diff --git a/catalog/conus404-daily/collection.json b/catalog/conus404-daily/collection.json
index 72f29e6c592c0ebc14de73b3e7ed817b4cabc5fd..f317d294bed23adc764eb0c06d325d44a969e717 100644
--- a/catalog/conus404-daily/collection.json
+++ b/catalog/conus404-daily/collection.json
@@ -75,13 +75,30 @@
}
},
"cube:variables": {
+ "lat": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data",
+ "unit": "degree_north"
+ },
+ "lon": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data",
+ "unit": "degree_east"
+ },
"ACDEWC": {
"dimensions": [
"time",
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACDRIPR": {
"dimensions": [
@@ -89,7 +106,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACDRIPS": {
"dimensions": [
@@ -97,7 +115,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACECAN": {
"dimensions": [
@@ -105,7 +124,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACEDIR": {
"dimensions": [
@@ -113,7 +133,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACETLSM": {
"dimensions": [
@@ -121,7 +142,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACETRAN": {
"dimensions": [
@@ -129,7 +151,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACEVAC": {
"dimensions": [
@@ -137,7 +160,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACEVB": {
"dimensions": [
@@ -145,7 +169,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACEVC": {
"dimensions": [
@@ -153,7 +178,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACEVG": {
"dimensions": [
@@ -161,7 +187,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACFROC": {
"dimensions": [
@@ -169,7 +196,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACFRZC": {
"dimensions": [
@@ -177,7 +205,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACGHB": {
"dimensions": [
@@ -185,7 +214,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACGHFLSM": {
"dimensions": [
@@ -193,7 +223,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACGHV": {
"dimensions": [
@@ -201,7 +232,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACINTR": {
"dimensions": [
@@ -209,7 +241,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACINTS": {
"dimensions": [
@@ -217,7 +250,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACLHFLSM": {
"dimensions": [
@@ -225,7 +259,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACLWDNB": {
"dimensions": [
@@ -233,7 +268,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "J m-2"
},
"ACLWUPB": {
"dimensions": [
@@ -241,7 +277,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "J m-2"
},
"ACMELTC": {
"dimensions": [
@@ -249,7 +286,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACPONDING": {
"dimensions": [
@@ -257,7 +295,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACQLAT": {
"dimensions": [
@@ -265,7 +304,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACQRF": {
"dimensions": [
@@ -273,7 +313,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACRAINLSM": {
"dimensions": [
@@ -281,7 +322,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACRAINSNOW": {
"dimensions": [
@@ -289,7 +331,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACRUNSB": {
"dimensions": [
@@ -297,7 +340,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACRUNSF": {
"dimensions": [
@@ -305,7 +349,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACSHFLSM": {
"dimensions": [
@@ -313,7 +358,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACSNBOT": {
"dimensions": [
@@ -321,7 +367,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACSNFRO": {
"dimensions": [
@@ -329,7 +376,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACSNOM": {
"dimensions": [
@@ -337,7 +385,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kg m-2"
},
"ACSNOWLSM": {
"dimensions": [
@@ -345,7 +394,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACSNSUB": {
"dimensions": [
@@ -353,7 +403,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACSUBC": {
"dimensions": [
@@ -361,7 +412,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACSWDNB": {
"dimensions": [
@@ -369,7 +421,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "J m-2"
},
"ACSWDNLSM": {
"dimensions": [
@@ -377,7 +430,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACSWDNT": {
"dimensions": [
@@ -385,7 +439,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "J m-2"
},
"ACSWUPB": {
"dimensions": [
@@ -393,7 +448,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "J m-2"
},
"ACSWUPLSM": {
"dimensions": [
@@ -401,7 +457,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ACTHROR": {
"dimensions": [
@@ -409,7 +466,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACTHROS": {
"dimensions": [
@@ -417,7 +475,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"ACTR": {
"dimensions": [
@@ -425,7 +484,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"ALBEDO": {
"dimensions": [
@@ -433,67 +493,78 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "1"
},
"BF": {
"dimensions": [
"bottom_top_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "Dimensionless"
