From d590d04ea5b5dbae38b2cbc4880ce15cfb14bf4f Mon Sep 17 00:00:00 2001 From: Biplov Bhandari Date: Fri, 21 May 2021 19:06:27 -0500 Subject: [PATCH] add stations to the rating curves --- other_exports/2012_2019.csv | 27 - other_exports/2012_2019_stations.csv | 27 + ...e_only.csv => discharge_only_stations.csv} | 0 rating_curves.ipynb | 162715 +++++++++++++-- .../Battambang/Battambang_parameters.json | 5 + rating_curves/Battambang/discharge.csv | 2344 + .../Battambang/merged_Battambang.csv | 2344 + rating_curves/Battambang/stage.csv | 5308 + .../Kompong_Chen/Kompong_Chen_parameters.json | 5 + rating_curves/Kompong_Chen/discharge.csv | 1807 + .../Kompong_Chen/merged_Kompong_Chen.csv | 1773 + rating_curves/Kompong_Chen/stage.csv | 2169 + .../Kompong_Thom/Kompong_Thom_parameters.json | 5 + rating_curves/Kompong_Thom/discharge.csv | 11302 + .../Kompong_Thom/merged_Kompong_Thom.csv | 11302 + rating_curves/Kompong_Thom/stage.csv | 11366 + .../Siempang/Siempang_parameters.json | 5 + rating_curves/Siempang/discharge.csv | 1730 + rating_curves/Siempang/merged_Siempang.csv | 1730 + rating_curves/Siempang/stage.csv | 5406 + .../Sisophon/Sisophon_parameters.json | 5 + rating_curves/Sisophon/discharge.csv | 1400 + rating_curves/Sisophon/merged_Sisophon.csv | 1384 + rating_curves/Sisophon/stage.csv | 2243 + station_selection.ipynb | 4 +- 25 files changed, 214107 insertions(+), 12299 deletions(-) delete mode 100644 other_exports/2012_2019.csv create mode 100644 other_exports/2012_2019_stations.csv rename other_exports/{discharge_only.csv => discharge_only_stations.csv} (100%) create mode 100644 rating_curves/Battambang/Battambang_parameters.json create mode 100644 rating_curves/Battambang/discharge.csv create mode 100644 rating_curves/Battambang/merged_Battambang.csv create mode 100644 rating_curves/Battambang/stage.csv create mode 100644 rating_curves/Kompong_Chen/Kompong_Chen_parameters.json create mode 100644 rating_curves/Kompong_Chen/discharge.csv create mode 100644 rating_curves/Kompong_Chen/merged_Kompong_Chen.csv create mode 100644 rating_curves/Kompong_Chen/stage.csv create mode 100644 rating_curves/Kompong_Thom/Kompong_Thom_parameters.json create mode 100644 rating_curves/Kompong_Thom/discharge.csv create mode 100644 rating_curves/Kompong_Thom/merged_Kompong_Thom.csv create mode 100644 rating_curves/Kompong_Thom/stage.csv create mode 100644 rating_curves/Siempang/Siempang_parameters.json create mode 100644 rating_curves/Siempang/discharge.csv create mode 100644 rating_curves/Siempang/merged_Siempang.csv create mode 100644 rating_curves/Siempang/stage.csv create mode 100644 rating_curves/Sisophon/Sisophon_parameters.json create mode 100644 rating_curves/Sisophon/discharge.csv create mode 100644 rating_curves/Sisophon/merged_Sisophon.csv create mode 100644 rating_curves/Sisophon/stage.csv diff --git a/other_exports/2012_2019.csv b/other_exports/2012_2019.csv deleted file mode 100644 index cdf6624..0000000 --- a/other_exports/2012_2019.csv +++ /dev/null @@ -1,27 +0,0 @@ -,rid,uniqueid,identifier,locationidentifier,country,countrycode,stationname,stationcode,parameter,label,unit,interval,utcoffset,correctedstarttime,starttime,correctedendtime,endtime,river,stationshortname,latitude,longitude -3,28,2c070f6a900b41e7ad19bafef374f52d,Water Level.Telemetry@KH_033401_[Chaktomuk],KH_033401_[Chaktomuk],Cambodia,KH,Chaktomuk,033401,Water Level,Telemetry,m,15 minutes,7,2008-08-01 14:15:00,20080801,2021-03-19 05:30:00,20210319,Bassac,,11.562990188598599,104.935287475586 -37,171,93337ffe7838467289bf5b55401ee6f8,Water Level.Manual@KH_450101_[Lumphat],KH_450101_[Lumphat],Cambodia,KH,Lumphat,450101,Water Level,Manual,m,1-6 times p/day,7,1965-01-01 00:00:00,19650101,2021-03-15 00:00:00,20210315,Sre Pok,,13.500880241394,106.971153259277 -40,179,b5da800e9c8e4346a3b8d9d6daa73e0a,Water Level.Manual@KH_019802_[Kompong Cham],KH_019802_[Kompong Cham],Cambodia,KH,Kompong Cham,019802,Water Level,Manual,m,1-6 times p/day,7,1930-01-01 00:00:00,19300101,2021-03-15 00:00:00,20210315,Mekong,,11.91098617,105.3841017 -158,13,cd94408bcf944bc88033cf05675034fd,Water Level.Manual@KH_020101_[Phnom Penh Port],KH_020101_[Phnom Penh Port],Cambodia,KH,Phnom Penh Port,020101,Water Level,Manual,m,1-6 times p/day,7,1960-01-01 00:00:00,19600101,2021-03-15 00:00:00,20210315,Tonle Sap,,11.57702027,105.9190383 -216,17,53359074bfcf4961866daac9fbee8292,Water Level.Manual@KH_600101_[Kompong Chen],KH_600101_[Kompong Chen],Cambodia,KH,Kompong Chen,600101,Water Level,Manual,m,1-6 times p/day,7,1962-04-01 00:00:00,19620401,2021-03-15 00:00:00,20210315,Stung Staung,,12.93890564,105.57906129999999 -293,70,7f84c4d851a543d1a5eccc53947e0d3c,Water Level.Manual@KH_033401_[Chaktomuk],KH_033401_[Chaktomuk],Cambodia,KH,Chaktomuk,033401,Water Level,Manual,m,1-6 times p/day,7,1960-01-01 00:00:00,19600101,2021-03-15 00:00:00,20210315,Bassac,,11.562990188598599,104.935287475586 -556,140,549c7f63d6dc4392b233b2049bd23d11,Water Level.Manual@KH_620101_[Kg. Thmar],KH_620101_[Kg. Thmar],Cambodia,KH,Kg. Thmar,620101,Water Level,Manual,m,1-6 times p/day,7,1962-04-01 00:00:00,19620401,2021-03-15 00:00:00,20210315,Stung Chinit,,12.50293455,105.12712590000001 -624,124,81e259eb15f64135834fe9e388ee7fbb,Water Level.Manual@KH_020102_[Prek Kdam],KH_020102_[Prek Kdam],Cambodia,KH,Prek Kdam,020102,Water Level,Manual,m,1-6 times p/day,7,1960-01-01 00:00:00,19600101,2021-03-15 00:00:00,20210315,Tonlesap,pre,11.811169624328599,104.806777954102 -636,168,d177b0f2dae547ceb9bc7c23ef2970ae,Water Level.Manual@KH_440102_[Voeun Sai],KH_440102_[Voeun Sai],Cambodia,KH,Voeun Sai,440102,Water Level,Manual,m,1-6 times p/day,7,1965-01-01 00:00:00,19650101,2021-03-12 00:00:00,20210312,Sesan,,13.9685802459717,106.88482666015601 -643,178,80f37a12822e4a0e9cf1cc59cdd1acc5,Water Level.Manual@KH_020103_[Kg. Chhnang],KH_020103_[Kg. Chhnang],Cambodia,KH,Kg. Chhnang,020103,Water Level,Manual,m,1-6 times p/day,7,1920-01-01 00:00:00,19200101,2021-03-15 00:00:00,20210315,Tonle Sap,,12.2529628,105.6820587 -661,174,833308f8dc54454fbd5d5b412debf55a,Water Level.Manual@KH_020106_[Kompong Luong],KH_020106_[Kompong Luong],Cambodia,KH,Kompong Luong,020106,Water Level,Manual,m,1-6 times p/day,7,1923-01-01 00:00:00,19230101,2021-03-15 00:00:00,20210315,Tonlesap,,12.576620101928699,104.20778656005899 -790,1622,aaebd95890ca49b9b5b5a82699159d6d,Water Level.Telemetry@KH_610101_[Kompong Thom],KH_610101_[Kompong