From cb83ccfb11c15dd6144d06bab57c4051e372007c Mon Sep 17 00:00:00 2001 From: kebasaa Date: Wed, 20 Apr 2022 16:14:39 +0200 Subject: [PATCH] Fix of RH and VPD --- 02_laser.ipynb | 73 +++----- 03_processed_data/1min/laser_202008.csv | 62 +++---- 03_processed_data/1min/laser_202009.csv | 206 ++++++++++----------- 03_processed_data/1min/laser_202103.csv | 96 +++++----- 03_processed_data/1min/laser_202104.csv | 230 ++++++++++++------------ 5 files changed, 324 insertions(+), 343 deletions(-) diff --git a/02_laser.ipynb b/02_laser.ipynb index 0b3d560..fb41bc3 100644 --- a/02_laser.ipynb +++ b/02_laser.ipynb @@ -186,47 +186,30 @@ "\n", "# Calculates VPD from different environmental variables\n", "def calculate_VPD(T_C, h2o_mmol_mol, P_Pa):\n", - " # Convert temperature from C to K\n", - " T_K = T_C + 273.15\n", - " \n", - " h2o_mol_mol = h2o_mmol_mol * 10**(-3)\n", + " # Unit conversions \n", + " T_K = T_C + 273.15 # Temperature in K\n", + " h2o_mol_mol = h2o_mmol_mol * 10**(-3) # water in [mol mol-1]\n", "\n", " # From Eddypro manual: https://www.licor.com/env/support/EddyPro/topics/calculate-micromet-variables.html\n", - " R = 8.314463 # Ideal gas constant (J K-1 mol-1)\n", - " M_d = 0.02897 # molecular weights of dry air (kg mol-1)\n", - " M_h2o = 0.01802 # molecular weights of water vapour (kg mol-1)\n", - " R_h2o = R / M_h2o # Water vapor gas constant (J K-1 mol-1)\n", + " e = h2o_mol_mol * P_Pa # Water vapor partial pressure (Pa)\n", " es = calculate_es(T_C, P_Pa) # Water vapor partial pressure at saturation (Pa)\n", - " P_d = P_Pa - es # Dry air partial pressure (P_d, P_a)\n", - " rho_d = P_d / (R / M_d * T_K) # Dry air mass density (rho_d, kg m-3)\n", - " v_d = M_d / rho_d # Dry air molar volume (vd, m3 mol-1)\n", - " v_a = v_d * P_d/P_Pa # Air molar volume (vd, m3mol-1) \n", - " rho_h2o = h2o_mol_mol * M_h2o / v_a # Water vapor mole fraction\n", - " e = rho_h2o * R_h2o * T_K # Water vapor partial pressure (Pa) \n", " VPD = es - e # VPD (Pa)\n", " return(VPD)\n", "\n", - "# Converts water concentration [mmol_mol] to RH [%]\n", + "# Converts water concentration [mmol mol] to RH [%]\n", "def convert_mmol_RH(T_C, h2o_mmol_mol, P_Pa):\n", + " # Unit conversions \n", + " T_K = T_C + 273.15 # Temperature in K\n", + " h2o_mol_mol = h2o_mmol_mol * 10**(-3) # water in [mol mol-1]\n", " \n", - " T_K = T_C + 273.15\n", " #es = calculate_es(T_C, P_Pa)\n", " #RH <- 0.263*P_Pa*((h2o_mmol_mol*18.02/28.97)/1000)*np.exp(17.67*(T_C)/(T_K-29.65))**(-1)\n", " #RH = 100 if (RH > 100) else RH\n", " #RH = np.nan if (RH < 5) else RH\n", "\n", " # From Eddypro manual: https://www.licor.com/env/support/EddyPro/topics/calculate-micromet-variables.html\n", - " R = 8.314463 # Ideal gas constant (J K-1 mol-1)\n", - " M_d = 0.02897 # molecular weights of dry air (kg mol-1)\n", - " M_h2o = 0.01802 # molecular weights of water vapour (kg mol-1)\n", - " R_h2o = R / M_h2o # Water vapor gas constant (J K-1 mol-1)\n", + " e = h2o_mol_mol * P_Pa # Water vapor partial pressure (Pa)\n", " es = calculate_es(T_C, P_Pa) # Water vapor partial pressure at saturation (Pa)\n", - " P_d = P_Pa - es # Dry air partial pressure (P_d, P_a)\n", - " rho_d = P_d / (R / M_d * T_K) # Dry air mass density (rho_d, kg m-3)\n", - " v_d = M_d / rho_d # Dry air molar volume (vd, m3 mol-1)\n", - " v_a = v_d * P_d/P_Pa # Air molar volume (vd, m3mol-1) \n", - " rho_h2o = h2o_mmol_mol/1000 * M_h2o / v_a # Water vapor mole fraction\n", - " e = rho_h2o * R_h2o * T_K # Water vapor partial pressure (Pa) \n", " RH = e/es * 100 # RH (%)\n", " return(RH)\n", "\n", @@ -242,19 +225,20 @@ "\n", "# Density of moist air\n", "def calculate_rho_moist_air(T_C, h2o_mmol_mol, P_Pa):\n", - " # Temperature in K\n", - " T_K = T_C + 273.15\n", + " # Unit conversions \n", + " T_K = T_C + 273.15 # Temperature in K\n", + " h2o_mol_mol = h2o_mmol_mol * 10**(-3) # water in [mol mol-1]\n", "\n", " # Preparations\n", " R = 8.314463 # Ideal gas constant (J K-1 mol-1)\n", " M_d = 0.02897 # molecular weights of dry air (kg mol-1)\n", " M_h2o = 0.01802 # molecular weights of water vapour (kg mol-1)\n", - " es = calculate_es(T_C, P_Pa) # Saturation vapour pressure (Pa)\n", - " P_d = P_Pa - es # Dry air partial pressure (P_d, P_a)\n", + " e = h2o_mol_mol * P_Pa # Water vapor partial pressure (Pa)\n", + " P_d = P_Pa - e # Dry air partial pressure (P_d, P_a)\n", " rho_d = P_d / (R / M_d * T_K) # Dry air mass density (rho_d, kg m-3)\n", " v_d = M_d / rho_d # Dry air molar volume (vd, m3 mol-1)\n", " v_a = v_d * P_d/P_Pa # Air molar volume (vd, m3mol-1) \n", - " rho_h2o = h2o_mmol_mol/1000 * M_h2o / v_a # Water vapor mole fraction\n", + " rho_h2o = h2o_mol_mol * M_h2o / v_a # Ambient water vapor mass density (kg m-3)\n", "\n", " # Moist air mass density (ρa, kg m-3) \n", " rho_air = rho_d + rho_h2o\n", @@ -272,8 +256,9 @@ "# cp_m in [J kg-1 K-1]\n", "# https://www.licor.com/env/support/EddyPro/topics/calculate-micromet-variables.html\n", "def calculate_cp_moist_air(T_C, h2o_mmol_mol, P_Pa):\n", - " # Temperature in K\n", - " T_K = T_C + 273.15\n", + " # Unit conversions \n", + " T_K = T_C + 273.15 # Temperature in K\n", + " h2o_mol_mol = h2o_mmol_mol * 10**(-3) # water in [mol mol-1]\n", "\n", " # RH\n", " RH = convert_mmol_RH(T_C, h2o_mmol_mol, P_Pa)\n", @@ -285,12 +270,12 @@ " R = 8.314463 # Ideal gas constant (J K-1 mol-1)\n", " M_d = 0.02897 # molecular weights of dry air (kg mol-1)\n", " M_h2o = 0.01802 # molecular weights of water vapour (kg mol-1)\n", - " es = calculate_es(T_C, P_Pa) # Saturation vapour pressure (Pa)\n", - " P_d = P_Pa - es # Dry air partial pressure (P_d, P_a)\n", + " e = h2o_mol_mol * P_Pa # Water vapor partial pressure (Pa)\n", + " P_d = P_Pa - e # Dry air partial pressure (P_d, P_a)\n", " rho_d = P_d / (R / M_d * T_K) # Dry air mass density (rho_d, kg m-3)\n", " v_d = M_d / rho_d # Dry air molar volume (vd, m3 mol-1)\n", " v_a = v_d * P_d/P_Pa # Air molar volume (vd, m3mol-1) \n", - " rho_h2o = h2o_mmol_mol/1000 * M_h2o / v_a # Water vapor mole fraction\n", + " rho_h2o = h2o_mol_mol * M_h2o / v_a # Ambient water vapor mass density (kg m-3)\n", "\n", " # Moist air mass density (ρa, kg m-3) \n", " rho_air = rho_d + rho_h2o\n", @@ -304,10 +289,8 @@ "\n", "# Calculates the flux of water\n", "def calculate_h2o_flux(T_C, P_Pa, h2o_mmol_mol_ambient, h2o_mmol_mol_chamber, airflow_lpm, area_m2):\n", - " # Temperature in K\n", - " T_K = T_C + 273.15\n", - " \n", " # Unit conversions\n", + " T_K = T_C + 273.15 # Temperature in K\n", " h2o_mol_mol_ambient = h2o_mmol_mol_ambient * 10**(-3)\n", " h2o_mol_mol_chamber = h2o_mmol_mol_chamber * 10**(-3)\n", " \n", @@ -315,8 +298,8 @@ " R = 8.314463 # Ideal gas constant (J K-1 mol-1)\n", " M_d = 0.02897 # molecular weights of dry air (kg mol-1)\n", " M_h2o = 0.01802 # molecular weights of water vapour (kg mol-1)\n", - " es = calculate_es(T_C, P_Pa) # Saturation vapour pressure (Pa)\n", - " P_d = P_Pa - es # Dry air partial pressure (P_d, P_a)\n", + " e = h2o_mol_mol_chamber * P_Pa # Water vapor partial pressure (Pa)\n", + " P_d = P_Pa - e # Dry air partial pressure (P_d, P_a)\n", " rho_d = P_d / (R / M_d * T_K) # Dry air mass density (rho_d, kg m-3)\n", " v_d = M_d / rho_d # Dry air molar volume (v_d, m3 mol-1)\n", " v_a = v_d * P_d/P_Pa # Air molar volume (v_a, m3mol-1)\n", @@ -341,10 +324,8 @@ "\n", "# Inspired from LI-6400 manual: Uses the water flux because water changes the air density. If stomata are open and H2o is added, the gas is more 'diluted'\n", "def calculate_gas_flux(T_C, P_Pa, h2o_mmol_mol_ambient, h2o_mmol_mol_chamber, gas_mol_mol_ambient, gas_mol_mol_chamber, airflow_lpm, area_m2):\n", - " # Temperature in K\n", - " T_K = T_C + 273.15\n", - " \n", " # Unit conversions\n", + " T_K = T_C + 273.15 # Temperature in K\n", " h2o_mol_mol_ambient = h2o_mmol_mol_ambient * 10**(-3)\n", " h2o_mol_mol_chamber = h2o_mmol_mol_chamber * 10**(-3)\n", " \n", @@ -352,8 +333,8 @@ " R = 8.314463 # Ideal gas constant (J K-1 mol-1)\n", " M_d = 0.02897 # molecular weights of dry air (kg mol-1)\n", " M_h2o = 0.01802 # molecular weights of water vapour (kg mol-1)\n", - " es = calculate_es(T_C, P_Pa) # Saturation vapour pressure (Pa)\n", - " P_d = P_Pa - es # Dry air partial pressure (P_d, P_a)\n", + " e = h2o_mol_mol_chamber * P_Pa # Water vapor partial pressure (Pa)\n", + " P_d = P_Pa - e # Dry air partial pressure (P_d, P_a)\n", " rho_d = P_d / (R / M_d * T_K) # Dry air mass density (rho_d, kg m-3)\n", " v_d = M_d / rho_d # Dry air molar volume (vd, m3 mol-1)\n", " v_a = v_d * P_d/P_Pa # Air molar volume (vd, m3mol-1)\n", diff --git a/03_processed_data/1min/laser_202008.csv b/03_processed_data/1min/laser_202008.csv index e6d750d..7adad19 100644 --- a/03_processed_data/1min/laser_202008.csv +++ b/03_processed_data/1min/laser_202008.csv @@ -1,72 +1,72 @@ timestamp,chamber,plot,status,chamber_block,cos.1.pmol_mol,co2.1.umol_mol,co2.2.umol_mol,h2o.mmol_mol,co.nmol_mol,cos.2.pmol_mol,cos.mean.pmol_mol,co2.mean.umol_mol,temp.air.ambient.c,par.ambient.umol_m2_s,h2o.irga.ambient.mmol_mol,co2.irga.ambient.umol_mol,P.irga.kPa,par.ch4.umol_m2_s,par.ch16.umol_m2_s,temp.leaf.ch4.c,temp.air.ch4.c,temp.leaf.ch16.c,temp.air.ch16.c,temp.laserbox.c,pump.flow.ch4.slpm,pump.flow.ch16.slpm,day_night,par.current.chamber.umol_m2_s,temp.leaf.current.chamber.c,temp.air.current.chamber.c,pump.flow.current.chamber.slpm,leaf.area.m2,flag,h2o.calibrated.mmol_mol,co2.calibrated.umol_mol,cos.1.pmol_mol.sd,co2.1.umol_mol.sd,co2.2.umol_mol.sd,h2o.mmol_mol.sd,co.nmol_mol.sd,cos.2.pmol_mol.sd,cos.mean.pmol_mol.sd,co2.mean.umol_mol.sd,temp.air.ambient.c.sd,par.ambient.umol_m2_s.sd,h2o.irga.ambient.mmol_mol.sd,co2.irga.ambient.umol_mol.sd,P.irga.kPa.sd,par.ch4.umol_m2_s.sd,par.ch16.umol_m2_s.sd,temp.leaf.ch4.c.sd,temp.air.ch4.c.sd,temp.leaf.ch16.c.sd,temp.air.ch16.c.sd,temp.laserbox.c.sd,pump.flow.ch4.slpm.sd,pump.flow.ch16.slpm.sd,day_night.sd,par.current.chamber.umol_m2_s.sd,temp.leaf.current.chamber.c.sd,temp.air.current.chamber.c.sd,pump.flow.current.chamber.slpm.sd,flag.sd,h2o.calibrated.mmol_mol.sd,co2.calibrated.umol_mol.sd,cos.1.pmol_mol.ambient,cos.2.pmol_mol.ambient,co2.1.umol_mol.ambient,co2.2.umol_mol.ambient,h2o.mmol_mol.ambient,co.nmol_mol.ambient,cos.mean.pmol_mol.ambient,co2.mean.umol_mol.ambient,cos.1.pmol_mol.oc,cos.2.pmol_mol.oc,co2.1.umol_mol.oc,co2.2.umol_mol.oc,h2o.mmol_mol.oc,co.nmol_mol.oc,cos.mean.pmol_mol.oc,co2.mean.umol_mol.oc,flux.h2o.ch_amb.mmol_m2_s,flux.co2.ch_amb.umol_m2_s,flux.cos.ch_amb.pmol_m2_s,flux.co.ch_amb.nmol_m2_s,flux.h2o.ch_amb.proj_la.mmol_m2_s,flux.co2.ch_amb.proj_la.umol_m2_s,flux.cos.ch_amb.proj_la.pmol_m2_s,flux.co.ch_amb.proj_la.nmol_m2_s,flux.h2o.ch_oc.mmol_m2_s,flux.co2.ch_oc.umol_m2_s,flux.cos.ch_oc.pmol_m2_s,flux.co.ch_oc.nmol_m2_s,flux.h2o.ch_oc.proj_la.mmol_m2_s,flux.co2.ch_oc.proj_la.umol_m2_s,flux.cos.ch_oc.proj_la.pmol_m2_s,flux.co.ch_oc.proj_la.nmol_m2_s,VPD.Pa,cond.stomatal.ch_amb.cos,cond.total.ch_amb.cos,cond.internal.ch_amb.cos,LRU.ch_amb,cond.stomatal.ch_amb.proj_la.cos,cond.total.ch_amb.proj_la.cos,cond.internal.ch_amb.proj_la.cos,LRU.ch_amb.proj_la,cond.stomatal.ch_oc.cos,cond.total.ch_oc.cos,cond.internal.ch_oc.cos,LRU.ch_oc,cond.stomatal.ch_oc.proj_la.cos,cond.total.ch_oc.proj_la.cos,cond.internal.ch_oc.proj_la.cos,LRU.ch_oc.proj_la,cond.biochemical,cond.mesophyll 