world meteorological organization working together in weather, climate and water
DESCRIPTION
World Meteorological Organization Working together in weather, climate and water. WMO. Climate Change Adaptation The Pivotal Role of Water AVINASH TYAGI Director, Water and Climate, WMO Coordinator: UN-WATER Thematic Priority Area Water and Climate Change WATER DAY - PowerPoint PPT PresentationTRANSCRIPT
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World Meteorological OrganizationWorking together in weather, climate and water
Climate Change AdaptationThe Pivotal Role of Water
AVINASH TYAGIDirector, Water and Climate, WMOCoordinator: UN-WATER Thematic Priority AreaWater and Climate Change
WATER DAY2 June 2010, Bonn, Germany
WMO: Climate and Waterwww.wmo.intWMO
Global Framework for Climate Services
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Potential Climate Change Impacts
Global Framework for Climate Services
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Weather, Climate and WaterSevere Storms, Tropical Cyclones (Hurricanes and Typhoons), Storm Surges, Floods, Droughts, Cold Spells, Heat Waves, forest fires, locust swarms, etc
Global Framework for Climate Services
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Effects on the hydrological cycle(IPCC 2001)PrecipitationsEvaporationSoil moistureGroundwaterWater Demand Glaciers Streamflow Floods Low flows
Global Framework for Climate Services
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Climate Change
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Potential Water Resources ImpactsWater SuppliesWater DemandsWater QualitySea water level
Flood ManagementDrought managementWaste water treatmentIrrigation and DrainageHydropowerOperations
Global Framework for Climate Services
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Water, Energy and Climate ChangeFuture water management activities must carefully consider strategies to reduce greenhouse gas emissions
Global Framework for Climate Services
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Rainfall Variability and GDPMean Annual Rainfall (cm)Monthly Rainfall VariabilityBubble Size = GDP per capita(Blue = low interannual variability of rainfall)Developing countries face more challenging climate conditionsBrown and Lall, 2006Wealthy nations share a small window of favorable climate (low variability; moderate rainfall)
Global Framework for Climate Services
Chart1
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GDP per cap (Low CVI)
GDP per cap (Hi CVI)
GDP and Rainfall Variability
Data
CountryPer Capita GDPMean PrecipCOV PrecipCOV of AnnualSpatial Standard Deviation based on CRU, 1979-2004COV based on sameWar/RevolutionClusterln(GDPpc)1/GDPpc
Afghanistan23823.626480.98037371632.588417741420.519341.2795751223.626480.98037371632.58841774141.2795755.47422953820.0041934582
Albania90266.933280.64592516612.428978529116.757640.2485430166.933280.64592516612.42897852910.2485436.80406004260.0011092623
Algeria19107.8971910.76860949673.714314368211.100521.680005017.8971910.76860949673.71431436821.6800057.55470144060.0005236425
Angola69183.031350.86936801581.289349143445.227521.3114910283.031350.86936801581.28934914341.3114916.53770557610.0014478066
Argentina508556.468770.43937436571.423316286248.785460.90977290156.468770.43937436571.42331628620.90977298.53410930380.0001966452
Armenia91541.169170.48760128032.260840818513.449720.35624811141.169170.48760128032.26084081850.35624816.81884599820.0010929815
Australia1557540.485920.71103163771.953421584645.826011.2458660140.485920.71103163771.95342158461.2458669.65344160510.0000642042
Austria1701473.833940.41543306511.167578081321.646980.30647210173.833940.41543306511.16757808130.30647219.74178789520.0000587754
Azerbaijan77538.896310.52585116692.453095679317.740780.46929321138.896310.52585116692.45309567930.46929326.65267868060.0012905605
Bangladesh270179.59910.95175365581.89828790965.747380.58419902179.59910.95175365581.8982879090.5841995.59891566430.0037018756
Belarus175752.669960.4836981081.087336880510.905980.21926721152.669960.4836981081.08733688050.21926727.47111913620.0005692908
Belgium1646770.541610.52001832681.86558968536.6855720.098340330170.541610.52001832681.86558968530.098340339.70912377840.0000607269
Belize1940124.62190.62370674821.846612834519.278820.177622701124.62190.62370674821.84661283450.17762277.57047761570.0005154462
Benin34187.243640.89583836711.191353318126.567150.77311420287.243640.89583836711.19135331810.77311425.83188247730.0029325513
Bhutan156104.28791.00246049641.889481905464.795560.700261102104.28791.00246049641.88948190540.70026115.04900094090.0064157399
Bolivia86991.71270.74600039031.881024111248.638080.62999830191.71270.74600039031.88102411120.62999836.76753489820.0011505273
Bosnia & Herzegovina125383.55730.50199432011.65818785439.3511750.12219161183.55730.50199432011.65818785430.12219167.13335295930.0007980391
Botswana188633.618231.15256097663.064224380614.025431.0119290233.618231.15256097663.06422438061.0119297.54203670670.0005303164
Brazil2563140.4690.46689340710.795095003285.231680.714428601140.4690.46689340710.79509500320.71442867.84889470880.000390183
Bulgaria226545.629150.49522574931.853025094712.930110.31516581145.629150.49522574931.85302509470.31516587.72552133680.0004414167
Burkina Faso22163.84171.11859834561.317985266720.558931.408090263.84171.11859834561.31798526671.408095.39816270150.0045248869
Burundi17384.912630.69002950442.052621618221.238960.5442150184.912630.69002950442.05262161820.5442155.15329159450.0057803468
Cambodia274189.35380.87195503871.809078560964.135710.45889712189.35380.87195503871.80907856090.4588975.61397932550.0036465297
Cameroon845134.76080.69511920380.775132679558.978860.763700501134.76080.69511920380.77513267950.76370056.73980988810.001182872
Canada1638337.290590.31190335150.44104424235.518070.87632510137.290590.31190335150.4410442420.87632519.70399135230.0000610394
Central African Republic298109.95930.75627773190.738712596433.161830.660641611109.95930.75627773190.73871259640.66064165.6985465690.0033508321
Chad20725.40751.28118862541.932855652930.667212.1827150225.40751.28118862541.93285565292.1827155.33287981090.0048301401
Chile299846.429450.44867535581.663226895946.937321.0486860146.429450.44867535581.66322689591.0486868.00556724750.0003336002
China45849.404140.63825845360.699963403954.128281.2391230149.404140.63825845360.69996340391.2391236.12577688470.0021857923
Colombia1550184.59190.34624872491.370874886786.261540.510588911184.59190.34624872491.37087488670.51058897.34601020990.0006451613
Congo837131.13450.41403086141.044860048357.834450.530567411131.13450.41403086141.04486004830.53056746.72926636820.0011954096
Costa Rica2547180.47470.6188102821.963488511146.101210.360353701180.47470.6188102821.96348851110.36035377.84272382280.0003925982
Cote d'Ivory813103.92880.66728914411.094227971535.897590.470768801103.92880.66728914411.09422797150.47076886.70052608650.0012302645
Croatia430771.652850.44993730191.282439707620.035180.29527030171.652850.44993730191.28243970760.29527038.36803005310.0002321725
Cuba176878.550660.66080386852.286561309629.135190.42446080178.550660.66080386852.28656130960.42446087.47743454550.0005657069
Czech Republic459858.905440.46040365711.344627762713.565540.23833320158.905440.46040365711.34462776270.23833328.43333139470.0002174957
Denmark2137853.224040.44684319341.468980558412.772410.235250153.224040.44684319341.46898055840.235259.97011451640.0000467772
Djibouti85831.515170.98921503523.344081596316.451560.59121470231.515170.98921503523.34408159630.59121476.75413779030.0011660448
Dominican Republic166399.950430.60254628222.609940747618.437370.20287730199.950430.60254628222.60994074760.20287737.41645865240.0006012747
Ecuador1410116.11250.45343533212.691531058270.871870.670417801116.11250.45343533212.69153105820.67041787.25141590280.0007091696
Egypt10431.8558351.28956291914.15115837353.5849572.814034021.8558351.28956291914.15115837352.8140346.94950484320.0009591099
Equatorial Guinea948162.25120.65017146251.438839897626.846390.178747101162.25120.65017146251.43883989760.17874716.85428417630.0010549265
Eritrea22233.836191.35208780893.808898105817.286610.76060031233.836191.35208780893.80889810580.76060035.40267738190.0045045045
