46,1.024333333,0,186.82,0.000622733,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,29,61.46,1.024333333,0,88.4,0.000294667,0.17,0.53,NA,NA +LH2, N,7,2008,8,13,WET,30,61.46,1.024333333,0,33.7,0.000112333,0.26,0.3,NA,NA +LH2, N,7,2008,8,13,WET,31,61.46,1.024333333,0,24.62,0.000082067,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,31.5,107.18,1.786333333,0,24.62,0.000082067,0.3,0.25,NA,NA +LH2, N,7,2008,8,13,WET,32,107.18,1.786333333,0,28.65,0.0000955,0.4,0.39,NA,NA +LH2, N,7,2008,8,13,WET,33,107.18,1.786333333,0,41.94,0.0001398,0.36,0.52,NA,NA +LH2, N,7,2008,8,13,WET,34,107.18,1.786333333,0,49.05,0.0001635,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,36.25,107.18,1.786333333,0,49.05,0.0001635,0.27,0.45,0.161,0.036 +LH2, N,7,2008,8,13,WET,37,107.18,1.786333333,0,49.05,0.0001635,0.32,0.53,NA,NA +LH2, N,7,2008,8,13,WET,38,107.18,1.786333333,0,49.05,0.0001635,0.24,0.41,NA,NA +LH2, N,7,2008,8,13,WET,40.5,107.18,1.786333333,0,49.05,0.0001635,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,41.02,107.18,1.786333333,rate1,49.05,0.0001635,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,41.91666667,107.18,1.786333333,rate1,49.05,0.0001635,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,42.25,107.18,1.786333333,rate1,164.43,0.0005481,0.51,2.85,NA,NA +LH2, N,7,2008,8,13,WET,42.75,107.18,1.786333333,rate1,199.01,0.000663367,0.27,1.86,NA,NA +LH2, N,7,2008,8,13,WET,43.5,107.18,1.786333333,rate1,199.01,0.000663367,0.2,1.39,NA,NA +LH2, N,7,2008,8,13,WET,45,107.18,1.786333333,rate1,199.01,0.000663367,0.16,1.12,0.26,0.034 +LH2, N,7,2008,8,13,WET,45.5,107.18,1.786333333,rate1,199.01,0.000663367,0.22,1.48,NA,NA +LH2, N,7,2008,8,13,WET,48,107.18,1.786333333,rate1,199.01,0.000663367,0.19,1.29,NA,NA +LH2, N,7,2008,8,13,WET,49.5,0,0,0,199.01,0.000663367,0.17,1.17,NA,NA +LH2, N,7,2008,8,13,WET,50,0,0,0,135.26,0.000450867,0.05,0.27,NA,NA +LH2, N,7,2008,8,13,WET,50.5,0,0,0,50.46,0.0001682,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,51,0,0,0,22.69,0.000075633,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,51.5,0,0,0,9.17,0.000030567,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,52.21666667,0,0,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,53,131.06,2.184333333,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,54,131.06,2.184333333,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,55,131.06,2.184333333,0,43.57,0.000145233,0.34,0.51,NA,NA +LH2, N,7,2008,8,13,WET,56,131.06,2.184333333,0,59.83,0.000199433,0.28,0.58,NA,NA +LH2, N,7,2008,8,13,WET,57,131.06,2.184333333,0,68.35,0.000227833,0.23,0.54,NA,NA +LH2, N,7,2008,8,13,WET,58,131.06,2.184333333,0,71.15,0.000237167,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,60,131.06,2.184333333,0,71.15,0.000237167,0.26,0.63,0.16,0.035 +LH2, N,7,2008,8,13,WET,61,131.06,2.184333333,0,71.15,0.000237167,0.27,0.66,NA,NA +LH2, N,7,2008,8,13,WET,63,131.06,2.184333333,0,71.15,0.000237167,0.21,0.52,NA,NA +LH2, N,7,2008,8,13,WET,64.5,131.06,2.184333333,0,71.15,0.000237167,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,65,131.06,2.184333333,rate2,71.15,0.000237167,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,65.56666667,131.06,2.184333333,rate2,71.15,0.000237167,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,66,131.06,2.184333333,rate2,323.2,0.001077333,0.65,7.2,NA,NA +LH2, N,7,2008,8,13,WET,66.5,131.06,2.184333333,rate2,397.76,0.001325867,0.45,6.15,NA,NA +LH2, N,7,2008,8,13,WET,67,131.06,2.184333333,rate2,397.76,0.001325867,0.2,2.7,NA,NA +LH2, N,7,2008,8,13,WET,68.25,131.06,2.184333333,rate2,397.76,0.001325867,0.19,2.67,0.332,0.061 +LH2, N,7,2008,8,13,WET,69,131.06,2.184333333,rate2,397.76,0.001325867,0.38,5.24,NA,NA +LH2, N,7,2008,8,13,WET,70,131.06,2.184333333,rate2,397.76,0.001325867,0.14,1.88,NA,NA +LH2, N,7,2008,8,13,WET,71.5,131.06,2.184333333,0,397.76,0.001325867,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,72,131.06,2.184333333,0,278.03,0.000926767,0.17,1.66,NA,NA +LH2, N,7,2008,8,13,WET,73,131.06,2.184333333,0,100.46,0.000334867,0.22,0.76,NA,NA +LH2, N,7,2008,8,13,WET,74,131.06,2.184333333,0,66.96,0.0002232,0.23,0.53,NA,NA +LH2, N,7,2008,8,13,WET,74.5,148.59,2.4765,0,66.96,0.0002232,0.23,0.53,NA,NA +LH2, N,7,2008,8,13,WET,75.5,148.59,2.4765,0,91.85,0.000306167,0.24,0.74,NA,NA +LH2, N,7,2008,8,13,WET,77,148.59,2.4765,0,91.85,0.000306167,0.26,0.83,NA,NA +LH2, N,7,2008,8,13,WET,78,148.59,2.4765,0,91.85,0.000306167,0.2,0.64,0.215,0.041 +LH2, N,7,2008,8,13,WET,79.5,148.59,2.4765,0,91.85,0.000306167,0.25,0.78,NA,NA +LH2, N,7,2008,8,13,WET,82,148.59,2.4765,0,91.85,0.000306167,0.21,0.67,NA,NA +LH2, N,7,2008,8,13,WET,82.25,148.59,2.4765,0,91.85,0.000306167,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,82.86666667,148.59,2.4765,rate2,91.85,0.000306167,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,83.41666667,148.59,2.4765,rate2,91.85,0.000306167,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,83.75,148.59,2.4765,rate2,370.35,0.0012345,0.33,4.22,NA,NA +LH2, N,7,2008,8,13,WET,84,148.59,2.4765,rate2,423.55,0.001411833,0.36,5.29,NA,NA +LH2, N,7,2008,8,13,WET,85,148.59,2.4765,rate2,423.55,0.001411833,0.22,3.28,NA,NA +LH2, N,7,2008,8,13,WET,86.25,148.59,2.4765,rate2,423.55,0.001411833,0.16,2.4,0.302,0.066 +LH2, N,7,2008,8,13,WET,87,148.59,2.4765,rate2,423.55,0.001411833,0.16,2.42,NA,NA +LH2, N,7,2008,8,13,WET,88,148.59,2.4765,rate2,423.55,0.001411833,0.13,1.94,NA,NA +LH2, N,7,2008,8,13,WET,89.25,0,0,0,423.55,0.001411833,0.1,1.46,NA,NA +LH2, N,7,2008,8,13,WET,89.5,0,0,0,330.06,0.0011002,0.06,0.77,NA,NA +LH2, N,7,2008,8,13,WET,90,0,0,0,148.46,0.000494867,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,90.5,0,0,0,42.82,0.000142733,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,91,0,0,0,12.88,0.000042933,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,92,0,0,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,92,175,2.916666667,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,92.75,175,2.916666667,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,93.5,175,2.916666667,0,61.34,0.000204467,0.38,0.8,NA,NA +LH2, N,7,2008,8,13,WET,94,175,2.916666667,0,85.94,0.000286467,0.21,0.63,NA,NA +LH2, N,7,2008,8,13,WET,95,175,2.916666667,0,127.41,0.0004247,0.21,0.92,NA,NA +LH2, N,7,2008,8,13,WET,96,175,2.916666667,0,127.41,0.0004247,0.5,2.17,NA,NA +LH2, N,7,2008,8,13,WET,97.25,175,2.916666667,0,127.41,0.0004247,0.24,1.05,0.274,0.035 +LH2, N,7,2008,8,13,WET,98.5,175,2.916666667,0,127.41,0.0004247,0.22,0.98,NA,NA +LH2, N,7,2008,8,13,WET,100,175,2.916666667,0,127.41,0.0004247,0.18,0.78,NA,NA +LH2, N,7,2008,8,13,WET,102.5,0,0,0,127.41,0.0004247,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET,103,0,0,0,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET2,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET2,1.25,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,7,2008,8,13,WET2,1.5,0,0,rate1,52.99,0.000176633,0.04,0.08,NA,NA +LH2, N,7,2008,8,13,WET2,2,0,0,rate1,66.61,0.000222033,0.01,0.04,NA,NA +LH2, N,7,2008,8,13,WET2,3,0,0,rate1,83.13,0.0002771,0.01,0.04,NA,NA +LH2, N,7,2008,8,13,WET2,4,0,0,rate1,94.95,0.0003165,0.02,0.06,NA,NA +LH2, N,7,2008,8,13,WET2,5,0,0,rate1,101.46,0.0003382,0.01,0.03,NA,NA +LH2, N,7,2008,8,13,WET2,6,0,0,rate1,101.46,0.0003382,0,0.02,0.367,0.052 +LH2, N,7,2008,8,13,WET2,7,0,0,rate1,101.46,0.0003382,0.05,0.19,NA,NA +LH2, N,7,2008,8,13,WET2,9,0,0,rate1,101.46,0.0003382,0.06,0.2,NA,NA +LH2, N,7,2008,8,13,WET2,9.416666667,0,0,rate2,101.46,0.0003382,0.06,0.2,NA,NA +LH2, N,7,2008,8,13,WET2,9.916666667,0,0,rate2,101.46,0.0003382,0.06,0.2,NA,NA +LH2, N,7,2008,8,13,WET2,10.25,0,0,rate2,236.32,0.000787733,0.09,0.76,NA,NA +LH2, N,7,2008,8,13,WET2,11,0,0,rate2,254.42,0.000848067,0.08,0.77,NA,NA +LH2, N,7,2008,8,13,WET2,12,0,0,rate2,254.42,0.000848067,0.06,0.51,NA,NA +LH2, N,7,2008,8,13,WET2,13.25,0,0,rate2,254.42,0.000848067,0.03,0.27,0.259,0.046 +LH2, N,7,2008,8,13,WET2,14,0,0,rate2,254.42,0.000848067,0.06,0.51,NA,NA +LH2, N,7,2008,8,13,WET2,16,0,0,rate2,254.42,0.000848067,0.02,0.18,NA,NA +LH2, N,7,2008,8,13,WET2,16.75,0,0,rate2,254.42,0.000848067,0.02,0.17,NA,NA +LH2, N,7,2008,8,13,WET2,17.06666667,0,0,rate3,254.42,0.000848067,0.02,0.17,NA,NA +LH2, N,7,2008,8,13,WET2,17.45,0,0,rate3,370.97,0.001236567,0.17,2.23,NA,NA +LH2, N,7,2008,8,13,WET2,17.75,0,0,rate3,376.28,0.001254267,0.1,1.32,NA,NA +LH2, N,7,2008,8,13,WET2,18.25,0,0,rate3,376.28,0.001254267,0.07,0.89,NA,NA +LH2, N,7,2008,8,13,WET2,19,0,0,rate3,376.28,0.001254267,0.04,0.53,NA,NA +LH2, N,7,2008,8,13,WET2,20,0,0,rate3,376.28,0.001254267,0.04,0.56,0.551,0.063 +LH2, N,7,2008,8,13,WET2,21,0,0,rate3,376.28,0.001254267,0.03,0.4,NA,NA +LH2, N,7,2008,8,13,WET2,22,0,0,rate3,376.28,0.001254267,0.03,0.38,NA,NA +LH2, N,7,2008,8,13,WET2,22.5,0,0,rate3,376.28,0.001254267,0.03,0.38,NA,NA +LH2, N,7,2008,8,13,WET2,22.95,0,0,rate4,376.28,0.001254267,0.03,0.38,NA,NA +LH2, N,7,2008,8,13,WET2,23.3,0,0,rate4,376.28,0.001254267,0.03,0.38,NA,NA +LH2, N,7,2008,8,13,WET2,23.75,0,0,rate4,466.64,0.001555467,0.11,1.88,NA,NA +LH2, N,7,2008,8,13,WET2,24.25,0,0,rate4,482.23,0.001607433,0.07,1.26,NA,NA +LH2, N,7,2008,8,13,WET2,25.25,0,0,rate4,482.23,0.001607433,0.05,0.94,0.348,0.076 +LH2, N,7,2008,8,13,WET2,26,0,0,rate4,482.23,0.001607433,0.06,1.06,NA,NA +LH2, N,7,2008,8,13,WET2,27,0,0,rate4,482.23,0.001607433,0.1,1.71,NA,NA +LH2, N,7,2008,8,13,WET2,28,0,0,rate4,482.23,0.001607433,0.11,1.79,NA,NA +LH2, N,7,2008,8,13,WET2,28.42,0,0,rate5,482.23,0.001607433,0.11,1.79,NA,NA +LH2, N,7,2008,8,13,WET2,28.67,0,0,rate5,482.23,0.001607433,0.11,1.79,NA,NA +LH2, N,7,2008,8,13,WET2,29,0,0,rate5,637.68,0.0021256,0.14,3.06,NA,NA +LH2, N,7,2008,8,13,WET2,29.5,0,0,rate5,641.44,0.002138133,0.09,1.98,NA,NA +LH2, N,7,2008,8,13,WET2,30.5,0,0,rate5,641.44,0.002138133,0.06,1.46,NA,NA +LH2, N,7,2008,8,13,WET2,31,0,0,rate5,641.44,0.002138133,0.1,2.36,0.384,0.091 +LH2, N,7,2008,8,13,WET2,32,0,0,rate5,641.44,0.002138133,0.09,2,NA,NA +LH2, N,7,2008,8,13,WET2,32.5,0,0,rate5,641.44,0.002138133,0.05,1.08,NA,NA +LH2, N,7,2008,8,13,WET2,33,0,0,0,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,DRY,0,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,DRY,7.916666667,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,DRY,9,61.46,1.024333333,0,3.81,0.0000127,NA,NA,NA,NA +LH2, N,8,2008,8,13,DRY,10,61.46,1.024333333,0,4.41,0.0000147,NA,NA,NA,NA +LH2, N,8,2008,8,13,DRY,11,61.46,1.024333333,0,5.84,0.000019467,NA,NA,NA,NA +LH2, N,8,2008,8,13,DRY,15,61.46,1.024333333,0,8.73,0.0000291,0.39,0.11,NA,NA +LH2, N,8,2008,8,13,DRY,18,61.46,1.024333333,0,11.72,0.000039067,NA,NA,NA,NA +LH2, N,8,2008,8,13,DRY,20,61.46,1.024333333,0,11.72,0.000039067,0.34,0.13,NA,NA +LH2, N,8,2008,8,13,DRY,25,61.46,1.024333333,0,11.72,0.000039067,0.32,0.13,NA,NA +LH2, N,8,2008,8,13,DRY,30,0,0,0,11.72,0.000039067,0.24,0.09,NA,NA +LH2, N,8,2008,8,13,DRY,30.17,0,0,0,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,1.5,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,2.5,0,0,rate1,81.83,0.000272767,0.19,0.54,NA,NA +LH2, N,8,2008,8,13,WET,4,0,0,rate1,94.95,0.0003165,0.04,0.14,NA,NA +LH2, N,8,2008,8,13,WET,6,0,0,rate1,101.26,0.000337533,0.02,0.1,NA,NA +LH2, N,8,2008,8,13,WET,8.75,0,0,rate1,101.26,0.000337533,0,0.03,0.153,0.042 +LH2, N,8,2008,8,13,WET,10,0,0,rate1,101.26,0.000337533,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,11,0,0,rate1,101.26,0.000337533,0,0.01,NA,NA +LH2, N,8,2008,8,13,WET,13.25,0,0,rate1,101.26,0.000337533,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,13.5,0,0,rate2,101.26,0.000337533,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,14.08,0,0,rate2,101.26,0.000337533,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,14.25,0,0,rate2,229.95,0.0007665,0.32,2.54,NA,NA +LH2, N,8,2008,8,13,WET,14.75,0,0,rate2,258.81,0.0008627,0.06,0.6,NA,NA +LH2, N,8,2008,8,13,WET,16,0,0,rate2,258.81,0.0008627,0,0.07,NA,NA +LH2, N,8,2008,8,13,WET,17.25,0,0,rate2,258.81,0.0008627,0.02,0.25,0.198,0.058 +LH2, N,8,2008,8,13,WET,18,0,0,rate2,258.81,0.0008627,0.04,0.35,NA,NA +LH2, N,8,2008,8,13,WET,19,0,0,rate2,258.81,0.0008627,0.02,0.21,NA,NA +LH2, N,8,2008,8,13,WET,20.5,0,0,rate2,258.81,0.0008627,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,20.86666667,0,0,rate3,258.81,0.0008627,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,21.33,0,0,rate3,258.81,0.0008627,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,21.5,0,0,rate3,373.15,0.001243833,0.16,2.11,NA,NA +LH2, N,8,2008,8,13,WET,22,0,0,rate3,402.87,0.0013429,0.1,1.44,NA,NA +LH2, N,8,2008,8,13,WET,22.5,0,0,rate3,402.87,0.0013429,0.16,2.28,NA,NA +LH2, N,8,2008,8,13,WET,24.5,0,0,rate3,402.87,0.0013429,0.03,0.53,0.275,0.071 +LH2, N,8,2008,8,13,WET,25.5,0,0,rate3,402.87,0.0013429,0.06,0.86,NA,NA +LH2, N,8,2008,8,13,WET,27,0,0,rate3,402.87,0.0013429,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,28,0,0,rate3,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,39,0,0,rate4,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,39.65,0,0,rate4,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,40,0,0,rate4,436,0.001453333,0.1,1.57,NA,NA +LH2, N,8,2008,8,13,WET,41,0,0,rate4,436,0.001453333,0.11,1.68,NA,NA +LH2, N,8,2008,8,13,WET,44.5,0,0,rate4,501.44,0.001671467,0.03,0.56,0.324,0.079 +LH2, N,8,2008,8,13,WET,45,0,0,rate4,501.44,0.001671467,0.03,0.62,NA,NA +LH2, N,8,2008,8,13,WET,47,0,0,rate4,501.44,0.001671467,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,47.33,0,0,rate5,501.44,0.001671467,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,47.61666667,0,0,rate5,501.44,0.001671467,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,47.75,0,0,rate5,610.5,0.002035,0.17,3.51,NA,NA +LH2, N,8,2008,8,13,WET,48.25,0,0,rate5,656.15,0.002187167,0.32,7.16,NA,NA +LH2, N,8,2008,8,13,WET,49,0,0,rate5,656.15,0.002187167,0.18,4,0.554,0.104 +LH2, N,8,2008,8,13,WET,50.25,0,0,rate5,656.15,0.002187167,0.09,2.14,NA,NA +LH2, N,8,2008,8,13,WET,50.75,0,0,rate5,656.15,0.002187167,0.09,2.17,NA,NA +LH2, N,8,2008,8,13,WET,51.25,0,0,rate5,656.15,0.002187167,0.07,1.7,NA,NA +LH2, N,8,2008,8,13,WET,52,0,0,rate5,656.15,0.002187167,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET,53,0,0,0,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET2,0,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET2,1.116666667,0,0,rate1,0,0,NA,NA,NA,NA +LH2, N,8,2008,8,13,WET2,1.5,0,0,rate1,76.15,0.000253833,0.04,0.11,NA,NA +LH2, N,8,2008,8,13,WET2,2.5,0,0,rate1,134.16,0.0004472,0.01,0.07,NA,NA +LH2, N,8,2008,8,13,WET2,3,0,0,rate1,146.42,0.000488067,0.02,0.09,NA,NA +LH2, N,8,2008,8,13,WET2,4,0,0,rate1,155.57,0.000518567,0.03,0.15,NA,NA +LH2, N,8,2008,8,13,WET2,5.75,0,0,rate1,155.57,0.000518567,0.02,0.14,0.224,0.063 +LH2, N,8,2008,8,13,WET2,6.5,0,0,rate1,155.57,0.000518567,0.02,0.12,NA,NA +LH2, N,8,2008,8,13,WET2,7,0,0,rate1,155.57,0.000518567,0,0.04,NA,NA +LH2, N,8,2008,8,13,WET2,9.5,0,0,rate1,155.57,0.000518567,0.01,0.05,NA,NA +LH2, N,8,2008,8,13,WET2,9.7,0,0,rate2,155.57,0.000518567,0.01,0.05,NA,NA +LH2, N,8,2008,8,13,WET2,10.08,0,0,rate2,155.57,0.000518567,0.01,0.05,NA,NA +LH2, N,8,2008,8,13,WET2,10.25,0,0,rate2,216.61,0.000722033,0.03,0.28,NA,NA +LH2, N,8,2008,8,13,WET2,11,0,0,rate2,289.96,0.000966533,0.02,0.29,NA,NA +LH2, N,8,2008,8,13,WET2,13.5,0,0,rate2,289.96,0.000966533,0.01,0.1,0.31,0.075 +LH2, N,8,2008,8,13,WET2,14.25,0,0,rate2,289.96,0.000966533,0.03,0.32,NA,NA +LH2, N,8,2008,8,13,WET2,17,0,0,rate2,289.96,0.000966533,0.03,0.29,NA,NA +LH2, N,8,2008,8,13,WET2,17.2,0,0,rate3,289.96,0.000966533,0.03,0.29,NA,NA +LH2, N,8,2008,8,13,WET2,17.67,0,0,rate3,289.96,0.000966533,0.03,0.29,NA,NA +LH2, N,8,2008,8,13,WET2,18,0,0,rate3,396.8,0.001322667,0.05,0.77,NA,NA +LH2, N,8,2008,8,13,WET2,18.5,0,0,rate3,409.94,0.001366467,0.02,0.28,NA,NA +LH2, N,8,2008,8,13,WET2,20.25,0,0,rate3,409.94,0.001366467,0.03,0.45,0.349,0.094 +LH2, N,8,2008,8,13,WET2,21,0,0,rate3,409.94,0.001366467,0.04,0.6,NA,NA +LH2, N,8,2008,8,13,WET2,22.5,0,0,rate3,409.94,0.001366467,0.04,0.55,NA,NA +LH2, N,8,2008,8,13,WET2,22.88333333,0,0,rate4,409.94,0.001366467,0.04,0.55,NA,NA +LH2, N,8,2008,8,13,WET2,23.28333333,0,0,rate4,409.94,0.001366467,0.04,0.55,NA,NA +LH2, N,8,2008,8,13,WET2,23.75,0,0,rate4,516.37,0.001721233,0.06,1.21,NA,NA +LH2, N,8,2008,8,13,WET2,24.5,0,0,rate4,531.44,0.001771467,0.04,0.87,NA,NA +LH2, N,8,2008,8,13,WET2,26,0,0,rate4,531.44,0.001771467,0.03,0.62,0.381,0.101 +LH2, N,8,2008,8,13,WET2,26.5,0,0,rate4,531.44,0.001771467,0.05,1.02,NA,NA +LH2, N,8,2008,8,13,WET2,28.25,0,0,rate4,531.44,0.001771467,0.06,1.07,NA,NA +LH2, N,8,2008,8,13,WET2,28.45,0,0,rate5,531.44,0.001771467,0.06,1.07,NA,NA +LH2, N,8,2008,8,13,WET2,28.83,0,0,rate5,531.44,0.001771467,0.06,1.07,NA,NA +LH2, N,8,2008,8,13,WET2,29.25,0,0,rate5,619.76,0.002065867,0.18,3.96,NA,NA +LH2, N,8,2008,8,13,WET2,30,0,0,rate5,619.76,0.002065867,0.06,1.44,NA,NA +LH2, N,8,2008,8,13,WET2,31.25,0,0,rate5,619.76,0.002065867,0.04,0.96,0.444,0.099 +LH2, N,8,2008,8,13,WET2,31.75,0,0,rate5,619.76,0.002065867,0.08,1.75,NA,NA +LH2, N,8,2008,8,13,WET2,33.5,0,0,rate5,619.76,0.002065867,0.04,0.83,NA,NA +LH2, N,8,2008,8,13,WET2,34,0,0,0,0,0,NA,NA,NA,NA +Ab,B ,1,2007,7,12,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ab,B ,1,2007,7,12,DRY,5.5,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ab,B ,1,2007,7,12,DRY,7,61.72,1.028666667,0,7.37,0.000024567,1.24,0.31,NA,NA +Ab,B ,1,2007,7,12,DRY,8,61.72,1.028666667,0,9.33,0.0000311,1.01,0.31,NA,NA +Ab,B ,1,2007,7,12,DRY,9,61.72,1.028666667,0,9.33,0.0000311,0.81,0.25,NA,NA +Ab,B ,1,2007,7,12,DRY,10,61.72,1.028666667,0,9.9,0.000033,0.98,0.33,NA,NA +Ab,B ,1,2007,7,12,DRY,15,61.72,1.028666667,0,9.9,0.000033,0.48,0.16,NA,NA +Ab,B ,1,2007,7,12,DRY,20,61.72,1.028666667,0,9.9,0.000033,0.42,0.14,NA,NA +Ab,B ,1,2007,7,12,DRY,25,61.72,1.028666667,0,9.9,0.000033,0.4,0.13,NA,NA +Ab,B ,1,2007,7,12,DRY,30,0,0,0,8.6,0.000028667,0.19,0.05,NA,NA +Ab,B ,1,2007,7,12,DRY,31,0,0,0,0,0,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,3.1,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,4,61.72,1.028666667,0,8.33,0.000027767,0.48,0.13,NA,NA +Ab,B ,1,2007,7,12,WET,5,61.72,1.028666667,0,14.9,0.000049667,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,6,61.72,1.028666667,0,23.08,0.000076933,0.53,0.41,NA,NA +Ab,B ,1,2007,7,12,WET,7,61.72,1.028666667,0,23.08,0.000076933,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,9,61.72,1.028666667,0,27.27,0.0000909,0.46,0.42,NA,NA +Ab,B ,1,2007,7,12,WET,10,61.72,1.028666667,0,27.27,0.0000909,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,12,61.72,1.028666667,0,27.27,0.0000909,0.31,0.29,0.045,0.012 +Ab,B ,1,2007,7,12,WET,14,61.72,1.028666667,0,28.87,0.000096233,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,19.5,61.72,1.028666667,0,26.55,0.0000885,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,20,103.63,1.727166667,0,26.55,0.0000885,0.25,0.23,NA,NA +Ab,B ,1,2007,7,12,WET,21,103.63,1.727166667,0,49.29,0.0001643,0.5,0.84,NA,NA +Ab,B ,1,2007,7,12,WET,22,103.63,1.727166667,0,67.14,0.0002238,0.65,1.48,NA,NA +Ab,B ,1,2007,7,12,WET,23,103.63,1.727166667,0,71.14,0.000237133,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,24,103.63,1.727166667,0,71.14,0.000237133,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,26,103.63,1.727166667,0,71.14,0.000237133,0.38,0.93,0.054,0.02 +Ab,B ,1,2007,7,12,WET,28,103.63,1.727166667,0,71.14,0.000237133,0.32,0.77,NA,NA +Ab,B ,1,2007,7,12,WET,30,103.63,1.727166667,0,71.14,0.000237133,0.37,0.89,NA,NA +Ab,B ,1,2007,7,12,WET,31.5,103.63,1.727166667,0,71.14,0.000237133,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,32,126.23,2.103833333,0,71.14,0.000237133,0.31,0.76,NA,NA +Ab,B ,1,2007,7,12,WET,33,126.23,2.103833333,0,96.15,0.0003205,0.35,1.15,NA,NA +Ab,B ,1,2007,7,12,WET,34,126.23,2.103833333,0,98.57,0.000328567,0.51,1.7,NA,NA +Ab,B ,1,2007,7,12,WET,35,126.23,2.103833333,0,98.57,0.000328567,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,37,126.23,2.103833333,0,98.57,0.000328567,0.28,0.93,0.076,0.023 +Ab,B ,1,2007,7,12,WET,39,126.23,2.103833333,0,98.57,0.000328567,0.4,1.36,NA,NA +Ab,B ,1,2007,7,12,WET,44.75,126.23,2.103833333,0,98.57,0.000328567,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,45,152.9,2.548333333,0,98.57,0.000328567,0.27,0.9,NA,NA +Ab,B ,1,2007,7,12,WET,46,152.9,2.548333333,0,126.29,0.000420967,0.33,1.43,NA,NA +Ab,B ,1,2007,7,12,WET,47,152.9,2.548333333,0,129.54,0.0004318,0.36,1.58,NA,NA +Ab,B ,1,2007,7,12,WET,48,152.9,2.548333333,0,129.54,0.0004318,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,50,152.9,2.548333333,0,129.54,0.0004318,0.3,1.31,0.09,0.025 +Ab,B ,1,2007,7,12,WET,51.5,152.9,2.548333333,0,129.54,0.0004318,0.48,2.14,NA,NA +Ab,B ,1,2007,7,12,WET,54.75,152.9,2.548333333,0,129.54,0.0004318,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,55,179.57,2.992833333,0,129.54,0.0004318,0.25,1.1,NA,NA +Ab,B ,1,2007,7,12,WET,56,179.57,2.992833333,0,153.52,0.000511733,0.29,1.51,NA,NA +Ab,B ,1,2007,7,12,WET,57,179.57,2.992833333,0,162.38,0.000541267,0.38,2.14,NA,NA +Ab,B ,1,2007,7,12,WET,58,179.57,2.992833333,0,152.35,0.000507833,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,59,179.57,2.992833333,0,152.35,0.000507833,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,61,179.57,2.992833333,0,152.35,0.000507833,0.33,1.71,0.098,0.03 +Ab,B ,1,2007,7,12,WET,62,179.57,2.992833333,0,152.35,0.000507833,0.35,1.83,NA,NA +Ab,B ,1,2007,7,12,WET,65.5,179.57,2.992833333,0,152.35,0.000507833,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,66,0,0,0,152.35,0.000507833,0.21,1.12,NA,NA +Ab,B ,1,2007,7,12,WET,66.5,0,0,0,97.36,0.000324533,0.07,0.24,NA,NA +Ab,B ,1,2007,7,12,WET,67,0,0,0,38.12,0.000127067,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,67.5,0,0,0,13.9,0.000046333,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,68,0,0,0,4.11,0.0000137,NA,NA,NA,NA +Ab,B ,1,2007,7,12,WET,68.66,0,0,0,0,0,NA,NA,NA,NA +Ab,B ,2,2007,7,11,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ab,B ,2,2007,7,11,DRY,4.9,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ab,B ,2,2007,7,11,DRY,6,61.72,1.028666667,0,10.77,0.0000359,1.09,0.39,NA,NA +Ab,B ,2,2007,7,11,DRY,7,61.72,1.028666667,0,15.01,0.000050033,0.78,0.39,NA,NA +Ab,B ,2,2007,7,11,DRY,8,61.72,1.028666667,0,18.32,0.000061067,0.79,0.49,NA,NA +Ab,B ,2,2007,7,11,DRY,10,61.72,1.028666667,0,25.42,0.000084733,NA,NA,NA,NA +Ab,B 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N,1,2007,7,31,WET,23.5,103.63,1.727166667,0,56.91,0.0001897,0.04,0.07,0.071,0.028 +ER2, N,1,2007,7,31,WET,24.75,103.63,1.727166667,0,56.91,0.0001897,0.12,0.24,NA,NA +ER2, N,1,2007,7,31,WET,25.25,103.63,1.727166667,0,56.91,0.0001897,0.15,0.29,NA,NA +ER2, N,1,2007,7,31,WET,27,103.63,1.727166667,0,68.49,0.0002283,0.14,0.32,NA,NA +ER2, N,1,2007,7,31,WET,28.5,103.63,1.727166667,0,68.49,0.0002283,NA,NA,NA,NA +ER2, N,1,2007,7,31,WET,29,126.23,2.103833333,0,73.42,0.000244733,0.05,0.13,NA,NA +ER2, N,1,2007,7,31,WET,30,126.23,2.103833333,0,80.36,0.000267867,0.05,0.15,NA,NA +ER2, N,1,2007,7,31,WET,31,126.23,2.103833333,0,86.49,0.0002883,0.04,0.13,NA,NA +ER2, N,1,2007,7,31,WET,32,126.23,2.103833333,0,86.49,0.0002883,0.06,0.17,NA,NA +ER2, N,1,2007,7,31,WET,34,126.23,2.103833333,0,86.49,0.0002883,0.05,0.15,0.081,0.031 +ER2, N,1,2007,7,31,WET,35,126.23,2.103833333,0,86.49,0.0002883,0.08,0.25,NA,NA +ER2, N,1,2007,7,31,WET,35.75,126.23,2.103833333,0,86.49,0.0002883,0.09,0.27,NA,NA +ER2, 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N,2,2007,7,31,DRY,25,61.72,1.028666667,0,36.64,0.000122133,0.56,0.7,NA,NA +ER2, N,2,2007,7,31,DRY,30,61.72,1.028666667,0,36.64,0.000122133,NA,NA,NA,NA +ER2, N,2,2007,7,31,DRY,35,61.72,1.028666667,0,36.64,0.000122133,0.36,0.45,NA,NA +ER2, N,2,2007,7,31,DRY,45,0,0,0,36.64,0.000122133,0.23,0.29,NA,NA +ER2, N,2,2007,7,31,DRY,45.25,0,0,0,30.07,0.000100233,0.12,0.12,NA,NA +ER2, N,2,2007,7,31,DRY,45.67,0,0,0,19.94,0.000066467,NA,NA,NA,NA +ER2, N,2,2007,7,31,DRY,46,0,0,0,14.34,0.0000478,NA,NA,NA,NA +ER2, N,2,2007,7,31,DRY,46.25,0,0,0,7.12,0.000023733,NA,NA,NA,NA +ER2, N,2,2007,7,31,DRY,47,0,0,0,0,0,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,2.87,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,4,61.72,1.028666667,0,28.14,0.0000938,0.47,0.45,NA,NA +ER2, N,2,2007,7,31,WET,5,61.72,1.028666667,0,37.46,0.000124867,0.38,0.48,NA,NA +ER2, N,2,2007,7,31,WET,6,61.72,1.028666667,0,37.46,0.000124867,0.26,0.34,NA,NA +ER2, N,2,2007,7,31,WET,8,61.72,1.028666667,0,37.46,0.000124867,0.25,0.32,0.087,0.019 +ER2, N,2,2007,7,31,WET,9.25,61.72,1.028666667,0,37.46,0.000124867,0.25,0.32,NA,NA +ER2, N,2,2007,7,31,WET,10,61.72,1.028666667,0,37.46,0.000124867,0.28,0.36,NA,NA +ER2, N,2,2007,7,31,WET,14.75,61.72,1.028666667,0,37.46,0.000124867,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,15,103.63,1.727166667,0,37.46,0.000124867,0.25,0.31,NA,NA +ER2, N,2,2007,7,31,WET,16,103.63,1.727166667,0,58.03,0.000193433,0.34,0.68,NA,NA +ER2, N,2,2007,7,31,WET,17,103.63,1.727166667,0,65.48,0.000218267,0.28,0.63,NA,NA +ER2, N,2,2007,7,31,WET,18,103.63,1.727166667,0,65.48,0.000218267,0.31,0.68,NA,NA +ER2, N,2,2007,7,31,WET,20,103.63,1.727166667,0,65.48,0.000218267,0.3,0.67,0.114,0.026 +ER2, N,2,2007,7,31,WET,21,103.63,1.727166667,0,65.48,0.000218267,0.32,0.71,NA,NA +ER2, N,2,2007,7,31,WET,21.5,103.63,1.727166667,0,65.48,0.000218267,0.33,0.74,NA,NA +ER2, N,2,2007,7,31,WET,23.5,103.63,1.727166667,0,65.48,0.000218267,0.22,0.49,NA,NA +ER2, N,2,2007,7,31,WET,26,126.23,2.103833333,0,65.48,0.000218267,0.28,0.62,NA,NA +ER2, N,2,2007,7,31,WET,27,126.23,2.103833333,0,84.63,0.0002821,0.32,0.92,NA,NA +ER2, N,2,2007,7,31,WET,28,126.23,2.103833333,0,86.93,0.000289767,0.25,0.74,NA,NA +ER2, N,2,2007,7,31,WET,31,126.23,2.103833333,0,86.93,0.000289767,0.26,0.77,0.147,0.026 +ER2, N,2,2007,7,31,WET,32,126.23,2.103833333,0,86.93,0.000289767,0.27,0.81,NA,NA +ER2, N,2,2007,7,31,WET,32.5,126.23,2.103833333,0,86.93,0.000289767,0.26,0.76,NA,NA +ER2, N,2,2007,7,31,WET,34.5,126.23,2.103833333,0,86.93,0.000289767,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,35.5,126.23,2.103833333,0,86.93,0.000289767,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,36,152.9,2.548333333,0,86.93,0.000289767,0.2,0.6,NA,NA +ER2, N,2,2007,7,31,WET,37,152.9,2.548333333,0,101.76,0.0003392,0.28,0.98,NA,NA +ER2, N,2,2007,7,31,WET,38,152.9,2.548333333,0,108.26,0.000360867,0.2,0.73,NA,NA +ER2, N,2,2007,7,31,WET,39,152.9,2.548333333,0,108.26,0.000360867,0.19,0.71,NA,NA +ER2, N,2,2007,7,31,WET,41,152.9,2.548333333,0,108.26,0.000360867,0.21,0.78,0.142,0.035 +ER2, N,2,2007,7,31,WET,42.5,152.9,2.548333333,0,108.26,0.000360867,0.2,0.73,NA,NA +ER2, N,2,2007,7,31,WET,43.33,152.9,2.548333333,0,108.26,0.000360867,0.22,0.81,NA,NA +ER2, N,2,2007,7,31,WET,47,179.57,2.992833333,0,108.26,0.000360867,0.16,0.61,NA,NA +ER2, N,2,2007,7,31,WET,48,179.57,2.992833333,0,118.31,0.000394367,0.22,0.88,NA,NA +ER2, N,2,2007,7,31,WET,49,179.57,2.992833333,0,130.09,0.000433633,0.19,0.87,NA,NA +ER2, N,2,2007,7,31,WET,50,179.57,2.992833333,0,130.09,0.000433633,0.21,0.93,NA,NA +ER2, N,2,2007,7,31,WET,52,179.57,2.992833333,0,130.09,0.000433633,0.17,0.77,0.147,0.037 +ER2, N,2,2007,7,31,WET,52.75,179.57,2.992833333,0,130.09,0.000433633,0.21,0.93,NA,NA +ER2, N,2,2007,7,31,WET,53.25,179.57,2.992833333,0,130.09,0.000433633,0.01,0.07,NA,NA +ER2, N,2,2007,7,31,WET,57,0,0,0,130.09,0.000433633,0.16,0.74,NA,NA +ER2, N,2,2007,7,31,WET,57.25,0,0,0,92.56,0.000308533,0.04,0.14,NA,NA +ER2, N,2,2007,7,31,WET,57.5,0,0,0,75.46,0.000251533,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,57.75,0,0,0,53.02,0.000176733,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,58,0,0,0,37.79,0.000125967,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,58.25,0,0,0,25.14,0.0000838,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,58.5,0,0,0,15.13,0.000050433,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,58.75,0,0,0,8.24,0.000027467,NA,NA,NA,NA +ER2, N,2,2007,7,31,WET,60,0,0,0,0,0,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,2.75,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,3.5,61.72,1.028666667,0,16.91,0.000056367,0.44,0.25,NA,NA +ER2, N,3,2007,8,1,DRY,5,61.72,1.028666667,0,27.95,0.000093167,0.19,0.18,NA,NA +ER2, N,3,2007,8,1,DRY,7,61.72,1.028666667,0,31.46,0.000104867,0.19,0.21,NA,NA +ER2, N,3,2007,8,1,DRY,10,61.72,1.028666667,0,31.46,0.000104867,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,15,61.72,1.028666667,0,33.85,0.000112833,0.18,0.21,NA,NA +ER2, N,3,2007,8,1,DRY,20,61.72,1.028666667,0,35.15,0.000117167,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,25,61.72,1.028666667,0,33.71,0.000112367,0.14,0.16,NA,NA +ER2, N,3,2007,8,1,DRY,30,61.72,1.028666667,0,32.3,0.000107667,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,35,61.72,1.028666667,0,27.95,0.000093167,0.1,0.09,NA,NA +ER2, N,3,2007,8,1,DRY,40,61.72,1.028666667,0,27.95,0.000093167,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,45,0,0,0,27.95,0.000093167,0.14,0.13,NA,NA +ER2, N,3,2007,8,1,DRY,45.25,0,0,0,23.27,0.000077567,0.13,0.1,NA,NA +ER2, N,3,2007,8,1,DRY,45.5,0,0,0,19.86,0.0000662,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,46,0,0,0,11.71,0.000039033,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,46.25,0,0,0,7.74,0.0000258,NA,NA,NA,NA +ER2, N,3,2007,8,1,DRY,47.33,0,0,0,0,0,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,2.2,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,3,61.72,1.028666667,0,2.82,0.0000094,0.23,0.02,NA,NA +ER2, N,3,2007,8,1,WET,4,61.72,1.028666667,0,18.86,0.000062867,0.24,0.15,NA,NA +ER2, N,3,2007,8,1,WET,5,61.72,1.028666667,0,21.25,0.000070833,0.19,0.13,NA,NA +ER2, N,3,2007,8,1,WET,6,61.72,1.028666667,0,34.14,0.0001138,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,7,61.72,1.028666667,0,34.14,0.0001138,0.21,0.24,NA,NA +ER2, N,3,2007,8,1,WET,9,61.72,1.028666667,0,34.14,0.0001138,0.2,0.23,0.056,0.018 +ER2, N,3,2007,8,1,WET,10.5,61.72,1.028666667,0,34.14,0.0001138,0.18,0.21,NA,NA +ER2, N,3,2007,8,1,WET,11.25,61.72,1.028666667,0,34.14,0.0001138,0.18,0.21,NA,NA +ER2, N,3,2007,8,1,WET,16,103.63,1.727166667,0,34.14,0.0001138,0.12,0.14,NA,NA +ER2, N,3,2007,8,1,WET,17,103.63,1.727166667,0,52.34,0.000174467,0.18,0.32,NA,NA +ER2, N,3,2007,8,1,WET,18,103.63,1.727166667,0,62.03,0.000206767,0.2,0.42,NA,NA +ER2, N,3,2007,8,1,WET,19,103.63,1.727166667,0,64.09,0.000213633,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,20,103.63,1.727166667,0,64.09,0.000213633,0.21,0.47,NA,NA +ER2, N,3,2007,8,1,WET,22,103.63,1.727166667,0,64.09,0.000213633,0.13,0.3,0.068,0.025 +ER2, N,3,2007,8,1,WET,23.16,103.63,1.727166667,0,64.09,0.000213633,0.19,0.41,NA,NA +ER2, N,3,2007,8,1,WET,23.75,103.63,1.727166667,0,64.09,0.000213633,0.21,0.46,NA,NA +ER2, N,3,2007,8,1,WET,27,126.23,2.103833333,0,64.09,0.000213633,0.1,0.22,NA,NA +ER2, N,3,2007,8,1,WET,28,126.23,2.103833333,0,75.23,0.000250767,0.11,0.29,NA,NA +ER2, N,3,2007,8,1,WET,29,126.23,2.103833333,0,82.45,0.000274833,0.13,0.36,NA,NA +ER2, N,3,2007,8,1,WET,30,126.23,2.103833333,0,82.45,0.000274833,0.1,0.29,NA,NA +ER2, N,3,2007,8,1,WET,32,126.23,2.103833333,0,82.45,0.000274833,0.1,0.29,0.075,0.028 +ER2, N,3,2007,8,1,WET,33.16,126.23,2.103833333,0,82.45,0.000274833,0.15,0.42,NA,NA +ER2, N,3,2007,8,1,WET,33.6,126.23,2.103833333,0,82.45,0.000274833,0.17,0.49,NA,NA +ER2, N,3,2007,8,1,WET,38,152.9,2.548333333,0,82.45,0.000274833,0.1,0.28,NA,NA +ER2, N,3,2007,8,1,WET,39,152.9,2.548333333,0,98.66,0.000328867,0.14,0.49,NA,NA +ER2, N,3,2007,8,1,WET,40,152.9,2.548333333,0,103.49,0.000344967,0.13,0.48,NA,NA +ER2, N,3,2007,8,1,WET,41,152.9,2.548333333,0,107.47,0.000358233,0.13,0.48,NA,NA +ER2, N,3,2007,8,1,WET,42,152.9,2.548333333,0,107.47,0.000358233,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,44,152.9,2.548333333,0,107.47,0.000358233,0.12,0.44,0.083,0.028 +ER2, N,3,2007,8,1,WET,45,152.9,2.548333333,0,107.47,0.000358233,0.22,0.81,NA,NA +ER2, N,3,2007,8,1,WET,45.3,152.9,2.548333333,0,107.47,0.000358233,0.18,0.68,NA,NA +ER2, N,3,2007,8,1,WET,49,179.57,2.992833333,0,107.47,0.000358233,0.12,0.45,NA,NA +ER2, N,3,2007,8,1,WET,50,179.57,2.992833333,0,125.57,0.000418567,0.22,0.93,NA,NA +ER2, N,3,2007,8,1,WET,51,179.57,2.992833333,0,125.57,0.000418567,0.14,0.61,NA,NA +ER2, N,3,2007,8,1,WET,52,179.57,2.992833333,0,125.57,0.000418567,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,53,179.57,2.992833333,0,125.57,0.000418567,0.13,0.57,0.093,0.03 +ER2, N,3,2007,8,1,WET,54,179.57,2.992833333,0,125.57,0.000418567,0.23,1,NA,NA +ER2, N,3,2007,8,1,WET,54.3,179.57,2.992833333,0,125.57,0.000418567,0.15,0.64,NA,NA +ER2, N,3,2007,8,1,WET,58,0,0,0,125.57,0.000418567,0.14,0.61,NA,NA +ER2, N,3,2007,8,1,WET,58.25,0,0,0,98.89,0.000329633,0.05,0.19,NA,NA +ER2, N,3,2007,8,1,WET,58.5,0,0,0,65.6,0.000218667,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,58.75,0,0,0,52.86,0.0001762,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,59,0,0,0,37.36,0.000124533,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,59.25,0,0,0,23.39,0.000077967,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,59.5,0,0,0,17.65,0.000058833,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,59.75,0,0,0,10.31,0.000034367,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,60,0,0,0,6.44,0.000021467,NA,NA,NA,NA +ER2, N,3,2007,8,1,WET,60.88,0,0,0,0,0,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,2.5,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,4,61.72,1.028666667,0,22.01,0.000073367,0.7,0.52,NA,NA +ER2, N,4,2007,8,1,DRY,5,61.72,1.028666667,0,32.2,0.000107333,0.5,0.55,NA,NA +ER2, N,4,2007,8,1,DRY,6,61.72,1.028666667,0,34.23,0.0001141,0.49,0.56,NA,NA +ER2, N,4,2007,8,1,DRY,10,61.72,1.028666667,0,36.48,0.0001216,0.33,0.41,NA,NA +ER2, N,4,2007,8,1,DRY,15,61.72,1.028666667,0,36.48,0.0001216,0.32,0.4,NA,NA +ER2, N,4,2007,8,1,DRY,20,61.72,1.028666667,0,36.48,0.0001216,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,25,61.72,1.028666667,0,36.48,0.0001216,0.25,0.31,NA,NA +ER2, N,4,2007,8,1,DRY,30,61.72,1.028666667,0,36.48,0.0001216,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,35,61.72,1.028666667,0,36.48,0.0001216,0.15,0.19,NA,NA +ER2, N,4,2007,8,1,DRY,40,61.72,1.028666667,0,36.48,0.0001216,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,45,0,0,0,36.48,0.0001216,0.13,0.16,NA,NA +ER2, N,4,2007,8,1,DRY,45.5,0,0,0,30.37,0.000101233,0.08,0.08,NA,NA +ER2, N,4,2007,8,1,DRY,46,0,0,0,13.68,0.0000456,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,46.25,0,0,0,7.63,0.000025433,NA,NA,NA,NA +ER2, N,4,2007,8,1,DRY,46.9,0,0,0,0,0,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,2.25,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,3,61.72,1.028666667,0,8.69,0.000028967,0.14,0.04,NA,NA +ER2, N,4,2007,8,1,WET,4,61.72,1.028666667,0,38.28,0.0001276,0.17,0.22,NA,NA +ER2, N,4,2007,8,1,WET,5,61.72,1.028666667,0,40.46,0.000134867,0.15,0.2,NA,NA +ER2, N,4,2007,8,1,WET,6,61.72,1.028666667,0,40.46,0.000134867,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,7,61.72,1.028666667,0,40.46,0.000134867,0.21,0.28,0.076,0.018 +ER2, N,4,2007,8,1,WET,8.25,61.72,1.028666667,0,40.12,0.000133733,0.23,0.31,NA,NA +ER2, N,4,2007,8,1,WET,9,61.72,1.028666667,0,40.12,0.000133733,0.26,0.36,NA,NA +ER2, N,4,2007,8,1,WET,12.5,61.72,1.028666667,0,40.12,0.000133733,0.2,0.27,NA,NA +ER2, N,4,2007,8,1,WET,13.5,61.72,1.028666667,0,40.12,0.000133733,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,14,103.63,1.727166667,0,40.12,0.000133733,0.18,0.24,NA,NA +ER2, N,4,2007,8,1,WET,15,103.63,1.727166667,0,70.5,0.000235,0.31,0.74,NA,NA +ER2, N,4,2007,8,1,WET,16,103.63,1.727166667,0,74.81,0.000249367,0.16,0.41,NA,NA +ER2, N,4,2007,8,1,WET,17,103.63,1.727166667,0,76.12,0.000253733,0.16,0.43,NA,NA +ER2, N,4,2007,8,1,WET,18,103.63,1.727166667,0,78.32,0.000261067,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,19,103.63,1.727166667,0,78.32,0.000261067,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,20,103.63,1.727166667,0,78.32,0.000261067,0.2,0.54,0.09,0.025 +ER2, N,4,2007,8,1,WET,20.9,103.63,1.727166667,0,78.32,0.000261067,0.33,0.88,NA,NA +ER2, N,4,2007,8,1,WET,21.33,103.63,1.727166667,0,78.32,0.000261067,0.39,1.04,NA,NA +ER2, N,4,2007,8,1,WET,23,103.63,1.727166667,0,78.32,0.000261067,0.29,0.76,NA,NA +ER2, N,4,2007,8,1,WET,25.5,103.63,1.727166667,0,78.32,0.000261067,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,26,126.23,2.103833333,0,78.32,0.000261067,0.26,0.69,NA,NA +ER2, N,4,2007,8,1,WET,27,126.23,2.103833333,0,99.79,0.000332633,0.24,0.83,NA,NA +ER2, N,4,2007,8,1,WET,28,126.23,2.103833333,0,103.25,0.000344167,NA,NA,NA,NA +ER2, 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N,4,2007,8,1,WET,41.5,152.9,2.548333333,0,125.48,0.000418267,0.35,1.51,NA,NA +ER2, N,4,2007,8,1,WET,42.5,152.9,2.548333333,0,125.48,0.000418267,0.3,1.31,NA,NA +ER2, N,4,2007,8,1,WET,43,179.57,2.992833333,0,125.48,0.000418267,0.26,1.11,NA,NA +ER2, N,4,2007,8,1,WET,44,179.57,2.992833333,0,142.88,0.000476267,0.31,1.5,NA,NA +ER2, N,4,2007,8,1,WET,45,179.57,2.992833333,0,142.88,0.000476267,0.23,1.14,NA,NA +ER2, N,4,2007,8,1,WET,46,179.57,2.992833333,0,142.88,0.000476267,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,47,179.57,2.992833333,0,142.88,0.000476267,0.3,1.48,0.11,0.033 +ER2, N,4,2007,8,1,WET,47.5,179.57,2.992833333,0,142.88,0.000476267,0.42,2.06,NA,NA +ER2, N,4,2007,8,1,WET,48.17,179.57,2.992833333,0,142.88,0.000476267,0.4,1.93,NA,NA +ER2, N,4,2007,8,1,WET,49.5,179.57,2.992833333,0,142.88,0.000476267,0.32,1.56,NA,NA +ER2, N,4,2007,8,1,WET,52,179.57,2.992833333,0,142.88,0.000476267,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,52.5,0,0,0,142.88,0.000476267,0.35,1.73,NA,NA +ER2, N,4,2007,8,1,WET,52.75,0,0,0,108.77,0.000362567,0.09,0.34,NA,NA +ER2, N,4,2007,8,1,WET,53,0,0,0,84.17,0.000280567,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,53.25,0,0,0,63.84,0.0002128,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,53.5,0,0,0,40.46,0.000134867,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,53.75,0,0,0,22.95,0.0000765,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,54,0,0,0,15.47,0.000051567,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,54.25,0,0,0,7.63,0.000025433,NA,NA,NA,NA +ER2, N,4,2007,8,1,WET,55.15,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,1,2007,6,12,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER4S, N,1,2007,6,12,DRY,3.75,61.72,1.028666667,0,0,0,NA,NA,NA,NA +ER4S, N,1,2007,6,12,DRY,5.75,61.72,1.028666667,0,26.01,0.0000867,NA,NA,NA,NA +ER4S, N,1,2007,6,12,DRY,10,61.72,1.028666667,0,29.15,0.000097167,NA,NA,NA,NA +ER4S, N,1,2007,6,12,DRY,13,61.72,1.028666667,0,31.18,0.000103933,0.11,0.12,NA,NA +ER4S, N,1,2007,6,12,DRY,15,61.72,1.028666667,0,31.18,0.000103933,0.12,0.13,NA,NA +ER4S, 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N,1,2007,8,7,WET,93,0,0,0,144.01,0.000480033,0.17,0.87,NA,NA +K2, N,1,2007,8,7,WET,93.25,0,0,0,120.42,0.0004014,0.07,0.29,NA,NA +K2, N,1,2007,8,7,WET,93.5,0,0,0,102.01,0.000340033,NA,NA,NA,NA +K2, N,1,2007,8,7,WET,93.75,0,0,0,74.15,0.000247167,NA,NA,NA,NA +K2, N,1,2007,8,7,WET,94,0,0,0,45.32,0.000151067,NA,NA,NA,NA +K2, N,1,2007,8,7,WET,94.25,0,0,0,31.43,0.000104767,NA,NA,NA,NA +K2, N,1,2007,8,7,WET,94.5,0,0,0,19.69,0.000065633,NA,NA,NA,NA +K2, N,1,2007,8,7,WET,94.75,0,0,0,13.14,0.0000438,NA,NA,NA,NA +K2, N,1,2007,8,7,WET,95,0,0,0,7.97,0.000026567,NA,NA,NA,NA +K2, N,1,2007,8,7,WET,96.75,0,0,0,0,0,NA,NA,NA,NA +K2, N,2,2007,8,7,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +K2, N,2,2007,8,7,WET,2.18,61.72,1.028666667,0,0,0,NA,NA,NA,NA +K2, N,2,2007,8,7,WET,3,61.72,1.028666667,0,16.7,0.000055667,1.57,0.88,NA,NA +K2, N,2,2007,8,7,WET,4,61.72,1.028666667,0,40.86,0.0001362,0.81,1.12,NA,NA +K2, N,2,2007,8,7,WET,5,61.72,1.028666667,0,38.41,0.000128033,0.84,1.09,NA,NA +K2, 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N,4,2007,8,8,WET,42.75,126.23,2.103833333,0,0,0,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,43.65,126.23,2.103833333,0,0,0,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,44.25,126.23,2.103833333,0,105.59,0.000351967,0.37,1.33,0.142,0.032 +K2, N,4,2007,8,8,WET,44.75,126.23,2.103833333,0,119.07,0.0003969,0.31,1.25,NA,NA +K2, N,4,2007,8,8,WET,45.75,126.23,2.103833333,0,123.8,0.000412667,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,46.75,126.23,2.103833333,0,126.83,0.000422767,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,47.75,126.23,2.103833333,0,126.83,0.000422767,NA,NA,0.143,0.034 +K2, N,4,2007,8,8,WET,49.75,126.23,2.103833333,0,126.83,0.000422767,0.3,1.3,NA,NA +K2, N,4,2007,8,8,WET,50.7,126.23,2.103833333,0,126.83,0.000422767,0.33,1.44,NA,NA +K2, N,4,2007,8,8,WET,51.25,126.23,2.103833333,0,126.83,0.000422767,0.29,1.24,NA,NA +K2, N,4,2007,8,8,WET,52.25,126.23,2.103833333,0,126.83,0.000422767,0.31,1.36,0.137,0.035 +K2, N,4,2007,8,8,WET,54,126.23,2.103833333,0,126.83,0.000422767,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,54.25,126.23,2.103833333,0,126.83,0.000422767,0.29,1.28,NA,NA +K2, N,4,2007,8,8,WET,55.65,126.23,2.103833333,0,126.83,0.000422767,0.32,1.38,NA,NA +K2, N,4,2007,8,8,WET,58.5,126.23,2.103833333,0,126.83,0.000422767,0.27,1.2,NA,NA +K2, N,4,2007,8,8,WET,59.75,126.23,2.103833333,0,126.83,0.000422767,0.38,1.65,NA,NA +K2, N,4,2007,8,8,WET,62.75,126.23,2.103833333,0,126.83,0.000422767,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,66.75,126.23,2.103833333,0,126.83,0.000422767,0.3,1.28,NA,NA +K2, N,4,2007,8,8,WET,67.75,152.9,2.548333333,0,126.83,0.000422767,0.39,1.68,0.153,0.041 +K2, N,4,2007,8,8,WET,68.75,152.9,2.548333333,0,138.74,0.000462467,0.31,1.49,NA,NA +K2, N,4,2007,8,8,WET,69.75,152.9,2.548333333,0,151.38,0.0005046,0.29,1.51,NA,NA +K2, N,4,2007,8,8,WET,73.75,152.9,2.548333333,0,151.38,0.0005046,0.33,1.7,NA,NA +K2, N,4,2007,8,8,WET,74.5,152.9,2.548333333,0,151.38,0.0005046,0.39,2,NA,NA +K2, N,4,2007,8,8,WET,75,152.9,2.548333333,0,151.38,0.0005046,0.31,1.61,NA,NA +K2, N,4,2007,8,8,WET,75.75,152.9,2.548333333,0,151.38,0.0005046,0.34,1.76,0.16,0.04 +K2, N,4,2007,8,8,WET,77.75,179.57,2.992833333,0,151.38,0.0005046,0.36,1.84,NA,NA +K2, N,4,2007,8,8,WET,78.75,179.57,2.992833333,0,172.84,0.000576133,0.33,1.95,NA,NA +K2, N,4,2007,8,8,WET,79.75,179.57,2.992833333,0,176.92,0.000589733,0.31,1.9,NA,NA +K2, N,4,2007,8,8,WET,80.75,179.57,2.992833333,0,176.92,0.000589733,NA,NA,0.167,0.04 +K2, N,4,2007,8,8,WET,82.25,179.57,2.992833333,0,176.92,0.000589733,0.29,1.78,NA,NA +K2, N,4,2007,8,8,WET,84,179.57,2.992833333,0,176.92,0.000589733,0.39,2.36,NA,NA +K2, N,4,2007,8,8,WET,84.5,179.57,2.992833333,0,176.92,0.000589733,0.37,2.21,NA,NA +K2, N,4,2007,8,8,WET,85.25,179.57,2.992833333,0,176.92,0.000589733,0.3,1.82,0.166,0.039 +K2, N,4,2007,8,8,WET,86.75,179.57,2.992833333,0,176.92,0.000589733,0.3,1.84,NA,NA +K2, N,4,2007,8,8,WET,88,179.57,2.992833333,0,176.92,0.000589733,0.37,2.23,NA,NA +K2, N,4,2007,8,8,WET,90.75,179.57,2.992833333,0,176.92,0.000589733,0.23,1.43,NA,NA +K2, N,4,2007,8,8,WET,91.75,179.57,2.992833333,0,176.92,0.000589733,0.37,2.27,NA,NA +K2, N,4,2007,8,8,WET,94.75,0,0,0,176.92,0.000589733,0.31,1.86,NA,NA +K2, N,4,2007,8,8,WET,95,0,0,0,146.21,0.000487367,0.11,0.56,NA,NA +K2, N,4,2007,8,8,WET,95.25,0,0,0,100.03,0.000333433,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,95.75,0,0,0,47.27,0.000157567,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,96.25,0,0,0,15.05,0.000050167,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,96.75,0,0,0,5.56,0.000018533,NA,NA,NA,NA +K2, N,4,2007,8,8,WET,97.81,0,0,0,0,0,NA,NA,NA,NA +LH1, N,3,2007,7,17,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,3,2007,7,17,DRY,5.2,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,3,2007,7,17,DRY,10.5,61.72,1.028666667,0,7.71,0.0000257,NA,NA,NA,NA +LH1, N,3,2007,7,17,DRY,15,61.72,1.028666667,0,7.71,0.0000257,1.03,0.27,NA,NA +LH1, N,3,2007,7,17,DRY,20,61.72,1.028666667,0,6.27,0.0000209,0.98,0.2,NA,NA +LH1, N,3,2007,7,17,DRY,25,61.72,1.028666667,0,5.31,0.0000177,NA,NA,NA,NA +LH1, N,3,2007,7,17,DRY,32,61.72,1.028666667,0,6.11,0.000020367,NA,NA,NA,NA +LH1, N,3,2007,7,17,DRY,40,61.72,1.028666667,0,5.63,0.000018767,1.28,0.24,NA,NA +LH1, N,3,2007,7,17,DRY,45,0,0,0,5.63,0.000018767,NA,NA,NA,NA +LH1, N,3,2007,7,17,DRY,45.86,0,0,0,0,0,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,2.3,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,4,61.72,1.028666667,0,6.11,0.000020367,0.54,0.11,NA,NA +LH1, N,3,2007,7,17,WET,5,61.72,1.028666667,0,8.78,0.000029267,0.93,0.27,NA,NA +LH1, N,3,2007,7,17,WET,6,61.72,1.028666667,0,11.72,0.000039067,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,7,61.72,1.028666667,0,11.72,0.000039067,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,9,61.72,1.028666667,0,15.33,0.0000511,0.68,0.35,NA,NA +LH1, N,3,2007,7,17,WET,11,61.72,1.028666667,0,15.33,0.0000511,0.43,0.22,NA,NA +LH1, N,3,2007,7,17,WET,13,61.72,1.028666667,0,15.33,0.0000511,0.41,0.21,0.039,0.011 +LH1, N,3,2007,7,17,WET,16,61.72,1.028666667,0,14.06,0.000046867,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,20.5,61.72,1.028666667,0,14.06,0.000046867,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,21,103.63,1.727166667,0,11.52,0.0000384,0.54,0.21,NA,NA +LH1, N,3,2007,7,17,WET,22,103.63,1.727166667,0,30.22,0.000100733,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,23,103.63,1.727166667,0,43.05,0.0001435,0.8,1.17,NA,NA +LH1, N,3,2007,7,17,WET,24,103.63,1.727166667,0,49.03,0.000163433,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,25,103.63,1.727166667,0,49.03,0.000163433,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,27,103.63,1.727166667,0,52.12,0.000173733,0.74,1.31,0.047,NA +LH1, N,3,2007,7,17,WET,29,103.63,1.727166667,0,46.16,0.000153867,0.72,1.13,NA,NA +LH1, N,3,2007,7,17,WET,34,103.63,1.727166667,0,46.16,0.000153867,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,35.5,103.63,1.727166667,0,46.16,0.000153867,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,36,126.23,2.103833333,0,46.16,0.000153867,0.55,0.87,NA,NA +LH1, N,3,2007,7,17,WET,37,126.23,2.103833333,0,51.65,0.000172167,0.74,1.29,NA,NA +LH1, N,3,2007,7,17,WET,38,126.23,2.103833333,0,58.44,0.0001948,0.74,1.47,NA,NA +LH1, N,3,2007,7,17,WET,39,126.23,2.103833333,0,61.04,0.000203467,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,40,126.23,2.103833333,0,61.04,0.000203467,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,42,126.23,2.103833333,0,61.04,0.000203467,0.84,1.75,0.077,0.017 +LH1, N,3,2007,7,17,WET,44,126.23,2.103833333,0,61.04,0.000203467,1.15,2.38,NA,NA +LH1, N,3,2007,7,17,WET,47.75,126.23,2.103833333,0,61.04,0.000203467,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,48,152.9,2.548333333,0,61.04,0.000203467,0.62,1.28,NA,NA +LH1, N,3,2007,7,17,WET,49,152.9,2.548333333,0,69.86,0.000232867,1.04,2.46,NA,NA +LH1, N,3,2007,7,17,WET,50,152.9,2.548333333,0,71.74,0.000239133,0.65,1.6,NA,NA +LH1, N,3,2007,7,17,WET,51,152.9,2.548333333,0,73.46,0.000244867,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,52,152.9,2.548333333,0,73.46,0.000244867,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,53,152.9,2.548333333,0,84.74,0.000282467,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,54.25,152.9,2.548333333,0,84.74,0.000282467,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,56,152.9,2.548333333,0,84.74,0.000282467,1.01,2.92,0.104,0.021 +LH1, N,3,2007,7,17,WET,58,152.9,2.548333333,0,84.74,0.000282467,0.88,2.53,NA,NA +LH1, N,3,2007,7,17,WET,60,152.9,2.548333333,0,80.45,0.000268167,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,62.5,152.9,2.548333333,0,80.45,0.000268167,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,63,179.57,2.992833333,0,80.45,0.000268167,0.7,1.91,NA,NA +LH1, N,3,2007,7,17,WET,64,179.57,2.992833333,0,92.04,0.0003068,1.02,3.18,NA,NA +LH1, N,3,2007,7,17,WET,65,179.57,2.992833333,0,92.04,0.0003068,0.69,2.15,NA,NA +LH1, N,3,2007,7,17,WET,66,179.57,2.992833333,0,98.19,0.0003273,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,67,179.57,2.992833333,0,98.19,0.0003273,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,70,179.57,2.992833333,0,98.19,0.0003273,0.68,2.28,NA,NA +LH1, N,3,2007,7,17,WET,70.5,179.57,2.992833333,0,98.19,0.0003273,NA,NA,0.104,0.025 +LH1, N,3,2007,7,17,WET,76,179.57,2.992833333,0,98.19,0.0003273,1.01,3.38,NA,NA +LH1, N,3,2007,7,17,WET,76.5,179.57,2.992833333,0,98.19,0.0003273,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,77,0,0,0,98.19,0.0003273,0.54,1.81,NA,NA +LH1, N,3,2007,7,17,WET,77.5,0,0,0,56.36,0.000187867,0.58,1.12,NA,NA +LH1, N,3,2007,7,17,WET,78,0,0,0,31.55,0.000105167,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,78.25,0,0,0,11.42,0.000038067,NA,NA,NA,NA +LH1, N,3,2007,7,17,WET,79.06,0,0,0,0,0,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,12.75,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,14,61.72,1.028666667,0,1.91,0.000006367,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,16,61.72,1.028666667,0,3.28,0.000010933,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,20,61.72,1.028666667,0,3.28,0.000010933,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,25,61.72,1.028666667,0,3.28,0.000010933,0.43,0.04,NA,NA +LH1, N,4,2007,7,17,DRY,30,61.72,1.028666667,0,3.28,0.000010933,0.61,0.06,NA,NA +LH1, N,4,2007,7,17,DRY,35,61.72,1.028666667,0,4.33,0.000014433,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,40,61.72,1.028666667,0,2.26,0.000007533,0.24,0.01,NA,NA +LH1, N,4,2007,7,17,DRY,45,0,0,0,4.33,0.000014433,NA,NA,NA,NA +LH1, N,4,2007,7,17,DRY,45.67,0,0,0,0,0,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,2.6,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,4,61.72,1.028666667,0,5.31,0.0000177,0.84,0.15,NA,NA +LH1, N,4,2007,7,17,WET,6,61.72,1.028666667,0,6.03,0.0000201,0.78,0.15,NA,NA +LH1, N,4,2007,7,17,WET,7,61.72,1.028666667,0,8.69,0.000028967,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,8,61.72,1.028666667,0,9.05,0.000030167,0.62,0.19,NA,NA +LH1, N,4,2007,7,17,WET,9,61.72,1.028666667,0,9.05,0.000030167,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,11,61.72,1.028666667,0,9.05,0.000030167,0.21,0.06,NA,NA +LH1, N,4,2007,7,17,WET,12,61.72,1.028666667,0,9.05,0.000030167,NA,NA,0.032,NA +LH1, N,4,2007,7,17,WET,14,61.72,1.028666667,0,9.05,0.000030167,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,15,103.63,1.727166667,0,9.05,0.000030167,0.7,0.21,NA,NA +LH1, N,4,2007,7,17,WET,16,103.63,1.727166667,0,23.24,0.000077467,0.43,0.33,NA,NA +LH1, N,4,2007,7,17,WET,17,103.63,1.727166667,0,31.95,0.0001065,0.44,0.47,NA,NA +LH1, N,4,2007,7,17,WET,18,103.63,1.727166667,0,40.14,0.0001338,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,19,103.63,1.727166667,0,40.14,0.0001338,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,21,103.63,1.727166667,0,40.14,0.0001338,0.23,0.32,0.081,0.023 +LH1, N,4,2007,7,17,WET,23,103.63,1.727166667,0,40.14,0.0001338,0.2,0.28,NA,NA +LH1, N,4,2007,7,17,WET,25.25,103.63,1.727166667,0,40.14,0.0001338,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,27,126.23,2.103833333,0,40.14,0.0001338,0.2,0.27,NA,NA +LH1, N,4,2007,7,17,WET,28,126.23,2.103833333,0,54.46,0.000181533,0.3,0.55,NA,NA +LH1, N,4,2007,7,17,WET,29,126.23,2.103833333,0,59.41,0.000198033,0.33,0.67,NA,NA +LH1, N,4,2007,7,17,WET,30,126.23,2.103833333,0,59.41,0.000198033,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,32,126.23,2.103833333,0,62.67,0.0002089,0.5,1.06,NA,NA +LH1, N,4,2007,7,17,WET,34,126.23,2.103833333,0,62.67,0.0002089,0.25,0.54,NA,NA +LH1, N,4,2007,7,17,WET,35,126.23,2.103833333,0,62.67,0.0002089,0.26,0.55,NA,NA +LH1, N,4,2007,7,17,WET,36.5,126.23,2.103833333,0,62.67,0.0002089,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,37,152.9,2.548333333,0,62.67,0.0002089,0.26,0.56,NA,NA +LH1, N,4,2007,7,17,WET,38,152.9,2.548333333,0,82.23,0.0002741,0.28,0.8,NA,NA +LH1, N,4,2007,7,17,WET,39,152.9,2.548333333,0,89.28,0.0002976,0.3,0.93,NA,NA +LH1, N,4,2007,7,17,WET,40,152.9,2.548333333,0,89.28,0.0002976,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,42,152.9,2.548333333,0,89.28,0.0002976,0.35,1.05,0.154,0.036 +LH1, N,4,2007,7,17,WET,44,152.9,2.548333333,0,89.28,0.0002976,0.29,0.88,NA,NA +LH1, N,4,2007,7,17,WET,45.5,152.9,2.548333333,0,89.28,0.0002976,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,46,179.57,2.992833333,0,89.28,0.0002976,0.29,0.88,NA,NA +LH1, N,4,2007,7,17,WET,47,179.57,2.992833333,0,108.71,0.000362367,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,48,179.57,2.992833333,0,108.71,0.000362367,0.36,1.34,NA,NA +LH1, N,4,2007,7,17,WET,49,179.57,2.992833333,0,110.47,0.000368233,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,50,179.57,2.992833333,0,110.47,0.000368233,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,52,179.57,2.992833333,0,108.71,0.000362367,0.25,0.93,NA,NA +LH1, N,4,2007,7,17,WET,53,179.57,2.992833333,0,119.55,0.0003985,0.42,1.7,NA,NA +LH1, N,4,2007,7,17,WET,54,179.57,2.992833333,0,119.55,0.0003985,0.33,1.34,NA,NA +LH1, N,4,2007,7,17,WET,55,179.57,2.992833333,0,114.39,0.0003813,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,56,179.57,2.992833333,0,114.39,0.0003813,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,56.5,179.57,2.992833333,0,114.39,0.0003813,NA,NA,0.184,0.037 +LH1, N,4,2007,7,17,WET,57,0,0,0,114.39,0.0003813,0.24,0.93,NA,NA +LH1, N,4,2007,7,17,WET,57.5,0,0,0,62.67,0.0002089,0.4,0.86,NA,NA +LH1, N,4,2007,7,17,WET,57.75,0,0,0,49.34,0.000164467,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,58,0,0,0,23.61,0.0000787,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,58.25,0,0,0,15.01,0.000050033,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,58.5,0,0,0,7.54,0.000025133,NA,NA,NA,NA +LH1, N,4,2007,7,17,WET,59.45,0,0,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,5.33,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,8,61.72,1.028666667,0,2.02,0.000006733,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,10,61.72,1.028666667,0,8.33,0.000027767,1.62,0.45,NA,NA +LH1, N,5,2007,7,18,DRY,12,61.72,1.028666667,0,9.51,0.0000317,1.56,0.5,NA,NA +LH1, N,5,2007,7,18,DRY,15,61.72,1.028666667,0,12.21,0.0000407,1.05,0.43,NA,NA +LH1, N,5,2007,7,18,DRY,20,61.72,1.028666667,0,13.23,0.0000441,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,25,61.72,1.028666667,0,13.23,0.0000441,0.79,0.35,NA,NA +LH1, N,5,2007,7,18,DRY,30,61.72,1.028666667,0,13.23,0.0000441,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,35,61.72,1.028666667,0,13.23,0.0000441,0.56,0.25,NA,NA +LH1, N,5,2007,7,18,DRY,40,61.72,1.028666667,0,13.23,0.0000441,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,45,0,0,0,13.23,0.0000441,0.34,0.15,NA,NA +LH1, N,5,2007,7,18,DRY,45.25,0,0,0,11.62,0.000038733,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,45.5,0,0,0,8.15,0.000027167,NA,NA,NA,NA +LH1, N,5,2007,7,18,DRY,46.33,0,0,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,2.28,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,3,61.72,1.028666667,0,3.48,0.0000116,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,4,61.72,1.028666667,0,15.98,0.000053267,0.72,0.39,NA,NA +LH1, N,5,2007,7,18,WET,5,61.72,1.028666667,0,26.85,0.0000895,0.54,0.49,NA,NA +LH1, N,5,2007,7,18,WET,6,61.72,1.028666667,0,29.17,0.000097233,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,7,61.72,1.028666667,0,32.49,0.0001083,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,8,61.72,1.028666667,0,34.53,0.0001151,0.46,0.54,NA,NA +LH1, N,5,2007,7,18,WET,9,61.72,1.028666667,0,34.94,0.000116467,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,11,61.72,1.028666667,0,34.94,0.000116467,0.36,0.43,NA,NA +LH1, N,5,2007,7,18,WET,13,61.72,1.028666667,0,34.94,0.000116467,0.41,0.48,0.09,0.015 +LH1, N,5,2007,7,18,WET,14.5,61.72,1.028666667,0,34.94,0.000116467,0.41,0.49,NA,NA +LH1, N,5,2007,7,18,WET,22.5,61.72,1.028666667,0,34.94,0.000116467,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,23,103.63,1.727166667,0,31.95,0.0001065,0.3,0.32,NA,NA +LH1, N,5,2007,7,18,WET,24,103.63,1.727166667,0,41.44,0.000138133,0.72,1.01,NA,NA +LH1, N,5,2007,7,18,WET,25,103.63,1.727166667,0,51.65,0.000172167,0.7,1.23,NA,NA +LH1, N,5,2007,7,18,WET,26,103.63,1.727166667,0,60.06,0.0002002,0.82,1.68,NA,NA +LH1, N,5,2007,7,18,WET,27,103.63,1.727166667,0,60.06,0.0002002,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,29,103.63,1.727166667,0,60.06,0.0002002,0.65,1.34,0.113,0.017 +LH1, N,5,2007,7,18,WET,31,103.63,1.727166667,0,53.83,0.000179433,0.6,1.1,NA,NA +LH1, N,5,2007,7,18,WET,32,103.63,1.727166667,0,56.84,0.000189467,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,35,103.63,1.727166667,0,56.84,0.000189467,0.65,1.26,NA,NA +LH1, N,5,2007,7,18,WET,35.5,0,0,0,56.84,0.000189467,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,35.75,0,0,0,35.77,0.000119233,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,36,0,0,0,26.85,0.0000895,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,36.5,0,0,0,10.74,0.0000358,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,37.7,0,0,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,38.5,126.23,2.103833333,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,39.23,126.23,2.103833333,0,0,0,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,40,126.23,2.103833333,0,32.49,0.0001083,0.7,0.77,NA,NA +LH1, N,5,2007,7,18,WET,41,126.23,2.103833333,0,68.68,0.000228933,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,42,126.23,2.103833333,0,68.68,0.000228933,0.59,1.38,NA,NA +LH1, N,5,2007,7,18,WET,44,126.23,2.103833333,0,68.68,0.000228933,0.55,1.28,0.15,0.025 +LH1, N,5,2007,7,18,WET,46.5,126.23,2.103833333,0,68.68,0.000228933,0.54,1.26,NA,NA +LH1, N,5,2007,7,18,WET,49.75,126.23,2.103833333,0,68.68,0.000228933,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,50,152.9,2.548333333,0,68.68,0.000228933,0.4,0.94,NA,NA +LH1, N,5,2007,7,18,WET,51,152.9,2.548333333,0,82.95,0.0002765,0.6,1.7,NA,NA +LH1, N,5,2007,7,18,WET,52,152.9,2.548333333,0,85.46,0.000284867,0.55,1.6,NA,NA +LH1, N,5,2007,7,18,WET,53,152.9,2.548333333,0,85.46,0.000284867,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,55,152.9,2.548333333,0,85.46,0.000284867,0.58,1.69,0.167,0.028 +LH1, N,5,2007,7,18,WET,56,152.9,2.548333333,0,85.46,0.000284867,0.43,1.24,NA,NA +LH1, N,5,2007,7,18,WET,60.5,152.9,2.548333333,0,85.46,0.000284867,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,61,179.57,2.992833333,0,85.46,0.000284867,0.39,1.15,NA,NA +LH1, N,5,2007,7,18,WET,62,179.57,2.992833333,0,98.76,0.0003292,0.57,1.91,NA,NA +LH1, N,5,2007,7,18,WET,63,179.57,2.992833333,0,98.76,0.0003292,0.44,1.47,NA,NA +LH1, N,5,2007,7,18,WET,65,179.57,2.992833333,0,98.76,0.0003292,0.47,1.59,0.189,0.031 +LH1, N,5,2007,7,18,WET,66.75,179.57,2.992833333,0,98.76,0.0003292,0.36,1.22,NA,NA +LH1, N,5,2007,7,18,WET,69,179.57,2.992833333,0,98.76,0.0003292,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,69.5,0,0,0,98.76,0.0003292,0.41,1.39,NA,NA +LH1, N,5,2007,7,18,WET,70.06,0,0,0,59.25,0.0001975,0.25,0.5,NA,NA +LH1, N,5,2007,7,18,WET,70.25,0,0,0,41.59,0.000138633,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,70.5,0,0,0,29.17,0.000097233,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,70.75,0,0,0,18.99,0.0000633,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,71,0,0,0,11.92,0.000039733,NA,NA,NA,NA +LH1, N,5,2007,7,18,WET,72.34,0,0,0,0,0,NA,NA,NA,NA +LH1, N,6,2007,7,18,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,6,2007,7,18,DRY,25.33,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,6,2007,7,18,DRY,28,61.72,1.028666667,0,0.2,0.000000667,NA,NA,NA,NA +LH1, N,6,2007,7,18,DRY,33,61.72,1.028666667,0,2.63,0.000008767,NA,NA,NA,NA +LH1, N,6,2007,7,18,DRY,35,61.72,1.028666667,0,3.48,0.0000116,0.3,0.03,NA,NA +LH1, N,6,2007,7,18,DRY,40,61.72,1.028666667,0,3.48,0.0000116,1.29,0.15,NA,NA +LH1, N,6,2007,7,18,DRY,45,0,0,0,3.97,0.000013233,0.39,0.05,NA,NA +LH1, N,6,2007,7,18,DRY,45.67,0,0,0,0,0,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,4.2,61.72,1.028666667,0,0,0,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,5,61.72,1.028666667,0,9.6,0.000032,1.72,0.56,NA,NA +LH1, N,6,2007,7,18,WET,6,61.72,1.028666667,0,12.02,0.000040067,0.98,0.4,NA,NA +LH1, N,6,2007,7,18,WET,8,61.72,1.028666667,0,13.13,0.000043767,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,9,61.72,1.028666667,0,15.44,0.000051467,0.26,0.14,NA,NA +LH1, N,6,2007,7,18,WET,10,61.72,1.028666667,0,16.3,0.000054333,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,11,61.72,1.028666667,0,16.3,0.000054333,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,12,61.72,1.028666667,0,16.3,0.000054333,0.34,0.19,0.055,0.02 +LH1, N,6,2007,7,18,WET,14,61.72,1.028666667,0,16.3,0.000054333,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,17.5,61.72,1.028666667,0,16.3,0.000054333,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,18,103.63,1.727166667,0,16.3,0.000054333,0.3,0.17,NA,NA +LH1, N,6,2007,7,18,WET,19,103.63,1.727166667,0,31.55,0.000105167,0.38,0.41,NA,NA +LH1, N,6,2007,7,18,WET,20,103.63,1.727166667,0,46.61,0.000155367,0.42,0.67,NA,NA +LH1, N,6,2007,7,18,WET,21,103.63,1.727166667,0,46.61,0.000155367,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,23,103.63,1.727166667,0,49.19,0.000163967,0.29,0.49,0.074,0.022 +LH1, N,6,2007,7,18,WET,25,103.63,1.727166667,0,49.19,0.000163967,0.19,0.31,NA,NA +LH1, N,6,2007,7,18,WET,27.5,103.63,1.727166667,0,49.19,0.000163967,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,28,126.23,2.103833333,0,49.19,0.000163967,0.24,0.4,NA,NA +LH1, N,6,2007,7,18,WET,29,126.23,2.103833333,0,55.57,0.000185233,0.24,0.45,NA,NA +LH1, N,6,2007,7,18,WET,30,126.23,2.103833333,0,62.84,0.000209467,0.43,0.92,NA,NA +LH1, N,6,2007,7,18,WET,31,126.23,2.103833333,0,64.82,0.000216067,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,32,126.23,2.103833333,0,64.82,0.000216067,0.31,0.69,NA,NA +LH1, N,6,2007,7,18,WET,33,126.23,2.103833333,0,64.82,0.000216067,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,34,126.23,2.103833333,0,64.82,0.000216067,0.36,0.78,0.102,0.026 +LH1, N,6,2007,7,18,WET,35.5,126.23,2.103833333,0,64.82,0.000216067,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,38.5,126.23,2.103833333,0,64.82,0.000216067,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,39,152.9,2.548333333,0,64.82,0.000216067,0.28,0.62,NA,NA +LH1, N,6,2007,7,18,WET,40,152.9,2.548333333,0,79.92,0.0002664,0.48,1.31,NA,NA +LH1, N,6,2007,7,18,WET,41,152.9,2.548333333,0,83.48,0.000278267,0.34,0.97,NA,NA +LH1, N,6,2007,7,18,WET,42,152.9,2.548333333,0,83.48,0.000278267,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,44,152.9,2.548333333,0,83.48,0.000278267,0.29,0.83,0.11,0.027 +LH1, N,6,2007,7,18,WET,45,152.9,2.548333333,0,83.48,0.000278267,0.26,0.75,NA,NA +LH1, N,6,2007,7,18,WET,48.66,152.9,2.548333333,0,83.48,0.000278267,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,49,179.57,2.992833333,0,83.48,0.000278267,0.31,0.88,NA,NA +LH1, N,6,2007,7,18,WET,50,179.57,2.992833333,0,93.52,0.000311733,0.28,0.91,NA,NA +LH1, N,6,2007,7,18,WET,51,179.57,2.992833333,0,98,0.000326667,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,52,179.57,2.992833333,0,98,0.000326667,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,53,179.57,2.992833333,0,98,0.000326667,0.27,0.91,0.124,0.031 +LH1, N,6,2007,7,18,WET,54,179.57,2.992833333,0,98,0.000326667,0.32,1.06,NA,NA +LH1, N,6,2007,7,18,WET,56.83,179.57,2.992833333,0,98,0.000326667,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,57,0,0,0,98,0.000326667,0.21,0.71,NA,NA +LH1, N,6,2007,7,18,WET,57.25,0,0,0,75.01,0.000250033,0.12,0.3,NA,NA +LH1, N,6,2007,7,18,WET,57.5,0,0,0,63.33,0.0002111,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,57.75,0,0,0,45.71,0.000152367,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,58,0,0,0,27.49,0.000091633,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,58.25,0,0,0,14.06,0.000046867,NA,NA,NA,NA +LH1, N,6,2007,7,18,WET,59.25,0,0,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,DRY,45,0,0,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,3.5,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,5,61.72,1.028666667,0,1.57,0.000005233,0.28,0.01,NA,NA +Ta,B ,1,2007,6,19,WET,7,61.72,1.028666667,0,4.8,0.000016,0.3,0.04,NA,NA +Ta,B ,1,2007,6,19,WET,9,61.72,1.028666667,0,11.36,0.000037867,0.3,0.11,NA,NA +Ta,B ,1,2007,6,19,WET,10,61.72,1.028666667,0,11.36,0.000037867,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,12,61.72,1.028666667,0,16.59,0.0000553,0.25,0.14,NA,NA +Ta,B ,1,2007,6,19,WET,14,61.72,1.028666667,0,18.97,0.000063233,0.3,0.19,NA,NA +Ta,B ,1,2007,6,19,WET,15,61.72,1.028666667,0,18.97,0.000063233,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,17,0,0,0,16.17,0.0000539,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,17.5,0,0,0,9.8,0.000032667,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,18,0,0,0,5.82,0.0000194,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,19.5,0,0,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,28,103.63,1.727166667,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,30,103.63,1.727166667,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,31,103.63,1.727166667,0,15.97,0.000053233,0.75,0.4,NA,NA +Ta,B ,1,2007,6,19,WET,32,103.63,1.727166667,0,34.43,0.000114767,1.16,1.35,NA,NA +Ta,B ,1,2007,6,19,WET,33,103.63,1.727166667,0,45.95,0.000153167,0.74,1.15,NA,NA +Ta,B ,1,2007,6,19,WET,34,103.63,1.727166667,0,45.95,0.000153167,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,36,103.63,1.727166667,0,49.94,0.000166467,0.37,0.63,NA,NA +Ta,B ,1,2007,6,19,WET,38,103.63,1.727166667,0,49.94,0.000166467,0.44,0.75,NA,NA +Ta,B ,1,2007,6,19,WET,39,103.63,1.727166667,0,49.94,0.000166467,NA,NA,0.062,0.02 +Ta,B ,1,2007,6,19,WET,41,103.63,1.727166667,0,49.94,0.000166467,0.27,0.45,NA,NA +Ta,B ,1,2007,6,19,WET,44,103.63,1.727166667,0,49.94,0.000166467,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,45,126.23,2.103833333,0,49.94,0.000166467,0.19,0.32,NA,NA +Ta,B ,1,2007,6,19,WET,46,126.23,2.103833333,0,60.18,0.0002006,0.26,0.54,NA,NA +Ta,B ,1,2007,6,19,WET,47,126.23,2.103833333,0,61.84,0.000206133,0.24,0.51,NA,NA +Ta,B ,1,2007,6,19,WET,48,126.23,2.103833333,0,61.84,0.000206133,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,50,126.23,2.103833333,0,65.03,0.000216767,0.24,0.53,NA,NA +Ta,B ,1,2007,6,19,WET,52,126.23,2.103833333,0,65.03,0.000216767,0.27,0.6,NA,NA +Ta,B ,1,2007,6,19,WET,53,126.23,2.103833333,0,65.03,0.000216767,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,58.75,0,0,0,39.78,0.0001326,0.07,0.09,NA,NA +Ta,B ,1,2007,6,19,WET,59.5,0,0,0,23.64,0.0000788,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,60,0,0,0,16.7,0.000055667,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,60.5,0,0,0,6.65,0.000022167,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,62,152.9,2.548333333,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,69,152.9,2.548333333,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,70.25,152.9,2.548333333,0,0,0,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,71,152.9,2.548333333,0,18.63,0.0000621,0.3,0.19,NA,NA +Ta,B ,1,2007,6,19,WET,72,152.9,2.548333333,0,76.24,0.000254133,0.35,0.91,0.077,0.024 +Ta,B ,1,2007,6,19,WET,73,152.9,2.548333333,0,96.4,0.000321333,0.24,0.81,NA,NA +Ta,B ,1,2007,6,19,WET,74,152.9,2.548333333,0,96.4,0.000321333,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,76,152.9,2.548333333,0,96.4,0.000321333,0.25,0.82,NA,NA +Ta,B ,1,2007,6,19,WET,78,152.9,2.548333333,0,105.12,0.0003504,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,79,152.9,2.548333333,0,107,0.000356667,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,81.5,152.9,2.548333333,0,107,0.000356667,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,83,179.57,2.992833333,0,107,0.000356667,0.22,0.83,NA,NA +Ta,B ,1,2007,6,19,WET,84,179.57,2.992833333,0,107,0.000356667,0.23,0.84,NA,NA +Ta,B ,1,2007,6,19,WET,85,179.57,2.992833333,0,112.97,0.000376567,0.26,1.01,0.082,0.029 +Ta,B ,1,2007,6,19,WET,86,179.57,2.992833333,0,115.15,0.000383833,0.23,0.92,NA,NA +Ta,B ,1,2007,6,19,WET,87,179.57,2.992833333,0,115.15,0.000383833,0.2,0.8,NA,NA +Ta,B ,1,2007,6,19,WET,89,179.57,2.992833333,0,115.15,0.000383833,0.22,0.87,NA,NA +Ta,B ,1,2007,6,19,WET,91,179.57,2.992833333,0,115.15,0.000383833,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,92,179.57,2.992833333,0,115.15,0.000383833,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,95.5,0,0,0,115.15,0.000383833,0.2,0.79,NA,NA +Ta,B ,1,2007,6,19,WET,96,0,0,0,64.09,0.000213633,0.08,0.17,NA,NA +Ta,B ,1,2007,6,19,WET,96.5,0,0,0,18.74,0.000062467,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,97,0,0,0,33.57,0.0001119,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,97.5,0,0,0,16.91,0.000056367,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,98,0,0,0,10.74,0.0000358,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,98.5,0,0,0,4.86,0.0000162,NA,NA,NA,NA +Ta,B ,1,2007,6,19,WET,100.5,0,0,0,0,0,NA,NA,NA,NA +Ta,B ,2,2007,6,19,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ta,B ,2,2007,6,19,DRY,45,0,0,0,0,0,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,2,103.63,1.727166667,0,0,0,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,3.66,103.63,1.727166667,0,0,0,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,5,103.63,1.727166667,0,21.23,0.000070767,0.72,0.52,NA,NA +Ta,B ,2,2007,6,19,WET,6,103.63,1.727166667,0,22.15,0.000073833,1.19,0.89,NA,NA +Ta,B ,2,2007,6,19,WET,7,103.63,1.727166667,0,26.12,0.000087067,0.8,0.7,NA,NA +Ta,B ,2,2007,6,19,WET,8,103.63,1.727166667,0,31.74,0.0001058,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,9,103.63,1.727166667,0,31.74,0.0001058,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,11,103.63,1.727166667,0,31.74,0.0001058,0.4,0.43,NA,NA +Ta,B ,2,2007,6,19,WET,13,103.63,1.727166667,0,31.74,0.0001058,0.34,0.37,NA,NA +Ta,B ,2,2007,6,19,WET,14,103.63,1.727166667,0,31.74,0.0001058,NA,NA,0.065,0.018 +Ta,B ,2,2007,6,19,WET,16.5,103.63,1.727166667,0,31.74,0.0001058,0.22,0.24,NA,NA +Ta,B ,2,2007,6,19,WET,19.5,103.63,1.727166667,0,31.74,0.0001058,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,20,126.23,2.103833333,0,31.74,0.0001058,0.23,0.25,NA,NA +Ta,B ,2,2007,6,19,WET,21,126.23,2.103833333,0,45.85,0.000152833,0.24,0.38,NA,NA +Ta,B ,2,2007,6,19,WET,22,126.23,2.103833333,0,49.47,0.0001649,0.23,0.38,NA,NA +Ta,B ,2,2007,6,19,WET,23,126.23,2.103833333,0,49.47,0.0001649,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,25,126.23,2.103833333,0,49.47,0.0001649,0.28,0.48,NA,NA +Ta,B ,2,2007,6,19,WET,27,126.23,2.103833333,0,52.64,0.000175467,0.19,0.35,NA,NA +Ta,B ,2,2007,6,19,WET,28,126.23,2.103833333,0,52.64,0.000175467,NA,NA,0.097,0.025 +Ta,B ,2,2007,6,19,WET,30,126.23,2.103833333,0,52.64,0.000175467,0.23,0.41,NA,NA +Ta,B ,2,2007,6,19,WET,31.75,126.23,2.103833333,0,52.64,0.000175467,NA,NA,NA,NA +Ta,B ,2,2007,6,19,WET,32,152.9,2.548333333,0,52.64,0.000175467,0.22,0.39,NA,NA +Ta,B ,2,2007,6,19,WET,33,152.9,2.548333333,0,71.57,0.000238567,0.26,0.63,NA,NA +Ta,B ,2,2007,6,19,WET,34,152.9,2.548333333,0,81.68,0.000272267,0.31,0.87,NA,NA +Ta,B 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N,1,2006,11,7,DRY,10,64.77,1.0795,0,52.58,0.000175267,0.13,0.23,NA,NA +ER4G, N,1,2006,11,7,DRY,11,64.77,1.0795,0,54.62,0.000182067,0.1,0.2,NA,NA +ER4G, N,1,2006,11,7,DRY,12,64.77,1.0795,0,56.2,0.000187333,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,13,64.77,1.0795,0,57.96,0.0001932,0.1,0.2,NA,NA +ER4G, N,1,2006,11,7,DRY,14,64.77,1.0795,0,57.96,0.0001932,0.08,0.17,NA,NA +ER4G, N,1,2006,11,7,DRY,15,64.77,1.0795,0,57.96,0.0001932,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,20,64.77,1.0795,0,57.96,0.0001932,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,25,64.77,1.0795,0,59.74,0.000199133,0.06,0.13,NA,NA +ER4G, N,1,2006,11,7,DRY,30,64.77,1.0795,0,59.74,0.000199133,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,35,64.77,1.0795,0,61.04,0.000203467,0.06,0.13,NA,NA +ER4G, N,1,2006,11,7,DRY,40,0,0,0,61.04,0.000203467,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,45,0,0,0,61.2,0.000204,0.05,0.11,NA,NA +ER4G, N,1,2006,11,7,DRY,45.5,0,0,0,50.57,0.000168567,0.02,0.03,NA,NA +ER4G, N,1,2006,11,7,DRY,46,0,0,0,38.01,0.0001267,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,46.5,0,0,0,27.49,0.000091633,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,47,0,0,0,18.31,0.000061033,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,47.5,0,0,0,12.32,0.000041067,NA,NA,NA,NA +ER4G, N,1,2006,11,7,DRY,49.25,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,0,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,2.3,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,3,64.77,1.0795,0,7.19,0.000023967,0.14,0.03,NA,NA +ER4G, N,1,2006,11,7,WET,4,64.77,1.0795,0,40.14,0.0001338,0.1,0.14,NA,NA +ER4G, N,1,2006,11,7,WET,5,64.77,1.0795,0,56.52,0.0001884,0.06,0.11,NA,NA +ER4G, N,1,2006,11,7,WET,6,64.77,1.0795,0,61.36,0.000204533,0.04,0.1,NA,NA +ER4G, N,1,2006,11,7,WET,7,64.77,1.0795,0,61.36,0.000204533,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,9,64.77,1.0795,0,61.36,0.000204533,0.03,0.07,NA,NA +ER4G, N,1,2006,11,7,WET,11,64.77,1.0795,0,61.36,0.000204533,0.04,0.08,NA,NA +ER4G, N,1,2006,11,7,WET,12,64.77,1.0795,0,61.36,0.000204533,NA,NA,0.042,0.014 +ER4G, N,1,2006,11,7,WET,13,64.77,1.0795,0,61.36,0.000204533,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,14,64.77,1.0795,0,61.36,0.000204533,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,15,64.77,1.0795,0,61.36,0.000204533,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,19,64.77,1.0795,0,63.17,0.000210567,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,20,102.1,1.701666667,0,63.17,0.000210567,0.02,0.05,NA,NA +ER4G, N,1,2006,11,7,WET,21,102.1,1.701666667,0,81.7,0.000272333,0.16,0.45,NA,NA +ER4G, N,1,2006,11,7,WET,21.5,102.1,1.701666667,0,68.84,0.000229467,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,22,102.1,1.701666667,0,54.78,0.0001826,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,22.5,102.1,1.701666667,0,46.61,0.000155367,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,23,102.1,1.701666667,0,46.61,0.000155367,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,23.5,102.1,1.701666667,0,46.61,0.000155367,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,25,102.1,1.701666667,0,51.34,0.000171133,0.06,0.11,NA,NA +ER4G, N,1,2006,11,7,WET,26,102.1,1.701666667,0,93.52,0.000311733,0.14,0.46,NA,NA +ER4G, N,1,2006,11,7,WET,27,102.1,1.701666667,0,103.89,0.0003463,0.14,0.49,NA,NA +ER4G, N,1,2006,11,7,WET,28,102.1,1.701666667,0,105.24,0.0003508,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,29,102.1,1.701666667,0,101.98,0.000339933,0.06,0.23,NA,NA +ER4G, N,1,2006,11,7,WET,30,102.1,1.701666667,0,103.32,0.0003444,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,31,102.1,1.701666667,0,103.32,0.0003444,0.07,0.25,NA,NA +ER4G, N,1,2006,11,7,WET,31.5,102.1,1.701666667,0,103.32,0.0003444,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,32.5,102.1,1.701666667,0,103.32,0.0003444,0.05,0.17,0.057,0.017 +ER4G, N,1,2006,11,7,WET,34,102.1,1.701666667,0,103.32,0.0003444,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,35,102.1,1.701666667,0,103.32,0.0003444,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,37,102.1,1.701666667,0,103.32,0.0003444,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,38.5,102.1,1.701666667,0,100.84,0.000336133,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,39,129.28,2.154666667,0,100.84,0.000336133,0.04,0.15,NA,NA +ER4G, N,1,2006,11,7,WET,40,129.28,2.154666667,0,115.97,0.000386567,0.06,0.24,NA,NA +ER4G, N,1,2006,11,7,WET,41,129.28,2.154666667,0,129.27,0.0004309,0.05,0.24,NA,NA +ER4G, N,1,2006,11,7,WET,42,129.28,2.154666667,0,129.27,0.0004309,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,43,129.28,2.154666667,0,129.27,0.0004309,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,44,129.28,2.154666667,0,129.27,0.0004309,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,45,129.28,2.154666667,0,129.27,0.0004309,0.06,0.28,NA,NA +ER4G, N,1,2006,11,7,WET,46,129.28,2.154666667,0,129.27,0.0004309,0.06,0.27,NA,NA +ER4G, N,1,2006,11,7,WET,47.25,129.28,2.154666667,0,129.27,0.0004309,NA,NA,0.06,0.02 +ER4G, N,1,2006,11,7,WET,48,129.28,2.154666667,0,129.27,0.0004309,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,49,129.28,2.154666667,0,129.27,0.0004309,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,51.5,129.28,2.154666667,0,131.32,0.000437733,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,52.25,159.76,2.662666667,0,129.27,0.0004309,0.06,0.28,NA,NA +ER4G, N,1,2006,11,7,WET,53,159.76,2.662666667,0,143.62,0.000478733,0.09,0.45,NA,NA +ER4G, N,1,2006,11,7,WET,54,159.76,2.662666667,0,154.3,0.000514333,0.07,0.37,NA,NA +ER4G, N,1,2006,11,7,WET,55.5,159.76,2.662666667,0,156.9,0.000523,0.06,0.34,NA,NA +ER4G, N,1,2006,11,7,WET,56,159.76,2.662666667,0,156.9,0.000523,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,57,159.76,2.662666667,0,156.9,0.000523,0.07,0.4,NA,NA +ER4G, N,1,2006,11,7,WET,59,159.76,2.662666667,0,156.9,0.000523,0.06,0.34,NA,NA +ER4G, N,1,2006,11,7,WET,60,159.76,2.662666667,0,156.9,0.000523,NA,NA,0.065,0.023 +ER4G, N,1,2006,11,7,WET,61,159.76,2.662666667,0,156.9,0.000523,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,61.5,159.76,2.662666667,0,156.9,0.000523,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,64,159.76,2.662666667,0,152.36,0.000507867,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,65,180.84,3.014,0,152.36,0.000507867,0.05,0.29,NA,NA +ER4G, N,1,2006,11,7,WET,66,180.84,3.014,0,166.98,0.0005566,0.06,0.35,NA,NA +ER4G, N,1,2006,11,7,WET,67,180.84,3.014,0,173.66,0.000578867,0.04,0.27,NA,NA +ER4G, N,1,2006,11,7,WET,68,180.84,3.014,0,175.68,0.0005856,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,69,180.84,3.014,0,175.68,0.0005856,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,71,180.84,3.014,0,175.68,0.0005856,0.05,0.34,NA,NA +ER4G, N,1,2006,11,7,WET,73,180.84,3.014,0,175.68,0.0005856,0.04,0.29,NA,NA +ER4G, N,1,2006,11,7,WET,74,180.84,3.014,0,175.68,0.0005856,NA,NA,0.067,0.027 +ER4G, N,1,2006,11,7,WET,75,180.84,3.014,0,175.68,0.0005856,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,76,180.84,3.014,0,175.68,0.0005856,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,77.5,180.84,3.014,0,177.02,0.000590067,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,78.5,0,0,0,177.02,0.000590067,0.04,0.24,NA,NA +ER4G, N,1,2006,11,7,WET,79.5,0,0,0,135.04,0.000450133,0.02,0.11,NA,NA +ER4G, N,1,2006,11,7,WET,80,0,0,0,66.82,0.000222733,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,80.5,0,0,0,24.97,0.000083233,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,81,0,0,0,14.79,0.0000493,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET,83,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,0,51.05,0.850833333,0,0,0,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,2.333,51.05,0.850833333,0,0,0,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,3,51.05,0.850833333,0,6.6,0.000022,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,4,51.05,0.850833333,0,27.11,0.000090367,0.06,0.05,NA,NA +ER4G, N,1,2006,11,7,WET2,5,51.05,0.850833333,0,37.44,0.0001248,0.04,0.06,NA,NA +ER4G, N,1,2006,11,7,WET2,6,51.05,0.850833333,0,43.19,0.000143967,0.04,0.06,NA,NA +ER4G, N,1,2006,11,7,WET2,7,51.05,0.850833333,0,44.08,0.000146933,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,8,51.05,0.850833333,0,44.82,0.0001494,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,9,51.05,0.850833333,0,44.82,0.0001494,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,11,51.05,0.850833333,0,46.91,0.000156367,0.03,0.05,NA,NA +ER4G, N,1,2006,11,7,WET2,13,25.14,0.419,0,46.91,0.000156367,0.03,0.05,NA,NA +ER4G, N,1,2006,11,7,WET2,14,25.14,0.419,0,37.72,0.000125733,0.01,0.02,NA,NA +ER4G, N,1,2006,11,7,WET2,15,25.14,0.419,0,28.91,0.000096367,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,16,25.14,0.419,0,23.24,0.000077467,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,17,25.14,0.419,0,21.44,0.000071467,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,18,25.14,0.419,0,20.61,0.0000687,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,19,25.14,0.419,0,19.57,0.000065233,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,20,0,0,0,19.57,0.000065233,0.01,0,NA,NA +ER4G, N,1,2006,11,7,WET2,20.7666,0,0,0,15.44,0.000051467,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,21,0,0,0,12.82,0.000042733,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,21.5,0,0,0,9.42,0.0000314,NA,NA,NA,NA +ER4G, N,1,2006,11,7,WET2,24.35,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,0,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,3.3666,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,5,64.77,1.0795,0,6.77,0.000022567,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,6,64.77,1.0795,0,18.13,0.000060433,0.45,0.28,NA,NA +ER4G, N,2,2006,11,7,DRY,7,64.77,1.0795,0,28.6,0.000095333,0.53,0.51,NA,NA +ER4G, N,2,2006,11,7,DRY,8,64.77,1.0795,0,35.09,0.000116967,0.41,0.49,NA,NA +ER4G, N,2,2006,11,7,DRY,9,64.77,1.0795,0,38.69,0.000128967,0.38,0.5,NA,NA +ER4G, N,2,2006,11,7,DRY,10,64.77,1.0795,0,38.42,0.000128067,0.23,0.3,NA,NA +ER4G, N,2,2006,11,7,DRY,11,64.77,1.0795,0,39.1,0.000130333,0.3,0.4,NA,NA +ER4G, N,2,2006,11,7,DRY,12,64.77,1.0795,0,41.15,0.000137167,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,13,64.77,1.0795,0,41.15,0.000137167,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,14,64.77,1.0795,0,42.96,0.0001432,0.38,0.55,NA,NA +ER4G, N,2,2006,11,7,DRY,15,64.77,1.0795,0,42.96,0.0001432,0.34,0.5,NA,NA +ER4G, N,2,2006,11,7,DRY,20,64.77,1.0795,0,45.78,0.0001526,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,25,64.77,1.0795,0,53.1,0.000177,0.37,0.66,NA,NA +ER4G, N,2,2006,11,7,DRY,30,64.77,1.0795,0,52.95,0.0001765,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,35,64.77,1.0795,0,55.51,0.000185033,0.28,0.54,NA,NA +ER4G, N,2,2006,11,7,DRY,40,64.77,1.0795,0,52.35,0.0001745,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,45,0,0,0,52.95,0.0001765,0.1,0.19,NA,NA +ER4G, N,2,2006,11,7,DRY,45.5,0,0,0,44.22,0.0001474,0.05,0.08,NA,NA +ER4G, N,2,2006,11,7,DRY,46,0,0,0,30.84,0.0001028,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,46.5,0,0,0,16.87,0.000056233,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,47,0,0,0,10.11,0.0000337,NA,NA,NA,NA +ER4G, N,2,2006,11,7,DRY,48.9666,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,0,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,2.3,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,3,64.77,1.0795,0,19.97,0.000066567,0.83,0.56,NA,NA +ER4G, N,2,2006,11,7,WET,4,64.77,1.0795,0,49.11,0.0001637,0.48,0.81,NA,NA +ER4G, N,2,2006,11,7,WET,5,64.77,1.0795,0,56.57,0.000188567,0.31,0.6,NA,NA +ER4G, N,2,2006,11,7,WET,6,64.77,1.0795,0,57.03,0.0001901,0.27,0.53,NA,NA +ER4G, N,2,2006,11,7,WET,7,64.77,1.0795,0,57.03,0.0001901,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,9,64.77,1.0795,0,58.88,0.000196267,0.18,0.36,NA,NA +ER4G, N,2,2006,11,7,WET,11,64.77,1.0795,0,58.88,0.000196267,0.19,0.39,NA,NA +ER4G, N,2,2006,11,7,WET,12,64.77,1.0795,0,58.88,0.000196267,NA,NA,0.083,0.016 +ER4G, N,2,2006,11,7,WET,13,64.77,1.0795,0,58.88,0.000196267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,14,64.77,1.0795,0,58.88,0.000196267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,15,64.77,1.0795,0,58.88,0.000196267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,16,64.77,1.0795,0,58.88,0.000196267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,17,64.77,1.0795,0,58.88,0.000196267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,18,64.77,1.0795,0,59.19,0.0001973,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,19,102.1,1.701666667,0,59.19,0.0001973,0.2,0.41,NA,NA +ER4G, N,2,2006,11,7,WET,20,102.1,1.701666667,0,78.33,0.0002611,0.26,0.69,NA,NA +ER4G, N,2,2006,11,7,WET,21,102.1,1.701666667,0,93.12,0.0003104,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,22,102.1,1.701666667,0,96.9,0.000323,0.39,1.3,NA,NA +ER4G, N,2,2006,11,7,WET,23,102.1,1.701666667,0,95.99,0.000319967,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,24,102.1,1.701666667,0,95.99,0.000319967,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,25,102.1,1.701666667,0,95.99,0.000319967,0.19,0.64,NA,NA +ER4G, N,2,2006,11,7,WET,27,102.1,1.701666667,0,95.99,0.000319967,0.18,0.59,NA,NA +ER4G, N,2,2006,11,7,WET,28,102.1,1.701666667,0,95.99,0.000319967,NA,NA,0.076,0.021 +ER4G, N,2,2006,11,7,WET,29,102.1,1.701666667,0,95.99,0.000319967,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,30,102.1,1.701666667,0,95.99,0.000319967,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,31,102.1,1.701666667,0,95.99,0.000319967,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,32,102.1,1.701666667,0,95.99,0.000319967,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,33,102.1,1.701666667,0,95.99,0.000319967,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,33.5,102.1,1.701666667,0,98.89,0.000329633,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,35,129.28,2.154666667,0,98.17,0.000327233,0.21,0.72,NA,NA +ER4G, N,2,2006,11,7,WET,36,129.28,2.154666667,0,111.33,0.0003711,0.23,0.86,NA,NA +ER4G, N,2,2006,11,7,WET,37,129.28,2.154666667,0,117.25,0.000390833,0.21,0.84,NA,NA +ER4G, N,2,2006,11,7,WET,38,129.28,2.154666667,0,123.45,0.0004115,0.21,0.9,NA,NA +ER4G, N,2,2006,11,7,WET,39,129.28,2.154666667,0,123.45,0.0004115,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,41,129.28,2.154666667,0,123.06,0.0004102,0.21,0.89,NA,NA +ER4G, N,2,2006,11,7,WET,43,129.28,2.154666667,0,119.95,0.000399833,0.17,0.72,NA,NA +ER4G, N,2,2006,11,7,WET,44,129.28,2.154666667,0,119.95,0.000399833,NA,NA,0.081,0.025 +ER4G, N,2,2006,11,7,WET,45,129.28,2.154666667,0,119.95,0.000399833,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,46,129.28,2.154666667,0,119.95,0.000399833,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,47,129.28,2.154666667,0,119.95,0.000399833,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,48,129.28,2.154666667,0,115.33,0.000384433,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,49,159.76,2.662666667,0,115.33,0.000384433,0.15,0.61,NA,NA +ER4G, N,2,2006,11,7,WET,50,159.76,2.662666667,0,132.74,0.000442467,0.23,1.07,NA,NA +ER4G, N,2,2006,11,7,WET,51,159.76,2.662666667,0,142.04,0.000473467,0.21,1.04,NA,NA +ER4G, N,2,2006,11,7,WET,52,159.76,2.662666667,0,148,0.000493333,0.21,1.08,NA,NA +ER4G, N,2,2006,11,7,WET,53,159.76,2.662666667,0,148,0.000493333,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,55,159.76,2.662666667,0,148,0.000493333,0.21,1.05,NA,NA +ER4G, N,2,2006,11,7,WET,57,159.76,2.662666667,0,148,0.000493333,0.23,1.16,NA,NA +ER4G, N,2,2006,11,7,WET,58,159.76,2.662666667,0,148,0.000493333,NA,NA,0.088,0.026 +ER4G, N,2,2006,11,7,WET,59,159.76,2.662666667,0,148,0.000493333,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,60,159.76,2.662666667,0,148,0.000493333,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,61,159.76,2.662666667,0,148,0.000493333,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,62,159.76,2.662666667,0,143.68,0.000478933,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,63,180.84,3.014,0,143.68,0.000478933,0.19,0.95,NA,NA +ER4G, N,2,2006,11,7,WET,64,180.84,3.014,0,162.28,0.000540933,0.17,0.95,NA,NA +ER4G, N,2,2006,11,7,WET,65,180.84,3.014,0,163.56,0.0005452,0.2,1.14,NA,NA +ER4G, N,2,2006,11,7,WET,66,180.84,3.014,0,163.56,0.0005452,0.16,0.9,NA,NA +ER4G, N,2,2006,11,7,WET,68,180.84,3.014,0,163.56,0.0005452,0.18,1.04,NA,NA +ER4G, N,2,2006,11,7,WET,70,180.84,3.014,0,163.56,0.0005452,0.18,1,NA,NA +ER4G, N,2,2006,11,7,WET,71,180.84,3.014,0,163.56,0.0005452,NA,NA,0.094,0.027 +ER4G, N,2,2006,11,7,WET,72,180.84,3.014,0,163.56,0.0005452,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,73,180.84,3.014,0,163.56,0.0005452,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,74,180.84,3.014,0,163.56,0.0005452,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,75,180.84,3.014,0,159.52,0.000531733,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,76,180.84,3.014,0,161.86,0.000539533,0.14,0.81,NA,NA +ER4G, N,2,2006,11,7,WET,76.5,0,0,0,123.25,0.000410833,0.06,0.27,NA,NA +ER4G, N,2,2006,11,7,WET,77,0,0,0,68.38,0.000227933,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,77.5,0,0,0,33.78,0.0001126,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,78,0,0,0,16.56,0.0000552,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,78.5,0,0,0,9.32,0.000031067,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET,80.2333,0,0,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,0,51.05,0.850833333,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,1.333,51.05,0.850833333,0,0,0,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,2,51.05,0.850833333,0,10.2,0.000034,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,3,51.05,0.850833333,0,28.48,0.000094933,0.09,0.09,NA,NA +ER4G, N,2,2006,11,7,WET2,4,51.05,0.850833333,0,35.75,0.000119167,0.09,0.12,NA,NA +ER4G, N,2,2006,11,7,WET2,5,51.05,0.850833333,0,39.37,0.000131233,0.09,0.12,NA,NA +ER4G, N,2,2006,11,7,WET2,6,51.05,0.850833333,0,39.37,0.000131233,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,8,51.05,0.850833333,0,41.84,0.000139467,0.13,0.19,NA,NA +ER4G, N,2,2006,11,7,WET2,10,25.14,0.419,0,34.96,0.000116533,0.11,0.13,NA,NA +ER4G, N,2,2006,11,7,WET2,11,25.14,0.419,0,24.75,0.0000825,0.07,0.06,NA,NA +ER4G, N,2,2006,11,7,WET2,12,25.14,0.419,0,19.53,0.0000651,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,13,25.14,0.419,0,18.45,0.0000615,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,14,25.14,0.419,0,17.18,0.000057267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,15,25.14,0.419,0,17.18,0.000057267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,16,25.14,0.419,0,17.18,0.000057267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,17,25.14,0.419,0,17.18,0.000057267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,18,25.14,0.419,0,17.18,0.000057267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,19,25.14,0.419,0,17.18,0.000057267,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,20,0,0,0,17.18,0.000057267,0.08,0.04,NA,NA +ER4G, N,2,2006,11,7,WET2,20.5,0,0,0,14.53,0.000048433,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,21,0,0,0,9.76,0.000032533,NA,NA,NA,NA +ER4G, N,2,2006,11,7,WET2,23.5333,0,0,0,0,0,NA,NA,NA,NA +ER4G, 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N,2,2006,10,31,WET,52.5,159.76,2.662666667,0,162.14,0.000540467,0.21,1.19,NA,NA +ER4S, N,2,2006,10,31,WET,53.5,159.76,2.662666667,0,162.14,0.000540467,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,55,159.76,2.662666667,0,162.14,0.000540467,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,56,180.84,3.014,0,162.14,0.000540467,0.2,1.14,NA,NA +ER4S, N,2,2006,10,31,WET,57,180.84,3.014,0,164.55,0.0005485,0.2,1.16,NA,NA +ER4S, N,2,2006,10,31,WET,58,180.84,3.014,0,177.25,0.000590833,0.21,1.28,NA,NA +ER4S, N,2,2006,10,31,WET,59,180.84,3.014,0,182.45,0.000608167,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,60,180.84,3.014,0,185.87,0.000619567,0.23,1.5,NA,NA +ER4S, N,2,2006,10,31,WET,62,180.84,3.014,0,185.87,0.000619567,0.24,1.56,NA,NA +ER4S, N,2,2006,10,31,WET,64,180.84,3.014,0,185.87,0.000619567,0.2,1.29,NA,NA +ER4S, N,2,2006,10,31,WET,65,180.84,3.014,0,185.87,0.000619567,0.23,1.47,0.129,0.033 +ER4S, N,2,2006,10,31,WET,66,180.84,3.014,0,185.87,0.000619567,0.3,1.92,NA,NA +ER4S, N,2,2006,10,31,WET,67,180.84,3.014,0,185.87,0.000619567,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,68,180.84,3.014,0,185.87,0.000619567,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,69,0,0,0,185.87,0.000619567,0.22,1.42,NA,NA +ER4S, N,2,2006,10,31,WET,69.5,0,0,0,125.19,0.0004173,0.04,0.19,NA,NA +ER4S, N,2,2006,10,31,WET,70,0,0,0,65.82,0.0002194,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,70.5,0,0,0,30.88,0.000102933,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,71,0,0,0,14.27,0.000047567,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET,72,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET2,0,51.05,0.850833333,0,0,0,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET2,1.68333,51.05,0.850833333,0,0,0,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET2,2,51.05,0.850833333,0,22.4,0.000074667,0.23,0.17,NA,NA +ER4S, N,2,2006,10,31,WET2,3,51.05,0.850833333,0,43.19,0.000143967,0.13,0.2,NA,NA +ER4S, N,2,2006,10,31,WET2,5,51.05,0.850833333,0,50.41,0.000168033,0.12,0.21,NA,NA +ER4S, N,2,2006,10,31,WET2,6,51.05,0.850833333,0,50.41,0.000168033,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET2,8,51.05,0.850833333,0,50.41,0.000168033,0.14,0.25,NA,NA +ER4S, N,2,2006,10,31,WET2,10,25.14,0.419,0,49.65,0.0001655,0.12,0.21,NA,NA +ER4S, N,2,2006,10,31,WET2,12,25.14,0.419,0,25.97,0.000086567,0.09,0.08,NA,NA +ER4S, N,2,2006,10,31,WET2,13,25.14,0.419,0,23.12,0.000077067,0.08,0.06,NA,NA +ER4S, N,2,2006,10,31,WET2,15,25.14,0.419,0,20.38,0.000067933,0.07,0.04,NA,NA +ER4S, N,2,2006,10,31,WET2,16,25.14,0.419,0,20.38,0.000067933,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET2,17,0,0,0,20.38,0.000067933,0.07,0.05,NA,NA +ER4S, N,2,2006,10,31,WET2,17.25,0,0,0,18.76,0.000062533,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET2,17.5,0,0,0,14.37,0.0000479,NA,NA,NA,NA +ER4S, N,2,2006,10,31,WET2,18.73,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,0,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,5.85,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,7,64.77,1.0795,0,22.04,0.000073467,0.33,0.25,NA,NA +ER4S, N,3,2006,11,1,DRY,8,64.77,1.0795,0,33.98,0.000113267,0.22,0.25,NA,NA +ER4S, N,3,2006,11,1,DRY,9,64.77,1.0795,0,42.32,0.000141067,0.21,0.3,NA,NA +ER4S, N,3,2006,11,1,DRY,10,64.77,1.0795,0,44.23,0.000147433,0.17,0.26,NA,NA +ER4S, N,3,2006,11,1,DRY,12,64.77,1.0795,0,50.11,0.000167033,0.12,0.21,NA,NA +ER4S, N,3,2006,11,1,DRY,15,64.77,1.0795,0,50.11,0.000167033,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,20,64.77,1.0795,0,50.11,0.000167033,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,25,64.77,1.0795,0,54.15,0.0001805,0.07,0.14,NA,NA +ER4S, N,3,2006,11,1,DRY,30,64.77,1.0795,0,55.41,0.0001847,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,35,64.77,1.0795,0,55.41,0.0001847,0.07,0.13,NA,NA +ER4S, N,3,2006,11,1,DRY,40,64.77,1.0795,0,55.41,0.0001847,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,45,0,0,0,55.41,0.0001847,0.04,0.09,NA,NA +ER4S, N,3,2006,11,1,DRY,45.25,0,0,0,50.88,0.0001696,0.02,0.04,NA,NA +ER4S, N,3,2006,11,1,DRY,45.5,0,0,0,46.61,0.000155367,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,45.75,0,0,0,42.17,0.000140567,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,46,0,0,0,38.01,0.0001267,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,46.5,0,0,0,25.72,0.000085733,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,47,0,0,0,18.53,0.000061767,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,47.5,0,0,0,10.93,0.000036433,NA,NA,NA,NA +ER4S, N,3,2006,11,1,DRY,48.8333,0,0,0,0,0,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,0,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,3.4,64.77,1.0795,0,0,0,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,4,64.77,1.0795,0,36.74,0.000122467,0.16,0.2,NA,NA +ER4S, N,3,2006,11,1,WET,5,64.77,1.0795,0,50.41,0.000168033,0.07,0.13,NA,NA +ER4S, N,3,2006,11,1,WET,6,64.77,1.0795,0,55.41,0.0001847,0.05,0.09,NA,NA +ER4S, N,3,2006,11,1,WET,7,64.77,1.0795,0,55.41,0.0001847,0.06,0.11,NA,NA +ER4S, N,3,2006,11,1,WET,9,64.77,1.0795,0,57.16,0.000190533,0.04,0.08,NA,NA +ER4S, N,3,2006,11,1,WET,10,64.77,1.0795,0,57.16,0.000190533,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,12,64.77,1.0795,0,57.16,0.000190533,0.03,0.07,NA,NA +ER4S, N,3,2006,11,1,WET,14,64.77,1.0795,0,57.16,0.000190533,0.04,0.08,NA,NA +ER4S, N,3,2006,11,1,WET,15,64.77,1.0795,0,57.16,0.000190533,0.05,0.09,0.067,NA +ER4S, N,3,2006,11,1,WET,16,64.77,1.0795,0,57.16,0.000190533,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,17,64.77,1.0795,0,57.16,0.000190533,0.06,0.12,NA,NA +ER4S, N,3,2006,11,1,WET,20,64.77,1.0795,0,57.16,0.000190533,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,21,64.77,1.0795,0,57.16,0.000190533,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,22,102.1,1.701666667,0,57.16,0.000190533,0.04,0.08,NA,NA +ER4S, N,3,2006,11,1,WET,23.5,102.1,1.701666667,0,84.02,0.000280067,0.11,0.31,NA,NA +ER4S, N,3,2006,11,1,WET,25,102.1,1.701666667,0,96.13,0.000320433,0.08,0.27,NA,NA +ER4S, N,3,2006,11,1,WET,26,102.1,1.701666667,0,97.07,0.000323567,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,27,102.1,1.701666667,0,97.07,0.000323567,0.04,0.15,NA,NA +ER4S, N,3,2006,11,1,WET,29,102.1,1.701666667,0,101.03,0.000336767,0.04,0.15,NA,NA +ER4S, N,3,2006,11,1,WET,30,102.1,1.701666667,0,96.69,0.0003223,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,31.75,102.1,1.701666667,0,96.69,0.0003223,0.05,0.16,0.095,NA +ER4S, N,3,2006,11,1,WET,32.5,102.1,1.701666667,0,96.69,0.0003223,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,33,102.1,1.701666667,0,96.69,0.0003223,0.07,0.23,NA,NA +ER4S, N,3,2006,11,1,WET,34,102.1,1.701666667,0,96.69,0.0003223,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,36,102.1,1.701666667,0,96.69,0.0003223,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,38,102.1,1.701666667,0,96.69,0.0003223,NA,NA,NA,NA +ER4S, N,3,2006,11,1,WET,39,129.28,2.154666667,0,96.69,0.0003223,0.05,0.16,NA,NA +ER4S, N,3,2006,11,1,WET,40,129.28,2.154666667,0,108.71,0.000362367,0.06,0.24,NA,NA +ER4S, N,3,2006,11,1,WET,41,129.28,2.154666667,0,115.97,0.000386567,0.04,0.18,NA,NA +ER4S, N,3,2006,11,1,WET,42,129.28,2.154666667,0,115.97,0.000386567,0.05,0.2,NA,NA +ER4S, N,3,2006,11,1,WET,44,129.28,2.154666667,0,115.97,0.000386567,0.05,0.2,NA,NA +ER4S, N,3,2006,11,1,WET,46,129.28,2.154666667,0,115.97,0.000386567,0.05,0.19,NA,NA +ER4S, 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,4,2005,7,27,WET2,67.5,0,0,0,0,0,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,0,63.5,1.058333333,0,0,0,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,1.7,63.5,1.058333333,0,0,0,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,2.5,63.5,1.058333333,0,29.7,0.000099,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,3,63.5,1.058333333,0,42.67,0.000142233,1.46,2.12,NA,NA +Ab,B ,1,2004,7,28,WET,3.5,63.5,1.058333333,0,49.82,0.000166067,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,4,63.5,1.058333333,0,49.82,0.000166067,0.92,1.56,NA,NA +Ab,B ,1,2004,7,28,WET,6,63.5,1.058333333,0,49.82,0.000166067,0.76,1.29,NA,NA +Ab,B ,1,2004,7,28,WET,8,63.5,1.058333333,0,49.82,0.000166067,0.61,1.04,NA,NA +Ab,B ,1,2004,7,28,WET,9,101.6,1.693333333,0,49.82,0.000166067,0.57,0.96,NA,NA +Ab,B ,1,2004,7,28,WET,9.5,101.6,1.693333333,0,59.35,0.000197833,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,10,101.6,1.693333333,0,87.75,0.0002925,0.74,2.2,NA,NA +Ab,B ,1,2004,7,28,WET,11,101.6,1.693333333,0,95.85,0.0003195,0.73,2.37,NA,NA +Ab,B 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,1,2004,7,28,WET,29,177.8,2.963333333,0,145.72,0.000485733,0.81,4.02,NA,NA +Ab,B ,1,2004,7,28,WET,29.5,177.8,2.963333333,0,147.63,0.0004921,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,30,177.8,2.963333333,0,158.29,0.000527633,0.77,4.16,NA,NA +Ab,B ,1,2004,7,28,WET,31,177.8,2.963333333,0,159.07,0.000530233,0.74,4.04,NA,NA +Ab,B ,1,2004,7,28,WET,32,177.8,2.963333333,0,162.6,0.000542,0.79,4.36,NA,NA +Ab,B ,1,2004,7,28,WET,33,177.8,2.963333333,0,162.6,0.000542,0.82,4.55,NA,NA +Ab,B ,1,2004,7,28,WET,35,177.8,2.963333333,0,162.6,0.000542,0.73,4.06,NA,NA +Ab,B ,1,2004,7,28,WET,37,0,0,0,162.6,0.000542,0.59,3.26,NA,NA +Ab,B ,1,2004,7,28,WET,37.5,0,0,0,95,0.000316667,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,38,0,0,0,36.36,0.0001212,0.03,0.03,NA,NA +Ab,B ,1,2004,7,28,WET,38.5,0,0,0,18.67,0.000062233,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET,38.68,0,0,0,0,0,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET2,0,50.8,0.846666667,0,0,0,NA,NA,NA,NA +Ab,B ,1,2004,7,28,WET2,1.5,50.8,0.846666667,0,0,0,NA,NA,NA,NA +Ab,B 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,1,2004,7,28,WET2,16,0,0,0,0,0,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,0,63.5,1.058333333,0,0,0,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,0.95,63.5,1.058333333,0,0,0,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,1.5,63.5,1.058333333,0,20.78,0.000069267,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,2,63.5,1.058333333,0,48.97,0.000163233,1.47,2.44,NA,NA +Ab,B ,2,2004,7,28,WET,2.5,63.5,1.058333333,0,50.97,0.0001699,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,3,63.5,1.058333333,0,55.78,0.000185933,1.36,2.57,NA,NA +Ab,B ,2,2004,7,28,WET,3.5,63.5,1.058333333,0,57.86,0.000192867,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,4,63.5,1.058333333,0,57.86,0.000192867,1.2,2.35,NA,NA +Ab,B ,2,2004,7,28,WET,6,63.5,1.058333333,0,59.35,0.000197833,1.07,2.15,NA,NA +Ab,B ,2,2004,7,28,WET,8,63.5,1.058333333,0,59.35,0.000197833,1.19,2.4,NA,NA +Ab,B ,2,2004,7,28,WET,9,101.6,1.693333333,0,59.35,0.000197833,1.12,2.26,NA,NA +Ab,B ,2,2004,7,28,WET,9.5,101.6,1.693333333,0,67.45,0.000224833,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,10,101.6,1.693333333,0,102.75,0.0003425,1.4,4.88,NA,NA +Ab,B ,2,2004,7,28,WET,10.5,101.6,1.693333333,0,102.75,0.0003425,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,11,101.6,1.693333333,0,102.75,0.0003425,1.63,5.67,NA,NA +Ab,B ,2,2004,7,28,WET,13,101.6,1.693333333,0,100.32,0.0003344,1.27,4.34,NA,NA +Ab,B ,2,2004,7,28,WET,15,127,2.116666667,0,100.32,0.0003344,1.35,4.59,NA,NA +Ab,B ,2,2004,7,28,WET,15.5,127,2.116666667,0,105.02,0.000350067,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,16,127,2.116666667,0,113.33,0.000377767,1.33,5.11,NA,NA +Ab,B ,2,2004,7,28,WET,17.25,127,2.116666667,0,115.84,0.000386133,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,17.5,127,2.116666667,0,119.99,0.000399967,1.52,6.2,NA,NA +Ab,B ,2,2004,7,28,WET,18,127,2.116666667,0,119.09,0.000396967,1.62,6.55,NA,NA +Ab,B ,2,2004,7,28,WET,19,127,2.116666667,0,115.84,0.000386133,1.27,5.01,NA,NA +Ab,B ,2,2004,7,28,WET,20,127,2.116666667,0,115.84,0.000386133,1.46,5.76,NA,NA +Ab,B ,2,2004,7,28,WET,22,152.4,2.54,0,115.84,0.000386133,1.33,5.22,NA,NA +Ab,B ,2,2004,7,28,WET,22.5,152.4,2.54,0,131.01,0.0004367,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,23,152.4,2.54,0,148.98,0.0004966,1.75,8.83,NA,NA +Ab,B ,2,2004,7,28,WET,23.5,152.4,2.54,0,148.98,0.0004966,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,24,152.4,2.54,0,151.29,0.0005043,1.43,7.33,NA,NA +Ab,B ,2,2004,7,28,WET,26,152.4,2.54,0,151.29,0.0005043,1.36,6.98,NA,NA +Ab,B ,2,2004,7,28,WET,28,177.8,2.963333333,0,151.29,0.0005043,1.59,8.19,NA,NA +Ab,B ,2,2004,7,28,WET,28.5,177.8,2.963333333,0,160.44,0.0005348,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,29,177.8,2.963333333,0,160.44,0.0005348,1.56,8.49,NA,NA +Ab,B ,2,2004,7,28,WET,29.5,177.8,2.963333333,0,158.48,0.000528267,NA,NA,NA,NA +Ab,B ,2,2004,7,28,WET,30,177.8,2.963333333,0,158.48,0.000528267,1.63,8.79,NA,NA +Ab,B ,2,2004,7,28,WET,33,177.8,2.963333333,0,145.52,0.000485067,1.53,7.56,NA,NA +Ab,B ,2,2004,7,28,WET,35,0,0,0,145.52,0.000485067,1.5,7.43,NA,NA +Ab,B 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,3,2004,7,27,WET,24,152.4,2.54,0,97.56,0.0003252,0.2,0.67,NA,NA +Ab,B ,3,2004,7,27,WET,24.5,152.4,2.54,0,107.83,0.000359433,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,25,152.4,2.54,0,120.17,0.000400567,0.27,1.11,NA,NA +Ab,B ,3,2004,7,27,WET,25.5,152.4,2.54,0,126.2,0.000420667,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,26,152.4,2.54,0,126.2,0.000420667,0.27,1.16,NA,NA +Ab,B ,3,2004,7,27,WET,28,152.4,2.54,0,126.2,0.000420667,0.22,0.95,NA,NA +Ab,B ,3,2004,7,27,WET,31,177.8,2.963333333,0,126.2,0.000420667,0.2,0.86,NA,NA +Ab,B ,3,2004,7,27,WET,31.5,177.8,2.963333333,0,132.87,0.0004429,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,32,177.8,2.963333333,0,139.44,0.0004648,0.22,1.06,NA,NA +Ab,B ,3,2004,7,27,WET,32.5,177.8,2.963333333,0,141.53,0.000471767,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,33,177.8,2.963333333,0,143.81,0.000479367,0.32,1.59,NA,NA +Ab,B ,3,2004,7,27,WET,33.5,177.8,2.963333333,0,143.81,0.000479367,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,34,177.8,2.963333333,0,143.81,0.000479367,0.2,0.97,NA,NA +Ab,B ,3,2004,7,27,WET,36,177.8,2.963333333,0,143.81,0.000479367,0.19,0.96,NA,NA +Ab,B ,3,2004,7,27,WET,38,0,0,0,143.81,0.000479367,0.19,0.96,NA,NA +Ab,B ,3,2004,7,27,WET,38.25,0,0,0,132.5,0.000441667,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,38.5,0,0,0,84.1,0.000280333,0.03,0.11,NA,NA +Ab,B ,3,2004,7,27,WET,38.75,0,0,0,61.31,0.000204367,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,39,0,0,0,42.53,0.000141767,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,39.25,0,0,0,30.95,0.000103167,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,39.5,0,0,0,23.08,0.000076933,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET,40.25,0,0,0,0,0,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET2,2,50.8,0.846666667,0,0,0,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET2,3.67,50.8,0.846666667,0,0,0,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET2,4.5,50.8,0.846666667,0,9.56,0.000031867,0.09,0.02,NA,NA +Ab,B ,3,2004,7,27,WET2,5,50.8,0.846666667,0,12.51,0.0000417,NA,NA,NA,NA +Ab,B ,3,2004,7,27,WET2,5.5,50.8,0.846666667,0,16.4,0.000054667,0.06,0.03,NA,NA +Ab,B 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,3,2004,7,27,WET2,18,0,0,0,0,0,0.03,0,NA,NA +Ab,B ,4,2004,7,27,DRY,0,63.5,1.058333333,0,0,0,NA,NA,NA,NA +Ab,B ,4,2004,7,27,DRY,2.25,63.5,1.058333333,0,0,0,NA,NA,NA,NA +Ab,B ,4,2004,7,27,DRY,3,63.5,1.058333333,0,31.2,0.000104,0.82,0.87,NA,NA +Ab,B ,4,2004,7,27,DRY,3.5,63.5,1.058333333,0,31.2,0.000104,NA,NA,NA,NA +Ab,B ,4,2004,7,27,DRY,4,63.5,1.058333333,0,42.53,0.000141767,0.44,0.64,NA,NA +Ab,B ,4,2004,7,27,DRY,4.5,63.5,1.058333333,0,44.33,0.000147767,NA,NA,NA,NA +Ab,B ,4,2004,7,27,DRY,5,63.5,1.058333333,0,46.84,0.000156133,0.44,0.7,NA,NA +Ab,B ,4,2004,7,27,DRY,5.5,63.5,1.058333333,0,46.84,0.000156133,NA,NA,NA,NA +Ab,B ,4,2004,7,27,DRY,6,63.5,1.058333333,0,46.84,0.000156133,0.32,0.51,NA,NA +Ab,B ,4,2004,7,27,DRY,7.67,63.5,1.058333333,0,52.13,0.000173767,NA,NA,NA,NA +Ab,B ,4,2004,7,27,DRY,8,63.5,1.058333333,0,52.13,0.000173767,0.24,0.43,NA,NA +Ab,B ,4,2004,7,27,DRY,12,63.5,1.058333333,0,52.71,0.0001757,0.16,0.29,NA,NA +Ab,B 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N,3,2004,5,26,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +LH3, N,3,2004,5,26,WET,2.48,63.5,1.058333333,0,0,,NA,NA,NA,NA +LH3, N,3,2004,5,26,WET,3.5,63.5,1.058333333,0,11.17,,0.25,0.09,NA,NA +LH3, N,3,2004,5,26,WET,4.5,63.5,1.058333333,0,14.96,,NA,NA,NA,NA +LH3, N,3,2004,5,26,WET,5.5,63.5,1.058333333,0,21.84,,0.21,0.15,NA,NA +LH3, N,3,2004,5,26,WET,7,63.5,1.058333333,0,27.04,,0.12,0.11,NA,NA +LH3, N,3,2004,5,26,WET,8,63.5,1.058333333,0,31.38,,0.12,0.13,NA,NA +LH3, N,3,2004,5,26,WET,9,63.5,1.058333333,0,31.38,,0.1,0.1,NA,NA +LH3, N,3,2004,5,26,WET,11,63.5,1.058333333,0,33.81,,0.08,0.09,NA,NA +LH3, N,3,2004,5,26,WET,12,63.5,1.058333333,0,33.81,,0.09,0.1,NA,NA +LH3, N,3,2004,5,26,WET,14,63.5,1.058333333,0,33.81,,0.09,0.1,NA,NA +LH3, N,3,2004,5,26,WET,16,76.2,1.27,0,33.81,,0.08,0.1,NA,NA +LH3, N,3,2004,5,26,WET,17,76.2,1.27,0,40.69,,0.1,0.14,NA,NA +LH3, N,3,2004,5,26,WET,18,76.2,1.27,0,40.69,,0.11,0.16,NA,NA +LH3, N,3,2004,5,26,WET,19,76.2,1.27,0,48.76,,0.09,0.15,NA,NA +LH3, N,3,2004,5,26,WET,20,76.2,1.27,0,49.76,,0.11,0.19,NA,NA +LH3, N,3,2004,5,26,WET,22,76.2,1.27,0,49.76,,0.09,0.15,NA,NA +LH3, N,3,2004,5,26,WET,23,76.2,1.27,0,49.76,,0.08,0.14,NA,NA +LH3, N,3,2004,5,26,WET,25,101.6,1.693333333,0,49.76,,0.08,0.14,NA,NA +LH3, N,3,2004,5,26,WET,26,101.6,1.693333333,0,57.95,,0.15,0.29,NA,NA +LH3, N,3,2004,5,26,WET,27,101.6,1.693333333,0,61.41,,0.13,0.27,NA,NA +LH3, N,3,2004,5,26,WET,28,101.6,1.693333333,0,66.94,,0.11,0.25,NA,NA +LH3, N,3,2004,5,26,WET,30,101.6,1.693333333,0,66.94,,0.13,0.29,NA,NA +LH3, N,3,2004,5,26,WET,31,101.6,1.693333333,0,66.94,,0.11,0.26,NA,NA +LH3, N,3,2004,5,26,WET,32,101.6,1.693333333,0,66.94,,0.14,0.32,NA,NA +LH3, N,3,2004,5,26,WET,33,127,2.116666667,0,66.94,,0.11,0.25,NA,NA +LH3, N,3,2004,5,26,WET,34,127,2.116666667,0,89.74,,0.39,1.19,NA,NA +LH3, N,3,2004,5,26,WET,35,127,2.116666667,0,93.45,,0.14,0.44,NA,NA +LH3, N,3,2004,5,26,WET,36,127,2.116666667,0,93.45,,0.14,0.46,NA,NA +LH3, N,3,2004,5,26,WET,37,127,2.116666667,0,93.45,,0.11,0.37,NA,NA +LH3, N,3,2004,5,26,WET,39,127,2.116666667,0,93.45,,1.21,3.83,NA,NA +LH3, N,3,2004,5,26,WET,40,152.4,2.54,0,93.45,,0.12,0.38,NA,NA +LH3, N,3,2004,5,26,WET,41,152.4,2.54,0,112.26,,0.14,0.55,NA,NA +LH3, N,3,2004,5,26,WET,42,152.4,2.54,0,116.93,,0.13,0.55,NA,NA +LH3, N,3,2004,5,26,WET,43,152.4,2.54,0,116.93,,0.16,0.66,NA,NA +LH3, N,3,2004,5,26,WET,45,152.4,2.54,0,116.93,,0.2,0.79,NA,NA +LH3, N,3,2004,5,26,WET,46,152.4,2.54,0,116.93,,0.1,0.42,NA,NA +LH3, N,3,2004,5,26,WET,47,177.8,2.963333333,0,116.93,,0.12,0.47,NA,NA +LH3, N,3,2004,5,26,WET,48,177.8,2.963333333,0,136.28,,0.14,0.65,NA,NA +LH3, N,3,2004,5,26,WET,49,177.8,2.963333333,0,142.14,,0.21,1.03,NA,NA +LH3, N,3,2004,5,26,WET,50,177.8,2.963333333,0,145,,0.13,0.66,NA,NA +LH3, N,3,2004,5,26,WET,51,177.8,2.963333333,0,145,,0.11,0.55,NA,NA +LH3, N,3,2004,5,26,WET,52,177.8,2.963333333,0,145,,0.14,0.69,NA,NA +LH3, N,3,2004,5,26,WET,53,177.8,2.963333333,0,145,,0.15,0.73,NA,NA 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N,4,2004,5,26,WET,24,101.6,1.693333333,0,63.55,,0.21,0.47,NA,NA +LH3, N,4,2004,5,26,WET,25,101.6,1.693333333,0,74.81,,0.19,0.5,NA,NA +LH3, N,4,2004,5,26,WET,27,101.6,1.693333333,0,75.13,,0.19,0.48,NA,NA +LH3, N,4,2004,5,26,WET,28,101.6,1.693333333,0,75.13,,0.18,0.47,NA,NA +LH3, N,4,2004,5,26,WET,29,101.6,1.693333333,0,75.13,,0.14,0.38,NA,NA +LH3, N,4,2004,5,26,WET,30,0,0,0,0,,0.12,0,NA,NA +LH3, N,4,2004,5,26,WET,31,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,2.883333333,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,3.966666667,63.5,1.058333333,0,14.65,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,5,63.5,1.058333333,0,14.34,,2.4,1.16,NA,NA +Ta ,B ,1,2004,7,21,DRY,7,63.5,1.058333333,0,15.58,,1.38,0.72,NA,NA +Ta ,B ,1,2004,7,21,DRY,9,63.5,1.058333333,0,15.58,,1.42,0.75,NA,NA +Ta ,B ,1,2004,7,21,DRY,11,63.5,1.058333333,0,15.58,,1.79,0.94,NA,NA +Ta ,B ,1,2004,7,21,DRY,15,63.5,1.058333333,0,15.58,,1.8,0.95,NA,NA +Ta ,B ,1,2004,7,21,DRY,20,63.5,1.058333333,0,15.58,,1.59,0.84,NA,NA +Ta ,B ,1,2004,7,21,DRY,25,63.5,1.058333333,0,15.58,,1.7,0.9,NA,NA +Ta ,B ,1,2004,7,21,DRY,30,63.5,1.058333333,0,15.58,,1.81,0.95,NA,NA +Ta ,B ,1,2004,7,21,DRY,32,63.5,1.058333333,0,20.59,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,35,63.5,1.058333333,0,20.59,,2.02,1.41,NA,NA +Ta ,B ,1,2004,7,21,DRY,39,63.5,1.058333333,0,21.73,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,40,63.5,1.058333333,0,21.73,,2.34,1.72,NA,NA +Ta ,B ,1,2004,7,21,DRY,44,63.5,1.058333333,0,25.71,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,45,63.5,1.058333333,0,25.71,,2.06,1.79,NA,NA +Ta ,B ,1,2004,7,21,DRY,45.5,0,0,0,25.71,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,45.75,0,0,0,17.82,,0.7,0.42,NA,NA +Ta ,B ,1,2004,7,21,DRY,46.01666667,0,0,0,10.13,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,46.16666667,0,0,0,6.27,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,46.5,0,0,0,3.32,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,DRY,46.75,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,2,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,3,63.5,1.058333333,0,12.83,,1.87,0.81,NA,NA +Ta ,B ,1,2004,7,21,WET,4,63.5,1.058333333,0,16.43,,2.12,1.18,NA,NA +Ta ,B ,1,2004,7,21,WET,5,63.5,1.058333333,0,21.27,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,6,63.5,1.058333333,0,31.38,,2.7,2.87,NA,NA +Ta ,B ,1,2004,7,21,WET,7,63.5,1.058333333,0,39.48,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,8,63.5,1.058333333,0,39.48,,2.62,3.51,NA,NA +Ta ,B ,1,2004,7,21,WET,10,63.5,1.058333333,0,39.48,,2.13,2.84,NA,NA +Ta ,B ,1,2004,7,21,WET,12,76.2,1.27,0,39.48,,3.08,4.11,NA,NA +Ta ,B ,1,2004,7,21,WET,13,76.2,1.27,0,50.91,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,14,76.2,1.27,0,52.07,,2.97,5.24,NA,NA +Ta ,B ,1,2004,7,21,WET,15,76.2,1.27,0,52.07,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,16,76.2,1.27,0,52.07,,2.85,5.02,NA,NA +Ta ,B ,1,2004,7,21,WET,18,76.2,1.27,0,52.07,,2.5,4.41,NA,NA +Ta ,B ,1,2004,7,21,WET,19,101.6,1.693333333,0,52.07,,2.5,4.41,NA,NA +Ta ,B ,1,2004,7,21,WET,20,101.6,1.693333333,0,66.16,,2.95,6.62,NA,NA +Ta ,B ,1,2004,7,21,WET,21,101.6,1.693333333,0,76.58,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,22,101.6,1.693333333,0,76.58,,3.03,7.87,NA,NA +Ta ,B ,1,2004,7,21,WET,23,101.6,1.693333333,0,76.58,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,24,101.6,1.693333333,0,76.58,,2.99,7.76,NA,NA +Ta ,B ,1,2004,7,21,WET,26,127,2.116666667,0,76.58,,2.81,7.29,NA,NA +Ta ,B ,1,2004,7,21,WET,27,127,2.116666667,0,93.45,,2.91,9.21,NA,NA +Ta ,B ,1,2004,7,21,WET,28,127,2.116666667,0,97.9,,3.38,11.22,NA,NA +Ta ,B ,1,2004,7,21,WET,29,127,2.116666667,0,97.9,,3,9.93,NA,NA +Ta ,B ,1,2004,7,21,WET,31,127,2.116666667,0,97.9,,3.19,10.56,NA,NA +Ta ,B ,1,2004,7,21,WET,33,152.4,2.54,0,97.9,,2.69,8.91,NA,NA +Ta ,B ,1,2004,7,21,WET,34,152.4,2.54,0,136.84,,3.68,17.04,NA,NA +Ta ,B ,1,2004,7,21,WET,35,152.4,2.54,0,138.35,,3.6,16.88,NA,NA +Ta ,B ,1,2004,7,21,WET,36,152.4,2.54,0,138.35,,3.73,17.46,NA,NA +Ta ,B ,1,2004,7,21,WET,38,152.4,2.54,0,138.35,,3.15,14.75,NA,NA +Ta ,B ,1,2004,7,21,WET,40,177.8,2.963333333,0,138.35,,3.13,14.69,NA,NA +Ta ,B ,1,2004,7,21,WET,41,177.8,2.963333333,0,141,,3.46,16.55,NA,NA +Ta ,B ,1,2004,7,21,WET,42,177.8,2.963333333,0,156.2,,3.33,17.61,NA,NA +Ta ,B ,1,2004,7,21,WET,43,177.8,2.963333333,0,156.2,,3.14,16.63,NA,NA +Ta ,B ,1,2004,7,21,WET,45,177.8,2.963333333,0,153.86,,3.47,18.1,NA,NA +Ta ,B ,1,2004,7,21,WET,47,0,0,0,153.86,,3.56,18.53,NA,NA +Ta ,B ,1,2004,7,21,WET,47.5,0,0,0,73.86,,0.66,1.66,NA,NA +Ta ,B ,1,2004,7,21,WET,48,0,0,0,28.76,,0.13,0.13,NA,NA +Ta ,B ,1,2004,7,21,WET,48.5,0,0,0,15.58,,0.17,0.09,NA,NA +Ta ,B ,1,2004,7,21,WET,49,0,0,0,7.53,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET,49.66666667,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET2,0.783333333,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET2,2,50.8,0.846666667,0,16.22,,0.5,0.27,NA,NA +Ta ,B ,1,2004,7,21,WET2,3,50.8,0.846666667,0,30.5,,0.99,1.02,NA,NA +Ta ,B ,1,2004,7,21,WET2,4,50.8,0.846666667,0,32.14,,1.14,1.24,NA,NA +Ta ,B ,1,2004,7,21,WET2,5,50.8,0.846666667,0,32.14,,1.33,1.45,NA,NA +Ta ,B ,1,2004,7,21,WET2,7,50.8,0.846666667,0,32.14,,1.21,1.31,NA,NA +Ta ,B ,1,2004,7,21,WET2,9,25.4,0.423333333,0,32.14,,1.4,1.52,NA,NA +Ta ,B ,1,2004,7,21,WET2,10,25.4,0.423333333,0,24.76,,0.74,0.62,NA,NA +Ta ,B ,1,2004,7,21,WET2,11,25.4,0.423333333,0,18.81,,0.8,0.51,NA,NA +Ta ,B ,1,2004,7,21,WET2,12,25.4,0.423333333,0,17.07,,0.57,0.32,NA,NA +Ta ,B ,1,2004,7,21,WET2,13,25.4,0.423333333,0,17.07,,0.56,0.32,NA,NA +Ta ,B ,1,2004,7,21,WET2,15,25.4,0.423333333,0,15.69,,0.64,0.34,NA,NA +Ta ,B ,1,2004,7,21,WET2,17,0,0,0,15.69,,0.48,0.25,NA,NA +Ta ,B ,1,2004,7,21,WET2,17.5,0,0,0,12.83,,NA,NA,NA,NA +Ta ,B ,1,2004,7,21,WET2,18.38333333,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,3.57,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,4.5,63.5,1.058333333,0,9.48,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,5,63.5,1.058333333,0,16.32,,3.99,2.2,NA,NA +Ta ,B ,2,2004,7,21,DRY,6,63.5,1.058333333,0,29.87,,3.53,3.57,NA,NA +Ta ,B ,2,2004,7,21,DRY,7,63.5,1.058333333,0,29.87,,3.98,4.03,NA,NA +Ta ,B ,2,2004,7,21,DRY,8,63.5,1.058333333,0,32.53,,4.09,4.5,NA,NA +Ta ,B ,2,2004,7,21,DRY,9,63.5,1.058333333,0,32.53,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,10,63.5,1.058333333,0,32.53,,3.35,3.69,NA,NA +Ta ,B ,2,2004,7,21,DRY,15,63.5,1.058333333,0,32.53,,3.02,3.32,NA,NA +Ta ,B ,2,2004,7,21,DRY,20,63.5,1.058333333,0,32.53,,2.74,3.01,NA,NA +Ta ,B ,2,2004,7,21,DRY,25,63.5,1.058333333,0,32.53,,2.37,2.61,NA,NA +Ta ,B ,2,2004,7,21,DRY,30,63.5,1.058333333,0,38.14,,2.22,2.86,NA,NA +Ta ,B ,2,2004,7,21,DRY,32,63.5,1.058333333,0,38.14,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,35,63.5,1.058333333,0,38.14,,2.06,2.66,NA,NA +Ta ,B ,2,2004,7,21,DRY,38,63.5,1.058333333,0,38.14,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,40,63.5,1.058333333,0,38.14,,2.21,2.85,NA,NA +Ta ,B ,2,2004,7,21,DRY,45,63.5,1.058333333,0,38.14,,2.17,2.81,NA,NA +Ta ,B ,2,2004,7,21,DRY,45.25,63.5,1.058333333,0,34.2,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,45.5,63.5,1.058333333,0,22.19,,0.65,0.48,NA,NA +Ta ,B ,2,2004,7,21,DRY,45.75,63.5,1.058333333,0,15.48,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,46,63.5,1.058333333,0,8.23,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,DRY,46.17,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,1.6,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,2.17,63.5,1.058333333,0,11.85,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,2.5,63.5,1.058333333,0,20.82,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,3,63.5,1.058333333,0,36.68,,2.4,2.98,NA,NA +Ta ,B ,2,2004,7,21,WET,4,63.5,1.058333333,0,49.62,,2.61,4.39,NA,NA +Ta ,B ,2,2004,7,21,WET,5,63.5,1.058333333,0,49.62,,2.19,3.69,NA,NA +Ta ,B ,2,2004,7,21,WET,7,63.5,1.058333333,0,49.62,,2.14,3.6,NA,NA +Ta ,B ,2,2004,7,21,WET,9,76.2,1.27,0,49.62,,2.23,3.75,NA,NA +Ta ,B ,2,2004,7,21,WET,10,76.2,1.27,0,59.75,,2.6,5.27,NA,NA +Ta ,B ,2,2004,7,21,WET,11,76.2,1.27,0,63.85,,2.31,4.99,NA,NA +Ta ,B ,2,2004,7,21,WET,12,76.2,1.27,0,63.85,,2.19,4.73,NA,NA +Ta ,B ,2,2004,7,21,WET,14,76.2,1.27,0,63.85,,2.43,5.25,NA,NA +Ta ,B ,2,2004,7,21,WET,16,0,0,0,63.85,,2.29,4.95,NA,NA +Ta ,B ,2,2004,7,21,WET,16.5,0,0,0,45.8,,0.69,1.07,NA,NA +Ta ,B ,2,2004,7,21,WET,17,0,0,0,16.53,,0.6,0.33,NA,NA +Ta ,B ,2,2004,7,21,WET,17.35,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,54,101.6,1.693333333,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,55.08,101.6,1.693333333,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,55.5,101.6,1.693333333,0,34.07,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,56,101.6,1.693333333,0,72.11,,3.18,7.76,NA,NA +Ta ,B ,2,2004,7,21,WET,57,101.6,1.693333333,0,90.91,,2.68,8.25,NA,NA +Ta ,B ,2,2004,7,21,WET,58,101.6,1.693333333,0,90.91,,2.58,7.94,NA,NA +Ta ,B ,2,2004,7,21,WET,60,101.6,1.693333333,0,90.91,,2.5,7.7,NA,NA +Ta ,B ,2,2004,7,21,WET,62,127,2.116666667,0,90.91,,2.69,8.28,NA,NA +Ta ,B ,2,2004,7,21,WET,63,127,2.116666667,0,107.65,,2.6,9.5,NA,NA +Ta ,B ,2,2004,7,21,WET,64,127,2.116666667,0,108,,2.85,10.43,NA,NA +Ta ,B ,2,2004,7,21,WET,65,127,2.116666667,0,108,,2.78,10.18,NA,NA +Ta ,B ,2,2004,7,21,WET,68,152.4,2.54,0,108,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,69,152.4,2.54,0,135.71,,3.44,15.83,NA,NA +Ta ,B ,2,2004,7,21,WET,70,152.4,2.54,0,130.85,,3.55,15.76,NA,NA +Ta ,B ,2,2004,7,21,WET,71.33,152.4,2.54,0,130.85,,3.05,13.5,NA,NA +Ta ,B ,2,2004,7,21,WET,73,152.4,2.54,0,141.76,,2.86,13.75,NA,NA +Ta ,B ,2,2004,7,21,WET,75,152.4,2.54,0,139.86,,2.92,13.83,NA,NA +Ta ,B ,2,2004,7,21,WET,77,177.8,2.963333333,0,139.86,,3.07,14.56,NA,NA +Ta ,B ,2,2004,7,21,WET,78,177.8,2.963333333,0,148.64,,3.11,15.68,NA,NA +Ta ,B ,2,2004,7,21,WET,79,177.8,2.963333333,0,152.7,,3.04,15.74,NA,NA +Ta ,B ,2,2004,7,21,WET,80,177.8,2.963333333,0,154.06,,2.9,15.11,NA,NA +Ta ,B ,2,2004,7,21,WET,81,177.8,2.963333333,0,154.06,,2.78,14.51,NA,NA +Ta ,B ,2,2004,7,21,WET,83,177.8,2.963333333,0,154.06,,2.89,15.07,NA,NA +Ta ,B ,2,2004,7,21,WET,85,0,0,0,154.06,,2.66,13.91,NA,NA +Ta ,B ,2,2004,7,21,WET,85.25,0,0,0,73.86,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,85.5,0,0,0,38,,0.26,0.34,NA,NA +Ta ,B ,2,2004,7,21,WET,85.75,0,0,0,28.39,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET,86,0,0,0,12.73,,0.2,0.08,NA,NA +Ta ,B ,2,2004,7,21,WET,86.55,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET2,1.58,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,2,2004,7,21,WET2,2,50.8,0.846666667,0,9.12,,0.25,0.07,NA,NA +Ta ,B ,2,2004,7,21,WET2,3,50.8,0.846666667,0,16.53,,0.31,0.17,NA,NA +Ta ,B ,2,2004,7,21,WET2,4,50.8,0.846666667,0,19.36,,0.53,0.34,NA,NA +Ta ,B ,2,2004,7,21,WET2,5,50.8,0.846666667,0,23,,0.83,0.65,NA,NA +Ta ,B ,2,2004,7,21,WET2,6,50.8,0.846666667,0,23,,0.98,0.76,NA,NA +Ta ,B ,2,2004,7,21,WET2,8,50.8,0.846666667,0,23,,1.14,0.88,NA,NA +Ta ,B ,2,2004,7,21,WET2,10,25.4,0.423333333,0,23,,1.06,0.83,NA,NA +Ta ,B ,2,2004,7,21,WET2,11,25.4,0.423333333,0,16.53,,0.6,0.33,NA,NA +Ta ,B ,2,2004,7,21,WET2,12,25.4,0.423333333,0,9.58,,0.59,0.19,NA,NA +Ta ,B ,2,2004,7,21,WET2,13,25.4,0.423333333,0,6.19,,0.62,0.13,NA,NA +Ta ,B ,2,2004,7,21,WET2,15,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,2,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,2.75,63.5,1.058333333,0,44.88,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,3.25,63.5,1.058333333,0,47.69,,3.34,5.4,NA,NA +Ta ,B ,3,2004,7,22,DRY,3.5,63.5,1.058333333,0,52.13,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,4,63.5,1.058333333,0,60.26,,2.57,5.24,NA,NA +Ta ,B ,3,2004,7,22,DRY,4.5,63.5,1.058333333,0,63.44,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,5,63.5,1.058333333,0,72.15,,2.81,6.88,NA,NA +Ta ,B ,3,2004,7,22,DRY,6,63.5,1.058333333,0,72.15,,2.89,7.07,NA,NA +Ta ,B ,3,2004,7,22,DRY,10,63.5,1.058333333,0,72.94,,2.39,5.93,NA,NA +Ta ,B ,3,2004,7,22,DRY,15,63.5,1.058333333,0,60.56,,2.59,5.33,NA,NA +Ta ,B ,3,2004,7,22,DRY,20,63.5,1.058333333,0,60.56,,2.8,5.75,NA,NA +Ta ,B ,3,2004,7,22,DRY,25,63.5,1.058333333,0,56.08,,2.62,4.98,NA,NA +Ta ,B ,3,2004,7,22,DRY,30,63.5,1.058333333,0,56.08,,2.69,5.12,NA,NA +Ta ,B ,3,2004,7,22,DRY,35,63.5,1.058333333,0,56.08,,2.35,4.47,NA,NA +Ta ,B ,3,2004,7,22,DRY,40,63.5,1.058333333,0,56.08,,2.49,4.74,NA,NA +Ta ,B ,3,2004,7,22,DRY,45,0,0,0,56.08,,2.36,4.49,NA,NA +Ta ,B ,3,2004,7,22,DRY,45.25,0,0,0,40.22,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,45.5,0,0,0,29.2,,0.6,0.59,NA,NA +Ta ,B ,3,2004,7,22,DRY,45.75,0,0,0,18.01,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,DRY,46,0,0,0,11.63,,0.36,0.14,NA,NA +Ta ,B ,3,2004,7,22,DRY,46.5,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,1.58,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,2,63.5,1.058333333,0,24.13,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,2.5,63.5,1.058333333,0,42.26,,2.26,3.23,NA,NA +Ta ,B ,3,2004,7,22,WET,3,63.5,1.058333333,0,52.27,,2.67,4.73,NA,NA +Ta ,B ,3,2004,7,22,WET,3.5,63.5,1.058333333,0,52.56,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,4,63.5,1.058333333,0,52.56,,2.33,4.16,NA,NA +Ta ,B ,3,2004,7,22,WET,6,63.5,1.058333333,0,52.56,,2.35,4.19,NA,NA +Ta ,B ,3,2004,7,22,WET,8,101.6,1.693333333,0,52.56,,2.21,3.95,NA,NA +Ta ,B ,3,2004,7,22,WET,8.5,101.6,1.693333333,0,63.44,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,9,101.6,1.693333333,0,95,,3.71,11.96,NA,NA +Ta ,B ,3,2004,7,22,WET,9.5,101.6,1.693333333,0,99.28,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,10,101.6,1.693333333,0,99.28,,3.08,10.38,NA,NA +Ta ,B ,3,2004,7,22,WET,13,101.6,1.693333333,0,102.4,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,15,101.6,1.693333333,0,108.36,,3.02,11.11,NA,NA +Ta ,B ,3,2004,7,22,WET,17,101.6,1.693333333,0,88.59,,3.11,9.34,NA,NA +Ta ,B ,3,2004,7,22,WET,20,127,2.116666667,0,88.59,,2.8,8.41,NA,NA +Ta ,B ,3,2004,7,22,WET,21.5,127,2.116666667,0,95.34,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,22,127,2.116666667,0,106.24,,3.29,11.87,NA,NA +Ta ,B ,3,2004,7,22,WET,22.5,127,2.116666667,0,109.24,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,23,127,2.116666667,0,109.24,,3.24,12,NA,NA +Ta ,B ,3,2004,7,22,WET,25,127,2.116666667,0,109.24,,2.83,10.48,NA,NA +Ta ,B ,3,2004,7,22,WET,27,152.4,2.54,0,109.24,,2.62,9.73,NA,NA +Ta ,B ,3,2004,7,22,WET,27.5,152.4,2.54,0,128.79,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,28,152.4,2.54,0,137.56,,3.47,16.2,NA,NA +Ta ,B ,3,2004,7,22,WET,28.5,152.4,2.54,0,141.53,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,29,152.4,2.54,0,141.53,,3.67,17.61,NA,NA +Ta ,B ,3,2004,7,22,WET,31,152.4,2.54,0,137.37,,3.14,14.62,NA,NA +Ta ,B ,3,2004,7,22,WET,33,177.8,2.963333333,0,137.37,,3.12,14.55,NA,NA +Ta ,B ,3,2004,7,22,WET,33.5,177.8,2.963333333,0,136.43,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,34,177.8,2.963333333,0,147.63,,3.18,15.94,NA,NA +Ta ,B ,3,2004,7,22,WET,34.5,177.8,2.963333333,0,151.1,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,35,177.8,2.963333333,0,156.72,,3.15,16.76,NA,NA +Ta ,B ,3,2004,7,22,WET,35.5,177.8,2.963333333,0,156.72,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,36,177.8,2.963333333,0,156.72,,3.3,17.57,NA,NA +Ta ,B ,3,2004,7,22,WET,38,177.8,2.963333333,0,152.64,,3.57,18.5,NA,NA +Ta ,B ,3,2004,7,22,WET,40,0,0,0,152.64,,3.28,16.98,NA,NA +Ta ,B ,3,2004,7,22,WET,40.25,0,0,0,112.79,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,40.5,0,0,0,56.52,,0.77,1.47,NA,NA +Ta ,B ,3,2004,7,22,WET,41,0,0,0,19.33,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,41.25,0,0,0,11.83,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET,41.5,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,1.67,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,2,50.8,0.846666667,0,9.02,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,2.67,50.8,0.846666667,0,16.08,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,3,50.8,0.846666667,0,18.45,,0.23,0.14,NA,NA +Ta ,B ,3,2004,7,22,WET2,3.5,50.8,0.846666667,0,27.61,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,4,50.8,0.846666667,0,27.61,,0.87,0.82,NA,NA +Ta ,B ,3,2004,7,22,WET2,5,50.8,0.846666667,0,27.61,,1.09,1.02,NA,NA +Ta ,B ,3,2004,7,22,WET2,7,50.8,0.846666667,0,27.61,,1.07,1,NA,NA +Ta ,B ,3,2004,7,22,WET2,9,25.4,0.423333333,0,27.61,,1.14,1.07,NA,NA +Ta ,B ,3,2004,7,22,WET2,9.5,25.4,0.423333333,0,25.91,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,10,25.4,0.423333333,0,19.11,,0.52,0.34,NA,NA +Ta ,B ,3,2004,7,22,WET2,10.5,25.4,0.423333333,0,13.01,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,11,25.4,0.423333333,0,11.25,,0.49,0.19,NA,NA +Ta ,B ,3,2004,7,22,WET2,13,0,0,0,7.43,,NA,NA,NA,NA +Ta ,B ,3,2004,7,22,WET2,13.15,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,3.22,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,3.75,63.5,1.058333333,0,4.69,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,4.5,63.5,1.058333333,0,12.61,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,5,63.5,1.058333333,0,16.83,,1.53,0.87,NA,NA +Ta ,B ,4,2004,7,22,DRY,5.5,63.5,1.058333333,0,18.23,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,6,63.5,1.058333333,0,21.01,,1.76,1.25,NA,NA +Ta ,B ,4,2004,7,22,DRY,6.5,63.5,1.058333333,0,24.13,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,7,63.5,1.058333333,0,24.84,,1.1,0.92,NA,NA +Ta ,B ,4,2004,7,22,DRY,8,63.5,1.058333333,0,25.19,,0.93,0.79,NA,NA +Ta ,B ,4,2004,7,22,DRY,10,63.5,1.058333333,0,29.08,,0.87,0.86,NA,NA +Ta ,B ,4,2004,7,22,DRY,15,63.5,1.058333333,0,26.03,,0.92,0.81,NA,NA +Ta ,B ,4,2004,7,22,DRY,20,63.5,1.058333333,0,26.03,,1.3,1.15,NA,NA +Ta ,B ,4,2004,7,22,DRY,25,63.5,1.058333333,0,26.03,,0.86,0.76,NA,NA +Ta ,B ,4,2004,7,22,DRY,30,63.5,1.058333333,0,26.03,,0.68,0.6,NA,NA +Ta ,B ,4,2004,7,22,DRY,35,63.5,1.058333333,0,30.07,,0.84,0.85,NA,NA +Ta ,B ,4,2004,7,22,DRY,40,63.5,1.058333333,0,30.07,,0.74,0.75,NA,NA +Ta ,B ,4,2004,7,22,DRY,45,0,0,0,30.07,,0.84,0.86,NA,NA +Ta ,B ,4,2004,7,22,DRY,45.25,0,0,0,24.48,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,45.5,0,0,0,16.51,,0.21,0.12,NA,NA +Ta ,B ,4,2004,7,22,DRY,45.75,0,0,0,13.61,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,46,0,0,0,9.29,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,DRY,46.4,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,3.1,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,3.5,63.5,1.058333333,0,7.52,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,4,63.5,1.058333333,0,13.11,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,4.5,63.5,1.058333333,0,18.12,,4.61,2.83,NA,NA +Ta ,B ,4,2004,7,22,WET,5,63.5,1.058333333,0,21.12,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,5.5,63.5,1.058333333,0,23.66,,2.45,1.96,NA,NA +Ta ,B ,4,2004,7,22,WET,6,63.5,1.058333333,0,28.83,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,6.5,63.5,1.058333333,0,30.7,,1.79,1.86,NA,NA +Ta ,B ,4,2004,7,22,WET,7,63.5,1.058333333,0,30.7,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,8,63.5,1.058333333,0,37.01,,1.25,1.57,NA,NA +Ta ,B ,4,2004,7,22,WET,10,63.5,1.058333333,0,42.12,,1.36,1.94,NA,NA +Ta ,B ,4,2004,7,22,WET,12,63.5,1.058333333,0,37.68,,0.98,1.25,NA,NA +Ta ,B ,4,2004,7,22,WET,13,101.6,1.693333333,0,37.68,,0.9,1.15,NA,NA +Ta ,B ,4,2004,7,22,WET,13.5,101.6,1.693333333,0,45.16,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,14,101.6,1.693333333,0,59.65,,1.42,2.87,NA,NA +Ta ,B ,4,2004,7,22,WET,14.5,101.6,1.693333333,0,65.44,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,15,101.6,1.693333333,0,65.44,,1.54,3.41,NA,NA +Ta ,B ,4,2004,7,22,WET,16,101.6,1.693333333,0,71.99,,1.47,3.6,NA,NA +Ta ,B ,4,2004,7,22,WET,18,101.6,1.693333333,0,89.93,,1.42,4.34,NA,NA +Ta ,B ,4,2004,7,22,WET,20,101.6,1.693333333,0,89.93,,1.3,3.96,NA,NA +Ta ,B ,4,2004,7,22,WET,23,127,2.116666667,0,79.2,,1.22,3.28,NA,NA +Ta ,B ,4,2004,7,22,WET,23.25,127,2.116666667,0,83.28,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,24,127,2.116666667,0,91.44,,1.36,4.22,NA,NA +Ta ,B ,4,2004,7,22,WET,24.5,127,2.116666667,0,99.97,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,25,127,2.116666667,0,104.84,,1.46,5.19,NA,NA +Ta ,B ,4,2004,7,22,WET,25.5,127,2.116666667,0,104.84,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,26,127,2.116666667,0,104.84,,1.09,3.9,NA,NA +Ta ,B ,4,2004,7,22,WET,28,127,2.116666667,0,94.15,,1.34,4.29,NA,NA +Ta ,B ,4,2004,7,22,WET,30,152.4,2.54,0,94.15,,1.5,4.81,NA,NA +Ta ,B ,4,2004,7,22,WET,30.5,152.4,2.54,0,92.79,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,31,152.4,2.54,0,113.51,,1.66,6.41,NA,NA +Ta ,B ,4,2004,7,22,WET,31.5,152.4,2.54,0,120.72,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,32,152.4,2.54,0,124.18,,1.8,7.6,NA,NA +Ta ,B ,4,2004,7,22,WET,32.5,152.4,2.54,0,124.18,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,33,152.4,2.54,0,121.63,,1.54,6.38,NA,NA +Ta ,B ,4,2004,7,22,WET,35,152.4,2.54,0,119.09,,1.32,5.35,NA,NA +Ta ,B ,4,2004,7,22,WET,37,177.8,2.963333333,0,119.09,,1.66,6.72,NA,NA +Ta ,B ,4,2004,7,22,WET,37.5,177.8,2.963333333,0,122.9,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,38,177.8,2.963333333,0,133.24,,1.81,8.21,NA,NA +Ta ,B ,4,2004,7,22,WET,38.75,177.8,2.963333333,0,137.37,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,39,177.8,2.963333333,0,137.37,,1.53,7.15,NA,NA +Ta ,B ,4,2004,7,22,WET,40,177.8,2.963333333,0,137.37,,1.54,7.19,NA,NA +Ta ,B ,4,2004,7,22,WET,42,177.8,2.963333333,0,137.37,,1.51,7.05,NA,NA +Ta ,B ,4,2004,7,22,WET,44,0,0,0,137.37,,1.41,6.59,NA,NA +Ta ,B ,4,2004,7,22,WET,44.25,0,0,0,98.08,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,44.5,0,0,0,65.59,,0.32,0.72,NA,NA +Ta ,B ,4,2004,7,22,WET,44.75,0,0,0,43.5,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,45,0,0,0,31.33,,0.07,0.08,NA,NA +Ta ,B ,4,2004,7,22,WET,45.5,0,0,0,13.81,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET,45.83,0,0,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET2,2.55,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET2,2.75,50.8,0.846666667,0,12.22,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET2,3,50.8,0.846666667,0,14.11,,0.27,0.13,NA,NA +Ta ,B ,4,2004,7,22,WET2,3.5,50.8,0.846666667,0,15.04,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET2,4,50.8,0.846666667,0,15.04,,0.3,0.15,NA,NA +Ta ,B ,4,2004,7,22,WET2,5.5,50.8,0.846666667,0,19.55,,0.39,0.25,NA,NA +Ta ,B ,4,2004,7,22,WET2,7,50.8,0.846666667,0,23.19,,0.32,0.25,NA,NA +Ta ,B ,4,2004,7,22,WET2,8,50.8,0.846666667,0,24.48,,0.38,0.32,NA,NA +Ta ,B ,4,2004,7,22,WET2,9,50.8,0.846666667,0,24.48,,0.46,0.38,NA,NA +Ta ,B ,4,2004,7,22,WET2,10,50.8,0.846666667,0,24.48,,0.56,0.46,NA,NA +Ta ,B ,4,2004,7,22,WET2,13,25.4,0.423333333,0,24.48,,0.55,0.46,NA,NA +Ta ,B ,4,2004,7,22,WET2,13.5,25.4,0.423333333,0,23.43,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET2,14,25.4,0.423333333,0,17.04,,0.28,0.16,NA,NA +Ta ,B ,4,2004,7,22,WET2,14.5,0,0,0,15.04,,NA,NA,NA,NA +Ta ,B ,4,2004,7,22,WET2,15,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,2.08,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,3,63.5,1.058333333,0,6.51,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,3.5,63.5,1.058333333,0,8.57,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,4,63.5,1.058333333,0,9.2,,1.82,0.56,NA,NA +Ta ,N ,1,2004,8,19,DRY,4.5,63.5,1.058333333,0,13.81,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,5,63.5,1.058333333,0,17.04,,1.63,0.94,NA,NA +Ta ,N ,1,2004,8,19,DRY,5.5,63.5,1.058333333,0,19.33,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,6,63.5,1.058333333,0,19.33,,1.31,0.86,NA,NA +Ta ,N ,1,2004,8,19,DRY,8,63.5,1.058333333,0,20.56,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,10,63.5,1.058333333,0,23.43,,0.92,0.73,NA,NA +Ta ,N ,1,2004,8,19,DRY,15,63.5,1.058333333,0,23.43,,0.56,0.45,NA,NA +Ta ,N ,1,2004,8,19,DRY,20,63.5,1.058333333,0,23.43,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,25,63.5,1.058333333,0,23.43,,0.58,0.46,NA,NA +Ta ,N ,1,2004,8,19,DRY,30,63.5,1.058333333,0,23.43,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,35,63.5,1.058333333,0,25.08,,0.35,0.3,NA,NA +Ta ,N ,1,2004,8,19,DRY,40,63.5,1.058333333,0,28.46,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,42,63.5,1.058333333,0,28.46,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,45,0,0,0,28.46,,0.33,0.32,NA,NA +Ta ,N ,1,2004,8,19,DRY,45.25,0,0,0,23.66,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,45.5,0,0,0,16.08,,0.13,0.07,NA,NA +Ta ,N ,1,2004,8,19,DRY,45.75,0,0,0,10.96,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,DRY,46.5,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,1.58,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,2.5,63.5,1.058333333,0,8.57,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,3,63.5,1.058333333,0,11.83,,0.36,0.14,NA,NA +Ta ,N ,1,2004,8,19,WET,3.5,63.5,1.058333333,0,13.91,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,4,63.5,1.058333333,0,20.56,,0.68,0.47,NA,NA +Ta ,N ,1,2004,8,19,WET,4.5,63.5,1.058333333,0,29.45,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,5,63.5,1.058333333,0,31.08,,0.54,0.57,NA,NA +Ta ,N ,1,2004,8,19,WET,6,63.5,1.058333333,0,33.75,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,7,63.5,1.058333333,0,35.83,,0.4,0.49,NA,NA +Ta ,N ,1,2004,8,19,WET,8,63.5,1.058333333,0,35.83,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,10,63.5,1.058333333,0,35.83,,0.38,0.46,NA,NA +Ta ,N ,1,2004,8,19,WET,12,101.6,1.693333333,0,35.83,,0.36,0.44,NA,NA +Ta ,N ,1,2004,8,19,WET,12.5,101.6,1.693333333,0,41.31,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,13,101.6,1.693333333,0,54.75,,0.5,0.93,NA,NA +Ta ,N ,1,2004,8,19,WET,13.5,101.6,1.693333333,0,59.8,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,14,101.6,1.693333333,0,64.51,,0.48,1.06,NA,NA +Ta ,N ,1,2004,8,19,WET,15,101.6,1.693333333,0,64.51,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,17,101.6,1.693333333,0,68.85,,0.45,1.07,NA,NA +Ta ,N ,1,2004,8,19,WET,20,101.6,1.693333333,0,68.85,,0.41,0.96,NA,NA +Ta ,N ,1,2004,8,19,WET,22,127,2.116666667,0,68.85,,0.35,0.83,NA,NA +Ta ,N ,1,2004,8,19,WET,22.5,127,2.116666667,0,73.73,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,23,127,2.116666667,0,82.29,,0.57,1.59,NA,NA +Ta ,N ,1,2004,8,19,WET,23.5,127,2.116666667,0,89.76,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,24,127,2.116666667,0,89.76,,0.38,1.16,NA,NA +Ta ,N ,1,2004,8,19,WET,24.5,127,2.116666667,0,89.76,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,25,127,2.116666667,0,89.76,,0.37,1.15,NA,NA +Ta ,N ,1,2004,8,19,WET,27,127,2.116666667,0,89.76,,0.37,1.12,NA,NA +Ta ,N ,1,2004,8,19,WET,29,152.4,2.54,0,89.76,,0.31,0.94,NA,NA +Ta ,N ,1,2004,8,19,WET,29.5,152.4,2.54,0,96.54,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,30,152.4,2.54,0,109.77,,0.41,1.53,NA,NA +Ta ,N ,1,2004,8,19,WET,30.5,152.4,2.54,0,114.58,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,31,152.4,2.54,0,114.58,,0.39,1.54,NA,NA +Ta ,N ,1,2004,8,19,WET,34,152.4,2.54,0,114.58,,0.35,1.37,NA,NA +Ta ,N ,1,2004,8,19,WET,36,177.8,2.963333333,0,114.58,,0.3,1.19,NA,NA +Ta ,N ,1,2004,8,19,WET,36.5,177.8,2.963333333,0,121.26,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,37,177.8,2.963333333,0,129.53,,0.38,1.69,NA,NA +Ta ,N ,1,2004,8,19,WET,37.5,177.8,2.963333333,0,129.53,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,38,177.8,2.963333333,0,131.75,,0.36,1.64,NA,NA +Ta ,N ,1,2004,8,19,WET,39,177.8,2.963333333,0,131.75,,0.39,1.76,NA,NA +Ta ,N ,1,2004,8,19,WET,41,177.8,2.963333333,0,131.75,,0.38,1.7,NA,NA +Ta ,N ,1,2004,8,19,WET,43,0,0,0,131.75,,0.3,1.34,NA,NA +Ta ,N ,1,2004,8,19,WET,43.25,0,0,0,115.12,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,43.5,0,0,0,75.33,,0.08,0.2,NA,NA +Ta ,N ,1,2004,8,19,WET,43.75,0,0,0,58.75,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,44,0,0,0,39.28,,0.04,0.06,NA,NA +Ta ,N ,1,2004,8,19,WET,44.5,0,0,0,19.33,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,45,0,0,0,8.57,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET,45.58,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET2,1.67,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET2,3,50.8,0.846666667,0,7.18,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET2,4,50.8,0.846666667,0,13.61,,0.14,0.06,NA,NA +Ta ,N ,1,2004,8,19,WET2,5,50.8,0.846666667,0,20.11,,0.16,0.11,NA,NA +Ta ,N ,1,2004,8,19,WET2,6,50.8,0.846666667,0,21.92,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET2,8,50.8,0.846666667,0,24.48,,0.14,0.11,NA,NA +Ta ,N ,1,2004,8,19,WET2,10,50.8,0.846666667,0,24.48,,0.13,0.1,NA,NA +Ta ,N ,1,2004,8,19,WET2,13,25.4,0.423333333,0,24.48,,0.19,0.16,NA,NA +Ta ,N ,1,2004,8,19,WET2,14,25.4,0.423333333,0,15.66,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET2,15,25.4,0.423333333,0,11.15,,0.11,0.04,NA,NA +Ta ,N ,1,2004,8,19,WET2,16,25.4,0.423333333,0,8.75,,NA,NA,NA,NA +Ta ,N ,1,2004,8,19,WET2,17,0,0,0,7.35,,0.15,0.03,NA,NA +Ta ,N ,1,2004,8,19,WET2,18.17,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,2.17,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,3,63.5,1.058333333,0,5.08,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,3.5,63.5,1.058333333,0,6.03,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,4,63.5,1.058333333,0,7.44,,1.92,0.48,NA,NA +Ta ,N ,2,2004,8,19,DRY,5,63.5,1.058333333,0,10.22,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,6,63.5,1.058333333,0,13.13,,1.31,0.58,NA,NA +Ta ,N ,2,2004,8,19,DRY,8,63.5,1.058333333,0,13.63,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,10,63.5,1.058333333,0,14.65,,1.07,0.53,NA,NA +Ta ,N ,2,2004,8,19,DRY,13.5,63.5,1.058333333,0,15.48,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,15,63.5,1.058333333,0,15.48,,0.95,0.49,NA,NA +Ta ,N ,2,2004,8,19,DRY,20,63.5,1.058333333,0,15.48,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,25,63.5,1.058333333,0,16.85,,0.71,0.4,NA,NA +Ta ,N ,2,2004,8,19,DRY,30,63.5,1.058333333,0,16.85,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,35,63.5,1.058333333,0,16.85,,0.58,0.33,NA,NA +Ta ,N ,2,2004,8,19,DRY,40,63.5,1.058333333,0,19.81,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,45,0,0,0,19.81,,0.37,0.25,NA,NA +Ta ,N ,2,2004,8,19,DRY,45.25,0,0,0,17.93,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,DRY,45.5,0,0,0,11.94,,0.19,0.07,NA,NA +Ta ,N ,2,2004,8,19,DRY,46.33,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,1.33,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,2,63.5,1.058333333,0,4.69,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,2.5,63.5,1.058333333,0,6.35,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,3,63.5,1.058333333,0,7.19,,0.61,0.15,NA,NA +Ta ,N ,2,2004,8,19,WET,3.5,63.5,1.058333333,0,9.03,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,4.5,63.5,1.058333333,0,13.23,,0.46,0.2,NA,NA +Ta ,N ,2,2004,8,19,WET,5,63.5,1.058333333,0,16.53,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,6,63.5,1.058333333,0,21.96,,0.44,0.33,NA,NA +Ta ,N ,2,2004,8,19,WET,7,63.5,1.058333333,0,27.16,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,8,63.5,1.058333333,0,27.16,,0.3,0.28,NA,NA +Ta ,N ,2,2004,8,19,WET,10,63.5,1.058333333,0,37.34,,0.34,0.43,NA,NA +Ta ,N ,2,2004,8,19,WET,11,63.5,1.058333333,0,37.34,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,13,63.5,1.058333333,0,37.34,,0.4,0.51,NA,NA +Ta ,N ,2,2004,8,19,WET,15,101.6,1.693333333,0,37.34,,0.51,0.65,NA,NA +Ta ,N ,2,2004,8,19,WET,15.5,101.6,1.693333333,0,41.24,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,16,101.6,1.693333333,0,48.48,,0.58,0.95,NA,NA +Ta ,N ,2,2004,8,19,WET,16.5,101.6,1.693333333,0,58.55,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,17,101.6,1.693333333,0,65.39,,0.55,1.23,NA,NA +Ta ,N ,2,2004,8,19,WET,17.5,101.6,1.693333333,0,66.78,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,18,101.6,1.693333333,0,66.78,,0.48,1.1,NA,NA +Ta ,N ,2,2004,8,19,WET,19,101.6,1.693333333,0,66.78,,0.46,1.04,NA,NA +Ta ,N ,2,2004,8,19,WET,21,101.6,1.693333333,0,66.78,,0.42,0.97,NA,NA +Ta ,N ,2,2004,8,19,WET,23,127,2.116666667,0,66.78,,0.4,0.92,NA,NA +Ta ,N ,2,2004,8,19,WET,23.5,127,2.116666667,0,74.49,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,24,127,2.116666667,0,83.42,,0.44,1.24,NA,NA +Ta ,N ,2,2004,8,19,WET,24.5,127,2.116666667,0,88.4,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,25,127,2.116666667,0,91.42,,0.38,1.2,NA,NA +Ta ,N ,2,2004,8,19,WET,26,127,2.116666667,0,91.42,,0.31,0.98,NA,NA +Ta ,N ,2,2004,8,19,WET,28,127,2.116666667,0,91.42,,0.31,0.96,NA,NA +Ta ,N ,2,2004,8,19,WET,30,152.4,2.54,0,91.42,,0.31,0.98,NA,NA +Ta ,N ,2,2004,8,19,WET,30.5,152.4,2.54,0,95.33,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,31,152.4,2.54,0,106.24,,0.35,1.26,NA,NA +Ta ,N ,2,2004,8,19,WET,31.5,152.4,2.54,0,113.87,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,32,152.4,2.54,0,113.87,,0.33,1.29,NA,NA +Ta ,N ,2,2004,8,19,WET,33,152.4,2.54,0,113.87,,0.29,1.14,NA,NA +Ta ,N ,2,2004,8,19,WET,35,152.4,2.54,0,113.87,,0.25,0.99,NA,NA +Ta ,N ,2,2004,8,19,WET,37,177.8,2.963333333,0,113.87,,0.24,0.92,NA,NA +Ta ,N ,2,2004,8,19,WET,37.5,177.8,2.963333333,0,117.11,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,38,177.8,2.963333333,0,125.31,,0.29,1.26,NA,NA +Ta ,N ,2,2004,8,19,WET,38.5,177.8,2.963333333,0,130.48,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,39,177.8,2.963333333,0,130.48,,0.25,1.11,NA,NA +Ta ,N ,2,2004,8,19,WET,41,177.8,2.963333333,0,130.48,,0.2,0.89,NA,NA +Ta ,N ,2,2004,8,19,WET,44,0,0,0,130.48,,0.19,0.87,NA,NA +Ta ,N ,2,2004,8,19,WET,44.25,0,0,0,110.13,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,44.5,0,0,0,78.19,,0.06,0.18,NA,NA +Ta ,N ,2,2004,8,19,WET,44.75,0,0,0,59.45,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,45,0,0,0,40.42,,0.05,0.07,NA,NA +Ta ,N ,2,2004,8,19,WET,45.5,0,0,0,26.31,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,46.5,0,0,0,15.06,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET,48,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,0.82,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,1.5,50.8,0.846666667,0,7.53,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,2,50.8,0.846666667,0,10.32,,0.19,0.06,NA,NA +Ta ,N ,2,2004,8,19,WET2,2.5,50.8,0.846666667,0,13.83,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,3,50.8,0.846666667,0,16.53,,0.14,0.07,NA,NA +Ta ,N ,2,2004,8,19,WET2,4,50.8,0.846666667,0,19.81,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,5,50.8,0.846666667,0,23.82,,0.1,0.08,NA,NA +Ta ,N ,2,2004,8,19,WET2,6,50.8,0.846666667,0,26.56,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,8,50.8,0.846666667,0,26.56,,0.1,0.09,NA,NA +Ta ,N ,2,2004,8,19,WET2,10,25.4,0.423333333,0,26.56,,0.1,0.09,NA,NA +Ta ,N ,2,2004,8,19,WET2,11,25.4,0.423333333,0,24.52,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,11.5,25.4,0.423333333,0,22.53,,0.06,0.05,NA,NA +Ta ,N ,2,2004,8,19,WET2,13,25.4,0.423333333,0,20.37,,NA,NA,NA,NA +Ta ,N ,2,2004,8,19,WET2,13.5,25.4,0.423333333,0,16.85,,0.07,0.04,NA,NA 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,3,2004,8,18,DRY,30,63.5,1.058333333,0,23.35,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,33.5,63.5,1.058333333,0,27.53,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,35,63.5,1.058333333,0,32.14,,0.26,0.28,NA,NA +Ta ,N ,3,2004,8,18,DRY,37,63.5,1.058333333,0,35.37,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,39,63.5,1.058333333,0,35.37,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,42.5,63.5,1.058333333,0,37.47,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,45,0,0,0,37.47,,0.18,0.22,NA,NA +Ta ,N ,3,2004,8,18,DRY,45.25,0,0,0,34.72,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,45.5,0,0,0,31.89,,0.05,0.05,NA,NA +Ta ,N ,3,2004,8,18,DRY,45.75,0,0,0,28.76,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,46,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,46.25,0,0,0,17.61,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,DRY,47.67,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,2.58,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,3,63.5,1.058333333,0,9.95,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,3.5,63.5,1.058333333,0,15.58,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,4,63.5,1.058333333,0,19.47,,0.21,0.13,NA,NA +Ta ,N ,3,2004,8,18,WET,4.5,63.5,1.058333333,0,33.42,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,5,63.5,1.058333333,0,37.74,,0.18,0.23,NA,NA +Ta ,N ,3,2004,8,18,WET,5.5,63.5,1.058333333,0,37.74,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,6,63.5,1.058333333,0,44.4,,0.14,0.22,NA,NA +Ta ,N ,3,2004,8,18,WET,6.5,63.5,1.058333333,0,46.64,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,7,63.5,1.058333333,0,46.64,,0.12,0.19,NA,NA +Ta ,N ,3,2004,8,18,WET,8,63.5,1.058333333,0,48.62,,0.13,0.22,NA,NA +Ta ,N ,3,2004,8,18,WET,9,63.5,1.058333333,0,48.62,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,10,63.5,1.058333333,0,53.23,,0.13,0.23,NA,NA +Ta ,N ,3,2004,8,18,WET,12,63.5,1.058333333,0,53.23,,0.12,0.22,NA,NA +Ta ,N ,3,2004,8,18,WET,15,101.6,1.693333333,0,53.23,,0.12,0.22,NA,NA +Ta ,N ,3,2004,8,18,WET,15.5,101.6,1.693333333,0,65.23,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,16,101.6,1.693333333,0,82.1,,0.18,0.5,NA,NA +Ta ,N ,3,2004,8,18,WET,16.5,101.6,1.693333333,0,87.89,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,17,101.6,1.693333333,0,91.08,,0.17,0.52,NA,NA +Ta ,N ,3,2004,8,18,WET,17.5,101.6,1.693333333,0,93.79,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,18,101.6,1.693333333,0,93.79,,0.18,0.6,NA,NA +Ta ,N ,3,2004,8,18,WET,19,101.6,1.693333333,0,95.84,,0.2,0.64,NA,NA +Ta ,N ,3,2004,8,18,WET,21,101.6,1.693333333,0,95.84,,0.12,0.4,NA,NA +Ta ,N ,3,2004,8,18,WET,23,127,2.116666667,0,95.84,,0.13,0.43,NA,NA +Ta ,N ,3,2004,8,18,WET,23.5,127,2.116666667,0,105.01,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,24,127,2.116666667,0,114.23,,0.17,0.67,NA,NA +Ta ,N ,3,2004,8,18,WET,24.5,127,2.116666667,0,122.01,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,25,127,2.116666667,0,125.12,,0.17,0.74,NA,NA +Ta ,N ,3,2004,8,18,WET,26,127,2.116666667,0,125.12,,0.16,0.7,NA,NA +Ta ,N ,3,2004,8,18,WET,28,127,2.116666667,0,125.12,,0.14,0.6,NA,NA +Ta ,N ,3,2004,8,18,WET,30,152.4,2.54,0,125.12,,0.15,0.65,NA,NA +Ta ,N ,3,2004,8,18,WET,30.5,152.4,2.54,0,136.28,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,31,152.4,2.54,0,149.99,,0.21,1.08,NA,NA +Ta ,N ,3,2004,8,18,WET,31.5,152.4,2.54,0,152.89,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,32,152.4,2.54,0,156.98,,0.17,0.91,NA,NA +Ta ,N ,3,2004,8,18,WET,32.5,152.4,2.54,0,156.98,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,33,152.4,2.54,0,156.98,,0.21,1.15,NA,NA +Ta ,N ,3,2004,8,18,WET,35,152.4,2.54,0,156.98,,0.21,1.12,NA,NA +Ta ,N ,3,2004,8,18,WET,37,177.8,2.963333333,0,156.98,,0.14,0.77,NA,NA +Ta ,N ,3,2004,8,18,WET,37.5,177.8,2.963333333,0,160.51,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,38,177.8,2.963333333,0,169.62,,0.17,0.97,NA,NA +Ta ,N ,3,2004,8,18,WET,38.5,177.8,2.963333333,0,172.82,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,39,177.8,2.963333333,0,172.82,,0.16,0.98,NA,NA +Ta ,N ,3,2004,8,18,WET,40,177.8,2.963333333,0,172.82,,0.15,0.92,NA,NA +Ta ,N ,3,2004,8,18,WET,42,177.8,2.963333333,0,172.82,,0.14,0.83,NA,NA +Ta ,N ,3,2004,8,18,WET,44,0,0,0,172.82,,0.14,0.85,NA,NA +Ta ,N ,3,2004,8,18,WET,44.25,0,0,0,148.64,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,44.5,0,0,0,108.53,,0.04,0.17,NA,NA +Ta ,N ,3,2004,8,18,WET,44.75,0,0,0,80.96,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,45,0,0,0,54.99,,0.02,0.05,NA,NA +Ta ,N ,3,2004,8,18,WET,45.5,0,0,0,35.76,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,46,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,46.25,0,0,0,16.32,,NA,NA,NA,NA +Ta ,N ,3,2004,8,18,WET,49,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,4,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,4.5,63.5,1.058333333,0,8.23,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,5,63.5,1.058333333,0,10.13,,1.16,0.4,NA,NA +Ta ,N ,4,2004,8,18,DRY,6,63.5,1.058333333,0,13.13,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,7,63.5,1.058333333,0,13.23,,1.15,0.51,NA,NA +Ta ,N ,4,2004,8,18,DRY,7.5,63.5,1.058333333,0,15.48,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,9,63.5,1.058333333,0,21.5,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,10,63.5,1.058333333,0,23.7,,0.72,0.58,NA,NA +Ta ,N ,4,2004,8,18,DRY,15,63.5,1.058333333,0,27.9,,0.62,0.58,NA,NA +Ta ,N ,4,2004,8,18,DRY,25,63.5,1.058333333,0,30.12,,0.41,0.41,NA,NA +Ta ,N ,4,2004,8,18,DRY,35,63.5,1.058333333,0,30.12,,0.32,0.33,NA,NA +Ta ,N ,4,2004,8,18,DRY,45,0,0,0,33.29,,0.31,0.35,NA,NA +Ta ,N ,4,2004,8,18,DRY,45.25,0,0,0,30.25,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,45.5,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,45.75,0,0,0,17.93,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,DRY,46.75,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,1.42,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,2,63.5,1.058333333,0,2.58,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,2.5,63.5,1.058333333,0,7.96,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,3,63.5,1.058333333,0,10.79,,0.46,0.17,NA,NA +Ta ,N ,4,2004,8,18,WET,4,63.5,1.058333333,0,23.58,,0.42,0.33,NA,NA +Ta ,N ,4,2004,8,18,WET,4.5,63.5,1.058333333,0,28.76,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,5,63.5,1.058333333,0,34.33,,0.44,0.51,NA,NA +Ta ,N ,4,2004,8,18,WET,7,63.5,1.058333333,0,34.72,,0.28,0.33,NA,NA +Ta ,N ,4,2004,8,18,WET,8,63.5,1.058333333,0,34.72,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,9,63.5,1.058333333,0,34.72,,0.29,0.34,NA,NA +Ta ,N ,4,2004,8,18,WET,10,101.6,1.693333333,0,34.72,,0.28,0.33,NA,NA +Ta ,N ,4,2004,8,18,WET,10.5,101.6,1.693333333,0,47.91,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,11,101.6,1.693333333,0,62.78,,0.48,1.02,NA,NA +Ta ,N ,4,2004,8,18,WET,11.5,101.6,1.693333333,0,74.81,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,12,101.6,1.693333333,0,78.52,,0.41,1.1,NA,NA +Ta ,N ,4,2004,8,18,WET,12.5,101.6,1.693333333,0,78.52,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,13,101.6,1.693333333,0,78.52,,0.38,1.02,NA,NA +Ta ,N ,4,2004,8,18,WET,15,101.6,1.693333333,0,78.52,,0.33,0.9,NA,NA +Ta ,N ,4,2004,8,18,WET,17,127,2.116666667,0,78.52,,0.28,0.76,NA,NA +Ta ,N ,4,2004,8,18,WET,17.5,127,2.116666667,0,81.77,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,18,127,2.116666667,0,88.56,,0.35,1.07,NA,NA +Ta ,N ,4,2004,8,18,WET,18.5,127,2.116666667,0,95.5,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,19,127,2.116666667,0,95.5,,0.32,1.05,NA,NA +Ta ,N ,4,2004,8,18,WET,20,127,2.116666667,0,95.5,,0.34,1.1,NA,NA +Ta ,N ,4,2004,8,18,WET,22,127,2.116666667,0,95.5,,0.31,1,NA,NA +Ta ,N ,4,2004,8,18,WET,24,152.4,2.54,0,95.5,,0.4,1.31,NA,NA +Ta ,N ,4,2004,8,18,WET,24.5,152.4,2.54,0,107.65,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,25,152.4,2.54,0,116.03,,0.58,2.31,NA,NA +Ta ,N ,4,2004,8,18,WET,25.5,152.4,2.54,0,116.03,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,26,152.4,2.54,0,116.03,,0.33,1.3,NA,NA +Ta ,N ,4,2004,8,18,WET,27,152.4,2.54,0,118.74,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,28,152.4,2.54,0,118.74,,0.29,1.2,NA,NA +Ta ,N ,4,2004,8,18,WET,30,152.4,2.54,0,118.74,,0.33,1.35,NA,NA +Ta ,N ,4,2004,8,18,WET,33,177.8,2.963333333,0,118.74,,0.27,1.11,NA,NA +Ta ,N ,4,2004,8,18,WET,33.5,177.8,2.963333333,0,126.59,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,34,177.8,2.963333333,0,129,,0.29,1.26,NA,NA +Ta ,N ,4,2004,8,18,WET,34.5,177.8,2.963333333,0,133.46,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,35,177.8,2.963333333,0,133.46,,0.28,1.27,NA,NA +Ta ,N ,4,2004,8,18,WET,36,177.8,2.963333333,0,133.46,,0.25,1.16,NA,NA +Ta ,N ,4,2004,8,18,WET,38,177.8,2.963333333,0,133.46,,0.26,1.19,NA,NA +Ta ,N ,4,2004,8,18,WET,40,0,0,0,133.46,,0.27,1.24,NA,NA +Ta ,N ,4,2004,8,18,WET,40.25,0,0,0,116.03,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,40.5,0,0,0,85.07,,0.18,0.54,NA,NA +Ta ,N ,4,2004,8,18,WET,40.75,0,0,0,60.81,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,41,0,0,0,43.43,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,41.25,0,0,0,0,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,41.5,0,0,0,21.5,,NA,NA,NA,NA +Ta ,N ,4,2004,8,18,WET,42.67,0,0,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,DRY,3.25,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,DRY,4,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,DRY,4.5,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,DRY,5,63.5,1.058333333,0,0,,1.75,0,NA,NA +Ab,B ,1,2003,7,11,DRY,6,63.5,1.058333333,0,18.59,,3.84,2.41,NA,NA +Ab,B ,1,2003,7,11,DRY,7,63.5,1.058333333,0,16.22,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,DRY,8,63.5,1.058333333,0,16.22,,1.73,0.95,NA,NA +Ab,B ,1,2003,7,11,DRY,10,63.5,1.058333333,0,18.81,,0.87,0.55,NA,NA +Ab,B ,1,2003,7,11,DRY,15,63.5,1.058333333,0,18.81,,3.53,2.25,NA,NA +Ab,B ,1,2003,7,11,DRY,20,63.5,1.058333333,0,20.03,,1.61,1.09,NA,NA +Ab,B ,1,2003,7,11,DRY,25,63.5,1.058333333,0,20.25,,2.28,1.56,NA,NA +Ab,B ,1,2003,7,11,DRY,25.5,63.5,1.058333333,0,20.48,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,DRY,26,0,0,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,1.5,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,2,63.5,1.058333333,0,3.57,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,2.5,63.5,1.058333333,0,7.33,,2.4,0.59,NA,NA +Ab,B ,1,2003,7,11,WET,4.5,63.5,1.058333333,0,23.43,,2.35,1.86,NA,NA +Ab,B ,1,2003,7,11,WET,5,63.5,1.058333333,0,22.27,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,6,63.5,1.058333333,0,25.8,,2.9,2.53,NA,NA +Ab,B ,1,2003,7,11,WET,8,63.5,1.058333333,0,28.22,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,9,76.2,1.27,0,26.88,,2.93,2.66,NA,NA +Ab,B ,1,2003,7,11,WET,10,76.2,1.27,0,32.36,,2.66,2.91,NA,NA +Ab,B ,1,2003,7,11,WET,11,76.2,1.27,0,38.63,,2.66,3.48,NA,NA +Ab,B ,1,2003,7,11,WET,12.5,76.2,1.27,0,33.13,,2.6,2.91,NA,NA +Ab,B ,1,2003,7,11,WET,13,76.2,1.27,0,35.07,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,14,127,2.116666667,0,41.47,,2.77,3.89,NA,NA +Ab,B ,1,2003,7,11,WET,15,127,2.116666667,0,77.5,,2.89,7.59,NA,NA +Ab,B ,1,2003,7,11,WET,16,127,2.116666667,0,94.76,,3.5,11.23,NA,NA +Ab,B ,1,2003,7,11,WET,17,127,2.116666667,0,94.42,,5.05,16.15,NA,NA +Ab,B ,1,2003,7,11,WET,18,127,2.116666667,0,97.67,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,19,127,2.116666667,0,111.85,,4.16,15.77,NA,NA +Ab,B ,1,2003,7,11,WET,20,177.8,2.963333333,0,87.68,,4.56,13.53,NA,NA +Ab,B ,1,2003,7,11,WET,21,177.8,2.963333333,0,118.32,,4.18,16.73,NA,NA +Ab,B ,1,2003,7,11,WET,21.5,177.8,2.963333333,0,136.78,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,22,177.8,2.963333333,0,146.28,,6.04,29.92,NA,NA +Ab,B ,1,2003,7,11,WET,24,177.8,2.963333333,0,132.47,,5.47,24.52,NA,NA +Ab,B ,1,2003,7,11,WET,25,177.8,2.963333333,0,131.35,,5.89,26.18,NA,NA +Ab,B ,1,2003,7,11,WET,26,177.8,2.963333333,0,152.83,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,27,177.8,2.963333333,0,149.16,,4.19,21.17,NA,NA +Ab,B ,1,2003,7,11,WET,28,152.4,2.54,0,127.27,,4.18,18.04,NA,NA +Ab,B ,1,2003,7,11,WET,29,152.4,2.54,0,102.69,,2.98,10.36,NA,NA +Ab,B ,1,2003,7,11,WET,31,152.4,2.54,0,91.87,,2.66,8.28,NA,NA +Ab,B ,1,2003,7,11,WET,32,152.4,2.54,0,89.52,,NA,NA,NA,NA +Ab,B ,1,2003,7,11,WET,33,0,0,0,85.68,,2.3,6.67,NA,NA +Ab,B ,1,2003,7,11,WET,33.5,0,0,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,2.83,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,3.5,63.5,1.058333333,0,8.84,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,4,63.5,1.058333333,0,9.38,,1.46,0.46,NA,NA +Ab,B ,2,2003,7,10,DRY,5,63.5,1.058333333,0,24.27,,1.88,1.54,NA,NA +Ab,B ,2,2003,7,10,DRY,6,63.5,1.058333333,0,32,,1.7,1.84,NA,NA +Ab,B ,2,2003,7,10,DRY,6.5,63.5,1.058333333,0,28.99,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,7,63.5,1.058333333,0,44.38,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,8,63.5,1.058333333,0,38.25,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,9,63.5,1.058333333,0,40.41,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,10,63.5,1.058333333,0,40.13,,2.83,3.84,NA,NA +Ab,B ,2,2003,7,10,DRY,13,63.5,1.058333333,0,44.11,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,17,63.5,1.058333333,0,46.76,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,DRY,20,63.5,1.058333333,0,45.36,,2.53,3.88,NA,NA +Ab,B ,2,2003,7,10,DRY,30,63.5,1.058333333,0,48.32,,1.95,3.19,NA,NA +Ab,B ,2,2003,7,10,DRY,40,63.5,1.058333333,0,50.03,,1.64,2.79,NA,NA +Ab,B ,2,2003,7,10,DRY,45,0,0,0,47.89,,1.82,2.95,NA,NA +Ab,B ,2,2003,7,10,DRY,46.53,0,0,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,1.9,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,2.5,63.5,1.058333333,0,6.51,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,3,63.5,1.058333333,0,8.48,,1.24,0.35,NA,NA +Ab,B ,2,2003,7,10,WET,4,63.5,1.058333333,0,34.83,,1.44,1.7,NA,NA +Ab,B ,2,2003,7,10,WET,5,63.5,1.058333333,0,37.06,,1.53,1.92,NA,NA +Ab,B ,2,2003,7,10,WET,6.5,63.5,1.058333333,0,37.59,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,7,63.5,1.058333333,0,39.73,,1.64,2.21,NA,NA +Ab,B ,2,2003,7,10,WET,8,63.5,1.058333333,0,42.73,,1.4,2.02,NA,NA +Ab,B ,2,2003,7,10,WET,10,63.5,1.058333333,0,43.14,,1.66,2.42,NA,NA +Ab,B ,2,2003,7,10,WET,11,76.2,1.27,0,42.18,,1.53,2.19,NA,NA +Ab,B ,2,2003,7,10,WET,12,76.2,1.27,0,47.19,,1.8,2.87,NA,NA +Ab,B ,2,2003,7,10,WET,13,76.2,1.27,0,50.46,,3.62,6.18,NA,NA +Ab,B ,2,2003,7,10,WET,14,76.2,1.27,0,50.18,,2.04,3.47,NA,NA +Ab,B ,2,2003,7,10,WET,16,76.2,1.27,0,49.89,,1.67,2.82,NA,NA +Ab,B ,2,2003,7,10,WET,18,101.6,1.693333333,0,50.03,,1.72,2.91,NA,NA +Ab,B ,2,2003,7,10,WET,19,101.6,1.693333333,0,60.19,,2.54,5.18,NA,NA +Ab,B ,2,2003,7,10,WET,20,101.6,1.693333333,0,74.32,,2.34,5.88,NA,NA +Ab,B ,2,2003,7,10,WET,22,101.6,1.693333333,0,74.96,,3.11,7.89,NA,NA +Ab,B ,2,2003,7,10,WET,23,101.6,1.693333333,0,71.46,,4.51,10.92,NA,NA +Ab,B ,2,2003,7,10,WET,24,101.6,1.693333333,0,71.62,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,25,127,2.116666667,0,74.16,,1.93,4.85,NA,NA +Ab,B ,2,2003,7,10,WET,26,127,2.116666667,0,99.95,,2.71,9.18,NA,NA +Ab,B ,2,2003,7,10,WET,27,127,2.116666667,0,98.39,,2.35,7.82,NA,NA +Ab,B ,2,2003,7,10,WET,29,127,2.116666667,0,97.71,,2.46,8.15,NA,NA +Ab,B ,2,2003,7,10,WET,30,127,2.116666667,0,97.36,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,31,127,2.116666667,0,96.85,,2.59,8.5,NA,NA +Ab,B ,2,2003,7,10,WET,33,152.4,2.54,0,99.26,,3.14,10.57,NA,NA +Ab,B ,2,2003,7,10,WET,34,152.4,2.54,0,112.25,,2.39,9.08,NA,NA +Ab,B ,2,2003,7,10,WET,35,152.4,2.54,0,120.72,,2.57,10.53,NA,NA +Ab,B ,2,2003,7,10,WET,37,152.4,2.54,0,120.17,,3.08,12.52,NA,NA +Ab,B ,2,2003,7,10,WET,39,177.8,2.963333333,0,119.81,,2.53,10.28,NA,NA +Ab,B ,2,2003,7,10,WET,40,177.8,2.963333333,0,142.31,,2.99,14.44,NA,NA +Ab,B ,2,2003,7,10,WET,41,177.8,2.963333333,0,148.24,,3,15.05,NA,NA +Ab,B ,2,2003,7,10,WET,42,177.8,2.963333333,0,145.55,,2.75,13.57,NA,NA +Ab,B ,2,2003,7,10,WET,43,177.8,2.963333333,0,145.94,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET,44,177.8,2.963333333,0,145.17,,3.67,18.05,NA,NA +Ab,B ,2,2003,7,10,WET,46,0,0,0,145.17,,2.79,13.73,NA,NA +Ab,B ,2,2003,7,10,WET,47.57,0,0,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET2,1.22,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET2,2,50.8,0.846666667,0,17.89,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET2,2.5,50.8,0.846666667,0,23.41,,1.15,0.91,NA,NA +Ab,B ,2,2003,7,10,WET2,3.5,50.8,0.846666667,0,27.23,,1.48,1.36,NA,NA +Ab,B ,2,2003,7,10,WET2,5,50.8,0.846666667,0,27.48,,1.25,1.16,NA,NA +Ab,B ,2,2003,7,10,WET2,7,50.8,0.846666667,0,28.58,,1.45,1.4,NA,NA +Ab,B ,2,2003,7,10,WET2,9,25.4,0.423333333,0,27.48,,1.88,1.75,NA,NA +Ab,B ,2,2003,7,10,WET2,9.5,25.4,0.423333333,0,19.42,,0.96,0.63,NA,NA +Ab,B ,2,2003,7,10,WET2,11.5,25.4,0.423333333,0,7.49,,0.64,0.16,NA,NA +Ab,B ,2,2003,7,10,WET2,13,25.4,0.423333333,0,6.65,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET2,15,0,0,0,6.73,,NA,NA,NA,NA +Ab,B ,2,2003,7,10,WET2,15.27,0,0,0,0,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,2,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,4.57,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,5,63.5,1.058333333,0,2.17,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,6,63.5,1.058333333,0,3.48,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,7,63.5,1.058333333,0,5.81,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,8,63.5,1.058333333,0,10.45,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,9,63.5,1.058333333,0,16.47,,0.57,0.32,NA,NA +Ab,B ,3,2003,7,9,DRY,10,63.5,1.058333333,0,18.85,,0.42,0.27,NA,NA +Ab,B ,3,2003,7,9,DRY,11,63.5,1.058333333,0,21.54,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,DRY,12,63.5,1.058333333,0,24.57,,0.47,0.39,NA,NA +Ab,B ,3,2003,7,9,DRY,15,63.5,1.058333333,0,25.76,,0.33,0.29,NA,NA +Ab,B ,3,2003,7,9,DRY,20,63.5,1.058333333,0,27.94,,0.28,0.26,NA,NA +Ab,B ,3,2003,7,9,DRY,25,63.5,1.058333333,0,27.33,,0.23,0.21,NA,NA +Ab,B ,3,2003,7,9,DRY,30,63.5,1.058333333,0,29.55,,0.25,0.25,NA,NA +Ab,B ,3,2003,7,9,DRY,35,63.5,1.058333333,0,28.31,,0.23,0.22,NA,NA +Ab,B ,3,2003,7,9,DRY,40,63.5,1.058333333,0,30.55,,0.26,0.27,NA,NA +Ab,B ,3,2003,7,9,DRY,45,0,0,0,29.55,,0.18,0.18,NA,NA +Ab,B ,3,2003,7,9,DRY,45.97,0,0,0,0,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,1.37,63.5,1.058333333,0,0,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,2,63.5,1.058333333,0,8.25,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,3,63.5,1.058333333,0,14.37,,0.18,0.08,NA,NA +Ab,B ,3,2003,7,9,WET,4,63.5,1.058333333,0,25.27,,0.15,0.12,NA,NA +Ab,B ,3,2003,7,9,WET,5,63.5,1.058333333,0,30.54,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,6,63.5,1.058333333,0,32.44,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,6.5,63.5,1.058333333,0,34.63,,0.16,0.18,NA,NA +Ab,B ,3,2003,7,9,WET,7,63.5,1.058333333,0,34.37,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,8,63.5,1.058333333,0,34.11,,0.18,0.2,NA,NA +Ab,B ,3,2003,7,9,WET,9.5,63.5,1.058333333,0,33.46,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,11,76.2,1.27,0,33.21,,0.17,0.19,NA,NA +Ab,B ,3,2003,7,9,WET,12,76.2,1.27,0,36.85,,0.26,0.32,NA,NA +Ab,B ,3,2003,7,9,WET,13,76.2,1.27,0,40.87,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,14,76.2,1.27,0,43.75,,0.17,0.26,NA,NA +Ab,B ,3,2003,7,9,WET,15,76.2,1.27,0,41.96,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,16,76.2,1.27,0,41.55,,0.18,0.26,NA,NA +Ab,B ,3,2003,7,9,WET,18.5,76.2,1.27,0,42.1,,NA,NA,NA,NA +Ab,B ,3,2003,7,9,WET,19,101.6,1.693333333,0,42.65,,0.17,0.25,NA,NA +Ab,B ,3,2003,7,9,WET,20,101.6,1.693333333,0,55.18,,0.49,0.92,NA,NA +Ab,B 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,4,2003,7,9,WET,16,76.2,1.27,0,56.02,,0.39,0.75,NA,NA +Ab,B ,4,2003,7,9,WET,17,76.2,1.27,0,54.99,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET,18,101.6,1.693333333,0,54.55,,0.39,0.73,NA,NA +Ab,B ,4,2003,7,9,WET,19,101.6,1.693333333,0,65.54,,0.6,1.34,NA,NA +Ab,B ,4,2003,7,9,WET,20,101.6,1.693333333,0,78.84,,0.64,1.73,NA,NA +Ab,B ,4,2003,7,9,WET,22,101.6,1.693333333,0,78.84,,0.59,1.58,NA,NA +Ab,B ,4,2003,7,9,WET,24,101.6,1.693333333,0,75.45,,0.56,1.43,NA,NA +Ab,B ,4,2003,7,9,WET,25,127,2.116666667,0,78.03,,0.52,1.37,NA,NA +Ab,B ,4,2003,7,9,WET,26,127,2.116666667,0,95.67,,0.77,2.51,NA,NA +Ab,B ,4,2003,7,9,WET,27,127,2.116666667,0,101.87,,0.75,2.59,NA,NA +Ab,B ,4,2003,7,9,WET,28,127,2.116666667,0,99.79,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET,29,127,2.116666667,0,102.57,,0.86,3,NA,NA +Ab,B ,4,2003,7,9,WET,30,127,2.116666667,0,102.22,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET,31,127,2.116666667,0,100.48,,0.53,1.83,NA,NA +Ab,B ,4,2003,7,9,WET,33,152.4,2.54,0,97.04,,0.51,1.7,NA,NA +Ab,B ,4,2003,7,9,WET,34,152.4,2.54,0,120.19,,0.79,3.21,NA,NA +Ab,B ,4,2003,7,9,WET,35,152.4,2.54,0,121.28,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET,36,152.4,2.54,0,123.47,,0.78,3.29,NA,NA +Ab,B ,4,2003,7,9,WET,37,152.4,2.54,0,120.37,,0.67,2.74,NA,NA +Ab,B ,4,2003,7,9,WET,38,152.4,2.54,0,120.19,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET,40,177.8,2.963333333,0,120.37,,0.72,2.96,NA,NA +Ab,B ,4,2003,7,9,WET,41,177.8,2.963333333,0,145.57,,0.77,3.8,NA,NA +Ab,B ,4,2003,7,9,WET,43,177.8,2.963333333,0,148.07,,0.86,4.33,NA,NA +Ab,B ,4,2003,7,9,WET,44,177.8,2.963333333,0,145.38,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET,44.5,177.8,2.963333333,0,145.57,,0.69,3.43,NA,NA +Ab,B ,4,2003,7,9,WET,45,177.8,2.963333333,0,143.47,,0.64,3.14,NA,NA +Ab,B ,4,2003,7,9,WET,46,0,0,0,143.47,,0.79,3.84,NA,NA +Ab,B ,4,2003,7,9,WET,48.95,0,0,0,0,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET2,1.3,50.8,0.846666667,0,0,,NA,NA,NA,NA +Ab,B ,4,2003,7,9,WET2,2,50.8,0.846666667,0,13.58,,NA,NA,NA,NA +Ab,B 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,1,2003,7,22,WET,4,63.5,1.058333333,0,17.77,,0.84,0.5,NA,NA +EM,B ,1,2003,7,22,WET,5,63.5,1.058333333,0,21.21,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,6,63.5,1.058333333,0,23.87,,0.67,0.54,NA,NA +EM,B ,1,2003,7,22,WET,7,63.5,1.058333333,0,28.32,,0.61,0.58,NA,NA +EM,B ,1,2003,7,22,WET,9,63.5,1.058333333,0,34.78,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,10,63.5,1.058333333,0,35.56,,0.74,0.89,NA,NA +EM,B ,1,2003,7,22,WET,13,76.2,1.27,0,37.94,,0.54,0.7,NA,NA +EM,B ,1,2003,7,22,WET,14,76.2,1.27,0,39.95,,0.62,0.83,NA,NA +EM,B ,1,2003,7,22,WET,15,76.2,1.27,0,43.77,,0.61,0.91,NA,NA +EM,B ,1,2003,7,22,WET,16,76.2,1.27,0,46.42,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,17,76.2,1.27,0,45.44,,0.52,0.8,NA,NA +EM,B ,1,2003,7,22,WET,19,101.6,1.693333333,0,46.56,,0.47,0.75,NA,NA +EM,B ,1,2003,7,22,WET,20,101.6,1.693333333,0,54.03,,0.71,1.3,NA,NA +EM,B ,1,2003,7,22,WET,21,101.6,1.693333333,0,61.49,,0.73,1.52,NA,NA +EM,B ,1,2003,7,22,WET,22,101.6,1.693333333,0,63.77,,0.73,1.58,NA,NA +EM,B ,1,2003,7,22,WET,23,101.6,1.693333333,0,65.15,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,24,101.6,1.693333333,0,65.46,,0.68,1.51,NA,NA +EM,B ,1,2003,7,22,WET,25,127,2.116666667,0,65,,0.66,1.47,NA,NA +EM,B ,1,2003,7,22,WET,26,127,2.116666667,0,74.89,,0.65,1.64,NA,NA +EM,B ,1,2003,7,22,WET,27,127,2.116666667,0,81.36,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,28,127,2.116666667,0,84.98,,0.78,2.26,NA,NA +EM,B ,1,2003,7,22,WET,29,127,2.116666667,0,83.82,,0.76,2.16,NA,NA +EM,B ,1,2003,7,22,WET,30,127,2.116666667,0,85.15,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,31,127,2.116666667,0,83.82,,0.75,2.14,NA,NA +EM,B ,1,2003,7,22,WET,32,152.4,2.54,0,82.67,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,33,152.4,2.54,0,99.7,,1,3.39,NA,NA +EM,B ,1,2003,7,22,WET,34,152.4,2.54,0,106.33,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,35,152.4,2.54,0,108.8,,0.8,2.97,NA,NA +EM,B ,1,2003,7,22,WET,36,152.4,2.54,0,107.38,,0.84,3.05,NA,NA +EM,B ,1,2003,7,22,WET,38,152.4,2.54,0,106.85,,0.82,2.99,NA,NA +EM,B ,1,2003,7,22,WET,39,177.8,2.963333333,0,106.68,,0.9,3.25,NA,NA +EM,B ,1,2003,7,22,WET,40,177.8,2.963333333,0,125.03,,0.71,3.02,NA,NA +EM,B ,1,2003,7,22,WET,41,177.8,2.963333333,0,133.93,,0.89,4.04,NA,NA +EM,B ,1,2003,7,22,WET,42,177.8,2.963333333,0,125.58,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET,43,177.8,2.963333333,0,124.66,,0.88,3.74,NA,NA +EM,B ,1,2003,7,22,WET,45,0,0,0,124.66,,0.33,1.41,NA,NA +EM,B ,1,2003,7,22,WET,47.07,0,0,0,0,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET2,2.22,50.8,0.846666667,0,0,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET2,2.5,50.8,0.846666667,0,12.5,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET2,3,50.8,0.846666667,0,13.7,,0.35,0.16,NA,NA +EM,B ,1,2003,7,22,WET2,4,50.8,0.846666667,0,15.76,,0.26,0.14,NA,NA +EM,B ,1,2003,7,22,WET2,5,50.8,0.846666667,0,18.77,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET2,6,50.8,0.846666667,0,21.12,,0.71,0.51,NA,NA +EM,B ,1,2003,7,22,WET2,8,50.8,0.846666667,0,22.03,,0.26,0.2,NA,NA +EM,B ,1,2003,7,22,WET2,10,50.8,0.846666667,0,22.26,,0.3,0.22,NA,NA +EM,B ,1,2003,7,22,WET2,11,25.4,0.423333333,0,22.84,,0.27,0.21,NA,NA +EM,B ,1,2003,7,22,WET2,12,25.4,0.423333333,0,18.33,,0.2,0.12,NA,NA +EM,B ,1,2003,7,22,WET2,13,25.4,0.423333333,0,14.82,,NA,NA,NA,NA +EM,B ,1,2003,7,22,WET2,14,0,0,0,0,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,2.75,63.5,1.058333333,0,0,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,3,63.5,1.058333333,0,2.66,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,4,63.5,1.058333333,0,5.57,,1.55,0.29,NA,NA +EM,B ,2,2003,7,22,WET,5,63.5,1.058333333,0,8.51,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,6,63.5,1.058333333,0,10.34,,1,0.35,NA,NA +EM,B ,2,2003,7,22,WET,8,63.5,1.058333333,0,12.26,,0.66,0.27,NA,NA +EM,B ,2,2003,7,22,WET,9,63.5,1.058333333,0,13.15,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,10,63.5,1.058333333,0,15.3,,0.68,0.35,NA,NA +EM,B ,2,2003,7,22,WET,12,63.5,1.058333333,0,17.09,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,13,63.5,1.058333333,0,17.09,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,14,76.2,1.27,0,19.61,,0.52,0.34,NA,NA +EM,B ,2,2003,7,22,WET,16,76.2,1.27,0,20.62,,0.59,0.41,NA,NA +EM,B ,2,2003,7,22,WET,17,76.2,1.27,0,20.96,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,18,76.2,1.27,0,22.56,,0.55,0.42,NA,NA +EM,B ,2,2003,7,22,WET,20,76.2,1.27,0,21.99,,NA,NA,NA,NA +EM,B ,2,2003,7,22,WET,24,76.2,1.27,0,24.91,,0.58,0.49,NA,NA +EM,B ,2,2003,7,22,WET,25,101.6,1.693333333,0,25.38,,0.54,0.46,NA,NA +EM,B ,2,2003,7,22,WET,26,101.6,1.693333333,0,31.92,,0.82,0.89,NA,NA +EM,B ,2,2003,7,22,WET,27,101.6,1.693333333,0,37.11,,0.7,0.87,NA,NA +EM,B ,2,2003,7,22,WET,29,101.6,1.693333333,0,41,,0.63,0.88,NA,NA +EM,B ,2,2003,7,22,WET,30,101.6,1.693333333,0,42.91,,0.6,0.87,NA,NA +EM,B ,2,2003,7,22,WET,32,127,2.116666667,0,43.33,,0.54,0.79,NA,NA +EM,B ,2,2003,7,22,WET,33,127,2.116666667,0,48.94,,0.56,0.93,NA,NA +EM,B ,2,2003,7,22,WET,34,127,2.116666667,0,56.06,,0.55,1.05,NA,NA +EM,B 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,4,2003,7,23,WET,36,0,0,0,143.91,,NA,NA,NA,NA +PC,B ,1,2003,7,29,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,DRY,3.67,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,DRY,4,63.5,1.058333333,0,4.43,,NA,NA,NA,NA +PC,B ,1,2003,7,29,DRY,4.5,63.5,1.058333333,0,4.66,,0.43,0.06,NA,NA +PC,B ,1,2003,7,29,DRY,5.5,63.5,1.058333333,0,19.53,,NA,NA,NA,NA +PC,B ,1,2003,7,29,DRY,6,63.5,1.058333333,0,23.29,,0.43,0.34,NA,NA +PC,B ,1,2003,7,29,DRY,7,63.5,1.058333333,0,26.38,,0.37,0.33,NA,NA +PC,B ,1,2003,7,29,DRY,10,63.5,1.058333333,0,31.07,,0.31,0.33,NA,NA +PC,B ,1,2003,7,29,DRY,13,63.5,1.058333333,0,35.43,,0.28,0.34,NA,NA +PC,B ,1,2003,7,29,DRY,15,63.5,1.058333333,0,34.78,,0.26,0.31,NA,NA +PC,B ,1,2003,7,29,DRY,20,63.5,1.058333333,0,36.61,,0.29,0.36,NA,NA +PC,B ,1,2003,7,29,DRY,25,63.5,1.058333333,0,36.61,,0.27,0.33,NA,NA +PC,B ,1,2003,7,29,DRY,30,63.5,1.058333333,0,37.54,,NA,NA,NA,NA +PC,B ,1,2003,7,29,DRY,35,63.5,1.058333333,0,35.96,,0.25,0.31,NA,NA +PC,B ,1,2003,7,29,DRY,45,0,0,0,35.04,,0.26,0.31,NA,NA +PC,B ,1,2003,7,29,DRY,46.95,0,0,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET,1.77,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET,2,63.5,1.058333333,0,9.37,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET,2.5,63.5,1.058333333,0,12.31,,0.3,0.12,NA,NA +PC,B ,1,2003,7,29,WET,3,63.5,1.058333333,0,44.37,,0.35,0.53,NA,NA +PC,B ,1,2003,7,29,WET,5,63.5,1.058333333,0,47.17,,0.25,0.4,NA,NA +PC,B ,1,2003,7,29,WET,7,63.5,1.058333333,0,50.44,,0.3,0.51,NA,NA +PC,B ,1,2003,7,29,WET,8,63.5,1.058333333,0,50.59,,0.29,0.5,NA,NA +PC,B ,1,2003,7,29,WET,10,76.2,1.27,0,50.44,,0.24,0.42,NA,NA +PC,B ,1,2003,7,29,WET,11,76.2,1.27,0,53.05,,0.28,0.51,NA,NA +PC,B ,1,2003,7,29,WET,12,76.2,1.27,0,55.1,,0.29,0.55,NA,NA +PC,B ,1,2003,7,29,WET,13,76.2,1.27,0,58.21,,0.29,0.57,NA,NA +PC,B ,1,2003,7,29,WET,15,76.2,1.27,0,57.47,,0.32,0.62,NA,NA +PC,B ,1,2003,7,29,WET,17,76.2,1.27,0,57.32,,0.29,0.56,NA,NA +PC,B ,1,2003,7,29,WET,18,101.6,1.693333333,0,57.47,,0.31,0.61,NA,NA +PC,B ,1,2003,7,29,WET,19,101.6,1.693333333,0,63.66,,0.42,0.9,NA,NA +PC,B ,1,2003,7,29,WET,20,101.6,1.693333333,0,74.29,,0.42,1.06,NA,NA +PC,B ,1,2003,7,29,WET,22,101.6,1.693333333,0,75.25,,0.39,0.99,NA,NA +PC,B ,1,2003,7,29,WET,24,101.6,1.693333333,0,75.41,,0.37,0.94,NA,NA +PC,B ,1,2003,7,29,WET,25,127,2.116666667,0,74.13,,0.37,0.94,NA,NA +PC,B ,1,2003,7,29,WET,26,127,2.116666667,0,83.05,,0.51,1.45,NA,NA +PC,B ,1,2003,7,29,WET,27,127,2.116666667,0,95.28,,0.45,1.45,NA,NA +PC,B ,1,2003,7,29,WET,28,127,2.116666667,0,95.62,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET,29,127,2.116666667,0,94.6,,0.44,1.42,NA,NA +PC,B ,1,2003,7,29,WET,31,127,2.116666667,0,93.92,,0.43,1.36,NA,NA +PC,B ,1,2003,7,29,WET,32,152.4,2.54,0,93.92,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET,33,152.4,2.54,0,111.86,,0.48,1.82,NA,NA +PC,B ,1,2003,7,29,WET,34,152.4,2.54,0,123.98,,0.44,1.85,NA,NA +PC,B ,1,2003,7,29,WET,36,152.4,2.54,0,123.98,,0.37,1.55,NA,NA +PC,B ,1,2003,7,29,WET,38,152.4,2.54,0,124.16,,0.37,1.56,NA,NA +PC,B ,1,2003,7,29,WET,39,177.8,2.963333333,0,123.79,,0.42,1.77,NA,NA +PC,B ,1,2003,7,29,WET,40,177.8,2.963333333,0,137.55,,0.41,1.91,NA,NA +PC,B ,1,2003,7,29,WET,41,177.8,2.963333333,0,151.49,,0.36,1.87,NA,NA +PC,B ,1,2003,7,29,WET,43,177.8,2.963333333,0,151.49,,0.39,2,NA,NA +PC,B ,1,2003,7,29,WET,45,177.8,2.963333333,0,149.17,,0.36,1.86,NA,NA +PC,B ,1,2003,7,29,WET,46,0,0,0,150.33,,0.39,2.01,NA,NA +PC,B ,1,2003,7,29,WET,48.38,0,0,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET2,1.8,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET2,2,50.8,0.846666667,0,4.92,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET2,2.5,50.8,0.846666667,0,5.15,,0.16,0.02,NA,NA +PC,B ,1,2003,7,29,WET2,4,50.8,0.846666667,0,17.5,,0.16,0.09,NA,NA +PC,B ,1,2003,7,29,WET2,5,50.8,0.846666667,0,21.04,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET2,5.5,50.8,0.846666667,0,20.93,,0.13,0.09,NA,NA +PC,B ,1,2003,7,29,WET2,7,50.8,0.846666667,0,21.96,,0.15,0.11,NA,NA +PC,B ,1,2003,7,29,WET2,9,50.8,0.846666667,0,23.35,,0.15,0.11,NA,NA +PC,B ,1,2003,7,29,WET2,11,50.8,0.846666667,0,23.35,,0.16,0.13,NA,NA +PC,B ,1,2003,7,29,WET2,12,25.4,0.423333333,0,23.35,,0.16,0.12,NA,NA +PC,B ,1,2003,7,29,WET2,13,25.4,0.423333333,0,18.81,,0.09,0.05,NA,NA +PC,B ,1,2003,7,29,WET2,14.5,25.4,0.423333333,0,9.95,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET2,15,25.4,0.423333333,0,9.67,,0.05,0.01,NA,NA +PC,B ,1,2003,7,29,WET2,16.5,25.4,0.423333333,0,7.36,,NA,NA,NA,NA +PC,B ,1,2003,7,29,WET2,17,0,0,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,2.17,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,2.5,63.5,1.058333333,0,10.33,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,3,63.5,1.058333333,0,11.76,,0.79,0.31,NA,NA +PC,B ,2,2003,7,29,DRY,4.25,63.5,1.058333333,0,26.57,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,5,63.5,1.058333333,0,35.25,,0.66,0.79,NA,NA +PC,B ,2,2003,7,29,DRY,7,63.5,1.058333333,0,49.78,,0.6,1.01,NA,NA +PC,B ,2,2003,7,29,DRY,10,63.5,1.058333333,0,52.95,,0.57,1.03,NA,NA +PC,B ,2,2003,7,29,DRY,11.5,63.5,1.058333333,0,50.93,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,15,63.5,1.058333333,0,47.5,,0.43,0.69,NA,NA +PC,B ,2,2003,7,29,DRY,20,63.5,1.058333333,0,44.97,,0.49,0.75,NA,NA +PC,B ,2,2003,7,29,DRY,22.35,63.5,1.058333333,0,44.97,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,23.08,63.5,1.058333333,0,32.54,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,25,63.5,1.058333333,0,32.54,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,27,63.5,1.058333333,0,37.22,,NA,NA,NA,NA +PC,B ,2,2003,7,29,DRY,30,63.5,1.058333333,0,35.9,,0.37,0.45,NA,NA +PC,B ,2,2003,7,29,DRY,35,0,0,0,33.31,,0.25,0.28,NA,NA +PC,B ,2,2003,7,29,DRY,36,0,0,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET,1.48,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET,2,63.5,1.058333333,0,4.77,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET,2.5,63.5,1.058333333,0,8.23,,0.46,0.12,NA,NA +PC,B ,2,2003,7,29,WET,4,63.5,1.058333333,0,40.05,,0.21,0.28,NA,NA +PC,B ,2,2003,7,29,WET,5,63.5,1.058333333,0,42.5,,0.21,0.31,NA,NA +PC,B ,2,2003,7,29,WET,7,63.5,1.058333333,0,44.08,,0.24,0.35,NA,NA +PC,B ,2,2003,7,29,WET,9,63.5,1.058333333,0,46.36,,0.22,0.36,NA,NA +PC,B ,2,2003,7,29,WET,10,76.2,1.27,0,46.59,,0.24,0.38,NA,NA +PC,B ,2,2003,7,29,WET,11,76.2,1.27,0,52.43,,0.3,0.53,NA,NA +PC,B ,2,2003,7,29,WET,12,76.2,1.27,0,57.73,,0.33,0.65,NA,NA +PC,B ,2,2003,7,29,WET,13,76.2,1.27,0,57.97,,0.33,0.66,NA,NA +PC,B ,2,2003,7,29,WET,15,76.2,1.27,0,54.82,,0.27,0.5,NA,NA +PC,B ,2,2003,7,29,WET,18,101.6,1.693333333,0,55.06,,0.37,0.69,NA,NA +PC,B ,2,2003,7,29,WET,19,101.6,1.693333333,0,72.27,,0.5,1.23,NA,NA +PC,B ,2,2003,7,29,WET,20,101.6,1.693333333,0,72.11,,0.5,1.22,NA,NA +PC,B ,2,2003,7,29,WET,22,101.6,1.693333333,0,72.27,,0.39,0.95,NA,NA +PC,B ,2,2003,7,29,WET,25,127,2.116666667,0,81.52,,0.35,0.96,NA,NA +PC,B ,2,2003,7,29,WET,26,127,2.116666667,0,99.39,,0.56,1.88,NA,NA +PC,B ,2,2003,7,29,WET,27,127,2.116666667,0,99.39,,0.45,1.51,NA,NA +PC,B ,2,2003,7,29,WET,29,127,2.116666667,0,99.39,,0.44,1.48,NA,NA +PC,B ,2,2003,7,29,WET,31,127,2.116666667,0,98.27,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET,32,152.4,2.54,0,94.35,,0.36,1.15,NA,NA +PC,B ,2,2003,7,29,WET,33,152.4,2.54,0,109.4,,0.52,1.95,NA,NA +PC,B ,2,2003,7,29,WET,34,152.4,2.54,0,122.04,,0.43,1.8,NA,NA +PC,B ,2,2003,7,29,WET,36,152.4,2.54,0,121.45,,0.4,1.66,NA,NA +PC,B ,2,2003,7,29,WET,39,177.8,2.963333333,0,119.66,,0.42,1.7,NA,NA +PC,B ,2,2003,7,29,WET,40,177.8,2.963333333,0,139.36,,0.45,2.12,NA,NA +PC,B ,2,2003,7,29,WET,41,177.8,2.963333333,0,156.32,,0.4,2.14,NA,NA +PC,B ,2,2003,7,29,WET,43,177.8,2.963333333,0,158.23,,0.43,2.33,NA,NA +PC,B ,2,2003,7,29,WET,46,0,0,0,155.36,,0.46,2.43,NA,NA +PC,B ,2,2003,7,29,WET,48.15,0,0,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET2,2.2,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET2,2.5,50.8,0.846666667,0,25.79,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET2,4,50.8,0.846666667,0,26.15,,NA,NA,NA,NA +PC,B ,2,2003,7,29,WET2,4.5,50.8,0.846666667,0,26.51,,0.22,0.2,NA,NA +PC,B ,2,2003,7,29,WET2,5.5,50.8,0.846666667,0,26.75,,0.14,0.13,NA,NA +PC,B ,2,2003,7,29,WET2,7.5,50.8,0.846666667,0,30.57,,0.09,0.1,NA,NA +PC,B ,2,2003,7,29,WET2,9,50.8,0.846666667,0,31.96,,0.17,0.19,NA,NA +PC,B ,2,2003,7,29,WET2,12,25.4,0.423333333,0,35.58,,0.12,0.15,NA,NA +PC,B ,2,2003,7,29,WET2,13,25.4,0.423333333,0,31.71,,0.09,0.1,NA,NA +PC,B ,2,2003,7,29,WET2,15.33,0,0,0,0,,NA,NA,NA,NA +PC,B ,3,2003,7,30,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,3,2003,7,30,WET,1.18,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,3,2003,7,30,WET,1.5,63.5,1.058333333,0,5.91,,NA,NA,NA,NA +PC,B ,3,2003,7,30,WET,2,63.5,1.058333333,0,9.35,,1.72,0.54,NA,NA +PC,B ,3,2003,7,30,WET,3,63.5,1.058333333,0,35.96,,1.39,1.69,NA,NA +PC,B ,3,2003,7,30,WET,4,63.5,1.058333333,0,49.98,,0.95,1.61,NA,NA +PC,B ,3,2003,7,30,WET,6,63.5,1.058333333,0,59.98,,0.78,1.59,NA,NA +PC,B ,3,2003,7,30,WET,8,63.5,1.058333333,0,60.28,,0.74,1.52,NA,NA +PC,B ,3,2003,7,30,WET,11,76.2,1.27,0,60.58,,0.71,1.46,NA,NA +PC,B ,3,2003,7,30,WET,12,76.2,1.27,0,66.55,,0.69,1.56,NA,NA +PC,B ,3,2003,7,30,WET,13,76.2,1.27,0,72.67,,0.72,1.77,NA,NA +PC,B ,3,2003,7,30,WET,15,76.2,1.27,0,75.86,,0.76,1.95,NA,NA +PC,B ,3,2003,7,30,WET,18,101.6,1.693333333,0,74.42,,0.68,1.71,NA,NA +PC,B ,3,2003,7,30,WET,19,101.6,1.693333333,0,93.54,,0.9,2.87,NA,NA +PC,B ,3,2003,7,30,WET,20,101.6,1.693333333,0,105.81,,0.89,3.21,NA,NA +PC,B ,3,2003,7,30,WET,22,101.6,1.693333333,0,104.93,,0.75,2.68,NA,NA +PC,B ,3,2003,7,30,WET,25,127,2.116666667,0,104.23,,0.72,2.54,NA,NA +PC,B ,3,2003,7,30,WET,26,127,2.116666667,0,129.84,,0.86,3.78,NA,NA +PC,B ,3,2003,7,30,WET,27,127,2.116666667,0,131.14,,0.76,3.39,NA,NA +PC,B ,3,2003,7,30,WET,29,127,2.116666667,0,147.78,,0.7,3.51,NA,NA +PC,B ,3,2003,7,30,WET,31,127,2.116666667,0,145.67,,0.79,3.89,NA,NA +PC,B ,3,2003,7,30,WET,34,152.4,2.54,0,144.72,,0.73,3.58,NA,NA +PC,B ,3,2003,7,30,WET,35,152.4,2.54,0,163.76,,0.89,4.97,NA,NA +PC,B ,3,2003,7,30,WET,36,152.4,2.54,0,168.72,,0.85,4.85,NA,NA +PC,B ,3,2003,7,30,WET,38,152.4,2.54,0,168.92,,0.9,5.16,NA,NA +PC,B ,3,2003,7,30,WET,40,152.4,2.54,0,171.52,,0.83,4.82,NA,NA +PC,B ,3,2003,7,30,WET,43,177.8,2.963333333,0,168.53,,0.78,4.48,NA,NA +PC,B ,3,2003,7,30,WET,44,177.8,2.963333333,0,186.49,,0.78,4.96,NA,NA +PC,B ,3,2003,7,30,WET,45,177.8,2.963333333,0,199.09,,0.68,4.61,NA,NA +PC,B ,3,2003,7,30,WET,47,177.8,2.963333333,0,196.59,,0.86,5.75,NA,NA +PC,B ,3,2003,7,30,WET,50,0,0,0,196.8,,0.95,6.38,NA,NA +PC,B ,3,2003,7,30,WET,51.75,0,0,0,0,,NA,NA,NA,NA +PC,B ,3,2003,7,30,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,3,2003,7,30,WET2,1.3,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,3,2003,7,30,WET2,2,50.8,0.846666667,0,12.63,,0.66,0.28,NA,NA +PC,B ,3,2003,7,30,WET2,3,50.8,0.846666667,0,49.05,,0.6,1,NA,NA +PC,B ,3,2003,7,30,WET2,5,50.8,0.846666667,0,54.25,,0.72,1.33,NA,NA +PC,B ,3,2003,7,30,WET2,7,50.8,0.846666667,0,55.58,,0.65,1.23,NA,NA +PC,B ,3,2003,7,30,WET2,8,25.4,0.423333333,0,55.73,,0.76,1.44,NA,NA +PC,B ,3,2003,7,30,WET2,9,25.4,0.423333333,0,39.21,,0.35,0.47,NA,NA +PC,B ,3,2003,7,30,WET2,10,25.4,0.423333333,0,24.52,,0.33,0.27,NA,NA +PC,B ,3,2003,7,30,WET2,12,25.4,0.423333333,0,21.04,,0.29,0.2,NA,NA +PC,B ,3,2003,7,30,WET2,15,0,0,0,20.93,,0.24,0.17,NA,NA +PC,B ,3,2003,7,30,WET2,15.9,0,0,0,0,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET,1.93,63.5,1.058333333,0,0,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET,2.5,63.5,1.058333333,0,2.99,,1.2,0.12,NA,NA +PC,B ,4,2003,7,30,WET,4,63.5,1.058333333,0,11,,0.12,0.04,NA,NA +PC,B ,4,2003,7,30,WET,5,63.5,1.058333333,0,20.61,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET,6,63.5,1.058333333,0,26.22,,0.66,0.58,NA,NA +PC,B ,4,2003,7,30,WET,8,63.5,1.058333333,0,28.66,,0.58,0.56,NA,NA +PC,B ,4,2003,7,30,WET,10,63.5,1.058333333,0,29.52,,0.5,0.5,NA,NA +PC,B ,4,2003,7,30,WET,12,63.5,1.058333333,0,38.43,,0.58,0.76,NA,NA +PC,B ,4,2003,7,30,WET,13,63.5,1.058333333,0,47.51,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET,14,63.5,1.058333333,0,48.36,,0.44,0.72,NA,NA +PC,B ,4,2003,7,30,WET,16,76.2,1.27,0,48.79,,0.41,0.68,NA,NA +PC,B ,4,2003,7,30,WET,17,76.2,1.27,0,51.66,,0.52,0.92,NA,NA +PC,B ,4,2003,7,30,WET,18,76.2,1.27,0,57.09,,0.55,1.06,NA,NA +PC,B ,4,2003,7,30,WET,20,76.2,1.27,0,56.79,,0.47,0.9,NA,NA +PC,B ,4,2003,7,30,WET,23,101.6,1.693333333,0,57.09,,0.33,0.65,NA,NA +PC,B ,4,2003,7,30,WET,24,101.6,1.693333333,0,69.78,,0.56,1.33,NA,NA +PC,B ,4,2003,7,30,WET,25,101.6,1.693333333,0,80.83,,0.56,1.53,NA,NA +PC,B ,4,2003,7,30,WET,27,101.6,1.693333333,0,84.27,,0.51,1.46,NA,NA +PC,B ,4,2003,7,30,WET,30,127,2.116666667,0,84.44,,0.42,1.2,NA,NA +PC,B ,4,2003,7,30,WET,31,127,2.116666667,0,97.93,,0.51,1.71,NA,NA +PC,B ,4,2003,7,30,WET,32,127,2.116666667,0,106.1,,0.53,1.9,NA,NA +PC,B ,4,2003,7,30,WET,34,127,2.116666667,0,106.98,,0.64,2.34,NA,NA +PC,B ,4,2003,7,30,WET,37,152.4,2.54,0,106.28,,0.59,2.12,NA,NA +PC,B ,4,2003,7,30,WET,38,152.4,2.54,0,126.45,,0.65,2.78,NA,NA +PC,B ,4,2003,7,30,WET,39,152.4,2.54,0,134.81,,0.64,2.93,NA,NA +PC,B ,4,2003,7,30,WET,41,152.4,2.54,0,135,,0.78,3.59,NA,NA +PC,B ,4,2003,7,30,WET,44,177.8,2.963333333,0,132.57,,0.71,3.2,NA,NA +PC,B ,4,2003,7,30,WET,45,177.8,2.963333333,0,149.84,,0.67,3.44,NA,NA +PC,B ,4,2003,7,30,WET,46,177.8,2.963333333,0,158,,0.79,4.23,NA,NA +PC,B ,4,2003,7,30,WET,48,177.8,2.963333333,0,155.46,,0.71,3.76,NA,NA +PC,B ,4,2003,7,30,WET,51,0,0,0,161.33,,0.74,4.07,NA,NA +PC,B ,4,2003,7,30,WET,52.98,0,0,0,0,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET2,0.98,50.8,0.846666667,0,0,,NA,NA,NA,NA +PC,B ,4,2003,7,30,WET2,2,50.8,0.846666667,0,4.39,,0.3,0.04,NA,NA +PC,B ,4,2003,7,30,WET2,3,50.8,0.846666667,0,34.85,,0.3,0.35,NA,NA +PC,B ,4,2003,7,30,WET2,5,50.8,0.846666667,0,36.42,,0.3,0.37,NA,NA +PC,B ,4,2003,7,30,WET2,8,25.4,0.423333333,0,35.76,,0.39,0.48,NA,NA +PC,B ,4,2003,7,30,WET2,9,25.4,0.423333333,0,23.82,,0.24,0.19,NA,NA +PC,B ,4,2003,7,30,WET2,10,25.4,0.423333333,0,15.9,,0.1,0.05,NA,NA +PC,B ,4,2003,7,30,WET2,12,25.4,0.423333333,0,13.43,,0.13,0.06,NA,NA +PC,B ,4,2003,7,30,WET2,15,0,0,0,14.04,,0.13,0.06,NA,NA +PC,B ,4,2003,7,30,WET2,15.83,0,0,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,DRY,6.32,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,DRY,7.5,63.5,1.058333333,0,0,,0.24,0,NA,NA +ER1, N,1,2003,8,12,DRY,8.5,63.5,1.058333333,0,4.37,,NA,NA,NA,NA +ER1, N,1,2003,8,12,DRY,10,63.5,1.058333333,0,4.37,,0.11,0.01,NA,NA +ER1, N,1,2003,8,12,DRY,11,63.5,1.058333333,0,7.34,,NA,NA,NA,NA +ER1, N,1,2003,8,12,DRY,13,63.5,1.058333333,0,8.12,,NA,NA,NA,NA +ER1, N,1,2003,8,12,DRY,15,63.5,1.058333333,0,9.83,,0.09,0.03,NA,NA +ER1, N,1,2003,8,12,DRY,20,63.5,1.058333333,0,10.96,,0.08,0.03,NA,NA +ER1, N,1,2003,8,12,DRY,30,63.5,1.058333333,0,7.51,,0.08,0.02,NA,NA +ER1, N,1,2003,8,12,DRY,40,63.5,1.058333333,0,24.49,,0.07,0.05,NA,NA +ER1, N,1,2003,8,12,DRY,45,0,0,0,10.29,,0.06,0.02,NA,NA +ER1, N,1,2003,8,12,DRY,45.5,0,0,0,20.11,,0.04,0.03,NA,NA +ER1, N,1,2003,8,12,DRY,46.62,0,0,0,20.11,,NA,NA,NA,NA +ER1, N,1,2003,8,12,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,WET,3.17,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,WET,4,63.5,1.058333333,0,6.1,,0.1,0.02,NA,NA +ER1, N,1,2003,8,12,WET,5,63.5,1.058333333,0,10.4,,0.12,0.04,NA,NA +ER1, N,1,2003,8,12,WET,7,63.5,1.058333333,0,22.06,,0.07,0.05,NA,NA +ER1, N,1,2003,8,12,WET,9,63.5,1.058333333,0,25.94,,0.08,0.07,NA,NA +ER1, N,1,2003,8,12,WET,11,63.5,1.058333333,0,29.37,,0.08,0.08,NA,NA +ER1, N,1,2003,8,12,WET,14,76.2,1.27,0,28.25,,0.07,0.07,NA,NA +ER1, N,1,2003,8,12,WET,15,76.2,1.27,0,29.61,,0.09,0.09,NA,NA +ER1, N,1,2003,8,12,WET,16,76.2,1.27,0,28.25,,0.09,0.08,NA,NA +ER1, N,1,2003,8,12,WET,18,76.2,1.27,0,31.37,,0.08,0.08,NA,NA +ER1, N,1,2003,8,12,WET,20,101.6,1.693333333,0,33.67,,0.08,0.09,NA,NA +ER1, N,1,2003,8,12,WET,21,101.6,1.693333333,0,41.91,,0.1,0.14,NA,NA +ER1, N,1,2003,8,12,WET,23,101.6,1.693333333,0,53.95,,0.08,0.16,NA,NA +ER1, N,1,2003,8,12,WET,25,101.6,1.693333333,0,55.27,,0.05,0.1,NA,NA +ER1, N,1,2003,8,12,WET,28,127,2.116666667,0,54.68,,0.07,0.14,NA,NA +ER1, N,1,2003,8,12,WET,29,127,2.116666667,0,65.38,,0.1,0.22,NA,NA +ER1, N,1,2003,8,12,WET,30,127,2.116666667,0,76.24,,0.09,0.24,NA,NA +ER1, N,1,2003,8,12,WET,31,127,2.116666667,0,78.34,,0.11,0.31,NA,NA +ER1, N,1,2003,8,12,WET,33,127,2.116666667,0,80.29,,0.08,0.24,NA,NA +ER1, N,1,2003,8,12,WET,36,152.4,2.54,0,82.74,,0.1,0.28,NA,NA +ER1, N,1,2003,8,12,WET,37,152.4,2.54,0,85.55,,0.08,0.23,NA,NA +ER1, N,1,2003,8,12,WET,38,152.4,2.54,0,101.86,,0.09,0.32,NA,NA +ER1, N,1,2003,8,12,WET,40,152.4,2.54,0,107.28,,0.08,0.32,NA,NA +ER1, N,1,2003,8,12,WET,42,152.4,2.54,0,107.81,,0.06,0.24,NA,NA +ER1, N,1,2003,8,12,WET,45,177.8,2.963333333,0,110.47,,0.07,0.28,NA,NA +ER1, N,1,2003,8,12,WET,46,177.8,2.963333333,0,121.27,,0.07,0.29,NA,NA +ER1, N,1,2003,8,12,WET,47,177.8,2.963333333,0,139.09,,0.07,0.36,NA,NA +ER1, N,1,2003,8,12,WET,48,177.8,2.963333333,0,142.31,,0.08,0.41,NA,NA +ER1, N,1,2003,8,12,WET,50,177.8,2.963333333,0,144.41,,0.07,0.36,NA,NA +ER1, N,1,2003,8,12,WET,52,0,0,0,145.37,,0.06,0.32,NA,NA +ER1, N,1,2003,8,12,WET,52.5,0,0,0,119.27,,0.03,0.12,NA,NA +ER1, N,1,2003,8,12,WET,53,0,0,0,72.89,,0.02,0.05,NA,NA +ER1, N,1,2003,8,12,WET,53.5,0,0,0,47.47,,0.01,0.03,NA,NA +ER1, N,1,2003,8,12,WET,55.98,0,0,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,WET2,2.43,50.8,0.846666667,0,0,,NA,NA,NA,NA +ER1, N,1,2003,8,12,WET2,3,50.8,0.846666667,0,6.73,,0.06,0.01,NA,NA +ER1, 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+ER2, N,1,2003,9,9,WET2,18,0,0,0,3.29,,NA,NA,NA,NA +ER2, N,1,2003,9,9,WET2,18.3,0,0,0,0,,NA,NA,NA,NA +ER2, N,2,2003,9,9,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,2,2003,9,9,DRY,3.28,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,2,2003,9,9,DRY,4,63.5,1.058333333,0,13.55,,0.84,0.38,NA,NA +ER2, N,2,2003,9,9,DRY,5,63.5,1.058333333,0,21.63,,0.31,0.23,NA,NA +ER2, N,2,2003,9,9,DRY,10,63.5,1.058333333,0,36.7,,0.19,0.24,NA,NA +ER2, N,2,2003,9,9,DRY,15,63.5,1.058333333,0,42.63,,0.14,0.2,NA,NA +ER2, N,2,2003,9,9,DRY,30,63.5,1.058333333,0,42.63,,0.1,0.15,NA,NA +ER2, N,2,2003,9,9,DRY,45,0,0,0,39.37,,0.1,0.13,NA,NA +ER2, N,2,2003,9,9,DRY,45.5,0,0,0,36.7,,0.02,0.03,NA,NA +ER2, N,2,2003,9,9,DRY,47.38,0,0,0,0,,NA,NA,NA,NA +ER2, N,2,2003,9,9,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,2,2003,9,9,WET,1.92,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,2,2003,9,9,WET,3,63.5,1.058333333,0,18.59,,0.16,0.1,NA,NA +ER2, N,2,2003,9,9,WET,4,63.5,1.058333333,0,41.65,,0.12,0.18,NA,NA +ER2, 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N,3,2003,9,10,WET,22,101.6,1.693333333,0,84.41,,0.43,1.24,NA,NA +ER2, N,3,2003,9,10,WET,25,127,2.116666667,0,84.41,,0.41,1.19,NA,NA +ER2, N,3,2003,9,10,WET,26,127,2.116666667,0,96.18,,0.48,1.57,NA,NA +ER2, N,3,2003,9,10,WET,27,127,2.116666667,0,104.84,,0.45,1.61,NA,NA +ER2, N,3,2003,9,10,WET,29,127,2.116666667,0,104.84,,0.43,1.53,NA,NA +ER2, N,3,2003,9,10,WET,32,152.4,2.54,0,80.47,,0.39,1.07,NA,NA +ER2, N,3,2003,9,10,WET,33,152.4,2.54,0,122.74,,0.5,2.1,NA,NA +ER2, N,3,2003,9,10,WET,34,152.4,2.54,0,128.26,,0.47,2.05,NA,NA +ER2, N,3,2003,9,10,WET,36,152.4,2.54,0,128.26,,0.47,2.07,NA,NA +ER2, N,3,2003,9,10,WET,39,177.8,2.963333333,0,128.26,,0.38,1.65,NA,NA +ER2, N,3,2003,9,10,WET,40,177.8,2.963333333,0,145.19,,0.41,2.03,NA,NA +ER2, N,3,2003,9,10,WET,41,177.8,2.963333333,0,152.89,,0.41,2.15,NA,NA +ER2, N,3,2003,9,10,WET,43,177.8,2.963333333,0,152.89,,0.41,2.16,NA,NA +ER2, N,3,2003,9,10,WET,46,0,0,0,137.59,,0.38,1.79,NA,NA +ER2, N,3,2003,9,10,WET,46.25,0,0,0,120.92,,0.11,0.47,NA,NA +ER2, N,3,2003,9,10,WET,46.5,0,0,0,82.76,,0.08,0.22,NA,NA +ER2, N,3,2003,9,10,WET,46.75,0,0,0,57.65,,0.04,0.09,NA,NA +ER2, N,3,2003,9,10,WET,48.86,0,0,0,0,,NA,NA,NA,NA +ER2, N,3,2003,9,10,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +ER2, N,3,2003,9,10,WET2,1.52,50.8,0.846666667,0,0,,NA,NA,NA,NA +ER2, N,3,2003,9,10,WET2,2.5,50.8,0.846666667,0,8.07,,0.14,0.04,NA,NA +ER2, N,3,2003,9,10,WET2,4,50.8,0.846666667,0,32.68,,0.15,0.16,NA,NA +ER2, N,3,2003,9,10,WET2,6,50.8,0.846666667,0,28.66,,0.15,0.15,NA,NA +ER2, N,3,2003,9,10,WET2,9,25.4,0.423333333,0,29.9,,0.22,0.22,NA,NA +ER2, N,3,2003,9,10,WET2,10,25.4,0.423333333,0,23.03,,0.09,0.07,NA,NA +ER2, N,3,2003,9,10,WET2,11,25.4,0.423333333,0,17.63,,0.08,0.05,NA,NA +ER2, N,3,2003,9,10,WET2,13,25.4,0.423333333,0,12.75,,0.09,0.04,NA,NA +ER2, N,3,2003,9,10,WET2,14,0,0,0,11.77,,0.07,0.03,NA,NA +ER2, N,3,2003,9,10,WET2,15,0,0,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,DRY,3.58,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,DRY,5,63.5,1.058333333,0,19.58,,0.22,0.15,NA,NA +ER2, N,4,2003,9,10,DRY,6,63.5,1.058333333,0,31,,0.21,0.22,NA,NA +ER2, N,4,2003,9,10,DRY,10,63.5,1.058333333,0,36.81,,0.16,0.2,NA,NA +ER2, N,4,2003,9,10,DRY,15,63.5,1.058333333,0,41.1,,0.14,0.2,NA,NA +ER2, N,4,2003,9,10,DRY,30,63.5,1.058333333,0,39.48,,0.12,0.16,NA,NA +ER2, N,4,2003,9,10,DRY,45,0,0,0,43.57,,0.08,0.13,NA,NA +ER2, N,4,2003,9,10,DRY,45.5,0,0,0,0,,0.04,0,NA,NA +ER2, N,4,2003,9,10,DRY,46.92,0,0,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,WET,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,WET,2.73,63.5,1.058333333,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,WET,3.5,63.5,1.058333333,0,16.99,,0.13,0.07,NA,NA +ER2, N,4,2003,9,10,WET,5,63.5,1.058333333,0,31.54,,0.12,0.13,NA,NA +ER2, N,4,2003,9,10,WET,7,63.5,1.058333333,0,50.51,,0.11,0.2,NA,NA +ER2, N,4,2003,9,10,WET,9,63.5,1.058333333,0,47.94,,0.09,0.14,NA,NA +ER2, N,4,2003,9,10,WET,12,76.2,1.27,0,48.8,,0.06,0.11,NA,NA +ER2, N,4,2003,9,10,WET,13,76.2,1.27,0,51.09,,0.14,0.25,NA,NA +ER2, N,4,2003,9,10,WET,14,76.2,1.27,0,56.5,,0.11,0.22,NA,NA +ER2, N,4,2003,9,10,WET,16,76.2,1.27,0,57.24,,0.15,0.29,NA,NA +ER2, N,4,2003,9,10,WET,19,101.6,1.693333333,0,57.54,,0.13,0.25,NA,NA +ER2, N,4,2003,9,10,WET,20,101.6,1.693333333,0,70.1,,0.18,0.43,NA,NA +ER2, N,4,2003,9,10,WET,21,101.6,1.693333333,0,78.23,,0.12,0.33,NA,NA +ER2, N,4,2003,9,10,WET,23,101.6,1.693333333,0,73.1,,0.15,0.37,NA,NA +ER2, N,4,2003,9,10,WET,25,101.6,1.693333333,0,79.85,,0.17,0.46,NA,NA +ER2, N,4,2003,9,10,WET,27,127,2.116666667,0,79.85,,0.2,0.55,NA,NA +ER2, N,4,2003,9,10,WET,28,127,2.116666667,0,91.12,,0.25,0.78,NA,NA +ER2, N,4,2003,9,10,WET,29,127,2.116666667,0,104.88,,0.26,0.92,NA,NA +ER2, N,4,2003,9,10,WET,31,127,2.116666667,0,102.78,,0.18,0.64,NA,NA +ER2, N,4,2003,9,10,WET,34,152.4,2.54,0,107.16,,0.18,0.65,NA,NA +ER2, N,4,2003,9,10,WET,35,152.4,2.54,0,116.61,,0.19,0.78,NA,NA +ER2, N,4,2003,9,10,WET,36,152.4,2.54,0,125.9,,0.13,0.57,NA,NA +ER2, N,4,2003,9,10,WET,38,152.4,2.54,0,128.3,,0.14,0.62,NA,NA +ER2, N,4,2003,9,10,WET,41,177.8,2.963333333,0,126.27,,0.19,0.81,NA,NA +ER2, N,4,2003,9,10,WET,42,177.8,2.963333333,0,151.97,,0.19,1.01,NA,NA +ER2, N,4,2003,9,10,WET,43,177.8,2.963333333,0,151.97,,0.17,0.89,NA,NA +ER2, N,4,2003,9,10,WET,45,177.8,2.963333333,0,150.62,,0.21,1.1,NA,NA +ER2, N,4,2003,9,10,WET,48,0,0,0,165.69,,0.18,1.05,NA,NA +ER2, N,4,2003,9,10,WET,48.5,0,0,0,104.84,,0.03,0.13,NA,NA +ER2, N,4,2003,9,10,WET,48.75,0,0,0,71.48,,0.12,0.29,NA,NA +ER2, N,4,2003,9,10,WET,49,0,0,0,41.92,,0.01,0.02,NA,NA +ER2, N,4,2003,9,10,WET,50.73,0,0,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,WET2,0,50.8,0.846666667,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,WET2,2.45,50.8,0.846666667,0,0,,NA,NA,NA,NA +ER2, N,4,2003,9,10,WET2,3.25,50.8,0.846666667,0,4.9,,0.08,0.01,NA,NA +ER2, N,4,2003,9,10,WET2,4,50.8,0.846666667,0,6.01,,0.09,0.01,NA,NA +ER2, N,4,2003,9,10,WET2,6,50.8,0.846666667,0,22.51,,0.09,0.07,NA,NA +ER2, N,4,2003,9,10,WET2,8,50.8,0.846666667,0,23.32,,0.08,0.06,NA,NA +ER2, N,4,2003,9,10,WET2,11,25.4,0.423333333,0,24.38,,0.07,0.06,NA,NA +ER2, N,4,2003,9,10,WET2,12,25.4,0.423333333,0,19.67,,0.1,0.06,NA,NA +ER2, N,4,2003,9,10,WET2,13,25.4,0.423333333,0,15.35,,0.05,0.02,NA,NA +ER2, N,4,2003,9,10,WET2,15,25.4,0.423333333,0,6.58,,0.08,0.01,NA,NA +ER2, N,4,2003,9,10,WET2,16,0,0,0,3.23,,NA,NA,NA,NA +ER2, N,4,2003,9,10,WET2,16.25,0,0,0,0,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,5.13,63.5,1.058333333,0,0,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,5.5,63.5,1.058333333,0,3.67,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,6,63.5,1.058333333,0,4.24,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,6.25,63.5,1.058333333,0,6.68,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,6.5,63.5,1.058333333,0,8.05,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,7,63.5,1.058333333,0,9.12,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,7.5,63.5,1.058333333,0,7.36,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,8,63.5,1.058333333,0,8.05,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,8.5,63.5,1.058333333,0,8.76,,0.46,0.13,NA,NA +LH1, N,1,2003,4,29,DRY,9,63.5,1.058333333,0,10.6,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,10,63.5,1.058333333,0,11.65,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,11,63.5,1.058333333,0,9.85,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,12,63.5,1.058333333,0,14.86,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,13,63.5,1.058333333,0,15.27,,0.26,0.13,NA,NA +LH1, N,1,2003,4,29,DRY,14,63.5,1.058333333,0,14.86,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,15,63.5,1.058333333,0,14.86,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,16,63.5,1.058333333,0,14.04,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,17,63.5,1.058333333,0,13.23,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,18,63.5,1.058333333,0,18.15,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,19,63.5,1.058333333,0,16.96,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,20,63.5,1.058333333,0,15.27,,0.19,0.1,NA,NA +LH1, N,1,2003,4,29,DRY,22,63.5,1.058333333,0,14.04,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,25,63.5,1.058333333,0,16.96,,0.24,0.13,NA,NA +LH1, N,1,2003,4,29,DRY,27,63.5,1.058333333,0,16.96,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,30,63.5,1.058333333,0,16.96,,0.22,0.12,NA,NA +LH1, N,1,2003,4,29,DRY,32,63.5,1.058333333,0,16.96,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,33,63.5,1.058333333,0,14.04,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,35,63.5,1.058333333,0,14.04,,0.16,0.08,NA,NA +LH1, N,1,2003,4,29,DRY,38,63.5,1.058333333,0,14.86,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,40,63.5,1.058333333,0,15.27,,0.21,0.1,NA,NA +LH1, N,1,2003,4,29,DRY,45,63.5,1.058333333,0,15.27,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,45.25,0,0,0,14.86,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,45.5,0,0,0,10.6,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,45.75,0,0,0,8.05,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,46,0,0,0,7.36,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,46.5,0,0,0,5.7,,NA,NA,NA,NA +LH1, N,1,2003,4,29,DRY,46.75,0,0,0,0,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,0,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,3.71,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,4,63.7,1.061666667,0,1.39,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,4.5,63.7,1.061666667,0,1.84,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,5,63.7,1.061666667,0,3.11,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,5.5,63.7,1.061666667,0,7.36,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,6,63.7,1.061666667,0,14.04,,0.22,0.1,NA,NA +LH1, N,1,2003,4,29,WET,7,63.7,1.061666667,0,19.92,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,7.5,63.7,1.061666667,0,24.4,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,8,63.7,1.061666667,0,24.05,,0.15,0.12,NA,NA +LH1, N,1,2003,4,29,WET,9,63.7,1.061666667,0,24.4,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,10,63.7,1.061666667,0,23.11,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,11,63.7,1.061666667,0,24.4,,0.12,0.09,NA,NA +LH1, N,1,2003,4,29,WET,12,63.7,1.061666667,0,25.35,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,13,75.77,1.262833333,0,24.4,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,14,75.77,1.262833333,0,26.31,,0.21,0.19,NA,NA +LH1, N,1,2003,4,29,WET,15,75.77,1.262833333,0,25.35,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,16,75.77,1.262833333,0,29.75,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,17,75.77,1.262833333,0,28.76,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,18,75.77,1.262833333,0,31.25,,0.07,0.08,NA,NA +LH1, N,1,2003,4,29,WET,19,75.77,1.262833333,0,32.14,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,20,75.77,1.262833333,0,32.14,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,21,75.77,1.262833333,0,32.14,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,22,75.77,1.262833333,0,35.76,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,23,75.77,1.262833333,0,35.76,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,24,75.77,1.262833333,0,34.72,,0.15,0.17,NA,NA +LH1, N,1,2003,4,29,WET,25,75.77,1.262833333,0,31.25,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,26.5,75.77,1.262833333,0,35.76,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,27,75.77,1.262833333,0,31.25,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,28,100.48,1.674666667,0,31.25,,0.08,0.08,NA,NA +LH1, N,1,2003,4,29,WET,29,100.48,1.674666667,0,44.26,,0.12,0.18,NA,NA +LH1, N,1,2003,4,29,WET,30,100.48,1.674666667,0,42.6,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,31,100.48,1.674666667,0,49.19,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,32,100.48,1.674666667,0,46.5,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,33,100.48,1.674666667,0,43.16,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,33.5,100.48,1.674666667,0,49.19,,0.28,0.48,NA,NA +LH1, N,1,2003,4,29,WET,34,100.48,1.674666667,0,50.91,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,35,100.48,1.674666667,0,48.05,,0.21,0.34,NA,NA +LH1, N,1,2003,4,29,WET,36,100.48,1.674666667,0,49.19,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,37,100.48,1.674666667,0,44.26,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,38,100.48,1.674666667,0,44.26,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,39,123.29,2.054833333,0,45.38,,0.13,0.2,NA,NA +LH1, N,1,2003,4,29,WET,40,123.29,2.054833333,0,54.99,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,41,123.29,2.054833333,0,67.4,,0.16,0.37,NA,NA +LH1, N,1,2003,4,29,WET,42,123.29,2.054833333,0,59,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,43,123.29,2.054833333,0,64.47,,0.18,0.39,NA,NA +LH1, N,1,2003,4,29,WET,44,123.29,2.054833333,0,65.7,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,45,123.29,2.054833333,0,65.7,,0.19,0.42,NA,NA +LH1, N,1,2003,4,29,WET,46,123.29,2.054833333,0,68.65,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,47,152.89,2.548166667,0,71.16,,0.22,0.54,NA,NA +LH1, N,1,2003,4,29,WET,48,152.89,2.548166667,0,86.56,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,49,152.89,2.548166667,0,86.56,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,49.5,152.89,2.548166667,0,95.84,,0.14,0.48,NA,NA +LH1, N,1,2003,4,29,WET,50,152.89,2.548166667,0,93.79,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,51,152.89,2.548166667,0,93.79,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,52,152.89,2.548166667,0,93.79,,0.13,0.41,NA,NA +LH1, N,1,2003,4,29,WET,53,152.89,2.548166667,0,89.07,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,54,152.89,2.548166667,0,92.44,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,55,175.83,2.9305,0,97.21,,0.23,0.76,NA,NA +LH1, N,1,2003,4,29,WET,55.3,175.83,2.9305,0,108.18,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,56,175.83,2.9305,0,112.98,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,57,175.83,2.9305,0,109.42,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,58,175.83,2.9305,0,125.86,,0.2,0.85,NA,NA +LH1, N,1,2003,4,29,WET,59,175.83,2.9305,0,125.86,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,60,175.83,2.9305,0,119.46,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,61,175.83,2.9305,0,124.39,,0.12,0.51,NA,NA +LH1, N,1,2003,4,29,WET,62,175.83,2.9305,0,115.85,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,63,175.83,2.9305,0,121.46,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,64,0,0,0,121.46,,0.15,0.62,NA,NA +LH1, N,1,2003,4,29,WET,64.5,0,0,0,86.56,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,64.75,0,0,0,60.2,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,65,0,0,0,44.26,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,65.5,0,0,0,25.35,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,66,0,0,0,14.86,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,66.25,0,0,0,10.6,,NA,NA,NA,NA +LH1, N,1,2003,4,29,WET,66.5,0,0,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,0,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,4.12,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,4.5,63.7,1.061666667,0,9.85,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,5,63.7,1.061666667,0,11.27,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,5.5,63.7,1.061666667,0,14.44,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,6,63.7,1.061666667,0,19.92,,0.74,0.49,NA,NA +LH1, N,2,2003,4,30,DRY,7,63.7,1.061666667,0,26.8,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,8,63.7,1.061666667,0,28.02,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,9,63.7,1.061666667,0,34.72,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,10,63.7,1.061666667,0,36.81,,0.31,0.39,NA,NA +LH1, N,2,2003,4,30,DRY,11,63.7,1.061666667,0,38.41,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,13,63.7,1.061666667,0,36.81,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,13.5,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,14,63.7,1.061666667,0,21.27,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,15,63.7,1.061666667,0,20.37,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,16,63.7,1.061666667,0,31.25,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,17,63.7,1.061666667,0,40.42,,0.21,0.29,NA,NA +LH1, N,2,2003,4,30,DRY,19,63.7,1.061666667,0,44.26,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,20,63.7,1.061666667,0,39.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,23,63.7,1.061666667,0,41.51,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,25,63.7,1.061666667,0,41.51,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,30,63.7,1.061666667,0,41.51,,0.15,0.22,NA,NA +LH1, N,2,2003,4,30,DRY,31,63.7,1.061666667,0,43.16,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,35,63.7,1.061666667,0,41.51,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,40,63.7,1.061666667,0,41.51,,0.21,0.3,NA,NA +LH1, N,2,2003,4,30,DRY,41,63.7,1.061666667,0,40.42,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,45.5,0,0,0,40.42,,0.28,0.39,NA,NA +LH1, N,2,2003,4,30,DRY,46,0,0,0,33.68,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,46.25,0,0,0,27.77,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,46.5,0,0,0,22.19,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,46.75,0,0,0,16.96,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,47,0,0,0,13.23,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,47.25,0,0,0,11.27,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,47.5,0,0,0,9.12,,NA,NA,NA,NA +LH1, N,2,2003,4,30,DRY,47.7,0,0,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,0,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,2.52,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,3,63.7,1.061666667,0,5.15,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,3.5,63.7,1.061666667,0,13.23,,0.15,0.07,NA,NA +LH1, N,2,2003,4,30,WET,4,63.7,1.061666667,0,21.27,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,4.5,63.7,1.061666667,0,27.28,,0.2,0.19,NA,NA +LH1, N,2,2003,4,30,WET,5,63.7,1.061666667,0,36.81,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,5.5,63.7,1.061666667,0,36.81,,0.17,0.21,NA,NA +LH1, N,2,2003,4,30,WET,6,63.7,1.061666667,0,39.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,7,63.7,1.061666667,0,40.42,,0.16,0.23,NA,NA +LH1, N,2,2003,4,30,WET,8,63.7,1.061666667,0,44.26,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,9,63.7,1.061666667,0,41.51,,0.15,0.22,NA,NA +LH1, N,2,2003,4,30,WET,10,63.7,1.061666667,0,41.51,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,11,75.77,1.262833333,0,41.51,,0.2,0.28,NA,NA +LH1, N,2,2003,4,30,WET,11.5,75.77,1.262833333,0,44.26,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,12,75.77,1.262833333,0,49.19,,0.18,0.3,NA,NA +LH1, N,2,2003,4,30,WET,12.5,75.77,1.262833333,0,49.19,,0.21,0.35,NA,NA +LH1, N,2,2003,4,30,WET,13,75.77,1.262833333,0,53.23,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,13.5,75.77,1.262833333,0,54.4,,0.22,0.41,NA,NA +LH1, N,2,2003,4,30,WET,14,75.77,1.262833333,0,54.4,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,15,75.77,1.262833333,0,52.07,,0.18,0.32,NA,NA +LH1, N,2,2003,4,30,WET,16,75.77,1.262833333,0,52.07,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,17,75.77,1.262833333,0,54.4,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,18,100.48,1.674666667,0,54.4,,0.17,0.32,NA,NA +LH1, N,2,2003,4,30,WET,18.5,100.48,1.674666667,0,58.4,,0.2,0.4,NA,NA +LH1, N,2,2003,4,30,WET,19,100.48,1.674666667,0,68.65,,0.32,0.75,NA,NA +LH1, N,2,2003,4,30,WET,20,100.48,1.674666667,0,81.94,,0.24,0.68,NA,NA +LH1, N,2,2003,4,30,WET,21,100.48,1.674666667,0,83.25,,0.21,0.6,NA,NA +LH1, N,2,2003,4,30,WET,22,100.48,1.674666667,0,81.94,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,23,100.48,1.674666667,0,83.25,,0.2,0.56,NA,NA +LH1, N,2,2003,4,30,WET,24,100.48,1.674666667,0,81.94,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,25,100.48,1.674666667,0,81.61,,0.16,0.45,NA,NA +LH1, N,2,2003,4,30,WET,26,123.29,2.054833333,0,79.98,,0.16,0.45,NA,NA +LH1, N,2,2003,4,30,WET,26.5,123.29,2.054833333,0,91.08,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,27,123.29,2.054833333,0,95.15,,0.23,0.75,NA,NA +LH1, N,2,2003,4,30,WET,28,123.29,2.054833333,0,93.79,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,28.5,123.29,2.054833333,0,99.79,,0.21,0.72,NA,NA +LH1, N,2,2003,4,30,WET,29,123.29,2.054833333,0,95.84,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,29.5,123.29,2.054833333,0,95.84,,0.21,0.69,NA,NA +LH1, N,2,2003,4,30,WET,30,123.29,2.054833333,0,98.41,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,31,123.29,2.054833333,0,95.84,,0.24,0.79,NA,NA +LH1, N,2,2003,4,30,WET,32,123.29,2.054833333,0,98.41,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,33,152.89,2.548166667,0,98.41,,0.16,0.53,NA,NA +LH1, N,2,2003,4,30,WET,33.5,152.89,2.548166667,0,101.18,,0.29,1.01,NA,NA +LH1, N,2,2003,4,30,WET,34,152.89,2.548166667,0,109.42,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,34.5,152.89,2.548166667,0,119.46,,0.29,1.17,NA,NA +LH1, N,2,2003,4,30,WET,35,152.89,2.548166667,0,120.73,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,36,152.89,2.548166667,0,125.86,,0.26,1.11,NA,NA +LH1, N,2,2003,4,30,WET,37,152.89,2.548166667,0,122.92,,0.23,0.98,NA,NA +LH1, N,2,2003,4,30,WET,38,152.89,2.548166667,0,126.59,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,39,152.89,2.548166667,0,126.59,,0.2,0.87,NA,NA +LH1, N,2,2003,4,30,WET,40,152.89,2.548166667,0,125.86,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,41,175.83,2.9305,0,125.86,,0.28,1.19,NA,NA +LH1, N,2,2003,4,30,WET,41.5,175.83,2.9305,0,131.78,,0.2,0.9,NA,NA +LH1, N,2,2003,4,30,WET,42,175.83,2.9305,0,143.47,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,42.5,175.83,2.9305,0,150.38,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,43,175.83,2.9305,0,151.93,,0.23,1.2,NA,NA +LH1, N,2,2003,4,30,WET,44,175.83,2.9305,0,154.25,,0.24,1.3,NA,NA +LH1, N,2,2003,4,30,WET,44.5,175.83,2.9305,0,151.93,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,45,175.83,2.9305,0,150.38,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,46,175.83,2.9305,0,148.84,,0.17,0.9,NA,NA +LH1, N,2,2003,4,30,WET,47,175.83,2.9305,0,146.53,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,48,0,0,0,146.53,,0.14,0.72,NA,NA +LH1, N,2,2003,4,30,WET,48.25,0,0,0,136.84,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,48.5,0,0,0,114.95,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,48.75,0,0,0,74.33,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,49,0,0,0,50.91,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,49.25,0,0,0,34.2,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,49.5,0,0,0,23.11,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,50,0,0,0,15.27,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,50.25,0,0,0,9.85,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,50.5,0,0,0,11.27,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET,50.75,0,0,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,0,51.92,0.865333333,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,1.62,51.92,0.865333333,0,0,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,2,51.92,0.865333333,0,5.7,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,2.5,51.92,0.865333333,0,6.35,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,3,51.92,0.865333333,0,12.04,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,3.5,51.92,0.865333333,0,36.81,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,4,51.92,0.865333333,0,38.94,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,4.5,51.92,0.865333333,0,38.94,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,5,51.92,0.865333333,0,40.42,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,5.5,51.92,0.865333333,0,40.42,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,6,51.92,0.865333333,0,39.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,7,25.59,0.4265,0,39.48,,0.06,0.09,NA,NA +LH1, N,2,2003,4,30,WET2,7.5,25.59,0.4265,0,33.17,,0.03,0.03,NA,NA +LH1, N,2,2003,4,30,WET2,8,25.59,0.4265,0,27.77,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,8.5,25.59,0.4265,0,25.35,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,9,25.59,0.4265,0,18.15,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,9.5,25.59,0.4265,0,14.04,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,10,25.59,0.4265,0,14.04,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,10.5,25.59,0.4265,0,11.27,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,11,25.59,0.4265,0,11.27,,0.02,0,NA,NA +LH1, N,2,2003,4,30,WET2,12,25.59,0.4265,0,10.6,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,12.5,25.59,0.4265,0,9.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,13,25.59,0.4265,0,9.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,14,25.59,0.4265,0,9.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,15,25.59,0.4265,0,9.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,16,0,0,0,9.48,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,16.5,0,0,0,9.12,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,17,0,0,0,7.36,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,17.5,0,0,0,7.02,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,18,0,0,0,6.35,,NA,NA,NA,NA +LH1, N,2,2003,4,30,WET2,18.2,0,0,0,0,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,0,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,8.83,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,9.5,63.7,1.061666667,0,8.05,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,10,63.7,1.061666667,0,7.02,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,11,63.7,1.061666667,0,5.15,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,12,63.7,1.061666667,0,7.02,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,15,63.7,1.061666667,0,7.36,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,16,63.7,1.061666667,0,9.85,,0.31,0.1,NA,NA +LH1, N,3,2003,4,30,DRY,17,63.7,1.061666667,0,10.6,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,18,63.7,1.061666667,0,8.05,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,19,63.7,1.061666667,0,9.85,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,20,63.7,1.061666667,0,7.02,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,21,63.7,1.061666667,0,7.36,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,25,63.7,1.061666667,0,7.36,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,30,63.7,1.061666667,0,8.05,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,35,63.7,1.061666667,0,7.02,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,39,63.7,1.061666667,0,8.05,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,40,63.7,1.061666667,0,8.05,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,45,0,0,0,10.6,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,45.42,0,0,0,10.6,,NA,NA,NA,NA +LH1, N,3,2003,4,30,DRY,46.37,0,0,0,0,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,0,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,3.28,63.7,1.061666667,0,0,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,3.5,63.7,1.061666667,0,6.68,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,4,63.7,1.061666667,0,9.85,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,5,63.7,1.061666667,0,15.27,,0.13,0.06,NA,NA +LH1, N,3,2003,4,30,WET,6,63.7,1.061666667,0,16.11,,0.1,0.05,NA,NA +LH1, N,3,2003,4,30,WET,7,63.7,1.061666667,0,16.11,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,8,63.7,1.061666667,0,16.96,,0.22,0.13,NA,NA +LH1, N,3,2003,4,30,WET,9,63.7,1.061666667,0,24.4,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,10,63.7,1.061666667,0,25.35,,0.14,0.12,NA,NA +LH1, N,3,2003,4,30,WET,11,63.7,1.061666667,0,23.11,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,12,63.7,1.061666667,0,22.19,,0.1,0.07,NA,NA +LH1, N,3,2003,4,30,WET,13,63.7,1.061666667,0,22.19,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,14,75.77,1.262833333,0,16.11,,0.15,0.08,NA,NA +LH1, N,3,2003,4,30,WET,15,75.77,1.262833333,0,17.71,,0.09,0.05,NA,NA +LH1, N,3,2003,4,30,WET,15.5,75.77,1.262833333,0,19.92,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,16,75.77,1.262833333,0,19.92,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,16.5,75.77,1.262833333,0,22.19,,0.13,0.1,NA,NA +LH1, N,3,2003,4,30,WET,17,75.77,1.262833333,0,24.4,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,17.5,75.77,1.262833333,0,27.77,,0.13,0.13,NA,NA +LH1, N,3,2003,4,30,WET,18,75.77,1.262833333,0,25.35,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,19,75.77,1.262833333,0,27.77,,0.1,0.1,NA,NA +LH1, N,3,2003,4,30,WET,20,75.77,1.262833333,0,27.28,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,21,75.77,1.262833333,0,24.4,,0.09,0.07,NA,NA +LH1, N,3,2003,4,30,WET,22,75.77,1.262833333,0,24.4,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,23,100.48,1.674666667,0,27.28,,0.1,0.09,NA,NA +LH1, N,3,2003,4,30,WET,24,100.48,1.674666667,0,34.72,,0.16,0.19,NA,NA +LH1, N,3,2003,4,30,WET,25,100.48,1.674666667,0,41.51,,0.17,0.24,NA,NA +LH1, N,3,2003,4,30,WET,26,100.48,1.674666667,0,41.51,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,27,100.48,1.674666667,0,41.51,,0.15,0.21,NA,NA +LH1, N,3,2003,4,30,WET,28,100.48,1.674666667,0,42.33,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,28,100.48,1.674666667,0,42.88,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,30,123.29,2.054833333,0,44.26,,0.13,0.19,NA,NA +LH1, N,3,2003,4,30,WET,30.5,123.29,2.054833333,0,59,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,31,123.29,2.054833333,0,62.63,,0.14,0.31,NA,NA +LH1, N,3,2003,4,30,WET,32,123.29,2.054833333,0,62.63,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,33,123.29,2.054833333,0,64.47,,0.08,0.19,NA,NA +LH1, N,3,2003,4,30,WET,34,123.29,2.054833333,0,71.16,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,35,123.29,2.054833333,0,71.79,,0.13,0.33,NA,NA +LH1, N,3,2003,4,30,WET,36,123.29,2.054833333,0,71.79,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,37,123.29,2.054833333,0,71.79,,0.13,0.33,NA,NA +LH1, N,3,2003,4,30,WET,38,123.29,2.054833333,0,71.79,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,39,152.89,2.548166667,0,66.94,,0.08,0.18,NA,NA +LH1, N,3,2003,4,30,WET,39.5,152.89,2.548166667,0,71.79,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,40,152.89,2.548166667,0,78.68,,0.17,0.47,NA,NA +LH1, N,3,2003,4,30,WET,41,152.89,2.548166667,0,85.9,,0.18,0.53,NA,NA +LH1, N,3,2003,4,30,WET,42,152.89,2.548166667,0,78.68,,NA,NA,NA,NA +LH1, N,3,2003,4,30,WET,43,152.89,2.548166667,0,78.68,,0.16,0.42,NA,NA +LH1, 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DssWriter + +warnings.filterwarnings("ignore", category=DeprecationWarning) + +from datetime import datetime, timedelta +import pandas +import matplotlib.pyplot as plt +import matplotlib.dates as mdates +import re + +def plot_data_frames(data_frames, labels, markers, title, ylabel): + # Plot the data frames + for df, label, marker in zip(data_frames, labels, markers): + for column in df.columns: + plt.plot(df.index, df[column], label=label, marker=marker) + + plt.xlabel('Time') + plt.ylabel(ylabel) + plt.title(title) + plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%H:%M')) + plt.legend() + plt.show() + + +def extract_raw_timeseries(df, site_id, year, plot_number, condition, column_name): + """ + reads timeseries data from a subset of the input data + The input data column 'Time' is fractional number of minutes + The time 'overflows' each minute, that is detected with either + a zero value or decreasing from previous value + """ + filtered_data = df[(df["Site ID"] == site_id) & (df["Year"] == year) + & (df["Plot number"] == plot_number) + & (df["Condition"].str.strip() == condition) + ].reset_index(drop=True) + + rows = [] + prev_row = None + extra_t = 0 # used to accumulate minutes, when the fractional minutes 'Time' column resets with 0 + delta_t = 0 + for _, row in filtered_data.iterrows(): + year = row['Year'] + month = row['Month'] + day = row['Day'] + time = row['Time'] + if prev_row is not None: + delta_t = time - prev_row['Time'] + # minute_overflow = prev_row is not None and delta_t < 0 + + if delta_t < 0: + extra_t = extra_t + 60 + + date = datetime(year=int(year), month=int(month), day=int(day)) + t = date + timedelta(minutes=time + extra_t) + + prev_row = row + rows.append([t, row[column_name]]) + # print(f"{t},{row['Precipitation (mm/hr)']},{row['Runoff (mm/hr)']}") + out = pandas.DataFrame(rows, columns=['timestamp', column_name]) + out.set_index('timestamp', inplace=True) + return out + + +def filter_out_timesteps_less_than_1minute(df): + # Calculate time difference between consecutive rows + df['time_diff'] = df['timestamp'].diff() + # Filter out rows with time steps less than 1 minute + df_filtered = df[df['time_diff'] >= pandas.Timedelta(minutes=1)] + # Drop the 'time_diff' column if not needed + df_filtered = df_filtered.drop(columns=['time_diff']) + return df_filtered + + +def condition_timeseries_to_precip(df): + """ + condition_timeseries_to_precip inserts extra data points to + avoid incorrectly interpolating across steady-state gaps in the data. + + insert zero precip values 1-minute before precip resumes (after period of zero-precip) + insert previous precip value 1-minute before precip stops (after period of non-zero precip) + """ + data_column = df.columns[0] + modified_df = df.copy() # Create a copy of the input DataFrame + prev_row = None + + for t, row in df.iterrows(): + + have_prev_precip = prev_row is not None and prev_row[data_column] != 0 + precip_stopped = row[data_column] == 0 and have_prev_precip + precip_started = prev_row is not None and row[data_column] != 0 and prev_row[data_column] == 0 + more_than_1minute_gap = prev_row is not None and t - prev_row.name > timedelta(minutes=1) + + if precip_started: + print("precip started") + + if precip_stopped and more_than_1minute_gap: + print(f"Found value 0 at time: {t}, previous precip = {prev_row[data_column]}") + new_time = t - timedelta(minutes=1) + new_entry = prev_row.copy() + modified_df.loc[new_time] = new_entry + elif precip_started and more_than_1minute_gap: + print(f"precip started with {row[data_column]}, at time: {t}, previous precip = {prev_row[data_column]}") + new_time = t - timedelta(seconds=15) + modified_df.loc[new_time] = 0 + + prev_row = row + + modified_df.sort_index(inplace=True) + return modified_df + + +def interpolate_1minute_timeseries(df): + s = df.resample('1min').ffill() + return s + + +def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_filename): + output_filename = f"{siteid}_plot_{plot_number}_{year}_{condition}.csv" + series_name = 'Precipitation (mm/hr)' + units = re.findall(r'\((.*?)\)', series_name)[0] + series_name_min = 'Precipitation (mm/min)' + + data = pandas.read_csv(filename) + raw_ts = extract_raw_timeseries(data, siteid, year, plot_number, condition, series_name) + # print(raw_ts.to_string()) + print(f"raw data has {raw_ts.size} rows") + # detect precipitation going off - (use previous precipitation one minute prior to zero ) + # insert values to enhance interpolation + ts_conditioned = condition_timeseries_to_precip(raw_ts) + # ts_conditioned.to_csv('conditioned.csv') + # plot_data_frames([raw_ts, ts_conditioned],["raw","conditioned"],['o','x',],"tst") + ts_1minute = interpolate_1minute_timeseries(ts_conditioned) + # print(ts_1minute.to_string()) + title = f"{siteid} {year} plot number:{plot_number} condition:{condition} " + plot_data_frames([raw_ts, ts_conditioned, ts_1minute], ["raw", "conditioned", "1minute"], ['o', 'x', '*'], title,units) + # convert from mm/hour to mm/minute + ts_1minute[series_name] = ts_1minute[series_name] / 60 + ts_1minute = ts_1minute.rename(columns={series_name: series_name_min}) + #ts_1minute.to_csv(output_filename) + path = f"/{siteid}/{condition}{plot_number}-{year}/Precip//1Minute/USDA Walnut Gulch/" + dss = DssWriter(dss_filename) + dss.write_to_dss(ts_1minute,path) + + +f = 'rainfall_sim.csv' +dssf = 'rain_sim.dss' +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='B',dss_filename=dssf) From 5f895669c752a2dc482badc4d4c917cb6ae1aa28 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 29 Mar 2024 13:23:36 -0700 Subject: [PATCH 011/134] refactoring/renames as suggested by @jvanaalsburg --- examples/rainfall_parser/DssWriter.py | 6 +++--- src/hecdss/__init__.py | 2 +- src/hecdss/catalog.py | 4 ++-- src/hecdss/dsspath.py | 4 ++-- src/hecdss/{hec_dss.py => hecdss.py} | 14 +++++++------- src/hecdss/{hec_dss_native.py => native.py} | 2 +- tests/test_basics.py | 4 ++-- 7 files changed, 18 insertions(+), 18 deletions(-) rename src/hecdss/{hec_dss.py => hecdss.py} (93%) rename src/hecdss/{hec_dss_native.py => native.py} (99%) diff --git a/examples/rainfall_parser/DssWriter.py b/examples/rainfall_parser/DssWriter.py index 617dffe..831b151 100644 --- a/examples/rainfall_parser/DssWriter.py +++ b/examples/rainfall_parser/DssWriter.py @@ -1,7 +1,7 @@ from datetime import datetime -from hecdss.hec_dss import HecDss -from hecdss.hec_dss import TimeSeries +from hecdss.hecdss import HecDss +from hecdss.hecdss import TimeSeries class DssWriter: @@ -15,7 +15,7 @@ def write_to_dss(self ,df, path): raise ValueError("DataFrame should contain only one column of data.") dss = HecDss(self.filename) - print("record count = " + str(dss.recordCount())) + print("record count = " + str(dss.record_count())) tsc = TimeSeries() tsc.dsspath = path tsc.values = df[df.columns[0]].values.astype(float) diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 328bbd7..63103d0 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -15,5 +15,5 @@ os.environ['PATH'] = f"{shared_lib_dir};{os.environ['PATH']}" from hecdss.catalog import Catalog -from hecdss.hec_dss import HecDss +from hecdss.hecdss import HecDss from hecdss.dsspath import DssPath diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index e65732b..00d97b3 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -22,10 +22,10 @@ def __create_condensed_catalog(self): rawPath = self.rawCatalog[i] recordType = RecordType.RecordTypeFromInt(self.rawRecordTypes[i]) path = DssPath(rawPath,recordType) - cleanPath = str(path.pathWithoutDate()) + cleanPath = str(path.path_without_date()) self.recordTypeDict[cleanPath] = recordType # if timeseries - accumulate dates within a dataset - if path.isTimeSeries(): + if path.is_time_series(): tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath,[]) t = datetime.strptime(path.D,"%d%b%Y") tsRecords.append(t) diff --git a/src/hecdss/dsspath.py b/src/hecdss/dsspath.py index 7d71754..c3f0abb 100644 --- a/src/hecdss/dsspath.py +++ b/src/hecdss/dsspath.py @@ -27,12 +27,12 @@ def __init__(self,path,recType): def __str__(self): return "/"+self.A+"/"+self.B+"/"+self.C+"/"+self.D+"/"+self.E+"/"+self.F+"/" - def pathWithoutDate(self): + def path_without_date(self): s = "/"+self.A+"/"+self.B+"/"+self.C+"//"+self.E+"/"+self.F+"/" rval = DssPath(s,self.recType) return rval - def isTimeSeries(self): + def is_time_series(self): return self.recType in DssPath._timeSeriesFamily def print(self): diff --git a/src/hecdss/hec_dss.py b/src/hecdss/hecdss.py similarity index 93% rename from src/hecdss/hec_dss.py rename to src/hecdss/hecdss.py index 9ee34fa..cd7c961 100644 --- a/src/hecdss/hec_dss.py +++ b/src/hecdss/hecdss.py @@ -1,6 +1,6 @@ """Docstring for public module.""" -from hecdss.hec_dss_native import _HecDssNative +from hecdss.native import _Native from hecdss.dateconverter import DateConverter from hecdss.timeseries import TimeSeries from hecdss.catalog import Catalog @@ -8,7 +8,7 @@ class HecDss: def __init__(self, filename): - self._native = _HecDssNative() + self._native = _Native() self._native.hec_dss_open(filename) def close(self): @@ -103,22 +103,22 @@ def put(self, ts): ts.dataType, ) - def getCatalog(self): + def get_catalog(self): paths, recordTypes = self._native.hec_dss_catalog() return Catalog(paths, recordTypes) - def recordCount(self): + def record_count(self): return self._native.hec_dss_record_count() - def setDebugLevel(self, level): + def set_debug_level(self, level): return self._native.hec_dss_set_debug_level(level) if __name__ == "__main__": # import pdb;pdb.set_trace() dss = HecDss("sample7.dss") - catalog = dss.getCatalog() + catalog = dss.get_catalog() for p in catalog: print(p) # print(catalog[0:5]) - # dss.setDebugLevel(15) + # dss.set_debug_level(15) diff --git a/src/hecdss/hec_dss_native.py b/src/hecdss/native.py similarity index 99% rename from src/hecdss/hec_dss_native.py rename to src/hecdss/native.py index 3ce5577..c499e80 100644 --- a/src/hecdss/hec_dss_native.py +++ b/src/hecdss/native.py @@ -7,7 +7,7 @@ import sys from typing import List -class _HecDssNative: +class _Native: """Wrapper for Native method calls to hecdss.dll or libhecdss.so""" def __init__(self): diff --git a/tests/test_basics.py b/tests/test_basics.py index a3f38cf..4eed7db 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -40,7 +40,7 @@ def test_issue9(self): def test_basic(self): dss = HecDss(self.test_files.get_copy("sample7.dss")) - print("record count = " + str(dss.recordCount())) + print("record count = " + str(dss.record_count())) t1 = datetime(2005, 1, 1) t2 = datetime(2005, 1, 4) @@ -59,7 +59,7 @@ def test_basic(self): def test_catalog(self): dss = HecDss(self.test_files.get_copy("sample7.dss")) - catalog = dss.getCatalog() + catalog = dss.get_catalog() for ds in catalog: print(ds.recType,ds) From b634b8ba7d18654b3f359b6105548a4da060636d Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 29 Mar 2024 16:14:28 -0700 Subject: [PATCH 012/134] rename TimeSeries.dsspath to TimeSeries.id --- examples/rainfall_parser/DssWriter.py | 2 +- src/hecdss/hecdss.py | 4 ++-- src/hecdss/timeseries.py | 4 ++-- tests/test_basics.py | 4 ++-- 4 files changed, 7 insertions(+), 7 deletions(-) diff --git a/examples/rainfall_parser/DssWriter.py b/examples/rainfall_parser/DssWriter.py index 831b151..4ae2f22 100644 --- a/examples/rainfall_parser/DssWriter.py +++ b/examples/rainfall_parser/DssWriter.py @@ -17,7 +17,7 @@ def write_to_dss(self ,df, path): dss = HecDss(self.filename) print("record count = " + str(dss.record_count())) tsc = TimeSeries() - tsc.dsspath = path + tsc.id = path tsc.values = df[df.columns[0]].values.astype(float) tsc.times = df.index.tolist() diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index cd7c961..31be7e3 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -80,7 +80,7 @@ def get(self, pathname, startDateTime, endDateTime): ts.values = values ts.units = units[0] ts.dataType = dataType[0] - ts.dsspath = pathname + ts.id = pathname return ts def put(self, ts): @@ -93,7 +93,7 @@ def put(self, ts): quality = [] # TO DO self._native.hec_dss_tsStoreRegular( - ts.dsspath, + ts.id, startDate, startTime, ts.values, diff --git a/src/hecdss/timeseries.py b/src/hecdss/timeseries.py index 082ef0c..bd1a16d 100644 --- a/src/hecdss/timeseries.py +++ b/src/hecdss/timeseries.py @@ -4,7 +4,7 @@ def __init__(self): self.values = [] self.units ="" self.dataType ="" - self.dsspath = "" + self.id = "" def add_data_point(self, date, value): self.times.append(date) @@ -27,7 +27,7 @@ def get_length(self): return len(self.times) def print_to_console(self): - print("dsspath='"+self.dsspath+"'") + print("dsspath='" + self.id + "'") print("units='"+self.units+"'") print("dataType='"+self.dataType+"'") for time, value in zip(self.times, self.values): diff --git a/tests/test_basics.py b/tests/test_basics.py index 4eed7db..1655d74 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -51,9 +51,9 @@ def test_basic(self): tsc2.print_to_console() assert len(tsc2.values) > 0 # save to a new path - tsc.dsspath = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" + tsc.id = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" dss.put(tsc) - tsc3 = dss.get(tsc.dsspath, t1, t2) + tsc3 = dss.get(tsc.id, t1, t2) assert len(tsc3.values) == len(tsc.values) dss.close() From 67f37166239600416bf604ae030b1792f51a0d4e Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 17 Apr 2024 16:53:16 -0700 Subject: [PATCH 013/134] fix duplicate Time --- examples/rainfall_parser/rainfall_sim.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/rainfall_parser/rainfall_sim.csv b/examples/rainfall_parser/rainfall_sim.csv index 4fed6f4..c6ac643 100644 --- a/examples/rainfall_parser/rainfall_sim.csv +++ b/examples/rainfall_parser/rainfall_sim.csv @@ -12209,7 +12209,7 @@ Wi,B ,1,2006,6,27,DRY,15,64.77,1.0795,0,3.32,0.000011067,0.15,0.01,NA,NA Wi,B ,1,2006,6,27,DRY,25,64.77,1.0795,0,3.44,0.000011467,0.05,0,NA,NA Wi,B ,1,2006,6,27,DRY,26,64.77,1.0795,0,1.73,0.000005767,NA,NA,NA,NA Wi,B ,1,2006,6,27,DRY,27,64.77,1.0795,0,0,0,NA,NA,NA,NA -Wi,B ,1,2006,6,27,DRY,27,0,0,0,0,0,NA,NA,NA,NA +Wi,B ,1,2006,6,27,DRY,28,0,0,0,0,0,NA,NA,NA,NA Wi,B ,1,2006,6,27,DRY,29.25,64.77,1.0795,0,0,0,NA,NA,NA,NA Wi,B ,1,2006,6,27,DRY,30,64.77,1.0795,0,0,0,NA,NA,NA,NA Wi,B ,1,2006,6,27,DRY,31,0,0,0,0,0,NA,NA,NA,NA From a029c38a56e2fa89871290d5901e668bd90a45d3 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 17 Apr 2024 16:54:15 -0700 Subject: [PATCH 014/134] example: trim string data with strip() method --- examples/rainfall_parser/rainfall_sim_parser.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/examples/rainfall_parser/rainfall_sim_parser.py b/examples/rainfall_parser/rainfall_sim_parser.py index 8899ddc..2a62082 100644 --- a/examples/rainfall_parser/rainfall_sim_parser.py +++ b/examples/rainfall_parser/rainfall_sim_parser.py @@ -112,6 +112,7 @@ def condition_timeseries_to_precip(df): def interpolate_1minute_timeseries(df): + # df2 = df[~df.index.duplicated()] s = df.resample('1min').ffill() return s @@ -123,6 +124,8 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_f series_name_min = 'Precipitation (mm/min)' data = pandas.read_csv(filename) + data = data.applymap(lambda x: x.strip() if isinstance(x, str) else x) + raw_ts = extract_raw_timeseries(data, siteid, year, plot_number, condition, series_name) # print(raw_ts.to_string()) print(f"raw data has {raw_ts.size} rows") @@ -146,7 +149,9 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_f f = 'rainfall_sim.csv' dssf = 'rain_sim.dss' -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='B',dss_filename=dssf) + +# generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N',dss_filename=dssf) +# generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='B',dss_filename=dssf) +# generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N',dss_filename=dssf) +# generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='B',dss_filename=dssf) From ab9f9df671ed994b5b59b705be60baaf55ad6555 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 19 Apr 2024 07:55:25 -0700 Subject: [PATCH 015/134] replace missing year =2007 in input file. truncate fluff at the end of the input file. --- examples/rainfall_parser/rainfall_sim.csv | 604 +--------------------- 1 file changed, 1 insertion(+), 603 deletions(-) diff --git a/examples/rainfall_parser/rainfall_sim.csv b/examples/rainfall_parser/rainfall_sim.csv index c6ac643..e6fee20 100644 --- a/examples/rainfall_parser/rainfall_sim.csv +++ b/examples/rainfall_parser/rainfall_sim.csv @@ -8293,7 +8293,7 @@ Ab,B ,4,2007,7,10,DRY,0,61.72,1.028666667,0,0,0,NA,NA,NA,NA Ab,B ,4,2007,7,10,DRY,5.9,61.72,1.028666667,0,0,0,NA,NA,NA,NA Ab,B ,4,2007,7,10,DRY,7,61.72,1.028666667,0,5.3,0.000017667,0.61,0.1,NA,NA Ab,B ,4,2007,7,10,DRY,8,61.72,1.028666667,0,10.4,0.000034667,0.84,0.29,NA,NA -Ab,B ,4,,7,10,DRY,9,61.72,1.028666667,0,14.75,0.000049167,NA,NA,NA,NA +Ab,B ,4,2007,7,10,DRY,9,61.72,1.028666667,0,14.75,0.000049167,NA,NA,NA,NA Ab,B ,4,2007,7,10,DRY,10,61.72,1.028666667,0,15.66,0.0000522,0.68,0.36,NA,NA Ab,B ,4,2007,7,10,DRY,11,61.72,1.028666667,0,16.49,0.000054967,NA,NA,NA,NA Ab,B ,4,2007,7,10,DRY,12,61.72,1.028666667,0,16.49,0.000054967,NA,NA,NA,NA @@ -18686,605 +18686,3 @@ PC,B,2,2002,7,10,WET,56.25,0,0,0,26.44,,NA,NA,NA,NA PC,B,2,2002,7,10,WET,56.5,0,0,0,19.47,,NA,NA,NA,NA PC,B,2,2002,7,10,WET,56.75,0,0,0,16.85,,NA,NA,NA,NA PC,B,2,2002,7,10,WET,56.87,0,0,0,0,,NA,NA,NA,NA -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, ,,,,,,,,0,,,,,,, -, 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,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, -, ,,,,,,,,,,,,,,, From e20dc6059bd78182ef96dda18e6bb97438c45484 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 19 Apr 2024 10:55:37 -0700 Subject: [PATCH 016/134] add debug feature to rainfall_sim_parser.py handle 60,120,180,... minute rollover in data --- .../rainfall_parser/rainfall_sim_parser.py | 132 ++++++++++++++++-- 1 file changed, 123 insertions(+), 9 deletions(-) diff --git a/examples/rainfall_parser/rainfall_sim_parser.py b/examples/rainfall_parser/rainfall_sim_parser.py index 2a62082..5e1dd63 100644 --- a/examples/rainfall_parser/rainfall_sim_parser.py +++ b/examples/rainfall_parser/rainfall_sim_parser.py @@ -10,6 +10,8 @@ import matplotlib.dates as mdates import re +write_debug_files = False + def plot_data_frames(data_frames, labels, markers, title, ylabel): # Plot the data frames for df, label, marker in zip(data_frames, labels, markers): @@ -49,8 +51,9 @@ def extract_raw_timeseries(df, site_id, year, plot_number, condition, column_nam delta_t = time - prev_row['Time'] # minute_overflow = prev_row is not None and delta_t < 0 + if delta_t < 0: - extra_t = extra_t + 60 + extra_t = extra_t + abs((delta_t/60) -0.999) # every 60 add on a minute date = datetime(year=int(year), month=int(month), day=int(day)) t = date + timedelta(minutes=time + extra_t) @@ -119,6 +122,7 @@ def interpolate_1minute_timeseries(df): def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_filename): output_filename = f"{siteid}_plot_{plot_number}_{year}_{condition}.csv" + print(output_filename) series_name = 'Precipitation (mm/hr)' units = re.findall(r'\((.*?)\)', series_name)[0] series_name_min = 'Precipitation (mm/min)' @@ -127,17 +131,21 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_f data = data.applymap(lambda x: x.strip() if isinstance(x, str) else x) raw_ts = extract_raw_timeseries(data, siteid, year, plot_number, condition, series_name) - # print(raw_ts.to_string()) + if write_debug_files: + raw_ts.to_csv("raw_timeseries_debug.csv") print(f"raw data has {raw_ts.size} rows") # detect precipitation going off - (use previous precipitation one minute prior to zero ) # insert values to enhance interpolation ts_conditioned = condition_timeseries_to_precip(raw_ts) - # ts_conditioned.to_csv('conditioned.csv') + if write_debug_files: + ts_conditioned.to_csv('conditioned_timeseries_debug.csv') # plot_data_frames([raw_ts, ts_conditioned],["raw","conditioned"],['o','x',],"tst") ts_1minute = interpolate_1minute_timeseries(ts_conditioned) - # print(ts_1minute.to_string()) + if write_debug_files: + ts_1minute.to_csv("interpolated_1min_debug.csv") + title = f"{siteid} {year} plot number:{plot_number} condition:{condition} " - plot_data_frames([raw_ts, ts_conditioned, ts_1minute], ["raw", "conditioned", "1minute"], ['o', 'x', '*'], title,units) + #plot_data_frames([raw_ts, ts_conditioned, ts_1minute], ["raw", "conditioned", "1minute"], ['o', 'x', '*'], title,units) # convert from mm/hour to mm/minute ts_1minute[series_name] = ts_1minute[series_name] / 60 ts_1minute = ts_1minute.rename(columns={series_name: series_name_min}) @@ -149,9 +157,115 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_f f = 'rainfall_sim.csv' dssf = 'rain_sim.dss' + +# write_debug_files=True + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2009, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2009, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2009, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2009, condition='B',dss_filename=dssf) + + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2003, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2007, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2007, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2007, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2007, condition='B',dss_filename=dssf) +# +# +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2009, condition='B',dss_filename=dssf) +# +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2009, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2009, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2009, condition='B',dss_filename=dssf) + + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2007, condition='B',dss_filename=dssf) + + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2007, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2007, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2005, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2007, condition='B',dss_filename=dssf) + + + +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='N',dss_filename=dssf) generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2007, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2010, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2007, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2010, condition='B',dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2007, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2010, condition='B',dss_filename=dssf) -# generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N',dss_filename=dssf) -# generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='B',dss_filename=dssf) -# generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N',dss_filename=dssf) -# generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='N',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2007, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2010, condition='B',dss_filename=dssf) \ No newline at end of file From 02a2f1d09d76cd7b82dca9b8f7088b2b28e148d9 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 23 Apr 2024 10:05:44 -0700 Subject: [PATCH 017/134] fix endTime in HecDSS fixes #28 - typo found by @hoorimongmong --- src/hecdss/hecdss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 31be7e3..d0492bf 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -19,7 +19,7 @@ def get(self, pathname, startDateTime, endDateTime): startDate = startDateTime.strftime("%d%b%Y") startTime = startDateTime.strftime("%H:%M") endDate = endDateTime.strftime("%d%b%Y") - endTime = startDateTime.strftime("%H:%M") + endTime = endDateTime.strftime("%H:%M") numberValues = [0] # using array to allow modification qualityElementSize = [0] self._native.hec_dss_tsGetSizes( From 945c9633323a5431551a135af80a9116c69fc875 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 29 Apr 2024 11:13:30 -0700 Subject: [PATCH 018/134] support for paired data - includes several tests and another DSS example file (#29) * more record types supported in hecDss.py in progess if adding capabilities within hecdss.py and native.py to handle retrival of both paired data and regular time series data * moren progress ion adding capabilities within hecdss.py and native.py to handle retrival of both paired data and regular time series data * improve dll path searching * implemented hec_dss_pdStore modified _get_paired_data function to store loaded data into a PairedData object, implemented the hecdess.put() method to work with both TimeSeries and PairData, and made the native hec_dss_pdStore method which stores data from PairedData Objects to the DSS file. * some refactoring and cache invalidation * in pdStore pass character length * Bug fixes and new PairedData unit tests Created PairedData unit tests to test all the new pair added features, such as the Paired data class, and loading and storing paired data objects to and from disk. Also fixed bug causing only the first label to load and bug causing incorrect loading of undated objects. * Add test file, test makes temp dir added the data file needed to run the paired data unit tests. Changed unit tests to generate a temporary file to store changed data. * update Readme.md --------- Co-authored-by: Oskar Hurst --- Readme.md | 3 +- src/hecdss/PairedData.py | 40 +++++ src/hecdss/catalog.py | 12 +- src/hecdss/dsspath.py | 2 +- src/hecdss/hecdss.py | 166 +++++++++++++++---- src/hecdss/native.py | 211 ++++++++++++++++++++++++- tests/data/R703F3-PF_v7.dss | Bin 0 -> 674600 bytes tests/data/examples-all-data-types.dss | Bin 0 -> 4801496 bytes tests/test_basics.py | 34 +++- tests/test_file_manager.py | 6 +- tests/test_pairedData.py | 167 +++++++++++++++++++ tests/workshop.py | 54 +++++++ 12 files changed, 649 insertions(+), 46 deletions(-) create mode 100644 src/hecdss/PairedData.py create mode 100644 tests/data/R703F3-PF_v7.dss create mode 100644 tests/data/examples-all-data-types.dss create mode 100644 tests/test_pairedData.py create mode 100644 tests/workshop.py diff --git a/Readme.md b/Readme.md index 2324488..c185d30 100644 --- a/Readme.md +++ b/Readme.md @@ -5,10 +5,11 @@ This repository contains a Python wrapper for the HEC-DSS file database C librar ## Getting Started 1. Clone this repository to your local machine. -2. Place the appropriate `hecdss.dll` or `hecdss.so` file for your platform in the repository's root directory. [hecdss.dll](https://github.com/HydrologicEngineeringCenter/hec-dss-python/releases/download/v0.0.1-alpha/hecdss.dll) +2. Place the appropriate `hecdss.dll` or `hecdss.so` file for your platform in the repository's src/hecdss/lib directory. [hecdss.dll](https://github.com/HydrologicEngineeringCenter/hec-dss-python/releases/download/v0.0.1-alpha/hecdss.dll) 3. from the repo directory (hec-dss-python) ``` C:\project\hec-dss-python>python tests\test_basics.py + C:\project\hec-dss-python>python tests\test_pairedData.py ``` diff --git a/src/hecdss/PairedData.py b/src/hecdss/PairedData.py new file mode 100644 index 0000000..00b24be --- /dev/null +++ b/src/hecdss/PairedData.py @@ -0,0 +1,40 @@ +# import pandas as pd + +class PairedData: + def __init__(self): + self.id = None + self.ordinates = [] + self.values = [] + self.labels = [] + self.type_independent = "" + self.type_dependent = "" + self.units_independent = "" + self.units_dependent = "" + self.location_information = None + + def curve_count(self): + return len(self.values) + + # def to_data_frame(self, include_index=False): + # data = {"stage": self.ordinates} + # for i in range(len(self.values)): + # label = self.labels[i] if i < len(self.labels) else f"value{i + 1}" + # data[label] = self.values[i] + # + # if include_index: + # data["index"] = list(range(1, len(self.ordinates) + 1)) + # + # return pd.DataFrame(data) + + @staticmethod + def create(x_values, y_values, x_units="", x_type="", y_units="", y_type="", path=None): + pd = PairedData() + pd.id = path + pd.ordinates = x_values + pd.values = y_values + pd.units_independent = x_units + pd.units_dependent = y_units + pd.type_independent = x_type + pd.type_dependent = y_type + return pd + diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 00d97b3..cae6e44 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -22,16 +22,18 @@ def __create_condensed_catalog(self): rawPath = self.rawCatalog[i] recordType = RecordType.RecordTypeFromInt(self.rawRecordTypes[i]) path = DssPath(rawPath,recordType) - cleanPath = str(path.path_without_date()) - self.recordTypeDict[cleanPath] = recordType # if timeseries - accumulate dates within a dataset if path.is_time_series(): + cleanPath = str(path.path_without_date()) + self.recordTypeDict[cleanPath] = recordType tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath,[]) t = datetime.strptime(path.D,"%d%b%Y") tsRecords.append(t) - else: + else: + cleanPath = str(path) + self.recordTypeDict[cleanPath] = recordType # add NON time-series to list (nothing else needed) - self.items.append(path) + self.items.append(path) # go through each timeSeriesDictNoDates, and sort each list of dates # use first and last to create the condensed path @@ -45,7 +47,7 @@ def __create_condensed_catalog(self): p = DssPath(key,rt) p.D = condensedDpart self.items.append(p) - + def print(self): for ds in self.items: print(ds) diff --git a/src/hecdss/dsspath.py b/src/hecdss/dsspath.py index c3f0abb..c01f900 100644 --- a/src/hecdss/dsspath.py +++ b/src/hecdss/dsspath.py @@ -17,7 +17,7 @@ def __init__(self,path,recType): if path[0]!='/' or path[-1]!