2020-08-15 00:01:40,16.0,control,oc,1,362.6213773965957,415.0799163848673,415.05938536933314,14.613711923076927,-0.6719810115384616,362.92117504376625,362.771276220181,415.06965087710023,,0.0,,,,,,,,,,,,,0.0,,,,4.5,0.07725715988542793,,15.927866662103865,414.6111043750333,4.792380892695828,0.29509162702544645,0.33966061291694927,0.022418614233574715,0.6458463030768595,4.642854959161264,4.718210295889978,0.3181575084039687,,0.0,,,,,,,,,,,,,0.0,,,,0.0,,0.027298192932075263,0.31237199320004283,348.0013075815739,347.73859079380316,412.92888962274117,412.92876472841596,14.617109230769229,-3.951820538461538,347.8699491876885,412.9288271755786,362.6213773965957,362.92117504376625,415.0799163848673,415.05938536933314,14.613711923076927,-0.6719810115384616,362.771276220181,415.06965087710023,-0.00013857867341119005,0.08599209609007473,0.5989030494413082,0.13183202831495625,-0.0004353577423328138,0.27015213734336635,1.8815094203373386,0.4141625316621082,,,,,,,,,,,-0.0017216291629668138,,8.267158767132475,,-0.005408657530582487,,8.267158767132473,,,,,,,,,, 2020-08-15 00:09:40,16.0,control,cc,3,353.9056137156989,413.32220199725236,413.33256419740036,14.650319230769231,-2.7531845000000006,353.91334157684923,353.90947764627407,413.32738309732633,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,4.5,0.07725715988542793,,15.972441823516467,412.84258857043267,4.372496801950865,0.38111662945229274,0.36567073972586495,0.023324955206485934,0.786772518363078,4.450782697047674,4.411813396972355,0.37347354333120936,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,,0.02840180578178142,0.372788659779737,348.0013075815739,347.73859079380316,412.92888962274117,412.92876472841596,14.617109230769229,-3.951820538461538,347.8699491876885,412.9288271755786,352.33528183860284,352.30540709961815,413.6939535823735,413.66956454084334,14.716127,-2.3453781715384623,352.3203444691105,413.68175906160843,0.0013546602665437733,0.016579130724939547,0.2432270184796351,0.04817321220675701,0.00425579074148391,0.05208487528837491,0.7641202144101704,0.15134060956856996,-0.0026846169588209266,-0.015354538608600338,0.06292855417575924,-0.016385271398176447,-0.008433972915534394,-0.048237705692039674,0.19769588349959255,-0.05147584825158608,,,-0.0006991895075949927,,17.41439331981161,,-0.002196568620527494,,17.41439331981161,,-0.00017861175252477214,,-4.812155275843864,,-0.0005611253695766224,,-4.812155275843864,, 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00:11:40,16.0,control,oc,5,349.7637579491046,413.34746288175006,413.3221093337209,14.741730769230768,-2.7637274615384624,349.65146511358114,349.7076115313429,413.33478610773545,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,4.5,0.07725715988542793,,16.083749765530282,412.8501031104257,2.2646678942150786,0.1522588598479598,0.1811505895495088,0.02470387207270544,0.9233508136232181,2.271155885369388,2.2679142098783815,0.16732946019206432,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,,0.030080854194818898,0.15607046641465608,348.0013075815739,347.73859079380316,412.92888962274117,412.92876472841596,14.617109230769229,-3.951820538461538,347.8699491876885,412.9288271755786,349.7637579491046,349.65146511358114,413.34746288175006,413.3221093337209,14.741730769230768,-2.7637274615384624,349.7076115313429,413.33478610773545,0.00508340399004494,0.01841639673353147,0.07563226620597681,0.047734707906994196,0.015969984630354227,0.05785681668365753,0.23760577188704432,0.1499630076818676,,,,,,,,,,,-0.000217415348415653,,4.8748442016230396,,-0.0006830304613602808,,4.8748442016230396,,,,,,,,,, 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01:01:40,4.0,irrigation,oc,11,376.4276502420323,418.7394087498679,418.6973314488007,15.48611269230769,10.136598923076921,376.1547391823627,376.29119471219747,418.71837009933427,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,4.599999999999998,0.08140169489163362,,16.990151969501934,418.3147931454866,3.540127788822269,0.8684889951574696,0.8420663466282143,0.3627780170468733,0.8428644327555843,3.475369028008896,3.507897849284892,0.8553797013120603,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,,0.44173935987665164,0.8640907033957904,378.32533748218026,378.2866848240109,418.65964677831926,418.6718717287454,15.46993520361991,8.64478417873303,378.3060111530956,418.6657592535323,376.4276502420323,376.1547391823627,418.7394087498679,418.6973314488007,15.48611269230769,10.136598923076921,376.29119471219747,418.71837009933427,0.0006407657138606059,0.0023198654210616313,-0.07832684845380553,0.058179956142776476,0.002013024859336699,0.007288072164124213,-0.24607105168131657,0.1827777228043229,,,,,,,,,,,0.0002070462698043348,,-37.36560878112276,,0.0006504550401704687,,-37.36560878112277,,,,,,,,,, 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2020-08-15 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2020-08-15 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2020-08-15 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2020-08-15 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2020-08-15 06:01:40,16.0,control,oc,61,363.89465516968636,406.49955134471105,406.51003038148576,23.020065384615386,-14.498511538461539,364.06226946278287,363.97846231623464,406.5047908630984,,,,,,21.458378423076923,61.64836999999996,,,,,,,,0.0,61.64836999999996,,,4.5,0.07725715988542793,,26.16392569132857,405.91721100525444,5.531766513592048,0.41688241558035594,0.42361015138608066,0.011269836283024142,0.4359134775038944,5.5863429875941355,5.559121726313451,0.4202597463340087,,,,,,15.601240308360145,0.0,,,,,,,,0.0,0.0,,,0.0,,0.01372280025703462,0.4143348777876909,389.2726705874288,389.234833223892,408.24038224726627,408.2561613536622,22.822065633484158,-13.895001063348415,389.25375190566035,408.24827180046424,363.89465516968636,364.06226946278287,406.49955134471105,406.51003038148576,23.020065384615386,-14.498511538461539,363.97846231623464,406.5047908630984,0.008144370595065528,-0.06675340380100181,-1.0127571756608644,-0.024370962459242994,0.025586294829570592,-0.2097120029833403,-3.1816705029265195,-0.07656363662287044,,,,,,,,,,,0.002601791686535411,,15.911952037372451,,0.008173769648590646,,15.911952037372448,,,,,,,,,, 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2020-08-15 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2020-08-15 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2020-08-15 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2020-08-15 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2020-08-15 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2020-08-15 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2020-08-15 12:01:40,16.0,control,oc,121,388.06894296682196,403.1636631981138,403.07012137733807,18.571933750000003,-23.584509999999998,387.63052744550316,387.84973520616256,403.11689228772593,,,,,,1736.7441666666666,286.6580571428571,,,,,,,,0.0,286.6580571428571,,,4.5,0.07725715988542793,,20.74762500994465,402.4782722585894,3.356051630156111,0.6845651309348185,0.5927552460649503,0.16991626878617214,3.367445475320594,3.2470859007043593,3.3020182760568217,0.6403078166902717,,,,,,0.7993501527282083,9.585763173986471,,,,,,,,0.0,9.585763173986471,,,0.0,,0.20689981277596134,0.6468698473837736,403.38595297985574,403.67206220680356,403.23717292893065,403.27235568405746,18.87765807692308,-23.731724592760177,403.52900759332965,403.254764306494,388.06894296682196,387.63052744550316,403.1636631981138,403.07012137733807,18.571933750000003,-23.584509999999998,387.84973520616256,403.11689228772593,-0.012524874027143766,-0.010592410755204089,-0.6352745244191571,0.006214452499575803,-0.03934805223081247,-0.03327703981235467,-1.995773778927974,0.01952327831875007,,,,,,,,,,,0.0015742970454787652,,59.93373923033044,,0.004945800032644206,,59.93373923033047,,,,,,,,,, 2020-08-15 12:11:40,16.0,control,oc,123,393.2784496741263,403.1136460424813,403.1093875488747,18.678075769230766,-25.67206384615385,393.18068426894604,393.2295669715362,403.11151679567797,,,,,,1821.726125,414.9108291666666,,,,,,,,0.0,414.9108291666666,,,4.5,0.07725715988542793,,20.87686963180099,402.47281578240654,3.532821009328773,1.103143169333704,1.0274622918208909,0.47218609495132874,0.5564666910648086,3.301193514566278,3.418969355271353,1.0659745806447372,,,,,,0.0003824264628663637,40.1593550395568,,,,,,,,0.0,40.1593550395568,,,0.0,,0.5749609224516632,1.0796286795909702,398.23250769320725,398.617064095792,403.3581711200279,403.36705970933247,18.642342692307693,-24.445999479638008,398.4247858944996,403.36261541468014,393.2784496741263,393.18068426894604,403.1136460424813,403.1093875488747,18.678075769230766,-25.67206384615385,393.2295669715362,403.11151679567797,0.0014635569730289484,-0.009502437038450436,-0.20823606339205164,-0.04931681138191021,0.00459789983457786,-0.029852786391195443,-0.6541928869649278,-0.1549333323358826,,,,,,,,,,,0.0005226483661766747,,22.185552092604116,,0.001641948267591349,,22.185552092604116,,,,,,,,,, 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2020-08-15 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2020-08-15 14:01:40,16.0,control,oc,139,379.02622401710573,401.8617979895383,401.89734452604876,16.520368076923077,-23.893112307692302,378.7512327703486,378.8887283937272,401.8795712577935,,,,,,382.0848041666666,521.6212333333334,,,,,,,,0.0,521.6212333333334,,,4.5,0.07725715988542793,,18.249520757247275,401.2223104470908,2.962894300626577,1.036168110949951,0.848759062796379,0.31650569069158135,0.6765356606672408,2.8230772090793526,2.8938302960875846,0.9471104214474091,,,,,,9.603404119059237,3.4915026217373546,,,,,,,,0.0,3.4915026217373546,,,0.0,,0.38539551635884295,0.9493687125333731,396.42057346535984,396.3290872836658,403.32893850119046,403.30710498240825,17.4029578280543,-19.512343959276016,396.37483037451284,403.3180217417993,379.02622401710573,378.7512327703486,401.8617979895383,401.89734452604876,16.520368076923077,-23.893112307692302,378.8887283937272,401.8795712577935,-0.03610355453449369,-0.07237899937099139,-0.7171555107586142,-0.1753782894207841,-0.11342266169404383,-0.2273853326980868,-2.253010484080698,-0.5509671456434799,,,,,,,,,,,0.0018092862003397472,,10.081898581458221,,0.00568404023522874,,10.081898581458221,,,,,,,,,, 2020-08-15 