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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 F)","Rain (inch)","Relative humidity (%)","Wind speed (ft/s)","Solar Radiation (BTU/ft2 hr)","Depth (inch)","Temp in F","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,{"$f":"(I2*1.8)+32","v":18.049889966783823},-7.7500611295645436,null,null,3,"2018-01-02","2018-02-23T22:30:00",53]
["2018-01-01T00:15:00",-15.66,0,63.365000000000002,4.3895,-50.094999999999999,null,{"$f":"(I3*1.8)+32","v":18.258290906668663},-7.6342828296285221,null,null,null,"2018-02-25T22:15:00","2018-03-09T19:00:00",12]
["2018-01-01T00:30:00",-15.83,0,63.71,4.0834999999999999,-44.86,null,18.02465800360023,-7.7640788868887611,null,null,null,"2018-03-13T22:15:00","2018-03-16T05:30:00",2]
["2018-01-01T00:45:00",-15.99,0,64.5,3.0419999999999998,-40.909999999999997,null,17.829874538032993,-7.8722919233150037]
["2018-01-01T01:00:00",-16.13,0,63.99,3.331,-40.265000000000001,null,17.805419406303123,-7.8858781076093756]
["2018-01-01T01:15:00",-16.3,0,64.924999999999997,2.5905,-40.954999999999998,null,17.942615171362512,-7.809658238131937]
["2018-01-01T01:30:00",-16.489999999999998,0,65.290000000000006,2.5825,-43.22,null,18.138295620029496,-7.7009468777613899]
["2018-01-01T01:45:00",-16.75,0,65.78,2.2555000000000001,-47.484999999999999,null,18.404105208907325,-7.5532748839403752]
["2018-01-01T02:00:00",-16.989999999999998,0,65.66,2.4335,-42.765000000000001,null,18.038635127414466,-7.7563138181030746]
["2018-01-01T02:15:00",-17.12,0,66.069999999999993,2.0190000000000001,-41.234999999999999,null,17.916300184067076,-7.8242776755182915]
["2018-01-01T02:30:00",-17.309999999999999,0,66.965000000000003,1.68,-37.47,null,17.684533398091155,-7.9530370010604683]
["2018-01-01T02:45:00",-17.649999999999999,0,68.504999999999995,2.7645,-38.5,null,17.868341722561265,-7.8509212652437412]
["2018-01-01T03:00:00",-17.95,0,68.784999999999997,2.78,-43.44,null,18.0134540576069,-7.7703033013294984]
["2018-01-01T03:15:00",-18.21,0,69.245000000000005,2.7225000000000001,-48.965000000000003,null,18.16748222666439,-7.6847320962975623]
["2018-01-01T03:30:00",-18.47,0,69.58,3.0735000000000001,-50.93,null,18.173922724237567,-7.6811540420902409]
["2018-01-01T03:45:00",-18.72,0,70.305000000000007,2.4165000000000001,-49.935000000000002,null,17.845625234623029,-7.8635415363205388]
["2018-01-01T04:00:00",-19,0,70.37,2.2395,-48.1,null,17.525816844372521,-8.0412128642374885]
["2018-01-01T04:15:00",-19.260000000000002,0,70.765000000000001,1.9910000000000001,-47.895000000000003,null,17.275480872095507,-8.1802884043913853]
["2018-01-01T04:30:00",-19.54,0,70.834999999999994,2.2845,-47.29,null,17.074236165871376,-8.2920910189603472]
["2018-01-01T04:45:00",-19.850000000000001,0,71.165000000000006,2.1274999999999999,-47.145000000000003,null,16.79826028776754,-8.4454109512402553]
["2018-01-01T05:00:00",-20.079999999999998,0,72.02,2.3570000000000002,-46.11,null,16.569343662948668,-8.5725868539174073]
["2018-01-01T05:15:00",-20.309999999999999,0,72.144999999999996,2.2294999999999998,-45.46,null,16.301272067390467,-8.7215155181164068]
["2018-01-01T05:30:00",-20.57,0,72.38,1.8774999999999999,-44.375,null,15.953239020940117,-8.9148672105888238]
["2018-01-01T05:45:00",-20.89,0,73.284999999999997,1.7224999999999999,-42.715000000000003,null,15.545168915284258,-9.1415728248420791]
