Agriculture to End Hunger and Under-Nutrition: Legumes in ... · Fragile contexts and national...
Transcript of Agriculture to End Hunger and Under-Nutrition: Legumes in ... · Fragile contexts and national...
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Agriculture to End Hunger and Under-Nutrition:
Legumes in the Lead
Rob Bertram U.S. Agency for International Development
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• Rates of hunger and poverty declining
• Agriculture-Nutrition linkages
• Stunting rates coming down, but still high
• Global Commitment in SDG 2
• Global Food Security Act signals US support
Progress andCommitment
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New Results Framework2017 to 2021
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Hidden Hunger Index (micronutrient deficiencies)
Poverty and hunger declining
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World Africa Asia Pacific LAC
1990-922012-14
Prevalence of undernourishment (%)
Source: FAO 2015
Prevalence of poverty (US $1.25/day, 2005 PPP), (%)
Source: PovCalNet 2015
Source: Muthayya et al. 2015
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1981 1984 1987 1990 1993 1996 1999 2002 2005 2008 2011
East Asia South Asia
SSA World
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24% of the world’s 667 million children are stunted
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Agricultural growth is poverty-reducing
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All sectorsAgricultureNon-agriculture
Poverty-growth elasticities (US$1.25 poverty line)
Agricultural growth continues to be more poverty-reducing than non-agricultural growth
Source: Dorosh and Thurlow, 2014
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Agricultural growth enhances hunger reduction
• Increases household incomes and diversifies diets
• Reduces food prices to benefit poor net food buyers
• Creates employment; stimulates rural nonfarm economy
Source: Pauw and Thurlow 2010
Whether subsectoral growth reduces hunger depends on• Its linkages with rest of
economy
• Its initial size and geographic concentration
• Its growth potential
• Market opportunitiesSource: Fan and Brzeska 2012
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-1.5
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Maize Pulses &oilseeds
Horticulture Livestock Exportcrops
Perc
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Calorie deficiency-growth elasticities, Tanzania (2000-07)
Agricultural growth reduces hunger
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Economic growth and nutritional outcomes
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Increases in households’ purchasing power directly impacts nutrition
Very, very poor
Less poor
Not poor
Moderate poor
Very poor
Rice
Rice Rice and vegs
Rice
Rice
Rice and vegs Rice and eggs
Rice and vegs Rice and eggs Rice and meat
Rice Rice and vegs Rice, vegs, and eggs Rice, vegs, eggs, meat
From Martin Bloem, UNICEF
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Legumes Research: Why?
• Nutritional role—protein, micronutrient, other• Gender friendly: women often grow/manage
• Cheapest source of added nutrition, especially for children, women
• Productivity growth has lagged cereals; affordability and consumption declines
• Strong market demand/consumer preference • Positive environmental contributions,
e.g. soil fertility
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Diverse nutritional statusdemands diverse solutions
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10152025303540
Hungry Stunted children Obese05
10152025303540
Hungry Stunted children Obese
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10152025303540
Hungry Stunted children Obese
Low income countries Middle income countries
High income countries
% population
Reduce energy deficiency
Reduce micro-nutrient
deficiency
Reduce excessive net energy and unhealthy diets
PresenterPresentation NotesData extracted from: Robert F. Townsend, Steven Jaffee, Yurie Tanimichi Hoberg, and Aira Htenas, with inputs from Meera Shekar, Zia Hyder,Madhur Gautam, Holger Kray, Loraine Ronchi, Sarwat Hussain, Leslie Elder, and Gene Moses. Overall guidance wasprovided by Juergen Voegele and Ethel Sennhauser (2106) Future of Food: Shaping the Global Food System to Deliver Improved Nutrition and Health. The World Bank Group, USA.
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Source: Smith and Haddad, 2013
Food: 32% Water & Sanitation: 35%
Women’s Education+ status: 33% 116 developing countries
(1970-2010)
Marie Ruel, IFPRI
Contribution of Sectors to Improving Nutrition Globally
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Nutrition-Sensitive Agriculture
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Target production of nutrient-rich foods, esp. those that include nutrients lacking in dietInclude behavior change communication component specifically aimed at consumption of target cropsEnsure target food availability and affordability in local markets and support consumption educationMeasure outcomes, including intermediates such as consumption and market availability
PresenterPresentation NotesSo, what do we need to keep in mind in order to apply these considerations?
