diff --git a/bifacialvf/bifacialvf.py b/bifacialvf/bifacialvf.py index e73b92f..251c883 100644 --- a/bifacialvf/bifacialvf.py +++ b/bifacialvf/bifacialvf.py @@ -25,20 +25,36 @@ import csv import pvlib import os -#import sys -#sys.path.insert(0, '../BF_BifacialIrradiances') + from vf import getBackSurfaceIrradiances, getFrontSurfaceIrradiances, getGroundShadeFactors from vf import getSkyConfigurationFactors, trackingBFvaluescalculator, rowSpacing from sun import hrSolarPos, perezComp, solarPos, sunIncident +import pandas as pd - -def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, +def simulate(TMYtoread, writefiletitle, beta = 0, sazm = 180, C = 0.5, D = None, rowType = 'interior', transFactor = 0.01, cellRows = 6, - PVfrontSurface = 'glass', PVbackSurface = 'glass', albedo = 0.62, - tracking = False, backtrack = True, r2r = 1.5, Cv= 0.05, offset = 0): + PVfrontSurface = 'glass', PVbackSurface = 'glass', albedo = 0.2, + tracking = False, backtrack = True, rtr = None, Cv = None, offset = 0): - + if tracking == True: + axis_tilt = 0 # algorithm only allows for zero north-south tilt with SAT + max_angle = 90 # maximum tracker rotation + axis_azimuth=sazm # axis_azimuth is degrees east of North + beta = 0 # start with tracker tilt = 0 + hub_height = C # Ground clearance at tilt = 0. C >= 0.5 + if hub_height < 0.5: + print('Warning: tracker hub height C < 0.5 may result in ground clearance errors') + + if (D == None) & (rtr != None): + D = rtr - math.cos(beta / 180.0 * math.pi) + elif (rtr == None) & (D != None): + rtr = D + math.cos(beta / 180.0 * math.pi) + elif (D == None) & (rtr == None): + raise Exception('No row distance specified in either D or rtr') + else: + print('Warning: Gap D and rtr passed in. Using ' + ('rtr' if tracking else 'D') ) + ## Read TMY3 data and start loop ~ (myTMY3,meta)=pvlib.tmy.readtmy3(TMYtoread) #myAxisTitles=myTMY3.axes @@ -55,7 +71,7 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, print "Running Simulation for TMY3: ", TMYtoread print "Location: ", name print "Lat: ", lat, " Long: ", lng, " Tz ", tz - print "Parameters: beta: ", beta, " Sazm: ", sazm, " Height: ", C, " D separation: ", D, " Row type: ", rowType, " Albedo: ", albedo + print "Parameters: beta: ", beta, " Sazm: ", sazm, " Height: ", C, " rtr separation: ", rtr, " Row type: ", rowType, " Albedo: ", albedo print "Saving into", writefiletitle print " " print " " @@ -80,23 +96,12 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, sw = csv.writer(csvfile, delimiter=',', quotechar='|', quoting=csv.QUOTE_MINIMAL) # Write Simulation Parameters (from setup file) - if tracking==True: - Ctype='Vertical GroundClearance(panel slope lengths) Cv' - Dtype='Row-to-Row-Distance rtr' - Ctypevar=Cv - Dtypevar=r2r - else: - Ctype='GroundClearance(panel slope lengths)' - Dtype='DistanceBetweenRows(panel slope lengths)' - Ctypevar=C - Dtypevar=D - outputheader=['Latitude(deg)','Longitude(deg)', 'Time Zone','Tilt(deg)', - 'PV Azimuth(deg)',Ctype, Dtype, 'RowType(first interior last single)', + 'PV Azimuth(deg)','GroundClearance(panel slope lengths)', 'Row-to-Row-Distance rtr', 'RowType(first interior last single)', 'TransmissionFactor(open area fraction)','CellRows(# hor rows in panel)', 'PVfrontSurface(glass or AR glass)', 'PVbackSurface(glass or AR glass)', 'CellOffsetFromBack(panel slope lengths)','Albedo', 'Tracking'] - outputheadervars=[lat, lng, tz, beta, sazm, Ctypevar, Dtypevar, rowType, transFactor, cellRows, PVfrontSurface, + outputheadervars=[lat, lng, tz, beta, sazm, C, rtr, rowType, transFactor, cellRows, PVfrontSurface, PVbackSurface, offset, albedo, tracking] @@ -125,6 +130,7 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, print " ***** IMPORTANT --> THIS SIMULATION Has Tracking Activated" print "Backtracking Option is set to: ", backtrack outputtitles+=['beta'] + outputtitles+=['sazm'] outputtitles+=['height'] outputtitles+=['D'] @@ -134,10 +140,7 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, rl = 0 while (rl < noRows): - #while (rl < 8): # Test while - # rl = 8 # Test value - - + myTimestamp=myTMY3.index[rl] year = myTimestamp.year month = myTimestamp.month @@ -156,7 +159,7 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, azm, zen, elv, dec, sunrise, sunset, Eo, tst, suntime = hrSolarPos(year, month, day, hour, lat, lng, tz) elif (dataInterval == 1 or dataInterval == 5 or dataInterval == 15): - azm, zen, elv, dec, sunrise, sunset, Eo, tst = solarPos(year, month, day, hour, minute - 0.5 * dataInterval, lat, lng, tz) + azm, zen, elv, dec, sunrise, sunset, Eo, tst = solarPos(year, month, day, hour, minute - 0.5 * dataInterval, lat, lng, tz) else : print("ERROR: data interval not 1, 5, 15, or 60 minutes."); @@ -172,56 +175,29 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, # TRACKING ROUTINE CALULATING GETSKYCONFIGURATION FACTORS if tracking == True: - - daystr=str(day) - if day<10: - daystr="0"+str(day) - - monthstr=str(month) - if month<10: - monthstr="0"+str(month) - - hourstr = str(hour) - if hour<10: - hourstr="0"+str(hour) - - minutestr=str(minute) - if minute<10: - minutestr="0"+str(minute) - if tz >= 0 and tz < 10: - tzstr="+0"+str(int(tz)) - if tz >= 10: - tzstr="+"+str(tz) - if tz <0 and tz>-10: - tzstr="-0"+str(abs(int(tz))) - if tz<=-10: - tzstr=str(int(tz)) - - times_loc=str(year)+"-"+monthstr+"-"+daystr+" "+hourstr+":"+minutestr+":00"+tzstr+":00" - - solpos = pvlib.solarposition.get_solarposition(times_loc, lat, lng) - aazi= solpos['azimuth'] - azen= solpos['apparent_zenith'] - axis_tilt = 0 - axis_azimuth=sazm # 180 axis N-S - max_angle=180 + #solpos = pvlib.solarposition.get_solarposition(myTimestamp, lat, lng) + #aazi= solpos['azimuth'] + #azen= solpos['zenith'] + aazi = pd.Series([azm*180.0/math.pi], index =[myTimestamp]) + azen = pd.Series([zen*180.0/math.pi], index =[myTimestamp]) + + - gcr=0.2857142857142857 # A value denoting the ground coverage ratio of a tracker system which utilizes backtracking; i.e. the ratio between the PV array surface area to total ground area. A tracker system with modules 2 meters wide, centered on the tracking axis, with 6 meters between the tracking axes has a gcr of 2/6=0.333. If gcr is not provided, a gcr of 2/7 is default. gcr must be <=1. + gcr=1/rtr trackingdata = pvlib.tracking.singleaxis(azen, aazi, axis_tilt, axis_azimuth, max_angle, backtrack, gcr) ## Sky configuration factors are not the same for all times, since the geometry is changing with the tracking. - beta=trackingdata.iloc[0][3] # Trackingdata tracker_theta - + beta=trackingdata['surface_tilt'][0] # Trackingdata tracker_theta + sazm = trackingdata['surface_azimuth'][0] if math.isnan(beta): beta=90 - #print beta # Rotate system if past sun's zenith ~ #123 Check if system breaks withot doing this. if beta<0: - sazm = sazm+180 # Rotate detectors + #sazm = sazm+180 # Rotate detectors beta = -beta; - rotatedetectors = True - [C, D] = trackingBFvaluescalculator(beta, Cv, r2r) + + [C, D] = trackingBFvaluescalculator(beta, hub_height, rtr) [rearSkyConfigFactors, frontSkyConfigFactors, ffConfigFactors] = getSkyConfigurationFactors(rowType, beta, C, D); ## Sky configuration factors are the same for all times, only based on geometry and row type @@ -294,6 +270,7 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, if tracking==True: outputvalues.append(beta) + outputvalues.append(sazm) outputvalues.append(C) outputvalues.append(D) @@ -310,31 +287,46 @@ def simulate(TMYtoread, writefiletitle, beta, sazm, C = 1, D = 0.5, return; if __name__ == "__main__": + #import time + #start_time = time.time() + beta = 10 # PV tilt (deg) - sazm = 180 # PV Azimuth(deg) - C = 1 # GroundClearance(panel slope lengths) + sazm = 180 # PV Azimuth(deg) or tracker axis direction + C = 1 # GroundClearance(panel slope lengths). For tracking this is tilt = 0 hub height D = 0.51519 # DistanceBetweenRows(panel slope lengths) rowType = "interior" # RowType(first interior last single) transFactor = 0.013 # TransmissionFactor(open area fraction) - cellRows = 6 # CellRows(# hor rows in panel) <--> THIS IS FOR LANDSCAPE, YINLI MODEL - PVfrontSurface = "glass" #PVfrontSurface(glass or AR glass) + cellRows = 6 # CellRows(# hor rows in panel) <--> THIS ASSUMES LANDSCAPE ORIENTATION + PVfrontSurface = "glass" # PVfrontSurface(glass or AR glass) PVbackSurface = "glass" # PVbackSurface(glass or AR glass) - albedo = 0.62 # albedo - dataInterval = 60 # DataInterval(minutes) + albedo = 0.62 # ground albedo + # Tracking instructions tracking=False backtrack=True - r2r = 1.5 # meters. This input is not used (D is used instead) except for in tracking - Cv = 0.05 # GroundClearance when panel is in vertical position (panel slope lengths) + rtr = 1.5 # row to row spacing in normalized panel lengths. TMYtoread="data/724010TYA.csv" # VA Richmond