14:09:40,16.0,control,cc,141,391.7953813065533,401.9012645963225,401.95207644246005,18.155610384615382,-22.313166153846154,391.282635517074,391.53900841181365,401.9266705193913,,,,,,576.694125,829.5155416666668,,,,,,,,0.0,829.5155416666668,,,4.5,0.07725715988542793,,20.240685757054546,401.2701192796297,3.0687840132293163,1.1964472306354628,0.9736007999871593,0.2901166032267819,0.5501645839424937,2.990363423649177,3.029827447673436,1.0907301438556891,,,,,,30.55457418522865,2.619799740791453,,,,,,,,0.0,2.619799740791453,,,0.0,,0.3532626470650479,1.0906456483780276,399.18878552088927,399.1787642325496,403.2217502571937,403.2074378888986,17.12220452488688,-21.625290565610854,399.1837748767195,403.21459407304616,384.89999205616834,384.956003973234,401.12336472313234,401.143140732326,17.67695269230769,-21.653344615384615,384.9279980147012,401.1332527277292,0.04226082105382847,-0.03472725200945757,-0.290407663563572,-0.028562711744600514,0.13276628495738044,-0.10909887979227324,-0.9123425823974942,-0.08973240538343989,0.019585616367765995,0.03974746636644398,0.2732652506722534,-0.026945285056513817,0.061530028497001676,0.12487034833562782,0.8584881039933245,-0.08465110958242665,,,0.0007275036758527048,,8.446971250869764,,0.002285520203518428,,8.446971250869769,,-0.0007099126384197619,,7.164470891715867,,-0.002230256329550071,,7.164470891715867,, 2020-08-15 14:11:40,16.0,control,oc,143,386.368434065934,400.93875640653084,400.9545897838953,17.966098846153844,-21.093402692307695,386.50719677395534,386.4378154199447,400.9466730952131,,,,,,520.7548125000001,453.4181041666665,,,,,,,,0.0,453.4181041666665,,,4.5,0.07725715988542793,,20.009925617918494,400.2753577663607,3.8618728300216993,0.7034618238066613,0.614611754631159,0.37553015204989365,2.056580468960178,3.914121560353795,3.8880849620659164,0.6605324164960363,,,,,,35.791177992847096,72.46072583465435,,,,,,,,0.0,72.46072583465435,,,0.0,,0.45726709223251627,0.664624456008394,399.88083853477167,399.89118346977057,403.19495319619455,403.1825211155212,17.052016199095025,-22.153527217194565,399.8860110022711,403.18873715585784,386.368434065934,386.50719677395534,400.93875640653084,400.9545897838953,17.966098846153844,-21.093402692307695,386.4378154199447,400.9466730952131,0.037378465013494004,-0.0750480478273559,-0.5255962523837873,0.0417831009392745,0.11742791108885589,-0.23577039572067676,-1.651209325243233,0.13126548295502555,,,,,,,,,,,0.0013143651888857953,,7.061306136670966,,0.0041292000215377754,,7.061306136670964,,,,,,,,,, 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2020-08-15 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2020-08-15 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2020-08-15 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2020-08-15 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23:09:40,4.0,irrigation,cc,231,400.648356024973,410.23242516907965,410.2423723977597,13.156964615384616,-7.633245884615383,400.4691143669189,400.5587351959459,410.2373987834197,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,4.599999999999998,0.08140169489163362,,14.154047431158316,409.70605229366015,4.556534416150103,0.402730394891264,0.4208494134864674,0.060279601871994166,0.39635884328394416,4.534357230137896,4.545459348408265,0.41188954818080603,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,,0.07339990708729613,0.4169599930866599,414.28749087997073,414.5318247766403,408.5767041799019,408.5650070087213,12.424026538461538,-8.542909438914029,414.4096578283055,408.5708555943116,416.99036337822446,417.21109833161074,409.0866591329389,409.104044423016,12.672366692307692,-6.747738584615385,417.10073085491763,409.0953517779774,0.02894102525748037,0.07681254095960303,-0.528133509158882,0.03522576104111188,0.09092091233625697,0.2413137143822539,-1.6591803524881412,0.1106649921038666,0.019139800192732755,0.052364969059763046,-0.6370841034723532,-0.03466016100439312,0.06012945567666572,0.16450940210360837,-2.0014587391875844,-0.10888810718364084,,,0.0012744237475703173,,-6.7787420443278155,,0.004003720282927281,,-6.778742044327816,,0.001527410662087652,,-11.93272169039278,,0.004798502115029289,,-11.932721690392784,, 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23:11:40,4.0,irrigation,oc,233,420.3916488262218,409.16436918788975,409.1791953529536,12.724478076923077,-6.309929115384615,420.8179719896226,420.6048104079222,409.17178227042166,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,4.599999999999998,0.08140169489163362,,13.627426969945017,408.62438180261483,2.7858231537889626,0.2896886227205829,0.3220486398236413,0.07243069018139978,0.7079262721855907,2.927622910017782,2.857602714466067,0.30629628184652,,0.0,,,,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,,0.08819577045105725,0.3058506353914115,417.73463231649515,418.05517423978296,408.56410336154437,408.55183219784794,12.432463461538463,-8.213530895927603,417.89490327813905,408.5579677796961,420.3916488262218,420.8179719896226,409.16436918788975,409.1791953529536,12.724478076923077,-6.309929115384615,420.6048104079222,409.17178227042166,0.011530680183302411,0.028647100301730417,0.11049344082010187,0.07413764862418322,0.03622470015475626,0.08999751985456621,0.3471253819502905,0.2329102922721554,,,,,,,,,,,-0.0002644048538360865,,3.7708776321711666,,-0.0008306523463849322,,3.7708776321711666,,,,,,,,,, diff --git a/03_processed_data/1min/laser_202009.csv b/03_processed_data/1min/laser_202009.csv index e62cefd..2259b6f 100644 --- a/03_processed_data/1min/laser_202009.csv +++ b/03_processed_data/1min/laser_202009.csv @@ -4,7 +4,7 @@ timestamp,chamber,plot,status,chamber_block,cos.1.pmol_mol,co2.1.umol_mol,co2.2. 2020-09-26 00:11:20,16.0,control,cc,5,423.9726478220847,415.00657559769127,414.97760970672743,21.984268571428576,161.62010952380956,424.50274996082874,424.2376988914567,414.99209265220935,21.53508761904762,0.0,20.675436428571427,396.58693333333343,93.73375636363635,0.0,0.0,,,,,,,,0.0,0.0,,,5.0,0.07725715988542793,3.0,,398.330336361805,3.369574769395905,0.20348245371308732,0.1825761605886157,0.011587804488217742,0.6115164633145725,3.400551741947766,3.385098689566779,0.1933121353981414,0.012521872325957776,0.0,0.017074437263263798,0.3476585121686758,0.00014472544539506112,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.09183427288012411,424.0813925302143,423.55824241737145,414.3564760778824,414.3318759246539,22.03444461538461,157.75531538461536,423.8198174737929,414.3441760012681,424.61570586203624,424.67701039843064,414.56456613917356,414.5586679039417,22.218290384615386,160.2015423076923,424.64635813023347,414.5616170215576,-0.002291378760915158,0.02798689173352088,0.017691680408975254,0.17224233797002034,-0.007198578681882743,0.08792341346684211,0.055580053202495136,0.5411152636037463,-0.010689033934926694,0.014794013369024072,-0.022790003928246417,0.061641586215722195,-0.03358059048393771,0.046476763717235206,-0.07159690891626147,0.1936527544109347,,,-4.1743400566844014e-05,,0.6180084260891203,,-0.0001311407605566532,,0.6180084260891204,,5.366819588090526e-05,,-1.503903877334774,,0.00016860360991086996,,-1.503903877334774,, 2020-09-26 00:15:40,16.0,control,oc,7,424.61570586203624,414.56456613917356,414.5586679039417,22.218290384615386,160.2015423076923,424.67701039843064,424.64635813023347,414.5616170215576,21.627981538461544,0.0,20.554222884615385,396.43901153846156,93.73179999999999,0.0,0.0,,,,,,,,0.0,0.0,,,5.0,0.07725715988542793,3.0,,398.1022597203845,6.016640809933648,0.15154992833380188,0.1408232637070978,0.019653178364994316,0.7755769244494322,5.996141935438446,6.006400117611319,0.1462849486090406,0.02043747561560535,0.0,0.03531869140194859,0.43661655014616574,0.0020504145922249652,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.07580375558926937,424.0813925302143,423.55824241737145,414.3564760778824,414.3318759246539,22.03444461538461,157.75531538461536,423.8198174737929,414.3441760012681,424.61570586203624,424.67701039843064,414.56456613917356,414.5586679039417,22.218290384615386,160.2015423076923,424.64635813023347,414.5616170215576,0.008395645764114348,0.01318972154276399,0.04047199778836053,0.11057428695661277,0.026375699054683906,0.04143673230164238,0.12714653092801578,0.34737936757882437,,,,,,,,,,,-9.549340573453278e-05,,2.9998462351418382,,-0.0003000013819218776,,2.9998462351418382,,,,,,,,,, 2020-09-26 01:03:20,4.0,irrigation,cc,13,390.56401944847045,422.587503440719,422.57532749103024,20.908503809523808,158.23255714285716,390.563394456631,390.5637069525507,422.5814154658746,21.73517619047619,0.0,20.977942380952385,396.6296333333334,93.71833818181818,0.0,0.0,,,,,,,,0.0,0.0,,,5.049999999999999,0.08140169489163362,3.0,,402.35134738948136,4.76637344847566,0.0694748582785642,0.06735199964773976,0.010503985184771886,0.7582687799002608,4.944761132228542,4.856386439788943,0.06842166246655995,0.03218174497695628,0.0,0.02245354307336755,0.39604818719863877,0.0047666105739482675,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.03502056925731627,425.488895673824,425.41498304293555,414.6580830706143,414.6565059552115,21.72795967094017,156.2558368803419,425.4519393583797,414.65729451291287,397.9885146230862,397.6072874576106,421.7667970575459,421.6803131314799,21.003117034188033,157.98062876068371,397.79790104034845,421.7235550945129,-0.035860522625715006,0.3243660571871215,-1.5088409426137463,0.07902104276452393,-0.11265915443483682,1.0190260223329473,-4.7401636207508435,0.24825192742803323,-0.004137340128180756,0.03498065059724047,-0.3113455691316712,0.010131570088560573,-0.012997837352094916,0.10989495493408205,-0.9781209527117911,0.031829266159551985,,,0.0035464427424851228,,-4.533638215713473,,0.011141478466168099,,-4.5336382157134745,,0.000782672729839496,,-9.435831537377924,,0.002458838898228829,,-9.435831537377924,, 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2020-09-26 01:11:20,16.0,control,cc,17,418.8747026420932,417.21311606482385,417.21713148452864,20.976763809523817,157.7164666666667,419.0533957786568,418.96404921037504,417.2151237746763,21.677517380952377,0.0,20.83169333333333,396.9981047619048,93.71723727272729,0.0,0.0,,,,,,,,0.0,0.0,,,5.0,0.07725715988542793,3.0,,399.5081532603315,5.800967942663303,0.21149593947208803,0.21563772013789573,0.008702021877811982,0.5381181490465898,5.542670775004674,5.673289539231107,0.21357686995488365,0.023702844745888487,0.0,0.011588015180924562,0.52900142105308,0.005979695796463932,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.11164329130658121,426.0416481363327,426.2154399376084,415.14509465961,415.15428155491566,21.60950972222222,156.1355732905983,426.1285440369705,415.1496881072628,419.358031172955,419.6674130393293,416.88258050873577,416.89218324842665,20.98719421794872,157.32913873931625,419.5127221061421,416.8873818785812,-0.028882923547214497,0.08025274724562627,-0.33227808654670854,0.06609390899105703,-0.09073838043012471,0.25212144117725804,-1.043882395644013,0.20764013893333716,-0.0004758137268891165,0.014438771178854365,-0.024703640829728948,0.017223417223895532,-0.0014948129088720285,0.04536073746235291,-0.07760877654759732,0.054108961020302125,,,0.0007797602183576805,,-4.033721243945136,,0.002449688973554062,,-4.033721243945135,,5.888651172652306e-05,,-1.7002169642791165,,0.00018499743263557404,,-1.7002169642791163,, 2020-09-26 