Upload 13 files

.gitattributes

@@ -57,3 +57,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+ciLESTmodell.keras filter=lfs diff=lfs merge=lfs -text

LESTcoor.csv

@@ -0,0 +1,5 @@
+,Unnamed: 0,lat,lon,lat_st,lon_st,distance
+0,0,42.88149887862141,-8.432536009471237,42.896,-8.415,2.15
+1,1,42.91738852548408,-8.429224938795953,42.896,-8.415,2.64
+2,2,42.87906360284184,-8.38355936586536,42.896,-8.415,3.18
+3,3,42.914951826465234,-8.380219858087338,42.896,-8.415,3.53

cextra_trees_model_rain.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d628c7f14e185187dea6344ebc9c8f23f0bd9e600f432801c28ebd460c250b4c
+size 190260617

cfindrain.ipynb

@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"machine_shape":"hm","gpuType":"L4","mount_file_id":"1Bwuvtt8Dgjeo7AV_YE_HuaH7LWS3Jyv2","authorship_tag":"ABX9TyM5FA12OE5fHpktjN1wCn3p"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["# @title Load metar and meteorological model\n","import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","pd.options.display.max_rows = 999\n","\n","station_raw = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/airport_ml/LEST/input_files/LESTY2018Y2022.csv\",\n","                          parse_dates=[\"time\"], index_col=[\"time\"]).drop(columns=[\"Unnamed: 0\"])\n","\n","#Load\n","mody2018 = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/airport_ml/LEST/input_files/lat42.896lon-8.415p4R4KmD0Y2018.csv\",parse_dates=[\"time\"],index_col=[\"time\"])\n","mody2019 = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/airport_ml/LEST/input_files/lat42.896lon-8.415p4R4KmD0Y2019.csv\",parse_dates=[\"time\"],index_col=[\"time\"])\n","mody2020 = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/airport_ml/LEST/input_files/lat42.896lon-8.415p4R4KmD0Y2020.csv\",parse_dates=[\"time\"],index_col=[\"time\"])\n","mody2021 = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/airport_ml/LEST/input_files/lat42.896lon-8.415p4R4KmD0Y2021.csv\",parse_dates=[\"time\"], index_col=[\"time\"])\n","mody2022 = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/airport_ml/LEST/input_files/lat42.896lon-8.415p4R4KmD0Y2022.csv\",parse_dates=[\"time\"], index_col=[\"time\"])\n","\n","# Concatenate the mody dataframes and drop the extra column\n","df_mod = pd.concat([mody2018,mody2019,mody2020,mody2021,mody2022]).drop(columns=[\"Unnamed: 0\"])\n","\n","# Check for and drop duplicate indices in df_mod and station_raw before concat axis=1\n","# This assumes you want to keep the first occurrence of a duplicate index.\n","# If you have a different strategy for duplicates (e.g., aggregation), adjust this part.\n","if not df_mod.index.is_unique:\n","    print(f\"Warning: Duplicate indices found in df_mod. Dropping {df_mod.index.duplicated().sum()} rows with duplicate indices.\")\n","    df_mod = df_mod[~df_mod.index.duplicated(keep='first')]\n","\n","if not station_raw.index.is_unique:\n","    print(f\"Warning: Duplicate indices found in station_raw. Dropping {station_raw.index.duplicated().sum()} rows with duplicate indices.\")\n","    station_raw = station_raw[~station_raw.index.duplicated(keep='first')]\n","\n","\n","# Concatenate column-wise and then drop rows with any missing values\n","# Now that indices are unique, axis=1 concatenation should work.\n","df_global = pd.concat([df_mod,station_raw],axis=1).dropna()\n","display(df_global.head())\n","\n","# y variable\n","df_global['y'] = df_global['wxcodes_o'].apply(lambda x: \"rain\" if isinstance(x, str) and ('RA' in x or 'DZ' in x) else \"norain\")\n","\n","print(df_global[['wxcodes_o', 'y']].head())\n","print(df_global['y'].value_counts())\n","\n","y = df_global['y']\n","# Identify columns to drop. x variable\n","\n","#selec X variables\n","X = df_global[['dir0', 'mod0', 'wind_gust0', 'mslp0',\n","       'temp0', 'rh0', 'visibility0', 'lhflx0', 'lwflx0', 'conv_prec0',\n","       'prec0', 'swflx0', 'shflx0', 'cape0', 'cin0', 'cfh0', 'cfl0', 'cfm0',\n","       'cft0', 'HGT5000', 'HGT8500', 'T5000', 'T8500']]\n","\n","X.columns"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":544},"id":"QZ-hYOgBCMoI","executionInfo":{"status":"ok","timestamp":1750754564246,"user_tz":-120,"elapsed":6247,"user":{"displayName":"Rosencor Rosencor","userId":"03851350926450566129"}},"outputId":"ba297a38-2e69-49ba-831b-227ada164247","cellView":"form"},"execution_count":1,"outputs":[{"output_type":"display_data","data":{"text/plain":["                           dir0  snow_prec0  snowlevel0       mod0  \\\n","time                                                                 \n","2018-01-01 01:00:00  203.429932         0.0  854.856445   4.810002   \n","2018-01-01 02:00:00  215.205261         0.0  896.619629   5.700827   \n","2018-01-01 03:00:00  224.525986         0.0  921.870178   7.366050   \n","2018-01-01 04:00:00  227.065903         0.0  940.589844   8.982346   \n","2018-01-01 05:00:00  231.667892         0.0  983.509766  10.026832   \n","\n","                     wind_gust0          mslp0       temp0       rh0  \\\n","time                                                                   \n","2018-01-01 01:00:00   11.869287  102894.039062  280.189117  0.941392   \n","2018-01-01 02:00:00   12.852463  102861.617188  280.347931  0.988324   \n","2018-01-01 03:00:00   16.131567  102839.406250  281.068298  0.952302   \n","2018-01-01 04:00:00   17.282509  102842.039062  281.655243  0.923813   \n","2018-01-01 05:00:00   18.146084  102827.226562  282.484192  0.924759   \n","\n","                      visibility0    lhflx0  ...  mslp_o  visibility_o  \\\n","time                                         ...                         \n","2018-01-01 01:00:00  24051.365234 -0.485709  ...  1028.0        9994.0   \n","2018-01-01 02:00:00  24039.359375 -4.395393  ...  1028.0        9994.0   \n","2018-01-01 03:00:00  24040.320312 -3.568437  ...  1028.0        5005.0   \n","2018-01-01 04:00:00  24042.085938 -1.595969  ...  1028.0        5005.0   \n","2018-01-01 05:00:00  24040.648438  0.638913  ...  1027.0        6003.0   \n","\n","                     skyc1_o  skyc2_o  skyc3_o  skyl1_o  skyl2_o  skyl3_o  \\\n","time                                                                        \n","2018-01-01 01:00:00      FEW      BKN        M    610.0   1494.0        M   \n","2018-01-01 02:00:00      SCT      SCT        M    457.0   1494.0        M   \n","2018-01-01 03:00:00      BKN        M        M    366.0        M        M   \n","2018-01-01 04:00:00      BKN        M        M    305.0        M        M   \n","2018-01-01 05:00:00      SCT      BKN        M    244.0    366.0        M   \n","\n","                     wxcodes_o  \\\n","time                             \n","2018-01-01 01:00:00          M   \n","2018-01-01 02:00:00          M   \n","2018-01-01 03:00:00     -RA BR   \n","2018-01-01 04:00:00     -RA BR   \n","2018-01-01 05:00:00        -RA   \n","\n","                                                               metar_o  \n","time                                                                    \n","2018-01-01 01:00:00  LEST 010100Z 23009KT 190V260 9999 FEW020 BKN04...  \n","2018-01-01 02:00:00  LEST 010200Z 23009G21KT 180V290 9999 SCT015 SC...  \n","2018-01-01 03:00:00  LEST 010300Z 24012G24KT 200V290 5000 -RA BR BK...  \n","2018-01-01 04:00:00  LEST 010400Z 26012KT 190V300 5000 -RA BR BKN01...  \n","2018-01-01 05:00:00  LEST 010500Z 25014G31KT 190V290 6000 -RA SCT00...  \n","\n","[5 rows x 116 columns]"],"text/html":["\n","  <div id=\"df-1c630d0a-ded0-4069-b114-26d0c588df86\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>dir0</th>\n","      <th>snow_prec0</th>\n","      <th>snowlevel0</th>\n","      <th>mod0</th>\n","      <th>wind_gust0</th>\n","      <th>mslp0</th>\n","      <th>temp0</th>\n","      <th>rh0</th>\n","      <th>visibility0</th>\n","      <th>lhflx0</th>\n","      <th>...</th>\n","      <th>mslp_o</th>\n","      <th>visibility_o</th>\n","      <th>skyc1_o</th>\n","      <th>skyc2_o</th>\n","      <th>skyc3_o</th>\n","      <th>skyl1_o</th>\n","      <th>skyl2_o</th>\n","      <th>skyl3_o</th>\n","      <th>wxcodes_o</th>\n","      <th>metar_o</th>\n","    </tr>\n","    <tr>\n","      <th>time</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      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<td>102861.617188</td>\n","      <td>280.347931</td>\n","      <td>0.988324</td>\n","      <td>24039.359375</td>\n","      <td>-4.395393</td>\n","      <td>...</td>\n","      <td>1028.0</td>\n","      <td>9994.0</td>\n","      <td>SCT</td>\n","      <td>SCT</td>\n","      <td>M</td>\n","      <td>457.0</td>\n","      <td>1494.0</td>\n","      <td>M</td>\n","      <td>M</td>\n","      <td>LEST 010200Z 23009G21KT 180V290 9999 SCT015 SC...</td>\n","    </tr>\n","    <tr>\n","      <th>2018-01-01 03:00:00</th>\n","      <td>224.525986</td>\n","      <td>0.0</td>\n","      <td>921.870178</td>\n","      <td>7.366050</td>\n","      <td>16.131567</td>\n","      <td>102839.406250</td>\n","      <td>281.068298</td>\n","      <td>0.952302</td>\n","      <td>24040.320312</td>\n","      <td>-3.568437</td>\n","      <td>...</td>\n","      <td>1028.0</td>\n","      <td>5005.0</td>\n","      <td>BKN</td>\n","      <td>M</td>\n","      <td>M</td>\n","      <td>366.0</td>\n","      <td>M</td>\n","      <td>M</td>\n","      <td>-RA BR</td>\n","      <td>LEST 010300Z 24012G24KT 200V290 5000 -RA BR BK...</td>\n","    </tr>\n","    <tr>\n","      <th>2018-01-01 04:00:00</th>\n","      <td>227.065903</td>\n","      <td>0.0</td>\n","      <td>940.589844</td>\n","      <td>8.982346</td>\n","      <td>17.282509</td>\n","      <td>102842.039062</td>\n","      <td>281.655243</td>\n","      <td>0.923813</td>\n","      <td>24042.085938</td>\n","      <td>-1.595969</td>\n","      <td>...</td>\n","      <td>1028.0</td>\n","      <td>5005.0</td>\n","      <td>BKN</td>\n","      <td>M</td>\n","      <td>M</td>\n","      <td>305.0</td>\n","      <td>M</td>\n","      <td>M</td>\n","      <td>-RA BR</td>\n","      <td>LEST 010400Z 26012KT 190V300 5000 -RA BR BKN01...</td>\n","    </tr>\n","    <tr>\n","      <th>2018-01-01 05:00:00</th>\n","      <td>231.667892</td>\n","      <td>0.0</td>\n","      <td>983.509766</td>\n","      <td>10.026832</td>\n","      <td>18.146084</td>\n","      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Shape (n_samples, n_classes).\n","\n","  Returns:\n","    The multi-class Brier Score.