Thom],Cambodia,KH,Kompong Thom,610101,Water Level,Telemetry,m,15 minutes,7,2008-07-17 07:45:00,20080717,2021-03-19 05:30:00,20210319,Stung San,,12.714830398559599,104.88791656494101 -805,1649,e821b15baedd4af2a4ecde624b3bc976,Water Level.Telemetry@KH_440102_[Voeun Sai],KH_440102_[Voeun Sai],Cambodia,KH,Voeun Sai,440102,Water Level,Telemetry,m,15 minutes,7,2009-03-21 08:30:00,20090321,2021-03-19 05:30:00,20210319,Sesan,,13.9685802459717,106.88482666015601 -818,1396,5794c0c5c5c045639e0efa1540466828,Water Level.Telemetry@KH_430102_[Siempang],KH_430102_[Siempang],Cambodia,KH,Siempang,430102,Water Level,Telemetry,m,15 minutes,7,2009-03-23 06:00:00,20090323,2021-03-19 05:30:00,20210319,Sekong,,14.115139961242699,106.38794708251999 -824,1661,0c55bc1fb44e4caf881226bbf8a6e62a,Water Level.Manual@KH_019806_[Neak Luong],KH_019806_[Neak Luong],Cambodia,KH,Neak Luong,019806,Water Level,Manual,m,1-6 times p/day,7,1926-01-01 00:00:00,19260101,2021-03-15 00:00:00,20210315,Mekong,,11.26303677,105.2801239 -834,1389,5a7037f272c745d5bcafcc16a5c2f89c,Water Level.Telemetry@KH_020102_[Prek Kdam],KH_020102_[Prek Kdam],Cambodia,KH,Prek Kdam,020102,Water Level,Telemetry,m,15 minutes,7,2010-07-17 13:00:00,20100717,2021-03-19 05:15:00,20210319,Tonlesap,pre,11.811169624328599,104.806777954102 -943,1645,39b735a5de5c440cb0bc789fb9fdd544,Water Level.Telemetry@KH_014901_[Kratie],KH_014901_[Kratie],Cambodia,KH,Kratie,014901,Water Level,Telemetry,m,15 minutes,7,2010-07-20 21:45:00,20100720,2021-03-19 05:15:00,20210319,Mekong,kra,12.4814100265503,106.017616271973 -1021,103,fca7bee14dcf43a59263158f18a88509,Water Level.Manual@KH_014901_[Kratie],KH_014901_[Kratie],Cambodia,KH,Kratie,014901,Water Level,Manual,m,1-6 times p/day,7,1933-01-08 00:00:00,19330108,2021-03-15 00:00:00,20210315,Mekong,kra,12.4814100265503,106.017616271973 -1189,101,64758ae8f24a46759d962ab9a2dea27a,Water Level.Manual@KH_033402_[Koh Khel],KH_033402_[Koh Khel],Cambodia,KH,Koh Khel,033402,Water Level,Manual,m,1-6 times p/day,7,1990-09-05 00:00:00,19900905,2021-03-15 00:00:00,20210315,Bassac,,11.24203528,105.0361553 -1352,1630,000e84564d1b425ebcc2c2292ed14061,Water Level.Manual@KH_014501_[Stung Treng],KH_014501_[Stung Treng],Cambodia,KH,Stung Treng,014501,Water Level,Manual,m,1-6 times p/day,7,1910-01-01 00:00:00,19100101,2021-03-15 00:00:00,20210315,Mekong,str,13.532500267028801,105.95018768310499 -1422,1675,8456239a6baf4221a744886c8cb6efd3,Water Level.Telemetry@KH_550102_[Battambang],KH_550102_[Battambang],Cambodia,KH,Battambang,550102,Water Level,Telemetry,m,15 minutes,7,2009-03-18 11:00:00,20090318,2021-03-19 05:30:00,20210319,Sangker,,13.0920000076294,103.20027923584 -1659,1494,0a723f8802e44a6bb12c08dcf1816a83,Water Level.Telemetry@KH_014501_[Stung Treng],KH_014501_[Stung Treng],Cambodia,KH,Stung Treng,014501,Water Level,Telemetry,m,15 minutes,7,2010-07-20 09:45:00,20100720,2021-03-19 05:00:00,20210319,Mekong,str,13.532500267028801,105.95018768310499 -2611,1642,bbb82ca93f6d4b98b3150a27da44268f,Water Level.Telemetry@KH_020106_[Kompong Luong],KH_020106_[Kompong Luong],Cambodia,KH,Kompong Luong,020106,Water Level,Telemetry,m,15 minutes,7,2010-07-19 09:15:00,20100719,2021-03-19 