01:15:40,16.0,control,oc,19,418.9487511073379,417.0630247410969,417.0738341435063,20.891360384615385,157.10553846153846,419.2774443826328,419.11309774498534,417.06842944230164,21.629244038461536,0.0,20.65345865384616,398.11403269230755,93.71914692307692,0.0,0.0,,,,,,,,0.0,0.0,,,5.0,0.07725715988542793,3.0,,399.430430973026,4.215990252120238,0.4830199446075736,0.5080924709870237,0.009020976213590258,0.8887997754621283,4.31038886228337,4.263450829437898,0.49571474961029904,0.016892027055343824,0.0,0.020453330367336535,0.37331903512741094,0.004453989568566396,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.2604379677231734,426.3410557201916,426.64902075555614,415.4088926036493,415.4239100047554,21.54534933333333,156.07043051282054,426.4950382378738,415.41640130420234,418.9487511073379,419.2774443826328,417.0630247410969,417.0738341435063,20.891360384615385,157.10553846153846,419.11309774498534,417.06842944230164,-0.029850645904112405,0.06138003020754915,-0.3424126428639901,0.0415696826572064,-0.09377856987726979,0.19283105197715597,-1.0757210433177766,0.13059500964793866,,,,,,,,,,,0.0008028525824795469,,-5.433658625837873,,0.0025222357750333377,,-5.433658625837873,,,,,,,,,, 2020-09-26 02:03:20,4.0,irrigation,cc,25,394.02207832269187,423.63460019725954,423.63407145876425,22.415287619047614,157.27034761904764,394.1474458132581,394.084762067975,423.6343358280119,22.899065238095236,0.0,21.076719761904762,397.5445238095238,93.70528363636363,0.0,0.0,,,,,,,,0.0,0.0,,,5.049999999999999,0.08140169489163362,3.0,,402.9092106523005,4.840367601975936,0.05037818182820389,0.05555493450898446,0.014580617581147396,0.5227154901273254,4.781217365595488,4.81088339181746,0.05302976500331264,0.030707684847451996,0.0,0.013559544376212807,0.5191396005938623,0.004511175617787664,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.02347296061610157,425.54779843358546,425.57415560105017,415.7288425439138,415.7448006365436,22.133150529914527,155.91777217948714,425.5609770173178,415.73682159022866,398.9089494512672,398.81261139849164,422.85341799824164,422.8254098190908,21.70669832264957,155.61104019230768,398.8607804248794,422.83941390866624,0.01235182550648956,0.3432319453535211,-1.3422572543848479,0.059830351932720606,0.03880440426961062,1.078294957999955,-4.216825529603043,0.18796259409352695,0.031008174382282695,0.04714251364896395,-0.19209597271560638,0.07586105860840547,0.09741505284061053,0.14810257455134168,-0.6034872966675342,0.23832454441771136,,,0.0031540891361620926,,-3.820364072259413,,0.009908863258934204,,-3.8203640722594128,,0.00048161158515254253,,-4.319760331702217,,0.0015130274177989624,,-4.3197603317022155,, @@ -12,61 +12,61 @@ timestamp,chamber,plot,status,chamber_block,cos.1.pmol_mol,co2.1.umol_mol,co2.2. 2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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07:15:40,16.0,control,oc,91,388.83247665362455,410.46432572915575,410.4412968271163,23.190003076923077,146.97114999999997,388.9447898167093,388.88863323516694,410.452811278136,22.705643846153848,91.35276576923076,22.052103461538458,396.8961115384614,93.73175,367.60695,180.37859583333332,,,,,,,,1.0,180.37859583333332,,,5.0,0.07725715988542793,3.0,,395.9253127633872,4.933808007477172,1.2461639821787744,1.2103588380703196,0.10723649225032457,0.7327938991285287,5.005065902334816,4.969564676174388,1.228391873014185,0.12149120714938635,2.170267982421389,0.013403394702031314,0.5064538569914654,0.002050414592222362,13.970956535878216,6.9854655203903535,,,,,,,,0.0,6.9854655203903535,,,0.0,0.0,,0.6450312152116942,406.69659100384575,406.5916163161854,414.00131932262497,413.991472815175,22.254922717948723,147.0666923076923,406.64410366001556,413.99639606889997,388.83247665362455,388.9447898167093,410.46432572915575,410.4412968271163,23.190003076923077,146.97114999999997,388.88863323516694,410.452811278136,0.042711745673913025,-0.14057592159589294,-0.7756005182222391,0.0020145035630748116,0.1341829064311608,-0.44163228255727194,-2.436620890167423,0.006328749594386293,,,,,,,,,,,0.0019073202125431488,,5.617062190864567,,0.0059920231677688795,,5.617062190864567,,,,,,,,,, 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07:15:40,16.0,control,oc,91,388.83247665362455,410.46432572915575,410.4412968271163,23.190003076923077,146.97114999999997,388.9447898167093,388.88863323516694,410.452811278136,22.705643846153848,91.35276576923076,22.052103461538458,396.8961115384614,93.73175,367.60695,180.37859583333332,,,,,,,,1.0,180.37859583333332,,,5.0,0.07725715988542793,3.0,,395.9253127633872,4.933808007477172,1.2461639821787744,1.2103588380703196,0.10723649225032457,0.7327938991285287,5.005065902334816,4.969564676174388,1.228391873014185,0.12149120714938635,2.170267982421389,0.013403394702031314,0.5064538569914654,0.002050414592222362,13.970956535878216,6.9854655203903535,,,,,,,,0.0,6.9854655203903535,,,0.0,0.0,,0.6450312152116942,406.69659100384575,406.5916163161854,414.00131932262497,413.991472815175,22.254922717948723,147.0666923076923,406.64410366001556,413.99639606889997,388.83247665362455,388.9447898167093,410.46432572915575,410.4412968271163,23.190003076923077,146.97114999999997,388.88863323516694,410.452811278136,0.042711745673913025,-0.1405759215958929,-0.7756005182222389,0.0020145035630748124,0.1341829064311608,-0.4416322825572718,-2.436620890167422,0.006328749594386296,,,,,,,,,,,0.0019073202125431481,,5.617062190864566,,0.005992023167768877,,5.617062190864567,,,,,,,,,, 2020-09-26 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2020-09-26 08:07:40,4.0,irrigation,oc,99,327.7760686338613,357.5743870865477,357.5100584513367,29.032379999999996,150.5620384615385,327.75982352460403,327.7679460792327,357.5422227689422,23.67890480769231,127.10975576923077,21.668400769230765,397.02939807692303,93.75508999999998,808.2786375000001,258.00987499999997,,,,,,,,1.0,808.2786375000001,,,5.049999999999998,0.08140169489163362,3.0,,367.89197367636893,46.556089292802135,31.32166197518366,31.2213915714092,0.6035937144934499,2.58797569247888,46.30006941220758,46.428255824522445,31.271566962201682,0.045020130663534656,2.293393496255143,0.0458082741148863,0.4427735205453817,0.0015143315356957066,41.91283136498811,6.985478267939101,,,,,,,,0.0,41.91283136498811,,,0.0,0.0,,16.568376910013285,415.17143898040536,414.9120351333727,413.9206878148226,413.91919767779785,20.098792692307693,145.60978461538457,415.0417370568891,413.91994274631026,327.7760686338613,327.75982352460403,357.5743870865477,357.5100584513367,29.032379999999996,150.5620384615385,327.7679460792327,357.5422227689422,0.39029616433449454,-2.252009180967049,-3.5742487834473233,0.26883959395721263,1.2261515625975228,-7.0748954987428485,-11.228833720180367,0.8445844933700422,,,,,,,,,,,0.008611781573565954,,1.5828479590582567,,0.027054709725834753,,1.5828479590582567,,,,,,,,,, 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08:11:20,16.0,control,cc,101,400.20401102667546,411.2401717717626,411.22571127272647,21.7578280952381,148.23384285714283,399.7980557568517,400.0010333917636,411.2329415222446,23.749441666666666,158.66919523809523,21.988502380952376,397.2778523809523,93.76104363636365,429.25536666666665,276.27603333333326,,,,,,,,1.0,276.27603333333326,,,5.0,0.07725715988542793,3.0,,396.33864507136815,5.818577138645392,1.2373167118510577,1.2982774643922688,0.2111150162972552,0.5270343428766578,5.75337251953679,5.7860666806963055,1.2681634397771315,0.04090406777856328,0.5018487999150733,0.019308717048203236,0.3537837441418776,0.00439757722553282,9.208763791322802,3.5418346139074153,,,,,,,,0.0,3.5418346139074153,,,0.0,0.0,,0.6558304806171729,414.5960533596282,414.4293607708537,413.89151420150995,413.884687764187,20.037428205128208,146.3959955128205,414.512707065241,413.88810098284847,407.81618539437346,407.95192200613025,413.90635701915073,413.8711987070257,21.81385741880342,149.12838677350427,407.88405370025185,413.88877786308825,0.0784050330799394,-0.08612996009594162,-0.6155993822972335,0.09355744812202443,0.24631667592840234,-0.2705852498913923,-1.9339624969794036,0.2939193917087602,-0.0025581022413659095,-0.11966986999608363,-0.35310339759735376,-0.04033230508873373,-0.008036515208606725,-0.37595398443574196,-1.1093070398494425,-0.12670767336910813,,,0.0014851158283076303,,7.136561647458352,,0.004665628975941172,,7.1365616474583495,,0.0008656955190919143,,2.9940841450753655,,0.0027196626830247603,,2.9940841450753655,, 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08:11:20,16.0,control,cc,101,400.20401102667546,411.2401717717626,411.22571127272647,21.7578280952381,148.23384285714283,399.7980557568517,400.0010333917636,411.2329415222446,23.749441666666666,158.66919523809523,21.988502380952376,397.2778523809523,93.76104363636365,429.25536666666665,276.27603333333326,,,,,,,,1.0,276.27603333333326,,,5.0,0.07725715988542793,3.0,,396.33864507136815,5.818577138645392,1.2373167118510577,1.2982774643922688,0.2111150162972552,0.5270343428766578,5.75337251953679,5.7860666806963055,1.2681634397771315,0.04090406777856328,0.5018487999150733,0.019308717048203236,0.3537837441418776,0.00439757722553282,9.208763791322802,3.5418346139074153,,,,,,,,0.0,3.5418346139074153,,,0.0,0.0,,0.6558304806171729,414.5960533596282,414.4293607708537,413.89151420150995,413.884687764187,20.037428205128208,146.3959955128205,414.512707065241,413.88810098284847,407.81618539437346,407.95192200613025,413.90635701915073,413.8711987070257,21.81385741880342,149.12838677350427,407.88405370025185,413.88877786308825,0.07840503307993939,-0.08612996009594162,-0.6155993822972334,0.09355744812202442,0.24631667592840234,-0.2705852498913922,-1.9339624969794031,0.2939193917087601,-0.002558102241365909,-0.1196698699960836,-0.3531033975973537,-0.04033230508873372,-0.008036515208606725,-0.3759539844357419,-1.1093070398494422,-0.1267076733691081,,,0.0014851158283076301,,7.1365616474583495,,0.004665628975941171,,7.13656164745835,,0.0008656955190919141,,2.9940841450753655,,0.00271966268302476,,2.9940841450753655,, 2020-09-26 08:15:40,16.0,control,oc,103,409.29395912868324,414.1742995746593,414.1381970569588,21.70673230769231,149.29631538461538,409.431519122672,409.36273912567765,414.1562483158091,23.84847019230769,86.77951134615385,22.257021538461533,397.78578461538467,93.76750153846154,238.88740416666664,87.90601333333332,,,,,,,,1.0,87.90601333333332,,,5.0,0.07725715988542793,3.0,,397.8874853490591,9.831382950750532,0.7774174430997789,0.7275110987275356,0.45704177319197176,0.5658833086015542,9.8196785440712,9.825532490231776,0.7528779049778072,0.03716114983368352,0.6890778581852035,0.017964803687723595,0.4199308285347278,0.0031494466343391253,2.6195575373644044,3.492736584459803,,,,,,,,0.0,3.492736584459803,,,0.0,0.0,,0.3970989800857155,413.91605217143695,413.85892743333125,413.85703629486767,413.84390332082864,19.96490653846154,147.32515384615382,413.88748980238415,413.8504698078482,409.29395912868324,409.431519122672,414.1742995746593,414.1381970569588,21.70673230769231,149.29631538461538,409.36273912567765,414.1562483158091,0.07937561606785187,0.04650587101990598,-0.16922525974543315,0.09972717475538545,0.2493658523129274,0.1461025027449311,-0.5316368328180774,0.3133021595747844,,,,,,,,,,,0.0004088677814983775,,-3.638467998803181,,0.0012844960186448597,,-3.6384679988031805,,,,,,,,,, 