NON-LINEAR MIXED-EFFECTS MODELLING FOR A SOIL TEMPERATURE STUDY Pauline Ding & Sarah Goldin Statistical consulting Unit, ANU College of Medicine, Biology and Environment , ANU

Canberra, Australia

Scenes from the ANU

Statistical ConsultingOne-on-One Collaborative EnvironmentPhD studentsHonours studentsMedical school studentsANU staff

Coarse Woody DebrisCWD has been once considered an obstacle for grazing animals and machinery since European settlement, and now approximately 90% have been clearedA growing interest in using coarse woody debris (CWD) as a restoration treatment to introduce missing structural complexity to modified ecosystemsCWD is suggested as a source of nutrients and refugia for flora and fauna. However little is known about how CWD influences the microenvironments it creates

Example: Soil Temperature StudyANU researchers study soil temperature around the logs, which quantify the effects of CWD. Max temperature difference during a day is a particular question of interestA log was selected at random within the Goorooyarroo Nature Reserve in the Australian Capital Territory Electronic recording devices were buried at various positions to record soil temperature changesSoil temperatures were recorded hourlyThe experiment run for period of nine days (seven whole days)

Example: Soil Temperature StudyThe treatment factors: Cover -- Ground Cover Types (covered, uncovered)Distance -- Distance from the log (0cm, 10cm, 20cm, 40cm, 80cm)Depth -- Depth measured from surface (1cm, 5cm)

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202117.519.516.51916.51916.5202020.516.52016.519.516.5201720.520.521.518.52017201719.51620.520.521.518.5211719.51720.516.5

19.5211719.516.519161916.519.519.520.516.519.516.51916.519.516.520.520211819.51719.516.5191620202118.520.516.519.516.52016

20211819.518.51918191919.520.520.519.519.51919.51819.518.52020.52118.519.517.519.517.519182020.5211920.517.519182018

20.52119202119.521.519.524.520.5212124.520.52620.520.52022.52120.52119.5202119.521.52021.52120.5212020.52119.52020.520.5

21212020.527.521.528.52230.522.521.5212321.5342326213022.521.52127223022.529.523.5292421.5212621.53121.52922.529.5

21.521.521213223.534253625.521.521.522.52227243323.536.525.522.522342637263627.535.52722.52234.52439.5253625.536.5

21.521.521.52235.525.53928.540.528.52221.5232226.523.539264228.525234029.54329.5423141302523.54126.54729422942.5

22.5222323362741.53142.53122.5222522.539.525412943.53127.524.54232.545.532.54534443327.525422949.532.5453246

2322.524.52436.528.542.532.544.532.523.52327.524402745.53145.5333026.5443448344735.54634.529.526.54230.552.534.54734.548

2423.5262534.529393340.53324.52430.52536.528.54132.54134302738.534423542.53641.53528.526.5363143.535.5433643.5

24.5242625.532.528.535.531.537322524.530263428.53731.53833292734.5323833.538.533.537.53427.526.532.53038.533.539.53540

24.5242625.531.5283430.535.531.525.524.529.52633283630.536.53228.526.533.53136.5323731.536.533272631.52937.532.537.53438.5

24.524.525.525.53027.5323033.530.525.52528.5263127.5343034.531.52826.5323034.5313529.534.53226.525.529.528.534.531.535.533.536

2424.524.525272728.528.529.529.525252625.527.52729.52929.53026.52628.528.53029.5302829.530.525.525.52727.529.530313231

23.524.523.524.525262627.527282424.524.52525.52626.528272925.525.526.527.527.52827.5272729.525252626.526.528.528.530.528.5

232422.52423.52524.526252723.524232424252526.525.527.52525252625.526.525.526252824.524.524.526252726.52926

2323.52223.5232423.52524.52623.52422.523.523.524.52425.524.52724.524.524.52524.525.524.52524272424.52425242625.527.525

22.523.521.52322.523.52324.523.525.52323.52223.522.52423.52524262424.523.524.524252424.523.526242423.52523.52524.52724

22.5232122.521.52322.524232522.52321.5232223.52324.52325.523.52423242324.5232422.525.523.5242324.522.524.523.52623.5

22232122.521.522.52223.522.524.522.5232122.5222322.52422.52523.5242323.522.52422.52322.52523.523.5232422.5242325.522.5

222320.52220.522.5212321.52422.522.520.522.52122.521.523.521.524.52323.522.523.52223.52222.521.524.52323.522.523.521.523.52224.521.5

22232021.5202220.522.52123.52222.520222022212321242323.521.5232123212220.52423232223.520.523212421

2222.52021.519.521.5202220.5232222.519.521.5202220.522.520.523.522.5232122.520.522.520.521.52023.522.52321.52320.522.520.523.520.5

21.522.519.521.519.52119.521.519.522.522221921.519.521.52022202322.52320.52220222021.519.52322.522.52122.519.522202319.5

21.522.519.52119.52119.52119.52221.5221921.519.521.520222022.52222.520.521.52021.5202119.522.52222.52122.519.521.52022.519.5

21.522.519.5211921192119.521.521.5221921.519.52119.521.519.522.52222.520.521.519.521.519.521.519.522.52222.520.52219.52119.52219.5

21.52220212021202120.521.52222202120.5212121.521222222.52121.521212122.520.52222.522.521.522212120.52220.5

21.5222021.520.52120.521212222222021.520.521.521.521.52122.522222121.52121.5212320.522.522.522.521.52220.521.52122.520.5

2222.520.521.52121.52121.521.5222222212221.52222.522222322.522.521.52221.522222521.52322.522.52222.521.52221.52321.5

22.522.521.52225222622.527.52322.522.522.5222422.52823282423.522.5272328.5232826.5272423.522.5272327232623.526.5

2322.5232326.523.52824.528.52523.52325232723.528.524.52925.52523.527.524.5292529.52829.52624.523.527.52429.5252925.529

23.52323.523.52624.527.52528.5262423.525.523.52724.528.5252826.525.5242725.528.525.5293229272523.526.52528.525.528.526.529

2423.52423.53125.53527.53627.52423.525.5243325.536.526.534.5282724.535.528.537.52837.53137.529.527.52534.526.53827.53628.537

2423.524.524.529.5273329.534.53024.5242624.531.526.5362934.53028.5263530.53730.5372836.531.52825.532.5283630353136.5

24242424.5272729.52930.529242424.524.52826.53128.530292725.530.529.532.53032.525.531.53126.5252927.529.529.53130.531.5

2323.52223.52324.524262526.522.523222323.52426.526.525.52725.52526.526.525.526.52523.524.5272524.525.5262526.52527.525

2223.520.522.52123.521.524.522.5252122.52022.521.523.52425.5232624.524.52525.522.5252222.521.525.524.524.524.525.522.525222622.5

222320222022.520.52321.524212219.52220.522.523242224.5242423.52421.523.521.521.520.524242423.524.521.523.52124.521.5

21.522.51921.5192219.522202320.52218.521.519.521.521.52320.523.52323.522232022.52020.519232323.52223.52022.519.523.520