\n","  \"\"\"\n","  lb = LabelBinarizer()\n","  y_true_one_hot = lb.fit_transform(y_true)\n","\n","  if y_true_one_hot.shape != y_prob.shape:\n","      raise ValueError(\"Shape of one-hot encoded y_true and y_prob must match.\")\n","\n","  return np.mean(np.sum((y_prob - y_true_one_hot)**2, axis=1))\n","\n","\n","\n","def heidke_skill_score(y_true, y_pred):\n","  \"\"\"\n","  Calculates the Heidke Skill Score (HSS).\n","\n","  Args:\n","    y_true: Array-like, true labels.\n","    y_pred: Array-like, predicted labels.\n","\n","  Returns:\n","    The Heidke Skill Score.\n","  \"\"\"\n","  cm = confusion_matrix(y_true, y_pred)\n","  # Assuming a 2x2 confusion matrix for binary classification\n","  # [[TN, FP],\n","  #  [FN, TP]]\n","  TN, FP, FN, TP = cm.ravel()\n","\n","  # Total number of observations\n","  N = TN + FP + FN + TP\n","\n","  # Number of correct predictions (hits)\n","  Hits = TP + TN\n","\n","  # Number of correct predictions expected by chance\n","  # Expected_Hits = ((TP + FN) * (TP + FP) + (TN + FP) * (TN + FN)) / N # Alternative way\n","  Expected_Hits = ((TP + FP) * (TP + FN) + (FN + TN) * (FP + TN)) / N\n","\n","  # Heidke Skill Score\n","  HSS = (Hits - Expected_Hits) / (N - Expected_Hits)\n","\n","  return HSS\n","\n","# Perform the split once and reuse the variables\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) # Using a fixed random_state for reproducibility\n","\n","\n","for n in range(0, 1):\n","  print(f\"\\nRandom Forest Run {n}:\")\n","  # Create and train a Random Forest Classifier model\n","  model_rf = RandomForestClassifier(n_estimators=200)\n","  model_rf.fit(X_train, y_train) # Use the same X_train and y_train\n","\n","  # Make predictions on the test set\n","  y_pred_rf = model_rf.predict(X_test) # Use the same X_test\n","\n","  # Evaluate the model\n","  print(\"Confusion Matrix:\")\n","  print(confusion_matrix(y_test, y_pred_rf))\n","  print(classification_report(y_test,y_pred_rf))\n","  print(\"Brier score\")\n","  #print(multiclass_brier_score(y_test,model_rf.predict_proba(X_test)))\n","  print(\"Log loss: \",log_loss(y_test,model_rf.predict_proba(X_test)))\n","  hss_rf = heidke_skill_score(y_test, y_pred_rf)\n","  print(f\"Random Forest Heidke Skill Score: {hss_rf:.4f}\")\n","\n","\n","  print(f\"\\nExtra Trees Run {n}:\")\n","\n","  # Create and train an Extra Trees Classifier model\n","  model_et = ExtraTreesClassifier(n_estimators=200)\n","  model_et.fit(X_train, y_train) # Use the same X_train and y_train\n","\n","  # Make predictions on the test set\n","  y_pred_et = model_et.predict(X_test) # Use the same X_test\n","\n","  # Evaluate the model\n","  print(\"Confusion Matrix:\")\n","  print(confusion_matrix(y_test, y_pred_et))\n","  print(classification_report(y_test,y_pred_et))\n","  #print(\"Brier score\")\n","  #print(multiclass_brier_score(y_test,model_et.predict_proba(X_test)))\n","  print(\"Log loss: \",log_loss(y_test,model_et.predict_proba(X_test)))\n","  hss_et = heidke_skill_score(y_test, y_pred_et)\n","  print(f\"Extra Trees Heidke Skill Score: {hss_et:.4f}\")\n","\n","  print(f\"\\nLightGBM Run {n}:\")\n","  # Create and train a LightGBM Classifier model\n","  model_lgbm = LGBMClassifier(n_estimators=200)\n","  model_lgbm.fit(X_train, y_train) # Use the same X_train and y_train\n","\n","  # Make predictions on the test set\n","  y_pred_lgbm = model_lgbm.predict(X_test) # Use the same X_test\n","\n","  # Evaluate the model\n","  print(\"Confusion Matrix:\")\n","  print(confusion_matrix(y_test, y_pred_lgbm))\n","  print(classification_report(y_test,y_pred_lgbm))\n","  #print(\"Brier score\")\n","  #print(multiclass_brier_score(y_test,model_lgbm.predict_proba(X_test)))\n","  print(\"Log loss: \",log_loss(y_test,model_lgbm.predict_proba(X_test)))\n","  hss_lgbm = heidke_skill_score(y_test, y_pred_lgbm)\n","  print(f\"LGBM Heidke Skill Score: {hss_lgbm:.4f}\")\n","\n","\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LGRaJss0dIa_","executionInfo":{"status":"ok","timestamp":1750754858694,"user_tz":-120,"elapsed":32544,"user":{"displayName":"Rosencor Rosencor","userId":"03851350926450566129"}},"outputId":"7751cb3c-3f20-4ba8-8d8f-e9247eeecd43","cellView":"form"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Random Forest Run 0:\n","Confusion Matrix:\n","[[6865  208]\n"," [ 608  639]]\n","              precision    recall  f1-score   support\n","\n","      norain       0.92      0.97      0.94      7073\n","        rain       0.75      0.51      0.61      1247\n","\n","    accuracy                           0.90      8320\n","   macro avg       0.84      0.74      0.78      8320\n","weighted avg       0.89      0.90      0.89      8320\n","\n","Brier score\n","Log loss:  0.22179044098739256\n","Random Forest Heidke Skill Score: 0.5565\n","\n","Extra Trees Run 0:\n","Confusion Matrix:\n","[[6864  209]\n"," [ 600  647]]\n","              precision    recall  f1-score   support\n","\n","      norain       0.92      0.97      0.94      7073\n","        rain       0.76      0.52      0.62      1247\n","\n","    accuracy                           0.90      8320\n","   macro avg       0.84      0.74      0.78      8320\n","weighted avg       0.90      0.90      0.90      8320\n","\n","Log loss:  0.22515492617027774\n","Extra Trees Heidke Skill Score: 0.5619\n","\n","LightGBM Run 0:\n","[LightGBM] [Info] Number of positive: 4726, number of negative: 28554\n","[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003796 seconds.\n","You can set `force_col_wise=true` to remove the overhead.\n","[LightGBM] [Info] Total Bins 5818\n","[LightGBM] [Info] Number of data points in the train set: 33280, number of used features: 23\n","[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.142007 -> initscore=-1.798718\n","[LightGBM] [Info] Start training from score -1.798718\n","Confusion Matrix:\n","[[6806  267]\n"," [ 589  658]]\n","              precision    recall  f1-score   support\n","\n","      norain       0.92      0.96      0.94      7073\n","        rain       0.71      0.53      0.61      1247\n","\n","    accuracy                           0.90      8320\n","   macro avg       0.82      0.74      0.77      8320\n","weighted avg       0.89      0.90      0.89      8320\n","\n","Log loss:  0.22285398846898125\n","LGBM Heidke Skill Score: 0.5482\n"]}]},{"cell_type":"code","source":["# @title Train algorithms with SMOTE\n","from imblearn.over_sampling import SMOTE\n","\n","# Assuming X_train and y_train are already defined from your previous code block\n","\n","# Check the class distribution before SMOTE\n","print(\"Class distribution before SMOTE:\")\n","print(y_train.value_counts())\n","\n","# Apply SMOTE to the training data\n","smote = SMOTE(random_state=42)\n","X_train_smote, y_train_smote = smote.fit_resample(X_train, y_train)\n","\n","# Check the class distribution after SMOTE\n","print(\"\\nClass distribution after SMOTE:\")\n","print(y_train_smote.value_counts())\n","\n","# Now you can use X_train_smote and y_train_smote to train your models\n","\n","# Example with Random Forest using SMOTE data\n","print(\"\\nTraining Random Forest with SMOTE data:\")\n","model_rf_smote = RandomForestClassifier(n_estimators=200)\n","model_rf_smote.fit(X_train_smote, y_train_smote)\n","\n","# Make predictions on the original test set\n","y_pred_rf_smote = model_rf_smote.predict(X_test)\n","\n","# Evaluate the model trained with SMOTE\n","print(\"Confusion Matrix (after SMOTE):\")\n","print(confusion_matrix(y_test, y_pred_rf_smote))\n","print(classification_report(y_test, y_pred_rf_smote))\n","print(\"Log loss (after SMOTE): \", log_loss(y_test, model_rf_smote.predict_proba(X_test)))\n","hss_rf_smote = heidke_skill_score(y_test, y_pred_rf_smote)\n","print(f\"Random Forest Heidke Skill Score (after SMOTE): {hss_rf_smote:.4f}\")\n","\n","# Extra Trees with SMOTE data\n","print(\"\\nTraining Extra Trees with SMOTE data:\")\n","model_et_smote = ExtraTreesClassifier(n_estimators=200)\n","model_et_smote.fit(X_train_smote, y_train_smote)\n","\n","# Make predictions on the original test set\n","y_pred_et_smote = model_et_smote.predict(X_test)\n","\n","# Evaluate the model trained with SMOTE\n","print(\"Confusion Matrix (Extra Trees after SMOTE):\")\n","print(confusion_matrix(y_test, y_pred_et_smote))\n","print(classification_report(y_test, y_pred_et_smote))\n","print(\"Log loss (Extra Trees after SMOTE): \", log_loss(y_test, model_et_smote.predict_proba(X_test)))\n","hss_et_smote = heidke_skill_score(y_test, y_pred_et_smote)\n","print(f\"Extra Trees Heidke Skill Score (after SMOTE): {hss_et_smote:.4f}\")\n","\n","# LightGBM with SMOTE data\n","print(\"\\nTraining LightGBM with SMOTE data:\")\n","model_lgbm_smote = LGBMClassifier(n_estimators=200)\n","model_lgbm_smote.fit(X_train_smote, y_train_smote)\n","\n","# Make predictions on the original test set\n","y_pred_lgbm_smote = model_lgbm_smote.predict(X_test)\n","\n","# Evaluate the model trained with SMOTE\n","print(\"Confusion Matrix (LightGBM after SMOTE):\")\n","print(confusion_matrix(y_test, y_pred_lgbm_smote))\n","print(classification_report(y_test, y_pred_lgbm_smote))\n","print(\"Log loss (LightGBM after SMOTE): \", log_loss(y_test, model_lgbm_smote.predict_proba(X_test)))\n","hss_lgbm_smote = heidke_skill_score(y_test, y_pred_lgbm_smote)\n","print(f\"LightGBM Heidke Skill Score (after SMOTE): {hss_lgbm_smote:.4f}\")\n","\n","\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qlyjm2vjH2L6","executionInfo":{"status":"ok","timestamp":1750756505127,"user_tz":-120,"elapsed":64723,"user":{"displayName":"Rosencor Rosencor","userId":"03851350926450566129"}},"outputId":"090a1b84-05b2-4adb-c388-eb8c6f755314"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Class distribution before SMOTE:\n","y\n","norain    28554\n","rain       4726\n","Name: count, dtype: int64\n","\n","Class distribution after SMOTE:\n","y\n","norain    28554\n","rain      28554\n","Name: count, dtype: int64\n","\n","Training Random Forest with SMOTE data:\n","Confusion Matrix (after SMOTE):\n","[[6455  618]\n"," [ 328  919]]\n","              precision    recall  f1-score   support\n","\n","      norain       0.95      0.91      0.93      7073\n","        rain       0.60      0.74      0.66      1247\n","\n","    accuracy                           0.89      8320\n","   macro avg       0.77      0.82      0.80      8320\n","weighted avg       0.90      0.89      0.89      8320\n","\n","Log loss (after SMOTE):  0.2520329945548451\n","Random Forest Heidke Skill Score (after SMOTE): 0.5928\n","\n","Training Extra Trees with SMOTE data:\n","Confusion Matrix (Extra Trees after SMOTE):\n","[[6480  593]\n"," [ 312  935]]\n","              precision    recall  f1-score   support\n","\n","      norain       0.95      0.92      0.93      7073\n","        rain       0.61      0.75      0.67      1247\n","\n","    accuracy                           0.89      8320\n","   macro avg       0.78      0.83      0.80      8320\n","weighted avg       0.90      0.89      0.90      8320\n","\n","Log loss (Extra Trees after SMOTE):  0.25338261842993576\n","Extra Trees Heidke Skill Score (after SMOTE): 0.6094\n","\n","Training LightGBM with SMOTE data:\n","[LightGBM] [Info] Number of positive: 28554, number of negative: 28554\n","[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001164 seconds.