Merge pull request #10 from ahuang11/update-data

Update table with new data

nino_ml.csv

@@ -1,61 +1,4 @@
 ,t300_e,t300_e_anom,t300_w,t300_w_anom,t300_c,t300_c_anom,wwv_e,wwv_e_anom,wwv_w,wwv_w_anom,wwv_c,wwv_c_anom,olr,olr_anom,olr_norm,u850_e,u850_e_anom,u850_e_norm,u850_w,u850_w_anom,u850_w_norm,u850_c,u850_c_anom,u850_c_norm,nino1+2,nino1+2_anom,nino3,nino3_anom,nino4,nino4_anom,nino3.4,nino3.4_anom
-1974-06-01,,,,,,,,,,,,,61.0,,1.1,,,,,,,,,,,,,,,,,
-1974-07-01,,,,,,,,,,,,,46.2,,0.0,,,,,,,,,,,,,,,,,
-1974-08-01,,,,,,,,,,,,,66.9,,1.0,,,,,,,,,,,,,,,,,
-1974-09-01,,,,,,,,,,,,,68.5,,0.9,,,,,,,,,,,,,,,,,
-1974-10-01,,,,,,,,,,,,,68.9,,1.1,,,,,,,,,,,,,,,,,
-1974-11-01,,,,,,,,,,,,,63.5,,1.0,,,,,,,,,,,,,,,,,
-1974-12-01,,,,,,,,,,,,,39.0,,0.1,,,,,,,,,,,,,,,,,
-1975-01-01,,,,,,,,,,,,,32.0,-2.8,-0.2,,,,,,,,,,,,,,,,,
-1975-02-01,,,,,,,,,,,,,52.0,17.1,1.1,,,,,,,,,,,,,,,,,
-1975-03-01,,,,,,,,,,,,,54.5,17.5,1.1,,,,,,,,,,,,,,,,,
-1975-04-01,,,,,,,,,,,,,48.7,11.4,0.7,,,,,,,,,,,,,,,,,
-1975-05-01,,,,,,,,,,,,,64.1,21.4,1.4,,,,,,,,,,,,,,,,,
-1975-06-01,,,,,,,,,,,,,59.6,15.9,1.0,,,,,,,,,,,,,,,,,
-1975-07-01,,,,,,,,,,,,,64.7,18.6,1.2,,,,,,,,,,,,,,,,,
-1975-08-01,,,,,,,,,,,,,72.8,22.2,1.4,,,,,,,,,,,,,,,,,
-1975-09-01,,,,,,,,,,,,,74.0,20.1,1.3,,,,,,,,,,,,,,,,,
-1975-10-01,,,,,,,,,,,,,73.3,21.3,1.4,,,,,,,,,,,,,,,,,
-1975-11-01,,,,,,,,,,,,,67.5,19.7,1.3,,,,,,,,,,,,,,,,,
-1975-12-01,,,,,,,,,,,,,67.0,29.9,1.9,,,,,,,,,,,,,,,,,
-1976-01-01,,,,,,,,,,,,,51.5,16.7,1.1,,,,,,,,,,,,,,,,,
-1976-02-01,,,,,,,,,,,,,53.9,19.0,1.2,,,,,,,,,,,,,,,,,
-1976-03-01,,,,,,,,,,,,,41.9,4.9,0.3,,,,,,,,,,,,,,,,,
-1976-04-01,,,,,,,,,,,,,47.6,10.3,0.7,,,,,,,,,,,,,,,,,
-1976-05-01,,,,,,,,,,,,,48.8,6.1,0.4,,,,,,,,,,,,,,,,,
-1976-06-01,,,,,,,,,,,,,38.1,-5.6,-0.4,,,,,,,,,,,,,,,,,
-1976-07-01,,,,,,,,,,,,,37.6,-8.5,-0.5,,,,,,,,,,,,,,,,,
-1976-08-01,,,,,,,,,,,,,40.9,-9.7,-0.6,,,,,,,,,,,,,,,,,
-1976-09-01,,,,,,,,,,,,,48.6,-5.3,-0.3,,,,,,,,,,,,,,,,,
-1976-10-01,,,,,,,,,,,,,43.5,-8.5,-0.5,,,,,,,,,,,,,,,,,
-1976-11-01,,,,,,,,,,,,,51.3,3.5,0.2,,,,,,,,,,,,,,,,,
-1976-12-01,,,,,,,,,,,,,24.5,-12.6,-0.8,,,,,,,,,,,,,,,,,