2122.518.52118.52118.521192220.521.518.520.5192120.5222022.522.523212219.521.51919.518.52222.52321.52319.521.51922.519

212218.520.517.520.517.520.5182120.521.51820.518.520.5192119222222.52021.518.521181917.5212222.520.522.518.5211821.518

20.52217.52017201719.517202021172017.52018.520.51821212219.520.517.5201718.516.520.521.5222021.517.520172117

2021.517.519.516.519161916.519.52020.516.519.51719.517.52017202121.518.52016.519.516.5181619.5212219.5211719.5162016

2021.51719.516191618.5161919.520.516.519.51719171916.519.520.5211819.516.5191617.515.5192121.5192116.51915.519.515.5

202117191618.515.51815.518.519.520161916.518.51718.516.519202118191618.51617.51518.520.52118.520.516.518.515.51915.5

19.52116.51915.5181518151819201618.51618.516.518.51618.52020.517.519161815.5181518.520.52118.52016181518.515

19.520.5171916.518161816.5181919.516.518.51718.517.518.51718.52020.518.519171816.5181618.520.520.5192017181618.516

19.520.517191718.516.5181718.519.519.5171917.518.517.518.517.5192020.5191917.518.5171716.518.520.520.519.52017.518.516.51916.5

19.520.516.51915.51815.51815.51818.519.51618.516.518.516.518.51618.519.52017.519161815.5171518.52020.518.52016181518.515

19201618.51517.514.51714.517.518.51915.5181617.51617.515.5181919.517181517.515181417.519.5201819.515.517.514.51814.5

19.52017.518.517.5181717.51717.519.51917.518.5181817.51817.51819.519.518.518.51717.51719.5171820201919.517.517.516.51816.5

2020.518.5192018.52018.52018.52019.520.519211919.518.520.519202019.5192018.520.521.5201920.52020202018.5191920

20.520.5202022.52022.520.5232020.520.521.520.52320.522.519.523.520.5212022.52022.52022.525.522.5212120.522.520.5232022.520.523

212120.52127.521.528.522.529222120.521.52123.52226.521.528.522.522.521322331.522.5302929.524222131.522302229.522.529

21.5212121.530.52433.526.53325.52121212123.52230.52432.525.5242237.526.5372634.531.53528242237.524.536.525.534.52634

21.521.521.52230.525.535.52935.528212121.521.531.522.533.52635.527.526.52339.529402937.533.5383126.523.53926.54128.536.52938

22222222.531.52737.530.53729.521.521.52221.53224.535.52838292924.541.53142.531403240.532.52924.54028.544.53139.53141

22.522.523.52330.527.53831.537.530.522.52223.522.531.525.535.52938.530.53125.540.5324232.54020640.533.529.525.538.5304332.5403341

Temp_C_1111

Temp_C_1112

Temp_C_1121

Temp_C_1122

Temp_C_1131

Temp_C_1132

Temp_C_1141

Temp_C_1142

Temp_C_1151

Temp_C_1152

Temp_C_1211

Temp_C_1212

Temp_C_1221

Temp_C_1222

Temp_C_1231

Temp_C_1232

Temp_C_1241

Temp_C_1242

Temp_C_1251

Temp_C_1252

Temp_C_2111

Temp_C_2112

Temp_C_2121

Temp_C_2122

Temp_C_2131

Temp_C_2132

Temp_C_2141

Temp_C_2142

Temp_C_2151

Temp_C_2152

Temp_C_2211

Temp_C_2212

Temp_C_2221

Temp_C_2222

Temp_C_2231

Temp_C_2232

Temp_C_2241

Temp_C_2242

Temp_C_2251

Soil Temperature: All

Sheet1

Sheet1

1919.518202223.526.5283028.519.519.5202024.523.533.5283128

1920182021.522.523.525.526.52719.5202020.522.522.528.526.526.526.5

18.52017.519.519.521.521.523.523251919.518.52020.521.52324.52324.5

18.52016.5191820.519.52220.5231919.51819.51920.520.522.52123

1819.51618.517.519.518.520.519.521.518.51917191819.519.5212021.5

1819.51618.517191820192118.5191718.51819192019.521

1819.51618.51718.517.519.518.52018.5191718.517.51918.519.51920.5

1819161816.518171917.519.51818.516.5181718.517.5191819.5

17.51915.51815.517.5161816.5191818.5161816.5181718.51719

17.51915.517.515.517.515.517.516181818.51617.51617.516.5181718.5

17.51915.517.51617.51617.516.518181816.517.51717.5171817.518.5

17.5191617.51617.51617.516.518181816.517.51717.51717.51718

17.518.515.517.516171617.516.517.5181816.517.51717.51717.51718

17.518.515.517.515.51715.5171617.518181617.516.517.516.517.516.518

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1818.517.518201819.51820.5181818.52118.522.518.518.517.51918

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181917.51927.52228.52329.522.518.518.518.5192421.528213022

18.519181930.523.532.525.533.525.518.518.519192420.53323.534.525

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1919.51920.53426.53730.5393019.519.520.52036.524.5412939.529.5

19.52019.52131.527.538324031.520202120.53525.542314031.5

2020.52021.527.527.537.532.5393220.520.521.521.533.52640.5323932

20.5212021.525.52734.5323732212121.5223026403236.532

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2021.5192121232325.52527.52121.520.521.52223.524.5272527.5

19.5211820.519.52221.52422.525.520.52119212022222522.525.5

19.52117.52018.5212022.521242020.518.520.5192120.523.52124

1920.51719.51820.51921.52022.519.520.5182018.520.519.5222023

1920.51719.517.519.518.520.519.522202017.519.518.52019.521.52022.5

1920.5171917.519.518.52019.521.519.52017.519.518.52019.52119.522

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18.52016.519171917.51918201919.517.519181918.519.518.520.5

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1819.515.5181517.515.51815.518.5181915.51815.5181618.516.519

18.519.516.5181717.516.517.517.5181919181818.518171817.518.5

18.519.518.518.521.518.52119221919.519.52319.525.5191918.520.519.5

18.519.5181924.520.5252126.5211919.520.52029.52123.5202621

1919.518.519.52822.529.523.531.52419.519.519.52024.52229.5223223.5

19.520192031.5243426.53626.519.519.520202421.53524.53726

20202020.53425.53729392920202120.538.522.54027.54029

20.520.520.521.535273931413120.520.521.5213825433041.531

20.52121223227.539324132.521212221.5352644324132.5

2121.5212228283832.5403321.521.522.52233.526.542.5334033

21.5222122.52627353237.533222222.522.530.526.5413337.533

21.5222122.5242628.530.53331.522222222.526.52636.531.53432

2122202222.524.5252828.530222221.522.524253129.528.530

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2021.51820.5192220.5242225.520.521.51921.519.522.521.5252226