\n","You can set `force_row_wise=true` to remove the overhead.\n","And if memory is not enough, you can set `force_col_wise=true`.\n","[LightGBM] [Info] Total Bins 5865\n","[LightGBM] [Info] Number of data points in the train set: 57108, number of used features: 23\n","[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n","Confusion Matrix (LightGBM after SMOTE):\n","[[6470  603]\n"," [ 386  861]]\n","              precision    recall  f1-score   support\n","\n","      norain       0.94      0.91      0.93      7073\n","        rain       0.59      0.69      0.64      1247\n","\n","    accuracy                           0.88      8320\n","   macro avg       0.77      0.80      0.78      8320\n","weighted avg       0.89      0.88      0.88      8320\n","\n","Log loss (LightGBM after SMOTE):  0.2601592234225533\n","LightGBM Heidke Skill Score (after SMOTE): 0.5647\n"]}]},{"cell_type":"code","source":["# @title Meteorologic model\n","# prompt: confusion matrix , report and heidke skill score woth y and y_model\n","y_model = [\"rain\" if c >0 else \"norain\" for c in df_global[\"prec0\"]]\n","\n","# Print Confusion Matrix\n","print(\"Confusion Matrix:\")\n","print(confusion_matrix(y, y_model))\n","\n","# Print Classification Report\n","print(\"\\nClassification Report:\")\n","print(classification_report(y, y_model))\n","\n","# Calculate and Print Heidke Skill Score\n","hss = heidke_skill_score(y, y_model)\n","print(f\"\\nHeidke Skill Score: {hss:.4f}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nq133AhZdkah","executionInfo":{"status":"ok","timestamp":1749201718817,"user_tz":-120,"elapsed":459,"user":{"displayName":"Rosencor Rosencor","userId":"03851350926450566129"}},"outputId":"7d1ce222-6c64-438b-dbf2-8f034f28b40e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Confusion Matrix:\n","[[26610  9017]\n"," [  695  5278]]\n","\n","Classification Report:\n","              precision    recall  f1-score   support\n","\n","      norain       0.97      0.75      0.85     35627\n","        rain       0.37      0.88      0.52      5973\n","\n","    accuracy                           0.77     41600\n","   macro avg       0.67      0.82      0.68     41600\n","weighted avg       0.89      0.77      0.80     41600\n","\n","\n","Heidke Skill Score: 0.3991\n"]}]},{"cell_type":"code","source":["# @title Save models\n","# prompt: save model rf and et\n","\n","import joblib\n","\n","# Save the trained Random Forest model\n","joblib.dump(model_rf, '/content/drive/MyDrive/Colab Notebooks/gpt/LEST/crandom_forest_model_rain.pkl')\n","print(\"Random Forest model saved as random_forest_model.pkl\")\n","\n","# Save the trained Extra Trees model\n","joblib.dump(model_et, '/content/drive/MyDrive/Colab Notebooks/gpt/LEST/cextra_trees_model_rain.pkl')\n","print(\"Extra Trees model saved as extra_trees_model.pkl\")\n","\n","# Save the trained LightGBM model\n","joblib.dump(model_lgbm, '/content/drive/MyDrive/Colab Notebooks/gpt/LEST/clightgbm_model_rain.pkl')\n","print(\"LightGBM model saved as lightgbm_model.pkl\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vAHG31_nmoCc","executionInfo":{"status":"ok","timestamp":1750756574276,"user_tz":-120,"elapsed":6144,"user":{"displayName":"Rosencor Rosencor","userId":"03851350926450566129"}},"outputId":"a726dc66-3a02-4a99-cca0-17b3a0f50add"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["Random Forest model saved as random_forest_model.pkl\n","Extra Trees model saved as extra_trees_model.pkl\n","LightGBM model saved as lightgbm_model.pkl\n"]}]}]}

ciLESTmodell.keras

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ciLESTresultl.csv

@@ -0,0 +1,301 @@
+time,y_test,y_pred,all
+2020-07-30 04:00:00,00000KT CAVOK 16/15 Q1011 NOSIG,00000kt cavok 17/16 q1012 nosig,08005kt more8000 norain CL0 CM0 14/14 q1011 first nosig q1012 17/16 cavok 00000kt last last last 9999 vrb01kt last last
+2021-05-25 19:00:00,35008KT 300V020 CAVOK 12/07 Q1025 NOSIG,01011kt 340v050 9999 few030 sct045 11/06 q1024 nosig,36015kt more8000 norain CL0 CM0 12/07 q1025 first nosig q1024 11/06 sct045 few030 9999 340v050 01011kt last last last 9999
+2019-02-02 13:00:00,35005KT 250V040 9999 FEW005 SCT030 FEW035TCU 07/04 Q1020 NOSIG,35011kt 320v020 9999 few030 sct045 08/02 q1020 nosig,33019kt more8000 norain CL0 CM0 08/02 q1021 first nosig q1020 08/02 sct045 few030 9999 320v020 35011kt last last last 9999
+2019-05-07 22:00:00,22018G29KT 180V250 5000 -RA BKN006 OVC012 11/11 Q1008 TEMPO 3000 RA BR BKN010,21013kt 170v250 5000 ra bkn006 ovc010 12/11 q1008 tempo 3000 ra,20021kt b1500and8000 rain CL7 CM8 12/11 q1008 first ra 3000 tempo q1008 12/11 ovc010 bkn006 ra 5000 170v250 21013kt last
+2020-12-08 04:00:00,27005KT 230V300 9999 FEW018 SCT042 05/04 Q1012 TEMPO 3000 SHRA BKN010 SCT030TCU,vrb02kt 9999 few020 sct045 06/05 q1011 nosig,27009kt more8000 norain CL1 CM0 05/05 q1012 first nosig q1011 06/05 sct045 few020 9999 vrb02kt last last last 2000 vrb02kt
+2021-03-09 07:00:00,02006KT 340V070 CAVOK 03/01 Q1022 NOSIG,04007kt 010v080 cavok 05/02 q1022 nosig,04009kt more8000 norain CL4 CM0 02/02 q1024 first nosig q1022 05/02 cavok 010v080 04007kt last last last 06004kt last last
+2019-07-06 12:00:00,31004KT 270V010 9999 FEW015 SCT030 24/15 Q1016 NOSIG,vrb03kt 9999 sct030 22/16 q1017 nosig,25005kt more8000 norain CL3 CM0 23/15 q1016 first nosig q1017 22/16 sct030 9999 vrb03kt last last last 9999 vrb02kt last
+2020-02-09 16:00:00,22012G25KT 170V260 4000 DZ BR BKN002 BKN006 12/12 Q1026 TEMPO 1500 DZ,23009kt 190v280 2000 dz bcfg vv001 11/11 q1025 tempo 0800 bcfg,21019kt b1500and8000 rain CL8 CM0 11/11 q1025 first bcfg 0800 tempo q1025 11/11 vv001 bcfg dz 2000 190v280 23009kt last
+2019-11-20 17:00:00,18007KT 9999 FEW018 BKN022 BKN040 08/07 Q1003 TEMPO 3000 SHRA BKN008 BKN020CB,vrb02kt 9999 sct020 bkn045 09/08 q1002 nosig,21007kt more8000 norain CL5 CM1 08/08 q1003 first nosig q1002 09/08 bkn045 sct020 9999 vrb02kt last last last 9999 170v230
+2020-01-26 10:00:00,18007KT 9999 SCT010 BKN020 08/07 Q1021 TEMPO BKN010,20007kt 170v230 9999 sct012 bkn020 08/07 q1020 nosig,19009kt more8000 norain CL4 CM0 07/06 q1021 first nosig q1020 08/07 bkn020 sct012 9999 170v230 20007kt last last last 9999
+2019-11-20 18:00:00,21010KT 150V260 9999 -SHRA SCT010 BKN031 SCT038TCU 08/07 Q1003 TEMPO 3000 SHRA BKN008 BKN020CB,vrb02kt 9999 sct020 bkn045 09/08 q1002 nosig,21007kt more8000 norain CL8 CM0 08/08 q1003 first nosig q1002 09/08 bkn045 sct020 9999 vrb02kt last last last 9999 190v280
+2019-05-02 18:00:00,VRB06KT CAVOK 14/07 Q1017 NOSIG,05011kt 010v100 cavok 14/06 q1018 nosig,03015kt more8000 norain CL0 CM0 15/07 q1018 first nosig q1018 14/06 cavok 010v100 05011kt last last last 9999 350v070 03010kt
+2020-07-16 16:00:00,04012G22KT 010V100 CAVOK 29/09 Q1020 NOSIG,05011kt 010v100 cavok 26/16 q1020 nosig,04015kt more8000 norain CL0 CM0 27/17 q1020 first nosig q1020 26/16 cavok 010v100 05011kt last last last 9999 020v110 06010kt
+2022-07-25 21:00:00,02005KT 350V070 CAVOK 18/15 Q1024 TEMPO BKN010,vrb02kt cavok 17/14 q1024 nosig,01009kt more8000 norain CL0 CM0 16/14 q1024 first nosig q1024 17/14 cavok vrb02kt last last last 3000 vrb02kt last last
+2019-08-29 12:00:00,VRB05KT 9999 FEW020 23/18 Q1021 NOSIG,vrb02kt cavok 24/17 q1021 nosig,00007kt more8000 norain CL0 CM0 24/16 q1020 first nosig q1021 24/17 cavok vrb02kt last last 34005kt last last 9999 vrb02kt
+2018-01-01 15:00:00,26012KT 200V300 4000 -RA BR SCT004 BKN005 OVC014 11/11 Q1029 TEMPO 8000 -RA,26007kt 190v320 3000 dz br bkn002 ovc004 12/12 q1029 tempo 1500 bcfg,25017kt b1500and8000 rain CL8 CM4 12/11 q1029 first bcfg 1500 tempo q1029 12/12 ovc004 bkn002 br dz 3000 190v320 26007kt
+2018-03-12 04:00:00,28006KT 250V310 9999 SCT015 SCT020TCU BKN036 07/06 Q1010 TEMPO SHRA SCT030TCU,27006kt 230v320 9999 few012 sct020 few030tcu 08/06 q1011 tempo 3000 shra,26011kt more8000 norain CL7 CM0 08/06 q1011 first shra 3000 tempo q1011 08/06 few030tcu sct020 few012 9999 230v320 27006kt last
+2021-02-16 04:00:00,21011KT 160V260 9999 BKN024 OVC034 12/09 Q1018 NOSIG,20012kt 170v240 9999 sct020 bkn030 11/08 q1018 nosig,19019kt more8000 norain CL5 CM2 10/09 q1018 first nosig q1018 11/08 bkn030 sct020 9999 170v240 20012kt last last last last
+2020-09-14 17:00:00,24008KT 200V300 9999 SCT024 21/15 Q1019 NOSIG,26005kt 200v320 cavok 21/15 q1018 nosig,23009kt more8000 norain CL0 CM0 21/15 q1018 first nosig q1018 21/15 cavok 200v320 26005kt last last last 9999 190v280 23006kt
+2018-02-22 12:00:00,VRB02KT CAVOK 10/02 Q1012 NOSIG,vrb02kt cavok 11/00 q1012 nosig,08003kt more8000 norain CL0 CM0 10/00 q1013 first nosig q1012 11/00 cavok vrb02kt last last last 9999 vrb02kt last last
+2019-02-15 16:00:00,25005KT 210V290 CAVOK 16/05 Q1025 NOSIG,vrb02kt cavok 18/06 q1025 nosig,21005kt more8000 norain CL0 CM0 16/06 q1025 first nosig q1025 18/06 cavok vrb02kt last last last 9999 vrb02kt last last
+2020-04-20 08:00:00,13004KT 9999 BKN022 10/09 Q1010 NOSIG,vrb02kt cavok 12/09 q1010 nosig,11005kt more8000 norain CL2 CM3 10/08 q1010 first nosig q1010 12/09 cavok vrb02kt last last last 9999 vrb02kt last last
+2018-12-23 22:00:00,23009KT 180V280 9000 FEW002 SCT009 10/09 Q1029 TEMPO 3000 BR,00000kt cavok 09/07 q1028 nosig,13003kt more8000 norain CL0 CM0 08/05 q1029 first nosig q1028 09/07 cavok 00000kt last last last 9999 vrb02kt last last