Estonia373554.836250.48492302081.23811876277.0670240.1376371154.836250.48492302081.23811876270.1376378.22542659820.0002677581
Ethiopia9962.699480.69448295261.429009459145.293060.83899441162.699480.69448295261.42900945910.83899444.59596124690.0100925147
Fiji1888171.42950.57944869472.09464065425.944980.159717401171.42950.57944869472.0946406540.15971747.54320272270.0005296984
Finland1733047.983240.44717947351.041979657912.194210.26576440147.983240.44717947351.04197965790.26576449.76016745410.000057705
France1699267.045090.43608652031.398430518921.841150.3504090167.045090.43608652031.39843051890.3504099.74049596230.0000588513
French Guiana6901227.98770.60919602241.771998664836.256470.183094401227.98770.60919602241.77199866480.18309448.83937813470.0001449128
French Polynesia1191497.178370.77200934732.618323398556.531930.55278310197.178370.77200934732.61832339850.55278319.38545267110.0000839363
Gabon4462148.68070.61431941071.684399521945.962430.427064401148.68070.61431941071.68439952190.42706448.40345695640.0002240913
Georgia89858.529370.39962483791.908561462424.687960.45428611158.529370.39962483791.90856146240.45428616.79961312040.0011142061
Germany1723064.688330.39058343291.527858888917.274850.27406810164.688330.39058343291.52785888890.27406819.75442280630.0000580374
Ghana67192.483120.70518360541.531431898130.392860.52973830192.483120.70518360541.53143189810.52973836.50926578460.001489573
Greece743448.586220.67751308911.792737323520.268270.50058970148.586220.67751308911.79273732350.50058978.91386418890.0001345111
Guatemala1234118.25480.71959692121.753585478137.55570.44831311118.25480.71959692121.75358547810.4483137.11804321650.0008103509
Guinea405118.6551.04476170411.828177489433.882160.665228602118.6551.04476170411.82817748940.66522866.00438077240.0024679171
Guinea-Bissau231102.47611.30455589161.692043315525.384230.615864302102.47611.30455589161.69204331550.61586435.44385967180.0043227666
Guyana715152.03110.6175707472.044909890139.786330.334941201152.03110.6175707472.04490989010.33494126.57293501040.0013976892
Haiti29889.875980.56003550672.043549344321.627950.25372551189.875980.56003550672.04354934430.25372555.69586230390.0033598387
Honduras748133.61420.60868994462.124575082653.500870.487105501133.61420.60868994462.12457508260.48710556.6174029780.0013368984
Hungary331854.950390.46939757841.402152013813.884280.27646080154.950390.46939757841.40215201380.27646088.10700695630.0003014197
Iceland1996858.899670.3611361491.250420588128.356510.45950120158.899670.3611361491.25042058810.45950129.90188460180.0000500802
India33286.971020.94786102311.004951994471.009271.3484690286.971020.94786102311.00495199441.3484695.80573719720.0030102348
Indonesia609208.14210.3046060361.694693192891.354240.478191511208.14210.3046060361.69469319280.47819156.41116123750.0016431153
Iran191921.375720.82922446592.470505788820.293721.3348530121.375720.82922446592.47050578881.3348537.55962897420.0005210685
Iraq153118.330581.05457110473.680807699512.792491.2450351218.330581.05457110473.68080769951.2450357.33345864930.0006533101
Ireland1318385.983830.43653556721.136887365912.380520.14568860185.983830.43653556721.13688736590.14568869.48666822860.0000758564
Israel1159816.112881.2576609523.43042708698.399210.87725820216.112881.2576609523.43042708690.87725829.35862818440.0000862183
Italy1362664.48820.41670383111.433278026131.802290.54519330164.48820.41670383111.43327802610.54519339.5197692590.0000733866
Japan21880127.64040.40649426041.30140457152.082550.399645701127.64040.40649426041.3014045710.39964579.99334653790.000045703
Jordan155411.383111.28822263864.21121732115.45960.75411120211.383111.28822263864.21121732110.75411127.34839446210.0006436249
Kazakhstan150421.123710.39993348711.908549681913.552260.68880671121.123710.39993348711.90854968190.68880677.31597848480.0006648305
Kenya33962.608330.80483140182.546106883934.250540.72958880162.608330.80483140182.54610688390.72958885.82698290840.0029469548
Kuwait1340810.447861.58403921954.9496490191.7842590.31446440210.447861.58403921954.9496490190.31446449.50359687840.0000745831
Kyrgyzstan63728.130050.53964212652.070638338714.083350.53776711128.130050.53964212652.07063833870.53776716.4569938960.0015695067
Laos272134.8930.7912456541.553878259141.766880.473111134.8930.7912456541.55387825910.47315.60408490650.0036827891
Latvia297055.818860.45885691681.21965801528.7446190.16551881155.818860.45885691681.21965801520.16551887.99617292120.0003367489
Lesotho35257.196450.82240768442.126878503810.676320.32586070157.196450.82240768442.12687850380.32586075.86249416580.0028441411
Liberia287156.66360.78946992152.112530926144.282690.368176301156.66360.78946992152.11253092610.36817635.66110691150.0034786642
Libya68104.2240671.15307261943.99131926656.5784982.041398024.2240671.15307261943.99131926652.0413988.8261669780.00014684
Lithuania305655.093970.45092793281.22149865049.8314930.19172841155.093970.45092793281.22149865040.19172848.02490889560.0003272098
Madagascar256120.36090.82084073811.496422010862.374950.674612501120.36090.82084073811.49642201080.67461255.54413523490.0039103233
Malawi16778.889971.11707369142.500566295121.515010.77691640278.889971.11707369142.50056629510.77691645.11958934530.0059784775
Malaysia2596228.19720.35061004251.309988904378.267880.361531201228.19720.35061004251.30998890430.36153127.86166287440.0003852327
Mali20225.691731.26033980581.689075823229.730511.9049420225.691731.26033980581.68907582321.9049425.30578938140.0049627792
Mauritania4279.3101321.38236063682.613018805710.671141.723104029.3101321.38236063682.61301880571.7231046.05733031210.0023406413
Mexico335752.565830.8354706851.729322641745.906111.0384690152.565830.8354706851.72932264171.0384698.11891221550.0002978525
Mongolia119317.373771.13242548971.838482954510.076490.77361020217.373771.13242548971.83848295450.77361027.08439405260.0008380825
Morocco93920.878131.0458934783.61306735812.683870.79940380220.878131.0458934783.6130673580.79940386.84488647420.0010648871
Mozambique26777.379980.95986636341.731915671237.263670.71052510277.379980.95986636341.73191567120.71052515.58837162310.0037411149
Myanmar420136.22150.96168226011.681840238171.902380.86868112136.22150.96168226011.68184023810.8686816.0396195890.0023824651
Namibia164021.566381.21371273252.623969808616.376771.4277170221.566381.21371273252.62396980861.4277177.40245152080.0006097561
Nepal17072.953411.11626365371.649929729125.683320.67543920272.953411.11626365371.64992972910.67543925.13383572790.0058939096
Netherlands1701267.782870.43924224511.503968480512.096920.18237960167.782870.43924224511.50396848050.18237969.74166837820.0000587824
New Caledonia1113298.389120.68101269733.342381759312.026080.1205650198.389120.68101269733.34238175930.1205659.31759708870.0000898295
New Zealand11012105.84510.28765365611.875533208441.481880.393058701105.84510.28765365611.87553320840.39305879.30674086630.00009081
Nicaragua1243148.74660.67968477932.427167410949.766510.447806711148.74660.67968477932.42716741090.44780677.12498806270.0008047426
Niger25613.107371.52329262092.625325294115.215162.1412110213.107371.52329262092.62532529412.1412115.54608848770.0039026929
Nigeria682101.5150.90163975771.650202433153.674041.14029802101.5150.90163975771.65020243311.1402986.52483413530.0014665624
Norway2391172.401140.36677074421.122549727842.106660.54505720172.401140.36677074421.12254972780.545057210.08208970090.0000418219
Oman55085.613061.79317698377.91454750175.0452192.172202025.613061.79317698377.91454750172.1722028.61404158150.0001815387
Pakistan39027.660910.75307717642.538788492530.730671.3614940127.660910.75307717642.53878849251.3614945.96486386530.0025673941
Panama2357203.8250.54624751631.443348460762.713120.436166601203.8250.54624751631.44334846070.43616667.76507418910.0004242981
Papua New Guinea786204.08040.41531739451.605972940185.684910.469056401204.08040.41531739451.60597294010.46905646.66716881410.0012719949
Paraguay1334101.82290.51319231721.644339338241.866390.500516301101.82290.51319231721.64433933820.50051637.19611212370.0007494941
Peru1500107.49610.42557404410.924008312981.868190.829061601107.49610.42557404410.92400831290.82906167.31339814910.0006665482