19.52117.520182119.522.520.52420211820.518.521.52023.520.524.5

19.521172017.520.518.521.519.523202117.520.51820.51922.52023.5

192116.519.517201820.518.52219.520.5172017.5201821.51922.5

1920.516.51916.519172017.52119.52016.519.51719.517.5211822

18.5201618.51618.516.5191720.51919.516.51916.519172017.521

18.5201618.51618.516.51917.52018.519.516.51917191719.517.520.5

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1819.5161816.5181718.517.519.518.51916.518.51718.517.5191820

1819.5161816.5181718.517.519.518.51916.518.517.518.517.5191820

1819.5161816.5181718.517.51918.518.516.518.517.518.518191819.5

181916.51817.51817.518.518.519.518.518.51718.518.518.519.5191920

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1919.51919.52220222024212019.52119.524.520.52620.52521.5

19.52020202721.527.52230.52320202220.525.521.5322232.523

20202020.528.52330.524.533.525.520202220.526.52234.5243525.5

2020.520213224.535273827.520.520.521.52138234026.539.528

2020.5202133.52637.529.5403020.520.521.52137.52542.529.541.530.5

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2121.520.5222526.53531.53732.52221.52222.529.52641.532.53833

212220.52223.525.5283033.531.522222222.52625.5373234.532

2122202222.5242527.52930222221.522.5242532303030.5

212219.521.5212322.525.524.527.521.52220222223.524.527.52528.5

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2021.51820.518.521.52022.52124.52121.518.52119.52220.52421.525.5

19.521.517.5201820.518.521.519.523.520.5211820.518.52119.5232024

19.5211719.517.520182118.522.5202117.5201820.518.5221923

1920.51719.516.519.517.5201821.519.520.5172017.5201821.518.522.5

1920.516.519161916.519.5172119.52016.519.516.519.51720.517.521.5

1920.516.518.51618.516.5191720192016.51916.519172017.521

18.52016.518.51618.516.518.51719.51919.516.51916.5191719.517.520.5

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18.5201718.51718.51718.51819.51919.5171918191819.51820

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19.520192026.521.527222922.52020222132.522.525.52128.522

20.520.520.520.53123.532.524.534.5252120.522.5212823.533.5233624.5

21212221.528243025.531.5262221252229.52432253226

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222222232926.53529.536.53022.52223.52331.52637.529.536.530.5

2222222327.5273730.53931.522.522.523.5233226413139.532

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2222.52223252628.5303431.5232323.523.527263831.535.532

2222.521.522.523.524.525.527.529.530232322.523.52525.532.53030.530.5

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212219.521.520222123.5222521.522.5202220.522.521.524.52225.5

212219211921.52022.520.52421.5221921.519.52220.523.52124.5

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20.521.51820.51820.518.52119222121.5182118.52118.5221923

2021.5182017.52017.520.51821.520.52117.520.517.520.51821.518.522

202117.519.51719.517.52018212021172017.5201820.51821.5

19.5211719.51719.51719.517.520.519.520.5172017.52017.520.517.521

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1920.516.5191618.51618.51619.51920161916191619.516.520

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20.520.52020.530.52332.524.534.52520.520.521.52126.523.5322335.524.5

212120.52134253727.539.527.521212221.525.52339.5264127.5

21212121.5352639.529.542.53021.5212221.54123.543.528.543.530

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22222222.531.528.540.533.542.53422.52223.522.535274533.54234

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232322.523.526.526.53030.535322423.524.52428.526.538.5323632.5

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2122.519211921.5192219.52321.522.518.521.51921.519.5232024

212218.520.518.52118.5211922.5212218.52118.521192219.523

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2021.517.5201719.51719.51720.520.521172017201720.517.521.5

