Commit cc1e08ec authored by Iago Mosqueira's avatar Iago Mosqueira
Browse files

Cleaning old runs

parent a7612c11
......@@ -35,3 +35,14 @@ license: Creative Commons Attribution-ShareAlike 4.0 International Public Licens
- report/report.Rmd
- upload.R
- Makefile
# SA checklist
1. Exploratory data analysis, trends and likely signals and signs for later
2. Model structures to be explored
3. Setting up the model to run (initial guess etc)
4. Model run and convergence
5. Full suite of model fits and diagnostics
6. Potential modifications after initial fitting
7. Stock status summary
8. Projections etc.
# survey.R - DESC
# /survey.R
# Copyright Iago MOSQUEIRA (WMR), 2020
# Author: Iago MOSQUEIRA (WMR) <iago.mosqueira@wur.nl>
#
# Distributed under the terms of the EUPL-1.2
# --- INDICES to 2019
load('indices.RData')
# BTS
id <- "timeInv_1985-2019_NED-BEL-GER_LogNormal_SweptArea_30nLon_Gear+Depth"
ind <- indices[[id]]
colnames(ind) <- c("year", "age", "data", "lo", "up")
write.csv(ind, paste0(id, ".csv"))
# ISIS
id <- "timeInv_1985-2019_Isis_LogNormal_SweptArea_30nLon_Depth"
ind <- indices[[id]]
colnames(ind) <- c("year", "age", "data", "lo", "up")
write.csv(ind, paste0(id, ".csv"))
# --- INDICES to 2018
load('indices2018.RData')
# BTS
id <- "timeInv_1985-2018_NED-BEL-GER_LogNormal_SweptArea_30nLon_Gear+Depth"
ind <- indices[[id]]
colnames(ind) <- c("year", "age", "data", "lo", "up")
write.csv(ind, paste0(id, ".csv"))
# ISIS
id <- "timeInv_1985-2018_Isis_LogNormal_SweptArea_30nLon_Depth"
ind <- indices[[id]]
colnames(ind) <- c("year", "age", "data", "lo", "up")
write.csv(ind, paste0(id, ".csv"))
"","year","age","data","lo","up"
"1",1985,1,1267.42244674014,588.243477254834,2664.91734630849
"2",1986,1,5022.41436485015,3178.42264555455,7911.11796766356
"3",1987,1,869.898736502857,495.054309532326,1499.30419259964
"4",1988,1,11849.8305006114,7500.67541253632,17987.339530333
"5",1989,1,3507.72127298805,2409.06710973674,5210.20177973788
"6",1990,1,4264.5478951828,3109.15022892005,5788.58750292575
"7",1991,1,1884.30853162839,1367.51970401328,2528.16933221565
"8",1992,1,28210.1843635601,21748.7395743621,37490.4385518531
"9",1993,1,7676.12822403164,5920.59067521708,10151.2608598111
"10",1994,1,4877.98363833099,3717.2637555942,6545.69889565051
"11",1995,1,9925.89447660492,7371.16024400686,13139.8504573167
"12",1996,1,2437.57370935518,1703.1493655332,3462.48299181829
"13",1997,1,31219.91029688,23040.0869949289,41832.520349277
"14",1998,1,4667.4001889307,3343.81246797993,6524.38673814462
"15",1999,1,3826.95328640795,2818.48562364096,5341.59506605272
"16",2000,1,4478.95662862282,3274.05306286234,6229.69650334945
"17",2001,1,3188.48999336199,2170.92074266427,4773.49351504582
"18",2002,1,4064.1692528623,2814.16802391548,5866.48020210184
"19",2003,1,4757.69798365151,3547.31825869584,6605.85411929009
"20",2004,1,1529.13865698082,1050.3456678568,2299.611539602
"21",2005,1,1576.33901209552,1082.04590046426,2333.74177172564
"22",2006,1,5957.5763736821,3985.69234452262,8885.44218966661
"23",2007,1,2815.03722300943,2082.717005185,3918.63376393479
"24",2008,1,3987.0582268995,2851.97267134979,5648.50617665746
"25",2009,1,6138.78968963054,4541.65475097172,8371.34674664607
"26",2010,1,7463.71587868076,4684.98618897295,11538.5037745401
"27",2011,1,4220.99360324801,2921.2050433941,6095.01208748743
"28",2012,1,1786.00294925143,1228.14914852548,2571.43330224661
"29",2013,1,2327.36045262069,1525.80759562787,3560.59171758836
"30",2014,1,8334.10420563849,5636.3398654582,12077.2254000484
"31",2015,1,2906.69931121646,2006.32436356086,4180.53344386334
"32",2016,1,2444.91708857572,1793.47000386188,3359.11474729206
"33",2017,1,5842.11971295896,4099.67882636352,8169.89160288748
"34",2018,1,4334.95216619459,3030.55741748464,6057.50870771688
"35",1985,2,1166.52562722099,755.335688389756,1755.65930541776
"36",1986,2,2443.73716680506,1715.21185075689,3531.89102402969
"37",1987,2,3173.78161491881,2354.82617098664,4381.67831866354
"38",1988,2,1378.13061252579,996.423874661351,1956.23455555376
"39",1989,2,10517.2788788227,7986.10330034107,13873.948030921
"40",1990,2,4071.32398972122,3295.98718298501,5218.67320770097
"41",1991,2,5039.28811889469,4058.85200434003,6361.33786657397
"42",1992,2,5071.49035010363,4045.49369836767,6570.50865520352