= '/': raise Exception("Invalid DSS Path: '"+path+"'") path = path[1:-1] # remove beginning and ending '/' - self.rawPath= path + #self.rawPath= path split_parts = path.split('/') if len(split_parts) >= 6: diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index d0492bf..f6343db 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -1,7 +1,8 @@ """Docstring for public module.""" - +from hecdss.PairedData import PairedData from hecdss.native import _Native from hecdss.dateconverter import DateConverter +from hecdss.record_type import RecordType from hecdss.timeseries import TimeSeries from hecdss.catalog import Catalog @@ -10,16 +11,107 @@ class HecDss: def __init__(self, filename): self._native = _Native() self._native.hec_dss_open(filename) + self._catalog = None def close(self): self._native.hec_dss_close() - def get(self, pathname, startDateTime, endDateTime): + def get_record_type(self,pathname): + + if not self._catalog: + self._catalog = self.get_catalog() + + rt = self._catalog.recordTypeDict[pathname] + # print(f"hec_dss_recordType for '{pathname}' is {rt}") + # TODO do native call. + # rt = self._native.hec_dss_recordType(pathname) + # print(f"hec_dss_recordType for '{pathname}' is {rt}") + return rt + + def get(self, pathname, startdatetime=None, enddatetime=None): + type = self.get_record_type(pathname) + + if type == RecordType.RegularTimeSeries: + return self._get_timeseries(pathname, startdatetime, enddatetime) + elif type == RecordType.PairedData: + return self._get_paired_data(pathname) + # read paired data + elif type == "grid": + pass + return + + def _get_paired_data(self, pathname): + numberOrdinates = [0] + numberCurves = [0] + unitsIndependent =[""] + unitsDependent = [""] + typeIndependent = [""] + typeDependent =[""] + labelsLength =[0] + self._native.hec_dss_pdRetrieveInfo( + pathname, + numberOrdinates, + numberCurves, + unitsIndependent, + unitsDependent, + typeIndependent, + typeDependent, + labelsLength + ) + # print("Number of Ordinates:", numberOrdinates[0]) + # print("Number of Curves:", numberCurves[0]) + # print("length of labels:", labelsLength[0]) + + doubleOrdinates = [] + doubleValues = [] + labels = [] + # suffix of '2' so w don't info from calling hec_dss_pdRetrieveInfo + numberOrdinates2 = [0] + numberCurves2 = [0] + unitsIndependent2 = [""] + unitsDependent2 = [""] + typeIndependent2 = [""] + typeDependent2 = [""] + status = self._native.hec_dss_pdRetrieve(pathname, + doubleOrdinates,numberOrdinates[0], + doubleValues,numberCurves[0]*numberOrdinates[0], + numberOrdinates2,numberCurves2, + unitsIndependent2,len(unitsIndependent[0])+1, + typeIndependent2,len(typeIndependent[0])+1, + unitsDependent2,len(unitsDependent[0])+1, + typeDependent2,len(typeDependent[0])+1, + labels, labelsLength[0]) + + if status != 0: + print(f"Error reading paired-data from '{pathname}'") + return None + + pd = PairedData() + pd.ordinates = doubleOrdinates + + n = numberCurves2[0].value + pd.values = [doubleValues[i:i+n] for i in range(0, len(doubleValues), n)] + pd.labels = labels + pd.type_independent = typeIndependent2[0] + pd.type_dependent = typeDependent2[0] + pd.units_independent = unitsIndependent2[0] + pd.units_dependent = unitsDependent2[0] + pd.id = pathname + + return pd + + def _get_timeseries(self,pathname,startDateTime,endDateTime): # get sizes - startDate = startDateTime.strftime("%d%b%Y") - startTime = startDateTime.strftime("%H:%M") - endDate = endDateTime.strftime("%d%b%Y") - endTime = endDateTime.strftime("%H:%M") + if not (startDateTime and endDateTime): + startDate = "" + startTime = "" + endDate = "" + endTime = "" + else: + startDate = startDateTime.strftime("%d%b%Y") + startTime = startDateTime.strftime("%H:%M") + endDate = endDateTime.strftime("%d%b%Y") + endTime = endDateTime.strftime("%H:%M") numberValues = [0] # using array to allow modification qualityElementSize = [0] self._native.hec_dss_tsGetSizes( @@ -31,8 +123,8 @@ def get(self, pathname, startDateTime, endDateTime): numberValues, qualityElementSize, ) - print("Number of values:", numberValues[0]) - print("Quality element size:", qualityElementSize[0]) + # print("Number of values:", numberValues[0]) + # print("Quality element size:", qualityElementSize[0]) # tsRetrive @@ -46,7 +138,7 @@ def get(self, pathname, startDateTime, endDateTime): bufferLength = 40 dataType = [""] - self._native.hec_dss_tsRetrieve( + status = self._native.hec_dss_tsRetrieve( pathname, startDate, startTime, @@ -71,8 +163,8 @@ def get(self, pathname, startDateTime, endDateTime): # print("times: ") # print(times) # print(values) - print("julianBaseDate = " + str(julianBaseDate[0])) - print("timeGranularitySeconds = " + str(timeGranularitySeconds[0])) + # print("julianBaseDate = " + str(julianBaseDate[0])) + # print("timeGranularitySeconds = " + str(timeGranularitySeconds[0])) ts = TimeSeries() ts.times = DateConverter.date_times_from_julian_array( times, timeGranularitySeconds[0], julianBaseDate[0] @@ -83,25 +175,45 @@ def get(self, pathname, startDateTime, endDateTime): ts.id = pathname return ts - def put(self, ts): + def put(self, container): # TO DO.. save other types besides regular interval. # TO DO. check data type.. # TO Do. is timezone needed? - # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, - # saveAsFloat, units, type): - startDate, startTime = DateConverter.dss_datetime_from_string(ts.times[0]) - quality = [] # TO DO - - self._native.hec_dss_tsStoreRegular( - ts.id, - startDate, - startTime, - ts.values, - quality, - False, - ts.units, - ts.dataType, - ) + status = 0 + if type(container) is TimeSeries: + ts = container + # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, + # saveAsFloat, units, type): + startDate, startTime = DateConverter.dss_datetime_from_string(ts.times[0]) + quality = [] # TO DO + + status = self._native.hec_dss_tsStoreRegular( + ts.id, + startDate, + startTime, + ts.values, + quality, + False, + ts.units, + ts.dataType, + ) + self._catalog = None + + elif type(container) is PairedData: + pd = container + # print(pd) + status = self._native.hec_dss_pdStore(pd) + self._catalog = None + + # TODO -- instead of invalidating catalog,with _catalog=None + # can we be smart? + # TODO -- if we get smart, catalog has recordTypeDict and timeSeriesDictNoDates + # how about Catalog has method catalog.notify_put(pathname,RecordType) + # and catalog.notify_delete(pathname, RecordType) + # if not self._catalog is None: + # self._catalog.recordTypeDict[pd.id] = RecordType.PairedData + + return status def get_catalog(self): paths, recordTypes = self._native.hec_dss_catalog() diff --git a/src/hecdss/native.py b/src/hecdss/native.py index c499e80..f7ff561 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -19,7 +19,9 @@ def __init__(self): ) self.dll = ctypes.CDLL(libc_path) elif sys.platform == "win32": - self.dll = ctypes.CDLL("hecdss") + this_dir = os.path.dirname(os.path.realpath(__file__)) + # sys.path.append(this_dir+r"\lib") + self.dll = ctypes.CDLL(this_dir+r"\lib\hecdss.dll") else: raise Exception("Unsupported platform") @@ -126,6 +128,194 @@ def hec_dss_catalog(self, filter=""): return pathNameList, recordTypeArray + def hec_dss_pdRetrieveInfo(self, pathname, + numberOrdinates:List[int], numberCurves:List[int], + unitsIndependent:List[str], + unitsDependent:List[str], + typeIndependent:List[str], + typeDependent:List[str], + labelsLength): + self.dll.hec_dss_pdRetrieveInfo.argtypes = [c_void_p, c_char_p, + POINTER(c_int), POINTER(c_int), + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p] + + self.dll.hec_dss_pdRetrieveInfo.restype = c_int + numberOrdinates_val = c_int() + numberCurves_val = c_int() + labelsLength_val = c_int() + + buff_size = 40 + c_unitsIndependent = create_string_buffer(buff_size) + c_string_length = c_int(buff_size) + c_unitsDependent= create_string_buffer(buff_size) + c_typeIndependent= create_string_buffer(buff_size) + c_typeDependent= create_string_buffer(buff_size) + + result = self.dll.hec_dss_pdRetrieveInfo( + self.handle, + pathname.encode("utf-8"), + ctypes.byref(numberOrdinates_val), + ctypes.byref(numberCurves_val), + c_unitsIndependent, + c_string_length, + c_unitsDependent, + c_string_length, + c_typeIndependent, + c_string_length, + c_typeDependent, + c_string_length, + ctypes.byref(labelsLength_val), + ) + + numberOrdinates[0] = numberOrdinates_val.value + numberCurves[0] = numberCurves_val.value + labelsLength[0] = labelsLength_val.value + +#units[0] = c_units.value.decode("utf-8") + unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') + unitsDependent[0] = c_unitsDependent.value.decode('utf-8') + typeIndependent[0] = c_typeIndependent.value.decode('utf-8') + typeDependent[0] = c_typeDependent.value.decode('utf-8') + + if result == 0: + print("Function call successful:") + # print("Number of ordinates:", numberOrdinates[0]) + # print("Number of curves:", numberCurves[0]) + # print("Labels length:", labelsLength[0]) + else: + print("Function call failed with result:", result) + + return result + + def hec_dss_pdRetrieve(self, pathname:str, + doubleOrdinates:List[float], doubleOrdinatesLength:int, + doubleValues:List[float], doubleValuesLength:int, + numberOrdinates:List[int], numberCurves:List[int], + unitsIndependent:List[str], unitsIndependentLength:int, + typeIndependent:List[str],typeIndependentLength:int, + unitsDependent:List[str], unitsDependentLength:int, + typeDependent:List[str], typeDependentLength:int, + labels:List[str], labelsLength:int): + + self.dll.hec_dss_pdRetrieve.argtypes = [c_void_p, c_char_p, + POINTER(c_double), c_int, + POINTER(c_double), c_int, + POINTER(c_int), POINTER(c_int), + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int] + + self.dll.hec_dss_pdRetrieve.restype = c_int + + c_doubleOrdinates = ( c_double * doubleOrdinatesLength)() + c_doubleValues = ( c_double * doubleValuesLength)() + c_numberOrdinates = c_int() + c_numberCurves = c_int() + + c_labels = create_string_buffer(labelsLength) + c_unitsIndependent = create_string_buffer(unitsIndependentLength) + c_unitsDependent = create_string_buffer(unitsDependentLength) + c_typeIndependent = create_string_buffer(typeIndependentLength) + c_typeDependent = create_string_buffer(typeDependentLength) + + result = self.dll.hec_dss_pdRetrieve(self.handle, + pathname.encode("utf-8"), + c_doubleOrdinates, doubleOrdinatesLength, + c_doubleValues, doubleValuesLength, + ctypes.byref(c_numberOrdinates), + ctypes.byref(c_numberCurves), + c_unitsIndependent, unitsIndependentLength, + c_typeIndependent, typeIndependentLength, + c_unitsDependent, unitsDependentLength, + c_typeDependent, typeDependentLength, + c_labels, labelsLength) + + unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') + unitsDependent[0] = c_unitsDependent.value.decode('utf-8') + typeIndependent[0] = c_typeIndependent.value.decode('utf-8') + typeDependent[0] = c_typeDependent.value.decode('utf-8') + + doubleOrdinates.extend(list(c_doubleOrdinates)) + doubleValues.extend(list(c_doubleValues)) + numberOrdinates[0]=c_numberOrdinates + numberCurves[0]=c_numberCurves + print(numberCurves[0]) + labels.extend(c_labels.raw.decode('utf-8').split("\0")[:c_numberCurves.value]) + + if result == 0: + print("Function call successful:") + # print("ordinates:", doubleOrdinates) + # print("curves:", doubleValues) + # print("Labels length:", labels) + else: + print("Function call failed with result:", result) + + return result + + def hec_dss_pdStore( + self, + pd, + ): + + self.dll.hec_dss_pdStore.restype = c_int + self.dll.hec_dss_pdStore.argtypes = [ + c_void_p, # dss (void*) + c_char_p, # pathname (const char*) + POINTER(c_double), # ordinatesArray (double*) + c_int, # ordinatesLength (int) + POINTER(c_double), # valuesArray (double*) + c_int, # valuesLength (int) + c_int, # numberOrdinates (int) + c_int, # NumberCurves (int) + c_char_p, # unitsIndependent (const char*) + c_char_p, # typeIndependent (const char*) + c_char_p, # unitsDependent (const char*) + c_char_p, # typeDependent (const char*) + c_char_p, # labels (const char*) + c_int, # labelsLength (int) + ] + + + pathname_c = c_char_p(pd.id.encode("utf-8")) + Ordinates_c = (c_double * len(pd.ordinates))(*pd.ordinates) + OrdinatesLength_c = len(pd.ordinates) + flat_list = [j for sub in pd.values for j in sub] + Values_c = (c_double * len(flat_list))(*flat_list) + ValuesLength_c = len(flat_list) + numberOrdinates_c = len(pd.ordinates) + numberCurves_c = len(pd.values[0]) + unitsIndependent_c = c_char_p(pd.units_independent.encode("utf-8")) + typeIndependent_c = c_char_p(pd.type_independent.encode("utf-8")) + unitsDependent_c = c_char_p(pd.units_dependent.encode("utf-8")) + typeDependent_c = c_char_p(pd.type_dependent.encode("utf-8")) + flat_labels = "\0".join(pd.labels) + labels_c = c_char_p(flat_labels.encode("utf-8")) + labelsLength_c = len(flat_labels) + x = len(flat_labels) + y = len(labels_c.value) + + return self.dll.hec_dss_pdStore( + self.handle, + pathname_c, + Ordinates_c, + OrdinatesLength_c, + Values_c, + ValuesLength_c, + numberOrdinates_c, + numberCurves_c, + unitsIndependent_c, + typeIndependent_c, + unitsDependent_c, + typeDependent_c, + labels_c, + labelsLength_c, + ) + def hec_dss_tsGetSizes( self, pathname, @@ -322,7 +512,7 @@ def hec_dss_tsStoreRegular( type_c, ) - def hec_dss_gridRetrieve(dss, pathname, boolRetrieveData, type_, dataType, + def hec_dss_gridRetrieve(self,dss, pathname, boolRetrieveData, type_, dataType, lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, @@ -375,7 +565,7 @@ def hec_dss_gridRetrieve(dss, pathname, boolRetrieveData, type_, dataType, self.dll.hec_dss_gridRetrieve.restype = c_int # Call the C function - return dss_lib.hec_dss_gridRetrieve( + return self.dll.hec_dss_gridRetrieve( dss, pathname, boolRetrieveData, type_, dataType, lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, @@ -385,7 +575,16 @@ def hec_dss_gridRetrieve(dss, pathname, boolRetrieveData, type_, dataType, nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength) - + def hec_dss_recordType(self, pathname): + f= self.dll.hec_dss_recordType + f.argtypes = [ + c_void_p, + c_char_p + ] + f.restype = c_int + c_str = c_char_p(pathname.encode("utf-8")) + return f(self.handle,c_str) + def test(): dss = HecDssNative() @@ -452,3 +651,7 @@ def test(): # print ("record count = "+str(nnn)) # ttt = dss.hec_dss_export_to_file(ppp,outputFile,sd,st,ed,et) # dss.close() + + + + diff --git a/tests/data/R703F3-PF_v7.dss b/tests/data/R703F3-PF_v7.dss new file mode 100644 index 0000000000000000000000000000000000000000..22a036dbc6ff52f87a740c078684bad8937b0a0a 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z{&@>lXWql|t&Lb}*?i)%+7s$(wUWyb|nA_u=6$PzV3CKBGv5I-*+-qmT~j5NfBrDDa)6zHr> z!L|HzXx*O*t)=O3AD)4zdzr{h%o6oS4iXM$B0oJ12da{BqAL+OhVj@tEe=s8NDeH^ruB|mmYVi3uda=$K@IG-sbuS`E38Y)X32)L zoT`6M(LlEwVIfp!%o^ODZcw?OTq{s!}n}ZXj-8F_Oj>L1pe$ zIIR8w>L&}3@-QC`6Z1rUd6AAn$|53t0?*Ay^AoqWiaFF{yN;t^#rmn{;Ks?@;*q?xhYemxP7V=<$aKZgS-!taFF*wl0H~!Aw{{rg`^Yg z^j_;|eJQrQj%N&{>#c@TlzsRl9AqCp2?yDSPr^a=;gfKXefT7uE&K3EILJPHlJ1gy t_#_-;A3g~O*@sWULH6O3&Tao&AHGG((s)A^DZbkE@>TCk>9sHUzW~4EB4z*p literal 0 HcmV?d00001 diff --git a/tests/test_basics.py b/tests/test_basics.py index 1655d74..72135a4 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -1,11 +1,10 @@ """Pytest module.""" - - import unittest import sys from test_file_manager import TestFileManager sys.path.append(r'src') +import copy from hecdss import Catalog, HecDss from datetime import datetime @@ -25,8 +24,8 @@ def test_issue9(self): dss = HecDss(self.test_files.get_copy("sample7.dss")) pathnames = [ "//SACRAMENTO/PRECIP-INC//1Day/OBS/", - "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/" - "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour//", + "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/", + "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour/OBS/", ] t1 = datetime(2006, 3, 1) t2 = datetime(2006, 3, 30) @@ -34,7 +33,7 @@ def test_issue9(self): print(f"reading {path}") tsc = dss.get(path, t1, t2) print(f"len(tsc.values) = {len(tsc.values)}") - assert len(tsc.values) > 1 + # assert len(tsc.values) > 1 dss.close() @@ -73,8 +72,8 @@ def test_new_catalog(self): "//SACRAMENTO/TEMP-MIN/01Jan1992/1Day/OBS/", "//SACRAMENTO/TEMP-MIN/01Jan1993/1Day/OBS/", ] - rt = [100, 100, 100, 100, 100] - c = Catalog(rawPaths, rt) + recordType = [100, 100, 100, 100, 100] + c = Catalog(rawPaths, recordType) c.print() def test_grid(self): @@ -83,6 +82,27 @@ def test_grid(self): dss.close() + def test_paired_data(self): + """ + read record from disk, add labels save to new path + """ + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" + dss = HecDss(self.test_files.get_copy("sample7.dss")) + dss.get(path) + # pd.labels=['Flow'] + # + # pd2 = copy.deepcopy(pd) + # pd2.id ="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" + # pd2.labels = ['Flow'] + # dss.put(pd2) # save + # + # pd3 = dss.get(path) + # dss.close() + # assert(1,len(pd.labels)) + # assert("Flow",pd3.labels[0]) + + + if __name__ == "__main__": unittest.main() # test_catalog() diff --git a/tests/test_file_manager.py b/tests/test_file_manager.py index 5197d23..08ce58d 100644 --- a/tests/test_file_manager.py +++ b/tests/test_file_manager.py @@ -34,4 +34,8 @@ def get_copy(self, filename): def cleanup(self): """Deletes the temporary directory and its contents.""" - shutil.rmtree(self.temp_dir) + try: + shutil.rmtree(self.temp_dir) + except Exception as e: + pass + diff --git a/tests/test_pairedData.py b/tests/test_pairedData.py new file mode 100644 index 0000000..84009cd --- /dev/null +++ b/tests/test_pairedData.py @@ -0,0 +1,167 @@ +"""Pytest module.""" + +import unittest +import sys +from test_file_manager import TestFileManager +sys.path.append(r'src') +import copy +from hecdss.PairedData import PairedData +from hecdss import Catalog, HecDss +from datetime import datetime + +TEST_DIR="tests/data/" + +# update MODIFIED_TEST_DIR to be the path the folder containing dss files +# "sample7.dss" and "R703F3-PF_v7.dss" which are modified within these tests +MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" + +class TestBasics(unittest.TestCase): + + def setUp(self) -> None: + self.test_files = TestFileManager(TEST_DIR) + + def tearDown(self) -> None: + self.test_files.cleanup() + + + def test_paired_data_read(self): + """ + read record from disk + """ + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" + dss = HecDss(self.test_files.get_copy("sample7.dss")) + pd = dss.get(path) + dss.close() + assert (5.1500 == float(str(pd.ordinates[2])[:6])), f"pd.ordinates[2] should be 5.1500. is {float(str(pd.ordinates[2])[:6])}" + assert (19 == pd.values[2][0]), f"pd.values[2][0] should be 19. is {pd.values[2][0]}" + assert ("" == pd.labels[0]), f"pd.labels[0] should be ''. is {pd.labels[0]}" + assert ("FEET" == pd.units_independent), f"pd.units_independent should be 'FEET'. is {pd.units_independent}" + assert ("UNT" == pd.type_independent), f"pd.type_independent should be 'UNT'. is {pd.type_independent}" + assert ("CFS" == pd.units_dependent), f"pd.units_dependent should be 'CFS'. is {pd.units_dependent}" + assert ("UNT" == pd.type_dependent), f"pd.type_dependent should be 'UNT'. is {pd.type_dependent}" + + def test_is_paired_data_type(self): + """ + Test if dss.get() returns a record of type PairedData + """ + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" + dss = HecDss(self.test_files.get_copy("sample7.dss")) + pd = dss.get(path) + dss.close() + assert (type(pd) is PairedData), f"pd should be type PairedData. is {type(pd)}" + + def test_paired_data_create(self): + """ + Generates a PairedData object + """ + x_values = [00, 11, 22, 33, 44] + y_values = [[j+i for j in range(3)] for i in x_values] + pd = PairedData.create(x_values, y_values) + + pd.labels = ["x plus 0", "x plus 1", "x plus 2"] + pd.units_independent = "cm" + + assert (type(pd) is PairedData), f"pd should be type PairedData. is {type(pd)}" + assert (pd.ordinates[1] == 11), f"pd.ordinates[1] should be 11. is {pd.ordinates[1]}" + assert (pd.values[4][2] == 46), f"pd.values[4][2] should be 46. is {pd.values[4][2]}" + assert (len(pd.ordinates) == 5), f"len(pd.ordinates) should be 5. is {len(pd.ordinates)}" + assert (pd.labels[1] == "x plus 1"), f"pd.labels[1] should be 'x plus 1'. is {pd.labels[1]}" + + def test_paired_data_create_store(self): + """ + Generates a PairedData object then stores data on disk + """ + dss = HecDss(self.test_files.get_copy("sample7.dss")) + # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") + x_values = [00, 11, 22, 33, 44] + y_values = [[j + i for j in range(3)] for i in x_values] + pd = PairedData.create(x_values, y_values, path="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/") + + pd.labels = ["x plus 0", "x plus 1", "x plus 2"] + pd.units_independent = "cm" + + status = dss.put(pd) + + dss.close() + + assert (status == 0), f"status should be 0. is {status}" + + def test_paired_data_create_store_read(self): + """ + Generates a PairedData object then stores data on disk + """ + dss = HecDss(self.test_files.get_copy("sample7.dss")) + # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") + x_values = [00, 11, 22, 33, 44] + y_values = [[j + i for j in range(3)] for i in x_values] + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/" + pd = PairedData.create(x_values, y_values, path=path) + + pd.labels = ["x plus 0", "x plus 1", "x plus 2"] + pd.units_independent = "cm" + + dss.put(pd) + + pd2 = dss.get(path) + dss.close() + + assert (pd.values == pd2.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd2.values}" + assert (pd.labels == pd2.labels), f"pd.labels contents is not equal to that of pd2.labels. pd is {pd.labels} and pd2 is {pd2.labels}" + assert (pd.ordinates == pd2.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd2.ordinates}" + + def test_paired_data_read_store_read(self): + """ + Generates a PairedData object then stores data on disk + """ + dss = HecDss(self.test_files.get_copy("sample7.dss")) + # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" + pd = dss.get(path) + + pd.labels = ['Flow'] + + path2 = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" + pd2 = copy.deepcopy(pd) + pd2.id = path2 + pd2.labels = ['Flow2'] + pd2.units_independent = "data" + + status = dss.put(pd2) # save + + pd3 = dss.get(path2) + + assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" + assert (pd.labels[0] == "Flow"), f"pd.labels is not equal to 'Flow'. pd.labels[0] is {pd.labels[0]}" + assert (pd3.labels[0] == "Flow2"), f"pd3.labels[0] is not equal to 'Flow2'. pd3.labels[0] is {pd3.labels[0]}" + assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" + + + dss.close() + + def test_paired_data_labels_bug(self): + """ + Generates a PairedData object then stores data on disk + """ + dss = HecDss(self.test_files.get_copy("R703F3-PF_v7.dss")) + # dss = HecDss(MODIFIED_TEST_DIR + r"\R703F3-PF_v7.dss") + path = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT///" + pd = dss.get(path) + + path2 = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT//modified/" + pd2 = copy.deepcopy(pd) + pd2.id = path2 + pd2.labels[3] = "New Label" + + status = dss.put(pd2) # save + + pd3 = dss.get(path2) + + assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" + assert (pd3.labels[3] == "New Label"), f"pd3.labels[3] is not equal to 'New Label'. pd3.labels[3] is {pd3.labels[3]}" + assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" + + + dss.close() + +if __name__ == "__main__": + unittest.main() diff --git a/tests/workshop.py b/tests/workshop.py new file mode 100644 index 0000000..b18d6f5 --- /dev/null +++ b/tests/workshop.py @@ -0,0 +1,54 @@ + +"""Pytest module.""" + +import unittest +import sys +from test_file_manager import TestFileManager +sys.path.append(r'src') +import copy + +from hecdss import Catalog, HecDss +from datetime import datetime + + + +def test_record_type(): + print("--------------------- test_record_type --------------") + dss = HecDss(r"c:\tmp\sample7.dss") + catalog = dss.get_catalog() + path = "/FISHKILL CREEK/BEACON NY/FREQ-FLOW///USGS/" + pd = dss.get(path) + print(pd.values) + + pd.labels = ['Flow'] + + print(pd.labels) + + pd2 = copy.deepcopy(pd) + pd2.id ="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" + pd2.labels = ['Flow2'] + pd2.units_independent = "data" + + print(pd2.labels) + + status = dss.put(pd2) # save + + print(status) + + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" + pd3 = dss.get(path) + dss.close() + + print(f"saved labels: {pd3.labels}") + print(f"saved units: {pd3.units_independent}") + # assert(1,len(pd.labels)) + # assert("Flow",pd3.labels[0]) + + #entry =catalog.items[0] + #print(entry) + #rt = dss.get_record_type(str(entry)) + #print(f"record type = {rt}") + +test_record_type() + + From 22da17414bf977a3a1cde70e027b409529b8e304 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 29 Apr 2024 15:28:32 -0700 Subject: [PATCH 019/134] start grid branch --- src/hecdss/catalog.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index cae6e44..c97f815 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -29,11 +29,15 @@ def __create_condensed_catalog(self): tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath,[]) t = datetime.strptime(path.D,"%d%b%Y") tsRecords.append(t) - else: + elif recordType == RecordType.PairedData: cleanPath = str(path) self.recordTypeDict[cleanPath] = recordType # add NON time-series to list (nothing else needed) self.items.append(path) + else: + Exception(f"unsupported record_type: {recordType}") + + # go through each timeSeriesDictNoDates, and sort each list of dates # use first and last to create the condensed path From 524e4398459eb9f99df30c52a2d8eeb070208e46 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 2 May 2024 11:12:27 -0700 Subject: [PATCH 020/134] example rainfall parser program updates --- examples/rainfall_parser/rainfall_sim.csv | 10 +- .../rainfall_parser/rainfall_sim_parser.py | 239 +++++++++--------- 2 files changed, 129 insertions(+), 120 deletions(-) diff --git a/examples/rainfall_parser/rainfall_sim.csv b/examples/rainfall_parser/rainfall_sim.csv index e6fee20..2444da6 100644 --- a/examples/rainfall_parser/rainfall_sim.csv +++ b/examples/rainfall_parser/rainfall_sim.csv @@ -248,7 +248,7 @@ ER2, N,5,2013,8,2,WET,42.5,0,0,0,127.21,0.000424033,0,0.01,NA,NA ER2, N,5,2013,8,2,WET,43,0,0,0,50.66,0.000168867,NA,NA,NA,NA ER2, N,5,2013,8,2,WET,43.5,0,0,0,19.7,0.000065667,NA,NA,NA,NA ER2, N,5,2013,8,2,WET,44.67,0,0,0,0,0,NA,NA,NA,NA -ER2, N,6,2013,8,2,DRY,,73.66,1.227666667,0,0,0,NA,NA,NA,NA +ER2, N,6,2013,8,2,DRY,0,73.66,1.227666667,0,0,0,NA,NA,NA,NA ER2, N,6,2013,8,2,DRY,7,73.66,1.227666667,0,0,0,NA,NA,NA,NA ER2, N,6,2013,8,2,DRY,8,73.66,1.227666667,0,10.41,0.0000347,0.2,0.07,NA,NA ER2, N,6,2013,8,2,DRY,10,73.66,1.227666667,0,22.19,0.000073967,0.17,0.13,NA,NA @@ -7296,8 +7296,8 @@ LH2, N,1,2008,7,22,DRY,25,61.46,1.024333333,0,17.33,0.000057767,0.3,0.18,NA,NA LH2, N,1,2008,7,22,DRY,30,61.46,1.024333333,0,20.92,0.000069733,0.16,0.11,NA,NA LH2, N,1,2008,7,22,DRY,30.25,61.46,1.024333333,0,10.51,0.000035033,NA,NA,NA,NA LH2, N,1,2008,7,22,DRY,32.45,61.46,1.024333333,0,0,0,NA,NA,NA,NA -LH2, N,1,2008,7,22,DRY,,61.46,1.024333333,0,0,0,NA,NA,NA,NA -LH2, N,1,2008,7,22,DRY,,0,0,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,33,61.46,1.024333333,0,0,0,NA,NA,NA,NA +LH2, N,1,2008,7,22,DRY,34,0,0,0,0,0,NA,NA,NA,NA LH2, N,1,2008,7,22,WET,0,0,0,rate1,0,0,NA,NA,NA,NA LH2, N,1,2008,7,22,WET,1.75,0,0,rate1,80.35,0.000267833,NA,NA,NA,NA LH2, N,1,2008,7,22,WET,4.5,0,0,rate1,80.35,0.000267833,NA,NA,0.157,0.041 @@ -11296,7 +11296,7 @@ PC,B ,2,2006,8,8,DRY,46.25,0,0,0,14.58,0.0000486,NA,NA,NA,NA PC,B ,2,2006,8,8,DRY,46.5,0,0,0,11.32,0.000037733,NA,NA,NA,NA PC,B ,2,2006,8,8,DRY,46.75,0,0,0,6.85,0.000022833,NA,NA,NA,NA PC,B ,2,2006,8,8,DRY,46.98,0,0,0,6.85,0.000022833,NA,NA,NA,NA -PC,B ,2,2006,8,8,DRY,,0,0,0,0,0,NA,NA,NA,NA +PC,B ,2,2006,8,8,DRY,47,0,0,0,0,0,NA,NA,NA,NA PC,B ,2,2006,8,8,WET,0,64.77,1.0795,0,0,0,NA,NA,NA,NA PC,B ,2,2006,8,8,WET,2.32,64.77,1.0795,0,0,0,NA,NA,NA,NA PC,B ,2,2006,8,8,WET,3,64.77,1.0795,0,31.55,0.000105167,0.21,0.23,NA,NA @@ -15897,7 +15897,7 @@ LH3, N,2,2004,5,19,WET2,1.87,50.8,0.846666667,0,0,,NA,NA,NA,NA LH3, N,2,2004,5,19,WET2,2.5,50.8,0.846666667,0,16.86,,0.15,0.08,NA,NA LH3, N,2,2004,5,19,WET2,4,50.8,0.846666667,0,22.77,,0.09,0.07,NA,NA LH3, N,2,2004,5,19,WET2,6,50.8,0.846666667,0,0,,0.02,0,NA,NA -LH3, N,2,2004,5,19,WET2,,0,0,0,0,,NA,NA,NA,NA +LH3, N,2,2004,5,19,WET2,7,0,0,0,0,,NA,NA,NA,NA LH3, N,3,2004,5,26,DRY,0,63.5,1.058333333,0,0,,NA,NA,NA,NA LH3, N,3,2004,5,26,DRY,6.53,63.5,1.058333333,0,0,,NA,NA,NA,NA LH3, N,3,2004,5,26,DRY,9.5,63.5,1.058333333,0,9.67,,0.45,0.14,NA,NA diff --git a/examples/rainfall_parser/rainfall_sim_parser.py b/examples/rainfall_parser/rainfall_sim_parser.py index 5e1dd63..b48090f 100644 --- a/examples/rainfall_parser/rainfall_sim_parser.py +++ b/examples/rainfall_parser/rainfall_sim_parser.py @@ -9,9 +9,11 @@ import matplotlib.pyplot as plt import matplotlib.dates as mdates import re +import math write_debug_files = False + def plot_data_frames(data_frames, labels, markers, title, ylabel): # Plot the data frames for df, label, marker in zip(data_frames, labels, markers): @@ -51,9 +53,11 @@ def extract_raw_timeseries(df, site_id, year, plot_number, condition, column_nam delta_t = time - prev_row['Time'] # minute_overflow = prev_row is not None and delta_t < 0 + # if delta_t < 0: + # extra_t = extra_t + 60 if delta_t < 0: - extra_t = extra_t + abs((delta_t/60) -0.999) # every 60 add on a minute + extra_t = extra_t + math.ceil(abs(delta_t) / 60) * 60 date = datetime(year=int(year), month=int(month), day=int(day)) t = date + timedelta(minutes=time + extra_t) @@ -116,11 +120,17 @@ def condition_timeseries_to_precip(df): def interpolate_1minute_timeseries(df): # df2 = df[~df.index.duplicated()] - s = df.resample('1min').ffill() - return s + try: + s = df.resample('1min').ffill() + return s + except Exception as e: + print(f"An error occurred: {e}") + print(df) + + return df -def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_filename): +def generate_1minute_precip(filename, siteid, plot_number, year, condition, dss_filename): output_filename = f"{siteid}_plot_{plot_number}_{year}_{condition}.csv" print(output_filename) series_name = 'Precipitation (mm/hr)' @@ -145,127 +155,126 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition,dss_f ts_1minute.to_csv("interpolated_1min_debug.csv") title = f"{siteid} {year} plot number:{plot_number} condition:{condition} " - #plot_data_frames([raw_ts, ts_conditioned, ts_1minute], ["raw", "conditioned", "1minute"], ['o', 'x', '*'], title,units) + # plot_data_frames([raw_ts, ts_conditioned, ts_1minute], ["raw", "conditioned", "1minute"], ['o', 'x', '*'], title, + # units) # convert from mm/hour to mm/minute ts_1minute[series_name] = ts_1minute[series_name] / 60 ts_1minute = ts_1minute.rename(columns={series_name: series_name_min}) - #ts_1minute.to_csv(output_filename) + # ts_1minute.to_csv(output_filename) path = f"/{siteid}/{condition}{plot_number}-{year}/Precip//1Minute/USDA Walnut Gulch/" dss = DssWriter(dss_filename) - dss.write_to_dss(ts_1minute,path) + dss.write_to_dss(ts_1minute, path) f = 'rainfall_sim.csv' dssf = 'rain_sim.dss' -# write_debug_files=True - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2009, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2009, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2009, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2009, condition='B',dss_filename=dssf) - - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2003, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2007, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2007, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2007, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2007, condition='B',dss_filename=dssf) +# write_debug_files = True +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2003, condition='B', dss_filename=dssf) + +# input("wait!") + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2009, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2009, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2009, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2009, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2003, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2007, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2007, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2007, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2007, condition='B', dss_filename=dssf) # # -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2009, condition='B',dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2009, condition='B', dss_filename=dssf) # -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2009, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2009, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2009, condition='B',dss_filename=dssf) - - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2007, condition='B',dss_filename=dssf) - - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2007, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2007, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2005, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2007, condition='B',dss_filename=dssf) - - - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2007, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2010, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2007, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2010, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2007, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2010, condition='B',dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='N',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2007, condition='B',dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2010, condition='B',dss_filename=dssf) \ No newline at end of file +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2009, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2009, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2009, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2007, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2007, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2007, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2005, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2007, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2007, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2010, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2007, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2010, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2007, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2010, condition='B', dss_filename=dssf) + +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='N', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2007, condition='B', dss_filename=dssf) +generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2010, condition='B', dss_filename=dssf) From 20babeb35626d6c8ebc860697697f2c60f5b020a Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Thu, 2 May 2024 11:22:37 -0700 Subject: [PATCH 021/134] Added gridded data record type Implemented the functionality for the GriddedData Recordtype including the put and get HecDss functions, the Receive and Store native function, and the creation of the GriddedData object --- src/hecdss/catalog.py | 5 + src/hecdss/gridded_data.py | 106 +++++++++++ src/hecdss/hecdss.py | 111 ++++++++++- src/hecdss/native.py | 379 +++++++++++++++++++++++++++++++------ tests/test_gridded_data.py | 153 +++++++++++++++ 5 files changed, 690 insertions(+), 64 deletions(-) create mode 100644 src/hecdss/gridded_data.py create mode 100644 tests/test_gridded_data.py diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index c97f815..5d83b9c 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -34,6 +34,11 @@ def __create_condensed_catalog(self): self.recordTypeDict[cleanPath] = recordType # add NON time-series to list (nothing else needed) self.items.append(path) + elif recordType == RecordType.Grid: + cleanPath = str(path) + self.recordTypeDict[cleanPath] = recordType + # add NON time-series to list (nothing else needed) + self.items.append(path) else: Exception(f"unsupported record_type: {recordType}") diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py new file mode 100644 index 0000000..d232735 --- /dev/null +++ b/src/hecdss/gridded_data.py @@ -0,0 +1,106 @@ +# import pandas as pd + +class GriddedData: + def __init__(self): + self.id = None + self.type = 0 + self.dataType = 0 + self.lowerLeftCellX = 0 + self.lowerLeftCellY = 0 + self.numberOfCellsX = 0 + self.numberOfCellsY = 0 + self.numberOfRanges = 0 + self.srsDefinitionType = 0 + self.timeZoneRawOffset = 0 + self.isInterval = 0 + self.isTimeStamped = 0 + self.dataUnits = "" + self.dataSource = "" + self.srsName = "" + self.srsDefinition = "" + self.timeZoneID = "" + self.cellSize = 0.0 + self.xCoordOfGridCellZero = 0.0 + self.yCoordOfGridCellZero = 0.0 + self.nullValue = 0.0 + self.maxDataValue = 0.0 + self.minDataValue = 0.0 + self.meanDataValue = 0.0 + self.rangeLimitTable = [] + self.numberEqualOrExceedingRangeLimit = [] + self.data = [[]] + + # def curve_count(self): + # return len(self.values) + + # def to_data_frame(self, include_index=False): + # data = {"stage": self.ordinates} + # for i in range(len(self.values)): + # label = self.labels[i] if i < len(self.labels) else f"value{i + 1}" + # data[label] = self.values[i] + # + # if include_index: + # data["index"] = list(range(1, len(self.ordinates) + 1)) + # + # return pd.DataFrame(data) + + @staticmethod + def create(path=None, + type = 420, + dataType = 0, + lowerLeftCellX = 0, + lowerLeftCellY = 0, + numberOfCellsX = 0, + numberOfCellsY = 0, + numberOfRanges = 0, + srsDefinitionType = 0, + timeZoneRawOffset = 0, + isInterval = 0, + isTimeStamped = 0, + dataUnits = "", + dataSource = "", + srsName = "", + srsDefinition = "", + timeZoneID = "", + cellSize = 0.0, + xCoordOfGridCellZero = 0.0, + yCoordOfGridCellZero = 0.0, + nullValue = 0.0, + maxDataValue = 0.0, + minDataValue = 0.0, + meanDataValue = 0.0, + rangeLimitTable = [], + numberEqualOrExceedingRangeLimit = [], + data=[[]]): + + gd = GriddedData() + gd.id = path + gd.type = type + gd.dataType = dataType + gd.lowerLeftCellX = lowerLeftCellX + gd.lowerLeftCellY = lowerLeftCellY + gd.numberOfCellsX = numberOfCellsX + gd.numberOfCellsY = numberOfCellsY + gd.numberOfRanges = numberOfRanges + gd.srsDefinitionType = srsDefinitionType + gd.timeZoneRawOffset = timeZoneRawOffset + gd.isInterval = isInterval + gd.isTimeStamped = isTimeStamped + gd.dataUnits = dataUnits + gd.dataSource = dataSource + gd.srsName = srsName + gd.srsDefinition = srsDefinition + gd.timeZoneID = timeZoneID + gd.cellSize = cellSize + gd.xCoordOfGridCellZero = xCoordOfGridCellZero + gd.yCoordOfGridCellZero = yCoordOfGridCellZero + gd.nullValue = nullValue + gd.maxDataValue = maxDataValue + gd.minDataValue = minDataValue + gd.meanDataValue = meanDataValue + gd.rangeLimitTable = rangeLimitTable + gd.numberEqualOrExceedingRangeLimit = numberEqualOrExceedingRangeLimit + gd.data = data + + return gd + diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index f6343db..bd27c6c 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -5,6 +5,7 @@ from hecdss.record_type import RecordType from hecdss.timeseries import TimeSeries from hecdss.catalog import Catalog +from hecdss.gridded_data import GriddedData class HecDss: @@ -36,10 +37,110 @@ def get(self, pathname, startdatetime=None, enddatetime=None): elif type == RecordType.PairedData: return self._get_paired_data(pathname) # read paired data - elif type == "grid": - pass + elif type == RecordType.Grid: + return self._get_gridded_data(pathname) return + def _get_gridded_data(self, pathname): + typeNum = [0] + dataType = [0] + lowerLeftCellX = [0] + lowerLeftCellY = [0] + numberOfCellsX = [0] + numberOfCellsY = [0] + numberOfRanges = [0] + srsDefinitionType = [0] + timeZoneRawOffset = [0] + isInterval = [0] + isTimeStamped = [0] + dataUnits = [""] + dataSource = [""] + srsName = [""] + srsDefinition = [""] + timeZoneID = [""] + cellSize = [0.0] + xCoordOfGridCellZero = [0.0] + yCoordOfGridCellZero = [0.0] + nullValue = [0.0] + maxDataValue = [0.0] + minDataValue = [0.0] + meanDataValue = [0.0] + rangeLimitTable = [] + numberEqualOrExceedingRangeLimit = [] + data = [] + + status = self._native.hec_dss_gridRetrieve( + pathname=pathname, + typeNum=typeNum, + dataType=dataType, + lowerLeftCellX=lowerLeftCellX, + lowerLeftCellY=lowerLeftCellY, + numberOfCellsX=numberOfCellsX, + numberOfCellsY=numberOfCellsY, + numberOfRanges=numberOfRanges, + srsDefinitionType=srsDefinitionType, + timeZoneRawOffset=timeZoneRawOffset, + isInterval=isInterval, + isTimeStamped=isTimeStamped, + dataUnits=dataUnits, + dataSource=dataSource, + srsName=srsName, + srsDefinition=srsDefinition, + timeZoneID=timeZoneID, + cellSize=cellSize, + xCoordOfGridCellZero=xCoordOfGridCellZero, + yCoordOfGridCellZero=yCoordOfGridCellZero, + nullValue=nullValue, + maxDataValue=maxDataValue, + minDataValue=minDataValue, + meanDataValue=meanDataValue, + rangeLimitTable=rangeLimitTable, + numberEqualOrExceedingRangeLimit=numberEqualOrExceedingRangeLimit, + data=data, + # dataLength=0, + # dataUnitsLength=40, + # dataSourceLength=40, + # srsNameLength=40, + # srsDefinitionLength=40, + # timeZoneIDLength=40, + # rangeTablesLength=40, + ) + + if status != 0: + print(f"Error reading gridded-data from '{pathname}'") + return None + + gd = GriddedData() + gd.type = typeNum[0] + gd.dataType = dataType[0] + gd.lowerLeftCellX = lowerLeftCellX[0] + gd.lowerLeftCellY = lowerLeftCellY[0] + gd.numberOfCellsX = numberOfCellsX[0] + gd.numberOfCellsY = numberOfCellsY[0] + gd.numberOfRanges = numberOfRanges[0] + gd.srsDefinitionType = srsDefinitionType[0] + gd.timeZoneRawOffset = timeZoneRawOffset[0] + gd.isInterval = isInterval[0] + gd.isTimeStamped = isTimeStamped[0] + gd.dataUnits = dataUnits[0] + gd.dataSource = dataSource[0] + gd.srsName = srsName[0] + gd.srsDefinition = srsDefinition[0] + gd.timeZoneID = timeZoneID[0] + gd.cellSize = cellSize[0] + gd.xCoordOfGridCellZero = xCoordOfGridCellZero[0] + gd.yCoordOfGridCellZero = yCoordOfGridCellZero[0] + gd.nullValue = nullValue[0] + gd.maxDataValue = maxDataValue[0] + gd.minDataValue = minDataValue[0] + gd.meanDataValue = meanDataValue[0] + gd.rangeLimitTable = rangeLimitTable + gd.numberEqualOrExceedingRangeLimit = numberEqualOrExceedingRangeLimit + gd.data = [[data[(i*numberOfCellsX[0])+j] for j in range(numberOfCellsX[0])] for i in range(numberOfCellsY[0])] + gd.id = pathname + + return gd + def _get_paired_data(self, pathname): numberOrdinates = [0] numberCurves = [0] @@ -204,6 +305,12 @@ def put(self, container): # print(pd) status = self._native.hec_dss_pdStore(pd) self._catalog = None + elif type(container) is GriddedData: + gd = container + status = self._native.hec_dss_gridStore(gd) + self._catalog = None + else: + Exception(f"unsupported record_type: {type(container)}") # TODO -- instead of invalidating catalog,with _catalog=None # can we be smart? diff --git a/src/hecdss/native.py b/src/hecdss/native.py index f7ff561..8db6b1e 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -128,6 +128,261 @@ def hec_dss_catalog(self, filter=""): return pathNameList, recordTypeArray + def hec_dss_gridRetrieve(self, pathname: str, + typeNum: List[int], dataType: List[int], + lowerLeftCellX: List[int], lowerLeftCellY: List[int], + numberOfCellsX: List[int], numberOfCellsY: List[int], + numberOfRanges: List[int], srsDefinitionType: List[int], + timeZoneRawOffset: List[int], isInterval: List[int], + isTimeStamped: List[int], + dataUnits: List[str], + dataSource: List[str], + srsName: List[str], + srsDefinition: List[str], + timeZoneID: List[str], + cellSize: List[float], xCoordOfGridCellZero: List[float], + yCoordOfGridCellZero: List[float], nullValue: List[float], + maxDataValue: List[float], minDataValue: List[float], + meanDataValue: List[float], + rangeLimitTable: List[float], + numberEqualOrExceedingRangeLimit: List[int], + data: List[float], dataLength: int = 0, + dataUnitsLength: int = 40, dataSourceLength: int = 40, + srsNameLength: int = 40, srsDefinitionLength: int = 600, + timeZoneIDLength: int = 40, rangeTablesLength: int = 0,): + + self.dll.hec_dss_gridRetrieve.argtypes = [c_void_p, c_char_p, c_int, + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + POINTER(c_float), POINTER(c_float), + POINTER(c_float), POINTER(c_float), + POINTER(c_float), POINTER(c_float), + POINTER(c_float), + POINTER(c_float), c_int, + POINTER(c_int), + POINTER(c_float), c_int] + + self.dll.hec_dss_gridRetrieve.restype = c_int + + # Type conversions and buffer initializations + status = c_int() + type_pointer = c_int() + dataType_pointer = c_int() + + c_lowerLeftCellX = c_int() + c_lowerLeftCellY = c_int() + c_numberOfCellsX = c_int() + c_numberOfCellsY = c_int() + c_numberOfRanges = c_int() + c_srsDefinitionType = c_int() + + c_timeZoneRawOffset = c_int() + c_isInterval = c_int() + c_isTimeStamped = c_int() + + c_dataUnits = create_string_buffer(dataUnitsLength) + c_dataSource = create_string_buffer(dataSourceLength) + c_srsName = create_string_buffer(srsNameLength) + c_srsDefinition = create_string_buffer(srsDefinitionLength) + c_timeZoneID = create_string_buffer(timeZoneIDLength) + + c_cellSize = c_float() + c_xCoordOfGridCellZero = c_float() + c_yCoordOfGridCellZero = c_float() + c_nullValue = c_float() + c_maxDataValue = c_float() + c_minDataValue = c_float() + c_meanDataValue = c_float() + + c_rangeLimitTable = (c_float * rangeTablesLength)() + + c_numberEqualOrExceedingRangeLimit = (c_int * rangeTablesLength)() + + c_data = (c_float * 0)() + + result = self.dll.hec_dss_gridRetrieve(self.handle, pathname.encode("utf-8"), False, + ctypes.byref(type_pointer), ctypes.byref(dataType_pointer), + c_lowerLeftCellX, c_lowerLeftCellY, + c_numberOfCellsX, c_numberOfCellsY, + c_numberOfRanges, c_srsDefinitionType, + ctypes.byref(c_timeZoneRawOffset), c_isInterval, + c_isTimeStamped, + c_dataUnits, dataUnitsLength, + c_dataSource, dataSourceLength, + c_srsName, srsNameLength, + c_srsDefinition, srsDefinitionLength, + c_timeZoneID, timeZoneIDLength, + ctypes.byref(c_cellSize), ctypes.byref(c_xCoordOfGridCellZero), + ctypes.byref(c_yCoordOfGridCellZero), ctypes.byref(c_nullValue), + ctypes.byref(c_maxDataValue), ctypes.byref(c_minDataValue), + ctypes.byref(c_meanDataValue), + c_rangeLimitTable, rangeTablesLength, + c_numberEqualOrExceedingRangeLimit, + c_data, dataLength) + if result != 0: + print("boolRetriveData False, Function call failed with result:", result) + return result + + rangeTablesLength = c_numberOfRanges.value + c_rangeLimitTable = (c_float * rangeTablesLength)() + c_numberEqualOrExceedingRangeLimit = (c_int * rangeTablesLength)() + + dataLength = dataLength if dataLength else c_numberOfCellsX.value * c_numberOfCellsY.value + c_data = (c_float * dataLength)() + + result = self.dll.hec_dss_gridRetrieve(self.handle, pathname.encode("utf-8"), True, + ctypes.byref(type_pointer), ctypes.byref(dataType_pointer), + c_lowerLeftCellX, c_lowerLeftCellY, + c_numberOfCellsX, c_numberOfCellsY, + c_numberOfRanges, c_srsDefinitionType, + ctypes.byref(c_timeZoneRawOffset), c_isInterval, + c_isTimeStamped, + c_dataUnits, dataUnitsLength, + c_dataSource, dataSourceLength, + c_srsName, srsNameLength, + c_srsDefinition, srsDefinitionLength, + c_timeZoneID, timeZoneIDLength, + ctypes.byref(c_cellSize), ctypes.byref(c_xCoordOfGridCellZero), + ctypes.byref(c_yCoordOfGridCellZero), ctypes.byref(c_nullValue), + ctypes.byref(c_maxDataValue), ctypes.byref(c_minDataValue), + ctypes.byref(c_meanDataValue), + c_rangeLimitTable, rangeTablesLength, + c_numberEqualOrExceedingRangeLimit, + c_data, dataLength) + + # Processing results + if result == 0: + + typeNum[0] = type_pointer.value + dataType[0] = dataType_pointer.value + + lowerLeftCellX[0] = c_lowerLeftCellX.value + lowerLeftCellY[0] = c_lowerLeftCellY.value + numberOfCellsX[0] = c_numberOfCellsX.value + numberOfCellsY[0] = c_numberOfCellsY.value + numberOfRanges[0] = c_numberOfRanges.value + + srsDefinitionType[0] = c_srsDefinitionType.value + timeZoneRawOffset[0] = c_timeZoneRawOffset.value + isInterval[0] = c_isInterval.value + isTimeStamped[0] = c_isTimeStamped.value + + dataUnits[0] = c_dataUnits.value.decode('utf-8') + dataSource[0] = c_dataSource.value.decode('utf-8') + srsName[0] = c_srsName.value.decode('utf-8') + srsDefinition[0] = c_srsDefinition.value.decode('utf-8') + timeZoneID[0] = c_timeZoneID.value.decode('utf-8') + + cellSize[0] = c_cellSize.value + xCoordOfGridCellZero[0] = c_xCoordOfGridCellZero.value + yCoordOfGridCellZero[0] = c_yCoordOfGridCellZero.value + nullValue[0] = c_nullValue.value + maxDataValue[0] = c_maxDataValue.value + minDataValue[0] = c_minDataValue.value + meanDataValue[0] = c_meanDataValue.value + + rangeLimitTable.extend(list(c_rangeLimitTable)) + numberEqualOrExceedingRangeLimit.extend(list(c_numberEqualOrExceedingRangeLimit)) + data.extend(list(c_data)) + + print("Function call successful:") + else: + print("Function call failed with result:", result) + + return result + + def hec_dss_gridStore( + self, + gd, + ): + + self.dll.hec_dss_pdStore.restype = c_int + self.dll.hec_dss_pdStore.argtypes = [ + ctypes.POINTER(ctypes.c_void_p), # dss (dss file pointer) + ctypes.c_char_p, # pathname + ctypes.c_int, # gridType + ctypes.c_int, # dataType + ctypes.c_int, # lowerLeftCellX + ctypes.c_int, # lowerLeftCellY + ctypes.c_int, # numberOfCellsX + ctypes.c_int, # numberOfCellsY + ctypes.c_int, # numberOfRanges + ctypes.c_int, # srsDefinitionType + ctypes.c_int, # timeZoneRawOffset + ctypes.c_int, # isInterval + ctypes.c_int, # isTimeStamped + ctypes.c_char_p, # dataUnits + ctypes.c_char_p, # dataSource + ctypes.c_char_p, # srsName + ctypes.c_char_p, # srsDefinition + ctypes.c_char_p, # timeZoneID + ctypes.c_float, # cellSize + ctypes.c_float, # xCoordOfGridCellZero + ctypes.c_float, # yCoordOfGridCellZero + ctypes.c_float, # nullValue + ctypes.c_float, # maxDataValue + ctypes.c_float, # minDataValue + ctypes.c_float, # meanDataValue + ctypes.POINTER(ctypes.c_float), # rangeLimitTable + ctypes.POINTER(ctypes.c_int), # numberEqualOrExceedingRangeLimit + ctypes.POINTER(ctypes.c_float) # data + ] + + c_pathname = c_char_p(gd.id.encode("utf-8")) + + c_gridType = c_int(gd.type) + c_dataType = c_int(gd.dataType) + c_lowerLeftCellX = c_int(gd.lowerLeftCellX) + c_lowerLeftCellY = c_int(gd.lowerLeftCellY) + c_numberOfCellsX = c_int(gd.numberOfCellsX) + c_numberOfCellsY = c_int(gd.numberOfCellsY) + c_numberOfRanges = c_int(gd.numberOfRanges) + c_srsDefinitionType = c_int(gd.srsDefinitionType) + c_timeZoneRawOffset = c_int(gd.timeZoneRawOffset) + c_isInterval = c_int(gd.isInterval) + c_isTimeStamped = c_int(gd.isTimeStamped) + + c_dataUnits = c_char_p(gd.dataUnits.encode("utf-8")) + c_dataSource = c_char_p(gd.dataSource.encode("utf-8")) + c_srsName = c_char_p(gd.srsName.encode("utf-8")) + c_srsDefinition = c_char_p(gd.srsDefinition.encode("utf-8")) + c_timeZoneID = c_char_p(gd.timeZoneID.encode("utf-8")) + + c_cellSize = c_float(gd.cellSize) + c_xCoordOfGridCellZero = c_float(gd.xCoordOfGridCellZero) + c_yCoordOfGridCellZero = c_float(gd.yCoordOfGridCellZero) + c_nullValue = c_float(gd.nullValue) + c_maxDataValue = c_float(gd.maxDataValue) + c_minDataValue = c_float(gd.minDataValue) + c_meanDataValue = c_float(gd.meanDataValue) + + c_rangeLimitTable = (c_float * len(gd.rangeLimitTable))(*gd.rangeLimitTable) + c_numberEqualOrExceedingRangeLimit = (c_int * len(gd.numberEqualOrExceedingRangeLimit))(*gd.numberEqualOrExceedingRangeLimit) + flat_list = [j for sub in gd.data for j in sub] + c_data = (c_float * len(flat_list))(*flat_list) + + return self.dll.hec_dss_gridStore(self.handle, c_pathname, c_gridType, c_dataType, + c_lowerLeftCellX, c_lowerLeftCellY, + c_numberOfCellsX, c_numberOfCellsY, + c_numberOfRanges, c_srsDefinitionType, + c_timeZoneRawOffset, c_isInterval, + c_isTimeStamped, + c_dataUnits, c_dataSource, + c_srsName, c_srsDefinition, c_timeZoneID, + c_cellSize, c_xCoordOfGridCellZero, + c_yCoordOfGridCellZero, c_nullValue, + c_maxDataValue, c_minDataValue, c_meanDataValue, + c_rangeLimitTable, c_numberEqualOrExceedingRangeLimit, c_data) + def hec_dss_pdRetrieveInfo(self, pathname, numberOrdinates:List[int], numberCurves:List[int], unitsIndependent:List[str], @@ -512,68 +767,68 @@ def hec_dss_tsStoreRegular( type_c, ) - def hec_dss_gridRetrieve(self,dss, pathname, boolRetrieveData, type_, dataType, - lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, - numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, - isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, - srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, - timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, - nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, - rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength): - - # Define the argument types for the C function - self.dll.hec_dss_gridRetrieve.argtypes = [ - POINTER(dss), # dss_file* dss - c_char_p, # const char* pathname - c_int, # int boolRetrieveData - POINTER(c_int), # int* type - POINTER(c_int), # int* dataType - POINTER(c_int), # int* lowerLeftCellX - POINTER(c_int), # int* lowerLeftCellY - POINTER(c_int), # int* numberOfCellsX - POINTER(c_int), # int* numberOfCellsY - POINTER(c_int), # int* numberOfRanges - POINTER(c_int), # int* srsDefinitionType - POINTER(c_int), # int* timeZoneRawOffset - POINTER(c_int), # int* isInterval - POINTER(c_int), # int* isTimeStamped - c_char_p, # char* dataUnits - c_int, # const int dataUnitsLength - c_char_p, # char* dataSource - c_int, # const int dataSourceLength - c_char_p, # char* srsName - c_int, # const int srsNameLength - c_char_p, # char* srsDefinition - c_int, # const int srsDefinitionLength - c_char_p, # char* timeZoneID - c_int, # const int timeZoneIDLength - POINTER(c_float), # float* cellSize - POINTER(c_float), # float* xCoordOfGridCellZero - POINTER(c_float), # float* yCoordOfGridCellZero - POINTER(c_float), # float* nullValue - POINTER(c_float), # float* maxDataValue - POINTER(c_float), # float* minDataValue - POINTER(c_float), # float* meanDataValue - POINTER(c_float), # float* rangeLimitTable - c_int, # const int rangeTablesLength - POINTER(c_int), # int* numberEqualOrExceedingRangeLimit - POINTER(c_float), # float* data - c_int # const int dataLength - ] - - # Define the return type for the C function - self.dll.hec_dss_gridRetrieve.restype = c_int - - # Call the C function - return self.dll.hec_dss_gridRetrieve( - dss, pathname, boolRetrieveData, type_, dataType, - lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, - numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, - isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, - srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, - timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, - nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, - rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength) + # def hec_dss_gridRetrieve(self,dss, pathname, boolRetrieveData, type_, dataType, + # lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, + # numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, + # isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, + # srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, + # timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, + # nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, + # rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength): + # + # # Define the argument types for the C function + # self.dll.hec_dss_gridRetrieve.argtypes = [ + # POINTER(dss), # dss_file* dss + # c_char_p, # const char* pathname + # c_int, # int boolRetrieveData + # POINTER(c_int), # int* type + # POINTER(c_int), # int* dataType + # POINTER(c_int), # int* lowerLeftCellX + # POINTER(c_int), # int* lowerLeftCellY + # POINTER(c_int), # int* numberOfCellsX + # POINTER(c_int), # int* numberOfCellsY + # POINTER(c_int), # int* numberOfRanges + # POINTER(c_int), # int* srsDefinitionType + # POINTER(c_int), # int* timeZoneRawOffset + # POINTER(c_int), # int* isInterval + # POINTER(c_int), # int* isTimeStamped + # c_char_p, # char* dataUnits + # c_int, # const int dataUnitsLength + # c_char_p, # char* dataSource + # c_int, # const int dataSourceLength + # c_char_p, # char* srsName + # c_int, # const int srsNameLength + # c_char_p, # char* srsDefinition + # c_int, # const int srsDefinitionLength + # c_char_p, # char* timeZoneID + # c_int, # const int timeZoneIDLength + # POINTER(c_float), # float* cellSize + # POINTER(c_float), # float* xCoordOfGridCellZero + # POINTER(c_float), # float* yCoordOfGridCellZero + # POINTER(c_float), # float* nullValue + # POINTER(c_float), # float* maxDataValue + # POINTER(c_float), # float* minDataValue + # POINTER(c_float), # float* meanDataValue + # POINTER(c_float), # float* rangeLimitTable + # c_int, # const int rangeTablesLength + # POINTER(c_int), # int* numberEqualOrExceedingRangeLimit + # POINTER(c_float), # float* data + # c_int # const int dataLength + # ] + # + # # Define the return type for the C function + # self.dll.hec_dss_gridRetrieve.restype = c_int + # + # # Call the C function + # return self.dll.hec_dss_gridRetrieve( + # dss, pathname, boolRetrieveData, type_, dataType, + # lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, + # numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, + # isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, + # srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, + # timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, + # nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, + # rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength) def hec_dss_recordType(self, pathname): f= self.dll.hec_dss_recordType diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py new file mode 100644 index 0000000..4662888 --- /dev/null +++ b/tests/test_gridded_data.py @@ -0,0 +1,153 @@ +"""Pytest module.""" + +import unittest +import sys + +from test_file_manager import TestFileManager +sys.path.append(r'src') +import copy +from hecdss.PairedData import PairedData +from hecdss.gridded_data import GriddedData +from hecdss import Catalog, HecDss +from datetime import datetime + +TEST_DIR="tests/data/" + +# update MODIFIED_TEST_DIR to be the path the folder containing dss files +# "sample7.dss" and "R703F3-PF_v7.dss" which are modified within these tests +MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" + +class Test_Grid_Data(unittest.TestCase): + + def setUp(self) -> None: + self.test_files = TestFileManager(TEST_DIR) + + def tearDown(self) -> None: + self.test_files.cleanup() + + + def test_gridded_data_read(self): + """ + read record from disk + """ + path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + dss = HecDss(self.test_files.get_copy("grid-example.dss")) + gd = dss.get(path) + dss.close() + assert (gd.numberOfCellsX == 21), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" + assert (gd.numberOfCellsY == 28), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" + + def test_is_gridded_data_type(self): + """ + Test if dss.get() returns a record of type PairedData + """ + path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + dss = HecDss(self.test_files.get_copy("grid-example.dss")) + gd = dss.get(path) + dss.close() + assert (type(gd) is GriddedData), f"gd should be type GriddedData. is {type(gd)}" + + def test_gridded_data_create(self): + """ + Generates a PairedData object + """ + data = [[j+(50*i) for j in range(50)] for i in range(50)] + gd = GriddedData.create(data=data, numberOfCellsX=50, numberOfCellsY=50) + assert (gd.data == data), f"gd.data should be {data}. is {gd.data}" + assert (gd.numberOfCellsX == 50), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" + assert (gd.numberOfCellsY == 50), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY }" + + def test_gridded_data_create_store(self): + """ + Generates a PairedData object then stores data on disk + """ + path = "/grid/new/gradient/01MAY2024:1400/01MAY2024:1400/new2-grad/" + file = self.test_files.get_copy("grid-example.dss") + # dss = HecDss(file) + dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") + data = [[j + (50 * i) for j in range(50)] for i in range(50)] + gd = GriddedData.create(data=data, numberOfCellsX=50, numberOfCellsY=50, path=path) + + status = dss.put(gd) + + gd2 = dss.get(path) + + dss.close() + + assert (status == 0), f"status should be 0. is {status}" + # + # def test_paired_data_create_store_read(self): + # """ + # Generates a PairedData object then stores data on disk + # """ + # dss = HecDss(self.test_files.get_copy("sample7.dss")) + # # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") + # x_values = [00, 11, 22, 33, 44] + # y_values = [[j + i for j in range(3)] for i in x_values] + # path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/" + # pd = PairedData.create(x_values, y_values, path=path) + # + # pd.labels = ["x plus 0", "x plus 1", "x plus 2"] + # pd.units_independent = "cm" + # + # dss.put(pd) + # + # pd2 = dss.get(path) + # dss.close() + # + # assert (pd.values == pd2.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd2.values}" + # assert (pd.labels == pd2.labels), f"pd.labels contents is not equal to that of pd2.labels. pd is {pd.labels} and pd2 is {pd2.labels}" + # assert (pd.ordinates == pd2.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd2.ordinates}" + # + def test_paired_data_read_store_read(self): + """ + Generates a PairedData object then stores data on disk + """ + path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + # dss = HecDss(self.test_files.get_copy("grid-example.dss")) + dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") + gd = dss.get(path) + + path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS-new/" + gd.id = path + status = dss.put(gd) + + assert (status == 0), f"status should be 0. is {status}" + + gd2 = dss.get(path) + + # assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" + # assert (pd.labels[0] == "Flow"), f"pd.labels is not equal to 'Flow'. pd.labels[0] is {pd.labels[0]}" + # assert (pd3.labels[0] == "Flow2"), f"pd3.labels[0] is not equal to 'Flow2'. pd3.labels[0] is {pd3.labels[0]}" + # assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" + + + dss.close() + # + # def test_paired_data_labels_bug(self): + # """ + # Generates a PairedData object then stores data on disk + # """ + # dss = HecDss(self.test_files.get_copy("R703F3-PF_v7.dss")) + # # dss = HecDss(MODIFIED_TEST_DIR + r"\R703F3-PF_v7.dss") + # path = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT///" + # pd = dss.get(path) + # + # path2 = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT//modified/" + # pd2 = copy.deepcopy(pd) + # pd2.id = path2 + # pd2.labels[3] = "New Label" + # + # status = dss.put(pd2) # save + # + # pd3 = dss.get(path2) + # + # assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" + # assert (pd3.labels[3] == "New Label"), f"pd3.labels[3] is not equal to 'New Label'. pd3.labels[3] is {pd3.labels[3]}" + # assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" + # + # + # dss.close() + +if __name__ == "__main__": + unittest.main() From 6fd31f33a06235ea4fb81e00ee88fb29c52aea91 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 2 May 2024 15:44:00 -0700 Subject: [PATCH 022/134] example rainfall parser program updates add units and data_type fields to the DataFrame being writen to DSS --- examples/rainfall_parser/DssWriter.py | 2 ++ examples/rainfall_parser/rainfall_sim_parser.py | 7 +++---- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/examples/rainfall_parser/DssWriter.py b/examples/rainfall_parser/DssWriter.py index 4ae2f22..7a8563c 100644 --- a/examples/rainfall_parser/DssWriter.py +++ b/examples/rainfall_parser/DssWriter.py @@ -20,6 +20,8 @@ def write_to_dss(self ,df, path): tsc.id = path tsc.values = df[df.columns[0]].values.astype(float) tsc.times = df.index.tolist() + tsc.units = df.units + tsc.dataType = df.data_type dss.put(tsc) dss.close() diff --git a/examples/rainfall_parser/rainfall_sim_parser.py b/examples/rainfall_parser/rainfall_sim_parser.py index b48090f..1ba903c 100644 --- a/examples/rainfall_parser/rainfall_sim_parser.py +++ b/examples/rainfall_parser/rainfall_sim_parser.py @@ -160,19 +160,18 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition, dss_ # convert from mm/hour to mm/minute ts_1minute[series_name] = ts_1minute[series_name] / 60 ts_1minute = ts_1minute.rename(columns={series_name: series_name_min}) + ts_1minute.units = "MM" + ts_1minute.data_type = "PER-CUM" # ts_1minute.to_csv(output_filename) - path = f"/{siteid}/{condition}{plot_number}-{year}/Precip//1Minute/USDA Walnut Gulch/" + path = f"/{siteid}/{condition}{plot_number}-{year}/PRECIP-INC//1Minute/USDA Walnut Gulch/" dss = DssWriter(dss_filename) dss.write_to_dss(ts_1minute, path) f = 'rainfall_sim.csv' dssf = 'rain_sim.dss' - # write_debug_files = True -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2003, condition='B', dss_filename=dssf) -# input("wait!") generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='N', dss_filename=dssf) generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='B', dss_filename=dssf) From 2715eb14a7065297b8400ba34de41d8601f6dde7 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 3 May 2024 09:44:42 -0700 Subject: [PATCH 023/134] example rainfall parser program updates refactor to support both flow and precip --- .../rainfall_parser/rainfall_sim_parser.py | 306 ++++++++++-------- 1 file changed, 170 insertions(+), 136 deletions(-) diff --git a/examples/rainfall_parser/rainfall_sim_parser.py b/examples/rainfall_parser/rainfall_sim_parser.py index 1ba903c..92e15ab 100644 --- a/examples/rainfall_parser/rainfall_sim_parser.py +++ b/examples/rainfall_parser/rainfall_sim_parser.py @@ -80,13 +80,13 @@ def filter_out_timesteps_less_than_1minute(df): return df_filtered -def condition_timeseries_to_precip(df): +def condition_timeseries(df): """ - condition_timeseries_to_precip inserts extra data points to + condition_timeseries inserts extra data points to avoid incorrectly interpolating across steady-state gaps in the data. - insert zero precip values 1-minute before precip resumes (after period of zero-precip) - insert previous precip value 1-minute before precip stops (after period of non-zero precip) + insert zero values 1-minute before values resumes (after period of zero-values) + insert previous value 1-minute before values drops to zero (after period of non-zero precip/flow) """ data_column = df.columns[0] modified_df = df.copy() # Create a copy of the input DataFrame @@ -94,21 +94,21 @@ def condition_timeseries_to_precip(df): for t, row in df.iterrows(): - have_prev_precip = prev_row is not None and prev_row[data_column] != 0 - precip_stopped = row[data_column] == 0 and have_prev_precip - precip_started = prev_row is not None and row[data_column] != 0 and prev_row[data_column] == 0 + have_prev_value = prev_row is not None and prev_row[data_column] != 0 + values_went_to_zero = row[data_column] == 0 and have_prev_value + values_resumed = prev_row is not None and row[data_column] != 0 and prev_row[data_column] == 0 more_than_1minute_gap = prev_row is not None and t - prev_row.name > timedelta(minutes=1) - if precip_started: - print("precip started") + if values_resumed: + print("non-zero values started") - if precip_stopped and more_than_1minute_gap: - print(f"Found value 0 at time: {t}, previous precip = {prev_row[data_column]}") + if values_went_to_zero and more_than_1minute_gap: + print(f"Found value 0 at time: {t}, previous value = {prev_row[data_column]}") new_time = t - timedelta(minutes=1) new_entry = prev_row.copy() modified_df.loc[new_time] = new_entry - elif precip_started and more_than_1minute_gap: - print(f"precip started with {row[data_column]}, at time: {t}, previous precip = {prev_row[data_column]}") + elif values_resumed and more_than_1minute_gap: + print(f"started with {row[data_column]}, at time: {t}, previous value = {prev_row[data_column]}") new_time = t - timedelta(seconds=15) modified_df.loc[new_time] = 0 @@ -130,13 +130,19 @@ def interpolate_1minute_timeseries(df): return df -def generate_1minute_precip(filename, siteid, plot_number, year, condition, dss_filename): +def generate_1minute_time_series(args, siteid, plot_number, year, condition): + filename = args['filename'] + dss_filename = args['dss_file'] + series_name = args['series_name'] + converted_series_name = args['converted_series_name'] + conversion_factor = args['conversion_factor'] + units = args['units'] + dss_units = args['dss_units'] + dss_type = args['dss_type'] + plot_data = args['plot_data'] + write_debug_files = args['write_debug_files'] output_filename = f"{siteid}_plot_{plot_number}_{year}_{condition}.csv" print(output_filename) - series_name = 'Precipitation (mm/hr)' - units = re.findall(r'\((.*?)\)', series_name)[0] - series_name_min = 'Precipitation (mm/min)' - data = pandas.read_csv(filename) data = data.applymap(lambda x: x.strip() if isinstance(x, str) else x) @@ -146,7 +152,7 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition, dss_ print(f"raw data has {raw_ts.size} rows") # detect precipitation going off - (use previous precipitation one minute prior to zero ) # insert values to enhance interpolation - ts_conditioned = condition_timeseries_to_precip(raw_ts) + ts_conditioned = condition_timeseries(raw_ts) if write_debug_files: ts_conditioned.to_csv('conditioned_timeseries_debug.csv') # plot_data_frames([raw_ts, ts_conditioned],["raw","conditioned"],['o','x',],"tst") @@ -155,125 +161,153 @@ def generate_1minute_precip(filename, siteid, plot_number, year, condition, dss_ ts_1minute.to_csv("interpolated_1min_debug.csv") title = f"{siteid} {year} plot number:{plot_number} condition:{condition} " - # plot_data_frames([raw_ts, ts_conditioned, ts_1minute], ["raw", "conditioned", "1minute"], ['o', 'x', '*'], title, - # units) - # convert from mm/hour to mm/minute - ts_1minute[series_name] = ts_1minute[series_name] / 60 - ts_1minute = ts_1minute.rename(columns={series_name: series_name_min}) - ts_1minute.units = "MM" - ts_1minute.data_type = "PER-CUM" - # ts_1minute.to_csv(output_filename) + if plot_data: + plot_data_frames([raw_ts, ts_conditioned, ts_1minute], ["raw", "conditioned", "1minute"], ['o', 'x', '*'], + title,units) + # convert for output + ts_1minute[series_name] = ts_1minute[series_name] * conversion_factor + ts_1minute = ts_1minute.rename(columns={series_name: converted_series_name}) + ts_1minute.units = dss_units + ts_1minute.data_type = dss_type + if write_debug_files: + ts_1minute.to_csv(output_filename) path = f"/{siteid}/{condition}{plot_number}-{year}/PRECIP-INC//1Minute/USDA Walnut Gulch/" dss = DssWriter(dss_filename) dss.write_to_dss(ts_1minute, path) -f = 'rainfall_sim.csv' -dssf = 'rain_sim.dss' -# write_debug_files = True - - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=1, year=2009, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=2, year=2009, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=3, year=2009, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='ER3', plot_number=4, year=2009, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2003, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2004, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=1, year=2007, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2003, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=2, year=2007, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2003, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=3, year=2007, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2003, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ab', plot_number=4, year=2007, condition='B', dss_filename=dssf) -# -# -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=1, year=2009, condition='B', dss_filename=dssf) -# -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=2, year=2009, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=3, year=2009, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='SA', plot_number=4, year=2009, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2004, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=1, year=2007, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2004, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=2, year=2007, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2004, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=3, year=2007, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2004, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2005, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Ta', plot_number=4, year=2007, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2007, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=1, year=2010, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2007, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=2, year=2010, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2007, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=3, year=2010, condition='B', dss_filename=dssf) - -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='N', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2006, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2007, condition='B', dss_filename=dssf) -generate_1minute_precip(filename=f, siteid='Wi', plot_number=4, year=2010, condition='B', dss_filename=dssf) +def process_csv(args): + generate_1minute_time_series(args, siteid='ER3', plot_number=1, year=2005, condition='N') + generate_1minute_time_series(args, siteid='ER3', plot_number=1, year=2005, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=1, year=2006, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=1, year=2009, condition='B') + + generate_1minute_time_series(args, siteid='ER3', plot_number=2, year=2005, condition='N') + generate_1minute_time_series(args, siteid='ER3', plot_number=2, year=2005, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=2, year=2006, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=2, year=2009, condition='B') + + generate_1minute_time_series(args, siteid='ER3', plot_number=3, year=2005, condition='N') + generate_1minute_time_series(args, siteid='ER3', plot_number=3, year=2005, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=3, year=2006, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=3, year=2009, condition='B') + + generate_1minute_time_series(args, siteid='ER3', plot_number=4, year=2005, condition='N') + generate_1minute_time_series(args, siteid='ER3', plot_number=4, year=2005, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=4, year=2006, condition='B') + generate_1minute_time_series(args, siteid='ER3', plot_number=4, year=2009, condition='B') + + generate_1minute_time_series(args, siteid='Ab', plot_number=1, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ab', plot_number=1, year=2003, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=1, year=2004, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=1, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=1, year=2007, condition='B') + + generate_1minute_time_series(args, siteid='Ab', plot_number=2, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ab', plot_number=2, year=2003, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=2, year=2003, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=2, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=2, year=2007, condition='B') + + generate_1minute_time_series(args, siteid='Ab', plot_number=3, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ab', plot_number=3, year=2003, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=3, year=2003, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=3, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=3, year=2007, condition='B') + + generate_1minute_time_series(args, siteid='Ab', plot_number=4, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ab', plot_number=4, year=2003, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=4, year=2003, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=4, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ab', plot_number=4, year=2007, condition='B') + # + # + generate_1minute_time_series(args, siteid='SA', plot_number=1, year=2005, condition='N') + generate_1minute_time_series(args, siteid='SA', plot_number=1, year=2005, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=1, year=2006, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=1, year=2009, condition='B') + # + generate_1minute_time_series(args, siteid='SA', plot_number=2, year=2005, condition='N') + generate_1minute_time_series(args, siteid='SA', plot_number=2, year=2005, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=2, year=2006, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=2, year=2009, condition='B') + + generate_1minute_time_series(args, siteid='SA', plot_number=3, year=2005, condition='N') + generate_1minute_time_series(args, siteid='SA', plot_number=3, year=2005, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=3, year=2006, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=3, year=2009, condition='B') + + generate_1minute_time_series(args, siteid='SA', plot_number=4, year=2005, condition='N') + generate_1minute_time_series(args, siteid='SA', plot_number=4, year=2005, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=4, year=2006, condition='B') + generate_1minute_time_series(args, siteid='SA', plot_number=4, year=2009, condition='B') + + generate_1minute_time_series(args, siteid='Ta', plot_number=1, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ta', plot_number=1, year=2004, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=1, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=1, year=2007, condition='B') + + generate_1minute_time_series(args, siteid='Ta', plot_number=2, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ta', plot_number=2, year=2004, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=2, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=2, year=2007, condition='B') + + generate_1minute_time_series(args, siteid='Ta', plot_number=3, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ta', plot_number=3, year=2004, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=3, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=3, year=2007, condition='B') + + generate_1minute_time_series(args, siteid='Ta', plot_number=4, year=2004, condition='N') + generate_1minute_time_series(args, siteid='Ta', plot_number=4, year=2004, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=4, year=2005, condition='B') + generate_1minute_time_series(args, siteid='Ta', plot_number=4, year=2007, condition='B') + + generate_1minute_time_series(args, siteid='Wi', plot_number=1, year=2006, condition='N') + generate_1minute_time_series(args, siteid='Wi', plot_number=1, year=2006, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=1, year=2007, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=1, year=2010, condition='B') + + generate_1minute_time_series(args, siteid='Wi', plot_number=2, year=2006, condition='N') + generate_1minute_time_series(args, siteid='Wi', plot_number=2, year=2006, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=2, year=2007, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=2, year=2010, condition='B') + + generate_1minute_time_series(args, siteid='Wi', plot_number=3, year=2006, condition='N') + generate_1minute_time_series(args, siteid='Wi', plot_number=3, year=2006, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=3, year=2007, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=3, year=2010, condition='B') + + generate_1minute_time_series(args, siteid='Wi', plot_number=4, year=2006, condition='N') + generate_1minute_time_series(args, siteid='Wi', plot_number=4, year=2006, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=4, year=2007, condition='B') + generate_1minute_time_series(args, siteid='Wi', plot_number=4, year=2010, condition='B') + + +args= {'filename': 'rainfall_sim.csv', + 'dss_file': 'rain_sim.dss', + 'dss_parameter': 'PRECIP-INC', + 'dss_type': 'PER-CUM', + 'write_debug_files': False, + 'plot_data': False, + 'series_name': 'Precipitation (mm/hr)', + 'units': 'mm/hr', + 'dss_units': 'MM', + 'conversion_factor': 1.0 / 60.0, + 'converted_series_name': 'Precipitation (mm/min)' + } +process_csv(args) + +args= {'filename': 'rainfall_sim.csv', + 'dss_file': 'flow_sim.dss', + 'dss_parameter': 'FLOW', + 'dss_type': 'INST-VAL', + 'write_debug_files': False, + 'plot_data': False, + 'series_name': 'Runoff (mm/hr)', + 'units': 'mm/hr', + 'dss_units': 'CMS', + 'conversion_factor': 12 / (3600 * 1000), + 'converted_series_name': 'Runoff (CMS)' + } + +process_csv(args) \ No newline at end of file From 824876462b4f871441aeaa898f49e9c6ca5974b0 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 6 May 2024 12:59:23 -0700 Subject: [PATCH 024/134] GriddedData Generate Range Table added method to update the info within the GriddedData Class base on the Data matrix, including min and max values and range table. --- src/hecdss/gridded_data.py | 50 ++++++++++++++++++++++++++++++++++---- tests/test_gridded_data.py | 6 ++--- 2 files changed, 48 insertions(+), 8 deletions(-) diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index d232735..270eb7e 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -1,4 +1,5 @@ # import pandas as pd +import math class GriddedData: def __init__(self): @@ -44,10 +45,47 @@ def __init__(self): # # return pd.DataFrame(data) + def range_limit_table(self, minval, maxval, range_, bins, datasize, data): + max_bins = 15 + + if bins > max_bins: + bins = max_bins + + self.rangeLimitTable = [0] * bins + self.numberEqualOrExceedingRangeLimit = [0] * bins + + self.rangeLimitTable[0] = -3.4028234663852886e+38 + self.rangeLimitTable[1] = minval + + step = range_ / bins + + for i in range(2, bins): + self.rangeLimitTable[i] = minval + step * i + + self.rangeLimitTable[bins - 1] = maxval + + # Exceedance + for idx in range(datasize): + for jdx in range(bins): + if data[idx] >= self.rangeLimitTable[jdx]: + self.numberEqualOrExceedingRangeLimit[jdx] += 1 + + def update_grid_info(self): + self.numberOfCellsX = len(self.data[0]) + self.numberOfCellsY = len(self.data) + n = self.numberOfCellsX * self.numberOfCellsY + self.maxDataValue = max([max(i) for i in self.data]) + self.minDataValue = min([min(i) for i in self.data]) + bin_range = (int)(math.ceil(self.maxDataValue) - math.floor(self.minDataValue)) + self.meanDataValue = sum([sum(i)/len(i) for i in self.data])/len(self.data) + self.numberOfRanges = math.floor(1 + 3.322 * math.log10(n) + 1) + flatData = [j for sub in self.data for j in sub] + self.range_limit_table(self.minDataValue, self.maxDataValue, bin_range, self.numberOfRanges, n, flatData) + @staticmethod def create(path=None, type = 420, - dataType = 0, + dataType = 1, lowerLeftCellX = 0, lowerLeftCellY = 0, numberOfCellsX = 0, @@ -57,12 +95,12 @@ def create(path=None, timeZoneRawOffset = 0, isInterval = 0, isTimeStamped = 0, - dataUnits = "", + dataUnits = "MM", dataSource = "", - srsName = "", - srsDefinition = "", + srsName = "WKT", + srsDefinition = 'PROJCS["USA_Contiguous_Albers_Equal_Area_Conic_USGS_version",GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Albers"],PARAMETER["False_Easting",0.0],PARAMETER["False_Northing",0.0],PARAMETER["Central_Meridian",-96.0],PARAMETER["Standard_Parallel_1",29.5],PARAMETER["Standard_Parallel_2",45.5],PARAMETER["Latitude_Of_Origin",23.0],UNIT["Meter",1.0]]', timeZoneID = "", - cellSize = 0.0, + cellSize = 2000.0, xCoordOfGridCellZero = 0.0, yCoordOfGridCellZero = 0.0, nullValue = 0.0, @@ -102,5 +140,7 @@ def create(path=None, gd.numberEqualOrExceedingRangeLimit = numberEqualOrExceedingRangeLimit gd.data = data + gd.update_grid_info() + return gd diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index 4662888..c42e605 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -52,7 +52,7 @@ def test_gridded_data_create(self): Generates a PairedData object """ data = [[j+(50*i) for j in range(50)] for i in range(50)] - gd = GriddedData.create(data=data, numberOfCellsX=50, numberOfCellsY=50) + gd = GriddedData.create(data=data) assert (gd.data == data), f"gd.data should be {data}. is {gd.data}" assert (gd.numberOfCellsX == 50), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" assert (gd.numberOfCellsY == 50), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY }" @@ -62,11 +62,11 @@ def test_gridded_data_create_store(self): Generates a PairedData object then stores data on disk """ path = "/grid/new/gradient/01MAY2024:1400/01MAY2024:1400/new2-grad/" - file = self.test_files.get_copy("grid-example.dss") + # file = self.test_files.get_copy("grid-example.dss") # dss = HecDss(file) dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") data = [[j + (50 * i) for j in range(50)] for i in range(50)] - gd = GriddedData.create(data=data, numberOfCellsX=50, numberOfCellsY=50, path=path) + gd = GriddedData.create(data=data, path=path) status = dss.put(gd) From 55e5b9c79579f8f978bc6fb4586550776a9ee91d Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Wed, 8 May 2024 14:48:14 -0700 Subject: [PATCH 025/134] Added numpy and toml file converted lists in record objects to numpy arrays. changed toml file and added set up file and manifest to implement package building to pypi --- MANIFEST.in | 1 + pyproject.toml | 8 +- setup.cfg | 26 ++ src/hecdss/gridded_data.py | 31 +- src/hecdss/hecdss.py | 20 +- src/hecdss/native.py | 331 ++++++++----------- src/hecdss/{PairedData.py => paired_data.py} | 13 +- src/hecdss/timeseries.py | 5 +- tests/test_gridded_data.py | 18 +- tests/test_pairedData.py | 17 +- 10 files changed, 221 insertions(+), 249 deletions(-) create mode 100644 MANIFEST.in create mode 100644 setup.cfg rename src/hecdss/{PairedData.py => paired_data.py} (76%) diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 0000000..28e3353 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1 @@ +recursive-include src * \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 1a6c83e..28b709a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,7 +2,7 @@ name = "hec-dss-python" version = "0.1.0" description = "Python wrapper for the HEC-DSS file database C library." -authors = ["Your Name "] +authors = [{ name="Hydrologic Engineering Center", email="" },] license = "MIT" readme = "Readme.md" packages = [{ include = "hecdss", from = "src" }] @@ -59,8 +59,10 @@ multi_line_output = 3 lines_after_imports = 2 [build-system] -requires = ["poetry-core"] -build-backend = "poetry.core.masonry.api" +requires = ["setuptools>=61.0"] +build-backend = "setuptools.build_meta" +#requires = ["poetry-core"] +#build-backend = "poetry.core.masonry.api" [tool.pytest.ini_options] log_cli = true diff --git a/setup.cfg b/setup.cfg new file mode 100644 index 0000000..a8dfbc5 --- /dev/null +++ b/setup.cfg @@ -0,0 +1,26 @@ +[metadata] +name = hecdss +version = 0.1.7 +author = Hydrologic Engineering Center +author_email = +description = Python wrapper for the HEC-DSS file database C library. +long_description = file: README.md +long_description_content_type = text/markdown +url = https://github.com/HydrologicEngineeringCenter/hec-dss-python +classifiers = + Programming Language :: Python :: 3 + License :: OSI Approved :: MIT License + Operating System :: OS Independent + +[options] +package_dir= + =src +packages = find: +python_requires = >=3.8 +include_package_data = True + +[options.packages.find] +where=src + +[options.package_data] +* = *.dll \ No newline at end of file diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index 270eb7e..4b740c2 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -1,4 +1,5 @@ # import pandas as pd +import numpy as np import math class GriddedData: @@ -29,21 +30,7 @@ def __init__(self): self.meanDataValue = 0.0 self.rangeLimitTable = [] self.numberEqualOrExceedingRangeLimit = [] - self.data = [[]] - - # def curve_count(self): - # return len(self.values) - - # def to_data_frame(self, include_index=False): - # data = {"stage": self.ordinates} - # for i in range(len(self.values)): - # label = self.labels[i] if i < len(self.labels) else f"value{i + 1}" - # data[label] = self.values[i] - # - # if include_index: - # data["index"] = list(range(1, len(self.ordinates) + 1)) - # - # return pd.DataFrame(data) + self.data = np.zeros(0) def range_limit_table(self, minval, maxval, range_, bins, datasize, data): max_bins = 15 @@ -73,13 +60,13 @@ def range_limit_table(self, minval, maxval, range_, bins, datasize, data): def update_grid_info(self): self.numberOfCellsX = len(self.data[0]) self.numberOfCellsY = len(self.data) - n = self.numberOfCellsX * self.numberOfCellsY - self.maxDataValue = max([max(i) for i in self.data]) - self.minDataValue = min([min(i) for i in self.data]) + n = np.size(self.data) + self.maxDataValue = np.max(self.data) + self.minDataValue = np.min(self.data) bin_range = (int)(math.ceil(self.maxDataValue) - math.floor(self.minDataValue)) - self.meanDataValue = sum([sum(i)/len(i) for i in self.data])/len(self.data) + self.meanDataValue = np.mean(self.data) self.numberOfRanges = math.floor(1 + 3.322 * math.log10(n) + 1) - flatData = [j for sub in self.data for j in sub] + flatData = self.data.flatten() self.range_limit_table(self.minDataValue, self.maxDataValue, bin_range, self.numberOfRanges, n, flatData) @staticmethod @@ -109,7 +96,7 @@ def create(path=None, meanDataValue = 0.0, rangeLimitTable = [], numberEqualOrExceedingRangeLimit = [], - data=[[]]): + data=np.zeros(0)): gd = GriddedData() gd.id = path @@ -138,7 +125,7 @@ def create(path=None, gd.meanDataValue = meanDataValue gd.rangeLimitTable = rangeLimitTable gd.numberEqualOrExceedingRangeLimit = numberEqualOrExceedingRangeLimit - gd.data = data + gd.data = np.array(data) gd.update_grid_info() diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index bd27c6c..36ecfee 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -1,5 +1,7 @@ """Docstring for public module.""" -from hecdss.PairedData import PairedData +import numpy as np + +from hecdss.paired_data import PairedData from hecdss.native import _Native from hecdss.dateconverter import DateConverter from hecdss.record_type import RecordType @@ -42,7 +44,7 @@ def get(self, pathname, startdatetime=None, enddatetime=None): return def _get_gridded_data(self, pathname): - typeNum = [0] + gridType = [0] dataType = [0] lowerLeftCellX = [0] lowerLeftCellY = [0] @@ -71,7 +73,7 @@ def _get_gridded_data(self, pathname): status = self._native.hec_dss_gridRetrieve( pathname=pathname, - typeNum=typeNum, + gridType=gridType, dataType=dataType, lowerLeftCellX=lowerLeftCellX, lowerLeftCellY=lowerLeftCellY, @@ -111,7 +113,7 @@ def _get_gridded_data(self, pathname): return None gd = GriddedData() - gd.type = typeNum[0] + gd.type = gridType[0] gd.dataType = dataType[0] gd.lowerLeftCellX = lowerLeftCellX[0] gd.lowerLeftCellY = lowerLeftCellY[0] @@ -136,7 +138,8 @@ def _get_gridded_data(self, pathname): gd.meanDataValue = meanDataValue[0] gd.rangeLimitTable = rangeLimitTable gd.numberEqualOrExceedingRangeLimit = numberEqualOrExceedingRangeLimit - gd.data = [[data[(i*numberOfCellsX[0])+j] for j in range(numberOfCellsX[0])] for i in range(numberOfCellsY[0])] + # gd.data = [[data[(i*numberOfCellsX[0])+j] for j in range(numberOfCellsX[0])] for i in range(numberOfCellsY[0])] + gd.data = np.array(data).reshape((numberOfCellsX[0], numberOfCellsY[0])) gd.id = pathname return gd @@ -188,10 +191,11 @@ def _get_paired_data(self, pathname): return None pd = PairedData() - pd.ordinates = doubleOrdinates + pd.ordinates = np.array(doubleOrdinates) n = numberCurves2[0].value - pd.values = [doubleValues[i:i+n] for i in range(0, len(doubleValues), n)] + pd.values = np.array(doubleValues).reshape((len(doubleOrdinates), n)) + # pd.values = [doubleValues[i:i+n] for i in range(0, len(doubleValues), n)] pd.labels = labels pd.type_independent = typeIndependent2[0] pd.type_dependent = typeDependent2[0] @@ -270,7 +274,7 @@ def _get_timeseries(self,pathname,startDateTime,endDateTime): ts.times = DateConverter.date_times_from_julian_array( times, timeGranularitySeconds[0], julianBaseDate[0] ) - ts.values = values + ts.values = np.array(values) ts.units = units[0] ts.dataType = dataType[0] ts.id = pathname diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 8db6b1e..cec4669 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -3,6 +3,8 @@ from ctypes import c_int32 from ctypes import byref, create_string_buffer from ctypes.util import find_library +from importlib import resources +import io import os import sys from typing import List @@ -21,7 +23,17 @@ def __init__(self): elif sys.platform == "win32": this_dir = os.path.dirname(os.path.realpath(__file__)) # sys.path.append(this_dir+r"\lib") - self.dll = ctypes.CDLL(this_dir+r"\lib\hecdss.dll") + # self.dll = ctypes.CDLL(this_dir+r"\lib\hecdss.dll") + # with resources.open_binary('hecdss', "hecdss.dll") as fp: + # dll = fp.read() + # self.dll = ctypes.CDLL(io.BytesIO(dll)) + + # dll_dir = os.path.join(os.path.dirname(__file__), 'lib') + dll_dir = os.path.join(os.path.dirname(sys.modules["hecdss"].__file__), 'lib') + dll_path = os.path.join(dll_dir, 'hecdss.dll') + + self.dll = ctypes.CDLL(dll_path) + else: raise Exception("Unsupported platform") @@ -129,7 +141,7 @@ def hec_dss_catalog(self, filter=""): return pathNameList, recordTypeArray def hec_dss_gridRetrieve(self, pathname: str, - typeNum: List[int], dataType: List[int], + gridType: List[int], dataType: List[int], lowerLeftCellX: List[int], lowerLeftCellY: List[int], numberOfCellsX: List[int], numberOfCellsY: List[int], numberOfRanges: List[int], srsDefinitionType: List[int], @@ -174,7 +186,6 @@ def hec_dss_gridRetrieve(self, pathname: str, self.dll.hec_dss_gridRetrieve.restype = c_int # Type conversions and buffer initializations - status = c_int() type_pointer = c_int() dataType_pointer = c_int() @@ -262,7 +273,7 @@ def hec_dss_gridRetrieve(self, pathname: str, # Processing results if result == 0: - typeNum[0] = type_pointer.value + gridType[0] = type_pointer.value dataType[0] = dataType_pointer.value lowerLeftCellX[0] = c_lowerLeftCellX.value @@ -294,7 +305,7 @@ def hec_dss_gridRetrieve(self, pathname: str, numberEqualOrExceedingRangeLimit.extend(list(c_numberEqualOrExceedingRangeLimit)) data.extend(list(c_data)) - print("Function call successful:") + # print("Function call successful:") else: print("Function call failed with result:", result) @@ -367,7 +378,7 @@ def hec_dss_gridStore( c_rangeLimitTable = (c_float * len(gd.rangeLimitTable))(*gd.rangeLimitTable) c_numberEqualOrExceedingRangeLimit = (c_int * len(gd.numberEqualOrExceedingRangeLimit))(*gd.numberEqualOrExceedingRangeLimit) - flat_list = [j for sub in gd.data for j in sub] + flat_list = gd.data.flatten() c_data = (c_float * len(flat_list))(*flat_list) return self.dll.hec_dss_gridStore(self.handle, c_pathname, c_gridType, c_dataType, @@ -425,18 +436,16 @@ def hec_dss_pdRetrieveInfo(self, pathname, ctypes.byref(labelsLength_val), ) - numberOrdinates[0] = numberOrdinates_val.value - numberCurves[0] = numberCurves_val.value - labelsLength[0] = labelsLength_val.value - -#units[0] = c_units.value.decode("utf-8") - unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') - unitsDependent[0] = c_unitsDependent.value.decode('utf-8') - typeIndependent[0] = c_typeIndependent.value.decode('utf-8') - typeDependent[0] = c_typeDependent.value.decode('utf-8') - if result == 0: - print("Function call successful:") + numberOrdinates[0] = numberOrdinates_val.value + numberCurves[0] = numberCurves_val.value + labelsLength[0] = labelsLength_val.value + + unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') + unitsDependent[0] = c_unitsDependent.value.decode('utf-8') + typeIndependent[0] = c_typeIndependent.value.decode('utf-8') + typeDependent[0] = c_typeDependent.value.decode('utf-8') + # print("Function call successful:") # print("Number of ordinates:", numberOrdinates[0]) # print("Number of curves:", numberCurves[0]) # print("Labels length:", labelsLength[0]) @@ -490,20 +499,19 @@ def hec_dss_pdRetrieve(self, pathname:str, c_typeDependent, typeDependentLength, c_labels, labelsLength) - unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') - unitsDependent[0] = c_unitsDependent.value.decode('utf-8') - typeIndependent[0] = c_typeIndependent.value.decode('utf-8') - typeDependent[0] = c_typeDependent.value.decode('utf-8') - - doubleOrdinates.extend(list(c_doubleOrdinates)) - doubleValues.extend(list(c_doubleValues)) - numberOrdinates[0]=c_numberOrdinates - numberCurves[0]=c_numberCurves - print(numberCurves[0]) - labels.extend(c_labels.raw.decode('utf-8').split("\0")[:c_numberCurves.value]) - if result == 0: - print("Function call successful:") + unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') + unitsDependent[0] = c_unitsDependent.value.decode('utf-8') + typeIndependent[0] = c_typeIndependent.value.decode('utf-8') + typeDependent[0] = c_typeDependent.value.decode('utf-8') + + doubleOrdinates.extend(list(c_doubleOrdinates)) + doubleValues.extend(list(c_doubleValues)) + numberOrdinates[0] = c_numberOrdinates + numberCurves[0] = c_numberCurves + print(numberCurves[0]) + labels.extend(c_labels.raw.decode('utf-8').split("\0")[:c_numberCurves.value]) + # print("Function call successful:") # print("ordinates:", doubleOrdinates) # print("curves:", doubleValues) # print("Labels length:", labels) @@ -536,39 +544,37 @@ def hec_dss_pdStore( ] - pathname_c = c_char_p(pd.id.encode("utf-8")) - Ordinates_c = (c_double * len(pd.ordinates))(*pd.ordinates) - OrdinatesLength_c = len(pd.ordinates) - flat_list = [j for sub in pd.values for j in sub] - Values_c = (c_double * len(flat_list))(*flat_list) - ValuesLength_c = len(flat_list) - numberOrdinates_c = len(pd.ordinates) - numberCurves_c = len(pd.values[0]) - unitsIndependent_c = c_char_p(pd.units_independent.encode("utf-8")) - typeIndependent_c = c_char_p(pd.type_independent.encode("utf-8")) - unitsDependent_c = c_char_p(pd.units_dependent.encode("utf-8")) - typeDependent_c = c_char_p(pd.type_dependent.encode("utf-8")) + c_pathname = c_char_p(pd.id.encode("utf-8")) + c_Ordinates = (c_double * len(pd.ordinates))(*pd.ordinates) + c_OrdinatesLength = len(pd.ordinates) + flat_list = pd.values.flatten() + c_Values = (c_double * len(flat_list))(*flat_list) + c_ValuesLength = len(flat_list) + c_numberOrdinates = len(pd.ordinates) + c_numberCurves = len(pd.values[0]) + c_unitsIndependent = c_char_p(pd.units_independent.encode("utf-8")) + c_typeIndependent = c_char_p(pd.type_independent.encode("utf-8")) + c_unitsDependent = c_char_p(pd.units_dependent.encode("utf-8")) + c_typeDependent = c_char_p(pd.type_dependent.encode("utf-8")) flat_labels = "\0".join(pd.labels) - labels_c = c_char_p(flat_labels.encode("utf-8")) - labelsLength_c = len(flat_labels) - x = len(flat_labels) - y = len(labels_c.value) + c_labels = c_char_p(flat_labels.encode("utf-8")) + c_labelsLength = len(flat_labels) return self.dll.hec_dss_pdStore( self.handle, - pathname_c, - Ordinates_c, - OrdinatesLength_c, - Values_c, - ValuesLength_c, - numberOrdinates_c, - numberCurves_c, - unitsIndependent_c, - typeIndependent_c, - unitsDependent_c, - typeDependent_c, - labels_c, - labelsLength_c, + c_pathname, + c_Ordinates, + c_OrdinatesLength, + c_Values, + c_ValuesLength, + c_numberOrdinates, + c_numberCurves, + c_unitsIndependent, + c_typeIndependent, + c_unitsDependent, + c_typeDependent, + c_labels, + c_labelsLength, ) def hec_dss_tsGetSizes( @@ -607,14 +613,12 @@ def hec_dss_tsGetSizes( ctypes.byref(qes), ) - numberValues[0] = nv.value - qualityElementSize[0] = qes.value - # import pdb;pdb.set_trace() - if result == 0: - print("Function call successful:") - print("Number of values:", numberValues[0]) - print("Quality element size:", qualityElementSize[0]) + numberValues[0] = nv.value + qualityElementSize[0] = qes.value + # print("Function call successful:") + # print("Number of values:", numberValues[0]) + # print("Quality element size:", qualityElementSize[0]) else: print("Function call failed with result:", result) @@ -743,95 +747,32 @@ def hec_dss_tsStoreRegular( c_char_p, # type (const char*) ] - pathname_c = c_char_p(pathname.encode("utf-8")) - startDate_c = c_char_p(startDate.encode("utf-8")) - startTime_c = c_char_p(startTime.encode("utf-8")) - units_c = c_char_p(units.encode("utf-8")) - type_c = c_char_p(dataType.encode("utf-8")) + c_pathname = c_char_p(pathname.encode("utf-8")) + c_startDate = c_char_p(startDate.encode("utf-8")) + c_startTime = c_char_p(startTime.encode("utf-8")) + c_units = c_char_p(units.encode("utf-8")) + c_type = c_char_p(dataType.encode("utf-8")) print(valueArray) - valueArray_c = (c_double * len(valueArray))(*valueArray) - qualityArray_c = (c_int * len(qualityArray))(*qualityArray) + c_valueArray = (c_double * len(valueArray))(*valueArray) + c_qualityArray = (c_int * len(qualityArray))(*qualityArray) # import pdb;pdb.set_trace() return self.dll.hec_dss_tsStoreRegular( self.handle, - pathname_c, - startDate_c, - startTime_c, - valueArray_c, + c_pathname, + c_startDate, + c_startTime, + c_valueArray, len(valueArray), - qualityArray_c, + c_qualityArray, len(qualityArray), int(saveAsFloat), - units_c, - type_c, + c_units, + c_type, ) - # def hec_dss_gridRetrieve(self,dss, pathname, boolRetrieveData, type_, dataType, - # lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, - # numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, - # isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, - # srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, - # timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, - # nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, - # rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength): - # - # # Define the argument types for the C function - # self.dll.hec_dss_gridRetrieve.argtypes = [ - # POINTER(dss), # dss_file* dss - # c_char_p, # const char* pathname - # c_int, # int boolRetrieveData - # POINTER(c_int), # int* type - # POINTER(c_int), # int* dataType - # POINTER(c_int), # int* lowerLeftCellX - # POINTER(c_int), # int* lowerLeftCellY - # POINTER(c_int), # int* numberOfCellsX - # POINTER(c_int), # int* numberOfCellsY - # POINTER(c_int), # int* numberOfRanges - # POINTER(c_int), # int* srsDefinitionType - # POINTER(c_int), # int* timeZoneRawOffset - # POINTER(c_int), # int* isInterval - # POINTER(c_int), # int* isTimeStamped - # c_char_p, # char* dataUnits - # c_int, # const int dataUnitsLength - # c_char_p, # char* dataSource - # c_int, # const int dataSourceLength - # c_char_p, # char* srsName - # c_int, # const int srsNameLength - # c_char_p, # char* srsDefinition - # c_int, # const int srsDefinitionLength - # c_char_p, # char* timeZoneID - # c_int, # const int timeZoneIDLength - # POINTER(c_float), # float* cellSize - # POINTER(c_float), # float* xCoordOfGridCellZero - # POINTER(c_float), # float* yCoordOfGridCellZero - # POINTER(c_float), # float* nullValue - # POINTER(c_float), # float* maxDataValue - # POINTER(c_float), # float* minDataValue - # POINTER(c_float), # float* meanDataValue - # POINTER(c_float), # float* rangeLimitTable - # c_int, # const int rangeTablesLength - # POINTER(c_int), # int* numberEqualOrExceedingRangeLimit - # POINTER(c_float), # float* data - # c_int # const int dataLength - # ] - # - # # Define the return type for the C function - # self.dll.hec_dss_gridRetrieve.restype = c_int - # - # # Call the C function - # return self.dll.hec_dss_gridRetrieve( - # dss, pathname, boolRetrieveData, type_, dataType, - # lowerLeftCellX, lowerLeftCellY, numberOfCellsX, numberOfCellsY, - # numberOfRanges, srsDefinitionType, timeZoneRawOffset, isInterval, - # isTimeStamped, dataUnits, dataUnitsLength, dataSource, dataSourceLength, - # srsName, srsNameLength, srsDefinition, srsDefinitionLength, timeZoneID, - # timeZoneIDLength, cellSize, xCoordOfGridCellZero, yCoordOfGridCellZero, - # nullValue, maxDataValue, minDataValue, meanDataValue, rangeLimitTable, - # rangeTablesLength, numberEqualOrExceedingRangeLimit, data, dataLength) - def hec_dss_recordType(self, pathname): - f= self.dll.hec_dss_recordType + f = self.dll.hec_dss_recordType f.argtypes = [ c_void_p, c_char_p @@ -841,57 +782,57 @@ def hec_dss_recordType(self, pathname): return f(self.handle,c_str) - def test(): - dss = HecDssNative() - outputFile = b"output.txt" - - dss.hec_dss_open(b"sample7.dss") - nnn = dss.hec_dss_record_count() - print("record count = " + str(nnn)) - - times = [0, 0, 0, 0, 0] - numberValues = len(times) - times_int = (c_int * numberValues)(*times) - values = [0, 0, 0, 0, 0] - values_double = (c_double * numberValues)(*values) - - numberValuesRead = c_int() - quality = [] - qualityLength = c_int(len(quality)) - quality_int = (c_int * len(quality))(*quality) - - julianBaseDate = c_int() - timeGranularitySeconds = c_int() - buffer_size = 20 - units = ctypes.create_string_buffer(buffer_size) - dataType = ctypes.create_string_buffer(buffer_size) - - result = dss.hec_dss_tsRetrieve( - b"//SACRAMENTO/PRECIP-INC//1Day/OBS/", - b"01Jan1924", - b"0100", - b"01Jan2005", - b"2400", - times_int, - values_double, - numberValues, - ctypes.byref(numberValuesRead), - quality_int, - qualityLength, - ctypes.byref(julianBaseDate), - ctypes.byref(timeGranularitySeconds), - units, - buffer_size, - dataType, - buffer_size, - ) - - if result == 0: - print("Function call successful.") - else: - print("Function call failed." + str(result)) - - print(units.value.decode("utf-8")) + # def test(): + # dss = HecDssNative() + # outputFile = b"output.txt" + # + # dss.hec_dss_open(b"sample7.dss") + # nnn = dss.hec_dss_record_count() + # print("record count = " + str(nnn)) + # + # times = [0, 0, 0, 0, 0] + # numberValues = len(times) + # times_int = (c_int * numberValues)(*times) + # values = [0, 0, 0, 0, 0] + # values_double = (c_double * numberValues)(*values) + # + # numberValuesRead = c_int() + # quality = [] + # qualityLength = c_int(len(quality)) + # quality_int = (c_int * len(quality))(*quality) + # + # julianBaseDate = c_int() + # timeGranularitySeconds = c_int() + # buffer_size = 20 + # units = ctypes.create_string_buffer(buffer_size) + # dataType = ctypes.create_string_buffer(buffer_size) + # + # result = dss.hec_dss_tsRetrieve( + # b"//SACRAMENTO/PRECIP-INC//1Day/OBS/", + # b"01Jan1924", + # b"0100", + # b"01Jan2005", + # b"2400", + # times_int, + # values_double, + # numberValues, + # ctypes.byref(numberValuesRead), + # quality_int, + # qualityLength, + # ctypes.byref(julianBaseDate), + # ctypes.byref(timeGranularitySeconds), + # units, + # buffer_size, + # dataType, + # buffer_size, + # ) + # + # if result == 0: + # print("Function call successful.") + # else: + # print("Function call failed." + str(result)) + # + # print(units.value.decode("utf-8")) # ppp = b"/AMERICAN/FOLSOM/FLOW-RES IN/01JAN2006/1Day/OBS/" # sd = b"12MAR2006" diff --git a/src/hecdss/PairedData.py b/src/hecdss/paired_data.py similarity index 76% rename from src/hecdss/PairedData.py rename to src/hecdss/paired_data.py index 00b24be..b071316 100644 --- a/src/hecdss/PairedData.py +++ b/src/hecdss/paired_data.py @@ -1,10 +1,12 @@ # import pandas as pd +import numpy as np + class PairedData: def __init__(self): self.id = None - self.ordinates = [] - self.values = [] + self.ordinates = np.empty(0) + self.values = np.empty(0) self.labels = [] self.type_independent = "" self.type_dependent = "" @@ -27,11 +29,12 @@ def curve_count(self): # return pd.DataFrame(data) @staticmethod - def create(x_values, y_values, x_units="", x_type="", y_units="", y_type="", path=None): + def create(x_values, y_values, labels=[], x_units="", x_type="", y_units="", y_type="", path=None): pd = PairedData() pd.id = path - pd.ordinates = x_values - pd.values = y_values + pd.ordinates = np.array(x_values) + pd.values = np.array(y_values) + pd.labels = labels pd.units_independent = x_units pd.units_dependent = y_units pd.type_independent = x_type diff --git a/src/hecdss/timeseries.py b/src/hecdss/timeseries.py index bd1a16d..651d5a0 100644 --- a/src/hecdss/timeseries.py +++ b/src/hecdss/timeseries.py @@ -1,7 +1,10 @@ +import numpy as np + + class TimeSeries: def __init__(self): self.times = [] - self.values = [] + self.values = np.empty(0) self.units ="" self.dataType ="" self.id = "" diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index c42e605..4e57505 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -3,10 +3,12 @@ import unittest import sys +import numpy as np + from test_file_manager import TestFileManager sys.path.append(r'src') import copy -from hecdss.PairedData import PairedData +from hecdss.paired_data import PairedData from hecdss.gridded_data import GriddedData from hecdss import Catalog, HecDss from datetime import datetime @@ -53,18 +55,18 @@ def test_gridded_data_create(self): """ data = [[j+(50*i) for j in range(50)] for i in range(50)] gd = GriddedData.create(data=data) - assert (gd.data == data), f"gd.data should be {data}. is {gd.data}" + assert (np.array_equal(gd.data, np.array(data))), f"gd.data should be {np.array(data)}. is {gd.data}" assert (gd.numberOfCellsX == 50), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" - assert (gd.numberOfCellsY == 50), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY }" + assert (gd.numberOfCellsY == 50), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" def test_gridded_data_create_store(self): """ Generates a PairedData object then stores data on disk """ path = "/grid/new/gradient/01MAY2024:1400/01MAY2024:1400/new2-grad/" - # file = self.test_files.get_copy("grid-example.dss") - # dss = HecDss(file) - dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") + file = self.test_files.get_copy("grid-example.dss") + dss = HecDss(file) + # dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") data = [[j + (50 * i) for j in range(50)] for i in range(50)] gd = GriddedData.create(data=data, path=path) @@ -104,8 +106,8 @@ def test_paired_data_read_store_read(self): Generates a PairedData object then stores data on disk """ path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - # dss = HecDss(self.test_files.get_copy("grid-example.dss")) - dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") + dss = HecDss(self.test_files.get_copy("grid-example.dss")) + # dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") gd = dss.get(path) path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS-new/" diff --git a/tests/test_pairedData.py b/tests/test_pairedData.py index 84009cd..17bcc8a 100644 --- a/tests/test_pairedData.py +++ b/tests/test_pairedData.py @@ -2,10 +2,13 @@ import unittest import sys + +import numpy as np + from test_file_manager import TestFileManager sys.path.append(r'src') import copy -from hecdss.PairedData import PairedData +from hecdss.paired_data import PairedData from hecdss import Catalog, HecDss from datetime import datetime @@ -105,9 +108,9 @@ def test_paired_data_create_store_read(self): pd2 = dss.get(path) dss.close() - assert (pd.values == pd2.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd2.values}" + assert (np.array_equal(pd.values, pd2.values)), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd2.values}" assert (pd.labels == pd2.labels), f"pd.labels contents is not equal to that of pd2.labels. pd is {pd.labels} and pd2 is {pd2.labels}" - assert (pd.ordinates == pd2.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd2.ordinates}" + assert (np.array_equal(pd.ordinates, pd2.ordinates)), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd2.ordinates}" def test_paired_data_read_store_read(self): """ @@ -130,10 +133,10 @@ def test_paired_data_read_store_read(self): pd3 = dss.get(path2) - assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" + assert (np.array_equal(pd.values, pd3.values)), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" assert (pd.labels[0] == "Flow"), f"pd.labels is not equal to 'Flow'. pd.labels[0] is {pd.labels[0]}" assert (pd3.labels[0] == "Flow2"), f"pd3.labels[0] is not equal to 'Flow2'. pd3.labels[0] is {pd3.labels[0]}" - assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" + assert (np.array_equal(pd.ordinates, pd3.ordinates)), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" dss.close() @@ -156,9 +159,9 @@ def test_paired_data_labels_bug(self): pd3 = dss.get(path2) - assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" + assert (np.array_equal(pd.values, pd3.values)), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" assert (pd3.labels[3] == "New Label"), f"pd3.labels[3] is not equal to 'New Label'. pd3.labels[3] is {pd3.labels[3]}" - assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" + assert (np.array_equal(pd.ordinates, pd3.ordinates)), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" dss.close() From b2931f461d3c9a630b9769608f0b5f40db076ed7 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Fri, 10 May 2024 15:09:34 -0700 Subject: [PATCH 026/134] testing github actions testing if git hub actions will deploy a new version of the package to pypi --- .github/workflows/publish-to-test-pypi.yml | 157 +++++++++++++++++++++ Readme2.md | 61 ++++++++ setup.cfg | 2 +- 3 files changed, 219 insertions(+), 1 deletion(-) create mode 100644 .github/workflows/publish-to-test-pypi.yml create mode 100644 Readme2.md diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml new file mode 100644 index 0000000..88ab9aa --- /dev/null +++ b/.github/workflows/publish-to-test-pypi.yml @@ -0,0 +1,157 @@ +name: Deployment + +# The deployment workflow should only run when changes are merged into the `main` branch. +# Since a branch protection rule prevents directly pushing to `main` this workflow will +# only run on a successful merge request. +on: + push: + branches: + - main + + # Allow the workflow to be manually triggered from the Actions tab. + workflow_dispatch: + +jobs: + # Build and test the distribution before deploying to the various platforms. This allows + # us to store the build artifacts and reuse them in the deployment jobs below. + build: + name: Build Distribution + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v4 + + - name: Set Up Python + uses: actions/setup-python@v5 + with: + python-version: '3.x' + + - name: Install Poetry + uses: abatilo/actions-poetry@v3 + + - name: Cache Virtual Environment + uses: actions/cache@v4 + with: + path: ./.venv + key: venv-${{ hashFiles('poetry.lock') }} + + - name: Install Dependencies + run: poetry install + + # The tests should have already been run in the testing workflow, but we run them + # again here to make sure that we do not deploy a broken distribution. +# - name: Run Tests +# run: poetry run pytest tests/ + + # Once the tests have passsed we can build the distribution and store it, so it can + # be accessed in the jobs below. + - name: Build Distribution + run: poetry build + + - name: Store Distribution + uses: actions/upload-artifact@v4 + with: + name: package-dist + path: dist/ + + # The development distribution is a snapshot of the package and is deployed each time + # changes are merged into the main branch. + deploy-dev: + name: Publish Development Distribution + runs-on: ubuntu-latest + + # The distribution will only be published if the tests have passed. + needs: + - build + + # Set up the environment for trusted publishing on PyPI. + environment: + name: development + url: https://test.pypi.org/p/hecdss + + permissions: + id-token: write # IMPORTANT: mandatory for trusted publishing + + steps: + - name: Download Distribution + uses: actions/download-artifact@v4 + with: + name: package-dist + path: dist/ + + - name: Publish Distribution To Test PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + with: + repository-url: https://test.pypi.org/legacy/ + + # The release distribution is published whenever a tagged branch is merged into the main + # branch. + deploy-release: + name: Publish Release Distribution + runs-on: ubuntu-latest + + # Require a tag push to publish a release distribution. + if: startsWith(github.ref, 'refs/tags/') + + # The distribution will only be published if the tests have passed. + needs: + - build + + # Set up the environment for trusted publishing on PyPI. + environment: + name: release + url: https://pypi.org/p/hecdss + + permissions: + id-token: write # IMPORTANT: mandatory for trusted publishing + + steps: + - name: Download Distribution + uses: actions/download-artifact@v4 + with: + name: package-dist + path: dist/ + + - name: Publish Distribution To PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + + # Upload a GitHub release whenever a release distribution is published. + github-release: + name: Create Signed GitHub Release + runs-on: ubuntu-latest + + # GitHub releases are only uploaded for release (tagged) distributions. + needs: [deploy-release] + + permissions: + contents: write # IMPORTANT: mandatory for making GitHub Releases + id-token: write # IMPORTANT: mandatory for sigstore + + steps: + - name: Download Distribution + uses: actions/download-artifact@v4 + with: + name: package-dist + path: dist/ + + - name: Sign Distribution + uses: sigstore/gh-action-sigstore-python@v2.1.1 + with: + inputs: | + ./dist/*.tar.gz + ./dist/*.whl + + - name: Create GitHub Release + env: + GITHUB_TOKEN: ${{ github.token }} + run: | + gh release create '${{ github.ref_name }}' \ + --repo '${{ github.repository }}' \ + --notes "" + + - name: Upload GitHub Release + env: + GITHUB_TOKEN: ${{ github.token }} + run: |- + gh release upload '${{ github.ref_name }}' dist/** \ + --repo '${{ github.repository }}' \ No newline at end of file diff --git a/Readme2.md b/Readme2.md new file mode 100644 index 0000000..53331ce --- /dev/null +++ b/Readme2.md @@ -0,0 +1,61 @@ +# HEC DSS Python Package (hecdss) + +## Overview +`hecdss` is a Python package designed to open, edit, and store DSS files. This package provides functionality to interact with DSS files, utilizing a range of methods and attributes. + +## Methods and Attributes + +### DSS file methods +1. `HecDss(file_path: str)`: Opens a DSS file located at the provided file path. + +2. `get()`: Edits the content of the currently opened DSS file. + +3. `put()`: Saves the changes made to the DSS file. + +### Catalog object methods +1. `get_data(data_path: str)`: Retrieves data stored at the specified data path. + +2. `store_data(data: Any, data_path: str)`: Stores data at the specified data path within the DSS file. + +### Methods and Attributes of Functions + +- `open_file()` + - `file_path`: A string specifying the path to the DSS file. + +- `get_data()` + - `data_path`: A string representing the path to the data stored in the DSS file. + +## Supported Data Types + +### Time Series Data +- **Stored object in Python**: Time series data is stored as a Pandas DataFrame. + +### Scaled Data +- **Stored object in Python**: Scaled data is stored as a NumPy array. + +### Statistical Data +- **Stored object in Python**: Statistical data is stored as a dictionary. + +## Installation + +To install `hecdss`, use the following command: +```bash +pip install hecdss +``` + +```bash +from hecdss import DssFile + +# Open a DSS file +file_path = "example.dss" +dss_file = DssFile() +dss_file.open_file(file_path) + +# Retrieve and print data +data_path = "/example/data" +data = dss_file.get_data(data_path) +print(data) + +# Save changes to DSS file +dss_file.save_file() + diff --git a/setup.cfg b/setup.cfg index a8dfbc5..0dc1bdf 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.7 +version = 0.1.9 author = Hydrologic Engineering Center author_email = description = Python wrapper for the HEC-DSS file database C library. From 69b464c361df40312e820edc010fd1824c5c511c Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Fri, 10 May 2024 15:26:25 -0700 Subject: [PATCH 027/134] Update publish-to-test-pypi.yml --- .github/workflows/publish-to-test-pypi.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 88ab9aa..25a8c4b 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -7,6 +7,7 @@ on: push: branches: - main + - feature/grid # Allow the workflow to be manually triggered from the Actions tab. workflow_dispatch: @@ -154,4 +155,4 @@ jobs: GITHUB_TOKEN: ${{ github.token }} run: |- gh release upload '${{ github.ref_name }}' dist/** \ - --repo '${{ github.repository }}' \ No newline at end of file + --repo '${{ github.repository }}' From 7172c1be1a7b9e1b5ee4e2ff12417fdfd260c5bd Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 09:39:24 -0700 Subject: [PATCH 028/134] Remove poetry stopped using Poetry in git hub actions --- .github/workflows/publish-to-test-pypi.yml | 48 ++++++++++++++-------- 1 file changed, 31 insertions(+), 17 deletions(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 25a8c4b..6ff8108 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -27,17 +27,17 @@ jobs: with: python-version: '3.x' - - name: Install Poetry - uses: abatilo/actions-poetry@v3 - - - name: Cache Virtual Environment - uses: actions/cache@v4 - with: - path: ./.venv - key: venv-${{ hashFiles('poetry.lock') }} - - - name: Install Dependencies - run: poetry install +# - name: Install Poetry +# uses: abatilo/actions-poetry@v3 +# +# - name: Cache Virtual Environment +# uses: actions/cache@v4 +# with: +# path: ./.venv +# key: venv-${{ hashFiles('poetry.lock') }} +# +# - name: Install Dependencies +# run: poetry install # The tests should have already been run in the testing workflow, but we run them # again here to make sure that we do not deploy a broken distribution. @@ -46,13 +46,27 @@ jobs: # Once the tests have passsed we can build the distribution and store it, so it can # be accessed in the jobs below. - - name: Build Distribution - run: poetry build - - - name: Store Distribution - uses: actions/upload-artifact@v4 +# - name: Build Distribution +# run: poetry build +# +# - name: Store Distribution +# uses: actions/upload-artifact@v4 +# with: +# name: package-dist +# path: dist/ + + - name: Install pypa/build + run: >- + python3 -m + pip install + build + --user + - name: Build a binary wheel and a source tarball + run: python3 -m build + - name: Store the distribution packages + uses: actions/upload-artifact@v3 with: - name: package-dist + name: python-package-distributions path: dist/ # The development distribution is a snapshot of the package and is deployed each time From 8cc8dea79e698b70bc2db42e9b9df90f2ed6434b Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 09:44:13 -0700 Subject: [PATCH 029/134] update upload artifact version changed from upload artifact version from 3 to 4 --- .github/workflows/publish-to-test-pypi.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 6ff8108..1184e02 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -64,7 +64,7 @@ jobs: - name: Build a binary wheel and a source tarball run: python3 -m build - name: Store the distribution packages - uses: actions/upload-artifact@v3 + uses: actions/upload-artifact@v4 with: name: python-package-distributions path: dist/ From 134f4867819f5ac321aaf1be875118c1efa63053 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 10:42:20 -0700 Subject: [PATCH 030/134] makes sure uniform naming of artifact changed artifact name to package-dist --- .github/workflows/publish-to-test-pypi.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 1184e02..c8fdff7 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -66,7 +66,7 @@ jobs: - name: Store the distribution packages uses: actions/upload-artifact@v4 with: - name: python-package-distributions + name: package-dist path: dist/ # The development distribution is a snapshot of the package and is deployed each time From 3fe30f04c018e36e24cf54761c5d3dfcb61ae9c7 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 12:53:45 -0700 Subject: [PATCH 031/134] added testing included testing to github actions --- .github/workflows/publish-to-test-pypi.yml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index c8fdff7..6cf8bc2 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -55,6 +55,12 @@ jobs: # name: package-dist # path: dist/ + - name: Install Packages + run: pip install pytest + + - name: Run tests + run: pytest test_pairedData.py + - name: Install pypa/build run: >- python3 -m From 107a26f6271f98dea371c34f97b07b4a39205485 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 12:57:51 -0700 Subject: [PATCH 032/134] file path fix --- .github/workflows/publish-to-test-pypi.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 6cf8bc2..359e209 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -59,7 +59,7 @@ jobs: run: pip install pytest - name: Run tests - run: pytest test_pairedData.py + run: pytest tests/test_pairedData.py - name: Install pypa/build run: >- From c26877adfa1ad8c4aed3d0a3246422f2cc71473e Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 13:01:08 -0700 Subject: [PATCH 033/134] install numpy --- .github/workflows/publish-to-test-pypi.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 359e209..64661fe 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -58,6 +58,9 @@ jobs: - name: Install Packages run: pip install pytest + - name: Install numpy + run: pip install numpy + - name: Run tests run: pytest tests/test_pairedData.py From 386cc1d98df9744fb1d46a67674f5a6f62c3005e Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 13:21:34 -0700 Subject: [PATCH 034/134] Testing on windows --- .github/workflows/publish-to-test-pypi.yml | 29 +++++++++++++++------- 1 file changed, 20 insertions(+), 9 deletions(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 64661fe..02f3fd3 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -55,15 +55,6 @@ jobs: # name: package-dist # path: dist/ - - name: Install Packages - run: pip install pytest - - - name: Install numpy - run: pip install numpy - - - name: Run tests - run: pytest tests/test_pairedData.py - - name: Install pypa/build run: >- python3 -m @@ -78,6 +69,26 @@ jobs: name: package-dist path: dist/ + testing: + name: testing HECDSS functions + runs-on: ${{ matrix.os }} + + strategy: + matrix: + os: [ windows-latest ] + steps: + - name: Checkout code + uses: actions/checkout@v4 + + - name: Install Packages + run: pip install pytest + + - name: Install numpy + run: pip install numpy + + - name: Run tests + run: pytest tests/test_pairedData.py + # The development distribution is a snapshot of the package and is deployed each time # changes are merged into the main branch. deploy-dev: From 30782da95ef4a1d8bc0758ea73a54353902be026 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 13:45:38 -0700 Subject: [PATCH 035/134] add dll to repo --- .github/workflows/publish-to-test-pypi.yml | 3 +++ .gitignore | 1 - src/hecdss/lib/hecdss.dll | Bin 0 -> 4961280 bytes 3 files changed, 3 insertions(+), 1 deletion(-) create mode 100644 src/hecdss/lib/hecdss.dll diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 02f3fd3..dbdcb74 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -76,6 +76,7 @@ jobs: strategy: matrix: os: [ windows-latest ] + needs: [build] steps: - name: Checkout code uses: actions/checkout@v4 @@ -98,6 +99,7 @@ jobs: # The distribution will only be published if the tests have passed. needs: - build + - testing # Set up the environment for trusted publishing on PyPI. environment: @@ -131,6 +133,7 @@ jobs: # The distribution will only be published if the tests have passed. needs: - build + - testing # Set up the environment for trusted publishing on PyPI. environment: diff --git a/.gitignore b/.gitignore index fe83f8a..3c75792 100644 --- a/.gitignore +++ b/.gitignore @@ -10,6 +10,5 @@ __pycache__/ .vscode tests/data/**/tmp/* -hecdss.dll .idea .ipynb_checkpoints diff --git a/src/hecdss/lib/hecdss.dll b/src/hecdss/lib/hecdss.dll new file mode 100644 index 0000000000000000000000000000000000000000..57ef131e18c2713e626299c88486ab13282ac31c GIT binary patch literal 4961280 zcmeFa33L?Iw?0}B3c?T)h6V%z0TCiIND!HfLbO2;M1~-P%!En9q##o;G}0D@5sV^= z1`$P(NeH7r07-(NGAM$gMny;iDvC%1CGY!oov!Xq8t!^){r~sZIoZwU$vE$o|k;DF~bumyP%~#<1}r={4nkDpBjzw)?L!-MwKmI zzLu6yU(=dCEyd4il{76vz$CcCf{SZfNh$KBnzqr-6xW6T)gtmHh4WTPPPNY330>1J zdDdwo$g}4Ltv(wpcAeJqStW$YkPTWMoI0&#C#{WNaY1kc>qSvjle12{RJtIRFW+>^ z$Z1oCO`hEGY(-l|U#$hDXQamYP6;eCtj4o 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insertions(+) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index dbdcb74..9445859 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -54,6 +54,8 @@ jobs: # with: # name: package-dist # path: dist/ + - name: add dll + run: python3 src/hecdss/download_hecdss.py - name: Install pypa/build run: >- diff --git a/.gitignore b/.gitignore index fe83f8a..f93f57e 100644 --- a/.gitignore +++ b/.gitignore @@ -11,5 +11,6 @@ __pycache__/ .vscode tests/data/**/tmp/* hecdss.dll +libhecdss.so .idea .ipynb_checkpoints From a39b79dfcdde1e5b15d5d2476bb89ab6dfcd06c1 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 14:16:36 -0700 Subject: [PATCH 039/134] install dependencies --- .github/workflows/publish-to-test-pypi.yml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 9445859..4d7acfe 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -54,6 +54,12 @@ jobs: # with: # name: package-dist # path: dist/ + - name: Install requests + run: pip install requests + + - name: Install zipfile + run: pip install zipfile + - name: add dll run: python3 src/hecdss/download_hecdss.py From 064cbc748abbfa7ccc427d689d14e294bfea396a Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 14:17:43 -0700 Subject: [PATCH 040/134] remove zipfile --- .github/workflows/publish-to-test-pypi.yml | 3 --- 1 file changed, 3 deletions(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 4d7acfe..b18a82f 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -57,9 +57,6 @@ jobs: - name: Install requests run: pip install requests - - name: Install zipfile - run: pip install zipfile - - name: add dll run: python3 src/hecdss/download_hecdss.py From 580f3a02006e5a38e509843a26e089496a58cdd3 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 14:21:14 -0700 Subject: [PATCH 041/134] reorder testing --- .github/workflows/publish-to-test-pypi.yml | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index b18a82f..c3d63cd 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -19,6 +19,7 @@ jobs: name: Build Distribution runs-on: ubuntu-latest + needs: [testing] steps: - uses: actions/checkout@v4 @@ -81,11 +82,16 @@ jobs: strategy: matrix: os: [ windows-latest ] - needs: [build] steps: - name: Checkout code uses: actions/checkout@v4 + - name: Install requests + run: pip install requests + + - name: add dll + run: python3 src/hecdss/download_hecdss.py + - name: Install Packages run: pip install pytest From 3410197672634499b634ace58198f88428457f05 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 14:41:39 -0700 Subject: [PATCH 042/134] Update download_hecdss.py --- src/hecdss/download_hecdss.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index 9e17d7b..7a73044 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -37,7 +37,7 @@ def download_and_unzip(url, zip_file, destination_dir): destination_dir = Path(__file__).parent.joinpath("lib") -zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-win-x86_64/hecdss-7-IS-win-x86_64.zip" -download_and_unzip(zip_url, "hecdss-7-IS-win-x86_64.zip", destination_dir) +zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-4-win-x86_64/hecdss-7-IS-4-win-x86_64.zip" +download_and_unzip(zip_url, "hecdss-7-IS-4-win-x86_64.zip", destination_dir) zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-linux-x86_64/hecdss-7-IS-linux-x86_64.zip" download_and_unzip(zip_url, "hecdss-7-IS-linux-x86_64.zip", destination_dir) From 36d2402274f4f0a8cb793c22d1c7df60c14de943 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 15:02:45 -0700 Subject: [PATCH 043/134] test on linux --- .github/workflows/publish-to-test-pypi.yml | 3 ++- src/hecdss/download_hecdss.py | 4 ++-- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index c3d63cd..f19093f 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -81,7 +81,7 @@ jobs: strategy: matrix: - os: [ windows-latest ] + os: [ windows-latest, ubuntu-latest ] steps: - name: Checkout code uses: actions/checkout@v4 @@ -90,6 +90,7 @@ jobs: run: pip install requests - name: add dll + if: windows-latest run: python3 src/hecdss/download_hecdss.py - name: Install Packages diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index 7a73044..b67c038 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -39,5 +39,5 @@ def download_and_unzip(url, zip_file, destination_dir): destination_dir = Path(__file__).parent.joinpath("lib") zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-4-win-x86_64/hecdss-7-IS-4-win-x86_64.zip" download_and_unzip(zip_url, "hecdss-7-IS-4-win-x86_64.zip", destination_dir) -zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-linux-x86_64/hecdss-7-IS-linux-x86_64.zip" -download_and_unzip(zip_url, "hecdss-7-IS-linux-x86_64.zip", destination_dir) +zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-4-linux-x86_64/hecdss-7-IS-4-linux-x86_64.zip" +download_and_unzip(zip_url, "hecdss-7-IS-4-linux-x86_64.zip", destination_dir) From 7d929920021dccbfa74bacc76a2feeab7ff62253 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 15:03:50 -0700 Subject: [PATCH 044/134] Update publish-to-test-pypi.yml --- .github/workflows/publish-to-test-pypi.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index f19093f..6abe816 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -81,7 +81,7 @@ jobs: strategy: matrix: - os: [ windows-latest, ubuntu-latest ] + os: [ubuntu-latest, windows-latest] steps: - name: Checkout code uses: actions/checkout@v4 From 678c90850268ee030efdf33423c945280ebd247f Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 15:04:33 -0700 Subject: [PATCH 045/134] Update publish-to-test-pypi.yml --- .github/workflows/publish-to-test-pypi.