["2018-01-01T06:00:00",-21.06,0,73.13,1.4870000000000001,-42.32,null,15.316283494871691,-9.2687313917379495]
["2018-01-01T06:15:00",-21.24,0,73.23,2.0499999999999998,-42.005000000000003,null,15.220209429724314,-9.3221058723753814]
["2018-01-01T06:30:00",-21.46,0,73.495000000000005,2.008,-41.914999999999999,null,14.980400387577539,-9.4553331180124776]
["2018-01-01T06:45:00",-21.8,0,73.844999999999999,2.2395,-42.91,null,14.778968743752028,-9.567239586804428]
["2018-01-01T07:00:00",-22.02,0,74.055000000000007,2.0609999999999999,-42.575000000000003,null,14.502505123567452,-9.720830486906971]
["2018-01-01T07:15:00",-22.43,0,74.73,1.224,-40.32,null,13.883521918218324,-10.064710045434264]
["2018-01-01T07:30:00",-22.78,0,75.430000000000007,1.5805,-39.994999999999997,null,13.595287149589247,-10.224840472450419]
["2018-01-01T07:45:00",-22.9,0,75.765000000000001,2.0095000000000001,-40.08,null,13.509179175727585,-10.272678235706897]
["2018-01-01T08:00:00",-22.98,0,75.17,2.1240000000000001,-40.15,null,13.536877227934404,-10.25729042892533]
["2018-01-01T08:15:00",-23.03,0,75.004999999999995,1.909,-36.770000000000003,null,13.330724104510509,-10.371819941938606]
["2018-01-01T08:30:00",-23.04,0,74.739999999999995,1.8225,-31.75,null,13.173413235380647,-10.459214869232975]
["2018-01-01T08:45:00",-22.91,0,74.334999999999994,2.11,-24.95,null,13.163463838881238,-10.464742311732644]
["2018-01-01T09:00:00",-22.64,0,72.84,2.1934999999999998,-21.725000000000001,null,13.356317208518849,-10.357601550822862]
["2018-01-01T09:15:00",-22.47,0,71.974999999999994,1.7284999999999999,-22.51,null,13.378938743703912,-10.345034031275604]
["2018-01-01T09:30:00",-22.34,0,71.489999999999995,2.1055000000000001,-20.399999999999999,null,13.474223372268018,-10.292098126517768]
["2018-01-01T09:45:00",-22.11,0,70.989999999999995,1.9239999999999999,-20.914999999999999,null,13.546867865076447,-10.25174007495753]
["2018-01-01T10:00:00",-21.74,0,69.3,2.4075000000000002,-23.375,null,13.871206332024023,-10.07155203776443]
["2018-01-01T10:15:00",-21.47,0,68.62,1.891,-29.605,null,13.990904078117872,-10.005053289934516]
["2018-01-01T10:30:00",-21.1,0,67.14,1.2949999999999999,-28.995000000000001,null,14.050103393085259,-9.9721647816193002]
["2018-01-01T10:45:00",-20.64,0,66.64,1.1285000000000001,-44.02,null,14.390561184457439,-9.7830215641903102]
["2018-01-01T11:00:00",-20.010000000000002,0,64.849999999999994,1.4225000000000001,-25.210999999999999,null,14.31086340916405,-9.8272981060199722]
["2018-01-01T11:15:00",-19.09,0,63.13,0.51549999999999996,-29.065000000000001,null,14.510089546641176,-9.7166169185326794]
["2018-01-01T11:30:00",-18.18,0,59.16,0.496,-38.674999999999997,null,14.375695547081179,-9.7912802516215667]
["2018-01-01T11:45:00",-17.79,0,58.784999999999997,0.49150000000000005,-41.325000000000003,null,14.477952972410286,-9.7344705708831736]
["2018-01-01T12:00:00",-16.899999999999999,0,55.975000000000001,0.84950000000000003,-39.520000000000003,null,14.145036575273235,-9.9194241248482022]
["2018-01-01T12:15:00",-17.63,0,58.59,0.53249999999999997,-25.324999999999999,null,14.449303470986056,-9.7503869605633025]
["2018-01-01T12:30:00",-17.190000000000001,0,56.005000000000003,0.83199999999999996,-37.784999999999997,null,14.258456985400052,-9.8564127858888604]