"43",1993,2,17321.1100271708,13982.6995012421,21465.7588409304
"44",1994,2,4040.15518365119,3106.33948821955,5128.02009428669
"45",1995,2,3761.64418714882,2939.2226987154,4858.67921801188
"46",1996,2,3415.67695369442,2652.84131136916,4451.39415812436
"47",1997,2,2284.66820078087,1766.59028691649,3011.75835696846
"48",1998,2,6714.92931953529,5147.33552631386,9053.95406490115
"49",1999,2,2657.00201293051,2025.86057905177,3442.0716417814
"50",2000,2,1254.75317125752,979.307137993367,1655.24108485151
"51",2001,2,1622.06693213346,1202.16233276424,2220.06318449142
"52",2002,2,860.531927276586,629.118476064837,1177.02770259006
"53",2003,2,2012.72318109952,1548.74001432275,2623.58657410705
"54",2004,2,1245.95981598316,962.451665921769,1632.05404275277
"55",2005,2,757.117133588537,574.420683998464,1021.3101690422
"56",2006,2,444.323558690211,308.973286531995,659.718119278158
"57",2007,2,5705.6755756724,4397.48615285222,7343.13806661408
"58",2008,2,1968.28760759167,1510.43203254604,2620.83077623719
"59",2009,2,1334.98495366004,1036.83658677296,1750.52495345913
"60",2010,2,2108.24399233961,1412.74065952485,3088.35352701282
"61",2011,2,4229.56652584917,3134.91735600917,5804.34075846206
"62",2012,2,5410.70433288582,4227.53305314872,7012.46068026797
"63",2013,2,922.154131879769,702.23024605374,1219.30013273465
"64",2014,2,2908.17440486994,2103.4701896804,4028.28121828576
"65",2015,2,5840.45149791549,4456.12023809861,7670.87344684864
"66",2016,2,2258.31916856138,1742.55298476406,2910.04339331015
"67",2017,2,2135.11779164613,1626.04826703466,2834.08505837208
"68",2018,2,2444.27540608637,1843.56536160122,3249.13192030289
"69",1985,3,1062.21588009621,761.741185988842,1479.36863078494
"70",1986,3,782.430376650848,571.514915507643,1042.86581252617
"71",1987,3,626.436237058112,485.779194828906,833.587004199519
"72",1988,3,1062.10929828457,800.146706480768,1411.0191964854
"73",1989,3,918.608479349033,721.066227583829,1162.36214663555
"74",1990,3,6672.59679552662,5474.68452289793,8235.03355655337
"75",1991,3,1836.37981904487,1538.38504067229,2263.99680955999
"76",1992,3,4973.47082205286,4072.09528122992,6173.50432406025
"77",1993,3,798.808943893517,650.584565183808,978.973090004182
"78",1994,3,9092.4015923839,7457.43622791315,11146.9020255149
"79",1995,3,2539.09053534744,2024.75620805819,3222.49408840405
"80",1996,3,721.114523421901,575.267267035628,901.770615172213
"81",1997,3,1166.22897559501,918.743704865883,1480.32672009584
"82",1998,3,213.184833974251,153.998972867265,291.954483023806
"83",1999,3,2111.60966303837,1652.46268867453,2678.68104737517
"84",2000,3,782.052445014276,614.70816966977,983.728068334188
"85",2001,3,295.91328708713,215.495964218198,398.753476821555
"86",2002,3,620.699466385843,459.02491820527,799.899750632532
"87",2003,3,497.518435039327,384.303804104602,649.037141127286
"88",2004,3,957.157312090533,741.184963510618,1256.1196829538
"89",2005,3,514.288137545229,392.226328342777,684.444932717503
"90",2006,3,84.9368072475663,55.5251941252238,133.128659718787
"91",2007,3,285.817710393006,214.533665454419,388.325834151738
"92",2008,3,2283.45430593269,1788.23880037491,2920.94476513455
"93",2009,3,723.512841973041,569.740419943494,920.37241893807
"94",2010,3,740.184018071392,517.38697059293,1038.81671762099
"95",2011,3,1020.00424993411,776.628425248262,1376.38976655734
"96",2012,3,2396.66762153324,1902.34586374501,2993.84151431422
"97",2013,3,2436.59023549972,1936.42428786295,3167.42589529953
"98",2014,3,406.875999262218,287.912753520792,574.566639617188
"99",2015,3,1653.88734570163,1316.62521558055,2080.97976883155
"100",2016,3,2324.06248104406,1875.53507129021,2902.08095405162
"101",2017,3,1552.27785577391,1235.87394418944,1973.35105535703
"102",2018,3,1152.980149864,902.004532753908,1478.28548146087
"103",1985,4,505.694634342898,372.71765350667,665.229456835988
"104",1986,4,464.179386276525,340.155319553372,616.720496196416
"105",1987,4,189.189975353493,138.688235668278,250.49888991415
"106",1988,4,284.69309787777,212.827206206695,381.950198180998
"107",1989,4,702.268156246439,555.711399765974,874.434824160982
"108",1990,4,484.553708454403,396.466152851608,597.43428574368
"109",1991,4,2350.54341547465,1964.89930384002,2853.20797651981
"110",1992,4,911.476162069919,759.048852179901,1113.21691381096
"111",1993,4,2352.95551927078,1950.71052960135,2852.77357522731