Philippines746175.25210.5409631042.148385668474.915280.493946101175.25210.5409631042.14838566840.49394616.61468091650.0013405425
Poland257750.441020.47394798921.341922308512.174570.25551141150.441020.47394798921.34192230850.25551147.85423891620.0003881033
Portugal647464.493970.93460225822.319660272123.309780.50199630264.493970.93460225822.31966027210.50199638.77550824320.0001544704
Romania151546.438940.50365383021.970866690813.614860.31959761146.438940.50365383021.97086669080.31959767.32341271290.0006599063
Russia253934.506360.39823702070.475360774122.286690.64007741134.506360.39823702070.47536077410.64007747.83932863440.0003939334
Rwanda265100.15010.53384659631.765946314623.98610.312253811100.15010.53384659631.76594631460.31225385.57821925170.0037792895
Saudi Arabia80677.7452551.20500073924.59616242467.9821721.68669027.7452551.20500073924.59616242461.686698.99552454870.0001239634
Senegal52647.658431.41153810561.739572411419.435680.95675850247.658431.41153810561.73957241140.95675856.26492091230.0019018638
Sierra Leone225169.32351.02472958573.234053749220.188250.202676202169.32351.02472958573.23405374920.20267625.41684086870.0044411547
Slovakia342058.564420.50941305321.266153757.0199540.12544531158.564420.50941305321.266153750.12544538.13737146330.0002924048
Slovenia932086.006250.44851821821.025959508813.378310.15786621186.006250.44851821821.02595950880.15786629.13986425820.0001073019
Solomon Is.655272.4940.35551263511.221050371832.1980.127480801272.4940.35551263511.22105037180.12748086.48432984550.0015271839
Somalia22725.289891.15030788983.795050907719.189221.1921251225.289891.15030788983.79505090771.1921255.42641736920.004398827
South Africa262238.312240.54392251671.997126766827.216890.86610340138.312240.54392251671.99712676680.86610347.87160366980.0003814222
South Korea5280111.8550.89167350592.186208931223.803490.261156802111.8550.89167350592.18620893120.26115688.57161192980.0001894071
Spain963346.307580.65186563411.71908832227.613650.71161090146.307580.65186563411.7190883220.71161099.1729015370.0001038148
Sri Lanka520114.87440.70711699041.961217642925.396770.299547811114.87440.70711699041.96121764290.29954786.25286681050.0019249278
Sudan49632.917680.93552097231.470337824539.20232.031670232.917680.93552097231.47033782452.031676.2057018890.002017892
Suriname2243188.02380.60759861251.82997099334.42360.233265601188.02380.60759861251.8299709930.23326567.71545063910.0004458845
Sweden2045753.350860.40100646921.036211618.545960.38041280153.350860.40100646921.03621160.38041289.92609669540.0000488822
Switzerland2584693.773670.48633736951.699815097414.497950.16138850193.773670.48633736951.69981509740.161388510.15992660520.0000386901
Syria128325.576640.99109343532.702292404313.421560.9418370225.576640.99109343532.70229240430.9418377.15695636460.0007794232
Tajikistan13831.4870.74395877662.277964239215.968650.65609591131.4870.74395877662.27796423920.65609594.92777114960.007242628
Tanzania21478.83350.81370178921.842072215540.337530.90681230178.83350.81370178921.84207221550.90681235.36675452810.0046692607
Thailand1414123.90250.71836274491.198710276254.862280.801620501123.90250.71836274491.19871027620.80162057.25403639370.0007073136
Togo33994.534530.81019263541.375470952322.574880.4662380194.534530.81019263541.37547095230.4662385.8260984310.0029495625
Tunisia150420.083350.88265951653.567879860713.211570.78525110220.083350.88265951653.56787986070.78525117.31581701290.0006649378
Turkey203746.49840.56197632611.314988902827.445390.74521890146.49840.56197632611.31498890280.74521897.61926614360.000490902
Turkmenistan150514.955040.82850396922.78539341929.7699531.0467841114.955040.82850396922.78539341921.0467847.31621589610.0006646726
Uganda42496.080290.46432093411.51660553936.070260.45097841196.080290.46432093411.5166055390.45097846.04981206850.0023583052
Ukraine123045.924670.44891231661.447648072415.460870.3568231145.924670.44891231661.44764807240.3568237.11459521720.0008131498
United Arab Emirates189807.7066122.25225170288.31741107514.2406761.45139027.7066122.25225170288.31741107511.451399.85115336570.0000526864
United Kingdom1468572.545840.4113811351.531382088923.679230.33813370172.545840.4113811351.53138208890.33813379.59457049410.0000680975
United States2098253.235440.21351340390.901172038848.936180.90077940153.235440.21351340390.90117203880.90077949.95140749690.0000476605
Uruguay3478109.99710.50776911392.375801725727.665990.267477201109.99710.50776911392.37580172570.26747728.15421269490.0002875216
Uzbekistan66315.025630.81294561363.293654242810.082770.89541651115.025630.81294561363.29365424280.89541656.49612836880.0015092712
Venezuela3571137.18440.55458499650.88016348871.371520.654690301137.18440.55458499650.8801634880.65469038.1806102820.000280031
Vietnam202141.1150.71768770151.585088048878.076290.661744411141.1150.71768770151.58508804880.66174445.30661616940.0049586777
Yemen5868.2940451.33438388635.04291934767.0535471.276139028.2940451.33438388635.04291934761.2761396.37269388270.0017075531
Yugoslavia224762.104140.46677564491.754308166919.293490.32012991162.104140.46677564491.75430816690.32012997.71740690040.0004450131
Zambia47477.47721.11584466141.699583877625.503781.3988450277.47721.11584466141.69958387761.3988456.16057420990.0021110407
Zimbabwe64254.522791.19146910862.78835510819.538770.88875910254.522791.19146910862.7883551080.88875916.46422479010.0015581987
0.7154822632
Data
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X Variable 1
Residuals
X Variable 1 Residual Plot
Cluster
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X Variable 2
Residuals
X Variable 2 Residual Plot
Cluster_no oil
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0.7918889354
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X Variable 3
Residuals
X Variable 3 Residual Plot
Data2
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0.7918889354
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0.2927507157
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X Variable 4
Residuals
X Variable 4 Residual Plot
7.3742652714
7.32233113475
8.46615075926
7.23036914977
7.74222036848
7.56250864489
7.642098526710
7.3044355068
7.6418142021
7.0527183085
7.0299938955
7.2352013357
7.2241464158
6.774203362
6.8469904521
7.243643214
7.2347884216
7.0803213323
7.5109133989
7.3663452298
6.7943537852
7.3404862588
7.1029354514
7.0952602671
7.5142015876
6.8315622069
7.1842362533
7.8936928777
7.2913931261
7.9364303362
7.5582680838
7.548371501
6.9932844929
7.2726810124
7.3895593074
7.206254014
7.265367074
7.1989027167
7.527148042
8.2079552074
8.4456507937
7.1053127558
6.8303655948
7.0365803039
7.2321788992
7.5116095137
7.1010775522
7.3724961082
7.4838934317
7.4512961558
7.4116120991
7.697816746
7.4504788992
7.1110007547
7.1377703878
7.1808344293
6.7543890571
6.1373758514
7.4944562192
7.389222911
7.6038129646
7.2293981426
7.509543795
7.0044864079
8.1811253868
7.6433029667
7.6375534555
7.1701525601
6.8924581482
7.55309055
7.5751262026
7.0513496759
7.7680927736
7.3981563195
6.4833784442
7.4830295933
7.025122774
7.1000324581
6.8996648457
7.234310797
8.1011788743
7.1322082306
7.0514658883
6.8683685083
7.9083403897
6.9310391376
6.9057704857
7.2033255094
6.4166724396
7.32035277
6.8032415105
7.037899072
7.0498604183
6.4413184253
7.2930668787
7.6133302798
7.9699415975
7.6028716794
6.9492711002
7.2413648187
7.5412964051
8.5761043476
7.8479818854
7.5865937723
7.921259567
7.5193008675
7.6381562012
7.8494051746
7.1706316863
6.9087577081
7.4031315919
7.1934830008
7.3933094381
8.0073974418
6.0578251455
7.1604561737
7.002735718
7.1116166534
7.8100559387
7.4843751855
7.7011895137
6.8851334085
7.2985064809
7.1750336617
7.5589163439
7.4453837132
7.2791734085
7.3339719599
7.1680116279
7.274855051
7.2629492837
7.2216636286
6.8119199858
7.5962770952
7.3283633747
7.5533250327
7.5103698075
7.3198979885
7.3772960212
7.4775107434
7.941015192
7.6810174105
7.6811652085
7.3306381863
7.3234911061
7.6581337266
7.4246561847
6.9808255902
6.8622257168
Observed
Predicted
Ln(GDP)=PCs
-1.9000357328
-0.5182710921
-0.9114493186
-0.6926635736
0.7918889354
-0.7436626466
2.0113430784
2.4373523883
-0.9891355216
-1.4538026442
0.4411252406
2.4739224428
0.3463311999
-0.9423208847
-1.7979895112
-0.4761083158
-0.1014354623
0.4617153744
0.3379813099
