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["Soil Temperature and Freeze-Thaw Cycle Prediction Tool\n\nInstructions: \nThis tool predicts the soil temperatures over time at a user-specified depth, as well as the count, duration and start/end date of the freeze thaw cycles. There are three buttons provided as options to complete these calcuations, on the  \"Calcuations\" tab. These are as follows, each of which is explained in more detail below: \n            1. Temperature prediction;            2. Number of freeze-thaw cycles;            3. Predict soil temperature and number of cycles.\nFor (1): \"Temperature prediction\", the results of this will provide a soil temperature prediction, based on climate data input and provided depth of soil.\nFor (2): \"Number of freeze-thaw cycles\", this is to be used AFTER (1) \"Temperature prediction\", and calcuates the number of freeze-thaw cycles .\nFor (3): \"Predict soil temperature and number of cycles\", this is a stand-alone button which completes both (1) and (2) at once. \n\nInput Data Needed: \n(a) Weather data in 15-minute intervals:\n    Date-time in the format of mm/dd/yy hh:mm in Column A, \n    Air temperature in degrees C in Column B.\n    Amout of rain in mm in Column C.\n    Relative humidity in % in Column D. \n    Wind speed in m/s in Column E.\n    Solar Radiation in W/m2 in Column F. \n(b) Soil Depth in inch of interest in G2. The user should select the depth from the dropdown menu.\n\nOutput Provided: \nPredicted soil temperature will be generated and in Column L to O; \nNumber of freeze thaw cycles, starting time of freeze and thaw cycles and duration.\nExample data of 10 days is given in \"Calculations\" where the user can see the data format and output example.\n"]

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["DateTime","Air Temperature (degree C)","Rain (mm)","Relative humidity (%)","Wind speed (m/s)","Solar Radiation (W/m2)","Depth (inch)",null,"Temperature prediction",null,null,"Number of cycles","Freezing start time","Thaw start time","Duration of cycle"]
["2018-01-01",-15.43,0,63.634999999999998,4.03,-49.134999999999998,9.5,null,-7.6490581835428539,null,null,3,"2018-01-02","2018-02-23T22:00:00",53]
["2018-01-01T00:15:00",-15.66,0,63.365000000000002,4.3895,-50.094999999999999,null,null,-7.1490581835428539,null,null,null,"2018-02-25T23:30:00","2018-03-09T10:45:00",11]
["2018-01-01T00:30:00",-15.83,0,63.71,4.0834999999999999,-44.86,null,null,-7.3706294153775103,null,null,null,"2018-03-14T00:15:00","2018-03-16T06:45:00",2]
["2018-01-01T00:45:00",-15.99,0,64.5,3.0419999999999998,-40.909999999999997,null,null,-7.8706294153775103]
["2018-01-01T01:00:00",-16.13,0,63.99,3.331,-40.265000000000001,null,null,-7.8640469650646194]
["2018-01-01T01:15:00",-16.3,0,64.924999999999997,2.5905,-40.954999999999998,null,null,-8.032965440279316]
["2018-01-01T01:30:00",-16.489999999999998,0,65.290000000000006,2.5825,-43.22,null,null,-7.8634409517261981]
["2018-01-01T01:45:00",-16.75,0,65.78,2.2555000000000001,-47.484999999999999,null,null,-7.7558844649107499]
["2018-01-01T02:00:00",-16.989999999999998,0,65.66,2.4335,-42.765000000000001,null,null,-7.8176112785921399]
["2018-01-01T02:15:00",-17.12,0,66.069999999999993,2.0190000000000001,-41.234999999999999,null,null,-7.9536959118827006]
["2018-01-01T02:30:00",-17.309999999999999,0,66.965000000000003,1.68,-37.47,null,null,-8.0734685228961034]
["2018-01-01T02:45:00",-17.649999999999999,0,68.504999999999995,2.7645,-38.5,null,null,-7.5734685228961034]
["2018-01-01T03:00:00",-17.95,0,68.784999999999997,2.78,-43.44,null,null,-7.3843520683152954]
["2018-01-01T03:15:00",-18.21,0,69.245000000000005,2.7225000000000001,-48.965000000000003,null,null,-7.2841044663257861]
["2018-01-01T03:30:00",-18.47,0,69.58,3.0735000000000001,-50.93,null,null,-6.9714829932144404]
["2018-01-01T03:45:00",-18.72,0,70.305000000000007,2.4165000000000001,-49.935000000000002,null,null,-7.4714829932144404]
["2018-01-01T04:00:00",-19,0,70.37,2.2395,-48.1,null,null,-7.765872303840534]