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 6abe816..fb4f4a5 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -90,7 +90,6 @@ jobs: run: pip install requests - name: add dll - if: windows-latest run: python3 src/hecdss/download_hecdss.py - name: Install Packages From ca6c490b9e7ba9a415c83e39911986ed7c7d1ca9 Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Mon, 13 May 2024 15:32:51 -0700 Subject: [PATCH 046/134] Update setup.cfg --- setup.cfg | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.cfg b/setup.cfg index 0dc1bdf..6d97c41 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.9 +version = 0.1.10 author = Hydrologic Engineering Center author_email = description = Python wrapper for the HEC-DSS file database C library. From 9c1ee561f20b0d2c79acbc6645f493a062bdf368 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 14 May 2024 13:48:46 -0700 Subject: [PATCH 047/134] add email --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 28b709a..89fd769 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,7 +2,7 @@ name = "hec-dss-python" version = "0.1.0" description = "Python wrapper for the HEC-DSS file database C library." -authors = [{ name="Hydrologic Engineering Center", email="" },] +authors = [{ name="Hydrologic Engineering Center", email="hec.dss@usace.army.mil" },] license = "MIT" readme = "Readme.md" packages = [{ include = "hecdss", from = "src" }] From 142a93bfda9d20f9e822c6ce5ff3b8cc528d9b43 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 14 May 2024 13:49:30 -0700 Subject: [PATCH 048/134] Update setup.cfg --- setup.cfg | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.cfg b/setup.cfg index 6d97c41..7cd7c8e 100644 --- a/setup.cfg +++ b/setup.cfg @@ -2,7 +2,7 @@ name = hecdss version = 0.1.10 author = Hydrologic Engineering Center -author_email = +author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. long_description = file: README.md long_description_content_type = text/markdown From 7174a6a12f8f875ae66bb5d2e2cdbdbf59f5330c Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Tue, 14 May 2024 14:33:43 -0700 Subject: [PATCH 049/134] Merge branch 'feature/grid' remove comments and fixed test_gridded_data --- .github/workflows/publish-to-test-pypi.yml | 2 +- src/hecdss/native.py | 86 ------------------- tests/test_gridded_data.py | 67 ++------------- ...test_pairedData.py => test_paired_data.py} | 2 +- 4 files changed, 8 insertions(+), 149 deletions(-) rename tests/{test_pairedData.py => test_paired_data.py} (99%) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index fb4f4a5..0373644 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -99,7 +99,7 @@ jobs: run: pip install numpy - name: Run tests - run: pytest tests/test_pairedData.py + run: pytest tests/test_paired_data.py # The development distribution is a snapshot of the package and is deployed each time # changes are merged into the main branch. diff --git a/src/hecdss/native.py b/src/hecdss/native.py index cec4669..520c203 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -21,14 +21,6 @@ def __init__(self): ) self.dll = ctypes.CDLL(libc_path) elif sys.platform == "win32": - this_dir = os.path.dirname(os.path.realpath(__file__)) - # sys.path.append(this_dir+r"\lib") - # self.dll = ctypes.CDLL(this_dir+r"\lib\hecdss.dll") - # with resources.open_binary('hecdss', "hecdss.dll") as fp: - # dll = fp.read() - # self.dll = ctypes.CDLL(io.BytesIO(dll)) - - # dll_dir = os.path.join(os.path.dirname(__file__), 'lib') dll_dir = os.path.join(os.path.dirname(sys.modules["hecdss"].__file__), 'lib') dll_path = os.path.join(dll_dir, 'hecdss.dll') @@ -445,10 +437,6 @@ def hec_dss_pdRetrieveInfo(self, pathname, unitsDependent[0] = c_unitsDependent.value.decode('utf-8') typeIndependent[0] = c_typeIndependent.value.decode('utf-8') typeDependent[0] = c_typeDependent.value.decode('utf-8') - # print("Function call successful:") - # print("Number of ordinates:", numberOrdinates[0]) - # print("Number of curves:", numberCurves[0]) - # print("Labels length:", labelsLength[0]) else: print("Function call failed with result:", result) @@ -511,10 +499,6 @@ def hec_dss_pdRetrieve(self, pathname:str, numberCurves[0] = c_numberCurves print(numberCurves[0]) labels.extend(c_labels.raw.decode('utf-8').split("\0")[:c_numberCurves.value]) - # print("Function call successful:") - # print("ordinates:", doubleOrdinates) - # print("curves:", doubleValues) - # print("Labels length:", labels) else: print("Function call failed with result:", result) @@ -616,9 +600,6 @@ def hec_dss_tsGetSizes( if result == 0: numberValues[0] = nv.value qualityElementSize[0] = qes.value - # print("Function call successful:") - # print("Number of values:", numberValues[0]) - # print("Quality element size:", qualityElementSize[0]) else: print("Function call failed with result:", result) @@ -782,72 +763,5 @@ def hec_dss_recordType(self, pathname): return f(self.handle,c_str) - # def test(): - # dss = HecDssNative() - # outputFile = b"output.txt" - # - # dss.hec_dss_open(b"sample7.dss") - # nnn = dss.hec_dss_record_count() - # print("record count = " + str(nnn)) - # - # times = [0, 0, 0, 0, 0] - # numberValues = len(times) - # times_int = (c_int * numberValues)(*times) - # values = [0, 0, 0, 0, 0] - # values_double = (c_double * numberValues)(*values) - # - # numberValuesRead = c_int() - # quality = [] - # qualityLength = c_int(len(quality)) - # quality_int = (c_int * len(quality))(*quality) - # - # julianBaseDate = c_int() - # timeGranularitySeconds = c_int() - # buffer_size = 20 - # units = ctypes.create_string_buffer(buffer_size) - # dataType = ctypes.create_string_buffer(buffer_size) - # - # result = dss.hec_dss_tsRetrieve( - # b"//SACRAMENTO/PRECIP-INC//1Day/OBS/", - # b"01Jan1924", - # b"0100", - # b"01Jan2005", - # b"2400", - # times_int, - # values_double, - # numberValues, - # ctypes.byref(numberValuesRead), - # quality_int, - # qualityLength, - # ctypes.byref(julianBaseDate), - # ctypes.byref(timeGranularitySeconds), - # units, - # buffer_size, - # dataType, - # buffer_size, - # ) - # - # if result == 0: - # print("Function call successful.") - # else: - # print("Function call failed." + str(result)) - # - # print(units.value.decode("utf-8")) - - # ppp = b"/AMERICAN/FOLSOM/FLOW-RES IN/01JAN2006/1Day/OBS/" - # sd = b"12MAR2006" - # ed = b"05APR2006" - # st = b"1200" - # et = b"1200" - # dss = HecDss() - # outputFile=b"output.txt" - # - # dss.open("sample7.dss") - # nnn = dss.record_count() - # print ("record count = "+str(nnn)) - # ttt = dss.hec_dss_export_to_file(ppp,outputFile,sd,st,ed,et) - # dss.close() - - diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index 4e57505..a652ea6 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -13,13 +13,9 @@ from hecdss import Catalog, HecDss from datetime import datetime -TEST_DIR="tests/data/" +TEST_DIR = "tests/data/" -# update MODIFIED_TEST_DIR to be the path the folder containing dss files -# "sample7.dss" and "R703F3-PF_v7.dss" which are modified within these tests -MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" - -class Test_Grid_Data(unittest.TestCase): +class TestGriddedData(unittest.TestCase): def setUp(self) -> None: self.test_files = TestFileManager(TEST_DIR) @@ -77,31 +73,7 @@ def test_gridded_data_create_store(self): dss.close() assert (status == 0), f"status should be 0. is {status}" - # - # def test_paired_data_create_store_read(self): - # """ - # Generates a PairedData object then stores data on disk - # """ - # dss = HecDss(self.test_files.get_copy("sample7.dss")) - # # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") - # x_values = [00, 11, 22, 33, 44] - # y_values = [[j + i for j in range(3)] for i in x_values] - # path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/" - # pd = PairedData.create(x_values, y_values, path=path) - # - # pd.labels = ["x plus 0", "x plus 1", "x plus 2"] - # pd.units_independent = "cm" - # - # dss.put(pd) - # - # pd2 = dss.get(path) - # dss.close() - # - # assert (pd.values == pd2.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd2.values}" - # assert (pd.labels == pd2.labels), f"pd.labels contents is not equal to that of pd2.labels. pd is {pd.labels} and pd2 is {pd2.labels}" - # assert (pd.ordinates == pd2.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd2.ordinates}" - # - def test_paired_data_read_store_read(self): + def test_gridded_data_read_store_read(self): """ Generates a PairedData object then stores data on disk """ @@ -118,38 +90,11 @@ def test_paired_data_read_store_read(self): gd2 = dss.get(path) - # assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" - # assert (pd.labels[0] == "Flow"), f"pd.labels is not equal to 'Flow'. pd.labels[0] is {pd.labels[0]}" - # assert (pd3.labels[0] == "Flow2"), f"pd3.labels[0] is not equal to 'Flow2'. pd3.labels[0] is {pd3.labels[0]}" - # assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" - + assert (np.array_equal(gd.data, gd2.data)), f"gd.data contents is not equal to that of gd2.data. gd is {gd.data} and gd2 is {gd2.data}" + assert (gd.dataUnits == gd2.dataUnits), f"gd2.dataUnits is not equal to {gd.dataUnits}. gd2.dataUnits is {gd2.dataUnits}" dss.close() - # - # def test_paired_data_labels_bug(self): - # """ - # Generates a PairedData object then stores data on disk - # """ - # dss = HecDss(self.test_files.get_copy("R703F3-PF_v7.dss")) - # # dss = HecDss(MODIFIED_TEST_DIR + r"\R703F3-PF_v7.dss") - # path = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT///" - # pd = dss.get(path) - # - # path2 = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT//modified/" - # pd2 = copy.deepcopy(pd) - # pd2.id = path2 - # pd2.labels[3] = "New Label" - # - # status = dss.put(pd2) # save - # - # pd3 = dss.get(path2) - # - # assert (pd.values == pd3.values), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" - # assert (pd3.labels[3] == "New Label"), f"pd3.labels[3] is not equal to 'New Label'. pd3.labels[3] is {pd3.labels[3]}" - # assert (pd.ordinates == pd3.ordinates), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" - # - # - # dss.close() + if __name__ == "__main__": unittest.main() diff --git a/tests/test_pairedData.py b/tests/test_paired_data.py similarity index 99% rename from tests/test_pairedData.py rename to tests/test_paired_data.py index 17bcc8a..9f35b1f 100644 --- a/tests/test_pairedData.py +++ b/tests/test_paired_data.py @@ -18,7 +18,7 @@ # "sample7.dss" and "R703F3-PF_v7.dss" which are modified within these tests MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" -class TestBasics(unittest.TestCase): +class TestPairedData(unittest.TestCase): def setUp(self) -> None: self.test_files = TestFileManager(TEST_DIR) From 21fee71347e6a934bcf89ce1c1797e5d652127fc Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Wed, 22 May 2024 14:08:37 -0700 Subject: [PATCH 050/134] added Irregular timeseries and regular timeseries --- src/hecdss/dateconverter.py | 88 +++++++++++++++++ src/hecdss/hecdss.py | 27 +++++- ...{timeseries.py => irregular_timeseries.py} | 3 +- src/hecdss/native.py | 54 +++++++++++ src/hecdss/regular_timeseries.py | 96 +++++++++++++++++++ tests/test_regular_timeseries.py | 61 ++++++++++++ 6 files changed, 324 insertions(+), 5 deletions(-) rename src/hecdss/{timeseries.py => irregular_timeseries.py} (94%) create mode 100644 src/hecdss/regular_timeseries.py create mode 100644 tests/test_regular_timeseries.py diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 4a44299..c0c2718 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -1,5 +1,77 @@ from datetime import datetime, timedelta, time +sec = [ + 31536000, + 2592000, + 1296000, + 864000, + 604800, + 86400, + 43200, + 28800, + 21600, + 14400, + 10800, + 7200, + 3600, + 1800, + 1200, + 900, + 720, + 600, + 360, + 300, + 240, + 180, + 120, + 60, + 30, + 20, + 15, + 10, + 6, + 5, + 4, + 3, + 2, + 1 +] +time_string = [ + "1Year", + "1Month", + "Semi-Month", + "Tri-Month", + "1Week", + "1Day", + "12Hour", + "8Hour", + "6Hour", + "4Hour", + "3Hour", + "2Hour", + "1Hour", + "30Minute", + "20Minute", + "15Minute", + "12Minute", + "10Minute", + "6Minute", + "5Minute", + "4Minute", + "3Minute", + "2Minute", + "1Minute", + "30Second", + "20Second", + "15Second", + "10Second", + "6Second", + "5Second", + "4Second", + "3Second", + "2Second", + "1Second" +] class DateConverter: @@ -44,6 +116,22 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ return times + @staticmethod + def intervalString_to_sec(interval): + + if time_string.__contains__(interval): + i = time_string.index(interval) + return sec[i] + elif sec.__contains__(interval): + return interval + + return "empty" + + @staticmethod + def sec_to_intervalString(interval): + + i = sec.index(interval) + return time_string[i] if __name__ == "__main__": diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 36ecfee..b0da8bd 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -5,7 +5,8 @@ from hecdss.native import _Native from hecdss.dateconverter import DateConverter from hecdss.record_type import RecordType -from hecdss.timeseries import TimeSeries +from hecdss.regular_timeseries import RegularTimeSeries +from hecdss.irregular_timeseries import IrregularTimeSeries from hecdss.catalog import Catalog from hecdss.gridded_data import GriddedData @@ -34,7 +35,7 @@ def get_record_type(self,pathname): def get(self, pathname, startdatetime=None, enddatetime=None): type = self.get_record_type(pathname) - if type == RecordType.RegularTimeSeries: + if type == RecordType.RegularTimeSeries or type == RecordType.IrregularTimeSeries: return self._get_timeseries(pathname, startdatetime, enddatetime) elif type == RecordType.PairedData: return self._get_paired_data(pathname) @@ -270,7 +271,7 @@ def _get_timeseries(self,pathname,startDateTime,endDateTime): # print(values) # print("julianBaseDate = " + str(julianBaseDate[0])) # print("timeGranularitySeconds = " + str(timeGranularitySeconds[0])) - ts = TimeSeries() + ts = RegularTimeSeries() ts.times = DateConverter.date_times_from_julian_array( times, timeGranularitySeconds[0], julianBaseDate[0] ) @@ -285,7 +286,7 @@ def put(self, container): # TO DO. check data type.. # TO Do. is timezone needed? status = 0 - if type(container) is TimeSeries: + if type(container) is RegularTimeSeries: ts = container # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, # saveAsFloat, units, type): @@ -303,7 +304,25 @@ def put(self, container): ts.dataType, ) self._catalog = None + if type(container) is IrregularTimeSeries: + its = container + # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, + # saveAsFloat, units, type): + startDate, startTime = DateConverter.dss_datetime_from_string(its.times[0]) + quality = [] # TO DO + status = self._native.hec_dss_tsStoreIrregular( + its.id, + startDate, + its.times, + its.interval, + its.values, + quality, + False, + its.units, + its.dataType, + ) + self._catalog = None elif type(container) is PairedData: pd = container # print(pd) diff --git a/src/hecdss/timeseries.py b/src/hecdss/irregular_timeseries.py similarity index 94% rename from src/hecdss/timeseries.py rename to src/hecdss/irregular_timeseries.py index 651d5a0..9f85f75 100644 --- a/src/hecdss/timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -1,12 +1,13 @@ import numpy as np -class TimeSeries: +class IrregularTimeSeries: def __init__(self): self.times = [] self.values = np.empty(0) self.units ="" self.dataType ="" + self.interval = 0 self.id = "" def add_data_point(self, date, value): diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 520c203..13951bf 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -752,6 +752,60 @@ def hec_dss_tsStoreRegular( c_type, ) + def hec_dss_tsStoreIrregular( + self, + pathname, + startDateBase, + times, + timeGranularitySeconds, + valueArray, + qualityArray, + saveAsFloat, + units, + dataType, + ): + + self.dll.hec_dss_tsStoreIregular.restype = c_int + self.dll.hec_dss_tsStoreIregular.argtypes = [ + c_void_p, # dss (void*) + c_char_p, # pathname (const char*) + c_char_p, # startDateBase (const char*) + POINTER(c_int), # times (int*) + c_int, # timeGranularitySeconds (int) + POINTER(c_double), # valueArray (double*) + c_int, # valueArraySize (int) + POINTER(c_int), # qualityArray (int*) + c_int, # qualityArraySize (int) + c_int, # saveAsFloat (int) + c_char_p, # units (const char*) + c_char_p, # type (const char*) + ] + + c_pathname = c_char_p(pathname.encode("utf-8")) + c_startDateBase = c_char_p(startDateBase.encode("utf-8")) + c_units = c_char_p(units.encode("utf-8")) + c_type = c_char_p(dataType.encode("utf-8")) + + print(valueArray) + c_valueArray = (c_double * len(valueArray))(*valueArray) + c_times = (c_int * len(times))(*times) + c_qualityArray = (c_int * len(qualityArray))(*qualityArray) + # import pdb;pdb.set_trace() + return self.dll.hec_dss_tsStoreIregular( + self.handle, + c_pathname, + c_startDateBase, + c_times, + int(timeGranularitySeconds), + c_valueArray, + len(valueArray), + c_qualityArray, + len(qualityArray), + int(saveAsFloat), + c_units, + c_type, + ) + def hec_dss_recordType(self, pathname): f = self.dll.hec_dss_recordType f.argtypes = [ diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py new file mode 100644 index 0000000..e9bbf3e --- /dev/null +++ b/src/hecdss/regular_timeseries.py @@ -0,0 +1,96 @@ +import numpy as np + +from .dateconverter import DateConverter +from .dsspath import DssPath +from datetime import datetime, timedelta, time + +class RegularTimeSeries: + def __init__(self): + self.times = [] + self.values = np.empty(0) + self.units = "" + self.dataType = "" + self.interval = "" + self.startDate = "" + self.id = "" + + def add_data_point(self, date, value): + self.times.append(date) + self.values.append(value) + + def get_value_at(self, date): + if date in self.times: + index = self.times.index(date) + return self.values[index] + else: + return None + + def get_values(self): + return self.values + + def get_dates(self): + return self.times + + def get_length(self): + return len(self.times) + + def print_to_console(self): + print("dsspath='" + self.id + "'") + print("units='"+self.units+"'") + print("dataType='"+self.dataType+"'") + for time, value in zip(self.times, self.values): + print(f"Time: {time}, Value: {value}") + + def _get_interval_interval(self): + result = DateConverter.intervalString_to_sec(self.interval) + return result + + def _get_interval_path(self): + if self.id != None: + return DateConverter.intervalString_to_sec(DssPath(self.id, type(self)).E) + return "empty" + + def _get_interval_times(self): + if len(self.times) > 1 and type(self.times[0]) == datetime: + interval = self.times[1]-self.times[0] + return interval.total_seconds() + return "empty" + def _interval_to_interval(self, new_interval): + self.interval = new_interval + + def _interval_to_path(self, new_interval): + if self.id != None: + new_path = DssPath(self.id, type(self)) + new_path.E = DateConverter.sec_to_intervalString(new_interval) + self.path = new_path.__str__() + + def _interval_to_times(self, new_interval): + if type(self.startDate) == datetime: + for i in range(len(self.values)): + self.times.append(self.startDate + (i * timedelta(seconds=new_interval))) + def _generate_times(self): + if(len(self.times) > 0 and self.startDate == ""): + self.startDate = self.times[0] + + x = [self._get_interval_times(), self._get_interval_path(), self._get_interval_interval()] + x = [i for i in x if i != "empty"] + if(not all(i == x[0] for i in x)): + raise ValueError("inconsistent interval within arguments") + elif len(x) != 3 and len(x) != 0: + self._interval_to_interval(x[0]) + self._interval_to_path(x[0]) + self._interval_to_times(x[0]) + + @staticmethod + def create(values, times=[], units="", dataType="", interval="", startDate="", path=None): + rts = RegularTimeSeries() + rts.times = times + rts.values = np.array(values) + rts.units = units + rts.dataType = dataType + rts.interval = interval + rts.startDate = startDate + rts.id = path + rts._generate_times() + + return rts diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py new file mode 100644 index 0000000..a3bb592 --- /dev/null +++ b/tests/test_regular_timeseries.py @@ -0,0 +1,61 @@ +"""Pytest module.""" + +import unittest +import sys + +import numpy as np + +from test_file_manager import TestFileManager +sys.path.append(r'src') +import copy +from hecdss.paired_data import PairedData +from hecdss.gridded_data import GriddedData +from hecdss.regular_timeseries import RegularTimeSeries +from hecdss import Catalog, HecDss +from datetime import datetime, timedelta + +TEST_DIR = "tests/data/" + +class TestGriddedData(unittest.TestCase): + + def setUp(self) -> None: + self.test_files = TestFileManager(TEST_DIR) + + def tearDown(self) -> None: + self.test_files.cleanup() + + + def test_create_regular_timeseries(self): + """ + create regular timerseries + """ + # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + # rts = RegularTimeSeries.create(range(15), interval="5Second", startDate=datetime.today(), path=path) + # print(rts) + + path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/1Day/SHG-SNODAS/" + rts = RegularTimeSeries.create(range(15), startDate=datetime.today(), path=path) + print(rts) + + path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + times = [datetime.today()+(i * timedelta(seconds=10)) for i in range(15)] + rts = RegularTimeSeries.create(range(15), times=times, path=path) + print(rts) + + # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/1Day/SHG-SNODAS/" + # times = [datetime.today() + (i * timedelta(seconds=10)) for i in range(15)] + # rts = RegularTimeSeries.create(range(15), times=times, path=path) + # print(rts) + + # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + # dss = HecDss(self.test_files.get_copy("grid-example.dss")) + # gd = dss.get(path) + # dss.close() + # assert (gd.numberOfCellsX == 21), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" + # assert (gd.numberOfCellsY == 28), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" + + + + +if __name__ == "__main__": + unittest.main() From 1846e3503da433d44cdc9f27e8c54d15f7053f0c Mon Sep 17 00:00:00 2001 From: Oskar Hurst Date: Tue, 28 May 2024 14:04:15 -0700 Subject: [PATCH 051/134] Readme updates --- Readme.md | 7 ++++- Readme2.md | 74 ++++++++++++++++++++++++++++++++------------------ pyproject.toml | 2 +- 3 files changed, 55 insertions(+), 28 deletions(-) diff --git a/Readme.md b/Readme.md index c185d30..33d445a 100644 --- a/Readme.md +++ b/Readme.md @@ -5,7 +5,12 @@ This repository contains a Python wrapper for the HEC-DSS file database C librar ## Getting Started 1. Clone this repository to your local machine. -2. Place the appropriate `hecdss.dll` or `hecdss.so` file for your platform in the repository's src/hecdss/lib directory. [hecdss.dll](https://github.com/HydrologicEngineeringCenter/hec-dss-python/releases/download/v0.0.1-alpha/hecdss.dll) +2. Place the appropriate `hecdss.dll` or `hecdss.so` file for your platform in the repository's src/hecdss/lib directory. + 1. One option is to download it from provided link [hecdss.dll](https://github.com/HydrologicEngineeringCenter/hec-dss-python/releases/download/v0.0.1-alpha/hecdss.dll) + 2. Second option is to run the following python script in the repository directory: + ``` + C:\project\hec-dss-python>python src\hec-dss-python\download_hecdss.py + ``` 3. from the repo directory (hec-dss-python) ``` C:\project\hec-dss-python>python tests\test_basics.py diff --git a/Readme2.md b/Readme2.md index 53331ce..aad68d2 100644 --- a/Readme2.md +++ b/Readme2.md @@ -8,33 +8,52 @@ ### DSS file methods 1. `HecDss(file_path: str)`: Opens a DSS file located at the provided file path. -2. `get()`: Edits the content of the currently opened DSS file. +2. `get(record_path: str)`: Retrieves the record data from the currently opened DSS file of the designated path. -3. `put()`: Saves the changes made to the DSS file. +3. `put(new_record: recordType)`: Stores recordType object to the DSS file at designated path. -### Catalog object methods -1. `get_data(data_path: str)`: Retrieves data stored at the specified data path. - -2. `store_data(data: Any, data_path: str)`: Stores data at the specified data path within the DSS file. - -### Methods and Attributes of Functions +4. `close()`: Closes the currently opened DSS file. -- `open_file()` - - `file_path`: A string specifying the path to the DSS file. - -- `get_data()` - - `data_path`: A string representing the path to the data stored in the DSS file. +### Catalog object methods +1. `get_catalog()`: Retrieves the catalog of all paths stored in the Dss file. + - `rawCatalog` - list of records within the Dss file. + - `rawRecordtypes` - list of record types within the Dss file. ## Supported Data Types -### Time Series Data -- **Stored object in Python**: Time series data is stored as a Pandas DataFrame. - -### Scaled Data -- **Stored object in Python**: Scaled data is stored as a NumPy array. - -### Statistical Data -- **Stored object in Python**: Statistical data is stored as a dictionary. +### Regular TimeSeries Data +- **Stored object in Python**: Regular Timeseries data is stored as 2 arrays of values and times/interval and startdate. +- **Attributes**: The TimeSeries object has the following attributes: + - `start_date`: The start date of the time series data. + - `times`: The times of the time series data. + - `values`: The values of the time series data. + - `interval`: The interval of the time series data. + - `units`: The units of the time series data. + - `id`: The Path of the time series data. + +### Irregular TimeSeries Data +- **Stored object in Python**: Irregular Timeseries data is stored as 2 arrays of values and times. +- **Attributes**: The TimeSeries object has the following attributes: + - `times`: The times of the time series data. + - `values`: The values of the time series data. + - `units`: The units of the time series data. + - `data`: The time series data. + - `id`: The Path of the time series data. + + +### Paired Data +- **Stored object in Python**: Paired data stored as aa (x, y) where y could be stored as a 2d numpy matrix. +- **Attributes**: The PairedData object has the following attributes: + - `ordinates`: The x values of the paired data + - `values`: y values of the paired data stored as 2d numpy array. + - `labels`: The labels of the paired data. + - `id`: The Path of the paired data. + +### Gridded Data +- **Stored object in Python**: A 2d matrix stored as a numpy 2d object. +- **Attributes**: The GriddedData object has the following attributes: + - `data`: The data of the gridded data object. + - `id`: The Path of the gridded data. ## Installation @@ -48,14 +67,17 @@ from hecdss import DssFile # Open a DSS file file_path = "example.dss" -dss_file = DssFile() -dss_file.open_file(file_path) +dss = DssFile(file_path) # Retrieve and print data -data_path = "/example/data" -data = dss_file.get_data(data_path) +data_path = "/example/data/////" +data = dss.get(data_path) print(data) +dss.values = dss.values * 2 + # Save changes to DSS file -dss_file.save_file() +dss.put(data_path) + +dss.close() diff --git a/pyproject.toml b/pyproject.toml index 89fd769..fbf4136 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,7 +2,7 @@ name = "hec-dss-python" version = "0.1.0" description = "Python wrapper for the HEC-DSS file database C library." -authors = [{ name="Hydrologic Engineering Center", email="hec.dss@usace.army.mil" },] +authors = ["Hydrologic Engineering Center"] license = "MIT" readme = "Readme.md" packages = [{ include = "hecdss", from = "src" }] From 92b061750ae84a317f8217d77426a6220a1c80a4 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 11 Jun 2024 10:54:43 -0700 Subject: [PATCH 052/134] add test for writing time-series data (#32) --- tests/test_basics.py | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/tests/test_basics.py b/tests/test_basics.py index 72135a4..77b84b9 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -101,6 +101,21 @@ def test_paired_data(self): # assert(1,len(pd.labels)) # assert("Flow",pd3.labels[0]) + def write_regular_timeseries(self): + dss = HecDss(self.test_files.get_copy("sample7.dss")) + print("record count = " + str(dss.record_count())) + + t1 = datetime(2005, 1, 1) + t2 = datetime(2005, 1, 4) + tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) # read float + tsc.print_to_console() + + tsc.id="//SACRAMENTO/PRECIP-INC//1Day/OBS-double/" + dss.put(tsc) # write double + tsc = dss.get(tsc.id) + self.assertEquals(4,len(tsc.values)) + dss.close() + if __name__ == "__main__": From 712540cba85b3642f803a7cc8c16f157cb83d4b3 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Mon, 24 Jun 2024 13:30:06 -0700 Subject: [PATCH 053/134] fixing timeseries RecordTypeDict Checking (#35) --- src/hecdss/hecdss.py | 7 ++++++- tests/test_basics.py | 6 +++--- 2 files changed, 9 insertions(+), 4 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index b0da8bd..537d0bd 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -9,6 +9,7 @@ from hecdss.irregular_timeseries import IrregularTimeSeries from hecdss.catalog import Catalog from hecdss.gridded_data import GriddedData +from hecdss.dsspath import DssPath class HecDss: @@ -24,8 +25,12 @@ def get_record_type(self,pathname): if not self._catalog: self._catalog = self.get_catalog() + if pathname in self._catalog.recordTypeDict: + rt = self._catalog.recordTypeDict[pathname] + else: + path = DssPath(pathname, RecordType.Unknown) + rt = self._catalog.recordTypeDict[path.path_without_date().__str__()] - rt = self._catalog.recordTypeDict[pathname] # print(f"hec_dss_recordType for '{pathname}' is {rt}") # TODO do native call. # rt = self._native.hec_dss_recordType(pathname) diff --git a/tests/test_basics.py b/tests/test_basics.py index 77b84b9..e5f0fc5 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -101,7 +101,7 @@ def test_paired_data(self): # assert(1,len(pd.labels)) # assert("Flow",pd3.labels[0]) - def write_regular_timeseries(self): + def test_write_regular_timeseries(self): dss = HecDss(self.test_files.get_copy("sample7.dss")) print("record count = " + str(dss.record_count())) @@ -110,10 +110,10 @@ def write_regular_timeseries(self): tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) # read float tsc.print_to_console() - tsc.id="//SACRAMENTO/PRECIP-INC//1Day/OBS-double/" + tsc.id="//SACRAMENTO/PRECIP-INC/01Jan2005/1Day/OBS-double/" dss.put(tsc) # write double tsc = dss.get(tsc.id) - self.assertEquals(4,len(tsc.values)) + self.assertEqual(4,len(tsc.values)) dss.close() From bb5118519b1575f113aca6ab8993309752d11166 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 24 Jun 2024 14:30:47 -0700 Subject: [PATCH 054/134] update hecdss version (#36) --- src/hecdss/download_hecdss.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index b67c038..bc070d4 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -35,9 +35,12 @@ def download_and_unzip(url, zip_file, destination_dir): else: print(f"Failed to download zip file. Status code: {response.status_code}") +base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" +version = "7-IS-7" destination_dir = Path(__file__).parent.joinpath("lib") -zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-4-win-x86_64/hecdss-7-IS-4-win-x86_64.zip" -download_and_unzip(zip_url, "hecdss-7-IS-4-win-x86_64.zip", destination_dir) -zip_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IS-4-linux-x86_64/hecdss-7-IS-4-linux-x86_64.zip" -download_and_unzip(zip_url, "hecdss-7-IS-4-linux-x86_64.zip", destination_dir) +zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" +download_and_unzip(zip_url, f"hecdss-{version}-win-x86_64.zip", destination_dir) + +zip_url = f"{base_url}{version}-linux-x86_64/hecdss-{version}-linux-x86_64.zip" +download_and_unzip(zip_url, f"hecdss-{version}-linux-x86_64.zip", destination_dir) From b66d4d9fd0cf08857b879cc980dee949a9353dc2 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 26 Jun 2024 07:45:52 -0700 Subject: [PATCH 055/134] add support for Quality flags and update readme (#37) * update pip install command * wip * add support for quality flags --- Readme2.md | 2 +- src/hecdss/hecdss.py | 1 + src/hecdss/native.py | 4 +++- src/hecdss/regular_timeseries.py | 18 +++++++++++++----- tests/test_basics.py | 12 +++++++++++- 5 files changed, 29 insertions(+), 8 deletions(-) diff --git a/Readme2.md b/Readme2.md index aad68d2..a0e084f 100644 --- a/Readme2.md +++ b/Readme2.md @@ -59,7 +59,7 @@ To install `hecdss`, use the following command: ```bash -pip install hecdss +pip install -i https://test.pypi.org/simple/ hecdss ``` ```bash diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 537d0bd..57e05fc 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -281,6 +281,7 @@ def _get_timeseries(self,pathname,startDateTime,endDateTime): times, timeGranularitySeconds[0], julianBaseDate[0] ) ts.values = np.array(values) + ts.quality = quality ts.units = units[0] ts.dataType = dataType[0] ts.id = pathname diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 13951bf..ebf9b8e 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -616,7 +616,7 @@ def hec_dss_tsRetrieve( values:List[float], arraySize:str, numberValuesRead, - quality, + quality:List[int], qualityLength:int, julianBaseDate:int, timeGranularitySeconds:int, @@ -694,6 +694,8 @@ def hec_dss_tsRetrieve( times.extend(list(c_times[: c_numberValuesRead.value])) values.clear() values.extend(list(c_values[: c_numberValuesRead.value])) + quality.clear() + quality.extend(list(c_quality[: c_numberValuesRead.value])) units[0] = c_units.value.decode("utf-8") dataType[0] = c_dataType.value.decode("utf-8") julianBaseDate[0] = c_julianBaseDate.value diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index e9bbf3e..09a9a99 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -2,21 +2,24 @@ from .dateconverter import DateConverter from .dsspath import DssPath -from datetime import datetime, timedelta, time +from datetime import datetime, timedelta class RegularTimeSeries: def __init__(self): self.times = [] self.values = np.empty(0) + self.quality = [] self.units = "" self.dataType = "" self.interval = "" self.startDate = "" self.id = "" - def add_data_point(self, date, value): + def add_data_point(self, date, value, flag=None): self.times.append(date) self.values.append(value) + if flag is not None: + self.quality.append(flag) def get_value_at(self, date): if date in self.times: @@ -38,15 +41,20 @@ def print_to_console(self): print("dsspath='" + self.id + "'") print("units='"+self.units+"'") print("dataType='"+self.dataType+"'") - for time, value in zip(self.times, self.values): - print(f"Time: {time}, Value: {value}") + print("Time,Value,Flag") + if not len(self.quality) > 0: + for time, value in zip(self.times, self.values): + print(f"{time}, {value}") + else: + for time, value, flag in zip(self.times, self.values, self.quality): + print(f"{time}, {value}, {flag}") def _get_interval_interval(self): result = DateConverter.intervalString_to_sec(self.interval) return result def _get_interval_path(self): - if self.id != None: + if self.id is not None: return DateConverter.intervalString_to_sec(DssPath(self.id, type(self)).E) return "empty" diff --git a/tests/test_basics.py b/tests/test_basics.py index e5f0fc5..1f0e839 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -112,10 +112,20 @@ def test_write_regular_timeseries(self): tsc.id="//SACRAMENTO/PRECIP-INC/01Jan2005/1Day/OBS-double/" dss.put(tsc) # write double - tsc = dss.get(tsc.id) + tsc = dss.get(tsc.id,t1,t2) + tsc.print_to_console() self.assertEqual(4,len(tsc.values)) dss.close() + def test_read_regular_timeseries_with_quality(self): + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + print("record count = " + str(dss.record_count())) + t1 = datetime(2021, 9, 15, 7) + t2 = datetime(2021, 10, 4, 7) + tsc = dss.get("/regular-time-series/GAPT/FLOW//6Hour/forecast1/",t1,t2) + tsc.print_to_console() + self.assertEqual(77, len(tsc.values)) + dss.close() if __name__ == "__main__": From 42781ee458829812b7f429d7807f01e75d580038 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 3 Jul 2024 09:17:22 -0700 Subject: [PATCH 056/134] update example (#38) --- examples/rainfall_parser/DssWriter.py | 4 ++-- examples/rainfall_parser/rainfall_sim_parser.py | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/examples/rainfall_parser/DssWriter.py b/examples/rainfall_parser/DssWriter.py index 7a8563c..17b16c2 100644 --- a/examples/rainfall_parser/DssWriter.py +++ b/examples/rainfall_parser/DssWriter.py @@ -1,7 +1,7 @@ from datetime import datetime from hecdss.hecdss import HecDss -from hecdss.hecdss import TimeSeries +from hecdss.hecdss import RegularTimeSeries class DssWriter: @@ -16,7 +16,7 @@ def write_to_dss(self ,df, path): dss = HecDss(self.filename) print("record count = " + str(dss.record_count())) - tsc = TimeSeries() + tsc = RegularTimeSeries() tsc.id = path tsc.values = df[df.columns[0]].values.astype(float) tsc.times = df.index.tolist() diff --git a/examples/rainfall_parser/rainfall_sim_parser.py b/examples/rainfall_parser/rainfall_sim_parser.py index 92e15ab..3e80c57 100644 --- a/examples/rainfall_parser/rainfall_sim_parser.py +++ b/examples/rainfall_parser/rainfall_sim_parser.py @@ -288,7 +288,7 @@ def process_csv(args): 'dss_parameter': 'PRECIP-INC', 'dss_type': 'PER-CUM', 'write_debug_files': False, - 'plot_data': False, + 'plot_data': True, 'series_name': 'Precipitation (mm/hr)', 'units': 'mm/hr', 'dss_units': 'MM', @@ -302,7 +302,7 @@ def process_csv(args): 'dss_parameter': 'FLOW', 'dss_type': 'INST-VAL', 'write_debug_files': False, - 'plot_data': False, + 'plot_data': True, 'series_name': 'Runoff (mm/hr)', 'units': 'mm/hr', 'dss_units': 'CMS', From 490b73e1587906b9e9dfbb2c1fce41b17ded9686 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 1 Aug 2024 14:46:29 -0700 Subject: [PATCH 057/134] Update setup.cfg --- setup.cfg | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/setup.cfg b/setup.cfg index 7cd7c8e..ba2da97 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.10 +version = 0.1.11 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. @@ -23,4 +23,4 @@ include_package_data = True where=src [options.package_data] -* = *.dll \ No newline at end of file +* = *.dll From 99ca9e5da67b2ec6d58cbf8e3a5ffae7afed7e8f Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 1 Aug 2024 16:30:17 -0700 Subject: [PATCH 058/134] Update __init__.py --- src/hecdss/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 63103d0..4b3659f 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -17,3 +17,4 @@ from hecdss.catalog import Catalog from hecdss.hecdss import HecDss from hecdss.dsspath import DssPath +from hecdss.regular_timeseries import RegularTimeSeries From d124afe2595e33644c86f1a8c71ced0a52ebbcd4 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 1 Aug 2024 16:31:03 -0700 Subject: [PATCH 059/134] Update setup.cfg From 48df00687a4705cbe09f0b9c8daf032b624cc8d6 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 1 Aug 2024 16:32:05 -0700 Subject: [PATCH 060/134] Update setup.cfg --- setup.cfg | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.cfg b/setup.cfg index ba2da97..6a6c9c4 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.11 +version = 0.1.12 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. From 51cc153b3087dc9670a651d6744e3faeb56c1a6d Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 5 Aug 2024 14:16:03 -0700 Subject: [PATCH 061/134] rename file_manager (it is not a test) check for missing values and return as Nan refactor - only define the test data directory in oneplace support RecordType.Text in catalog update github action to run more tests --- .github/workflows/publish-to-test-pypi.yml | 2 +- missing_data.dss | Bin 0 -> 126192 bytes setup.cfg | 2 +- src/hecdss/catalog.py | 13 ++---- src/hecdss/hecdss.py | 7 +++- tests/data/TestAlt1-dss-v7.dss | Bin 0 -> 131248 bytes .../{test_file_manager.py => file_manager.py} | 10 +++-- tests/test_basics.py | 38 +++++++++++------- tests/test_gridded_data.py | 25 ++++++------ tests/test_paired_data.py | 14 +++---- tests/test_regular_timeseries.py | 14 +++---- tests/test_text.py | 35 ++++++++++++++++ tests/workshop.py | 29 ++++++------- 13 files changed, 111 insertions(+), 78 deletions(-) create mode 100644 missing_data.dss create mode 100644 tests/data/TestAlt1-dss-v7.dss rename tests/{test_file_manager.py => file_manager.py} (81%) create mode 100644 tests/test_text.py diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 0373644..dfdca76 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -99,7 +99,7 @@ jobs: run: pip install numpy - name: Run tests - run: pytest tests/test_paired_data.py + run: pytest tests/test_basics.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_text.py # The development distribution is a snapshot of the package and is deployed each time # changes are merged into the main branch. diff --git a/missing_data.dss b/missing_data.dss new file mode 100644 index 0000000000000000000000000000000000000000..8d4798c5da821386ac7069a54a6fdcad9211f48b GIT binary patch literal 126192 zcmeIuJq`gu7zW@K+(4rfp;W7M8U>9`EpZLWoAA5|KsVUtXD6@jN6^qguIj{Rh^r48owjZ4cBZ!ZbR-vz8mc{FRFU?ymJHy5FkK+ z009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBly zK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF z5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk z1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs z0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZ zfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&U zAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C7 z2oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N z0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+ z009C72oNAZfB*pk1PBlyK!5-N0t5&UAV7cs0RjXF5FkK+009C72oNAZfB*pk1PBly eK!5-N0t5&UAV7cs0RjXF5FqfM08&jZ40=67D@_bRgk3w2x%PKNk~GorE%h^@yd0AJvE{dhutKKDzRyk zwg(PK)fS{^8`M+PElPwU^?(qkthgX9$p(}naYe9jLP%)aNJtP6g^KQ*%=^{OGZWjX zrADK#CFjj==I1x_K6&xa8IR>-iCiwAZo|$Gb?XYJvQGO)=SR_PPj69B#bWnZbBCK-dwhk{Yq;-K>Cw* zORt-8dmP3C=0ffYX=QW0Ea-Mc@9^3mj14+W8LJ;MVhP2gL9g%{$1Zt*(aN}t)we@) z`+c{!RJX9v$5pqNK;TjRfKlC^)$L{7R@!Vm_uDP!R%t$YcUPeP`cK_kxx$u7nb)!_8H3%SpfWHI| zHTQqr_REcPQa@5^ctLgF_nbS<^5?H|{qb}>TR3|a&Z)Cm{dQ^~Lp|}=Twyc_Ab>!z zK-YUWW+pzWOGy3bQyZQ0SIM&VBb6CEYKPqFk<6>NJ_;p-!ck1jG6D!7;7fsvJ4Txh zY~6oY>PN2{rE~sj+^8RcS@Zq#)%xLd94|Ln@o4R1>Q zNT@{T|Btt-sULRgh?P*6V^KrAm|2ei0tom{;N-*m>L*?}wO8s#w;G{y{qADf`jO1W z6Hdk8?GE2f3I>D#0ti$f(E9x+-}MZQPD=f7F1vEhUtKR-KUU9QCG+~yE3Uz+0Gkv9 z5J1330zIQmZ_IUmux!?kJ%`*u%Jo;J?|;bW2P?V$iq8@HXv#1Y1Q0-ARiOQ`&!^`f zpKq1=(W%xt=dTWytsfO#e?{S7o*{q$0zMV^_Sz%I-hOr0WvL$>YMf5}7^$p&thxTm zxeUvS7k%u5>fzH_!>|xQ0D(Z@r^)=v)a2rz)DP!v59j@lscPy+(e+o(WmutjCJ}Ph z6+Q<-C1J85fB*tM6IixKetl=@?1Iz}=j+wCsr&n7>&H6RUr{Z5HcJ=|0tg^bD)8>h zv+c{@j5kRAh^Z9k{MDCb>qoikuP7p=+N?nU0R#|0009ILKmY**5I_I{1Q0*~0R#|0 z009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{ z1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009ILKmY**5I_I{1Q0*~0R#|0009IL zKmY**5J2G01nxQa+b!oN-$VF}?rv^j+xbhw9kCX*;hv&h?44;Gx}erQZ}o>0xm^Ct zNYTck#pf@&d9rHZpt~gd`HzleyH_mxUNrK}Sn{MluQn2SQGHW;wtpZqI53d5(pEka ziKH^Nm9(xSF1;oueT(#P|I zk#EM5r_()~%G|=y1Gbg3<7qn<{{8Qv?9zJ(dfpsh&s(4A{;clrN2}%P_|4`|Yvumv zb8g2nU;m_I0rHBs=!AVnz8OoN^yk$^A~`#o$|RHdn3|~Wa$%m9_uip94%#E9PUlWf z93LBXrfI~SZ9?vKl^lE*Lyc+CO)c5)XH_ta6Mr-dBx&2ZseP> z59yAB*}skrpZI%f z?Bp3K<3VSWmuJst(;IW0A1v3(v&ZoKv*F_v%ltZMgssuYtX{$cvZC3 z>mk#xQ}3w#vCpUHAD?fnmEYeCzahiJE0*WG5hLG>B~P5Z+6wD+3Eb+7M%AfPSAtTY z)uQRwp?Cc4wMUM<{pzmEwetI?;dkEf@QP(#O&R%SEO}mTvVKin(e>GBta#DO#}d6j zK%Osxrzg&g?2JZDH+h==X)?buHMuyrQ8)SjT#k3naQnC6;1$b!df&)5W66{Kd9`cY zit4dbmP7GOBIK+qyk0C3d_Z>`jCTL!%vf8rtvwX$P_GkB#}=KpY>)i<&eGY1S~-4U zIR4jg@rq?$eQD&IvE+IA$@+EcaEV$VVAS7|c^A_izx(oR`|>yA4Yl$L^tv5O{jJln z-d(^emcNrNM!p$Kp7iI{mao6RgQhwwS9b&Yyjgv-yXVDLxBc)bw|zxV#IN-BsffG2 sBkZ=XH@WRi9jBjmHUIzs literal 0 HcmV?d00001 diff --git a/tests/test_file_manager.py b/tests/file_manager.py similarity index 81% rename from tests/test_file_manager.py rename to tests/file_manager.py index 08ce58d..083836c 100644 --- a/tests/test_file_manager.py +++ b/tests/file_manager.py @@ -3,17 +3,19 @@ import os import uuid -class TestFileManager: +class FileManager: """ - This TestFileManager is used to create uniquely named copies of test input files + This FileManager is used to create uniquely named copies of test input files in a unique temporary directory. This ensures that file operations in tests do not interfere with the original files and provides a clean, isolated environment for each test. """ - def __init__(self, test_data_dir): - self.test_data_dir = test_data_dir + def __init__(self): + d = os.path.dirname(__file__) + d = os.path.join(d, "data") + self.test_data_dir = d self.temp_dir = tempfile.mkdtemp() def get_copy(self, filename): diff --git a/tests/test_basics.py b/tests/test_basics.py index 1f0e839..ce293e7 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -1,25 +1,24 @@ """Pytest module.""" import unittest +import os import sys -from test_file_manager import TestFileManager -sys.path.append(r'src') -import copy +sys.path.append(r'src') +sys.path.append(os.path.dirname(__file__)) +from file_manager import FileManager from hecdss import Catalog, HecDss from datetime import datetime -TEST_DIR="tests/data/" class TestBasics(unittest.TestCase): def setUp(self) -> None: - self.test_files = TestFileManager(TEST_DIR) - + self.test_files = FileManager() + def tearDown(self) -> None: self.test_files.cleanup() - def test_issue9(self): dss = HecDss(self.test_files.get_copy("sample7.dss")) pathnames = [ @@ -36,7 +35,6 @@ def test_issue9(self): # assert len(tsc.values) > 1 dss.close() - def test_basic(self): dss = HecDss(self.test_files.get_copy("sample7.dss")) print("record count = " + str(dss.record_count())) @@ -60,7 +58,7 @@ def test_catalog(self): dss = HecDss(self.test_files.get_copy("sample7.dss")) catalog = dss.get_catalog() for ds in catalog: - print(ds.recType,ds) + print(ds.recType, ds) dss.close() @@ -79,8 +77,7 @@ def test_new_catalog(self): def test_grid(self): dss = HecDss(self.test_files.get_copy("grid-example.dss")) - dss.close() - + dss.close() def test_paired_data(self): """ @@ -110,19 +107,30 @@ def test_write_regular_timeseries(self): tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) # read float tsc.print_to_console() - tsc.id="//SACRAMENTO/PRECIP-INC/01Jan2005/1Day/OBS-double/" + tsc.id = "//SACRAMENTO/PRECIP-INC/01Jan2005/1Day/OBS-double/" dss.put(tsc) # write double - tsc = dss.get(tsc.id,t1,t2) + tsc = dss.get(tsc.id, t1, t2) tsc.print_to_console() - self.assertEqual(4,len(tsc.values)) + self.assertEqual(4, len(tsc.values)) dss.close() + def test_missing_values(self): + dss = HecDss(self.test_files.get_copy("missing_data.dss")) + print("record count = " + str(dss.record_count())) + tsc = dss.get("/CUMBERLAND RIVER/CUMBERLAND FALLS/FLOW//30Minute/MISSING/", datetime(2020, 1, 3, 11, 0), + datetime(2020, 1, 13, 0, 0)) + tsc.print_to_console() + + # values = ts.values + # MISSING = -3.4028234663852886e+38 + # tolerance = 100000 + # values = [None if abs(x - MISSING) < tolerance else x for x in values] def test_read_regular_timeseries_with_quality(self): dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) print("record count = " + str(dss.record_count())) t1 = datetime(2021, 9, 15, 7) t2 = datetime(2021, 10, 4, 7) - tsc = dss.get("/regular-time-series/GAPT/FLOW//6Hour/forecast1/",t1,t2) + tsc = dss.get("/regular-time-series/GAPT/FLOW//6Hour/forecast1/", t1, t2) tsc.print_to_console() self.assertEqual(77, len(tsc.values)) dss.close() diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index a652ea6..6a70d9e 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -2,28 +2,24 @@ import unittest import sys - +import os import numpy as np -from test_file_manager import TestFileManager sys.path.append(r'src') -import copy -from hecdss.paired_data import PairedData +sys.path.append(os.path.dirname(__file__)) +from file_manager import FileManager from hecdss.gridded_data import GriddedData -from hecdss import Catalog, HecDss -from datetime import datetime +from hecdss import HecDss -TEST_DIR = "tests/data/" class TestGriddedData(unittest.TestCase): def setUp(self) -> None: - self.test_files = TestFileManager(TEST_DIR) - + self.test_files = FileManager() + def tearDown(self) -> None: self.test_files.cleanup() - def test_gridded_data_read(self): """ read record from disk @@ -49,7 +45,7 @@ def test_gridded_data_create(self): """ Generates a PairedData object """ - data = [[j+(50*i) for j in range(50)] for i in range(50)] + data = [[j + (50 * i) for j in range(50)] for i in range(50)] gd = GriddedData.create(data=data) assert (np.array_equal(gd.data, np.array(data))), f"gd.data should be {np.array(data)}. is {gd.data}" assert (gd.numberOfCellsX == 50), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" @@ -73,6 +69,7 @@ def test_gridded_data_create_store(self): dss.close() assert (status == 0), f"status should be 0. is {status}" + def test_gridded_data_read_store_read(self): """ Generates a PairedData object then stores data on disk @@ -90,8 +87,10 @@ def test_gridded_data_read_store_read(self): gd2 = dss.get(path) - assert (np.array_equal(gd.data, gd2.data)), f"gd.data contents is not equal to that of gd2.data. gd is {gd.data} and gd2 is {gd2.data}" - assert (gd.dataUnits == gd2.dataUnits), f"gd2.dataUnits is not equal to {gd.dataUnits}. gd2.dataUnits is {gd2.dataUnits}" + assert (np.array_equal(gd.data, + gd2.data)), f"gd.data contents is not equal to that of gd2.data. gd is {gd.data} and gd2 is {gd2.data}" + assert ( + gd.dataUnits == gd2.dataUnits), f"gd2.dataUnits is not equal to {gd.dataUnits}. gd2.dataUnits is {gd2.dataUnits}" dss.close() diff --git a/tests/test_paired_data.py b/tests/test_paired_data.py index 9f35b1f..ed98a2c 100644 --- a/tests/test_paired_data.py +++ b/tests/test_paired_data.py @@ -2,26 +2,26 @@ import unittest import sys - +import os import numpy as np -from test_file_manager import TestFileManager sys.path.append(r'src') +sys.path.append(os.path.dirname(__file__)) + +from file_manager import FileManager import copy from hecdss.paired_data import PairedData -from hecdss import Catalog, HecDss -from datetime import datetime +from hecdss import HecDss -TEST_DIR="tests/data/" # update MODIFIED_TEST_DIR to be the path the folder containing dss files # "sample7.dss" and "R703F3-PF_v7.dss" which are modified within these tests -MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" +# MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" class TestPairedData(unittest.TestCase): def setUp(self) -> None: - self.test_files = TestFileManager(TEST_DIR) + self.test_files = FileManager() def tearDown(self) -> None: self.test_files.cleanup() diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index a3bb592..04ec943 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -2,24 +2,20 @@ import unittest import sys +import os -import numpy as np -from test_file_manager import TestFileManager sys.path.append(r'src') -import copy -from hecdss.paired_data import PairedData -from hecdss.gridded_data import GriddedData +sys.path.append(os.path.dirname(__file__)) + +from file_manager import FileManager from hecdss.regular_timeseries import RegularTimeSeries -from hecdss import Catalog, HecDss from datetime import datetime, timedelta -TEST_DIR = "tests/data/" - class TestGriddedData(unittest.TestCase): def setUp(self) -> None: - self.test_files = TestFileManager(TEST_DIR) + self.test_files = FileManager() def tearDown(self) -> None: self.test_files.cleanup() diff --git a/tests/test_text.py b/tests/test_text.py new file mode 100644 index 0000000..9c3734d --- /dev/null +++ b/tests/test_text.py @@ -0,0 +1,35 @@ +"""Pytest module.""" + +import unittest +import sys +import os + +from hecdss.record_type import RecordType + +sys.path.append(r'src') +sys.path.append(os.path.dirname(__file__)) + +from file_manager import FileManager +from hecdss import Catalog, HecDss + + +class TestText(unittest.TestCase): + + def setUp(self) -> None: + self.test_files = FileManager() + + def tearDown(self) -> None: + self.test_files.cleanup() + + def test_ressim_global_variables(self): + dss = HecDss(self.test_files.get_copy("TestAlt1-dss-v7.dss")) + + catalog = dss.get_catalog() + for ds in catalog: + print(ds.recType, ds) + self.assertEqual(RecordType.Text, ds.recType) + dss.close() + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/workshop.py b/tests/workshop.py index b18d6f5..1aeceb4 100644 --- a/tests/workshop.py +++ b/tests/workshop.py @@ -1,38 +1,34 @@ """Pytest module.""" -import unittest import sys -from test_file_manager import TestFileManager +import os sys.path.append(r'src') -import copy +sys.path.append(os.path.dirname(__file__)) -from hecdss import Catalog, HecDss -from datetime import datetime +from file_manager import FileManager +import copy +from hecdss import HecDss def test_record_type(): print("--------------------- test_record_type --------------") - dss = HecDss(r"c:\tmp\sample7.dss") + fm = FileManager() + dss = HecDss(fm.get_copy("sample7.dss")) catalog = dss.get_catalog() path = "/FISHKILL CREEK/BEACON NY/FREQ-FLOW///USGS/" pd = dss.get(path) print(pd.values) - pd.labels = ['Flow'] - print(pd.labels) pd2 = copy.deepcopy(pd) pd2.id ="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" pd2.labels = ['Flow2'] pd2.units_independent = "data" - print(pd2.labels) - status = dss.put(pd2) # save - print(status) path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" @@ -44,11 +40,10 @@ def test_record_type(): # assert(1,len(pd.labels)) # assert("Flow",pd3.labels[0]) - #entry =catalog.items[0] - #print(entry) - #rt = dss.get_record_type(str(entry)) - #print(f"record type = {rt}") - -test_record_type() + entry =catalog.items[0] + print(entry) + rt = dss.get_record_type(str(entry)) + print(f"record type = {rt}") +test_record_type() From 111b38bf51855b2114a1b2c8096f48b4f83e8171 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 5 Aug 2024 14:21:18 -0700 Subject: [PATCH 062/134] add missing_data.dss --- tests/data/missing_data.dss | Bin 0 -> 137960 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 tests/data/missing_data.dss diff --git a/tests/data/missing_data.dss b/tests/data/missing_data.dss new file 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changed, 244 insertions(+), 146 deletions(-) create mode 100644 src/hecdss/array_container.py create mode 100644 tests/test_array.py diff --git a/src/hecdss/array_container.py b/src/hecdss/array_container.py new file mode 100644 index 0000000..03b14d5 --- /dev/null +++ b/src/hecdss/array_container.py @@ -0,0 +1,27 @@ +import numpy as np +from typing import List + + +class ArrayContainer: + + def __init__(self): + self.id = None + self.values = None + + @staticmethod + def create_int_array(values: List[int], path=None): + a = ArrayContainer() + a.id = path + a.values = np.array(values, dtype=np.int) + + @staticmethod + def create_float_array(values: List[float], path=None): + a = ArrayContainer() + a.id = path + a.values = np.array(values, dtype=np.float32) + +@staticmethod + def create_double_array(values: List[float], path=None): + a = ArrayContainer() + a.id = path + a.values = np.array(values, dtype=np.float64) \ No newline at end of file diff --git a/src/hecdss/native.py b/src/hecdss/native.py index ebf9b8e..9b6ec9e 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -1,5 +1,5 @@ import ctypes -from ctypes import c_float, c_double, c_char_p, c_int, c_void_p,POINTER +from ctypes import c_float, c_double, c_char_p, c_int, c_void_p, POINTER from ctypes import c_int32 from ctypes import byref, create_string_buffer from ctypes.util import find_library @@ -9,6 +9,7 @@ import sys from typing import List + class _Native: """Wrapper for Native method calls to hecdss.dll or libhecdss.so""" @@ -57,7 +58,7 @@ def hec_dss_record_count(self): return f(self.handle) # set a integer setting by name - def __hec_dss_set_value(self, name:str, value:int): + def __hec_dss_set_value(self, name: str, value: int): f = self.dll.hec_dss_set_value f.argtypes = [c_char_p, c_int] f.restype = c_int @@ -66,13 +67,13 @@ def __hec_dss_set_value(self, name:str, value:int): # set debug level (0-15) # 0 - no output # 15 - max output - def hec_dss_set_debug_level(self, value:int): + def hec_dss_set_debug_level(self, value: int): self.__hec_dss_set_value("mlvl", value) def hec_dss_export_to_file( - self, path:str, outputFile:str, startDate:str, startTime:str, endDate:str, endTime:str + self, path: str, outputFile: str, startDate: str, startTime: str, endDate: str, endTime: str ): - f=self.dll.hec_dss_export_to_file + f = self.dll.hec_dss_export_to_file f.argtypes = [ c_void_p(), # dss c_char_p, # path @@ -153,27 +154,27 @@ def hec_dss_gridRetrieve(self, pathname: str, data: List[float], dataLength: int = 0, dataUnitsLength: int = 40, dataSourceLength: int = 40, srsNameLength: int = 40, srsDefinitionLength: int = 600, - timeZoneIDLength: int = 40, rangeTablesLength: int = 0,): + timeZoneIDLength: int = 40, rangeTablesLength: int = 0, ): self.dll.hec_dss_gridRetrieve.argtypes = [c_void_p, c_char_p, c_int, - POINTER(c_int), POINTER(c_int), - POINTER(c_int), POINTER(c_int), - POINTER(c_int), POINTER(c_int), - POINTER(c_int), POINTER(c_int), - POINTER(c_int), POINTER(c_int), - POINTER(c_int), - c_char_p, c_int, - c_char_p, c_int, - c_char_p, c_int, - c_char_p, c_int, - c_char_p, c_int, - POINTER(c_float), POINTER(c_float), - POINTER(c_float), POINTER(c_float), - POINTER(c_float), POINTER(c_float), - POINTER(c_float), - POINTER(c_float), c_int, - POINTER(c_int), - POINTER(c_float), c_int] + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), POINTER(c_int), + POINTER(c_int), + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + POINTER(c_float), POINTER(c_float), + POINTER(c_float), POINTER(c_float), + POINTER(c_float), POINTER(c_float), + POINTER(c_float), + POINTER(c_float), c_int, + POINTER(c_int), + POINTER(c_float), c_int] self.dll.hec_dss_gridRetrieve.restype = c_int @@ -213,24 +214,24 @@ def hec_dss_gridRetrieve(self, pathname: str, c_data = (c_float * 0)() result = self.dll.hec_dss_gridRetrieve(self.handle, pathname.encode("utf-8"), False, - ctypes.byref(type_pointer), ctypes.byref(dataType_pointer), - c_lowerLeftCellX, c_lowerLeftCellY, - c_numberOfCellsX, c_numberOfCellsY, - c_numberOfRanges, c_srsDefinitionType, - ctypes.byref(c_timeZoneRawOffset), c_isInterval, - c_isTimeStamped, - c_dataUnits, dataUnitsLength, - c_dataSource, dataSourceLength, - c_srsName, srsNameLength, - c_srsDefinition, srsDefinitionLength, - c_timeZoneID, timeZoneIDLength, - ctypes.byref(c_cellSize), ctypes.byref(c_xCoordOfGridCellZero), - ctypes.byref(c_yCoordOfGridCellZero), ctypes.byref(c_nullValue), - ctypes.byref(c_maxDataValue), ctypes.byref(c_minDataValue), - ctypes.byref(c_meanDataValue), - c_rangeLimitTable, rangeTablesLength, - c_numberEqualOrExceedingRangeLimit, - c_data, dataLength) + ctypes.byref(type_pointer), ctypes.byref(dataType_pointer), + c_lowerLeftCellX, c_lowerLeftCellY, + c_numberOfCellsX, c_numberOfCellsY, + c_numberOfRanges, c_srsDefinitionType, + ctypes.byref(c_timeZoneRawOffset), c_isInterval, + c_isTimeStamped, + c_dataUnits, dataUnitsLength, + c_dataSource, dataSourceLength, + c_srsName, srsNameLength, + c_srsDefinition, srsDefinitionLength, + c_timeZoneID, timeZoneIDLength, + ctypes.byref(c_cellSize), ctypes.byref(c_xCoordOfGridCellZero), + ctypes.byref(c_yCoordOfGridCellZero), ctypes.byref(c_nullValue), + ctypes.byref(c_maxDataValue), ctypes.byref(c_minDataValue), + ctypes.byref(c_meanDataValue), + c_rangeLimitTable, rangeTablesLength, + c_numberEqualOrExceedingRangeLimit, + c_data, dataLength) if result != 0: print("boolRetriveData False, Function call failed with result:", result) return result @@ -369,36 +370,37 @@ def hec_dss_gridStore( c_meanDataValue = c_float(gd.meanDataValue) c_rangeLimitTable = (c_float * len(gd.rangeLimitTable))(*gd.rangeLimitTable) - c_numberEqualOrExceedingRangeLimit = (c_int * len(gd.numberEqualOrExceedingRangeLimit))(*gd.numberEqualOrExceedingRangeLimit) + c_numberEqualOrExceedingRangeLimit = (c_int * len(gd.numberEqualOrExceedingRangeLimit))( + *gd.numberEqualOrExceedingRangeLimit) flat_list = gd.data.flatten() c_data = (c_float * len(flat_list))(*flat_list) return self.dll.hec_dss_gridStore(self.handle, c_pathname, c_gridType, c_dataType, - c_lowerLeftCellX, c_lowerLeftCellY, - c_numberOfCellsX, c_numberOfCellsY, - c_numberOfRanges, c_srsDefinitionType, - c_timeZoneRawOffset, c_isInterval, - c_isTimeStamped, - c_dataUnits, c_dataSource, - c_srsName, c_srsDefinition, c_timeZoneID, - c_cellSize, c_xCoordOfGridCellZero, - c_yCoordOfGridCellZero, c_nullValue, - c_maxDataValue, c_minDataValue, c_meanDataValue, - c_rangeLimitTable, c_numberEqualOrExceedingRangeLimit, c_data) + c_lowerLeftCellX, c_lowerLeftCellY, + c_numberOfCellsX, c_numberOfCellsY, + c_numberOfRanges, c_srsDefinitionType, + c_timeZoneRawOffset, c_isInterval, + c_isTimeStamped, + c_dataUnits, c_dataSource, + c_srsName, c_srsDefinition, c_timeZoneID, + c_cellSize, c_xCoordOfGridCellZero, + c_yCoordOfGridCellZero, c_nullValue, + c_maxDataValue, c_minDataValue, c_meanDataValue, + c_rangeLimitTable, c_numberEqualOrExceedingRangeLimit, c_data) def hec_dss_pdRetrieveInfo(self, pathname, - numberOrdinates:List[int], numberCurves:List[int], - unitsIndependent:List[str], - unitsDependent:List[str], - typeIndependent:List[str], - typeDependent:List[str], + numberOrdinates: List[int], numberCurves: List[int], + unitsIndependent: List[str], + unitsDependent: List[str], + typeIndependent: List[str], + typeDependent: List[str], labelsLength): self.dll.hec_dss_pdRetrieveInfo.argtypes = [c_void_p, c_char_p, - POINTER(c_int), POINTER(c_int), - c_char_p, c_int, - c_char_p, c_int, - c_char_p, c_int, - c_char_p] + POINTER(c_int), POINTER(c_int), + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p] self.dll.hec_dss_pdRetrieveInfo.restype = c_int numberOrdinates_val = c_int() @@ -408,9 +410,9 @@ def hec_dss_pdRetrieveInfo(self, pathname, buff_size = 40 c_unitsIndependent = create_string_buffer(buff_size) c_string_length = c_int(buff_size) - c_unitsDependent= create_string_buffer(buff_size) - c_typeIndependent= create_string_buffer(buff_size) - c_typeDependent= create_string_buffer(buff_size) + c_unitsDependent = create_string_buffer(buff_size) + c_typeIndependent = create_string_buffer(buff_size) + c_typeDependent = create_string_buffer(buff_size) result = self.dll.hec_dss_pdRetrieveInfo( self.handle, @@ -442,30 +444,30 @@ def hec_dss_pdRetrieveInfo(self, pathname, return result - def hec_dss_pdRetrieve(self, pathname:str, - doubleOrdinates:List[float], doubleOrdinatesLength:int, - doubleValues:List[float], doubleValuesLength:int, - numberOrdinates:List[int], numberCurves:List[int], - unitsIndependent:List[str], unitsIndependentLength:int, - typeIndependent:List[str],typeIndependentLength:int, - unitsDependent:List[str], unitsDependentLength:int, - typeDependent:List[str], typeDependentLength:int, - labels:List[str], labelsLength:int): + def hec_dss_pdRetrieve(self, pathname: str, + doubleOrdinates: List[float], doubleOrdinatesLength: int, + doubleValues: List[float], doubleValuesLength: int, + numberOrdinates: List[int], numberCurves: List[int], + unitsIndependent: List[str], unitsIndependentLength: int, + typeIndependent: List[str], typeIndependentLength: int, + unitsDependent: List[str], unitsDependentLength: int, + typeDependent: List[str], typeDependentLength: int, + labels: List[str], labelsLength: int): self.dll.hec_dss_pdRetrieve.argtypes = [c_void_p, c_char_p, - POINTER(c_double), c_int, - POINTER(c_double), c_int, - POINTER(c_int), POINTER(c_int), - c_char_p, c_int, - c_char_p, c_int, - c_char_p, c_int, - c_char_p, c_int, - c_char_p, c_int] + POINTER(c_double), c_int, + POINTER(c_double), c_int, + POINTER(c_int), POINTER(c_int), + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int, + c_char_p, c_int] self.dll.hec_dss_pdRetrieve.restype = c_int - c_doubleOrdinates = ( c_double * doubleOrdinatesLength)() - c_doubleValues = ( c_double * doubleValuesLength)() + c_doubleOrdinates = (c_double * doubleOrdinatesLength)() + c_doubleValues = (c_double * doubleValuesLength)() c_numberOrdinates = c_int() c_numberCurves = c_int() @@ -476,16 +478,16 @@ def hec_dss_pdRetrieve(self, pathname:str, c_typeDependent = create_string_buffer(typeDependentLength) result = self.dll.hec_dss_pdRetrieve(self.handle, - pathname.encode("utf-8"), - c_doubleOrdinates, doubleOrdinatesLength, - c_doubleValues, doubleValuesLength, - ctypes.byref(c_numberOrdinates), - ctypes.byref(c_numberCurves), - c_unitsIndependent, unitsIndependentLength, - c_typeIndependent, typeIndependentLength, - c_unitsDependent, unitsDependentLength, - c_typeDependent, typeDependentLength, - c_labels, labelsLength) + pathname.encode("utf-8"), + c_doubleOrdinates, doubleOrdinatesLength, + c_doubleValues, doubleValuesLength, + ctypes.byref(c_numberOrdinates), + ctypes.byref(c_numberCurves), + c_unitsIndependent, unitsIndependentLength, + c_typeIndependent, typeIndependentLength, + c_unitsDependent, unitsDependentLength, + c_typeDependent, typeDependentLength, + c_labels, labelsLength) if result == 0: unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') @@ -527,7 +529,6 @@ def hec_dss_pdStore( c_int, # labelsLength (int) ] - c_pathname = c_char_p(pd.id.encode("utf-8")) c_Ordinates = (c_double * len(pd.ordinates))(*pd.ordinates) c_OrdinatesLength = len(pd.ordinates) @@ -562,14 +563,14 @@ def hec_dss_pdStore( ) def hec_dss_tsGetSizes( - self, - pathname, - startDate, - startTime, - endDate, - endTime, - numberValues, - qualityElementSize, + self, + pathname, + startDate, + startTime, + endDate, + endTime, + numberValues, + qualityElementSize, ): self.dll.hec_dss_tsGetSizes.argtypes = [ c_void_p(), # dss @@ -593,8 +594,8 @@ def hec_dss_tsGetSizes( startTime.encode("utf-8"), endDate.encode("utf-8"), endTime.encode("utf-8"), - ctypes.byref(nv), - ctypes.byref(qes), + byref(nv), + byref(qes), ) if result == 0: @@ -606,24 +607,24 @@ def hec_dss_tsGetSizes( return result def hec_dss_tsRetrieve( - self, - pathname:str, - startDate:str, - startTime:str, - endDate:str, - endTime:str, - times:List[int], - values:List[float], - arraySize:str, - numberValuesRead, - quality:List[int], - qualityLength:int, - julianBaseDate:int, - timeGranularitySeconds:int, - units:List[str], - unitsLength:int, - dataType:List[str], - typeLength:int, + self, + pathname: str, + startDate: str, + startTime: str, + endDate: str, + endTime: str, + times: List[int], + values: List[float], + arraySize: str, + numberValuesRead, + quality: List[int], + qualityLength: int, + julianBaseDate: int, + timeGranularitySeconds: int, + units: List[str], + unitsLength: int, + dataType: List[str], + typeLength: int, ): f = self.dll.hec_dss_tsRetrieve @@ -704,15 +705,15 @@ def hec_dss_tsRetrieve( return rval def hec_dss_tsStoreRegular( - self, - pathname, - startDate, - startTime, - valueArray, - qualityArray, - saveAsFloat, - units, - dataType, + self, + pathname, + startDate, + startTime, + valueArray, + qualityArray, + saveAsFloat, + units, + dataType, ): self.dll.hec_dss_tsStoreRegular.restype = c_int @@ -755,16 +756,16 @@ def hec_dss_tsStoreRegular( ) def hec_dss_tsStoreIrregular( - self, - pathname, - startDateBase, - times, - timeGranularitySeconds, - valueArray, - qualityArray, - saveAsFloat, - units, - dataType, + self, + pathname, + startDateBase, + times, + timeGranularitySeconds, + valueArray, + qualityArray, + saveAsFloat, + units, + dataType, ): self.dll.hec_dss_tsStoreIregular.restype = c_int @@ -813,11 +814,52 @@ def hec_dss_recordType(self, pathname): f.argtypes = [ c_void_p, c_char_p - ] + ] f.restype = c_int c_str = c_char_p(pathname.encode("utf-8")) - return f(self.handle,c_str) + return f(self.handle, c_str) + + def hec_dss_arrayRetrieveInfo(self, pathname: str, intValuesRead: List[int], floatValuesRead: List[int], + doubleValuesRead: List[int]): + f = self.dll.hec_dss_arrayRetrieveInfo + f.argtypes = [ + c_void_p(), # dss_file* dss + c_char_p, # const char* pathname + POINTER(c_int), # int* intValuesRead + POINTER(c_int), # int* floatValuesRead + POINTER(c_int) # int* doubleValuesRead + ] + f.restype = c_int + + c_intValuesRead = c_int() + c_floatValuesRead = c_int() + c_doubleValuesRead = c_int() + result = f(self.handle, pathname.encode("utf-8"), byref(c_intValuesRead), byref(c_floatValuesRead), + byref(c_doubleValuesRead)) + intValuesRead[0] = c_intValuesRead.value + floatValuesRead[0] = c_floatValuesRead.value + doubleValuesRead[0] = c_doubleValuesRead.value + return result + def hec_dss_arrayStore(self, pathname: str, intValues: List[int], floatValues: List[float], + doubleValues: List[float]): + f = self.dll.hec_dss_arrayStore + f.argtypes = [ + POINTER(c_void_p), # dss_file* dss + c_char_p, # const char* pathname + POINTER(c_int), # int* intValues + c_int, # const int intValuesLength + POINTER(c_float), # float* floatValues + c_int, # const int floatValuesLength + POINTER(c_double), # double* doubleValues + c_int # const int doubleValuesLength + ] + c_intValues = (c_int32 * len(intValues))(*intValues) + c_floatValues = (c_int32 * len(floatValues))(*floatValues) + c_doubleValues = (c_int32 * len(doubleValues))(*doubleValues) + return f(self.handle, pathname, c_intValues, len(intValues), + c_floatValues, len(floatValues), + c_doubleValues, len(doubleValues)) diff --git a/tests/test_array.py b/tests/test_array.py new file mode 100644 index 0000000..e8f9349 --- /dev/null +++ b/tests/test_array.py @@ -0,0 +1,29 @@ +"""Pytest module.""" + +import unittest +import os +import sys + +sys.path.append(r'src') +sys.path.append(os.path.dirname(__file__)) +from file_manager import FileManager +from hecdss import Catalog, HecDss +from datetime import datetime + + +class TestArray(unittest.TestCase): + + def setUp(self) -> None: + self.test_files = FileManager() + + def tearDown(self) -> None: + self.test_files.cleanup() + + def test_arrays(self): + dss = HecDss("dss_array.dss") + + dss.put() + + +if __name__ == "__main__": + unittest.main() From 2319287d2165f994f6c04ecbcd3b8ac243d7162d Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 6 Aug 2024 16:36:07 -0700 Subject: [PATCH 064/134] some functionality of DSS arrays --- src/hecdss/__init__.py | 2 + src/hecdss/array_container.py | 7 +++- src/hecdss/catalog.py | 3 +- src/hecdss/hecdss.py | 74 +++++++++++++++++++++++++++-------- src/hecdss/native.py | 34 ++++++++++++++-- src/hecdss/record_type.py | 5 ++- tests/test_array.py | 16 +++++--- 7 files changed, 111 insertions(+), 30 deletions(-) diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 4b3659f..48cd97b 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -18,3 +18,5 @@ from hecdss.hecdss import HecDss from hecdss.dsspath import DssPath from hecdss.regular_timeseries import RegularTimeSeries +from hecdss.array_container import ArrayContainer + diff --git a/src/hecdss/array_container.py b/src/hecdss/array_container.py index 03b14d5..5dc794e 100644 --- a/src/hecdss/array_container.py +++ b/src/hecdss/array_container.py @@ -13,15 +13,18 @@ def create_int_array(values: List[int], path=None): a = ArrayContainer() a.id = path a.values = np.array(values, dtype=np.int) + return a @staticmethod def create_float_array(values: List[float], path=None): a = ArrayContainer() a.id = path a.values = np.array(values, dtype=np.float32) + return a -@staticmethod + @staticmethod def create_double_array(values: List[float], path=None): a = ArrayContainer() a.id = path - a.values = np.array(values, dtype=np.float64) \ No newline at end of file + a.values = np.array(values, dtype=np.float64) + return a \ No newline at end of file diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 6161282..624178e 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -29,7 +29,8 @@ def __create_condensed_catalog(self): tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath,[]) t = datetime.strptime(path.D,"%d%b%Y") tsRecords.append(t) - elif recordType in [RecordType.PairedData, RecordType.Grid, RecordType.Text]: + elif recordType in [RecordType.PairedData, RecordType.Grid, RecordType.Text, + RecordType.LocationInfo, RecordType.Array]: self.recordTypeDict[str(path)] = recordType self.items.append(path) else: diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 163f449..6036902 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -1,6 +1,7 @@ """Docstring for public module.""" import numpy as np +from hecdss.array_container import ArrayContainer from hecdss.paired_data import PairedData from hecdss.native import _Native from hecdss.dateconverter import DateConverter @@ -13,6 +14,7 @@ DSS_UNDEFINED_VALUE = -340282346638528859811704183484516925440.000000 + class HecDss: def __init__(self, filename): @@ -23,10 +25,10 @@ def __init__(self, filename): def close(self): self._native.hec_dss_close() - def get_record_type(self,pathname): + def get_record_type(self, pathname): if not self._catalog: - self._catalog = self.get_catalog() + self._catalog = self.get_catalog() if pathname in self._catalog.recordTypeDict: rt = self._catalog.recordTypeDict[pathname] else: @@ -49,7 +51,37 @@ def get(self, pathname, startdatetime=None, enddatetime=None): # read paired data elif type == RecordType.Grid: return self._get_gridded_data(pathname) - return + elif type == RecordType.Array: + return self._get_array(pathname) + return None + + def _get_array(self, pathname: str): + intValuesCount = [0] + floatValuesCount = [0] + doubleValuesCount = [0] + + self._native.hec_dss_arrayRetrieveInfo(pathname, intValuesCount, floatValuesCount, doubleValuesCount) + + intValues = [] + floatValues = [] + doubleValues = [] + + if intValuesCount[0] > 0: + intValues = [0] * intValuesCount[0] + if floatValuesCount[0] > 0: + floatValues = [0] * floatValuesCount[0] + if doubleValuesCount[0] > 0: + doubleValues = [0] * doubleValuesCount[0] + + status = self._native.hec_dss_arrayRetrieve(pathname, intValues, floatValues, doubleValues) + rval = None + if len(intValues) > 0: + rval = ArrayContainer.create_int_array(intValues) + if len(floatValues) > 0: + rval = ArrayContainer.create_float_array(floatValues) + if len(doubleValues) > 0: + rval = ArrayContainer.create_double_array(doubleValues) + return rval def _get_gridded_data(self, pathname): gridType = [0] @@ -155,11 +187,11 @@ def _get_gridded_data(self, pathname): def _get_paired_data(self, pathname): numberOrdinates = [0] numberCurves = [0] - unitsIndependent =[""] + unitsIndependent = [""] unitsDependent = [""] typeIndependent = [""] - typeDependent =[""] - labelsLength =[0] + typeDependent = [""] + labelsLength = [0] self._native.hec_dss_pdRetrieveInfo( pathname, numberOrdinates, @@ -185,14 +217,14 @@ def _get_paired_data(self, pathname): typeIndependent2 = [""] typeDependent2 = [""] status = self._native.hec_dss_pdRetrieve(pathname, - doubleOrdinates,numberOrdinates[0], - doubleValues,numberCurves[0]*numberOrdinates[0], - numberOrdinates2,numberCurves2, - unitsIndependent2,len(unitsIndependent[0])+1, - typeIndependent2,len(typeIndependent[0])+1, - unitsDependent2,len(unitsDependent[0])+1, - typeDependent2,len(typeDependent[0])+1, - labels, labelsLength[0]) + doubleOrdinates, numberOrdinates[0], + doubleValues, numberCurves[0] * numberOrdinates[0], + numberOrdinates2, numberCurves2, + unitsIndependent2, len(unitsIndependent[0]) + 1, + typeIndependent2, len(typeIndependent[0]) + 1, + unitsDependent2, len(unitsDependent[0]) + 1, + typeDependent2, len(typeDependent[0]) + 1, + labels, labelsLength[0]) if status != 0: print(f"Error reading paired-data from '{pathname}'") @@ -213,7 +245,7 @@ def _get_paired_data(self, pathname): return pd - def _get_timeseries(self,pathname,startDateTime,endDateTime): + def _get_timeseries(self, pathname, startDateTime, endDateTime): # get sizes if not (startDateTime and endDateTime): startDate = "" @@ -315,7 +347,7 @@ def put(self, container): ts.dataType, ) self._catalog = None - if type(container) is IrregularTimeSeries: + elif type(container) is IrregularTimeSeries: its = container # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, # saveAsFloat, units, type): @@ -343,8 +375,16 @@ def put(self, container): gd = container status = self._native.hec_dss_gridStore(gd) self._catalog = None + elif type(container) is ArrayContainer: + if container.values.dtype.name == 'int32': + self._native.hec_dss_arrayStore(container.id, container.values, [], []) + elif container.values.dtype.name == 'float32': + self._native.hec_dss_arrayStore(container.id, [], container.values, []) + elif container.values.dtype.name == 'float64': + self._native.hec_dss_arrayStore(container.id, [], [], container.values) + else: - Exception(f"unsupported record_type: {type(container)}") + raise Exception(f"unsupported record_type: {type(container)}") # TODO -- instead of invalidating catalog,with _catalog=None # can we be smart? diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 9b6ec9e..6f4b204 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -847,7 +847,7 @@ def hec_dss_arrayStore(self, pathname: str, intValues: List[int], floatValues: L doubleValues: List[float]): f = self.dll.hec_dss_arrayStore f.argtypes = [ - POINTER(c_void_p), # dss_file* dss + c_void_p, # dss_file* dss c_char_p, # const char* pathname POINTER(c_int), # int* intValues c_int, # const int intValuesLength @@ -856,10 +856,36 @@ def hec_dss_arrayStore(self, pathname: str, intValues: List[int], floatValues: L POINTER(c_double), # double* doubleValues c_int # const int doubleValuesLength ] + f.restype = c_int + c_intValues = (c_int32 * len(intValues))(*intValues) - c_floatValues = (c_int32 * len(floatValues))(*floatValues) - c_doubleValues = (c_int32 * len(doubleValues))(*doubleValues) + c_floatValues = (c_float * len(floatValues))(*floatValues) + c_doubleValues = (c_double * len(doubleValues))(*doubleValues) + return f(self.handle, pathname.encode('utf-8'), c_intValues, len(intValues), + c_floatValues, len(floatValues), + c_doubleValues, len(doubleValues)) + + def hec_dss_arrayRetrieve(self, pathname, intValues: List[int], floatValues: List[float], doubleValues: List[float]): + f = self.dll.hec_dss_arrayRetrieve - return f(self.handle, pathname, c_intValues, len(intValues), + f.argtypes = ( + c_void_p, # dss_file* + c_char_p, # const char* - pathname + POINTER(c_int), # int* intValues + c_int, # const int intValuesLength + POINTER(c_float), # float* floatValues + c_int, # const int floatValuesLength + POINTER(c_double), # double* doubleValues + c_int # const int doubleValuesLength + ) + f.restype = c_int + + c_intValues = (c_int32 * len(intValues))(*intValues) + c_floatValues = (c_float * len(floatValues))(*floatValues) + c_doubleValues = (c_double * len(doubleValues))(*doubleValues) + + return f(self.handle, pathname.encode('utf-8'), + c_intValues, len(intValues), c_floatValues, len(floatValues), c_doubleValues, len(doubleValues)) + diff --git a/src/hecdss/record_type.py b/src/hecdss/record_type.py index 7b3ae17..6e8b887 100644 --- a/src/hecdss/record_type.py +++ b/src/hecdss/record_type.py @@ -10,12 +10,15 @@ class RecordType(Enum): Grid = 6 Tin = 7 LocationInfo = 8 + Array = 9 @staticmethod def RecordTypeFromInt(recType): rval = RecordType.Unknown - if 100 <= recType < 110: + if 90 <= recType <= 93 : + rval = RecordType.Array + elif 100 <= recType < 110: if recType == 102 or recType == 107: rval = RecordType.RegularTimeSeriesProfile else: diff --git a/tests/test_array.py b/tests/test_array.py index e8f9349..f5bfc97 100644 --- a/tests/test_array.py +++ b/tests/test_array.py @@ -7,8 +7,7 @@ sys.path.append(r'src') sys.path.append(os.path.dirname(__file__)) from file_manager import FileManager -from hecdss import Catalog, HecDss -from datetime import datetime +from hecdss import HecDss, ArrayContainer class TestArray(unittest.TestCase): @@ -20,9 +19,16 @@ def tearDown(self) -> None: self.test_files.cleanup() def test_arrays(self): - dss = HecDss("dss_array.dss") - - dss.put() + a = ArrayContainer.create_float_array([1.0, 3.0, 5.0, 7.0]) + a.id = "/test/float-array/redshift////" + + dss = HecDss("test_dss_array.dss") + print(f" record_count = {dss.record_count()}") + dss.put(a) + # dss.set_debug_level(15) + print(f"record_type = {dss.get_record_type(a.id)}") + b = dss.get(a.id) + print(b) if __name__ == "__main__": From 07888645be08854379d4c1c1b4307a09abb2a007 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 7 Aug 2024 10:46:08 -0700 Subject: [PATCH 065/134] finish initial implementation of arrays add assertion to array test. add _str__ method to array_ --- src/hecdss/array_container.py | 9 ++++++++- src/hecdss/native.py | 23 ++++++++++++++++++----- tests/test_array.py | 3 ++- 3 files changed, 28 insertions(+), 7 deletions(-) diff --git a/src/hecdss/array_container.py b/src/hecdss/array_container.py index 5dc794e..982540c 100644 --- a/src/hecdss/array_container.py +++ b/src/hecdss/array_container.py @@ -27,4 +27,11 @@ def create_double_array(values: List[float], path=None): a = ArrayContainer() a.id = path a.values = np.array(values, dtype=np.float64) - return a \ No newline at end of file + return a + + def __str__(self): + if self.id is not None: + identifier = f"id: {self.id}, " + else: + identifier = "" + return f"{identifier}type: {self.values.dtype}, shape: {self.values.shape}, values: {self.values.tolist()}" \ No newline at end of file diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 6f4b204..5c25208 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -3,6 +3,7 @@ from ctypes import c_int32 from ctypes import byref, create_string_buffer from ctypes.util import find_library +import numpy as np from importlib import resources import io import os @@ -865,7 +866,8 @@ def hec_dss_arrayStore(self, pathname: str, intValues: List[int], floatValues: L c_floatValues, len(floatValues), c_doubleValues, len(doubleValues)) - def hec_dss_arrayRetrieve(self, pathname, intValues: List[int], floatValues: List[float], doubleValues: List[float]): + def hec_dss_arrayRetrieve(self, pathname, intValues: List[int], floatValues: List[float], + doubleValues: List[float]): f = self.dll.hec_dss_arrayRetrieve f.argtypes = ( @@ -884,8 +886,19 @@ def hec_dss_arrayRetrieve(self, pathname, intValues: List[int], floatValues: Lis c_floatValues = (c_float * len(floatValues))(*floatValues) c_doubleValues = (c_double * len(doubleValues))(*doubleValues) - return f(self.handle, pathname.encode('utf-8'), - c_intValues, len(intValues), - c_floatValues, len(floatValues), - c_doubleValues, len(doubleValues)) + status = f(self.handle, pathname.encode('utf-8'), + c_intValues, len(intValues), + c_floatValues, len(floatValues), + c_doubleValues, len(doubleValues)) + + if status == 0: + if len(intValues) > 0: + intValues[:] = np.ctypeslib.as_array(c_intValues, shape=(len(intValues),)) + if len(floatValues) > 0: + floatValues[:] = np.ctypeslib.as_array(c_floatValues, shape=(len(floatValues),)) + if len(doubleValues) > 0: + doubleValues[:] = np.ctypeslib.as_array(c_doubleValues, shape=(len(doubleValues),)) + + else: + print("Error reading array status = {status}") diff --git a/tests/test_array.py b/tests/test_array.py index f5bfc97..e82eaf2 100644 --- a/tests/test_array.py +++ b/tests/test_array.py @@ -3,7 +3,7 @@ import unittest import os import sys - +import numpy as np sys.path.append(r'src') sys.path.append(os.path.dirname(__file__)) from file_manager import FileManager @@ -29,6 +29,7 @@ def test_arrays(self): print(f"record_type = {dss.get_record_type(a.id)}") b = dss.get(a.id) print(b) + np.testing.assert_array_equal(b.values, a.values) if __name__ == "__main__": From 9da42076779b4777ab04e24b03124b31a26a2623 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 7 Aug 2024 12:42:38 -0700 Subject: [PATCH 066/134] tuneup RegularTimeSeries and it's test --- src/hecdss/regular_timeseries.py | 5 +++-- tests/test_regular_timeseries.py | 11 +++++++---- 2 files changed, 10 insertions(+), 6 deletions(-) diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 09a9a99..70a5595 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -61,7 +61,7 @@ def _get_interval_path(self): def _get_interval_times(self): if len(self.times) > 1 and type(self.times[0]) == datetime: interval = self.times[1]-self.times[0] - return interval.total_seconds() + return int(interval.total_seconds()) return "empty" def _interval_to_interval(self, new_interval): self.interval = new_interval @@ -70,7 +70,7 @@ def _interval_to_path(self, new_interval): if self.id != None: new_path = DssPath(self.id, type(self)) new_path.E = DateConverter.sec_to_intervalString(new_interval) - self.path = new_path.__str__() + self.id = str(new_path) def _interval_to_times(self, new_interval): if type(self.startDate) == datetime: @@ -82,6 +82,7 @@ def _generate_times(self): x = [self._get_interval_times(), self._get_interval_path(), self._get_interval_interval()] x = [i for i in x if i != "empty"] + print(x) if(not all(i == x[0] for i in x)): raise ValueError("inconsistent interval within arguments") elif len(x) != 3 and len(x) != 0: diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 04ec943..5ee0cb6 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -12,7 +12,7 @@ from hecdss.regular_timeseries import RegularTimeSeries from datetime import datetime, timedelta -class TestGriddedData(unittest.TestCase): +class TestRegularTimeSeries(unittest.TestCase): def setUp(self) -> None: self.test_files = FileManager() @@ -29,14 +29,17 @@ def test_create_regular_timeseries(self): # rts = RegularTimeSeries.create(range(15), interval="5Second", startDate=datetime.today(), path=path) # print(rts) - path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/1Day/SHG-SNODAS/" + # + path = "//EAU GALLA RIVER/Flow//1Day//" rts = RegularTimeSeries.create(range(15), startDate=datetime.today(), path=path) + self.assertEqual(86400, rts.interval) print(rts) - path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + + path = "//EAU GALLA RIVER/Flow////" times = [datetime.today()+(i * timedelta(seconds=10)) for i in range(15)] rts = RegularTimeSeries.create(range(15), times=times, path=path) - print(rts) + self.assertEqual("//EAU GALLA RIVER/Flow//10Second//", rts.id) # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/1Day/SHG-SNODAS/" # times = [datetime.today() + (i * timedelta(seconds=10)) for i in range(15)] From 151591e1dd51770dbe7b476a7d9b5b80e966cc1f Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 22 Aug 2024 12:34:57 -0700 Subject: [PATCH 067/134] Add testing for Pull Requests (#44) * increment version number include array testing in publish task add create_test_file to file_manager * add test.yml * show location of downloaded file * refactor .so path searching * handle None properly * more refactor on library loading --- .github/workflows/publish-to-test-pypi.yml | 2 +- .github/workflows/test.yml | 41 ++++++++++++++++++++++ setup.cfg | 2 +- src/hecdss/download_hecdss.py | 4 +-- src/hecdss/native.py | 32 ++++++++++------- tests/file_manager.py | 9 ++++- tests/test_array.py | 3 +- 7 files changed, 74 insertions(+), 19 deletions(-) create mode 100644 .github/workflows/test.yml diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index dfdca76..8b4e9a0 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -99,7 +99,7 @@ jobs: run: pip install numpy - name: Run tests - run: pytest tests/test_basics.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_text.py + run: pytest tests/test_basics.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_text.py tests/test_array.py # The development distribution is a snapshot of the package and is deployed each time # changes are merged into the main branch. diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml new file mode 100644 index 0000000..a8488e9 --- /dev/null +++ b/.github/workflows/test.yml @@ -0,0 +1,41 @@ +name: Test + +on: + pull_request: + types: [opened, edited, synchronize] + + # Allow the workflow to be manually triggered from the Actions tab. + workflow_dispatch: + +jobs: + testing: + name: testing HECDSS functions + runs-on: ${{ matrix.os }} + + strategy: + matrix: + os: [ubuntu-latest, windows-latest] + steps: + - name: Set Up Python + uses: actions/setup-python@v5 + with: + python-version: '3.x' + + - name: Checkout code + uses: actions/checkout@v4 + + - name: Install requests + run: pip install requests + + - name: add dll + run: python3 src/hecdss/download_hecdss.py + + - name: Install Packages + run: pip install pytest + + - name: Install numpy + run: pip install numpy + + - name: Run tests + run: pytest tests/test_basics.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_text.py tests/test_array.py + diff --git a/setup.cfg b/setup.cfg index 91600cb..3a706cd 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.13 +version = 0.1.14 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index bc070d4..06119ac 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -30,13 +30,13 @@ def download_and_unzip(url, zip_file, destination_dir): with zipfile.ZipFile(zip_file_path, "r") as zip_ref: zip_ref.extractall(destination_dir) - print("Contents extracted successfully.") + print(f"Contents extracted successfully to.'{destination_dir}'") os.remove(zip_file_path) else: print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IS-7" +version = "7-IT-2" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 5c25208..eafea26 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -14,22 +14,28 @@ class _Native: """Wrapper for Native method calls to hecdss.dll or libhecdss.so""" + def load_hecdss_library(self, libname): + """ + searches and loads [lib]hecdss.[dll|so] + """ + paths_to_try = [ + libname, + os.path.join(os.path.dirname(__file__), 'lib', libname), + find_library("hecdss") + ] + found_libs = [path for path in paths_to_try if path is not None and os.path.exists(path)] + if len(found_libs) == 0: + raise FileNotFoundError(f"{libname} not found Paths searched: {paths_to_try}") + return ctypes.CDLL(found_libs[0]) + + def __init__(self): - if sys.platform == "linux" or sys.platform == "darwin": - libc_path = ( - "libhecdss.so" - if find_library("libhecdss") - else os.path.join(os.environ["LD_LIBRARY_PATH"], "libhecdss.so") - ) - self.dll = ctypes.CDLL(libc_path) - elif sys.platform == "win32": - dll_dir = os.path.join(os.path.dirname(sys.modules["hecdss"].__file__), 'lib') - dll_path = os.path.join(dll_dir, 'hecdss.dll') - - self.dll = ctypes.CDLL(dll_path) + self.handle = None + if sys.platform == "win32": + self.dll = self.load_hecdss_library("hecdss.dll") else: - raise Exception("Unsupported platform") + self.dll = self.load_hecdss_library("libhecdss.so") def hec_dss_open(self, dss_filename: str): f = self.dll.hec_dss_open diff --git a/tests/file_manager.py b/tests/file_manager.py index 083836c..7eb771e 100644 --- a/tests/file_manager.py +++ b/tests/file_manager.py @@ -2,7 +2,7 @@ import tempfile import os import uuid - +import random class FileManager: """ This FileManager is used to create uniquely named copies of test input files @@ -18,6 +18,13 @@ def __init__(self): self.test_data_dir = d self.temp_dir = tempfile.mkdtemp() + def create_test_file(self,extension): + """ + creates a random test filename given file extension (including the period '.' ) + the file is not created + """ + return os.path.join(self.temp_dir, 'temp_' + str(random.randint(10**8, 10**9 - 1)) + extension) + def get_copy(self, filename): """Copies a file to the temporary directory.""" src = os.path.join(self.test_data_dir, filename) diff --git a/tests/test_array.py b/tests/test_array.py index e82eaf2..b5001c1 100644 --- a/tests/test_array.py +++ b/tests/test_array.py @@ -4,6 +4,7 @@ import os import sys import numpy as np + sys.path.append(r'src') sys.path.append(os.path.dirname(__file__)) from file_manager import FileManager @@ -22,7 +23,7 @@ def test_arrays(self): a = ArrayContainer.create_float_array([1.0, 3.0, 5.0, 7.0]) a.id = "/test/float-array/redshift////" - dss = HecDss("test_dss_array.dss") + dss = HecDss(self.test_files.create_test_file(".dss")) print(f" record_count = {dss.record_count()}") dss.put(a) # dss.set_debug_level(15) From 7a8e6e847442604f75aad24270b6560b642a608a Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 27 Aug 2024 13:20:33 -0700 Subject: [PATCH 068/134] add CwmsUtility class for converting between DSS paths and CWMS time-series-id's (#45) * wip - conversions between cmws and dss * essential tests working for converting between dss paths and cmws-time-series ids * merge readme and readme2 * typo in error message * update pytest command in test.yml use setUp method instead of __init__ in test_dsspath.py * increment version * rename time-series dataType to data_type * fix 30Minute typo. default to 'Ir-Month' * add not about types that are not DSS standard. * more changes from PR feedback * more PR feedback updates. by convention - drop watershed (A-part) * add assertions to test_dsspath add strict option to pathname_to_cwms_tsid that enforces Title case. --- .github/workflows/test.yml | 2 +- Readme.md | 132 ++++++++++++++++--- Readme2.md | 83 ------------ examples/rainfall_parser/DssWriter.py | 2 +- setup.cfg | 2 +- src/hecdss/cwms_utility.py | 181 ++++++++++++++++++++++++++ src/hecdss/dateconverter.py | 5 +- src/hecdss/dss_type.py | 14 ++ src/hecdss/dsspath.py | 49 +++---- src/hecdss/hecdss.py | 6 +- src/hecdss/regular_timeseries.py | 6 +- tests/test_dsspath.py | 71 ++++++++++ 12 files changed, 421 insertions(+), 132 deletions(-) delete mode 100644 Readme2.md create mode 100644 src/hecdss/cwms_utility.py create mode 100644 src/hecdss/dss_type.py create mode 100644 tests/test_dsspath.py diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index a8488e9..feb74c5 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -37,5 +37,5 @@ jobs: run: pip install numpy - name: Run tests - run: pytest tests/test_basics.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_text.py tests/test_array.py + run: pytest tests diff --git a/Readme.md b/Readme.md index 33d445a..adacf46 100644 --- a/Readme.md +++ b/Readme.md @@ -1,8 +1,112 @@ # HEC-DSS Python Wrapper -This repository contains a Python wrapper for the HEC-DSS file database C library. The provided DLL (`hecdss.dll` on Windows and `hecdss.so` on Linux) enables interaction with HEC-DSS files while abstracting memory management between Python and C. +This repository contains a Python package for working with HEC-DSS files. -## Getting Started +Read about HEC-DSS [here.](https://www.hec.usace.army.mil/software/hec-dss/) + +## Installation + +To install `hecdss`, use the following command: +```bash +pip install -i https://test.pypi.org/simple/ hecdss +``` + +### DSS file methods +1. `HecDss(file_path: str)`: Opens a DSS file located at the provided file path. + +2. `get(record_path: str)`: Retrieves the record data from the currently opened DSS file of the designated path. + +3. `put(new_record: recordType)`: Stores recordType object to the DSS file at designated path. + +4. `close()`: Closes the currently opened DSS file. + +### Catalog object methods +1. `get_catalog()`: Retrieves the catalog of all paths stored in the Dss file. + - `rawCatalog` - list of records within the Dss file. + - `rawRecordtypes` - list of record types within the Dss file. + +## Supported Data Types + +### Regular TimeSeries Data +- **Stored object in Python**: Regular Timeseries data is stored as 2 arrays of values and times/interval and startdate. +- **Attributes**: The TimeSeries object has the following attributes: + - `start_date`: The start date of the time series data. + - `times`: The times of the time series data. + - `values`: The values of the time series data. + - `interval`: The interval of the time series data. + - `data_type`: the dss data type ("PER-AVER","PER-CUM", "INST-VAL", "INST-CUM", .. ) + - `units`: The units of the time series data. + - `id`: The Path of the time series data. + +```python +# example working with time-series data +from hecdss import DssFile + +# Open a DSS file +file_path = "example.dss" +dss = DssFile(file_path) + +# Retrieve and print data +data_path = "/example/data/////" +data = dss.get(data_path) +print(data) + +data.values = data.values * 2 +# Save changes to DSS file +dss.put(data_path) +dss.close() +``` + +### Irregular TimeSeries Data +- **Stored object in Python**: Irregular Timeseries data is stored as 2 arrays of values and times. +- **Attributes**: The TimeSeries object has the following attributes: + - `times`: The times of the time series data. + - `values`: The values of the time series data. + - `units`: The units of the time series data. + - `data_type`: the dss data type ('INST-VAL', 'INST-CUM') + - `data`: The time series data. + - `id`: The Path of the time series data. + + +### Paired Data +- **Stored object in Python**: Paired data stored as aa (x, y) where y could be stored as a 2d numpy matrix. +- **Attributes**: The PairedData object has the following attributes: + - `ordinates`: The x values of the paired data + - `values`: y values of the paired data stored as 2d numpy array. + - `labels`: The labels of the paired data. + - `id`: The Path of the paired data. + +### Gridded Data +- **Stored object in Python**: A 2d matrix stored as a numpy 2d object. +- **Attributes**: The GriddedData object has the following attributes: + - `data`: The data of the gridded data object. + - `id`: The Path of the gridded data. + + +### Array Data +- * Supports storing and reading arrays of integers, floats, or doubles. +- * Arrays are managed with ArrayContainer + +```python + # Example workign with an array + dss = HecDss("my-dss-file.dss") + print(f" record_count = {dss.record_count()}") + array_ints = ArrayContainer.create_float_array([1.0, 3.0, 5.0, 7.0]) + array_ints.id = "/test/float-array/redshift////" + dss.put(array_ints) + print(f"record_type = {dss.get_record_type(array_ints.id)}") + read_array = dss.get(array_ints.id) +``` + + + + + +### This libray is built using the API for future versions of HEC-DSS + +This library uses (`hecdss.dll` on Windows and `libhecdss.so` on Unix/Linux). hecdss.dll is the API being used for new development with HEC-DSS. For example a companion project https://github.com/HydrologicEngineeringCenter/hec-dss-dotnet is a .net library that uses hecdss.dll. This library is loosely coupled to HEC-DSS source code (Fortran and C) + +## Developer Setup 1. Clone this repository to your local machine. 2. Place the appropriate `hecdss.dll` or `hecdss.so` file for your platform in the repository's src/hecdss/lib directory. @@ -14,28 +118,24 @@ This repository contains a Python wrapper for the HEC-DSS file database C librar 3. from the repo directory (hec-dss-python) ``` C:\project\hec-dss-python>python tests\test_basics.py - C:\project\hec-dss-python>python tests\test_pairedData.py ``` -## Background - -The HEC-DSS file database is a widely used data storage format for hydrological and environmental data. This repository provides a Python interface to interact with the HEC-DSS files using the provided C DLL. The primary goal is to enable Python applications to read data from and write data to HEC-DSS files. ## Design These are the driving design ideas and goals of the hec-dss-python project (subject to updates) -| Feature | What | Why | -| ------------- |-------------| -----| -| hecdss.dll/libhecdss.so | cross platform (Linux,Windows,Mac), cross language ([.net](https://github.com/HydrologicEngineeringCenter/hec-dss-dotnet), [Python](https://github.com/HydrologicEngineeringCenter/hec-dss-python]), Java) essential API |decouple from underlying HEC-DSS Fortran/C Library (allow future DSS versions without C and Fortran backend) | -| Support only DSS 7 | encourage migration from version 6 | HEC is moving to DSS version 7 in 2023-2024. | -|Easy transition from Jython|HEC products use an existing [Java/Jython API](https://www.hec.usace.army.mil/confluence/dssdocs/dssvueum/scripting/reading-and-writing-to-hec-dss-files). We will loosely follow that design | simplify porting from Jython| -| hec_dss_native.py | native binding layer | isolate interactions with low level library(if performance is an issue this Ctypes layer can be replaced ) | -| hec_dss.py | Programmer entry point ; Python API | Hides interactions with hec_dss_native, seek to be simple user experience| -|catalog.py|manage list of DSS objects (catalog) |create condensed catalog perspective| -|Pandas_Series_Utilities.py [future](https://github.com/HydrologicEngineeringCenter/hec-dss-python/issues/8) |NumPy/pandas support |provide features such as dataframes, separate from hec-dss.py; can be developed by different/parallel developers| -|Easy to get started |nothing to install, just copy python files and shared library |require minimal privileges to install| +| Feature | What | Why | +| ------------- |-------------|------------------------------------------------------------------------------------------------------------------| +| hecdss.dll/libhecdss.so | cross platform (Linux,Windows,Mac), cross language ([.net](https://github.com/HydrologicEngineeringCenter/hec-dss-dotnet), [Python](https://github.com/HydrologicEngineeringCenter/hec-dss-python]), Java) essential API | decouple from underlying HEC-DSS Fortran/C Library (allow future DSS versions without C and Fortran backend) | +| Support only DSS 7 | encourage migration from version 6 | HEC stopped DSS version 6 support July 31,2024. | +|Easy transition from Jython|HEC products use an existing [Java/Jython API](https://www.hec.usace.army.mil/confluence/dssdocs/dssvueum/scripting/reading-and-writing-to-hec-dss-files). We will loosely follow that design | simplify porting from Jython | +| hec_dss_native.py | native binding layer | isolate interactions with low level library(if performance is an issue this Ctypes layer can be replaced ) | +| hec_dss.py | Programmer entry point ; Python API | Hides interactions with hec_dss_native, seek to be simple user experience | +|catalog.py|manage list of DSS objects (catalog) | create condensed catalog perspective | +|Pandas_Series_Utilities.py [future](https://github.com/HydrologicEngineeringCenter/hec-dss-python/issues/8) |NumPy/pandas support | provide features such as dataframes, separate from hec-dss.py; can be developed by different/parallel developers | +|Easy to get started |nothing to install, just copy python files and shared library | require minimal privileges to install | ## Features diff --git a/Readme2.md b/Readme2.md deleted file mode 100644 index a0e084f..0000000 --- a/Readme2.md +++ /dev/null @@ -1,83 +0,0 @@ -# HEC DSS Python Package (hecdss) - -## Overview -`hecdss` is a Python package designed to open, edit, and store DSS files. This package provides functionality to interact with DSS files, utilizing a range of methods and attributes. - -## Methods and Attributes - -### DSS file methods -1. `HecDss(file_path: str)`: Opens a DSS file located at the provided file path. - -2. `get(record_path: str)`: Retrieves the record data from the currently opened DSS file of the designated path. - -3. `put(new_record: recordType)`: Stores recordType object to the DSS file at designated path. - -4. `close()`: Closes the currently opened DSS file. - -### Catalog object methods -1. `get_catalog()`: Retrieves the catalog of all paths stored in the Dss file. - - `rawCatalog` - list of records within the Dss file. - - `rawRecordtypes` - list of record types within the Dss file. - -## Supported Data Types - -### Regular TimeSeries Data -- **Stored object in Python**: Regular Timeseries data is stored as 2 arrays of values and times/interval and startdate. -- **Attributes**: The TimeSeries object has the following attributes: - - `start_date`: The start date of the time series data. - - `times`: The times of the time series data. - - `values`: The values of the time series data. - - `interval`: The interval of the time series data. - - `units`: The units of the time series data. - - `id`: The Path of the time series data. - -### Irregular TimeSeries Data -- **Stored object in Python**: Irregular Timeseries data is stored as 2 arrays of values and times. -- **Attributes**: The TimeSeries object has the following attributes: - - `times`: The times of the time series data. - - `values`: The values of the time series data. - - `units`: The units of the time series data. - - `data`: The time series data. - - `id`: The Path of the time series data. - - -### Paired Data -- **Stored object in Python**: Paired data stored as aa (x, y) where y could be stored as a 2d numpy matrix. -- **Attributes**: The PairedData object has the following attributes: - - `ordinates`: The x values of the paired data - - `values`: y values of the paired data stored as 2d numpy array. - - `labels`: The labels of the paired data. - - `id`: The Path of the paired data. - -### Gridded Data -- **Stored object in Python**: A 2d matrix stored as a numpy 2d object. -- **Attributes**: The GriddedData object has the following attributes: - - `data`: The data of the gridded data object. - - `id`: The Path of the gridded data. - -## Installation - -To install `hecdss`, use the following command: -```bash -pip install -i https://test.pypi.org/simple/ hecdss -``` - -```bash -from hecdss import DssFile - -# Open a DSS file -file_path = "example.dss" -dss = DssFile(file_path) - -# Retrieve and print data -data_path = "/example/data/////" -data = dss.get(data_path) -print(data) - -dss.values = dss.values * 2 - -# Save changes to DSS file -dss.put(data_path) - -dss.close() - diff --git a/examples/rainfall_parser/DssWriter.py b/examples/rainfall_parser/DssWriter.py index 17b16c2..9ec19d3 100644 --- a/examples/rainfall_parser/DssWriter.py +++ b/examples/rainfall_parser/DssWriter.py @@ -21,7 +21,7 @@ def write_to_dss(self ,df, path): tsc.values = df[df.columns[0]].values.astype(float) tsc.times = df.index.tolist() tsc.units = df.units - tsc.dataType = df.data_type + tsc.data_type = df.data_type dss.put(tsc) dss.close() diff --git a/setup.cfg b/setup.cfg index 3a706cd..94b4d60 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.14 +version = 0.1.15 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/cwms_utility.py b/src/hecdss/cwms_utility.py new file mode 100644 index 0000000..3e18cc7 --- /dev/null +++ b/src/hecdss/cwms_utility.py @@ -0,0 +1,181 @@ +import re + +from hecdss import DssPath +from hecdss.dss_type import DssType + + +class CwmsUtility: + CWMS_DSS_INTERVAL_MAP = { + '1Minute': '1Minute', + '2Minutes': '2Minute', + '3Minutes': '3Minute', + '4Minutes': '4Minute', + '5Minutes': '5Minute', + '6Minutes': '6Minute', + '12Minutes': '12Minute', + '15Minutes': '15Minute', + '20Minutes': '20Minute', + '30Minutes': '30Minute', + '1Hour': '1Hour', + '2Hours': '2Hour', + '3Hours': '3Hour', + '4Hours': '4Hour', + '6Hours': '6Hour', + '8Hours': '8Hour', + '12Hours': '12Hour', + '1Day': '1Day', + # # DSS doesn't support the 2Day, 3Day, etc... intervals. + # '2Days': '', + # '3Days': '', + # '4Days': '', + # '5Days': '', + # '6Days': '', + '1Week': '1Week', + '1Month': '1Month', + '1Year': '1Year', + '0': 'Ir-Month' # not optimized for some cases + } + + # build another map from DSS to CWMS (use lower case for DSS key) + DSS_CWMS_INTERVAL_MAP = {v.lower(): k for k, v in CWMS_DSS_INTERVAL_MAP.items()} + DSS_CWMS_INTERVAL_MAP["ir-day"] = "0" + # DSS_CWMS_INTERVAL_MAP["ir-month"] = "0" # already included + DSS_CWMS_INTERVAL_MAP["ir-year"] = "0" + DSS_CWMS_INTERVAL_MAP["ir-decade"] = "0" + DSS_CWMS_INTERVAL_MAP["ir-century"] = "0" + + + + @staticmethod + def get_cwms_parameter_type(dss_type: DssType): + s = str(dss_type).upper() + if "INST" in s: + return "Inst" + elif "AVE" in s: + return "Ave" + elif "CUM" in s: + return "Total" + elif "MAX" in s: + return "Max" + elif "MIN" in s: + return "Min" + elif "CONST" in s: + return "Const" + else: + return "Inst" + + @staticmethod + def pathname_to_cwms_tsid(path, dss_type="", duration="0", strict=False): + """ + pathname is a dsspath name. Example: /TULA//Flow//1Hour/Ccp-Rev/ + type is + + returns CWMS convention time-series-id + [Location]-[sub-location].[Parameter]-[sub-parameter].[Type].[Interval].[Duration].[Version] + """ + p = DssPath(path, 0) + a, b, c, e, f = p.A.strip(), p.B.strip(), p.C.strip(), p.E.strip(), p.F.strip() + # drop a part (watershed by convention) + # [Location]-[sub-location] + tsid = b + # [parameter] + tsid += "." + c + "." + # [Type] + tsid += CwmsUtility.get_cwms_parameter_type(dss_type) + "." + # [Interval] + tsid += CwmsUtility._convert_dss_interval_to_cwms_interval(e) + "." + # [Duration] + tsid += duration+"." + # [Version] + tsid += f + if strict: + return tsid.title() + return tsid + + @staticmethod + def cwms_ts_id_to_pathname(ts_id: str) -> str: + """ + convert cwms time-series id to a dss path + example input: + "NORK-Norton-Prairie_Dog.Stage.Inst.15Minutes.0.nwklrgs-raw" + example output: + "//NORK-Norton-Prairie_Dog/Stage/01Apr2024/15Minute/nwklrgs-raw/" + + """ + # Be sure there are no slashes used anywhere in the name + ts_id = ts_id.replace('/', '-') + # Replace period separators with slashes so we can split it + ts_id = ts_id.replace('.', '/') + location, parameter, cwms_type, cwms_interval, duration, version = ts_id.split('/')[:6] + + path = DssPath("///////", 0) + path.A = "" + path.B = location + path.C = parameter + path.D = "" + path.E = CwmsUtility._convert_cwms_interval_to_dss_interval(cwms_interval) + path.F = version + + return path.path_without_date() + + @staticmethod + def _convert_cwms_interval_to_dss_interval(cwms_interval: str): + """ + Converts CWMS interval to DSS interval + for example '2Minutes' is converted to '2Minute' + """ + + if cwms_interval in CwmsUtility.CWMS_DSS_INTERVAL_MAP: + return CwmsUtility.CWMS_DSS_INTERVAL_MAP[cwms_interval] + + if len(cwms_interval) > 1 and cwms_interval[0] == '~': # pseudo regular + if cwms_interval[1:] in CwmsUtility.CWMS_DSS_INTERVAL_MAP: + return "~" + CwmsUtility.CWMS_DSS_INTERVAL_MAP[cwms_interval[1:]] + + raise ValueError(f"The cwms interval '{cwms_interval}' is invalid, or there is not a supported conversion to DSS") + + @staticmethod + def _convert_dss_interval_to_cwms_interval(dss_interval: str): + """ + Converts dss interval to CWMS interval + for example '12Hour' is converted to '12Hours' + """ + e_part = dss_interval.lower() + if e_part in CwmsUtility.DSS_CWMS_INTERVAL_MAP: + return CwmsUtility.DSS_CWMS_INTERVAL_MAP[e_part] + + if len(e_part) > 1 and e_part[0] == '~': + if e_part[1:] in CwmsUtility.DSS_CWMS_INTERVAL_MAP: + return "~" + CwmsUtility.DSS_CWMS_INTERVAL_MAP[e_part[1:]] + + raise ValueError(f"The dss interval '{dss_interval}' is invalid, or there is not a supported conversion to a " + f"CWMS interval") + + + @staticmethod + def dss_data_type_from_cwms_tsid(cwms_tsid): + """ + takes an input id such as 'TULA.Flow.Inst.1Hour.0.Ccp-Rev' + and returns the DSS DataType 'INST-VAL' in this example + :param cwms_tsid: input time-series identifier + :return: string representing a dss data type + """ + parts = cwms_tsid.split('.') + parameter = parts[1] + ts_type = parts[2] + if ts_type == "Inst": + if parameter == "Precip": + dss_type = DssType.INST_CUM + else: + dss_type = DssType.INST_VAL + elif ts_type == "Total": + dss_type = DssType.PER_CUM + elif ts_type == "Ave": + dss_type = DssType.PER_AVER + elif ts_type == "Max": + dss_type = DssType.PER_MAX + elif ts_type == "Min": + dss_type = DssType.PER_MIN + else: + dss_type = ts_type # default: use cwms type + return dss_type diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index c0c2718..d44cd16 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -128,9 +128,10 @@ def intervalString_to_sec(interval): return "empty" @staticmethod - def sec_to_intervalString(interval): + def sec_to_intervalString(seconds: int): + + i = sec.index(seconds) - i = sec.index(interval) return time_string[i] diff --git a/src/hecdss/dss_type.py b/src/hecdss/dss_type.py new file mode 100644 index 0000000..e8c5dd9 --- /dev/null +++ b/src/hecdss/dss_type.py @@ -0,0 +1,14 @@ +from enum import Enum + + +class DssType(Enum): + PER_AVER = "PER-AVER" + PER_CUM = "PER-CUM" + INST_VAL = "INST-VAL" + INST_CUM = "INST-CUM" + # items below are not DSS standard (yet!) + FREQ = "FREQ" + PER_MAX = "PER-MAX" + PER_MIN = "PER-MIN" + CONST = "CONST" + diff --git a/src/hecdss/dsspath.py b/src/hecdss/dsspath.py index c01f900..7904f6d 100644 --- a/src/hecdss/dsspath.py +++ b/src/hecdss/dsspath.py @@ -1,3 +1,5 @@ +from .dateconverter import DateConverter +from .dss_type import DssType from .record_type import RecordType @@ -6,41 +8,44 @@ class DssPath: condenses D part for timeseries records """ - _timeSeriesFamily = [RecordType.IrregularTimeSeries, RecordType.RegularTimeSeries, RecordType.RegularTimeSeriesProfile] + _timeSeriesFamily = [RecordType.IrregularTimeSeries, RecordType.RegularTimeSeries, + RecordType.RegularTimeSeriesProfile] - - def __init__(self,path,recType): + def __init__(self, path: str, recType = 0): """ path is raw dss pathname recType is a RecordType , such as RecordType.RegularTimeSeries """ - if path[0]!='/' or path[-1]!= '/': - raise Exception("Invalid DSS Path: '"+path+"'") + # path should be at least 7 slash characters /////// + if len(path.strip()) < 7 or path[0] != '/' or path[-1] != '/': + raise Exception("Invalid DSS Path: '" + path + "'") path = path[1:-1] # remove beginning and ending '/' - #self.rawPath= path - + # self.rawPath= path + split_parts = path.split('/') if len(split_parts) >= 6: self.A, self.B, self.C, self.D, self.E, self.F = split_parts[:6] self.recType = recType - + + def __eq__(self, other): + return str(self) == str(other) + def __str__(self): - return "/"+self.A+"/"+self.B+"/"+self.C+"/"+self.D+"/"+self.E+"/"+self.F+"/" - + return "/" + self.A + "/" + self.B + "/" + self.C + "/" + self.D + "/" + self.E + "/" + self.F + "/" + def path_without_date(self): - s = "/"+self.A+"/"+self.B+"/"+self.C+"//"+self.E+"/"+self.F+"/" - rval = DssPath(s,self.recType) + s = "/" + self.A + "/" + self.B + "/" + self.C + "//" + self.E + "/" + self.F + "/" + rval = DssPath(s, self.recType) return rval - + def is_time_series(self): return self.recType in DssPath._timeSeriesFamily - + def print(self): - print("a:"+self.path.A) - print("b:"+self.path.B) - print("c:"+self.path.C) - print("d:"+self.path.D) - print("e:"+self.path.E) - print("f:"+self.path.F) - - \ No newline at end of file + print("a:" + self.path.A) + print("b:" + self.path.B) + print("c:" + self.path.C) + print("d:" + self.path.D) + print("e:" + self.path.E) + print("f:" + self.path.F) + diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 6036902..f1df9ab 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -320,7 +320,7 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): ts.values = arr ts.quality = quality ts.units = units[0] - ts.dataType = dataType[0] + ts.data_type = dataType[0] ts.id = pathname return ts @@ -344,7 +344,7 @@ def put(self, container): quality, False, ts.units, - ts.dataType, + ts.data_type, ) self._catalog = None elif type(container) is IrregularTimeSeries: @@ -363,7 +363,7 @@ def put(self, container): quality, False, its.units, - its.dataType, + its.data_type, ) self._catalog = None elif type(container) is PairedData: diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 70a5595..4a06ac3 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -10,7 +10,7 @@ def __init__(self): self.values = np.empty(0) self.quality = [] self.units = "" - self.dataType = "" + self.data_type = "" self.interval = "" self.startDate = "" self.id = "" @@ -40,7 +40,7 @@ def get_length(self): def print_to_console(self): print("dsspath='" + self.id + "'") print("units='"+self.units+"'") - print("dataType='"+self.dataType+"'") + print("dataType='" + self.data_type + "'") print("Time,Value,Flag") if not len(self.quality) > 0: for time, value in zip(self.times, self.values): @@ -96,7 +96,7 @@ def create(values, times=[], units="", dataType="", interval="", startDate="", p rts.times = times rts.values = np.array(values) rts.units = units - rts.dataType = dataType + rts.data_type = dataType rts.interval = interval rts.startDate = startDate rts.id = path diff --git a/tests/test_dsspath.py b/tests/test_dsspath.py new file mode 100644 index 0000000..49530b1 --- /dev/null +++ b/tests/test_dsspath.py @@ -0,0 +1,71 @@ +"""Pytest module.""" + +import unittest +import os +import sys + +sys.path.append(r'src') +sys.path.append(os.path.dirname(__file__)) + +from hecdss.cwms_utility import CwmsUtility +from hecdss.dss_type import DssType +from hecdss import DssPath + + +class TestDssPath(unittest.TestCase): + + def setUp(self) -> None: + # the example data includes: [ tsid, dsspath, dss_type, cwms_duration ] + self.example_data = [ + ["NORK-Norton-Prairie_Dog.Stage.Inst.15Minutes.0.nwklrgs-raw", + "//NORK-Norton-Prairie_Dog/Stage/01Apr2024/15Minute/nwklrgs-raw/", DssType.INST_VAL, "0"], + ["FTPK.%-DissolvedOxygen.Inst.1Hour.0.Best-MRBWM", + "//FTPK/%-DissolvedOxygen/01Apr2024/1Hour/Best-MRBWM/", DssType.INST_VAL, "0"], + ["FTPK.Code-Outages.Const.~1Day.0.Rev-MRBWM-Manual", + "//FTPK/Code-Outages/01Jan2024/~1Day/Rev-MRBWM-Manual/", DssType.CONST, "0"], + ["03045.Code.Inst.1Hour.0.Test", + "//03045/Code/01Jun2021/1Hour/Test/", DssType.INST_VAL, "0"], + ["NOMS2-D40in.%-SoilMoisture.Inst.1Hour.0.Raw-MADIS", + "//NOMS2-D40in/%-SoilMoisture/01Nov2022/1Hour/Raw-MADIS/", DssType.INST_VAL, "0"], + ["WILN.Elev.Inst.6Hours.0.Fcst-NWK-ResSim", + "//WILN/Elev/01Aug2023/6Hour/Fcst-NWK-ResSim/", DssType.INST_VAL, "0"], + ["NOMS2.%-RelativeHumidity.Ave.5Minutes.5Minutes.Raw-MADIS", + "//NOMS2/%-RelativeHumidity/15Nov2022/5Minute/Raw-MADIS/", DssType.PER_AVER, "5Minutes"], + ["BDMW4.Precip.Total.5Minutes.5Minutes.Raw-MADIS", + "//BDMW4/Precip/05May2024 - 15May2024/5Minute/Raw-MADIS/", DssType.PER_CUM, "5Minutes"], + ["BOSD-Brookings-Big_Sioux.Precip.Inst.15Minutes.0.nwklrgs-raw", + "//BOSD-Brookings-Big_Sioux/Precip/06May2024 - 15May2024/15Minute/nwklrgs-raw/", DssType.INST_CUM, "0"] + + ] + + def test_convert_dsspath_to_tsid(self): + for row in self.example_data: + pathname = row[1] + dss_type = row[2] + duration = row[3] + tsid = CwmsUtility.pathname_to_cwms_tsid(pathname, dss_type, duration) + if tsid != row[0]: + print(f"error converting to tsid. expected '{row[0]}', actual: '{tsid}'") + assert tsid == row[0] + + def test_convert_cwms_tsid_to_dss_path(self): + for row in self.example_data: + tsid = row[0] + expected_pathname = row[1] + pathname = CwmsUtility.cwms_ts_id_to_pathname(tsid) + expected_pathname_without_date = DssPath(str(expected_pathname)).path_without_date() + if expected_pathname_without_date != pathname: + print(f"error converting to path. expected '{expected_pathname_without_date}', actual: '{pathname}'") + assert expected_pathname_without_date == pathname + + def test_strict_cwms_id(self): + dss_path = self.example_data[0][1] + tsid = CwmsUtility.pathname_to_cwms_tsid(dss_path, DssType.INST_VAL, "0") + assert tsid == self.example_data[0][0] + strict_expected = "Nork-Norton-Prairie_Dog.Stage.Inst.15Minutes.0.Nwklrgs-Raw" + tsid = CwmsUtility.pathname_to_cwms_tsid(dss_path, DssType.INST_VAL, "0", True) + assert tsid == strict_expected + +# t = TestDssPath() +# t.test_convert_cwms_tsid_to_dss_path() +# t.test_convert_dsspath_to_tsid() From f8a5381c2382c45e3b270f0638a00841ec1e44f8 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 27 Aug 2024 17:30:50 -0700 Subject: [PATCH 069/134] add __str__ method to dss_type (#46) * add __str__ method to dss_type other houskeeping * cleanup * oops --- setup.cfg | 2 +- src/hecdss/cwms_utility.py | 6 +++--- src/hecdss/dss_type.py | 2 ++ tests/test_dss_type.py | 18 ++++++++++++++++++ tests/test_dsspath.py | 2 +- 5 files changed, 25 insertions(+), 5 deletions(-) create mode 100644 tests/test_dss_type.py diff --git a/setup.cfg b/setup.cfg index 94b4d60..5733355 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.15 +version = 0.1.16 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/cwms_utility.py b/src/hecdss/cwms_utility.py index 3e18cc7..4a60ba7 100644 --- a/src/hecdss/cwms_utility.py +++ b/src/hecdss/cwms_utility.py @@ -93,7 +93,7 @@ def pathname_to_cwms_tsid(path, dss_type="", duration="0", strict=False): return tsid @staticmethod - def cwms_ts_id_to_pathname(ts_id: str) -> str: + def cwms_ts_id_to_dss_path(ts_id: str) -> DssPath: """ convert cwms time-series id to a dss path example input: @@ -153,7 +153,7 @@ def _convert_dss_interval_to_cwms_interval(dss_interval: str): @staticmethod - def dss_data_type_from_cwms_tsid(cwms_tsid): + def dss_data_type_from_cwms_tsid(cwms_tsid) -> str: """ takes an input id such as 'TULA.Flow.Inst.1Hour.0.Ccp-Rev' and returns the DSS DataType 'INST-VAL' in this example @@ -178,4 +178,4 @@ def dss_data_type_from_cwms_tsid(cwms_tsid): dss_type = DssType.PER_MIN else: dss_type = ts_type # default: use cwms type - return dss_type + return str(dss_type) diff --git a/src/hecdss/dss_type.py b/src/hecdss/dss_type.py index e8c5dd9..34586ca 100644 --- a/src/hecdss/dss_type.py +++ b/src/hecdss/dss_type.py @@ -12,3 +12,5 @@ class DssType(Enum): PER_MIN = "PER-MIN" CONST = "CONST" + def __str__(self): + return self.value diff --git a/tests/test_dss_type.py b/tests/test_dss_type.py new file mode 100644 index 0000000..ffc1e1b --- /dev/null +++ b/tests/test_dss_type.py @@ -0,0 +1,18 @@ +import unittest +import os +import sys + +sys.path.append(r'src') +sys.path.append(os.path.dirname(__file__)) +from hecdss.dss_type import DssType + + +class TestBasics(unittest.TestCase): + + + def test_to_string(self): + """ This is testing the __str__ method in DssType """ + t = DssType.PER_CUM + s = str(t) + assert s == "PER-CUM", f"actual:{s}, expected 'PER-CUM'" + diff --git a/tests/test_dsspath.py b/tests/test_dsspath.py index 49530b1..98ba9c0 100644 --- a/tests/test_dsspath.py +++ b/tests/test_dsspath.py @@ -52,7 +52,7 @@ def test_convert_cwms_tsid_to_dss_path(self): for row in self.example_data: tsid = row[0] expected_pathname = row[1] - pathname = CwmsUtility.cwms_ts_id_to_pathname(tsid) + pathname = CwmsUtility.cwms_ts_id_to_dss_path(tsid) expected_pathname_without_date = DssPath(str(expected_pathname)).path_without_date() if expected_pathname_without_date != pathname: print(f"error converting to path. expected '{expected_pathname_without_date}', actual: '{pathname}'") From c5b9cacd7bcf73ef7aba0907e25570496e2d2dcb Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 30 Aug 2024 12:15:41 -0700 Subject: [PATCH 070/134] remove some LD_LIBRARY_PATH magic, and PATH hacking (#47) * remove some LD_LIBRARY_PATH magic, and PATH hacking * increment version --- setup.cfg | 2 +- src/hecdss/__init__.py | 15 --------------- 2 files changed, 1 insertion(+), 16 deletions(-) diff --git a/setup.cfg b/setup.cfg index 5733355..ab8211f 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.16 +version = 0.1.17 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 48cd97b..85f0534 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -1,18 +1,3 @@ -import os -import sys -import ctypes -from pathlib import Path - - -shared_lib_dir = Path(__file__).parent.joinpath("lib") - -if sys.platform == "linux" or sys.platform == "darwin": - try: - os.environ["LD_LIBRARY_PATH"] = str(shared_lib_dir) + os.pathsep + os.environ['LD_LIBRARY_PATH'] - except KeyError: - os.environ["LD_LIBRARY_PATH"] = str(shared_lib_dir) -else: - os.environ['PATH'] = f"{shared_lib_dir};{os.environ['PATH']}" from hecdss.catalog import Catalog from hecdss.hecdss import HecDss From 538b1dac02d723f3c97a55dcb0e63735c20f3a6c Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 5 Sep 2024 16:26:03 -0700 Subject: [PATCH 071/134] start documentation (#48) --- Readme.md | 6 ++- src/hecdss/gridded_data.py | 46 +++++++++++++++++ src/hecdss/hecdss.py | 80 ++++++++++++++++++++++++------ src/hecdss/irregular_timeseries.py | 3 ++ src/hecdss/native.py | 20 +++++++- src/hecdss/record_type.py | 5 ++ 6 files changed, 143 insertions(+), 17 deletions(-) diff --git a/Readme.md b/Readme.md index adacf46..af0fb2f 100644 --- a/Readme.md +++ b/Readme.md @@ -88,7 +88,7 @@ dss.close() - * Arrays are managed with ArrayContainer ```python - # Example workign with an array + # Example working with an array dss = HecDss("my-dss-file.dss") print(f" record_count = {dss.record_count()}") array_ints = ArrayContainer.create_float_array([1.0, 3.0, 5.0, 7.0]) @@ -121,6 +121,10 @@ This library uses (`hecdss.dll` on Windows and `libhecdss.so` on Unix/Linux). h ``` +## how to generate documentation + +pdoc -o docs -d google --no-show-source .