0.3591761069
-1.3961910837
-2.1871946643
-1.4889561259
-0.355450379
2.1897897647
-1.133015638
-1.8513564424
0.1118743698
-1.1656162414
-0.5904201263
-0.8290017155
0.2943523218
-0.2927584064
1.0953490407
0.0878752381
1.2270773807
2.7047474424
-0.4447649263
-0.1106893896
-0.9565393046
-1.4961459505
-0.2510285795
-1.4276882129
1.1888462943
-2.6362176523
0.0315932091
2.6590899018
2.3679998542
1.355484703
1.9341565153
0.9918448573
-0.8982036256
2.3039439071
-0.6017349701
1.7760938011
-0.0627912128
-0.7500082847
-0.6935161796
-0.9215212088
-1.6933606072
-0.9864099866
0.8776088137
2.3923408069
-1.1987492107
-1.7699641494
-0.0836739925
-0.3040948061
2.3165156685
2.4661700362
1.966678709
2.4182203353
0.2970447862
-0.4521142888
-1.571173411
3.0202184342
-1.0260356973
-1.4210378675
0.8961404631
-1.0371706798
-1.5732038855
0.7249881037
0.892700665
-1.5073306534
-1.7487791631
-0.0466775153
-1.6252497562
-0.8484401736
0.9155867061
0.667721613
-0.4754662958
-1.2148698874
-0.998279483
0.3525911026
-1.3074826974
2.4486014994
1.7042668089
1.3367992687
-0.4778836167
-1.4031826126
-0.7165306834
2.5407932958
0.0379372339
-1.8831180201
0.1784804168
-1.254090753
-0.3231887438
-0.3247580522
-1.2347242582
0.6836072299
1.8667505351
-0.079718879
0.6458456335
-1.8150901864
0.9881271069
0.2070957668
-1.743615305
1.1346357453
2.0282476048
-1.3257260932
-2.0579578163
0.1704141561
1.6864785213
1.8743950561
-0.9221668511
-1.353214455
0.2700669258
2.6469232868
2.8259546453
-0.0110552633
-2.3470839014
-1.8961947556
0.0323727651
-0.9858215548
-0.2804600823
0.2909027688
-0.2371091367
-1.460557739
-0.2053027713
2.4738573446
2.1170597507
2.0103923049
0.4731952844
-1.1850368397
0.8499720957
-2.0168749367
-1.2854398439
0.2927507157
-0.8202513803
-0.3980009268
X Variable 1
Residuals
X Variable 1 Residual Plot
-1.9000357328
-0.5182710921
-0.9114493186
-0.6926635736
0.7918889354
-0.7436626466
2.0113430784
2.4373523883
-0.9891355216
-1.4538026442
0.4411252406
2.4739224428
0.3463311999
-0.9423208847
-1.7979895112
-0.4761083158
-0.1014354623
0.4617153744
0.3379813099
0.3591761069
-1.3961910837
-2.1871946643
-1.4889561259
-0.355450379
2.1897897647
-1.133015638
-1.8513564424
0.1118743698
-1.1656162414
-0.5904201263
-0.8290017155
0.2943523218
-0.2927584064
1.0953490407
0.0878752381
1.2270773807
2.7047474424
-0.4447649263
-0.1106893896
-0.9565393046
-1.4961459505
-0.2510285795
-1.4276882129
1.1888462943
-2.6362176523
0.0315932091
2.6590899018
2.3679998542
1.355484703
1.9341565153
0.9918448573
-0.8982036256
2.3039439071
-0.6017349701
1.7760938011
-0.0627912128
-0.7500082847
-0.6935161796
-0.9215212088
-1.6933606072
-0.9864099866
0.8776088137
2.3923408069
-1.1987492107
-1.7699641494
-0.0836739925
-0.3040948061
2.3165156685
2.4661700362
1.966678709
2.4182203353
0.2970447862
-0.4521142888
-1.571173411
3.0202184342
-1.0260356973
-1.4210378675
0.8961404631
-1.0371706798
-1.5732038855
0.7249881037
0.892700665
-1.5073306534
-1.7487791631
-0.0466775153
-1.6252497562
-0.8484401736
0.9155867061
0.667721613
-0.4754662958
-1.2148698874
-0.998279483
0.3525911026
-1.3074826974
2.4486014994
1.7042668089
1.3367992687
-0.4778836167
-1.4031826126
-0.7165306834
2.5407932958
0.0379372339
-1.8831180201
0.1784804168
-1.254090753
-0.3231887438
-0.3247580522
-1.2347242582
0.6836072299
1.8667505351
-0.079718879
0.6458456335
-1.8150901864
0.9881271069
0.2070957668
-1.743615305
1.1346357453
2.0282476048
-1.3257260932
-2.0579578163
0.1704141561
1.6864785213
1.8743950561
-0.9221668511
-1.353214455
0.2700669258
2.6469232868
2.8259546453
-0.0110552633
-2.3470839014
-1.8961947556
0.0323727651
-0.9858215548
-0.2804600823
0.2909027688
-0.2371091367
-1.460557739
-0.2053027713
2.4738573446
2.1170597507
2.0103923049
0.4731952844
-1.1850368397
0.8499720957
-2.0168749367
-1.2854398439
0.2927507157
-0.8202513803
-0.3980009268
X Variable 2
Residuals
X Variable 2 Residual Plot
-1.9000357328
-0.5182710921
-0.9114493186
-0.6926635736
0.7918889354
-0.7436626466
2.0113430784
2.4373523883
-0.9891355216
-1.4538026442
0.4411252406
2.4739224428
0.3463311999
-0.9423208847
-1.7979895112
-0.4761083158
-0.1014354623
0.4617153744
0.3379813099
0.3591761069
-1.3961910837
-2.1871946643
-1.4889561259
-0.355450379
2.1897897647
-1.133015638
-1.8513564424
0.1118743698
-1.1656162414
-0.5904201263
-0.8290017155
0.2943523218
-0.2927584064
1.0953490407
0.0878752381
1.2270773807
2.7047474424
-0.4447649263
-0.1106893896
-0.9565393046
-1.4961459505
-0.2510285795
-1.4276882129
1.1888462943
-2.6362176523
0.0315932091
2.6590899018
2.3679998542
1.355484703
1.9341565153
0.9918448573
-0.8982036256
2.3039439071
-0.6017349701
1.7760938011
-0.0627912128
-0.7500082847
-0.6935161796
-0.9215212088
-1.6933606072
-0.9864099866
0.8776088137
2.3923408069
-1.1987492107
-1.7699641494
-0.0836739925
-0.3040948061
2.3165156685
2.4661700362
1.966678709
2.4182203353
0.2970447862
-0.4521142888
-1.571173411
3.0202184342
-1.0260356973
-1.4210378675
0.8961404631
-1.0371706798
-1.5732038855
0.7249881037
0.892700665
-1.5073306534
-1.7487791631
-0.0466775153
-1.6252497562
-0.8484401736
0.9155867061
0.667721613
-0.4754662958
-1.2148698874
-0.998279483
0.3525911026
-1.3074826974
2.4486014994
1.7042668089
1.3367992687
-0.4778836167
-1.4031826126
-0.7165306834
2.5407932958
0.0379372339
-1.8831180201
0.1784804168
-1.254090753
-0.3231887438
-0.3247580522
-1.2347242582
0.6836072299
1.8667505351
-0.079718879
0.6458456335
-1.8150901864
0.9881271069
0.2070957668
-1.743615305
1.1346357453
2.0282476048
-1.3257260932
-2.0579578163
0.1704141561
1.6864785213
1.8743950561
-0.9221668511
-1.353214455
0.2700669258
2.6469232868
2.8259546453
-0.0110552633
-2.3470839014
-1.8961947556
0.0323727651
-0.9858215548
-0.2804600823
0.2909027688
-0.2371091367
-1.460557739
-0.2053027713
2.4738573446
2.1170597507
2.0103923049
0.4731952844
-1.1850368397
0.8499720957
-2.0168749367
-1.2854398439
0.2927507157
-0.8202513803
-0.3980009268
X Variable 3
Residuals
X Variable 3 Residual Plot
-1.9000357328
-0.5182710921
-0.9114493186
-0.6926635736
0.7918889354
-0.7436626466
2.0113430784
2.4373523883
-0.9891355216
-1.4538026442
0.4411252406
2.4739224428
0.3463311999
-0.9423208847
-1.7979895112
-0.4761083158
-0.1014354623
0.4617153744
0.3379813099
0.3591761069
-1.3961910837
-2.1871946643
-1.4889561259
-0.355450379
2.1897897647
-1.133015638
-1.8513564424
0.1118743698
-1.1656162414
-0.5904201263
-0.8290017155
0.2943523218
-0.2927584064
1.0953490407
0.0878752381
1.2270773807
2.7047474424
-0.4447649263
-0.1106893896
-0.9565393046
-1.4961459505
-0.2510285795
-1.4276882129
1.1888462943
-2.6362176523
0.0315932091
2.6590899018
2.3679998542
1.355484703
1.9341565153
0.9918448573
-0.8982036256
2.3039439071
-0.6017349701
1.7760938011
-0.0627912128
-0.7500082847
-0.6935161796
-0.9215212088
-1.6933606072
-0.9864099866
0.8776088137
2.3923408069
-1.1987492107
-1.7699641494
-0.0836739925
-0.3040948061
2.3165156685
2.4661700362
1.966678709
2.4182203353
0.2970447862
-0.4521142888
-1.571173411
3.0202184342
-1.0260356973
-1.4210378675
0.8961404631
-1.0371706798
-1.5732038855
0.7249881037
0.892700665
-1.5073306534
-1.7487791631
-0.0466775153
-1.6252497562
-0.8484401736
0.9155867061
0.667721613
-0.4754662958
-1.2148698874
-0.998279483
0.3525911026
-1.3074826974
2.4486014994
1.7042668089
1.3367992687
-0.4778836167
-1.4031826126
-0.7165306834
2.5407932958
0.0379372339
-1.8831180201
0.1784804168
-1.254090753
-0.3231887438
-0.3247580522
-1.2347242582
0.6836072299
1.8667505351
-0.079718879
0.6458456335
-1.8150901864
0.9881271069
0.2070957668
-1.743615305
1.1346357453
2.0282476048
-1.3257260932
-2.0579578163
0.1704141561
1.6864785213
1.8743950561
-0.9221668511
-1.353214455
0.2700669258
2.6469232868
2.8259546453
-0.0110552633
-2.3470839014
-1.8961947556
0.0323727651
-0.9858215548
-0.2804600823
0.2909027688
-0.2371091367
-1.460557739
-0.2053027713
2.4738573446
2.1170597507
2.0103923049
0.4731952844
-1.1850368397
0.8499720957
-2.0168749367
-1.2854398439
0.2927507157
-0.8202513803
-0.3980009268
X Variable 4
Residuals
X Variable 4 Residual Plot
238.4666666667
901.5
1909.7
690.7
5085.3
914.9285714286
15575.3
17013.9333333333
774.8571428571
270.1333333333
1756.5714285714
16467.1666666667
1940.0666666667
341
155.8666666667
869.1666666667
1253.0714285714