["2018-01-01T04:15:00",-19.260000000000002,0,70.765000000000001,1.9910000000000001,-47.895000000000003,null,null,-7.9745128111690278]
["2018-01-01T04:30:00",-19.54,0,70.834999999999994,2.2845,-47.29,null,null,-7.9133596158851383]
["2018-01-01T04:45:00",-19.850000000000001,0,71.165000000000006,2.1274999999999999,-47.145000000000003,null,null,-8.1013942855089525]
["2018-01-01T05:00:00",-20.079999999999998,0,72.02,2.3570000000000002,-46.11,null,null,-8.0512617992852604]
["2018-01-01T05:15:00",-20.309999999999999,0,72.144999999999996,2.2294999999999998,-45.46,null,null,-8.2403722826956631]
["2018-01-01T05:30:00",-20.57,0,72.38,1.8774999999999999,-44.375,null,null,-8.5752393180957842]
["2018-01-01T05:45:00",-20.89,0,73.284999999999997,1.7224999999999999,-42.715000000000003,null,null,-8.8104130044798215]
["2018-01-01T06:00:00",-21.06,0,73.13,1.4870000000000001,-42.32,null,null,-9.0054376479111333]
["2018-01-01T06:15:00",-21.24,0,73.23,2.0499999999999998,-42.005000000000003,null,null,-8.7736493878171409]
["2018-01-01T06:30:00",-21.46,0,73.495000000000005,2.008,-41.914999999999999,null,null,-8.8830976608843564]
["2018-01-01T06:45:00",-21.8,0,73.844999999999999,2.2395,-42.91,null,null,-8.7727068118189067]
["2018-01-01T07:00:00",-22.02,0,74.055000000000007,2.0609999999999999,-42.575000000000003,null,null,-8.993533019286728]
["2018-01-01T07:15:00",-22.43,0,74.73,1.224,-40.32,null,null,-9.493533019286728]
["2018-01-01T07:30:00",-22.78,0,75.430000000000007,1.5805,-39.994999999999997,null,null,-9.5911099311351506]
["2018-01-01T07:45:00",-22.9,0,75.765000000000001,2.0095000000000001,-40.08,null,null,-9.296365696368877]
["2018-01-01T08:00:00",-22.98,0,75.17,2.1240000000000001,-40.15,null,null,-9.2074090333867424]
["2018-01-01T08:15:00",-23.03,0,75.004999999999995,1.909,-36.770000000000003,null,null,-9.467485690121352]
["2018-01-01T08:30:00",-23.04,0,74.739999999999995,1.8225,-31.75,null,null,-9.6169399344723914]
["2018-01-01T08:45:00",-22.91,0,74.334999999999994,2.11,-24.95,null,null,-9.4634781123541405]
["2018-01-01T09:00:00",-22.64,0,72.84,2.1934999999999998,-21.725000000000001,null,null,-9.4259977561262538]
["2018-01-01T09:15:00",-22.47,0,71.974999999999994,1.7284999999999999,-22.51,null,null,-9.7155822489636048]
["2018-01-01T09:30:00",-22.34,0,71.489999999999995,2.1055000000000001,-20.399999999999999,null,null,-9.4810930308733106]
["2018-01-01T09:45:00",-22.11,0,70.989999999999995,1.9239999999999999,-20.914999999999999,null,null,-9.5550874963876709]
["2018-01-01T10:00:00",-21.74,0,69.3,2.4075000000000002,-23.375,null,null,-9.2140153655992822]
["2018-01-01T10:15:00",-21.47,0,68.62,1.891,-29.605,null,null,-9.4168798313247599]
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["2018-01-01T10:45:00",-20.64,0,66.64,1.1285000000000001,-44.02,null,null,-9.4463347883217956]
["2018-01-01T11:00:00",-20.010000000000002,0,64.849999999999994,1.4225000000000001,-25.210999999999999,null,null,-9.5824067670933601]
["2018-01-01T11:15:00",-19.09,0,63.13,0.51549999999999996,-29.065000000000001,null,null,-9.6169068802443043]
["2018-01-01T11:30:00",-18.18,0,59.16,0.496,-38.674999999999997,null,null,-9.9156228839150131]
["2018-01-01T11:45:00",-17.79,0,58.784999999999997,0.49150000000000005,-41.325000000000003,null,null,-9.9080699130716994]
["2018-01-01T12:00:00",-16.899999999999999,0,55.975000000000001,0.84950000000000003,-39.520000000000003,null,null,-10.338323605861449]
["2018-01-01T12:15:00",-17.63,0,58.59,0.53249999999999997,-25.324999999999999,null,null,-9.9683281832455428]
["2018-01-01T12:30:00",-17.190000000000001,0,56.005000000000003,0.83199999999999996,-37.784999999999997,null,null,-10.236345720202145]
["2018-01-01T12:45:00",-16.5,0,55.75,0.71699999999999997,-40.244999999999997,null,null,-10.314561908119206]
["2018-01-01T13:00:00",-15.99,0,54.73,0.70799999999999996,-46.594999999999999,null,null,-10.50324202383023]
["2018-01-01T13:15:00",-15.34,0,53.865000000000002,1.1245000000000001,-41.62,null,null,-10.805611201261952]
["2018-01-01T13:30:00",-15.37,0,55.16,1.3685,-26.484999999999999,null,null,-10.617968980342861]
["2018-01-01T13:45:00",-15.72,0,56.075000000000003,1.466,-37.854999999999997,null,null,-10.424717848892294]