},
"BH": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": "Dimensionless"
},
"C1F": {
"dimensions": [
"bottom_top_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "Dimensionless"
},
"C1H": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": "Dimensionless"
},
"C2F": {
"dimensions": [
"bottom_top_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"C2H": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"C3F": {
"dimensions": [
"bottom_top_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "Dimensionless"
},
"C3H": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": "Dimensionless"
},
"C4F": {
"dimensions": [
"bottom_top_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"C4H": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"CANWAT": {
"dimensions": [
@@ -501,66 +572,78 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kg m-2"
},
"CF1": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"CF2": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"CF3": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"CFN": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"CFN1": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"CLAT": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "degree_north"
},
"COSALPHA": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"DN": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"DNW": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"DZS": {
"dimensions": [
"soil_layers_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"E": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "s-1"
},
"E2": {
"dimensions": [
@@ -568,7 +651,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"ES2": {
"dimensions": [
@@ -576,26 +660,30 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"F": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "s-1"
},
"FNM": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"FNP": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"GRAUPEL_ACC_NC": {
"dimensions": [
@@ -603,127 +691,178 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"HGT": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"ISLTYP": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"IVGTYP": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"LAKEMASK": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"LANDMASK": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"LU_INDEX": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAPFAC_M": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAPFAC_MX": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAPFAC_MY": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
+ },
+ "lat_u": {
+ "dimensions": [
+ "y",
+ "x_stag"
+ ],
+ "type": "data",
+ "unit": "degree_north"
+ },
+ "lon_u": {
+ "dimensions": [
+ "y",
+ "x_stag"
+ ],
+ "type": "data",
+ "unit": "degree_east"
},
"MAPFAC_U": {
"dimensions": [
"y",
"x_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAPFAC_UX": {
"dimensions": [
"y",
"x_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAPFAC_UY": {
"dimensions": [
"y",
"x_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
+ },
+ "lat_v": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data",
+ "unit": "degree_north"
+ },
+ "lon_v": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data",
+ "unit": "degree_east"
},
"MAPFAC_V": {
"dimensions": [
"y_stag",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAPFAC_VX": {
"dimensions": [
"y_stag",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAPFAC_VY": {
"dimensions": [
"y_stag",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAX_MSTFX": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MAX_MSTFY": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MF_VX_INV": {
"dimensions": [
"y_stag",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"MLCAPE": {
"dimensions": [
@@ -731,18 +870,21 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "J kg-1"
},
"MUB": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"P00": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"PB": {
"dimensions": [
@@ -750,7 +892,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"PBLH": {
"dimensions": [
@@ -758,7 +901,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"PHB": {
"dimensions": [
@@ -766,7 +910,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m2 s-2"
},
"PREC_ACC_NC": {
"dimensions": [
@@ -774,7 +919,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"PSFC": {
"dimensions": [
@@ -782,7 +928,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"PWAT": {
"dimensions": [
@@ -790,15 +937,18 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "meters"
},
"P_STRAT": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"P_TOP": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "Pa"
},
"Q2": {
"dimensions": [
@@ -806,7 +956,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kg kg-1"
},
"QRFS": {
"dimensions": [
@@ -814,7 +965,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"QSLAT": {
"dimensions": [
