"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create synthetic test case matching Kljun et al. (2015) examples:\n",
"test_data = pd.DataFrame({\n",
" 'wind_dir': np.full(100, 270.0), # Constant west wind\n",
" 'ustar': np.full(100, 0.3),\n",
" 'umean': np.full(100, 10.0),\n",
" 'ol': np.full(100, -50.0),\n",
" 'sigmav': np.full(100, 0.6),\n",
"})\n",
"test_data.index = pd.date_range('2024-01-01', periods=100, freq='30min')\n",
"\n",
"model_test = build_climatology(\n",
" df=test_data,\n",
" domain=[-300.0, 100.0, -200.0, 200.0],\n",
" dx=2.0,\n",
" dy=2.0,\n",
" crop_height=0.1,\n",
" inst_height=3.0,\n",
" atm_bound_height=1000.0,\n",
" smooth_data=True\n",
")\n",
"\n",
"model_test.run()\n",
"\n",
"# This should show a clean, elongated footprint pointing west\n",
"plt.figure(figsize=(8, 6))\n",
"plt.pcolormesh(model_test.x, model_test.y, model_test.fclim_2d.T, \n",
" shading='auto', cmap='YlOrRd')\n",
"plt.colorbar(label='Footprint')\n",
"plt.plot(0, 0, 'k^', markersize=10, label='Tower')\n",
"plt.xlabel('x (m)')\n",
"plt.ylabel('y (m)')\n",
"plt.title('Test Footprint (should be smooth & elongated)')\n",
"plt.axis('equal')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4bade2e5",
"metadata": {},
"source": [
"\n",
"## 6) Export 80% Contours to a GeoPackage\n",
"\n",
"Writes layers like: `daily_mean_r80`, `monthly_etw_r80`, etc. \n",
"Contours are generated with a robust alternative to `plt.contour` that can use `skimage` or `rasterio`【8†source】.\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "74a7c10e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GeoPackage written to: ffp_outputs/footprints_80pct.gpkg\n"
]
}
],
"source": [
"\n",
"gpkg_path = out_dir / \"footprints_80pct.gpkg\"\n",
"gpkg_written = export_contours_gpkg(\n",
" clim,\n",
" summaries,\n",
" df=df,\n",
" station_lat=cfg[\"station_latitude\"],\n",
" station_lon=cfg[\"station_longitude\"],\n",
" gpkg_path=str(gpkg_path),\n",
" crs_out=\"auto\", # chooses a suitable UTM\n",
" levels=(0.8,), # export the 80% source-area contour\n",
" contour_method=\"auto\",\n",
")\n",
"print(\"GeoPackage written to:\", gpkg_written)\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "4f0e2111",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ink/Documents/github/footprints/.venv/lib/python3.13/site-packages/pyogrio/geopandas.py:275: UserWarning: More than one layer found in 'footprints_80pct.gpkg': 'daily_mean_r80' (default), 'monthly_mean_r80', 'daily_etw_r80', 'monthly_etw_r80'. Specify layer parameter to avoid this warning.\n",
" result = read_func(\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import geopandas as gpd\n",
"gdf = gpd.read_file(gpkg_written)\n",
"gdf.plot()"
]
},
{
"cell_type": "markdown",
"id": "7e59fc04",
"metadata": {},
"source": [
"\n",
"## 7) Export GeoTIFF Rasters\n",
"\n",
"Each time slice (daily/monthly) is written as a separate `.tif` with correct georeferencing around the tower origin【8†source】.\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "053ea915",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('ffp_outputs/rasters')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"tif_dir = out_dir / \"rasters\"\n",
"export_rasters_geotiff(\n",
" clim,\n",
" summaries,\n",
" station_lat=cfg[\"station_latitude\"],\n",
" station_lon=cfg[\"station_longitude\"],\n",
" out_dir=str(tif_dir),\n",
" which=(\"daily_mean\", \"monthly_etw\"),\n",
" prefix=\"ffp\",\n",
")\n",
"tif_dir\n"
]
},
{
"cell_type": "markdown",
"id": "e5d6dd2e",
"metadata": {},
"source": [
"\n",
"## 8) Export Contour Stats to CSV\n",
"\n",
"Creates a compact CSV with area (ha) and centroid (lat/lon) for each contour and time slice【8†source】.\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "faa48c12",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Stats CSV saved to: ffp_outputs/contour_stats.csv\n"
]
},
{
"data": {
"text/html": [
"
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"\n",
"
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" \n",
"
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"
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"
layer
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"
time
\n",
"
r
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"
area_ha
\n",
"
centroid_lon
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"
centroid_lat
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
daily_mean
\n",
"
2024-06-24T00:00:00
\n",
"
0.8
\n",
"
0.5904
\n",
"
-111.570587
\n",
"
37.735268
\n",
"
\n",
"
\n",
"
1
\n",
"
daily_mean
\n",
"
2024-06-25T00:00:00
\n",
"
0.8
\n",
"
0.6004
\n",
"
-111.570606
\n",
"
37.735296
\n",
"
\n",
"
\n",
"
2
\n",
"
daily_mean
\n",
"
2024-06-26T00:00:00
\n",
"
0.8
\n",
"
0.6028
\n",
"
-111.570570
\n",
"
37.735339
\n",
"
\n",
"
\n",
"
3
\n",
"
daily_mean
\n",
"
2024-06-27T00:00:00
\n",
"
0.8
\n",
"
0.5960
\n",
"
-111.570712
\n",
"
37.735303
\n",
"
\n",
"
\n",
"
4
\n",
"
daily_mean
\n",
"
2024-06-28T00:00:00
\n",
"
0.8
\n",
"
0.5828
\n",
"
-111.570730
\n",
"
37.735400
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" layer time r area_ha centroid_lon centroid_lat\n",
"0 daily_mean 2024-06-24T00:00:00 0.8 0.5904 -111.570587 37.735268\n",
"1 daily_mean 2024-06-25T00:00:00 0.8 0.6004 -111.570606 37.735296\n",
"2 daily_mean 2024-06-26T00:00:00 0.8 0.6028 -111.570570 37.735339\n",
"3 daily_mean 2024-06-27T00:00:00 0.8 0.5960 -111.570712 37.735303\n",
"4 daily_mean 2024-06-28T00:00:00 0.8 0.5828 -111.570730 37.735400"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"csv_path = out_dir / \"contour_stats.csv\"\n",
"export_contour_stats_csv(\n",
" df,\n",
" clim,\n",
" summaries,\n",
" station_lat=cfg[\"station_latitude\"],\n",
" station_lon=cfg[\"station_longitude\"],\n",
" csv_path=str(csv_path),\n",
" levels=(0.8,),\n",
")\n",
"print(\"Stats CSV saved to:\", csv_path)\n",
"pd.read_csv(csv_path).head()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "169437d0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Found null values in column sigmav\n",
"Found non-finite values in column sigmav\n",
"Found null values in column ustar\n",
"Found non-finite values in column ustar\n",
"Found null values in column ol\n",
"Found non-finite values in column ol\n",
"Found null values in column wind_dir\n",
"Found non-finite values in column wind_dir\n",
"Found null values in column umean\n",
"Found non-finite values in column umean\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== Running ffp model ===\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ink/Documents/github/footprints/.venv/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py:818: RuntimeWarning: overflow encountered in exp\n",
" result_data = func(*input_data)\n",
"/Users/ink/Documents/github/footprints/.venv/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py:818: RuntimeWarning: invalid value encountered in sqrt\n",
" result_data = func(*input_data)\n",
"Model kormann-meixner failed: Missing required columns: ['z0']\n",