2020-09-26 09:03:20,4.0,irrigation,cc,109,235.63520346142286,335.69342696869506,335.7052387871561,32.63897476190476,162.01219047619048,235.9040044818311,235.76960397162696,335.6993328779256,26.306919523809523,279.7283285714285,23.131523095238094,397.48571904761906,93.77742545454545,1198.7183333333332,1118.8039999999999,,,,,,,,1.0,1198.7183333333332,,,5.049999999999999,0.08140169489163362,3.0,,356.31907010057773,3.7462170938725756,0.9807592156126608,0.9864584322772685,0.06169661729941882,0.6888591292163889,3.638311491073215,3.6926584610886017,0.9836129517295124,0.12084155092418315,19.03094879078923,0.030241153023492843,0.2948569701890161,0.00014774055884329544,29.75136525468695,36.83501379971248,,,,,,,,0.0,29.75136525468695,,,0.0,0.0,,0.5165182741418672,382.8295644567365,382.52268107348505,415.8656746627215,415.83733318582904,19.153456004273504,156.1768353846154,382.67612276511073,415.8515039242753,266.44499953963447,266.31993220594325,366.61297304450375,366.5073857256185,33.23078283760684,153.0989754273504,266.3824658727888,366.56017938506113,0.588595965783713,-3.1865890802228827,-6.063905544477038,0.34173974858184347,1.8491287620387018,-10.010964844437662,-19.050321110591476,1.0736070835843423,-0.026206484350823196,-1.3307757085842105,-1.3175340484018534,0.37756734936503195,-0.08233009871296203,-4.180755189663906,-4.13915528731368,1.186162811000555,,,0.01584605148777235,,2.0679178195108636,,0.04978183894239123,,2.067917819510864,,0.004946023921225517,,1.3623748946665588,,0.01553839241540146,,1.3623748946665586,, 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2020-09-26 09:11:20,16.0,control,cc,113,349.99071952485417,411.8546806295698,411.8026497687737,22.055511428571428,149.2957476190476,350.02284578322684,350.00678265404053,411.8286651991717,25.606443333333335,77.96119214285717,23.287122380952383,397.3891595238095,93.78480363636363,253.44336666666666,127.86326666666666,,,,,,,,1.0,127.86326666666666,,,5.0,0.07725715988542793,3.0,,396.6542742168379,6.786105793648122,0.974547161572569,0.887692291883692,0.540297060821969,0.6396481482964107,6.802140572139605,6.794127913342975,0.9321319046140608,0.075383954830146,0.6042266085058163,0.026983475666552997,0.4412578581790525,0.0049339320480245264,14.875703310132886,3.5418346139075285,,,,,,,,0.0,3.5418346139075285,,,0.0,0.0,,0.49287211896599675,374.16567603421845,374.0889711116618,414.94509228926694,414.932998355437,18.978754978632477,154.28186923076925,374.12732357294016,414.939045322352,379.7680671421775,379.7265817143641,411.40920150373665,411.4081341049057,20.321320290598287,149.76597076923073,379.74732442827076,411.4086678043212,0.14006793699701808,-0.08079161747687792,-1.024833276847147,-0.20107296880499256,0.44003640187331,-0.2538143519369964,-3.219608693697352,-0.6316893616332544,0.07905645403721753,0.051281823269752974,-1.298207347185896,-0.00916045588822944,0.24836317522218174,0.16110659924694606,-4.078438664755504,-0.028778420921994983,,,0.002739263379803226,,14.06862948408386,,0.008605649710237362,,14.068629484083862,,0.003418608278913918,,-27.425800958257806,,0.010739874654537209,,-27.425800958257796,, 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09:15:40,16.0,control,oc,115,377.469644412689,411.19395434851515,411.1956142343866,20.213473846153843,149.80253076923074,377.4142213173102,377.44193286499956,411.1947842914509,24.732374807692306,77.17573230769231,22.416364038461538,396.1990923076923,93.79374923076921,168.1059958333333,144.70242499999998,,,,,,,,1.0,144.70242499999998,,,5.0,0.07725715988542793,3.0,,396.3184284262769,6.180187549678011,0.40500348026729205,0.4095948659586662,0.13930760131670955,0.9043609773842339,6.223868450189643,6.202066455402632,0.40730564276002645,0.05262044888597332,0.3625349452652292,0.012672490601236824,0.35259895481760634,0.003549648953392299,16.590488578145116,2.6195447898156,,,,,,,,0.0,2.6195447898156,,,0.0,0.0,,0.21432008141306164,369.4727364720212,369.52071154900756,414.44644350364575,414.443150322308,18.884125256410258,153.25542923076927,369.4967240105144,414.44479691297687,377.469644412689,377.4142213173102,411.19395434851515,411.1956142343866,20.213473846153843,149.80253076923074,377.44193286499956,411.1947842914509,0.060512152467042606,-0.12006839036376235,0.3771964049832548,-0.14493451352689754,0.19010453364336655,-0.37720597309514725,1.1849974548558737,-0.4553252029477119,,,,,,,,,,,-0.001020838292933069,,-3.523667783950947,,-0.003207058081581674,,-3.5236677839509474,,,,,,,,,, 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2020-09-26 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2020-09-26 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2020-09-26 10:11:20,16.0,control,cc,125,365.3168784682778,405.771813598577,405.6273831916789,20.214809999999996,152.78706666666668,365.48565562693403,365.4012670476059,405.69959839512796,27.26410976190477,1223.0798333333332,22.52335238095238,395.73949523809523,93.77132363636365,1054.872333333333,1557.192333333333,,,,,,,,1.0,1557.192333333333,,,5.0,0.07725715988542793,3.0,,393.40694295771027,3.8002423360732283,1.481415786836594,1.464994959773605,0.31151415258379517,1.0265007838932099,3.746482837797079,3.7734583253821263,1.4732282521134923,0.1590842111782014,34.47115333011549,0.06867935293119344,0.6160840821074768,0.004879100885871289,2.1250531979288514,0.7083855372916393,,,,,,,,0.0,0.7083855372916393,,,0.0,0.0,,0.7723309877584495,390.12664513655994,390.2485871641953,412.08830336280477,412.0875573542276,18.464517756410253,147.85485320512822,390.1876161503776,412.08793035851625,378.4637642407178,378.2246060046133,409.1931436765414,409.2085701625191,19.20836150854701,151.44530049145297,378.3441851226655,409.2008569195302,0.07963951185717506,-0.252487909774306,-1.0758975247529308,0.23205043287605173,0.25019490538597844,-0.7932141624672024,-3.3800317597792504,0.7290079351857357,0.045828835657383146,-0.1376149174002956,-0.5606987102804811,0.0668645713305944,0.14397553342380884,-0.4323300135291349,-1.7614869490944316,0.2100612460776261,,,0.0027573851148014954,,4.500354595891862,,0.008662580819778228,,4.500354595891862,,0.0014819805149078563,,4.406700291614162,,0.004655779098397741,,4.406700291614162,, 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10:15:40,16.0,control,oc,127,378.54115081415716,409.0373919475854,409.0538900850683,19.130119230769232,151.57318076923076,378.2876898425471,378.4144203283521,409.04564101632684,28.417541346153843,1483.320903846154,23.09818019230769,395.69084230769226,93.76734846153846,1435.3223333333333,1578.598291666667,,,,,,,,1.0,1578.598291666667,,,5.0,0.07725715988542793,3.0,,395.17975913765855,3.5508406009645417,1.4463969733839153,1.3225294404031447,0.23236763313203657,0.7461002286659663,3.5213681518856137,3.536135081877708,1.3858478136771017,0.059515282433298615,4.3267572430614845,0.025458440269613896,0.3894379767542634,0.0035472849856250715,46.278701105368704,4.365907983025457,,,,,,,,0.0,4.365907983025457,,,0.0,0.0,,0.7284477006833394,386.87012753457356,386.96444967676274,411.8453134400648,411.8400928572687,18.42448092307692,148.01038153846156,386.9172886056681,411.84270314866677,378.54115081415716,378.2876898425471,409.0373919475854,409.0538900850683,19.130119230769232,151.57318076923076,378.4144203283521,409.04564101632684,0.032105723149139245,-0.11169581328802551,-0.36732047765453907,0.16386853808290797,0.1008631039835236,-0.35090274646239816,-1.1539713141125938,0.514808195395763,,,,,,,,,,,0.0009493514207603647,,3.500430713152717,,0.0029824754491357946,,3.500430713152718,,,,,,,,,, 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 17:11:20,16.0,control,cc,209,327.26920289036923,415.1971805437277,415.2095657001573,19.47145294117647,121.05542941176472,327.31623568525293,327.2927192878111,415.2033731219425,24.783258529411768,10.897537647058822,20.242119705882356,400.0489588235294,93.69269555555556,65.28296204081632,0.0,,,,,,,,1.0,0.0,,,5.0,0.07725715988542793,3.0,,398.442277982894,6.671751531282936,0.09564780391998626,0.11406219558647394,0.0969400412474586,5.0747655582259,6.662116290726313,6.666935651644508,0.10525846012725812,0.04678387769055512,0.5763295009750227,0.010795881371874703,0.39325553724459306,0.0018166666666735996,2.823663904821581,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.0538921473491408,297.001735671911,297.2139082801196,413.9888425585908,413.9912091046121,18.9913105534188,128.95959179487178,297.1078219760153,413.9900258316015,387.7117056999316,387.6566441438119,414.80071670989054,414.7948999177479,19.250279169082123,143.7727246980676,387.6841749218717,414.7978083138192,0.02185854342173954,0.06323797102666336,1.3545683290909896,-0.35018533623748743,0.06867063943191043,0.1986679452052898,4.255501911457655,-1.100139679718562,0.010071622901622992,0.0222904327400941,-2.693210753459289,-1.0131187789101677,0.03164093651746551,0.07002745974161703,-8.460971117636733,-3.1828065130380447,,,-0.004559180973701662,,29.846869189997875,,-0.014323089453367504,,29.846869189997882,,0.006946919497041734,,-129.27371197788986,,0.021824391256986014,,-129.27371197788983,, 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2020-09-26 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2020-09-26 18:11:20,16.0,control,cc,221,301.6377980270803,414.71380910236866,414.6904448465956,19.429149523809524,154.65662857142857,301.2109495736874,301.4243738003838,414.7021269744821,22.873854047619048,0.0,20.07049833333333,397.37080714285713,93.72676181818183,0.0,0.0,,,,,,,,0.0,0.0,,,5.0,0.07725715988542793,3.0,,398.17670537042187,3.8340918776697697,0.3210001961572577,0.3369167036000616,0.03407692730810538,1.1158498654132858,3.7469568625285383,3.7907747398165856,0.32905469993431924,0.024844013595786335,0.0,0.010242089060994415,0.4019612982880839,0.002749661136153361,0.0,0.0,,,,,,,,0.0,0.0,,,0.0,0.0,,0.16922711712513047,454.9616390308216,454.6866417610833,414.29134413490567,414.29594172332014,19.041461645299144,160.13010982905982,454.8241403959525,414.2936429291129,284.4454351325811,284.7045477521122,415.2546715688002,415.2701835598034,19.297824219620956,154.46174062430327,284.57499144234663,415.26242756430184,0.01765044242542996,0.025555586454413106,-6.842889434127239,-0.24162229238273547,0.05545050025634038,0.08028524266336305,-21.49757117558135,-0.759078818693127,0.0059804697999671745,-0.022539865672085147,0.7542045024130676,0.009627555837695746,0.018788199988592495,-0.07081107640832347,2.369403324085239,0.030245858691730486,,,0.015045132450907467,,-243.90372502530045,,0.047265677580056294,,-243.9037250253004,,-0.0026502838446570433,,-48.82741179907495,,-0.00832611225630228,,-48.82741179907495,, 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-26 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 