From f4014a9291fa4bbc3f9d870e13c111997414391b Mon Sep 17 00:00:00 2001 From: jh-206 Date: Wed, 2 Oct 2024 14:50:57 -0600 Subject: [PATCH] Update rnn_workshop.ipynb Process code --- fmda/rnn_workshop.ipynb | 874 ++++++++++++++++++++++++------------------------ 1 file changed, 434 insertions(+), 440 deletions(-) diff --git a/fmda/rnn_workshop.ipynb b/fmda/rnn_workshop.ipynb index 848f12a..70ad8b8 100644 --- a/fmda/rnn_workshop.ipynb +++ b/fmda/rnn_workshop.ipynb @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "fc61f0b1-0131-468e-bc2e-b1914bc7a3ba", "metadata": {}, "outputs": [], @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "68dc8c7a-664e-44d2-991e-0110306e9a60", "metadata": {}, "outputs": [ @@ -174,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "dc278c61-0a2f-42d0-8e21-0edb219ee2df", "metadata": {}, "outputs": [], @@ -191,7 +191,7 @@ }, { "cell_type": "code", - 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] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "subdict['HRRR']['time']" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "id": "b4847a87-c341-41d3-8a78-e17ab27314b5", "metadata": {}, "outputs": [], @@ -317,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "id": "28a5c3b1-f561-4c39-a791-398e0535de8c", "metadata": {}, "outputs": [ @@ -335,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "id": "b1ffd6e8-ac1c-41d4-94e6-69802d53dcfe", "metadata": {}, "outputs": [ @@ -345,7 +251,7 @@ "dict_keys(['loc', 'RAWS', 'HRRR'])" ] }, - "execution_count": 13, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -358,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "e8cd1198-affc-4db0-a943-541c69dc250f", "metadata": {}, "outputs": [], @@ -370,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "id": "a0284ec9-c43a-4009-aff4-66e3abfab86b", "metadata": {}, "outputs": [], @@ -383,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "id": "b0eea7b9-81d0-454d-85fa-2046f9b57774", "metadata": {}, "outputs": [], @@ -394,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "id": "846495e4-e1f9-4b3e-b226-1d0c2f4f7fa8", "metadata": {}, "outputs": [ @@ -402,7 +308,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "2024-10-02 11:44:12,443 - INFO - CRVC1_202401 HRRR.time time array increments are 1.0 hours\n" + "2024-10-02 14:47:22,924 - INFO - CRVC1_202401 HRRR.time time array increments are 1.0 hours\n" ] } ], @@ -415,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "id": "774da197-239c-4d72-b827-8e7d6e6fa077", "metadata": {}, "outputs": [ @@ -425,7 +331,7 @@ "['elev', 'lon', 'lat']" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -436,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "id": "3d1147f6-c616-4591-aada-b75a629cc4bd", "metadata": {}, "outputs": [], @@ -453,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 33, "id": "98da4a2d-dce1-4cf5-9175-4fb9aa44f7bf", "metadata": {}, "outputs": [], @@ -463,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 34, "id": "0e5d270f-21de-4481-874f-9c159e46bf41", "metadata": {}, "outputs": [ @@ -473,7 +379,7 @@ "3" ] }, - "execution_count": 26, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -484,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 35, "id": "3fe92659-ba04-43a2-9423-8cc2d6b4dfba", "metadata": {}, "outputs": [], @@ -495,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 36, "id": "0ddb6cf5-63e6-4f7e-9e69-7fa6b34bfe9c", "metadata": {}, "outputs": [], @@ -506,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 37, "id": "be4db59e-d006-4f01-ae65-5da73cf31de8", "metadata": {}, "outputs": [], @@ -517,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 38, "id": "71d014a6-0952-4590-8529-47f90fd0e9f7", "metadata": {}, "outputs": [ @@ -527,7 +433,7 @@ "4" ] }, - "execution_count": 30, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -538,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 39, "id": "f64865a1-c08e-4ab2-a1a4-0ad3bee32bc7", "metadata": {}, "outputs": [ @@ -548,7 +454,7 @@ "4" ] }, - "execution_count": 31, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -559,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 40, "id": "b0d89547-750b-40d7-8e8d-fe3f2bd84db4", "metadata": {}, "outputs": [], @@ -567,7 +473,7 @@ "def get_hrrr_atm(d, fstep):\n", " cols = []\n", " # Use all names, don't allow for missing \n", - " names = feature_types['atm']\n", + " names = feature_types['atm'].copy()\n", " for feat in names:\n", " check_feat(feat, d[\"HRRR\"][fstep])\n", " v = d[\"HRRR\"][fstep][feat] \n", @@ -577,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 41, "id": "781d129d-ee92-4389-a40c-5a558bde6c6b", "metadata": {}, "outputs": [], @@ -587,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 42, "id": "7c9c799c-4dac-4682-8ec7-9375f43f2099", "metadata": {}, "outputs": [], @@ -604,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 45, "id": "7a331b19-57ae-4acb-9a11-d19126c4b167", "metadata": {}, "outputs": [], @@ -614,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 46, "id": "a1768ebf-6cd6-421c-a10c-92fb7b48efba", "metadata": {}, "outputs": [ @@ -624,7 +530,7 @@ "9" ] }, - "execution_count": 36, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -635,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 48, "id": "f2687911-3391-4e54-972a-d9653120303d", "metadata": {}, "outputs": [], @@ -646,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 49, "id": "944109f3-ad20-4879-a9f3-e1672e7c66b5", "metadata": {}, "outputs": [ @@ -656,7 +562,7 @@ "13" ] }, - "execution_count": 38, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -667,7 +573,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 50, "id": "22d15be2-cb93-424a-ae49-8159d071c24d", "metadata": {}, "outputs": [ @@ -677,7 +583,7 @@ "13" ] }, - "execution_count": 39, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -688,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 51, "id": "11d4a584-cb1c-4a68-bbb9-f64dfd604eca", "metadata": {}, "outputs": [], @@ -703,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 58, "id": "51fa8495-652f-411f-9ab0-95787eff6666", "metadata": {}, "outputs": [], @@ -713,7 +619,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 59, "id": "23cf97b8-e23b-467f-8bd1-9c9880c66f6e", "metadata": {}, "outputs": [ @@ -723,7 +629,7 @@ "2" ] }, - "execution_count": 42, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -734,7 +640,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 60, "id": "a02a8753-7c40-477e-a7e4-3939b72216b4", "metadata": {}, "outputs": [ @@ -744,7 +650,7 @@ "2" ] }, - "execution_count": 43, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -755,7 +661,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 62, "id": "1e21bcf6-f437-4960-83ab-3407123aaf7c", "metadata": {}, "outputs": [], @@ -766,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 63, "id": "327144ac-fe46-4514-b42e-a16ddd7f3655", "metadata": {}, "outputs": [ @@ -776,7 +682,7 @@ "15" ] }, - "execution_count": 45, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -787,7 +693,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 64, "id": "92376d54-02a3-4a92-8203-511c912c2192", "metadata": {}, "outputs": [ @@ -797,7 +703,7 @@ "15" ] }, - "execution_count": 46, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -808,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 65, "id": "17bc5704-4bbf-4de3-8bc7-719a5f8e4326", "metadata": {}, "outputs": [], @@ -820,7 +726,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 66, "id": "a0646009-99a9-4c40-a138-b87cbd13c421", "metadata": {}, "outputs": [], @@ -830,7 +736,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 67, "id": "647ae5d1-d061-41f1-90ea-bb8a9b899fc3", "metadata": {}, "outputs": [], @@ -841,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 68, "id": "1e77b860-6537-4079-bc5f-2adf914759ae", "metadata": {}, "outputs": [ @@ -851,7 +757,7 @@ "16" ] }, - "execution_count": 50, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -862,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 69, "id": "de7b003d-c0b1-4a6c-b6f7-769df198041f", "metadata": {}, "outputs": [ @@ -872,7 +778,7 @@ "16" ] }, - "execution_count": 51, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -883,7 +789,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 70, "id": "bcf623ba-662e-4d9d-9f9d-eb61d6afdcef", "metadata": {}, "outputs": [ @@ -908,7 +814,7 @@ " 'rain']" ] }, - "execution_count": 52, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -919,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 72, "id": "0b6789c3-9d79-415c-97ad-037901a394f9", "metadata": {}, "outputs": [ @@ -929,7 +835,7 @@ "(168, 16)" ] }, - "execution_count": 53, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -941,7 +847,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 73, "id": "585ad4ba-220b-4106-b086-c14051c7e446", "metadata": {}, "outputs": [], @@ -951,7 +857,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 74, "id": "cbf72ba0-151e-4618-9444-712f36a8537b", "metadata": {}, "outputs": [ @@ -961,7 +867,7 @@ "['temp', 'rh', 'wind', 'solar', 'soilm', 'canopyw', 'groundflux', 'Ed', 'Ew']" ] }, - "execution_count": 55, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -972,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 75, "id": "9cb60fae-0bf0-4dfa-bc5a-0188f67835aa", "metadata": {}, "outputs": [], @@ -997,7 +903,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 76, "id": "46654c6b-91b2-44f5-a971-b4cb8f0a9f5f", "metadata": {}, "outputs": [ @@ -1007,7 +913,7 @@ "['temp', 'rh', 'wind', 'solar', 'soilm', 'canopyw', 'groundflux', 'Ed', 'Ew']" ] }, - "execution_count": 64, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -1018,7 +924,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 77, "id": "ea198b64-9f07-41fd-a6f5-e19299dbe9ba", "metadata": {}, "outputs": [ @@ -1037,7 +943,7 @@ " 'rain']" ] }, - "execution_count": 59, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -1048,7 +954,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 86, "id": "89171317-b4c5-4826-97d0-32c062441e4f", "metadata": {}, "outputs": [], @@ -1058,7 +964,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 87, "id": "7c547ccb-8a9b-45a8-ae6d-e7d4df06a0e5", "metadata": {}, "outputs": [ @@ -1068,7 +974,7 @@ "7" ] }, - "execution_count": 61, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } @@ -1079,7 +985,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 88, "id": "ad887759-add2-43c8-8198-acb7308bd58c", "metadata": {}, "outputs": [ @@ -1089,28 +995,7 @@ "['temp', 'rh', 'wind', 'solar', 'Ed', 'Ew', 'rain']" ] }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "names2" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "a53ecbb2-7372-47b0-8b98-f160ab694834", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['temp', 'rh', 'wind', 'solar', 'Ed', 'Ew', 'rain']" - ] - }, - "execution_count": 63, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -1129,7 +1014,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 90, "id": "421d92d6-1547-4e6e-9f7b-2a58139475c1", "metadata": {}, "outputs": [], @@ -1163,7 +1048,28 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 91, + "id": "ba0a0ee5-21bc-48d3-9312-515d80561332", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['loc', 'RAWS', 'HRRR'])" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subdict.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 110, "id": "d596a010-732e-423f-accb-7a9cbcf0e8c0", "metadata": {}, "outputs": [], @@ -1173,7 +1079,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 111, "id": "e1da40cc-dae1-432e-a383-151b5aa32fe4", "metadata": {}, "outputs": [ @@ -1183,7 +1089,7 @@ "(168, 13)" ] }, - "execution_count": 76, + "execution_count": 111, "metadata": {}, "output_type": "execute_result" } @@ -1194,7 +1100,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 112, "id": "95c24e8e-3280-4ac1-b6b6-764333bbfac9", "metadata": {}, "outputs": [ @@ -1204,7 +1110,7 @@ "13" ] }, - "execution_count": 77, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" } @@ -1215,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 113, "id": "37dd60eb-1909-41c5-a964-4ed87aed55ef", "metadata": {}, "outputs": [ @@ -1237,13 +1143,13 @@ " 'rain']" ] }, - "execution_count": 73, + "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ns" + "ns[0:20]" ] }, { @@ -1264,30 +1170,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 114, "id": "c2981454-b2f7-4611-a180-00443aefa9ce", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(168,)" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "time.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 115, "id": "e995704a-abb9-4b96-b8f2-a9f733fb0a29", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(static_vars)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 116, "id": "551ff987-41f2-4f38-a6a1-fab857dc054c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "9" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(atm_cols)" ] @@ -1302,17 +1241,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 117, "id": "2cf1fa09-709b-4f6d-9cc0-2433b030b0e2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "13" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len([time] + static_vars + atm_cols)" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 118, "id": "a9d73e82-49b3-47f3-9442-6012437d4cb2", "metadata": {}, "outputs": [], @@ -1325,7 +1275,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 119, "id": "2cdbc36e-a362-4279-8d74-9712fa784c8d", "metadata": { "scrolled": true @@ -1370,7 +1320,7 @@ " 12.57833333, 10.9 , 10.87666667])" ] }, - "execution_count": 84, + "execution_count": 119, "metadata": {}, "output_type": "execute_result" } @@ -1381,12 +1331,23 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 120, + "id": "4b3143af-3d71-4ec6-b221-acb8b687e174", + "metadata": {}, + "outputs": [], + "source": [ + "from data_funcs import combine_nested\n", + "from utils import Dict" + ] + }, + { + "cell_type": "code", + "execution_count": 121, "id": "dc2df65a-9db2-4196-8e66-be833c732e48", "metadata": {}, "outputs": [], "source": [ - "def