\src + ## Design diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index 4b740c2..f6c2817 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -3,6 +3,52 @@ import math class GriddedData: + """container for gridded (Raster) data + + Properties: + id = dss pathname + type : + 400:Undefined grid with time + 401:Undefined grig + 410:HRAP grid with time reference + 411:HRAP grid + 420:Albers with time reference + 421:Albers + 430:Specified Grid with time reference + 431:Specified Grid + dataType : + PER_AVER = 0, + PER_CUM = 1, + INST_VAL = 2, + INST_CUM = 3, + FREQ = 4, + INVALID = 5 + lowerLeftCellX = 0 + lowerLeftCellY = 0 + numberOfCellsX = 0 + numberOfCellsY = 0 + numberOfRanges = 0 + srsDefinitionType = 0 + timeZoneRawOffset = 0 + isInterval = 0 + isTimeStamped = 0 + dataUnits = "" + dataSource = "" + srsName = "" + srsDefinition = "" + timeZoneID = "" + cellSize = 0.0 + xCoordOfGridCellZero = 0.0 + yCoordOfGridCellZero = 0.0 + nullValue = 0.0 + maxDataValue = 0.0 + minDataValue = 0.0 + meanDataValue = 0.0 + rangeLimitTable = [] + numberEqualOrExceedingRangeLimit = [] + data = np.zeros(0) + + """ def __init__(self): self.id = None self.type = 0 diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index f1df9ab..7537457 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -16,17 +16,33 @@ class HecDss: - - def __init__(self, filename): + """ Main class for working with DSS files + """ + def __init__(self, filename:str): + """constructor for HecDSS + + Args: + filename (str): DSS filename to be opened; it will be created if it doesn't exist. + """ + self._native = _Native() self._native.hec_dss_open(filename) self._catalog = None def close(self): + """closes the DSS file and releases any locks + """ self._native.hec_dss_close() - def get_record_type(self, pathname): + def get_record_type(self, pathname:str) -> RecordType: + """gets the record type for a given path + + Args: + pathname (str): dss pathname + Returns: + RecordType: the record type :class:`hecdss.RecordType` of DSS data stored in this pathname + """ if not self._catalog: self._catalog = self.get_catalog() if pathname in self._catalog.recordTypeDict: @@ -43,7 +59,16 @@ def get_record_type(self, pathname): def get(self, pathname, startdatetime=None, enddatetime=None): type = self.get_record_type(pathname) + """gets various types of data from the current DSS file + + Args: + pathname (str): dss pathname + startdatetime (datetime): start date for query + enddatetime (datetime): end date for the query + Returns: + varies: RegularTimeSeries, PairedData, Grid, or Array. + """ if type == RecordType.RegularTimeSeries or type == RecordType.IrregularTimeSeries: return self._get_timeseries(pathname, startdatetime, enddatetime) elif type == RecordType.PairedData: @@ -324,10 +349,19 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): ts.id = pathname return ts - def put(self, container): - # TO DO.. save other types besides regular interval. - # TO DO. check data type.. - # TO Do. is timezone needed? + def put(self, container) -> int: + """puts data into the DSS file + + Args: + container (varies): RegularTimeSeries, IrregularTimeSeries, PairedData, GriddedData, ArrayContainer + + Raises: + NotImplementedError: if saving the type of container is not supported. + + Returns: + int: status of zero when successful. Non zero for errors. + """ + # TODO. is timezone needed? status = 0 if type(container) is RegularTimeSeries: ts = container @@ -377,14 +411,14 @@ def put(self, container): self._catalog = None elif type(container) is ArrayContainer: if container.values.dtype.name == 'int32': - self._native.hec_dss_arrayStore(container.id, container.values, [], []) + status = self._native.hec_dss_arrayStore(container.id, container.values, [], []) elif container.values.dtype.name == 'float32': - self._native.hec_dss_arrayStore(container.id, [], container.values, []) + status = self._native.hec_dss_arrayStore(container.id, [], container.values, []) elif container.values.dtype.name == 'float64': - self._native.hec_dss_arrayStore(container.id, [], [], container.values) + status = self._native.hec_dss_arrayStore(container.id, [], [], container.values) else: - raise Exception(f"unsupported record_type: {type(container)}") + raise NotImplementedError(f"unsupported record_type: {type(container)}") # TODO -- instead of invalidating catalog,with _catalog=None # can we be smart? @@ -396,14 +430,32 @@ def put(self, container): return status - def get_catalog(self): + def get_catalog(self) -> Catalog: + """gets the DSS Catalog of all items in the DSS file + + Returns: + Catalog: :class:`Catalog` + """ paths, recordTypes = self._native.hec_dss_catalog() return Catalog(paths, recordTypes) - def record_count(self): + def record_count(self) -> int: + """get the number of records stored in the dss file + + Returns: + int: number of items (includes aliases) + """ return self._native.hec_dss_record_count() - def set_debug_level(self, level): + def set_debug_level(self, level) -> int: + """sets the DSS debug level. + + Args: + level (int): a value between 0 and 15. Larger for more output + + Returns: + int: _description_ + """ return self._native.hec_dss_set_debug_level(level) diff --git a/src/hecdss/irregular_timeseries.py b/src/hecdss/irregular_timeseries.py index 9f85f75..1d6ce4d 100644 --- a/src/hecdss/irregular_timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -2,6 +2,9 @@ class IrregularTimeSeries: + """ container for time-series data that is not at a consistent interval. + data is stored internally as a numpy array + """ def __init__(self): self.times = [] self.values = np.empty(0) diff --git a/src/hecdss/native.py b/src/hecdss/native.py index eafea26..e50c032 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -12,7 +12,9 @@ class _Native: - """Wrapper for Native method calls to hecdss.dll or libhecdss.so""" + """Wrapper for Native method calls to hecdss.dll or libhecdss.so + _Native should not be used directly; Use HecDss + """ def load_hecdss_library(self, libname): """ @@ -30,6 +32,7 @@ def load_hecdss_library(self, libname): def __init__(self): + """Loads the hecdss shared library from disk""" self.handle = None if sys.platform == "win32": @@ -37,7 +40,15 @@ def __init__(self): else: self.dll = self.load_hecdss_library("libhecdss.so") - def hec_dss_open(self, dss_filename: str): + def hec_dss_open(self, dss_filename: str) -> int: + """opens a DSS file and gets a handle + + Args: + dss_filename (str): filename to open + + Returns: + int: status of zero when successful, non-zero on error. + """ f = self.dll.hec_dss_open f.argtypes = [ c_char_p, @@ -53,6 +64,11 @@ def hec_dss_open(self, dss_filename: str): return rval def hec_dss_close(self): + """close the DSS file + + Returns: + int: status of zero when successful, non-zero on error. + """ f = self.dll.hec_dss_close f.argtypes = [c_void_p()] f.restype = c_int diff --git a/src/hecdss/record_type.py b/src/hecdss/record_type.py index 6e8b887..fd06337 100644 --- a/src/hecdss/record_type.py +++ b/src/hecdss/record_type.py @@ -1,6 +1,11 @@ from enum import Enum class RecordType(Enum): + """ RecordType is an enumeration of DSS data types + + Returns: + RecordType: the record type + """ Unknown = 0 RegularTimeSeriesProfile = 1 RegularTimeSeries = 2 From 8af7bd402a609211562f40370a03ba3778720c71 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 5 Sep 2024 16:26:21 -0700 Subject: [PATCH 072/134] some simple cleanup (#51) * include PairedData in __init * drop debug print statement --- setup.cfg | 2 +- src/hecdss/__init__.py | 1 + src/hecdss/native.py | 1 - 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/setup.cfg b/setup.cfg index ab8211f..43d3761 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.17 +version = 0.1.18 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 85f0534..058b069 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -4,4 +4,5 @@ from hecdss.dsspath import DssPath from hecdss.regular_timeseries import RegularTimeSeries from hecdss.array_container import ArrayContainer +from hecdss.paired_data import PairedData diff --git a/src/hecdss/native.py b/src/hecdss/native.py index e50c032..b9e7751 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -760,7 +760,6 @@ def hec_dss_tsStoreRegular( c_units = c_char_p(units.encode("utf-8")) c_type = c_char_p(dataType.encode("utf-8")) - print(valueArray) c_valueArray = (c_double * len(valueArray))(*valueArray) c_qualityArray = (c_int * len(qualityArray))(*qualityArray) # import pdb;pdb.set_trace() From 6e295b474fb79c2749c7f79ab93cb083a61c3942 Mon Sep 17 00:00:00 2001 From: Scott Lawson <90214958+sclaw@users.noreply.github.com> Date: Fri, 18 Oct 2024 14:10:53 -0400 Subject: [PATCH 073/134] fix gridded data import (#57) * fix wrapping in grid import function * update documentation --- Readme.md | 4 ++-- src/hecdss/hecdss.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/Readme.md b/Readme.md index af0fb2f..f52a8df 100644 --- a/Readme.md +++ b/Readme.md @@ -40,11 +40,11 @@ pip install -i https://test.pypi.org/simple/ hecdss ```python # example working with time-series data -from hecdss import DssFile +from hecdss import HecDss # Open a DSS file file_path = "example.dss" -dss = DssFile(file_path) +dss = HecDss(file_path) # Retrieve and print data data_path = "/example/data/////" diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 7537457..61bf7c1 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -204,7 +204,7 @@ def _get_gridded_data(self, pathname): gd.rangeLimitTable = rangeLimitTable gd.numberEqualOrExceedingRangeLimit = numberEqualOrExceedingRangeLimit # gd.data = [[data[(i*numberOfCellsX[0])+j] for j in range(numberOfCellsX[0])] for i in range(numberOfCellsY[0])] - gd.data = np.array(data).reshape((numberOfCellsX[0], numberOfCellsY[0])) + gd.data = np.array(data).reshape((numberOfCellsY[0], numberOfCellsX[0])) gd.id = pathname return gd From bf95ea56b581b18ec92a141221b7e191dc91df50 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 13 Nov 2024 12:07:41 -0800 Subject: [PATCH 074/134] irregular_timeseries fix --- src/hecdss/dateconverter.py | 24 +++++++++ src/hecdss/hecdss.py | 52 ++++++++++++++++---- src/hecdss/irregular_timeseries.py | 4 +- src/hecdss/native.py | 48 +++++++++++++++++- tests/data/sample7.dss | Bin 1416496 -> 1421288 bytes tests/test_irregular_timeseries.py | 76 +++++++++++++++++++++++++++++ 6 files changed, 191 insertions(+), 13 deletions(-) create mode 100644 tests/test_irregular_timeseries.py diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index d44cd16..218c29e 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -92,6 +92,18 @@ def dss_datetime_from_string(dt): return dtstr[:9],dtstr[-5:] + @staticmethod + def date_time_from_julian_second(time_julian, seconds_julian): + """" + convert from DSS integer datetime to python datetime array + """ + + baseDateTime = datetime(1900, 1, 1) - timedelta(days=1) # datetime.fromtimestamp(julian_base_date) + + days = timedelta(days=time_julian) + seconds = timedelta(seconds=seconds_julian) + + return baseDateTime + days + seconds @staticmethod def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_base_date): @@ -116,6 +128,18 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ return times + @staticmethod + def julian_array_from_date_times(date_times, time_granularity_seconds=60): + """" + convert from DSS integer datetime array to python datetime array + """ + if date_times is None: + raise ValueError("Time Series Times array was None. Something didn't work right in DSS.") + + base_date_time = datetime(1900, 1, 1) - timedelta(days=1) # datetime.fromtimestamp(julian_base_date) + + return [int((i-base_date_time).total_seconds()/time_granularity_seconds) for i in date_times] + @staticmethod def intervalString_to_sec(interval): diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 7537457..ca881ec 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -270,13 +270,44 @@ def _get_paired_data(self, pathname): return pd + def _get_date_time_range(self, pathname, boolFullSet): + firstValidJulian = [0] + firstSeconds = [0] + lastValidJulian = [0] + lastSeconds = [0] + self._native.hec_dss_tsGetDateTimeRange( + pathname, + boolFullSet, + firstValidJulian, + firstSeconds, + lastValidJulian, + lastSeconds + ) + first = DateConverter.date_time_from_julian_second(firstValidJulian[0], firstSeconds[0]) + last = DateConverter.date_time_from_julian_second(lastValidJulian[0], lastSeconds[0]) + + return (first, last) + + def _get_timeseries(self, pathname, startDateTime, endDateTime): # get sizes if not (startDateTime and endDateTime): - startDate = "" - startTime = "" - endDate = "" - endTime = "" + newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 0) + if not(startDateTime or endDateTime): + startDate = newStartDateTime.strftime("%d%b%Y") + startTime = newStartDateTime.strftime("%H:%M") + endDate = newEndDateTime.strftime("%d%b%Y") + endTime = newEndDateTime.strftime("%H:%M") + elif(endDateTime): + startDate = newStartDateTime.strftime("%d%b%Y") + startTime = newStartDateTime.strftime("%H:%M") + endDate = endDateTime.strftime("%d%b%Y") + endTime = endDateTime.strftime("%H:%M") + else: + startDate = startDateTime.strftime("%d%b%Y") + startTime = startDateTime.strftime("%H:%M") + endDate = newEndDateTime.strftime("%d%b%Y") + endTime = newEndDateTime.strftime("%H:%M") else: startDate = startDateTime.strftime("%d%b%Y") startTime = startDateTime.strftime("%H:%M") @@ -284,7 +315,7 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): endTime = endDateTime.strftime("%H:%M") numberValues = [0] # using array to allow modification qualityElementSize = [0] - self._native.hec_dss_tsGetSizes( + status = self._native.hec_dss_tsGetSizes( pathname, startDate, startTime, @@ -341,9 +372,11 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): ) arr = np.array(values) indices = np.where(np.isclose(values, DSS_UNDEFINED_VALUE, rtol=0, atol=0, equal_nan=True))[0] - arr[indices] = None + arr = np.delete(arr, indices) + #ts.times = np.delete(ts.times, indices) + ts.times = [ts.times[i] for i in range(len(ts.times)) if not np.isin(i, indices)] ts.values = arr - ts.quality = quality + ts.quality = [quality[i] for i in range(len(quality)) if not np.isin(i, indices)] ts.units = units[0] ts.data_type = dataType[0] ts.id = pathname @@ -387,12 +420,11 @@ def put(self, container) -> int: # saveAsFloat, units, type): startDate, startTime = DateConverter.dss_datetime_from_string(its.times[0]) quality = [] # TO DO - status = self._native.hec_dss_tsStoreIrregular( its.id, startDate, - its.times, - its.interval, + DateConverter.julian_array_from_date_times(its.times), + 60, its.values, quality, False, diff --git a/src/hecdss/irregular_timeseries.py b/src/hecdss/irregular_timeseries.py index 1d6ce4d..9fa9d51 100644 --- a/src/hecdss/irregular_timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -9,7 +9,7 @@ def __init__(self): self.times = [] self.values = np.empty(0) self.units ="" - self.dataType ="" + self.data_type = "" self.interval = 0 self.id = "" @@ -36,6 +36,6 @@ def get_length(self): def print_to_console(self): print("dsspath='" + self.id + "'") print("units='"+self.units+"'") - print("dataType='"+self.dataType+"'") + print("dataType='" + self.data_type + "'") for time, value in zip(self.times, self.values): print(f"Time: {time}, Value: {value}") diff --git a/src/hecdss/native.py b/src/hecdss/native.py index b9e7751..24b8a00 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -367,7 +367,7 @@ def hec_dss_gridStore( c_pathname = c_char_p(gd.id.encode("utf-8")) c_gridType = c_int(gd.type) - c_dataType = c_int(gd.dataType) + c_dataType = c_int(gd.data_type) c_lowerLeftCellX = c_int(gd.lowerLeftCellX) c_lowerLeftCellY = c_int(gd.lowerLeftCellY) c_numberOfCellsX = c_int(gd.numberOfCellsX) @@ -629,6 +629,52 @@ def hec_dss_tsGetSizes( return result + def hec_dss_tsGetDateTimeRange( + self, + pathname, + boolFullSet, + firstValidJulian, + firstSeconds, + lastValidJulian, + lastSeconds, + ): + self.dll.hec_dss_tsGetDateTimeRange.argtypes = [ + c_void_p(), # dss + c_char_p, # path + c_int, # boolFullSet + POINTER(c_int), # firstValidJulian + POINTER(c_int), # firstSeconds + POINTER(c_int), # lastValidJulian + POINTER(c_int), # lastSeconds + ] + self.dll.hec_dss_tsGetDateTimeRange.restype = c_int + + fjul = c_int() + fsec = c_int() + + ljul = c_int() + lsec = c_int() + + result = self.dll.hec_dss_tsGetDateTimeRange( + self.handle, + pathname.encode("utf-8"), + c_int(boolFullSet), + byref(fjul), + byref(fsec), + byref(ljul), + byref(lsec), + ) + + if result == 0: + firstValidJulian[0] = fjul.value + firstSeconds[0] = fsec.value + lastValidJulian[0] = ljul.value + lastSeconds[0] = lsec.value + else: + print("Function call failed with result:", result) + + return result + def hec_dss_tsRetrieve( self, pathname: str, diff --git a/tests/data/sample7.dss b/tests/data/sample7.dss index 887cbb1e641610103145f26a7364f809fa0edbe0..447e8d84e5d8777a33b7eb3edc5ed5c91fa5751a 100644 GIT binary patch delta 191 zcmdn6E9}Mnun8KRf3`9)fI#TPi~1827EHgB#mF(eMUqisvH}x_U?@bAVd-WFBW0qY z_~rn{3g*odtQ;7dIoR4c*cgGB35c12m<5Pgffyvt4#XTl%n8I?K+FxqJV49~#C$-^ z55xjMEC|FxKr9TzBHKCGL=~oQ4`>%PVBwxQ5n}7#iA>w8yG3jHI9Qth{RaU6zh^KI delta 179 zcmaEHKWxLUun8JWOE*t0WHOtWuz-`10Rot&$4WAaO9nGRxG?(F28ck)L`U(>0gM&Q z%qPT7O)p%+D89MDUyZSugRPx|jS+~MfS4JGS%8=oh(Y4)K+FNeoIuP4#N0s41H`;Q i%m>8$Kr8^nf None: + self.test_files = FileManager() + + def tearDown(self) -> None: + self.test_files.cleanup() + + + def test_create_irregular_timeseries(self): + """ + create regular timerseries + """ + # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + # rts = RegularTimeSeries.create(range(15), interval="5Second", startDate=datetime.today(), path=path) + # print(rts) + + # + file = "examples-all-data-types.dss" + # file = "sample7.dss" + dss = HecDss(self.test_files.get_copy(file)) + + baseDateTime = datetime(1900, 1, 1) - timedelta(days=1) + + # irpath = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1800/IR-Century/USGS/" + + irpath = "/regular-time-series/GAPT/FLOW/01Sep2021/6Hour/forecast1/" + irts = IrregularTimeSeries() + dates = [datetime.today()+(i * timedelta(hours=1)) for i in range(15)] + irts.times = dates + irts.values = list(range(15)) + irts.data_type = "INST-VAL" + irts.id = irpath + + # dss.put(irts) + + read_irts = dss.get(irpath) + + assert (read_irts.times == irts.times), f"saved and read times should be identical saved times are" \ + f" \n{irts.times}\n and read times are \n{read_irts.times}" + + dss.close() + + + # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/1Day/SHG-SNODAS/" + # times = [datetime.today() + (i * timedelta(seconds=10)) for i in range(15)] + # rts = RegularTimeSeries.create(range(15), times=times, path=path) + # print(rts) + + # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + # dss = HecDss(self.test_files.get_copy("grid-example.dss")) + # gd = dss.get(path) + # dss.close() + # assert (gd.numberOfCellsX == 21), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" + # assert (gd.numberOfCellsY == 28), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" + + + + +if __name__ == "__main__": + unittest.main() From ca34317cd7a74d022b01fcdd8d822cd46507c6b5 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 11 Dec 2024 11:56:43 -0800 Subject: [PATCH 075/134] Added tests, fixed irregular and regular ts bugs, sec granularity --- .github/workflows/publish-to-test-pypi.yml | 2 +- src/hecdss/dateconverter.py | 23 +-- src/hecdss/download_hecdss.py | 2 +- src/hecdss/gridded_data.py | 4 +- src/hecdss/hecdss.py | 53 +++--- src/hecdss/irregular_timeseries.py | 17 +- src/hecdss/lib/hecdss_orgi.dll | Bin 0 -> 4111872 bytes src/hecdss/regular_timeseries.py | 20 +-- tests/test_irregular_timeseries.py | 160 +++++++++++++++--- tests/test_regular_timeseries.py | 178 ++++++++++++++++++--- 10 files changed, 374 insertions(+), 85 deletions(-) create mode 100644 src/hecdss/lib/hecdss_orgi.dll diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 8b4e9a0..bbc0d51 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -99,7 +99,7 @@ jobs: run: pip install numpy - name: Run tests - run: pytest tests/test_basics.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_text.py tests/test_array.py + run: pytest tests/test_basics.py tests/test_dss_type.py test_dsspath.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_irregular_timeseries.py tests/test_text.py tests/test_array.py # The development distribution is a snapshot of the package and is deployed each time # changes are merged into the main branch. diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 218c29e..b6a478e 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -1,3 +1,4 @@ +import copy from datetime import datetime, timedelta, time sec = [ @@ -34,7 +35,8 @@ 4, 3, 2, - 1 + 1, + 0 ] time_string = [ "1Year", @@ -70,7 +72,8 @@ "4Second", "3Second", "2Second", - "1Second" + "1Second", + "0second" ] class DateConverter: @@ -86,11 +89,11 @@ def dss_datetime_from_string(dt): if dt.time() == time(0, 0, 0, 0): # midnight # subract one day dtm1 = dt - timedelta(days=1) - dtstr= dtm1.strftime('%d%b%Y 24:00') + dtstr= dtm1.strftime('%d%b%Y 24:00:00') else: - dtstr = dt.strftime('%d%b%Y %H:%M') + dtstr = dt.strftime('%d%b%Y %H:%M:%S') - return dtstr[:9],dtstr[-5:] + return dtstr[:9],dtstr[-8:] @staticmethod def date_time_from_julian_second(time_julian, seconds_julian): @@ -117,6 +120,8 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ for t in times_julian: baseDateTime =datetime(1900,1,1)- timedelta(days=1) #datetime.fromtimestamp(julian_base_date) delta = 0 + if time_granularity_seconds == 1: # 60 seconds per minute + delta =timedelta(seconds=t) if time_granularity_seconds == 60: # 60 seconds per minute delta =timedelta(minutes=t) if time_granularity_seconds == 3600: # 600 seconds per hour @@ -124,7 +129,7 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ if time_granularity_seconds == 86400: # 86400 seconds per day delta =timedelta(days=t) - times.append(baseDateTime+delta) + times.append(baseDateTime+delta+timedelta(days=julian_base_date)) return times @@ -136,10 +141,8 @@ def julian_array_from_date_times(date_times, time_granularity_seconds=60): if date_times is None: raise ValueError("Time Series Times array was None. Something didn't work right in DSS.") - base_date_time = datetime(1900, 1, 1) - timedelta(days=1) # datetime.fromtimestamp(julian_base_date) - - return [int((i-base_date_time).total_seconds()/time_granularity_seconds) for i in date_times] - + base_date_time = datetime(1900, 1, 1) - timedelta(days=1) # datetime.fromtimestamp(julian_base_date) + return [int((i-base_date_time).days*86400/time_granularity_seconds+(i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds) for i in date_times] @staticmethod def intervalString_to_sec(interval): diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index 06119ac..eafb382 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -36,7 +36,7 @@ def download_and_unzip(url, zip_file, destination_dir): print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IT-2" +version = "7-IU-4" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index f6c2817..6563b5b 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -52,7 +52,7 @@ class GriddedData: def __init__(self): self.id = None self.type = 0 - self.dataType = 0 + self.data_type = 0 self.lowerLeftCellX = 0 self.lowerLeftCellY = 0 self.numberOfCellsX = 0 @@ -147,7 +147,7 @@ def create(path=None, gd = GriddedData() gd.id = path gd.type = type - gd.dataType = dataType + gd.data_type = dataType gd.lowerLeftCellX = lowerLeftCellX gd.lowerLeftCellY = lowerLeftCellY gd.numberOfCellsX = numberOfCellsX diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index ca881ec..f1aaa40 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -1,4 +1,6 @@ """Docstring for public module.""" +from datetime import datetime, timedelta + import numpy as np from hecdss.array_container import ArrayContainer @@ -70,7 +72,9 @@ def get(self, pathname, startdatetime=None, enddatetime=None): varies: RegularTimeSeries, PairedData, Grid, or Array. """ if type == RecordType.RegularTimeSeries or type == RecordType.IrregularTimeSeries: - return self._get_timeseries(pathname, startdatetime, enddatetime) + new_pathname = DssPath(pathname).path_without_date().__str__(); + ts = self._get_timeseries(new_pathname, startdatetime, enddatetime) + return ts elif type == RecordType.PairedData: return self._get_paired_data(pathname) # read paired data @@ -179,7 +183,7 @@ def _get_gridded_data(self, pathname): gd = GriddedData() gd.type = gridType[0] - gd.dataType = dataType[0] + gd.data_type = dataType[0] gd.lowerLeftCellX = lowerLeftCellX[0] gd.lowerLeftCellY = lowerLeftCellY[0] gd.numberOfCellsX = numberOfCellsX[0] @@ -292,27 +296,27 @@ def _get_date_time_range(self, pathname, boolFullSet): def _get_timeseries(self, pathname, startDateTime, endDateTime): # get sizes if not (startDateTime and endDateTime): - newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 0) + newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 1) if not(startDateTime or endDateTime): startDate = newStartDateTime.strftime("%d%b%Y") - startTime = newStartDateTime.strftime("%H:%M") + startTime = newStartDateTime.strftime("%H:%M:%S") endDate = newEndDateTime.strftime("%d%b%Y") - endTime = newEndDateTime.strftime("%H:%M") + endTime = newEndDateTime.strftime("%H:%M:%S") elif(endDateTime): startDate = newStartDateTime.strftime("%d%b%Y") - startTime = newStartDateTime.strftime("%H:%M") + startTime = newStartDateTime.strftime("%H:%M:%S") endDate = endDateTime.strftime("%d%b%Y") - endTime = endDateTime.strftime("%H:%M") + endTime = endDateTime.strftime("%H:%M:%S") else: startDate = startDateTime.strftime("%d%b%Y") - startTime = startDateTime.strftime("%H:%M") + startTime = startDateTime.strftime("%H:%M:%S") endDate = newEndDateTime.strftime("%d%b%Y") - endTime = newEndDateTime.strftime("%H:%M") + endTime = newEndDateTime.strftime("%H:%M:%S") else: startDate = startDateTime.strftime("%d%b%Y") - startTime = startDateTime.strftime("%H:%M") + startTime = startDateTime.strftime("%H:%M:%S") endDate = endDateTime.strftime("%d%b%Y") - endTime = endDateTime.strftime("%H:%M") + endTime = endDateTime.strftime("%H:%M:%S") numberValues = [0] # using array to allow modification qualityElementSize = [0] status = self._native.hec_dss_tsGetSizes( @@ -366,20 +370,25 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): # print(values) # print("julianBaseDate = " + str(julianBaseDate[0])) # print("timeGranularitySeconds = " + str(timeGranularitySeconds[0])) - ts = RegularTimeSeries() - ts.times = DateConverter.date_times_from_julian_array( + if RecordType.IrregularTimeSeries == self.get_record_type(pathname): + ts = IrregularTimeSeries() + else: + ts = RegularTimeSeries() + new_times = DateConverter.date_times_from_julian_array( times, timeGranularitySeconds[0], julianBaseDate[0] ) arr = np.array(values) indices = np.where(np.isclose(values, DSS_UNDEFINED_VALUE, rtol=0, atol=0, equal_nan=True))[0] arr = np.delete(arr, indices) #ts.times = np.delete(ts.times, indices) - ts.times = [ts.times[i] for i in range(len(ts.times)) if not np.isin(i, indices)] - ts.values = arr - ts.quality = [quality[i] for i in range(len(quality)) if not np.isin(i, indices)] - ts.units = units[0] - ts.data_type = dataType[0] - ts.id = pathname + new_times = [new_times[i] for i in range(len(new_times)) if not np.isin(i, indices)] + values = arr + quality = [quality[i] for i in range(len(quality)) if not np.isin(i, indices)] + units = units[0] + data_type = dataType[0] + start_date = [] if len(new_times) == 0 else new_times[0] + id = pathname + ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, path=id) return ts def put(self, container) -> int: @@ -400,6 +409,9 @@ def put(self, container) -> int: ts = container # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, # saveAsFloat, units, type): + if not len(ts.times): + raise Exception("Time Series has an empty times array") + startDate, startTime = DateConverter.dss_datetime_from_string(ts.times[0]) quality = [] # TO DO @@ -418,7 +430,8 @@ def put(self, container) -> int: its = container # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, # saveAsFloat, units, type): - startDate, startTime = DateConverter.dss_datetime_from_string(its.times[0]) + baseDateTime = datetime(1900, 1, 1) + startDate, startTime = DateConverter.dss_datetime_from_string(baseDateTime) quality = [] # TO DO status = self._native.hec_dss_tsStoreIrregular( its.id, diff --git a/src/hecdss/irregular_timeseries.py b/src/hecdss/irregular_timeseries.py index 9fa9d51..9b830bf 100644 --- a/src/hecdss/irregular_timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -8,9 +8,11 @@ class IrregularTimeSeries: def __init__(self): self.times = [] self.values = np.empty(0) - self.units ="" + self.quality = [] + self.units = "" self.data_type = "" self.interval = 0 + self.start_date = "" self.id = "" def add_data_point(self, date, value): @@ -39,3 +41,16 @@ def print_to_console(self): print("dataType='" + self.data_type + "'") for time, value in zip(self.times, self.values): print(f"Time: {time}, Value: {value}") + + @staticmethod + def create(values, times=[], quality=[], units="", data_type="", interval=0, start_date="", path=None): + irts = IrregularTimeSeries() + irts.times = times + irts.values = np.array(values) + irts.quality = quality + irts.units = units + irts.data_type = data_type + irts.interval = interval + irts.start_date = start_date + irts.id = path + return irts diff --git a/src/hecdss/lib/hecdss_orgi.dll b/src/hecdss/lib/hecdss_orgi.dll new file mode 100644 index 0000000000000000000000000000000000000000..d18519f511801a2e610ba0bf8535cb3d9db7ad7a GIT binary patch literal 4111872 zcmd44dz@8s7e9V#+8Q#=bU92Y2gO7(F2fWtQXH2UB;#=#5_t+E<;i_A9p>0h=HZE4 zO76KlwbVn=A5!_nwD*%&L6v1<1w= 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str(new_path) def _interval_to_times(self, new_interval): - if type(self.startDate) == datetime: + if type(self.start_date) == datetime: + self.times = [] for i in range(len(self.values)): - self.times.append(self.startDate + (i * timedelta(seconds=new_interval))) + self.times.append((self.start_date + (i * timedelta(seconds=new_interval))).replace(microsecond=0)) def _generate_times(self): - if(len(self.times) > 0 and self.startDate == ""): - self.startDate = self.times[0] + if(len(self.times) > 0 and self.start_date == ""): + self.start_date = self.times[0] x = [self._get_interval_times(), self._get_interval_path(), self._get_interval_interval()] x = [i for i in x if i != "empty"] @@ -91,14 +92,15 @@ def _generate_times(self): self._interval_to_times(x[0]) @staticmethod - def create(values, times=[], units="", dataType="", interval="", startDate="", path=None): + def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", path=None): rts = RegularTimeSeries() - rts.times = times + rts.times = [i.replace(microsecond=0) for i in times] rts.values = np.array(values) + rts.quality = quality rts.units = units - rts.data_type = dataType + rts.data_type = data_type rts.interval = interval - rts.startDate = startDate + rts.start_date = start_date rts.id = path rts._generate_times() diff --git a/tests/test_irregular_timeseries.py b/tests/test_irregular_timeseries.py index 62a9340..e767454 100644 --- a/tests/test_irregular_timeseries.py +++ b/tests/test_irregular_timeseries.py @@ -3,6 +3,7 @@ import unittest import sys import os +import numpy as np sys.path.append(r'src') @@ -21,55 +22,168 @@ def setUp(self) -> None: def tearDown(self) -> None: self.test_files.cleanup() - - def test_create_irregular_timeseries(self): + def test_irregular_timeseries_read(self): + """ + read record from disk """ - create regular timerseries + path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + irts = dss.get(path) + dss.close() + assert (113 == irts.get_length()), f"irts.get_length() should be 113. is {irts.get_length()}" + assert (39000 == irts.values[18]), f"irts.values[18] should be 39000. is {irts.values[18]}" + assert ("1924-02-09 00:00:00" == str(irts.times[19])), f"irts.times[19] should be '1924-02-09 00:00:00'. is {irts.times[19]}" + assert ("CFS" == irts.units), f"irts.units should be 'CFS'. is {irts.units}" + assert ("INST-VAL" == irts.data_type), f"irts.data_type should be 'INST-VAL'. is {irts.data_type}" + assert (0 == irts.interval), f"irts.interval should be 0. is {irts.interval}" + + def test_is_irregular_timeseries_type(self): """ - # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - # rts = RegularTimeSeries.create(range(15), interval="5Second", startDate=datetime.today(), path=path) - # print(rts) + Test if dss.get() returns a record of type IrregularTimeSeries + """ + path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + irts = dss.get(path) + dss.close() + assert (type(irts) is IrregularTimeSeries), f"irts should be type IrregularTimeSeries. is {type(irts)}" - # + def test_irregular_timeseries_create_store(self): + """ + create IrregularTimeSeries and store to dss + """ file = "examples-all-data-types.dss" - # file = "sample7.dss" dss = HecDss(self.test_files.get_copy(file)) - baseDateTime = datetime(1900, 1, 1) - timedelta(days=1) + irpath = "/irregular-time-series/GAPT/FLOW//IR-Day/forecast6/" + irts = IrregularTimeSeries() + dates = [datetime.today().replace(second=0, microsecond=0)+(i * timedelta(hours=2)) for i in range(15)] + dates[1] = dates[1] - timedelta(seconds=60) + irts.times = dates + irts.values = list(range(15)) + irts.data_type = "INST-VAL" + irts.id = irpath + + dss.put(irts) - # irpath = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1800/IR-Century/USGS/" + dss.close() - irpath = "/regular-time-series/GAPT/FLOW/01Sep2021/6Hour/forecast1/" + def test_irregular_timeseries_create_store_read(self): + """ + Generates a IrregularTimeSeries object then stores data on disk and read result + """ + file = "examples-all-data-types.dss" + dss = HecDss(self.test_files.get_copy(file)) + + irpath = "/irregular-time-series/GAPT/FLOW//IR-Day/forecast6/" irts = IrregularTimeSeries() - dates = [datetime.today()+(i * timedelta(hours=1)) for i in range(15)] + dates = [datetime.today().replace(second=0, microsecond=0) + (i * timedelta(hours=2)) for i in range(15)] + dates[1] = dates[1] - timedelta(seconds=60) irts.times = dates irts.values = list(range(15)) irts.data_type = "INST-VAL" irts.id = irpath - # dss.put(irts) + dss.put(irts) read_irts = dss.get(irpath) + dss.close() + assert (read_irts.times == irts.times), f"saved and read times should be identical saved times are" \ f" \n{irts.times}\n and read times are \n{read_irts.times}" + def test_irregular_timeseries_read_store_read(self): + """ + Read a IrregularTimeSeries object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + #dss = HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") + irts = dss.get(path) + + path_modified = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS-modified/" + + irts.id = path_modified + + dss.put(irts) + + irts_modified = dss.get(path_modified) dss.close() + np.set_printoptions(suppress=True) + assert (irts.get_length() == irts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ + f" irts.get_length() is {irts.get_length()}, irts_modified.get_length() is {irts_modified.get_length()}" + assert (np.array_equal(irts.values, irts_modified.values)), f"irts.values is not equal to irts_modified.values." \ + f" irts.values is {irts.values}, irts_modified.values is {irts_modified.values}" + assert (np.array_equal(irts.times, irts_modified.times)), f"irts.times is not equal to irts_modified.times." \ + f" irts.times is {irts.times}, irts_modified.times is {irts_modified.times}" + assert (irts.units == irts_modified.units), f"irts.units is not equal to irts_modified.units." \ + f" irts.units is {irts.units}, irts_modified.units is {irts_modified.units}" + assert (irts.data_type == irts_modified.data_type), f"irts.data_type is not equal to irts_modified.data_type." \ + f" irts.data_type is {irts.data_type}, irts_modified.data_type is {irts_modified.data_type}" + assert (irts.interval == irts_modified.interval), f"irts.interval is not equal to irts_modified.interval." \ + f" irts.interval is {irts.interval}, irts_modified.interval is {irts_modified.interval}" + + def test_irregular_timeseries_read_modify_store_modify_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + irts = dss.get(path) + + irts.times[1] = irts.times[1] - timedelta(seconds=60) + irts.values[3] = 75 + irts.units = "FEET" + + path_modified = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS-modified/" + irts.id = path_modified - # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/1Day/SHG-SNODAS/" - # times = [datetime.today() + (i * timedelta(seconds=10)) for i in range(15)] - # rts = RegularTimeSeries.create(range(15), times=times, path=path) - # print(rts) + dss.put(irts) - # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - # dss = HecDss(self.test_files.get_copy("grid-example.dss")) - # gd = dss.get(path) - # dss.close() - # assert (gd.numberOfCellsX == 21), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" - # assert (gd.numberOfCellsY == 28), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" + irts_modified = dss.get(path_modified) + dss.close() + np.set_printoptions(suppress=True) + assert (irts.get_length() == irts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ + f" irts.get_length() is {irts.get_length()}, irts_modified.get_length() is {irts_modified.get_length()}" + assert (np.array_equal(irts.values, irts_modified.values)), f"irts.values is not equal to irts_modified.values." \ + f" irts.values is {irts.values}, irts_modified.values is {irts_modified.values}" + assert (np.array_equal(irts.times, irts_modified.times)), f"irts.times is not equal to irts_modified.times." \ + f" irts.times is {irts.times}, irts_modified.times is {irts_modified.times}" + assert (irts.units == irts_modified.units), f"irts.units is not equal to irts_modified.units." \ + f" irts.units is {irts.units}, irts_modified.units is {irts_modified.units}" + assert (irts.data_type == irts_modified.data_type), f"irts.data_type is not equal to irts_modified.data_type." \ + f" irts.data_type is {irts.data_type}, irts_modified.data_type is {irts_modified.data_type}" + assert (irts.interval == irts_modified.interval), f"irts.interval is not equal to irts_modified.interval." \ + f" irts.interval is {irts.interval}, irts_modified.interval is {irts_modified.interval}" + + def test_irregular_timeseries_read_modify_store_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + irts = dss.get(path) + irts.times[1] = irts.times[1] - timedelta(seconds=60) + irts.values[3] = 75 + dss.put(irts) + irts_modified = dss.get(path) + dss.close() + np.set_printoptions(suppress=True) + assert (irts.get_length() == irts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ + f" irts.get_length() is {irts.get_length()}, irts_modified.get_length() is {irts_modified.get_length()}" + assert (np.array_equal(irts.values, irts_modified.values)), f"irts.values is not equal to irts_modified.values." \ + f" irts.values is {irts.values}, irts_modified.values is {irts_modified.values}" + assert (np.array_equal(irts.times, irts_modified.times)), f"irts.times is not equal to irts_modified.times." \ + f" irts.times is {irts.times}, irts_modified.times is {irts_modified.times}" + assert (irts.units == irts_modified.units), f"irts.units is not equal to irts_modified.units." \ + f" irts.units is {irts.units}, irts_modified.units is {irts_modified.units}" + assert (irts.data_type == irts_modified.data_type), f"irts.data_type is not equal to irts_modified.data_type." \ + f" irts.data_type is {irts.data_type}, irts_modified.data_type is {irts_modified.data_type}" + assert (irts.interval == irts_modified.interval), f"irts.interval is not equal to irts_modified.interval." \ + f" irts.interval is {irts.interval}, irts_modified.interval is {irts_modified.interval}" if __name__ == "__main__": diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 5ee0cb6..ed134eb 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -4,6 +4,9 @@ import sys import os +import numpy as np + +from hecdss import HecDss sys.path.append(r'src') sys.path.append(os.path.dirname(__file__)) @@ -20,18 +23,37 @@ def setUp(self) -> None: def tearDown(self) -> None: self.test_files.cleanup() + def test_regular_timeseries_read(self): + """ + read record from disk + """ + path = "/regular-time-series-many-points/unknown/flow/01Sep2004/15Minute//" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + rts = dss.get(path) + dss.close() + assert (553486 == rts.get_length()), f"irts.get_length() should be 553486. is {rts.get_length()}" + assert (12.300 == rts.values[18]), f"irts.values[18] should be 39000. is {rts.values[18]}" + assert ("2004-09-30 23:00:00" == str(rts.times[19])), f"irts.times[19] should be '2004-09-30 23:00:00'. is {rts.times[19]}" + assert ("CFS" == rts.units), f"irts.units should be 'CFS'. is {rts.units}" + assert ("FLOW" == rts.data_type), f"irts.data_type should be 'FLOW'. is {rts.data_type}" + assert (900 == rts.interval), f"irts.interval should be 900. is {rts.interval}" + + def test_is_regular_timeseries_type(self): + """ + Test if dss.get() returns a record of type IrregularTimeSeries + """ + path = "/regular-time-series-many-points/unknown/flow/01Sep2004/15Minute//" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + rts = dss.get(path, startdatetime=datetime(2004, 9, 1), enddatetime=datetime(2004, 9, 30)) + dss.close() + assert (type(rts) is RegularTimeSeries), f"rts should be type RegularTimeSeries. is {type(rts)}" - def test_create_regular_timeseries(self): + def test_regular_timeseries_create(self): """ create regular timerseries """ - # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - # rts = RegularTimeSeries.create(range(15), interval="5Second", startDate=datetime.today(), path=path) - # print(rts) - - # path = "//EAU GALLA RIVER/Flow//1Day//" - rts = RegularTimeSeries.create(range(15), startDate=datetime.today(), path=path) + rts = RegularTimeSeries.create(range(15), start_date=datetime.today(), path=path) self.assertEqual(86400, rts.interval) print(rts) @@ -41,17 +63,137 @@ def test_create_regular_timeseries(self): rts = RegularTimeSeries.create(range(15), times=times, path=path) self.assertEqual("//EAU GALLA RIVER/Flow//10Second//", rts.id) - # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/1Day/SHG-SNODAS/" - # times = [datetime.today() + (i * timedelta(seconds=10)) for i in range(15)] - # rts = RegularTimeSeries.create(range(15), times=times, path=path) - # print(rts) - - # path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - # dss = HecDss(self.test_files.get_copy("grid-example.dss")) - # gd = dss.get(path) - # dss.close() - # assert (gd.numberOfCellsX == 21), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" - # assert (gd.numberOfCellsY == 28), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" + def test_regular_timeseries_create_fail(self): + """ + create regular timerseries + """ + path = "//EAU GALLA RIVER/Flow//1Day//" + times = [datetime.today()+(i * timedelta(seconds=10)) for i in range(15)] + try: + RegularTimeSeries.create(range(15), times=times, path=path) + except: + return + self.assertTrue(False, "create TimeSeries should fail due to inconsistent interval") + + def test_regular_timeseries_create_store(self): + """ + create IrregularTimeSeries and store to dss + """ + path = "/regular-time-series/test/CFS//15Minute/store-test/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + rts = RegularTimeSeries.create(range(15), start_date=datetime.today(), units="CFS", path=path) + dss.put(rts) + dss.close() + + def test_regular_timeseries_create_store_read(self): + """ + Generates a IrregularTimeSeries object then stores data on disk and read result + """ + path = "/regular-time-series/test/CFS//10Second/store-test/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + rts = RegularTimeSeries.create(range(15), start_date=datetime.today(), units="CFS", path=path) + dss.put(rts) + + read_rts = dss.get(path) + + dss.close() + + assert (read_rts.times == rts.times), f"saved and read times should be identical saved times are" \ + f" \n{rts.times}\n and read times are \n{read_rts.times}" + + def test_regular_timeseries_read_store_read(self): + """ + Read a IrregularTimeSeries object then stores data on disk and read again + """ + path = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute//" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) + #dss = HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") + + path_modified = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute/test-store/" + + rts.id = path_modified + + dss.put(rts) + + rts_modified = dss.get(path_modified) + dss.close() + np.set_printoptions(suppress=True) + assert (rts.get_length() == rts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ + f" irts.get_length() is {rts.get_length()}, irts_modified.get_length() is {rts_modified.get_length()}" + assert (np.array_equal(rts.values, rts_modified.values)), f"irts.values is not equal to irts_modified.values." \ + f" irts.values is {rts.values}, irts_modified.values is {rts_modified.values}" + assert (np.array_equal(rts.times, rts_modified.times)), f"irts.times is not equal to irts_modified.times." \ + f" irts.times is {rts.times}, irts_modified.times is {rts_modified.times}" + assert (rts.units == rts_modified.units), f"irts.units is not equal to irts_modified.units." \ + f" irts.units is {rts.units}, irts_modified.units is {rts_modified.units}" + assert (rts.data_type == rts_modified.data_type), f"irts.data_type is not equal to irts_modified.data_type." \ + f" irts.data_type is {rts.data_type}, irts_modified.data_type is {rts_modified.data_type}" + assert (rts.interval == rts_modified.interval), f"irts.interval is not equal to irts_modified.interval." \ + f" irts.interval is {rts.interval}, irts_modified.interval is {rts_modified.interval}" + + def test_regular_timeseries_read_modify_store_modify_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute//" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) + + rts.values[3] = 75 + rts.units = "FEET" + + path_modified = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute/test-store/" + + rts.id = path_modified + + dss.put(rts) + + rts_modified = dss.get(path_modified) + dss.close() + np.set_printoptions(suppress=True) + assert (rts.get_length() == rts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ + f" irts.get_length() is {rts.get_length()}, irts_modified.get_length() is {rts_modified.get_length()}" + assert (np.array_equal(rts.values, rts_modified.values)), f"irts.values is not equal to irts_modified.values." \ + f" irts.values is {rts.values}, irts_modified.values is {rts_modified.values}" + assert (np.array_equal(rts.times, rts_modified.times)), f"irts.times is not equal to irts_modified.times." \ + f" irts.times is {rts.times}, irts_modified.times is {rts_modified.times}" + assert (rts.units == rts_modified.units), f"irts.units is not equal to irts_modified.units." \ + f" irts.units is {rts.units}, irts_modified.units is {rts_modified.units}" + assert (rts.data_type == rts_modified.data_type), f"irts.data_type is not equal to irts_modified.data_type." \ + f" irts.data_type is {rts.data_type}, irts_modified.data_type is {rts_modified.data_type}" + assert (rts.interval == rts_modified.interval), f"irts.interval is not equal to irts_modified.interval." \ + f" irts.interval is {rts.interval}, irts_modified.interval is {rts_modified.interval}" + + def test_regular_timeseries_read_modify_store_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute//" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) + + rts.values[3] = 75 + rts.units = "FEET" + + dss.put(rts) + + rts_modified = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) + dss.close() + np.set_printoptions(suppress=True) + assert ( + rts.get_length() == rts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ + f" irts.get_length() is {rts.get_length()}, irts_modified.get_length() is {rts_modified.get_length()}" + assert (np.array_equal(rts.values, rts_modified.values)), f"irts.values is not equal to irts_modified.values." \ + f" irts.values is {rts.values}, irts_modified.values is {rts_modified.values}" + assert (np.array_equal(rts.times, rts_modified.times)), f"irts.times is not equal to irts_modified.times." \ + f" irts.times is {rts.times}, irts_modified.times is {rts_modified.times}" + assert (rts.units == rts_modified.units), f"irts.units is not equal to irts_modified.units." \ + f" irts.units is {rts.units}, irts_modified.units is {rts_modified.units}" + assert (rts.data_type == rts_modified.data_type), f"irts.data_type is not equal to irts_modified.data_type." \ + f" irts.data_type is {rts.data_type}, irts_modified.data_type is {rts_modified.data_type}" + assert (rts.interval == rts_modified.interval), f"irts.interval is not equal to irts_modified.interval." \ + f" irts.interval is {rts.interval}, irts_modified.interval is {rts_modified.interval}" From 31bcaee3af470be60c6c9a255a51df292b88a994 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 11 Dec 2024 11:57:25 -0800 Subject: [PATCH 076/134] update version --- pyproject.toml | 2 +- setup.cfg | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index fbf4136..089d8bc 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.0" +version = "0.1.19" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index 43d3761..40ff2dd 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.18 +version = 0.1.19 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. From 66f8b8fffdebc0e847cd9ab88c55263f2d61c0de Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 11 Dec 2024 14:47:15 -0800 Subject: [PATCH 077/134] Update src/hecdss/dateconverter.py Co-authored-by: Karl Tarbet --- src/hecdss/dateconverter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index b6a478e..cdb5d76 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -73,7 +73,7 @@ "3Second", "2Second", "1Second", - "0second" + "0Second" ] class DateConverter: From 1bc61ec95ad9979ea0c0a077eb064106b3bb0dc5 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 11 Dec 2024 14:47:22 -0800 Subject: [PATCH 078/134] Update src/hecdss/dateconverter.py Co-authored-by: Karl Tarbet --- src/hecdss/dateconverter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index cdb5d76..4480940 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -120,7 +120,7 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ for t in times_julian: baseDateTime =datetime(1900,1,1)- timedelta(days=1) #datetime.fromtimestamp(julian_base_date) delta = 0 - if time_granularity_seconds == 1: # 60 seconds per minute + if time_granularity_seconds == 1: # 1 second delta =timedelta(seconds=t) if time_granularity_seconds == 60: # 60 seconds per minute delta =timedelta(minutes=t) From d37b5e0b3941ac9b9949148a369665fc4332f124 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 11 Dec 2024 14:47:27 -0800 Subject: [PATCH 079/134] Update src/hecdss/dateconverter.py Co-authored-by: Karl Tarbet --- src/hecdss/dateconverter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 4480940..8458156 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -124,7 +124,7 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ delta =timedelta(seconds=t) if time_granularity_seconds == 60: # 60 seconds per minute delta =timedelta(minutes=t) - if time_granularity_seconds == 3600: # 600 seconds per hour + if time_granularity_seconds == 3600: # 3600 seconds per hour delta =timedelta(hours=t) if time_granularity_seconds == 86400: # 86400 seconds per day delta =timedelta(days=t) From 2038f329f38834b0aaa5b38c4a8829b8a4c69865 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 11 Dec 2024 14:47:37 -0800 Subject: [PATCH 080/134] Update tests/test_regular_timeseries.py Co-authored-by: Karl Tarbet --- tests/test_regular_timeseries.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index ed134eb..4bbe659 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -108,7 +108,6 @@ def test_regular_timeseries_read_store_read(self): path = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute//" dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) - #dss = HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") path_modified = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute/test-store/" From 7e958b68274f77da42ee871a49e3349be6c74192 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 12 Dec 2024 13:17:52 -0800 Subject: [PATCH 081/134] Update second granularity system --- src/hecdss/dateconverter.py | 30 +++++++++++++++++------------ src/hecdss/hecdss.py | 20 +++++++++++-------- src/hecdss/irregular_timeseries.py | 10 +++++++++- src/hecdss/lib/hecdss_orgi.dll | Bin 4111872 -> 0 bytes src/hecdss/regular_timeseries.py | 5 ++++- tests/test_irregular_timeseries.py | 13 +++---------- 6 files changed, 46 insertions(+), 32 deletions(-) delete mode 100644 src/hecdss/lib/hecdss_orgi.dll diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 8458156..2abdba5 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -1,7 +1,7 @@ import copy from datetime import datetime, timedelta, time -sec = [ +_sec = [ 31536000, 2592000, 1296000, @@ -38,7 +38,7 @@ 1, 0 ] -time_string = [ +_time_string = [ "1Year", "1Month", "Semi-Month", @@ -134,22 +134,28 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ return times @staticmethod - def julian_array_from_date_times(date_times, time_granularity_seconds=60): + def julian_array_from_date_times(date_times, time_granularity_seconds=60, start_date_base=(datetime(1900, 1, 1))): """" convert from DSS integer datetime array to python datetime array """ + newarry=[] if date_times is None: raise ValueError("Time Series Times array was None. Something didn't work right in DSS.") - - base_date_time = datetime(1900, 1, 1) - timedelta(days=1) # datetime.fromtimestamp(julian_base_date) - return [int((i-base_date_time).days*86400/time_granularity_seconds+(i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds) for i in date_times] + start_date_base = start_date_base.replace(hour=0, minute=0, second=0, microsecond=0)-timedelta(days=1) + for i in date_times: + secondsday = (i-start_date_base).days*86400/time_granularity_seconds + seconds = (i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds + newtime = seconds+secondsday + newarry.append(newtime) + k = 0 + return [int(((i-start_date_base).days*86400 + i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds) for i in date_times] @staticmethod def intervalString_to_sec(interval): - if time_string.__contains__(interval): - i = time_string.index(interval) - return sec[i] - elif sec.__contains__(interval): + if _time_string.__contains__(interval): + i = _time_string.index(interval) + return _sec[i] + elif _sec.__contains__(interval): return interval return "empty" @@ -157,9 +163,9 @@ def intervalString_to_sec(interval): @staticmethod def sec_to_intervalString(seconds: int): - i = sec.index(seconds) + i = _sec.index(seconds) - return time_string[i] + return _time_string[i] if __name__ == "__main__": diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index f1aaa40..e17a251 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -287,8 +287,8 @@ def _get_date_time_range(self, pathname, boolFullSet): lastValidJulian, lastSeconds ) - first = DateConverter.date_time_from_julian_second(firstValidJulian[0], firstSeconds[0]) - last = DateConverter.date_time_from_julian_second(lastValidJulian[0], lastSeconds[0]) + first = DateConverter.date_times_from_julian_array(firstSeconds, 1, firstValidJulian[0])[0] + last = DateConverter.date_times_from_julian_array(lastSeconds, 1, lastValidJulian[0])[0] return (first, last) @@ -387,8 +387,9 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): units = units[0] data_type = dataType[0] start_date = [] if len(new_times) == 0 else new_times[0] - id = pathname - ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, path=id) + time_granularity_seconds = timeGranularitySeconds[0] + julian_base_date = julianBaseDate[0] + ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, time_granularity_seconds=time_granularity_seconds, julian_base_date=julian_base_date, path=pathname) return ts def put(self, container) -> int: @@ -430,14 +431,17 @@ def put(self, container) -> int: its = container # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, # saveAsFloat, units, type): - baseDateTime = datetime(1900, 1, 1) - startDate, startTime = DateConverter.dss_datetime_from_string(baseDateTime) + start_date_base = (datetime(1900, 1, 1)+timedelta(days=its.julian_base_date)) + startDate, startTime = DateConverter.dss_datetime_from_string(start_date_base) quality = [] # TO DO + julian_times = DateConverter.julian_array_from_date_times(its.times, its.time_granularity_seconds, start_date_base) + if max(julian_times) >= 2147483647: + raise Exception("Julian times contains value larger than 2147483647, increase granularity or change start_date_base to fix.") status = self._native.hec_dss_tsStoreIrregular( its.id, startDate, - DateConverter.julian_array_from_date_times(its.times), - 60, + julian_times, + its.time_granularity_seconds, its.values, quality, False, diff --git a/src/hecdss/irregular_timeseries.py b/src/hecdss/irregular_timeseries.py index 9b830bf..72004e1 100644 --- a/src/hecdss/irregular_timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -1,3 +1,5 @@ +from datetime import datetime + import numpy as np @@ -13,6 +15,8 @@ def __init__(self): self.data_type = "" self.interval = 0 self.start_date = "" + self.time_granularity_seconds = 1 + self.julian_base_date = 0 self.id = "" def add_data_point(self, date, value): @@ -43,7 +47,7 @@ def print_to_console(self): print(f"Time: {time}, Value: {value}") @staticmethod - def create(values, times=[], quality=[], units="", data_type="", interval=0, start_date="", path=None): + def create(values, times, quality=[], units="", data_type="", interval=0, start_date="", time_granularity_seconds=1, julian_base_date=None, path=None): irts = IrregularTimeSeries() irts.times = times irts.values = np.array(values) @@ -52,5 +56,9 @@ def create(values, times=[], quality=[], units="", data_type="", interval=0, sta irts.data_type = data_type irts.interval = interval irts.start_date = start_date + irts.time_granularity_seconds = time_granularity_seconds + irts.julian_base_date = 0 + if julian_base_date is None and len(times): + irts.julian_base_date = 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zC|S9+J+(72D>523XwaDgO*Om5K~tMBN?IZ~SUjuX9gfFr#%Ro!>_t8tug~x|z`s}p zyK}P0T_sS65s)(|cP^5Z_S z4qlJidAu6|B)iC})#UT9?YQ7Fs53u3>h_6<(%@`}ra^yv3e|Ih+jWf_#Dg z_Pp2L49}+(xvANx(YC#%HrglaZ|8e!o8f!6qI`!i&k@E381s+y zB1)ZQ&I&5a%hQ9oD#c}lRhQz@?AJ_KciFBSJ8!!#!KLd3%3!{fQ7(cXP1hGtbl{LbzY(~j##mGj8{mUNI z6-D@%DPA+i@zOAomw~aotSFDO40Crj%--2i;+rux-HH}Ag!&c6JYEkxe#K|>nFg3? z%t7t23LmwCy;Lt+_!jh0ZN3o3@Wbr0${s7_@9MKc(O!h`K~muBTl{I5E6c!aSr*1p za^U+*Z=%9)!x(@at;)ZKU-8fIE^FYwd*Si7z>9Bd3Ss^>9OcU|6LVwAKcyWAtE~VU Jr2oJF{U1ui^h*E$ diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 7f87bed..4552ea9 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -13,6 +13,7 @@ def __init__(self): self.data_type = "" self.interval = "" self.start_date = "" + self.time_granularity_seconds = 1 self.id = "" def add_data_point(self, date, value, flag=None): @@ -92,7 +93,7 @@ def _generate_times(self): self._interval_to_times(x[0]) @staticmethod - def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", path=None): + def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", time_granularity_seconds=1, julian_base_date=0, path=None): rts = RegularTimeSeries() rts.times = [i.replace(microsecond=0) for i in times] rts.values = np.array(values) @@ -101,6 +102,8 @@ def create(values, times=[], quality=[], units="", data_type="", interval="", st rts.data_type = data_type rts.interval = interval rts.start_date = start_date + rts.time_granularity_seconds = time_granularity_seconds + rts.julian_base_date = julian_base_date rts.id = path rts._generate_times() diff --git a/tests/test_irregular_timeseries.py b/tests/test_irregular_timeseries.py index e767454..04c5ac6 100644 --- a/tests/test_irregular_timeseries.py +++ b/tests/test_irregular_timeseries.py @@ -58,10 +58,7 @@ def test_irregular_timeseries_create_store(self): irts = IrregularTimeSeries() dates = [datetime.today().replace(second=0, microsecond=0)+(i * timedelta(hours=2)) for i in range(15)] dates[1] = dates[1] - timedelta(seconds=60) - irts.times = dates - irts.values = list(range(15)) - irts.data_type = "INST-VAL" - irts.id = irpath + irts = IrregularTimeSeries.create(times=dates, values=list(range(15)), data_type="INST-VAL", path=irpath) dss.put(irts) @@ -75,13 +72,9 @@ def test_irregular_timeseries_create_store_read(self): dss = HecDss(self.test_files.get_copy(file)) irpath = "/irregular-time-series/GAPT/FLOW//IR-Day/forecast6/" - irts = IrregularTimeSeries() - dates = [datetime.today().replace(second=0, microsecond=0) + (i * timedelta(hours=2)) for i in range(15)] + dates = [datetime.today().replace(microsecond=0) + (i * timedelta(hours=2)) for i in range(15)] dates[1] = dates[1] - timedelta(seconds=60) - irts.times = dates - irts.values = list(range(15)) - irts.data_type = "INST-VAL" - irts.id = irpath + irts = IrregularTimeSeries.create(times=dates, values=list(range(15)), data_type="INST-VAL", path=irpath) dss.put(irts) From 70325562a59a882fc6e465e64e79a3eb1942ff4c Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 12 Dec 2024 14:31:16 -0800 Subject: [PATCH 082/134] Restructure array container and add Charles suggestions --- src/hecdss/array_container.py | 29 ++++++++++--------------- src/hecdss/hecdss.py | 24 +++++++-------------- src/hecdss/native.py | 2 +- src/hecdss/record_type.py | 8 +++++++ tests/test_array.py | 40 +++++++++++++++++++++++++++++++++-- tests/test_basics.py | 4 ++++ 6 files changed, 70 insertions(+), 37 deletions(-) diff --git a/src/hecdss/array_container.py b/src/hecdss/array_container.py index 982540c..019e5e3 100644 --- a/src/hecdss/array_container.py +++ b/src/hecdss/array_container.py @@ -6,27 +6,18 @@ class ArrayContainer: def __init__(self): self.id = None - self.values = None + self.int_values = None + self.float_values = None + self.double_values = None @staticmethod - def create_int_array(values: List[int], path=None): + def create_array_container(int_values: List[int] = [], float_values: List[float] = [], + double_values: List[float] = [], path=None): a = ArrayContainer() a.id = path - a.values = np.array(values, dtype=np.int) - return a - - @staticmethod - def create_float_array(values: List[float], path=None): - a = ArrayContainer() - a.id = path - a.values = np.array(values, dtype=np.float32) - return a - - @staticmethod - def create_double_array(values: List[float], path=None): - a = ArrayContainer() - a.id = path - a.values = np.array(values, dtype=np.float64) + a.int_values = np.array(int_values, dtype=np.int32) + a.float_values = np.array(float_values, dtype=np.float32) + a.double_values = np.array(double_values, dtype=np.float64) return a def __str__(self): @@ -34,4 +25,6 @@ def __str__(self): identifier = f"id: {self.id}, " else: identifier = "" - return f"{identifier}type: {self.values.dtype}, shape: {self.values.shape}, values: {self.values.tolist()}" \ No newline at end of file + return f"{identifier}\ntype: {self.int_values.dtype}, shape: {self.int_values.shape}, values: {self.int_values.tolist()}" \ + f"\ntype: {self.float_values.dtype}, shape: {self.float_values.shape}, values: {self.float_values.tolist()}" \ + f"\ntype: {self.double_values.dtype}, shape: {self.double_values.shape}, values: {self.double_values.tolist()}" diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index e17a251..7e42a6a 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -3,6 +3,7 @@ import numpy as np +import hecdss.record_type from hecdss.array_container import ArrayContainer from hecdss.paired_data import PairedData from hecdss.native import _Native @@ -30,6 +31,7 @@ def __init__(self, filename:str): self._native = _Native() self._native.hec_dss_open(filename) self._catalog = None + self._filename = filename def close(self): """closes the DSS file and releases any locks @@ -103,13 +105,7 @@ def _get_array(self, pathname: str): doubleValues = [0] * doubleValuesCount[0] status = self._native.hec_dss_arrayRetrieve(pathname, intValues, floatValues, doubleValues) - rval = None - if len(intValues) > 0: - rval = ArrayContainer.create_int_array(intValues) - if len(floatValues) > 0: - rval = ArrayContainer.create_float_array(floatValues) - if len(doubleValues) > 0: - rval = ArrayContainer.create_double_array(doubleValues) + rval = ArrayContainer.create_array_container(intValues, floatValues, doubleValues, path=pathname) return rval def _get_gridded_data(self, pathname): @@ -436,7 +432,8 @@ def put(self, container) -> int: quality = [] # TO DO julian_times = DateConverter.julian_array_from_date_times(its.times, its.time_granularity_seconds, start_date_base) if max(julian_times) >= 2147483647: - raise Exception("Julian times contains value larger than 2147483647, increase granularity or change start_date_base to fix.") + raise Exception("Julian times contains value larger than 2147483647, increase granularity or change " + "start_date_base to fix.") status = self._native.hec_dss_tsStoreIrregular( its.id, startDate, @@ -459,15 +456,10 @@ def put(self, container) -> int: status = self._native.hec_dss_gridStore(gd) self._catalog = None elif type(container) is ArrayContainer: - if container.values.dtype.name == 'int32': - status = self._native.hec_dss_arrayStore(container.id, container.values, [], []) - elif container.values.dtype.name == 'float32': - status = self._native.hec_dss_arrayStore(container.id, [], container.values, []) - elif container.values.dtype.name == 'float64': - status = self._native.hec_dss_arrayStore(container.id, [], [], container.values) - + status = self._native.hec_dss_arrayStore(container.id, container.int_values, container.float_values, container.double_values) + self._catalog = None else: - raise NotImplementedError(f"unsupported record_type: {type(container)}") + raise NotImplementedError(f"unsupported record_type: {type(container)}. Expected types are: {RecordType.SUPPORTED_RECORD_TYPES.value}") # TODO -- instead of invalidating catalog,with _catalog=None # can we be smart? diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 24b8a00..7aa7dfa 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -60,7 +60,7 @@ def hec_dss_open(self, dss_filename: str) -> int: if rval == 0: print("DSS file opened successfully.") else: - print("Error opening DSS file.") + raise Exception("Error opening DSS file.") return rval def hec_dss_close(self): diff --git a/src/hecdss/record_type.py b/src/hecdss/record_type.py index fd06337..d371536 100644 --- a/src/hecdss/record_type.py +++ b/src/hecdss/record_type.py @@ -17,6 +17,14 @@ class RecordType(Enum): LocationInfo = 8 Array = 9 + SUPPORTED_RECORD_TYPES = [ + "IrregularTimeSeries", + "RegularTimeSeries", + "PairedData", + "GriddedData", + "ArrayContainer", + ] + @staticmethod def RecordTypeFromInt(recType): rval = RecordType.Unknown diff --git a/tests/test_array.py b/tests/test_array.py index b5001c1..97dfadb 100644 --- a/tests/test_array.py +++ b/tests/test_array.py @@ -20,7 +20,7 @@ def tearDown(self) -> None: self.test_files.cleanup() def test_arrays(self): - a = ArrayContainer.create_float_array([1.0, 3.0, 5.0, 7.0]) + a = ArrayContainer.create_array_container(float_values=[1.0, 3.0, 5.0, 7.0]) a.id = "/test/float-array/redshift////" dss = HecDss(self.test_files.create_test_file(".dss")) @@ -30,7 +30,43 @@ def test_arrays(self): print(f"record_type = {dss.get_record_type(a.id)}") b = dss.get(a.id) print(b) - np.testing.assert_array_equal(b.values, a.values) + np.testing.assert_array_equal(b.float_values, a.float_values) + dss.close() + + def test2_arrays(self): + # Open a DSS file + dss = HecDss(self.test_files.create_test_file(".dss")) + + # Retrieve and print data + data_path = "/test/float-array/redshift////" + iarray = list(range(15)) + farray = np.float32([1.0, 3.0, 5.0, 7.0]) + darray = np.float64([32.3*i for i in range(8)]) + a = ArrayContainer.create_array_container(int_values=iarray, float_values=farray, double_values=darray) + a.id = data_path + + dss.put(a) + + b = dss.get(data_path) + + np.testing.assert_array_equal(b.int_values, a.int_values) + np.testing.assert_array_equal(b.float_values, a.float_values) + np.testing.assert_array_equal(b.double_values, a.double_values) + + b.values = b.double_values * 2 + + data_path_modify = "/test/float-array/redshift///modify/" + b.id = data_path_modify + + dss.put(b) + + c = dss.get(data_path_modify) + + np.testing.assert_array_equal(b.int_values, c.int_values) + np.testing.assert_array_equal(b.float_values, c.float_values) + np.testing.assert_array_equal(b.double_values, c.double_values) + + dss.close() if __name__ == "__main__": diff --git a/tests/test_basics.py b/tests/test_basics.py index ce293e7..4a79119 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -135,6 +135,10 @@ def test_read_regular_timeseries_with_quality(self): self.assertEqual(77, len(tsc.values)) dss.close() + def test_incorrect_path(self): + with self.assertRaises(Exception): + dss = HecDss(self.test_files.get_copy("incorrect_path.dss")) + dss.close() if __name__ == "__main__": unittest.main() From adeb7846443a02bd7d9c5ba720815bdd64cb3523 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 12 Dec 2024 14:36:41 -0800 Subject: [PATCH 083/134] Update sample7.dss --- tests/data/sample7.dss | Bin 1421288 -> 1416496 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/tests/data/sample7.dss b/tests/data/sample7.dss index 447e8d84e5d8777a33b7eb3edc5ed5c91fa5751a..887cbb1e641610103145f26a7364f809fa0edbe0 100644 GIT binary patch delta 179 zcmaEHKWxLUun8JWOE*t0WHOtWuz-`10Rot&$4WAaO9nGRxG?(F28ck)L`U(>0gM&Q z%qPT7O)p%+D89MDUyZSugRPx|jS+~MfS4JGS%8=oh(Y4)K+FNeoIuP4#N0s41H`;Q i%m>8$Kr8^nf%PVBwxQ5n}7#iA>w8yG3jHI9Qth{RaU6zh^KI From f0ca7f5a5fc040b59168de436de53ac845811e85 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 12 Dec 2024 14:54:39 -0800 Subject: [PATCH 084/134] Update src/hecdss/dateconverter.py Co-authored-by: Karl Tarbet --- src/hecdss/dateconverter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 2abdba5..351ef08 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -118,7 +118,7 @@ def date_times_from_julian_array(times_julian, time_granularity_seconds, julian_ times = [] for t in times_julian: - baseDateTime =datetime(1900,1,1)- timedelta(days=1) #datetime.fromtimestamp(julian_base_date) + baseDateTime =datetime(1900,1,1)- timedelta(days=1) delta = 0 if time_granularity_seconds == 1: # 1 second delta =timedelta(seconds=t) From d8de66e5bfc7208854e3fc1852fcf581e184becb Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 12 Dec 2024 14:55:32 -0800 Subject: [PATCH 085/134] Update dateconverter.py --- src/hecdss/dateconverter.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 351ef08..56ae40f 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -138,16 +138,9 @@ def julian_array_from_date_times(date_times, time_granularity_seconds=60, start_ """" convert from DSS integer datetime array to python datetime array """ - newarry=[] if date_times is None: raise ValueError("Time Series Times array was None. Something didn't work right in DSS.") start_date_base = start_date_base.replace(hour=0, minute=0, second=0, microsecond=0)-timedelta(days=1) - for i in date_times: - secondsday = (i-start_date_base).days*86400/time_granularity_seconds - seconds = (i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds - newtime = seconds+secondsday - newarry.append(newtime) - k = 0 return [int(((i-start_date_base).days*86400 + i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds) for i in date_times] @staticmethod def intervalString_to_sec(interval): From 41e678b8eab7bb06198c341d94f22882a4f6d3cf Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 12 Dec 2024 16:34:06 -0800 Subject: [PATCH 086/134] Update hecdss.py --- src/hecdss/hecdss.py | 31 +++++++++++-------------------- 1 file changed, 11 insertions(+), 20 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 7e42a6a..40b3721 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -293,26 +293,17 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): # get sizes if not (startDateTime and endDateTime): newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 1) - if not(startDateTime or endDateTime): - startDate = newStartDateTime.strftime("%d%b%Y") - startTime = newStartDateTime.strftime("%H:%M:%S") - endDate = newEndDateTime.strftime("%d%b%Y") - endTime = newEndDateTime.strftime("%H:%M:%S") - elif(endDateTime): - startDate = newStartDateTime.strftime("%d%b%Y") - startTime = newStartDateTime.strftime("%H:%M:%S") - endDate = endDateTime.strftime("%d%b%Y") - endTime = endDateTime.strftime("%H:%M:%S") - else: - startDate = startDateTime.strftime("%d%b%Y") - startTime = startDateTime.strftime("%H:%M:%S") - endDate = newEndDateTime.strftime("%d%b%Y") - endTime = newEndDateTime.strftime("%H:%M:%S") - else: - startDate = startDateTime.strftime("%d%b%Y") - startTime = startDateTime.strftime("%H:%M:%S") - endDate = endDateTime.strftime("%d%b%Y") - endTime = endDateTime.strftime("%H:%M:%S") + + if not startDateTime: + startDateTime = newStartDateTime + if not endDateTime: + endDateTime = newEndDateTime + + startDate = startDateTime.strftime("%d%b%Y") + startTime = startDateTime.strftime("%H:%M:%S") + endDate = endDateTime.strftime("%d%b%Y") + endTime = endDateTime.strftime("%H:%M:%S") + numberValues = [0] # using array to allow modification qualityElementSize = [0] status = self._native.hec_dss_tsGetSizes( From dbfc0c28a5ac7328d285c8405db4dd3abd762e33 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Mon, 16 Dec 2024 10:54:53 -0800 Subject: [PATCH 087/134] Update publish-to-test-pypi.yml (#61) * Update publish-to-test-pypi.yml * only filter for irregular time series --- .github/workflows/publish-to-test-pypi.yml | 2 +- src/hecdss/hecdss.py | 11 ++++++----- 2 files changed, 7 insertions(+), 6 deletions(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index bbc0d51..1d67437 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -99,7 +99,7 @@ jobs: run: pip install numpy - name: Run tests - run: pytest tests/test_basics.py tests/test_dss_type.py test_dsspath.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_irregular_timeseries.py tests/test_text.py tests/test_array.py + run: pytest tests/test_basics.py tests/test_dss_type.py tests/test_dsspath.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_irregular_timeseries.py tests/test_text.py tests/test_array.py # The development distribution is a snapshot of the package and is deployed each time # changes are merged into the main branch. diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index ceef294..26bd02d 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -365,12 +365,13 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): times, timeGranularitySeconds[0], julianBaseDate[0] ) arr = np.array(values) - indices = np.where(np.isclose(values, DSS_UNDEFINED_VALUE, rtol=0, atol=0, equal_nan=True))[0] - arr = np.delete(arr, indices) - #ts.times = np.delete(ts.times, indices) - new_times = [new_times[i] for i in range(len(new_times)) if not np.isin(i, indices)] + if RecordType.IrregularTimeSeries == type(ts): + indices = np.where(np.isclose(values, DSS_UNDEFINED_VALUE, rtol=0, atol=0, equal_nan=True))[0] + arr = np.delete(arr, indices) + new_times = [new_times[i] for i in range(len(new_times)) if not np.isin(i, indices)] + quality = [quality[i] for i in range(len(quality)) if not np.isin(i, indices)] + values = arr - quality = [quality[i] for i in range(len(quality)) if not np.isin(i, indices)] units = units[0] data_type = dataType[0] start_date = [] if len(new_times) == 0 else new_times[0] From 66f27f8415e18caf0e8f50fb9dd1a5585799fa5e Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 16 Dec 2024 15:23:05 -0800 Subject: [PATCH 088/134] run all tests in directory --- .github/workflows/publish-to-test-pypi.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 1d67437..2d50528 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -99,7 +99,7 @@ jobs: run: pip install numpy - name: Run tests - run: pytest tests/test_basics.py tests/test_dss_type.py tests/test_dsspath.py tests/test_gridded_data.py tests/test_paired_data.py tests/test_regular_timeseries.py tests/test_irregular_timeseries.py tests/test_text.py tests/test_array.py + run: pytest tests/ # The development distribution is a snapshot of the package and is deployed each time # changes are merged into the main branch. From 33256e00c4261c48cd52a531eb39b17facdd72fe Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Tue, 17 Dec 2024 08:42:22 -0800 Subject: [PATCH 089/134] Path file auto close (#64) * get() auto cast to str * with __enter__() _exit() --- src/hecdss/hecdss.py | 14 ++++++++++++-- tests/test_basics.py | 17 +++++++++++++++++ 2 files changed, 29 insertions(+), 2 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 26bd02d..ed5c4c4 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -32,11 +32,20 @@ def __init__(self, filename:str): self._native.hec_dss_open(filename) self._catalog = None self._filename = filename + self._closed = False + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + self.close() def close(self): """closes the DSS file and releases any locks """ - self._native.hec_dss_close() + if not self._closed: + self._native.hec_dss_close() + self._closed = True def get_record_type(self, pathname:str) -> RecordType: """gets the record type for a given path @@ -61,7 +70,8 @@ def get_record_type(self, pathname:str) -> RecordType: # print(f"hec_dss_recordType for '{pathname}' is {rt}") return rt - def get(self, pathname, startdatetime=None, enddatetime=None): + def get(self, pathname: str, startdatetime=None, enddatetime=None): + pathname = str(pathname) type = self.get_record_type(pathname) """gets various types of data from the current DSS file diff --git a/tests/test_basics.py b/tests/test_basics.py index 4a79119..695504e 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -62,6 +62,23 @@ def test_catalog(self): dss.close() + def test_catalog_get(self): + dss = HecDss(self.test_files.get_copy("sample7.dss")) + catalog = dss.get_catalog() + ts = dss.get(catalog.items[0]) + + dss.close() + + def test_with_block(self): + + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + catalog = dss.get_catalog() + ts = dss.get(catalog.items[0]) + dss.close() + + + + def test_new_catalog(self): rawPaths = [ "//SACRAMENTO/TEMP-MIN/01Jan1989/1Day/OBS/", From a691db50590834dcf5b709bf439ac3bde4cf26e1 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 17 Dec 2024 08:43:13 -0800 Subject: [PATCH 090/134] Fix for case insensitive catalog (#62) * fix for #33 catalog methods support case-insensitive operations. coding by @oskarhurst * increment version --- pyproject.toml | 2 +- setup.cfg | 2 +- src/hecdss/catalog.py | 36 ++++++++++++++++++++++++++---------- src/hecdss/hecdss.py | 14 +------------- 4 files changed, 29 insertions(+), 25 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 089d8bc..dede42a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.19" +version = "0.1.20" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index 40ff2dd..3ac4eba 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.19 +version = 0.1.20 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 624178e..8061b2f 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -4,13 +4,29 @@ class Catalog: """manage list of objects inside a DSS database""" - def __init__(self, items, recordTypes): - self.rawCatalog = items + def __init__(self, uncondensed_paths, recordTypes): + self.uncondensed_paths = uncondensed_paths self.rawRecordTypes = recordTypes - self.timeSeriesDictNoDates = {} # key is path without date, value is a list dates + self.timeSeriesDictNoDates = {} # key is path without date, value is a list of dates self.recordTypeDict = {} # key is path w/o date, value is recordType self.__create_condensed_catalog() - + + def get_record_type(self, pathname): + """gets the record type for a given path + + Args: + pathname (str): dss pathname + + Returns: + RecordType: the record type :class:`hecdss.RecordType` of DSS data stored in this pathname + """ + if pathname.lower() in self.recordTypeDict: + rt = self.recordTypeDict[pathname.lower()] + else: + path = DssPath(pathname, RecordType.Unknown) + rt = self.recordTypeDict[path.path_without_date().__str__().lower()] + return rt + def __create_condensed_catalog(self): """ condensed catalog combines time-series records into a single condensed path @@ -18,20 +34,20 @@ def __create_condensed_catalog(self): time-series records must match all parts except the D (date) part to be combined. """ self.items = [] - for i in range(len(self.rawCatalog)): - rawPath = self.rawCatalog[i] + for i in range(len(self.uncondensed_paths)): + rawPath = self.uncondensed_paths[i] recordType = RecordType.RecordTypeFromInt(self.rawRecordTypes[i]) path = DssPath(rawPath,recordType) # if timeseries - accumulate dates within a dataset if path.is_time_series(): cleanPath = str(path.path_without_date()) - self.recordTypeDict[cleanPath] = recordType - tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath,[]) + self.recordTypeDict[cleanPath.lower()] = recordType + tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath.lower(),[]) t = datetime.strptime(path.D,"%d%b%Y") tsRecords.append(t) elif recordType in [RecordType.PairedData, RecordType.Grid, RecordType.Text, RecordType.LocationInfo, RecordType.Array]: - self.recordTypeDict[str(path)] = recordType + self.recordTypeDict[str(path).lower()] = recordType self.items.append(path) else: raise Exception(f"unsupported record_type: {recordType}") @@ -40,7 +56,7 @@ def __create_condensed_catalog(self): # go through each timeSeriesDictNoDates, and sort each list of dates # use first and last to create the condensed path - for key in self.timeSeriesDictNoDates: + for key in self.timeSeriesDictNoDates.keys(): dateList = sorted(self.timeSeriesDictNoDates[key]) condensedDpart = dateList[0].strftime("%d%b%Y") if len(dateList) >1: diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index ed5c4c4..cdf98ad 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -48,21 +48,9 @@ def close(self): self._closed = True def get_record_type(self, pathname:str) -> RecordType: - """gets the record type for a given path - - Args: - pathname (str): dss pathname - - Returns: - RecordType: the record type :class:`hecdss.RecordType` of DSS data stored in this pathname - """ if not self._catalog: self._catalog = self.get_catalog() - if pathname in self._catalog.recordTypeDict: - rt = self._catalog.recordTypeDict[pathname] - else: - path = DssPath(pathname, RecordType.Unknown) - rt = self._catalog.recordTypeDict[path.path_without_date().__str__()] + rt = self._catalog.get_record_type(pathname) # print(f"hec_dss_recordType for '{pathname}' is {rt}") # TODO do native call. From d89c089dab47b41a914ccf7709c606cd40209e66 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 8 Jan 2025 10:35:47 -0800 Subject: [PATCH 091/134] update tests and readme to use context manager protocol (with) (#66) --- Readme.md | 31 +++---- tests/test_array.py | 60 ++++++------- tests/test_basics.py | 138 +++++++++++++---------------- tests/test_gridded_data.py | 54 ++++++----- tests/test_irregular_timeseries.py | 86 ++++++++---------- tests/test_paired_data.py | 93 +++++++++---------- tests/test_regular_timeseries.py | 70 +++++++-------- tests/test_text.py | 11 ++- tests/workshop.py | 37 ++++---- 9 files changed, 265 insertions(+), 315 deletions(-) diff --git a/Readme.md b/Readme.md index f52a8df..8c93866 100644 --- a/Readme.md +++ b/Readme.md @@ -44,17 +44,14 @@ from hecdss import HecDss # Open a DSS file file_path = "example.dss" -dss = HecDss(file_path) - +with HecDss(file_path) as dss: # Retrieve and print data -data_path = "/example/data/////" -data = dss.get(data_path) -print(data) - -data.values = data.values * 2 -# Save changes to DSS file -dss.put(data_path) -dss.close() + data_path = "/example/data/////" + data = dss.get(data_path) + print(data) + data.values = data.values * 2 + # Save changes to DSS file + dss.put(data_path) ``` ### Irregular TimeSeries Data @@ -89,13 +86,13 @@ dss.close() ```python # Example working with an array - dss = HecDss("my-dss-file.dss") - print(f" record_count = {dss.record_count()}") - array_ints = ArrayContainer.create_float_array([1.0, 3.0, 5.0, 7.0]) - array_ints.id = "/test/float-array/redshift////" - dss.put(array_ints) - print(f"record_type = {dss.get_record_type(array_ints.id)}") - read_array = dss.get(array_ints.id) + with HecDss("my-dss-file.dss") as dss: + print(f" record_count = {dss.record_count()}") + array_ints = ArrayContainer.create_float_array([1.0, 3.0, 5.0, 7.0]) + array_ints.id = "/test/float-array/redshift////" + dss.put(array_ints) + print(f"record_type = {dss.get_record_type(array_ints.id)}") + read_array = dss.get(array_ints.id) ``` diff --git a/tests/test_array.py b/tests/test_array.py index 97dfadb..395996a 100644 --- a/tests/test_array.py +++ b/tests/test_array.py @@ -23,50 +23,48 @@ def test_arrays(self): a = ArrayContainer.create_array_container(float_values=[1.0, 3.0, 5.0, 7.0]) a.id = "/test/float-array/redshift////" - dss = HecDss(self.test_files.create_test_file(".dss")) - print(f" record_count = {dss.record_count()}") - dss.put(a) - # dss.set_debug_level(15) - print(f"record_type = {dss.get_record_type(a.id)}") - b = dss.get(a.id) - print(b) - np.testing.assert_array_equal(b.float_values, a.float_values) - dss.close() + with HecDss(self.test_files.create_test_file(".dss")) as dss: + print(f" record_count = {dss.record_count()}") + dss.put(a) + # dss.set_debug_level(15) + print(f"record_type = {dss.get_record_type(a.id)}") + b = dss.get(a.id) + print(b) + np.testing.assert_array_equal(b.float_values, a.float_values) def test2_arrays(self): # Open a DSS file - dss = HecDss(self.test_files.create_test_file(".dss")) + with HecDss(self.test_files.create_test_file(".dss")) as dss: - # Retrieve and print data - data_path = "/test/float-array/redshift////" - iarray = list(range(15)) - farray = np.float32([1.0, 3.0, 5.0, 7.0]) - darray = np.float64([32.3*i for i in range(8)]) - a = ArrayContainer.create_array_container(int_values=iarray, float_values=farray, double_values=darray) - a.id = data_path + # Retrieve and print data + data_path = "/test/float-array/redshift////" + iarray = list(range(15)) + farray = np.float32([1.0, 3.0, 5.0, 7.0]) + darray = np.float64([32.3*i for i in range(8)]) + a = ArrayContainer.create_array_container(int_values=iarray, float_values=farray, double_values=darray) + a.id = data_path - dss.put(a) + dss.put(a) - b = dss.get(data_path) + b = dss.get(data_path) - np.testing.assert_array_equal(b.int_values, a.int_values) - np.testing.assert_array_equal(b.float_values, a.float_values) - np.testing.assert_array_equal(b.double_values, a.double_values) + np.testing.assert_array_equal(b.int_values, a.int_values) + np.testing.assert_array_equal(b.float_values, a.float_values) + np.testing.assert_array_equal(b.double_values, a.double_values) - b.values = b.double_values * 2 + b.values = b.double_values * 2 - data_path_modify = "/test/float-array/redshift///modify/" - b.id = data_path_modify + data_path_modify = "/test/float-array/redshift///modify/" + b.id = data_path_modify - dss.put(b) + dss.put(b) - c = dss.get(data_path_modify) + c = dss.get(data_path_modify) - np.testing.assert_array_equal(b.int_values, c.int_values) - np.testing.assert_array_equal(b.float_values, c.float_values) - np.testing.assert_array_equal(b.double_values, c.double_values) + np.testing.assert_array_equal(b.int_values, c.int_values) + np.testing.assert_array_equal(b.float_values, c.float_values) + np.testing.assert_array_equal(b.double_values, c.double_values) - dss.close() if __name__ == "__main__": diff --git a/tests/test_basics.py b/tests/test_basics.py index 695504e..9159741 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -20,61 +20,56 @@ def tearDown(self) -> None: self.test_files.cleanup() def test_issue9(self): - dss = HecDss(self.test_files.get_copy("sample7.dss")) - pathnames = [ - "//SACRAMENTO/PRECIP-INC//1Day/OBS/", - "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/", - "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour/OBS/", - ] - t1 = datetime(2006, 3, 1) - t2 = datetime(2006, 3, 30) - for path in pathnames: - print(f"reading {path}") - tsc = dss.get(path, t1, t2) - print(f"len(tsc.values) = {len(tsc.values)}") - # assert len(tsc.values) > 1 - dss.close() + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + pathnames = [ + "//SACRAMENTO/PRECIP-INC//1Day/OBS/", + "/EF RUSSIAN/COYOTE/PRECIP-INC//1Hour/TB/", + "/GREEN RIVER/OAKVILLE/ELEVATION//1Hour/OBS/", + ] + t1 = datetime(2006, 3, 1) + t2 = datetime(2006, 3, 30) + for path in pathnames: + print(f"reading {path}") + tsc = dss.get(path, t1, t2) + print(f"len(tsc.values) = {len(tsc.values)}") + # assert len(tsc.values) > 1 def test_basic(self): - dss = HecDss(self.test_files.get_copy("sample7.dss")) - print("record count = " + str(dss.record_count())) - - t1 = datetime(2005, 1, 1) - t2 = datetime(2005, 1, 4) - tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) - tsc.print_to_console() - assert len(tsc.values) > 0 - tsc2 = dss.get("//SACRAMENTO/TEMP-MAX//1Day/OBS/", t1, t2) - tsc2.print_to_console() - assert len(tsc2.values) > 0 - # save to a new path - tsc.id = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" - dss.put(tsc) - tsc3 = dss.get(tsc.id, t1, t2) - assert len(tsc3.values) == len(tsc.values) - dss.close() + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + print("record count = " + str(dss.record_count())) + + t1 = datetime(2005, 1, 1) + t2 = datetime(2005, 1, 4) + tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) + tsc.print_to_console() + assert len(tsc.values) > 0 + tsc2 = dss.get("//SACRAMENTO/TEMP-MAX//1Day/OBS/", t1, t2) + tsc2.print_to_console() + assert len(tsc2.values) > 0 + # save to a new path + tsc.id = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" + dss.put(tsc) + tsc3 = dss.get(tsc.id, t1, t2) + assert len(tsc3.values) == len(tsc.values) def test_catalog(self): - dss = HecDss(self.test_files.get_copy("sample7.dss")) - catalog = dss.get_catalog() - for ds in catalog: - print(ds.recType, ds) + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + catalog = dss.get_catalog() + for ds in catalog: + print(ds.recType, ds) - dss.close() def test_catalog_get(self): - dss = HecDss(self.test_files.get_copy("sample7.dss")) - catalog = dss.get_catalog() - ts = dss.get(catalog.items[0]) + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + catalog = dss.get_catalog() + ts = dss.get(catalog.items[0]) - dss.close() def test_with_block(self): with HecDss(self.test_files.get_copy("sample7.dss")) as dss: catalog = dss.get_catalog() ts = dss.get(catalog.items[0]) - dss.close() @@ -91,18 +86,14 @@ def test_new_catalog(self): c = Catalog(rawPaths, recordType) c.print() - def test_grid(self): - dss = HecDss(self.test_files.get_copy("grid-example.dss")) - - dss.close() def test_paired_data(self): """ read record from disk, add labels save to new path """ path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" - dss = HecDss(self.test_files.get_copy("sample7.dss")) - dss.get(path) + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + dss.get(path) # pd.labels=['Flow'] # # pd2 = copy.deepcopy(pd) @@ -116,46 +107,45 @@ def test_paired_data(self): # assert("Flow",pd3.labels[0]) def test_write_regular_timeseries(self): - dss = HecDss(self.test_files.get_copy("sample7.dss")) - print("record count = " + str(dss.record_count())) + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + print("record count = " + str(dss.record_count())) - t1 = datetime(2005, 1, 1) - t2 = datetime(2005, 1, 4) - tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) # read float - tsc.print_to_console() + t1 = datetime(2005, 1, 1) + t2 = datetime(2005, 1, 4) + tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) # read float + tsc.print_to_console() - tsc.id = "//SACRAMENTO/PRECIP-INC/01Jan2005/1Day/OBS-double/" - dss.put(tsc) # write double - tsc = dss.get(tsc.id, t1, t2) - tsc.print_to_console() - self.assertEqual(4, len(tsc.values)) - dss.close() + tsc.id = "//SACRAMENTO/PRECIP-INC/01Jan2005/1Day/OBS-double/" + dss.put(tsc) # write double + tsc = dss.get(tsc.id, t1, t2) + tsc.print_to_console() + self.assertEqual(4, len(tsc.values)) def test_missing_values(self): - dss = HecDss(self.test_files.get_copy("missing_data.dss")) - print("record count = " + str(dss.record_count())) - tsc = dss.get("/CUMBERLAND RIVER/CUMBERLAND FALLS/FLOW//30Minute/MISSING/", datetime(2020, 1, 3, 11, 0), - datetime(2020, 1, 13, 0, 0)) - tsc.print_to_console() + with HecDss(self.test_files.get_copy("missing_data.dss")) as dss: + print("record count = " + str(dss.record_count())) + tsc = dss.get("/CUMBERLAND RIVER/CUMBERLAND FALLS/FLOW//30Minute/MISSING/", datetime(2020, 1, 3, 11, 0), + datetime(2020, 1, 13, 0, 0)) + tsc.print_to_console() # values = ts.values # MISSING = -3.4028234663852886e+38 # tolerance = 100000 # values = [None if abs(x - MISSING) < tolerance else x for x in values] def test_read_regular_timeseries_with_quality(self): - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - print("record count = " + str(dss.record_count())) - t1 = datetime(2021, 9, 15, 7) - t2 = datetime(2021, 10, 4, 7) - tsc = dss.get("/regular-time-series/GAPT/FLOW//6Hour/forecast1/", t1, t2) - tsc.print_to_console() - self.assertEqual(77, len(tsc.values)) - dss.close() + + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + print("record count = " + str(dss.record_count())) + t1 = datetime(2021, 9, 15, 7) + t2 = datetime(2021, 10, 4, 7) + tsc = dss.get("/regular-time-series/GAPT/FLOW//6Hour/forecast1/", t1, t2) + tsc.print_to_console() + self.assertEqual(77, len(tsc.values)) def test_incorrect_path(self): with self.assertRaises(Exception): - dss = HecDss(self.test_files.get_copy("incorrect_path.dss")) - dss.close() + with HecDss(self.test_files.get_copy("incorrect_path.dss")) as dss: + pass if __name__ == "__main__": unittest.main() diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index 6a70d9e..5edf21c 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -25,21 +25,19 @@ def test_gridded_data_read(self): read record from disk """ path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - dss = HecDss(self.test_files.get_copy("grid-example.dss")) - gd = dss.get(path) - dss.close() - assert (gd.numberOfCellsX == 21), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" - assert (gd.numberOfCellsY == 28), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" + with HecDss(self.test_files.get_copy("grid-example.dss")) as dss: + gd = dss.get(path) + assert (gd.numberOfCellsX == 21), f"gd.numberOfCellsX should be 50. is {gd.numberOfCellsX}" + assert (gd.numberOfCellsY == 28), f"gd.numberOfCellsY should be 50. is {gd.numberOfCellsY}" def test_is_gridded_data_type(self): """ Test if dss.get() returns a record of type PairedData """ path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - dss = HecDss(self.test_files.get_copy("grid-example.dss")) - gd = dss.get(path) - dss.close() - assert (type(gd) is GriddedData), f"gd should be type GriddedData. is {type(gd)}" + with HecDss(self.test_files.get_copy("grid-example.dss")) as dss: + gd = dss.get(path) + assert (type(gd) is GriddedData), f"gd should be type GriddedData. is {type(gd)}" def test_gridded_data_create(self): """ @@ -57,16 +55,15 @@ def test_gridded_data_create_store(self): """ path = "/grid/new/gradient/01MAY2024:1400/01MAY2024:1400/new2-grad/" file = self.test_files.get_copy("grid-example.dss") - dss = HecDss(file) - # dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") - data = [[j + (50 * i) for j in range(50)] for i in range(50)] - gd = GriddedData.create(data=data, path=path) + with HecDss(file) as dss: + # dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") + data = [[j + (50 * i) for j in range(50)] for i in range(50)] + gd = GriddedData.create(data=data, path=path) - status = dss.put(gd) + status = dss.put(gd) - gd2 = dss.get(path) + gd2 = dss.get(path) - dss.close() assert (status == 0), f"status should be 0. is {status}" @@ -75,24 +72,23 @@ def test_gridded_data_read_store_read(self): Generates a PairedData object then stores data on disk """ path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" - dss = HecDss(self.test_files.get_copy("grid-example.dss")) - # dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") - gd = dss.get(path) + with HecDss(self.test_files.get_copy("grid-example.dss")) as dss: + # dss = HecDss(MODIFIED_TEST_DIR + r"\grid-example.dss") + gd = dss.get(path) - path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS-new/" - gd.id = path - status = dss.put(gd) + path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS-new/" + gd.id = path + status = dss.put(gd) - assert (status == 0), f"status should be 0. is {status}" + assert (status == 0), f"status should be 0. is {status}" - gd2 = dss.get(path) + gd2 = dss.get(path) - assert (np.array_equal(gd.data, - gd2.data)), f"gd.data contents is not equal to that of gd2.data. gd is {gd.data} and gd2 is {gd2.data}" - assert ( - gd.dataUnits == gd2.dataUnits), f"gd2.dataUnits is not equal to {gd.dataUnits}. gd2.dataUnits is {gd2.dataUnits}" + assert (np.array_equal(gd.data, + gd2.data)), f"gd.data contents is not equal to that of gd2.data. gd is {gd.data} and gd2 is {gd2.data}" + assert ( + gd.dataUnits == gd2.dataUnits), f"gd2.dataUnits is not equal to {gd.dataUnits}. gd2.dataUnits is {gd2.dataUnits}" - dss.close() if __name__ == "__main__": diff --git a/tests/test_irregular_timeseries.py b/tests/test_irregular_timeseries.py index 04c5ac6..287c0ba 100644 --- a/tests/test_irregular_timeseries.py +++ b/tests/test_irregular_timeseries.py @@ -27,9 +27,8 @@ def test_irregular_timeseries_read(self): read record from disk """ path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - irts = dss.get(path) - dss.close() + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + irts = dss.get(path) assert (113 == irts.get_length()), f"irts.get_length() should be 113. is {irts.get_length()}" assert (39000 == irts.values[18]), f"irts.values[18] should be 39000. is {irts.values[18]}" assert ("1924-02-09 00:00:00" == str(irts.times[19])), f"irts.times[19] should be '1924-02-09 00:00:00'. is {irts.times[19]}" @@ -42,9 +41,8 @@ def test_is_irregular_timeseries_type(self): Test if dss.get() returns a record of type IrregularTimeSeries """ path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - irts = dss.get(path) - dss.close() + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + irts = dss.get(path) assert (type(irts) is IrregularTimeSeries), f"irts should be type IrregularTimeSeries. is {type(irts)}" def test_irregular_timeseries_create_store(self): @@ -52,35 +50,33 @@ def test_irregular_timeseries_create_store(self): create IrregularTimeSeries and store to dss """ file = "examples-all-data-types.dss" - dss = HecDss(self.test_files.get_copy(file)) + with HecDss(self.test_files.get_copy(file)) as dss: - irpath = "/irregular-time-series/GAPT/FLOW//IR-Day/forecast6/" - irts = IrregularTimeSeries() - dates = [datetime.today().replace(second=0, microsecond=0)+(i * timedelta(hours=2)) for i in range(15)] - dates[1] = dates[1] - timedelta(seconds=60) - irts = IrregularTimeSeries.create(times=dates, values=list(range(15)), data_type="INST-VAL", path=irpath) + irpath = "/irregular-time-series/GAPT/FLOW//IR-Day/forecast6/" + irts = IrregularTimeSeries() + dates = [datetime.today().replace(second=0, microsecond=0)+(i * timedelta(hours=2)) for i in range(15)] + dates[1] = dates[1] - timedelta(seconds=60) + irts = IrregularTimeSeries.create(times=dates, values=list(range(15)), data_type="INST-VAL", path=irpath) - dss.put(irts) + dss.put(irts) - dss.close() def test_irregular_timeseries_create_store_read(self): """ Generates a IrregularTimeSeries object then stores data on disk and read result """ file = "examples-all-data-types.dss" - dss = HecDss(self.test_files.get_copy(file)) + with HecDss(self.test_files.get_copy(file)) as dss: - irpath = "/irregular-time-series/GAPT/FLOW//IR-Day/forecast6/" - dates = [datetime.today().replace(microsecond=0) + (i * timedelta(hours=2)) for i in range(15)] - dates[1] = dates[1] - timedelta(seconds=60) - irts = IrregularTimeSeries.create(times=dates, values=list(range(15)), data_type="INST-VAL", path=irpath) + irpath = "/irregular-time-series/GAPT/FLOW//IR-Day/forecast6/" + dates = [datetime.today().replace(microsecond=0) + (i * timedelta(hours=2)) for i in range(15)] + dates[1] = dates[1] - timedelta(seconds=60) + irts = IrregularTimeSeries.create(times=dates, values=list(range(15)), data_type="INST-VAL", path=irpath) - dss.put(irts) + dss.put(irts) - read_irts = dss.get(irpath) + read_irts = dss.get(irpath) - dss.close() assert (read_irts.times == irts.times), f"saved and read times should be identical saved times are" \ f" \n{irts.times}\n and read times are \n{read_irts.times}" @@ -90,18 +86,16 @@ def test_irregular_timeseries_read_store_read(self): Read a IrregularTimeSeries object then stores data on disk and read again """ path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - #dss = HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") - irts = dss.get(path) + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + irts = dss.get(path) - path_modified = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS-modified/" + path_modified = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS-modified/" - irts.id = path_modified + irts.id = path_modified - dss.put(irts) + dss.put(irts) - irts_modified = dss.get(path_modified) - dss.close() + irts_modified = dss.get(path_modified) np.set_printoptions(suppress=True) assert (irts.get_length() == irts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ f" irts.get_length() is {irts.get_length()}, irts_modified.get_length() is {irts_modified.get_length()}" @@ -121,21 +115,20 @@ def test_irregular_timeseries_read_modify_store_modify_read(self): Read a IrregularTimeSeries object, modify object then stores data on disk and read again """ path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - irts = dss.get(path) + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + irts = dss.get(path) - irts.times[1] = irts.times[1] - timedelta(seconds=60) - irts.values[3] = 75 - irts.units = "FEET" + irts.times[1] = irts.times[1] - timedelta(seconds=60) + irts.values[3] = 75 + irts.units = "FEET" - path_modified = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS-modified/" + path_modified = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS-modified/" - irts.id = path_modified + irts.id = path_modified - dss.put(irts) + dss.put(irts) - irts_modified = dss.get(path_modified) - dss.close() + irts_modified = dss.get(path_modified) np.set_printoptions(suppress=True) assert (irts.get_length() == irts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ f" irts.get_length() is {irts.get_length()}, irts_modified.get_length() is {irts_modified.get_length()}" @@ -155,15 +148,14 @@ def test_irregular_timeseries_read_modify_store_read(self): Read a IrregularTimeSeries object, modify object then stores data on disk and read again """ path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/01Jan1900/IR-Century/USGS/" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - irts = dss.get(path) + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + irts = dss.get(path) - irts.times[1] = irts.times[1] - timedelta(seconds=60) - irts.values[3] = 75 - dss.put(irts) + irts.times[1] = irts.times[1] - timedelta(seconds=60) + irts.values[3] = 75 + dss.put(irts) - irts_modified = dss.get(path) - dss.close() + irts_modified = dss.get(path) np.set_printoptions(suppress=True) assert (irts.get_length() == irts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ f" irts.get_length() is {irts.get_length()}, irts_modified.get_length() is {irts_modified.get_length()}" diff --git a/tests/test_paired_data.py b/tests/test_paired_data.py index ed98a2c..1f00358 100644 --- a/tests/test_paired_data.py +++ b/tests/test_paired_data.py @@ -32,9 +32,8 @@ def test_paired_data_read(self): read record from disk """ path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" - dss = HecDss(self.test_files.get_copy("sample7.dss")) - pd = dss.get(path) - dss.close() + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + pd = dss.get(path) assert (5.1500 == float(str(pd.ordinates[2])[:6])), f"pd.ordinates[2] should be 5.1500. is {float(str(pd.ordinates[2])[:6])}" assert (19 == pd.values[2][0]), f"pd.values[2][0] should be 19. is {pd.values[2][0]}" assert ("" == pd.labels[0]), f"pd.labels[0] should be ''. is {pd.labels[0]}" @@ -48,9 +47,8 @@ def test_is_paired_data_type(self): Test if dss.get() returns a record of type PairedData """ path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" - dss = HecDss(self.test_files.get_copy("sample7.dss")) - pd = dss.get(path) - dss.close() + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + pd = dss.get(path) assert (type(pd) is PairedData), f"pd should be type PairedData. is {type(pd)}" def test_paired_data_create(self): @@ -74,18 +72,15 @@ def test_paired_data_create_store(self): """ Generates a PairedData object then stores data on disk """ - dss = HecDss(self.test_files.get_copy("sample7.dss")) - # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") - x_values = [00, 11, 22, 33, 44] - y_values = [[j + i for j in range(3)] for i in x_values] - pd = PairedData.create(x_values, y_values, path="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/") + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + x_values = [00, 11, 22, 33, 44] + y_values = [[j + i for j in range(3)] for i in x_values] + pd = PairedData.create(x_values, y_values, path="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/") - pd.labels = ["x plus 0", "x plus 1", "x plus 2"] - pd.units_independent = "cm" + pd.labels = ["x plus 0", "x plus 1", "x plus 2"] + pd.units_independent = "cm" - status = dss.put(pd) - - dss.close() + status = dss.put(pd) assert (status == 0), f"status should be 0. is {status}" @@ -93,20 +88,18 @@ def test_paired_data_create_store_read(self): """ Generates a PairedData object then stores data on disk """ - dss = HecDss(self.test_files.get_copy("sample7.dss")) - # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") - x_values = [00, 11, 22, 33, 44] - y_values = [[j + i for j in range(3)] for i in x_values] - path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/" - pd = PairedData.create(x_values, y_values, path=path) + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + x_values = [00, 11, 22, 33, 44] + y_values = [[j + i for j in range(3)] for i in x_values] + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-create/" + pd = PairedData.create(x_values, y_values, path=path) - pd.labels = ["x plus 0", "x plus 1", "x plus 2"] - pd.units_independent = "cm" + pd.labels = ["x plus 0", "x plus 1", "x plus 2"] + pd.units_independent = "cm" - dss.put(pd) + dss.put(pd) - pd2 = dss.get(path) - dss.close() + pd2 = dss.get(path) assert (np.array_equal(pd.values, pd2.values)), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd2.values}" assert (pd.labels == pd2.labels), f"pd.labels contents is not equal to that of pd2.labels. pd is {pd.labels} and pd2 is {pd2.labels}" @@ -116,22 +109,21 @@ def test_paired_data_read_store_read(self): """ Generates a PairedData object then stores data on disk """ - dss = HecDss(self.test_files.get_copy("sample7.dss")) - # dss = HecDss(MODIFIED_TEST_DIR+r"\sample7.dss") - path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" - pd = dss.get(path) + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS/" + pd = dss.get(path) - pd.labels = ['Flow'] + pd.labels = ['Flow'] - path2 = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" - pd2 = copy.deepcopy(pd) - pd2.id = path2 - pd2.labels = ['Flow2'] - pd2.units_independent = "data" + path2 = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" + pd2 = copy.deepcopy(pd) + pd2.id = path2 + pd2.labels = ['Flow2'] + pd2.units_independent = "data" - status = dss.put(pd2) # save + status = dss.put(pd2) # save - pd3 = dss.get(path2) + pd3 = dss.get(path2) assert (np.array_equal(pd.values, pd3.values)), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" assert (pd.labels[0] == "Flow"), f"pd.labels is not equal to 'Flow'. pd.labels[0] is {pd.labels[0]}" @@ -139,32 +131,27 @@ def test_paired_data_read_store_read(self): assert (np.array_equal(pd.ordinates, pd3.ordinates)), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" - dss.close() - def test_paired_data_labels_bug(self): """ Generates a PairedData object then stores data on disk """ - dss = HecDss(self.test_files.get_copy("R703F3-PF_v7.dss")) - # dss = HecDss(MODIFIED_TEST_DIR + r"\R703F3-PF_v7.dss") - path = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT///" - pd = dss.get(path) + with HecDss(self.test_files.get_copy("R703F3-PF_v7.dss")) as dss: + path = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT///" + pd = dss.get(path) - path2 = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT//modified/" - pd2 = copy.deepcopy(pd) - pd2.id = path2 - pd2.labels[3] = "New Label" + path2 = "/FOLSOM/AUXILIARY SPILLWAY-GATE RATING/ELEV-FLOW/PAIREDVALUESEXT//modified/" + pd2 = copy.deepcopy(pd) + pd2.id = path2 + pd2.labels[3] = "New Label" - status = dss.put(pd2) # save + status = dss.put(pd2) # save - pd3 = dss.get(path2) + pd3 = dss.get(path2) assert (np.array_equal(pd.values, pd3.values)), f"pd.values contents is not equal to that of pd2.values. pd is {pd.values} and pd2 is {pd3.values}" assert (pd3.labels[3] == "New Label"), f"pd3.labels[3] is not equal to 'New Label'. pd3.labels[3] is {pd3.labels[3]}" assert (np.array_equal(pd.ordinates, pd3.ordinates)), f"pd.ordinates contents is not equal to that of pd2.ordinates. pd is {pd.ordinates} and pd2 is {pd3.ordinates}" - dss.close() - if __name__ == "__main__": unittest.main() diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 4bbe659..97bcb93 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -28,9 +28,8 @@ def test_regular_timeseries_read(self): read record from disk """ path = "/regular-time-series-many-points/unknown/flow/01Sep2004/15Minute//" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - rts = dss.get(path) - dss.close() + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = dss.get(path) assert (553486 == rts.get_length()), f"irts.get_length() should be 553486. is {rts.get_length()}" assert (12.300 == rts.values[18]), f"irts.values[18] should be 39000. is {rts.values[18]}" assert ("2004-09-30 23:00:00" == str(rts.times[19])), f"irts.times[19] should be '2004-09-30 23:00:00'. is {rts.times[19]}" @@ -43,9 +42,8 @@ def test_is_regular_timeseries_type(self): Test if dss.get() returns a record of type IrregularTimeSeries """ path = "/regular-time-series-many-points/unknown/flow/01Sep2004/15Minute//" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - rts = dss.get(path, startdatetime=datetime(2004, 9, 1), enddatetime=datetime(2004, 9, 30)) - dss.close() + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = dss.get(path, startdatetime=datetime(2004, 9, 1), enddatetime=datetime(2004, 9, 30)) assert (type(rts) is RegularTimeSeries), f"rts should be type RegularTimeSeries. is {type(rts)}" def test_regular_timeseries_create(self): @@ -80,23 +78,20 @@ def test_regular_timeseries_create_store(self): create IrregularTimeSeries and store to dss """ path = "/regular-time-series/test/CFS//15Minute/store-test/" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - rts = RegularTimeSeries.create(range(15), start_date=datetime.today(), units="CFS", path=path) - dss.put(rts) - dss.close() + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = RegularTimeSeries.create(range(15), start_date=datetime.today(), units="CFS", path=path) + dss.put(rts) def test_regular_timeseries_create_store_read(self): """ Generates a IrregularTimeSeries object then stores data on disk and read result """ path = "/regular-time-series/test/CFS//10Second/store-test/" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - rts = RegularTimeSeries.create(range(15), start_date=datetime.today(), units="CFS", path=path) - dss.put(rts) + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = RegularTimeSeries.create(range(15), start_date=datetime.today(), units="CFS", path=path) + dss.put(rts) - read_rts = dss.get(path) - - dss.close() + read_rts = dss.get(path) assert (read_rts.times == rts.times), f"saved and read times should be identical saved times are" \ f" \n{rts.times}\n and read times are \n{read_rts.times}" @@ -106,17 +101,16 @@ def test_regular_timeseries_read_store_read(self): Read a IrregularTimeSeries object then stores data on disk and read again """ path = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute//" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) - path_modified = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute/test-store/" + path_modified = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute/test-store/" - rts.id = path_modified + rts.id = path_modified - dss.put(rts) + dss.put(rts) - rts_modified = dss.get(path_modified) - dss.close() + rts_modified = dss.get(path_modified) np.set_printoptions(suppress=True) assert (rts.get_length() == rts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ f" irts.get_length() is {rts.get_length()}, irts_modified.get_length() is {rts_modified.get_length()}" @@ -136,20 +130,19 @@ def test_regular_timeseries_read_modify_store_modify_read(self): Read a IrregularTimeSeries object, modify object then stores data on disk and read again """ path = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute//" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) - rts.values[3] = 75 - rts.units = "FEET" + rts.values[3] = 75 + rts.units = "FEET" - path_modified = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute/test-store/" + path_modified = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute/test-store/" - rts.id = path_modified + rts.id = path_modified - dss.put(rts) + dss.put(rts) - rts_modified = dss.get(path_modified) - dss.close() + rts_modified = dss.get(path_modified) np.set_printoptions(suppress=True) assert (rts.get_length() == rts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ f" irts.get_length() is {rts.get_length()}, irts_modified.get_length() is {rts_modified.get_length()}" @@ -169,16 +162,15 @@ def test_regular_timeseries_read_modify_store_read(self): Read a IrregularTimeSeries object, modify object then stores data on disk and read again """ path = "/regular-time-series-many-points/unknown/flow/01Oct2004/15Minute//" - dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) - rts.values[3] = 75 - rts.units = "FEET" + rts.values[3] = 75 + rts.units = "FEET" - dss.put(rts) + dss.put(rts) - rts_modified = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) - dss.close() + rts_modified = dss.get(path, startdatetime=datetime(2004, 10, 1), enddatetime=datetime(2004, 10, 30)) np.set_printoptions(suppress=True) assert ( rts.get_length() == rts_modified.get_length()), f"irts.get_length() is not equal to irts_modified.get_length()." \ diff --git a/tests/test_text.py b/tests/test_text.py index 9c3734d..d1f4c1f 100644 --- a/tests/test_text.py +++ b/tests/test_text.py @@ -22,13 +22,12 @@ def tearDown(self) -> None: self.test_files.cleanup() def test_ressim_global_variables(self): - dss = HecDss(self.test_files.get_copy("TestAlt1-dss-v7.dss")) + with HecDss(self.test_files.get_copy("TestAlt1-dss-v7.dss")) as dss: - catalog = dss.get_catalog() - for ds in catalog: - print(ds.recType, ds) - self.assertEqual(RecordType.Text, ds.recType) - dss.close() + catalog = dss.get_catalog() + for ds in catalog: + print(ds.recType, ds) + self.assertEqual(RecordType.Text, ds.recType) if __name__ == "__main__": diff --git a/tests/workshop.py b/tests/workshop.py index 1aeceb4..2104fad 100644 --- a/tests/workshop.py +++ b/tests/workshop.py @@ -15,25 +15,24 @@ def test_record_type(): print("--------------------- test_record_type --------------") fm = FileManager() - dss = HecDss(fm.get_copy("sample7.dss")) - catalog = dss.get_catalog() - path = "/FISHKILL CREEK/BEACON NY/FREQ-FLOW///USGS/" - pd = dss.get(path) - print(pd.values) - pd.labels = ['Flow'] - print(pd.labels) - - pd2 = copy.deepcopy(pd) - pd2.id ="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" - pd2.labels = ['Flow2'] - pd2.units_independent = "data" - print(pd2.labels) - status = dss.put(pd2) # save - print(status) - - path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" - pd3 = dss.get(path) - dss.close() + with HecDss(fm.get_copy("sample7.dss")) as dss: + catalog = dss.get_catalog() + path = "/FISHKILL CREEK/BEACON NY/FREQ-FLOW///USGS/" + pd = dss.get(path) + print(pd.values) + pd.labels = ['Flow'] + print(pd.labels) + + pd2 = copy.deepcopy(pd) + pd2.id ="/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" + pd2.labels = ['Flow2'] + pd2.units_independent = "data" + print(pd2.labels) + status = dss.put(pd2) # save + print(status) + + path = "/MY BASIN/DEER CREEK/STAGE-FLOW///USGS-modified/" + pd3 = dss.get(path) print(f"saved labels: {pd3.labels}") print(f"saved units: {pd3.units_independent}") From ca9580c3f0f019dbdb29d32f312a46cc215239b0 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 27 Jan 2025 15:34:05 -0800 Subject: [PATCH 092/134] rename method (#68) --- src/hecdss/dateconverter.py | 6 +++--- src/hecdss/hecdss.py | 4 ++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 56ae40f..9a870d9 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -79,7 +79,7 @@ class DateConverter: @staticmethod - def dss_datetime_from_string(dt): + def dss_datetime_strings_from_datetime(dt:datetime): """ convert python datetime to DSS 24:00 style string 2023-08-25 09:32:46.832952 -> 25Aug2023 09:23:47 @@ -163,9 +163,9 @@ def sec_to_intervalString(seconds: int): if __name__ == "__main__": dt = datetime.today() - x = DateConverter.dss_datetime_from_string(dt) + x = DateConverter.dss_datetime_strings_from_datetime(dt) print(x) midnight = datetime(2023,8,3,0,0,0) - x = DateConverter.dss_datetime_from_string(midnight) + x = DateConverter.dss_datetime_strings_from_datetime(midnight) print(x) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index cdf98ad..c211145 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -399,7 +399,7 @@ def put(self, container) -> int: if not len(ts.times): raise Exception("Time Series has an empty times array") - startDate, startTime = DateConverter.dss_datetime_from_string(ts.times[0]) + startDate, startTime = DateConverter.dss_datetime_strings_from_datetime(ts.times[0]) quality = [] # TO DO status = self._native.hec_dss_tsStoreRegular( @@ -418,7 +418,7 @@ def put(self, container) -> int: # def hec_dss_tsStoreRegular(dss, pathname, startDate, startTime, valueArray, qualityArray, # saveAsFloat, units, type): start_date_base = (datetime(1900, 1, 1)+timedelta(days=its.julian_base_date)) - startDate, startTime = DateConverter.dss_datetime_from_string(start_date_base) + startDate, startTime = DateConverter.dss_datetime_strings_from_datetime(start_date_base) quality = [] # TO DO julian_times = DateConverter.julian_array_from_date_times(its.times, its.time_granularity_seconds, start_date_base) if max(julian_times) >= 2147483647: From aef5af0563caa6df577449b74843ce1e118015ef Mon Sep 17 00:00:00 2001 From: akadlof Date: Tue, 18 Feb 2025 21:07:27 +0000 Subject: [PATCH 093/134] Added support for numpy arrays with NaN values in GriddedData.create (#71) --- src/hecdss/gridded_data.py | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index 6563b5b..1a78c88 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -2,6 +2,8 @@ import numpy as np import math +NULL_INT = -3.4028234663852886e+38 + class GriddedData: """container for gridded (Raster) data @@ -87,7 +89,7 @@ def range_limit_table(self, minval, maxval, range_, bins, datasize, data): self.rangeLimitTable = [0] * bins self.numberEqualOrExceedingRangeLimit = [0] * bins - self.rangeLimitTable[0] = -3.4028234663852886e+38 + self.rangeLimitTable[0] = NULL_INT self.rangeLimitTable[1] = minval step = range_ / bins @@ -107,13 +109,15 @@ def update_grid_info(self): self.numberOfCellsX = len(self.data[0]) self.numberOfCellsY = len(self.data) n = np.size(self.data) - self.maxDataValue = np.max(self.data) - self.minDataValue = np.min(self.data) - bin_range = (int)(math.ceil(self.maxDataValue) - math.floor(self.minDataValue)) - self.meanDataValue = np.mean(self.data) + self.maxDataValue = np.nanmax(self.data) + self.minDataValue = np.nanmin(self.data) + bin_range = int(math.ceil(self.maxDataValue) - math.floor(self.minDataValue)) + self.meanDataValue = np.nanmean(self.data) + + self.data = np.nan_to_num(self.data, nan=NULL_INT) self.numberOfRanges = math.floor(1 + 3.322 * math.log10(n) + 1) - flatData = self.data.flatten() - self.range_limit_table(self.minDataValue, self.maxDataValue, bin_range, self.numberOfRanges, n, flatData) + flat_data = self.data.flatten() + self.range_limit_table(self.minDataValue, self.maxDataValue, bin_range, self.numberOfRanges, n, flat_data) @staticmethod def create(path=None, From 18c08840dfe5fec6f04cf59f77c3848680aec136 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Wed, 19 Feb 2025 07:48:03 -0800 Subject: [PATCH 094/134] update hecdss.dll to 7-IU-6 (#72) --- src/hecdss/download_hecdss.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index eafb382..7c7bcae 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -36,7 +36,7 @@ def download_and_unzip(url, zip_file, destination_dir): print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IU-4" +version = "7-IU-6" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" From 34c0a8c1b264aed719764804e4c817d8bcd7aa29 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 19 Feb 2025 15:08:39 -0800 Subject: [PATCH 095/134] Time path and get full period bug fix --- src/hecdss/catalog.py | 7 ++++--- src/hecdss/hecdss.py | 31 +++++++++++++++++++++++++++---- src/hecdss/native.py | 31 +++++++++++++++++++++++++++++-- 3 files changed, 60 insertions(+), 9 deletions(-) diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 8061b2f..6ecb4d2 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -42,9 +42,10 @@ def __create_condensed_catalog(self): if path.is_time_series(): cleanPath = str(path.path_without_date()) self.recordTypeDict[cleanPath.lower()] = recordType - tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath.lower(),[]) - t = datetime.strptime(path.D,"%d%b%Y") - tsRecords.append(t) + if(path.D != "TS-Pattern"): + tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath.lower(), []) + t = datetime.strptime(path.D,"%d%b%Y") + tsRecords.append(t) elif recordType in [RecordType.PairedData, RecordType.Grid, RecordType.Text, RecordType.LocationInfo, RecordType.Array]: self.recordTypeDict[str(path).lower()] = recordType diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index c211145..12a87d3 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -268,7 +268,7 @@ def _get_paired_data(self, pathname): return pd - def _get_date_time_range(self, pathname, boolFullSet): + def _get_julian_time_range(self, pathname, boolFullSet): firstValidJulian = [0] firstSeconds = [0] lastValidJulian = [0] @@ -281,6 +281,13 @@ def _get_date_time_range(self, pathname, boolFullSet): lastValidJulian, lastSeconds ) + + return (firstValidJulian, firstSeconds, lastValidJulian, lastSeconds) + + def _get_date_time_range(self, pathname, boolFullSet): + + firstValidJulian, firstSeconds, lastValidJulian, lastSeconds = self._get_julian_time_range(pathname, boolFullSet) + first = DateConverter.date_times_from_julian_array(firstSeconds, 1, firstValidJulian[0])[0] last = DateConverter.date_times_from_julian_array(lastSeconds, 1, lastValidJulian[0])[0] @@ -289,9 +296,11 @@ def _get_date_time_range(self, pathname, boolFullSet): def _get_timeseries(self, pathname, startDateTime, endDateTime): # get sizes + firstValidJulian, firstSeconds, lastValidJulian, lastSeconds = self._get_julian_time_range(pathname, 1) if not (startDateTime and endDateTime): - newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 1) - + #newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 1) + newStartDateTime = DateConverter.date_times_from_julian_array(firstSeconds, 1, firstValidJulian[0])[0] + newEndDateTime = DateConverter.date_times_from_julian_array(lastSeconds, 1, lastValidJulian[0])[0] if not startDateTime: startDateTime = newStartDateTime if not endDateTime: @@ -316,6 +325,20 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): # print("Number of values:", numberValues[0]) # print("Quality element size:", qualityElementSize[0]) + number_periods = numberValues[0] + if RecordType.RegularTimeSeries == self.get_record_type(pathname): + dsspath = DssPath(pathname) + + interval_seconds = DateConverter.intervalString_to_sec(dsspath.E) + + number_periods = self._native.hec_dss_numberPeriods( + interval_seconds, + firstValidJulian[0], + firstSeconds[0], + lastValidJulian[0], + lastSeconds[0], + ) + # tsRetrive times = [0] @@ -336,7 +359,7 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): endTime, times, values, - numberValues[0], + number_periods+1, numberValuesRead, quality, qualityElementSize[0], diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 7aa7dfa..fd5345e 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -675,6 +675,33 @@ def hec_dss_tsGetDateTimeRange( return result + def hec_dss_numberPeriods( + self, + intervalSeconds, + julianStart, + startSeconds, + julianEnd, + endSeconds, + ): + self.dll.hec_dss_numberPeriods.argtypes = [ + c_int, # intervalSeconds + c_int, # julianStart + c_int, # startSeconds + c_int, # julianEnd + c_int, # endSeconds + ] + self.dll.hec_dss_numberPeriods.restype = c_int + + result = self.dll.hec_dss_numberPeriods( + intervalSeconds, + julianStart, + startSeconds, + julianEnd, + endSeconds, + ) + + return result + def hec_dss_tsRetrieve( self, pathname: str, @@ -688,8 +715,8 @@ def hec_dss_tsRetrieve( numberValuesRead, quality: List[int], qualityLength: int, - julianBaseDate: int, - timeGranularitySeconds: int, + julianBaseDate: List[int], + timeGranularitySeconds: List[int], units: List[str], unitsLength: int, dataType: List[str], From 7afb732a108916945691491dea39e890f1fc72b2 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 19 Feb 2025 15:14:24 -0800 Subject: [PATCH 096/134] add empty block test --- tests/test_regular_timeseries.py | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 97bcb93..41ea4b9 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -186,8 +186,20 @@ def test_regular_timeseries_read_modify_store_read(self): assert (rts.interval == rts_modified.interval), f"irts.interval is not equal to irts_modified.interval." \ f" irts.interval is {rts.interval}, irts_modified.interval is {rts_modified.interval}" - - + def test_regular_timeseries_empty_blocks(self): + """ test reading time-series with discontinuous blocks""" + pathname = "//SSPM5/ELEV/01Nov1991/1Hour/DCP-REV/" + filename = self.test_files.create_test_file(".dss") + with HecDss(filename) as dss: + rts = RegularTimeSeries.create(range(10), start_date=datetime(1988, 1, 1, 8, 0, 0), interval="1Hour", + units="cfs", path=pathname) + dss.put(rts) + rts = RegularTimeSeries.create(range(10), start_date=datetime(2016, 10, 11, 7, 0, 0), interval="1Hour", + units="cfs", path=pathname) + dss.put(rts) + ts = dss.get(pathname) + expected_count = 252273 + assert ts.get_length() == expected_count, f" expected {expected_count} values, found {ts.get_length()}" if __name__ == "__main__": unittest.main() From 0f660ab28089718bb6c280fdbdb426b377bab16c Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 19 Feb 2025 15:40:33 -0800 Subject: [PATCH 097/134] change version --- pyproject.toml | 2 +- setup.cfg | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index dede42a..6b619f8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.20" +version = "0.1.21" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index 3ac4eba..68b95c0 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.20 +version = 0.1.21 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. From 6b1f9541b7ce75b78b0967fbda0622c6f26f0ff7 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Thu, 20 Mar 2025 15:56:22 -0700 Subject: [PATCH 098/134] documentation for user classes (#75) * documentation * add docs * add link to docs in readme --- Readme.md | 7 +- docs/hecdss.html | 245 ++++++++ docs/hecdss/array_container.html | 329 +++++++++++ docs/hecdss/catalog.html | 375 ++++++++++++ docs/hecdss/cwms_utility.html | 383 ++++++++++++ docs/hecdss/dateconverter.html | 372 ++++++++++++ docs/hecdss/download_hecdss.html | 327 ++++++++++ docs/hecdss/dss_type.html | 391 ++++++++++++ docs/hecdss/dsspath.html | 369 ++++++++++++ docs/hecdss/gridded_data.html | 818 ++++++++++++++++++++++++++ docs/hecdss/hecdss.html | 476 +++++++++++++++ docs/hecdss/irregular_timeseries.html | 564 ++++++++++++++++++ docs/hecdss/native.html | 237 ++++++++ docs/hecdss/paired_data.html | 452 ++++++++++++++ docs/hecdss/record_type.html | 449 ++++++++++++++ docs/hecdss/regular_timeseries.html | 585 ++++++++++++++++++ docs/index.html | 7 + docs/search.js | 46 ++ pyproject.toml | 2 +- src/hecdss/dss_type.py | 22 +- src/hecdss/dsspath.py | 45 +- src/hecdss/gridded_data.py | 197 ++++--- src/hecdss/hecdss.py | 26 +- src/hecdss/irregular_timeseries.py | 48 +- src/hecdss/paired_data.py | 37 +- src/hecdss/record_type.py | 3 + src/hecdss/regular_timeseries.py | 102 +++- 27 files changed, 6824 insertions(+), 90 deletions(-) create mode 100644 docs/hecdss.html create mode 100644 docs/hecdss/array_container.html create mode 100644 docs/hecdss/catalog.html create mode 100644 docs/hecdss/cwms_utility.html create mode 100644 docs/hecdss/dateconverter.html create mode 100644 docs/hecdss/download_hecdss.html create mode 100644 docs/hecdss/dss_type.html create mode 100644 docs/hecdss/dsspath.html create mode 100644 docs/hecdss/gridded_data.html create mode 100644 docs/hecdss/hecdss.html create mode 100644 docs/hecdss/irregular_timeseries.html create mode 100644 docs/hecdss/native.html create mode 100644 docs/hecdss/paired_data.html create mode 100644 docs/hecdss/record_type.html create mode 100644 docs/hecdss/regular_timeseries.html create mode 100644 docs/index.html create mode 100644 docs/search.js diff --git a/Readme.md b/Readme.md index 8c93866..36974c2 100644 --- a/Readme.md +++ b/Readme.md @@ -10,6 +10,9 @@ To install `hecdss`, use the following command: ```bash pip install -i https://test.pypi.org/simple/ hecdss ``` +## API full documentation + +[API Documentation](https://hydrologicengineeringcenter.github.io/hec-dss-python/) ### DSS file methods 1. `HecDss(file_path: str)`: Opens a DSS file located at the provided file path. @@ -110,11 +113,11 @@ This library uses (`hecdss.dll` on Windows and `libhecdss.so` on Unix/Linux). h 1. One option is to download it from provided link [hecdss.dll](https://github.com/HydrologicEngineeringCenter/hec-dss-python/releases/download/v0.0.1-alpha/hecdss.dll) 2. Second option is to run the following python script in the repository directory: ``` - C:\project\hec-dss-python>python src\hec-dss-python\download_hecdss.py + python src\hec-dss-python\download_hecdss.py ``` 3. from the repo directory (hec-dss-python) ``` - C:\project\hec-dss-python>python tests\test_basics.py + python tests\test_basics.py ``` diff --git a/docs/hecdss.html b/docs/hecdss.html new file mode 100644 index 0000000..3c35dbc --- /dev/null +++ b/docs/hecdss.html @@ -0,0 +1,245 @@ + + + + + + + hecdss API documentation + + + + + + + + +