07:15:20,16.0,control,cc,89,427.5430160520062,405.3246878852725,405.1776152823277,12.161205666666664,176.87121333333332,427.48895467736037,427.5159853646833,405.2511515838001,24.809078000000003,56.89857116666667,9.749642583333335,397.5432533333333,94.04020799999998,592.6945074999999,271.3421875,27.047759583333338,26.982795833333334,22.718375833333333,22.80549666666667,25.392703749999995,,,1.0,271.3421875,22.718375833333333,22.80549666666667,5.0,0.07725715988542793,2.0,12.295609743927155,391.3760262186441,6.72802922195501,2.568728016471791,2.546180959473149,0.5531515456731315,0.6854540708642375,6.739626130150656,6.733830172557444,2.5574793353017253,0.059763774903277805,1.599955089793035,0.03368745434520145,0.37529432241479893,0.0019211871329990425,2.0112707071497,17.087195679029435,0.026718205945291482,0.03916661991723085,0.0036797645103799283,0.0006386119206383864,0.0004615305154227775,,,0.0,17.087195679029435,0.0036797645103799283,0.0006386119206383864,0.0,0.0,0.6022274002997565,2.0754066689009845,439.2853429290905,439.3893962512215,413.10704224567627,413.11015668040443,10.303766347008548,177.05577833333336,439.337369590156,413.1085994630404,424.53741121126944,424.73512992596943,404.2193148897901,404.1729633602217,12.584160677350429,177.03695175213676,424.6362705686194,404.1961391250059,0.08381789355112035,-0.31629201722626255,-0.49112513717789785,0.006597668769822302,0.26332167861957095,-0.9936606777071226,-1.5429151229513631,0.020727187738092553,-0.019130138304155563,0.039385104052330776,0.12048628357415497,-0.010788709593801673,-0.06009910195849183,0.12373195355167198,0.3785188233349018,-0.03389373080160106,1799.3317534017776,0.008761310557396877,0.0011178769919710063,0.0012813701339577147,1.4600577105135804,0.02752446888293672,0.003511914145593169,0.004025542999370925,1.4600577105135804,-0.0022702018880172013,-0.0002837399721244135,-0.00032426849730632194,2.9119283548354034,-0.007132049573560518,-0.0008913954119558299,-0.0010187195289281423,2.911928354835403,0.06600995230136503,0.27283252385440737 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07:19:40,16.0,control,oc,91,423.71403962160673,403.58313186885766,403.5336817737504,12.73281653846154,177.09109230769232,423.8973095246883,423.8056745731475,403.55840682130406,25.79727096153846,91.1426675,9.861347365384615,396.8470365384615,94.05037999999999,494.9572125000001,87.63137083333335,,,,,,,,1.0,87.63137083333335,,,5.0,0.07725715988542793,2.0,12.917934190088102,389.99683731896505,6.601247554152051,1.1191607127031715,0.9410516725936159,0.17678579601183633,0.488160334253475,6.4284356641024205,6.515414582307958,1.0339484879213066,0.053204549542670364,4.5344639339911454,0.013231168296532625,0.3922193772769967,0.0,5.238057028179702,11.353158160246089,,,,,,,,0.0,11.353158160246089,,,0.0,0.0,0.19247031157180117,0.8256393721257169,438.02257488153236,438.08520522663514,413.14691885501446,413.14934019338483,10.408737102564103,176.90875000000003,438.05389005408375,413.14812952419965,423.71403962160673,423.8973095246883,403.58313186885766,403.5336817737504,12.73281653846154,177.09109230769232,423.8056745731475,403.55840682130406,0.10488639064777176,-0.3849486326030181,-0.5903871867302816,0.02669882722132541,0.329510314320589,-1.209351796195078,-1.854756048605398,0.08387683945797911,,,,,,,,,,,0.0013477501287738596,,1.446479861491405,,0.004234081903430656,,1.446479861491405,,,,,,,,,, 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08:11:40,4.0,irrigation,oc,99,397.31849485087844,406.2556609294093,406.2888062717954,13.830789999999999,169.28279230769232,397.2794185025627,397.29895667672054,406.27223360060236,27.562219807692312,71.7932498076923,10.95269307692308,397.3426173076923,94.0808615384615,481.7718875,88.47707875,,,,,,,,1.0,481.7718875,,,5.049999999999998,0.08140169489163362,2.0,14.113320352366252,392.2079679351018,8.916841874604522,3.792580928111457,3.596533451553558,0.9550841453149561,0.7255808607856828,9.025636864308884,8.971404288712893,3.6958573406192583,0.07349253902922019,1.3645840622259133,0.011740688742737516,0.4114366446835529,0.00204665925414247,34.927429582342064,8.731870780511771,,,,,,,,0.0,34.927429582342064,,,0.0,0.0,1.0398196414702303,3.0089260567074936,419.5175433707367,419.54276174305545,414.29737044277715,414.2947226830815,10.672457846153847,170.69778461538465,419.5301525568961,414.29604656292935,397.31849485087844,397.2794185025627,406.2556609294093,406.2888062717954,13.830789999999999,169.28279230769232,397.29895667672054,406.27223360060236,0.13666848869080364,-0.2868825385214017,-0.8943929133772872,-0.03724757430218248,0.42935672004824843,-0.9012680754620265,-2.809818206088857,-0.11701670579177638,,,,,,,,,,,0.0021318918507436503,,3.078731699792634,,0.006697535776544198,,3.0787316997926335,,,,,,,,,, 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2020-09-27 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2020-09-27 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10:15:20,16.0,control,cc,125,433.4341966799196,410.2038173852548,410.2097322730636,14.310476,173.3972666666667,433.20332008043147,433.3187583801755,410.2067748291592,31.834984000000002,1136.4785166666666,12.735677500000001,397.47858666666673,94.09350666666666,1280.0613466666666,1589.258716666667,31.889792083333333,31.353602083333335,31.373235833333332,31.39889125,27.13376166666667,,,1.0,1589.258716666667,31.373235833333332,31.39889125,5.0,0.07725715988542793,2.0,14.635564310644718,395.4136937527101,4.788393079628677,0.8544390418769424,0.731650484081811,0.2371236493768456,0.5977120401903504,4.775535478522242,4.78196860046469,0.7954176598305873,0.18129973011658093,182.93987458818046,0.02540764959986917,0.41598171522592003,0.0027819768579381864,70.34017239256073,8.032523299236045,0.019957698348749196,0.018232929765238326,0.017337625115037933,0.01818688429656421,0.0004070935828342618,,,0.0,8.032523299236045,0.017337625115037933,0.01818688429656421,0.0,0.0,0.25816136650225124,0.6367399058938511,446.17499961902297,446.0665758336087,413.72690012343406,413.7320504251941,12.802391867521369,173.1844834188034,446.1207877263158,413.7294752743141,435.4352672243051,435.1679766223526,407.8255646024869,407.8511401848721,15.497166288461536,172.84190256410253,435.30162192332887,407.8383523936795,0.0682253073895335,-0.12909890347719435,-0.5413088883749677,0.021318580574830902,0.21433612448386385,-0.40557616675045155,-1.700572027041656,0.06697429611885083,-0.053832486821046924,0.08382008560941401,-0.11198913664686318,0.01549835442277241,-0.16911974512147035,0.26332856517380265,-0.3518242489716488,0.04868951639731269,3378.157350525137,0.00380062723525565,0.0012133684492349804,0.0017824120259941935,3.8885403229244107,0.011940022601312437,0.0038119094062142546,0.005599612526533458,3.888540322924411,-0.003242202527623221,0.00025726790576164726,0.0002383545368405775,-1.25177298551719,-0.010185679642231368,0.0008082309627452223,0.0007488128618881561,-1.2517729855171895,0.06604046471924456,0.2383592344251168 2020-09-27 10:19:40,16.0,control,oc,127,436.71939639535134,407.8405054554581,407.86572605146364,15.583111538461536,173.1098192307692,436.43850676794415,436.57895158164774,407.8531157534609,32.25385057692308,1516.9342884615382,13.093867692307688,397.27374038461534,94.09250846153849,1009.2452125,1226.9602499999999,,,,,,,,1.0,1226.9602499999999,,,5.0,0.07725715988542793,2.0,16.02110864809047,393.496015114588,6.030748664416623,2.1995536914361957,2.138147742163294,0.7449391557419546,0.893683546684948,6.119032326847602,6.075050866880411,2.1690680266912548,0.20947993133627996,30.432659415559883,0.016732732844981623,0.473141392824434,0.0015087845337343406,7.853854038652632,24.446994106944544,,,,,,,,0.0,24.446994106944544,,,0.0,0.0,0.8110304936381278,1.7604213393833232,455.0170777483073,454.87056798088344,413.72707179717503,413.73285991052876,12.900600256410257,173.10262564102564,454.94382286459535,413.7299658538519,436.71939639535134,436.43850676794415,407.8405054554581,407.86572605146364,15.583111538461536,173.1098192307692,436.57895158164774,407.8531157534609,0.12136813946686198,-0.21224969609241667,-0.764969487267511,0.021330413254136947,0.3812892553289551,-0.6668020859706025,-2.4032225214199636,0.06701146957723099,,,,,,,,,,,0.0016814592238022065,,3.2776021829752167,,0.005282459944807808,,3.2776021829752167,,,,,,,,,, 2020-09-27 11:07:20,4.0,irrigation,cc,133,338.2838136596289,367.2562988569517,367.2416128958399,32.64717966666667,177.82545999999996,338.0249198085184,338.1543667340736,367.2489558763958,35.10062066666668,1599.9911666666665,13.384695333333331,398.61596000000003,94.07023666666667,815.64008,131.6595,34.10310583333334,34.0349025,30.948796249999997,30.636270833333334,27.194207083333332,,,1.0,815.64008,34.10310583333334,34.0349025,5.05,0.08140169489163362,2.0,34.599108597239045,360.4131736703386,6.502121971594486,0.3827746339797181,0.3872135206216399,0.060977789087124576,0.9179425977846378,6.415309332141705,6.458861508058375,0.3850004746558842,0.07909238567621256,2.5796607981153135,0.016670463862840955,0.30932611052927955,0.002494670509789711,132.6370813275988,3.0142870467160465,0.0015573696366611002,0.0015969601330867351,0.0013858825407183956,0.0010013813607377602,0.0003083325075074182,,,0.0,132.6370813275988,0.0015573696366611002,0.0015969601330867351,0.0,0.0,0.06638776603847206,0.30498876237109246,410.37200046461317,410.430840660659,412.8531839202684,412.8770811288411,13.140157850427352,164.20603645299144,410.4014205626361,412.8651325245548,403.94788949426294,404.10016641663685,410.0846032001832,410.01330029126603,14.768189963675214,167.98192382478632,404.02402795544987,410.04895174572465,0.846225645426295,-1.6034760195949456,-2.7456430664541567,0.7220102141589838,2.6584962709505295,-5.037468483366884,-8.62569208695213,2.2682619846186567,0.7768823212392431,-1.5137310859638646,-2.506036537567984,0.5519092704968316,2.440647793108992,-4.755526459174576,-7.872945976051178,1.7338741096409482,4078.8334147373344,0.03903304628771197,0.006690140259968015,0.008073997871886104,1.7225861885588378,0.12262593146470627,0.02101769549220082,0.025365212399417,1.7225861885588378,0.037232493964075165,0.0062026918306064575,0.007442576821815432,1.68022398874265,0.11696932951236488,0.019486331087514668,0.023381544667193027,1.68022398874265,0.088066313297696,0.30175018306686757 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11:11:40,4.0,irrigation,oc,135,402.1167953243973,410.12126921959214,410.03771491598866,14.78497076923077,167.57153076923078,402.28833961264274,402.20256746852,410.0794920677904,34.76978326923077,1600.2672692307692,13.408308269230767,398.55627499999997,94.06232999999997,1409.3182083333331,136.680275,,,,,,,,1.0,1409.3182083333331,,,5.049999999999998,0.08140169489163362,2.0,15.152156469818646,395.309988235204,4.0718159971692796,1.409831671242272,1.3963268124018815,0.695440412831598,0.6347783838595676,4.054450095668088,4.063142324178826,1.4030954900273498,0.2141092702941271,3.241734780116222,0.012825170091840022,0.35885247588668734,0.0015143315356946822,9.605150533241929,6.111098401748238,,,,,,,,0.0,9.605150533241929,,,0.0,0.0,0.757140199930758,1.1413766887055536,403.27515800658074,403.2976064099049,412.7844521557646,412.8065447532496,13.123849461538462,164.26320923076923,403.2863822082428,412.79549845450714,402.1167953243973,402.28833961264274,410.12126921959214,410.03771491598866,14.78497076923077,167.57153076923078,402.20256746852,410.0794920677904,0.07205919154060852,-0.08652798586953142,-0.017338201890714854,0.15346770037563034,0.22638062676759546,-0.27183568473764136,-0.05446956768632644,0.48213300006339976,,,,,,,,,,,4.2992282049737106e-05,,0.20510150929870585,,0.0001350642374485144,,0.2051015092987058,,,,,,,,,, -2020-09-27 