1885.6666666667
2562.9
2265.4333333333
221
173
274.2333333333
845.4
16382.8666666667
298.4333333333
207.0333333333
2997.6
457.5
1550
836.5333333333
2547.1333333333
812.8333333333
4307.1428571429
1767.7
4597.7916666667
21377.9333333333
857.6
1663.1333333333
1410.1
1042.6333333333
947.9333333333
222
3734.7142857143
99.0833333333
1887.8666666667
17329.5333333333
16991.9666666667
6900.7
11913.8
4462.4666666667
897.5
17230.2666666667
671.3333333333
7434.3333333333
1234.0333333333
405.2
231.3333333333
715.4666666667
297.6333333333
748
3317.6333333333
19967.9666666667
332.2
608.6
1919.1333333333
1530.6666666667
13182.8
11598.4666666667
13626.4666666667
21880.4
1553.7
1504.1428571429
339.3333333333
13407.8666666667
637.1428571429
271.5333333333
2969.5714285714
351.6
287.4666666667
6810.1333333333
3056.1428571429
255.7333333333
167.2666666667
2595.8333333333
201.5
427.2333333333
3357.3666666667
1193.2
939.0666666667
267.3
419.7333333333
1640
169.6666666667
17011.9
11132.2
11012
1242.6333333333
256.2333333333
681.8666666667
23910.9
5508.4666666667
389.5
2356.8333333333
786.1666666667
1334.2333333333
1500.2666666667
745.9666666667
2576.6333333333
6473.7333333333
1515.3666666667
2538.5
264.6
8066.9
525.8
225.1666666667
3419.9166666667
9319.5
654.8
227.3333333333
2621.7666666667
5279.6333333333
9632.5333333333
519.5
495.5666666667
2242.7333333333
20457.3333333333
25846.4
1283
138.0714285714
214.1666666667
1413.8
339.0333333333
1503.9
2037.0666666667
1504.5
424.0333333333
1229.7857142857
18980.2333333333
14684.8333333333
20981.7333333333
3478
662.5714285714
3571.0333333333
201.6666666667
585.6333333333
2247.125
473.7
641.7666666667
GDP (per cap)
Mean Annual Precipitation (cm)
CV of monthly precipations
238.4666666667
901.5
1909.7
690.7
5085.3
914.9285714286
15575.3
17013.9333333333
774.8571428571
270.1333333333
1756.5714285714
16467.1666666667
1940.0666666667
341
155.8666666667
869.1666666667
1253.0714285714
1885.6666666667
2562.9
2265.4333333333
221
173
274.2333333333
845.4
16382.8666666667
298.4333333333
207.0333333333
2997.6
457.5
1550
836.5333333333
2547.1333333333
812.8333333333
4307.1428571429
1767.7
4597.7916666667
21377.9333333333
857.6
1663.1333333333
1410.1
1042.6333333333
947.9333333333
222
3734.7142857143
99.0833333333
1887.8666666667
17329.5333333333
16991.9666666667
6900.7
11913.8
4462.4666666667
897.5
17230.2666666667
671.3333333333
7434.3333333333
1234.0333333333
405.2
231.3333333333
715.4666666667
297.6333333333
748
3317.6333333333
19967.9666666667
332.2
608.6
1919.1333333333
1530.6666666667
13182.8
11598.4666666667
13626.4666666667
21880.4
1553.7
1504.1428571429
339.3333333333
13407.8666666667
637.1428571429
271.5333333333
2969.5714285714
351.6
287.4666666667
6810.1333333333
3056.1428571429
255.7333333333
167.2666666667
2595.8333333333
201.5
427.2333333333
3357.3666666667
1193.2
939.0666666667
267.3
419.7333333333
1640
169.6666666667
17011.9
11132.2
11012
1242.6333333333
256.2333333333
681.8666666667
23910.9
5508.4666666667
389.5
2356.8333333333
786.1666666667
1334.2333333333
1500.2666666667
745.9666666667
2576.6333333333
6473.7333333333
1515.3666666667
2538.5
264.6
8066.9
525.8
225.1666666667
3419.9166666667
9319.5
654.8
227.3333333333
2621.7666666667
5279.6333333333
9632.5333333333
519.5
495.5666666667
2242.7333333333
20457.3333333333
25846.4
1283
138.0714285714
214.1666666667
1413.8
339.0333333333
1503.9
2037.0666666667
1504.5
424.0333333333
1229.7857142857
18980.2333333333
14684.8333333333
20981.7333333333
3478
662.5714285714
3571.0333333333
201.6666666667
585.6333333333
2247.125
473.7
641.7666666667
GDP (per cap)
Mean Precip (cm)
CV of Monthly Precip
0.0041934582
0.0011092623
0.0005236425
0.0014478066
0.0001966452
0.0010929815
0.0000642042
0.0000587754
0.0012905605
0.0037018756
0.0005692908
0.0000607269
0.0005154462
0.0029325513
0.0064157399
0.0011505273
0.0007980391
0.0005303164
0.000390183
0.0004414167
0.0045248869
0.0057803468
0.0036465297
0.001182872
0.0000610394
0.0033508321
0.0048301401
0.0003336002
0.0021857923
0.0006451613
0.0011954096
0.0003925982
0.0012302645
0.0002321725
0.0005657069
0.0002174957
0.0000467772
0.0011660448
0.0006012747
0.0007091696
0.0009591099
0.0010549265
0.0045045045
0.0002677581
0.0100925147
0.0005296984
0.000057705
0.0000588513
0.0001449128
0.0000839363
0.0002240913
0.0011142061
0.0000580374
0.001489573
0.0001345111
0.0008103509
0.0024679171
0.0043227666
0.0013976892
0.0033598387
0.0013368984
0.0003014197
0.0000500802
0.0030102348
0.0016431153
0.0005210685
0.0006533101
0.0000758564
0.0000862183
0.0000733866
0.000045703
0.0006436249
0.0006648305
0.0029469548
0.0000745831
0.0015695067
0.0036827891
0.0003367489
0.0028441411
0.0034786642
0.00014684
0.0003272098
0.0039103233
0.0059784775
0.0003852327
0.0049627792
0.0023406413
0.0002978525
0.0008380825
0.0010648871
0.0037411149
0.0023824651
0.0006097561
0.0058939096
0.0000587824
0.0000898295
0.00009081
0.0008047426
0.0039026929
0.0014665624
0.0000418219
0.0001815387
0.0025673941
0.0004242981
0.0012719949
0.0007494941
0.0006665482
0.0013405425
0.0003881033
0.0001544704
0.0006599063
0.0003939334
0.0037792895
0.0001239634
0.0019018638
0.0044411547
0.0002924048
0.0001073019
0.0015271839
0.004398827
0.0003814222
0.0001894071
0.0001038148
0.0019249278
0.002017892
0.0004458845
0.0000488822
0.0000386901
0.0007794232
0.007242628
0.0046692607
0.0007073136
0.0029495625
0.0006649378
0.000490902
0.0006646726
0.0023583052
0.0008131498
0.0000526864
0.0000680975
0.0000476605
0.0002875216
0.0015092712
0.000280031
0.0049586777
0.0017075531
0.0004450131
0.0021110407
0.0015581987
Inverted GDP (pc)
238.4666666667
901.5
1909.7
690.7
5085.3
914.9285714286
15575.3
17013.9333333333
774.8571428571
270.1333333333
1756.5714285714
16467.1666666667
1940.0666666667
341
155.8666666667
869.1666666667
1253.0714285714
1885.6666666667
2562.9
2265.4333333333
221
173
274.2333333333
845.4
16382.8666666667
298.4333333333
207.0333333333
2997.6
457.5
1550
836.5333333333
2547.1333333333
812.8333333333
4307.1428571429
1767.7
4597.7916666667
21377.9333333333
857.6
1663.1333333333
1410.1
1042.6333333333
947.9333333333
222
3734.7142857143
99.0833333333
1887.8666666667
17329.5333333333
16991.9666666667
6900.7
11913.8
4462.4666666667
897.5
17230.2666666667
671.3333333333
7434.3333333333
1234.0333333333
405.2
231.3333333333
715.4666666667
297.6333333333
748
3317.6333333333
19967.9666666667
332.2
608.6
1919.1333333333
1530.6666666667
13182.8
11598.4666666667
13626.4666666667
21880.4
1553.7
1504.1428571429
339.3333333333
13407.8666666667
637.1428571429
271.5333333333
2969.5714285714
351.6
287.4666666667
6810.1333333333
3056.1428571429
255.7333333333
167.2666666667
2595.8333333333
201.5
427.2333333333
3357.3666666667
1193.2
939.0666666667
267.3
419.7333333333
1640
169.6666666667
17011.9
11132.2
11012
1242.6333333333
256.2333333333
681.8666666667
23910.9
5508.4666666667
389.5
2356.8333333333
786.1666666667
1334.2333333333
1500.2666666667
745.9666666667
2576.6333333333
6473.7333333333
1515.3666666667
2538.5
264.6
8066.9
525.8
225.1666666667
3419.9166666667
9319.5
654.8
227.3333333333
2621.7666666667
5279.6333333333
9632.5333333333
519.5
495.5666666667
2242.7333333333
20457.3333333333
25846.4
1283
138.0714285714
214.1666666667
1413.8
339.0333333333
1503.9
2037.0666666667
1504.5
424.0333333333
1229.7857142857
18980.2333333333
14684.8333333333
20981.7333333333
3478
662.5714285714
3571.0333333333
201.6666666667
585.6333333333
2247.125
473.7
641.7666666667
GDP (per cap)
Mean Precip (cm)
CV of Monthly Precip
2.5884177414
2.4289785291
3.7143143682
1.2893491434
1.4233162862
2.2608408185
1.9534215846
1.1675780813
2.4530956793
1.898287909
1.0873368805
1.8655896853
1.8466128345
1.1913533181
1.8894819054
1.8810241112
1.6581878543
3.0642243806
0.7950950032
1.8530250947
1.3179852667
2.0526216182
1.8090785609
0.7751326795
0.441044242
0.7387125964
1.9328556529
1.6632268959
0.6999634039
1.3708748867
1.0448600483
1.9634885111
1.0942279715
1.2824397076
2.2865613096
1.3446277627
1.4689805584
3.3440815963
2.6099407476
2.6915310582
4.1511583735
1.4388398976
3.8088981058
1.2381187627
1.4290094591
2.094640654
1.0419796579
1.3984305189
1.7719986648
2.6183233985
1.6843995219
1.9085614624
1.5278588889
1.5314318981
1.7927373235