build_train_dict(input_file_paths, atm=\"HRRR\", forecast_step=1, verbose=True):\n", + "def build_train_dict(input_file_paths, spatial=True, atm=\"HRRR\", forecast_step=1, verbose=True):\n", " new_dict = {}\n", " for input_file_path in input_file_paths:\n", " dict0 = read_pkl(input_file_path)\n", @@ -1401,6 +1362,7 @@ " # logging.critical('HRRR increment is %s h must be at least 1 h',hrrr_increment)\n", " raise(ValueError)\n", " new_dict[key] = {\n", + " 'id': key,\n", " 'case': key,\n", " 'filename': input_file_path,\n", " 'loc': dict0[key]['loc'],\n", @@ -1408,12 +1370,16 @@ " 'X': X,\n", " 'y': get_fm(dict0[key], time),\n", " 'features_list': names\n", - " }" + " }\n", + " if spatial:\n", + " new_dict = combine_nested(new_dict)\n", + " \n", + " return Dict(new_dict)\n" ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 122, "id": "863b6172-67c2-4c49-bd7a-def26473d7dd", "metadata": { "scrolled": true @@ -1426,662 +1392,662 @@ "loading file data/test_CA_202401.pkl\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case CNFC1_202401\n", - "2024-10-02 14:28:55,599 - INFO - CNFC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,030 - INFO - CNFC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case CRVC1_202401\n", - "2024-10-02 14:28:55,610 - INFO - CRVC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,038 - INFO - CRVC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FCHC1_202401\n", - "2024-10-02 14:28:55,619 - INFO - FCHC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,046 - INFO - FCHC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FTNC1_202401\n", - "2024-10-02 14:28:55,627 - INFO - FTNC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,054 - INFO - FTNC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case HTRC1_202401\n", - "2024-10-02 14:28:55,627 - INFO - HTRC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,061 - INFO - HTRC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case KRNC1_202401\n", - "2024-10-02 14:28:55,650 - INFO - KRNC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,069 - INFO - KRNC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MPOC1_202401\n", - "2024-10-02 14:28:55,663 - INFO - MPOC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,078 - INFO - MPOC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MKEC1_202401\n", - "2024-10-02 14:28:55,665 - INFO - MKEC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,086 - INFO - MKEC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MCFC1_202401\n", - "2024-10-02 14:28:55,683 - INFO - MCFC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,094 - INFO - MCFC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PRGC1_202401\n", - "2024-10-02 14:28:55,695 - INFO - PRGC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,104 - INFO - PRGC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SHQC1_202401\n", - "2024-10-02 14:28:55,706 - INFO - SHQC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,112 - INFO - SHQC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WVTC1_202401\n", - "2024-10-02 14:28:55,713 - INFO - WVTC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,121 - INFO - WVTC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WWRC1_202401\n", - "2024-10-02 14:28:55,724 - INFO - WWRC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,128 - INFO - WWRC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case KYCN2_202401\n", - "2024-10-02 14:28:55,734 - INFO - KYCN2_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,137 - INFO - KYCN2_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MTSN2_202401\n", - "2024-10-02 14:28:55,744 - INFO - MTSN2_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,144 - INFO - MTSN2_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MTTC1_202401\n", - "2024-10-02 14:28:55,747 - INFO - MTTC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,153 - INFO - MTTC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BKRC1_202401\n", - "2024-10-02 14:28:55,762 - INFO - BKRC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,160 - INFO - BKRC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case JSNC1_202401\n", - "2024-10-02 14:28:55,770 - INFO - JSNC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,169 - INFO - JSNC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MTQC1_202401\n", - "2024-10-02 14:28:55,781 - INFO - MTQC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,173 - INFO - MTQC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NFRC1_202401\n", - "2024-10-02 14:28:55,789 - INFO - NFRC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,186 - INFO - NFRC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case OORC1_202401\n", - "2024-10-02 14:28:55,797 - INFO - OORC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,194 - INFO - OORC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case UHLC1_202401\n", - "2024-10-02 14:28:55,808 - INFO - UHLC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,204 - INFO - UHLC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PHRC1_202401\n", - "2024-10-02 14:28:55,818 - INFO - PHRC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,212 - INFO - PHRC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WALC1_202401\n", - "2024-10-02 14:28:55,828 - INFO - WALC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,220 - INFO - WALC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case UBCC1_202401\n", - "2024-10-02 14:28:55,837 - INFO - UBCC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,225 - INFO - UBCC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BSNC1_202401\n", - "2024-10-02 14:28:55,848 - INFO - BSNC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,236 - INFO - BSNC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case CGVC1_202401\n", - "2024-10-02 14:28:55,858 - INFO - CGVC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,243 - INFO - CGVC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DKYC1_202401\n", - "2024-10-02 14:28:55,868 - INFO - DKYC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,251 - INFO - DKYC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FNWC1_202401\n", - "2024-10-02 14:28:55,876 - INFO - FNWC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,257 - INFO - FNWC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PRHC1_202401\n", - "2024-10-02 14:28:55,887 - INFO - PRHC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,267 - INFO - PRHC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MMTC1_202401\n", - "2024-10-02 14:28:55,892 - INFO - MMTC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,275 - INFO - MMTC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TR172_202401\n", - "2024-10-02 14:28:55,909 - INFO - TR172_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,282 - INFO - TR172_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case OVRC1_202401\n", - "2024-10-02 14:28:55,918 - INFO - OVRC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,291 - INFO - OVRC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case RCEC1_202401\n", - "2024-10-02 14:28:55,927 - INFO - RCEC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,298 - INFO - RCEC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SHVC1_202401\n", - "2024-10-02 14:28:55,936 - INFO - SHVC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,306 - INFO - SHVC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TRMC1_202401\n", - "2024-10-02 14:28:55,945 - INFO - TRMC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,314 - INFO - TRMC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MIAC1_202401\n", - "2024-10-02 14:28:55,956 - INFO - MIAC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,323 - INFO - MIAC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case HSQC1_202401\n", - "2024-10-02 14:28:55,965 - INFO - HSQC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,333 - INFO - HSQC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MOLC1_202401\n", - "2024-10-02 14:28:55,975 - INFO - MOLC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,340 - INFO - MOLC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DEMC1_202401\n", - "2024-10-02 14:28:55,984 - INFO - DEMC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,351 - INFO - DEMC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DWRN2_202401\n", - "2024-10-02 14:28:55,993 - INFO - DWRN2_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,359 - INFO - DWRN2_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case JSDC1_202401\n", - "2024-10-02 14:28:56,003 - INFO - JSDC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,366 - INFO - JSDC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BPOC1_202401\n", - "2024-10-02 14:28:56,014 - INFO - BPOC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,374 - INFO - BPOC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case GALN2_202401\n", - "2024-10-02 14:28:56,023 - INFO - GALN2_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,383 - INFO - GALN2_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BKGC1_202401\n", - "2024-10-02 14:28:56,033 - INFO - BKGC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,391 - INFO - BKGC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case YCGN2_202401\n", - "2024-10-02 14:28:56,046 - INFO - YCGN2_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,399 - INFO - YCGN2_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PIVC1_202401\n", - "2024-10-02 14:28:56,057 - INFO - PIVC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,407 - INFO - PIVC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TS566_202401\n", - "2024-10-02 14:28:56,065 - INFO - TS566_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,415 - INFO - TS566_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TSHC1_202401\n", - "2024-10-02 14:28:56,076 - INFO - TSHC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,421 - INFO - TSHC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PEPC1_202401\n", - "2024-10-02 14:28:56,085 - INFO - PEPC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,425 - INFO - PEPC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case EPWC1_202401\n", - "2024-10-02 14:28:56,096 - INFO - EPWC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,440 - INFO - EPWC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WWNC1_202401\n", - "2024-10-02 14:28:56,110 - INFO - WWNC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,455 - INFO - WWNC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TMNC1_202401\n", - "2024-10-02 14:28:56,120 - INFO - TMNC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,461 - INFO - TMNC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DEXC1_202401\n", - "2024-10-02 14:28:56,127 - INFO - DEXC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,471 - INFO - DEXC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TWMC1_202401\n", - "2024-10-02 14:28:56,138 - INFO - TWMC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,478 - INFO - TWMC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WOCC1_202401\n", - "2024-10-02 14:28:56,149 - INFO - WOCC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,486 - INFO - WOCC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case KNXN2_202401\n", - "2024-10-02 14:28:56,158 - INFO - KNXN2_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,494 - INFO - KNXN2_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case YNWC1_202401\n", - "2024-10-02 14:28:56,168 - INFO - YNWC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,502 - INFO - YNWC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SKYN2_202401\n", - "2024-10-02 14:28:56,175 - INFO - SKYN2_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,511 - INFO - SKYN2_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TT336_202401\n", - "2024-10-02 14:28:56,186 - INFO - TT336_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,519 - INFO - TT336_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MNMC1_202401\n", - "2024-10-02 14:28:56,196 - INFO - MNMC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,526 - INFO - MNMC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LIB03_202401\n", - "2024-10-02 14:28:56,206 - INFO - LIB03_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,536 - INFO - LIB03_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LIB05_202401\n", - "2024-10-02 14:28:56,225 - INFO - LIB05_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,555 - INFO - LIB05_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LIB06_202401\n", - "2024-10-02 14:28:56,242 - INFO - LIB06_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,574 - INFO - LIB06_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TT625_202401\n", - "2024-10-02 14:28:56,266 - INFO - TT625_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,592 - INFO - TT625_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV001_202401\n", - "2024-10-02 14:28:56,279 - INFO - NV001_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,599 - INFO - NV001_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV003_202401\n", - "2024-10-02 14:28:56,296 - INFO - NV003_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,617 - INFO - NV003_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV004_202401\n", - "2024-10-02 14:28:56,319 - INFO - NV004_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,636 - INFO - NV004_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV005_202401\n", - "2024-10-02 14:28:56,340 - INFO - NV005_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,654 - INFO - NV005_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV006_202401\n", - "2024-10-02 14:28:56,360 - INFO - NV006_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,669 - INFO - NV006_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV011_202401\n", - "2024-10-02 14:28:56,379 - INFO - NV011_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,690 - INFO - NV011_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV019_202401\n", - "2024-10-02 14:28:56,398 - INFO - NV019_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,708 - INFO - NV019_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV020_202401\n", - "2024-10-02 14:28:56,417 - INFO - NV020_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,727 - INFO - NV020_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV021_202401\n", - "2024-10-02 14:28:56,436 - INFO - NV021_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,746 - INFO - NV021_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV022_202401\n", - "2024-10-02 14:28:56,457 - INFO - NV022_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,752 - INFO - NV022_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV023_202401\n", - "2024-10-02 14:28:56,477 - INFO - NV023_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,783 - INFO - NV023_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV024_202401\n", - "2024-10-02 14:28:56,491 - INFO - NV024_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,790 - INFO - NV024_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV026_202401\n", - "2024-10-02 14:28:56,511 - INFO - NV026_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,812 - INFO - NV026_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV027_202401\n", - "2024-10-02 14:28:56,531 - INFO - NV027_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,833 - INFO - NV027_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TT646_202401\n", - "2024-10-02 14:28:56,550 - INFO - TT646_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,850 - INFO - TT646_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LIB19_202401\n", - "2024-10-02 14:28:56,557 - INFO - LIB19_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,851 - INFO - LIB19_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LIB26_202401\n", - "2024-10-02 14:28:56,579 - INFO - LIB26_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,874 - INFO - LIB26_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV031_202401\n", - "2024-10-02 14:28:56,597 - INFO - NV031_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,893 - INFO - NV031_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV032_202401\n", - "2024-10-02 14:28:56,617 - INFO - NV032_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,911 - INFO - NV032_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV033_202401\n", - "2024-10-02 14:28:56,636 - INFO - NV033_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,928 - INFO - NV033_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV034_202401\n", - "2024-10-02 14:28:56,649 - INFO - NV034_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,944 - INFO - NV034_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV038_202401\n", - "2024-10-02 14:28:56,675 - INFO - NV038_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,965 - INFO - NV038_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV039_202401\n", - "2024-10-02 14:28:56,695 - INFO - NV039_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:31,985 - INFO - NV039_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV040_202401\n", - "2024-10-02 14:28:56,714 - INFO - NV040_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,003 - INFO - NV040_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV041_202401\n", - "2024-10-02 14:28:56,725 - INFO - NV041_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,012 - INFO - NV041_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case XMPC1_202401\n", - "2024-10-02 14:28:56,745 - INFO - XMPC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,023 - INFO - XMPC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case XMLC1_202401\n", - "2024-10-02 14:28:56,754 - INFO - XMLC1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,038 - INFO - XMLC1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV051_202401\n", - "2024-10-02 14:28:56,762 - INFO - NV051_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,047 - INFO - NV051_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV052_202401\n", - "2024-10-02 14:28:56,784 - INFO - NV052_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,063 - INFO - NV052_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV053_202401\n", - "2024-10-02 14:28:56,804 - INFO - NV053_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,082 - INFO - NV053_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV054_202401\n", - "2024-10-02 14:28:56,822 - INFO - NV054_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,102 - INFO - NV054_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV055_202401\n", - "2024-10-02 14:28:56,842 - INFO - NV055_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,122 - INFO - NV055_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV058_202401\n", - "2024-10-02 14:28:56,863 - INFO - NV058_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,141 - INFO - NV058_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV059_202401\n", - "2024-10-02 14:28:56,884 - INFO - NV059_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,160 - INFO - NV059_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV060_202401\n", - "2024-10-02 14:28:56,905 - INFO - NV060_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,180 - INFO - NV060_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV061_202401\n", - "2024-10-02 14:28:56,924 - INFO - NV061_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,198 - INFO - NV061_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV062_202401\n", - "2024-10-02 14:28:56,944 - INFO - NV062_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,217 - INFO - NV062_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV063_202401\n", - "2024-10-02 14:28:56,965 - INFO - NV063_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,236 - INFO - NV063_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV064_202401\n", - "2024-10-02 14:28:56,985 - INFO - NV064_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,251 - INFO - NV064_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV065_202401\n", - "2024-10-02 14:28:57,005 - INFO - NV065_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,273 - INFO - NV065_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV066_202401\n", - "2024-10-02 14:28:57,025 - INFO - NV066_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,291 - INFO - NV066_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NV067_202401\n", - "2024-10-02 14:28:57,044 - INFO - NV067_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,309 - INFO - NV067_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TT753_202401\n", - "2024-10-02 14:28:57,064 - INFO - TT753_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,327 - INFO - TT753_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LIB31_202401\n", - "2024-10-02 14:28:57,074 - INFO - LIB31_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,336 - INFO - LIB31_202401 HRRR.time time array