-1977-01-01,,,,,,,,,,,,,24.4,-10.4,-0.7,,,,,,,,,,,,,,,,,
-1977-02-01,,,,,,,,,,,,,44.4,9.5,0.6,,,,,,,,,,,,,,,,,
-1977-03-01,,,,,,,,,,,,,19.4,-17.6,-1.1,,,,,,,,,,,,,,,,,
-1977-04-01,,,,,,,,,,,,,36.6,-0.7,-0.0,,,,,,,,,,,,,,,,,
-1977-05-01,,,,,,,,,,,,,48.9,6.2,0.4,,,,,,,,,,,,,,,,,
-1977-06-01,,,,,,,,,,,,,50.1,6.4,0.4,,,,,,,,,,,,,,,,,
-1977-07-01,,,,,,,,,,,,,42.8,-3.3,-0.2,,,,,,,,,,,,,,,,,
-1977-08-01,,,,,,,,,,,,,50.0,-0.6,-0.0,,,,,,,,,,,,,,,,,
-1977-09-01,,,,,,,,,,,,,53.7,-0.2,-0.0,,,,,,,,,,,,,,,,,
-1977-10-01,,,,,,,,,,,,,48.5,-3.5,-0.2,,,,,,,,,,,,,,,,,
-1977-11-01,,,,,,,,,,,,,36.5,-11.3,-0.7,,,,,,,,,,,,,,,,,
-1977-12-01,,,,,,,,,,,,,8.0,-29.1,-1.9,,,,,,,,,,,,,,,,,
-1978-01-01,,,,,,,,,,,,,20.3,-14.5,-0.9,,,,,,,,,,,,,,,,,
-1978-02-01,,,,,,,,,,,,,20.7,-14.2,-0.9,,,,,,,,,,,,,,,,,
-1979-01-01,,,,,,,,,,,,,23.4,-11.4,-0.7,11.2,,0.4,-1.6,,-1.4,6.3,,-1.2,,,,,,,,
-1979-02-01,,,,,,,,,,,,,25.4,-9.5,-0.6,9.2,,-0.2,1.2,,-0.4,10.0,,0.4,,,,,,,,
-1979-03-01,,,,,,,,,,,,,32.7,-4.3,-0.3,8.5,,0.4,2.6,,0.1,9.8,,0.6,,,,,,,,
-1979-04-01,,,,,,,,,,,,,42.5,5.2,0.3,6.0,,-0.5,2.1,,-0.2,7.9,,0.1,,,,,,,,
-1979-05-01,,,,,,,,,,,,,43.3,0.6,0.0,6.6,,-0.5,3.4,,0.0,7.8,,0.1,,,,,,,,
-1979-06-01,,,,,,,,,,,,,48.9,5.2,0.3,9.1,,0.6,4.5,,0.4,9.2,,0.5,,,,,,,,
-1979-07-01,,,,,,,,,,,,,54.0,7.9,0.5,7.1,,-1.0,2.6,,-0.4,6.9,,-0.6,,,,,,,,
-1979-08-01,,,,,,,,,,,,,54.1,3.5,0.2,6.1,,-1.4,3.1,,-0.2,6.9,,-0.6,,,,,,,,
-1979-09-01,,,,,,,,,,,,,52.5,-1.4,-0.1,5.8,,-0.8,3.3,,0.1,6.7,,-0.4,,,,,,,,
-1979-10-01,,,,,,,,,,,,,40.8,-11.2,-0.7,5.8,,-0.9,-0.8,,-1.1,5.9,,-0.5,,,,,,,,
-1979-11-01,,,,,,,,,,,,,40.4,-7.4,-0.5,7.7,,-0.4,1.0,,0.2,8.6,,0.5,,,,,,,,
-1979-12-01,,,,,,,,,,,,,29.0,-8.1,-0.5,9.2,,-0.4,-2.5,,-1.1,7.9,,-0.1,,,,,,,,
 1980-01-01,17.45235,0.4779663,20.8761,0.006086349,19.23849,0.2317905,915372000000000.0,88318080000000.0,1690032000000000.0,-11744590000000.0,2605404000000000.0,76573630000000.0,43.8,9.0,0.6,10.1,-0.3,-0.2,0.3,-1.5,-0.6,6.9,-2.4,-1.0,,,,,,,,
 1980-02-01,17.26423,0.4889069,20.98067,0.09880638,19.20306,0.2853947,854449000000000.0,74019400000000.0,1709985000000000.0,-3970160000000.0,2564434000000000.0,70049310000000.0,41.8,6.9,0.4,10.2,0.6,0.3,1.9,-0.3,-0.1,7.5,-1.6,-0.6,,,,,,,,