+2022-04-19 05:00:00,01007KT 340V040 9999 SCT009 SCT014 BKN023 07/06 Q1021 TEMPO RA FEW030TCU,vrb02kt cavok 05/04 q1021 nosig,01005kt more8000 norain CL3 CM0 04/04 q1022 first nosig q1021 05/04 cavok vrb02kt last last last 06004kt last last last
+2021-04-01 01:00:00,12005KT 090V150 CAVOK 21/03 Q1008 NOSIG,10006kt 070v140 cavok 14/08 q1008 nosig,09009kt more8000 norain CL0 CM0 13/09 q1009 first nosig q1008 14/08 cavok 070v140 10006kt last last last 9999 vrb02kt last
+2022-04-27 05:00:00,14003KT 9999 VCFG SCT018 SCT040 09/09 Q1015 TEMPO 0800 FG BKN002,vrb02kt cavok 09/08 q1015 nosig,15003kt more8000 norain CL0 CM0 06/06 q1016 first nosig q1015 09/08 cavok vrb02kt last last last 9999 vrb02kt last last
+2021-10-18 07:00:00,22007KT 170V290 9999 FEW003 OVC008 17/16 Q1020 TEMPO 3000 BR,21007kt 170v250 9999 bkn007 bkn020 17/16 q1020 nosig,19007kt more8000 norain CL4 CM0 16/16 q1020 first nosig q1020 17/16 bkn020 bkn007 9999 170v250 21007kt last last last last
+2021-08-03 11:00:00,27004KT 200V360 9999 FEW012 OVC023 18/13 Q1020 NOSIG,vrb03kt 9999 sct030 20/13 q1020 nosig,25007kt more8000 norain CL2 CM0 21/12 q1019 first nosig q1020 20/13 sct030 9999 vrb03kt last last last 9999 vrb02kt last
+2019-08-06 16:00:00,20007KT 170V230 9000 -RADZ SCT005 OVC010 19/18 Q1015 TEMPO 3000 -RABR,23008kt 190v280 9999 sct012 bkn020 20/18 q1015 nosig,22011kt more8000 norain CL2 CM5 19/17 q1015 first nosig q1015 20/18 bkn020 sct012 9999 190v280 23008kt last last last last
+2022-07-24 22:00:00,25003KT 200V280 9999 BKN015 17/15 Q1022 TEMPO BKN010,vrb02kt cavok 16/14 q1022 nosig,20005kt more8000 norain CL0 CM0 15/14 q1022 first nosig q1022 16/14 cavok vrb02kt last last last 9999 vrb02kt last last
+2019-07-04 21:00:00,36004KT 310V030 9999 BKN020 17/16 Q1018 NOSIG,vrb02kt cavok 17/15 q1018 nosig,23005kt more8000 norain CL0 CM1 17/14 q1018 first nosig q1018 17/15 cavok vrb02kt last last last last 9999 vrb02kt last
+2021-08-23 11:00:00,11008KT 070V140 CAVOK 24/16 Q1020 WS R35 NOSIG,10006kt 050v150 cavok 26/16 q1020 nosig,08011kt more8000 norain CL0 CM0 27/18 q1019 first nosig q1020 26/16 cavok 050v150 10006kt last last last 9999 vrb02kt last
+2021-02-11 22:00:00,22005KT 170V260 9000 RA SCT002 BKN004 OVC009 11/11 Q1013 TEMPO 3000 SHRA BKN020TCU,23007kt 190v280 9999 ra sct006 bkn012 bkn020 12/11 q1015 nosig,22011kt more8000 rain CL8 CM0 11/11 q1015 first nosig q1015 12/11 bkn020 bkn012 sct006 ra 9999 190v280 23007kt last last
+2022-04-02 08:00:00,06004KT 020V120 CAVOK 04/01 Q1023 NOSIG,10006kt 070v140 cavok 05/m01 q1023 nosig,07009kt more8000 norain CL0 CM0 04/00 q1025 first nosig q1023 05/m01 cavok 070v140 10006kt last last last 9999 vrb02kt last
+2022-06-23 22:00:00,22006KT 190V270 9000 SCT006 SCT011 BKN030 13/12 Q1018 NOSIG,vrb02kt cavok 13/12 q1017 nosig,22007kt more8000 norain CL4 CM0 12/12 q1017 first nosig q1017 13/12 cavok vrb02kt last last last 9999 190v280 23004kt last
+2021-02-06 02:00:00,02015G26KT 340V060 9999 BKN007 BKN018 07/05 Q1005 NOSIG,02013kt 350v060 9999 bkn012 bkn030 07/05 q1006 nosig,01019kt more8000 norain CL6 CM2 07/06 q1006 first nosig q1006 07/05 bkn030 bkn012 9999 350v060 02013kt last last last 9999
+2018-05-12 14:00:00,33009KT 300V010 9999 FEW020 SCT030TCU 10/05 Q1022 RESHRA TEMPO 3000 SHRA,30008kt 260v340 9999 sct030 sct045 11/05 q1022 nosig,29015kt more8000 norain CL0 CM0 12/04 q1022 first nosig q1022 11/05 sct045 sct030 9999 260v340 30008kt last last last 9999
+2022-09-29 12:00:00,34011KT 290V010 9999 FEW012 SCT023 BKN043 16/12 Q1012 NOSIG,35009kt 320v030 9999 sct030 bkn045 16/12 q1013 nosig,34015kt more8000 norain CL2 CM0 17/11 q1012 first nosig q1013 16/12 bkn045 sct030 9999 320v030 35009kt last last last 9999
+2022-12-29 14:00:00,21005KT 160V260 9999 SCT009 BKN016 BKN040 11/10 Q1017 NOSIG,vrb02kt 9999 sct025 bkn045 11/10 q1017 nosig,20007kt more8000 norain CL3 CM2 11/10 q1017 first nosig q1017 11/10 bkn045 sct025 9999 vrb02kt last last last 9999 170v230
+2018-10-03 23:00:00,00000KT CAVOK 17/12 Q1022 NOSIG,00000kt cavok 17/13 q1022 nosig,10005kt more8000 norain CL0 CM0 15/12 q1022 first nosig q1022 17/13 cavok 00000kt last last last 9999 vrb02kt last last
+2021-12-01 14:00:00,32004KT 240V010 9000 SCT012 SCT022 BKN042 10/08 Q1021 NOSIG,32008kt 290v350 9999 few020 sct045 11/07 q1021 nosig,31013kt more8000 norain CL7 CM0 10/07 q1021 first nosig q1021 11/07 sct045 few020 9999 290v350 32008kt last last 9999 290v350
+2018-03-14 09:00:00,21021G33KT 180V260 9000 -RA SCT012 BKN022 OVC032 12/10 Q0994 WS ALL RWY TEMPO SHRA SCT020TCU,21017kt 170v250 8000 ra bkn012 bkn018 11/10 q0995 tempo 3000 ra,20029kt b1500and8000 rain CL4 CM5 11/09 q0995 first ra 3000 tempo q0995 11/10 bkn018 bkn012 ra 8000 170v250 21017kt last
+2018-06-21 18:00:00,06013KT 020V100 9999 FEW025 FEW030TCU 23/17 Q1020 NOSIG,03008kt 350v070 cavok 24/17 q1020 nosig,04011kt more8000 norain CL0 CM0 24/18 q1019 first nosig q1020 24/17 cavok 350v070 03008kt last last last 9999 vrb02kt last
+2018-02-08 03:00:00,VRB01KT 9999 FEW040 M02/M02 Q1024 NOSIG,00000kt cavok m01/m01 q1025 nosig,09003kt more8000 norain CL1 CM1 -2/-3 q1027 first nosig q1025 m01/m01 cavok 00000kt last last last 1000n 4000 vrb02kt last
+2019-11-12 04:00:00,VRB01KT 9999 4000E -RA BCFG FEW022 SCT030 OVC045 07/07 Q1020 NOSIG,vrb02kt 9999 ra sct020 bkn045 07/07 q1020 nosig,20005kt more8000 rain CL8 CM3 07/06 q1021 first nosig q1020 07/07 bkn045 sct020 ra 9999 vrb02kt last last last 2000
+2020-05-24 13:00:00,12003KT 020V190 9999 FEW010 25/16 Q1026 NOSIG,vrb02kt cavok 24/16 q1027 nosig,07005kt more8000 norain CL0 CM0 25/15 q1026 first nosig q1027 24/16 cavok vrb02kt last last last 0500n last 2000 vrb02kt
+2018-10-13 05:00:00,21011KT 170V250 9999 FEW028 SCT046 18/13 Q1013 NOSIG,20012kt 170v240 9999 sct030 17/12 q1013 nosig,19019kt more8000 norain CL0 CM0 17/12 q1012 first nosig q1013 17/12 sct030 9999 170v240 20012kt last last last last 9999
+2021-03-24 18:00:00,05006KT 020V080 9999 FEW045 13/06 Q1026 NOSIG,vrb02kt 9999 sct030 11/07 q1027 nosig,34007kt more8000 norain CL3 CM0 11/07 q1027 first nosig q1027 11/07 sct030 9999 vrb02kt last last last 9999 vrb02kt last
+2021-05-02 21:00:00,06004KT 010V110 CAVOK 09/03 Q1021 NOSIG,05007kt 010v100 cavok 08/03 q1021 nosig,03009kt more8000 norain CL0 CM0 08/03 q1022 first nosig q1021 08/03 cavok 010v100 05007kt last last last 06004kt last last
+2021-04-06 11:00:00,05011KT 360V110 9999 FEW017 12/05 Q1018 NOSIG,05011kt 020v100 cavok 13/06 q1018 nosig,05017kt more8000 norain CL0 CM0 13/07 q1019 first nosig q1018 13/06 cavok 020v100 05011kt last last 9999 350v070 03010kt last
+2019-10-06 18:00:00,VRB01KT 9999 FEW030 18/14 Q1023 NOSIG,vrb02kt cavok 16/13 q1022 nosig,01007kt more8000 norain CL0 CM0 16/13 q1022 first nosig q1022 16/13 cavok vrb02kt last last last 06004kt last last last
+2018-02-07 09:00:00,02010KT 360V060 8000 -RA SCT006 BKN011 02/01 Q1022 TEMPO 3000 RASN,36009kt 330v030 4000 ra bkn006 bkn012 02/02 q1022 nosig,01017kt b1500and8000 rain CL0 CM0 04/01 q1023 first nosig q1022 02/02 bkn012 bkn006 ra 4000 330v030 36009kt last last last
+2019-05-16 11:00:00,31007KT 270V340 7000 -DZ SCT007 BKN018 OVC033 12/11 Q1014 NOSIG,32008kt 290v350 9999 sct018 sct030 bkn045 14/11 q1014 nosig,32013kt more8000 norain CL4 CM1 16/10 q1014 first nosig q1014 14/11 bkn045 sct030 sct018 9999 290v350 32008kt last last 9999
+2020-01-14 13:00:00,21020G38KT 180V250 9999 SCT022 BKN034 13/09 Q1012 NOSIG,22015g27kt 170v260 9999 bkn012 bkn020 11/08 q1012 nosig,20025kt more8000 norain CL5 CM0 10/09 q1012 first nosig q1012 11/08 bkn020 bkn012 9999 170v260 22015g27kt last last last last
+2021-03-22 10:00:00,08007KT 020V120 CAVOK 10/04 Q1023 NOSIG,11009kt 070v150 cavok 10/03 q1023 nosig,08011kt more8000 norain CL0 CM0 10/03 q1024 first nosig q1023 10/03 cavok 070v150 11009kt last last 2000 080v150 11006kt last
+2018-12-01 11:00:00,22010KT 170V290 9999 BKN011 OVC022 12/11 Q1022 TEMPO 3000 DZ,22015g27kt 170v260 9999 bkn012 bkn020 11/10 q1021 nosig,21021kt more8000 norain CL7 CM3 11/10 q1021 first nosig q1021 11/10 bkn020 bkn012 9999 170v260 22015g27kt last last last last
+2020-09-04 18:00:00,01011KT 320V040 9999 FEW012 23/18 Q1022 NOSIG,36007kt 320v030 cavok 24/18 q1022 nosig,36009kt more8000 norain CL0 CM0 23/17 q1022 first nosig q1022 24/18 cavok 320v030 36007kt last last last last 9999 vrb02kt
+2018-01-06 15:00:00,36005KT 330V040 9999 FEW014 SCT025 07/04 Q1005 NOSIG,34007kt 300v010 9999 few030 sct045 08/05 q1006 nosig,34011kt more8000 norain CL2 CM0 08/04 q1006 first nosig q1006 08/05 sct045 few030 9999 300v010 34007kt last last last 9999
+2019-08-05 05:00:00,14003KT 120V190 CAVOK 14/13 Q1018 NOSIG,00000kt cavok 16/15 q1018 nosig,10005kt more8000 norain CL6 CM0 13/13 q1018 first nosig q1018 16/15 cavok 00000kt last last last 2000 vrb02kt last last
+2021-08-07 06:00:00,24003KT 170V290 9999 3500SE BCFG FEW003 13/12 Q1012 TEMPO 4000 -RA,vrb02kt 9999 sct012 bkn020 14/13 q1012 nosig,22003kt more8000 norain CL4 CM0 11/11 q1012 first nosig q1012 14/13 bkn020 sct012 9999 vrb02kt last last last last 9999
+2021-03-16 03:00:00,VRB02KT CAVOK 06/04 Q1028 NOSIG,vrb02kt cavok 06/04 q1028 nosig,04005kt more8000 norain CL0 CM0 03/03 q1029 first nosig q1028 06/04 cavok vrb02kt last last last 06004kt last last last
+2018-10-04 16:00:00,26003KT 230V320 CAVOK 29/08 Q1018 NOSIG,vrb02kt cavok 24/15 q1017 nosig,24007kt more8000 norain CL0 CM0 25/14 q1017 first nosig q1017 24/15 cavok vrb02kt last last last 9999 vrb02kt last last
+2022-12-10 20:00:00,12002KT CAVOK 06/03 Q1010 NOSIG,vrb02kt cavok 08/06 q1012 nosig,28001kt more8000 norain CL0 CM1 07/05 q1013 first nosig q1012 08/06 cavok vrb02kt last last last 9999 vrb02kt last last
+2022-08-23 03:00:00,04004KT 350V070 9999 FEW015 18/16 Q1016 NOSIG,02008kt 350v060 9999 bkn007 17/16 q1016 nosig,03011kt more8000 norain CL5 CM0 16/16 q1016 first nosig q1016 17/16 bkn007 9999 350v060 02008kt last last 34005kt last 9999
+2020-10-11 09:00:00,07007KT 360V120 9999 FEW036 12/06 Q1032 NOSIG,06007kt 020v100 cavok 11/06 q1031 nosig,04011kt more8000 norain CL0 CM0 11/07 q1032 first nosig q1031 11/06 cavok 020v100 06007kt last last last 9999 vrb02kt last
+2021-12-09 15:00:00,27005KT 220V320 3000 -RA FEW002 SCT006 OVC012 11/10 Q1023 TEMPO 5000 -RA,31008kt 260v340 9999 sct025 bkn045 12/09 q1022 nosig,27015kt more8000 norain CL5 CM1 12/10 q1022 first nosig q1022 12/09 bkn045 sct025 9999 260v340 31008kt last last last 9999
+2018-08-23 07:00:00,06003KT 010V120 7000 BKN012 18/17 Q1020 NOSIG,vrb02kt 0900 r17/p2000 r35/p2000 fg vv001 17/16 q1020 nosig,03007kt b1500and8000 norain CL5 CM0 16/16 q1020 first nosig q1020 17/16 vv001 fg r35/p2000 r17/p2000 0900 vrb02kt last last last