increments are 1.0 hours\n", "loading file data/test_NW_202401.pkl\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LGFO3_202401\n", - "2024-10-02 14:28:57,132 - INFO - LGFO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,556 - INFO - LGFO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PYFO3_202401\n", - "2024-10-02 14:28:57,141 - INFO - PYFO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,562 - INFO - PYFO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case RXFO3_202401\n", - "2024-10-02 14:28:57,150 - INFO - RXFO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,571 - INFO - RXFO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WMFO3_202401\n", - "2024-10-02 14:28:57,161 - INFO - WMFO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,580 - INFO - WMFO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case CMFW1_202401\n", - "2024-10-02 14:28:57,170 - INFO - CMFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,589 - INFO - CMFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case CYFW1_202401\n", - "2024-10-02 14:28:57,178 - INFO - CYFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,597 - INFO - CYFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case CGFW1_202401\n", - "2024-10-02 14:28:57,183 - INFO - CGFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,603 - INFO - CGFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DIFW1_202401\n", - "2024-10-02 14:28:57,201 - INFO - DIFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,607 - INFO - DIFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DRYW1_202401\n", - "2024-10-02 14:28:57,210 - INFO - DRYW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,620 - INFO - DRYW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FIFW1_202401\n", - "2024-10-02 14:28:57,220 - INFO - FIFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,628 - INFO - FIFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FBFW1_202401\n", - "2024-10-02 14:28:57,229 - INFO - FBFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,636 - INFO - FBFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case GHFW1_202401\n", - "2024-10-02 14:28:57,236 - INFO - GHFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,645 - INFO - GHFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case HGFW1_202401\n", - "2024-10-02 14:28:57,250 - INFO - HGFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,653 - INFO - HGFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case JEFW1_202401\n", - "2024-10-02 14:28:57,260 - INFO - JEFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,656 - INFO - JEFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SKKW1_202401\n", - "2024-10-02 14:28:57,270 - INFO - SKKW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,672 - INFO - SKKW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case KCFW1_202401\n", - "2024-10-02 14:28:57,281 - INFO - KCFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,680 - INFO - KCFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LEFW1_202401\n", - "2024-10-02 14:28:57,291 - INFO - LEFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,687 - INFO - LEFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LSFW1_202401\n", - "2024-10-02 14:28:57,296 - INFO - LSFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,694 - INFO - LSFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NCSW1_202401\n", - "2024-10-02 14:28:57,310 - INFO - NCSW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,702 - INFO - NCSW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case OCFW1_202401\n", - "2024-10-02 14:28:57,322 - INFO - OCFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,710 - INFO - OCFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case QCNW1_202401\n", - "2024-10-02 14:28:57,334 - INFO - QCNW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,717 - INFO - QCNW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MEFW1_202401\n", - "2024-10-02 14:28:57,346 - INFO - MEFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,725 - INFO - MEFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FWFW1_202401\n", - "2024-10-02 14:28:57,357 - INFO - FWFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,728 - INFO - FWFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FTAW1_202401\n", - "2024-10-02 14:28:57,369 - INFO - FTAW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,740 - INFO - FTAW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BKRW1_202401\n", - "2024-10-02 14:28:57,379 - INFO - BKRW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,748 - INFO - BKRW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case VPFW1_202401\n", - "2024-10-02 14:28:57,391 - INFO - VPFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,755 - INFO - VPFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WPKO3_202401\n", - "2024-10-02 14:28:57,404 - INFO - WPKO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,765 - INFO - WPKO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case STRW1_202401\n", - "2024-10-02 14:28:57,414 - INFO - STRW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,773 - INFO - STRW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TOFW1_202401\n", - "2024-10-02 14:28:57,425 - INFO - TOFW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,780 - INFO - TOFW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DCCW1_202401\n", - "2024-10-02 14:28:57,435 - INFO - DCCW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,788 - INFO - DCCW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case OHAW1_202401\n", - "2024-10-02 14:28:57,446 - INFO - OHAW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,792 - INFO - OHAW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case EGKO3_202401\n", - "2024-10-02 14:28:57,456 - INFO - EGKO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,805 - INFO - EGKO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MMRO3_202401\n", - "2024-10-02 14:28:57,467 - INFO - MMRO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,813 - INFO - MMRO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MLLO3_202401\n", - "2024-10-02 14:28:57,475 - INFO - MLLO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,821 - INFO - MLLO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TWRO3_202401\n", - "2024-10-02 14:28:57,479 - INFO - TWRO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,829 - INFO - TWRO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SFKO3_202401\n", - "2024-10-02 14:28:57,497 - INFO - SFKO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,837 - INFO - SFKO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TMKO3_202401\n", - "2024-10-02 14:28:57,507 - INFO - TMKO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,846 - INFO - TMKO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WSBO3_202401\n", - "2024-10-02 14:28:57,517 - INFO - WSBO3_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,853 - INFO - WSBO3_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case