Pauline Ding¹ & Sarah Goldin² ¹ Statistical consulting Unit, ANU ² College of Medicine, Biology...
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Transcript of Pauline Ding¹ & Sarah Goldin² ¹ Statistical consulting Unit, ANU ² College of Medicine, Biology...
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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
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Canberra, Australia
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Scenes from the ANU
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Statistical ConsultingOne-on-One Collaborative EnvironmentPhD studentsHonours studentsMedical school studentsANU staff
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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
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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)
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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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212218.520.517.520.517.520.5182120.521.51820.518.520.5192119222222.52021.518.521181917.5212222.520.522.518.5211821.518
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202117191618.515.51815.518.519.520161916.518.51718.516.519202118191618.51617.51518.520.52118.520.516.518.515.51915.5
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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
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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
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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
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2122.519211921.5192219.52321.522.518.521.51921.519.5232024
212218.520.518.52118.5211922.5212218.52118.521192219.523
20.52218.520.51820.51820.518.5222121.51821182118.521.51922.5
20.521.5182017.52017.520182120.521.517.520.517.520.517.5211822
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
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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
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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
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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
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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
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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
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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
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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
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282639.533.54234.5403537.5332625.53230.54134.538.53639
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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
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19.519.523.520.5282127.522.525.52319.519.522.520.531.520.52721.526.5
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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
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