["2018-01-01T14:00:00",-15.48,0,54.984999999999999,1.2424999999999999,-43.74,null,null,-10.523076787751172]
["2018-01-01T14:15:00",-15.21,0,54.18,0.82399999999999995,-44.134999999999998,null,null,-10.571762032665527]
["2018-01-01T14:30:00",-15.23,0,53.704999999999998,0.83899999999999997,-52.524999999999999,null,null,-10.605795977513074]
["2018-01-01T14:45:00",-14.68,0,51.76,1.0509999999999999,-49.875,null,null,-10.984035098116159]
["2018-01-01T15:00:00",-14.7,0,52.74,0.92449999999999999,-49.1,null,null,-10.789542505532022]
["2018-01-01T15:15:00",-15.4,0,53.83,0.83099999999999996,-47.28,null,null,-10.325249939223236]
["2018-01-01T15:30:00",-15.76,0,55.825000000000003,0.8165,-52.13,null,null,-10.018584401647175]
["2018-01-01T15:45:00",-15.15,0,53.185000000000002,0.72099999999999997,-55.73,null,null,-10.420871310698173]
["2018-01-01T16:00:00",-14.84,0,53.244999999999997,0.80449999999999999,-53.33,null,null,-10.452606707545437]
["2018-01-01T16:15:00",-15.12,0,54.6,0.83550000000000002,-52.274999999999999,null,null,-10.169161130721522]
["2018-01-01T16:30:00",-15.64,0,56.255000000000003,0.80200000000000005,-51.12,null,null,-9.8078926334880148]
["2018-01-01T16:45:00",-16.13,0,58.58,0.51200000000000001,-46.78,null,null,-9.4056878991297381]
["2018-01-01T17:00:00",-16.47,0,58.725000000000001,0.50449999999999995,-44.93,null,null,-9.2443594139361789]
["2018-01-01T17:15:00",-16.760000000000002,0,60.3,0.40900000000000003,-43.5,null,null,-9.0530408929604604]
["2018-01-01T17:30:00",-17.12,0,62.3,0.32600000000000007,-40.454999999999998,null,null,-8.8675900051557459]
["2018-01-01T17:45:00",-17.41,0,64.045000000000002,0.40650000000000008,-40.655000000000001,null,null,-8.8380700016620555]
["2018-01-01T18:00:00",-17.7,0,64.444999999999993,0.1984999999999999,-36.36,null,null,-8.6535238383155288]
["2018-01-01T18:15:00",-18.11,0,66.135000000000005,0.2330000000000001,-37.755000000000003,null,null,-8.6546626511437132]
["2018-01-01T18:30:00",-18.34,0,67.144999999999996,9.4999999999999973E-2,-37.65,null,null,-8.6079141159003232]
["2018-01-01T18:45:00",-18.510000000000002,0,68.12,0.29649999999999999,-38.450000000000003,null,null,-8.7276430394881945]
["2018-01-01T19:00:00",-18.739999999999998,0,69.27,0.43599999999999994,-40.045000000000002,null,null,-8.8510911287565541]
["2018-01-01T19:15:00",-18.670000000000002,0,69.489999999999995,0.16599999999999993,-36.56,null,null,-8.7719134241942953]
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["2018-01-01T20:00:00",-19.11,0,73.625,0.70499999999999996,-39.895000000000003,null,null,-9.6035133600650173]
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["2018-01-01T20:30:00",-18.89,0,71.864999999999995,0.46799999999999997,-37.380000000000003,null,null,-9.2611728828201958]
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["2018-01-01T21:00:00",-19.66,0,74.734999999999999,0.80349999999999999,-37.42,null,null,-9.8025396941352394]
["2018-01-01T21:15:00",-19.43,0,74.66,0.95850000000000002,-38.79,null,null,-9.9180592523325011]
["2018-01-01T21:30:00",-19.21,0,73.454999999999998,1.139,-40.840000000000003,null,null,-9.7604367699130208]
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["2018-01-02",-20.03,0,77.245000000000005,1.4950000000000001,-40.545000000000002,null,null,-11.53006340043]
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["2018-01-02T08:00:00",-12.8,0,73.454999999999998,3.5859999999999999,-12.085000000000001,null,null,-7.6038461280698009]
["2018-01-02T08:15:00",-12.47,0,72.105000000000004,3.8565,-16.074999999999999,null,null,-7.6214599544080688]
["2018-01-02T08:30:00",-12.13,0,71.069999999999993,3.8224999999999998,-17.365500000000001,null,null,-7.6458481122768083]
["2018-01-02T08:45:00",-11.8,0,69.94,3.5819999999999999,-17.356999999999999,null,null,-7.6990099037532973]
["2018-01-02T09:00:00",-11.53,0,69.114999999999995,4.1135000000000002,-12.962999999999999,null,null,-7.8097745721189815]
["2018-01-02T09:15:00",-11.33,0,69.28,4.0395000000000003,-11.977,null,null,-7.7578848308834525]
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