05:15:00,20210319,Tonlesap,,12.576620101928699,104.20778656005899 -2765,1411,75ba98758e7c4eb3b105f733db150307,Water Level.Manual@KH_570101_[Kompong Kdei],KH_570101_[Kompong Kdei],Cambodia,KH,Kompong Kdei,570101,Water Level,Manual,m,1-6 times p/day,7,1962-04-02 00:00:00,19620402,2021-03-15 00:00:00,20210315,St. Chikreng,,13.12888639,105.33508959999999 -3020,1656,6955b9585cc94524bcff184034e4afd3,Water Level.Telemetry@KH_450101_[Lumphat],KH_450101_[Lumphat],Cambodia,KH,Lumphat,450101,Water Level,Telemetry,m,15 minutes,7,2009-04-01 16:15:00,20090401,2021-03-19 05:15:00,20210319,Sre Pok,,13.500880241394,106.971153259277 -3572,1751,f08efea6bd684203ab33c5a316e2459a,Water Level.Telemetry@KH_530101_[Sisophon],KH_530101_[Sisophon],Cambodia,KH,Sisophon,530101,Water Level,Telemetry,m,15 minutes,7,2009-06-28 02:15:00,20090628,2021-03-19 05:30:00,20210319,Stung Mongkolborey,,13.586649894714402,102.976608276367 diff --git a/other_exports/2012_2019_stations.csv b/other_exports/2012_2019_stations.csv new file mode 100644 index 0000000..6eb0a18 --- /dev/null +++ b/other_exports/2012_2019_stations.csv @@ -0,0 +1,27 @@ +,rid,uniqueid,identifier,locationidentifier,country,countrycode,stationname,stationcode,parameter,label,unit,interval,utcoffset,correctedstarttime,starttime,correctedendtime,endtime,river,stationshortname,latitude,longitude +3,28,2c070f6a900b41e7ad19bafef374f52d,Water Level.Telemetry@KH_033401_[Chaktomuk],KH_033401_[Chaktomuk],Cambodia,KH,Chaktomuk,33401,Water Level,Telemetry,m,15 minutes,7,8/1/08 14:15,20080801,3/19/21 5:30,20210319,Bassac,,11.56299019,104.9352875 +37,171,93337ffe7838467289bf5b55401ee6f8,Water Level.Manual@KH_450101_[Lumphat],KH_450101_[Lumphat],Cambodia,KH,Lumphat,450101,Water Level,Manual,m,1-6 times p/day,7,1/1/65 0:00,19650101,3/15/21 0:00,20210315,Sre Pok,,13.50088024,106.9711533 +40,179,b5da800e9c8e4346a3b8d9d6daa73e0a,Water Level.Manual@KH_019802_[Kompong Cham],KH_019802_[Kompong Cham],Cambodia,KH,Kompong Cham,19802,Water Level,Manual,m,1-6 times p/day,7,1/1/30 0:00,19300101,3/15/21 0:00,20210315,Mekong,,11.91098617,105.3841017 +158,13,cd94408bcf944bc88033cf05675034fd,Water Level.Manual@KH_020101_[Phnom Penh Port],KH_020101_[Phnom Penh Port],Cambodia,KH,Phnom Penh Port,20101,Water Level,Manual,m,1-6 times p/day,7,1/1/60 0:00,19600101,3/15/21 0:00,20210315,Tonle Sap,,11.57702027,105.9190383 +216,17,53359074bfcf4961866daac9fbee8292,Water Level.Manual@KH_600101_[Kompong Chen],KH_600101_[Kompong Chen],Cambodia,KH,Kompong Chen,600101,Water Level,Manual,m,1-6 times p/day,7,4/1/62 0:00,19620401,3/15/21 0:00,20210315,Stung Staung,,12.93890564,105.5790613 +293,70,7f84c4d851a543d1a5eccc53947e0d3c,Water Level.Manual@KH_033401_[Chaktomuk],KH_033401_[Chaktomuk],Cambodia,KH,Chaktomuk,33401,Water Level,Manual,m,1-6 times p/day,7,1/1/60 0:00,19600101,3/15/21 0:00,20210315,Bassac,,11.56299019,104.9352875 +556,140,549c7f63d6dc4392b233b2049bd23d11,Water Level.Manual@KH_620101_[Kg. Thmar],KH_620101_[Kg. Thmar],Cambodia,KH,Kg. Thmar,620101,Water Level,Manual,m,1-6 times p/day,7,4/1/62 0:00,19620401,3/15/21 0:00,20210315,Stung Chinit,,12.50293455,105.1271259 +624,124,81e259eb15f64135834fe9e388ee7fbb,Water Level.Manual@KH_020102_[Prek Kdam],KH_020102_[Prek