"Failed to process timestep 2024-06-24 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-24 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-24 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-24 16:00:00: index 1 is out of bounds for axis 0 with size 0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Footprint shape: (201, 201)\n",
"Footprint sum: 0.003811\n",
"Model ffp failed: name 'config' is not defined\n",
"\n",
"=== Running kormann-meixner model ===\n",
"Model kormann-meixner failed: Missing required columns: ['z0']\n",
"\n",
"=== Running wang model ===\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Failed to process timestep 2024-06-24 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-24 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-24 21:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-25 19:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-26 22:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 22:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 23:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-27 23:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 00:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 00:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 01:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 06:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-28 22:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-29 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 02:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-06-30 22:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 00:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 04:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 06:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-01 18:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 21:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-02 22:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-03 22:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-04 23:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 00:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 03:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 04:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-05 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 19:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-06 21:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 21:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 21:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 23:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-07 23:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-08 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-09 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 18:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 19:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-10 19:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 19:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-11 21:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 04:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 19:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-12 21:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 00:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-13 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-14 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-14 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-14 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-14 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-14 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-14 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-14 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 00:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 02:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-15 22:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 04:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 05:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-16 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-17 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-18 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-18 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-18 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-18 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-18 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-19 23:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 18:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-20 21:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 19:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-21 21:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-22 19:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-23 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-24 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-25 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-25 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-25 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-25 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-25 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-25 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-26 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-27 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-27 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-27 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-28 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-28 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-28 23:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-29 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-29 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-29 21:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 02:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 02:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 03:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 03:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 04:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 04:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-30 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 02:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-07-31 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-01 20:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 00:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-02 23:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-03 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-04 19:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 19:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-05 20:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 19:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-06 21:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 02:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 03:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 03:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 06:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-07 22:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 00:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-08 22:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 01:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-09 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-10 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-11 23:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-12 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 17:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 18:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 21:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-13 23:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-14 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-15 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-15 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-15 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-15 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-15 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-16 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-17 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 19:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 20:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-18 22:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-19 19:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-20 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 01:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 01:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 02:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 05:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 05:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 06:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-22 23:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 06:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 06:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 15:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 16:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 16:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-23 17:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-24 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-24 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-24 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-24 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-24 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-24 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 07:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 08:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-25 21:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-26 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-26 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-26 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-26 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-26 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-26 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-26 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-27 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-28 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-28 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-28 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-29 04:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-29 07:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-29 08:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-29 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-29 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-29 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-29 22:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 09:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 14:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 15:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-30 19:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 09:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 10:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 10:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 11:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 11:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 12:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 12:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 13:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 13:30:00: index 1 is out of bounds for axis 0 with size 0\n",
"Failed to process timestep 2024-08-31 14:00:00: index 1 is out of bounds for axis 0 with size 0\n",
"Model wang failed: No valid footprints calculated\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model wang failed: No valid footprints calculated\n"
]
}
],
"source": [
"# Try different models with same interface\n",
"models_to_try = [\"ffp_xr\", \"kormann-meixner\", \"wang\"]\n",
"\n",
"for model_type in models_to_try:\n",
" try:\n",
" print(f\"\\n=== Running {model_type} model ===\")\n",
" \n",
" # Build climatology - same function for all models!\n",
" model = build_climatology(\n",
" df,\n",
" model_type=model_type,\n",
" crop_height=0.2,\n",
" inst_height=2.5,\n",
" atm_bound_height=2000.0,\n",
" dx=10.0,\n",
" dy=10.0,\n",
" domain=(-1000, 1000, -1000, 1000),\n",
" )\n",
" \n",
" # Get results - same interface for all models!\n",
" fclim = model.get_footprint_climatology()\n",
" x, y = model.get_coordinates()\n",
" \n",
" print(f\"Footprint shape: {fclim.shape}\")\n",
" print(f\"Footprint sum: {float(fclim.sum()):.6f}\")\n",
" \n",
" # Export results - works with all models!\n",
" export_contours_gpkg(\n",
" model,\n",
" None, # No summaries for this example\n",
" df,\n",
" config[\"station_latitude\"],\n",
" config[\"station_longitude\"],\n",
" f\"output_{model_type}.gpkg\",\n",
" )\n",
" \n",
" except Exception as e:\n",
" print(f\"Model {model_type} failed: {e}\")\n",
" continue"
]
},
{
"cell_type": "markdown",
"id": "18f51766",
"metadata": {},
"source": [
"\n",
"## Tips & Troubleshooting\n",
"\n",
"- If you see missing column errors, verify your CSV has the expected fields or update the INI to map the correct names. The helper expects AMF-like columns (e.g., `WD`, `WS`, `USTAR`, `MO_LENGTH`, `V_SIGMA`) and renames them internally【8†source】.\n",
"- ET weighting converts LE (W/m²) to mm/hr using `LE / 680.6`【8†source】.\n",
"- For exports, ensure `geopandas`, `shapely`, `pyproj`, and `rasterio` are installed.\n",
"- To change source-area levels, pass `levels=(0.5, 0.8)` to the export functions.\n",
"- To use a fixed CRS (instead of UTM auto), pass `crs_out=EPSG_CODE`.\n"
]
}
],
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"kernelspec": {
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"name": "python3"
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"name": "ipython",
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