"112",1994,4,89.8283628095818,67.1741105490961,119.532360078942
"113",1995,4,2679.05557148929,2156.04872687813,3338.07941874865
"114",1996,4,749.016354083659,613.508445533752,917.700537947972
"115",1997,4,256.555320900231,206.72763984779,326.84557211703
"116",1998,4,310.030224489891,232.284379761543,419.603065260904
"117",1999,4,17.1327605126666,9.42769650980703,33.3288412319174
"118",2000,4,275.997732408025,212.494715813533,354.897644932279
"119",2001,4,310.770266569855,227.486701926704,411.816015147608
"120",2002,4,148.608513765674,110.754019927327,199.582688839322
"121",2003,4,293.143580857984,224.239850857094,373.24452006668
"122",2004,4,203.544843259532,152.436656851703,275.632165691926
"123",2005,4,281.805593962225,219.99703289419,367.018374130328
"124",2006,4,215.625803228992,152.291429875477,300.231674289198
"125",2007,4,85.8389562338459,60.3091157341752,121.760501429767
"126",2008,4,176.640776749568,128.839090556893,238.328377970807
"127",2009,4,1372.6948368688,1093.18159942044,1716.27822390519
"128",2010,4,236.130921754794,157.190055224116,354.608460924611
"129",2011,4,288.938013272438,213.797402129485,382.075965836507
"130",2012,4,434.547493305065,346.176508914612,542.99125995913
"131",2013,4,1052.68204836893,826.592711897852,1318.1804530892
"132",2014,4,763.797061702293,563.586741678415,1029.7703362628
"133",2015,4,292.626917330597,221.043368173514,388.58342004025
"134",2016,4,789.989441548692,619.267930968525,996.774554146408
"135",2017,4,1345.12436499237,1082.97212000745,1675.66762744376
"136",2018,4,793.702035024331,627.815822600346,986.595595916893
"137",1985,5,220.14686522874,161.637784161211,295.057285902772
"138",1986,5,313.344355582452,229.328072471469,430.502305323824
"139",1987,5,171.174936124698,120.852593287977,232.686799181019
"140",1988,5,99.9008756926873,70.850277736738,138.048840061788
"141",1989,5,123.663838920455,93.5433784467214,164.743662322033
"142",1990,5,289.607265760044,237.45253222585,358.640780475853
"143",1991,5,116.247265842713,90.5750852091572,149.545112439874
"144",1992,5,1370.10925946287,1144.15177346276,1634.94142186499
"145",1993,5,876.647117616377,751.148245195422,1052.29004581315
"146",1994,5,497.995429283339,411.977288537366,614.524748198904
"147",1995,5,246.437529844501,199.42782111677,310.700271058049
"148",1996,5,1024.17338785149,837.432524821456,1255.69340464545
"149",1997,5,325.612273549246,258.022731204739,395.104875116751
"150",1998,5,23.1153495390268,12.2242087017621,44.0785875163067
"151",1999,5,126.38045324463,97.7288885087163,163.485775338301
"152",2000,5,54.3565279034921,36.2956831901396,86.4173764307993
"153",2001,5,134.214349135298,96.4335892109971,188.203952725909
"154",2002,5,97.3277642832177,71.5638473820486,132.255782057631
"155",2003,5,27.2588340164013,16.3195508636244,44.1284585197149
"156",2004,5,146.403517715437,109.561210756201,197.588758952142
"157",2005,5,40.4141018042091,20.9277681390405,75.0338182648548
"158",2006,5,85.2105275656111,57.9568967898494,126.267448465155
"159",2007,5,45.1983712613914,25.5610563599517,78.1711542570318
"160",2008,5,31.4621744055925,15.108773882903,67.4141409474171
"161",2009,5,89.4734186865939,67.4113479526179,121.863929643651
"162",2010,5,379.788785508163,269.065502044167,530.362020934228
"163",2011,5,238.132157909086,179.090404783854,319.658547596734
"164",2012,5,275.600658062749,216.570567602827,353.235585394939
"165",2013,5,274.360146489446,211.171667308137,351.674192597866
"166",2014,5,516.735182656251,371.328165032654,704.376824098348
"167",2015,5,568.35061590463,446.65456487316,735.558027539276
"168",2016,5,76.1891808768134,51.4063370950816,108.053244345175
"169",2017,5,341.587562218185,268.196424636984,428.519988682798
"170",2018,5,488.795980076052,392.829058223102,624.818706990495
"171",1985,6,69.196463420984,43.3807318063487,106.375261797061
"172",1986,6,87.8624196925645,53.3926941606954,138.120331602066
"173",1987,6,106.176176746304,77.1826581217249,142.898641129651
"174",1988,6,80.4620687050241,58.1271838608251,109.988881087642
"175",1989,6,56.4032883550448,40.5029277573279,80.4814096318971
"176",1990,6,133.838871815076,100.703254412107,170.555252760093
"177",1991,6,38.1888744702653,24.6583553818734,58.793595948023
"178",1992,6,10.1113966742794,5.04452981779995,21.0796759220877