+2019-10-05 12:00:00,24004KT 190V280 9999 BKN024 17/11 Q1020 NOSIG,vrb01kt cavok 18/13 q1020 nosig,19001kt more8000 norain CL0 CM0 17/10 q1020 first nosig q1020 18/13 cavok vrb01kt last last last 4800 14003kt last last
+2019-10-18 17:00:00,23010KT 190V300 4000 RA SCT004 BKN013 BKN022 13/12 Q1013 TEMPO 2000 BKN005,24010kt 190v290 5000 ra bkn004 ovc010 13/13 q1012 tempo 3000 ra,22017kt b1500and8000 rain CL3 CM3 13/13 q1012 first ra 3000 tempo q1012 13/13 ovc010 bkn004 ra 5000 190v290 24010kt last
+2019-11-10 17:00:00,16004KT 130V190 2800 1200E -RA BKN003 BKN012 08/08 Q1021 TEMPO 0800 BCFG VV001,vrb02kt 0300 r17/p2000 r35/0400n fg dz vv001 08/08 q1021 nosig,23007kt b1500and8000 rain CL6 CM6 08/07 q1022 first nosig q1021 08/08 vv001 dz fg r35/0400n r17/p2000 0300 vrb02kt last last
+2019-07-10 11:00:00,VRB01KT CAVOK 27/18 Q1018 NOSIG,vrb03kt cavok 27/16 q1018 nosig,07001kt more8000 norain CL0 CM0 27/15 q1017 first nosig q1018 27/16 cavok vrb03kt last last last 9999 vrb02kt last last
+2022-08-04 15:00:00,35015KT 330V030 9999 FEW025 SCT033 24/18 Q1016 NOSIG,01013kt 340v050 9999 few030 24/18 q1016 nosig,01019kt more8000 norain CL0 CM0 25/19 q1015 first nosig q1016 24/18 few030 9999 340v050 01013kt last last last 9999 340v050
+2019-09-28 11:00:00,20003KT 120V230 9999 FEW009 16/10 Q1022 NOSIG,vrb02kt cavok 17/09 q1021 nosig,22003kt more8000 norain CL0 CM0 17/08 q1021 first nosig q1021 17/09 cavok vrb02kt last last last 9999 vrb02kt last last
+2020-12-06 16:00:00,23004KT 190V330 2000 -RA BR VV001 08/07 Q1010 TEMPO RA,vrb02kt 9999 few010 sct025 bkn045 09/08 q1010 tempo 3000 ra,24009kt more8000 norain CL6 CM4 09/09 q1010 first ra 3000 tempo q1010 09/08 bkn045 sct025 few010 9999 vrb02kt last last
+2022-07-05 10:00:00,04012KT 010V080 9999 SCT018 19/14 Q1021 NOSIG,05011kt 010v100 cavok 21/14 q1021 nosig,04015kt more8000 norain CL0 CM0 22/15 q1021 first nosig q1021 21/14 cavok 010v100 05011kt last last last 9999 020v110 06010kt
+2019-11-24 02:00:00,22003KT 190V280 9999 FEW036 07/06 Q1013 NOSIG,vrb02kt cavok 08/08 q1014 nosig,18003kt more8000 norain CL5 CM0 06/06 q1015 first nosig q1014 08/08 cavok vrb02kt last last last 9999 vrb02kt last last
+2021-12-24 08:00:00,20009KT 160V260 8000 -SHRA SCT010 BKN015 SCT035TCU 10/09 Q1006 RESHRA TEMPO 0800 +RA BKN005,21013kt 170v250 5000 ra bkn006 ovc012 10/09 q1005 tempo 3000 ra,19023kt b1500and8000 rain CL7 CM5 10/09 q1005 first ra 3000 tempo q1005 10/09 ovc012 bkn006 ra 5000 170v250 21013kt last
+2020-02-10 20:00:00,22004KT 160V260 9000 SCT006 BKN012 11/10 Q1031 BECMG 3000 DZ BKN005,vrb02kt 9999 sct012 bkn025 09/08 q1030 nosig,24009kt more8000 norain CL5 CM1 10/09 q1031 first nosig q1030 09/08 bkn025 sct012 9999 vrb02kt last last last 240v320 29003kt
+2020-05-12 23:00:00,15004KT 9999 FEW008 11/10 Q1006 NOSIG,00000kt cavok 13/12 q1005 nosig,06003kt more8000 norain CL0 CM2 11/11 q1006 first nosig q1005 13/12 cavok 00000kt last last last 9999 vrb01kt last last
+2018-07-23 12:00:00,27004KT 190V340 CAVOK 28/18 Q1015 NOSIG,26005kt 200v320 cavok 27/19 q1016 nosig,24009kt more8000 norain CL0 CM0 28/18 q1015 first nosig q1016 27/19 cavok 200v320 26005kt last last last 9999 vrb02kt last
+2018-05-11 15:00:00,25008KT 210V300 4000 -DZRA SCT006 BKN009 OVC026 11/11 Q1018 TEMPO 6000,23007kt 190v280 9999 ra sct006 bkn012 bkn020 11/10 q1018 nosig,20009kt more8000 rain CL8 CM0 11/09 q1018 first nosig q1018 11/10 bkn020 bkn012 sct006 ra 9999 190v280 23007kt last last
+2019-06-24 20:00:00,VRB02KT 9999 FEW020 SCT043 17/13 Q1016 NOSIG,vrb02kt cavok 16/13 q1017 nosig,22007kt more8000 norain CL0 CM0 16/12 q1017 first nosig q1017 16/13 cavok vrb02kt last last last 9999 vrb02kt last last
+2020-02-16 18:00:00,24021G33KT 200V280 5000 -RA SCT003 BKN005 OVC010 13/13 Q1020 RERA WS ALL RWY TEMPO 1400 RA BKN004,24012g22kt 200v290 3000 ra br bkn002 ovc005 13/13 q1020 nosig,22023kt b1500and8000 rain CL7 CM1 13/13 q1019 first nosig q1020 13/13 ovc005 bkn002 br ra 3000 200v290 24012g22kt last last
+2019-11-25 08:00:00,25007G17KT 200V290 6000 -RA FEW004 BKN006 BKN016 11/11 Q1012 TEMPO BKN010,26008kt 210v320 4000 dz ovc002 12/11 q1012 nosig,25011kt b1500and8000 rain CL4 CM0 11/11 q1012 first nosig q1012 12/11 ovc002 dz 4000 210v320 26008kt last last last 3000
+2018-02-21 07:00:00,VRB04KT 9999 FEW026 05/01 Q1018 NOSIG,vrb02kt cavok 05/02 q1019 nosig,05007kt more8000 norain CL1 CM0 03/02 q1021 first nosig q1019 05/02 cavok vrb02kt last last 08003kt last last last 9999
+2022-10-29 19:00:00,20006KT 140V300 9999 SCT009 14/12 Q1017 NOSIG,21006kt 170v250 9999 sct012 bkn020 14/13 q1017 nosig,19007kt more8000 norain CL3 CM0 13/12 q1017 first nosig q1017 14/13 bkn020 sct012 9999 170v250 21006kt last last last last
+2018-11-28 19:00:00,20013KT 170V230 5000 -RA FEW014 BKN023 10/10 Q1016 TEMPO 3000 RA BKN010,21012kt 170v250 5000 ra bkn006 ovc010 11/10 q1016 nosig,20021kt b1500and8000 rain CL6 CM3 12/09 q1016 first nosig q1016 11/10 ovc010 bkn006 ra 5000 170v250 21012kt last last last
+2021-07-22 17:00:00,27004KT 220V330 9999 FEW013 SCT016 21/16 Q1017 NOSIG,24007kt 190v290 9999 few030 24/17 q1016 nosig,23011kt more8000 norain CL0 CM0 23/17 q1016 first nosig q1016 24/17 few030 9999 190v290 24007kt last last last last 9999
+2019-02-06 21:00:00,21009KT 180V240 3500 -DZ BKN002 OVC006 09/09 Q1024 TEMPO 2000 BKN002,21006kt 170v240 2000 dz bcfg vv001 09/09 q1024 tempo 0800 bcfg,20013kt b1500and8000 rain CL8 CM8 09/09 q1024 first bcfg 0800 tempo q1024 09/09 vv001 bcfg dz 2000 170v240 21006kt last
+2021-07-09 09:00:00,08005KT 030V120 9999 FEW010 16/11 Q1024 NOSIG,vrb02kt cavok 15/11 q1024 nosig,03007kt more8000 norain CL0 CM0 15/10 q1024 first nosig q1024 15/11 cavok vrb02kt last last last 9999 vrb02kt last last
+2021-10-28 07:00:00,13006KT 100V160 CAVOK 10/06 Q1014 NOSIG,20007kt 170v230 cavok 10/08 q1015 nosig,18007kt more8000 norain CL0 CM0 08/06 q1015 first nosig q1015 10/08 cavok 170v230 20007kt last last last 9999 170v230 20007kt
+2020-05-03 02:00:00,15003KT 0300 0100 R17/0550U R35/0400N FG VV001 12/12 Q1018 NOSIG,vrb01kt 0200 r17/0350n r35/0400n fg vv001 11/11 q1018 nosig,11005kt l1500 norain CL7 CM0 10/10 q1019 first nosig q1018 11/11 vv001 fg r35/0400n r17/0350n 0200 vrb01kt last last last
+2022-05-17 16:00:00,21008KT 180V260 4000 -RA BCFG BKN003 OVC007 14/14 Q1020 NOSIG,24009kt 200v290 3000 dz br ovc003 16/15 q1020 nosig,22015kt b1500and8000 rain CL5 CM0 17/15 q1019 first nosig q1020 16/15 ovc003 br dz 3000 200v290 24009kt last last last
+2019-05-07 21:00:00,21017G30KT 180V260 9000 -RA BKN008 OVC013 11/10 Q1009 TEMPO 3000 RA BR BKN010,21013kt 170v240 9999 ra bkn012 bkn020 12/11 q1009 nosig,20021kt more8000 rain CL5 CM5 12/10 q1009 first nosig q1009 12/11 bkn020 bkn012 ra 9999 170v240 21013kt last last last
+2022-12-26 14:00:00,VRB02KT 9999 FEW015 12/08 Q1027 NOSIG,vrb01kt cavok 13/07 q1027 nosig,34003kt more8000 norain CL0 CM0 12/06 q1028 first nosig q1027 13/07 cavok vrb01kt last last last 9999 vrb02kt last last
+2019-08-09 08:00:00,23016G31KT 170V290 9000 VCSH FEW016 BKN026 SCT032TCU 18/15 Q1012 NOSIG,23012kt 190v290 9999 bkn014 bkn020 18/16 q1012 nosig,22017kt more8000 norain CL8 CM0 17/16 q1011 first nosig q1012 18/16 bkn020 bkn014 9999 190v290 23012kt last last last last
+2021-04-16 15:00:00,06012KT 020V100 CAVOK 17/M00 Q1018 NOSIG,05010kt 010v100 cavok 17/01 q1018 nosig,05013kt more8000 norain CL0 CM0 16/05 q1019 first nosig q1018 17/01 cavok 010v100 05010kt last last 9999 010v100 05008kt last
+2022-01-20 16:00:00,06008KT 020V110 9999 FEW027 11/04 Q1028 NOSIG,05007kt 010v100 cavok 11/06 q1029 nosig,05011kt more8000 norain CL0 CM0 11/07 q1030 first nosig q1029 11/06 cavok 010v100 05007kt last last last 4800 vrb02kt last
+2018-11-28 20:00:00,21009KT 170V240 8000 -RA OVC023 10/09 Q1016 TEMPO 3000 BKN014,20014kt 170v240 9999 ra bkn018 11/09 q1016 nosig,20023kt more8000 rain CL6 CM3 12/08 q1016 first nosig q1016 11/09 bkn018 ra 9999 170v240 20014kt last last last last
+2022-10-16 04:00:00,20012KT 160V240 2500 RA BKN003 OVC008 16/16 Q1010 TEMPO 6000 NSW,20011kt 170v240 9999 ra bkn012 bkn020 14/13 q1011 nosig,18013kt more8000 rain CL4 CM0 14/13 q1010 first nosig q1011 14/13 bkn020 bkn012 ra 9999 170v240 20011kt last last last
+2019-02-27 06:00:00,22007KT 200V260 CAVOK 10/07 Q1024 NOSIG,16008kt cavok 10/06 q1024 nosig,17011kt more8000 norain CL0 CM0 09/05 q1025 first nosig q1024 10/06 cavok 16008kt last last last 9999 170v230 20008kt last
+2019-03-22 22:00:00,00000KT CAVOK 10/04 Q1027 NOSIG,00000kt cavok 09/05 q1028 nosig,01003kt more8000 norain CL0 CM0 09/05 q1029 first nosig q1028 09/05 cavok 00000kt last last last 3000 00000kt last last
+2018-08-06 01:00:00,23003KT CAVOK 24/18 Q1016 NOSIG,vrb02kt cavok 19/16 q1016 nosig,13003kt more8000 norain CL0 CM0 18/15 q1016 first nosig q1016 19/16 cavok vrb02kt last last last 09003kt last last 9999
+2018-06-26 23:00:00,03003KT 350V060 9999 OVC011 15/14 Q1021 TEMPO 3000 BR,00000kt cavok 13/12 q1022 nosig,35005kt more8000 norain CL3 CM0 12/12 q1022 first nosig q1022 13/12 cavok 00000kt last last last 9999 vrb01kt last last
+2020-03-22 03:00:00,02004KT 330V050 7000 BCFG BKN005 09/09 Q1012 TEMPO 1500 BKN001,vrb02kt 0200 r17/0300n r35/0400n fg vv001 10/10 q1012 nosig,03005kt b1500and8000 norain CL8 CM0 08/08 q1012 first nosig q1012 10/10 vv001 fg r35/0400n r17/0300n 0200 vrb02kt last last last
+2021-06-04 10:00:00,03006KT 330V100 9999 FEW012 15/05 Q1026 NOSIG,vrb02kt cavok 14/06 q1026 nosig,00007kt more8000 norain CL0 CM0 15/05 q1026 first nosig q1026 14/06 cavok vrb02kt last last last 9999 vrb02kt last last
+2020-11-01 06:00:00,21012KT 170V240 3000 -RA BKN003 OVC008 16/15 Q1022 NOSIG,21011kt 170v250 3000 ra br sct002 ovc003 16/16 q1022 nosig,20017kt b1500and8000 rain CL6 CM3 16/16 q1021 first nosig q1022 16/16 ovc003 sct002 br ra 3000 170v250 21011kt last last
+2022-04-26 10:00:00,15005KT 080V190 9999 SCT033 BKN045 14/08 Q1012 NOSIG,vrb02kt 9999 few030 sct045 14/09 q1012 nosig,22003kt more8000 norain CL4 CM4 13/09 q1012 first nosig q1012 14/09 sct045 few030 9999 vrb02kt last last last 1100 vrb02kt
+2018-12-19 21:00:00,24006KT 190V300 9999 SCT005 BKN015 09/09 Q1022 TEMPO BKN005,22006kt 190v260 cavok 10/08 q1022 nosig,22011kt more8000 norain CL0 CM1 09/08 q1023 first nosig q1022 10/08 cavok 190v260 22006kt last last last 4000 190v280 23006kt