Kdam],Cambodia,KH,Prek Kdam,20102,Water Level,Manual,m,1-6 times p/day,7,1/1/60 0:00,19600101,3/15/21 0:00,20210315,Tonlesap,pre,11.81116962,104.806778 +636,168,d177b0f2dae547ceb9bc7c23ef2970ae,Water Level.Manual@KH_440102_[Voeun Sai],KH_440102_[Voeun Sai],Cambodia,KH,Voeun Sai,440102,Water Level,Manual,m,1-6 times p/day,7,1/1/65 0:00,19650101,3/12/21 0:00,20210312,Sesan,,13.96858025,106.8848267 +643,178,80f37a12822e4a0e9cf1cc59cdd1acc5,Water Level.Manual@KH_020103_[Kg. Chhnang],KH_020103_[Kg. Chhnang],Cambodia,KH,Kg. Chhnang,20103,Water Level,Manual,m,1-6 times p/day,7,1/1/20 0:00,19200101,3/15/21 0:00,20210315,Tonle Sap,,12.2529628,105.6820587 +661,174,833308f8dc54454fbd5d5b412debf55a,Water Level.Manual@KH_020106_[Kompong Luong],KH_020106_[Kompong Luong],Cambodia,KH,Kompong Luong,20106,Water Level,Manual,m,1-6 times p/day,7,1/1/23 0:00,19230101,3/15/21 0:00,20210315,Tonlesap,,12.5766201,104.2077866 +790,1622,aaebd95890ca49b9b5b5a82699159d6d,Water Level.Telemetry@KH_610101_[Kompong Thom],KH_610101_[Kompong Thom],Cambodia,KH,Kompong Thom,610101,Water Level,Telemetry,m,15 minutes,7,7/17/08 7:45,20080717,3/19/21 5:30,20210319,Stung San,,12.7148304,104.8879166 +805,1649,e821b15baedd4af2a4ecde624b3bc976,Water Level.Telemetry@KH_440102_[Voeun Sai],KH_440102_[Voeun Sai],Cambodia,KH,Voeun Sai,440102,Water Level,Telemetry,m,15 minutes,7,3/21/09 8:30,20090321,3/19/21 5:30,20210319,Sesan,,13.96858025,106.8848267 +818,1396,5794c0c5c5c045639e0efa1540466828,Water Level.Telemetry@KH_430102_[Siempang],KH_430102_[Siempang],Cambodia,KH,Siempang,430102,Water Level,Telemetry,m,15 minutes,7,3/23/09 6:00,20090323,3/19/21 5:30,20210319,Sekong,,14.11513996,106.3879471 +824,1661,0c55bc1fb44e4caf881226bbf8a6e62a,Water Level.Manual@KH_019806_[Neak Luong],KH_019806_[Neak Luong],Cambodia,KH,Neak Luong,19806,Water Level,Manual,m,1-6 times p/day,7,1/1/26 0:00,19260101,3/15/21 0:00,20210315,Mekong,,11.26303677,105.2801239 +834,1389,5a7037f272c745d5bcafcc16a5c2f89c,Water Level.Telemetry@KH_020102_[Prek Kdam],KH_020102_[Prek Kdam],Cambodia,KH,Prek Kdam,20102,Water Level,Telemetry,m,15 minutes,7,7/17/10 13:00,20100717,3/19/21 5:15,20210319,Tonlesap,pre,11.81116962,104.806778 +943,1645,39b735a5de5c440cb0bc789fb9fdd544,Water Level.Telemetry@KH_014901_[Kratie],KH_014901_[Kratie],Cambodia,KH,Kratie,14901,Water Level,Telemetry,m,15 minutes,7,7/20/10 21:45,20100720,3/19/21 5:15,20210319,Mekong,kra,12.48141003,106.0176163 +1021,103,fca7bee14dcf43a59263158f18a88509,Water Level.Manual@KH_014901_[Kratie],KH_014901_[Kratie],Cambodia,KH,Kratie,14901,Water Level,Manual,m,1-6 times p/day,7,1/8/33 0:00,19330108,3/15/21 0:00,20210315,Mekong,kra,12.48141003,106.0176163 +1189,101,64758ae8f24a46759d962ab9a2dea27a,Water Level.Manual@KH_033402_[Koh Khel],KH_033402_[Koh Khel],Cambodia,KH,Koh Khel,33402,Water Level,Manual,m,1-6 times p/day,7,9/5/90 0:00,19900905,3/15/21 0:00,20210315,Bassac,,11.24203528,105.0361553 +1352,1630,000e84564d1b425ebcc2c2292ed14061,Water Level.Manual@KH_014501_[Stung Treng],KH_014501_[Stung Treng],Cambodia,KH,Stung Treng,14501,Water Level,Manual,m,1-6 times p/day,7,1/1/10 0:00,19100101,3/15/21 0:00,20210315,Mekong,str,13.53250027,105.9501877 +1422,1675,8456239a6baf4221a744886c8cb6efd3,Water