"179",1993,6,1339.89349801432,1141.14121523689,1577.60786846713
"180",1994,6,57.3272506203388,43.2645816818878,78.0628178734224
"181",1995,6,308.937738823331,252.884385339961,369.262023932079
"182",1996,6,132.668687559858,101.212721738763,173.788478018803
"183",1997,6,162.860287391768,121.553190154263,207.908896726058
"184",1998,6,27.4741759894589,16.27223691792,45.6719946267344
"185",1999,6,7.85283118730004,3.53045905558788,16.8245062477671
"186",2000,6,16.4514643045935,8.76920843849975,29.9398613773045
"187",2001,6,20.3293947310454,11.2099444000444,36.1287189374701
"188",2002,6,108.059194977209,80.342724670814,143.2027410077
"189",2003,6,48.2371636745103,32.8577908390824,71.9926653551593
"190",2004,6,10.7024339295424,4.15399945642985,24.8576687125592
"191",2005,6,42.0922602783793,26.4700451902265,70.215431987897
"192",2006,6,47.8165639584533,28.741235989187,77.2105848426042
"193",2007,6,53.9633486965672,32.8283914554079,86.1937162336349
"194",2008,6,35.1579993181475,20.3554680478586,57.2181306105152
"195",2009,6,18.2526857873282,9.39821416200055,36.4501016104871
"196",2010,6,49.4832371971866,28.5833482712886,81.2506735321137
"197",2011,6,191.544340972828,137.174793597673,260.505840835456
"198",2012,6,91.6106895546964,59.5355444802762,140.395666886985
"199",2013,6,59.0077599514144,34.0997320046408,98.7934355937728
"200",2014,6,82.0947465975658,49.0643056423331,137.58332123936
"201",2015,6,242.833171161111,187.376297733477,309.043402574983
"202",2016,6,374.487075518607,305.214876947833,456.290050005424
"203",2017,6,54.5571484686536,36.4070578615287,84.6909234536679
"204",2018,6,172.572807004348,137.930417073809,219.117903501778
"205",1985,7,0,0,0
"206",1986,7,45.9820901058492,28.6741346078994,71.3062779182163
"207",1987,7,86.0263841958957,62.6424201260476,117.569143906829
"208",1988,7,69.862916908688,50.2787453156161,96.1362114099182
"209",1989,7,54.4382159011507,37.6789140961845,78.967925009204
"210",1990,7,27.7396752993553,17.2489464798089,44.3064782762708
"211",1991,7,18.9057841846307,10.0743370674847,34.2823002123404
"212",1992,7,57.6644273137095,42.3879225580709,77.0162721827942
"213",1993,7,35.900899473849,25.1428333767778,51.6231961170185
"214",1994,7,430.550591546652,365.401478277992,504.480112544955
"215",1995,7,89.3200117344855,69.0502837059766,114.3343517832
"216",1996,7,102.475912429914,79.3472273642488,132.748915614131
"217",1997,7,33.7326330319331,22.1373439328453,51.5454373607266
"218",1998,7,59.3930621133067,40.4424018622031,85.4406720375978
"219",1999,7,10.8110994379253,5.24389364645869,23.410518497923
"220",2000,7,1.06759269072228,0.281149808913372,3.74378975962502
"221",2001,7,0,0,0
"222",2002,7,0,0,0
"223",2003,7,66.1906038339785,46.3335810089091,91.7783635902659
"224",2004,7,18.3345185034501,8.51130088420347,40.1602880538541
"225",2005,7,13.9678689392115,6.4534570406623,31.2012380319063
"226",2006,7,10.7093269267532,4.52874265682904,25.4293496059562
"227",2007,7,35.8661140871214,23.305745068757,54.0791485175007
"228",2008,7,36.2832188631875,20.6269558340171,63.5637101596033
"229",2009,7,43.7552986423344,28.6690842655788,64.8267895227129
"230",2010,7,12.7366872403789,4.29694657878802,32.7671131529231
"231",2011,7,2.87608374897676,0.297057600677895,24.4256093375594
"232",2012,7,61.9646891184073,42.393777432729,90.461263675888
"233",2013,7,31.8699665625888,19.1582844583434,50.1956470573748
"234",2014,7,17.9168634495746,7.21640079061215,44.7441535731289
"235",2015,7,79.2192872147345,55.7963082874007,108.717499922348
"236",2016,7,86.9317276931813,64.876738784684,113.917169068847
"237",2017,7,99.3847588283954,77.7101128199054,126.106403638715
"238",2018,7,41.8027380079996,27.3348811399394,63.5296070591659
"239",1985,8,0,0,0
"240",1986,8,0,0,0
"241",1987,8,54.420328456395,39.2482694481844,75.4376326979302
"242",1988,8,40.7762897447216,26.2996461507649,60.5437793280013
"243",1989,8,1.01775641043465,0.105014465524127,10.1177358737412
"244",1990,8,18.6275878028423,10.5870748050952,33.4087394840322
"245",1991,8,17.5226247742225,9.80711925416354,31.0474188584249
"246",1992,8,6.96797409197177,3.20040978327493,15.0105025359978
"247",1993,8,58.0451624365793,43.0813811909634,78.8837125358891
"248",1994,8,44.0809547946296,31.5163756600129,59.883350689007
"249",1995,8,190.323864599289,157.379274006728,231.406219608721