These considerations assume promotion and use of good agricultural production, post harvest handling/storage, processing and marketing practices to support planned production and income outcomes.
- Target production of nutrient-rich crops, ideally those that include nutrients lacking in diet (and/or in soils) - Include behavior change communication component aimed at consumption of the targeted, nutrient rich crops and a diverse diet, including some animal source protein. - Ensure availability of a diversity of nutrient rich foods, including the target crop, in local markets (supply) and support consumption education (demand) - Develop and measure (appropriate) outcomes, including intermediate targets, e.g. consumption or market availability
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AN OUNCE OF PREVENTION IS WORTH A POUND OF CURE
• Humanitarian assistance doesn’t have to be indefinite -- it is possible to design programs that build resilience and end reliance on aid
• We are investing in the long-term solutions to recurrent crises
• Pushing into fragile contexts • Every $1 spent on resilience will result in a $2.9 return over 20 years• Sharing responsibility• Stemming the rates at which people escape poverty and fall back into it• Bridging relief, recovery and development
PresenterPresentation NotesFragile contexts and national security: Northern Nigeria: unemployment and associated grievances best predictor of support for Boko Haram , not religiosity or ideology.Somalia: $50 a month and a mobile phone are enough to recruit youth with few other optionsPreventing shocks from becoming crises that then lead to refugees or IDPs
Addressing the ROOT CAUSES of hunger and poverty (we’re distinct from humanitarian assistance but a key part of the hunger story/continuum from relief to recovery and development)
Can reduce humanitarian need: In Ethiopia, among households facing the most severe drought conditions in 2016, those in communities reached by our full suite of resilience programs experienced a minimal decline (4%) in their food security, while other households declined significantly (30%). (Note: $1 figure is from a UK study an is an estimate.)
Sharing responsibility: Shifting the burden for managing risk from donors to countries and communities
Stopping poverty backsliding
Bridging relief, recovery and development: There is a strong alliance spanning emergency relief NGOs-the US ag /food private sector- US Universities have joined to support food security in intl. development assistance under GFSA.
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Climate Varies Over Time: Which variation is most important? (Temperature)
10 – 50% 30 – 90%
Trend (“Climate Change”) Interannual (year to year)
http://iridl.ldeo.columbia.edu/maproom/Global/Time_Scales/
Decadal
Example: Observed Annual Temperature in the Last 100 Years
10 – 40%
http://iridl.ldeo.columbia.edu/maproom/Global/Time_Scales/
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Climate Varies Over Time: Whichvariation is most important? (Precip)
5 – 10% 60 – 90%
Trend (“Climate Change”) Interannual (year to year)
http://iridl.ldeo.columbia.edu/maproom/Global/Time_Scales/
Example: Observed Annual Rainfall in the Last 100 Years
Decadal 10 – 35%
http://iridl.ldeo.columbia.edu/maproom/Global/Time_Scales/
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Walter E. Baethgen 2014
Sahel: Annual Precipitation
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1900 1920 1940 1960 1980 2000
Rain
fall (
mm
)
Observed
Example: Annual Precipitation over the Sahel
Decadal Variability250mm in 20 years
“Climate Change”180mm in 100 years
Interannual Variability290mm from one year to next