YTCW1_202401\n", - "2024-10-02 14:28:57,526 - INFO - YTCW1_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,862 - INFO - YTCW1_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TT246_202401\n", - "2024-10-02 14:28:57,536 - INFO - TT246_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,871 - INFO - TT246_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case RDSPN_202401\n", - "2024-10-02 14:28:57,546 - INFO - RDSPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,877 - INFO - RDSPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MTOPN_202401\n", - "2024-10-02 14:28:57,567 - INFO - MTOPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,896 - INFO - MTOPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TT705_202401\n", - "2024-10-02 14:28:57,589 - INFO - TT705_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,914 - INFO - TT705_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case EACPN_202401\n", - "2024-10-02 14:28:57,601 - INFO - EACPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,923 - INFO - EACPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SHRPN_202401\n", - "2024-10-02 14:28:57,622 - INFO - SHRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,942 - INFO - SHRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NPJPN_202401\n", - "2024-10-02 14:28:57,647 - INFO - NPJPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,960 - INFO - NPJPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NPPPN_202401\n", - "2024-10-02 14:28:57,671 - INFO - NPPPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,977 - INFO - NPPPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FLZPN_202401\n", - "2024-10-02 14:28:57,693 - INFO - FLZPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:32,998 - INFO - FLZPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SPRPN_202401\n", - "2024-10-02 14:28:57,717 - INFO - SPRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,016 - INFO - SPRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case HDRPN_202401\n", - "2024-10-02 14:28:57,743 - INFO - HDRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,033 - INFO - HDRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case HLVPN_202401\n", - "2024-10-02 14:28:57,775 - INFO - HLVPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,051 - INFO - HLVPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SKYPN_202401\n", - "2024-10-02 14:28:57,815 - INFO - SKYPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,070 - INFO - SKYPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case ESCPN_202401\n", - "2024-10-02 14:28:57,854 - INFO - ESCPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,087 - INFO - ESCPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BDRPN_202401\n", - "2024-10-02 14:28:57,880 - INFO - BDRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,106 - INFO - BDRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LARPN_202401\n", - "2024-10-02 14:28:57,917 - INFO - LARPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,124 - INFO - LARPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case ESBPN_202401\n", - "2024-10-02 14:28:57,961 - INFO - ESBPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,142 - INFO - ESBPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SCHPN_202401\n", - "2024-10-02 14:28:58,005 - INFO - SCHPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,161 - INFO - SCHPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case ESEPN_202401\n", - "2024-10-02 14:28:58,079 - INFO - ESEPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,179 - INFO - ESEPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MRTPN_202401\n", - "2024-10-02 14:28:58,126 - INFO - MRTPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,204 - INFO - MRTPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case KELPN_202401\n", - "2024-10-02 14:28:58,162 - INFO - KELPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,234 - INFO - KELPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case HOWPN_202401\n", - "2024-10-02 14:28:58,177 - INFO - HOWPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,274 - INFO - HOWPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case EVNPN_202401\n", - "2024-10-02 14:28:58,220 - INFO - EVNPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,306 - INFO - EVNPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FWRPN_202401\n", - "2024-10-02 14:28:58,246 - INFO - FWRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,338 - INFO - FWRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LEEPN_202401\n", - "2024-10-02 14:28:58,270 - INFO - LEEPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,370 - INFO - LEEPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MTSPN_202401\n", - "2024-10-02 14:28:58,289 - INFO - MTSPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,400 - INFO - MTSPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case GDNPN_202401\n", - "2024-10-02 14:28:58,314 - INFO - GDNPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,432 - INFO - GDNPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case RDGPN_202401\n", - "2024-10-02 14:28:58,344 - INFO - RDGPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,464 - INFO - RDGPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case DCRPN_202401\n", - "2024-10-02 14:28:58,367 - INFO - DCRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,495 - INFO - DCRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MDWPN_202401\n", - "2024-10-02 14:28:58,389 - INFO - MDWPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,520 - INFO - MDWPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case KNRPN_202401\n", - "2024-10-02 14:28:58,412 - INFO - KNRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,552 - INFO - KNRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BMPPN_202401\n", - "2024-10-02 14:28:58,432 - INFO - BMPPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,585 - INFO - BMPPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PHRPN_202401\n", - "2024-10-02 14:28:58,453 - INFO - PHRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,609 - INFO - PHRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case QRDPN_202401\n", - "2024-10-02 14:28:58,464 - INFO - QRDPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,633 - INFO - QRDPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TRNPN_202401\n", - "2024-10-02 14:28:58,497 - INFO - TRNPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,652 - INFO - TRNPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SDSPN_202401\n", - "2024-10-02 14:28:58,516 - INFO - SDSPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,670 - INFO - SDSPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case MSNPN_202401\n", - "2024-10-02 14:28:58,535 - INFO - MSNPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,688 - INFO - MSNPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PTVPN_202401\n", - "2024-10-02 