202117.519.516.51916.51916.5202020.516.52016.519.516.5201720.5

19.5211719.516.519161916.519.519.520.516.519.516.51916.519.516.520.5

20211819.518.51918191919.520.520.519.519.51919.51819.518.520

20.52119202119.521.519.524.520.5212124.520.52620.520.52022.521

21212020.527.521.528.52230.522.521.5212321.5342326213022.5

21.521.521213223.534253625.521.521.522.52227243323.536.525.5

21.521.521.52235.525.53928.540.528.52221.5232226.523.539264228.5

22.5222323362741.53142.53122.5222522.539.525412943.531

2322.524.52436.528.542.532.544.532.523.52327.524402745.53145.533

2423.5262534.529393340.53324.52430.52536.528.54132.54134

24.5242625.532.528.535.531.537322524.530263428.53731.53833

24.5242625.531.5283430.535.531.525.524.529.52633283630.536.532

24.524.525.525.53027.5323033.530.525.52528.5263127.5343034.531.5

2424.524.525272728.528.529.529.525252625.527.52729.52929.530

23.524.523.524.525262627.527282424.524.52525.52626.5282729

232422.52423.52524.526252723.524232424252526.525.527.5

2323.52223.5232423.52524.52623.52422.523.523.524.52425.524.527

22.523.521.52322.523.52324.523.525.52323.52223.522.52423.5252426

22.5232122.521.52322.524232522.52321.5232223.52324.52325.5

22232122.521.522.52223.522.524.522.5232122.5222322.52422.525

222320.52220.522.5212321.52422.522.520.522.52122.521.523.521.524.5

22232021.5202220.522.52123.52222.52022202221232124

2222.52021.519.521.5202220.5232222.519.521.5202220.522.520.523.5

21.522.519.521.519.52119.521.519.522.522221921.519.521.520222023

21.522.519.52119.52119.52119.52221.5221921.519.521.520222022.5

21.522.519.5211921192119.521.521.5221921.519.52119.521.519.522.5

21.52220212021202120.521.52222202120.5212121.52122

21.5222021.520.52120.521212222222021.520.521.521.521.52122.5

2222.520.521.52121.52121.521.5222222212221.52222.5222223

22.522.521.52225222622.527.52322.522.522.5222422.528232824

2322.5232326.523.52824.528.52523.52325232723.528.524.52925.5

23.52323.523.52624.527.52528.5262423.525.523.52724.528.5252826.5

2423.52423.53125.53527.53627.52423.525.5243325.536.526.534.528

2423.524.524.529.5273329.534.53024.5242624.531.526.5362934.530

24242424.5272729.52930.529242424.524.52826.53128.53029

2323.52223.52324.524262526.522.523222323.52426.526.525.527

2223.520.522.52123.521.524.522.5252122.52022.521.523.52425.52326

222320222022.520.52321.524212219.52220.522.523242224.5

21.522.51921.5192219.522202320.52218.521.519.521.521.52320.523.5

2122.518.52118.52118.521192220.521.518.520.5192120.5222022.5

212218.520.517.520.517.520.5182120.521.51820.518.520.519211922

20.52217.52017201719.517202021172017.52018.520.51821

2021.517.519.516.519161916.519.52020.516.519.51719.517.5201720

2021.51719.516191618.5161919.520.516.519.51719171916.519.5

202117191618.515.51815.518.519.520161916.518.51718.516.519

19.52116.51915.5181518151819201618.51618.516.518.51618.5

19.520.5171916.518161816.5181919.516.518.51718.517.518.51718.5

19.520.517191718.516.5181718.519.519.5171917.518.517.518.517.519

19.520.516.51915.51815.51815.51818.519.51618.516.518.516.518.51618.5

19201618.51517.514.51714.517.518.51915.5181617.51617.515.518

19.52017.518.517.5181717.51717.519.51917.518.5181817.51817.518

2020.518.5192018.52018.52018.52019.520.519211919.518.520.519

20.520.5202022.52022.520.5232020.520.521.520.52320.522.519.523.520.5

212120.52127.521.528.522.529222120.521.52123.52226.521.528.522.5

21.5212121.530.52433.526.53325.52121212123.52230.52432.525.5

21.521.521.52230.525.535.52935.528212121.521.531.522.533.52635.527.5

22222222.531.52737.530.53729.521.521.52221.53224.535.5283829

22.522.523.52330.527.53831.537.530.522.52223.522.531.525.535.52938.530.5

Temp_C_1111

Temp_C_1112

Temp_C_1121

Temp_C_1122

Temp_C_1131

Temp_C_1132

Temp_C_1141

Temp_C_1142

Temp_C_1151

Temp_C_1152

Temp_C_1211

Temp_C_1212

Temp_C_1221

Temp_C_1222

Temp_C_1231

Temp_C_1232

Temp_C_1241

Temp_C_1242

Temp_C_1251

Temp_C_1252

Downside

GenStat Data

1919.518202223.526.5283028.519.519.5202024.523.533.52831282523.532.53034.530.532.5303128.523.524272834.531323231.5

1920182021.522.523.525.526.52719.5202020.522.522.528.526.526.526.523.5232827.52928282826.52722.52324.526262928.530.528

18.52017.519.519.521.521.523.523251919.518.52020.521.52324.52324.522222424.524.525242522.52521.522.522.524.5222625.52824

18.52016.5191820.519.52220.5231919.51819.51920.520.522.52123212121.522.521.52321.52320.52320.521.5212319.5242325.522

1819.51618.517.519.518.520.519.521.518.51917191819.519.5212021.52020.520.5212021.52021.519.5222021202218.522.521.52420.5

1819.51618.517191820192118.5191718.51819192019.52119.520202019.520.519.520.519212020.519.52118.52120.522.520

1819.51618.51718.517.519.518.52018.5191718.517.51918.519.51920.519.519.519.519.51920192018.520.519.5201920.517.520.5202219

1819161816.518171917.519.51818.516.5181718.517.5191819.51919.5191918.5191819.517.5201920192017.520192118

17.51915.51815.517.5161816.5191818.5161816.5181718.5171918.5191818.517.518.51718.516.519.51919.51819.516.519182017

17.51915.517.515.517.515.517.516181818.51617.51617.516.5181718.518.518.517.5181718171816.51918.51918191618.517.519.516.5

17.51915.517.51617.51617.516.518181816.517.51717.5171817.518.518.518.5181817.51817.5181718.518.5191819171817.51917

17.5191617.51617.51617.516.518181816.517.51717.51717.517181818.5181817.517.517.5181718.518.5191819171817.51917

17.518.515.517.516171617.516.517.5181816.517.51717.51717.51718181817.517.51717.51717.516.518.518.518.517.518.516.518171916.5

17.518.515.517.515.51715.5171617.518181617.516.517.516.517.516.518181817.517.51717.516.517.516.5181818.517.518.51617.51718.516.5

1818.516.517.516.5171617171718181817.51817.516.51716.517.517.518171716.517161716.5181818.517.518.51617.5171817

1818.517.518201819.51820.5181818.52118.522.518.518.517.51918181817.517.518.51720.518201918.518.51818.521.517.5201919.5

1818.51718.52420242025201818.5201928.520.522192419.518182219.5262025.52124.521.518.518.52119.52919.524.520.525

181917.51927.52228.52329.522.518.518.518.5192421.52821302219.518.52923.53223.53124.52924.519.519.52821.534.52330.523.530.5

18.519181930.523.532.525.533.525.518.518.519192420.53323.534.5252120342737.52735.527.5342721.520.533.5244426.535.52736

1919.5192033.525.53628.5372819192019.5382237.526.537.527.52321.53729.5413039.53137.529.52322.53626.54929.5403040

1919.51920.53426.53730.5393019.519.520.52036.524.5412939.529.5252341324432.541.5333931.5252438295032.541.532.542

19.52019.52131.527.538324031.520202120.53525.542314031.52724.542.533.545.53442.534.54032.526.525.53830.552.53442.534.543

2020.52021.527.527.537.532.5393220.520.521.521.533.52640.532393227.525.5413444354235.540.533.526.525.5353149354235.542.5

20.5212021.525.52734.5323732212121.5223026403236.532282639.533.54234.5403537.5332625.53230.54134.538.53639

20.521.52021.52425.52930.533.53121.521.521.52226.525.536.531343127.5263632.537.533.53633.534.53225.525.52929.53633.5353535.5

20.521.52021.52324.525.5282929.521.521.521222424.531.529.52929.5262531303231313129.5302424.526.5282931313330.5

2021.5192121232325.52527.52121.520.521.52223.524.5272527.52424262726.528262824.527.52324242623.528.527.530.526.5

19.5211820.519.52221.52422.525.520.52119212022222522.525.522.5232324.52325.523.52622.526222322.524.520.52624.52823.5

19.52117.52018.5212022.521242020.518.520.5192120.523.5212421.52221.52321.52421.52420.524.521.522.52123.5192422.52621.5

1920.51719.51820.51921.52022.519.520.5182018.520.519.52220232121.520.5222022.520.5232023.5212220.522.518.5232124.520.5

1920.51719.517.519.518.520.519.522202017.519.518.52019.521.52022.52121.52021.519.521.5202219.522.520.521.5202218.52220.523.520

1920.5171917.519.518.52019.521.519.52017.519.518.52019.52119.52220.521202119.52119.521.519.52220.5212021.51821.5202319.5

192017191819.518.52019.52119.5201819.518.519.519.520.519.521.520.5212020.519.520.5202119.521.520.5212021.518.521202219.5

1920171917.5191819.51920.519.5201819.518.519.51920.519.5212020.52020.519.520.519.520.51921.520.520.519.52118.520.519.52219.5

1920171917.5191819.518.520.519.519.517.5191819.518.52019212020.519.52019201920.519212020.519.520.518201921.519

18.52016.519171917.51918201919.517.519181918.519.518.520.519.520192018.52018.52018.520.52020.51920.517.52018.52118.5

1819.51618.51618.51618.516.51918.5191618.51618.516.5191719.51919.518191719171916.52019.520182015.519172016.5

1819.515.5181517.515.51815.518.5181915.51815.5181618.516.51918.519.517.518.51618.5161815.5191919.517.519.51518.51619.515.5

18.519.516.5181717.516.517.517.5181919181818.518171817.518.518.51917.51816.51816.51817191919.51819161817.51917

18.519.518.518.521.518.52119221919.519.52319.525.5191918.520.519.519191818.519182219.52120.51919.518.5192218.52119.520.5