"250",1996,8,40.7745293079124,23.514062775399,71.2918317343814
"251",1997,8,16.9627290380559,10.3429292119318,29.1082926097259
"252",1998,8,10.8032983654395,4.39328368881276,27.4469808439157
"253",1999,8,49.7546791766774,34.8319136806901,72.2769424251883
"254",2000,8,2.34705506341544,0.643155657893222,9.10742482655428
"255",2001,8,0,0,0
"256",2002,8,1.17659155705468,0.126414467983883,12.5504324994386
"257",2003,8,1.88460305036575,0.213329929573474,16.2469470898251
"258",2004,8,28.1432915658207,15.4928746704382,50.014921034856
"259",2005,8,14.7003936039828,7.0017559948772,32.0076746499543
"260",2006,8,2.13689200156018,0.215946584935265,19.2441828300383
"261",2007,8,11.5095213410193,5.02056346752811,25.0116851309769
"262",2008,8,20.9877843080118,11.0158693845727,38.671305158583
"263",2009,8,32.0832519451286,19.6016528489467,50.9186567758691
"264",2010,8,8.1413276070034,1.77562544912699,36.5498890734216
"265",2011,8,9.59258365404327,1.03662066933112,88.5226313979594
"266",2012,8,11.0547481020044,4.60107646066914,28.8907643841203
"267",2013,8,8.8574705745665,3.83707975969737,21.4736498669264
"268",2014,8,27.4674648210767,9.23124380490817,79.9063286196032
"269",2015,8,41.0674333726017,23.1461146338641,68.9353909089439
"270",2016,8,29.2462303950727,15.8353714449017,50.152652006097
"271",2017,8,46.4995305499827,29.8631851021244,69.3586296590082
"272",2018,8,38.4907198003341,23.9869399941996,62.5656614987918
"273",1985,9,52.6373137511303,33.0527168306452,85.3149327404334
"274",1986,9,85.5985175665492,55.7443504718284,126.877747689911
"275",1987,9,0,0,0
"276",1988,9,44.4437485232106,29.8440697823663,65.6442666178671
"277",1989,9,87.3178936250669,65.7028998295976,113.710730213457
"278",1990,9,19.7666030704664,11.4258569404689,37.982206287768
"279",1991,9,50.6034467592282,35.7233175474069,70.5568920837159
"280",1992,9,22.8442336855807,14.4918290852026,36.2132285627626
"281",1993,9,44.0657666880662,29.7540172073229,64.1433676289258
"282",1994,9,99.6260283519584,80.5270763065729,123.612350993685
"283",1995,9,29.0574998915397,17.6877964496126,48.4863637095324
"284",1996,9,106.824204244592,82.173634792623,136.004918930977
"285",1997,9,49.5884068532849,36.0250889464079,67.2797212925596
"286",1998,9,83.1701139431788,59.7982498577734,114.900268559549
"287",1999,9,26.992390485073,18.3287577133173,41.7060912309098
"288",2000,9,14.2113377628679,7.06260751826649,31.1463758535535
"289",2001,9,0,0,0
"290",2002,9,6.23913068401125,2.31621261236711,15.875272174921
"291",2003,9,2.33428090014651,0.271819432573065,21.2933160889251
"292",2004,9,5.52617788018367,1.93238342876761,16.310258739743
"293",2005,9,22.8973053202059,11.8428189398343,43.4062863805726
"294",2006,9,23.7458171167149,14.0755832802308,40.6229332011561
"295",2007,9,107.288332860625,77.4752900821018,141.737992853659
"296",2008,9,17.5859233171406,8.98201444136536,32.4120255088086
"297",2009,9,2.815139168947,0.628098622094503,13.3956431306184
"298",2010,9,28.7377007026379,14.4603936421019,50.5274468968649
"299",2011,9,29.9153533401575,16.6756852404562,54.6689637127476
"300",2012,9,11.3745022933567,4.03099144875634,29.5729826466628
"301",2013,9,40.8672111901558,24.927158070248,66.7271540262347
"302",2014,9,31.330888352826,15.0040406724561,66.9340785721557
"303",2015,9,73.4411538423365,46.0810220241847,122.24225641796
"304",2016,9,30.5303430845323,18.7044679299569,48.3384483629773
"305",2017,9,5.4168195513694,1.74749199403388,17.1440945011174
"306",2018,9,26.0800507240622,12.6272085260495,53.9436019980858
"","year","age","data","lo","up"
"1",1985,1,1381.1866237499,613.014496652036,3142.00456895936
"2",1986,1,5154.65122944151,3028.52582014754,8693.64903811151
"3",1987,1,1005.07339872841,543.735835878808,1782.36223426047
"4",1988,1,10561.5982114142,6401.73936165874,17525.2756916175
"5",1989,1,3311.85732844178,2223.96312353464,5197.67088695086
"6",1990,1,4329.28573587297,3091.97441179636,6154.49898981423
"7",1991,1,1884.43678289358,1331.13683209308,2604.08142310649
"8",1992,1,27200.715866604,20483.5203638075,36950.9829014773
"9",1993,1,8150.67024007315,6075.7591895537,11310.5343781222
"10",1994,1,5837.33400867746,4415.62207008652,8054.2437825728
"11",1995,1,10804.9402600641,8431.33455351656,15116.8975576864
"12",1996,1,2413.75616306951,1682.08871594722,3490.99206626245