Level.Telemetry@KH_550102_[Battambang],KH_550102_[Battambang],Cambodia,KH,Battambang,550102,Water Level,Telemetry,m,15 minutes,7,3/18/09 11:00,20090318,3/19/21 5:30,20210319,Sangker,,13.09200001,103.2002792 +1659,1494,0a723f8802e44a6bb12c08dcf1816a83,Water Level.Telemetry@KH_014501_[Stung Treng],KH_014501_[Stung Treng],Cambodia,KH,Stung Treng,14501,Water Level,Telemetry,m,15 minutes,7,7/20/10 9:45,20100720,3/19/21 5:00,20210319,Mekong,str,13.53250027,105.9501877 +2611,1642,bbb82ca93f6d4b98b3150a27da44268f,Water Level.Telemetry@KH_020106_[Kompong Luong],KH_020106_[Kompong Luong],Cambodia,KH,Kompong Luong,20106,Water Level,Telemetry,m,15 minutes,7,7/19/10 9:15,20100719,3/19/21 5:15,20210319,Tonlesap,,12.5766201,104.2077866 +2765,1411,75ba98758e7c4eb3b105f733db150307,Water Level.Manual@KH_570101_[Kompong Kdei],KH_570101_[Kompong Kdei],Cambodia,KH,Kompong Kdei,570101,Water Level,Manual,m,1-6 times p/day,7,4/2/62 0:00,19620402,3/15/21 0:00,20210315,St. Chikreng,,13.12888639,105.3350896 +3020,1656,6955b9585cc94524bcff184034e4afd3,Water Level.Telemetry@KH_450101_[Lumphat],KH_450101_[Lumphat],Cambodia,KH,Lumphat,450101,Water Level,Telemetry,m,15 minutes,7,4/1/09 16:15,20090401,3/19/21 5:15,20210319,Sre Pok,,13.50088024,106.9711533 +3572,1751,f08efea6bd684203ab33c5a316e2459a,Water Level.Telemetry@KH_530101_[Sisophon],KH_530101_[Sisophon],Cambodia,KH,Sisophon,530101,Water Level,Telemetry,m,15 minutes,7,6/28/09 2:15,20090628,3/19/21 5:30,20210319,Stung Mongkolborey,,13.58664989,102.9766083 \ No newline at end of file diff --git a/other_exports/discharge_only.csv b/other_exports/discharge_only_stations.csv similarity index 100% rename from other_exports/discharge_only.csv rename to other_exports/discharge_only_stations.csv diff --git a/rating_curves.ipynb b/rating_curves.ipynb index 414ba82..e0db4c3 100644 --- a/rating_curves.ipynb +++ b/rating_curves.ipynb @@ -53,10 +53,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ + "# stations with no discharge to calculate rating curves\n", + "# Kg. Chhnang, Kompong Luong, \n", "date_tail = 'T00:00:00.000Z'\n", "stations = [\n", " {\n", @@ -161,6 +163,48 @@ " 'start_date': '1923-12-31',\n", " 'end_date': '2021-05-16',\n", " },\n", + " {\n", + " 'name': 'Kompong_Chen',\n", + " 'discharge_id': '0ef0b44545814f8fad8905bae66a4f11',\n", + " 'stage_id': '53359074bfcf4961866daac9fbee8292',\n", + " 'start_date': '1962-04-23',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Kompong_Cham',\n", + " 'discharge_id': '30f15c16035f4bcfbac36fc545fb132a',\n", + " 'stage_id': 'b5da800e9c8e4346a3b8d9d6daa73e0a',\n", + " 'start_date': '1959-12-31',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Kompong_Thom',\n", + " 'discharge_id': '6b283ac2d44e476eba80325fba62b0b7',\n", + " 'stage_id': ['dae00e365f134b4bbfa6bf4162eb815c', 'aaebd95890ca49b9b5b5a82699159d6d'],\n", + " 'start_date': '1960-12-31',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Siempang',\n", + " 'discharge_id': '3f588063c8bd4f06a477251701ec6ab0',\n", + " 'stage_id': ['6a49fa1f6cb247d39b9e6c405205bfa3', '5794c0c5c5c045639e0efa1540466828'],\n", + " 'start_date': '1964-12-31',\n", + " 'end_date': '2012-12-30',\n", + " },\n", + " {\n", + " 