18.519.5181924.520.5252126.5211919.520.52029.52123.520262119.519.523.520.5282127.522.525.52319.519.522.520.531.520.52721.526.5

1919.518.519.52822.529.523.531.52419.519.519.52024.52229.5223223.520.52031.524.534.524.532.525.530.525.520.52030.522.540243324.532.5

19.520192031.5243426.53626.519.519.520202421.53524.5372622.5213728402837.52935.5282221.536254627.5382837.5

20202020.53425.53729392920202120.538.522.54027.5402924.522.5403143.53140.53238.530.524.523.53927.547.531413141

20.520.520.521.535273931413120.520.521.5213825433041.53126.5244333463343.5344132.526.5254029.551.53343.533.543.5

20.52121223227.539324132.521212221.5352644324132.52825.54334.545.534.5433540.53327.52639314934.5433543.5

2121.5212228283832.5403321.521.522.52233.526.542.53340332926.542.534.5453542.535.540.533.527.526.53731.549.535.5423643

21.5222122.52627353237.533222222.522.530.526.5413337.5332926.5403441.534.5393537.53327263331413538.53639.5

21.5222122.5242628.530.53331.522222222.526.52636.531.534322826.535.532.536.53334.533.533.53225.525.529.53034.533.534.534.535

2122202222.524.5252828.530222221.522.524253129.528.5302625.5303030.530.529.530.52829.524.525262827313032.529.5

20.5221921.520.523.522.525.52427.52122202221.523.5242724.5282424.524.526.52527.524.527.523.527.5232423.526.52228263025

2021.51820.5192220.5242225.520.521.51921.519.522.521.525222622.523.522.524.522.525.52225.52125.522.523.52225202623.527.522.5

19.52117.520182119.522.520.52420211820.518.521.52023.520.524.52222.5212320.523.520.5242024.521.5232123.518.52421.525.521

19.521172017.520.518.521.519.523202117.520.51820.51922.52023.521.52220.52219.522.519.522.5192321.522.520.523182320.524.519.5

192116.519.517201820.518.52219.520.5172017.5201821.51922.520.521.519.521.518.521.518.521.51822.5212219.5221722192318.5

1920.516.51916.519172017.52119.52016.519.51719.517.521182220211920.51820.5182117.521.520.521.51921.5162118.52217.5

18.5201618.51618.516.5191720.51919.516.51916.519172017.52119.520.518201720172016.521202118.52115.52017.521.517

18.5201618.51618.516.51917.52018.519.516.51917191719.517.520.519.520.518.519.517.519.517.519.51720.52020.518.520.51619.517.520.517

1819.51618.5161816.518.517.519.518.51916.518.5171917.519.517.520.519.52018.519.517.519.517.519.5172019.520.518.520.51619.517.520.517

1819.5161816.5181718.517.519.518.51916.518.51718.517.519182019.52018.519.51819181917.52019.52018.52017.51917.52017.5

1819.5161816.5181718.517.519.518.51916.518.517.518.517.51918201919.518.519.51819181917.52019.52018.52017.51917.52017.5

1819.5161816.5181718.517.51918.518.516.518.517.518.518191819.51919.518.5191819181917.52019.52018.52017.51917.52017.5

181916.51817.51817.518.518.519.518.518.51718.518.518.519.51919201919.51919.51919191918.5201919.5192018.519182018.5

18.519.517.518.519.51919.5192120191919192119.522.519.521.520.519.519.5212021.519.521.5202120.519.519.520.52020.519.520.520.521

1919.51919.52220222024212019.52119.524.520.52620.52521.520.520232124.52124.521.5242220202220.524.520.523.521.524.5

19.52020202721.527.52230.52320202220.525.521.5322232.5232220.5302332.523312430242120.529.52232.522.53023.531.5

20202020.528.52330.524.533.525.520202220.526.52234.5243525.52321.533.526362634.5273326.522.521.533243625.533.52635

2020.520213224.535273827.520.520.521.52138234026.539.5282522.539.529422939.53037.52924.52338.52643.528.53928.540.5

2020.5202133.52637.529.5403020.520.521.52137.52542.529.541.530.526.52442.532453242.532.5403126.524.54028.54732423243

20.52120.521.530.52738.53140.531.5212121.521.53525.54431.541.53228254333.545.533.543.5344132.527.525.539.53048.534433444

20.521.520.52226.52737.531.539.532.521.521.5222232264332.54033292642.53444.534.541.534.539.533282637314334.540.53542

2121.520.5222526.53531.53732.52221.52222.529.52641.532.538332926.54034423439.53437.532.5272633314134.537.53539.5

212220.52223.525.5283033.531.522222222.52625.5373234.53228.526.53632.53733353333.531.525.525.529.53034333434.535

2122202222.5242527.52930222221.522.5242532303030.526.525.53130323130.531293024.52526.528303130.532.530.5

212219.521.5212322.525.524.527.521.52220222223.524.527.52528.524.524.525.527262825.5282427.523.5242426.52528.526.53026

20.521.518.52119.522212422.526212219.521.520.522.52225.52326.523.52423.5252326232622262323.522.52522.526.5242823.5

2021.51820.518.521.52022.52124.52121.518.52119.52220.52421.525.522.5232223.521.524.521.524.520.524.5222321.5242124.5222621.5

19.521.517.5201820.518.521.519.523.520.5211820.518.52119.523202421.522.520.522.5202320231923.521.522.520.52319.523.5212520

19.5211719.517.520182118.522.5202117.5201820.518.522192321222021.51922192218.522.521222022.518.52219.523.519

1920.51719.516.519.517.5201821.519.520.5172017.5201821.518.522.520.521.5192118.521182117.52220.521.519.5221821.518.522.518

1920.516.519161916.519.5172119.52016.519.516.519.51720.517.521.5202118.520.517.520.517.520.5172120.5211921.517.520.51821.517

1920.516.518.51618.516.5191720192016.51916.519172017.5212020.5182017201719.516.520.5202118.5211720172117

18.52016.518.51618.516.518.51719.51919.516.51916.5191719.517.520.519.520.51819.51719.5171916.5202020.518.520.51719.51720.516.5

19201718.51718.51718.51819.519.519.5171917.5191819.518.520.519.520.51919.51819.51819.517.5202020.51920.5181917.520.517.5

19201718.51718.517.518.51819.519.519.517.51918191819.518.520.519.5201919.518.519.518.519.51820202019201819.5182018

18.5201718.51718.51718.51819.51919.5171918191819.5182019.52018.519.51819.51819.517.52019.520192017.51917.52018

192017.518.51818.51818.51919.519.519.518.51919.51918.519.518.52019.52018.51918191819182019.52018.52017.519182018.5

192019192219.52219.523.520202023.52026.52020.519.52220.519.5201919.520.51922.52021.520.519.52019.520211920.520.521

19.520192026.521.527222922.52020222132.522.525.52128.522202025.521.529.52228.52327.523202024.52127.52127.52228

20.520.520.520.53123.532.524.534.5252120.522.5212823.533.5233624.5222133.52536.525.535.526.534.526.521.52133233924.5352536