+2020-11-18 08:00:00,21011KT 180V250 6000 2500N -RA BKN004 BKN009 OVC014 15/14 Q1023 TEMPO 3000,21011kt 170v250 3000 dz br sct003 bkn005 16/15 q1023 nosig,18011kt b1500and8000 rain CL5 CM0 15/14 q1023 first nosig q1023 16/15 bkn005 sct003 br dz 3000 170v250 21011kt last last
+2022-03-17 10:00:00,06016G27KT 020V120 9999 FEW024 09/03 Q1029 NOSIG,05013kt 010v100 9999 few030 10/03 q1030 nosig,05021kt more8000 norain CL0 CM0 10/04 q1031 first nosig q1030 10/03 few030 9999 010v100 05013kt last last last 9999 020v110
+2018-11-07 03:00:00,26008KT 190V320 9999 -RA FEW018 SCT028 BKN045 10/09 Q1004 TEMPO 3000 RA,24007kt 200v290 9999 ra few010 sct020 bkn045 08/07 q1005 tempo 3000 ra,24015kt more8000 rain CL6 CM1 10/08 q1005 first ra 3000 tempo q1005 08/07 bkn045 sct020 few010 ra 9999 200v290 24007kt
+2019-02-13 09:00:00,15005KT CAVOK 08/02 Q1029 NOSIG,00000kt cavok 06/02 q1028 nosig,10005kt more8000 norain CL0 CM0 06/02 q1029 first nosig q1028 06/02 cavok 00000kt last last last 9999 00000kt last last
+2022-12-23 19:00:00,27005KT 230V310 5000 -RA SCT003 SCT008 BKN027 11/11 Q1019 TEMPO 3000 RA BKN005,23007kt 190v280 2000 ra bcfg vv001 11/11 q1018 nosig,22011kt b1500and8000 rain CL6 CM5 11/11 q1018 first nosig q1018 11/11 vv001 bcfg ra 2000 190v280 23007kt last last last
+2018-02-12 07:00:00,VRB02KT 4500 1500NE -DZ BCFG SCT001 SCT020 BKN030 01/00 Q1024 TEMPO 1500 BCFG,00000kt cavok 01/00 q1024 nosig,28001kt more8000 norain CL0 CM1 00/-1 q1026 first nosig q1024 01/00 cavok 00000kt last last last 9999 vrb02kt last last
+2019-10-03 05:00:00,15005KT 0900 0300S R17/1400U R35/0400N FG BKN001 09/09 Q1020 NOSIG,vrb02kt cavok 11/10 q1020 nosig,20003kt more8000 norain CL0 CM0 08/08 q1021 first nosig q1020 11/10 cavok vrb02kt last last last 9999 vrb02kt last last
+2021-10-18 16:00:00,24005KT 190V290 9999 FEW015 20/16 Q1020 NOSIG,23008kt 190v280 cavok 20/16 q1020 nosig,21013kt more8000 norain CL0 CM0 20/16 q1020 first nosig q1020 20/16 cavok 190v280 23008kt last last last last 1200 160v250
+2020-10-05 03:00:00,22003KT 180V260 9999 FEW025 SCT038 BKN047 11/10 Q1016 NOSIG,vrb02kt 9999 sct025 bkn045 09/08 q1015 nosig,24005kt more8000 norain CL5 CM0 07/07 q1016 first nosig q1015 09/08 bkn045 sct025 9999 vrb02kt last last last 9999 vrb02kt
+2021-05-28 15:00:00,34010KT 310V010 9999 FEW048 24/16 Q1017 NOSIG,vrb04kt 9999 few030 24/15 q1017 nosig,29009kt more8000 norain CL0 CM0 25/15 q1016 first nosig q1017 24/15 few030 9999 vrb04kt last last last 9999 vrb02kt last
+2019-06-02 17:00:00,23005KT 200V260 9999 FEW032 21/11 Q1018 NOSIG,24007kt 190v290 9999 sct030 20/13 q1018 nosig,23011kt more8000 norain CL0 CM5 20/13 q1018 first nosig q1018 20/13 sct030 9999 190v290 24007kt last last last last 9999
+2019-03-13 06:00:00,12002KT 3000 0800S R17/1000U R35/0650N BCFG FEW016 SCT042 01/01 Q1031 TEMPO 1000 BCFG,00000kt 5000 1000n r17/1200u r35/p2000 bcfg sct020 bkn040 03/03 q1032 nosig,27003kt b1500and8000 norain CL1 CM1 02/02 q1033 first nosig q1032 03/03 bkn040 sct020 bcfg r35/p2000 r17/1200u 1000n 5000 00000kt last
+2021-03-27 02:00:00,10004KT 050V130 CAVOK 05/02 Q1028 NOSIG,vrb02kt cavok 04/02 q1028 nosig,06005kt more8000 norain CL0 CM0 01/01 q1029 first nosig q1028 04/02 cavok vrb02kt last last last 0500n last 2000 vrb01kt
+2018-05-18 03:00:00,02004KT 350V070 CAVOK 10/09 Q1017 NOSIG,vrb02kt cavok 10/09 q1017 nosig,02007kt more8000 norain CL2 CM0 08/08 q1018 first nosig q1017 10/09 cavok vrb02kt last last last 9999 vrb02kt last last
+2019-05-25 08:00:00,06008KT 340V130 9999 FEW015 14/09 Q1025 NOSIG,06006kt 010v110 cavok 13/09 q1024 nosig,04009kt more8000 norain CL0 CM0 13/08 q1025 first nosig q1024 13/09 cavok 010v110 06006kt last last last 9999 vrb02kt last
+2018-05-13 10:00:00,VRB05KT 9999 SCT005 SCT010 BKN025 10/08 Q1025 NOSIG,25005kt 200v300 9999 sct030 bkn045 12/07 q1025 nosig,25009kt more8000 norain CL7 CM0 12/07 q1025 first nosig q1025 12/07 bkn045 sct030 9999 200v300 25005kt last last last last
+2020-05-01 16:00:00,24012G23KT 160V290 3500 BR BKN003 OVC005 15/15 Q1019 TEMPO 5000 BKN005,23009kt 190v290 5000 br ovc003 15/14 q1018 nosig,22015kt b1500and8000 norain CL7 CM0 15/14 q1018 first nosig q1018 15/14 ovc003 br 5000 190v290 23009kt last last last 2000
+2020-01-29 20:00:00,22016KT 200V270 9999 SCT007 BKN014 12/11 Q1020 TEMPO RA,23013g24kt 190v280 9999 bkn006 ovc010 12/11 q1020 tempo 3000 ra,21019kt b1500and8000 norain CL7 CM7 12/11 q1019 first ra 3000 tempo q1020 12/11 ovc010 bkn006 9999 190v280 23013g24kt last last
+2020-08-29 19:00:00,02009KT 350V050 9999 FEW010 15/10 Q1018 NOSIG,35005kt 320v030 cavok 14/12 q1017 nosig,00013kt more8000 norain CL0 CM0 14/12 q1017 first nosig q1017 14/12 cavok 320v030 35005kt last last last 9999 320v020 35006kt
+2020-06-06 20:00:00,36005KT 330V040 9999 FEW010 BKN031 14/12 Q1012 NOSIG,01007kt 340v050 9999 sct006 bkn012 14/13 q1013 nosig,36009kt more8000 norain CL3 CM0 14/12 q1012 first nosig q1013 14/13 bkn012 sct006 9999 340v050 01007kt last last last 3000
+2021-10-08 08:00:00,00000KT 8000 BCFG NSC 12/11 Q1021 NOSIG,vrb02kt cavok 14/11 q1021 nosig,06005kt more8000 norain CL0 CM0 12/10 q1021 first nosig q1021 14/11 cavok vrb02kt last last last 9999 vrb02kt last last
+2019-02-09 03:00:00,22008KT 170V250 9000 -RA BKN006 OVC012 10/09 Q1020 TEMPO 3000 BKN005,21008kt 170v250 9999 dz sct006 bkn012 bkn020 09/08 q1021 nosig,21013kt more8000 rain CL4 CM0 09/08 q1021 first nosig q1021 09/08 bkn020 bkn012 sct006 dz 9999 170v250 21008kt last last
+2019-08-26 03:00:00,VRB02KT CAVOK 16/15 Q1016 NOSIG,vrb02kt cavok 16/15 q1016 nosig,03007kt more8000 norain CL4 CM0 14/14 q1016 first nosig q1016 16/15 cavok vrb02kt last last last 06004kt last last last
+2018-06-26 02:00:00,36004KT 320V050 1500 BCFG BKN002 BKN005 15/15 Q1019 TEMPO 0800 FG BKN001,vrb01kt 0200 r17/0350n r35/0400n fg vv001 15/15 q1018 nosig,35003kt l1500 norain CL5 CM0 14/14 q1018 first nosig q1018 15/15 vv001 fg r35/0400n r17/0350n 0200 vrb01kt last last last
+2018-09-28 03:00:00,00000KT 0200 R17/0550N BCFG VV001 17/17 Q1023 NOSIG,vrb01kt 0200 r17/0350n r35/0400n fg vv001 15/15 q1023 nosig,10003kt l1500 norain CL0 CM0 13/13 q1023 first nosig q1023 15/15 vv001 fg r35/0400n r17/0350n 0200 vrb01kt last last last
+2020-07-16 14:00:00,07011KT 020V120 CAVOK 28/10 Q1021 NOSIG,05011kt 010v100 cavok 28/17 q1020 nosig,04015kt more8000 norain CL0 CM0 28/16 q1020 first nosig q1020 28/17 cavok 010v100 05011kt last last last 9999 010v100 05009kt
+2022-11-04 05:00:00,07003KT 010V100 9999 BKN038 08/07 Q1024 NOSIG,00000kt cavok 07/06 q1023 nosig,31001kt more8000 norain CL1 CM0 06/05 q1024 first nosig q1023 07/06 cavok 00000kt last last last 9999 vrb01kt last last
+2022-09-30 05:00:00,VRB01KT 9999 FEW010 09/09 Q1018 NOSIG,00000kt cavok 09/09 q1017 nosig,05003kt more8000 norain CL8 CM0 07/07 q1018 first nosig q1017 09/09 cavok 00000kt last last last 9999 vrb01kt last last
+2018-11-14 12:00:00,17008KT 130V190 CAVOK 17/11 Q1019 NOSIG,vrb02kt cavok 16/10 q1018 nosig,14007kt more8000 norain CL0 CM0 16/09 q1018 first nosig q1018 16/10 cavok vrb02kt last last last 9999 170v230 20007kt last
+2019-02-06 04:00:00,17005KT 9999 OVC012 07/07 Q1026 NOSIG,15006kt cavok 09/08 q1026 nosig,12005kt more8000 norain CL1 CM0 06/06 q1027 first nosig q1026 09/08 cavok 15006kt last last last 9999 vrb02kt last last
+2022-07-13 12:00:00,VRB03KT CAVOK 35/19 Q1020 NOSIG,vrb02kt cavok 32/17 q1021 nosig,25007kt more8000 norain CL0 CM0 32/20 q1020 first nosig q1021 32/17 cavok vrb02kt last last last 9999 vrb02kt last last
+2018-09-27 10:00:00,15004KT 110V210 CAVOK 23/16 Q1027 NOSIG,vrb02kt cavok 23/14 q1027 nosig,19007kt more8000 norain CL0 CM0 23/14 q1026 first nosig q1027 23/14 cavok vrb02kt last last last 9999 vrb02kt last last
+2021-01-10 22:00:00,04009KT CAVOK 03/M01 Q1024 NOSIG,06009kt 020v100 cavok 05/01 q1023 nosig,03017kt more8000 norain CL0 CM0 04/01 q1025 first nosig q1023 05/01 cavok 020v100 06009kt last last 9999 350v060 03010kt last
+2022-11-16 13:00:00,24014G28KT 180V290 1800 -RA BR OVC003 15/15 Q1004 TEMPO 4000,23016g30kt 190v290 5000 ra bkn006 ovc010 15/15 q1004 tempo 3000 ra,23025kt b1500and8000 rain CL5 CM0 15/15 q1003 first ra 3000 tempo q1004 15/15 ovc010 bkn006 ra 5000 190v290 23016g30kt last
+2019-03-26 06:00:00,08004KT 030V120 CAVOK 06/01 Q1021 NOSIG,10005kt 070v140 cavok 05/01 q1021 nosig,08011kt more8000 norain CL0 CM0 06/01 q1023 first nosig q1021 05/01 cavok 070v140 10005kt last last last 1000n 3000 070v140
+2022-03-31 16:00:00,34010KT 9999 FEW020 SCT029 BKN045 10/07 Q1010 TEMPO 3000 RA BKN010,35011kt 320v020 9999 sct030 bkn045 11/08 q1010 nosig,34017kt more8000 norain CL0 CM0 12/08 q1010 first nosig q1010 11/08 bkn045 sct030 9999 320v020 35011kt last last last 9999
+2021-09-13 05:00:00,VRB02KT 9999 FEW024 17/15 Q1010 NOSIG,vrb02kt cavok 16/13 q1010 nosig,16003kt more8000 norain CL0 CM0 14/12 q1010 first nosig q1010 16/13 cavok vrb02kt last last last 9999 vrb02kt last last
+2020-05-02 20:00:00,24004KT 200V290 9999 SCT007 BKN014 14/14 Q1021 TEMPO BKN005,23007kt 190v280 9999 bkn006 bkn012 14/13 q1021 nosig,22011kt more8000 norain CL5 CM0 13/13 q1021 first nosig q1021 14/13 bkn012 bkn006 9999 190v280 23007kt last last last last
+2021-12-02 08:00:00,01007KT 330V030 9999 FEW012 SCT025TCU 06/04 Q1021 NOSIG,vrb02kt cavok 06/04 q1020 nosig,36009kt more8000 norain CL0 CM0 06/04 q1021 first nosig q1020 06/04 cavok vrb02kt last last last 3000 31001kt last last
+2018-02-18 08:00:00,33003KT CAVOK 02/02 Q1028 NOSIG,vrb02kt cavok 05/01 q1028 nosig,04005kt more8000 norain CL0 CM0 03/01 q1029 first nosig q1028 05/01 cavok vrb02kt last last last 0500n last 3000 00000kt
+2022-01-03 04:00:00,20004KT 120V280 7000 OVC003 11/10 Q1025 NOSIG,vrb02kt cavok 09/07 q1025 nosig,20009kt more8000 norain CL0 CM0 08/06 q1026 first nosig q1025 09/07 cavok vrb02kt last last last 9999 170v230 20006kt last
+2022-11-08 08:00:00,22010KT 160V260 9999 SCT010 BKN018 BKN024 12/12 Q1009 NOSIG,23009kt 190v280 9999 sct010 bkn020 12/11 q1010 nosig,22015kt more8000 norain CL4 CM0 12/11 q1009 first nosig q1010 12/11 bkn020 sct010 9999 190v280 23009kt last last last last
+2019-09-10 07:00:00,01005KT 340V060 9999 FEW036 BKN046 12/10 Q1023 NOSIG,00000kt cavok 11/10 q1023 nosig,34003kt more8000 norain CL0 CM0 09/09 q1023 first nosig q1023 11/10 cavok 00000kt last last last 9999 vrb01kt last last