18% of total
27% of total
55% of total
Chart2
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Observed
Rainfall (mm)
Sahel: Annual Precipitation
590.2762551158
630.842566221
336.6646250708
469.2542075556
460.8024906179
483.405815294
674.451620426
449.0749148835
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347.6482060936
388.9985890115
381.7360742484
310.6787333612
261.7219788551
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367.2646310998
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374.4512395571
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414.9820025941
390.7618201694
353.7509872884
423.7868191779
542.0222492126
400.5039761828
436.3213723342
355.6984270444
460.337826147
379.4521512705
510.9536067377
481.4131282656
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19024112569122.33201.675
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1905111124.6765258.33140.3395.33115195.33466.339
1906157.3379.67297.33170.33269.67398.33430157.238
1907144.67199.6749.33130114.37192.6755.3775119.67308.67263.67132116.9313
1908136.33130.6779.67195186.0718722.3310152.67175.6745933762.67143.67178.3315
1909188139.3356.67215180.921536.37100210.33274.67388181.67154.3313
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1911145.6775.3343202.6791.43133.33173.6762.163.3378.33154278204.6791.3161.33140.316
1912995832.67170.33115.33164.67169.3363.87224.67134.33251.33246129133.67212.3315
191391.6776.3346.67147.33142.6712761.9777.3337.3396264.6717531.6714.339615
191498.3312651.67175.1164185.6734.67125.33115.67413346.33124.3372.67181.6714
191569.33112.3317497.67291.33355.33365.33100.6767.67138.6710
1916149.67190250.33148100.67425.67305.6766.3362.33162.310
191782.33114.67265.67126.67212355.33306.335511465.33119.8711
1918127.33191.33156.97233.67158139.677516387232.67203.67268.67295.67314.23354.673603798251.3337190.9721
1919184.3393.6714.6732124.33144101.13215227107.67102.331896343123.33128121.33175129.33164.33158.67402.67288.33299.33100.6795.3364.67225.37169.1729
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192833.6712773.3312.33150177.6737.337454.6760.6776.6750.67128.7790.67150.33166107.33185190129.67160.33370.33223278203.6731.333411157155.6795.33477810095.3390.33113.33145.67122.67246.67247.33189.67271.33216.67227.33513.73370.67347.67386112.67193.17173.67106138.87236.57196.43152160221240.3360
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193447140.2792.67499571.33120.413113058.6756.6793.33103.3358.6729.67190.67145.33178.339640.33173149.9113.33289.33277173.33162.67168199.67321244.33271.6741.6730.3367.3331.6776.976579.679294.3373.3363.6777.33112197149.67144151.67129.33159.33171208.67260.67211.33227407.43298.2357.67328338.583.33108.67200151.3397.33110.63143.97187.83120.67146.33252.3321673
193555.33136.2387.6762130130.67105.47152.3313847.336871.3310068.6754184.33222194.33162.5310070.33189110158.67324.33264.33201.33170.67233351.33337.33256.334146102.6782112.615388.6761.33101.33170.67115.6778136.67179.67121259314.33369313.33220285201.97255.67306.33343.67243434.4368.8432329377.786106.67135.67138.67112150205.13195.4234.63140.67195.67262.67304.3376
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193843.67123.6367152.3356.33132.3391.33103121.6168.33147.6780.33169.976.6724504686.67131.33117142.67114.67191103.6776.67243.67140.3377.67376244198.33143.33150326.67201.67307.3327930.674183.6752.67110.372118.3344.3376142.67133110.67139152.33145.67178.67227152.33218.67166223.67233.23206.67210.33270.67254.33493.87254.47440.33341.3398.67132.33161191176.3393.67104196.33191.6113.13244.63102.67158.3319220682