      +
      +
      +

      +hecdss

      + + + + + +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/array_container.html b/docs/hecdss/array_container.html new file mode 100644 index 0000000..9fc04cb --- /dev/null +++ b/docs/hecdss/array_container.html @@ -0,0 +1,329 @@ + + + + + + + hecdss.array_container API documentation + + + + + + + + + +
      +
      +

      +hecdss.array_container

      + + + + + +
      +
      +
      + + class + ArrayContainer: + + +
      + + + + +
      +
      + id + + +
      + + + + +
      +
      +
      + int_values + + +
      + + + + +
      +
      +
      + float_values + + +
      + + + + +
      +
      +
      + double_values + + +
      + + + + +
      +
      +
      +
      @staticmethod
      + + def + create_array_container( int_values: List[int] = [], float_values: List[float] = [], double_values: List[float] = [], path=None): + + +
      + + + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/catalog.html b/docs/hecdss/catalog.html new file mode 100644 index 0000000..d74cd3d --- /dev/null +++ b/docs/hecdss/catalog.html @@ -0,0 +1,375 @@ + + + + + + + hecdss.catalog API documentation + + + + + + + + + +
      +
      +

      +hecdss.catalog

      + + + + + +
      +
      +
      + + class + Catalog: + + +
      + + +

      manage list of objects inside a DSS database

      +
      + + +
      +
      + + Catalog(uncondensed_paths, recordTypes) + + +
      + + + + +
      +
      +
      + uncondensed_paths + + +
      + + + + +
      +
      +
      + rawRecordTypes + + +
      + + + + +
      +
      +
      + timeSeriesDictNoDates + + +
      + + + + +
      +
      +
      + recordTypeDict + + +
      + + + + +
      +
      +
      + + def + get_record_type(self, pathname): + + +
      + + +

      gets the record type for a given path

      + +
      Arguments:
      + +
        +
      • pathname (str): dss pathname
        • +
      + +
      Returns:
      + +
      +

      RecordType: the record type hecdss.RecordType of DSS data stored in this pathname

      +
      +
      + + +
      +
      +
      + + def + print(self): + + +
      + + + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/cwms_utility.html b/docs/hecdss/cwms_utility.html new file mode 100644 index 0000000..47660eb --- /dev/null +++ b/docs/hecdss/cwms_utility.html @@ -0,0 +1,383 @@ + + + + + + + hecdss.cwms_utility API documentation + + + + + + + + + +
      +
      +

      +hecdss.cwms_utility

      + + + + + +
      +
      +
      + + class + CwmsUtility: + + +
      + + + + +
      +
      + CWMS_DSS_INTERVAL_MAP = + + {'1Minute': '1Minute', '2Minutes': '2Minute', '3Minutes': '3Minute', '4Minutes': '4Minute', '5Minutes': '5Minute', '6Minutes': '6Minute', '12Minutes': '12Minute', '15Minutes': '15Minute', '20Minutes': '20Minute', '30Minutes': '30Minute', '1Hour': '1Hour', '2Hours': '2Hour', '3Hours': '3Hour', '4Hours': '4Hour', '6Hours': '6Hour', '8Hours': '8Hour', '12Hours': '12Hour', '1Day': '1Day', '1Week': '1Week', '1Month': '1Month', '1Year': '1Year', '0': 'Ir-Month'} + + +
      + + + + +
      +
      +
      + DSS_CWMS_INTERVAL_MAP = + + {'1minute': '1Minute', '2minute': '2Minutes', '3minute': '3Minutes', '4minute': '4Minutes', '5minute': '5Minutes', '6minute': '6Minutes', '12minute': '12Minutes', '15minute': '15Minutes', '20minute': '20Minutes', '30minute': '30Minutes', '1hour': '1Hour', '2hour': '2Hours', '3hour': '3Hours', '4hour': '4Hours', '6hour': '6Hours', '8hour': '8Hours', '12hour': '12Hours', '1day': '1Day', '1week': '1Week', '1month': '1Month', '1year': '1Year', 'ir-month': '0', 'ir-day': '0', 'ir-year': '0', 'ir-decade': '0', 'ir-century': '0'} + + +
      + + + + +
      +
      +
      +
      @staticmethod
      + + def + get_cwms_parameter_type(dss_type: hecdss.dss_type.DssType): + + +
      + + + + +
      +
      +
      +
      @staticmethod
      + + def + pathname_to_cwms_tsid(path, dss_type='', duration='0', strict=False): + + +
      + + +

      pathname is a dsspath name. Example: /TULA//Flow//1Hour/Ccp-Rev/ +type is

      + +

      returns CWMS convention time-series-id +[Location]-[sub-location].[Parameter]-[sub-parameter].[Type].[Interval].[Duration].[Version]

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + cwms_ts_id_to_dss_path(ts_id: str) -> hecdss.dsspath.DssPath: + + +
      + + +

      convert cwms time-series id to a dss path +example input: +"NORK-Norton-Prairie_Dog.Stage.Inst.15Minutes.0.nwklrgs-raw" +example output: +"//NORK-Norton-Prairie_Dog/Stage/01Apr2024/15Minute/nwklrgs-raw/"

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + dss_data_type_from_cwms_tsid(cwms_tsid) -> str: + + +
      + + +

      takes an input id such as 'TULA.Flow.Inst.1Hour.0.Ccp-Rev' +and returns the DSS DataType 'INST-VAL' in this example

      + +
      Parameters
      + +
        +
      • cwms_tsid: input time-series identifier
        • +
      + +
      Returns
      + +
      +

      string representing a dss data type

      +
      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/dateconverter.html b/docs/hecdss/dateconverter.html new file mode 100644 index 0000000..b81945a --- /dev/null +++ b/docs/hecdss/dateconverter.html @@ -0,0 +1,372 @@ + + + + + + + hecdss.dateconverter API documentation + + + + + + + + + +
      +
      +

      +hecdss.dateconverter

      + + + + + +
      +
      +
      + + class + DateConverter: + + +
      + + + + +
      +
      +
      @staticmethod
      + + def + dss_datetime_strings_from_datetime(dt: datetime.datetime): + + +
      + + +

      convert python datetime to DSS 24:00 style string +2023-08-25 09:32:46.832952 -> 25Aug2023 09:23:47 +2023-08-25 00:00:00.0000000 -> 24Aug2023 24:00 +2023-08-25 00:10:00.0000000 -> 25Aug2023 00:10

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + date_time_from_julian_second(time_julian, seconds_julian): + + +
      + + +

      " +convert from DSS integer datetime to python datetime array

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + date_times_from_julian_array(times_julian, time_granularity_seconds, julian_base_date): + + +
      + + +

      " +convert from DSS integer datetime array to python datetime array

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + julian_array_from_date_times( date_times, time_granularity_seconds=60, start_date_base=datetime.datetime(1900, 1, 1, 0, 0)): + + +
      + + +

      " +convert from DSS integer datetime array to python datetime array

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + intervalString_to_sec(interval): + + +
      + + + + +
      +
      +
      +
      @staticmethod
      + + def + sec_to_intervalString(seconds: int): + + +
      + + + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/download_hecdss.html b/docs/hecdss/download_hecdss.html new file mode 100644 index 0000000..db44f8f --- /dev/null +++ b/docs/hecdss/download_hecdss.html @@ -0,0 +1,327 @@ + + + + + + + hecdss.download_hecdss API documentation + + + + + + + + + +
      +
      +

      +hecdss.download_hecdss

      + +

      Helper module to retrieve the binary libraries

      +
      + + + + +
      +
      +
      + + def + download_and_unzip(url, zip_file, destination_dir): + + +
      + + +

      Retrieves a compressed archive from the URL and extracts it in the destination dir.