+2019-08-09 10:00:00,23017G30KT 170V290 9999 VCSH FEW016 SCT028 SCT030TCU 20/16 Q1013 WS ALL RWY NOSIG,23015g26kt 190v290 9999 sct020 bkn030 19/15 q1013 nosig,22023kt more8000 norain CL2 CM0 19/15 q1012 first nosig q1013 19/15 bkn030 sct020 9999 190v290 23015g26kt last last last last
+2021-08-05 09:00:00,22006KT 160V260 8000 OVC004 16/15 Q1018 TEMPO 3000 DZ BKN004,22006kt 170v260 5000 br bkn003 bkn007 15/14 q1017 nosig,21011kt b1500and8000 norain CL5 CM0 15/13 q1017 first nosig q1017 15/14 bkn007 bkn003 br 5000 170v260 22006kt last last last
+2020-05-15 10:00:00,06012G22KT 020V120 9999 FEW025 BKN035 14/09 Q1018 NOSIG,05012kt 010v100 9999 few030 sct045 14/08 q1017 nosig,04019kt more8000 norain CL5 CM3 15/09 q1017 first nosig q1017 14/08 sct045 few030 9999 010v100 05012kt last last last 9999
+2021-03-06 12:00:00,06008KT 010V110 9999 FEW030 13/04 Q1022 NOSIG,10007kt 050v140 cavok 13/07 q1023 nosig,07009kt more8000 norain CL0 CM0 13/05 q1023 first nosig q1023 13/07 cavok 050v140 10007kt last last last 9999 vrb02kt last
+2019-02-04 13:00:00,22006KT 160V290 9999 BKN011 09/07 Q1029 NOSIG,20008kt 170v230 9999 bkn025 08/06 q1029 nosig,20013kt more8000 norain CL7 CM0 08/05 q1030 first nosig q1029 08/06 bkn025 9999 170v230 20008kt last last 9999 170v230 20008kt
+2022-01-04 18:00:00,VRB02KT 9999 SCT020 FEW024TCU BKN045 07/05 Q1019 TEMPO 3000 SHRA,vrb02kt 9999 sct020 bkn045 08/07 q1018 nosig,20007kt more8000 norain CL6 CM0 07/06 q1019 first nosig q1018 08/07 bkn045 sct020 9999 vrb02kt last last last 9999 vrb02kt
+2022-11-03 22:00:00,VRB02KT 9999 FEW020 BKN037 08/07 Q1023 NOSIG,vrb02kt cavok 10/08 q1023 nosig,25007kt more8000 norain CL0 CM0 09/08 q1023 first nosig q1023 10/08 cavok vrb02kt last last last 9999 vrb02kt last last
+2022-11-11 03:00:00,14003KT CAVOK 11/10 Q1023 TEMPO 3000 BCFG,00000kt cavok 11/10 q1023 nosig,10007kt more8000 norain CL0 CM0 09/08 q1023 first nosig q1023 11/10 cavok 00000kt last last last 9999 vrb02kt last last
+2021-01-08 19:00:00,03010KT CAVOK 03/M01 Q1012 NOSIG,04006kt 010v080 cavok 03/00 q1012 nosig,03009kt more8000 norain CL0 CM0 03/01 q1013 first nosig q1012 03/00 cavok 010v080 04006kt last last last 9999 vrb02kt last
+2018-03-25 11:00:00,02010KT 340V040 9999 SCT020 SCT035 09/06 Q1017 NOSIG,36012kt 320v030 9999 few030 sct045 10/03 q1017 nosig,34015kt more8000 norain CL0 CM0 10/04 q1017 first nosig q1017 10/03 sct045 few030 9999 320v030 36012kt last last last 9999
+2018-12-21 14:00:00,25012G22KT 200V310 9000 VCFG BKN007 BKN011 13/12 Q1027 NOSIG,23015g26kt 190v280 9999 bkn005 ovc010 13/12 q1028 nosig,21023kt b1500and8000 norain CL6 CM0 13/12 q1027 first nosig q1028 13/12 ovc010 bkn005 9999 190v280 23015g26kt last last last last
+2019-03-17 10:00:00,04007KT 350V110 9999 FEW018 BKN045 09/06 Q1024 NOSIG,02010kt 340v060 9999 few030 sct045 10/04 q1023 nosig,01013kt more8000 norain CL1 CM0 10/04 q1024 first nosig q1023 10/04 sct045 few030 9999 340v060 02010kt last last last 9999
+2022-08-06 10:00:00,09007KT 050V160 CAVOK 23/15 Q1018 NOSIG,08008kt 020v140 cavok 24/17 q1018 nosig,07011kt more8000 norain CL0 CM0 24/16 q1018 first nosig q1018 24/17 cavok 020v140 08008kt last last 0600w 1800 vrb01kt last
+2022-10-05 13:00:00,VRB02KT 9999 SCT022 BKN031 19/15 Q1024 NOSIG,vrb02kt 9999 sct020 bkn040 20/16 q1024 nosig,24007kt more8000 norain CL3 CM0 21/15 q1023 first nosig q1024 20/16 bkn040 sct020 9999 vrb02kt last last last 9999 vrb02kt
+2019-10-21 21:00:00,VRB01KT CAVOK 07/06 Q1019 NOSIG,vrb02kt cavok 10/09 q1019 nosig,03007kt more8000 norain CL0 CM0 09/08 q1019 first nosig q1019 10/09 cavok vrb02kt last last last 9999 vrb02kt last last
+2019-07-21 21:00:00,02006KT 350V050 CAVOK 18/17 Q1023 NOSIG,vrb02kt cavok 18/16 q1023 nosig,02009kt more8000 norain CL0 CM0 17/16 q1023 first nosig q1023 18/16 cavok vrb02kt last last last 06004kt last last last
+2020-05-29 13:00:00,03006KT 300V100 CAVOK 30/11 Q1016 NOSIG,vrb03kt cavok 30/14 q1016 nosig,00009kt more8000 norain CL0 CM0 30/17 q1015 first nosig q1016 30/14 cavok vrb03kt last last last 9999 vrb02kt last last
+2019-05-22 16:00:00,27009KT 220V330 9999 FEW030 22/11 Q1018 NOSIG,26007kt 200v320 9999 sct030 20/13 q1019 nosig,25011kt more8000 norain CL0 CM0 22/13 q1018 first nosig q1019 20/13 sct030 9999 200v320 26007kt last last last 9999 210v300
+2019-12-13 19:00:00,26012KT 210V310 9999 -RA SCT007 BKN012 OVC020 11/10 Q1018 TEMPO 1500 BCFG,25008kt 200v300 9999 ra sct006 bkn012 bkn020 10/09 q1018 nosig,25015kt more8000 rain CL5 CM0 10/09 q1018 first nosig q1018 10/09 bkn020 bkn012 sct006 ra 9999 200v300 25008kt last last
+2021-08-29 23:00:00,03003KT 360V070 9999 FEW018 BKN028 18/14 Q1016 NOSIG,00000kt cavok 17/16 q1015 nosig,23003kt more8000 norain CL3 CM1 15/15 q1015 first nosig q1015 17/16 cavok 00000kt last last last 2000 vrb02kt last last
+2018-01-21 04:00:00,24004KT 190V280 0300 R17/P2000 R35/0600D BCFG -DZ VV001 11/11 Q1030 NOSIG,24005kt 200v290 0400 r17/p2000 r35/0800n dz fg vv001 11/11 q1030 nosig,23009kt l1500 rain CL6 CM0 11/11 q1031 first nosig q1030 11/11 vv001 fg dz r35/0800n r17/p2000 0400 200v290 24005kt last
+2022-10-20 16:00:00,21018G33KT 170V250 9999 -SHRA BKN026 SCT030TCU BKN035 16/13 Q1003 NOSIG,23015g27kt 190v280 9999 ra sct007 bkn012 bkn020 15/14 q1004 nosig,22019kt more8000 rain CL6 CM0 15/14 q1003 first nosig q1004 15/14 bkn020 bkn012 sct007 ra 9999 190v280 23015g27kt last last
+2021-05-19 20:00:00,34004KT 290V050 CAVOK 13/09 Q1025 NOSIG,vrb02kt cavok 12/07 q1027 nosig,00009kt more8000 norain CL0 CM0 12/07 q1027 first nosig q1027 12/07 cavok vrb02kt last last last 9999 vrb02kt last last
+2021-03-23 14:00:00,26009KT 210V310 CAVOK 18/06 Q1023 NOSIG,23009kt 190v290 9999 few030 sct045 14/06 q1023 nosig,23013kt more8000 norain CL0 CM0 15/06 q1023 first nosig q1023 14/06 sct045 few030 9999 190v290 23009kt last last last last
+2019-11-07 19:00:00,VRB05KT 9999 -SHRA FEW018 SCT025TCU BKN040 05/04 Q1014 TEMPO 3000 TSGR BKN020CB,vrb02kt 9999 shra sct018 sct025tcu bkn035 05/04 q1014 tempo 3000 shra,29009kt more8000 rain CL8 CM0 08/05 q1014 first shra 3000 tempo q1014 05/04 bkn035 sct025tcu sct018 shra 9999 vrb02kt last
+2018-03-31 09:00:00,26006KT 210V290 9999 FEW005 SCT038 08/05 Q1015 NOSIG,27006kt 230v320 9999 few030 sct045 09/05 q1015 nosig,26011kt more8000 norain CL0 CM0 08/04 q1015 first nosig q1015 09/05 sct045 few030 9999 230v320 27006kt last last last 9999
+2018-10-19 19:00:00,04008KT 010V100 CAVOK 15/12 Q1020 NOSIG,05008kt 010v100 cavok 16/12 q1020 nosig,04013kt more8000 norain CL0 CM0 16/12 q1020 first nosig q1020 16/12 cavok 010v100 05008kt last last last 9999 010v100 05006kt
+2018-08-05 16:00:00,24006KT 210V280 CAVOK 34/17 Q1017 NOSIG,vrb03kt cavok 30/15 q1016 nosig,24007kt more8000 norain CL0 CM0 34/22 q1016 first nosig q1016 30/15 cavok vrb03kt last last 9999 vrb03kt last last last
+2019-06-06 08:00:00,15007KT 120V190 9999 -RA BKN020 BKN030 10/09 Q1007 TEMPO 3000 -RA BKN008,20013kt 170v230 9999 ra bkn030 10/07 q1006 nosig,17017kt more8000 rain CL8 CM8 11/07 q1006 first nosig q1006 10/07 bkn030 ra 9999 170v230 20013kt last last last 9999
+2021-04-25 14:00:00,11003KT 030V190 9999 SCT015 BKN021 BKN036 16/12 Q1009 TEMPO 3000 SHRA SCT030TCU,vrb02kt cavok 19/11 q1008 nosig,03005kt more8000 norain CL0 CM0 20/11 q1007 first nosig q1008 19/11 cavok vrb02kt last last 34005kt last last 9999 vrb02kt
+2018-04-11 15:00:00,36008KT 270V050 9999 SCT020 SCT040 12/07 Q1005 NOSIG,34007kt 300v010 9999 sct020 sct045 11/07 q1005 nosig,33013kt more8000 norain CL5 CM0 12/07 q1005 first nosig q1005 11/07 sct045 sct020 9999 300v010 34007kt last last last 9999
+2022-12-07 12:00:00,11006KT 080V140 CAVOK 13/09 Q1012 NOSIG,13007kt cavok 13/09 q1013 nosig,10009kt more8000 norain CL0 CM0 12/07 q1013 first nosig q1013 13/09 cavok 13007kt last last last 9999 vrb02kt last last
+2022-08-22 12:00:00,36010KT 9999 FEW010 SCT016 22/18 Q1020 NOSIG,03008kt 350v070 cavok 24/18 q1020 nosig,02011kt more8000 norain CL0 CM0 25/18 q1019 first nosig q1020 24/18 cavok 350v070 03008kt last last last 9999 340v070 02008kt
+2020-02-07 19:00:00,22008KT 200V280 9999 SCT010 BKN015 11/10 Q1020 TEMPO BKN010,21007kt 170v250 9999 sct020 bkn030 11/09 q1018 nosig,21013kt more8000 norain CL9 CM0 11/10 q1018 first nosig q1018 11/09 bkn030 sct020 9999 170v250 21007kt last last last last
+2018-12-17 19:00:00,21011KT 170V240 9999 SCT040 09/04 Q1022 NOSIG,20010kt 170v240 9999 bkn030 09/06 q1023 nosig,19017kt more8000 norain CL1 CM2 09/05 q1023 first nosig q1023 09/06 bkn030 9999 170v240 20010kt last last last 9999 170v240
+2022-08-17 21:00:00,01005KT 330V040 9999 FEW025 14/11 Q1022 NOSIG,vrb01kt cavok 13/12 q1021 nosig,00005kt more8000 norain CL3 CM0 12/12 q1021 first nosig q1021 13/12 cavok vrb01kt last last last 5000 vrb01kt last last
+2022-09-07 22:00:00,20007KT 170V230 9999 FEW008 SCT022 16/15 Q1017 NOSIG,21006kt 170v250 9999 sct012 bkn020 17/15 q1017 nosig,21009kt more8000 norain CL5 CM0 16/15 q1017 first nosig q1017 17/15 bkn020 sct012 9999 170v250 21006kt last last last last
+2021-01-22 21:00:00,26011KT 210V330 8000 -RA FEW007 SCT010 BKN030 07/06 Q1013 TEMPO 3000 RA,25008kt 200v300 9999 ra few010 sct020 bkn045 08/07 q1013 tempo 3000 ra,24019kt more8000 rain CL3 CM1 08/06 q1013 first ra 3000 tempo q1013 08/07 bkn045 sct020 few010 ra 9999 200v300 25008kt
+2020-02-19 16:00:00,27004KT 200V330 CAVOK 13/03 Q1029 NOSIG,vrb02kt cavok 12/04 q1029 nosig,23007kt more8000 norain CL0 CM0 12/03 q1029 first nosig q1029 12/04 cavok vrb02kt last last last 9999 vrb02kt last last
+2018-10-23 19:00:00,08004KT 050V110 CAVOK 15/11 Q1027 NOSIG,00000kt cavok 17/13 q1027 nosig,08005kt more8000 norain CL0 CM0 15/13 q1028 first nosig q1027 17/13 cavok 00000kt last last last 9999 vrb02kt last last
+2019-03-28 07:00:00,00000KT CAVOK 05/00 Q1027 NOSIG,11006kt 080v140 cavok 05/01 q1027 nosig,09009kt more8000 norain CL0 CM0 05/01 q1028 first nosig q1027 05/01 cavok 080v140 11006kt last last last 9999 00000kt last
+2019-08-22 04:00:00,VRB01KT CAVOK 13/12 Q1021 NOSIG,vrb02kt cavok 15/14 q1020 nosig,05009kt more8000 norain CL4 CM0 13/13 q1020 first nosig q1020 15/14 cavok vrb02kt last last last 3000 00000kt last last
+2018-12-08 10:00:00,17005KT 9999 FEW016 08/07 Q1032 NOSIG,vrb02kt 9999 bkn025 08/07 q1031 nosig,18003kt more8000 norain CL4 CM0 07/06 q1032 first nosig q1031 08/07 bkn025 9999 vrb02kt last last last 9999 vrb02kt last
+2020-09-24 20:00:00,29006KT 260V320 9999 FEW012 SCT040 12/10 Q1020 TEMPO RA,31005kt 260v340 9999 sct025 bkn045 12/09 q1020 nosig,29011kt more8000 norain CL0 CM0 12/09 q1020 first nosig q1020 12/09 bkn045 sct025 9999 260v340 31005kt last last last 9999