193943.67196.6773.67148.6735.33170126.67254.67170.57278184.6778179.13109.2347.6731.6763132.6797.33471321501349081.33169177165355.33202.67207231.33150.67154.33284.67201.33249198.331272.6786.33104.3315111080.6750104.6790.6797151.33145131178.67198.33190.33140230.67153154.63146.67194.67244276.33422.33297.77289336129.3389.33140158.67120.3366.3369.67104181.1208.77204.8168.33235.33396.67199.6782
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197130.677087.6752.2341.67137.67126.3382115115.33105.6755164.2973055.6755113.458.6752.67103.33106.6316475167.33106.3373.33162.67143.67115231.33240.67124.67144.33199.33156.67161320.33188.33303.6723519267552.334287.3347764846.3358.3391.6745.33104.33102.33143.33160109.67189141.33162.6721092133.33142.67194271.67259299.67210.67267.33225166.33204202.67311250.33353.67227.33194275.33323.83257.3380.339882150.6762.67219.3333.3368.3327.67145.17228.33103.767.677488121.67101.57101.4142135.43136125.6114.33126.6779.67178.33178.67226223.67113137.936460177
197220.33785534.234.678757.6781.6754.3381.338035.3386.376719.6740.6750.6733.53020.67107.3395.610291.6777.3378.6742.67125.6778.6795.6717684.33123.3398170.67105.67123.67225.33106170.67166.6714.3310.679.6714.33930.332958.332833.334137.3325.331257.673899.3333.6728.6737.3347.3379.3338.3383.334510373.3364.67114106.33160.67188144.33139174.33217.33176.33211.33129.33211249239.5169.673836.959.6785.67134.67141.6728.67117.3341126.9719326.4718.3335.3348.3360.6780.8194.63118.07159.57101.235896.33102.677691.67123119.67114.3311387.6475221239
19731993.6776.6736.9328.33113.6770109.3382.33107.3391.335576.5780.672731.3333.3351.84442.6799.3395.47122.3369909159.3312570136.33237165.33130.67105.67129.3312081271146.3323614517143450.654.6772.6769.6766.6738456094.674769.3385.3371.67116.339489128.6770109.67798687104.33142.33119.67142139.33125.3386.67158217.33383.67293.67316.33168280.67269.33304.67257.6744.3341.332959108.6735.3376.6759114.419995.3346.67118.45547.6759.43101.27109.2128.07133.577122.33127.67132.67134.33155.33140.33114.67111107.3930630631
197442.67102.67115.33112.6371.2314388.6797.33127149151100.67132.1124.676343.3360.6775.673738.5124115.3111.6775.57183.378946207.4795111.57256.67215.57168.67113.5176.33161.83104.13317.67264.33294206.5717.3373.6793.3136.341123.33102.335987.675161.33122.3349.676899.33103.67190.33112132.33102224195.3397.33155133.67149.83177133.43207.67209.33268.67201.33165.67198.67198.67392.83330.67297.53194.33334.33336347.33297.67107102.7730.67118.67130.33139.6745.33118.6763.33111.73234.3359.03137.6763.47120142153.8116.9133.53228.67171.27183.63144.67220139188.33191.33238.07190.67113145.2310619469
197535.6782.33116.677656178.6770.67110128.6793.33150.6767.33159.831151965.3357.1770.8372.6732.63138.33147.77191.77154.87171.1314850.33173.97150139.03239.33234.9208187.6124.67111.6139.87373212.67239.67181.2736.675063.33112105.6798.33111101.338488.13125917085.67153.03124.33196.67182230.33255.33191166.0790.33157198.33162.3179.33210.67174.33129.67262.33195.6795302.67321.33444.33414.33372.33320.33456.67501.67335.5457.3349102.5107.33116.33181.6714663.33122.6751126.3221.3377.580.3384.67112.67135.33127.5157.03126.7166.7151.3163.993173113.33147.33188.3391.03134113155.6610619469
197629113.3378.6764.626.33137.3354.3387.33111.67131.3311033.33156.7395.33273743.6394.6351.6727.6120112.17111.83129.4127.2771.6743.67201.3311480.87215.33195.53153.67118.47149.33135.27129.57197172218.33116.472331.3359.4394.67757369.6758.3390.673061111.677488101.678788109151103.67103.3313471.67127115.67115.57112.67198.3171.67146.33133.67227.67117175.67212333313.67258196264247.33267.33299.6746.6750.6743.6712001158561.67169.83149.6751.0354.6757.6782.3371.6755.43115.6189.73108.13138.7107.3130.27121.3366.33177.67148.67150.33136.67111117.4201785714