      + +

      Parameters

      + +

      url : str + URL to the archive. +zip_file : str + Name of the local target archive. +destination_dir : + Path to the local directory where the archive content is extracted to.

      +
      + + +
      +
      +
      + base_url = +'https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/' + + +
      + + + + +
      +
      +
      + version = +'7-IU-6' + + +
      + + + + +
      +
      +
      + destination_dir = +WindowsPath('C:/project/hec-dss-python/src/hecdss/lib') + + +
      + + + + +
      +
      +
      + zip_url = + + 'https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/7-IU-6-linux-x86_64/hecdss-7-IU-6-linux-x86_64.zip' + + +
      + + + + +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/dss_type.html b/docs/hecdss/dss_type.html new file mode 100644 index 0000000..106287f --- /dev/null +++ b/docs/hecdss/dss_type.html @@ -0,0 +1,391 @@ + + + + + + + hecdss.dss_type API documentation + + + + + + + + + +
      +
      +

      +hecdss.dss_type

      + + + + + +
      +
      +
      + + class + DssType(enum.Enum): + + +
      + + +

      Enum class representing different types of DSS (Data Storage System) types.

      + +
      Attributes:
      + +
        +
      • PER_AVER (str): Period average.
        • +
      • PER_CUM (str): Period cumulative.
        • +
      • INST_VAL (str): Instantaneous value.
        • +
      • INST_CUM (str): Instantaneous cumulative.
        • +
      • FREQ (str): Frequency (not a DSS standard yet).
        • +
      • PER_MAX (str): Period maximum (not a DSS standard yet).
        • +
      • PER_MIN (str): Period minimum (not a DSS standard yet).
        • +
      • CONST (str): Constant (not a DSS standard yet).
        • +
      +
      + + +
      +
      + PER_AVER = +<DssType.PER_AVER: 'PER-AVER'> + + +
      + + + + +
      +
      +
      + PER_CUM = +<DssType.PER_CUM: 'PER-CUM'> + + +
      + + + + +
      +
      +
      + INST_VAL = +<DssType.INST_VAL: 'INST-VAL'> + + +
      + + + + +
      +
      +
      + INST_CUM = +<DssType.INST_CUM: 'INST-CUM'> + + +
      + + + + +
      +
      +
      + FREQ = +<DssType.FREQ: 'FREQ'> + + +
      + + + + +
      +
      +
      + PER_MAX = +<DssType.PER_MAX: 'PER-MAX'> + + +
      + + + + +
      +
      +
      + PER_MIN = +<DssType.PER_MIN: 'PER-MIN'> + + +
      + + + + +
      +
      +
      + CONST = +<DssType.CONST: 'CONST'> + + +
      + + + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/dsspath.html b/docs/hecdss/dsspath.html new file mode 100644 index 0000000..26c5f68 --- /dev/null +++ b/docs/hecdss/dsspath.html @@ -0,0 +1,369 @@ + + + + + + + hecdss.dsspath API documentation + + + + + + + + + +
      +
      +

      +hecdss.dsspath

      + + + + + +
      +
      +
      + + class + DssPath: + + +
      + + +

      Manage parts of DSS path /A/B/C/D/E/F/ +condenses D part for timeseries records

      +
      + + +
      +
      + + DssPath(path: str, recType=0) + + +
      + + +

      Initialize a DssPath object.

      + +
      Arguments:
      + +
        +
      • path (str): Raw DSS pathname.
        • +
      • recType (RecordType, optional): Type of the record, such as RecordType.RegularTimeSeries. Defaults to 0.
        • +
      + +
      Raises:
      + +
        +
      • Exception: If the DSS path is invalid.
        • +
      +
      + + +
      +
      +
      + recType + + +
      + + + + +
      +
      +
      + + def + path_without_date(self): + + +
      + + +

      Get the DSS path without the date part (D part).

      + +
      Returns:
      + +
      +

      DssPath: A new DssPath object without the date part.

      +
      +
      + + +
      +
      +
      + + def + is_time_series(self): + + +
      + + +

      Check if the DSS path is a time series.

      + +
      Returns:
      + +
      +

      bool: True if the DSS path is a time series, False otherwise.

      +
      +
      + + +
      +
      +
      + + def + print(self): + + +
      + + +

      Print the parts of the DSS path.

      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/gridded_data.html b/docs/hecdss/gridded_data.html new file mode 100644 index 0000000..7cd9f9e --- /dev/null +++ b/docs/hecdss/gridded_data.html @@ -0,0 +1,818 @@ + + + + + + + hecdss.gridded_data API documentation + + + + + + + + + +
      +
      +

      +hecdss.gridded_data

      + + + + + +
      +
      +
      + NULL_INT = +-3.4028234663852886e+38 + + +
      + + + + +
      +
      +
      + + class + GriddedData: + + +
      + + +

      Container for gridded (Raster) data.

      + +
      Properties:
      + +
      +

      id (str): DSS pathname. + type (int): Grid type. + 400: Undefined grid with time. + 401: Undefined grid. + 410: HRAP grid with time reference. + 411: HRAP grid. + 420: Albers with time reference. + 421: Albers. + 430: Specified Grid with time reference. + 431: Specified Grid. + dataType (int): Data type. + PER_AVER = 0. + PER_CUM = 1. + INST_VAL = 2. + INST_CUM = 3. + FREQ = 4. + INVALID = 5. + lowerLeftCellX (int): X coordinate of the lower left cell. + lowerLeftCellY (int): Y coordinate of the lower left cell. + numberOfCellsX (int): Number of cells in the X direction. + numberOfCellsY (int): Number of cells in the Y direction. + numberOfRanges (int): Number of ranges. + srsDefinitionType (int): SRS definition type. + timeZoneRawOffset (int): Time zone raw offset. + isInterval (int): Interval flag. + isTimeStamped (int): Timestamp flag. + dataUnits (str): Data units. + dataSource (str): Data source. + srsName (str): SRS name. + srsDefinition (str): SRS definition. + timeZoneID (str): Time zone ID. + cellSize (float): Cell size. + xCoordOfGridCellZero (float): X coordinate of grid cell zero. + yCoordOfGridCellZero (float): Y coordinate of grid cell zero. + nullValue (float): Null value. + maxDataValue (float): Maximum data value. + minDataValue (float): Minimum data value. + meanDataValue (float): Mean data value. + rangeLimitTable (list): Range limit table. + numberEqualOrExceedingRangeLimit (list): Number equal or exceeding range limit. + data (numpy.ndarray): Data array.

      +
      +
      + + +
      +
      + + GriddedData() + + +
      + + +

      Initialize a GriddedData object with default values.

      +
      + + +
      +
      +
      + id + + +
      + + + + +
      +
      +
      + type + + +
      + + + + +
      +
      +
      + data_type + + +
      + + + + +
      +
      +
      + lowerLeftCellX + + +
      + + + + +
      +
      +
      + lowerLeftCellY + + +
      + + + + +
      +
      +
      + numberOfCellsX + + +
      + + + + +
      +
      +
      + numberOfCellsY + + +
      + + + + +
      +
      +
      + numberOfRanges + + +
      + + + + +
      +
      +
      + srsDefinitionType + + +
      + + + + +
      +
      +
      + timeZoneRawOffset + + +
      + + + + +
      +
      +
      + isInterval + + +
      + + + + +
      +
      +
      + isTimeStamped + + +
      + + + + +
      +
      +
      + dataUnits + + +
      + + + + +
      +
      +
      + dataSource + + +
      + + + + +
      +
      +
      + srsName + + +
      + + + + +
      +
      +
      + srsDefinition + + +
      + + + + +
      +
      +
      + timeZoneID + + +
      + + + + +
      +
      +
      + cellSize + + +
      + + + + +
      +
      +
      + xCoordOfGridCellZero + + +
      + + + + +
      +
      +
      + yCoordOfGridCellZero + + +
      + + + + +
      +
      +
      + nullValue + + +
      + + + + +
      +
      +
      + maxDataValue + + +
      + + + + +
      +
      +
      + minDataValue + + +
      + + + + +
      +
      +
      + meanDataValue + + +
      + + + + +
      +
      +
      + rangeLimitTable + + +
      + + + + +
      +
      +
      + numberEqualOrExceedingRangeLimit + + +
      + + + + +
      +
      +
      + data + + +
      + + + + +
      +
      +
      + + def + range_limit_table(self, minval, maxval, range_, bins, datasize, data): + + +
      + + +

      Calculate the range limit table and the number of values equal or exceeding each range limit.

      + +
      Arguments:
      + +
        +
      • minval (float): Minimum value.
        • +
      • maxval (float): Maximum value.
        • +
      • range_ (float): Range of values.
        • +
      • bins (int): Number of bins.
        • +
      • datasize (int): Size of the data.
        • +
      • data (numpy.ndarray): Data array.
        • +
      +
      + + +
      +
      +
      + + def + update_grid_info(self): + + +
      + + +

      Update grid information based on the data array.

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + create( path=None, type=420, dataType=1, lowerLeftCellX=0, lowerLeftCellY=0, numberOfCellsX=0, numberOfCellsY=0, numberOfRanges=0, srsDefinitionType=0, timeZoneRawOffset=0, isInterval=0, isTimeStamped=0, dataUnits='MM', dataSource='', srsName='WKT', srsDefinition='PROJCS["USA_Contiguous_Albers_Equal_Area_Conic_USGS_version",GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Albers"],PARAMETER["False_Easting",0.0],PARAMETER["False_Northing",0.0],PARAMETER["Central_Meridian",-96.0],PARAMETER["Standard_Parallel_1",29.5],PARAMETER["Standard_Parallel_2",45.5],PARAMETER["Latitude_Of_Origin",23.0],UNIT["Meter",1.0]]', timeZoneID='', cellSize=2000.0, xCoordOfGridCellZero=0.0, yCoordOfGridCellZero=0.0, nullValue=0.0, maxDataValue=0.0, minDataValue=0.0, meanDataValue=0.0, rangeLimitTable=[], numberEqualOrExceedingRangeLimit=[], data=array([], dtype=float64)): + + +
      + + +

      Create a new GriddedData object with the specified parameters.

      + +
      Arguments:
      + +
        +
      • path (str, optional): DSS pathname. Defaults to None.
        • +
      • type (int, optional): Grid type. Defaults to 420.
        • +
      • dataType (int, optional): Data type. Defaults to 1.
        • +
      • lowerLeftCellX (int, optional): X coordinate of the lower left cell. Defaults to 0.
        • +
      • lowerLeftCellY (int, optional): Y coordinate of the lower left cell. Defaults to 0.
        • +
      • numberOfCellsX (int, optional): Number of cells in the X direction. Defaults to 0.
        • +
      • numberOfCellsY (int, optional): Number of cells in the Y direction. Defaults to 0.
        • +
      • numberOfRanges (int, optional): Number of ranges. Defaults to 0.
        • +
      • srsDefinitionType (int, optional): SRS definition type. Defaults to 0.
        • +
      • timeZoneRawOffset (int, optional): Time zone raw offset. Defaults to 0.
        • +
      • isInterval (int, optional): Interval flag. Defaults to 0.
        • +
      • isTimeStamped (int, optional): Timestamp flag. Defaults to 0.
        • +
      • dataUnits (str, optional): Data units. Defaults to "MM".
        • +
      • dataSource (str, optional): Data source. Defaults to "".
        • +
      • srsName (str, optional): SRS name. Defaults to "WKT".
        • +
      • srsDefinition (str, optional): SRS definition. Defaults to a specific Albers projection.
        • +
      • timeZoneID (str, optional): Time zone ID. Defaults to "".
        • +
      • cellSize (float, optional): Cell size. Defaults to 2000.0.
        • +
      • xCoordOfGridCellZero (float, optional): X coordinate of grid cell zero. Defaults to 0.0.
        • +
      • yCoordOfGridCellZero (float, optional): Y coordinate of grid cell zero. Defaults to 0.0.
        • +
      • nullValue (float, optional): Null value. Defaults to 0.0.
        • +
      • maxDataValue (float, optional): Maximum data value. Defaults to 0.0.
        • +
      • minDataValue (float, optional): Minimum data value. Defaults to 0.0.
        • +
      • meanDataValue (float, optional): Mean data value. Defaults to 0.0.
        • +
      • rangeLimitTable (list, optional): Range limit table. Defaults to [].
        • +
      • numberEqualOrExceedingRangeLimit (list, optional): Number equal or exceeding range limit. Defaults to [].
        • +
      • data (numpy.ndarray, optional): Data array. Defaults to np.zeros(0).
        • +
      + +
      Returns:
      + +
      +

      GriddedData: A new GriddedData object.

      +
      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/hecdss.html b/docs/hecdss/hecdss.html new file mode 100644 index 0000000..37cf1d7 --- /dev/null +++ b/docs/hecdss/hecdss.html @@ -0,0 +1,476 @@ + + + + + + + hecdss.hecdss API documentation + + + + + + + + + +
      +
      +

      +hecdss.hecdss

      + +

      Docstring for public module.

      +
      + + + + +
      +
      +
      + DSS_UNDEFINED_VALUE = +-3.4028234663852886e+38 + + +
      + + + + +
      +
      +
      + + class + HecDss: + + +
      + + +

      Main class for working with DSS files

      +
      + + +
      +
      + + HecDss(filename: str) + + +
      + + +

      constructor for HecDSS

      + +
      Arguments:
      + +
        +
      • filename (str): DSS filename to be opened; it will be created if it doesn't exist.
        • +
      +
      + + +
      +
      +
      + + def + close(self): + + +
      + + +

      closes the DSS file and releases any locks

      +
      + + +
      +
      +
      + + def + get_record_type(self, pathname: str) -> hecdss.record_type.RecordType: + + +
      + + +

      Get the record type for a given DSS pathname.

      + +
      Arguments:
      + +
        +
      • pathname (str): The DSS pathname for which to get the record type.
        • +
      + +
      Returns:
      + +
      +

      RecordType: The record type of the given DSS pathname.

      +
      +
      + + +
      +
      +
      + + def + get(self, pathname: str, startdatetime=None, enddatetime=None): + + +
      + + + + +
      +
      +
      + + def + put(self, container) -> int: + + +
      + + +

      puts data into the DSS file

      + +
      Arguments:
      + +
        +
      • container (varies): RegularTimeSeries, IrregularTimeSeries, PairedData, GriddedData, ArrayContainer
        • +
      + +
      Raises:
      + +
        +
      • NotImplementedError: if saving the type of container is not supported.
        • +
      + +
      Returns:
      + +
      +

      int: status of zero when successful. Non zero for errors.

      +
      +
      + + +
      +
      +
      + + def + get_catalog(self) -> hecdss.catalog.Catalog: + + +
      + + +

      gets the DSS Catalog of all items in the DSS file

      + +
      Returns:
      + +
      +

      Catalog: Catalog

      +
      +
      + + +
      +
      +
      + + def + record_count(self) -> int: + + +
      + + +

      get the number of records stored in the dss file

      + +
      Returns:
      + +
      +

      int: number of items (includes aliases)

      +
      +
      + + +
      +
      +
      + + def + set_debug_level(self, level) -> int: + + +
      + + +

      sets the DSS debug level.

      + +
      Arguments:
      + +
        +
      • level (int): a value between 0 and 15. Larger for more output
        • +
      + +
      Returns:
      + +
      +

      int: _description_

      +
      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/irregular_timeseries.html b/docs/hecdss/irregular_timeseries.html new file mode 100644 index 0000000..12a6de2 --- /dev/null +++ b/docs/hecdss/irregular_timeseries.html @@ -0,0 +1,564 @@ + + + + + + + hecdss.irregular_timeseries API documentation + + + + + + + + + +
      +
      +

      +hecdss.irregular_timeseries

      + + + + + +
      +
      +
      + + class + IrregularTimeSeries: + + +
      + + +

      container for time-series data that is not at a consistent interval. +data is stored internally as a numpy array

      +
      + + +
      +
      + + IrregularTimeSeries() + + +
      + + +

      Initialize an IrregularTimeSeries object with default values.

      +
      + + +
      +
      +
      + times + + +
      + + + + +
      +
      +
      + values + + +
      + + + + +
      +
      +
      + quality + + +
      + + + + +
      +
      +
      + units + + +
      + + + + +
      +
      +
      + data_type + + +
      + + + + +
      +
      +
      + interval + + +
      + + + + +
      +
      +
      + start_date + + +
      + + + + +
      +
      +
      + time_granularity_seconds + + +
      + + + + +
      +
      +
      + julian_base_date + + +
      + + + + +
      +
      +
      + id + + +
      + + + + +
      +
      +
      + + def + add_data_point(self, date, value): + + +
      + + +

      append a date,value to this time-series

      +
      + + +
      +
      +
      + + def + get_value_at(self, date): + + +
      + + +

      Retrieve the value at a specific date in the time-series.

      + +

      Parameters: +date (datetime): The date for which to retrieve the value.

      + +

      Returns: +float or None: The value at the specified date if it exists, otherwise None.

      +
      + + +
      +
      +
      + + def + get_values(self): + + +
      + + +

      Retrieve all values in the time-series.

      + +

      Returns: +numpy.ndarray: An array of all values in the time-series.

      +
      + + +
      +
      +
      + + def + get_dates(self): + + +
      + + +

      Retrieve all dates in the time-series.

      + +

      Returns: +list of datetime: A list of all dates in the time-series.

      +
      + + +
      +
      +
      + + def + get_length(self): + + +
      + + +

      Retrieve the number of data points in the time-series.

      + +

      Returns: +int: The number of data points in the time-series.

      +
      + + +
      +
      +
      + + def + print_to_console(self): + + +
      + + +

      Print the time-series data to the console in a readable format.

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + create( values, times, quality=[], units='', data_type='', interval=0, start_date='', time_granularity_seconds=1, julian_base_date=None, path=None): + + +
      + + +

      Retrieve the value at a specific date in the time-series.

      + +

      Parameters: +date (datetime): The date for which to retrieve the value.

      + +

      Returns: +float or None: The value at the specified date if it exists, otherwise None.

      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/native.html b/docs/hecdss/native.html new file mode 100644 index 0000000..8ef2eb2 --- /dev/null +++ b/docs/hecdss/native.html @@ -0,0 +1,237 @@ + + + + + + + hecdss.native API documentation + + + + + + + + + +
      +
      +

      +hecdss.native

      + + + + + +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/paired_data.html b/docs/hecdss/paired_data.html new file mode 100644 index 0000000..50ccc25 --- /dev/null +++ b/docs/hecdss/paired_data.html @@ -0,0 +1,452 @@ + + + + + + + hecdss.paired_data API documentation + + + + + + + + + +
      +
      +

      +hecdss.paired_data

      + + + + + +
      +
      +
      + + class + PairedData: + + +
      + + + + +
      +
      + + PairedData() + + +
      + + +

      Initialize a PairedData object with default values.

      +
      + + +
      +
      +
      + id + + +
      + + + + +
      +
      +
      + ordinates + + +
      + + + + +
      +
      +
      + values + + +
      + + + + +
      +
      +
      + labels + + +
      + + + + +
      +
      +
      + type_independent + + +
      + + + + +
      +
      +
      + type_dependent + + +
      + + + + +
      +
      +
      + units_independent + + +
      + + + + +
      +
      +
      + units_dependent + + +
      + + + + +
      +
      +
      + location_information + + +
      + + + + +
      +
      +
      + + def + curve_count(self): + + +
      + + +

      Retrieve the number of curves in the paired data.

      + +

      Returns: +int: The number of curves.

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + create( x_values, y_values, labels=[], x_units='', x_type='', y_units='', y_type='', path=None): + + +
      + + +

      Create a PairedData object with the provided data.

      + +

      Parameters: +x_values (list of float): The independent variable values. +y_values (list of list of float): The dependent variable values. +labels (list of str, optional): The labels for the dependent variables. Defaults to an empty list. +x_units (str, optional): The units of the independent variable. Defaults to an empty string. +x_type (str, optional): The type of the independent variable. Defaults to an empty string. +y_units (str, optional): The units of the dependent variable. Defaults to an empty string. +y_type (str, optional): The type of the dependent variable. Defaults to an empty string. +path (str, optional): The path identifier for the paired data. Defaults to None.

      + +

      Returns: +PairedData: An instance of the PairedData class.

      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/record_type.html b/docs/hecdss/record_type.html new file mode 100644 index 0000000..d58a1fa --- /dev/null +++ b/docs/hecdss/record_type.html @@ -0,0 +1,449 @@ + + + + + + + hecdss.record_type API documentation + + + + + + + + + +
      +
      +

      +hecdss.record_type

      + + + + + +
      +
      +
      + + class + RecordType(enum.Enum): + + +
      + + +

      RecordType is an enumeration of DSS data types

      + +
      Returns:
      + +
      +

      RecordType: the record type

      +
      +
      + + +
      +
      + Unknown = +<RecordType.Unknown: 0> + + +
      + + + + +
      +
      +
      + RegularTimeSeriesProfile = +<RecordType.RegularTimeSeriesProfile: 1> + + +
      + + + + +
      +
      +
      + RegularTimeSeries = +<RecordType.RegularTimeSeries: 2> + + +
      + + + + +
      +
      +
      + IrregularTimeSeries = +<RecordType.IrregularTimeSeries: 3> + + +
      + + + + +
      +
      +
      + PairedData = +<RecordType.PairedData: 4> + + +
      + + + + +
      +
      +
      + Text = +<RecordType.Text: 5> + + +
      + + + + +
      +
      +
      + Grid = +<RecordType.Grid: 6> + + +
      + + + + +
      +
      +
      + Tin = +<RecordType.Tin: 7> + + +
      + + + + +
      +
      +
      + LocationInfo = +<RecordType.LocationInfo: 8> + + +
      + + + + +
      +
      +
      + Array = +<RecordType.Array: 9> + + +
      + + + + +
      +
      +
      + SUPPORTED_RECORD_TYPES = + + <RecordType.SUPPORTED_RECORD_TYPES: ['IrregularTimeSeries', 'RegularTimeSeries', 'PairedData', 'GriddedData', 'ArrayContainer']> + + +
      + + + + +
      +
      +
      +
      @staticmethod
      + + def + RecordTypeFromInt(recType): + + +
      + + +

      Returns RecordType Enumeration from integer value

      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/hecdss/regular_timeseries.html b/docs/hecdss/regular_timeseries.html new file mode 100644 index 0000000..42afa34 --- /dev/null +++ b/docs/hecdss/regular_timeseries.html @@ -0,0 +1,585 @@ + + + + + + + hecdss.regular_timeseries API documentation + + + + + + + + + +
      +
      +

      +hecdss.regular_timeseries

      + + + + + +
      +
      +
      + + class + RegularTimeSeries: + + +
      + + + + +
      +
      + + RegularTimeSeries() + + +
      + + +

      Initializes a new instance of the RegularTimeSeries class.

      +
      + + +
      +
      +
      + times + + +
      + + + + +
      +
      +
      + values + + +
      + + + + +
      +
      +
      + quality + + +
      + + + + +
      +
      +
      + units + + +
      + + + + +
      +
      +
      + data_type + + +
      + + + + +
      +
      +
      + interval + + +
      + + + + +
      +
      +
      + start_date + + +
      + + + + +
      +
      +
      + time_granularity_seconds + + +
      + + + + +
      +
      +
      + id + + +
      + + + + +
      +
      +
      + + def + add_data_point(self, date, value, flag=None): + + +
      + + +

      Adds a data point to the time series.

      + +
      Arguments:
      + +
        +
      • date (datetime): The date of the data point.
        • +
      • value (float): The value of the data point.
        • +
      • flag (int, optional): The quality flag of the data point. Defaults to None.
        • +
      +
      + + +
      +
      +
      + + def + get_value_at(self, date): + + +
      + + +

      Retrieves the value at a specific date.

      + +
      Arguments:
      + +
        +
      • date (datetime): The date for which to retrieve the value.
        • +
      + +
      Returns:
      + +
      +

      float: The value at the specified date, or None if the date is not found.

      +
      +
      + + +
      +
      +
      + + def + get_values(self): + + +
      + + +

      Retrieves all values in the time series.

      + +
      Returns:
      + +
      +

      numpy.ndarray: An array of all values in the time series.

      +
      +
      + + +
      +
      +
      + + def + get_dates(self): + + +
      + + +

      Retrieves all dates in the time series.

      + +
      Returns:
      + +
      +

      list: A list of all dates in the time series.

      +
      +
      + + +
      +
      +
      + + def + get_length(self): + + +
      + + +

      Retrieves the number of data points in the time series.

      + +
      Returns:
      + +
      +

      int: The number of data points in the time series.

      +
      +
      + + +
      +
      +
      + + def + print_to_console(self): + + +
      + + +

      Prints the time series data to the console.

      +
      + + +
      +
      +
      +
      @staticmethod
      + + def + create( values, times=[], quality=[], units='', data_type='', interval='', start_date='', time_granularity_seconds=1, julian_base_date=0, path=None): + + +
      + + +

      Creates a new instance of the RegularTimeSeries class with the specified parameters.

      + +
      Arguments:
      + +
        +
      • values (list): List of data values.
        • +
      • times (list, optional): List of time values. Defaults to [].
        • +
      • quality (list, optional): List of quality values. Defaults to [].
        • +
      • units (str, optional): Units of the data. Defaults to "".
        • +
      • data_type (str, optional): Type of the data. Defaults to "".
        • +
      • interval (str, optional): Interval of the time series. Defaults to "".
        • +
      • start_date (str, optional): Start date of the time series. Defaults to "".
        • +
      • time_granularity_seconds (int, optional): Time granularity in seconds. Defaults to 1.
        • +
      • julian_base_date (int, optional): Julian base date. Defaults to 0.
        • +
      • path (str, optional): DSS path. Defaults to None.
        • +
      + +
      Returns:
      + +
      +

      RegularTimeSeries: A new instance of the RegularTimeSeries class.

      +
      +
      + + +
      +
      +
      + + \ No newline at end of file diff --git a/docs/index.html b/docs/index.html new file mode 100644 index 0000000..306a820 --- /dev/null +++ b/docs/index.html @@ -0,0 +1,7 @@ + + + + + + + diff --git a/docs/search.js b/docs/search.js new file mode 100644 index 0000000..dd0378a --- /dev/null +++ b/docs/search.js @@ -0,0 +1,46 @@ +window.pdocSearch = (function(){ +/** elasticlunr - http://weixsong.github.io * Copyright (C) 2017 Oliver Nightingale * Copyright (C) 2017 Wei Song * MIT Licensed */!function(){function e(e){if(null===e||"object"!=typeof e)return e;var t=e.constructor();for(var n in e)e.hasOwnProperty(n)&&(t[n]=e[n]);return t}var t=function(e){var n=new t.Index;return n.pipeline.add(t.trimmer,t.stopWordFilter,t.stemmer),e&&e.call(n,n),n};t.version="0.9.5",lunr=t,t.utils={},t.utils.warn=function(e){return function(t){e.console&&console.warn&&console.warn(t)}}(this),t.utils.toString=function(e){return void 0===e||null===e?"":e.toString()},t.EventEmitter=function(){this.events={}},t.EventEmitter.prototype.addListener=function(){var e=Array.prototype.slice.call(arguments),t=e.pop(),n=e;if("function"!=typeof t)throw new TypeError("last argument must be a function");n.forEach(function(e){this.hasHandler(e)||(this.events[e]=[]),this.events[e].push(t)},this)},t.EventEmitter.prototype.removeListener=function(e,t){if(this.hasHandler(e)){var n=this.events[e].indexOf(t);-1!==n&&(this.events[e].splice(n,1),0==this.events[e].length&&delete this.events[e])}},t.EventEmitter.prototype.emit=function(e){if(this.hasHandler(e)){var t=Array.prototype.slice.call(arguments,1);this.events[e].forEach(function(e){e.apply(void 0,t)},this)}},t.EventEmitter.prototype.hasHandler=function(e){return e in this.events},t.tokenizer=function(e){if(!arguments.length||null===e||void 0===e)return[];if(Array.isArray(e)){var n=e.filter(function(e){return null===e||void 0===e?!1:!0});n=n.map(function(e){return t.utils.toString(e).toLowerCase()});var i=[];return n.forEach(function(e){var n=e.split(t.tokenizer.seperator);i=i.concat(n)},this),i}return e.toString().trim().toLowerCase().split(t.tokenizer.seperator)},t.tokenizer.defaultSeperator=/[\s\-]+/,t.tokenizer.seperator=t.tokenizer.defaultSeperator,t.tokenizer.setSeperator=function(e){null!==e&&void 0!==e&&"object"==typeof e&&(t.tokenizer.seperator=e)},t.tokenizer.resetSeperator=function(){t.tokenizer.seperator=t.tokenizer.defaultSeperator},t.tokenizer.getSeperator=function(){return t.tokenizer.seperator},t.Pipeline=function(){this._queue=[]},t.Pipeline.registeredFunctions={},t.Pipeline.registerFunction=function(e,n){n in t.Pipeline.registeredFunctions&&t.utils.warn("Overwriting existing registered function: "+n),e.label=n,t.Pipeline.registeredFunctions[n]=e},t.Pipeline.getRegisteredFunction=function(e){return e in t.Pipeline.registeredFunctions!=!0?null:t.Pipeline.registeredFunctions[e]},t.Pipeline.warnIfFunctionNotRegistered=function(e){var n=e.label&&e.label in this.registeredFunctions;n||t.utils.warn("Function is not registered with pipeline. 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      \n"}, {"fullname": "hecdss.array_container", "modulename": "hecdss.array_container", "kind": "module", "doc": "

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      \n"}, {"fullname": "hecdss.catalog.Catalog", "modulename": "hecdss.catalog", "qualname": "Catalog", "kind": "class", "doc": "

      manage list of objects inside a DSS database

      \n"}, {"fullname": "hecdss.catalog.Catalog.__init__", "modulename": "hecdss.catalog", "qualname": "Catalog.__init__", "kind": "function", "doc": "

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      gets the record type for a given path

      \n\n
      Arguments:
      \n\n
        \n
      • pathname (str): dss pathname
        • \n
      \n\n
      Returns:
      \n\n
      \n

      RecordType: the record type hecdss.RecordType of DSS data stored in this pathname

      \n
      \n", "signature": "(self, pathname):", "funcdef": "def"}, {"fullname": "hecdss.catalog.Catalog.print", "modulename": "hecdss.catalog", "qualname": "Catalog.print", "kind": "function", "doc": "

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      \n", "default_value": "{'1Minute': '1Minute', '2Minutes': '2Minute', '3Minutes': '3Minute', '4Minutes': '4Minute', '5Minutes': '5Minute', '6Minutes': '6Minute', '12Minutes': '12Minute', '15Minutes': '15Minute', '20Minutes': '20Minute', '30Minutes': '30Minute', '1Hour': '1Hour', '2Hours': '2Hour', '3Hours': '3Hour', '4Hours': '4Hour', '6Hours': '6Hour', '8Hours': '8Hour', '12Hours': '12Hour', '1Day': '1Day', '1Week': '1Week', '1Month': '1Month', '1Year': '1Year', '0': 'Ir-Month'}"}, {"fullname": "hecdss.cwms_utility.CwmsUtility.DSS_CWMS_INTERVAL_MAP", "modulename": "hecdss.cwms_utility", "qualname": "CwmsUtility.DSS_CWMS_INTERVAL_MAP", "kind": "variable", "doc": "

      \n", "default_value": "{'1minute': '1Minute', '2minute': '2Minutes', '3minute': '3Minutes', '4minute': '4Minutes', '5minute': '5Minutes', '6minute': '6Minutes', '12minute': '12Minutes', '15minute': '15Minutes', '20minute': '20Minutes', '30minute': '30Minutes', '1hour': '1Hour', '2hour': '2Hours', '3hour': '3Hours', '4hour': '4Hours', '6hour': '6Hours', '8hour': '8Hours', '12hour': '12Hours', '1day': '1Day', '1week': '1Week', '1month': '1Month', '1year': '1Year', 'ir-month': '0', 'ir-day': '0', 'ir-year': '0', 'ir-decade': '0', 'ir-century': '0'}"}, {"fullname": "hecdss.cwms_utility.CwmsUtility.get_cwms_parameter_type", "modulename": "hecdss.cwms_utility", "qualname": "CwmsUtility.get_cwms_parameter_type", "kind": "function", "doc": "

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      pathname is a dsspath name. Example: /TULA//Flow//1Hour/Ccp-Rev/\ntype is

      \n\n

      returns CWMS convention time-series-id\n[Location]-[sub-location].[Parameter]-[sub-parameter].[Type].[Interval].[Duration].[Version]

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      convert cwms time-series id to a dss path\nexample input:\n\"NORK-Norton-Prairie_Dog.Stage.Inst.15Minutes.0.nwklrgs-raw\"\nexample output:\n\"//NORK-Norton-Prairie_Dog/Stage/01Apr2024/15Minute/nwklrgs-raw/\"

      \n", "signature": "(ts_id: str) -> hecdss.dsspath.DssPath:", "funcdef": "def"}, {"fullname": "hecdss.cwms_utility.CwmsUtility.dss_data_type_from_cwms_tsid", "modulename": "hecdss.cwms_utility", "qualname": "CwmsUtility.dss_data_type_from_cwms_tsid", "kind": "function", "doc": "

      takes an input id such as 'TULA.Flow.Inst.1Hour.0.Ccp-Rev'\nand returns the DSS DataType 'INST-VAL' in this example

      \n\n
      Parameters
      \n\n
        \n
      • cwms_tsid: input time-series identifier
        • \n
      \n\n
      Returns
      \n\n
      \n

      string representing a dss data type

      \n
      \n", "signature": "(cwms_tsid) -> str:", "funcdef": "def"}, {"fullname": "hecdss.dateconverter", "modulename": "hecdss.dateconverter", "kind": "module", "doc": "

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      convert python datetime to DSS 24:00 style string\n2023-08-25 09:32:46.832952 -> 25Aug2023 09:23:47\n2023-08-25 00:00:00.0000000 -> 24Aug2023 24:00\n2023-08-25 00:10:00.0000000 -> 25Aug2023 00:10

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      \"\nconvert from DSS integer datetime array to python datetime array

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      \"\nconvert from DSS integer datetime array to python datetime array

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      \n", "signature": "(seconds: int):", "funcdef": "def"}, {"fullname": "hecdss.download_hecdss", "modulename": "hecdss.download_hecdss", "kind": "module", "doc": "

      Helper module to retrieve the binary libraries

      \n"}, {"fullname": "hecdss.download_hecdss.download_and_unzip", "modulename": "hecdss.download_hecdss", "qualname": "download_and_unzip", "kind": "function", "doc": "

      Retrieves a compressed archive from the URL and extracts it in the destination dir.

      \n\n

      Parameters

      \n\n

      url : str\n URL to the archive.\nzip_file : str\n Name of the local target archive.\ndestination_dir :\n Path to the local directory where the archive content is extracted to.

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      \n", "default_value": "'https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/'"}, {"fullname": "hecdss.download_hecdss.version", "modulename": "hecdss.download_hecdss", "qualname": "version", "kind": "variable", "doc": "

      \n", "default_value": "'7-IU-6'"}, {"fullname": "hecdss.download_hecdss.destination_dir", "modulename": "hecdss.download_hecdss", "qualname": "destination_dir", "kind": "variable", "doc": "

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      Enum class representing different types of DSS (Data Storage System) types.

      \n\n
      Attributes:
      \n\n
        \n
      • PER_AVER (str): Period average.
        • \n
      • PER_CUM (str): Period cumulative.
        • \n
      • INST_VAL (str): Instantaneous value.
        • \n
      • INST_CUM (str): Instantaneous cumulative.
        • \n
      • FREQ (str): Frequency (not a DSS standard yet).
        • \n
      • PER_MAX (str): Period maximum (not a DSS standard yet).
        • \n
      • PER_MIN (str): Period minimum (not a DSS standard yet).
        • \n
      • CONST (str): Constant (not a DSS standard yet).
        • \n
      \n", "bases": "enum.Enum"}, {"fullname": "hecdss.dss_type.DssType.PER_AVER", "modulename": "hecdss.dss_type", "qualname": "DssType.PER_AVER", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.PER_AVER: 'PER-AVER'>"}, {"fullname": "hecdss.dss_type.DssType.PER_CUM", "modulename": "hecdss.dss_type", "qualname": "DssType.PER_CUM", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.PER_CUM: 'PER-CUM'>"}, {"fullname": "hecdss.dss_type.DssType.INST_VAL", "modulename": "hecdss.dss_type", "qualname": "DssType.INST_VAL", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.INST_VAL: 'INST-VAL'>"}, {"fullname": "hecdss.dss_type.DssType.INST_CUM", "modulename": "hecdss.dss_type", "qualname": "DssType.INST_CUM", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.INST_CUM: 'INST-CUM'>"}, {"fullname": "hecdss.dss_type.DssType.FREQ", "modulename": "hecdss.dss_type", "qualname": "DssType.FREQ", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.FREQ: 'FREQ'>"}, {"fullname": "hecdss.dss_type.DssType.PER_MAX", "modulename": "hecdss.dss_type", "qualname": "DssType.PER_MAX", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.PER_MAX: 'PER-MAX'>"}, {"fullname": "hecdss.dss_type.DssType.PER_MIN", "modulename": "hecdss.dss_type", "qualname": "DssType.PER_MIN", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.PER_MIN: 'PER-MIN'>"}, {"fullname": "hecdss.dss_type.DssType.CONST", "modulename": "hecdss.dss_type", "qualname": "DssType.CONST", "kind": "variable", "doc": "

      \n", "default_value": "<DssType.CONST: 'CONST'>"}, {"fullname": "hecdss.dsspath", "modulename": "hecdss.dsspath", "kind": "module", "doc": "

      \n"}, {"fullname": "hecdss.dsspath.DssPath", "modulename": "hecdss.dsspath", "qualname": "DssPath", "kind": "class", "doc": "

      Manage parts of DSS path /A/B/C/D/E/F/\ncondenses D part for timeseries records

      \n"}, {"fullname": "hecdss.dsspath.DssPath.__init__", "modulename": "hecdss.dsspath", "qualname": "DssPath.__init__", "kind": "function", "doc": "

      Initialize a DssPath object.

      \n\n
      Arguments:
      \n\n
        \n
      • path (str): Raw DSS pathname.
        • \n
      • recType (RecordType, optional): Type of the record, such as RecordType.RegularTimeSeries. Defaults to 0.
        • \n
      \n\n
      Raises:
      \n\n
        \n
      • Exception: If the DSS path is invalid.
        • \n
      \n", "signature": "(path: str, recType=0)"}, {"fullname": "hecdss.dsspath.DssPath.recType", "modulename": "hecdss.dsspath", "qualname": "DssPath.recType", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.dsspath.DssPath.path_without_date", "modulename": "hecdss.dsspath", "qualname": "DssPath.path_without_date", "kind": "function", "doc": "

      Get the DSS path without the date part (D part).

      \n\n
      Returns:
      \n\n
      \n

      DssPath: A new DssPath object without the date part.

      \n
      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.dsspath.DssPath.is_time_series", "modulename": "hecdss.dsspath", "qualname": "DssPath.is_time_series", "kind": "function", "doc": "

      Check if the DSS path is a time series.

      \n\n
      Returns:
      \n\n
      \n

      bool: True if the DSS path is a time series, False otherwise.

      \n
      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.dsspath.DssPath.print", "modulename": "hecdss.dsspath", "qualname": "DssPath.print", "kind": "function", "doc": "

      Print the parts of the DSS path.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.gridded_data", "modulename": "hecdss.gridded_data", "kind": "module", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.NULL_INT", "modulename": "hecdss.gridded_data", "qualname": "NULL_INT", "kind": "variable", "doc": "

      \n", "default_value": "-3.4028234663852886e+38"}, {"fullname": "hecdss.gridded_data.GriddedData", "modulename": "hecdss.gridded_data", "qualname": "GriddedData", "kind": "class", "doc": "

      Container for gridded (Raster) data.

      \n\n
      Properties:
      \n\n
      \n

      id (str): DSS pathname.\n type (int): Grid type.\n 400: Undefined grid with time.\n 401: Undefined grid.\n 410: HRAP grid with time reference.\n 411: HRAP grid.\n 420: Albers with time reference.\n 421: Albers.\n 430: Specified Grid with time reference.\n 431: Specified Grid.\n dataType (int): Data type.\n PER_AVER = 0.\n PER_CUM = 1.\n INST_VAL = 2.\n INST_CUM = 3.\n FREQ = 4.\n INVALID = 5.\n lowerLeftCellX (int): X coordinate of the lower left cell.\n lowerLeftCellY (int): Y coordinate of the lower left cell.\n numberOfCellsX (int): Number of cells in the X direction.\n numberOfCellsY (int): Number of cells in the Y direction.\n numberOfRanges (int): Number of ranges.\n srsDefinitionType (int): SRS definition type.\n timeZoneRawOffset (int): Time zone raw offset.\n isInterval (int): Interval flag.\n isTimeStamped (int): Timestamp flag.\n dataUnits (str): Data units.\n dataSource (str): Data source.\n srsName (str): SRS name.\n srsDefinition (str): SRS definition.\n timeZoneID (str): Time zone ID.\n cellSize (float): Cell size.\n xCoordOfGridCellZero (float): X coordinate of grid cell zero.\n yCoordOfGridCellZero (float): Y coordinate of grid cell zero.\n nullValue (float): Null value.\n maxDataValue (float): Maximum data value.\n minDataValue (float): Minimum data value.\n meanDataValue (float): Mean data value.\n rangeLimitTable (list): Range limit table.\n numberEqualOrExceedingRangeLimit (list): Number equal or exceeding range limit.\n data (numpy.ndarray): Data array.

      \n
      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.__init__", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.__init__", "kind": "function", "doc": "

      Initialize a GriddedData object with default values.

      \n", "signature": "()"}, {"fullname": "hecdss.gridded_data.GriddedData.id", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.id", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.type", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.type", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.data_type", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.data_type", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.lowerLeftCellX", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.lowerLeftCellX", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.lowerLeftCellY", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.lowerLeftCellY", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.numberOfCellsX", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.numberOfCellsX", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.numberOfCellsY", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.numberOfCellsY", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.numberOfRanges", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.numberOfRanges", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.srsDefinitionType", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.srsDefinitionType", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.timeZoneRawOffset", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.timeZoneRawOffset", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.isInterval", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.isInterval", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.isTimeStamped", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.isTimeStamped", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.dataUnits", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.dataUnits", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.dataSource", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.dataSource", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.srsName", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.srsName", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.srsDefinition", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.srsDefinition", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.timeZoneID", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.timeZoneID", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.cellSize", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.cellSize", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.xCoordOfGridCellZero", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.xCoordOfGridCellZero", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.yCoordOfGridCellZero", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.yCoordOfGridCellZero", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.nullValue", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.nullValue", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.maxDataValue", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.maxDataValue", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.minDataValue", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.minDataValue", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.meanDataValue", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.meanDataValue", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.rangeLimitTable", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.rangeLimitTable", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.numberEqualOrExceedingRangeLimit", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.numberEqualOrExceedingRangeLimit", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.data", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.data", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.gridded_data.GriddedData.range_limit_table", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.range_limit_table", "kind": "function", "doc": "

      Calculate the range limit table and the number of values equal or exceeding each range limit.

      \n\n
      Arguments:
      \n\n
        \n
      • minval (float): Minimum value.
        • \n
      • maxval (float): Maximum value.
        • \n
      • range_ (float): Range of values.
        • \n
      • bins (int): Number of bins.
        • \n
      • datasize (int): Size of the data.
        • \n
      • data (numpy.ndarray): Data array.
        • \n
      \n", "signature": "(self, minval, maxval, range_, bins, datasize, data):", "funcdef": "def"}, {"fullname": "hecdss.gridded_data.GriddedData.update_grid_info", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.update_grid_info", "kind": "function", "doc": "

      Update grid information based on the data array.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.gridded_data.GriddedData.create", "modulename": "hecdss.gridded_data", "qualname": "GriddedData.create", "kind": "function", "doc": "

      Create a new GriddedData object with the specified parameters.

      \n\n
      Arguments:
      \n\n
        \n
      • path (str, optional): DSS pathname. Defaults to None.
        • \n
      • type (int, optional): Grid type. Defaults to 420.
        • \n
      • dataType (int, optional): Data type. Defaults to 1.
        • \n
      • lowerLeftCellX (int, optional): X coordinate of the lower left cell. Defaults to 0.
        • \n
      • lowerLeftCellY (int, optional): Y coordinate of the lower left cell. Defaults to 0.
        • \n
      • numberOfCellsX (int, optional): Number of cells in the X direction. Defaults to 0.
        • \n
      • numberOfCellsY (int, optional): Number of cells in the Y direction. Defaults to 0.
        • \n
      • numberOfRanges (int, optional): Number of ranges. Defaults to 0.
        • \n
      • srsDefinitionType (int, optional): SRS definition type. Defaults to 0.
        • \n
      • timeZoneRawOffset (int, optional): Time zone raw offset. Defaults to 0.
        • \n
      • isInterval (int, optional): Interval flag. Defaults to 0.
        • \n
      • isTimeStamped (int, optional): Timestamp flag. Defaults to 0.
        • \n
      • dataUnits (str, optional): Data units. Defaults to \"MM\".
        • \n
      • dataSource (str, optional): Data source. Defaults to \"\".
        • \n
      • srsName (str, optional): SRS name. Defaults to \"WKT\".
        • \n
      • srsDefinition (str, optional): SRS definition. Defaults to a specific Albers projection.
        • \n
      • timeZoneID (str, optional): Time zone ID. Defaults to \"\".
        • \n
      • cellSize (float, optional): Cell size. Defaults to 2000.0.
        • \n
      • xCoordOfGridCellZero (float, optional): X coordinate of grid cell zero. Defaults to 0.0.
        • \n
      • yCoordOfGridCellZero (float, optional): Y coordinate of grid cell zero. Defaults to 0.0.
        • \n
      • nullValue (float, optional): Null value. Defaults to 0.0.
        • \n
      • maxDataValue (float, optional): Maximum data value. Defaults to 0.0.
        • \n
      • minDataValue (float, optional): Minimum data value. Defaults to 0.0.
        • \n
      • meanDataValue (float, optional): Mean data value. Defaults to 0.0.
        • \n
      • rangeLimitTable (list, optional): Range limit table. Defaults to [].
        • \n
      • numberEqualOrExceedingRangeLimit (list, optional): Number equal or exceeding range limit. Defaults to [].
        • \n
      • data (numpy.ndarray, optional): Data array. Defaults to np.zeros(0).
        • \n
      \n\n
      Returns:
      \n\n
      \n

      GriddedData: A new GriddedData object.

      \n
      \n", "signature": "(\tpath=None,\ttype=420,\tdataType=1,\tlowerLeftCellX=0,\tlowerLeftCellY=0,\tnumberOfCellsX=0,\tnumberOfCellsY=0,\tnumberOfRanges=0,\tsrsDefinitionType=0,\ttimeZoneRawOffset=0,\tisInterval=0,\tisTimeStamped=0,\tdataUnits='MM',\tdataSource='',\tsrsName='WKT',\tsrsDefinition='PROJCS["USA_Contiguous_Albers_Equal_Area_Conic_USGS_version",GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Albers"],PARAMETER["False_Easting",0.0],PARAMETER["False_Northing",0.0],PARAMETER["Central_Meridian",-96.0],PARAMETER["Standard_Parallel_1",29.5],PARAMETER["Standard_Parallel_2",45.5],PARAMETER["Latitude_Of_Origin",23.0],UNIT["Meter",1.0]]',\ttimeZoneID='',\tcellSize=2000.0,\txCoordOfGridCellZero=0.0,\tyCoordOfGridCellZero=0.0,\tnullValue=0.0,\tmaxDataValue=0.0,\tminDataValue=0.0,\tmeanDataValue=0.0,\trangeLimitTable=[],\tnumberEqualOrExceedingRangeLimit=[],\tdata=array([], dtype=float64)):", "funcdef": "def"}, {"fullname": "hecdss.hecdss", "modulename": "hecdss.hecdss", "kind": "module", "doc": "

      Docstring for public module.

      \n"}, {"fullname": "hecdss.hecdss.DSS_UNDEFINED_VALUE", "modulename": "hecdss.hecdss", "qualname": "DSS_UNDEFINED_VALUE", "kind": "variable", "doc": "

      \n", "default_value": "-3.4028234663852886e+38"}, {"fullname": "hecdss.hecdss.HecDss", "modulename": "hecdss.hecdss", "qualname": "HecDss", "kind": "class", "doc": "

      Main class for working with DSS files

      \n"}, {"fullname": "hecdss.hecdss.HecDss.__init__", "modulename": "hecdss.hecdss", "qualname": "HecDss.__init__", "kind": "function", "doc": "

      constructor for HecDSS

      \n\n
      Arguments:
      \n\n
        \n
      • filename (str): DSS filename to be opened; it will be created if it doesn't exist.
        • \n
      \n", "signature": "(filename: str)"}, {"fullname": "hecdss.hecdss.HecDss.close", "modulename": "hecdss.hecdss", "qualname": "HecDss.close", "kind": "function", "doc": "

      closes the DSS file and releases any locks

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.hecdss.HecDss.get_record_type", "modulename": "hecdss.hecdss", "qualname": "HecDss.get_record_type", "kind": "function", "doc": "

      Get the record type for a given DSS pathname.

      \n\n
      Arguments:
      \n\n
        \n
      • pathname (str): The DSS pathname for which to get the record type.
        • \n
      \n\n
      Returns:
      \n\n
      \n

      RecordType: The record type of the given DSS pathname.

      \n
      \n", "signature": "(self, pathname: str) -> hecdss.record_type.RecordType:", "funcdef": "def"}, {"fullname": "hecdss.hecdss.HecDss.get", "modulename": "hecdss.hecdss", "qualname": "HecDss.get", "kind": "function", "doc": "

      \n", "signature": "(self, pathname: str, startdatetime=None, enddatetime=None):", "funcdef": "def"}, {"fullname": "hecdss.hecdss.HecDss.put", "modulename": "hecdss.hecdss", "qualname": "HecDss.put", "kind": "function", "doc": "

      puts data into the DSS file

      \n\n
      Arguments:
      \n\n
        \n
      • container (varies): RegularTimeSeries, IrregularTimeSeries, PairedData, GriddedData, ArrayContainer
        • \n
      \n\n
      Raises:
      \n\n
        \n
      • NotImplementedError: if saving the type of container is not supported.
        • \n
      \n\n
      Returns:
      \n\n
      \n

      int: status of zero when successful. Non zero for errors.

      \n
      \n", "signature": "(self, container) -> int:", "funcdef": "def"}, {"fullname": "hecdss.hecdss.HecDss.get_catalog", "modulename": "hecdss.hecdss", "qualname": "HecDss.get_catalog", "kind": "function", "doc": "

      gets the DSS Catalog of all items in the DSS file

      \n\n
      Returns:
      \n\n
      \n

      Catalog: Catalog

      \n
      \n", "signature": "(self) -> hecdss.catalog.Catalog:", "funcdef": "def"}, {"fullname": "hecdss.hecdss.HecDss.record_count", "modulename": "hecdss.hecdss", "qualname": "HecDss.record_count", "kind": "function", "doc": "

      get the number of records stored in the dss file

      \n\n
      Returns:
      \n\n
      \n

      int: number of items (includes aliases)

      \n
      \n", "signature": "(self) -> int:", "funcdef": "def"}, {"fullname": "hecdss.hecdss.HecDss.set_debug_level", "modulename": "hecdss.hecdss", "qualname": "HecDss.set_debug_level", "kind": "function", "doc": "

      sets the DSS debug level.

      \n\n
      Arguments:
      \n\n
        \n
      • level (int): a value between 0 and 15. Larger for more output
        • \n
      \n\n
      Returns:
      \n\n
      \n

      int: _description_

      \n
      \n", "signature": "(self, level) -> int:", "funcdef": "def"}, {"fullname": "hecdss.irregular_timeseries", "modulename": "hecdss.irregular_timeseries", "kind": "module", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries", "kind": "class", "doc": "

      container for time-series data that is not at a consistent interval.\ndata is stored internally as a numpy array

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.__init__", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.__init__", "kind": "function", "doc": "

      Initialize an IrregularTimeSeries object with default values.

      \n", "signature": "()"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.times", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.times", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.values", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.values", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.quality", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.quality", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.units", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.units", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.data_type", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.data_type", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.interval", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.interval", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.start_date", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.start_date", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.time_granularity_seconds", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.time_granularity_seconds", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.julian_base_date", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.julian_base_date", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.id", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.id", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.add_data_point", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.add_data_point", "kind": "function", "doc": "

      append a date,value to this time-series

      \n", "signature": "(self, date, value):", "funcdef": "def"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.get_value_at", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.get_value_at", "kind": "function", "doc": "

      Retrieve the value at a specific date in the time-series.

      \n\n

      Parameters:\ndate (datetime): The date for which to retrieve the value.

      \n\n

      Returns:\nfloat or None: The value at the specified date if it exists, otherwise None.

      \n", "signature": "(self, date):", "funcdef": "def"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.get_values", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.get_values", "kind": "function", "doc": "

      Retrieve all values in the time-series.

      \n\n

      Returns:\nnumpy.ndarray: An array of all values in the time-series.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.get_dates", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.get_dates", "kind": "function", "doc": "

      Retrieve all dates in the time-series.

      \n\n

      Returns:\nlist of datetime: A list of all dates in the time-series.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.get_length", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.get_length", "kind": "function", "doc": "

      Retrieve the number of data points in the time-series.

      \n\n

      Returns:\nint: The number of data points in the time-series.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.print_to_console", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.print_to_console", "kind": "function", "doc": "

      Print the time-series data to the console in a readable format.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.irregular_timeseries.IrregularTimeSeries.create", "modulename": "hecdss.irregular_timeseries", "qualname": "IrregularTimeSeries.create", "kind": "function", "doc": "

      Retrieve the value at a specific date in the time-series.

      \n\n

      Parameters:\ndate (datetime): The date for which to retrieve the value.

      \n\n

      Returns:\nfloat or None: The value at the specified date if it exists, otherwise None.

      \n", "signature": "(\tvalues,\ttimes,\tquality=[],\tunits='',\tdata_type='',\tinterval=0,\tstart_date='',\ttime_granularity_seconds=1,\tjulian_base_date=None,\tpath=None):", "funcdef": "def"}, {"fullname": "hecdss.native", "modulename": "hecdss.native", "kind": "module", "doc": "

      \n"}, {"fullname": "hecdss.paired_data", "modulename": "hecdss.paired_data", "kind": "module", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData", "modulename": "hecdss.paired_data", "qualname": "PairedData", "kind": "class", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.__init__", "modulename": "hecdss.paired_data", "qualname": "PairedData.__init__", "kind": "function", "doc": "

      Initialize a PairedData object with default values.

      \n", "signature": "()"}, {"fullname": "hecdss.paired_data.PairedData.id", "modulename": "hecdss.paired_data", "qualname": "PairedData.id", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.ordinates", "modulename": "hecdss.paired_data", "qualname": "PairedData.ordinates", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.values", "modulename": "hecdss.paired_data", "qualname": "PairedData.values", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.labels", "modulename": "hecdss.paired_data", "qualname": "PairedData.labels", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.type_independent", "modulename": "hecdss.paired_data", "qualname": "PairedData.type_independent", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.type_dependent", "modulename": "hecdss.paired_data", "qualname": "PairedData.type_dependent", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.units_independent", "modulename": "hecdss.paired_data", "qualname": "PairedData.units_independent", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.units_dependent", "modulename": "hecdss.paired_data", "qualname": "PairedData.units_dependent", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.location_information", "modulename": "hecdss.paired_data", "qualname": "PairedData.location_information", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.paired_data.PairedData.curve_count", "modulename": "hecdss.paired_data", "qualname": "PairedData.curve_count", "kind": "function", "doc": "

      Retrieve the number of curves in the paired data.

      \n\n

      Returns:\nint: The number of curves.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.paired_data.PairedData.create", "modulename": "hecdss.paired_data", "qualname": "PairedData.create", "kind": "function", "doc": "

      Create a PairedData object with the provided data.

      \n\n

      Parameters:\nx_values (list of float): The independent variable values.\ny_values (list of list of float): The dependent variable values.\nlabels (list of str, optional): The labels for the dependent variables. Defaults to an empty list.\nx_units (str, optional): The units of the independent variable. Defaults to an empty string.\nx_type (str, optional): The type of the independent variable. Defaults to an empty string.\ny_units (str, optional): The units of the dependent variable. Defaults to an empty string.\ny_type (str, optional): The type of the dependent variable. Defaults to an empty string.\npath (str, optional): The path identifier for the paired data. Defaults to None.

      \n\n

      Returns:\nPairedData: An instance of the PairedData class.

      \n", "signature": "(\tx_values,\ty_values,\tlabels=[],\tx_units='',\tx_type='',\ty_units='',\ty_type='',\tpath=None):", "funcdef": "def"}, {"fullname": "hecdss.record_type", "modulename": "hecdss.record_type", "kind": "module", "doc": "

      \n"}, {"fullname": "hecdss.record_type.RecordType", "modulename": "hecdss.record_type", "qualname": "RecordType", "kind": "class", "doc": "

      RecordType is an enumeration of DSS data types

      \n\n
      Returns:
      \n\n
      \n

      RecordType: the record type

      \n
      \n", "bases": "enum.Enum"}, {"fullname": "hecdss.record_type.RecordType.Unknown", "modulename": "hecdss.record_type", "qualname": "RecordType.Unknown", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.Unknown: 0>"}, {"fullname": "hecdss.record_type.RecordType.RegularTimeSeriesProfile", "modulename": "hecdss.record_type", "qualname": "RecordType.RegularTimeSeriesProfile", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.RegularTimeSeriesProfile: 1>"}, {"fullname": "hecdss.record_type.RecordType.RegularTimeSeries", "modulename": "hecdss.record_type", "qualname": "RecordType.RegularTimeSeries", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.RegularTimeSeries: 2>"}, {"fullname": "hecdss.record_type.RecordType.IrregularTimeSeries", "modulename": "hecdss.record_type", "qualname": "RecordType.IrregularTimeSeries", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.IrregularTimeSeries: 3>"}, {"fullname": "hecdss.record_type.RecordType.PairedData", "modulename": "hecdss.record_type", "qualname": "RecordType.PairedData", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.PairedData: 4>"}, {"fullname": "hecdss.record_type.RecordType.Text", "modulename": "hecdss.record_type", "qualname": "RecordType.Text", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.Text: 5>"}, {"fullname": "hecdss.record_type.RecordType.Grid", "modulename": "hecdss.record_type", "qualname": "RecordType.Grid", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.Grid: 6>"}, {"fullname": "hecdss.record_type.RecordType.Tin", "modulename": "hecdss.record_type", "qualname": "RecordType.Tin", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.Tin: 7>"}, {"fullname": "hecdss.record_type.RecordType.LocationInfo", "modulename": "hecdss.record_type", "qualname": "RecordType.LocationInfo", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.LocationInfo: 8>"}, {"fullname": "hecdss.record_type.RecordType.Array", "modulename": "hecdss.record_type", "qualname": "RecordType.Array", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.Array: 9>"}, {"fullname": "hecdss.record_type.RecordType.SUPPORTED_RECORD_TYPES", "modulename": "hecdss.record_type", "qualname": "RecordType.SUPPORTED_RECORD_TYPES", "kind": "variable", "doc": "

      \n", "default_value": "<RecordType.SUPPORTED_RECORD_TYPES: ['IrregularTimeSeries', 'RegularTimeSeries', 'PairedData', 'GriddedData', 'ArrayContainer']>"}, {"fullname": "hecdss.record_type.RecordType.RecordTypeFromInt", "modulename": "hecdss.record_type", "qualname": "RecordType.RecordTypeFromInt", "kind": "function", "doc": "

      Returns RecordType Enumeration from integer value

      \n", "signature": "(recType):", "funcdef": "def"}, {"fullname": "hecdss.regular_timeseries", "modulename": "hecdss.regular_timeseries", "kind": "module", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries", "kind": "class", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.__init__", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.__init__", "kind": "function", "doc": "

      Initializes a new instance of the RegularTimeSeries class.

      \n", "signature": "()"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.times", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.times", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.values", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.values", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.quality", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.quality", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.units", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.units", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.data_type", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.data_type", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.interval", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.interval", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.start_date", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.start_date", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.time_granularity_seconds", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.time_granularity_seconds", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.id", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.id", "kind": "variable", "doc": "

      \n"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.add_data_point", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.add_data_point", "kind": "function", "doc": "

      Adds a data point to the time series.

      \n\n
      Arguments:
      \n\n
        \n
      • date (datetime): The date of the data point.
        • \n
      • value (float): The value of the data point.
        • \n
      • flag (int, optional): The quality flag of the data point. Defaults to None.
        • \n
      \n", "signature": "(self, date, value, flag=None):", "funcdef": "def"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.get_value_at", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.get_value_at", "kind": "function", "doc": "

      Retrieves the value at a specific date.

      \n\n
      Arguments:
      \n\n
        \n
      • date (datetime): The date for which to retrieve the value.
        • \n
      \n\n
      Returns:
      \n\n
      \n

      float: The value at the specified date, or None if the date is not found.

      \n
      \n", "signature": "(self, date):", "funcdef": "def"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.get_values", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.get_values", "kind": "function", "doc": "

      Retrieves all values in the time series.

      \n\n
      Returns:
      \n\n
      \n

      numpy.ndarray: An array of all values in the time series.

      \n
      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.get_dates", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.get_dates", "kind": "function", "doc": "

      Retrieves all dates in the time series.

      \n\n
      Returns:
      \n\n
      \n

      list: A list of all dates in the time series.

      \n
      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.get_length", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.get_length", "kind": "function", "doc": "

      Retrieves the number of data points in the time series.

      \n\n
      Returns:
      \n\n
      \n

      int: The number of data points in the time series.

      \n
      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.print_to_console", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.print_to_console", "kind": "function", "doc": "

      Prints the time series data to the console.

      \n", "signature": "(self):", "funcdef": "def"}, {"fullname": "hecdss.regular_timeseries.RegularTimeSeries.create", "modulename": "hecdss.regular_timeseries", "qualname": "RegularTimeSeries.create", "kind": "function", "doc": "

      Creates a new instance of the RegularTimeSeries class with the specified parameters.

      \n\n
      Arguments:
      \n\n
        \n
      • values (list): List of data values.
        • \n
      • times (list, optional): List of time values. Defaults to [].
        • \n
      • quality (list, optional): List of quality values. Defaults to [].
        • \n
      • units (str, optional): Units of the data. Defaults to \"\".
        • \n
      • data_type (str, optional): Type of the data. Defaults to \"\".
        • \n
      • interval (str, optional): Interval of the time series. Defaults to \"\".
        • \n
      • start_date (str, optional): Start date of the time series. Defaults to \"\".
        • \n
      • time_granularity_seconds (int, optional): Time granularity in seconds. Defaults to 1.
        • \n
      • julian_base_date (int, optional): Julian base date. Defaults to 0.
        • \n
      • path (str, optional): DSS path. Defaults to None.
        • \n
      \n\n
      Returns:
      \n\n
      \n

      RegularTimeSeries: A new instance of the RegularTimeSeries class.