1.7535854781
1.8281774894
1.6920433155
2.0449098901
2.0435493443
2.1245750826
1.4021520138
1.2504205881
1.0049519944
1.6946931928
2.4705057888
3.6808076995
1.1368873659
3.4304270869
1.4332780261
1.301404571
4.2112173211
1.9085496819
2.5461068839
4.949649019
2.0706383387
1.5538782591
1.2196580152
2.1268785038
2.1125309261
3.9913192665
1.2214986504
1.4964220108
2.5005662951
1.3099889043
1.6890758232
2.6130188057
1.7293226417
1.8384829545
3.613067358
1.7319156712
1.6818402381
2.6239698086
1.6499297291
1.5039684805
3.3423817593
1.8755332084
2.4271674109
2.6253252941
1.6502024331
1.1225497278
7.9145475017
2.5387884925
1.4433484607
1.6059729401
1.6443393382
0.9240083129
2.1483856684
1.3419223085
2.3196602721
1.9708666908
0.4753607741
1.7659463146
4.5961624246
1.7395724114
3.2340537492
1.26615375
1.0259595088
1.2210503718
3.7950509077
1.9971267668
2.1862089312
1.719088322
1.9612176429
1.4703378245
1.829970993
1.0362116
1.6998150974
2.7022924043
2.2779642392
1.8420722155
1.1987102762
1.3754709523
3.5678798607
1.3149889028
2.7853934192
1.516605539
1.4476480724
8.3174110751
1.5313820889
0.9011720388
2.3758017257
3.2936542428
0.880163488
1.5850880488
5.0429193476
1.7543081669
1.6995838776
2.788355108
GDP (per cap)
Mean Precip (cm)
CV of Monthly Precip
CountryClusterPer Capita GDP1/GDPpcMean PrecipCOV PrecipCountryPer Capita GDP1/pcGDPMean PrecipCOV PrecipCOV of Annuallog GDP
Albania19020.0011166.933280.6459251661United Arab Emirates189800.000057.7066122.25225170288.31741107514.2783015471
Algeria119100.000527.8971910.7686094967Oman55080.000185.613061.79317698377.91454750173.7410307257
Argentina150850.0002056.468770.4393743657Yemen5860.001718.2940451.33438388635.04291934762.7676257881
Armenia19150.0010941.169170.4876012803Kuwait134080.0000710.447861.58403921954.9496490194.1273596825
Australia1155750.0000640.485920.7110316377Saudi Arabia80670.000127.7452551.20500073924.59616242463.9067066733
Austria1170140.0000673.833940.4154330651Jordan15540.0006411.383111.28822263864.21121732113.1913671657
Azerbaijan17750.0012938.896310.5258511669Egypt10430.000961.8558351.28956291914.15115837353.0181316054
Belarus117570.0005752.669960.483698108Libya68100.000154.2240671.15307261943.99131926653.8331556149
Belgium1164670.0000670.541610.5200183268Eritrea2220.0045033.836191.35208780893.80889810582.3463529745
Belize119400.00052124.62190.6237067482Somalia2270.0044025.289891.15030788983.79505090772.3566631199
Bolivia18690.0011591.71270.7460003903Algeria19100.000527.8971910.76860949673.71431436823.2809651481
Bosnia & Herzegovina112530.0008083.55730.5019943201Iraq15310.0006518.330581.05457110473.68080769953.1848806247
Brazil125630.00039140.4690.4668934071Morocco9390.0010620.878131.0458934783.6130673582.972696425
Bulgaria122650.0004445.629150.4952257493Tunisia15040.0006620.083350.88265951653.56787986073.1772189593
Burundi11730.0057884.912630.6900295044Israel115980.0000916.112881.2576609523.43042708694.0644005787
Cameroon18450.00118134.76080.6951192038Djibouti8580.0011731.515170.98921503523.34408159632.9332847723
Canada1163830.0000637.290590.3119033515New Caledonia0.0000098.389120.68101269733.34238175930
Central African Republic12980.00335109.95930.7562777319Uzbekistan6630.0015115.025630.81294561363.29365424282.8212327043
Chile129980.0003346.429450.4486753558Sierra Leone2250.00444169.32351.02472958573.23405374922.3525040986
China14580.0021949.404140.6382584536Botswana18860.0005333.618231.15256097663.06422438063.275464924
Colombia115500.00065184.59190.3462487249Zimbabwe6420.0015654.522791.19146910862.7883551082.8073771561
Congo18370.00120131.13450.4140308614Turkmenistan15050.0006614.955040.82850396922.78539341923.1773921921
Costa Rica125470.00039180.47470.618810282Syria12830.0007825.576640.99109343532.70229240433.1082266564
Cote d'Ivory18130.00123103.92880.6672891441Ecuador14100.00071116.11250.45343533212.69153105823.1492499126
Croatia143070.0002371.652850.4499373019Niger2560.0039013.107371.52329262092.62532529412.4086356263
Cuba117680.0005778.550660.6608038685Namibia16400.0006121.566381.21371273252.62396980863.214843848
Czech Republic145980.0002258.905440.4604036571French Polynesia0.0000097.178370.77200934732.61832339850
Denmark1213780.0000553.224040.4468431934Mauritania4270.002349.3101321.38236063682.61301880572.6306651296
Dominican Republic116630.0006099.950430.6025462822Dominican Republic16630.0006099.950430.60254628222.60994074763.220927068
Ecuador114100.00071116.11250.4534353321Afghanistan2380.0041923.626480.98037371632.58841774142.3774276811
Equatorial Guinea19480.00105162.25120.6501714625Kenya3390.0029562.608330.80483140182.54610688392.5306265233
Estonia137350.0002754.836250.4849230208Pakistan3900.0025727.660910.75307717642.53878849252.590507462
Ethiopia1990.0100962.699480.6944829526Malawi1670.0059878.889971.11707369142.50056629512.2234094023
Fiji118880.00053171.42950.5794486947Iran19190.0005221.375720.82922446592.47050578883.2831051487
Finland1173300.0000647.983240.4471794735Azerbaijan7750.0012938.896310.52585116692.45309567932.8892216408
France1169920.0000667.045090.4360865203Albania9020.0011166.933280.64592516612.42897852912.9549657311
French Guiana169010.00014227.98770.6091960224Nicaragua12430.00080148.74660.67968477932.42716741093.0943429993
French Polynesia1119140.0000897.178370.7720093473Uruguay34780.00029109.99710.50776911392.37580172573.5413295777
Gabon144620.00022148.68070.6143194107Portugal64740.0001564.493970.93460225822.31966027213.8111548059
Georgia18980.0011158.529370.3996248379Cuba17680.0005778.550660.66080386852.28656130963.2474085619
Germany1172300.0000664.688330.3905834329Tajikistan1380.0072431.4870.74395877662.27796423922.1401038184
Ghana16710.0014992.483120.7051836054Armenia9150.0010941.169170.48760128032.26084081852.96138719
Greece174340.0001348.586220.6775130891South Korea52800.00019111.8550.89167350592.18620893123.7226037621
Guatemala112340.00081118.25480.7195969212Philippines7460.00134175.25210.5409631042.14838566842.8727194216
Guyana17150.00140152.03110.617570747Lesotho3520.0028457.196450.82240768442.12687850382.5460488664
Haiti12980.0033689.875980.5600355067Honduras7480.00134133.61420.60868994462.12457508262.8739015979
Honduras17480.00134133.61420.6086899446Liberia2870.00348156.66360.78946992152.11253092612.4585874931
Hungary133180.0003054.950390.4693975784Fiji18880.00053171.42950.57944869472.0946406543.2759713184
Iceland1199680.0000558.899670.361136149Kyrgyzstan6370.0015728.130050.53964212652.07063833872.8042368187
Indonesia16090.00164208.14210.304606036Burundi1730.0057884.912630.69002950442.05262161822.2380461031
Iran119190.0005221.375720.8292244659Guyana7150.00140152.03110.6175707472.04490989012.8545894049
Ireland1131830.0000885.983830.4365355672Haiti2980.0033689.875980.56003550672.04354934432.4736815682
Italy1136260.0000764.48820.4167038311South Africa26220.0003838.312240.54392251671.99712676683.4185940375
Japan1218800.00005127.64040.4064942604Romania15150.0006646.438940.50365383021.97086669083.1805177299
Kazakhstan115040.0006621.123710.3999334871Costa Rica25470.00039180.47470.6188102821.96348851113.4060516793
Kenya13390.0029562.608330.8048314018Sri Lanka5200.00192114.87440.70711699041.96121764292.7155855519
Kyrgyzstan16370.0015728.130050.5396421265Australia155750.0000640.485920.71103163771.95342158464.1924364205
Laos12720.00368134.8930.791245654Chad2070.0048325.40751.28118862541.93285565292.3160402745
Latvia129700.0003455.818860.4588569168Georgia8980.0011158.529370.39962483791.90856146242.9530344573
Lesotho13520.0028457.196450.8224076844Kazakhstan15040.0006621.123710.39993348711.90854968193.1772890857
Liberia12870.00348156.66360.7894699215Bangladesh2700.00370179.59910.95175365581.8982879092.4315781776
Lithuania130560.0003355.093970.4509279328Bhutan1560.00642104.28791.00246049641.88948190542.1927532478
Madagascar12560.00391120.36090.8208407381Bolivia8690.0011591.71270.74600039031.88102411122.9391030624
Malaysia125960.00039228.19720.3506100425New Zealand110120.00009105.84510.28765365611.87553320844.0418662027
Mexico133570.0003052.565830.835470685Belgium164670.0000670.541610.52001832681.86558968534.2166188811
Netherlands1170120.0000667.782870.4392422451Bulgaria22650.0004445.629150.49522574931.85302509473.3551512864