197722.33108.67107.33109.67154.33117166.33154185.338376.67142.611535.6737.673779.5756.6720.849.33111.8111.67115.310484.6773.3317694159.23261243.87188.33167.77178.33164.73175.83267.13205.33239137.114.671232.4713.334170.3342.03315333.673354.334451108.6762.5113.6756.2375.3349.6794.33108.3385.3311196.67107.63145.67117.57137.33145161.67178108.33190204.3247.67177.37156.33174.33243.332821685490.3379132.3321611381.6734.6789.87176.67112.6775.3379.814211780.4113.8218.77234.03177.53159.03116.67133144.33169.33139.4181109119.3679816514
19783111914089.83146131.33123.3394.33149.67131.67192115.67203.63151.6734.673022.8765.937.3315.63153.67152.2137.3190.9140.831116019896180.83194.67207.03179153.6194.67149.03161.8275.17231189.33244.233436.6759.2735.49953.6764.67106.3384.3374.3364.3385967056.3315394.3320887.33171199134146.67137208.97186136.5169.33186166266.33196.33267.33367377.33254.7200.67270282.3331529454.338487106.6798.33109.3398107.3357131.249.3710640.689136.33218.33170.67192.53146.33136.93122.77117.67155111169.67204.9153109141.0326605505
197933.67111.6747.33108.1774135.6761.33115.67109.67139.6711440.67187.278532.6756.3335.878.1343.6751.47112.6763.67108.37128.93106.9372.6771.33123.33116136.3150.67182.23128.33144.814198.83125.3215.17186.67136.9328.3328.3335.1328.192.6756.335662.3344.3341.6755.336965.6761.33104.6774115.6771.6792.6770126.33104.3337.33114.3398.67125.97121125.37105.33132.33159.33146163209179.67291.33202233.67191.67201188.67192.33236.6739.336455123.67141.67135.6754100.33133.93148.6799153.87124.83209.3139.7396.27116.3112.33170.67198.6158104112.7473076923
198026.67146.3368.6777.33103.67100119.33126.67144.3389209.67683069.3367.33111.4383.0752.212086.9102.43136.4119.03133.4759.67144.67168.8157.1174.17148.73142.4157.27207.4138.53135.33224.53188.4157.6315.334546.630.0771.679286.17585126.6710173.3369.6757117.3362.33123.33121120.33116.33129.67112.3375.33133.3397.67126.2126.67115.7165.67162.67105.33158.33109.67212209.67212.67179120.33161202.67228.33276.33191.336373133162115151.3391.03165.3326.1113.37153.57200.5397.6114.67151.33130.67153180.8161100121.2828
19812472.338687.6338.8126.338698.6797111.3384391207937.64727.151.9358.1347.7110.47116.13151.9766.03100.57111.6346.77172.73122.7396.97201.33174.5126.3397.5204.63128.7779.47299.47172196.97171.13302263.326.5783.3372.6750.8372.33103.3355117.3380.674554.33107.33122.6176.33100145104.33108105106.33138.33163.33155.77175.33153.87195.33212.67206.67169209.67229.33343.37299.33254.73226.33280.33323.6720347.336485.33140.6779.3359.13139.33142.6104.7104154.3395.33137.33135.67159.2129.3398122.8258163265
198233.6775.6758.3385.3755.338467.3365.3369.3376124.6743.67105.6783.6719.6728.220.843.4350.3329.13106102.5788.53115.4104.850.6734.37139.7379.6361.6177.1225.37110.3772.1108.782.17123.67292.93212.67173.3177.331337.6735.3725.17557371.33593043.6759.675047.33116.3381162.3389180.33133.67102.73145.87187.23187.63123.33200.67247.63199.9208.33215.57237.6734.333499.33113.67100036.4114.37169.4171.13123.2112.1311176.33112.991.3386
198327.3376.336969.8738.77116.6784.3370.679778.678821.33103.3360.6713.52029.5769.727.7723.868.6780.2782.0377.3392.037364.3387.67119.33102.87151.37151.614496.1174.67110.17110.93150134.67178.33146.73111924.7715.171051.6726.8393326.3331.6720.822.3352.3391.1105.6748.3567878.677780.391.3775.4120.87220.33226.73206.87173.33216.67129.3323.6719.3367101.33136.6784.3387.03137.3351.5156.07177.2174.4140.27103.959.53103.3394.33167.63103.6791
19841102.3363.3328.9339.3354.3376626680.6787.3315.338357.6728.1746.2311.5319.2736.6713.9793.3350.588.243.8776.340.517.17125100.691.07186.33145.6114.33117.17101.3358.6763.27207.53149183.73108.3718.679.6729.4714.472347.6730.574753.3342.6727.216.31975.6739.335574.075995122.3379110.13138.1124.43129.23190.33207.33307.67190.37230242.67146.6735.333648.8382.434196.6728.6753.63158.23146.47155.7135.9791.9787.9790.67104.33132.5790