 1980-03-01,17.01046,0.3906193,21.09053,0.1611519,19.13899,0.2709103,787674800000000.0,52370210000000.0,1726390000000000.0,38520490000.0,2514065000000000.0,52408530000000.0,20.0,-17.0,-1.1,9.1,1.4,0.7,-2.1,-4.4,-1.8,3.8,-4.6,-1.8,,,,,,,,
@@ -578,6 +521,66 @@
 2023-04-01,16.91792,0.3442841,21.78417,0.8683567,19.45659,0.6176872,778512300000000.0,66917940000000.0,1861913000000000.0,145346800000000.0,2640426000000000.0,212264800000000.0,,47.2,9.9,,7.4,0.4,,3.3,0.6,,8.7,1.1,28.18,2.45,28.02,0.44,28.81,0.3,27.99,0.19
 2023-05-01,17.17499,0.5834465,21.58026,0.7609386,19.47318,0.6760445,808986300000000.0,97724200000000.0,1805637000000000.0,117256200000000.0,2614623000000000.0,214980300000000.0,,40.0,-2.7,,8.6,1.1,,2.3,-1.0,,8.7,1.1,26.63,2.02,28.11,0.9,29.12,0.33,28.35,0.47
 2023-06-01,17.38951,0.7668991,21.32178,0.6402473,19.44094,0.7008266,835013800000000.0,111904200000000.0,1749400000000000.0,91101360000000.0,2584414000000000.0,203005400000000.0,,39.6,-4.1,,8.7,0.8,,4.5,0.8,,8.3,0.3,25.81,2.63,27.85,1.21,29.48,0.64,28.59,0.88
-2023-07-01,17.53417,0.8920593,21.08235,0.5061836,19.38522,0.6907501,854834900000000.0,118225100000000.0,1704590000000000.0,64714020000000.0,2559425000000000.0,182939300000000.0,,34.9,-11.2,,11.3,2.3,,3.8,0.3,,9.1,0.7,25.05,3.21,27.47,1.59,29.5,0.71,28.37,1.07
-2023-08-01,17.64135,0.9528885,20.93188,0.358902,19.35799,0.6430111,871747300000000.0,117919600000000.0,1675676000000000.0,35413750000000.0,2547423000000000.0,153333300000000.0,,45.7,-4.9,,8.5,-0.2,,2.9,-0.6,,6.9,-1.4,24.16,3.3,27.17,1.96,29.65,0.95,28.2,1.3
-2023-09-01,17.75179,0.9749947,20.86222,0.1848049,19.37447,0.5627594,889268900000000.0,112503800000000.0,1655257000000000.0,-1086493000000.0,2544526000000000.0,111417400000000.0,,41.3,-12.6,,8.3,1.0,,3.3,0.1,,7.0,-0.7,23.4,2.82,27.08,2.07,29.77,1.1,28.29,1.53
+2023-07-01,17.53554,0.8934288,21.08169,0.5055218,19.38553,0.691061,855010700000000.0,118400900000000.0,1704511000000000.0,64635100000000.0,2559522000000000.0,183036200000000.0,,34.9,-11.2,,11.3,2.3,,3.8,0.3,,9.1,0.7,25.05,3.21,27.47,1.59,29.5,0.71,28.37,1.07