21212221.528243025.531.5262221252229.5243225322623.52229.52632.526.532.527.531.527.52321.527.52433.52632.52733

21.521.52322.532.525.534.527.536.52822.521.526.5233625382737.528252334.528.538.52938303729.5242332.52639.528.53829.539

21.521.522.5233026.5342935.529.522222523322636.528.5363026.52435.53038.530.537.531.535.530.525.5243327.53730.537.53137.5

222222232926.53529.536.53022.52223.52331.52637.529.536.530.528253831.54031.538.532.5373126.52534.528.53931.538.53238.5

2222222327.5273730.53931.522.522.523.5233226413139.53229.526413343334133.539.53227.525.53629.5423339.533.541

2222.522.52326.526.535.53138322322.52423.530.526.5423238.532.53026.540.533.54233.5403438.532.527.52633.5304133.53834.540

2222.52223252628.5303431.5232323.523.527263831.535.5322926.536.532.53832.536333531.52625.53029.53632.534.53436

2222.521.522.523.524.525.527.529.530232322.523.52525.532.53030.530.527.52631.530.532.531313129.5302525272830.5313132.531

21.522.520.522.5222423.526252822.52321.52322.524.5252825.528.525252627.526.5282628.524.5282424.524.526.525.528.5273026.5

21.522.5202221232224.523262222.520.522.521.523.5232623.5272424.52425.524262426.52326.523.52423.525.523.526.5252824

212219.521.520222123.5222521.522.5202220.522.521.524.52225.52323.522.52422.524.5222521.52522.523.522.524.522252326.522.5

212219211921.52022.520.52421.5221921.519.52220.523.52124.522.52321.5232123.52124202422.52321.523.52123.521.52521

20.521.518.520.518.5211921.520232121.518.5211921.519.522.52023.52222.52122.52022.5202319.523.52222.52123202320.52420

20.521.51820.51820.518.52119222121.5182118.52118.522192321.522.52021.51922192218.522.521.5222022.5192219.52319

2021.5182017.52017.520.51821.520.52117.520.517.520.51821.518.522212219.52118.52118.52117.522212219.522182118.522.518

202117.519.51719.517.52018212021172017.5201820.51821.520.521.51920.51820.51820.517.521.52121.519.521.51820.51821.518

19.5211719.51719.51719.517.520.519.520.5172017.52017.520.517.52120.5211920182017.520172120.521192117.520182117.5

19.520.517191619161916.52019.52016.519.516.519.516.52016.520.52020.51819.51719.516.519.51620.5202118.520.516.519.516.520.516

1920.516.5191618.51618.51619.51920161916191619.516.52019.520.517.51916.519161915.5202020.51820.51619162015.5

19201618.515.51815.51815.5191919.515.5191618.515.5191619.5192017.5191618.51618.515.519.519.52017.5201618.515.519.515

19201718.517.51817181818.519.519.5181918.518.517.51917.519.519.5201818.51718.516.5181719.519.52018.519.51718.5171917

19.5201819211921.51923.519.5202023.52026.519.519.519.521.52019.52018.5192018.521.51920.5202020192020.518.519.519.519.5

20201920272127.521.529.52220.520.522.52133.52225.520.5292220.52025.521.529.521.52922.5282320.520.524.52130212821.528.5

20.520.52020.530.52332.524.534.52520.520.521.52126.523.5322335.524.5222133.525.536253526.53426.521.52133.5233624.534.52535

212120.52134253727.539.527.521212221.525.52339.5264127.5242239.528.542.528.540.529.539292422.539.525.54528402841

21212121.5352639.529.542.53021.5212221.54123.543.528.543.5302623.543.5324631.543.532.542312624.54328503143.53144.5

21.521.521.52235.527.541.53244322221.52322392646.53144.532.52825453447.534453543.53328.5264330.548.534453446

22222222.531.528.540.533.542.53422.52223.522.535274533.542343026.544.53646.535.544.536.542.534.529.527413247.53644.53645.5

22.522.52323.53028.543344534.52322.52523.53627.54834.544.5353227.54636.54936.547.537.546.535.530.527.540.532.552.5374737.548.5

22.52322.523.527.52834.53336.534232324.5243027.5373436.534.53028383539.535.53835.53634282733.532373638.53738.5

232322.523.526.526.53030.535322423.524.52428.526.538.5323632.529.52736.532.5383336.533.535.532.527.526.531.5303833.5363537

2323.52223.524.525.5272929.53123.523.523.52425.52629.530.53031.527.52730.53131.5323132293126262829303231.53431

22.523.521.52322.524.524.527262923.523.52223.523.52525.528.526.529.52626272827.529272925.5292525.525.527.526.529.52831.527.5

22.5232122.52223.52325.524.5272323.521.52322.5242426.5252825252526.525.5272527.52427.524.52524.526.52527.52629.525.5

222320.52221232224.523262323212321.523.522.525.523.526.52424.52425.523.52623.52622.526.523.524.523.525.5232624.52824

222320222022.52123.5222522.5232022.520.52321.524.52225.523.52422.524.522.524.5222521.525.5232422.524.522252326.522.5

21.522.519.521.519.5222022.520.5242222.519.52219.52220.523.52124.52323.521.523.52123.521242024.522.523.521.52420.52421.525.521

2122.519211921.5192219.52321.522.518.521.51921.519.523202422.5232122.5202320231923.522.5232123.5202320.524.520

212218.520.518.52118.5211922.5212218.52118.521192219.5232222.520.52219.52219.52219232222.520.522.519222023.519.5

20.52218.520.51820.51820.518.5222121.51821182118.521.51922.521.522.52021.51921.518.521.51822.521.522.52022.518.521.51922.518.5

20.521.5182017.52017.520182120.521.517.520.517.520.517.5211822212219.521182118211721.5212219.5221821182217.5

2021.517.5201719.51719.51720.520.521172017201720.517.521.520.521.518.520.517.520.517.52016.5212121.51921.517.52017.521.517

202117.519.516.51916.51916.5202020.516.52016.519.516.5201720.520.521.518.52017201719.51620.520.521.518.5211719.51720.516.5

19.5211719.516.519161916.519.519.520.516.519.516.51916.519.516.520.520211819.51719.516.5191620202118.520.516.519.516.52016

20211819.518.51918191919.520.520.519.519.51919.51819.518.52020.52118.519.517.519.517.519182020.5211920.517.519182018

20.52119202119.521.519.524.520.5212124.520.52620.520.52022.52120.52119.5202119.521.52021.52120.5212020.52119.52020.520.5

21212020.527.521.528.52230.522.521.5212321.5342326213022.521.52127223022.529.523.5292421.5212621.53121.52922.529.5

21.521.521213223.534253625.521.521.522.52227243323.536.525.522.522342637263627.535.52722.52234.52439.5253625.536.5

21.521.521.52235.525.53928.540.528.52221.5232226.523.539264228.525234029.54329.5423141302523.54126.54729422942.5

22.5222323362741.53142.53122.5222522.539.525412943.53127.524.54232.545.532.54534443327.525422949.532.5453246