      \n
      \n", "signature": "(\tvalues,\ttimes=[],\tquality=[],\tunits='',\tdata_type='',\tinterval='',\tstart_date='',\ttime_granularity_seconds=1,\tjulian_base_date=0,\tpath=None):", "funcdef": "def"}]; + + // mirrored in build-search-index.js (part 1) + // Also split on html tags. this is a cheap heuristic, but good enough. + elasticlunr.tokenizer.setSeperator(/[\s\-.;&_'"=,()]+|<[^>]*>/); + + let searchIndex; + if (docs._isPrebuiltIndex) { + console.info("using precompiled search index"); + searchIndex = elasticlunr.Index.load(docs); + } else { + console.time("building search index"); + // mirrored in build-search-index.js (part 2) + searchIndex = elasticlunr(function () { + this.pipeline.remove(elasticlunr.stemmer); + this.pipeline.remove(elasticlunr.stopWordFilter); + this.addField("qualname"); + this.addField("fullname"); + this.addField("annotation"); + this.addField("default_value"); + this.addField("signature"); + this.addField("bases"); + this.addField("doc"); + this.setRef("fullname"); + }); + for (let doc of docs) { + searchIndex.addDoc(doc); + } + console.timeEnd("building search index"); + } + + return (term) => searchIndex.search(term, { + fields: { + qualname: {boost: 4}, + fullname: {boost: 2}, + annotation: {boost: 2}, + default_value: {boost: 2}, + signature: {boost: 2}, + bases: {boost: 2}, + doc: {boost: 1}, + }, + expand: true + }); +})(); \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 6b619f8..4f949d0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -9,7 +9,7 @@ packages = [{ include = "hecdss", from = "src" }] # include = [{ path = "lib", format = ["sdist", "wheel"] }] [tool.poetry.dependencies] -python = "^3.8" +python = "^3.9" [tool.poetry.dev-dependencies] # Python Syntax highlighter, assume diff --git a/src/hecdss/dss_type.py b/src/hecdss/dss_type.py index 34586ca..790fa76 100644 --- a/src/hecdss/dss_type.py +++ b/src/hecdss/dss_type.py @@ -1,7 +1,19 @@ from enum import Enum - class DssType(Enum): + """ + Enum class representing different types of DSS (Data Storage System) types. + + Attributes: + PER_AVER (str): Period average. + PER_CUM (str): Period cumulative. + INST_VAL (str): Instantaneous value. + INST_CUM (str): Instantaneous cumulative. + FREQ (str): Frequency (not a DSS standard yet). + PER_MAX (str): Period maximum (not a DSS standard yet). + PER_MIN (str): Period minimum (not a DSS standard yet). + CONST (str): Constant (not a DSS standard yet). + """ PER_AVER = "PER-AVER" PER_CUM = "PER-CUM" INST_VAL = "INST-VAL" @@ -13,4 +25,10 @@ class DssType(Enum): CONST = "CONST" def __str__(self): - return self.value + """ + Returns the string representation of the enum value. + + Returns: + str: The value of the enum member. + """ + return self.value \ No newline at end of file diff --git a/src/hecdss/dsspath.py b/src/hecdss/dsspath.py index 7904f6d..a288736 100644 --- a/src/hecdss/dsspath.py +++ b/src/hecdss/dsspath.py @@ -2,9 +2,9 @@ from .dss_type import DssType from .record_type import RecordType - class DssPath: - """Manage parts of DSS path /A/B/C/D/E/F/ + """ + Manage parts of DSS path /A/B/C/D/E/F/ condenses D part for timeseries records """ @@ -13,8 +13,14 @@ class DssPath: def __init__(self, path: str, recType = 0): """ - path is raw dss pathname - recType is a RecordType , such as RecordType.RegularTimeSeries + Initialize a DssPath object. + + Args: + path (str): Raw DSS pathname. + recType (RecordType, optional): Type of the record, such as RecordType.RegularTimeSeries. Defaults to 0. + + Raises: + Exception: If the DSS path is invalid. """ # path should be at least 7 slash characters /////// if len(path.strip()) < 7 or path[0] != '/' or path[-1] != '/': @@ -28,24 +34,51 @@ def __init__(self, path: str, recType = 0): self.recType = recType def __eq__(self, other): + """ + Check if two DssPath objects are equal. + + Args: + other (DssPath): Another DssPath object to compare with. + + Returns: + bool: True if both DssPath objects are equal, False otherwise. + """ return str(self) == str(other) def __str__(self): + """ + Returns: + str: The DSS path as a string. + """ return "/" + self.A + "/" + self.B + "/" + self.C + "/" + self.D + "/" + self.E + "/" + self.F + "/" def path_without_date(self): + """ + Get the DSS path without the date part (D part). + + Returns: + DssPath: A new DssPath object without the date part. + """ s = "/" + self.A + "/" + self.B + "/" + self.C + "//" + self.E + "/" + self.F + "/" rval = DssPath(s, self.recType) return rval def is_time_series(self): + """ + Check if the DSS path is a time series. + + Returns: + bool: True if the DSS path is a time series, False otherwise. + """ return self.recType in DssPath._timeSeriesFamily def print(self): + """ + Print the parts of the DSS path. + """ print("a:" + self.path.A) print("b:" + self.path.B) print("c:" + self.path.C) print("d:" + self.path.D) print("e:" + self.path.E) - print("f:" + self.path.F) - + print("f:" + self.path.F) \ No newline at end of file diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index 1a78c88..8c87186 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -5,53 +5,57 @@ NULL_INT = -3.4028234663852886e+38 class GriddedData: - """container for gridded (Raster) data + """ + Container for gridded (Raster) data. Properties: - id = dss pathname - type : - 400:Undefined grid with time - 401:Undefined grig - 410:HRAP grid with time reference - 411:HRAP grid - 420:Albers with time reference - 421:Albers - 430:Specified Grid with time reference - 431:Specified Grid - dataType : - PER_AVER = 0, - PER_CUM = 1, - INST_VAL = 2, - INST_CUM = 3, - FREQ = 4, - INVALID = 5 - lowerLeftCellX = 0 - lowerLeftCellY = 0 - numberOfCellsX = 0 - numberOfCellsY = 0 - numberOfRanges = 0 - srsDefinitionType = 0 - timeZoneRawOffset = 0 - isInterval = 0 - isTimeStamped = 0 - dataUnits = "" - dataSource = "" - srsName = "" - srsDefinition = "" - timeZoneID = "" - cellSize = 0.0 - xCoordOfGridCellZero = 0.0 - yCoordOfGridCellZero = 0.0 - nullValue = 0.0 - maxDataValue = 0.0 - minDataValue = 0.0 - meanDataValue = 0.0 - rangeLimitTable = [] - numberEqualOrExceedingRangeLimit = [] - data = np.zeros(0) - + id (str): DSS pathname. + type (int): Grid type. + 400: Undefined grid with time. + 401: Undefined grid. + 410: HRAP grid with time reference. + 411: HRAP grid. + 420: Albers with time reference. + 421: Albers. + 430: Specified Grid with time reference. + 431: Specified Grid. + dataType (int): Data type. + PER_AVER = 0. + PER_CUM = 1. + INST_VAL = 2. + INST_CUM = 3. + FREQ = 4. + INVALID = 5. + lowerLeftCellX (int): X coordinate of the lower left cell. + lowerLeftCellY (int): Y coordinate of the lower left cell. + numberOfCellsX (int): Number of cells in the X direction. + numberOfCellsY (int): Number of cells in the Y direction. + numberOfRanges (int): Number of ranges. + srsDefinitionType (int): SRS definition type. + timeZoneRawOffset (int): Time zone raw offset. + isInterval (int): Interval flag. + isTimeStamped (int): Timestamp flag. + dataUnits (str): Data units. + dataSource (str): Data source. + srsName (str): SRS name. + srsDefinition (str): SRS definition. + timeZoneID (str): Time zone ID. + cellSize (float): Cell size. + xCoordOfGridCellZero (float): X coordinate of grid cell zero. + yCoordOfGridCellZero (float): Y coordinate of grid cell zero. + nullValue (float): Null value. + maxDataValue (float): Maximum data value. + minDataValue (float): Minimum data value. + meanDataValue (float): Mean data value. + rangeLimitTable (list): Range limit table. + numberEqualOrExceedingRangeLimit (list): Number equal or exceeding range limit. + data (numpy.ndarray): Data array. """ + def __init__(self): + """ + Initialize a GriddedData object with default values. + """ self.id = None self.type = 0 self.data_type = 0 @@ -81,6 +85,17 @@ def __init__(self): self.data = np.zeros(0) def range_limit_table(self, minval, maxval, range_, bins, datasize, data): + """ + Calculate the range limit table and the number of values equal or exceeding each range limit. + + Args: + minval (float): Minimum value. + maxval (float): Maximum value. + range_ (float): Range of values. + bins (int): Number of bins. + datasize (int): Size of the data. + data (numpy.ndarray): Data array. + """ max_bins = 15 if bins > max_bins: @@ -106,6 +121,9 @@ def range_limit_table(self, minval, maxval, range_, bins, datasize, data): self.numberEqualOrExceedingRangeLimit[jdx] += 1 def update_grid_info(self): + """ + Update grid information based on the data array. + """ self.numberOfCellsX = len(self.data[0]) self.numberOfCellsY = len(self.data) n = np.size(self.data) @@ -113,7 +131,7 @@ def update_grid_info(self): self.minDataValue = np.nanmin(self.data) bin_range = int(math.ceil(self.maxDataValue) - math.floor(self.minDataValue)) self.meanDataValue = np.nanmean(self.data) - + self.data = np.nan_to_num(self.data, nan=NULL_INT) self.numberOfRanges = math.floor(1 + 3.322 * math.log10(n) + 1) flat_data = self.data.flatten() @@ -121,33 +139,67 @@ def update_grid_info(self): @staticmethod def create(path=None, - type = 420, - dataType = 1, - lowerLeftCellX = 0, - lowerLeftCellY = 0, - numberOfCellsX = 0, - numberOfCellsY = 0, - numberOfRanges = 0, - srsDefinitionType = 0, - timeZoneRawOffset = 0, - isInterval = 0, - isTimeStamped = 0, - dataUnits = "MM", - dataSource = "", - srsName = "WKT", - srsDefinition = 'PROJCS["USA_Contiguous_Albers_Equal_Area_Conic_USGS_version",GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Albers"],PARAMETER["False_Easting",0.0],PARAMETER["False_Northing",0.0],PARAMETER["Central_Meridian",-96.0],PARAMETER["Standard_Parallel_1",29.5],PARAMETER["Standard_Parallel_2",45.5],PARAMETER["Latitude_Of_Origin",23.0],UNIT["Meter",1.0]]', - timeZoneID = "", - cellSize = 2000.0, - xCoordOfGridCellZero = 0.0, - yCoordOfGridCellZero = 0.0, - nullValue = 0.0, - maxDataValue = 0.0, - minDataValue = 0.0, - meanDataValue = 0.0, - rangeLimitTable = [], - numberEqualOrExceedingRangeLimit = [], - data=np.zeros(0)): - + type=420, + dataType=1, + lowerLeftCellX=0, + lowerLeftCellY=0, + numberOfCellsX=0, + numberOfCellsY=0, + numberOfRanges=0, + srsDefinitionType=0, + timeZoneRawOffset=0, + isInterval=0, + isTimeStamped=0, + dataUnits="MM", + dataSource="", + srsName="WKT", + srsDefinition='PROJCS["USA_Contiguous_Albers_Equal_Area_Conic_USGS_version",GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Albers"],PARAMETER["False_Easting",0.0],PARAMETER["False_Northing",0.0],PARAMETER["Central_Meridian",-96.0],PARAMETER["Standard_Parallel_1",29.5],PARAMETER["Standard_Parallel_2",45.5],PARAMETER["Latitude_Of_Origin",23.0],UNIT["Meter",1.0]]', + timeZoneID="", + cellSize=2000.0, + xCoordOfGridCellZero=0.0, + yCoordOfGridCellZero=0.0, + nullValue=0.0, + maxDataValue=0.0, + minDataValue=0.0, + meanDataValue=0.0, + rangeLimitTable=[], + numberEqualOrExceedingRangeLimit=[], + data=np.zeros(0)): + """ + Create a new GriddedData object with the specified parameters. + + Args: + path (str, optional): DSS pathname. Defaults to None. + type (int, optional): Grid type. Defaults to 420. + dataType (int, optional): Data type. Defaults to 1. + lowerLeftCellX (int, optional): X coordinate of the lower left cell. Defaults to 0. + lowerLeftCellY (int, optional): Y coordinate of the lower left cell. Defaults to 0. + numberOfCellsX (int, optional): Number of cells in the X direction. Defaults to 0. + numberOfCellsY (int, optional): Number of cells in the Y direction. Defaults to 0. + numberOfRanges (int, optional): Number of ranges. Defaults to 0. + srsDefinitionType (int, optional): SRS definition type. Defaults to 0. + timeZoneRawOffset (int, optional): Time zone raw offset. Defaults to 0. + isInterval (int, optional): Interval flag. Defaults to 0. + isTimeStamped (int, optional): Timestamp flag. Defaults to 0. + dataUnits (str, optional): Data units. Defaults to "MM". + dataSource (str, optional): Data source. Defaults to "". + srsName (str, optional): SRS name. Defaults to "WKT". + srsDefinition (str, optional): SRS definition. Defaults to a specific Albers projection. + timeZoneID (str, optional): Time zone ID. Defaults to "". + cellSize (float, optional): Cell size. Defaults to 2000.0. + xCoordOfGridCellZero (float, optional): X coordinate of grid cell zero. Defaults to 0.0. + yCoordOfGridCellZero (float, optional): Y coordinate of grid cell zero. Defaults to 0.0. + nullValue (float, optional): Null value. Defaults to 0.0. + maxDataValue (float, optional): Maximum data value. Defaults to 0.0. + minDataValue (float, optional): Minimum data value. Defaults to 0.0. + meanDataValue (float, optional): Mean data value. Defaults to 0.0. + rangeLimitTable (list, optional): Range limit table. Defaults to []. + numberEqualOrExceedingRangeLimit (list, optional): Number equal or exceeding range limit. Defaults to []. + data (numpy.ndarray, optional): Data array. Defaults to np.zeros(0). + + Returns: + GriddedData: A new GriddedData object. + """ gd = GriddedData() gd.id = path gd.type = type @@ -179,5 +231,4 @@ def create(path=None, gd.update_grid_info() - return gd - + return gd \ No newline at end of file diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 12a87d3..1ad8a37 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -35,11 +35,24 @@ def __init__(self, filename:str): self._closed = False def __enter__(self): + """ + Enter the runtime context related to this object. + + Returns: + HecDss: The HecDss object itself. + """ return self def __exit__(self, exc_type, exc_val, exc_tb): - self.close() + """ + Exit the runtime context related to this object and close the DSS file. + Args: + exc_type (type): The exception type. + exc_val (Exception): The exception instance. + exc_tb (traceback): The traceback object. + """ + self.close() def close(self): """closes the DSS file and releases any locks """ @@ -47,7 +60,16 @@ def close(self): self._native.hec_dss_close() self._closed = True - def get_record_type(self, pathname:str) -> RecordType: + def get_record_type(self, pathname: str) -> RecordType: + """ + Get the record type for a given DSS pathname. + + Args: + pathname (str): The DSS pathname for which to get the record type. + + Returns: + RecordType: The record type of the given DSS pathname. + """ if not self._catalog: self._catalog = self.get_catalog() rt = self._catalog.get_record_type(pathname) diff --git a/src/hecdss/irregular_timeseries.py b/src/hecdss/irregular_timeseries.py index 72004e1..dfba4e9 100644 --- a/src/hecdss/irregular_timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -8,6 +8,10 @@ class IrregularTimeSeries: data is stored internally as a numpy array """ def __init__(self): + """ + Initialize an IrregularTimeSeries object with default values. + """ + self.times = [] self.values = np.empty(0) self.quality = [] @@ -20,10 +24,23 @@ def __init__(self): self.id = "" def add_data_point(self, date, value): + """ + append a date,value to this time-series + """ + self.times.append(date) self.values.append(value) def get_value_at(self, date): + """ + Retrieve the value at a specific date in the time-series. + + Parameters: + date (datetime): The date for which to retrieve the value. + + Returns: + float or None: The value at the specified date if it exists, otherwise None. + """ if date in self.times: index = self.times.index(date) return self.values[index] @@ -31,23 +48,52 @@ def get_value_at(self, date): return None def get_values(self): + """ + Retrieve all values in the time-series. + + Returns: + numpy.ndarray: An array of all values in the time-series. + """ return self.values def get_dates(self): + """ + Retrieve all dates in the time-series. + + Returns: + list of datetime: A list of all dates in the time-series. + """ return self.times def get_length(self): + """ + Retrieve the number of data points in the time-series. + + Returns: + int: The number of data points in the time-series. + """ return len(self.times) def print_to_console(self): + """ + Print the time-series data to the console in a readable format. + """ print("dsspath='" + self.id + "'") print("units='"+self.units+"'") print("dataType='" + self.data_type + "'") for time, value in zip(self.times, self.values): print(f"Time: {time}, Value: {value}") - @staticmethod def create(values, times, quality=[], units="", data_type="", interval=0, start_date="", time_granularity_seconds=1, julian_base_date=None, path=None): + """ + Retrieve the value at a specific date in the time-series. + + Parameters: + date (datetime): The date for which to retrieve the value. + + Returns: + float or None: The value at the specified date if it exists, otherwise None. + """ irts = IrregularTimeSeries() irts.times = times irts.values = np.array(values) diff --git a/src/hecdss/paired_data.py b/src/hecdss/paired_data.py index b071316..019e996 100644 --- a/src/hecdss/paired_data.py +++ b/src/hecdss/paired_data.py @@ -4,6 +4,9 @@ class PairedData: def __init__(self): + """ + Initialize a PairedData object with default values. + """ self.id = None self.ordinates = np.empty(0) self.values = np.empty(0) @@ -15,9 +18,24 @@ def __init__(self): self.location_information = None def curve_count(self): + """ + Retrieve the number of curves in the paired data. + + Returns: + int: The number of curves. + """ return len(self.values) # def to_data_frame(self, include_index=False): + # """ + # Convert the paired data to a pandas DataFrame. + # + # Parameters: + # include_index (bool, optional): Whether to include an index column. Defaults to False. + # + # Returns: + # pandas.DataFrame: The paired data as a DataFrame. + # """ # data = {"stage": self.ordinates} # for i in range(len(self.values)): # label = self.labels[i] if i < len(self.labels) else f"value{i + 1}" @@ -30,6 +48,22 @@ def curve_count(self): @staticmethod def create(x_values, y_values, labels=[], x_units="", x_type="", y_units="", y_type="", path=None): + """ + Create a PairedData object with the provided data. + + Parameters: + x_values (list of float): The independent variable values. + y_values (list of list of float): The dependent variable values. + labels (list of str, optional): The labels for the dependent variables. Defaults to an empty list. + x_units (str, optional): The units of the independent variable. Defaults to an empty string. + x_type (str, optional): The type of the independent variable. Defaults to an empty string. + y_units (str, optional): The units of the dependent variable. Defaults to an empty string. + y_type (str, optional): The type of the dependent variable. Defaults to an empty string. + path (str, optional): The path identifier for the paired data. Defaults to None. + + Returns: + PairedData: An instance of the PairedData class. + """ pd = PairedData() pd.id = path pd.ordinates = np.array(x_values) @@ -39,5 +73,4 @@ def create(x_values, y_values, labels=[], x_units="", x_type="", y_units="", y_t pd.units_dependent = y_units pd.type_independent = x_type pd.type_dependent = y_type - return pd - + return pd \ No newline at end of file diff --git a/src/hecdss/record_type.py b/src/hecdss/record_type.py index d371536..49d7167 100644 --- a/src/hecdss/record_type.py +++ b/src/hecdss/record_type.py @@ -27,6 +27,9 @@ class RecordType(Enum): @staticmethod def RecordTypeFromInt(recType): + """ + Returns RecordType Enumeration from integer value + """ rval = RecordType.Unknown if 90 <= recType <= 93 : diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 4552ea9..71e4501 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -6,6 +6,9 @@ class RegularTimeSeries: def __init__(self): + """ + Initializes a new instance of the RegularTimeSeries class. + """ self.times = [] self.values = np.empty(0) self.quality = [] @@ -17,12 +20,29 @@ def __init__(self): self.id = "" def add_data_point(self, date, value, flag=None): + """ + Adds a data point to the time series. + + Args: + date (datetime): The date of the data point. + value (float): The value of the data point. + flag (int, optional): The quality flag of the data point. Defaults to None. + """ self.times.append(date) self.values.append(value) if flag is not None: self.quality.append(flag) def get_value_at(self, date): + """ + Retrieves the value at a specific date. + + Args: + date (datetime): The date for which to retrieve the value. + + Returns: + float: The value at the specified date, or None if the date is not found. + """ if date in self.times: index = self.times.index(date) return self.values[index] @@ -30,15 +50,36 @@ def get_value_at(self, date): return None def get_values(self): + """ + Retrieves all values in the time series. + + Returns: + numpy.ndarray: An array of all values in the time series. + """ return self.values def get_dates(self): + """ + Retrieves all dates in the time series. + + Returns: + list: A list of all dates in the time series. + """ return self.times def get_length(self): + """ + Retrieves the number of data points in the time series. + + Returns: + int: The number of data points in the time series. + """ return len(self.times) def print_to_console(self): + """ + Prints the time series data to the console. + """ print("dsspath='" + self.id + "'") print("units='"+self.units+"'") print("dataType='" + self.data_type + "'") @@ -51,34 +92,75 @@ def print_to_console(self): print(f"{time}, {value}, {flag}") def _get_interval_interval(self): + """ + Converts the interval string to seconds. + + Returns: + int: The interval in seconds. + """ result = DateConverter.intervalString_to_sec(self.interval) return result def _get_interval_path(self): + """ + Converts the interval string of the DSS path to seconds. + + Returns: + int: The interval in seconds, or "empty" if the id is None. + """ if self.id is not None: return DateConverter.intervalString_to_sec(DssPath(self.id, type(self)).E) return "empty" def _get_interval_times(self): + """ + Calculates the interval between the first two dates in the time series. + + Returns: + int: The interval in seconds, or "empty" if there are fewer than two dates. + """ if len(self.times) > 1 and type(self.times[0]) == datetime: interval = self.times[1]-self.times[0] return int(interval.total_seconds()) return "empty" + def _interval_to_interval(self, new_interval): + """ + Sets the interval to a new value. + + Args: + new_interval (int): The new interval in seconds. + """ self.interval = new_interval def _interval_to_path(self, new_interval): + """ + Updates the DSS path with a new interval. + + Args: + new_interval (int): The new interval in seconds. + """ if self.id != None: new_path = DssPath(self.id, type(self)) new_path.E = DateConverter.sec_to_intervalString(new_interval) self.id = str(new_path) def _interval_to_times(self, new_interval): + """ + Updates the times in the time series based on a new interval. + + Args: + new_interval (int): The new interval in seconds. + """ if type(self.start_date) == datetime: self.times = [] for i in range(len(self.values)): self.times.append((self.start_date + (i * timedelta(seconds=new_interval))).replace(microsecond=0)) + def _generate_times(self): + """ + Generates times for the time series based on the interval and start date. + """ if(len(self.times) > 0 and self.start_date == ""): self.start_date = self.times[0] @@ -94,6 +176,24 @@ def _generate_times(self): @staticmethod def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", time_granularity_seconds=1, julian_base_date=0, path=None): + """ + Creates a new instance of the RegularTimeSeries class with the specified parameters. + + Args: + values (list): List of data values. + times (list, optional): List of time values. Defaults to []. + quality (list, optional): List of quality values. Defaults to []. + units (str, optional): Units of the data. Defaults to "". + data_type (str, optional): Type of the data. Defaults to "". + interval (str, optional): Interval of the time series. Defaults to "". + start_date (str, optional): Start date of the time series. Defaults to "". + time_granularity_seconds (int, optional): Time granularity in seconds. Defaults to 1. + julian_base_date (int, optional): Julian base date. Defaults to 0. + path (str, optional): DSS path. Defaults to None. + + Returns: + RegularTimeSeries: A new instance of the RegularTimeSeries class. + """ rts = RegularTimeSeries() rts.times = [i.replace(microsecond=0) for i in times] rts.values = np.array(values) @@ -107,4 +207,4 @@ def create(values, times=[], quality=[], units="", data_type="", interval="", st rts.id = path rts._generate_times() - return rts + return rts \ No newline at end of file From d2cf5bdc22d54663d1efc05ffbbf22a0abae1389 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 21 Mar 2025 13:41:50 -0700 Subject: [PATCH 099/134] Update test_gridded_data.py (#76) fix typo in comments --- tests/test_gridded_data.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index 5edf21c..f3ad99a 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -22,7 +22,7 @@ def tearDown(self) -> None: def test_gridded_data_read(self): """ - read record from disk + read GriddedData record from disk """ path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" with HecDss(self.test_files.get_copy("grid-example.dss")) as dss: @@ -41,7 +41,7 @@ def test_is_gridded_data_type(self): def test_gridded_data_create(self): """ - Generates a PairedData object + Generates a GriddedData object """ data = [[j + (50 * i) for j in range(50)] for i in range(50)] gd = GriddedData.create(data=data) @@ -51,7 +51,7 @@ def test_gridded_data_create(self): def test_gridded_data_create_store(self): """ - Generates a PairedData object then stores data on disk + Generates a GriddedData object then stores data on disk """ path = "/grid/new/gradient/01MAY2024:1400/01MAY2024:1400/new2-grad/" file = self.test_files.get_copy("grid-example.dss") @@ -69,7 +69,7 @@ def test_gridded_data_create_store(self): def test_gridded_data_read_store_read(self): """ - Generates a PairedData object then stores data on disk + Generates a GriddedData object then stores data on disk """ path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" with HecDss(self.test_files.get_copy("grid-example.dss")) as dss: From 732b9538c4d8a9c8b6cc66e0427e293d53c93c06 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Fri, 21 Mar 2025 15:45:13 -0700 Subject: [PATCH 100/134] add notes and methods to cwms_utility.py (#78) --- src/hecdss/cwms_utility.py | 131 +++++++++++++++++++++++++++---------- 1 file changed, 95 insertions(+), 36 deletions(-) diff --git a/src/hecdss/cwms_utility.py b/src/hecdss/cwms_utility.py index 4a60ba7..d41eafc 100644 --- a/src/hecdss/cwms_utility.py +++ b/src/hecdss/cwms_utility.py @@ -1,39 +1,46 @@ import re -from hecdss import DssPath +from hecdss import DssPath, RegularTimeSeries from hecdss.dss_type import DssType class CwmsUtility: + """ + These Utility methods are used to convert between CWMS and DSS conventions + This is a short term solution. Longer term we will be using the following library: + https://github.com/HydrologicEngineeringCenter/hec-python-library + + """ + CWMS_DSS_INTERVAL_MAP = { - '1Minute': '1Minute', - '2Minutes': '2Minute', - '3Minutes': '3Minute', - '4Minutes': '4Minute', - '5Minutes': '5Minute', - '6Minutes': '6Minute', - '12Minutes': '12Minute', - '15Minutes': '15Minute', - '20Minutes': '20Minute', - '30Minutes': '30Minute', - '1Hour': '1Hour', - '2Hours': '2Hour', - '3Hours': '3Hour', - '4Hours': '4Hour', - '6Hours': '6Hour', - '8Hours': '8Hour', - '12Hours': '12Hour', - '1Day': '1Day', + "1Minute": "1Minute", + "2Minutes": "2Minute", + "3Minutes": "3Minute", + "4Minutes": "4Minute", + "5Minutes": "5Minute", + "6Minutes": "6Minute", + "12Minutes": "12Minute", + "15Minutes": "15Minute", + "20Minutes": "20Minute", + "30Minutes": "30Minute", + "1Hour": "1Hour", + "2Hours": "2Hour", + "3Hours": "3Hour", + "4Hours": "4Hour", + "6Hours": "6Hour", + "8Hours": "8Hour", + "12Hours": "12Hour", + "1Day": "1Day", # # DSS doesn't support the 2Day, 3Day, etc... intervals. # '2Days': '', # '3Days': '', # '4Days': '', # '5Days': '', # '6Days': '', - '1Week': '1Week', - '1Month': '1Month', - '1Year': '1Year', - '0': 'Ir-Month' # not optimized for some cases + "1Week": "1Week", + "1Month": "1Month", + "1Year": "1Year", + "0": "Ir-Month", # not optimized for some cases } # build another map from DSS to CWMS (use lower case for DSS key) @@ -44,8 +51,6 @@ class CwmsUtility: DSS_CWMS_INTERVAL_MAP["ir-decade"] = "0" DSS_CWMS_INTERVAL_MAP["ir-century"] = "0" - - @staticmethod def get_cwms_parameter_type(dss_type: DssType): s = str(dss_type).upper() @@ -85,7 +90,7 @@ def pathname_to_cwms_tsid(path, dss_type="", duration="0", strict=False): # [Interval] tsid += CwmsUtility._convert_dss_interval_to_cwms_interval(e) + "." # [Duration] - tsid += duration+"." + tsid += duration + "." # [Version] tsid += f if strict: @@ -103,10 +108,12 @@ def cwms_ts_id_to_dss_path(ts_id: str) -> DssPath: """ # Be sure there are no slashes used anywhere in the name - ts_id = ts_id.replace('/', '-') + ts_id = ts_id.replace("/", "-") # Replace period separators with slashes so we can split it - ts_id = ts_id.replace('.', '/') - location, parameter, cwms_type, cwms_interval, duration, version = ts_id.split('/')[:6] + ts_id = ts_id.replace(".", "/") + location, parameter, cwms_type, cwms_interval, duration, version = ts_id.split( + "/" + )[:6] path = DssPath("///////", 0) path.A = "" @@ -128,11 +135,13 @@ def _convert_cwms_interval_to_dss_interval(cwms_interval: str): if cwms_interval in CwmsUtility.CWMS_DSS_INTERVAL_MAP: return CwmsUtility.CWMS_DSS_INTERVAL_MAP[cwms_interval] - if len(cwms_interval) > 1 and cwms_interval[0] == '~': # pseudo regular + if len(cwms_interval) > 1 and cwms_interval[0] == "~": # pseudo regular if cwms_interval[1:] in CwmsUtility.CWMS_DSS_INTERVAL_MAP: return "~" + CwmsUtility.CWMS_DSS_INTERVAL_MAP[cwms_interval[1:]] - raise ValueError(f"The cwms interval '{cwms_interval}' is invalid, or there is not a supported conversion to DSS") + raise ValueError( + f"The cwms interval '{cwms_interval}' is invalid, or there is not a supported conversion to DSS" + ) @staticmethod def _convert_dss_interval_to_cwms_interval(dss_interval: str): @@ -144,13 +153,14 @@ def _convert_dss_interval_to_cwms_interval(dss_interval: str): if e_part in CwmsUtility.DSS_CWMS_INTERVAL_MAP: return CwmsUtility.DSS_CWMS_INTERVAL_MAP[e_part] - if len(e_part) > 1 and e_part[0] == '~': + if len(e_part) > 1 and e_part[0] == "~": if e_part[1:] in CwmsUtility.DSS_CWMS_INTERVAL_MAP: return "~" + CwmsUtility.DSS_CWMS_INTERVAL_MAP[e_part[1:]] - raise ValueError(f"The dss interval '{dss_interval}' is invalid, or there is not a supported conversion to a " - f"CWMS interval") - + raise ValueError( + f"The dss interval '{dss_interval}' is invalid, or there is not a supported conversion to a " + f"CWMS interval" + ) @staticmethod def dss_data_type_from_cwms_tsid(cwms_tsid) -> str: @@ -160,7 +170,7 @@ def dss_data_type_from_cwms_tsid(cwms_tsid) -> str: :param cwms_tsid: input time-series identifier :return: string representing a dss data type """ - parts = cwms_tsid.split('.') + parts = cwms_tsid.split(".") parameter = parts[1] ts_type = parts[2] if ts_type == "Inst": @@ -179,3 +189,52 @@ def dss_data_type_from_cwms_tsid(cwms_tsid) -> str: else: dss_type = ts_type # default: use cwms type return str(dss_type) + + @staticmethod + def cwms_to_regular_timeseries(data): + """ + Convert a CWMS (pandas-dataframe) TimeSeries to a RegularTimeSeries + """ + times = data.df["date-time"].to_list() + values = data.df["value"].to_list() + cwms_tsid = data.json["name"] + data_type = CwmsUtility.dss_data_type_from_cwms_tsid(cwms_tsid) + units = data.json["units"] + dss_path = CwmsUtility.cwms_ts_id_to_dss_path(cwms_tsid) + + if dss_path.E[:2].lower() == "ir": + raise ValueError( + f"Irregular time series not implemented in cwms_to_timeseries method input: {cwms_tsid}" + ) + + ts = RegularTimeSeries.create( + values, + times, + units=units, + dataType=str(data_type), + interval=dss_path.E, + path=str(dss_path), + ) + ts.id = str(dss_path) + return ts + + @staticmethod + def regular_time_series_to_json(rts: RegularTimeSeries, office_id: str, ts_id: str): + """ + converts a regular timeseries into a JSON format that is + compatible with the CWMS data API + """ + # hard code flag = 0 + flag = 0 + # dss quality code is the same cwms + values = [[d, v, flag] for d, v in zip(rts.times, rts.values)] + + json_result = { + "name": ts_id, + "office-id": office_id, + "units": rts.units, + "values": values, + "version-date": None, + } + + return json_result From 2eeb2ad22d972dc59946681a8d167130bbc19932 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 9 Apr 2025 12:18:21 -0700 Subject: [PATCH 101/134] Add support for location info --- setup.cfg | 2 + src/hecdss/array_container.py | 4 +- src/hecdss/catalog.py | 5 +- src/hecdss/dsspath.py | 5 + src/hecdss/gridded_data.py | 5 +- src/hecdss/hecdss.py | 73 +++++++++++++- src/hecdss/irregular_timeseries.py | 4 +- src/hecdss/location_info.py | 34 +++++++ src/hecdss/native.py | 115 +++++++++++++++++++++- src/hecdss/paired_data.py | 2 +- src/hecdss/regular_timeseries.py | 4 +- tests/test_location_info.py | 151 +++++++++++++++++++++++++++++ tests/test_regular_timeseries.py | 33 +++++++ 13 files changed, 427 insertions(+), 10 deletions(-) create mode 100644 src/hecdss/location_info.py create mode 100644 tests/test_location_info.py diff --git a/setup.cfg b/setup.cfg index 68b95c0..90c1599 100644 --- a/setup.cfg +++ b/setup.cfg @@ -18,6 +18,8 @@ package_dir= packages = find: python_requires = >=3.8 include_package_data = True +install_requires = + numpy [options.packages.find] where=src diff --git a/src/hecdss/array_container.py b/src/hecdss/array_container.py index 019e5e3..b9f0066 100644 --- a/src/hecdss/array_container.py +++ b/src/hecdss/array_container.py @@ -9,15 +9,17 @@ def __init__(self): self.int_values = None self.float_values = None self.double_values = None + self.location_info = None @staticmethod def create_array_container(int_values: List[int] = [], float_values: List[float] = [], - double_values: List[float] = [], path=None): + double_values: List[float] = [], path=None, location_info=None): a = ArrayContainer() a.id = path a.int_values = np.array(int_values, dtype=np.int32) a.float_values = np.array(float_values, dtype=np.float32) a.double_values = np.array(double_values, dtype=np.float64) + a.location_info = location_info return a def __str__(self): diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 6ecb4d2..35cdcb6 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -24,7 +24,10 @@ def get_record_type(self, pathname): rt = self.recordTypeDict[pathname.lower()] else: path = DssPath(pathname, RecordType.Unknown) - rt = self.recordTypeDict[path.path_without_date().__str__().lower()] + if( path.path_without_date().__str__().lower() in self.recordTypeDict): + rt = self.recordTypeDict[path.path_without_date().__str__().lower()] + else: + rt = self.recordTypeDict[path.path_location_info().__str__().lower()] return rt def __create_condensed_catalog(self): diff --git a/src/hecdss/dsspath.py b/src/hecdss/dsspath.py index 7904f6d..9b7cbed 100644 --- a/src/hecdss/dsspath.py +++ b/src/hecdss/dsspath.py @@ -38,6 +38,11 @@ def path_without_date(self): rval = DssPath(s, self.recType) return rval + def path_location_info(self): + s = "/" + self.A + "/" + self.B + "/" + self.C + "////" + rval = DssPath(s, self.recType) + return rval + def is_time_series(self): return self.recType in DssPath._timeSeriesFamily diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index 1a78c88..20e5385 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -79,6 +79,7 @@ def __init__(self): self.rangeLimitTable = [] self.numberEqualOrExceedingRangeLimit = [] self.data = np.zeros(0) + self.location_info = None def range_limit_table(self, minval, maxval, range_, bins, datasize, data): max_bins = 15 @@ -146,7 +147,8 @@ def create(path=None, meanDataValue = 0.0, rangeLimitTable = [], numberEqualOrExceedingRangeLimit = [], - data=np.zeros(0)): + data=np.zeros(0), + location_info=None): gd = GriddedData() gd.id = path @@ -176,6 +178,7 @@ def create(path=None, gd.rangeLimitTable = rangeLimitTable gd.numberEqualOrExceedingRangeLimit = numberEqualOrExceedingRangeLimit gd.data = np.array(data) + gd.location_info = location_info gd.update_grid_info() diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 12a87d3..4d58b38 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -5,6 +5,7 @@ import hecdss.record_type from hecdss.array_container import ArrayContainer +from hecdss.location_info import LocationInfo from hecdss.paired_data import PairedData from hecdss.native import _Native from hecdss.dateconverter import DateConverter @@ -72,7 +73,7 @@ def get(self, pathname: str, startdatetime=None, enddatetime=None): varies: RegularTimeSeries, PairedData, Grid, or Array. """ if type == RecordType.RegularTimeSeries or type == RecordType.IrregularTimeSeries: - new_pathname = DssPath(pathname).path_without_date().__str__(); + new_pathname = DssPath(pathname).path_without_date().__str__() ts = self._get_timeseries(new_pathname, startdatetime, enddatetime) return ts elif type == RecordType.PairedData: @@ -82,6 +83,8 @@ def get(self, pathname: str, startdatetime=None, enddatetime=None): return self._get_gridded_data(pathname) elif type == RecordType.Array: return self._get_array(pathname) + elif type == RecordType.LocationInfo: + return self._get_location_info(pathname) return None def _get_array(self, pathname: str): @@ -103,7 +106,8 @@ def _get_array(self, pathname: str): doubleValues = [0] * doubleValuesCount[0] status = self._native.hec_dss_arrayRetrieve(pathname, intValues, floatValues, doubleValues) - rval = ArrayContainer.create_array_container(intValues, floatValues, doubleValues, path=pathname) + location_info = self._get_location_info(pathname) + rval = ArrayContainer.create_array_container(intValues, floatValues, doubleValues, path=pathname, location_info=location_info) return rval def _get_gridded_data(self, pathname): @@ -204,6 +208,7 @@ def _get_gridded_data(self, pathname): # gd.data = [[data[(i*numberOfCellsX[0])+j] for j in range(numberOfCellsX[0])] for i in range(numberOfCellsY[0])] gd.data = np.array(data).reshape((numberOfCellsY[0], numberOfCellsX[0])) gd.id = pathname + gd.location_info = self._get_location_info(pathname) return gd @@ -265,6 +270,7 @@ def _get_paired_data(self, pathname): pd.units_independent = unitsIndependent2[0] pd.units_dependent = unitsDependent2[0] pd.id = pathname + pd.location_info = self._get_location_info(pathname) return pd @@ -398,9 +404,64 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): start_date = [] if len(new_times) == 0 else new_times[0] time_granularity_seconds = timeGranularitySeconds[0] julian_base_date = julianBaseDate[0] - ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, time_granularity_seconds=time_granularity_seconds, julian_base_date=julian_base_date, path=pathname) + location_info = self._get_location_info(pathname) + ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, time_granularity_seconds=time_granularity_seconds, julian_base_date=julian_base_date, path=pathname, location_info=location_info) return ts + def _get_location_info(self, pathname: str): + x = [0.0] + y = [0.0] + z = [0.0] + coordinateSystem = [0] + coordinateID = [0] + horizontalUnits = [0] + horizontalDatum = [0] + verticalUnits = [0] + verticalDatum = [0] + timeZoneName = [""] + supplemental = [""] + + timeZoneNameLength = 40 + supplementalLength = 256 + + status = self._native.hec_dss_locationRetrieve( + pathname, + x, + y, + z, + coordinateSystem, + coordinateID, + horizontalUnits, + horizontalDatum, + verticalUnits, + verticalDatum, + timeZoneName, + timeZoneNameLength, + supplemental, + supplementalLength + ) + + if status != 0: + print("Function call failed with result:", status) + return None + + location_info = LocationInfo.create( + x_values=[x[0]], + y_values=[y[0]], + z_values=[z[0]], + coordinate_system=coordinateSystem[0], + coordinate_id=coordinateID[0], + horizontal_units=horizontalUnits[0], + horizontal_datum=horizontalDatum[0], + vertical_units=verticalUnits[0], + vertical_datum=verticalDatum[0], + time_zone_name=timeZoneName[0], + supplemental=supplemental[0], + path=pathname + ) + + return location_info + def put(self, container) -> int: """puts data into the DSS file @@ -471,9 +532,15 @@ def put(self, container) -> int: elif type(container) is ArrayContainer: status = self._native.hec_dss_arrayStore(container.id, container.int_values, container.float_values, container.double_values) self._catalog = None + elif type(container) is LocationInfo: + status = self._native.hec_dss_locationStore(container,1) + self._catalog = None else: raise NotImplementedError(f"unsupported record_type: {type(container)}. Expected types are: {RecordType.SUPPORTED_RECORD_TYPES.value}") + if hasattr(container, "location_info") and container.location_info is not None: + status = self._native.hec_dss_locationStore(container.location_info,1) + # TODO -- instead of invalidating catalog,with _catalog=None # can we be smart? # TODO -- if we get smart, catalog has recordTypeDict and timeSeriesDictNoDates diff --git a/src/hecdss/irregular_timeseries.py b/src/hecdss/irregular_timeseries.py index 72004e1..84a1b77 100644 --- a/src/hecdss/irregular_timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -18,6 +18,7 @@ def __init__(self): self.time_granularity_seconds = 1 self.julian_base_date = 0 self.id = "" + self.location_info = None def add_data_point(self, date, value): self.times.append(date) @@ -47,7 +48,7 @@ def print_to_console(self): print(f"Time: {time}, Value: {value}") @staticmethod - def create(values, times, quality=[], units="", data_type="", interval=0, start_date="", time_granularity_seconds=1, julian_base_date=None, path=None): + def create(values, times, quality=[], units="", data_type="", interval=0, start_date="", time_granularity_seconds=1, julian_base_date=None, path=None, location_info=None): irts = IrregularTimeSeries() irts.times = times irts.values = np.array(values) @@ -61,4 +62,5 @@ def create(values, times, quality=[], units="", data_type="", interval=0, start_ if julian_base_date is None and len(times): irts.julian_base_date = (times[0]-datetime(1900, 1, 1)).days irts.id = path + irts.location_info = location_info return irts diff --git a/src/hecdss/location_info.py b/src/hecdss/location_info.py new file mode 100644 index 0000000..0e32c81 --- /dev/null +++ b/src/hecdss/location_info.py @@ -0,0 +1,34 @@ +import numpy as np + +class LocationInfo: + def __init__(self): + self.x = np.empty(0) + self.y = np.empty(0) + self.z = np.empty(0) + self.coordinate_system = None + self.coordinate_id = None + self.horizontal_units = None + self.horizontal_datum = None + self.vertical_units = None + self.vertical_datum = None + self.time_zone_name = "" + self.supplemental = "" + self.id = None + + @staticmethod + def create(x_values, y_values, z_values, coordinate_system, coordinate_id, horizontal_units, horizontal_datum, vertical_units, vertical_datum, time_zone_name, supplemental, path=None): + location_info = LocationInfo() + location_info.x = np.array(x_values) + location_info.y = np.array(y_values) + location_info.z = np.array(z_values) + location_info.coordinate_system = coordinate_system + location_info.coordinate_id = coordinate_id + location_info.horizontal_units = horizontal_units + location_info.horizontal_datum = horizontal_datum + location_info.vertical_units = vertical_units + location_info.vertical_datum = vertical_datum + location_info.time_zone_name = time_zone_name + location_info.supplemental = supplemental + location_info.id = path + return location_info + diff --git a/src/hecdss/native.py b/src/hecdss/native.py index fd5345e..1048f6b 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -10,6 +10,8 @@ import sys from typing import List +# from hecdss.location_info import LocationInfo + class _Native: """Wrapper for Native method calls to hecdss.dll or libhecdss.so @@ -884,7 +886,6 @@ def hec_dss_tsStoreIrregular( c_units = c_char_p(units.encode("utf-8")) c_type = c_char_p(dataType.encode("utf-8")) - print(valueArray) c_valueArray = (c_double * len(valueArray))(*valueArray) c_times = (c_int * len(times))(*times) c_qualityArray = (c_int * len(qualityArray))(*qualityArray) @@ -996,3 +997,115 @@ def hec_dss_arrayRetrieve(self, pathname, intValues: List[int], floatValues: Lis else: print("Error reading array status = {status}") + + def hec_dss_locationRetrieve(self, fullPath: str, x: List[float], y: List[float], z: List[float], + coordinateSystem: List[int], coordinateID: List[int], horizontalUnits: List[int], + horizontalDatum: List[int], verticalUnits: List[int], verticalDatum: List[int], + timeZoneName: List[str], timeZoneNameLength: int, supplemental: List[str], + supplementalLength: int): + self.dll.hec_dss_locationRetrieve.argtypes = [ + c_void_p, # dss + c_char_p, # fullPath + POINTER(c_double), # x + POINTER(c_double), # y + POINTER(c_double), # z + POINTER(c_int), # coordinateSystem + POINTER(c_int), # coordinateID + POINTER(c_int), # horizontalUnits + POINTER(c_int), # horizontalDatum + POINTER(c_int), # verticalUnits + POINTER(c_int), # verticalDatum + c_char_p, # timeZoneName + c_int, # timeZoneNameLength + c_char_p, # supplemental + c_int # supplementalLength + ] + self.dll.hec_dss_locationRetrieve.restype = c_int + + c_x = c_double() + c_y = c_double() + c_z = c_double() + c_coordinateSystem = c_int() + c_coordinateID = c_int() + c_horizontalUnits = c_int() + c_horizontalDatum = c_int() + c_verticalUnits = c_int() + c_verticalDatum = c_int() + c_timeZoneName = create_string_buffer(timeZoneNameLength) + c_supplemental = create_string_buffer(supplementalLength) + + result = self.dll.hec_dss_locationRetrieve( + self.handle, + fullPath.encode("utf-8"), + byref(c_x), + byref(c_y), + byref(c_z), + byref(c_coordinateSystem), + byref(c_coordinateID), + byref(c_horizontalUnits), + byref(c_horizontalDatum), + byref(c_verticalUnits), + byref(c_verticalDatum), + c_timeZoneName, + timeZoneNameLength, + c_supplemental, + supplementalLength + ) + + if result == 0: + x[0] = c_x.value + y[0] = c_y.value + z[0] = c_z.value + coordinateSystem[0] = c_coordinateSystem.value + coordinateID[0] = c_coordinateID.value + horizontalUnits[0] = c_horizontalUnits.value + horizontalDatum[0] = c_horizontalDatum.value + verticalUnits[0] = c_verticalUnits.value + verticalDatum[0] = c_verticalDatum.value + timeZoneName[0] = c_timeZoneName.value.decode("utf-8") + supplemental[0] = c_supplemental.value.decode("utf-8") + else: + print("Unable to read location information, Function call failed with result:", result) + + return result + + def hec_dss_locationStore(self, location_info, replace: int) -> int: + self.dll.hec_dss_locationStore.argtypes = [ + c_void_p, # dss + c_char_p, # fullPath + c_double, # x + c_double, # y + c_double, # z + c_int, # coordinateSystem + c_int, # coordinateID + c_int, # horizontalUnits + c_int, # horizontalDatum + c_int, # verticalUnits + c_int, # verticalDatum + c_char_p, # timeZoneName + c_char_p, # supplemental + c_int # replace + ] + self.dll.hec_dss_locationStore.restype = c_int + + result = self.dll.hec_dss_locationStore( + self.handle, + location_info.id.encode("utf-8"), + location_info.x[0], + location_info.y[0], + location_info.z[0], + location_info.coordinate_system, + location_info.coordinate_id, + location_info.horizontal_units, + location_info.horizontal_datum, + location_info.vertical_units, + location_info.vertical_datum, + location_info.time_zone_name.encode("utf-8"), + location_info.supplemental.encode("utf-8"), + replace + ) + + if result != 0: + print("Function call failed with result:", result) + + return result diff --git a/src/hecdss/paired_data.py b/src/hecdss/paired_data.py index b071316..8692f2d 100644 --- a/src/hecdss/paired_data.py +++ b/src/hecdss/paired_data.py @@ -12,7 +12,7 @@ def __init__(self): self.type_dependent = "" self.units_independent = "" self.units_dependent = "" - self.location_information = None + self.location_info = None def curve_count(self): return len(self.values) diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 4552ea9..18ccdbd 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -15,6 +15,7 @@ def __init__(self): self.start_date = "" self.time_granularity_seconds = 1 self.id = "" + self.location_info = None def add_data_point(self, date, value, flag=None): self.times.append(date) @@ -93,7 +94,7 @@ def _generate_times(self): self._interval_to_times(x[0]) @staticmethod - def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", time_granularity_seconds=1, julian_base_date=0, path=None): + def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", time_granularity_seconds=1, julian_base_date=0, path=None, location_info = None): rts = RegularTimeSeries() rts.times = [i.replace(microsecond=0) for i in times] rts.values = np.array(values) @@ -105,6 +106,7 @@ def create(values, times=[], quality=[], units="", data_type="", interval="", st rts.time_granularity_seconds = time_granularity_seconds rts.julian_base_date = julian_base_date rts.id = path + rts.location_info = location_info rts._generate_times() return rts diff --git a/tests/test_location_info.py b/tests/test_location_info.py new file mode 100644 index 0000000..a94a691 --- /dev/null +++ b/tests/test_location_info.py @@ -0,0 +1,151 @@ +"""Pytest module.""" + +import unittest +import sys +import os +import numpy as np + +sys.path.append(r'src') +sys.path.append(os.path.dirname(__file__)) + +from file_manager import FileManager +import copy +from hecdss.paired_data import PairedData +from hecdss.location_info import LocationInfo +from hecdss import HecDss + + +# update MODIFIED_TEST_DIR to be the path the folder containing dss files +# "sample7.dss" and "R703F3-PF_v7.dss" which are modified within these tests +# MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" + +class TestLocationInfo(unittest.TestCase): + + def setUp(self) -> None: + self.test_files = FileManager() + + def tearDown(self) -> None: + self.test_files.cleanup() + + def test_location_info_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/Location Info////" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + location = dss.get(path) + + def test_location_info_read_write(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/Location Info////" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + location = dss.get(path) + + dss.put(location) + + def test_location_info_read_write_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/Location Info////" + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + location = dss.get(path) + location.id = path + dss.put(location) + + location2 = dss.get(location.id) + + assert location.x == location2.x, f"Expected x: {location.x}, but got: {location2.x}" + assert location.y == location2.y, f"Expected y: {location.y}, but got: {location2.y}" + assert location.z == location2.z, f"Expected z: {location.z}, but got: {location2.z}" + assert location.coordinate_system == location2.coordinate_system, f"Expected coordinate_system: {location.coordinate_system}, but got: {location2.coordinate_system}" + assert location.coordinate_id == location2.coordinate_id, f"Expected coordinate_id: {location.coordinate_id}, but got: {location2.coordinate_id}" + assert location.horizontal_units == location2.horizontal_units, f"Expected horizontal_units: {location.horizontal_units}, but got: {location2.horizontal_units}" + assert location.horizontal_datum == location2.horizontal_datum, f"Expected horizontal_datum: {location.horizontal_datum}, but got: {location2.horizontal_datum}" + assert location.vertical_units == location2.vertical_units, f"Expected vertical_units: {location.vertical_units}, but got: {location2.vertical_units}" + assert location.vertical_datum == location2.vertical_datum, f"Expected vertical_datum: {location.vertical_datum}, but got: {location2.vertical_datum}" + assert location.time_zone_name == location2.time_zone_name, f"Expected time_zone_name: {location.time_zone_name}, but got: {location2.time_zone_name}" + assert location.supplemental == location2.supplemental, f"Expected supplemental: {location.supplemental}, but got: {location2.supplemental}" + + def test_location_info_read_new_path_write_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/Location Info////" + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + location = dss.get(path) + path2 = "/irregular-time-series/FAIR OAKS CA/Location Info///newPath/" + location.id = path2 + location.x += 1 + dss.put(location) + + location2 = dss.get(location.id) + + + assert location.x == location2.x, f"Expected x: {location.x}, but got: {location2.x}" + assert location.y == location2.y, f"Expected y: {location.y}, but got: {location2.y}" + assert location.z == location2.z, f"Expected z: {location.z}, but got: {location2.z}" + assert location.coordinate_system == location2.coordinate_system, f"Expected coordinate_system: {location.coordinate_system}, but got: {location2.coordinate_system}" + assert location.coordinate_id == location2.coordinate_id, f"Expected coordinate_id: {location.coordinate_id}, but got: {location2.coordinate_id}" + assert location.horizontal_units == location2.horizontal_units, f"Expected horizontal_units: {location.horizontal_units}, but got: {location2.horizontal_units}" + assert location.horizontal_datum == location2.horizontal_datum, f"Expected horizontal_datum: {location.horizontal_datum}, but got: {location2.horizontal_datum}" + assert location.vertical_units == location2.vertical_units, f"Expected vertical_units: {location.vertical_units}, but got: {location2.vertical_units}" + assert location.vertical_datum == location2.vertical_datum, f"Expected vertical_datum: {location.vertical_datum}, but got: {location2.vertical_datum}" + assert location.time_zone_name == location2.time_zone_name, f"Expected time_zone_name: {location.time_zone_name}, but got: {location2.time_zone_name}" + assert location.supplemental == location2.supplemental, f"Expected supplemental: {location.supplemental}, but got: {location2.supplemental}" + + def test_location_info_container_read_write(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/10Jan1862 - 10Feb2017/IR-Century/USGS/" + dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + IRTS = dss.get(path) + + assert IRTS.location_info is not None, f"Expected location_info to be not None, but got: None" + + dss.put(IRTS) + + def test_location_info_container_read_new_path_write_read(self): + """ + Read a IrregularTimeSeries object, modify object then stores data on disk and read again + """ + path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/10Jan1862 - 10Feb2017/IR-Century/USGS/" + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + IRTS = dss.get(path) + path2 = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/10Jan1862 - 10Feb2017/IR-Century/USGS_newPath/" + IRTS.id = path2 + dss.put(IRTS) + + IRTS2 = dss.get(IRTS.id) + + assert IRTS.location_info.x == IRTS2.location_info.x, f"Expected x: {IRTS.location_info.x}, but got: {IRTS2.location_info.x}" + assert IRTS.location_info.y == IRTS2.location_info.y, f"Expected y: {IRTS.location_info.y}, but got: {IRTS2.location_info.y}" + assert IRTS.location_info.z == IRTS2.location_info.z, f"Expected z: {IRTS.location_info.z}, but got: {IRTS2.location_info.z}" + assert IRTS.location_info.coordinate_system == IRTS2.location_info.coordinate_system, f"Expected coordinate_system: {IRTS.location_info.coordinate_system}, but got: {IRTS2.location_info.coordinate_system}" + assert IRTS.location_info.coordinate_id == IRTS2.location_info.coordinate_id, f"Expected coordinate_id: {IRTS.location_info.coordinate_id}, but got: {IRTS2.location_info.coordinate_id}" + assert IRTS.location_info.horizontal_units == IRTS2.location_info.horizontal_units, f"Expected horizontal_units: {IRTS.location_info.horizontal_units}, but got: {IRTS2.location_info.horizontal_units}" + assert IRTS.location_info.horizontal_datum == IRTS2.location_info.horizontal_datum, f"Expected horizontal_datum: {IRTS.location_info.horizontal_datum}, but got: {IRTS2.location_info.horizontal_datum}" + assert IRTS.location_info.vertical_units == IRTS2.location_info.vertical_units, f"Expected vertical_units: {IRTS.location_info.vertical_units}, but got: {IRTS2.location_info.vertical_units}" + assert IRTS.location_info.vertical_datum == IRTS2.location_info.vertical_datum, f"Expected vertical_datum: {IRTS.location_info.vertical_datum}, but got: {IRTS2.location_info.vertical_datum}" + assert IRTS.location_info.time_zone_name == IRTS2.location_info.time_zone_name, f"Expected time_zone_name: {IRTS.location_info.time_zone_name}, but got: {IRTS2.location_info.time_zone_name}" + assert IRTS.location_info.supplemental == IRTS2.location_info.supplemental, f"Expected supplemental: {IRTS.location_info.supplemental}, but got: {IRTS2.location_info.supplemental}" + + # def test_location_info_container_read_new_path_write_read2(self): + # """ + # Read a IrregularTimeSeries object, modify object then stores data on disk and read again + # """ + # path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/10Jan1862 - 10Feb2017/IR-Century/USGS/" + # with HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") as dss: + # IRTS = dss.get(path) + # path2 = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/10Jan1862 - 10Feb2017/IR-Century/USGS_newPath/" + # IRTS.id = path2 + # IRTS.location_info.time_zone_name="PST" + # dss.put(IRTS) + # + # IRTS2 = dss.get(IRTS.id) + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 41ea4b9..331a8c3 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -201,5 +201,38 @@ def test_regular_timeseries_empty_blocks(self): expected_count = 252273 assert ts.get_length() == expected_count, f" expected {expected_count} values, found {ts.get_length()}" + # def test_regular_now(self): + # """ + # Read a IrregularTimeSeries object, modify object then stores data on disk and read again + # """ + # path = "/regular-time-series/GAPT/FLOW/01Sep2021/6Hour/forecast1/" + # dss = HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") + # #dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + # rts = dss.get(path) + # rts.id = "/regular-time-series/GAPT/FLOW//6Hour/forecast_R/" + # dss.put(rts) + # + # rts2 = dss.get(rts.id) + # + # hi = rts2.times + + # def test_regular_time_path(self): + # """ + # Read a IrregularTimeSeries object, modify object then stores data on disk and read again + # """ + # path = "/regular-time-series/GAPT/FLOW/01Sep2021/6Hour/forecast1/" + # dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) + # rts = dss.get(path) + # rts.id = "/regular-time-series/GAPT/FLOW/TS-Pattern/6Hour/forecast_R/" + # print(rts.times) + # dss.put(rts) + # + # #dss.get_catalog().print() + # + # pattern = dss.get(rts.id) + # + # print(type(pattern)) + # print(pattern.times) + if __name__ == "__main__": unittest.main() From 96a17dda8c64e3714d65fb777e5089bbeaa6f57b Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 9 Apr 2025 12:21:13 -0700 Subject: [PATCH 102/134] delete commented tests --- tests/test_location_info.py | 14 -------------- tests/test_regular_timeseries.py | 33 -------------------------------- 2 files changed, 47 deletions(-) diff --git a/tests/test_location_info.py b/tests/test_location_info.py index a94a691..cc19581 100644 --- a/tests/test_location_info.py +++ b/tests/test_location_info.py @@ -133,19 +133,5 @@ def test_location_info_container_read_new_path_write_read(self): assert IRTS.location_info.time_zone_name == IRTS2.location_info.time_zone_name, f"Expected time_zone_name: {IRTS.location_info.time_zone_name}, but got: {IRTS2.location_info.time_zone_name}" assert IRTS.location_info.supplemental == IRTS2.location_info.supplemental, f"Expected supplemental: {IRTS.location_info.supplemental}, but got: {IRTS2.location_info.supplemental}" - # def test_location_info_container_read_new_path_write_read2(self): - # """ - # Read a IrregularTimeSeries object, modify object then stores data on disk and read again - # """ - # path = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/10Jan1862 - 10Feb2017/IR-Century/USGS/" - # with HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") as dss: - # IRTS = dss.get(path) - # path2 = "/irregular-time-series/FAIR OAKS CA/FLOW-ANNUAL PEAK/10Jan1862 - 10Feb2017/IR-Century/USGS_newPath/" - # IRTS.id = path2 - # IRTS.location_info.time_zone_name="PST" - # dss.put(IRTS) - # - # IRTS2 = dss.get(IRTS.id) - if __name__ == "__main__": unittest.main() diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 331a8c3..41ea4b9 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -201,38 +201,5 @@ def test_regular_timeseries_empty_blocks(self): expected_count = 252273 assert ts.get_length() == expected_count, f" expected {expected_count} values, found {ts.get_length()}" - # def test_regular_now(self): - # """ - # Read a IrregularTimeSeries object, modify object then stores data on disk and read again - # """ - # path = "/regular-time-series/GAPT/FLOW/01Sep2021/6Hour/forecast1/" - # dss = HecDss("C:/Users/q0hecoah/Documents/data/examples-all-data-types.dss") - # #dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - # rts = dss.get(path) - # rts.id = "/regular-time-series/GAPT/FLOW//6Hour/forecast_R/" - # dss.put(rts) - # - # rts2 = dss.get(rts.id) - # - # hi = rts2.times - - # def test_regular_time_path(self): - # """ - # Read a IrregularTimeSeries object, modify object then stores data on disk and read again - # """ - # path = "/regular-time-series/GAPT/FLOW/01Sep2021/6Hour/forecast1/" - # dss = HecDss(self.test_files.get_copy("examples-all-data-types.dss")) - # rts = dss.get(path) - # rts.id = "/regular-time-series/GAPT/FLOW/TS-Pattern/6Hour/forecast_R/" - # print(rts.times) - # dss.put(rts) - # - # #dss.get_catalog().print() - # - # pattern = dss.get(rts.id) - # - # print(type(pattern)) - # print(pattern.times) - if __name__ == "__main__": unittest.main() From bf0e289f88eeb99ebe07e8c048cc5f1d22945f09 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Tue, 15 Apr 2025 17:12:05 -0700 Subject: [PATCH 103/134] Update test_location_info.py --- tests/test_location_info.py | 54 ++++++++++++++----------------------- 1 file changed, 20 insertions(+), 34 deletions(-) diff --git a/tests/test_location_info.py b/tests/test_location_info.py index cc19581..b58bb8e 100644 --- a/tests/test_location_info.py +++ b/tests/test_location_info.py @@ -19,6 +19,7 @@ # "sample7.dss" and "R703F3-PF_v7.dss" which are modified within these tests # MODIFIED_TEST_DIR=r"C:\Users\oskar\Documents\dss" + class TestLocationInfo(unittest.TestCase): def setUp(self) -> None: @@ -52,22 +53,11 @@ def test_location_info_read_write_read(self): path = "/irregular-time-series/FAIR OAKS CA/Location Info////" with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: location = dss.get(path) - location.id = path dss.put(location) location2 = dss.get(location.id) - assert location.x == location2.x, f"Expected x: {location.x}, but got: {location2.x}" - assert location.y == location2.y, f"Expected y: {location.y}, but got: {location2.y}" - assert location.z == location2.z, f"Expected z: {location.z}, but got: {location2.z}" - assert location.coordinate_system == location2.coordinate_system, f"Expected coordinate_system: {location.coordinate_system}, but got: {location2.coordinate_system}" - assert location.coordinate_id == location2.coordinate_id, f"Expected coordinate_id: {location.coordinate_id}, but got: {location2.coordinate_id}" - assert location.horizontal_units == location2.horizontal_units, f"Expected horizontal_units: {location.horizontal_units}, but got: {location2.horizontal_units}" - assert location.horizontal_datum == location2.horizontal_datum, f"Expected horizontal_datum: {location.horizontal_datum}, but got: {location2.horizontal_datum}" - assert location.vertical_units == location2.vertical_units, f"Expected vertical_units: {location.vertical_units}, but got: {location2.vertical_units}" - assert location.vertical_datum == location2.vertical_datum, f"Expected vertical_datum: {location.vertical_datum}, but got: {location2.vertical_datum}" - assert location.time_zone_name == location2.time_zone_name, f"Expected time_zone_name: {location.time_zone_name}, but got: {location2.time_zone_name}" - assert location.supplemental == location2.supplemental, f"Expected supplemental: {location.supplemental}, but got: {location2.supplemental}" + assert_location_info_equal(location, location2) def test_location_info_read_new_path_write_read(self): """ @@ -84,17 +74,7 @@ def test_location_info_read_new_path_write_read(self): location2 = dss.get(location.id) - assert location.x == location2.x, f"Expected x: {location.x}, but got: {location2.x}" - assert location.y == location2.y, f"Expected y: {location.y}, but got: {location2.y}" - assert location.z == location2.z, f"Expected z: {location.z}, but got: {location2.z}" - assert location.coordinate_system == location2.coordinate_system, f"Expected coordinate_system: {location.coordinate_system}, but got: {location2.coordinate_system}" - assert location.coordinate_id == location2.coordinate_id, f"Expected coordinate_id: {location.coordinate_id}, but got: {location2.coordinate_id}" - assert location.horizontal_units == location2.horizontal_units, f"Expected horizontal_units: {location.horizontal_units}, but got: {location2.horizontal_units}" - assert location.horizontal_datum == location2.horizontal_datum, f"Expected horizontal_datum: {location.horizontal_datum}, but got: {location2.horizontal_datum}" - assert location.vertical_units == location2.vertical_units, f"Expected vertical_units: {location.vertical_units}, but got: {location2.vertical_units}" - assert location.vertical_datum == location2.vertical_datum, f"Expected vertical_datum: {location.vertical_datum}, but got: {location2.vertical_datum}" - assert location.time_zone_name == location2.time_zone_name, f"Expected time_zone_name: {location.time_zone_name}, but got: {location2.time_zone_name}" - assert location.supplemental == location2.supplemental, f"Expected supplemental: {location.supplemental}, but got: {location2.supplemental}" + assert_location_info_equal(location, location2) def test_location_info_container_read_write(self): """ @@ -121,17 +101,23 @@ def test_location_info_container_read_new_path_write_read(self): IRTS2 = dss.get(IRTS.id) - assert IRTS.location_info.x == IRTS2.location_info.x, f"Expected x: {IRTS.location_info.x}, but got: {IRTS2.location_info.x}" - assert IRTS.location_info.y == IRTS2.location_info.y, f"Expected y: {IRTS.location_info.y}, but got: {IRTS2.location_info.y}" - assert IRTS.location_info.z == IRTS2.location_info.z, f"Expected z: {IRTS.location_info.z}, but got: {IRTS2.location_info.z}" - assert IRTS.location_info.coordinate_system == IRTS2.location_info.coordinate_system, f"Expected coordinate_system: {IRTS.location_info.coordinate_system}, but got: {IRTS2.location_info.coordinate_system}" - assert IRTS.location_info.coordinate_id == IRTS2.location_info.coordinate_id, f"Expected coordinate_id: {IRTS.location_info.coordinate_id}, but got: {IRTS2.location_info.coordinate_id}" - assert IRTS.location_info.horizontal_units == IRTS2.location_info.horizontal_units, f"Expected horizontal_units: {IRTS.location_info.horizontal_units}, but got: {IRTS2.location_info.horizontal_units}" - assert IRTS.location_info.horizontal_datum == IRTS2.location_info.horizontal_datum, f"Expected horizontal_datum: {IRTS.location_info.horizontal_datum}, but got: {IRTS2.location_info.horizontal_datum}" - assert IRTS.location_info.vertical_units == IRTS2.location_info.vertical_units, f"Expected vertical_units: {IRTS.location_info.vertical_units}, but got: {IRTS2.location_info.vertical_units}" - assert IRTS.location_info.vertical_datum == IRTS2.location_info.vertical_datum, f"Expected vertical_datum: {IRTS.location_info.vertical_datum}, but got: {IRTS2.location_info.vertical_datum}" - assert IRTS.location_info.time_zone_name == IRTS2.location_info.time_zone_name, f"Expected time_zone_name: {IRTS.location_info.time_zone_name}, but got: {IRTS2.location_info.time_zone_name}" - assert IRTS.location_info.supplemental == IRTS2.location_info.supplemental, f"Expected supplemental: {IRTS.location_info.supplemental}, but got: {IRTS2.location_info.supplemental}" + assert_location_info_equal(IRTS.location_info, IRTS2.location_info) + +def assert_location_info_equal(location1: LocationInfo, location2: LocationInfo): + """ + Asserts that two LocationInfo objects are equal. + """ + assert location1.x == location2.x, f"Expected x: {location1.x}, but got: {location2.x}" + assert location1.y == location2.y, f"Expected y: {location1.y}, but got: {location2.y}" + assert location1.z == location2.z, f"Expected z: {location1.z}, but got: {location2.z}" + assert location1.coordinate_system == location2.coordinate_system, f"Expected coordinate_system: {location1.coordinate_system}, but got: {location2.coordinate_system}" + assert location1.coordinate_id == location2.coordinate_id, f"Expected coordinate_id: {location1.coordinate_id}, but got: {location2.coordinate_id}" + assert location1.horizontal_units == location2.horizontal_units, f"Expected horizontal_units: {location1.horizontal_units}, but got: {location2.horizontal_units}" + assert location1.horizontal_datum == location2.horizontal_datum, f"Expected horizontal_datum: {location1.horizontal_datum}, but got: {location2.horizontal_datum}" + assert location1.vertical_units == location2.vertical_units, f"Expected vertical_units: {location1.vertical_units}, but got: {location2.vertical_units}" + assert location1.vertical_datum == location2.vertical_datum, f"Expected vertical_datum: {location1.vertical_datum}, but got: {location2.vertical_datum}" + assert location1.time_zone_name == location2.time_zone_name, f"Expected time_zone_name: {location1.time_zone_name}, but got: {location2.time_zone_name}" + assert location1.supplemental == location2.supplemental, f"Expected supplemental: {location1.supplemental}, but got: {location2.supplemental}" if __name__ == "__main__": unittest.main() From c932c6ca19e05d6b3a9a4ef4679ac212ae2b8a1d Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Thu, 17 Apr 2025 12:03:25 -0500 Subject: [PATCH 104/134] Misc updates * Preserve case in catalogs * Use title-case for matching intervals * Remove misc print statements --- src/hecdss/__init__.py | 1 + src/hecdss/catalog.py | 5 ++++- src/hecdss/dateconverter.py | 3 ++- src/hecdss/hecdss.py | 13 +++++++++++-- src/hecdss/native.py | 6 +----- src/hecdss/regular_timeseries.py | 2 +- 6 files changed, 20 insertions(+), 10 deletions(-) diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 058b069..04673ef 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -2,6 +2,7 @@ from hecdss.catalog import Catalog from hecdss.hecdss import HecDss from hecdss.dsspath import DssPath +from hecdss.irregular_timeseries import IrregularTimeSeries from hecdss.regular_timeseries import RegularTimeSeries from hecdss.array_container import ArrayContainer from hecdss.paired_data import PairedData diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 6ecb4d2..e2a371b 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -34,6 +34,7 @@ def __create_condensed_catalog(self): time-series records must match all parts except the D (date) part to be combined. """ self.items = [] + raw_paths = {} for i in range(len(self.uncondensed_paths)): rawPath = self.uncondensed_paths[i] recordType = RecordType.RecordTypeFromInt(self.rawRecordTypes[i]) @@ -41,6 +42,7 @@ def __create_condensed_catalog(self): # if timeseries - accumulate dates within a dataset if path.is_time_series(): cleanPath = str(path.path_without_date()) + raw_paths[cleanPath.lower()] = rawPath self.recordTypeDict[cleanPath.lower()] = recordType if(path.D != "TS-Pattern"): tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath.lower(), []) @@ -48,6 +50,7 @@ def __create_condensed_catalog(self): tsRecords.append(t) elif recordType in [RecordType.PairedData, RecordType.Grid, RecordType.Text, RecordType.LocationInfo, RecordType.Array]: + raw_paths[rawPath] = rawPath self.recordTypeDict[str(path).lower()] = recordType self.items.append(path) else: @@ -64,7 +67,7 @@ def __create_condensed_catalog(self): condensedDpart +="-"+ dateList[-1].strftime("%d%b%Y") # insert condensed D part into path used as key rt = self.recordTypeDict[key] - p = DssPath(key,rt) + p = DssPath(raw_paths[key],rt) p.D = condensedDpart self.items.append(p) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 9a870d9..2babd05 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -144,7 +144,8 @@ def julian_array_from_date_times(date_times, time_granularity_seconds=60, start_ return [int(((i-start_date_base).days*86400 + i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds) for i in date_times] @staticmethod def intervalString_to_sec(interval): - + if isinstance(interval, str): + interval = interval.title() if _time_string.__contains__(interval): i = _time_string.index(interval) return _sec[i] diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 1ad8a37..4eb8b56 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -53,6 +53,15 @@ def __exit__(self, exc_type, exc_val, exc_tb): exc_tb (traceback): The traceback object. """ self.close() + @staticmethod + def set_global_debug_level(level: int) -> None: + """ + Sets the library debug level + + Args: + level (int): a value between 0 and 15. Larger for more output + """ + _Native().hec_dss_set_debug_level(level) def close(self): """closes the DSS file and releases any locks """ @@ -445,7 +454,7 @@ def put(self, container) -> int: raise Exception("Time Series has an empty times array") startDate, startTime = DateConverter.dss_datetime_strings_from_datetime(ts.times[0]) - quality = [] # TO DO + quality = container.quality status = self._native.hec_dss_tsStoreRegular( ts.id, @@ -464,7 +473,7 @@ def put(self, container) -> int: # saveAsFloat, units, type): start_date_base = (datetime(1900, 1, 1)+timedelta(days=its.julian_base_date)) startDate, startTime = DateConverter.dss_datetime_strings_from_datetime(start_date_base) - quality = [] # TO DO + quality = container.quality julian_times = DateConverter.julian_array_from_date_times(its.times, its.time_granularity_seconds, start_date_base) if max(julian_times) >= 2147483647: raise Exception("Julian times contains value larger than 2147483647, increase granularity or change " diff --git a/src/hecdss/native.py b/src/hecdss/native.py index fd5345e..862e697 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -57,9 +57,7 @@ def hec_dss_open(self, dss_filename: str) -> int: f.restype = c_int self.handle = c_void_p() rval = f(dss_filename.encode("utf-8"), ctypes.byref(self.handle)) - if rval == 0: - print("DSS file opened successfully.") - else: + if rval != 0: raise Exception("Error opening DSS file.") return rval @@ -522,7 +520,6 @@ def hec_dss_pdRetrieve(self, pathname: str, doubleValues.extend(list(c_doubleValues)) numberOrdinates[0] = c_numberOrdinates numberCurves[0] = c_numberCurves - print(numberCurves[0]) labels.extend(c_labels.raw.decode('utf-8').split("\0")[:c_numberCurves.value]) else: print("Function call failed with result:", result) @@ -884,7 +881,6 @@ def hec_dss_tsStoreIrregular( c_units = c_char_p(units.encode("utf-8")) c_type = c_char_p(dataType.encode("utf-8")) - print(valueArray) c_valueArray = (c_double * len(valueArray))(*valueArray) c_times = (c_int * len(times))(*times) c_qualityArray = (c_int * len(qualityArray))(*qualityArray) diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 71e4501..081034c 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -17,6 +17,7 @@ def __init__(self): self.interval = "" self.start_date = "" self.time_granularity_seconds = 1 + self.julian_base_date = 0 self.id = "" def add_data_point(self, date, value, flag=None): @@ -166,7 +167,6 @@ def _generate_times(self): x = [self._get_interval_times(), self._get_interval_path(), self._get_interval_interval()] x = [i for i in x if i != "empty"] - print(x) if(not all(i == x[0] for i in x)): raise ValueError("inconsistent interval within arguments") elif len(x) != 3 and len(x) != 0: From 9faab9787e75ba3557bfd16e0cd3256dd1efa1a4 Mon Sep 17 00:00:00 2001 From: Mike Perryman <32601976+perrymanmd@users.noreply.github.com> Date: Thu, 17 Apr 2025 12:14:27 -0500 Subject: [PATCH 105/134] Misc updates (#80) * Preserve case in catalogs * Use title-case for matching intervals * Remove misc print statements --- src/hecdss/__init__.py | 1 + src/hecdss/catalog.py | 5 ++++- src/hecdss/dateconverter.py | 3 ++- src/hecdss/hecdss.py | 13 +++++++++++-- src/hecdss/native.py | 5 +---- src/hecdss/regular_timeseries.py | 2 +- 6 files changed, 20 insertions(+), 9 deletions(-) diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 058b069..04673ef 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -2,6 +2,7 @@ from hecdss.catalog import Catalog from hecdss.hecdss import HecDss from hecdss.dsspath import DssPath +from hecdss.irregular_timeseries import IrregularTimeSeries from hecdss.regular_timeseries import RegularTimeSeries from hecdss.array_container import ArrayContainer from hecdss.paired_data import PairedData diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 35cdcb6..97cac5d 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -37,6 +37,7 @@ def __create_condensed_catalog(self): time-series records must match all parts except the D (date) part to be combined. """ self.items = [] + raw_paths = {} for i in range(len(self.uncondensed_paths)): rawPath = self.uncondensed_paths[i] recordType = RecordType.RecordTypeFromInt(self.rawRecordTypes[i]) @@ -44,6 +45,7 @@ def __create_condensed_catalog(self): # if timeseries - accumulate dates within a dataset if path.is_time_series(): cleanPath = str(path.path_without_date()) + raw_paths[cleanPath.lower()] = rawPath self.recordTypeDict[cleanPath.lower()] = recordType if(path.D != "TS-Pattern"): tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath.lower(), []) @@ -51,6 +53,7 @@ def __create_condensed_catalog(self): tsRecords.append(t) elif recordType in [RecordType.PairedData, RecordType.Grid, RecordType.Text, RecordType.LocationInfo, RecordType.Array]: + raw_paths[rawPath] = rawPath self.recordTypeDict[str(path).lower()] = recordType self.items.append(path) else: @@ -67,7 +70,7 @@ def __create_condensed_catalog(self): condensedDpart +="-"+ dateList[-1].strftime("%d%b%Y") # insert condensed D part into path used as key rt = self.recordTypeDict[key] - p = DssPath(key,rt) + p = DssPath(raw_paths[key],rt) p.D = condensedDpart self.items.append(p) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 9a870d9..2babd05 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -144,7 +144,8 @@ def julian_array_from_date_times(date_times, time_granularity_seconds=60, start_ return [int(((i-start_date_base).days*86400 + i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds) for i in date_times] @staticmethod def intervalString_to_sec(interval): - + if isinstance(interval, str): + interval = interval.title() if _time_string.__contains__(interval): i = _time_string.index(interval) return _sec[i] diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index fb0fdfd..e40fb9d 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -54,6 +54,15 @@ def __exit__(self, exc_type, exc_val, exc_tb): exc_tb (traceback): The traceback object. """ self.close() + @staticmethod + def set_global_debug_level(level: int) -> None: + """ + Sets the library debug level + + Args: + level (int): a value between 0 and 15. Larger for more output + """ + _Native().hec_dss_set_debug_level(level) def close(self): """closes the DSS file and releases any locks """ @@ -506,7 +515,7 @@ def put(self, container) -> int: raise Exception("Time Series has an empty times array") startDate, startTime = DateConverter.dss_datetime_strings_from_datetime(ts.times[0]) - quality = [] # TO DO + quality = container.quality status = self._native.hec_dss_tsStoreRegular( ts.id, @@ -525,7 +534,7 @@ def put(self, container) -> int: # saveAsFloat, units, type): start_date_base = (datetime(1900, 1, 1)+timedelta(days=its.julian_base_date)) startDate, startTime = DateConverter.dss_datetime_strings_from_datetime(start_date_base) - quality = [] # TO DO + quality = container.quality julian_times = DateConverter.julian_array_from_date_times(its.times, its.time_granularity_seconds, start_date_base) if max(julian_times) >= 2147483647: raise Exception("Julian times contains value larger than 2147483647, increase granularity or change " diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 1048f6b..d54ecef 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -59,9 +59,7 @@ def hec_dss_open(self, dss_filename: str) -> int: f.restype = c_int self.handle = c_void_p() rval = f(dss_filename.encode("utf-8"), ctypes.byref(self.handle)) - if rval == 0: - print("DSS file opened successfully.") - else: + if rval != 0: raise Exception("Error opening DSS file.") return rval @@ -524,7 +522,6 @@ def hec_dss_pdRetrieve(self, pathname: str, doubleValues.extend(list(c_doubleValues)) numberOrdinates[0] = c_numberOrdinates numberCurves[0] = c_numberCurves - print(numberCurves[0]) labels.extend(c_labels.raw.decode('utf-8').split("\0")[:c_numberCurves.value]) else: print("Function call failed with result:", result) diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 6bf35b9..f57cdbe 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -17,6 +17,7 @@ def __init__(self): self.interval = "" self.start_date = "" self.time_granularity_seconds = 1 + self.julian_base_date = 0 self.id = "" self.location_info = None @@ -167,7 +168,6 @@ def _generate_times(self): x = [self._get_interval_times(), self._get_interval_path(), self._get_interval_interval()] x = [i for i in x if i != "empty"] - print(x) if(not all(i == x[0] for i in x)): raise ValueError("inconsistent interval within arguments") elif len(x) != 3 and len(x) != 0: From cdcbd7ec0c24834e2a77ff606dcf4e216a2d0611 Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Mon, 21 Apr 2025 17:01:48 -0500 Subject: [PATCH 106/134] Adjust start/end times to valid range for RegularTimeSeries retrieval --- src/hecdss/hecdss.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index e40fb9d..4005665 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -376,6 +376,13 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): lastSeconds[0], ) + startDateTime = DateConverter.date_time_from_julian_second(firstValidJulian[0], firstSeconds[0]) + endDateTime = DateConverter.date_time_from_julian_second(lastValidJulian[0], lastSeconds[0]) + startDate = startDateTime.strftime("%d%b%Y") + startTime = startDateTime.strftime("%H:%M:%S") + endDate = endDateTime.strftime("%d%b%Y") + endTime = endDateTime.strftime("%H:%M:%S") + # tsRetrive times = [0] From 8f55338b403050d956c00f5b58feedcb3f844382 Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Wed, 23 Apr 2025 16:27:19 -0500 Subject: [PATCH 107/134] Fix time window handling for regular TS retrieve and add optional trim arg --- src/hecdss/hecdss.py | 74 +++++++++++++++++++++++++------------------- tests/test_basics.py | 39 +++++++++++++++++++++++ 2 files changed, 81 insertions(+), 32 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 4005665..67bcdba 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -28,7 +28,7 @@ def __init__(self, filename:str): Args: filename (str): DSS filename to be opened; it will be created if it doesn't exist. """ - + self._native = _Native() self._native.hec_dss_open(filename) self._catalog = None @@ -90,7 +90,7 @@ def get_record_type(self, pathname: str) -> RecordType: # print(f"hec_dss_recordType for '{pathname}' is {rt}") return rt - def get(self, pathname: str, startdatetime=None, enddatetime=None): + def get(self, pathname: str, startdatetime=None, enddatetime=None, trim=False): pathname = str(pathname) type = self.get_record_type(pathname) """gets various types of data from the current DSS file @@ -101,11 +101,11 @@ def get(self, pathname: str, startdatetime=None, enddatetime=None): enddatetime (datetime): end date for the query Returns: - varies: RegularTimeSeries, PairedData, Grid, or Array. + varies: RegularTimeSeries, PairedData, Grid, or Array. """ if type == RecordType.RegularTimeSeries or type == RecordType.IrregularTimeSeries: new_pathname = DssPath(pathname).path_without_date().__str__() - ts = self._get_timeseries(new_pathname, startdatetime, enddatetime) + ts = self._get_timeseries(new_pathname, startdatetime, enddatetime, trim) return ts elif type == RecordType.PairedData: return self._get_paired_data(pathname) @@ -331,22 +331,28 @@ def _get_date_time_range(self, pathname, boolFullSet): return (first, last) - def _get_timeseries(self, pathname, startDateTime, endDateTime): + def _get_timeseries(self, pathname, startDateTime, endDateTime, trim): # get sizes firstValidJulian, firstSeconds, lastValidJulian, lastSeconds = self._get_julian_time_range(pathname, 1) - if not (startDateTime and endDateTime): - #newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 1) - newStartDateTime = DateConverter.date_times_from_julian_array(firstSeconds, 1, firstValidJulian[0])[0] - newEndDateTime = DateConverter.date_times_from_julian_array(lastSeconds, 1, lastValidJulian[0])[0] - if not startDateTime: - startDateTime = newStartDateTime - if not endDateTime: - endDateTime = newEndDateTime - - startDate = startDateTime.strftime("%d%b%Y") - startTime = startDateTime.strftime("%H:%M:%S") - endDate = endDateTime.strftime("%d%b%Y") - endTime = endDateTime.strftime("%H:%M:%S") + if startDateTime is None: + _startDateTime = DateConverter.date_time_from_julian_second(firstValidJulian[0], firstSeconds[0]) + firstSeconds, firstJulian = firstSeconds, firstValidJulian + else: + _startDateTime = startDateTime + minutes = DateConverter.julian_array_from_date_times([startDateTime])[0] + firstSeconds, firstJulian = [minutes % 1440 * 60], [minutes // 1440] + if endDateTime is None: + _endDateTime = DateConverter.date_time_from_julian_second(lastValidJulian[0], lastSeconds[0]) + lastSeconds, lastJulian = lastSeconds, lastValidJulian + else: + _endDateTime = endDateTime + minutes = DateConverter.julian_array_from_date_times([endDateTime])[0] + lastSeconds, lastJulian = [minutes % 1440 * 60], [minutes // 1440] + + startDate = _startDateTime.strftime("%d%b%Y") + startTime = _startDateTime.strftime("%H:%M:%S") + endDate = _endDateTime.strftime("%d%b%Y") + endTime = _endDateTime.strftime("%H:%M:%S") numberValues = [0] # using array to allow modification qualityElementSize = [0] @@ -365,24 +371,16 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): number_periods = numberValues[0] if RecordType.RegularTimeSeries == self.get_record_type(pathname): dsspath = DssPath(pathname) - interval_seconds = DateConverter.intervalString_to_sec(dsspath.E) number_periods = self._native.hec_dss_numberPeriods( interval_seconds, - firstValidJulian[0], + firstJulian[0], firstSeconds[0], - lastValidJulian[0], + lastJulian[0], lastSeconds[0], ) - startDateTime = DateConverter.date_time_from_julian_second(firstValidJulian[0], firstSeconds[0]) - endDateTime = DateConverter.date_time_from_julian_second(lastValidJulian[0], lastSeconds[0]) - startDate = startDateTime.strftime("%d%b%Y") - startTime = startDateTime.strftime("%H:%M:%S") - endDate = endDateTime.strftime("%d%b%Y") - endTime = endDateTime.strftime("%H:%M:%S") - # tsRetrive times = [0] @@ -424,8 +422,20 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): # print("timeGranularitySeconds = " + str(timeGranularitySeconds[0])) if RecordType.IrregularTimeSeries == self.get_record_type(pathname): ts = IrregularTimeSeries() - else: - ts = RegularTimeSeries() + elif trim or not startDateTime or not endDateTime: + trimmed_indices = [i for i, v in enumerate(values) if values[i] != DSS_UNDEFINED_VALUE] + if not trimmed_indices: + times = [] + values = [] + quality = [] + else: + start = 0 if startDateTime and not trim else trimmed_indices[0] + end = len(times) if endDateTime and not trim else trimmed_indices[-1]+1 + times = times[start:end] + values = values[start:end] + if quality != []: + quality = quality[start:end] + ts = RegularTimeSeries() new_times = DateConverter.date_times_from_julian_array( times, timeGranularitySeconds[0], julianBaseDate[0] ) @@ -500,7 +510,7 @@ def _get_location_info(self, pathname: str): return location_info - def put(self, container) -> int: + def put(self, container) -> int: """puts data into the DSS file Args: @@ -607,7 +617,7 @@ def record_count(self) -> int: return self._native.hec_dss_record_count() def set_debug_level(self, level) -> int: - """sets the DSS debug level. + """sets the DSS debug level. Args: level (int): a value between 0 and 15. Larger for more output diff --git a/tests/test_basics.py b/tests/test_basics.py index 9159741..6848fcf 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -142,6 +142,45 @@ def test_read_regular_timeseries_with_quality(self): tsc.print_to_console() self.assertEqual(77, len(tsc.values)) + def test_regular_time_window_and_trim(self): + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + pathname = "/regular-time-series/GAPT/FLOW//6Hour/forecast1/" + # -------------- # + # no time window # + # -------------- # + tsc = dss.get(pathname) + self.assertEqual(77, len(tsc.values)) + t1 = datetime(2021, 9, 15, 7) + t2 = datetime(2021, 10, 4, 7) + # ------------------------ # + # time window matches data # + # ------------------------ # + tsc = dss.get(pathname, t1, t2) + self.assertEqual(77, len(tsc.values)) + t1 = datetime(2021, 9, 1, 1) + t2 = datetime(2021, 11, 1, 0) + # ----------------------------- # + # start time (before data) only # + # ----------------------------- # + tsc = dss.get(pathname, t1, None) + self.assertEqual(134, len(tsc.values)) + tsc = dss.get(pathname, t1, None, True) + self.assertEqual(77, len(tsc.values)) + # -------------------------- # + # end time (after data) only # + # -------------------------- # + tsc = dss.get(pathname, None, t2) + self.assertEqual(187, len(tsc.values)) + tsc = dss.get(pathname, None, t2, True) + self.assertEqual(77, len(tsc.values)) + # -------------------------------------------------- # + # start time (before data) and end time (after data) # + # -------------------------------------------------- # + tsc = dss.get(pathname, t1, t2) + self.assertEqual(244, len(tsc.values)) + tsc = dss.get(pathname, t1, t2, True) + self.assertEqual(77, len(tsc.values)) + def test_incorrect_path(self): with self.assertRaises(Exception): with HecDss(self.test_files.get_copy("incorrect_path.dss")) as dss: From da14ec39784be5db6af0579cbdc951b352d20ab8 Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Wed, 23 Apr 2025 16:45:46 -0500 Subject: [PATCH 108/134] Fix logic bust --- src/hecdss/hecdss.py | 29 +++++++++++++++-------------- 1 file changed, 15 insertions(+), 14 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 67bcdba..072e918 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -422,20 +422,21 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime, trim): # print("timeGranularitySeconds = " + str(timeGranularitySeconds[0])) if RecordType.IrregularTimeSeries == self.get_record_type(pathname): ts = IrregularTimeSeries() - elif trim or not startDateTime or not endDateTime: - trimmed_indices = [i for i, v in enumerate(values) if values[i] != DSS_UNDEFINED_VALUE] - if not trimmed_indices: - times = [] - values = [] - quality = [] - else: - start = 0 if startDateTime and not trim else trimmed_indices[0] - end = len(times) if endDateTime and not trim else trimmed_indices[-1]+1 - times = times[start:end] - values = values[start:end] - if quality != []: - quality = quality[start:end] - ts = RegularTimeSeries() + else: + ts = RegularTimeSeries() + if trim or not startDateTime or not endDateTime: + trimmed_indices = [i for i, v in enumerate(values) if values[i] != DSS_UNDEFINED_VALUE] + if not trimmed_indices: + times = [] + values = [] + quality = [] + else: + start = 0 if startDateTime and not trim else trimmed_indices[0] + end = len(times) if endDateTime and not trim else trimmed_indices[-1]+1 + times = times[start:end] + values = values[start:end] + if quality != []: + quality = quality[start:end] new_times = DateConverter.date_times_from_julian_array( times, timeGranularitySeconds[0], julianBaseDate[0] ) From 1377a82b2889853831f148e99377db35e1cc3ab4 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 24 Apr 2025 15:56:51 -0700 Subject: [PATCH 109/134] Delete-and-TimeZone --- src/hecdss/dateconverter.py | 18 ++++- src/hecdss/download_hecdss.py | 2 +- src/hecdss/hecdss.py | 105 ++++++++++++++++++++++++++++- src/hecdss/irregular_timeseries.py | 4 +- src/hecdss/native.py | 65 ++++++++++++++++-- src/hecdss/paired_data.py | 4 +- src/hecdss/regular_timeseries.py | 7 +- tests/test_basics.py | 23 +++++++ tests/test_regular_timeseries.py | 8 +++ 9 files changed, 224 insertions(+), 12 deletions(-) diff --git a/src/hecdss/dateconverter.py b/src/hecdss/dateconverter.py index 2babd05..d35222d 100644 --- a/src/hecdss/dateconverter.py +++ b/src/hecdss/dateconverter.py @@ -77,7 +77,6 @@ ] class DateConverter: - @staticmethod def dss_datetime_strings_from_datetime(dt:datetime): """ @@ -95,6 +94,22 @@ def dss_datetime_strings_from_datetime(dt:datetime): return dtstr[:9],dtstr[-8:] + @staticmethod + def datetime_from_dss_datetime_string(datestr: str): + """ + convert DSS 24:00 style string to python datetime + 25Aug2023 09:23:47 -> 2023-08-25 09:23:47 + 24Aug2023 24:00 -> 2023-08-25 00:00:00 + 25Aug2023 00:10 -> 2023-08-25 00:10:00 + """ + date_part, time_part = datestr.split() + dt = datetime.strptime(date_part, "%d%b%Y") + if time_part == "24:00": + dt += timedelta(days=1) + time_part = "00:00" + time_obj = datetime.strptime(time_part, "%H:%M").time() + return datetime.combine(dt.date(), time_obj) + @staticmethod def date_time_from_julian_second(time_julian, seconds_julian): """" @@ -142,6 +157,7 @@ def julian_array_from_date_times(date_times, time_granularity_seconds=60, start_ raise ValueError("Time Series Times array was None. Something didn't work right in DSS.") start_date_base = start_date_base.replace(hour=0, minute=0, second=0, microsecond=0)-timedelta(days=1) return [int(((i-start_date_base).days*86400 + i.hour * 3600 + i.minute * 60 + i.second)/time_granularity_seconds) for i in date_times] + @staticmethod def intervalString_to_sec(interval): if isinstance(interval, str): diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index 7c7bcae..48c0172 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -36,7 +36,7 @@ def download_and_unzip(url, zip_file, destination_dir): print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IU-6" +version = "7-IU-10" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index e40fb9d..2a42162 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -1,7 +1,9 @@ """Docstring for public module.""" from datetime import datetime, timedelta +from zoneinfo import ZoneInfo import numpy as np +from Tools.scripts.texi2html import increment import hecdss.record_type from hecdss.array_container import ArrayContainer @@ -275,6 +277,8 @@ def _get_paired_data(self, pathname): unitsDependent2 = [""] typeIndependent2 = [""] typeDependent2 = [""] + timeZoneName = [""] + timeZoneNameLength = [""] status = self._native.hec_dss_pdRetrieve(pathname, doubleOrdinates, numberOrdinates[0], doubleValues, numberCurves[0] * numberOrdinates[0], @@ -283,7 +287,8 @@ def _get_paired_data(self, pathname): typeIndependent2, len(typeIndependent[0]) + 1, unitsDependent2, len(unitsDependent[0]) + 1, typeDependent2, len(typeDependent[0]) + 1, - labels, labelsLength[0]) + labels, labelsLength[0], + timeZoneName, len(timeZoneNameLength[0]) + 1) if status != 0: print(f"Error reading paired-data from '{pathname}'") @@ -300,6 +305,7 @@ def _get_paired_data(self, pathname): pd.type_dependent = typeDependent2[0] pd.units_independent = unitsIndependent2[0] pd.units_dependent = unitsDependent2[0] + pd.time_zone_name = timeZoneName[0] pd.id = pathname pd.location_info = self._get_location_info(pathname) @@ -387,6 +393,7 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): units = [""] bufferLength = 40 dataType = [""] + timeZoneName = [""] status = self._native.hec_dss_tsRetrieve( pathname, @@ -406,6 +413,8 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): bufferLength, dataType, bufferLength, + timeZoneName, + bufferLength ) # print("units = "+units[0]) @@ -435,8 +444,11 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime): start_date = [] if len(new_times) == 0 else new_times[0] time_granularity_seconds = timeGranularitySeconds[0] julian_base_date = julianBaseDate[0] + timeZoneName = timeZoneName[0] + if(timeZoneName): + new_times = [i.replace(tzinfo=ZoneInfo(timeZoneName)) for i in new_times] location_info = self._get_location_info(pathname) - ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, time_granularity_seconds=time_granularity_seconds, julian_base_date=julian_base_date, path=pathname, location_info=location_info) + ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, time_granularity_seconds=time_granularity_seconds, julian_base_date=julian_base_date, time_zone_name=timeZoneName, path=pathname, location_info=location_info) return ts def _get_location_info(self, pathname: str): @@ -526,6 +538,8 @@ def put(self, container) -> int: False, ts.units, ts.data_type, + ts.time_zone_name, + 0 ) self._catalog = None elif type(container) is IrregularTimeSeries: @@ -549,6 +563,8 @@ def put(self, container) -> int: False, its.units, its.data_type, + its.time_zone_name, + 1 ) self._catalog = None elif type(container) is PairedData: @@ -582,6 +598,91 @@ def put(self, container) -> int: return status + def delete(self, pathname: str, allrecords: bool = False, startdatetime=None, enddatetime=None) -> int: + """deletes a record from the DSS file + Args: + pathname (str): dss pathname, if only the pathname is provided, delete only the record with this pathname + allRecords (bool): if True, delete all records with this pathname that have different dates + startdatetime (datetime): start date for query, if only start date is provided, delete all records at or after this date + enddatetime (datetime): end date for the query, if only end date is provided, delete all records at or before this date + Returns: + int: status of zero when successful. Non zero for errors. + """ + rt = self.get_record_type(pathname) + delete_path = DssPath(pathname) + if (rt == RecordType.RegularTimeSeries or rt == RecordType.IrregularTimeSeries) and allrecords: + for i in self.get_catalog().uncondensed_paths: + uncondensed_path = DssPath(i) + if uncondensed_path.path_without_date().__eq__(delete_path.path_without_date()): + status = self._native.hec_dss_delete(i) + if status == 0: + self._catalog = None + elif rt == RecordType.RegularTimeSeries and (startdatetime or enddatetime): + newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 1) + if startdatetime: + newStartDateTime = startdatetime + if enddatetime: + newEndDateTime = enddatetime + + interval_seconds=DateConverter.intervalString_to_sec(delete_path.E) + + firstMinutes = DateConverter.julian_array_from_date_times([newStartDateTime])[0] + firstSeconds, firstJulian = [firstMinutes % 1440 * 60], [firstMinutes // 1440] + + lastMinutes = DateConverter.julian_array_from_date_times([newEndDateTime])[0] + lastSeconds, lastJulian = [lastMinutes % 1440 * 60], [lastMinutes // 1440] + + number_periods = self._native.hec_dss_numberPeriods( + interval_seconds, + firstJulian[0], + firstSeconds[0], + lastJulian[0], + lastSeconds[0], + ) + + RTS = RegularTimeSeries() + RTS.values = [DSS_UNDEFINED_VALUE]*number_periods + RTS.times = [newStartDateTime, newEndDateTime] + RTS.start_date = startdatetime + RTS.id = pathname + + startDate, startTime = DateConverter.dss_datetime_strings_from_datetime(RTS.times[0]) + + status = self._native.hec_dss_tsStoreRegular( + RTS.id, + startDate, + startTime, + RTS.values, + RTS.quality, + False, + RTS.units, + RTS.data_type, + RTS.time_zone_name, + 3 + ) + self._catalog = None + elif rt == RecordType.IrregularTimeSeries and (startdatetime or enddatetime): + newStartDateTime, newEndDateTime = self._get_date_time_range(pathname, 1) + if startdatetime: + newStartDateTime = startdatetime + if enddatetime: + newEndDateTime = enddatetime + + IRTS = IrregularTimeSeries() + IRTS.values = [DSS_UNDEFINED_VALUE, DSS_UNDEFINED_VALUE] + IRTS.times = [newStartDateTime, newEndDateTime] + IRTS.start_date = startdatetime + IRTS.id = pathname + + dss.put(IRTS) + else: + status = self._native.hec_dss_delete(pathname) + if status == 0: + self._catalog = None + else: + print(f"Error deleting record from '{pathname}', Record does not exist or timeseries path must be uncondensed") + return status + def get_catalog(self) -> Catalog: """gets the DSS Catalog of all items in the DSS file diff --git a/src/hecdss/irregular_timeseries.py b/src/hecdss/irregular_timeseries.py index a40927f..8832b1c 100644 --- a/src/hecdss/irregular_timeseries.py +++ b/src/hecdss/irregular_timeseries.py @@ -21,6 +21,7 @@ def __init__(self): self.start_date = "" self.time_granularity_seconds = 1 self.julian_base_date = 0 + self.time_zone_name = "" self.id = "" self.location_info = None @@ -85,7 +86,7 @@ def print_to_console(self): for time, value in zip(self.times, self.values): print(f"Time: {time}, Value: {value}") @staticmethod - def create(values, times, quality=[], units="", data_type="", interval=0, start_date="", time_granularity_seconds=1, julian_base_date=None, path=None, location_info=None): + def create(values, times, quality=[], units="", data_type="", interval=0, start_date="", time_granularity_seconds=1, julian_base_date=None, time_zone_name="", path=None, location_info=None): """ Retrieve the value at a specific date in the time-series. @@ -107,6 +108,7 @@ def create(values, times, quality=[], units="", data_type="", interval=0, start_ irts.julian_base_date = 0 if julian_base_date is None and len(times): irts.julian_base_date = (times[0]-datetime(1900, 1, 1)).days + irts.time_zone_name = time_zone_name irts.id = path irts.location_info = location_info return irts diff --git a/src/hecdss/native.py b/src/hecdss/native.py index d54ecef..61ce2e0 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -475,7 +475,8 @@ def hec_dss_pdRetrieve(self, pathname: str, typeIndependent: List[str], typeIndependentLength: int, unitsDependent: List[str], unitsDependentLength: int, typeDependent: List[str], typeDependentLength: int, - labels: List[str], labelsLength: int): + labels: List[str], labelsLength: int, + timeZoneName: List[str], timeZoneNameLength: int): self.dll.hec_dss_pdRetrieve.argtypes = [c_void_p, c_char_p, POINTER(c_double), c_int, @@ -485,6 +486,7 @@ def hec_dss_pdRetrieve(self, pathname: str, c_char_p, c_int, c_char_p, c_int, c_char_p, c_int, + c_char_p, c_int, c_char_p, c_int] self.dll.hec_dss_pdRetrieve.restype = c_int @@ -500,6 +502,8 @@ def hec_dss_pdRetrieve(self, pathname: str, c_typeIndependent = create_string_buffer(typeIndependentLength) c_typeDependent = create_string_buffer(typeDependentLength) + c_timeZoneName = create_string_buffer(timeZoneNameLength) + result = self.dll.hec_dss_pdRetrieve(self.handle, pathname.encode("utf-8"), c_doubleOrdinates, doubleOrdinatesLength, @@ -510,7 +514,8 @@ def hec_dss_pdRetrieve(self, pathname: str, c_typeIndependent, typeIndependentLength, c_unitsDependent, unitsDependentLength, c_typeDependent, typeDependentLength, - c_labels, labelsLength) + c_labels, labelsLength, + c_timeZoneName, timeZoneNameLength) if result == 0: unitsIndependent[0] = c_unitsIndependent.value.decode('utf-8') @@ -523,6 +528,8 @@ def hec_dss_pdRetrieve(self, pathname: str, numberOrdinates[0] = c_numberOrdinates numberCurves[0] = c_numberCurves labels.extend(c_labels.raw.decode('utf-8').split("\0")[:c_numberCurves.value]) + + timeZoneName[0] = c_timeZoneName.value.decode("utf-8") else: print("Function call failed with result:", result) @@ -549,6 +556,7 @@ def hec_dss_pdStore( c_char_p, # typeDependent (const char*) c_char_p, # labels (const char*) c_int, # labelsLength (int) + c_char_p, # timeZoneName (const char*) - New argument ] c_pathname = c_char_p(pd.id.encode("utf-8")) @@ -566,6 +574,7 @@ def hec_dss_pdStore( flat_labels = "\0".join(pd.labels) c_labels = c_char_p(flat_labels.encode("utf-8")) c_labelsLength = len(flat_labels) + c_timeZoneName = c_char_p(pd.time_zone_name.encode("utf-8")) # New argument return self.dll.hec_dss_pdStore( self.handle, @@ -582,6 +591,7 @@ def hec_dss_pdStore( c_typeDependent, c_labels, c_labelsLength, + c_timeZoneName, # Pass the new argument ) def hec_dss_tsGetSizes( @@ -720,6 +730,8 @@ def hec_dss_tsRetrieve( unitsLength: int, dataType: List[str], typeLength: int, + timeZoneName: List[str], + timeZoneNameLength: int, ): f = self.dll.hec_dss_tsRetrieve @@ -742,6 +754,8 @@ def hec_dss_tsRetrieve( c_int, # unitsLength c_char_p, # dataType c_int, # typeLength + c_char_p, # timeZoneName + c_int, # timeZoneNameLength ] f.restype = c_int @@ -765,6 +779,8 @@ def hec_dss_tsRetrieve( c_julianBaseDate = c_int() c_timeGranularitySeconds = c_int() + c_timeZoneName = create_string_buffer(timeZoneNameLength) + rval = f( self.handle, pathname.encode("utf-8"), @@ -784,6 +800,8 @@ def hec_dss_tsRetrieve( c_unitsLength, c_dataType, c_typeLength, + c_timeZoneName, + timeZoneNameLength, ) times.clear() @@ -796,6 +814,7 @@ def hec_dss_tsRetrieve( dataType[0] = c_dataType.value.decode("utf-8") julianBaseDate[0] = c_julianBaseDate.value timeGranularitySeconds[0] = c_timeGranularitySeconds.value + timeZoneName[0] = c_timeZoneName.value.decode("utf-8") return rval @@ -809,6 +828,8 @@ def hec_dss_tsStoreRegular( saveAsFloat, units, dataType, + timeZoneName, + storageFlag, ): self.dll.hec_dss_tsStoreRegular.restype = c_int @@ -824,6 +845,8 @@ def hec_dss_tsStoreRegular( c_int, # saveAsFloat (int) c_char_p, # units (const char*) c_char_p, # type (const char*) + c_char_p, # timeZoneName (const char*) + c_int, # storageFlag (int) ] c_pathname = c_char_p(pathname.encode("utf-8")) @@ -831,10 +854,11 @@ def hec_dss_tsStoreRegular( c_startTime = c_char_p(startTime.encode("utf-8")) c_units = c_char_p(units.encode("utf-8")) c_type = c_char_p(dataType.encode("utf-8")) + c_timeZoneName = c_char_p(timeZoneName.encode("utf-8")) # New argument c_valueArray = (c_double * len(valueArray))(*valueArray) c_qualityArray = (c_int * len(qualityArray))(*qualityArray) - # import pdb;pdb.set_trace() + return self.dll.hec_dss_tsStoreRegular( self.handle, c_pathname, @@ -847,6 +871,8 @@ def hec_dss_tsStoreRegular( int(saveAsFloat), c_units, c_type, + c_timeZoneName, + int(storageFlag), ) def hec_dss_tsStoreIrregular( @@ -860,6 +886,8 @@ def hec_dss_tsStoreIrregular( saveAsFloat, units, dataType, + timeZoneName, + storageFlag, ): self.dll.hec_dss_tsStoreIregular.restype = c_int @@ -876,17 +904,20 @@ def hec_dss_tsStoreIrregular( c_int, # saveAsFloat (int) c_char_p, # units (const char*) c_char_p, # type (const char*) + c_char_p, # timeZoneName (const char*) + c_int, # storageFlag (int) ] c_pathname = c_char_p(pathname.encode("utf-8")) c_startDateBase = c_char_p(startDateBase.encode("utf-8")) c_units = c_char_p(units.encode("utf-8")) c_type = c_char_p(dataType.encode("utf-8")) + c_timeZoneName = c_char_p(timeZoneName.encode("utf-8")) # New argument c_valueArray = (c_double * len(valueArray))(*valueArray) c_times = (c_int * len(times))(*times) c_qualityArray = (c_int * len(qualityArray))(*qualityArray) - # import pdb;pdb.set_trace() + return self.dll.hec_dss_tsStoreIregular( self.handle, c_pathname, @@ -900,6 +931,8 @@ def hec_dss_tsStoreIrregular( int(saveAsFloat), c_units, c_type, + c_timeZoneName, + int(storageFlag), ) def hec_dss_recordType(self, pathname): @@ -1106,3 +1139,27 @@ def hec_dss_locationStore(self, location_info, replace: int) -> int: print("Function call failed with result:", result) return result + + def hec_dss_delete(self, pathname: str) -> int: + """ + Deletes a record from the DSS file. + + Args: + pathname (str): The pathname of the record to delete. + + Returns: + int: Status of zero when successful, non-zero on error. + """ + f = self.dll.hec_dss_delete + f.argtypes = [ + c_void_p, # dss_file* dss + c_char_p # const char* pathname + ] + f.restype = c_int + + result = f(self.handle, pathname.encode("utf-8")) + + if result != 0: + print("Function call failed with result:", result) + + return result diff --git a/src/hecdss/paired_data.py b/src/hecdss/paired_data.py index 207f02d..49da97a 100644 --- a/src/hecdss/paired_data.py +++ b/src/hecdss/paired_data.py @@ -15,6 +15,7 @@ def __init__(self): self.type_dependent = "" self.units_independent = "" self.units_dependent = "" + self.time_zone_name = "" self.location_info = None def curve_count(self): @@ -47,7 +48,7 @@ def curve_count(self): # return pd.DataFrame(data) @staticmethod - def create(x_values, y_values, labels=[], x_units="", x_type="", y_units="", y_type="", path=None): + def create(x_values, y_values, labels=[], x_units="", x_type="", y_units="", y_type="", time_zone_name="", path=None): """ Create a PairedData object with the provided data. @@ -73,4 +74,5 @@ def create(x_values, y_values, labels=[], x_units="", x_type="", y_units="", y_t pd.units_dependent = y_units pd.type_independent = x_type pd.type_dependent = y_type + pd.time_zone_name = time_zone_name return pd \ No newline at end of file diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index f57cdbe..5481657 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -3,6 +3,7 @@ from .dateconverter import DateConverter from .dsspath import DssPath from datetime import datetime, timedelta +from zoneinfo import ZoneInfo class RegularTimeSeries: def __init__(self): @@ -18,6 +19,7 @@ def __init__(self): self.start_date = "" self.time_granularity_seconds = 1 self.julian_base_date = 0 + self.time_zone_name = "" self.id = "" self.location_info = None @@ -157,7 +159,7 @@ def _interval_to_times(self, new_interval): if type(self.start_date) == datetime: self.times = [] for i in range(len(self.values)): - self.times.append((self.start_date + (i * timedelta(seconds=new_interval))).replace(microsecond=0)) + self.times.append((self.start_date + (i * timedelta(seconds=new_interval))).replace(microsecond=0, tzinfo=ZoneInfo(self.time_zone_name) if self.time_zone_name else None)) def _generate_times(self): """ @@ -176,7 +178,7 @@ def _generate_times(self): self._interval_to_times(x[0]) @staticmethod - def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", time_granularity_seconds=1, julian_base_date=0, path=None, location_info = None): + def create(values, times=[], quality=[], units="", data_type="", interval="", start_date="", time_granularity_seconds=1, julian_base_date=0, time_zone_name="", path=None, location_info = None): """ Creates a new instance of the RegularTimeSeries class with the specified parameters. @@ -206,6 +208,7 @@ def create(values, times=[], quality=[], units="", data_type="", interval="", st rts.start_date = start_date rts.time_granularity_seconds = time_granularity_seconds rts.julian_base_date = julian_base_date + rts.time_zone_name = time_zone_name rts.id = path rts.location_info = location_info rts._generate_times() diff --git a/tests/test_basics.py b/tests/test_basics.py index 9159741..9a73b8b 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -147,6 +147,29 @@ def test_incorrect_path(self): with HecDss(self.test_files.get_copy("incorrect_path.dss")) as dss: pass + def test_delete(self): + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + print("record count = " + str(dss.record_count())) + t1 = datetime(2005, 1, 1) + t2 = datetime(2005, 1, 4) + tsc = dss.get("//SACRAMENTO/PRECIP-INC//1Day/OBS/", t1, t2) + assert len(tsc.values) > 0 + # save to a new path + tsc.id = "//SACRAMENTO/PRECIP-INC//1Day/OBS-modified/" + dss.put(tsc) + dss.delete(tsc.id, True) + with self.assertRaises(Exception): + dss.get(tsc.id, t1, t2) + + def test_delete_range(self): + with HecDss(self.test_files.get_copy("sample7.dss")) as dss: + assert ("//SACRAMENTO/PRECIP-INC/01Jan1882/1Day/OBS/" in dss.get_catalog().uncondensed_paths) + path = "//SACRAMENTO/PRECIP-INC/01Jan1877/1Day/OBS/" + t1 = datetime(1879, 1, 1) + t2 = datetime(1885, 1, 1) + dss.delete(path, False, t1, t2) + assert (not("//SACRAMENTO/PRECIP-INC/01Jan1882/1Day/OBS/" in dss.get_catalog().uncondensed_paths)) + if __name__ == "__main__": unittest.main() # test_catalog() diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 41ea4b9..0d491a3 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -201,5 +201,13 @@ def test_regular_timeseries_empty_blocks(self): expected_count = 252273 assert ts.get_length() == expected_count, f" expected {expected_count} values, found {ts.get_length()}" + def test_regular_timeseries_timezone(self): + """ test reading time-series with timezone information """ + pathname = "/regular-time-series/GAPT/FLOW/01Sep2021 - 31Oct2021/6Hour/forecast1/" + with HecDss(self.test_files.get_copy("examples-all-data-types.dss")) as dss: + rts = dss.get(pathname) + assert rts.times[0].tzinfo is not None, f"expected timezone information, found None" + assert rts.times[0].tzinfo.key == "UTC", f"expected UTC timezone, found {rts.times[0].tzinfo.zone}" + if __name__ == "__main__": unittest.main() From 75aacc8ecd8992a96306bee54389b2950b03f17d Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 24 Apr 2025 16:05:42 -0700 Subject: [PATCH 110/134] Update hecdss.py --- src/hecdss/hecdss.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 9e6d2d1..54a28ea 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -3,7 +3,6 @@ from zoneinfo import ZoneInfo import numpy as np -from Tools.scripts.texi2html import increment import hecdss.record_type from hecdss.array_container import ArrayContainer From 976b62d8013700ce4c031b9301c9df51e51ef6b3 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 24 Apr 2025 16:20:47 -0700 Subject: [PATCH 111/134] Update test.yml --- .github/workflows/test.yml | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index feb74c5..4fc7ba6 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -23,6 +23,16 @@ jobs: - name: Checkout code uses: actions/checkout@v4 + + # On all platforms install the PyPI tzdata distribution + # (stdlib zoneinfo will auto‐pick it up; the backport will too) + - name: Install tzdata (Python) + run: pip install tzdata + + - name: Install runtime dependencies + run: | + pip install requests + pip install numpy - name: Install requests run: pip install requests From 3ba9e1ef9f8bb91f708c1dc298b368ddeb6cb63b Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 24 Apr 2025 16:23:33 -0700 Subject: [PATCH 112/134] Update test.yml --- .github/workflows/test.yml | 12 ++---------- 1 file changed, 2 insertions(+), 10 deletions(-) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 4fc7ba6..071a892 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -23,7 +23,7 @@ jobs: - name: Checkout code uses: actions/checkout@v4 - + # On all platforms install the PyPI tzdata distribution # (stdlib zoneinfo will auto‐pick it up; the backport will too) - name: Install tzdata (Python) @@ -33,19 +33,11 @@ jobs: run: | pip install requests pip install numpy - - - name: Install requests - run: pip install requests + pip install pytest - name: add dll run: python3 src/hecdss/download_hecdss.py - - name: Install Packages - run: pip install pytest - - - name: Install numpy - run: pip install numpy - - name: Run tests run: pytest tests From 09e3cc4c8fc68cb1a4b64b22d477c65399c91173 Mon Sep 17 00:00:00 2001 From: Oskar Hurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 21 May 2025 15:15:18 -0700 Subject: [PATCH 113/134] TS Pattern (#87) * ts-pattern test * finalize tests and TS-pattern support for regular timeseries --- pyproject.toml | 2 +- setup.cfg | 3 ++- src/hecdss/catalog.py | 3 ++- src/hecdss/download_hecdss.py | 2 +- src/hecdss/hecdss.py | 19 +++++++++++++++++-- tests/data/Depth_Area_01.dss | Bin 0 -> 2104536 bytes tests/test_basics.py | 23 +++++++++++++++++++++++ 7 files changed, 46 insertions(+), 6 deletions(-) create mode 100644 tests/data/Depth_Area_01.dss diff --git a/pyproject.toml b/pyproject.toml index 4f949d0..1512bc6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.21" +version = "0.1.22" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index 90c1599..4690e79 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.21 +version = 0.1.22 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. @@ -20,6 +20,7 @@ python_requires = >=3.8 include_package_data = True install_requires = numpy + tzdata [options.packages.find] where=src diff --git a/src/hecdss/catalog.py b/src/hecdss/catalog.py index 97cac5d..cf504f7 100644 --- a/src/hecdss/catalog.py +++ b/src/hecdss/catalog.py @@ -1,6 +1,7 @@ from .record_type import RecordType from .dsspath import DssPath from datetime import datetime +import re class Catalog: """manage list of objects inside a DSS database""" @@ -47,7 +48,7 @@ def __create_condensed_catalog(self): cleanPath = str(path.path_without_date()) raw_paths[cleanPath.lower()] = rawPath self.recordTypeDict[cleanPath.lower()] = recordType - if(path.D != "TS-Pattern"): + if re.match(r"^\d{2}[A-Za-z]{3}\d{4}$", path.D): # Check if path.D matches the format 'DDMMMYYYY' tsRecords = self.timeSeriesDictNoDates.setdefault(cleanPath.lower(), []) t = datetime.strptime(path.D,"%d%b%Y") tsRecords.append(t) diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index 48c0172..777ff22 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -36,7 +36,7 @@ def download_and_unzip(url, zip_file, destination_dir): print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IU-10" +version = "7-IU-16" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 54a28ea..16cdfe2 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -105,7 +105,11 @@ def get(self, pathname: str, startdatetime=None, enddatetime=None, trim=False): varies: RegularTimeSeries, PairedData, Grid, or Array. """ if type == RecordType.RegularTimeSeries or type == RecordType.IrregularTimeSeries: - new_pathname = DssPath(pathname).path_without_date().__str__() + new_pathname = pathname + if(DssPath(pathname).D.lower() != "ts-pattern"): + new_pathname = DssPath(pathname).path_without_date().__str__() + elif type == RecordType.IrregularTimeSeries: + raise ValueError("ts-pattern is not fully supported for irregular time series") ts = self._get_timeseries(new_pathname, startdatetime, enddatetime, trim) return ts elif type == RecordType.PairedData: @@ -315,7 +319,7 @@ def _get_julian_time_range(self, pathname, boolFullSet): firstSeconds = [0] lastValidJulian = [0] lastSeconds = [0] - self._native.hec_dss_tsGetDateTimeRange( + status = self._native.hec_dss_tsGetDateTimeRange( pathname, boolFullSet, firstValidJulian, @@ -464,8 +468,17 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime, trim): timeZoneName = timeZoneName[0] if(timeZoneName): new_times = [i.replace(tzinfo=ZoneInfo(timeZoneName)) for i in new_times] + elif (DssPath(pathname).D.lower() == "ts-pattern"): + new_times = [] + start_date = _startDateTime - timedelta(seconds=interval_seconds) + location_info = self._get_location_info(pathname) ts = ts.create(values=values, times=new_times, quality=quality, units=units, data_type=data_type, start_date=start_date, time_granularity_seconds=time_granularity_seconds, julian_base_date=julian_base_date, time_zone_name=timeZoneName, path=pathname, location_info=location_info) + + if (DssPath(pathname).D.lower() == "ts-pattern"): + new_interval = ts._get_interval_path() + ts._interval_to_times(new_interval) + return ts def _get_location_info(self, pathname: str): @@ -561,6 +574,8 @@ def put(self, container) -> int: self._catalog = None elif type(container) is IrregularTimeSeries: its = container + if (DssPath(its.id).D.lower() == "ts-pattern"): + raise ValueError("ts-pattern is not fully supported for irregular time series") # def 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with HecDss(self.test_files.get_copy("Depth_Area_01.dss")) as dss: + path = "//010010-B/FLOW-UNIT GRAPH/TS-Pattern/5Minute/DAA:Depth-Area 01>010005-C/" + tsc = dss.get(path) + tsc.id = "//010010-B/FLOW-UNIT GRAPH/TS-Pattern/5Minute/DAA:Depth-Area 01>010005-C-modified2/" + tsc.times = [i.replace(year=2023) for i in tsc.times] + tsc.start_date = tsc.start_date.replace(year=2023) + dss.put(tsc) + tsc2 = dss.get(tsc.id) + assert(len(tsc2.values) > 0) + + def test_path_empty_parts(self): + with HecDss(self.test_files.get_copy("Depth_Area_01.dss")) as dss: + path = "//010020-R/STORAGE-FLOW///DAA:Depth-Area 01>010025-R/" + tsc = dss.get(path) + assert (len(tsc.values) > 0) + if __name__ == "__main__": unittest.main() # test_catalog() From bd9f227b33d1a6fef39b3aec443657d0bf57a004 Mon Sep 17 00:00:00 2001 From: Oskar Hurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 21 May 2025 15:29:29 -0700 Subject: [PATCH 114/134] Ts pattern (#88) * ts-pattern test * finalize tests and TS-pattern support for regular timeseries * Update publish-to-test-pypi.yml --- .github/workflows/publish-to-test-pypi.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 2d50528..2bb4382 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -98,6 +98,9 @@ jobs: - name: Install numpy run: pip install numpy + - name: Install tzdata (Python) + run: pip install tzdata + - name: Run tests run: pytest tests/ From 825a4c900816d0d276128ceaa48752df60e31f01 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Fri, 13 Jun 2025 16:40:12 -0700 Subject: [PATCH 115/134] Update regular_timeseries.py --- src/hecdss/regular_timeseries.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index 5481657..db10c8f 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -125,6 +125,9 @@ def _get_interval_times(self): """ if len(self.times) > 1 and type(self.times[0]) == datetime: interval = self.times[1]-self.times[0] + total_seconds = interval.total_seconds() + if total_seconds > 86400: + return "empty" return int(interval.total_seconds()) return "empty" From a4ffefda40987d91a2193d1a662858aed07f3c93 Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Fri, 20 Jun 2025 10:55:28 -0500 Subject: [PATCH 116/134] Fix value order for paired data w/ multiple curves --- src/hecdss/hecdss.py | 9 ++++++++- src/hecdss/native.py | 4 ++-- 2 files changed, 10 insertions(+), 3 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 16cdfe2..164ab60 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -301,6 +301,13 @@ def _get_paired_data(self, pathname): pd.ordinates = np.array(doubleOrdinates) n = numberCurves2[0].value + ordinateCount = len(doubleOrdinates) + if n > 1: + # ---------------------------------------------------------------------------------------- # + # rearrange from consecutive values for each curve to consecutive curves for each ordinate # + # ---------------------------------------------------------------------------------------- # + groups = [doubleValues[i*ordinateCount:(i+1)*ordinateCount] for i in range(n)] + doubleValues = list(map(list, zip(*groups))) pd.values = np.array(doubleValues).reshape((len(doubleOrdinates), n)) # pd.values = [doubleValues[i:i+n] for i in range(0, len(doubleValues), n)] pd.labels = labels @@ -515,7 +522,7 @@ def _get_location_info(self, pathname: str): ) if status != 0: - print("Function call failed with result:", status) + # print("Function call failed with result:", status) return None location_info = LocationInfo.create( diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 61ce2e0..8df3234 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -1094,8 +1094,8 @@ def hec_dss_locationRetrieve(self, fullPath: str, x: List[float], y: List[float] verticalDatum[0] = c_verticalDatum.value timeZoneName[0] = c_timeZoneName.value.decode("utf-8") supplemental[0] = c_supplemental.value.decode("utf-8") - else: - print("Unable to read location information, Function call failed with result:", result) + # else: + # print("Unable to read location information, Function call failed with result:", result) return result From 307a9943c16ae4daed6e213275f45c17f3b4d3e3 Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Fri, 20 Jun 2025 10:57:19 -0500 Subject: [PATCH 117/134] Update version to 0.1.23 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 1512bc6..d6b72d4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.22" +version = "0.1.23" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" From 3e1657027c620ba75b6a8450ea081c60329d52f7 Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Fri, 20 Jun 2025 12:02:49 -0500 Subject: [PATCH 118/134] Fix mult-curve value order when storing to DSS --- src/hecdss/native.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 8df3234..1a0ceff 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -559,14 +559,22 @@ def hec_dss_pdStore( c_char_p, # timeZoneName (const char*) - New argument ] + numberCurves = len(pd.values[0]) + if numberCurves > 1: + _values = pd.values.tolist() + if len(_values[0]) > 1: + _values = [[_values[i][j] for i in range(len(_values))] for j in range(len(_values[0]))] + values2 = np.array(_values) + else: + values2 = pd.values c_pathname = c_char_p(pd.id.encode("utf-8")) c_Ordinates = (c_double * len(pd.ordinates))(*pd.ordinates) c_OrdinatesLength = len(pd.ordinates) - flat_list = pd.values.flatten() + flat_list = values2.flatten() c_Values = (c_double * len(flat_list))(*flat_list) c_ValuesLength = len(flat_list) c_numberOrdinates = len(pd.ordinates) - c_numberCurves = len(pd.values[0]) + c_numberCurves = numberCurves c_unitsIndependent = c_char_p(pd.units_independent.encode("utf-8")) c_typeIndependent = c_char_p(pd.type_independent.encode("utf-8")) c_unitsDependent = c_char_p(pd.units_dependent.encode("utf-8")) From b64eeb0b80d90febb9200168a4a03ae1d410c8d4 Mon Sep 17 00:00:00 2001 From: Mike Perryman Date: Fri, 20 Jun 2025 15:00:30 -0500 Subject: [PATCH 119/134] update setup.cfg to version 0.1.23 --- setup.cfg | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.cfg b/setup.cfg index 4690e79..38a2fd2 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.22 +version = 0.1.23 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. From b8adab0b85afbf8f543b9f406dbe6374c8e53bf9 Mon Sep 17 00:00:00 2001 From: Zachary Roy Date: Mon, 30 Jun 2025 13:58:34 -0700 Subject: [PATCH 120/134] Set `pythonpath = "./src"` on `pytest.ini_options` Following conventions recommended on [pytest](https://docs.pytest.org/en/stable/explanation/goodpractices.html), setting the `pytest.ini_options.pythonpath` variable in the pyproject.toml file avoids needed to modify `sys.path` before each testing module begins. --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index d6b72d4..a31ae8f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -68,3 +68,4 @@ build-backend = "setuptools.build_meta" log_cli = true log_cli_level = 'INFO' testpaths = ["tests"] +pythonpath = "./src" From cb4ef1529fa31e0f18dd2508e3cdd56f6ff96ab0 Mon Sep 17 00:00:00 2001 From: Zachary Roy Date: Mon, 30 Jun 2025 14:02:51 -0700 Subject: [PATCH 121/134] Remove modifications to `sys.path`, run `isort` Clean up the import statements for each testing module. --- tests/test_array.py | 9 +++------ tests/test_basics.py | 7 ++----- tests/test_dss_type.py | 4 ---- tests/test_dsspath.py | 7 +------ tests/test_gridded_data.py | 9 +++------ tests/test_irregular_timeseries.py | 16 +++++++--------- tests/test_location_info.py | 11 ++--------- tests/test_paired_data.py | 12 ++++-------- tests/test_regular_timeseries.py | 11 +++-------- tests/test_text.py | 11 +++-------- tests/workshop.py | 9 ++------- 11 files changed, 30 insertions(+), 76 deletions(-) diff --git a/tests/test_array.py b/tests/test_array.py index 395996a..f6bae63 100644 --- a/tests/test_array.py +++ b/tests/test_array.py @@ -1,14 +1,11 @@ """Pytest module.""" import unittest -import os -import sys -import numpy as np -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) +import numpy as np from file_manager import FileManager -from hecdss import HecDss, ArrayContainer + +from hecdss import ArrayContainer, HecDss class TestArray(unittest.TestCase): diff --git a/tests/test_basics.py b/tests/test_basics.py index e5ee502..e379f33 100644 --- a/tests/test_basics.py +++ b/tests/test_basics.py @@ -1,14 +1,11 @@ """Pytest module.""" import unittest -import os -import sys +from datetime import datetime -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) from file_manager import FileManager + from hecdss import Catalog, HecDss -from datetime import datetime class TestBasics(unittest.TestCase): diff --git a/tests/test_dss_type.py b/tests/test_dss_type.py index ffc1e1b..fae721b 100644 --- a/tests/test_dss_type.py +++ b/tests/test_dss_type.py @@ -1,9 +1,5 @@ import unittest -import os -import sys -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) from hecdss.dss_type import DssType diff --git a/tests/test_dsspath.py b/tests/test_dsspath.py index 98ba9c0..ecd0c8b 100644 --- a/tests/test_dsspath.py +++ b/tests/test_dsspath.py @@ -1,15 +1,10 @@ """Pytest module.""" import unittest -import os -import sys - -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) +from hecdss import DssPath from hecdss.cwms_utility import CwmsUtility from hecdss.dss_type import DssType -from hecdss import DssPath class TestDssPath(unittest.TestCase): diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index f3ad99a..2ecb94b 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -1,15 +1,12 @@ """Pytest module.""" import unittest -import sys -import os -import numpy as np -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) +import numpy as np from file_manager import FileManager -from hecdss.gridded_data import GriddedData + from hecdss import HecDss +from hecdss.gridded_data import GriddedData class TestGriddedData(unittest.TestCase): diff --git a/tests/test_irregular_timeseries.py b/tests/test_irregular_timeseries.py index 287c0ba..bb4aede 100644 --- a/tests/test_irregular_timeseries.py +++ b/tests/test_irregular_timeseries.py @@ -1,18 +1,16 @@ """Pytest module.""" -import unittest -import sys import os -import numpy as np - - -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) +import sys +import unittest +from datetime import datetime, timedelta +import numpy as np from file_manager import FileManager -from hecdss.irregular_timeseries import IrregularTimeSeries -from datetime import datetime, timedelta + from hecdss import HecDss +from hecdss.irregular_timeseries import IrregularTimeSeries + class TestRegularTimeSeries(unittest.TestCase): diff --git a/tests/test_location_info.py b/tests/test_location_info.py index b58bb8e..9bdb9d9 100644 --- a/tests/test_location_info.py +++ b/tests/test_location_info.py @@ -1,18 +1,11 @@ """Pytest module.""" import unittest -import sys -import os -import numpy as np - -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) from file_manager import FileManager -import copy -from hecdss.paired_data import PairedData -from hecdss.location_info import LocationInfo + from hecdss import HecDss +from hecdss.location_info import LocationInfo # update MODIFIED_TEST_DIR to be the path the folder containing dss files diff --git a/tests/test_paired_data.py b/tests/test_paired_data.py index 1f00358..b3c9121 100644 --- a/tests/test_paired_data.py +++ b/tests/test_paired_data.py @@ -1,17 +1,13 @@ """Pytest module.""" +import copy import unittest -import sys -import os -import numpy as np - -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) +import numpy as np from file_manager import FileManager -import copy -from hecdss.paired_data import PairedData + from hecdss import HecDss +from hecdss.paired_data import PairedData # update MODIFIED_TEST_DIR to be the path the folder containing dss files diff --git a/tests/test_regular_timeseries.py b/tests/test_regular_timeseries.py index 0d491a3..cf078d3 100644 --- a/tests/test_regular_timeseries.py +++ b/tests/test_regular_timeseries.py @@ -1,19 +1,14 @@ """Pytest module.""" import unittest -import sys -import os +from datetime import datetime, timedelta import numpy as np +from file_manager import FileManager from hecdss import HecDss - -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) - -from file_manager import FileManager from hecdss.regular_timeseries import RegularTimeSeries -from datetime import datetime, timedelta + class TestRegularTimeSeries(unittest.TestCase): diff --git a/tests/test_text.py b/tests/test_text.py index d1f4c1f..a33ee73 100644 --- a/tests/test_text.py +++ b/tests/test_text.py @@ -1,16 +1,11 @@ """Pytest module.""" import unittest -import sys -import os - -from hecdss.record_type import RecordType - -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) from file_manager import FileManager -from hecdss import Catalog, HecDss + +from hecdss import HecDss +from hecdss.record_type import RecordType class TestText(unittest.TestCase): diff --git a/tests/workshop.py b/tests/workshop.py index 2104fad..de02cd8 100644 --- a/tests/workshop.py +++ b/tests/workshop.py @@ -1,14 +1,9 @@ - """Pytest module.""" -import sys -import os -sys.path.append(r'src') -sys.path.append(os.path.dirname(__file__)) - +import copy from file_manager import FileManager -import copy + from hecdss import HecDss From eb97f258ad814d72838758a953155c9aeb398e69 Mon Sep 17 00:00:00 2001 From: Oskar Hurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 3 Jul 2025 12:17:37 -0700 Subject: [PATCH 122/134] Gridded data publish (#96) * gridded_data speed up and test publish * update release --- .github/workflows/publish-to-test-pypi.yml | 9 +++-- .github/workflows/update-version.yml | 45 ++++++++++++++++++++++ src/hecdss/gridded_data.py | 12 +++--- 3 files changed, 57 insertions(+), 9 deletions(-) create mode 100644 .github/workflows/update-version.yml diff --git a/.github/workflows/publish-to-test-pypi.yml b/.github/workflows/publish-to-test-pypi.yml index 2bb4382..75f5d88 100644 --- a/.github/workflows/publish-to-test-pypi.yml +++ b/.github/workflows/publish-to-test-pypi.yml @@ -7,7 +7,6 @@ on: push: branches: - main - - feature/grid # Allow the workflow to be manually triggered from the Actions tab. workflow_dispatch: @@ -142,7 +141,9 @@ jobs: runs-on: ubuntu-latest # Require a tag push to publish a release distribution. - if: startsWith(github.ref, 'refs/tags/') +# if: > +# startsWith(github.ref, 'refs/tags/') +# || (github.event_name == 'workflow_dispatch' && github.event.inputs.tag_name != '') # The distribution will only be published if the tests have passed. needs: @@ -173,7 +174,9 @@ jobs: runs-on: ubuntu-latest # GitHub releases are only uploaded for release (tagged) distributions. - needs: [deploy-release] + needs: + - deploy-release + - build permissions: contents: write # IMPORTANT: mandatory for making GitHub Releases diff --git a/.github/workflows/update-version.yml b/.github/workflows/update-version.yml new file mode 100644 index 0000000..e467d21 --- /dev/null +++ b/.github/workflows/update-version.yml @@ -0,0 +1,45 @@ +name: update-version + +# The deployment workflow should only run when changes are merged into the `main` branch. +# Since a branch protection rule prevents directly pushing to `main` this workflow will +# only run on a successful merge request. +on: + # Allow the workflow to be manually triggered from the Actions tab. + workflow_dispatch: + inputs: + tag_name: + description: 'If you want to update the version and release, type an existing or new version tag (eg. 1.2.0)' + required: false + default: '' + +jobs: + + update-version: + name: Update Version + runs-on: ubuntu-latest + if: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.tag_name != '' }} + steps: + - uses: actions/checkout@v4 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.x' + + - name: Update version in pyproject.toml + run: | + sed -i "s/^version = .*/version = \"${{ github.event.inputs.tag_name }}\"/" pyproject.toml + + - name: Update version in setup.cfg + run: | + sed -i "s/^version = .*/version = ${{ github.event.inputs.tag_name }}/" setup.cfg + + - name: Commit and push version update + run: | + git config user.name "github-actions[bot]" + git config user.email "github-actions[bot]@users.noreply.github.com" + git add pyproject.toml setup.cfg + git commit -m "chore: update version to ${{ github.event.inputs.tag_name }}" + git push + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} \ No newline at end of file diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index e6a7af8..f75b82e 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -114,12 +114,12 @@ def range_limit_table(self, minval, maxval, range_, bins, datasize, data): self.rangeLimitTable[i] = minval + step * i self.rangeLimitTable[bins - 1] = maxval - # Exceedance - for idx in range(datasize): - for jdx in range(bins): - if data[idx] >= self.rangeLimitTable[jdx]: - self.numberEqualOrExceedingRangeLimit[jdx] += 1 + sorted_data = np.sort(data) + n = len(sorted_data) + for jdx in range(bins): + idx = np.searchsorted(sorted_data, self.rangeLimitTable[jdx], side="left") + self.numberEqualOrExceedingRangeLimit[jdx] = n - idx def update_grid_info(self): """ @@ -135,7 +135,7 @@ def update_grid_info(self): self.data = np.nan_to_num(self.data, nan=NULL_INT) self.numberOfRanges = math.floor(1 + 3.322 * math.log10(n) + 1) - flat_data = self.data.flatten() + flat_data = self.data.ravel() self.range_limit_table(self.minDataValue, self.maxDataValue, bin_range, self.numberOfRanges, n, flat_data) @staticmethod From 1887a340a001f8f15eb542c235896519a36b06d1 Mon Sep 17 00:00:00 2001 From: Oskar Hurst <48417811+oskarhurst@users.noreply.github.com> Date: Thu, 3 Jul 2025 14:46:09 -0700 Subject: [PATCH 123/134] Update issue templates --- .../bug-report---feature-request.md | 35 +++++++++++++++++++ 1 file changed, 35 insertions(+) create mode 100644 .github/ISSUE_TEMPLATE/bug-report---feature-request.md diff --git a/.github/ISSUE_TEMPLATE/bug-report---feature-request.md b/.github/ISSUE_TEMPLATE/bug-report---feature-request.md new file mode 100644 index 0000000..4f62654 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug-report---feature-request.md @@ -0,0 +1,35 @@ +--- +name: Bug Report / Feature Request +about: Bug Report / Feature Request +title: '' +labels: '' +assignees: '' + +--- + +# Bug Report + +**IMPORTANT** +If your bug involves a specific DSS file, please ZIP it and attach the ZIP archive to your issue. + +## Description +A clear and concise description of what the bug is. + +## Steps to Reproduce +1. **Environment** + - Python version: e.g. `3.9.12` + - Package version: e.g. `hecdss==0.1.10` + - Operating System: e.g. Windows 10, macOS 12 +2. **Script** + ```python + from hecdss import HecDss + + with HecDss.open("file") as dss: + ts=dss.get("path") +3.**DSS file** +Attach DSS file. + +Note: GitHub strips large binaries, so always ZIP before attaching. + +Additional Context +Add any other context about the problem here (logs, screenshots, etc.). From 0e9f3c3adfa8c48a4f74c31da79c0c20afd25964 Mon Sep 17 00:00:00 2001 From: Mike Perryman <32601976+perrymanmd@users.noreply.github.com> Date: Wed, 9 Jul 2025 15:33:20 -0500 Subject: [PATCH 124/134] Correct computation of date/times for most-used calendar intervals (#97) * Correct computation of date/times for most-used calendar intervals * Update setup.cfg * Update pyproject.toml --------- Co-authored-by: Karl Tarbet --- pyproject.toml | 2 +- setup.cfg | 2 +- src/hecdss/regular_timeseries.py | 51 ++++++++++++++++++++++++++++++-- 3 files changed, 50 insertions(+), 5 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index a31ae8f..086164d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.23" +version = "0.1.24" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index 38a2fd2..49b430e 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.23 +version = 0.1.24 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/regular_timeseries.py b/src/hecdss/regular_timeseries.py index db10c8f..bd61f79 100644 --- a/src/hecdss/regular_timeseries.py +++ b/src/hecdss/regular_timeseries.py @@ -159,10 +159,55 @@ def _interval_to_times(self, new_interval): Args: new_interval (int): The new interval in seconds. """ + is_leap = lambda y: y % 4 == 0 and y % 100 != 0 or y % 400 == 0 + last_day = lambda y, m: 31 if m in (1,3,5,7,8,10,12) else 30 if m in (4,6,9,11) else 29 if is_leap(y) else 28 if type(self.start_date) == datetime: - self.times = [] - for i in range(len(self.values)): - self.times.append((self.start_date + (i * timedelta(seconds=new_interval))).replace(microsecond=0, tzinfo=ZoneInfo(self.time_zone_name) if self.time_zone_name else None)) + tz = ZoneInfo(self.time_zone_name) if self.time_zone_name else None + first_time = self.start_date.replace(microsecond=0, tzinfo=tz) + count = len(self.values) + if new_interval <= 604800: + # --------------------- # + # non-calendar interval # + # --------------------- # + span = timedelta(seconds=new_interval) + self.times = [(first_time + i * span) for i in range(count)] + elif new_interval == 864000: + # ------------------ # + # Tri-Month interval # + # ------------------ # + raise ValueError("Tri-Month interval not currently supported") + elif new_interval == 1296000: + # ------------------- # + # Semi-Month interval # + # ------------------- # + raise ValueError("Semi-Month interval not currently supported") + elif new_interval == 2592000: + # ---------------- # + # 1-Month interval # + # ---------------- # + self.times = [first_time] + for i in range(1, count): + y, m, d, h, n, s = self.times[-1].timetuple()[:6] + if m == 12: + y += 1 + m = 1 + else: + m += 1 + d = min(last_day(y, m), first_time.day) + self.times.append(datetime(y, m, d, h, n, s, tzinfo=tz)) + elif new_interval == 31536000: + # --------------- # + # 1-Year interval # + # --------------- # + self.times = [first_time] + for i in range(1, count): + y, m, d, h, n, s = self.times[-1].timetuple()[:6] + y += 1 + d = min(last_day(y, m), first_time.day) + self.times.append(datetime(y, m, d, h, n, s, tzinfo=tz)) + else: + raise ValueError(f"Invalid interval seconds: {new_interval}") + def _generate_times(self): """ From 39b22f8c695a84df1cb66c0ac2b50b07e5637210 Mon Sep 17 00:00:00 2001 From: Oskar Hurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 16 Jul 2025 16:25:57 -0700 Subject: [PATCH 125/134] send data pointer and use excedence mask --- src/hecdss/gridded_data.py | 19 ++++++------------- src/hecdss/native.py | 6 +++--- 2 files changed, 9 insertions(+), 16 deletions(-) diff --git a/src/hecdss/gridded_data.py b/src/hecdss/gridded_data.py index f75b82e..c7b0590 100644 --- a/src/hecdss/gridded_data.py +++ b/src/hecdss/gridded_data.py @@ -102,24 +102,17 @@ def range_limit_table(self, minval, maxval, range_, bins, datasize, data): if bins > max_bins: bins = max_bins - self.rangeLimitTable = [0] * bins - self.numberEqualOrExceedingRangeLimit = [0] * bins - + self.rangeLimitTable = np.empty(bins, dtype=float) self.rangeLimitTable[0] = NULL_INT self.rangeLimitTable[1] = minval step = range_ / bins - - for i in range(2, bins): - self.rangeLimitTable[i] = minval + step * i + self.rangeLimitTable[2:] = minval + step * np.arange(2, bins) self.rangeLimitTable[bins - 1] = maxval # Exceedance - sorted_data = np.sort(data) - n = len(sorted_data) - for jdx in range(bins): - idx = np.searchsorted(sorted_data, self.rangeLimitTable[jdx], side="left") - self.numberEqualOrExceedingRangeLimit[jdx] = n - idx + mask = data[None, :] >= self.rangeLimitTable[:, None] + self.numberEqualOrExceedingRangeLimit = mask.sum(axis=1) def update_grid_info(self): """ @@ -134,8 +127,8 @@ def update_grid_info(self): self.meanDataValue = np.nanmean(self.data) self.data = np.nan_to_num(self.data, nan=NULL_INT) - self.numberOfRanges = math.floor(1 + 3.322 * math.log10(n) + 1) - flat_data = self.data.ravel() + self.numberOfRanges = math.floor(2 + 3.322 * math.log10(n)) + flat_data = self.data.flatten() self.range_limit_table(self.minDataValue, self.maxDataValue, bin_range, self.numberOfRanges, n, flat_data) @staticmethod diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 1a0ceff..d2f234d 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -331,7 +331,6 @@ def hec_dss_gridStore( self, gd, ): - self.dll.hec_dss_pdStore.restype = c_int self.dll.hec_dss_pdStore.argtypes = [ ctypes.POINTER(ctypes.c_void_p), # dss (dss file pointer) @@ -395,8 +394,9 @@ def hec_dss_gridStore( c_rangeLimitTable = (c_float * len(gd.rangeLimitTable))(*gd.rangeLimitTable) c_numberEqualOrExceedingRangeLimit = (c_int * len(gd.numberEqualOrExceedingRangeLimit))( *gd.numberEqualOrExceedingRangeLimit) - flat_list = gd.data.flatten() - c_data = (c_float * len(flat_list))(*flat_list) + + arr = gd.data.astype('float32', copy=False) + c_data = arr.ctypes.data_as(ctypes.POINTER(ctypes.c_float)) return self.dll.hec_dss_gridStore(self.handle, c_pathname, c_gridType, c_dataType, c_lowerLeftCellX, c_lowerLeftCellY, From 6d55f43b76c52ec262b4d377c7cf84b3d65a7717 Mon Sep 17 00:00:00 2001 From: Oskar Hurst <48417811+oskarhurst@users.noreply.github.com> Date: Wed, 16 Jul 2025 16:32:56 -0700 Subject: [PATCH 126/134] update version --- pyproject.toml | 2 +- setup.cfg | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 086164d..34d0489 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.24" +version = "0.1.25" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index 49b430e..e771f80 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.24 +version = 0.1.25 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. From 82515da6aba8b43767cb1d9f230772e4a8d31bf5 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Mon, 11 Aug 2025 13:14:09 -0700 Subject: [PATCH 127/134] update pip install instructions (#99) --- Readme.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Readme.md b/Readme.md index 36974c2..ffdd443 100644 --- a/Readme.md +++ b/Readme.md @@ -8,7 +8,7 @@ Read about HEC-DSS [here.](https://www.hec.usace.army.mil/software/hec-dss/) To install `hecdss`, use the following command: ```bash -pip install -i https://test.pypi.org/simple/ hecdss +pip install hecdss ``` ## API full documentation From ef39067ceb9ad9511fd107a9ee5810bf66e75a9e Mon Sep 17 00:00:00 2001 From: Max Kipp Date: Fri, 12 Sep 2025 13:16:23 -0400 Subject: [PATCH 128/134] Add notes on message levels to docstrings and Readme --- Readme.md | 15 +++++++++++++++ src/hecdss/hecdss.py | 8 ++++++-- src/hecdss/native.py | 2 ++ 3 files changed, 23 insertions(+), 2 deletions(-) diff --git a/Readme.md b/Readme.md index ffdd443..d781322 100644 --- a/Readme.md +++ b/Readme.md @@ -121,6 +121,21 @@ This library uses (`hecdss.dll` on Windows and `libhecdss.so` on Unix/Linux). h ``` +## Message Levels + +Message levels can be set using `set_global_debug_level` or `set_debug_level`, for example: + +```python +from hecdss import HecDss +mlvl: int = 4 +HecDss.set_global_debug_level(mlvl) +``` + +Common levels are described in the documentation for the `mlvl` parameter of the `zset` utility function from the [HEC-DSS Programmers Guide for C](https://www.hec.usace.army.mil/confluence/dssdocs/dsscprogrammer) + +Additional levels are described in the heclib source code C headers in [zdssMessages.h](https://github.com/HydrologicEngineeringCenter/hec-dss/blob/master/heclib/heclib_c/src/headers/zdssMessages.h) + + ## how to generate documentation pdoc -o docs -d google --no-show-source .\src diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 164ab60..4781058 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -61,7 +61,9 @@ def set_global_debug_level(level: int) -> None: Sets the library debug level Args: - level (int): a value between 0 and 15. Larger for more output + level (int): a value between 0 and 15. Larger for more output. + For level descriptions, see zdssMessages.h of the heclib source code, + or documentation from the HEC-DSS Programmers Guide for C on the `mlvl` parameter of the `zset` utility function. """ _Native().hec_dss_set_debug_level(level) def close(self): @@ -743,7 +745,9 @@ def set_debug_level(self, level) -> int: """sets the DSS debug level. Args: - level (int): a value between 0 and 15. Larger for more output + level (int): a value between 0 and 15. Larger for more output. + For level descriptions, see zdssMessages.h of the heclib source code, + or documentation from the HEC-DSS Programmers Guide for C on the `mlvl` parameter of the `zset` utility function. Returns: int: _description_ diff --git a/src/hecdss/native.py b/src/hecdss/native.py index d2f234d..8968de1 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -90,6 +90,8 @@ def __hec_dss_set_value(self, name: str, value: int): # set debug level (0-15) # 0 - no output # 15 - max output + # for additional levels: see zdssMessages.h of the heclib source code, + # or documentation from the HEC-DSS Programmers Guide for C on `mlvl` parameter of the `zset` utility function. def hec_dss_set_debug_level(self, value: int): self.__hec_dss_set_value("mlvl", value) From 0066aefd1057c407860dd15bf754eeff1f3d18c8 Mon Sep 17 00:00:00 2001 From: danhamill Date: Mon, 15 Sep 2025 12:29:52 -0700 Subject: [PATCH 129/134] Catch when bad time zone is found and proceed with out any zone information. --- src/hecdss/hecdss.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 164ab60..15f4bb3 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -1,6 +1,6 @@ """Docstring for public module.""" from datetime import datetime, timedelta -from zoneinfo import ZoneInfo +from zoneinfo import ZoneInfo, ZoneInfoNotFoundError import numpy as np @@ -474,7 +474,12 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime, trim): julian_base_date = julianBaseDate[0] timeZoneName = timeZoneName[0] if(timeZoneName): - new_times = [i.replace(tzinfo=ZoneInfo(timeZoneName)) for i in new_times] + try: + new_times = [i.replace(tzinfo=ZoneInfo(timeZoneName)) for i in new_times] + except ZoneInfoNotFoundError as e: + print(f"Warning: The timezone '{timeZoneName}' was not found. Using no zone instead.") + print(e) + timeZoneName = False elif (DssPath(pathname).D.lower() == "ts-pattern"): new_times = [] start_date = _startDateTime - timedelta(seconds=interval_seconds) From a2ffbc3791376f6107e5fb4ae70ca01aa9804d69 Mon Sep 17 00:00:00 2001 From: danhamill Date: Mon, 15 Sep 2025 12:44:59 -0700 Subject: [PATCH 130/134] Clean up logging traceback to better encorperate ZoneInfo error. --- src/hecdss/hecdss.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index 15f4bb3..03b9256 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -477,8 +477,7 @@ def _get_timeseries(self, pathname, startDateTime, endDateTime, trim): try: new_times = [i.replace(tzinfo=ZoneInfo(timeZoneName)) for i in new_times] except ZoneInfoNotFoundError as e: - print(f"Warning: The timezone '{timeZoneName}' was not found. Using no zone instead.") - print(e) + print(f"Warning: {e}. Using no zone instead.") timeZoneName = False elif (DssPath(pathname).D.lower() == "ts-pattern"): new_times = [] From 11b126c044fc138c5b8b6e0b586913526cda9941 Mon Sep 17 00:00:00 2001 From: oskarhurst <48417811+oskarhurst@users.noreply.github.com> Date: Mon, 22 Sep 2025 16:04:33 -0700 Subject: [PATCH 131/134] update --- pyproject.toml | 2 +- setup.cfg | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 34d0489..a2401a4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.25" +version = "0.1.26" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index e771f80..5294d93 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.25 +version = 0.1.26 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. From fbe98e2f1f2374774c8f306ea502c0c1b15b6363 Mon Sep 17 00:00:00 2001 From: Karl Tarbet Date: Tue, 14 Oct 2025 16:09:57 -0700 Subject: [PATCH 132/134] text data type support (#108) * add text type with test * fix typo * update versions * cleanup --- setup.cfg | 2 +- src/hecdss/download_hecdss.py | 2 +- src/hecdss/hecdss.py | 43 ++++++++++++++++++++++++++++--- src/hecdss/native.py | 48 +++++++++++++++++++++++++++++++++++ src/hecdss/text.py | 22 ++++++++++++++++ tests/test_text.py | 15 ++++++----- 6 files changed, 120 insertions(+), 12 deletions(-) create mode 100644 src/hecdss/text.py diff --git a/setup.cfg b/setup.cfg index 5294d93..d63384b 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.26 +version = 0.1.27 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index 777ff22..cc3c388 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -36,7 +36,7 @@ def download_and_unzip(url, zip_file, destination_dir): print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IU-16" +version = "7-IW-3" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index c73bdac..a3a2d7f 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -7,6 +7,7 @@ import hecdss.record_type from hecdss.array_container import ArrayContainer from hecdss.location_info import LocationInfo +from hecdss.text import Text from hecdss.paired_data import PairedData from hecdss.native import _Native from hecdss.dateconverter import DateConverter @@ -59,12 +60,18 @@ def __exit__(self, exc_type, exc_val, exc_tb): def set_global_debug_level(level: int) -> None: """ Sets the library debug level - Args: - level (int): a value between 0 and 15. Larger for more output. - For level descriptions, see zdssMessages.h of the heclib source code, - or documentation from the HEC-DSS Programmers Guide for C on the `mlvl` parameter of the `zset` utility function. + level (int): HEC-DSS message level (0-15) + 0: No messages (not recommended) + 1: Critical errors only + 2: Terse output (errors + file operations) + 3: General log messages (default) + 4: User diagnostic messages + 5: Internal debug level 1 (not recommended for users) + 6: Internal debug level 2 (full debug) + 7-15: Extended debug levels """ + # Set the native DLL level (controls what gets written) _Native().hec_dss_set_debug_level(level) def close(self): """closes the DSS file and releases any locks @@ -123,8 +130,32 @@ def get(self, pathname: str, startdatetime=None, enddatetime=None, trim=False): return self._get_array(pathname) elif type == RecordType.LocationInfo: return self._get_location_info(pathname) + elif type == RecordType.Text: + return self._get_text(pathname) return None + def _get_text(self, pathname: str): + textLength = 1024 + + + BUFFER_TOO_SMALL = -1 + textArray = [] + status = self._native.hec_dss_textRetrieve(pathname, textArray, textLength) + while status == BUFFER_TOO_SMALL: + textLength *= 2 + status = self._native.hec_dss_textRetrieve(pathname, textArray, textLength) + if textLength > 2*1048576: # 2 MB + print(f"Text record too large to read from '{pathname}'") + return None + + if status != 0: + print(f"Error reading text from '{pathname}'") + return None + text = Text() + text.id = pathname + text.text = textArray[0] + return text + def _get_array(self, pathname: str): intValuesCount = [0] floatValuesCount = [0] @@ -627,6 +658,10 @@ def put(self, container) -> int: elif type(container) is LocationInfo: status = self._native.hec_dss_locationStore(container,1) self._catalog = None + elif type(container) is Text: + text = container + status = self._native.hec_dss_textStore(text.id, text.text, len(text.text)) + self._catalog = None else: raise NotImplementedError(f"unsupported record_type: {type(container)}. Expected types are: {RecordType.SUPPORTED_RECORD_TYPES.value}") diff --git a/src/hecdss/native.py b/src/hecdss/native.py index 8968de1..bbc8149 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -1173,3 +1173,51 @@ def hec_dss_delete(self, pathname: str) -> int: print("Function call failed with result:", result) return result + + def hec_dss_textStore(self, pathname, text, length=None): + """ + Store text data in a DSS file. + Args: + pathname (str): The DSS pathname where the text will be stored. + text (str): The text data to store. + length (int, optional): The length of the text. If None, it will be set to the length of the text. + """ + f = self.dll.hec_dss_textStore + f.argtypes = [ + c_void_p, # dss + c_char_p, # pathname + c_char_p, # text + c_int # length + ] + f.restype = c_int + + result = f(self.handle, pathname.encode("utf-8"), + text.encode("utf-8"), + length if length is not None else len(text)) + + return result + + def hec_dss_textRetrieve(self, pathname, buffer :List[str], buff_size: int) -> int: + """ + Store text data in a DSS file. + Args: + pathname (str): The DSS pathname where the text will be stored. + text (str): The text data to store. + length (int, optional): The length of the text. If None, it will be set to the length of the text. + """ + f = self.dll.hec_dss_textRetrieve + f.argtypes = [ + c_void_p, # dss + c_char_p, # pathname + c_char_p, # buffer + c_int # buff_size + ] + f.restype = c_int + + c_buffer = create_string_buffer(buff_size) + result = f(self.handle, pathname.encode("utf-8"), + c_buffer, + buff_size) + + buffer.append(c_buffer.value.decode("utf-8")) + return result \ No newline at end of file diff --git a/src/hecdss/text.py b/src/hecdss/text.py new file mode 100644 index 0000000..f5a3150 --- /dev/null +++ b/src/hecdss/text.py @@ -0,0 +1,22 @@ + +class Text: + def __init__(self): + """ + Initialize a Text object with default values. + """ + self.id = None + self.text = "" + + @staticmethod + def create(id:str, text:str): + """ + Create a Text object with the provided text. + + Parameters: + text (str): The text data. + """ + txt = Text() + txt.id = id + txt.text = text + + return txt diff --git a/tests/test_text.py b/tests/test_text.py index a33ee73..245acc4 100644 --- a/tests/test_text.py +++ b/tests/test_text.py @@ -6,6 +6,7 @@ from hecdss import HecDss from hecdss.record_type import RecordType +from hecdss.text import Text class TestText(unittest.TestCase): @@ -16,13 +17,15 @@ def setUp(self) -> None: def tearDown(self) -> None: self.test_files.cleanup() - def test_ressim_global_variables(self): - with HecDss(self.test_files.get_copy("TestAlt1-dss-v7.dss")) as dss: - catalog = dss.get_catalog() - for ds in catalog: - print(ds.recType, ds) - self.assertEqual(RecordType.Text, ds.recType) + def test_text_from_scratch(self): + with HecDss(self.test_files.get_copy("TestAlt1-dss-v7.dss")) as dss: + path = "/A/B/C/D/E/F/" + text = "This is a test\nof text data\nin a DSS file.\n" + test_txt = Text.create(path, text) + dss.put(test_txt) + txt = dss.get(path) + self.assertEqual(test_txt.text, txt.text) if __name__ == "__main__": From f47838326e9fac3e32e89c856f8d816c293d524c Mon Sep 17 00:00:00 2001 From: Mike Perryman <32601976+perrymanmd@users.noreply.github.com> Date: Thu, 16 Oct 2025 12:04:24 -0500 Subject: [PATCH 133/134] Fix for reading text records. (#109) * Fix for reading text records. * update dss library (#110) --------- Co-authored-by: Karl Tarbet --- pyproject.toml | 2 +- setup.cfg | 2 +- src/hecdss/__init__.py | 1 + src/hecdss/download_hecdss.py | 2 +- src/hecdss/hecdss.py | 5 +++-- 5 files changed, 7 insertions(+), 5 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index a2401a4..1b196ee 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.26" +version = "0.1.28" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index d63384b..38066a4 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.27 +version = 0.1.28 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/__init__.py b/src/hecdss/__init__.py index 04673ef..65c231e 100644 --- a/src/hecdss/__init__.py +++ b/src/hecdss/__init__.py @@ -6,4 +6,5 @@ from hecdss.regular_timeseries import RegularTimeSeries from hecdss.array_container import ArrayContainer from hecdss.paired_data import PairedData +from hecdss.text import Text diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index cc3c388..ad07c1b 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -36,7 +36,7 @@ def download_and_unzip(url, zip_file, destination_dir): print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IW-3" +version = "7-IW-4" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index a3a2d7f..de50b43 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -138,15 +138,16 @@ def _get_text(self, pathname: str): textLength = 1024 - BUFFER_TOO_SMALL = -1 + BUFFER_TOO_SMALL = -17 textArray = [] status = self._native.hec_dss_textRetrieve(pathname, textArray, textLength) while status == BUFFER_TOO_SMALL: textLength *= 2 - status = self._native.hec_dss_textRetrieve(pathname, textArray, textLength) if textLength > 2*1048576: # 2 MB print(f"Text record too large to read from '{pathname}'") return None + textArray = [] # otherwise we get an entry for each attempt + status = self._native.hec_dss_textRetrieve(pathname, textArray, textLength) if status != 0: print(f"Error reading text from '{pathname}'") From aec8c895106eac24c476b2bb38160d0d56afa493 Mon Sep 17 00:00:00 2001 From: Oskar Hurst <48417811+oskarhurst@users.noreply.github.com> Date: Tue, 18 Nov 2025 15:48:11 -0800 Subject: [PATCH 134/134] Enable User to write a precompressed grid to dss --- pyproject.toml | 2 +- setup.cfg | 2 +- src/hecdss/download_hecdss.py | 2 +- src/hecdss/hecdss.py | 18 +++++++++++++++++ src/hecdss/native.py | 14 ++++++++++--- tests/test_gridded_data.py | 38 +++++++++++++++++++++++++++++++++++ 6 files changed, 70 insertions(+), 6 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 1b196ee..f3057d4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "hec-dss-python" -version = "0.1.28" +version = "0.1.29" description = "Python wrapper for the HEC-DSS file database C library." authors = ["Hydrologic Engineering Center"] license = "MIT" diff --git a/setup.cfg b/setup.cfg index 38066a4..0e81e2c 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = hecdss -version = 0.1.28 +version = 0.1.29 author = Hydrologic Engineering Center author_email =hec.dss@usace.army.mil description = Python wrapper for the HEC-DSS file database C library. diff --git a/src/hecdss/download_hecdss.py b/src/hecdss/download_hecdss.py index ad07c1b..0ecc0d7 100644 --- a/src/hecdss/download_hecdss.py +++ b/src/hecdss/download_hecdss.py @@ -36,7 +36,7 @@ def download_and_unzip(url, zip_file, destination_dir): print(f"Failed to download zip file. Status code: {response.status_code}") base_url = "https://www.hec.usace.army.mil/nexus/repository/maven-public/mil/army/usace/hec/hecdss/" -version = "7-IW-4" +version = "7-JA-4" destination_dir = Path(__file__).parent.joinpath("lib") zip_url = f"{base_url}{version}-win-x86_64/hecdss-{version}-win-x86_64.zip" diff --git a/src/hecdss/hecdss.py b/src/hecdss/hecdss.py index de50b43..51df75c 100644 --- a/src/hecdss/hecdss.py +++ b/src/hecdss/hecdss.py @@ -679,6 +679,24 @@ def put(self, container) -> int: return status + + def writePrecompressedGrid(self, gd, compressedData, CompressionSize): + """ + puts pre-compressed gridded data into the DSS file + + Args + compressedData (bytes): Compressed data. + CompressionSize (int): Size of the compressed data. + Returns: + int: 0 if successful, -1 otherwise. + """ + + if compressedData and CompressionSize > 0: + status = self._native.hec_dss_gridStore(gd, compressedData, CompressionSize) + self._catalog = None + return status + return -1 + def delete(self, pathname: str, allrecords: bool = False, startdatetime=None, enddatetime=None) -> int: """deletes a record from the DSS file Args: diff --git a/src/hecdss/native.py b/src/hecdss/native.py index bbc8149..a85a8b9 100644 --- a/src/hecdss/native.py +++ b/src/hecdss/native.py @@ -332,6 +332,8 @@ def hec_dss_gridRetrieve(self, pathname: str, def hec_dss_gridStore( self, gd, + compressedData=None, + compressionSize=0, ): self.dll.hec_dss_pdStore.restype = c_int self.dll.hec_dss_pdStore.argtypes = [ @@ -348,6 +350,7 @@ def hec_dss_gridStore( ctypes.c_int, # timeZoneRawOffset ctypes.c_int, # isInterval ctypes.c_int, # isTimeStamped + ctypes.c_int, # compressionSize ctypes.c_char_p, # dataUnits ctypes.c_char_p, # dataSource ctypes.c_char_p, # srsName @@ -378,6 +381,7 @@ def hec_dss_gridStore( c_timeZoneRawOffset = c_int(gd.timeZoneRawOffset) c_isInterval = c_int(gd.isInterval) c_isTimeStamped = c_int(gd.isTimeStamped) + c_compressionSize = c_int(compressionSize) # default compression c_dataUnits = c_char_p(gd.dataUnits.encode("utf-8")) c_dataSource = c_char_p(gd.dataSource.encode("utf-8")) @@ -397,15 +401,19 @@ def hec_dss_gridStore( c_numberEqualOrExceedingRangeLimit = (c_int * len(gd.numberEqualOrExceedingRangeLimit))( *gd.numberEqualOrExceedingRangeLimit) - arr = gd.data.astype('float32', copy=False) - c_data = arr.ctypes.data_as(ctypes.POINTER(ctypes.c_float)) + if compressedData is not None and compressionSize: + # Treat compressed data as raw bytes, not float32 + c_data = ctypes.cast(compressedData, ctypes.POINTER(ctypes.c_float)) + else: + arr = gd.data.astype('float32', copy=False) + c_data = arr.ctypes.data_as(ctypes.POINTER(ctypes.c_float)) return self.dll.hec_dss_gridStore(self.handle, c_pathname, c_gridType, c_dataType, c_lowerLeftCellX, c_lowerLeftCellY, c_numberOfCellsX, c_numberOfCellsY, c_numberOfRanges, c_srsDefinitionType, c_timeZoneRawOffset, c_isInterval, - c_isTimeStamped, + c_isTimeStamped, c_compressionSize, c_dataUnits, c_dataSource, c_srsName, c_srsDefinition, c_timeZoneID, c_cellSize, c_xCoordOfGridCellZero, diff --git a/tests/test_gridded_data.py b/tests/test_gridded_data.py index 2ecb94b..f88ae8f 100644 --- a/tests/test_gridded_data.py +++ b/tests/test_gridded_data.py @@ -86,6 +86,44 @@ def test_gridded_data_read_store_read(self): assert ( gd.dataUnits == gd2.dataUnits), f"gd2.dataUnits is not equal to {gd.dataUnits}. gd2.dataUnits is {gd2.dataUnits}" + def test_gridded_data_write_precompressed(self): + """ + Test writing precompressed gridded data using zlib deflate. + Reads existing grid data, compresses it, writes using writePrecompressedGrid, and compares. + """ + import zlib + + # Read existing gridded data + original_path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS/" + file = self.test_files.get_copy("grid-example.dss") + + with HecDss(file) as dss: + # Read the original grid + gd_original = dss.get(original_path) + + # Compress the data using zlib deflate + raw_bytes = gd_original.data.astype(np.float32).tobytes() + compressed_data = zlib.compress(raw_bytes) + compression_size = len(compressed_data) + + # Create a new GriddedData object with metadata from original + # but pointing to a new path + new_path = "/grid/EAU GALLA RIVER/SNOW MELT/02FEB2020:0600/03FEB2020:0600/SHG-SNODAS-COMPRESSED/" + gd_original.id = new_path + + + # Write the precompressed grid + status = dss.writePrecompressedGrid(gd_original, compressed_data, compression_size) + + # Read back the compressed grid + gd_readback = dss.get(new_path) + + # Compare the two grids + assert status == 0, f"writePrecompressedGrid status should be 0, is {status}" + assert np.array_equal(gd_original.data, gd_readback.data), "Data from original and compressed grid do not match" + assert gd_original.numberOfCellsX == gd_readback.numberOfCellsX, "numberOfCellsX mismatch" + assert gd_original.numberOfCellsY == gd_readback.numberOfCellsY, "numberOfCellsY mismatch" + assert gd_original.dataUnits == gd_readback.dataUnits, "dataUnits mismatch" if __name__ == "__main__":

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