+2023-08-01,17.63642,0.9479542,20.94372,0.3707428,19.3618,0.6468296,871235500000000.0,117407800000000.0,1678575000000000.0,38312580000000.0,2549810000000000.0,155720200000000.0,,45.7,-4.9,,8.5,-0.2,,2.9,-0.6,,6.9,-1.4,24.16,3.3,27.17,1.96,29.65,0.95,28.2,1.3
+2023-09-01,17.72488,0.9480858,20.93849,0.2610779,19.40139,0.5896797,887731900000000.0,110966800000000.0,1673037000000000.0,16693060000000.0,2560768000000000.0,127659800000000.0,,41.3,-12.6,,8.3,1.0,,3.3,0.1,,7.0,-0.7,23.4,2.82,27.08,2.07,29.77,1.1,28.29,1.53
+2023-10-01,17.84099,0.9770546,20.99399,0.148531,19.48588,0.5448208,908403800000000.0,110572600000000.0,1678752000000000.0,-5284286000000.0,2587156000000000.0,105288400000000.0,,43.3,-8.7,,5.3,-2.1,,0.4,-1.5,,5.1,-2.0,23.34,2.46,27.09,2.0,29.93,1.24,28.36,1.59
+2023-11-01,18.00159,1.043398,20.96291,-0.00476265,19.54648,0.496582,936582000000000.0,117758300000000.0,1667894000000000.0,-40229620000000.0,2604476000000000.0,77528720000000.0,,28.9,-18.9,,6.4,-2.1,,-0.5,-1.1,,4.3,-2.9,23.85,2.22,27.28,2.08,30.12,1.44,28.72,1.9
+2023-12-01,18.17222,1.154369,20.78703,-0.161047,19.53634,0.4681282,969462300000000.0,133804900000000.0,1623962000000000.0,-85314430000000.0,2593424000000000.0,48490450000000.0,,16.8,-20.3,,7.2,-2.8,,0.5,0.3,,5.9,-2.3,24.25,1.41,27.33,2.06,29.84,1.39,28.64,1.99
+1975-01-01,,,,,,,,,,,,,32.0,-2.8,-0.2,,,,,,,,,,,,,,,,,
+1976-01-01,,,,,,,,,,,,,51.5,16.7,1.1,,,,,,,,,,,,,,,,,
+1977-01-01,,,,,,,,,,,,,24.4,-10.4,-0.7,,,,,,,,,,,,,,,,,
+1978-01-01,,,,,,,,,,,,,20.3,-14.5,-0.9,,,,,,,,,,,,,,,,,
+1979-01-01,,,,,,,,,,,,,23.4,-11.4,-0.7,11.2,,0.4,-1.6,,-1.4,6.3,,-1.2,,,,,,,,
+1975-02-01,,,,,,,,,,,,,52.0,17.1,1.1,,,,,,,,,,,,,,,,,
+1976-02-01,,,,,,,,,,,,,53.9,19.0,1.2,,,,,,,,,,,,,,,,,
+1977-02-01,,,,,,,,,,,,,44.4,9.5,0.6,,,,,,,,,,,,,,,,,
+1978-02-01,,,,,,,,,,,,,20.7,-14.2,-0.9,,,,,,,,,,,,,,,,,
+1979-02-01,,,,,,,,,,,,,25.4,-9.5,-0.6,9.2,,-0.2,1.2,,-0.4,10.0,,0.4,,,,,,,,
+1975-03-01,,,,,,,,,,,,,54.5,17.5,1.1,,,,,,,,,,,,,,,,,
+1976-03-01,,,,,,,,,,,,,41.9,4.9,0.3,,,,,,,,,,,,,,,,,