"13",1997,1,24589.8495983868,17725.6605057146,34432.9634037189
"14",1998,1,4167.62734234544,2850.56277596887,6054.23794410622
"15",1999,1,3916.14250580452,2793.51561989036,5642.50307132803
"16",2000,1,4306.53484010698,3092.53241045838,5937.12515670393
"17",2001,1,3169.71523042784,2180.24252812852,4687.11612688383
"18",2002,1,4885.74431434755,3393.38564573777,6977.13363348443
"19",2003,1,4471.17409071511,3235.14073108545,6085.5266200613
"20",2004,1,1503.73323379633,1128.8488568779,2029.09401662732
"21",2005,1,2424.30139478884,1781.96743351993,3301.46439289825
"22",2006,1,6091.39924167449,4560.59425276018,8389.05461139067
"23",2007,1,3225.14447680564,2458.12072464044,4284.87631782277
"24",2008,1,4594.22479398938,3558.62589378312,6057.35569574312
"25",2009,1,4824.71258377241,3745.40630521483,6415.95494040489
"26",2010,1,5389.30254488703,3902.52679720444,7414.97512995168
"27",2011,1,4366.70555216921,3149.66322241482,6023.4294034008
"28",2012,1,2027.41006039256,1486.23026592235,2733.9202018766
"29",2013,1,2524.16362504398,1960.01628253632,3294.3913681214
"30",2014,1,5929.97841910577,4470.61054285478,7869.63686643513
"31",2015,1,4661.41649285749,3499.26265765392,6161.78903066517
"32",2016,1,2468.73007285101,1876.00812609046,3251.97172325097
"33",2017,1,9544.52982501969,7324.19764178856,13073.6434968098
"34",2018,1,5221.00869386814,4122.89076715597,7029.25207832076
"35",1985,2,1314.48855462119,893.766066858914,2037.27981654656
"36",1986,2,2780.4220522831,1960.23883341298,4040.50485502522
"37",1987,2,3580.0924885779,2643.04338665644,4942.02253122669
"38",1988,2,1337.90357106455,945.631968404,1865.43159408813
"39",1989,2,9987.5361913801,7712.6855271243,13179.7307991956
"40",1990,2,4192.16800679288,3285.54383125864,5334.27149130155
"41",1991,2,5394.02585820493,4329.29852286883,7018.42019907586
"42",1992,2,5315.06119674223,4292.6985436699,6876.81058869419
"43",1993,2,18418.1049264257,14783.0307020477,23897.2764954762
"44",1994,2,4460.43465356239,3612.660139624,5608.32285321423
"45",1995,2,3796.66890021495,3041.57849470597,4852.52522478835
"46",1996,2,3770.54018981863,2948.97194208433,4948.55163812792
"47",1997,2,1670.4068594364,1261.01687751094,2250.27080933979
"48",1998,2,8194.59325292748,6537.89956881386,10304.9235594186
"49",1999,2,2566.87192163036,1999.40724476372,3238.8782971407
"50",2000,2,1416.09400792092,1132.16252251423,1826.22783588374
"51",2001,2,2186.98789482505,1690.00432949976,2834.86194449329
"52",2002,2,1048.76191710711,825.218021753819,1355.2099130717
"53",2003,2,2358.22351234741,1882.27760941709,2936.14881527786
"54",2004,2,1812.95496601871,1500.66456396996,2227.98312802166
"55",2005,2,1410.3943338317,1148.79788247952,1735.67971332435
"56",2006,2,1221.65672346135,968.020747777277,1531.41742070502
"57",2007,2,4853.00457438696,4084.57193163197,5854.38398417072
"58",2008,2,2312.48346658119,1924.89030825174,2869.40969161066
"59",2009,2,2017.39096730817,1655.30106487928,2479.28885971142
"60",2010,2,2416.2414556884,1940.41136143965,3021.33280705459
"61",2011,2,4354.88639947225,3580.08658079612,5459.49134894637
"62",2012,2,6297.79510357894,5380.26545754182,7568.60143297621
"63",2013,2,1421.09964231628,1190.82391421497,1730.12318410135
"64",2014,2,3373.28713335088,2713.07738047584,4282.03940012209
"65",2015,2,4190.58750562393,3482.09100251139,5206.04967974575
"66",2016,2,3341.77980563885,2796.1044297212,4108.33760238773
"67",2017,2,2212.52379638543,1813.55969769052,2710.93115408887
"68",2018,2,3499.09272597388,2863.40621176458,4333.4785113943
"69",1985,3,1238.59319857395,892.268211237272,1679.07720203217
"70",1986,3,1016.37846538835,718.037602991815,1398.75204590313
"71",1987,3,798.549065011802,605.862080067805,1050.17921085129
"72",1988,3,1197.16491516311,897.05725271493,1580.68692570035
"73",1989,3,1033.7608351373,810.162315737866,1322.22076913981
"74",1990,3,7796.4253455552,6283.98369909244,9633.43415371493
"75",1991,3,2162.19012967576,1774.10473980882,2675.42368731746
"76",1992,3,5859.12995794853,4718.85368738589,7123.95206456675
"77",1993,3,934.039224923559,777.416408346017,1166.52200022046
"78",1994,3,10366.4602020025,8650.36231762464,12744.4014099055
"79",1995,3,2896.20849132827,2355.40764925521,3602.70549036985
"80",1996,3,781.821940141258,629.05900135024,970.55681754276