["2018-01-01T12:45:00",-16.5,0,55.75,0.71699999999999997,-40.244999999999997,null,14.381175990545721,-9.7882355608079319]
["2018-01-01T13:00:00",-15.99,0,54.73,0.70799999999999996,-46.594999999999999,null,14.326537110774805,-9.8185904940139963]
["2018-01-01T13:15:00",-15.34,0,53.865000000000002,1.1245000000000001,-41.62,null,14.261196146354681,-9.8548910298029551]
["2018-01-01T13:30:00",-15.37,0,55.16,1.3685,-26.484999999999999,null,14.610078193117626,-9.6610676704902065]
["2018-01-01T13:45:00",-15.72,0,56.075000000000003,1.466,-37.854999999999997,null,14.837831801185345,-9.5345378882303642]
["2018-01-01T14:00:00",-15.48,0,54.984999999999999,1.2424999999999999,-43.74,null,14.767163337649361,-9.573798145750354]
["2018-01-01T14:15:00",-15.21,0,54.18,0.82399999999999995,-44.134999999999998,null,14.721480483021267,-9.5991775094326286]
["2018-01-01T14:30:00",-15.23,0,53.704999999999998,0.83899999999999997,-52.524999999999999,null,14.715001525308018,-9.6027769303844348]
["2018-01-01T14:45:00",-14.68,0,51.76,1.0509999999999999,-49.875,null,14.49489402640048,-9.7250588742219559]
["2018-01-01T15:00:00",-14.7,0,52.74,0.92449999999999999,-49.1,null,14.773958561677023,-9.5700230212905417]
["2018-01-01T15:15:00",-15.4,0,53.83,0.83099999999999996,-47.28,null,15.150074948240299,-9.3610694731998336]
["2018-01-01T15:30:00",-15.76,0,55.825000000000003,0.8165,-52.13,null,15.454529283061852,-9.1919281760767486]
["2018-01-01T15:45:00",-15.15,0,53.185000000000002,0.72099999999999997,-55.73,null,15.162524837147416,-9.3541528682514361]
["2018-01-01T16:00:00",-14.84,0,53.244999999999997,0.80449999999999999,-53.33,null,15.287083868026368,-9.2849534066520167]
["2018-01-01T16:15:00",-15.12,0,54.6,0.83550000000000002,-52.274999999999999,null,{"$f":"(I67*1.8)+32","v":15.60272950379942},-9.1095947201114331]
["2018-01-01T16:30:00",-15.64,0,56.255000000000003,0.80200000000000005,-51.12,null,15.915843823320184,-8.9356423203776743]
["2018-01-01T16:45:00",-16.13,0,58.58,0.51200000000000001,-46.78,null,16.206802246374686,-8.7739987520140641]
["2018-01-01T17:00:00",-16.47,0,58.725000000000001,0.50449999999999995,-44.93,null,16.372422259297245,-8.681987633723752]
["2018-01-01T17:15:00",-16.760000000000002,0,60.3,0.40900000000000003,-43.5,null,16.479072583490954,-8.6227374536161374]
["2018-01-01T17:30:00",-17.12,0,62.3,0.32600000000000007,-40.454999999999998,null,16.504668797814773,-8.6085173345473489]
["2018-01-01T17:45:00",-17.41,0,64.045000000000002,0.40650000000000008,-40.655000000000001,null,16.379189847034539,-8.6782278627585896]
["2018-01-01T18:00:00",-17.7,0,64.444999999999993,0.1984999999999999,-36.36,null,16.476601250073166,-8.6241104166260172]
["2018-01-01T18:15:00",-18.11,0,66.135000000000005,0.2330000000000001,-37.755000000000003,null,16.227974295274073,-8.762236502625516]
["2018-01-01T18:30:00",-18.34,0,67.144999999999996,9.4999999999999973E-2,-37.65,null,16.084535993687538,-8.8419244479513672]
["2018-01-01T18:45:00",-18.510000000000002,0,68.12,0.29649999999999999,-38.450000000000003,null,15.856524740450229,-8.9685973664165388]
["2018-01-01T19:00:00",-18.739999999999998,0,69.27,0.43599999999999994,-40.045000000000002,null,15.555067013621564,-9.1360738813213533]
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["2018-01-01T19:30:00",-18.7,0,70.209999999999994,0.58799999999999997,-35.045000000000002,null,15.24764028755218,-9.3068665069154548]