+1977-03-01,,,,,,,,,,,,,19.4,-17.6,-1.1,,,,,,,,,,,,,,,,,
+1979-03-01,,,,,,,,,,,,,32.7,-4.3,-0.3,8.5,,0.4,2.6,,0.1,9.8,,0.6,,,,,,,,
+1975-04-01,,,,,,,,,,,,,48.7,11.4,0.7,,,,,,,,,,,,,,,,,
+1976-04-01,,,,,,,,,,,,,47.6,10.3,0.7,,,,,,,,,,,,,,,,,
+1977-04-01,,,,,,,,,,,,,36.6,-0.7,-0.0,,,,,,,,,,,,,,,,,
+1979-04-01,,,,,,,,,,,,,42.5,5.2,0.3,6.0,,-0.5,2.1,,-0.2,7.9,,0.1,,,,,,,,
+1975-05-01,,,,,,,,,,,,,64.1,21.4,1.4,,,,,,,,,,,,,,,,,
+1976-05-01,,,,,,,,,,,,,48.8,6.1,0.4,,,,,,,,,,,,,,,,,
+1977-05-01,,,,,,,,,,,,,48.9,6.2,0.4,,,,,,,,,,,,,,,,,
+1979-05-01,,,,,,,,,,,,,43.3,0.6,0.0,6.6,,-0.5,3.4,,0.0,7.8,,0.1,,,,,,,,
+1974-06-01,,,,,,,,,,,,,61.0,,1.1,,,,,,,,,,,,,,,,,
+1975-06-01,,,,,,,,,,,,,59.6,15.9,1.0,,,,,,,,,,,,,,,,,
+1976-06-01,,,,,,,,,,,,,38.1,-5.6,-0.4,,,,,,,,,,,,,,,,,
+1977-06-01,,,,,,,,,,,,,50.1,6.4,0.4,,,,,,,,,,,,,,,,,
+1979-06-01,,,,,,,,,,,,,48.9,5.2,0.3,9.1,,0.6,4.5,,0.4,9.2,,0.5,,,,,,,,
+1974-07-01,,,,,,,,,,,,,46.2,,0.0,,,,,,,,,,,,,,,,,
+1975-07-01,,,,,,,,,,,,,64.7,18.6,1.2,,,,,,,,,,,,,,,,,
+1976-07-01,,,,,,,,,,,,,37.6,-8.5,-0.5,,,,,,,,,,,,,,,,,
+1977-07-01,,,,,,,,,,,,,42.8,-3.3,-0.2,,,,,,,,,,,,,,,,,
+1979-07-01,,,,,,,,,,,,,54.0,7.9,0.5,7.1,,-1.0,2.6,,-0.4,6.9,,-0.6,,,,,,,,
+1974-08-01,,,,,,,,,,,,,66.9,,1.0,,,,,,,,,,,,,,,,,
+1975-08-01,,,,,,,,,,,,,72.8,22.2,1.4,,,,,,,,,,,,,,,,,
+1976-08-01,,,,,,,,,,,,,40.9,-9.7,-0.6,,,,,,,,,,,,,,,,,
+1977-08-01,,,,,,,,,,,,,50.0,-0.6,-0.0,,,,,,,,,,,,,,,,,
+1979-08-01,,,,,,,,,,,,,54.1,3.5,0.2,6.1,,-1.4,3.1,,-0.2,6.9,,-0.6,,,,,,,,
+1974-09-01,,,,,,,,,,,,,68.5,,0.9,,,,,,,,,,,,,,,,,
+1975-09-01,,,,,,,,,,,,,74.0,20.1,1.3,,,,,,,,,,,,,,,,,
+1976-09-01,,,,,,,,,,,,,48.6,-5.3,-0.3,,,,,,,,,,,,,,,,,
+1977-09-01,,,,,,,,,,,,,53.7,-0.2,-0.0,,,,,,,,,,,,,,,,,
+1979-09-01,,,,,,,,,,,,,52.5,-1.4,-0.1,5.8,,-0.8,3.3,,0.1,6.7,,-0.4,,,,,,,,
+1974-10-01,,,,,,,,,,,,,68.9,,1.1,,,,,,,,,,,,,,,,,
+1975-10-01,,,,,,,,,,,,,73.3,21.3,1.4,,,,,,,,,,,,,,,,,
+1976-10-01,,,,,,,,,,,,,43.5,-8.5,-0.5,,,,,,,,,,,,,,,,,
+1977-10-01,,,,,,,,,,,,,48.5,-3.5,-0.2,,,,,,,,,,,,,,,,,
+1979-10-01,,,,,,,,,,,,,40.8,-11.2,-0.7,5.8,,-0.9,-0.8,,-1.1,5.9,,-0.5,,,,,,,,