New Caledonia1111320.0000998.389120.6810126973Belize19400.00052124.62190.62370674821.84661283453.2878166539
New Zealand1110120.00009105.84510.2876536561Tanzania2140.0046778.83350.81370178921.84207221552.3307518773
Nicaragua112430.00080148.74660.6796847793Mongolia11930.0008417.373771.13242548971.83848295453.0767132447
Norway1239110.0000472.401140.3667707442Suriname22430.00045188.02380.60759861251.8299709933.3507776379
Pakistan13900.0025727.660910.7530771764Guinea4050.00247118.6551.04476170411.82817748942.6076694367
Panama123570.00042203.8250.5462475163Cambodia2740.00365189.35380.87195503871.80907856092.4381202426
Papua New Guinea17860.00127204.08040.4153173945Greece74340.0001348.586220.67751308911.79273732353.8712420297
Paraguay113340.00075101.82290.5131923172French Guiana69010.00014227.98770.60919602241.77199866483.8388931474
Peru115000.00067107.49610.4255740441Rwanda2650.00378100.15010.53384659631.76594631462.4225898399
Philippines17460.00134175.25210.540963104Yugoslavia22470.0004562.104140.46677564491.75430816693.3516272314
Poland125770.0003950.441020.4739479892Guatemala12340.00081118.25480.71959692121.75358547813.0913268909
Romania115150.0006646.438940.5036538302Senegal5260.0019047.658431.41153810561.73957241142.7208205818
Russia125390.0003934.506360.3982370207Mozambique2670.0037477.379980.95986636341.73191567122.4269989588
Rwanda12650.00378100.15010.5338465963Mexico33570.0003052.565830.8354706851.72932264173.5259987743
Slovakia134200.0002958.564420.5094130532Spain96330.0001046.307580.65186563411.7190883223.9837405206
Slovenia193200.0001186.006250.4485182182Switzerland258460.0000493.773670.48633736951.69981509744.4124000612
Solomon Is.16550.00153272.4940.3555126351Zambia4740.0021177.47721.11584466141.69958387762.6755033847
South Africa126220.0003838.312240.5439225167Indonesia6090.00164208.14210.3046060361.69469319282.784331948
Spain196330.0001046.307580.6518656341Guinea-Bissau2310.00432102.47611.30455589161.69204331552.3642382157
Sri Lanka15200.00192114.87440.7071169904Mali2020.0049625.691731.26033980581.68907582322.3042750505
Suriname122430.00045188.02380.6075986125Gabon44620.00022148.68070.61431941071.68439952193.6495749851
Sweden1204570.0000553.350860.4010064692Myanmar4200.00238136.22150.96168226011.68184023812.6229734603
Switzerland1258460.0000493.773670.4863373695Chile29980.0003346.429450.44867535581.66322689593.4767736801
Tajikistan11380.0072431.4870.7439587766Bosnia & Herzegovina12530.0008083.55730.50199432011.65818785433.0979758277
Tanzania12140.0046778.83350.8137017892Nigeria6820.00147101.5150.90163975771.65020243312.8336994603
Thailand114140.00071123.90250.7183627449Nepal1700.0058972.953411.11626365371.64992972912.2295965276
Togo13390.0029594.534530.8101926354Paraguay13340.00075101.82290.51319231721.64433933823.1252317865
Turkey120370.0004946.49840.5619763261Papua New Guinea7860.00127204.08040.41531739451.60597294012.8955146259
Turkmenistan115050.0006614.955040.8285039692Vietnam2020.00496141.1150.71768770151.58508804882.3046341199
Uganda14240.0023696.080290.4643209341Laos2720.00368134.8930.7912456541.55387825912.433823151
Ukraine112300.0008145.924670.4489123166Ghana6710.0014992.483120.70518360541.53143189812.8269382115
United Kingdom1146850.0000772.545840.411381135United Kingdom146850.0000772.545840.4113811351.53138208894.1668690218
United States1209820.0000553.235440.2135134039Germany172300.0000664.688330.39058343291.52785888894.2362919989
Uruguay134780.00029109.99710.5077691139Uganda4240.0023696.080290.46432093411.5166055392.6273999979
Uzbekistan16630.0015115.025630.8129456136Netherlands170120.0000667.782870.43924224511.50396848054.2307528212
Venezuela135710.00028137.18440.5545849965Madagascar2560.00391120.36090.82084073811.49642201082.4077873394
Vietnam12020.00496141.1150.7176877015Sudan4960.0020232.917680.93552097231.47033782452.6951020867
Yugoslavia122470.0004562.104140.4667756449Denmark213780.0000553.224040.44684319341.46898055844.3299657184
Afghanistan22380.0041923.626480.9803737163Ukraine12300.0008145.924670.44891231661.44764807243.0898294438
Angola26910.0014583.031350.8693680158Panama23570.00042203.8250.54624751631.44334846073.3723288719
Bangladesh22700.00370179.59910.9517536558Equatorial Guinea9480.00105162.25120.65017146251.43883989762.9767777952
Benin23410.0029387.243640.8958383671Italy136260.0000764.48820.41670383111.43327802614.1343832582
Bhutan21560.00642104.28791.0024604964Ethiopia990.0100962.699480.69448295261.42900945911.9960006086
Botswana218860.0005333.618231.1525609766Argentina50850.0002056.468770.43937436571.42331628623.7063165786
Burkina Faso22210.0045263.84171.1185983456Hungary33180.0003054.950390.46939757841.40215201383.5208283859
Cambodia22740.00365189.35380.8719550387France169920.0000667.045090.43608652031.39843051894.2302436474
Chad22070.0048325.40751.2811886254Togo3390.0029594.534530.81019263541.37547095232.5302423996
Djibouti28580.0011731.515170.9892150352Colombia15500.00065184.59190.34624872491.37087488673.1903316982
Egypt210430.000961.8558351.2895629191Czech Republic45980.0002258.905440.46040365711.34462776273.6625492888
Eritrea22220.0045033.836191.3520878089Poland25770.0003950.441020.47394798921.34192230853.4110526209
Guinea24050.00247118.6551.0447617041Burkina Faso2210.0045263.84171.11859834561.31798526672.3443922737
Guinea-Bissau22310.00432102.47611.3045558916Turkey20370.0004946.49840.56197632611.31498890283.3090052423
India23320.0030186.971020.9478610231Malaysia25960.00039228.19720.35061004251.30998890433.4142768049
Iraq215310.0006518.330581.0545711047Japan218800.00005127.64040.40649426041.3014045714.3400552572
Israel2115980.0000916.112881.257660952Angola6910.0014583.031350.86936801581.28934914342.839289456
Jordan215540.0006411.383111.2882226386Croatia43070.0002371.652850.44993730191.28243970763.6341892765
Kuwait2134080.0000710.447861.5840392195Slovakia34200.0002958.564420.50941305321.266153753.5340155237
Libya268100.000154.2240671.1530726194Iceland199680.0000558.899670.3611361491.25042058814.300333843
Malawi21670.0059878.889971.1170736914Estonia37350.0002754.836250.48492302081.23811876273.5722573829
Mali22020.0049625.691731.2603398058Lithuania30560.0003355.093970.45092793281.22149865043.4851736512
Mauritania24270.002349.3101321.3823606368Solomon Is.6550.00153272.4940.35551263511.22105037182.8161086707
Mongolia211930.0008417.373771.1324254897Latvia29700.0003455.818860.45885691681.21965801523.472693776
Morocco29390.0010620.878131.045893478Thailand14140.00071123.90250.71836274491.19871027623.1503879773
Mozambique22670.0037477.379980.9598663634Benin3410.0029387.243640.89583836711.19135331812.532754379
Myanmar24200.00238136.22150.9616822601Austria170140.0000673.833940.41543306511.16757808134.2308047268
Namibia216400.0006121.566381.2137127325Ireland131830.0000885.983830.43653556721.13688736594.1200076633
Nepal21700.0058972.953411.1162636537Norway239110.0000472.401140.36677074421.12254972784.3785959232
Niger22560.0039013.107371.5232926209Cote d'Ivory8130.00123103.92880.66728914411.09422797152.9100015052
Nigeria26820.00147101.5150.9016397577Belarus17570.0005752.669960.4836981081.08733688053.2446658145
Oman255080.000185.613061.7931769837Congo8370.00120131.13450.41403086141.04486004832.922483251
Portugal264740.0001564.493970.9346022582Finland173300.0000647.983240.44717947351.04197965794.2387868678
Saudi Arabia280670.000127.7452551.2050007392Sweden204570.0000553.350860.40100646921.03621164.3108490216
Senegal25260.0019047.658431.4115381056Slovenia93200.0001186.006250.44851821821.02595950883.9693926127
Sierra Leone22250.00444169.32351.0247295857India3320.0030186.971020.94786102311.00495199442.5213996281
Somalia22270.0044025.289891.1503078898Peru15000.00067107.49610.42557404410.92400831293.1761684601
South Korea252800.00019111.8550.8916735059United States209820.0000553.235440.21351340390.90117203884.3218413631
Sudan24960.0020232.917680.9355209723Venezuela35710.00028137.18440.55458499650.8801634883.5527939041
Syria212830.0007825.576640.9910934353Brazil25630.00039140.4690.46689340710.79509500323.4087316611
Tunisia215040.0006620.083350.8826595165Cameroon8450.00118134.76080.69511920380.77513267952.9270622435
United Arab Emirates2189800.000057.7066122.2522517028Central African Republic2980.00335109.95930.75627773190.73871259642.4748473298