["2018-01-01T19:45:00",-19.02,0,72.14,0.61650000000000005,-37.25,null,14.562558517033093,-9.6874674905371698]
["2018-01-01T20:00:00",-19.11,0,73.625,0.70499999999999996,-39.895000000000003,null,13.974482318867821,-10.014176489517876]
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["2018-01-01T20:45:00",-19.27,0,72.959999999999994,0.80300000000000005,-37.61,null,14.163150590827993,-9.9093607828733372]
["2018-01-01T21:00:00",-19.66,0,74.734999999999999,0.80349999999999999,-37.42,null,13.302860428233043,-10.387299762092754]
["2018-01-01T21:15:00",-19.43,0,74.66,0.95850000000000002,-38.79,null,13.338182203343198,-10.367676553698223]
["2018-01-01T21:30:00",-19.21,0,73.454999999999998,1.139,-40.840000000000003,null,13.897713942251986,-10.056825587637785]
["2018-01-01T21:45:00",-19.239999999999998,0,73.3,1.0745,-41.32,null,13.927335527862219,-10.040369151187656]
["2018-01-01T22:00:00",-19.420000000000002,0,73.510000000000005,0.59450000000000003,-39.594999999999999,null,13.728620109390835,-10.150766605893979]
["2018-01-01T22:15:00",-19.510000000000002,0,73.784999999999997,0.20550000000000002,-38.57,null,13.501694088060507,-10.276836617744163]
["2018-01-01T22:30:00",-19.690000000000001,0,73.58,0.55449999999999999,-36.204999999999998,null,13.270284619973321,-10.405397433348154]
["2018-01-01T22:45:00",-20.07,0,75.709999999999994,1.3180000000000001,-35.265000000000001,null,12.370284619973322,-10.905397433348154]
["2018-01-01T23:00:00",-19.91,0,75.88,1.1279999999999999,-39.704999999999998,null,12.102742547023038,-11.054031918320534]
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["2018-01-02",-20.03,0,77.245000000000005,1.4950000000000001,-40.545000000000002,null,12.050455227211458,-11.083080429326968]
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["2018-01-02T01:45:00",-20.170000000000002,0,76.805000000000007,2.3685,-37.295000000000002,null,14.580827533485891,-9.6773180369522827]
["2018-01-02T02:00:00",-20.149999999999999,0,77.385000000000005,2.7705000000000002,-36.770000000000003,null,14.745810946366991,-9.5856605853516719]
["2018-01-02T02:15:00",-20.05,0,77.795000000000002,3.2949999999999999,-37.659999999999997,null,15.155799847152483,-9.3578889738041759]
["2018-01-02T02:30:00",-19.920000000000002,0,77.555000000000007,2.8584999999999998,-36.814999999999998,null,15.111838079221268,-9.3823121782104071]
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["2018-01-02T03:15:00",-19.21,0,76.754999999999995,1.4490000000000001,-5.4989999999999988,null,12.364683543524752,-10.908509142486249]
["2018-01-02T03:30:00",-18.899999999999999,0,76.635000000000005,1.5745,-18.355,null,13.26468354352475,-10.408509142486249]
["2018-01-02T03:45:00",-18.82,0,77.17,1.8514999999999999,-32.674999999999997,null,15.029942113810346,-9.4278099367720287]
["2018-01-02T04:00:00",-18.649999999999999,0,77.48,1.839,-7.2460000000000004,null,14.810744708792843,-9.5495862728928653]
["2018-01-02T04:15:00",-18.27,0,77.204999999999998,2.0550000000000002,-10.99,null,14.602077801847944,-9.6655123323066974]
["2018-01-02T04:30:00",-18.02,0,77.614999999999995,1.7509999999999999,-3.5325000000000006,null,14.433895116446735,-9.7589471575295921]
["2018-01-02T04:45:00",-17.55,0,77.795000000000002,2.0245000000000002,0.20449999999999946,null,14.839720127736811,-9.5334888179239936]
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