'name': 'Battambang',\n", + " 'discharge_id': '09cc6bff5c604eafb79eaf233ab63bf1',\n", + " 'stage_id': ['cba718574b1f4244a4ae2ef58806732d', '8456239a6baf4221a744886c8cb6efd3'],\n", + " 'start_date': '1962-04-02',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Sisophon',\n", + " 'discharge_id': '298b8492ba45480888b8043d2c9fa17f',\n", + " 'stage_id': ['2a8a001888a84456916ff7a89be300e7', 'f08efea6bd684203ab33c5a316e2459a'],\n", + " 'start_date': '1962-04-01',\n", + " 'end_date': '2002-12-16',\n", + " },\n", "]" ] }, @@ -236,7 +280,13 @@ "station Kompong_Cham\n", "station Phnom_Penh_Port\n", "station Voeun_Sai\n", - "station Kratie\n" + "station Kratie\n", + "station Kompong_Chen\n", + "station Kompong_Cham\n", + "station Kompong_Thom\n", + "station Siempang\n", + "station Battambang\n", + "station Sisophon\n" ] } ], @@ -261,38 +311,28 @@ " else:\n", " df = _df\n", " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", - "# df.to_csv(f'{BASE_DIR}/rating_curves/{name}/discharge.csv', encoding='utf-8', index=False)\n", + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/discharge.csv', encoding='utf-8', index=False)\n", " else:\n", " df = get_data(f'{base_url}/{discharge_id}', request_param, headers, cols[1])\n", " df = df.groupby(df.datetime.dt.date).mean()\n", " df['datetime'] = df.index\n", " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", - "# df.to_csv(f'{BASE_DIR}/rating_curves/{name}/discharge.csv', encoding='utf-8', index=False)" + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/discharge.csv', encoding='utf-8', index=False)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "station Neak_Luong\n", - "station Stung_Treng\n", - "station Chaktomuk\n", - "station Chaktomuk_Seasonal\n", - "station Kompong_Kdei\n", - "station Prek_Kdam\n", - "station Prek_Kdam_Seasonal\n", - "station Kg._Thmar\n", - "station Koh_Khel\n", - "station Lumphat\n", - "station Kompong_Cham\n", - "station Phnom_Penh_Port\n", - "station Voeun_Sai\n", - "station Kratie\n" + "station Kompong_Thom\n", + "station Siempang\n", + "station Battambang\n", + "station Sisophon\n" ] } ], @@ -310,25 +350,26 @@ " if isinstance(stage_id, list):\n", " for _id in stage_id:\n", " _df = get_data(f'{base_url}/{_id}', request_param, headers, cols[1])\n", - " _df = _df.groupby(_df.datetime.dt.date).mean()\n", - " _df['datetime'] = _df.index\n", - " if not df.empty and not _df.empty:\n", - " df.loc[df.datetime.isin(_df.datetime), cols] = _df[cols]\n", - " else:\n", - " df = _df\n", + " if not _df.empty:\n", + " _df = _df.groupby(_df.datetime.dt.date).mean()\n", + " _df['datetime'] = _df.index\n", + " if not df.empty:\n", + " df.loc[df.datetime.isin(_df.datetime), cols] = _df[cols]\n", + " else:\n", + " df = _df\n", " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", - "# df.to_csv(f'{BASE_DIR}/rating_curves/{name}/stage.csv', encoding='utf-8', index=False)\n", + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/stage.csv', encoding='utf-8', index=False)\n", " else:\n", " df = get_data(f'{base_url}/{stage_id}', request_param, headers, cols[1])\n", " df = df.groupby(df.datetime.dt.date).mean()\n", " df['datetime'] = df.index\n", " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", - "# df.to_csv(f'{BASE_DIR}/rating_curves/{name}/stage.csv', encoding='utf-8', index=False)" + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/stage.csv', encoding='utf-8', index=False)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -348,11 +389,18 @@ "station: Kompong_Cham\n", "station: Phnom_Penh_Port\n", "station: Voeun_Sai\n", - "station: Kratie\n" + "station: Kratie\n", + "station: Kompong_Chen\n", + "station: Kompong_Cham\n", + "station: Kompong_Thom\n", + "station: Siempang\n", + "station: Battambang\n", + "station: Sisophon\n" ] } ], "source": [ + "np.seterr(divide='raise')\n", "# combine both\n", "dfs = []\n", "for station in stations:\n", @@ -360,12 +408,17 @@ " print(f'station: {name}')\n", "\n", " df_stage = pd.read_csv(f'{BASE_DIR}/rating_curves/{name}/stage.csv')\n", + " # to avoid inf problem with log\n", + " df_stage[df_stage.stage == 0.0] = 0.01\n", " df_stage['datetime'] = pd.to_datetime(df_stage['datetime'])\n", "\n", " df_discharge = pd.read_csv(f'{BASE_DIR}/rating_curves/{name}/discharge.csv')\n", + " # to avoid inf problem with log\n", + " df_discharge[df_discharge.discharge == 0.0] = 0.01\n", " df_discharge['datetime'] = pd.to_datetime(df_discharge['datetime'])\n", "\n", " df = pd.merge(df_stage, df_discharge, how='inner', on='datetime')\n", + " \n", " df['log_stage'] = np.log10(df.stage)\n", " df['log_discharge'] = np.log10(df.discharge)\n", "\n", @@ -383,93 +436,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "application/vnd.plotly.v1+json": { @@ -287348,12122 +287319,80852 @@ 3.6749459034140353 ], "yaxis": "y16" - } - ], - "layout": { - "annotations": [ - { - "font": { - "size": 16 - }, - "showarrow": false, - "text": "Neak_Luong", - "x": 0.5, - "xanchor": "center", - "xref": "paper", - "y": 1, - "yanchor": "bottom", - "yref": "paper" - }, - { - "font": { - "size": 16 - }, - "showarrow": false, - "text": "Stung_Treng", - "x": 0.5, - "xanchor": "center", - "xref": "paper", - "y": 0.935546875, - "yanchor": "bottom", - "yref": "paper" - }, - { - "font": { - "size": 16 - }, - "showarrow": false, - "text": "Chaktomuk", - "x": 0.5, - "xanchor": "center", - "xref": "paper", - "y": 0.87109375, - "yanchor": "bottom", - "yref": "paper" - }, - { - "font": { - "size": 16 - }, - "showarrow": false, - 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LinearRegression(normalize=True).fit(x_b, y_b)\n", + " r_2 = b_fitted.score(x_b, y_b)\n", + " # slope\n", + " m = b_fitted.coef_[0][0]\n", + " # y-intercept\n", + " c = b_fitted.intercept_[0]\n", + " return { 'm': m, 'c': c, 'x': x_b, 'y': y_b , 'fitted': b_fitted, 'r_2': r_2}" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "markers+text", + "name": "Neak_Luong", + "type": "scattergl", + "x": [ + 0.5327543789924978, + 0.5237464668115644, + 0.5145477526602861, + 0.5092025223311029, + 0.5065050324048721, + 0.5037906830571811, + 0.5024271199844327, + 0.4899584794248346, + 0.4899584794248346, + 0.4899584794248346, + 0.48429983934678583, + 0.4756711883244297, + 0.4727564493172124, + 0.4727564493172124, + 0.46982201597816303, + 0.46834733041215726, + 0.44560420327359757, + 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