"81",1997,3,1278.31021664729,1003.48436949892,1601.08317824817
"82",1998,3,314.010168476797,242.137063665842,417.514005028573
"83",1999,3,3145.5588303453,2603.14040829155,3888.80389688348
"84",2000,3,1089.34795571728,889.858382147643,1332.57277931051
"85",2001,3,717.339762983898,572.746982704696,904.074047297018
"86",2002,3,904.46919351127,718.508467363762,1145.71293662944
"87",2003,3,624.495360800895,520.427274593654,774.428515278571
"88",2004,3,1395.33769772378,1167.02379002605,1695.81453092204
"89",2005,3,859.204218460318,720.367178938268,1040.35029622536
"90",2006,3,381.409453635807,301.028178669933,476.230570632357
"91",2007,3,617.366830988388,507.680758908946,739.425956368073
"92",2008,3,2254.24057680777,1906.3691806506,2713.66574487977
"93",2009,3,1091.11285559439,913.716850675948,1325.28227755334
"94",2010,3,776.767903951897,633.127224599192,972.291742553932
"95",2011,3,1096.70888992233,910.325996501778,1337.61854212545
"96",2012,3,2370.00890208729,2036.11884985045,2795.74418531394
"97",2013,3,3298.57082136704,2853.47305666755,3871.53849907601
"98",2014,3,704.026427156654,584.396233035689,863.581528403181
"99",2015,3,2224.27281099997,1921.98369509152,2663.19566663084
"100",2016,3,2208.49616060964,1876.72187812253,2616.23578340259
"101",2017,3,1979.63762812329,1654.4309844037,2335.81045894771
"102",2018,3,983.586818984293,823.528461655095,1180.46848603998
"103",1985,4,676.923810004651,505.646682462707,908.41362512337
"104",1986,4,641.177844784827,477.390309575051,869.791905098133
"105",1987,4,268.020594489826,195.37373547513,367.263283814461
"106",1988,4,357.619733290632,268.863578761607,490.716318030272
"107",1989,4,886.377829133798,707.688255075262,1114.90041213894
"108",1990,4,606.164052742756,498.731032287711,744.3216071593
"109",1991,4,2952.57575950793,2465.82374133686,3601.21641474773
"110",1992,4,1156.55141294746,952.791391571424,1444.54198075023
"111",1993,4,2983.86118126515,2504.03302959292,3670.56685214002
"112",1994,4,122.487400811622,91.7317042667726,164.104542632411
"113",1995,4,3058.15182639491,2531.3235758994,3739.14230127082
"114",1996,4,774.308303042292,630.42932497574,957.350809881318
"115",1997,4,304.758266164918,243.387594818787,383.579284949186
"116",1998,4,391.563710586638,305.100673018931,501.558197691369
"117",1999,4,79.9396367478524,57.6204384900061,108.153052319228
"118",2000,4,584.83756617782,482.205893987111,714.952289613729
"119",2001,4,751.883117329574,609.472703899327,942.25980618462
"120",2002,4,340.217191832872,273.303294600361,426.783483844309
"121",2003,4,411.433681383982,338.758221823627,507.375272213702
"122",2004,4,264.156032991703,218.659006447503,317.229780923209
"123",2005,4,580.714363771698,492.420906493473,703.412747675073
"124",2006,4,599.752059665405,491.694942426776,739.326510597852
"125",2007,4,183.568135533833,150.202620412697,227.981031983862
"126",2008,4,338.228536663321,280.971013050028,415.420480256811
"127",2009,4,1245.71612145569,1051.75011837859,1477.3810387423
"128",2010,4,417.522785848206,338.054470796185,510.78302940337
"129",2011,4,368.327908809455,306.388651012012,447.18192133517
"130",2012,4,543.954933219696,467.852632657044,653.903104620599
"131",2013,4,936.393835569804,802.121067676862,1101.94677278155
"132",2014,4,1293.50936351884,1100.96896336585,1569.42318729946
"133",2015,4,595.845159406587,510.033078401957,709.651436836395
"134",2016,4,1099.17274752178,947.406165713126,1314.95311232992
"135",2017,4,988.037993217248,869.339218650065,1162.71182598254
"136",2018,4,954.79819306402,803.593618030443,1120.32065329711
"137",1985,5,300.836729648746,225.703842036548,415.880589424005
"138",1986,5,427.088278731493,326.975876052582,570.452638891245
"139",1987,5,246.023038255828,181.340599199455,333.744078729831
"140",1988,5,131.909913311047,99.355826807291,177.955160632742
"141",1989,5,166.247476991241,127.919240942177,215.398751979248
"142",1990,5,362.718801414888,300.55913037871,445.176579563909
"143",1991,5,153.36306118248,121.424172075785,194.455694716102
"144",1992,5,1726.80016284564,1463.0110785247,2095.52200663683
"145",1993,5,1108.47586499904,940.806477485882,1363.22444676248
"146",1994,5,593.577331320451,494.297964665822,721.311676319657
"147",1995,5,304.701693879672,249.33938217563,385.232265023402
"148",1996,5,1137.47709564379,954.769867280498,1389.76831430816