writefiletitle="data/Output/TEST.csv" - simulate(TMYtoread, writefiletitle, beta, sazm, - C, D, rowType= rowType, transFactor= transFactor, cellRows= cellRows, + simulate(TMYtoread, writefiletitle, beta, sazm, C, rtr= rtr, + rowType= rowType, transFactor= transFactor, cellRows= cellRows, PVfrontSurface= PVfrontSurface, PVbackSurface= PVbackSurface, - albedo= albedo, tracking= tracking, backtrack= backtrack, r2r= r2r, Cv= Cv) + albedo= albedo, tracking= tracking, backtrack= backtrack) + + #Load the results from the resultfile + from loadVFresults import loadVFresults + (data, metadata) = loadVFresults(writefiletitle) + #print data.keys() + # calculate average front and back global tilted irradiance across the module chord + data['GTIFrontavg'] = data[['No_1_RowFrontGTI', 'No_2_RowFrontGTI','No_3_RowFrontGTI','No_4_RowFrontGTI','No_5_RowFrontGTI','No_6_RowFrontGTI']].mean(axis=1) + data['GTIBackavg'] = data[['No_1_RowBackGTI', 'No_2_RowBackGTI','No_3_RowBackGTI','No_4_RowBackGTI','No_5_RowBackGTI','No_6_RowBackGTI']].mean(axis=1) + # Print the annual bifacial ratio. + frontIrrSum = data['GTIFrontavg'].sum() + backIrrSum = data['GTIBackavg'].sum() + print('The bifacial ratio for ground clearance {} and rtr spacing {} is: {:.1f}%'.format(C,rtr,backIrrSum/frontIrrSum*100)) + #print("--- %s seconds ---" % (time.time() - start_time)) \ No newline at end of file diff --git a/bifacialvf/data/Output/test.csv b/bifacialvf/data/Output/test.csv index 0d150e7..8b13789 100644 --- a/bifacialvf/data/Output/test.csv +++ b/bifacialvf/data/Output/test.csv @@ -1,160 +1 @@ -Latitude(deg),Longitude(deg),Time Zone,Tilt(deg),PV Azimuth(deg),GroundClearance(panel slope lengths),DistanceBetweenRows(panel slope lengths),RowType(first interior last single),TransmissionFactor(open area fraction),CellRows(# hor rows in panel),PVfrontSurface(glass or AR glass),PVbackSurface(glass or AR glass),CellOffsetFromBack(panel slope lengths),Albedo,Tracking -37.517,-77.317,-5.0,10,180,1,0.51519,interior,0.013,6,glass,glass,0,0.62,False -Year,Month,Day,Hour,Minute,DNI,DHI,decHRs,ghi,inc,zen,azm,pvFrontSH,aveFrontGroundGHI,GTIfrontBroadBand,pvBackSH,aveBackGroundGHI,GTIbackBroadBand,maxShadow,Tamb,Vwind,No_1_RowFrontGTI,No_2_RowFrontGTI,No_3_RowFrontGTI,No_4_RowFrontGTI,No_5_RowFrontGTI,No_6_RowFrontGTI,No_1_RowBackGTI,No_2_RowBackGTI,No_3_RowBackGTI,No_4_RowBackGTI,No_5_RowBackGTI,No_6_RowBackGTI -1987,1,1,8,0,2,9,7.5,9.101547467025318,81.84928674328764,87.0896279687359,121.95103455330243,0.46281672129602996,2.831847981395978,9.1241313142882188,1.0,2.831847981395978,5.5345368570981321,1.4999977530122082,1.1000000000000001,3.6000000000000001,8.2139527002748096,8.3391775486809099,8.4482453554517303,8.5528857154427875,8.5379499188055341,8.5310113269316616,1.6532695872291685,1.6479938820672582,1.6452238187701707,1.6395566137631854,1.6284464453091003,1.6154083721564345 -1987,1,1,9,0,3,58,8.5,58.525024080102504,73.67655228837785,79.92087478764262,129.4830779414508,0.06599256992034848,17.491526475554153,59.478796074264025,1.0,17.491526475554153,35.692487532295772,1.4999977530122082,1.7,5.2000000000000002,53.007212532050346,55.328068469334426,55.780917041165075,55.691973881759594,55.624704242510617,55.592207567169559,10.216949362604165,10.188457364975811,10.171334262507582,10.141507706634616,10.079222072516746,9.9985897464411373 -1987,1,1,10,0,5,74,9.5,75.581632277435901,63.95047105660178,71.5590907177807,140.78321792999705,0.0,23.191591157890866,75.431325212958939,1.0,23.191591157890866,46.096805278996399,1.4999977530122082,2.2000000000000002,4.0999999999999996,69.93977020195635,70.955191849986946,71.55068098027759,71.437037093031364,71.351295970486561,71.309653828876094,13.537799456979155,13.505774044134792,13.488452932261822,13.453493275069098,13.37227655854379,13.262157465794443 -1987,1,1,11,0,10,110,10.5,114.20418341686721,56.251366765334716,65.13899803704001,153.92421829602213,0.0,34.482879801529833,115.09870869398834,1.0,34.482879801529833,69.722329803078452,1.4999977530122082,2.2000000000000002,5.2000000000000002,107.06150773933626,108.54149223804453,109.40911930206306,109.26018421820338,109.14897727933374,109.0937912760015,20.170551297785742,20.131407260274479,20.091535425323841,20.016596311738688,19.875326724671371,19.701896721042345 -1987,1,1,12,0,10,126,11.5,130.79847073277318,51.53791881480009,61.32458539352664,168.78130606517695,0.0,39.576820821777837,131.80465127980418,1.0,39.576820821777837,79.882231378676437,1.4999977530122082,2.2000000000000002,5.2000000000000002,122.76451242970194,124.45160602185523,125.44050584872778,125.27979382466162,125.16051855394846,125.10060596394447,23.182065742569243,23.117221439630068,23.049175549112899,22.952748837689459,22.794023549487246,22.603871525338157 -1987,1,1,13,0,8,142,12.5,145.92396697813743,50.66210104294671,60.62682096934082,184.54627396818995,0.0,44.092701888181658,147.14102633150563,1.0,44.092701888181658,89.141309905947736,1.4999977530122082,2.2000000000000002,5.7000000000000002,137.07887032910938,138.95589679892768,140.05609202923856,139.88421904450976,139.7571475450714,139.69279734396082,25.833623669603842,25.756220997180254,25.67539878254275,25.569337600784515,25.395113292493555,25.186469177917953 -1987,1,1,14,0,5,116,13.5,118.2581540959726,53.81324683319954,63.15163614885997,199.9315595025132,0.0,36.134229896452403,118.42331270298517,1.0,36.134229896452403,72.19725329421837,1.4999977530122082,2.7999999999999998,7.2000000000000002,110.11764265596469,111.67806532508858,112.59293797151157,112.43958620679807,112.32528205145017,112.26836927732802,21.140952192074344,21.089523094560423,21.04234017621728,20.964711547930499,20.823940672746016,20.649223237342866 -1987,1,1,15,0,3,120,14.5,121.09780350208149,60.35856368429063,68.53489521080188,213.86052440700743,0.0,36.465083873883252,122.18505022979019,1.0,36.465083873883252,73.936620784537936,1.4999977530122082,2.7999999999999998,7.2000000000000002,113.44352677849243,115.01728823856193,115.93994969510594,115.78429027284614,115.66809155179944,115.61035001710813,21.295350430620086,21.26430859198204,21.241159274175896,21.18069133300498,21.041985626994066,20.856818365698995 -1987,1,1,16,0,2,62,15.5,62.478815537509249,69.32691370142847,76.14841095799282,225.93074338384923,0.0,19.188547658038662,62.275696517731227,1.0,19.188547658038662,38.092640848289022,1.4999977530122082,2.7999999999999998,9.8000000000000007,57.628807226427192,58.475351707446464,58.971865176910299,58.873645668004784,58.799327264627294,58.763459239662488,11.208428676580368,11.176119064504912,11.156793075316848,11.124067038800964,11.055998579682473,10.968085333953329 -1987,1,1,17,0,0,21,16.5,21.0,79.51679521475668,85.0310696273143,236.0360510844422,0.2859299956769753,6.6045650167575163,20.644797006888599,1.0,6.6045650167575163,12.786031228997329,1.4999977530122082,2.7999999999999998,8.8000000000000007,19.16588501819972,19.458076331147289,19.629458448295185,19.590524651310659,19.560792536846741,19.546725750205386,3.8568987924463336,3.8454274841417599,3.8389702505368799,3.8268205489964209,3.8022274746902074,3.7718369561313803 -1987,1,2,8,0,20,10,7.5,11.012280838288138,81.87691995965153,87.09878940277041,121.82616632726673,0.4626968828316972,3.0075445597070272,13.125312727612933,1.0,3.0075445597070272,6.8627766835032791,1.4999977530122082,2.7999999999999998,4.0999999999999996,8.6787232018869478,8.8110333008184814,9.3440673562018031,10.958162118666571,10.987066261409829,10.998261775234006,1.7651592912552891,1.7668791502236949,1.7639389972880906,1.7672421563320577,1.7669040229718014,1.753040487245302 -1987,1,2,9,0,36,84,8.5,90.294925170128636,73.70432130166007,79.9295452222986,129.34368952768278,0.0652407040760208,23.832328509949228,98.347139420874711,1.0,23.832328509949228,55.169398337728808,1.4999977530122082,2.7999999999999998,5.2000000000000002,80.451465841757198,89.127848876937236,89.741085510711514,89.635288200397071,89.55609292381591,89.516983223817888,13.923075505607349,13.88633966878751,13.862922865911646,13.824728561391606,13.74269921696227,13.632277489254227 -1987,1,2,10,0,21,154,9.5,160.64713412565871,63.95503991976356,71.54678490309918,140.63867099542307,0.0,44.635342600076079,168.53593900665024,1.0,44.635342600076079,98.223144619926032,1.4999977530122082,3.2999999999999998,4.5999999999999996,155.93019163214572,157.81281371238245,158.91620675078778,158.75257865295995,158.63204709925157,158.57044104018658,26.004101056004021,25.983854595436782,25.985996506207382,25.952542401649925,25.808879823772216,25.573914243081916 -1987,1,2,11,0,129,174,10.5,228.31149961374837,56.22576371915805,65.10103825069453,153.77817729831662,0.0,58.74312273271822,249.1548568776206,1.0,58.74312273271822,139.76869684231448,1.4999977530122082,4.4000000000000004,4.5999999999999996,234.09154653337274,236.27555203767403,237.55251643980574,237.36429127366327,237.22806687440192,237.15612586872487,34.551926002632797,34.594232392350968,34.480665221692405,34.210995669909614,33.805077634407226,33.400131009758084 -1987,1,2,12,0,419,125,11.5,326.48097357212828,51.47696681268427,61.25831614645303,168.64334274533755,0.0,58.861534729851321,405.18030569985467,1.0,58.861534729851321,204.46414981334661,1.4999977530122082,7.2000000000000002,7.2000000000000002,387.56614794194661,388.59000347553115,389.17441546579471,390.45689484117719,391.51402231459207,391.93587872480759,36.100290791904115,36.042598124566148,35.23486972526824,34.524937595751581,33.993773545074738,33.549367553790979 -1987,1,2,13,0,90,236,12.5,280.27202605512105,50.567211529669045,60.533710006046476,184.42918472922503,0.0,75.842858068618739,299.61213865572552,1.0,75.842858068618739,171.64290986890478,1.4999977530122082,7.7999999999999998,9.3000000000000007,282.37404252113612,285.22606592762486,286.89371983550359,286.69037540674765,286.54717256209864,286.46744502906199,44.807893012564932,44.623203768201243,44.291317608016449,43.920901567176017,43.495465957317762,43.106873405615708 -1987,1,2,14,0,4,172,13.5,173.81363013548642,53.69369055580675,63.03748111783286,199.84417308010956,0.0,51.795733982715809,176.59665439135833,1.0,51.795733982715809,106.2316683003307,1.4999977530122082,7.2000000000000002,6.7000000000000002,164.54948652307417,166.73745954527035,168.01976209964579,167.83228364604534,167.69471130362746,167.62400465708225,30.350480411796735,30.281898128062675,30.195297960566265,30.061927830235884,29.84530020036653,29.585849593135375 -1987,1,2,15,0,11,120,14.5,124.04807885850978,60.22578205707812,68.40723337738245,213.8034173529961,0.0,36.810167550500381,126.13456970028832,1.0,36.810167550500381,75.751515053517934,1.4999977530122082,6.7000000000000002,7.7000000000000002,117.17537368675752,118.7502034939757,119.67334163963815,119.5174858306695,119.40120472215358,119.34334513550738,21.497051640417496,21.473628758664859,21.453002767600168,21.389211080094849,21.243760272706606,21.050038504845517 -1987,1,2,16,0,7,129,15.5,130.69181209805544,69.18942745716168,76.01384398973175,225.89890686431397,0.0,35.717457765064999,138.07398101737772,1.0,35.717457765064999,79.891873788250976,1.4999977530122082,6.0999999999999996,8.1999999999999993,126.33381687075831,127.88628484204078,128.79664655782784,128.65880666375884,128.55691420189382,128.50524383176534,20.871953753358415,20.808291486477724,20.767871847252547,20.715681727349203,20.603540037412529,20.442101360311355 -1987,1,2,17,0,74,33,16.5,39.500308280420512,79.4545319452849,84.96052875056525,236.08754378797315,0.28004654635861503,9.2451284898802992,50.891460560238407,1.0,9.2451284898802992,24.529539451369551,1.4999977530122082,5.0,6.2000000000000002,26.431160451811021,31.430150634382102,41.445571893853213,41.537183302799235,41.613872220375825,41.643243577506709,5.4234136539289164,5.4267409857100102,5.4176465529221778,5.4251712764458704,5.4207896904930157,5.3778206173532555 -1987,1,3,8,0,136,12,7.5,18.868751929397263,81.9027778094695,87.10501470287731,121.69388988113008,0.4621481352452761,2.6215089457491434,34.21868484986193,1.0,2.6215089457491434,12.211964574350302,1.4999977530122082,0.59999999999999998,5.2000000000000002,7.2600149967385006,7.3706939907566005,10.707640000450358,22.058855463059878,22.23439346875989,22.306499233651074,1.5698068504780873,1.595916887794437,1.5933267929259374,1.6274554001091472,1.6655165512963843,1.6531644724089325 -1987,1,3,9,0,548,41,8.5,136.80031109561463,73.72647953160096,79.93192798900779,129.20010585378253,0.06422158676045621,9.7843898835483198,205.34433278270512,1.0,9.7843898835483198,86.00278405892621,1.4999977530122082,2.7999999999999998,5.7000000000000002,111.33010543407916,166.29745858723433,166.51357371743143,167.17063546347066,167.7053227470773,167.92448374916296,5.8326413054738415,5.9107290500579115,5.9004133651283883,6.0015938184304547,6.1101779645748442,6.0600108752230701 -1987,1,3,10,0,480,82,9.5,234.08648465689464,63.95327654392324,71.52765791678283,140.49080757530118,0.0,33.423212283777808,306.47983370881929,1.0,33.423212283777808,146.43755020695116,1.4999977530122082,4.4000000000000004,6.2000000000000002,279.8293299533812,280.5726574010601,281.00185475316812,281.86896820512175,282.57886926094227,282.8654251595467,19.074289887240322,19.516505420235973,19.86704841895267,20.225493355918029,20.333293520417655,19.936692616440485 -1987,1,3,11,0,879,49,10.5,419.7051233870443,56.19317264594526,65.05582196309868,153.63009013353565,0.0,60.855487880387614,548.29306619781198,1.0,60.855487880387614,261.236133556102,1.4999977530122082,5.5999999999999996,7.2000000000000002,522.78272402045241,523.21549962684878,523.44731908858068,524.49993099139147,525.37046386390728,525.71537276038498,37.079333833329144,37.753986792237264,37.316442963819881,36.387762274555158,35.25648023790972,34.282832758504391 -1987,1,3,12,0,793,62,11.5,444.21769326614054,51.40863123793926,61.18457816520572,168.50507762044904,0.0,73.438543188205713,568.53983696087926,1.0,73.438543188205713,276.78830171747876,1.4999977530122082,6.7000000000000002,7.2000000000000002,548.77187076038695,549.30960439883722,549.59727797655955,550.8137806455926,551.82339304153811,552.22082651720962,45.69302418960568,45.434187441770874,44.033910042167982,42.696296481652737,41.648690022032177,41.040565045830832 -1987,1,3,13,0,749,95,12.5,464.58410816334566,50.46507554854717,60.43328095431454,184.31381750404512,0.0,77.610835925088978,591.89043429223784,1.0,77.610835925088978,290.01151528234647,1.4999977530122082,6.7000000000000002,7.7000000000000002,571.62184174869094,572.253294643142,572.59471560959571,574.05760015968804,575.26791825108296,575.74702004326218,48.337827241047883,47.848763521481324,46.312965464725622,44.987270781258417,44.078127672257999,43.553061738412552 -1987,1,3,14,0,790,67,13.5,426.67739833368739,53.56762163366078,62.91654372561505,199.76036065136424,0.0,66.158898529010784,551.34147821099054,1.0,66.158898529010784,266.13067157306727,1.4999977530122082,7.7999999999999998,6.2000000000000002,529.31038699909891,529.78289219789463,530.03554610999254,531.30002248249605,532.34586001058392,532.76136485123004,40.886839556950996,41.127993575556161,40.210416268429412,38.993041777028722,37.946184878769905,37.140145477977818 -1987,1,3,15,0,841,46,14.5,357.31737208485771,60.087554910762954,68.27357515757487,213.7512208487308,0.0,45.978092582616441,475.06775925492042,1.0,45.978092582616441,222.72117336854194,1.4999977530122082,8.3000000000000007,6.7000000000000002,445.11546917847835,445.53185304991962,445.75909373400219,446.77327505339804,447.60481232148146,447.93866244251063,26.88326661603702,27.916883323542773,28.301147982212164,28.186982103382618,27.592256528127297,26.670269131302579 -1987,1,3,16,0,708,35,15.5,207.78943132825435,69.04758582029848,75.87413184459739,225.87280318169172,0.0,13.584552233536717,296.15951123730787,1.0,13.584552233536717,130.13617952846533,1.4999977530122082,7.7999999999999998,6.7000000000000002,257.17225790875358,257.50701577002019,257.70123560428033,258.51604667518149,259.17976407894901,259.45121817240664,8.0781722511216767,8.063723290838789,8.0145452539131377,8.1598352554441593,8.3601980535377347,8.3423645527697907 -1987,1,3,17,0,382,20,16.5,54.040496139742487,79.39103810855227,84.88752017739913,236.147275508956,0.2739653336536422,4.9771065104387251,97.693186242951924,1.0,4.9771065104387251,34.369722082129442,1.4999977530122082,6.7000000000000002,4.5999999999999996,12.940090875840319,32.404059493726734,67.341198785206558,67.74209366181141,68.068054596180886,68.201921075811526,2.9784730660355252,3.0269472734343266,3.0218457755841248,3.0848020192354801,3.1544423971184852,3.1298209938106822 -1987,1,4,8,0,50,16,7.5,18.522424063444038,81.92683556987757,87.1082874629875,121.55429366277357,0.46116534283527655,4.3095896523873618,24.676623457759618,1.0,4.3095896523873618,11.665815966216961,1.4999977530122082,-3.2999999999999998,0.0,12.357257241749307,12.545647224829924,14.088853551010102,18.905629802894627,18.988308178663097,19.02146131152881,2.5379123760697575,2.5471305442788159,2.5429110848738183,2.5562222984689509,2.5662686307974143,2.5463364375773181 -1987,1,4,9,0,261,62,8.5,107.64517218455256,73.74298714025099,79.9279923751845,129.0524237568955,0.06293468118474299,15.045301168208852,146.48231651387204,1.0,15.045301168208852,67.77333080285959,1.4999977530122082,0.0,2.6000000000000001,91.122656745449746,121.97523383088321,122.34426607258672,122.90673633140693,123.36626031796048,123.55286733733655,8.8949649584948709,8.9552916321934166,8.9402089322276446,9.0216447922468728,9.0990039013834423,9.0270646010166047 -1987,1,4,10,0,516,97,9.5,260.71470817448471,63.945161681643825,71.50169714265388,140.33972252600165,0.0,36.395906016945602,338.96971298967253,1.0,36.395906016945602,163.00686598617833,1.4999977530122082,1.7,4.5999999999999996,309.58428890774292,310.48148000292593,311.0011198566018,311.93838020536111,312.70595079615299,313.01559330381639,20.865377332714026,21.306262181613072,21.636263022614685,21.975790617577427,22.082005163279156,21.693934429784679 -1987,1,4,11,0,663,93,10.5,373.16071700372493,56.1535956722199,65.0033554693404,153.48004912170668,0.0,58.117676784534822,481.0157329307649,1.0,58.117676784534822,233.52081566367164,1.4999977530122082,3.2999999999999998,4.5999999999999996,456.60510825289714,457.29472507310084,457.68087598123958,459.07012047804864,460.21220217877726,460.67045740071995,35.31669172036888,35.939233697499446,35.567720072398195,34.87470912348244,34.020733198995721,33.176166389885353 -1987,1,4,12,0,693,123,11.5,457.87872469311077,51.332934660595924,61.1033966185507,168.3666018976865,0.0,79.989545677467603,578.51611138945145,1.0,79.989545677467603,286.38785338209289,1.4999977530122082,4.4000000000000004,3.1000000000000001,555.99482500050487,556.91485013379508,557.42756187761688,559.07793955461648,560.44044796321032,560.98238196283296,49.548991681064216,49.247509477532255,47.828499857969831,46.624214608448717,45.759808015114182,45.186371813310203 -1987,1,4,13,0,625,142,12.5,451.41927632597003,50.355736658683966,60.32557814496226,184.20026456750531,0.0,81.222696091092374,564.64724851613778,1.0,81.222696091092374,282.66150447378618,1.4999977530122082,5.0,3.6000000000000001,542.54138546155662,543.6497383963773,544.27415709544925,546.01893519192106,547.45795165406423,548.03121604177386,50.193752218745551,49.807400561852383,48.433394555872631,47.322845311418448,46.578711185018356,46.056457652000923 -1987,1,4,14,0,564,122,13.5,379.90051603084765,53.43510671113765,62.78888762991125,199.68021258139976,0.0,66.349532890571908,476.93009606809431,1.0,66.349532890571908,237.21013072110426,1.4999977530122082,7.2000000000000002,4.5999999999999996,455.64872603870197,456.66747064531592,457.24577507852695,458.48191882072393,459.50422646191686,459.90989068504132,40.62141823284766,40.744645605085516,39.953243859505022,39.023687170730128,38.252303118805223,37.596634106367645 -1987,1,4,15,0,703,85,14.5,346.82328470232369,59.943969523911676,68.13400141873416,213.7040149958532,0.0,48.431794078252395,454.40938013956963,1.0,48.431794078252395,216.97394249709598,1.4999977530122082,6.7000000000000002,2.6000000000000001,424.85742192113844,425.52256416213908,425.89727652977098,427.1703098439238,428.21250473851973,428.63280706363764,28.470900252607443,29.431186765352223,29.724826430112902,29.618408974446055,29.115390017942147,28.241737983642739 -1987,1,4,16,0,483,63,15.5,182.06061187889338,68.90148899690577,75.72936749926613,225.85249527135974,0.0,18.70843705101991,250.17778873300477,1.0,18.70843705101991,114.62541639087316,1.4999977530122082,6.7000000000000002,2.6000000000000001,218.03596489834484,218.59629375362098,218.92274729732901,219.85725111849541,220.61931893859969,220.93017667384484,11.079062259678942,11.066695145522493,11.011762015397837,11.190694974355619,11.417618279276436,11.376013063049372 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-1987,1,5,9,0,436,47,8.5,123.32720210485722,73.75380768911641,79.91771115185996,128.90074058432617,0.06138014043806822,11.20156868764828,180.09236784083481,1.0,11.20156868764828,77.829515778454976,1.4999977530122082,-1.1000000000000001,4.5999999999999996,103.06556539116961,146.65460854313088,146.91392504008144,147.61444385574731,148.18470382961209,148.4182438706662,6.669308788490258,6.7517110972026337,6.7401732958489493,6.847761871475945,6.9624700103074542,6.9067990725144437 -1987,1,5,10,0,498,70,9.5,228.27409260335267,63.9306797202716,71.46889360596553,140.1855103689016,0.0,30.003825532727991,303.65888430780416,1.0,30.003825532727991,143.51098654772383,1.4999977530122082,0.59999999999999998,6.2000000000000002,276.64707765742378,277.21008695499916,277.53314114033708,278.62407737695469,279.51423148461947,279.87647479681732,17.11297028175462,17.621196076317545,17.986520633378639,18.374914834106946,18.513428450262392,18.131789430425442 -1987,1,5,11,0,475,123,10.5,324.16697794493723,56.10703840245422,64.94364856735307,153.32814565911863,0.0,56.562484160397965,406.40486284000326,1.0,56.562484160397965,202.79796182055017,1.4999977530122082,1.7,6.2000000000000002,384.4890025325825,385.54980643290975,386.15796179798485,387.35780585337881,388.34603618191801,388.7408570952993,34.186565718744582,34.619072125929343,34.287957716755393,33.738325241717241,33.072184379362689,32.398482601050269 -1987,1,5,12,0,752,90,11.5,454.40692976602378,51.24990279638076,61.014799932542154,168.2280056882318,0.0,76.614004184138508,578.50604532604189,1.0,76.614004184138508,283.8867682654585,1.4999977530122082,2.7999999999999998,5.7000000000000002,557.34461054024939,558.02187714086529,558.3912407506906,559.90469016331099,561.15556851228337,561.65202416889178,47.639706228933584,47.30751159293127,45.843922379279988,44.568858298664772,43.64843996676651,43.083019373908989 -1987,1,5,13,0,866,70,12.5,500.23977259039026,50.23924133411123,60.21064893613644,184.08861720616812,0.0,82.703371703274698,636.95058000010522,1.0,82.703371703274698,311.50284663433973,1.4999977530122082,3.8999999999999999,5.7000000000000002,616.4387245324815,617.04534059220646,617.36945493515532,618.67154614973265,619.75342625929591,620.17749298759225,51.570718231556064,50.869061273197246,49.130934068939425,47.675218566059165,46.676751480499206,46.207008217621343 -1987,1,5,14,0,842,66,13.5,452.77594444895504,53.29621526257291,62.65457930857189,199.6038181334879,0.0,69.694406222558683,584.38756499656677,1.0,69.694406222558683,282.15802903256417,1.4999977530122082,5.0,5.7000000000000002,561.81688777829527,562.27772594670625,562.52156601988167,563.77320127665644,564.81016159483272,565.2205143239953,43.242264758826828,43.264110352328956,42.12143552097168,40.785349106059904,39.750281525401711,38.998951543624464 -1987,1,5,15,0,795,57,14.5,354.95895450912883,59.79511572778431,67.98859553418556,213.661878217458,0.0,45.920620427825632,470.24411989738326,1.0,45.920620427825632,221.5593991927181,1.4999977530122082,5.5999999999999996,5.7000000000000002,440.91613593696525,441.34666293273091,441.58260283242294,442.69922909195441,443.61418201996116,443.98226878649399,27.073082908025469,28.058767216593161,28.300574212421441,28.106177438183842,27.523137292067791,26.593482041673333 -1987,1,5,16,0,658,44,15.5,207.86434292293399,68.75123915429695,75.57964595965647,225.83804360147624,0.0,16.237010015819251,293.16261579295502,1.0,16.237010015819251,130.34693702549586,1.4999977530122082,5.0,6.2000000000000002,255.50821276623674,255.88580662283508,256.10443767965455,256.97803688503262,257.69020306742181,257.98094817904655,9.5738484532666259,9.5547088207666402,9.5085986309782449,9.7056079031157001,9.9487810062633297,9.9275160837401959 -1987,1,5,17,0,320,24,16.5,53.367881872714612,79.26055320228723,84.73429145812047,236.2914059395206,0.26124569141501275,5.6953675019284589,92.340008421136261,1.0,5.6953675019284589,33.910872509429232,1.4999977530122082,3.2999999999999998,4.0999999999999996,15.140702160405786,36.725032068655665,64.876040672785251,65.262066552412762,65.576182888807509,65.704948523190069,3.3961763212649649,3.4419819578444968,3.4362011283398632,3.4960830352110372,3.5609390618896306,3.5331642005693955 -1987,1,6,8,0,120,12,7.5,18.058781406826188,81.96945503141457,87.10591446841265,121.25351180942558,0.45788042504842985,2.6111244130093478,31.769114158268323,1.0,2.6111244130093478,11.71355392193456,1.4999977530122082,-4.4000000000000004,2.1000000000000001,7.2604586855968449,7.3711446846761817,10.713319435219205,20.620150712802346,20.79567647768711,20.86777989095431,1.5637441533660297,1.5898590530293988,1.5872856995303712,1.6214324993967897,1.6595441116156258,1.6472819089734756 -1987,1,6,9,0,565,33,8.5,132.07190350841375,73.75890818142082,79.90106061025094,128.74515407141925,0.05955881594076016,8.2233708608106522,199.97115159806685,1.0,8.2233708608106522,83.125684641700786,1.4999977530122082,-1.7,2.6000000000000001,110.43468032171234,161.19068510608116,161.36620927437897,162.0325811227294,162.57438311092716,162.79690510192998,4.9210597283944821,5.0018741206948736,4.9930826583593833,5.0971495331047993,5.2115606673806534,5.1685638608016067 -1987,1,6,10,0,750,49,9.5,287.856667159636,63.90981869942673,71.42924198666425,140.02826518022263,0.0,32.639730416443392,390.65973207499746,1.0,32.639730416443392,179.89512949530564,1.4999977530122082,1.1000000000000001,1.5,356.96705931299175,357.35223170985989,357.56806026851604,358.55411118766153,359.35953843345209,359.68633387299718,18.433505146301659,19.087118940243446,19.604966692358694,20.052180235162758,20.108642164558255,19.618917938586243 -1987,1,6,11,0,757,64,10.5,385.3975353632963,56.05350991426674,64.8767145489006,153.17447012083153,0.0,56.769694743952421,501.14480027958291,1.0,56.769694743952421,240.5964563079128,1.4999977530122082,3.8999999999999999,1.5,477.16650733219331,477.63144630770836,477.88420601615104,479.10504218663453,480.11089042180129,480.51291260522009,34.687623916939664,35.260292190680552,34.813086126375239,33.971112745736072,32.983769689090735,32.135085879602379 -1987,1,6,12,0,846,64,11.5,475.19690326421033,51.15956448315447,60.918819762339126,168.0893779236638,0.0,78.320077016942065,606.79919195612615,1.0,78.320077016942065,295.91417064001979,1.4999977530122082,5.5999999999999996,1.5,586.24717283962673,586.80248267207287,587.09813170924406,588.33631940556734,589.36507145491953,589.7685995861425,48.818016268010908,48.275186754429441,46.682615471073525,45.26053104703783,44.263750476111461,43.728735824063122 -1987,1,6,13,0,716,114,12.5,471.0413235420657,50.1156389254573,60.08854366878456,183.97896564904065,0.0,84.702325602989617,595.17259401996409,1.0,84.702325602989617,294.40671793440583,1.4999977530122082,6.7000000000000002,2.1000000000000001,574.12700332506188,574.93224119036256,575.37397467166011,576.99004844923047,578.32632489029606,578.85542829898191,52.689803320789402,52.009240012740221,50.308808918826578,48.966232449223462,48.092665450152666,47.63821385604912 -1987,1,6,14,0,630,122,13.5,412.76811632660531,53.15101954135944,62.513687999854305,199.531265406678,0.0,73.458134348933513,521.53461731390075,1.0,73.458134348933513,258.51737555272257,1.4999977530122082,7.7999999999999998,2.1000000000000001,498.44981696084028,499.39348006639045,499.92363200683445,501.53698480930024,502.86730923318873,503.39835563868758,45.268719418312486,45.298722219413285,44.235084000874714,43.151993391694596,42.310550014593865,41.620363221124315 -1987,1,6,15,0,648,79,14.5,323.4486956479783,59.64108583618085,67.83744330673697,213.62488719665134,0.0,44.832376276704636,423.10479886411423,1.0,44.832376276704636,202.47789885558259,1.4999977530122082,8.9000000000000004,4.0999999999999996,396.07129018002365,396.66860159894208,397.00470424789199,398.23588282804178,399.24371767660955,399.6503542963913,26.549988836704301,27.385341827380433,27.546855888179532,27.378045297201872,26.889654016993457,26.086493090060781 -1987,1,6,16,0,319,88,15.5,168.27507641570611,68.59694032952314,75.42506416833463,225.82950612044758,0.0,26.656842378138379,214.47392012704188,1.0,26.656842378138379,104.85236326373945,1.4999977530122082,8.3000000000000007,4.0999999999999996,189.88886441927846,190.83539406216028,191.38864838801834,191.87917306486213,192.28388553432194,192.44447263241869,15.599552539772628,15.56147103432331,15.528834679536999,15.636318654742411,15.761949677115091,15.672729676823604 -1987,1,6,17,0,85,35,16.5,43.023876467481678,79.11308414921949,84.58329649340386,236.30427082611124,0.25029532436619506,9.8067527716943186,55.362870207422972,1.0,9.8067527716943186,26.712072695827189,1.4999977530122082,6.0999999999999996,3.1000000000000001,27.992595900122506,36.619630048709951,45.128481128226596,45.225923471488002,45.307486238695191,45.338731078690628,5.752900659002405,5.7564703935108801,5.7468139990734786,5.7548242416984934,5.7501927954759502,5.7045527090576016 -1987,1,6,18,0,0,0,17.5,0.0,84.54587363119853,89.3537057577382,241.09071944473527,0.821990713689646,0.0,0.0,1.0,0.0,0.0,1.4999977530122082,3.8999999999999999,3.1000000000000001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -1987,1,7,8,0,30,17,7.5,18.517662362832628,81.98797041669947,87.10024064383512,121.09251868171614,0.45557146887162864,5.1987227079274367,21.323019588680886,1.0,5.1987227079274367,11.370996887960047,1.4999977530122082,3.2999999999999998,3.6000000000000001,15.017079484764183,15.246020111563903,16.130797364684948,18.194515037347813,18.1949737860221,18.193796810448749,3.0408674950102421,3.0357465327791946,3.0306549508553235,3.0260434840974422,3.012754664726256,2.9887618334744972 -1987,1,7,9,0,197,62,8.5,96.621643128583457,73.75825910267585,79.87802059613263,128.5857622185723,0.05747226132396853,16.142066192552043,125.20065012386424,1.0,16.142066192552043,60.378349492345492,1.4999977530122082,7.2000000000000002,5.2000000000000002,84.531793944401059,105.99322272493617,106.39590208058893,106.74395052019409,107.03015215112998,107.14459429936036,9.5005905601093339,9.5314215736422376,9.5153467243631997,9.5598511475501748,9.5903699103528623,9.514000321009858 -1987,1,7,10,0,409,125,9.5,255.57112066516751,63.8825703253786,71.38274062900162,139.86808048110362,0.0,42.661366696934827,322.4238216390512,1.0,42.661366696934827,159.98855707686801,1.4999977530122082,10.0,6.2000000000000002,294.3906578977593,295.58826532083481,296.28403730532506,297.28218711458226,298.10077761532409,298.42991839338333,24.608947988136965,25.068997858571002,25.38310066066304,25.706719395336865,25.74096309688132,25.313128187145026 -1987,1,7,11,0,518,114,10.5,334.53264773889009,55.993022750735136,64.80257018713117,153.01911176405594,0.0,56.75051665325627,421.33278149933267,1.0,56.75051665325627,209.07568907705374,1.4999977530122082,12.199999999999999,7.2000000000000002,399.31907702261071,400.2906452506885,400.84550166536508,402.00635633341943,402.96343749443093,403.34521941856485,34.424020900718688,34.814709537941056,34.409438908133716,33.769535749262118,33.055976171578294,32.38154823821219 -1987,1,7,12,0,583,120,11.5,404.28457680072137,51.061951654702405,60.81549096096126,167.9508062738745,0.0,72.508738452528164,505.29943101067306,1.0,72.508738452528164,252.28328717053742,1.4999977530122082,14.4,6.7000000000000002,485.7799391189792,486.75271352730601,487.30019225299338,488.55694538175629,489.59801376186033,490.00875618622291,44.773932716187772,44.385592855838318,43.150247309672864,42.099061208599359,41.366115294309964,40.898636790417861 -1987,1,7,13,0,753,89,12.5,465.96295802281094,49.98498161936619,59.95931561953538,183.87139900071796,0.0,78.043142906426539,591.03631111927814,1.0,78.043142906426539,291.00160505533563,1.4999977530122082,15.6,6.2000000000000002,571.095864733344,571.74684811321436,572.09945417803101,573.6131109283051,574.86435189095278,575.35996034302707,48.642086185069395,47.931344638666339,46.288600001015404,45.026678805156529,44.243497060425078,43.85849029873485 -1987,1,7,14,0,618,119,13.5,405.63916594355163,52.999594527329215,62.36628564062521,199.46264127620626,0.0,68.590726362058092,512.41209177747407,1.0,68.590726362058092,254.10507148839218,1.4999977530122082,15.6,6.2000000000000002,489.91997648041973,490.82710781544915,491.33759355150198,492.94224815047323,494.26385684544033,494.79263322663979,42.2911341602222,42.297386190043611,41.282396874845496,40.296597404457842,39.56697243574915,38.957432386979328 -1987,1,7,15,0,498,113,14.5,302.12490078245878,59.48197457372241,67.68063289057994,213.5931168179367,0.0,50.658362894009123,383.01514247548204,1.0,50.658362894009123,188.93739127100616,1.4999977530122082,16.100000000000001,5.7000000000000002,358.08496443983029,359.08967997575746,359.66641909480364,360.76232755267677,361.66254912192682,362.02285221334819,30.035964766704176,30.730790043094668,30.810637052561727,30.602463134549808,30.08522768261863,29.356224206462546 -1987,1,7,16,0,274,91,15.5,160.68822811638222,68.43869833623667,75.26572091050441,225.8269382076631,0.0,26.820370894855426,201.99443465648446,1.0,26.820370894855426,100.21413407030263,1.4999977530122082,15.6,3.6000000000000001,179.26287795591645,180.2392388411007,180.81017715634005,181.31233526535758,181.72648365216327,181.89096364953184,15.685161136072679,15.669959554154749,15.647566941386943,15.770685340263096,15.878843558707228,15.782482391942457 -1987,1,7,17,0,0,30,16.5,30.0,78.9622374937265,84.4279787486743,236.32324508342484,0.23927588301736555,9.2375159639242579,30.153419312062343,1.0,9.2375159639242579,18.279826916902696,1.4999977530122082,14.4,3.6000000000000001,26.78177575987117,27.679244788027589,28.296348373491348,28.24541986347176,28.206690295679891,28.188199845042469,5.3950597674139589,5.3794849644444414,5.3704489094628247,5.3540421146850559,5.3203566669559637,5.277819607106534 -1987,1,7,18,0,0,1,17.5,1.0,84.49758958721962,89.28990098922368,241.18741364763474,0.8061288179585833,0.31450309603607213,0.99240387608929914,1.0,0.31450309603607213,0.0075961164082149479,1.4999977530122082,13.9,6.7000000000000002,0.91266119134284385,0.92657506338796614,0.93473611658548494,0.93783529214466943,0.94043012260171643,0.9414234793404882,0.18449827524530471,0.18460761659916822,0.18430115588155555,0.18455925283874389,0.18441851814914992,0.18297540744365537 -1987,1,8,8,0,109,13,7.5,18.530669662616539,82.00459311870671,87.09155816544296,120.92459045598507,0.45281486740503546,3.1015344978218051,30.591041465946255,1.0,3.1015344978218051,11.833492878964289,1.4999977530122082,0.59999999999999998,3.1000000000000001,8.7161223884233721,8.8490007986377357,12.181792872901609,20.580187668099988,20.707667319330213,20.759717158606968,1.8405863387277028,1.8583527927086319,1.8552952619329592,1.8789897563959284,1.9035277041227758,1.8890073911681053 -1987,1,8,9,0,568,34,8.5,134.11016462244928,73.75183445948743,79.84857454195063,128.422663167672,0.055122731628139084,8.4991307416584796,201.92538814123645,1.0,8.4991307416584796,84.414360522614601,1.4999977530122082,2.2000000000000002,3.1000000000000001,115.55100713436913,162.8587909917955,163.04105568614798,163.71996762879564,164.27199835841054,164.49868966708249,5.0844678605024933,5.1666835179729746,5.1576155182415366,5.2635508524627896,5.3798416612419162,5.3355245935116198 -1987,1,8,10,0,777,43,9.5,291.73871721317965,63.84892998227586,71.32939154747959,139.70504912815622,0.0,33.200292006998808,394.51915290440002,1.0,33.200292006998808,182.21656066930609,1.4999977530122082,4.4000000000000004,3.1000000000000001,360.74315495639172,361.14124398341909,361.36422465874915,362.32686449696104,363.11346652643743,363.43232341446816,18.81919322135235,19.512900660159637,20.018736490814252,20.416945992916041,20.40588948631952,19.899367647619268 -1987,1,8,11,0,867,53,10.5,423.22872511004817,55.92559290985054,64.72123572074229,152.86215863259065,0.0,65.632495530329336,549.43036883559012,1.0,65.632495530329336,263.5621640038454,1.4999977530122082,6.0999999999999996,6.7000000000000002,524.10996041896396,524.57863083550524,524.82963827929586,525.93712681515046,526.85455646548667,527.21741508696471,40.265114503282724,40.763439835594646,40.098229643102577,38.966084781932949,37.747189566973269,36.814382954181461 -1987,1,8,12,0,904,59,11.5,501.33498086304297,50.957099311935536,60.704851545063036,167.8123770666916,0.0,81.730902274740416,640.10122169128374,1.0,81.730902274740416,311.82365806752068,1.4999977530122082,7.2000000000000002,5.2000000000000002,619.32971670459233,619.83944553802166,620.10617231274523,621.28023554170795,622.25827574055245,622.63948605476025,51.032678160310326,50.300978211709591,48.534520951034779,47.029661035530992,45.988234494225956,45.521256619471224 -1987,1,8,13,0,904,60,12.5,514.41607366507719,49.847324395756445,59.82302095109825,183.76600517702818,0.0,83.768613191619281,654.75230289861884,1.0,83.768613191619281,319.89959145062375,1.4988459318541896,8.3000000000000007,4.5999999999999996,634.98548373494918,635.50091958937821,635.76982866415926,636.95327881844935,637.93901672367383,638.32246298648602,52.287193610937194,51.29358653593799,49.405351413523341,47.953481739680143,47.006189876147253,46.67053170679872 -1987,1,8,14,0,892,57,13.5,472.84546278992087,52.842017872528565,62.21244680263908,199.39803133673763,0.0,72.971196232521976,607.11105952041248,1.0,72.971196232521976,294.23258124052848,1.4999977530122082,7.7999999999999998,4.5999999999999996,584.68594571421454,585.18278589528916,585.44633729127497,586.60138678685871,587.56113462600365,587.93813134976551,45.389946305535538,45.177215583418828,43.808910474476633,42.426709585474086,41.359566768417892,40.722785643170361 -1987,1,8,15,0,835,49,14.5,368.29486549385348,59.31787900267118,67.51825471172435,213.56664011141484,0.0,50.898115865930343,485.09426224904479,1.0,50.898115865930343,229.6000362095464,1.4999977530122082,8.3000000000000007,4.0999999999999996,456.15321511341034,456.59517326139468,456.83613749423705,457.893008662407,458.76141969237443,459.10854674444664,30.370524581243401,31.290039477307587,31.371255195922259,30.930840812148535,30.104479437502004,29.161766974703934 -1987,1,8,16,0,715,38,15.5,221.82924424006737,68.27662067004873,75.10171671874662,225.8303926274294,0.0,18.465803282304901,310.97276111004714,1.0,18.465803282304901,138.91743105614739,1.4999977530122082,8.3000000000000007,3.6000000000000001,272.59209521709244,272.95437663929602,273.16311192092473,274.02753245802501,274.73304679203409,275.02030536823889,10.703676655793389,10.719543908466216,10.733493960905433,11.0265717747279,11.288398766093369,11.27080434814442 -1987,1,8,17,0,412,22,16.5,63.143478575915907,78.80844874807855,84.26872935566823,236.34865032818675,0.22822279560987954,5.4953906791531253,109.38178072694383,1.0,5.4953906791531253,40.077241943982322,1.4999977530122082,6.7000000000000002,1.5,14.150892097446134,53.824281009768569,77.058241141965226,77.497274772803351,77.854257819480736,78.000852840872838,3.2879608383108647,3.3410210892284704,3.3353580857859551,3.4042098268037981,3.4802311207944814,3.4528544119392057 -1987,1,8,18,0,8,1,17.5,1.1083536474295388,84.44845362992946,89.22395043506124,241.2922931821496,0.7899935466081975,0.31591169345265624,1.7663336813608996,1.0,0.31591169345265624,0.0075961164082149479,1.4999977530122082,3.8999999999999999,0.0,0.91266330211944169,0.92657717416456398,0.93473764746498111,0.93783635183642222,1.0278028609857603,1.2774190496453492,0.18532032454008568,0.18542872773881927,0.18512000918604637,0.18537531526113002,0.18522736417626651,0.18377214650787299 -1987,1,9,8,0,55,14,7.5,16.801924149697399,82.01930165814471,87.07985544757214,120.7498301719498,0.4496091084053812,3.797398740370268,23.019817125565833,1.0,3.797398740370268,10.582868496590955,1.4999977530122082,-4.4000000000000004,0.0,10.867971467052339,11.03365669055672,12.973552799934653,17.317011078364079,17.392040061647414,17.422155715987063,2.2367283398306506,2.2452091573676958,2.241487277608051,2.2536628860923993,2.2630562856556833,2.2454667706351188 -1987,1,9,9,0,438,45,8.5,122.46749159792699,73.7396118165226,79.81270949660374,128.25595507822155,0.05251317776913743,10.606348416548872,178.49327147133533,1.0,10.606348416548872,77.275830722101247,1.4999977530122082,-1.1000000000000001,2.1000000000000001,107.74296435000113,145.16989862272095,145.41340051279136,146.10438064290886,146.66675540564472,146.89718201899149,6.3194934395085927,6.4012073134451075,6.3902399773988581,6.496704482662083,6.6108790523556058,6.5578803003843094 -1987,1,9,10,0,661,65,9.5,277.26172187260204,63.80889674022274,71.26920042913369,139.53926320473403,0.0,35.990193673066642,371.12410040296726,1.0,35.990193673066642,173.5433113938532,1.4999977530122082,2.7999999999999998,1.5,339.1038441681373,339.61103774414261,339.8978047476831,340.94636785790578,341.80324538247697,342.15055237477912,20.468950691639638,21.199095009697864,21.706265168882531,22.112946919636514,22.081983483071731,21.554539673563685 -1987,1,9,11,0,753,83,10.5,405.59947709620269,55.851239831153286,64.63273483481433,152.70369746249435,0.0,65.513636940092141,521.9556439228727,1.0,65.513636940092141,253.5692058591452,1.4999977530122082,4.4000000000000004,2.6000000000000001,496.44719009597253,497.10660725291393,497.47129299727783,498.88751214330756,500.0550050725891,500.52155021472998,40.207379559736339,40.607404250780498,39.931316231792216,38.916680414099773,37.900713645071043,37.069407484401559 -1987,1,9,12,0,714,105,11.5,455.64703143898544,50.84504549157362,60.58694265781798,167.67417520931818,0.0,81.367362344346162,576.70264412827555,1.0,81.367362344346162,284.73652288359972,1.4999977530122082,5.5999999999999996,1.5,555.77795285146976,556.50551627392679,556.90241652552493,558.44676177951033,559.72394106933302,560.22947992051775,50.658714987079023,49.991165293871511,48.332400863145295,47.01719089968271,46.16073664828992,45.723133430832036 -1987,1,9,13,0,757,88,12.5,470.15874272321958,49.70272498301662,59.67971866029931,183.6628708432695,0.0,82.700433746299609,595.34509470847934,1.0,82.700433746299609,293.56466518952828,1.4875375576561742,6.7000000000000002,2.1000000000000001,575.68704056471881,576.32417852424442,576.66623175414657,578.17128874796572,579.41672637761053,579.90830679369026,51.565409848929917,50.589060413311493,48.786814421590542,47.512542432463,46.710543867514552,46.410190613552217 -1987,1,9,14,0,782,86,13.5,452.49696718958245,52.678369845476844,62.052248627011004,199.33751984842368,0.0,76.027327286845505,577.26506919004646,1.0,76.027327286845505,282.58665092869433,1.4999977530122082,7.7999999999999998,2.6000000000000001,554.54135598119899,555.1930028451701,555.54748486660765,557.01604228540998,558.23045072352693,558.7121312846848,47.250524506214546,47.022493363289854,45.619438088435295,44.321878416817853,43.319985451973153,42.700105514321223 -1987,1,9,15,0,673,76,14.5,335.16850690226482,59.148898448377324,67.35040138709849,213.545528199752,0.0,48.502047923089464,437.3732529053442,1.0,48.502047923089464,209.63773766028899,1.4999977530122082,7.7999999999999998,4.0999999999999996,410.62659762665822,411.18615328458833,411.49846613784075,412.70860125042071,413.70075322005982,414.09976581299691,29.033273874914421,29.839908967240689,29.841099226240544,29.445674440044918,28.770791554176423,27.947315863520799 -1987,1,9,16,0,566,58,15.5,205.12932365169453,68.11081641250229,74.93315377667253,225.8399194860159,0.0,21.637958026551551,281.95923800229821,1.0,21.637958026551551,128.78120858122216,1.4999977530122082,7.2000000000000002,2.6000000000000001,247.77277924248685,248.26091850186882,248.54338031072535,249.46054388766098,250.20936876978143,250.51414761958026,12.492015185326151,12.555391925147489,12.600010968965707,12.913823208288756,13.218323129121305,13.163740204043501 -1987,1,9,17,0,219,33,16.5,55.490074483694443,78.65182673667015,84.10565250623546,236.3805137037124,0.2171522584908532,8.1122482505255569,84.670973279860362,1.0,8.1122482505255569,35.057450386751185,1.4999977530122082,5.5999999999999996,3.1000000000000001,22.373066455142837,50.875212936802775,63.31227868000267,63.645426667058942,63.917383278205037,64.028029718569172,4.8011496132121083,4.837619099289598,4.8295145439266154,4.878506735185919,4.9265200120808545,4.8878939624821731 -1987,1,9,18,0,1,1,17.5,1.0147320165452534,84.39849621542285,89.15588709306641,241.40531703605893,0.7736070385323635,0.31469461225116024,1.0900128965453248,1.0,0.31469461225116024,0.0075961164082149479,1.4999977530122082,3.2999999999999998,3.1000000000000001,0.91266147832899058,0.92657535037411265,0.93473632472745882,0.93783543622285048,0.95571494552800917,0.98407558235758053,0.18461004299931238,0.18471925679939949,0.18441248910121219,0.18467020660351111,0.18452849075585687,0.1830837339592343 -1987,1,10,8,0,7,5,7.5,5.3584062172179694,82.0320752888456,87.0651219342833,120.56834326779476,0.4459534897450819,1.5771747610041942,5.90629018251422,1.0,1.5771747610041942,3.2836604676949164,1.4999977530122082,2.7999999999999998,3.1000000000000001,4.5633129386245992,4.6328822988502107,4.8483473929454588,5.2096831860257247,5.2079915368215639,5.2068752301302332,0.92215192381227229,0.92029820419577413,0.91875467828919744,0.91697652272547137,0.91248122782833263,0.90521079281687422 -1987,1,10,9,0,19,44,8.5,47.374264945371287,73.72157233149491,79.77041615277194,128.08573600347572,0.04964723627790129,13.767391547476224,48.844696367834004,1.0,13.767391547476224,28.887545279695114,1.4999977530122082,2.7999999999999998,4.0999999999999996,43.146542641480728,45.16894155259164,45.524905545769116,45.450786436894518,45.39450894118167,45.367550108039431,8.0409325083784022,8.0179683341270387,8.0044789471920712,7.9802888630382718,7.9303635373926609,7.8668243194889325 -1987,1,10,10,0,8,61,9.5,63.577837858901091,63.762473360192104,71.20217663216125,139.3708139131447,0.0,19.447190087372288,63.556424052587914,1.0,19.447190087372288,38.765811478064812,1.4999977530122082,3.2999999999999998,2.1000000000000001,58.941673833273349,59.790418043856242,60.288124816992926,60.188837089421398,60.113701636416572,60.077443959545882,11.351518629862058,11.326760481673954,11.313345773954349,11.282689826702187,11.211278743574114,11.117769040739278 -1987,1,10,11,0,3,95,10.5,96.289779954896659,55.769986379586086,64.53709463836884,152.5438135891808,0.0,29.791761302053938,95.707861977068546,1.0,29.791761302053938,58.754992394719004,1.4999977530122082,4.4000000000000004,0.0,88.876459154702346,90.176731021432317,90.939217469613126,90.804605672799568,90.703723282497705,90.654048830363081,17.418219294236494,17.373498662015557,17.338866803509543,17.281124671321084,17.170066550874207,17.029067708132956 -1987,1,10,12,0,6,209,11.5,211.95802160586194,50.725831232383,60.46180852900748,167.53628411173304,0.0,62.750823495364209,216.58036564801952,1.0,62.750823495364209,129.63449472231716,1.4999977530122082,3.8999999999999999,3.6000000000000001,202.24720591889249,204.84201397298472,206.36208229245815,206.16246647830405,206.01814659544016,205.94161456200439,36.850196337566743,36.70589244066668,36.542996850548718,36.364002963329014,36.107730431939586,35.819889813939071 -1987,1,10,13,0,3,210,12.5,211.52128533081418,49.55124381123366,59.52947052387311,183.56208135510897,0.0,62.918949793412402,215.4390217020426,1.0,62.918949793412402,129.36150990413574,1.4757609437956432,3.8999999999999999,2.1000000000000001,201.12569104820506,203.74209774132572,205.27500001583746,205.07466190964988,204.9297520004574,204.85292830373919,36.932853686329601,36.779891650493937,36.621534527014141,36.456844388976613,36.212742193400508,35.931437528880195 -1987,1,10,14,0,1,248,13.5,248.47123094037627,52.50873327402573,61.88577075702666,199.28118968581575,0.0,71.992788799369194,256.62408511454657,1.0,71.992788799369194,152.08307560550082,1.4999977530122082,4.4000000000000004,2.1000000000000001,239.85525936806744,242.78859922851166,244.50653542873397,244.31021616443195,244.17122798380802,244.09445854202215,42.318707959160037,42.181239723616862,41.981998926727982,41.752043714407321,41.434542333155079,41.083554378734831 -1987,1,10,15,0,4,158,14.5,159.55153167187552,58.97513442344073,67.1771676424463,213.52985024786108,0.0,47.046495423728722,162.79552919054242,1.0,47.046495423728722,97.501477512382024,1.4999977530122082,4.4000000000000004,2.6000000000000001,151.35554047420766,153.34959203683343,154.51831625768665,154.34120676490386,154.21054564202643,154.14400189572399,27.520790071775412,27.488689571951173,27.441703856134112,27.339792289894149,27.139555782862999,26.890956474988926 -1987,1,10,16,0,1,129,15.5,129.26286053612685,67.94139613379693,74.76013582166844,225.85556619173414,0.0,36.570397603778524,134.28217610716254,1.0,36.570397603778524,78.99089592542505,1.4999977530122082,4.4000000000000004,3.1000000000000001,123.48915897432822,125.07087488873154,125.99831667943718,125.85358851570726,125.74631717440069,125.69225811824452,21.342032027027049,21.286804522727476,21.258984886824891,21.217605477198582,21.108233332376827,20.940310713576455 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-1987,1,13,18,0,25,2,17.5,2.4959441715258497,84.19118358307331,88.86330512033584,241.93788300134835,0.7059896113075531,0.63545346630198041,4.5150423460797366,1.0,0.63545346630198041,0.015192232816429896,1.4999977530122082,6.0999999999999996,1.5,1.8253320438957712,1.8531597879860155,1.8694792401410301,1.8756754345916677,2.7480040654880864,3.0177561760341725,0.3727591423933756,0.3729735310825838,0.37235027533730503,0.37285369513889333,0.37253919568403876,0.36959755963932883 -1987,1,14,8,0,25,15,7.5,16.318983977957945,82.06343424293581,86.97570723957028,119.77731216947048,0.4268479742091429,4.6722336035788574,18.400452401248252,1.0,4.6722336035788574,10.018374452272132,1.4999977530122082,-0.59999999999999998,2.1000000000000001,13.504041748598736,13.709915647734629,14.747996211824926,15.918886177869178,15.918701683919066,15.917396417647131,2.7327894684143983,2.7280886689175001,2.7235142538059782,2.7192482095617732,2.7071587270982196,2.6856058425298652 -1987,1,14,9,0,161,60,8.5,89.237954656946599,73.59099665747779,79.53690248754923,127.37170029586709,0.035715359970735404,15.58649722232887,112.84943443812099,1.0,15.58649722232887,55.831146471173284,1.4999977530122082,3.8999999999999999,2.1000000000000001,84.36028205072455,96.12379164466364,96.514062469787291,96.860056436524346,97.144443747366097,97.258279566545838,9.175352864682992,9.2064179132804966,9.1909328458282431,9.2356413992199844,9.2673149544885316,9.1938019662298522 -1987,1,14,10,0,420,113,9.5,250.66652152935126,63.51306286901548,70.86606993070585,138.67217034631625,0.0,41.680276185198196,316.46953325111036,1.0,41.680276185198196,156.99991313021636,1.4999977530122082,11.699999999999999,4.5999999999999996,289.50050888915843,290.55747425057206,291.16925099297782,292.17282127403638,292.99535047392186,293.32651288624209,24.204177163745907,24.812292105419552,25.072630654851263,25.238001303146056,25.10523991071479,24.583460105931742 -1987,1,14,11,0,548,124,10.5,363.50674026051502,55.376544900875096,64.08380124273087,151.8917036865024,0.0,64.519016260027016,453.74977269190526,1.0,64.519016260027016,227.07111854458515,1.4999977530122082,11.699999999999999,4.5999999999999996,430.87461743054041,431.93250595554139,432.53487465802579,433.75484263482116,434.76331618656803,435.16363953605725,39.497078422017943,39.543982868632817,38.7449121351043,37.876740352069099,37.201214102349937,36.609714391033208 -1987,1,14,12,0,644,147,11.5,470.07005716634967,50.178293568210954,59.89000976788167,166.98943900377932,0.0,88.3830454316562,583.15856123364892,1.0,88.3830454316562,294.20649330076719,1.4566912243274386,14.4,5.2000000000000002,560.55644775491601,561.70912244889007,562.35732034122088,564.1262188739621,565.5860113813975,566.16497294772967,54.620140635270793,53.600603229330183,51.87630113814744,50.8800808162474,50.348753321608875,50.137153188795857 -1987,1,14,13,0,241,187,12.5,311.6273116494375,48.877801922707064,58.860349144197926,183.18403005566682,0.0,72.256784086409098,357.99163162395223,1.0,72.256784086409098,193.21646592713574,1.4243493936115197,18.300000000000001,5.7000000000000002,341.12620827626688,343.12834507043505,344.29100376850602,344.86204702712371,345.34538284960229,345.52542409396193,43.460609963010256,42.886471246284174,42.108275624542507,41.650593189214746,41.34879589479872,41.156092656442944 -1987,1,14,14,0,258,192,13.5,316.45523056528975,51.772044372372974,61.158738888255044,199.0992886634136,0.0,71.833759750672954,365.07804328247732,1.0,71.833759750672954,196.12958026307982,1.4987137714992387,19.399999999999999,5.7000000000000002,346.650582076202,348.69606531699321,349.88396381547909,350.43628084939581,350.90468425934841,351.07886458719611,43.208981333819594,42.833526843046293,42.122208407823763,41.593673621589389,41.179800191510246,40.867249010614309 -1987,1,14,15,0,183,156,14.5,229.16905542613432,58.23434607899191,66.43239210440545,213.52279021708034,0.0,52.640151544100071,263.12349319052294,1.0,52.640151544100071,142.1310802182962,1.4999977530122082,18.899999999999999,6.7000000000000002,245.9201490964486,247.63175656130235,248.62966859900945,249.07339498050635,249.44755321001259,249.58882022421295,31.251739919700537,31.400470704739142,31.230929870675016,30.959784149195858,30.589019200573855,30.16985895402771 -1987,1,14,16,0,41,106,15.5,117.28349533344945,67.22981277712519,74.02563749940909,225.9802032310248,0.0,32.22617994347641,123.65481379040945,1.0,32.22617994347641,71.656752729084602,1.4999977530122082,17.199999999999999,6.7000000000000002,113.67083001966992,115.03507733146409,115.83466995696574,115.69626919045245,115.59283808967936,115.54153948887756,18.771854741799515,18.737337500780491,18.732863951242607,18.708921088105139,18.614155811576737,18.453258290780965 -1987,1,14,17,0,2,32,16.5,32.235539327095623,77.83010454563372,83.23659905980348,236.6374207885217,0.16202633089437446,9.959561621361976,32.180813764514163,1.0,9.959561621361976,19.640379911387697,1.4999977530122082,16.100000000000001,5.2000000000000002,28.900282401019616,30.067543768546138,30.325781809689737,30.270532308759602,30.228500008620426,30.208450029830988,5.8167063340039302,5.7998686107296145,5.790127115847322,5.7723820334425531,5.7359966052325886,5.6901403105668598 -1987,1,14,18,0,0,0,17.5,0.0,84.1376938173837,88.78530769588336,242.0908623793374,0.6886750435365537,0.0,0.0,1.0,0.0,0.0,1.4999977530122082,15.0,5.2000000000000002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -1987,1,15,8,0,1,8,7.5,8.0532823375663956,82.06625141460891,86.9457005741653,119.56384519258422,0.42096237057884817,2.5167174386769395,7.9947855439560627,1.0,2.5167174386769395,4.8954752304723774,1.4999977530122082,12.800000000000001,7.2000000000000002,7.3012905687060679,7.4126015450670462,7.5141249748183467,7.5365793188090988,7.522914690509138,7.5165861256824531,1.469211399378914,1.4644587204406883,1.4619971131649856,1.4568795340487883,1.4469065180707432,1.4353208590902211 -1987,1,15,9,0,26,61,8.5,65.754873773270219,73.54371825282146,79.46245714982189,127.18538476483012,0.03164473165213752,18.419034304049116,68.965636950688079,1.0,18.419034304049116,40.127197571400053,1.4999977530122082,12.800000000000001,6.7000000000000002,60.745912254565937,63.332557064060964,63.807943361407297,63.715279660761041,63.645249225751854,63.611363762665604,10.758808892075216,10.728956611895418,10.710890694806864,10.679590262752928,10.614065968325342,10.528935111373078 -1987,1,15,10,0,6,68,9.5,69.9766458971974,63.434859338830556,70.76515105147294,138.49173403511264,0.0,21.544155737438491,69.673235452017565,1.0,21.544155737438491,42.673472256143462,1.4999977530122082,12.199999999999999,6.7000000000000002,64.618145529896239,65.561454360999321,66.114641173398468,66.007795788368682,65.92711397048113,65.888001435442888,12.580907114407069,12.552542240774862,12.534988521292767,12.498873505977349,12.419532908191355,12.316325470899905 -1987,1,15,11,0,78,123,10.5,157.25045962591165,55.261250978506,63.95298899904392,151.72593101675582,0.0,42.623411503618144,167.35679806566898,1.0,42.623411503618144,96.165669972201854,1.4999977530122082,12.199999999999999,4.5999999999999996,157.04489379801973,158.68416586268754,159.64316562868984,159.48220397060348,159.36386900703502,159.303441078763,25.125936670837739,25.047580206445165,24.896075943905142,24.694038798492485,24.450770168346867,24.22047809442968 -1987,1,15,12,0,219,158,11.5,268.39412237291992,50.02399511420161,59.72951778565369,166.85429535909643,0.0,62.368032483442896,308.51907178141812,1.0,62.368032483442896,166.46217172677623,1.442951366652359,13.300000000000001,5.2000000000000002,293.49192302190465,295.22870827684835,296.23723571236462,296.74755830609661,297.17892630470726,297.34018802574315,37.525762635906922,37.067811547758083,36.401482162534464,35.99908004168141,35.719116644534587,35.528551634456655 -1987,1,15,13,0,207,209,12.5,316.61332629620188,48.69290946621664,58.67639167645792,183.09619550364127,0.0,79.842214097657561,349.14818317133683,1.0,79.842214097657561,194.02304205885034,1.4105164618941082,14.4,5.2000000000000002,332.2186844514672,334.83544176143016,336.36148388345771,336.15484729616094,336.01016435273078,335.92814979804075,47.491595534716211,46.916308854354391,46.298077806279551,45.842458996413626,45.432056159802094,45.190742450561871 -1987,1,15,14,0,603,138,13.5,430.6886316020159,51.57379291819955,60.96213988599403,199.06505653005527,0.0,78.475729033203166,533.07097156320276,1.0,78.475729033203166,268.7632927697191,1.4828740512431757,16.100000000000001,6.2000000000000002,511.47593333853558,512.61762036950165,513.26287410330144,514.60680569415433,515.71955545488004,516.15783169707629,48.392480374606976,47.607292341820198,46.193594428875954,45.249173597355735,44.665561421338168,44.390159856195794 -1987,1,15,15,0,467,112,14.5,300.20396506190713,58.03825849183786,66.23374508375625,213.53524782167707,0.0,52.257629758166459,375.88325457207293,1.0,52.257629758166459,187.84227442670522,1.4999977530122082,16 \ No newline at end of file + diff --git a/bifacialvf/vf.py b/bifacialvf/vf.py index 4956ef6..eb03259 100644 --- a/bifacialvf/vf.py +++ b/bifacialvf/vf.py @@ -1396,9 +1396,9 @@ def rowSpacing(beta, sazm, lat, lng, tz, hour, minute): return D; # End of RowSpacing -def trackingBFvaluescalculator(beta, Cv, r2r): +def trackingBFvaluescalculator(beta, hub_height, r2r): ''' - C, D = trackingBFvaluescalculator(beta, Cv, r2r) + C, D = trackingBFvaluescalculator(beta, hub_height, r2r) 1-axis tracking helper file to calculate C = ground clearance of PV panel and D = row-to-row distance (each in PV panel slope lengths) @@ -1413,7 +1413,7 @@ def trackingBFvaluescalculator(beta, Cv, r2r): #rtr = D + x1; # Row-to-row distance (in PV panel slope lengths) D = r2r - x1; # Calculates D DistanceBetweenRows(panel slope lengths) hm = 0.5*math.sin(beta); # vertical distance from bottom of panel to top of panel (in PV panel slope lengths) - C = 0.5+Cv-hm # Ground clearance of PV panel (in PV panel slope lengths). - #Adding a 0.5 for half a panel slope length, since it is assumed the panel is rotating around its middle axis + #C = 0.5+Cv-hm # Ground clearance of PV panel (in PV panel slope lengths). + C = hub_height - hm #Adding a 0.5 for half a panel slope length, since it is assumed the panel is rotating around its middle axis return C, D; \ No newline at end of file diff --git a/docs/bifacial viewfactor model - HOW TO USE.ipynb b/docs/bifacial viewfactor model - HOW TO USE.ipynb index bf279d5..117b903 100644 --- a/docs/bifacial viewfactor model - HOW TO USE.ipynb +++ b/docs/bifacial viewfactor model - HOW TO USE.ipynb @@ -31,7 +31,7 @@ "source": [ "#2. Set the Values of your test\n", "# Remember all values are normalized to your panel length (slope, which will equal 1).\n", - "# If your slope is different than 1 m, desired C and D (or Cv and r2r in tracking case) will need to be \n", + "# If your slope is different than 1 m, desired C and D (or Cv and rtr in tracking case) will need to be \n", "# divided by the slope length.\n", "# i.e.: panel 1mx1.59m, in portrait mode means slope = 1.59. For a height C of 1m, C = 1/1.59. \n", "# For a rtr of 1.5m, D=0.51519/1.59 if beta tilt angle = 10 \n", @@ -54,8 +54,8 @@ "# 1-axis tracking instructions (optional)\n", "tracking=False\n", "backtrack=True # backtracking optimization as defined in pvlib\n", - "r2r = 1.5 # row to row spacing in meters. This input is not used (D is used instead) except for in tracking\n", - "Cv = 0.05 # GroundClearance when panel is in vertical position (panel slope lengths)\n", + "rtr = 1.5 # row to row spacing in panel lengths. This input is not used (D is used instead) except for in tracking\n", + "\n", "\n", "\n", "\n", @@ -66,7 +66,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Notice that fixed systems use the parameter D, which is the space between the end of one panel and the beginning of the end, so it relates to the inclination angle beta. To go from a r2r value to D, you can use\n", + "Notice that fixed systems use the parameter D, which is the space between the end of one panel and the beginning of the end, so it relates to the inclination angle beta. To go from a rtr value to D, you can use\n", "\n", "from rtr_and_D_calculation import rtr2D\n", "D = rtr2D(beta, rtr)" @@ -87,7 +87,7 @@ "bifacialvf.simulate(TMYtoread, writefiletitle, beta, sazm, \n", " C, D, rowType=rowType, transFactor=transFactor, cellRows=cellRows,\n", " PVfrontSurface=PVfrontSurface, PVbackSurface=PVbackSurface, albedo=albedo, \n", - " tracking=tracking, backtrack=backtrack, r2r=r2r, Cv=Cv)\n", + " tracking=tracking, backtrack=backtrack, rtr=rtr)\n", " " ] }, @@ -109,7 +109,7 @@ "# Print the annual bifacial ratio\n", "frontIrrSum = data['GTIFrontavg'].sum()\n", "backIrrSum = data['GTIBackavg'].sum()\n", - "print('The bifacial ratio for ground clearance {} and row gap {} is: {:.1f}%'.format(C,D,backIrrSum/frontIrrSum*100))\n", + "print('The bifacial ratio for ground clearance {} and rtr spacing {} is: {:.1f}%'.format(C,rtr,backIrrSum/frontIrrSum*100))\n", "\n" ] }, @@ -221,7 +221,7 @@ " \n", " bifacialvf.simulate(TMYtoread, writefiletitle, beta, sazm, \n", " C, D, rowType=rowType, transFactor=transFactor, cellRows=cellRows, \n", - " albedo=albedo, tracking=tracking, r2r=r2r, Cv=Cv)\n" + " albedo=albedo, tracking=tracking, rtr=rtr, Cv=Cv)\n" ] }, {