Yemen25860.001718.2940451.3343838863China4580.0021949.404140.63825845360.69996340392.6603910984
Zambia24740.0021177.47721.1158446614Russia25390.0003934.506360.39823702070.47536077413.4045771677
Zimbabwe26420.0015654.522791.1914691086Canada163830.0000637.290590.31190335150.4410442424.2143898967
GDP per cap (Low CV)
GDP per cap (Hi CV)
GDP per cap (Low CV)
GDP per cap (Hi CV)
GDP per cap (Low CVI)
GDP per cap (Hi CVI)
Mean P (cm)
CVM
Color by Interannual CV
GDP per cap (Low CVI)
GDP per cap (Hi CVI)
Mean P (cm)
CVM
Color by Interannual CV
CVI (Hi GDP)
CVI (Mid GDP)
CVI (Low GDP)
Mean P (cm)
CVM
Color by GDP, Size by CVI
GDP per cap (Low CVI)
GDP per cap (Hi CVI)
Mean P (cm)
Monthly Variability
GDP and Rainfall Variability
GDP per cap (Low CVI)
GDP per cap (Hi CVI)
Mean P (cm)
Monthly Variability
GDP and Rainfall Variability
CountryClusterPer Capita GDP1/GDPpcMean PrecipCOV PrecipCountryPer Capita GDP1/pcGDPMean PrecipCOV PrecipCOV of Annuallog GDP
Albania19020.0011166.933280.6459251661United Arab Emirates189800.000057.7066122.25225170288.31741107514.2783015471
Algeria119100.000527.8971910.7686094967Oman55080.000185.613061.79317698377.91454750173.7410307257
Argentina150850.0002056.468770.4393743657Yemen5860.001718.2940451.33438388635.04291934762.7676257881
Armenia19150.0010941.169170.4876012803Kuwait134080.0000710.447861.58403921954.9496490194.1273596825
Australia1155750.0000640.485920.7110316377Saudi Arabia80670.000127.7452551.20500073924.59616242463.9067066733
Austria1170140.0000673.833940.4154330651Jordan15540.0006411.383111.28822263864.21121732113.1913671657
Azerbaijan17750.0012938.896310.5258511669Egypt10430.000961.8558351.28956291914.15115837353.0181316054
Belarus117570.0005752.669960.483698108Libya68100.000154.2240671.15307261943.99131926653.8331556149
Belgium1164670.0000670.541610.5200183268Eritrea2220.0045033.836191.35208780893.80889810582.3463529745
Belize119400.00052124.62190.6237067482Somalia2270.0044025.289891.15030788983.79505090772.3566631199
Bolivia18690.0011591.71270.7460003903Algeria19100.000527.8971910.76860949673.71431436823.2809651481
Bosnia & Herzegovina112530.0008083.55730.5019943201Iraq15310.0006518.330581.05457110473.68080769953.1848806247
Brazil125630.00039140.4690.4668934071Morocco9390.0010620.878131.0458934783.6130673582.972696425
Bulgaria122650.0004445.629150.4952257493Tunisia15040.0006620.083350.88265951653.56787986073.1772189593
Burundi11730.0057884.912630.6900295044Israel115980.0000916.112881.2576609523.43042708694.0644005787
Cameroon18450.00118134.76080.6951192038Djibouti8580.0011731.515170.98921503523.34408159632.9332847723
Canada1163830.0000637.290590.3119033515New Caledonia0.0000098.389120.68101269733.34238175930
Central African Republic12980.00335109.95930.7562777319Uzbekistan6630.0015115.025630.81294561363.29365424282.8212327043
Chile129980.0003346.429450.4486753558Sierra Leone2250.00444169.32351.02472958573.23405374922.3525040986
China14580.0021949.404140.6382584536Botswana18860.0005333.618231.15256097663.06422438063.275464924
Colombia115500.00065184.59190.3462487249Zimbabwe6420.0015654.522791.19146910862.7883551082.8073771561
Congo18370.00120131.13450.4140308614Turkmenistan15050.0006614.955040.82850396922.78539341923.1773921921
Costa Rica125470.00039180.47470.618810282Syria12830.0007825.576640.99109343532.70229240433.1082266564
Cote d'Ivory18130.00123103.92880.6672891441Ecuador14100.00071116.11250.45343533212.69153105823.1492499126
Croatia143070.0002371.652850.4499373019Niger2560.0039013.107371.52329262092.62532529412.4086356263
Cuba117680.0005778.550660.6608038685Namibia16400.0006121.566381.21371273252.62396980863.214843848
Czech Republic145980.0002258.905440.4604036571French Polynesia0.0000097.178370.77200934732.61832339850
Denmark1213780.0000553.224040.4468431934Mauritania4270.002349.3101321.38236063682.61301880572.6306651296
Dominican Republic116630.0006099.950430.6025462822Dominican Republic16630.0006099.950430.60254628222.60994074763.220927068
Ecuador114100.00071116.11250.4534353321Afghanistan2380.0041923.626480.98037371632.58841774142.3774276811
Equatorial Guinea19480.00105162.25120.6501714625Kenya3390.0029562.608330.80483140182.54610688392.5306265233
Estonia137350.0002754.836250.4849230208Pakistan3900.0025727.660910.75307717642.53878849252.590507462
Ethiopia1990.0100962.699480.6944829526Malawi1670.0059878.889971.11707369142.50056629512.2234094023
Fiji118880.00053171.42950.5794486947Iran19190.0005221.375720.82922446592.47050578883.2831051487
Finland1173300.0000647.983240.4471794735Azerbaijan7750.0012938.896310.52585116692.45309567932.8892216408
France1169920.0000667.045090.4360865203Albania9020.0011166.933280.64592516612.42897852912.9549657311
French Guiana169010.00014227.98770.6091960224Nicaragua12430.00080148.74660.67968477932.42716741093.0943429993
French Polynesia1119140.0000897.178370.7720093473Uruguay34780.00029109.99710.50776911392.37580172573.5413295777
Gabon144620.00022148.68070.6143194107Portugal64740.0001564.493970.93460225822.31966027213.8111548059
Georgia18980.0011158.529370.3996248379Cuba17680.0005778.550660.66080386852.28656130963.2474085619
Germany1172300.0000664.688330.3905834329Tajikistan1380.0072431.4870.74395877662.27796423922.1401038184
Ghana16710.0014992.483120.7051836054Armenia9150.0010941.169170.48760128032.26084081852.96138719
Greece174340.0001348.586220.6775130891South Korea52800.00019111.8550.89167350592.18620893123.7226037621
Guatemala112340.00081118.25480.7195969212Philippines7460.00134175.25210.5409631042.14838566842.8727194216
Guyana17150.00140152.03110.617570747Lesotho3520.0028457.196450.82240768442.12687850382.5460488664
Haiti12980.0033689.875980.5600355067Honduras7480.00134133.61420.60868994462.12457508262.8739015979
Honduras17480.00134133.61420.6086899446Liberia2870.00348156.66360.78946992152.11253092612.4585874931
Hungary133180.0003054.950390.4693975784Fiji18880.00053171.42950.57944869472.0946406543.2759713184
Iceland1199680.0000558.899670.361136149Kyrgyzstan6370.0015728.130050.53964212652.07063833872.8042368187
Indonesia16090.00164208.14210.304606036Burundi1730.0057884.912630.69002950442.05262161822.2380461031
Iran119190.0005221.375720.8292244659Guyana7150.00140152.03110.6175707472.04490989012.8545894049
Ireland1131830.0000885.983830.4365355672Haiti2980.0033689.875980.56003550672.04354934432.4736815682
Italy1136260.0000764.48820.4167038311South Africa26220.0003838.312240.54392251671.99712676683.4185940375
Japan1218800.00005127.64040.4064942604Romania15150.0006646.438940.50365383021.97086669083.1805177299
Kazakhstan115040.0006621.123710.3999334871Costa Rica25470.00039180.47470.6188102821.96348851113.4060516793
Kenya13390.0029562.608330.8048314018Sri Lanka5200.00192114.87440.70711699041.96121764292.7155855519
Kyrgyzstan16370.0015728.130050.5396421265Australia155750.0000640.485920.71103163771.95342158464.1924364205
Laos12720.00368134.8930.791245654Chad2070.0048325.40751.28118862541.93285565292.3160402745
Latvia129700.0003455.818860.4588569168Georgia8980.0011158.529370.39962483791.90856146242.9530344573
Lesotho13520.0028457.196450.8224076844Kazakhstan15040.0006621.123710.39993348711.90854968193.1772890857
Liberia12870.00348156.66360.7894699215Bangladesh2700.00370179.59910.95175365581.8982879092.4315781776
Lithuania130560.0003355.093970.4509279328Bhutan1560.00642104.28791.00246049641.88948190542.1927532478
Madagascar12560.00391120.36090.8208407381Bolivia8690.0011591.71270.74600039031.88102411122.9391030624
Malaysia125960.00039228.19720.3506100425New Zealand110120.00009105.84510.28765365611.87553320844.0418662027
Mexico133570.0003052.565830.835470685Belgium164670.0000670.541610.52001832681.86558968534.2166188811
Netherlands1170120.0000667.782870.4392422451Bulgaria22650.0004445.629150.49522574931.85302509473.3551512864
New Caledonia1111320.0000998.389120.6810126973Belize19400.00052124.62190.62370674821.84661283453.2878166539
New Zealand1110120.00009105.84510.2876536561Tanzania2140.0046778.83350.81370178921.84207221552.3307518773
Nicaragua112430.00080148.74660.6796847793Mongolia11930.0008417.373771.13242548971.83848295453.0767132447
Norway1239110.0000472.401140.3667707442Suriname22430.00045188.02380.60759861251.8299709933.3507776379
Pakistan1390