"149",1997,5,336.212758501293,274.426829119455,418.893688206235
"150",1998,5,90.4646994042302,57.3078848758349,141.217894455818
"151",1999,5,194.523472438055,152.724372226734,243.898599167811
"152",2000,5,112.795072759339,81.8408093805214,158.48416962187
"153",2001,5,368.929312800125,297.824753800062,460.636768124248
"154",2002,5,151.013148978679,118.503195703638,194.580604620997
"155",2003,5,118.787855628811,91.3674064080674,154.997647554699
"156",2004,5,207.570010988125,171.612023410024,249.504700262964
"157",2005,5,129.851127281876,102.491714939834,166.512415513812
"158",2006,5,320.378514920787,266.798940346368,391.505135681827
"159",2007,5,236.082767917088,197.54689949766,284.302019383595
"160",2008,5,105.132024622179,81.8638720194506,132.694984657161
"161",2009,5,181.998386965131,150.628987767004,225.703026761752
"162",2010,5,387.824300844097,322.405655875739,472.373798771773
"163",2011,5,296.754842130176,251.258463790556,366.339809937353
"164",2012,5,256.258237915269,218.479359316032,304.921366052009
"165",2013,5,295.96483634575,253.784029517682,354.774449825457
"166",2014,5,539.632569953729,454.143037951107,646.372802668216
"167",2015,5,1072.4588037656,944.38347603308,1262.89519267285
"168",2016,5,318.266935831357,278.473273753454,380.960662692801
"169",2017,5,410.051831777286,356.446787192958,481.895975835144
"170",2018,5,307.921626393454,263.667708167835,363.077251433381
"171",1985,6,130.081168460912,88.8056882885254,192.894773229873
"172",1986,6,169.757560264372,118.113723137064,248.37922086313
"173",1987,6,181.504049585425,138.901950715048,243.580684006717
"174",1988,6,125.9666259415,95.0015994733224,171.443065285331
"175",1989,6,96.3611979739794,72.8301011794213,130.873624908614
"176",1990,6,208.827085871942,166.307740255002,264.107822281278
"177",1991,6,73.8113888578101,51.7034211470249,108.629250143901
"178",1992,6,25.1166506268671,13.9116105396516,46.8117447534993
"179",1993,6,1918.03863184244,1641.64458747185,2316.64406626973
"180",1994,6,95.4727562094662,71.9974147399751,130.072663343186
"181",1995,6,409.882061086767,346.401774345769,497.376629451549
"182",1996,6,140.613240847494,112.468986853963,179.673899594051
"183",1997,6,245.861315706277,201.712054665929,309.113866889482
"184",1998,6,79.8233377791452,57.6793656106466,113.298747069464
"185",1999,6,31.8740227558932,19.0079540507797,55.5960585804302
"186",2000,6,36.9025840502466,24.0961523410493,58.3735294303209
"187",2001,6,51.4455473526628,32.8033461449867,83.378592106147
"188",2002,6,178.697044795665,147.69906736412,224.85748548995
"189",2003,6,89.6477249358265,67.265798816282,124.134100324181
"190",2004,6,55.0665066488494,42.7532229281022,73.1873553183175
"191",2005,6,119.707735742867,98.3079281094264,146.59051966496
"192",2006,6,75.949454921453,59.0350294978852,97.8055932987503
"193",2007,6,216.98441141225,185.112825669076,261.598986552096
"194",2008,6,113.827888321396,93.364350231734,142.937696501415
"195",2009,6,61.1561232516683,47.1340685249794,82.1995107619191
"196",2010,6,121.236347172822,95.0150762347344,155.590389510797
"197",2011,6,288.078807412964,245.41652718785,350.320832976361
"198",2012,6,154.674941023919,130.767030196323,188.86136997594
"199",2013,6,78.2947753490471,62.9560208168992,97.8486197122591
"200",2014,6,122.080674792315,98.4756971643556,156.636099518935
"201",2015,6,347.11495819496,299.27305731954,413.14953984366
"202",2016,6,551.441650010367,487.358017053524,642.547069057583
"203",2017,6,135.394732720611,115.353943482464,163.377046549134
"204",2018,6,207.332754930376,180.511062916269,247.600550130034
"205",1985,7,0,0,0
"206",1986,7,95.0365434170206,65.4581908166764,142.689148958886
"207",1987,7,149.301199556454,113.169584116664,200.270295445265
"208",1988,7,112.097064362126,85.2048844819705,150.062106020925
"209",1989,7,86.9501377622704,65.116748072731,117.438262728249
"210",1990,7,53.4227960733993,36.190509607771,77.7365662859883
"211",1991,7,44.3655935886761,27.5618327983185,72.8067435060809
"212",1992,7,93.3372136779147,72.2288133358359,123.375209154583
"213",1993,7,64.6006050750963,47.1596840036284,85.9350668356792
"214",1994,7,523.710178406489,447.403106880177,619.254082156728
"215",1995,7,128.552263129476,102.349859212475,160.909609566706
"216",1996,7,183.93681520729,147.816275848757,227.695073329261