11:15:20,16.0,control,cc,137,388.216692715474,407.4025872741204,407.49865008013677,15.310822,166.11694000000003,388.4336194132163,388.32515606434515,407.45061867712855,34.58871,1593.1373666666666,13.290508,398.4259266666667,94.06271866666664,1157.0445958333332,126.80393916666668,30.759331250000002,30.39739833333333,30.861781666666666,30.669556249999996,27.224935416666664,,,1.0,126.80393916666668,30.861781666666666,30.669556249999996,5.0,0.07725715988542793,2.0,15.72466145896264,393.1680746523695,7.280342001806327,2.0907978906612383,1.9468222949396823,0.715178015044337,0.5318348269645519,7.44080031961965,7.36100839082925,2.0200931745426614,0.2557387717527114,6.952872881708398,0.033661265716773796,0.47049159227588766,0.003825541729457974,35.170130213321706,2.009187233820834,0.006449162768659341,0.00438507781087165,0.008221913312515748,0.0013716816017814632,0.0005088669785428271,,,0.0,2.009187233820834,0.008221913312515748,0.0013716816017814632,0.0,0.0,0.7786289311142959,1.634284016039097,397.2701374651686,397.26179281311306,412.7262945088768,412.7468601277492,13.110050055555558,164.3115861965812,397.2659651391408,412.7365773183129,388.7440590091757,388.84273486323207,410.1489658120223,410.1003297011314,14.423252647435897,166.05220297008546,388.79339693620386,410.12464775657685,0.09959334972884192,-0.19496797900058227,-0.35973636378817686,0.09699242725222663,0.31288173585452883,-0.6125099705134783,-1.1301451177060418,0.3047106969094377,0.040219426553816495,-0.10292861967066878,-0.005274845368369604,0.009569715462335463,0.12635305499306418,-0.32335979540151094,-0.01657141545809209,0.030064147793417744,3163.2099371572767,0.005923110651981498,0.0009055302879071975,0.0010689527032586997,1.9169582287549232,0.01860800091066453,0.002844807300092302,0.003358213959592481,1.9169582287549232,0.0024891702259618883,1.3567219530827423e-05,1.3641572908699196e-05,0.05405931944798413,0.007819958895416314,4.262267720768739e-05,4.285626523337893e-05,0.05405931944798412,0.06603870952168565,0.2406094376108105 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11:11:40,4.0,irrigation,oc,135,402.1167953243973,410.12126921959214,410.03771491598866,14.78497076923077,167.57153076923078,402.28833961264274,402.20256746852,410.0794920677904,34.76978326923077,1600.2672692307692,13.408308269230767,398.55627499999997,94.06232999999997,1409.3182083333331,136.680275,,,,,,,,1.0,1409.3182083333331,,,5.049999999999998,0.08140169489163362,2.0,15.152156469818646,395.309988235204,4.0718159971692796,1.409831671242272,1.3963268124018815,0.695440412831598,0.6347783838595676,4.054450095668088,4.063142324178826,1.4030954900273498,0.2141092702941271,3.241734780116222,0.012825170091840022,0.35885247588668734,0.0015143315356946822,9.605150533241929,6.111098401748238,,,,,,,,0.0,9.605150533241929,,,0.0,0.0,0.757140199930758,1.1413766887055536,403.27515800658074,403.2976064099049,412.7844521557646,412.8065447532496,13.123849461538462,164.26320923076923,403.2863822082428,412.79549845450714,402.1167953243973,402.28833961264274,410.12126921959214,410.03771491598866,14.78497076923077,167.57153076923078,402.20256746852,410.0794920677904,0.07205919154060852,-0.0865279858695314,-0.017338201890714847,0.15346770037563032,0.22638062676759546,-0.2718356847376413,-0.05446956768632641,0.48213300006339976,,,,,,,,,,,4.2992282049737086e-05,,0.2051015092987058,,0.00013506423744851434,,0.20510150929870577,,,,,,,,,, +2020-09-27 11:15:20,16.0,control,cc,137,388.216692715474,407.4025872741204,407.49865008013677,15.310822,166.11694000000003,388.4336194132163,388.32515606434515,407.45061867712855,34.58871,1593.1373666666666,13.290508,398.4259266666667,94.06271866666664,1157.0445958333332,126.80393916666668,30.759331250000002,30.39739833333333,30.861781666666666,30.669556249999996,27.224935416666664,,,1.0,126.80393916666668,30.861781666666666,30.669556249999996,5.0,0.07725715988542793,2.0,15.72466145896264,393.1680746523695,7.280342001806327,2.0907978906612383,1.9468222949396823,0.715178015044337,0.5318348269645519,7.44080031961965,7.36100839082925,2.0200931745426614,0.2557387717527114,6.952872881708398,0.033661265716773796,0.47049159227588766,0.003825541729457974,35.170130213321706,2.009187233820834,0.006449162768659341,0.00438507781087165,0.008221913312515748,0.0013716816017814632,0.0005088669785428271,,,0.0,2.009187233820834,0.008221913312515748,0.0013716816017814632,0.0,0.0,0.7786289311142959,1.634284016039097,397.2701374651686,397.26179281311306,412.7262945088768,412.7468601277492,13.110050055555558,164.3115861965812,397.2659651391408,412.7365773183129,388.7440590091757,388.84273486323207,410.1489658120223,410.1003297011314,14.423252647435897,166.05220297008546,388.79339693620386,410.12464775657685,0.09959334972884192,-0.19496797900058227,-0.35973636378817686,0.09699242725222663,0.31288173585452883,-0.6125099705134783,-1.1301451177060418,0.3047106969094377,0.040219426553816495,-0.10292861967066878,-0.005274845368369604,0.009569715462335463,0.12635305499306418,-0.32335979540151094,-0.01657141545809209,0.030064147793417744,3163.2099371572767,0.005923110651981498,0.0009055302879071975,0.0010689527032586997,1.9169582287549232,0.01860800091066453,0.002844807300092302,0.003358213959592481,1.9169582287549232,0.0024891702259618887,1.3567219530827423e-05,1.3641572908699196e-05,0.05405931944798413,0.007819958895416314,4.262267720768739e-05,4.285626523337893e-05,0.05405931944798412,0.06603870952168565,0.2406094376108105 2020-09-27 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12:15:20,16.0,control,cc,149,425.36695176400684,410.0433856555357,410.0539898552257,13.066859,165.61471666666662,425.53337576546926,425.450163764738,410.0486877553807,33.141763999999995,76.23234800000002,11.584613833333332,399.66321166666665,94.02927199999999,1251.0469166666662,143.36161416666667,31.77926291666667,31.784532083333332,32.81949083333333,32.30379416666668,27.319417916666666,,,1.0,143.36161416666667,32.81949083333333,32.30379416666668,5.0,0.07725715988542793,2.0,13.28161304948139,395.2848899648215,5.488558163768297,1.0576063793003398,0.9748136056095111,0.44510150854143715,0.8110722813502624,5.563248684030919,5.5260296161638225,1.0170528057132013,0.2672883290194294,1.3120997751844026,0.040813727695708714,0.5088914742178317,0.0019211871329979783,9.042567693199627,8.03858297870654,0.004019080884656062,0.0019044319776254574,0.011189909550157083,0.0012526949467595182,0.00065991332904539,,,0.0,8.03858297870654,0.011189909550157083,0.0012526949467595182,0.0,0.0,0.48459111513864506,0.8243825928965058,433.12762396956055,433.2398116664207,412.85437292319807,412.8571071240915,11.03771608119658,161.8184223076923,433.1837178179906,412.8557400236448,433.61754930488183,433.52759651548865,410.7983230579333,410.7923393887158,11.085358051282054,160.38098905982903,433.5725729101852,410.7953312233245,0.09163406073696223,-0.08753283806104169,-0.3056903608588608,0.18437265672449082,0.2878768920298415,-0.27499252100043364,-0.9603545919474099,0.5792237838884932,0.08948690802686676,0.0034152993255733995,-0.32395215561568147,0.24809312961387794,0.28113141284967014,0.01072947927103157,-1.0177257121968022,0.7794075534010593,3785.696762961141,0.004552020175414555,0.0007056829430216529,0.0008351537579771815,3.328410915456623,0.014300593142074889,0.002216968349560449,0.0026237129106790207,3.3284109154566215,0.004450624634172474,0.0007471693918304845,0.0008979102712410598,-89.87021884103886,0.013982049654602008,0.002347301872361803,0.0028208683117137306,-89.8702188410388,0.06604539643952553,0.23197506278763205 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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16:15:20,16.0,control,cc,197,519.4840819166436,413.1919495711369,413.2109023521434,11.667439000000002,164.00900000000001,519.7605783063706,519.6223301115072,413.20142596164015,32.263850833333336,31.138717999999997,10.769471499999998,400.08373500000005,94.0273346666667,5.433379622222223,60.09808958333334,31.553510416666665,31.664909583333333,31.91235041666667,31.557659583333333,27.193174166666665,,,1.0,60.09808958333334,31.91235041666667,31.557659583333333,5.0,0.07725715988542793,2.0,11.758035875884387,397.85363017539845,4.443299861147836,0.22839582763791252,0.1543670926427303,0.24876714526045224,0.4887124688826566,4.2636619554926325,4.354407360754827,0.19492800385446973,0.04047042943637069,0.40329391263692504,0.024203655436018812,0.40482043042306054,0.004548201947186719,10.067938723375034,3.0145878298374367,0.002178983463724268,0.0012912096144755442,0.0026643973764505055,0.002009002527974832,2.797154638928704e-05,,,0.0,3.0145878298374367,0.0026643973764505055,0.002009002527974832,0.0,0.0,0.27083787859235586,0.15192782535985871,481.30647568397154,481.4755134710007,413.07016193625464,413.0641220645908,10.946541320512821,161.76585598290598,481.3909945774861,413.0671420004227,495.8103621753128,495.2338293648596,412.7803072757054,412.75513798037974,11.85929791880342,163.68285818376071,495.52209577008625,412.7677226280426,0.03255201572152064,0.019443363082810545,1.7231025537717803,0.10544584050145306,0.10226517345026868,0.06108312662203659,5.413286324311237,0.331267877870966,-0.008671360249504587,0.015790169914022073,1.0720327657993716,0.013146318448269391,-0.027241881656474166,0.04960628180082632,3.367890261442853,0.041300377458835094,3594.980638410425,0.0017028070992200874,-0.003579424154546424,-0.0011538814884591436,76.04355785717534,0.005349526273390373,-0.011245092628004903,-0.0036250256072565008,76.04355785717536,-0.00046469564770459335,-0.002163440893858296,0.0005918142050542178,56.55408242347412,-0.0014598844329839012,-0.0067966500186209585,0.0018592391588884147,56.554082423474135,0.06604230852005458,0.2359816130941437 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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2020-09-27 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diff --git a/03_processed_data/1min/laser_202103.csv b/03_processed_data/1min/laser_202103.csv index e615cf6..02063dc 100644 --- a/03_processed_data/1min/laser_202103.csv +++ b/03_processed_data/1min/laser_202103.csv @@ -1,77 +1,77 @@ timestamp,chamber,plot,status,chamber_block,cos.1.pmol_mol,co2.1.umol_mol,co2.2.umol_mol,h2o.mmol_mol,co.nmol_mol,cos.2.pmol_mol,cos.mean.pmol_mol,co2.mean.umol_mol,temp.air.ambient.c,par.ambient.umol_m2_s,h2o.irga.ambient.mmol_mol,co2.irga.ambient.umol_mol,P.irga.kPa,par.ch4.umol_m2_s,par.ch16.umol_m2_s,temp.leaf.ch4.c,temp.air.ch4.c,temp.leaf.ch16.c,temp.air.ch16.c,temp.laserbox.c,pump.flow.ch4.slpm,pump.flow.ch16.slpm,day_night,par.current.chamber.umol_m2_s,temp.leaf.current.chamber.c,temp.air.current.chamber.c,pump.flow.current.chamber.slpm,leaf.area.m2,flag,h2o.calibrated.mmol_mol,co2.calibrated.umol_mol,cos.1.pmol_mol.sd,co2.1.umol_mol.sd,co2.2.umol_mol.sd,h2o.mmol_mol.sd,co.nmol_mol.sd,cos.2.pmol_mol.sd,cos.mean.pmol_mol.sd,co2.mean.umol_mol.sd,temp.air.ambient.c.sd,par.ambient.umol_m2_s.sd,h2o.irga.ambient.mmol_mol.sd,co2.irga.ambient.umol_mol.sd,P.irga.kPa.sd,par.ch4.umol_m2_s.sd,par.ch16.umol_m2_s.sd,temp.leaf.ch4.c.sd,temp.air.ch4.c.sd,temp.leaf.ch16.c.sd,temp.air.ch16.c.sd,temp.laserbox.c.sd,pump.flow.ch4.slpm.sd,pump.flow.ch16.slpm.sd,day_night.sd,par.current.chamber.umol_m2_s.sd,temp.leaf.current.chamber.c.sd,temp.air.current.chamber.c.sd,pump.flow.current.chamber.slpm.sd,flag.sd,h2o.calibrated.mmol_mol.sd,co2.calibrated.umol_mol.sd,cos.1.pmol_mol.ambient,cos.2.pmol_mol.ambient,co2.1.umol_mol.ambient,co2.2.umol_mol.ambient,h2o.mmol_mol.ambient,co.nmol_mol.ambient,cos.mean.pmol_mol.ambient,co2.mean.umol_mol.ambient,cos.1.pmol_mol.oc,cos.2.pmol_mol.oc,co2.1.umol_mol.oc,co2.2.umol_mol.oc,h2o.mmol_mol.oc,co.nmol_mol.oc,cos.mean.pmol_mol.oc,co2.mean.umol_mol.oc,flux.h2o.ch_amb.mmol_m2_s,flux.co2.ch_amb.umol_m2_s,flux.cos.ch_amb.pmol_m2_s,flux.co.ch_amb.nmol_m2_s,flux.h2o.ch_amb.proj_la.mmol_m2_s,flux.co2.ch_amb.proj_la.umol_m2_s,flux.cos.ch_amb.proj_la.pmol_m2_s,flux.co.ch_amb.proj_la.nmol_m2_s,flux.h2o.ch_oc.mmol_m2_s,flux.co2.ch_oc.umol_m2_s,flux.cos.ch_oc.pmol_m2_s,flux.co.ch_oc.nmol_m2_s,flux.h2o.ch_oc.proj_la.mmol_m2_s,flux.co2.ch_oc.proj_la.umol_m2_s,flux.cos.ch_oc.proj_la.pmol_m2_s,flux.co.ch_oc.proj_la.nmol_m2_s,VPD.Pa,cond.stomatal.ch_amb.cos,cond.total.ch_amb.cos,cond.internal.ch_amb.cos,LRU.ch_amb,cond.stomatal.ch_amb.proj_la.cos,cond.total.ch_amb.proj_la.cos,cond.internal.ch_amb.proj_la.cos,LRU.ch_amb.proj_la,cond.stomatal.ch_oc.cos,cond.total.ch_oc.cos,cond.internal.ch_oc.cos,LRU.ch_oc,cond.stomatal.ch_oc.proj_la.cos,cond.total.ch_oc.proj_la.cos,cond.internal.ch_oc.proj_la.cos,LRU.ch_oc.proj_la,cond.biochemical,cond.mesophyll 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00:19:20,16.0,control,cc,5,366.5048524700667,430.19411999365946,430.12978249498036,8.676811066666666,-46.21505166666666,367.08261799652684,366.79373523329673,430.1619512443199,5.863784600000001,0.0,9.049577116666665,407.96603500000003,94.32871999999999,0.0,0.0,5.249958291666667,5.790280624999999,4.811321833333333,4.7485229166666665,19.399896666666663,8.156169250000001,4.999047750000001,0.0,0.0,4.811321833333333,4.7485229166666665,4.999047750000001,0.07725715988542793,,8.805099777773163,408.2170333765978,2.7481970024521076,0.6878329816326602,0.6999230482133235,0.0056460480224013385,0.7929962311128539,2.472670874449232,2.6140665654910435,0.6939043464491003,0.06986943080556102,0.0,0.018905195847868962,0.46627951106566873,0.0,0.0,0.0,0.0012273269058387724,0.00041847585055766946,0.0015635664100122292,0.00032786955683062436,0.00025131358602244587,0.01676441153453266,0.05129336041168752,0.0,0.0,0.0015635664100122292,0.00032786955683062436,0.05129336041168752,,0.0042228795174401495,0.4474887260679411,343.4767482098036,342.9631418869037,441.61350628764677,441.6523242497093,8.161605653846152,-43.15873115384614,343.2199450483537,441.63291526867806,386.1358156203201,385.92780368743536,425.42990509088037,425.433027449012,8.737451999999998,-46.54848153846154,386.03180965387776,425.4314662699462,0.023194275263929594,-0.5019585898159896,1.0605785617415777,-0.13747198148530393,0.07286696477450068,-1.5769494181722057,3.33190581812217,-0.43188096710866286,-0.0027316086846416944,0.21006369232226982,-0.8600737576761078,0.015015476231218607,-0.008581601776152425,0.6599345525855895,-2.7020013986606286,0.04717250981814853,84.90182531644541,0.05153920516595416,-0.003090084294466514,-0.0029152948904449466,-2.71871617117156,0.1619151883212187,-0.009707786118469201,-0.009158669010869706,-2.7187161711715597,-0.016850495254966555,0.002227986751784169,0.0019678022693725527,-4.51222988686402,-0.05293739210235259,0.006999426811700533,0.006182033153178136,-4.51222988686402,0.065940841013833,0.12190666718008385 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00:27:40,16.0,control,oc,7,386.1358156203201,425.42990509088037,425.433027449012,8.737451999999998,-46.54848153846154,385.92780368743536,386.03180965387776,425.4314662699462,5.903985365384615,0.0,9.149665134615383,407.2517807692308,94.33094,0.0,0.0,,,,,,8.230973615384615,4.941792307692307,0.0,0.0,,,4.941792307692307,0.07725715988542793,,8.85045528206143,405.1288145691766,4.234069479448204,0.9760321223439665,1.011070222801001,0.00711312809950675,0.5406234815225263,4.040485807068949,4.138409713520424,0.9937056151804048,0.013489253658047854,0.0,0.029768485766849553,0.5271612886161193,0.0023943683927079595,0.0,0.0,,,,,,0.025372170682977615,0.05946745131852803,0.0,0.0,,,0.05946745131852803,,0.00532016072785026,0.6368987671421991,343.4767482098036,342.9631418869037,441.61350628764677,441.6523242497093,8.161605653846152,-43.15873115384614,343.2199450483537,441.63291526867806,386.1358156203201,385.92780368743536,425.42990509088037,425.433027449012,8.737451999999998,-46.54848153846154,386.03180965387776,425.4314662699462,0.025627380040015045,-0.7038242421169812,1.898538426388577,-0.15073175664864458,0.08051078886446497,-2.2111290684531126,5.964434372900281,-0.47353777935006625,,,,,,,,,,,-0.005531550406026393,,-3.4709158701627154,,-0.017377878118534158,,-3.4709158701627154,,,,,,,,,, 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01:07:20,4.0,irrigation,cc,11,344.96373189150904,431.95749330286395,431.96638658459256,8.428397466666667,-46.606739999999995,344.5203240905767,344.74202799104285,431.9619399437282,4.601593500000002,0.0,8.36556236666667,416.00500666666665,94.32602266666666,0.0,0.0,4.033986166666667,4.129850416666667,4.198924541666667,3.6846324999999998,19.321132916666667,8.922183133333334,4.107294883333334,0.0,0.0,4.033986166666667,4.129850416666667,8.922183133333334,0.04070084744581681,,8.619302437911475,409.3921262021266,3.7856909185827354,0.16422794645768216,0.15769408809295218,0.00708828435413394,0.44715142948408065,3.987602255853622,3.8879575281842196,0.1609941673123208,0.037800000693532246,0.0,0.02039930566555509,0.7128295532755206,0.004908321602381067,0.0,0.0,3.623391086120446e-05,0.00025015169101715994,0.001373854775770415,0.000692747621191717,0.0010003055320302154,0.02047350656249049,0.11903392773655382,0.0,0.0,3.623391086120446e-05,0.00025015169101715994,0.02047350656249049,,0.0053015792097575775,0.10374288190792018,336.200266313461,335.8610448296105,443.15503119459424,443.1612991886529,7.91050717222222,-30.903917670940167,336.03065557153576,443.1581651916236,373.3272266643172,373.82915926412704,428.7235081820864,428.8765148770211,8.481767847222223,-46.35943712393162,373.5781929642221,428.80001152955373,0.07896731337267257,-1.658687753507012,1.3443279068964402,-2.377848085749616,0.24808313156531117,-5.210921261016986,4.2233306763216,-7.470230077543546,-0.008142542530090432,0.47482179622292486,-4.365165225117776,-0.03703267993507188,-0.025580551794074546,1.4916966667782505,-13.713571002935641,-0.11634159522676396,72.35435880605962,0.20589423260821332,-0.004000610910364556,-0.003924358976835226,-1.0688590344591657,0.6468358085784709,-0.012568289845872464,-0.0123287373316747,-1.068859034459166,-0.08316944341522839,0.011684743133643863,0.010245342016341669,-10.55220722865471,-0.26128451243643347,0.03670870318773933,0.03218669121205382,-10.55220722865471,0.0879168539399592,0.12738218599408305 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2021-03-03 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2021-03-03 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2021-03-03 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2021-03-03 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diff --git a/03_processed_data/1min/laser_202104.csv b/03_processed_data/1min/laser_202104.csv index 25cfb55..51ca6e5 100644 --- a/03_processed_data/1min/laser_202104.csv +++ b/03_processed_data/1min/laser_202104.csv @@ -1,193 +1,193 @@ timestamp,chamber,plot,status,chamber_block,cos.1.pmol_mol,co2.1.umol_mol,co2.2.umol_mol,h2o.mmol_mol,co.nmol_mol,cos.2.pmol_mol,cos.mean.pmol_mol,co2.mean.umol_mol,temp.air.ambient.c,par.ambient.umol_m2_s,h2o.irga.ambient.mmol_mol,co2.irga.ambient.umol_mol,P.irga.kPa,par.ch4.umol_m2_s,par.ch16.umol_m2_s,temp.leaf.ch4.c,temp.air.ch4.c,temp.leaf.ch16.c,temp.air.ch16.c,temp.laserbox.c,pump.flow.ch4.slpm,pump.flow.ch16.slpm,day_night,par.current.chamber.umol_m2_s,temp.leaf.current.chamber.c,temp.air.current.chamber.c,pump.flow.current.chamber.slpm,leaf.area.m2,flag,h2o.calibrated.mmol_mol,co2.calibrated.umol_mol,cos.1.pmol_mol.sd,co2.1.umol_mol.sd,co2.2.umol_mol.sd,h2o.mmol_mol.sd,co.nmol_mol.sd,cos.2.pmol_mol.sd,cos.mean.pmol_mol.sd,co2.mean.umol_mol.sd,temp.air.ambient.c.sd,par.ambient.umol_m2_s.sd,h2o.irga.ambient.mmol_mol.sd,co2.irga.ambient.umol_mol.sd,P.irga.kPa.sd,par.ch4.umol_m2_s.sd,par.ch16.umol_m2_s.sd,temp.leaf.ch4.c.sd,temp.air.ch4.c.sd,temp.leaf.ch16.c.sd,temp.air.ch16.c.sd,temp.laserbox.c.sd,pump.flow.ch4.slpm.sd,pump.flow.ch16.slpm.sd,day_night.sd,par.current.chamber.umol_m2_s.sd,temp.leaf.current.chamber.c.sd,temp.air.current.chamber.c.sd,pump.flow.current.chamber.slpm.sd,flag.sd,h2o.calibrated.mmol_mol.sd,co2.calibrated.umol_mol.sd,cos.1.pmol_mol.ambient,cos.2.pmol_mol.ambient,co2.1.umol_mol.ambient,co2.2.umol_mol.ambient,h2o.mmol_mol.ambient,co.nmol_mol.ambient,cos.mean.pmol_mol.ambient,co2.mean.umol_mol.ambient,cos.1.pmol_mol.oc,cos.2.pmol_mol.oc,co2.1.umol_mol.oc,co2.2.umol_mol.oc,h2o.mmol_mol.oc,co.nmol_mol.oc,cos.mean.pmol_mol.oc,co2.mean.umol_mol.oc,flux.h2o.ch_amb.mmol_m2_s,flux.co2.ch_amb.umol_m2_s,flux.cos.ch_amb.pmol_m2_s,flux.co.ch_amb.nmol_m2_s,flux.h2o.ch_amb.proj_la.mmol_m2_s,flux.co2.ch_amb.proj_la.umol_m2_s,flux.cos.ch_amb.proj_la.pmol_m2_s,flux.co.ch_amb.proj_la.nmol_m2_s,flux.h2o.ch_oc.mmol_m2_s,flux.co2.ch_oc.umol_m2_s,flux.cos.ch_oc.pmol_m2_s,flux.co.ch_oc.nmol_m2_s,flux.h2o.ch_oc.proj_la.mmol_m2_s,flux.co2.ch_oc.proj_la.umol_m2_s,flux.cos.ch_oc.proj_la.pmol_m2_s,flux.co.ch_oc.proj_la.nmol_m2_s,VPD.Pa,cond.stomatal.ch_amb.cos,cond.total.ch_amb.cos,cond.internal.ch_amb.cos,LRU.ch_amb,cond.stomatal.ch_amb.proj_la.cos,cond.total.ch_amb.proj_la.cos,cond.internal.ch_amb.proj_la.cos,LRU.ch_amb.proj_la,cond.stomatal.ch_oc.cos,cond.total.ch_oc.cos,cond.internal.ch_oc.cos,LRU.ch_oc,cond.stomatal.ch_oc.proj_la.cos,cond.total.ch_oc.proj_la.cos,cond.internal.ch_oc.proj_la.cos,LRU.ch_oc.proj_la,cond.biochemical,cond.mesophyll 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-01 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2021-04-02 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