14:28:58,555 - INFO - PTVPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,706 - INFO - PTVPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case GOSPN_202401\n", - "2024-10-02 14:28:58,574 - INFO - GOSPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,727 - INFO - GOSPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case GRNPN_202401\n", - "2024-10-02 14:28:58,594 - INFO - GRNPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,752 - INFO - GRNPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LTHPN_202401\n", - "2024-10-02 14:28:58,613 - INFO - LTHPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,770 - INFO - LTHPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case ANDPN_202401\n", - "2024-10-02 14:28:58,633 - INFO - ANDPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,794 - INFO - ANDPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case THMPN_202401\n", - "2024-10-02 14:28:58,652 - INFO - THMPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,814 - INFO - THMPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case O22PN_202401\n", - "2024-10-02 14:28:58,673 - INFO - O22PN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,832 - INFO - O22PN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WLSPN_202401\n", - "2024-10-02 14:28:58,694 - INFO - WLSPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,851 - INFO - WLSPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TT775_202401\n", - "2024-10-02 14:28:58,714 - INFO - TT775_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,869 - INFO - TT775_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case OXDPN_202401\n", - "2024-10-02 14:28:58,724 - INFO - OXDPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,876 - INFO - OXDPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case GRUPN_202401\n", - "2024-10-02 14:28:58,745 - INFO - GRUPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,893 - INFO - GRUPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case RAMPN_202401\n", - "2024-10-02 14:28:58,766 - INFO - RAMPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,912 - INFO - RAMPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case HILPN_202401\n", - "2024-10-02 14:28:58,786 - INFO - HILPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,932 - INFO - HILPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SBCPN_202401\n", - "2024-10-02 14:28:58,805 - INFO - SBCPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,952 - INFO - SBCPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case RCRPN_202401\n", - "2024-10-02 14:28:58,827 - INFO - RCRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,969 - INFO - RCRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BLUPN_202401\n", - "2024-10-02 14:28:58,847 - INFO - BLUPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:33,987 - INFO - BLUPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case LAMPN_202401\n", - "2024-10-02 14:28:58,868 - INFO - LAMPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,007 - INFO - LAMPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NMRPN_202401\n", - "2024-10-02 14:28:58,892 - INFO - NMRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,024 - INFO - NMRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case NWFPN_202401\n", - "2024-10-02 14:28:58,914 - INFO - NWFPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,044 - INFO - NWFPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case SHDPN_202401\n", - "2024-10-02 14:28:58,935 - INFO - SHDPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,062 - INFO - SHDPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case TNCPN_202401\n", - "2024-10-02 14:28:58,955 - INFO - TNCPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,081 - INFO - TNCPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BATPN_202401\n", - "2024-10-02 14:28:58,976 - INFO - BATPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,099 - INFO - BATPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case STLPN_202401\n", - "2024-10-02 14:28:58,997 - INFO - STLPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,117 - INFO - STLPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case RCKPN_202401\n", - "2024-10-02 14:28:59,010 - INFO - RCKPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,129 - INFO - RCKPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WSNPN_202401\n", - "2024-10-02 14:28:59,029 - INFO - WSNPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,147 - INFO - WSNPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FSMPN_202401\n", - "2024-10-02 14:28:59,050 - INFO - FSMPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,166 - INFO - FSMPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case ZENPN_202401\n", - "2024-10-02 14:28:59,070 - INFO - ZENPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,184 - INFO - ZENPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case FRGPN_202401\n", - "2024-10-02 14:28:59,090 - INFO - FRGPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,203 - INFO - FRGPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BPLPN_202401\n", - "2024-10-02 14:28:59,105 - INFO - BPLPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,213 - INFO - BPLPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BLFPN_202401\n", - "2024-10-02 14:28:59,126 - INFO - BLFPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,230 - INFO - BLFPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PWLPN_202401\n", - "2024-10-02 14:28:59,146 - INFO - PWLPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,250 - INFO - PWLPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case PVRPN_202401\n", - "2024-10-02 14:28:59,167 - INFO - PVRPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,270 - INFO - PVRPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case WDLPN_202401\n", - "2024-10-02 14:28:59,188 - INFO - WDLPN_202401 HRRR.time time array increments are 1.0 hours\n", + "2024-10-02 14:50:34,288 - INFO - WDLPN_202401 HRRR.time time array increments are 1.0 hours\n", "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "Processing case BNSPN_202401\n", - "2024-10-02 14:28:59,210 - INFO - BNSPN_202401 HRRR.time time array increments are 1.0 hours\n" + "2024-10-02 14:50:34,306 - INFO - BNSPN_202401 HRRR.time time array increments are 1.0 hours\n" ] } ], @@ -2091,19 +2057,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 123, "id": "0c5ec095-f19d-41dc-8186-f01af8a7c5ef", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['id', 'case', 'filename', 'time', 'X', 'y', 'loc', 'features_list'])" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_test.keys()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 125, "id": "c5952a06-1f3b-40f4-b632-34c9812c3ea4", - "metadata": {}, - "outputs": [], - "source": [] + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(168, 16)" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_test.X[1].shape" + ] }, { "cell_type": "code", -- 2.11.4.GIT