2322.524.52436.528.542.532.544.532.523.52327.524402745.53145.5333026.5443448344735.54634.529.526.54230.552.534.54734.548

2423.5262534.529393340.53324.52430.52536.528.54132.54134302738.534423542.53641.53528.526.5363143.535.5433643.5

24.5242625.532.528.535.531.537322524.530263428.53731.53833292734.5323833.538.533.537.53427.526.532.53038.533.539.53540

24.5242625.531.5283430.535.531.525.524.529.52633283630.536.53228.526.533.53136.5323731.536.533272631.52937.532.537.53438.5

24.524.525.525.53027.5323033.530.525.52528.5263127.5343034.531.52826.5323034.5313529.534.53226.525.529.528.534.531.535.533.536

2424.524.525272728.528.529.529.525252625.527.52729.52929.53026.52628.528.53029.5302829.530.525.525.52727.529.530313231

23.524.523.524.525262627.527282424.524.52525.52626.528272925.525.526.527.527.52827.5272729.525252626.526.528.528.530.528.5

232422.52423.52524.526252723.524232424252526.525.527.52525252625.526.525.526252824.524.524.526252726.52926

2323.52223.5232423.52524.52623.52422.523.523.524.52425.524.52724.524.524.52524.525.524.52524272424.52425242625.527.525

22.523.521.52322.523.52324.523.525.52323.52223.522.52423.52524262424.523.524.524252424.523.526242423.52523.52524.52724

22.5232122.521.52322.524232522.52321.5232223.52324.52325.523.52423242324.5232422.525.523.5242324.522.524.523.52623.5

22232122.521.522.52223.522.524.522.5232122.5222322.52422.52523.5242323.522.52422.52322.52523.523.5232422.5242325.522.5

222320.52220.522.5212321.52422.522.520.522.52122.521.523.521.524.52323.522.523.52223.52222.521.524.52323.522.523.521.523.52224.521.5

22232021.5202220.522.52123.52222.520222022212321242323.521.5232123212220.52423232223.520.523212421

2222.52021.519.521.5202220.5232222.519.521.5202220.522.520.523.522.5232122.520.522.520.521.52023.522.52321.52320.522.520.523.520.5

21.522.519.521.519.52119.521.519.522.522221921.519.521.52022202322.52320.52220222021.519.52322.522.52122.519.522202319.5

21.522.519.52119.52119.52119.52221.5221921.519.521.520222022.52222.520.521.52021.5202119.522.52222.52122.519.521.52022.519.5

21.522.519.5211921192119.521.521.5221921.519.52119.521.519.522.52222.520.521.519.521.519.521.519.522.52222.520.52219.52119.52219.5

21.52220212021202120.521.52222202120.5212121.521222222.52121.521212122.520.52222.522.521.522212120.52220.5

21.5222021.520.52120.521212222222021.520.521.521.521.52122.522222121.52121.5212320.522.522.522.521.52220.521.52122.520.5

2222.520.521.52121.52121.521.5222222212221.52222.522222322.522.521.52221.522222521.52322.522.52222.521.52221.52321.5

22.522.521.52225222622.527.52322.522.522.5222422.52823282423.522.5272328.5232826.5272423.522.5272327232623.526.5

2322.5232326.523.52824.528.52523.52325232723.528.524.52925.52523.527.524.5292529.52829.52624.523.527.52429.5252925.529

23.52323.523.52624.527.52528.5262423.525.523.52724.528.5252826.525.5242725.528.525.5293229272523.526.52528.525.528.526.529

2423.52423.53125.53527.53627.52423.525.5243325.536.526.534.5282724.535.528.537.52837.53137.529.527.52534.526.53827.53628.537

2423.524.524.529.5273329.534.53024.5242624.531.526.5362934.53028.5263530.53730.5372836.531.52825.532.5283630353136.5

24242424.5272729.52930.529242424.524.52826.53128.530292725.530.529.532.53032.525.531.53126.5252927.529.529.53130.531.5

2323.52223.52324.524262526.522.523222323.52426.526.525.52725.52526.526.525.526.52523.524.5272524.525.5262526.52527.525

2223.520.522.52123.521.524.522.5252122.52022.521.523.52425.5232624.524.52525.522.5252222.521.525.524.524.524.525.522.525222622.5

222320222022.520.52321.524212219.52220.522.523242224.5242423.52421.523.521.521.520.524242423.524.521.523.52124.521.5

21.522.51921.5192219.522202320.52218.521.519.521.521.52320.523.52323.522232022.52020.519232323.52223.52022.519.523.520

2122.518.52118.52118.521192220.521.518.520.5192120.5222022.522.523212219.521.51919.518.52222.52321.52319.521.51922.519

212218.520.517.520.517.520.5182120.521.51820.518.520.5192119222222.52021.518.521181917.5212222.520.522.518.5211821.518

20.52217.52017201719.517202021172017.52018.520.51821212219.520.517.5201718.516.520.521.5222021.517.520172117

2021.517.519.516.519161916.519.52020.516.519.51719.517.52017202121.518.52016.519.516.5181619.5212219.5211719.5162016

2021.51719.516191618.5161919.520.516.519.51719171916.519.520.5211819.516.5191617.515.5192121.5192116.51915.519.515.5

202117191618.515.51815.518.519.520161916.518.51718.516.519202118191618.51617.51518.520.52118.520.516.518.515.51915.5

19.52116.51915.5181518151819201618.51618.516.518.51618.52020.517.519161815.5181518.520.52118.52016181518.515

19.520.5171916.518161816.5181919.516.518.51718.517.518.51718.52020.518.519171816.5181618.520.520.5192017181618.516

19.520.517191718.516.5181718.519.519.5171917.518.517.518.517.5192020.5191917.518.5171716.518.520.520.519.52017.518.516.51916.5

19.520.516.51915.51815.51815.51818.519.51618.516.518.516.518.51618.519.52017.519161815.5171518.52020.518.52016181518.515

19201618.51517.514.51714.517.518.51915.5181617.51617.515.5181919.517181517.515181417.519.5201819.515.517.514.51814.5

19.52017.518.517.5181717.51717.519.51917.518.5181817.51817.51819.519.518.518.51717.51719.5171820201919.517.517.516.51816.5

2020.518.5192018.52018.52018.52019.520.519211919.518.520.519202019.5192018.520.521.5201920.52020202018.5191920

20.520.5202022.52022.520.5232020.520.521.520.52320.522.519.523.520.5212022.52022.52022.525.522.5212120.522.520.5232022.520.523

212120.52127.521.528.522.529222120.521.52123.52226.521.528.522.522.521322331.522.5302929.524222131.522302229.522.529

21.5212121.530.52433.526.53325.52121212123.52230.52432.525.5242237.526.5372634.531.53528242237.524.536.525.534.52634

21.521.521.52230.525.535.52935.528212121.521.531.522.533.52635.527.526.52339.529402937.533.5383126.523.53926.54128.536.52938

22222222.531.52737.530.53729.521.521.52221.53224.535.52838292924.541.53142.531403240.532.52924.54028.544.53139.53141