+1974-11-01,,,,,,,,,,,,,63.5,,1.0,,,,,,,,,,,,,,,,,
+1975-11-01,,,,,,,,,,,,,67.5,19.7,1.3,,,,,,,,,,,,,,,,,
+1976-11-01,,,,,,,,,,,,,51.3,3.5,0.2,,,,,,,,,,,,,,,,,
+1977-11-01,,,,,,,,,,,,,36.5,-11.3,-0.7,,,,,,,,,,,,,,,,,
+1979-11-01,,,,,,,,,,,,,40.4,-7.4,-0.5,7.7,,-0.4,1.0,,0.2,8.6,,0.5,,,,,,,,
+1974-12-01,,,,,,,,,,,,,39.0,,0.1,,,,,,,,,,,,,,,,,
+1975-12-01,,,,,,,,,,,,,67.0,29.9,1.9,,,,,,,,,,,,,,,,,
+1976-12-01,,,,,,,,,,,,,24.5,-12.6,-0.8,,,,,,,,,,,,,,,,,
+1977-12-01,,,,,,,,,,,,,8.0,-29.1,-1.9,,,,,,,,,,,,,,,,,
+1979-12-01,,,,,,,,,,,,,29.0,-8.1,-0.5,9.2,,-0.4,-2.5,,-1.1,7.9,,-0.1,,,,,,,,

oni.csv

@@ -874,12 +874,15 @@ JAS,2022,26.04,-0.91,below,12,17,la_nina
 ASO,2022,25.75,-1.01,below,13,17,la_nina
 SON,2022,25.72,-0.99,below,14,17,la_nina
 OND,2022,25.76,-0.92,below,15,17,la_nina
-NDJ,2022,25.8,-0.82,below,16,17,la_nina
-DJF,2023,25.96,-0.67,below,17,17,la_nina
+NDJ,2022,25.79,-0.83,below,16,17,la_nina
+DJF,2023,25.96,-0.68,below,17,17,la_nina
 JFM,2023,26.44,-0.43,between,1,4,neutral
-FMA,2023,27.15,-0.14,between,2,4,neutral
+FMA,2023,27.15,-0.15,between,2,4,neutral
 MAM,2023,27.85,0.16,between,3,4,neutral
 AMJ,2023,28.31,0.48,between,4,4,neutral
-MJJ,2023,28.43,0.77,above,1,3,neutral
-JJA,2023,28.36,1.07,above,2,3,neutral
-JAS,2023,28.28,1.32,above,3,3,neutral
+MJJ,2023,28.42,0.77,above,1,6,el_nino
+JJA,2023,28.36,1.07,above,2,6,el_nino
+JAS,2023,28.28,1.32,above,3,6,el_nino
+ASO,2023,28.32,1.56,above,4,6,el_nino
+SON,2023,28.49,1.78,above,5,6,el_nino
+OND,2023,28.61,1.94,above,6,6,el_nino

oni_cpc_table.csv

@@ -72,4 +72,4 @@ year,DJF,JFM,FMA,MAM,AMJ,MJJ,JJA,JAS,ASO,SON,OND,NDJ
 2020,neutral,neutral,neutral,neutral,neutral,neutral,neutral,la_nina,la_nina,la_nina,la_nina,la_nina
 2021,la_nina,la_nina,la_nina,la_nina,neutral,neutral,neutral,neutral,la_nina,la_nina,la_nina,la_nina
 2022,la_nina,la_nina,la_nina,la_nina,la_nina,la_nina,la_nina,la_nina,la_nina,la_nina,la_nina,la_nina
-2023,la_nina,neutral,neutral,neutral,neutral,neutral,neutral,neutral,,,,
+2023,la_nina,neutral,neutral,neutral,neutral,el_nino,el_nino,el_nino,el_nino,el_nino,el_nino,