198516.6775.6762.6769.8365.33109104.67102.33113.3398123.3392.67105.337832.627.5317.7770.844.5317.93131.33133.4111.580.2133.9358.4766.4214.6114.5111.87196.43224.63132157.07152152.63104.6282.6220.33201.13161.232.6747.6740.2334.7751.3358.6750.6722.3352.3348.3384.945.767.67109107.3158.67158.8107121.67119.33123.67112.3200.9188.17174.9213405.67220.83254.67337.630341.67100.67122.8100.6765.6785.7378.07132.5771.53206.9103.976.4114.9141.67115174.3388
198630.677887.3397.8342.9390.6777.3371.67113148121.3369132.6760.6718.5735.6731.534.93458.6763101.33123.43103.23100.4363.3358.17170119.33102.5237.33222.17170160.47198129104.43129.83197.67242.614.6740.6786.6727.83112.6772.3368.2733.67754651.7381.446.33149103.2149126.37147.67121.679297.67136.93188.67126.23226.499.67266.67285306.7296.67278.5722163.3376.3398.6714880.3384.3316657.6787.0382.23116.8379.23138.3186.770.9387147144.3390
198716.6763.3371.6732.773110143.3393.3389.337669.675767.3346293330.839.6314.6717.976.6720.3388.77100.5352.9748.03117.33110.3380.27159.67139.5398.5395.2311866.1799.9192.33165.87201.67129.0316.64.3745.6727.33596644.3326.575330.67113.7352.6730.33161.67141124.67139.97131.67119.33130.67159112.67144.67174.33169225.67359299.47292.672195467.3370.6727.0366.445.4366.8771.6767.13113.5376729783
198833.67123.6798.67110.6781.33139.6788119.33138.67160.33141.67109.67207.6711733.1750.3359111.942.3354.1145.33133.1134.03144.8774.4376.83174119.67121.83239.47239.27256.33185.83233167.67179.87290.43312.33239.3344.6735.3363.675168.895.6768.336186.6753100.23101.984.33158.33130.67193139.93159.67160199.67145208269.67192.33255.2161.33172.33382.67304314.33277.6738178119.67138.677975.33163.67133.37157.9194.7399.67167.67218.2317084
198931.67143.3394.5396.6724.219272127.33121.67169108.1764.33120.6761.6718.366.871.260.5347.0742.4316775.4104.13144.169.3346.93213114.33110.7260256.97137.3397.3178.33219.63110.27286.67205.33157.67217.0346.1755.875787.33102.8104.3377.6796.77109.0775.7368.210777.67147.33140110.33172.3372167147141.33226.67185.67167.33167.33219.67212311.67221298.3324034.474294.1392.6721.33140.4119.1799.43105.33104.17145.67173174.3384
199029.599.580.76439.1115.5371.339693.2103.5367.4746.3310585.1717.637.5722.1741.9742.0723.278.4394.589.77127.6785.781.1745.83127.67106.77106.8205.63203.83157.1102.33143.73144.1250.97217.0716.420.792.8760.3348.561.562.435.9352.336.355.0739.7754.6787107.7711576.3386.67124.33110.33101.33115.67122.0787.33148149.67194.33321.9196.33266.33225.6738.127.67126.7737.8322.3766.647.4350.6176.1152130.8120.9109.13173.4114.6784
199142.6107.47122.1752.6134.6793.67114164.5105.6775.6755.33143124.3331.5754.126.1766.9766.47107.8399.585.83100.43143.43119.7173.7394.3147.27205.17142.63162.5101.9218.7109.33155.33246.93243.120.7322.835.471613581.3366.67108129.67190.33160.67220.6769.97120.0778.7799.37137.7147.5767.6789.9115.7140.1157.1311660
19924190.3379.6751.9155.33120131139150.679574.3319278.3334.734666.27132.3354.790.5365.13111.03119.47107.13136.73125121.53195.33169.4337.671814.67525042.333517.3339.3325.6777.675096.675864.6795.3313278111134129.67135.33206235310.33326301.3365.77120.83143.5793114.47176.6761
199362.6767.3349107.675277.67121.671129260.67135.3310939.3360.6741.9756.6760.17145.53123.73114.6102.2386.2373.33110.67142.47194.23147.1155116.53112.67172.33186.3768.6757.3393.6774.67498011695.6789.33111105.3397.33100.67152.3392.67141117.67172.33188.33436.67309.33331.3325.3360.749.6757.6769641817295.3381.67139.67176.3366
199475170140.33196190166.33212.33156.33160.3385.33197154.6776.138.583.4119.83148.4213.63179.03162.4182.33131.9173.850.3378.3380.3372.6761.6719474.33135.67105160174.33241326.6772.598.03159.67160235.33111.33261.2343