@@ -822,7 +974,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"QSPRINGS": {
"dimensions": [
@@ -830,7 +983,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"QVAPOR": {
"dimensions": [
@@ -838,27 +992,32 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kg kg-1"
},
"RDN": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"RDNW": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"RDX": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "m-1"
},
"RDY": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "m-1"
},
"RECH": {
"dimensions": [
@@ -866,7 +1025,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"RH2": {
"dimensions": [
@@ -874,7 +1034,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": null
},
"SH2": {
"dimensions": [
@@ -882,7 +1043,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kg kg-1"
},
"SH2O": {
"dimensions": [
@@ -891,28 +1053,32 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m3 m-3"
},
"SHDMAX": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "1"
},
"SHDMIN": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "1"
},
"SINALPHA": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"SMCWTD": {
"dimensions": [
@@ -920,7 +1086,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m3 m-3"
},
"SMOIS": {
"dimensions": [
@@ -929,7 +1096,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m3 m-3"
},
"SNICE": {
"dimensions": [
@@ -938,7 +1106,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"SNLIQ": {
"dimensions": [
@@ -947,14 +1116,16 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"SNOALB": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "1"
},
"SNOW": {
"dimensions": [
@@ -962,7 +1133,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kg m-2"
},
"SNOWC": {
"dimensions": [
@@ -970,7 +1142,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"SNOWENERGY": {
"dimensions": [
@@ -978,7 +1151,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"SNOWH": {
"dimensions": [
@@ -986,7 +1160,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"SNOW_ACC_NC": {
"dimensions": [
@@ -994,7 +1169,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "mm"
},
"SOILENERGY": {
"dimensions": [
@@ -1002,7 +1178,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "kJ m-2"
},
"SR": {
"dimensions": [
@@ -1010,11 +1187,13 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "1"
},
"T00": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"T2": {
"dimensions": [
@@ -1022,7 +1201,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TD2": {
"dimensions": [
@@ -1030,11 +1210,13 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TISO": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TK": {
"dimensions": [
@@ -1042,15 +1224,18 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TLP": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"TLP_STRAT": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TRAD": {
"dimensions": [
@@ -1058,7 +1243,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TSK": {
"dimensions": [
@@ -1066,7 +1252,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TSLB": {
"dimensions": [
@@ -1075,7 +1262,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TSNO": {
"dimensions": [
@@ -1084,7 +1272,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"TV": {
"dimensions": [
@@ -1092,7 +1281,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "K"
},
"U": {
"dimensions": [
@@ -1100,7 +1290,8 @@
"y",
"x_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "m s-1"
},
"U10": {
"dimensions": [
@@ -1108,7 +1299,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m s-1"
},
"V": {
"dimensions": [
@@ -1116,7 +1308,8 @@
"y_stag",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m s-1"
},
"V10": {
"dimensions": [
@@ -1124,28 +1317,32 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m s-1"
},
"VAR": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"VAR_SSO": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m2"
},
"XLAND": {
"dimensions": [
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"Z": {
"dimensions": [
@@ -1153,29 +1350,34 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "meters MSL"
},
"ZETATOP": {
"dimensions": [],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"ZNU": {
"dimensions": [
"bottom_top"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"ZNW": {
"dimensions": [
"bottom_top_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": ""
},
"ZS": {
"dimensions": [
"soil_layers_stag"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"ZSNSO": {
"dimensions": [
@@ -1184,7 +1386,8 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"ZWT": {
"dimensions": [
@@ -1192,53 +1395,13 @@
"y",
"x"
],
- "type": "data"
+ "type": "data",
+ "unit": "m"
},
"crs": {
"dimensions": [],
- "type": "data"
- },
- "lat": {
- "dimensions": [
- "y",
- "x"
- ],
- "type": "data"
- },
- "lat_u": {
- "dimensions": [
- "y",
- "x_stag"
- ],
- "type": "data"
- },
- "lat_v": {
- "dimensions": [
- "y_stag",
- "x"
- ],
- "type": "data"
- },
- "lon": {
- "dimensions": [
- "y",
- "x"
- ],