+2021-06-18 14:00:00,02011KT 350V070 9999 BKN009 BKN013 14/12 Q1015 NOSIG,02013kt 350v060 9999 sct020 bkn030 16/13 q1015 nosig,01019kt more8000 norain CL4 CM0 18/13 q1014 first nosig q1015 16/13 bkn030 sct020 9999 350v060 02013kt last last 9999 340v050
+2021-07-20 12:00:00,24004KT 170V290 9999 OVC010 18/15 Q1018 NOSIG,vrb02kt cavok 24/15 q1016 nosig,31005kt more8000 norain CL0 CM0 25/14 q1016 first nosig q1016 24/15 cavok vrb02kt last last last 9999 vrb02kt last last
+2018-10-21 18:00:00,VRB04KT 9999 FEW035 20/15 Q1021 NOSIG,vrb02kt cavok 19/15 q1021 nosig,02007kt more8000 norain CL0 CM0 18/15 q1021 first nosig q1021 19/15 cavok vrb02kt last last last 06004kt last last last
+2020-10-21 22:00:00,19010KT 160V230 9999 FEW016 11/09 Q1008 NOSIG,18008kt 9999 sct030 bkn045 12/11 q1007 nosig,15007kt more8000 norain CL2 CM0 10/10 q1007 first nosig q1007 12/11 bkn045 sct030 9999 18008kt last last last 9999 170v230
+2018-07-09 22:00:00,04008KT 360V070 CAVOK 21/13 Q1021 NOSIG,vrb02kt cavok 20/16 q1022 nosig,02007kt more8000 norain CL0 CM0 19/16 q1022 first nosig q1022 20/16 cavok vrb02kt last last last 06004kt last last last
+2018-10-29 17:00:00,23007KT 190V270 9999 FEW014 SCT020 08/06 Q1004 NOSIG,20007kt 170v230 9999 sct020 bkn045 07/06 q1002 nosig,21009kt more8000 norain CL5 CM4 08/06 q1002 first nosig q1002 07/06 bkn045 sct020 9999 170v230 20007kt last last last 9999
+2020-09-15 01:00:00,16004KT CAVOK 15/14 Q1020 NOSIG,vrb02kt cavok 16/15 q1020 nosig,12005kt more8000 norain CL0 CM0 13/13 q1020 first nosig q1020 16/15 cavok vrb02kt last last last 12004kt last last 9999
+2020-08-05 11:00:00,36005KT 300V070 CAVOK 24/15 Q1015 NOSIG,vrb03kt cavok 24/15 q1015 nosig,35005kt more8000 norain CL0 CM0 25/14 q1015 first nosig q1015 24/15 cavok vrb03kt last last 34005kt last 9999 vrb02kt last
+2021-07-11 01:00:00,02003KT 350V070 2000 BR BKN001 15/14 Q1017 TEMPO 1000 BCFG,vrb02kt cavok 14/13 q1018 nosig,03005kt more8000 norain CL3 CM0 11/11 q1018 first nosig q1018 14/13 cavok vrb02kt last last last 0500n 4000 00000kt last
+2019-03-13 20:00:00,04004KT 010V070 9999 SCT014 BKN020 07/05 Q1035 NOSIG,00000kt cavok 06/05 q1035 nosig,02003kt more8000 norain CL0 CM0 06/05 q1037 first nosig q1035 06/05 cavok 00000kt last last last 08003kt last last last
+2019-08-29 23:00:00,VRB01KT 9999 FEW030 17/16 Q1022 NOSIG,vrb02kt cavok 17/16 q1021 nosig,03005kt more8000 norain CL2 CM0 15/15 q1021 first nosig q1021 17/16 cavok vrb02kt last last last 06004kt last last last
+2021-01-11 14:00:00,04007KT 350V080 9999 FEW030 08/01 Q1025 NOSIG,04007kt 010v080 9999 bkn040 09/05 q1026 nosig,03009kt more8000 norain CL2 CM0 08/03 q1027 first nosig q1026 09/05 bkn040 9999 010v080 04007kt last last last 9999 350v070
+2021-05-13 11:00:00,28008KT 230V320 9999 SCT004 BKN010 OVC014 14/14 Q1013 NOSIG,27006kt 230v320 9999 sct006 bkn012 bkn020 14/13 q1014 nosig,27011kt more8000 norain CL4 CM5 14/13 q1014 first nosig q1014 14/13 bkn020 bkn012 sct006 9999 230v320 27006kt last last last
+2020-02-26 06:00:00,23003KT 200V260 9999 BCFG FEW014 BKN040 07/06 Q1025 NOSIG,vrb02kt 9999 few020 sct045 07/06 q1025 nosig,25005kt more8000 norain CL3 CM0 06/05 q1026 first nosig q1025 07/06 sct045 few020 9999 vrb02kt last last last 2000 vrb02kt
+2021-02-09 03:00:00,21018G30KT 170V260 9000 -RA BKN005 BKN009 OVC012 09/08 Q0996 TEMPO 3000 RA BKN010,23015g25kt 190v280 5000 shra sct007 bkn014 sct025tcu 10/09 q0996 tempo 3000 shra,22025kt b1500and8000 rain CL4 CM5 10/09 q0996 first shra 3000 tempo q0996 10/09 sct025tcu bkn014 sct007 shra 5000 190v280 23015g25kt
+2020-06-07 13:00:00,36013KT 320V030 9999 FEW036 SCT042 15/06 Q1016 NOSIG,02010kt 340v060 9999 few035 17/09 q1015 nosig,01015kt more8000 norain CL0 CM0 17/08 q1015 first nosig q1015 17/09 few035 9999 340v060 02010kt last last last 9999 340v050
+2019-07-26 02:00:00,VRB01KT 9000 2500N VCFG SCT010 BKN045 15/15 Q1017 TEMPO BKN008,00000kt cavok 15/14 q1018 nosig,27001kt more8000 norain CL5 CM0 13/13 q1018 first nosig q1018 15/14 cavok 00000kt last last last 9999 vrb01kt last last
+2021-05-22 10:00:00,30007KT 250V340 9999 SCT018 SCT030 12/04 Q1019 NOSIG,28006kt 230v330 9999 few030 sct045 11/04 q1019 nosig,27009kt more8000 norain CL0 CM0 12/04 q1019 first nosig q1019 11/04 sct045 few030 9999 230v330 28006kt last last last last
+2019-08-18 06:00:00,36008KT 320V030 9000 3000SW FEW002 BKN006 15/15 Q1014 TEMPO 3000 BR,32005kt 290v350 9999 sct006 bkn012 bkn020 16/15 q1014 nosig,34011kt more8000 norain CL4 CM0 16/16 q1013 first nosig q1014 16/15 bkn020 bkn012 sct006 9999 290v350 32005kt last last last
+2021-09-25 13:00:00,23006KT 200V280 9999 SCT017 17/14 Q1015 NOSIG,vrb02kt 9999 sct020 bkn040 18/14 q1015 nosig,21007kt more8000 norain CL3 CM1 18/13 q1014 first nosig q1015 18/14 bkn040 sct020 9999 vrb02kt last last last 9999 vrb02kt
+2022-08-04 13:00:00,04009KT 360V100 9999 SCT028 24/17 Q1016 NOSIG,03010kt 350v070 9999 few030 26/18 q1016 nosig,03013kt more8000 norain CL3 CM0 27/19 q1015 first nosig q1016 26/18 few030 9999 350v070 03010kt last last last 9999 350v070
+2019-09-05 08:00:00,05008KT 010V110 9999 FEW011 14/10 Q1026 NOSIG,05008kt 010v100 cavok 15/11 q1026 nosig,04015kt more8000 norain CL0 CM0 14/11 q1026 first nosig q1026 15/11 cavok 010v100 05008kt last last last 9999 010v100 05006kt
+2021-12-10 11:00:00,31006KT 280V340 9999 SCT012 BKN030 11/08 Q1024 NOSIG,vrb02kt cavok 12/09 q1024 nosig,31009kt more8000 norain CL0 CM0 12/10 q1024 first nosig q1024 12/09 cavok vrb02kt last last last 9999 vrb02kt last last
+2022-10-01 23:00:00,00000KT 9999 BKN016 14/13 Q1027 NOSIG,00000kt 9999 bkn032 15/14 q1027 nosig,09003kt more8000 norain CL7 CM0 14/14 q1027 first nosig q1027 15/14 bkn032 9999 00000kt last last last 9999 vrb01kt last
+2021-09-06 11:00:00,VRB02KT CAVOK 28/16 Q1014 NOSIG,vrb02kt cavok 26/17 q1015 nosig,14009kt more8000 norain CL0 CM0 27/17 q1014 first nosig q1015 26/17 cavok vrb02kt last last last 9999 vrb02kt last last
+2018-03-24 06:00:00,31013G23KT 280V340 9999 FEW025 FEW030TCU SCT045 05/03 Q1005 NOSIG,31014g25kt 280v350 9999 sct040 05/03 q1005 nosig,29023kt more8000 norain CL5 CM1 06/03 q1006 first nosig q1005 05/03 sct040 9999 280v350 31014g25kt last last 9999 vrb02kt last
+2019-05-17 10:00:00,34011KT 280V010 9999 -SHRA SCT016 SCT025TCU BKN042 10/08 Q1016 TEMPO 4500 SHRA,35009kt 320v030 9999 ra few014 sct030 bkn045 09/08 q1016 nosig,33015kt more8000 rain CL1 CM0 12/06 q1016 first nosig q1016 09/08 bkn045 sct030 few014 ra 9999 320v030 35009kt last last
+2020-06-18 11:00:00,06004KT 010V110 9999 SCT025 17/09 Q1018 NOSIG,vrb02kt 9999 few030 sct045 17/10 q1018 nosig,32005kt more8000 norain CL1 CM0 18/09 q1018 first nosig q1018 17/10 sct045 few030 9999 vrb02kt last last last 9999 vrb02kt
+2021-10-08 05:00:00,00000KT CAVOK 11/10 Q1021 NOSIG,00000kt cavok 12/11 q1021 nosig,07005kt more8000 norain CL0 CM0 10/10 q1021 first nosig q1021 12/11 cavok 00000kt last last last 9999 00000kt last last
+2018-07-22 19:00:00,01007KT 340V050 CAVOK 23/18 Q1016 NOSIG,02008kt 350v050 cavok 24/18 q1017 nosig,01011kt more8000 norain CL0 CM0 22/18 q1016 first nosig q1017 24/18 cavok 350v050 02008kt last last last 9999 330v030 36006kt
+2018-10-30 18:00:00,27003KT 240V300 9999 SCT020 SCT045 08/08 Q1002 NOSIG,30004kt 260v340 9999 sct018 sct025tcu bkn045 07/06 q0999 tempo 3000 shra,29013kt more8000 norain CL5 CM6 09/06 q0999 first shra 3000 tempo q0999 07/06 bkn045 sct025tcu sct018 9999 260v340 30004kt last
+2018-07-22 16:00:00,02011KT 330V050 9999 FEW032 25/18 Q1016 NOSIG,01009kt 330v050 cavok 24/18 q1016 nosig,00015kt more8000 norain CL0 CM0 25/18 q1015 first nosig q1016 24/18 cavok 330v050 01009kt last last last ra 9999 330v030
+2020-10-16 22:00:00,18004KT CAVOK 09/06 Q1017 NOSIG,15006kt cavok 12/09 q1018 nosig,14005kt more8000 norain CL0 CM2 10/08 q1018 first nosig q1018 12/09 cavok 15006kt last last last 9999 170v230 20007kt last
+2022-05-04 16:00:00,02013KT 340V060 9999 FEW035 18/09 Q1020 NOSIG,02012kt 340v060 9999 few030 sct045 17/09 q1021 nosig,01017kt more8000 norain CL0 CM0 18/10 q1020 first nosig q1021 17/09 sct045 few030 9999 340v060 02012kt last last last 9999
+2018-04-02 11:00:00,23015G25KT 180V290 9999 SCT009 BKN017 BKN028 11/10 Q1001 TEMPO RA,21013kt 170v240 9999 sct020 bkn030 12/10 q1001 nosig,20021kt more8000 norain CL5 CM0 12/10 q1001 first nosig q1001 12/10 bkn030 sct020 9999 170v240 21013kt last last last last
+2022-05-07 14:00:00,VRB05KT CAVOK 25/09 Q1022 NOSIG,vrb03kt 9999 few030 24/15 q1022 nosig,32005kt more8000 norain CL0 CM0 25/12 q1021 first nosig q1022 24/15 few030 9999 vrb03kt last last last 9999 vrb02kt last
+2020-03-26 05:00:00,02004KT 9000 BKN006 06/06 Q1015 TEMPO 0800 FG BKN002,04006kt 010v080 cavok 03/00 q1015 nosig,03009kt more8000 norain CL0 CM0 03/00 q1016 first nosig q1015 03/00 cavok 010v080 04006kt last last last 0500n 4000 vrb02kt
+2022-02-18 12:00:00,33006KT 280V010 4000 -RA SCT006 BKN013 BKN020 07/06 Q1023 NOSIG,32006kt 290v350 9999 few020 sct045 09/06 q1021 nosig,30009kt more8000 norain CL8 CM3 09/06 q1022 first nosig q1021 09/06 sct045 few020 9999 290v350 32006kt last last last 9999
+2020-04-19 17:00:00,32003KT 280V010 9999 FEW020 FEW030TCU 13/11 Q1013 TEMPO 3000 SHRA,36010kt 320v030 9999 sct030 bkn045 14/10 q1012 nosig,34011kt more8000 norain CL1 CM0 17/09 q1011 first nosig q1012 14/10 bkn045 sct030 9999 320v030 36010kt last last last 9999
+2021-12-12 03:00:00,VRB01KT 9999 FEW016 09/08 Q1026 NOSIG,00000kt cavok 09/07 q1025 nosig,09007kt more8000 norain CL0 CM0 05/05 q1026 first nosig q1025 09/07 cavok 00000kt last last last 9999 vrb02kt last last
+2022-06-28 16:00:00,26007KT 200V350 9999 SCT035 20/12 Q1020 NOSIG,27009kt 220v320 9999 sct030 20/13 q1020 nosig,25013kt more8000 norain CL0 CM0 20/13 q1020 first nosig q1020 20/13 sct030 9999 220v320 27009kt last last last 200v300 25008kt
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ciLESTscorel.csv

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+,Score
+MAE_QNH_llm,0.46
+MAE_QNH_metmodel,0.63
+MAE_dir_metmodel,34.0
+MAE_dir_llm,39.0
+MAE_wind_int_metmodel,3.78
+MAE_wind_int_llm,2.1
+HSS_prec_llm,0.7
+HSS_prec_metmodel,0.66
+HHS_vis_llm,0.65
+MAE_temp_metmodel,1.24
+Std_temp_diff_metmodel,1.71
+MAE_temp_llm,1.07
+Std_temp_diff_metmodel,1.54

clightgbm_model.pkl

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clightgbm_model_rain.pkl

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