22.522.523.52330.527.53831.537.530.522.52223.522.531.525.535.52938.530.53125.540.5324232.54020640.533.529.525.538.5304332.5403341

Temp_C_1111

Temp_C_1112

Temp_C_1121

Temp_C_1122

Temp_C_1131

Temp_C_1132

Temp_C_1141

Temp_C_1142

Temp_C_1151

Temp_C_1152

Temp_C_1211

Temp_C_1212

Temp_C_1221

Temp_C_1222

Temp_C_1231

Temp_C_1232

Temp_C_1241

Temp_C_1242

Temp_C_1251

Temp_C_1252

Temp_C_2111

Temp_C_2112

Temp_C_2121

Temp_C_2122

Temp_C_2131

Temp_C_2132

Temp_C_2141

Temp_C_2142

Temp_C_2151

Temp_C_2152

Temp_C_2211

Temp_C_2212

Temp_C_2221

Temp_C_2222

Temp_C_2231

Temp_C_2232

Temp_C_2241

Temp_C_2242

Temp_C_2251

Soil Temperature: All

2523.532.53034.530.532.5303128.523.524272834.531323231.5

23.5232827.52928282826.52722.52324.526262928.530.528

22222424.524.525242522.52521.522.522.524.5222625.52824

212121.522.521.52321.52320.52320.521.5212319.5242325.522

2020.520.5212021.52021.519.5222021202218.522.521.52420.5

19.520202019.520.519.520.519212020.519.52118.52120.522.520

19.519.519.519.51920192018.520.519.5201920.517.520.5202219

1919.5191918.5191819.517.5201920192017.520192118

18.5191818.517.518.51718.516.519.51919.51819.516.519182017

18.518.517.5181718171816.51918.51918191618.517.519.516.5

18.518.5181817.51817.5181718.518.5191819171817.51917

1818.5181817.517.517.5181718.518.5191819171817.51917

181817.517.51717.51717.516.518.518.518.517.518.516.518171916.5

181817.517.51717.516.517.516.5181818.517.518.51617.51718.516.5

17.518171716.517161716.5181818.517.518.51617.5171817

181817.517.518.51720.518201918.518.51818.521.517.5201919.5

18182219.5262025.52124.521.518.518.52119.52919.524.520.525

19.518.52923.53223.53124.52924.519.519.52821.534.52330.523.530.5

2120342737.52735.527.5342721.520.533.5244426.535.52736

2321.53729.5413039.53137.529.52322.53626.54929.5403040

252341324432.541.5333931.5252438295032.541.532.542

2724.542.533.545.53442.534.54032.526.525.53830.552.53442.534.543

27.525.5413444354235.540.533.526.525.5353149354235.542.5

282639.533.54234.5403537.5332625.53230.54134.538.53639

27.5263632.537.533.53633.534.53225.525.52929.53633.5353535.5

262531303231313129.5302424.526.5282931313330.5

2424262726.528262824.527.52324242623.528.527.530.526.5

22.5232324.52325.523.52622.526222322.524.520.52624.52823.5

21.52221.52321.52421.52420.524.521.522.52123.5192422.52621.5

2121.520.5222022.520.5232023.5212220.522.518.5232124.520.5

2121.52021.519.521.5202219.522.520.521.5202218.52220.523.520

20.521202119.52119.521.519.52220.5212021.51821.5202319.5

20.5212020.519.520.5202119.521.520.5212021.518.521202219.5

2020.52020.519.520.519.520.51921.520.520.519.52118.520.519.52219.5

2020.519.52019201920.519212020.519.520.518201921.519

19.520192018.52018.52018.520.52020.51920.517.52018.52118.5

1919.518191719171916.52019.520182015.519172016.5

18.519.517.518.51618.5161815.5191919.517.519.51518.51619.515.5

18.51917.51816.51816.51817191919.51819161817.51917

19191818.519182219.52120.51919.518.5192218.52119.520.5

19.519.523.520.5282127.522.525.52319.519.522.520.531.520.52721.526.5

20.52031.524.534.524.532.525.530.525.520.52030.522.540243324.532.5

22.5213728402837.52935.5282221.536254627.5382837.5

24.522.5403143.53140.53238.530.524.523.53927.547.531413141

26.5244333463343.5344132.526.5254029.551.53343.533.543.5

2825.54334.545.534.5433540.53327.52639314934.5433543.5

2926.542.534.5453542.535.540.533.527.526.53731.549.535.5423643

2926.5403441.534.5393537.53327263331413538.53639.5

2826.535.532.536.53334.533.533.53225.525.529.53034.533.534.534.535

2625.5303030.530.529.530.52829.524.525262827313032.529.5

2424.524.526.52527.524.527.523.527.5232423.526.52228263025

22.523.522.524.522.525.52225.52125.522.523.52225202623.527.522.5

2222.5212320.523.520.5242024.521.5232123.518.52421.525.521

21.52220.52219.522.519.522.5192321.522.520.523182320.524.519.5

20.521.519.521.518.521.518.521.51822.5212219.5221722192318.5

20211920.51820.5182117.521.520.521.51921.5162118.52217.5

19.520.518201720172016.521202118.52115.52017.521.517

19.520.518.519.517.519.517.519.51720.52020.518.520.51619.517.520.517

19.52018.519.517.519.517.519.5172019.520.518.520.51619.517.520.517

19.52018.519.51819181917.52019.52018.52017.51917.52017.5

1919.518.519.51819181917.52019.52018.52017.51917.52017.5

1919.518.5191819181917.52019.52018.52017.51917.52017.5

1919.51919.51919191918.5201919.5192018.519182018.5

19.519.5212021.519.521.5202120.519.519.520.52020.519.520.520.521

20.520232124.52124.521.5242220202220.524.520.523.521.524.5

2220.5302332.523312430242120.529.52232.522.53023.531.5

2321.533.526362634.5273326.522.521.533243625.533.52635

2522.539.529422939.53037.52924.52338.52643.528.53928.540.5

26.52442.532453242.532.5403126.524.54028.54732423243

28254333.545.533.543.5344132.527.525.539.53048.534433444

292642.53444.534.541.534.539.533282637314334.540.53542

2926.54034423439.53437.532.5272633314134.537.53539.5

28.526.53632.53733353333.531.525.525.529.53034333434.535

26.525.53130323130.531293024.52526.528303130.532.530.5

24.524.525.527262825.5282427.523.5242426.52528.526.53026

23.52423.5252326232622262323.522.52522.526.5242823.5

22.5232223.521.524.521.524.520.524.5222321.5242124.5222621.5

21.522.520.522.5202320231923.521.522.520.52319.523.5212520

21222021.51922192218.522.521222022.518.52219.523.519

20.521.5192118.521182117.52220.521.519.5221821.518.522.518

202118.520.517.520.517.520.5172120.5211921.517.520.51821.517

2020.5182017201719.516.520.5202118.5211720172117

19.520.51819.51719.5171916.5202020.518.520.51719.51720.516.5

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upside

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