- "type": "data"
- },
- "lon_u": {
- "dimensions": [
- "y",
- "x_stag"
- ],
- "type": "data"
- },
- "lon_v": {
- "dimensions": [
- "y_stag",
- "x"
- ],
- "type": "data"
+ "type": "data",
+ "unit": null
}
},
"assets": {
diff --git a/workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb b/workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb
index a5cb53831315fa6ec7826ffa386967c252065a00..39815ffe8782a46026578e5da427007a69e6f670 100644
--- a/workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb
+++ b/workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb
@@ -32,7 +32,10 @@
"import hvplot.xarray\n",
"import pandas as pd\n",
"import json\n",
- "import numpy as np"
+ "import numpy as np\n",
+ "import metpy\n",
+ "import cartopy.crs as ccrs\n",
+ "import cfunits"
]
},
{
@@ -145,10 +148,10 @@
" print(f\"name of {d} dimension: {dim}\\n\")\n",
" return dim\n",
"\n",
- "dims_dict = {}\n",
+ "dim_names_dict = {}\n",
"for d in dims_auto_extract:\n",
- " dims_dict[d] = extract_dim(ds, d)\n",
- "print(f\"Dimension dictionary: {dims_dict}\")"
+ " dim_names_dict[d] = extract_dim(ds, d)\n",
+ "print(f\"Dimension dictionary: {dim_names_dict}\")"
]
},
{
@@ -173,6 +176,33 @@
" geo=True, tiles='OSM', alpha=0.7, cmap='turbo')"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "5e057a6c-06fb-4406-823b-e81c58e520e4",
+ "metadata": {},
+ "source": [
+ "## Plot a time series at a specific point\n",
+ "This can help you verify a variable's values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c7de2681-88c2-4597-857c-8f169c596f8b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# enter lat, lon of point you want to plot time series for\n",
+ "lat,lon = 39.978322,-105.2772194\n",
+ "time_start = '2013-01-01 00:00'\n",
+ "time_end = '2013-12-31 00:00'\n",
+ "ds = ds.metpy.parse_cf()\n",
+ "crs = ds[var_to_plot].metpy.cartopy_crs\n",
+ "x, y = crs.transform_point(lon, lat, src_crs=ccrs.PlateCarree()) # PlateCaree = Lat,Lon\n",
+ "da = ds[var_to_plot].sel(x=x, y=y, method='nearest').sel(time=slice(time_start,time_end)).load()\n",
+ "da.hvplot(x=dim_names_dict['T'], grid=True)"
+ ]
+ },
{
"cell_type": "markdown",
"id": "a8c3ed37-8564-400b-a7fb-25bd5e43d21c",
@@ -224,8 +254,8 @@
"outputs": [],
"source": [
"# pull out first and last timestamps\n",
- "temporal_extent_lower = pd.Timestamp(ds[dims_dict['T']].data.min())\n",
- "temporal_extent_upper = pd.Timestamp(ds[dims_dict['T']].data.max())\n",
+ "temporal_extent_lower = pd.Timestamp(ds[dim_names_dict['T']].data.min())\n",
+ "temporal_extent_upper = pd.Timestamp(ds[dim_names_dict['T']].data.max())\n",
"print(f'min: {temporal_extent_lower} \\nmax: {temporal_extent_upper}')\n",
"# create a temporal extent object\n",
"temporal_extent = pystac.TemporalExtent(intervals=[[temporal_extent_lower, temporal_extent_upper]])"
@@ -343,7 +373,7 @@
"outputs": [],
"source": [
"# get x, y bounds for extent of those dimensions (required)\n",
- "xy_bounds = [ds[dims_dict['X']].data.min().astype(float), ds[dims_dict['Y']].data.min().astype(float), ds[dims_dict['X']].data.max().astype(float), ds[dims_dict['Y']].data.max().astype(float)]\n",
+ "xy_bounds = [ds[dim_names_dict['X']].data.min().astype(float), ds[dim_names_dict['Y']].data.min().astype(float), ds[dim_names_dict['X']].data.max().astype(float), ds[dim_names_dict['Y']].data.max().astype(float)]\n",
"print(xy_bounds)"
]
},
@@ -407,6 +437,29 @@
"### Add cube variables (optional field for extension)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "92510876-7853-4d24-8563-c69f9012aeb6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_unit(ds, v):\n",
+ " # check if unit is defined for variable\n",
+ " try:\n",
+ " unit = ds[v].attrs['units']\n",
+ " except:\n",
+ " unit = None\n",
+ " # check if unit comes from https://docs.unidata.ucar.edu/udunits/current/#Database\n",
+ " try:\n",
+ " cfunits.Units(unit).isvalid\n",
+ " except:\n",
+ " print(\"Unit is not valid as a UD unit.\")\n",
+ " unit = str(input(\"Please enter a valid unit for {v} from here: https://docs.unidata.ucar.edu/udunits/current/#Database\"))\n",
+ " assert cfunits.Units(unit).isvalid\n",
+ " return unit"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -420,13 +473,18 @@
"# we will drop all values in dims from vars\n",
"vars = [v for v in vars if v not in dims]\n",
"\n",
+ "# drop special vars we have added\n",
+ "added_vars = ['metpy_crs']\n",
+ "vars = [v for v in vars if v not in added_vars]\n",
+ "\n",
"# Microsoft Planetary Computer includes coorindates and crs as variables here: https://planetarycomputer.microsoft.com/dataset/daymet-annual-na\n",
"# we will keep those in the var list\n",
"\n",
"# create dictionary of dataset variables and associated dimensions\n",
"vars_dict={}\n",
"for v in vars:\n",
- " vars_dict[v] = pystac.extensions.datacube.Variable({'dimensions':list(ds[v].dims), 'type': 'data'})"
+ " unit = get_unit(ds, v)\n",
+ " vars_dict[v] = pystac.extensions.datacube.Variable({'dimensions':list(ds[v].dims), 'type': 'data', 'unit': unit})"
]
},
{