199516.67118.6795.6714189.6712714256100.6742.6381.1388.5305.67257.4140.57136.0398.17152.67223.67181.43116.6747135.33106.3388.6785.6740.33103.67102.67214140.67144196.67162.33139.33212160200.33128324.67253.33247.3329196121.67106.33120.67112.67167.3130.3350
199625.6798.677485.6765.67137.6761.33107.67140.33121.677855138110.3361.6753.3335.3340.3310476.33108.5353.67188.33127.33109.77262181.9164143.13192.33178127.97267200.67193171.68414.331354.7349.336472.3310166.9798.3337.3395.33102.6799.33139.67121.33101.3387.33108.33120.67132.33214.67297275.67323.33274.47305.67342.6766.3353.865.8345.336277.67116.6787.33211.67171.6721875
1997657642.3319.2782.6787.399.8366.8386.3390.33122.57221.97127147.67153.23190.6740.3395.3355.33626780.67134.6758.33133.67133.67116.33121.33109.67146372.67269139.33103.6788.67162130135.3338
199812993.6719398.3310240.674116116.7383.4105.03115.67159226207.3128.33143.57219.33140.57174.03184.67188.17156185.33156.3393113.67137384174116.67117.33145.67153.6735
199972111.67150179.67185.3359.5116.33118.5150.43187.6167.5126.33166173.73258.33232.93144.77249.43247170.0777.331302169388.67157.6726
200012811469.33127.793.13131.6387153.3375.33154.93196.67122.57145.5164200136.4775.67123.6721499.6767.679222
200145.33124.6786.67127.33117.33223189157.67106114.3310
200240.67110.67114.33125.6732107184.3365.67119.679.6747.3386.67244.67109.331241148313717319
200374.6759.6710798.67166.67227325.33106.6786.6719243.67197.3390.67191.33165.33204.6716
200449.67126.6712610271.6713375.67162.333482.67150.3311
2005145.6785141.33116.67198.33209220260.6787130.67126.6711
200690.678869.33122232.3340824679.3396.33156.6710
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#data313131283131302931313127313131313131313131313131313131313131313131313131313129313131313131313131313131312731313131313131273131282830313131292930252929293126312830313131313126312730263126302628312828282623313028313131262631313132
normal41.0322580645123.6132258065106.9032258065103.243928571472.3406451613151.6132258065120.7556666667121.585862069145.8561290323152.6509677419133.17451612979.087037037169.7658064516112.400322580636.321935483953.978709677461.878387096886.98548387165.490645161344.7912903226155.7403225806121.5516129032138.2048387097136.1096774194150.4551612903113.820645161375.3035483871179.4038709677138.5980645161143.975483871252.8009677419217.4196774194180.0525806452165.5435483871186.2048387097152.9551612903145.44313.015483871208.1148275862247.7751612903197.902580645238.375806451645.204193548470.106129032363.280645161374.505806451697.548064516184.366451612978.80548387193.107741935574.469677419484.2470967742116.000740740776.526451612980.2148387097124.9803225806122.4719354839141.3009677419139.6629032258190.9132258065142.147037037172.14176.8558064516117.38156.94147.7783333333177.33193.1432258065191.034516129212.5527586207182.3213793103220.9553333333212.4936169.5744827586215.2193103448253.815862069376.3125806452341.8580769231301.8309677419215.7017857143305.933340.8277419355305.2587096774318.956451612976.376129032388.102903225878.27146.5167741935152.4464285714165.500333333358.7938461538105.483870967769.2830769231143.131234.115769230891.193571428691.11548387197.2835714286119.0114285714126.3035714286124.7126923077160.6826086957172.1274193548166.628185.4017857143136.764516129141.0283870968170.3006451613136.6665384615158.6534615385172.3012903226200.43176.3980645161108.78125148.2966087619
148.6135392187777376567496655866699256586372877970777576696564717569878090676978617775747174817475737680598378707246100277878698079104316480772828667670782929776329296279266428309274868359277131582791284229415440535438278869655784812626317273148.6135392187
mm/seas
495.2076599792
495.2076599792
495.2076599792
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