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Fixes header display in doc
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‎doc/user-guide/climada_trajectories.ipynb‎

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"tags": []
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},
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"source": [
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"## Interpolation of risk can be... risky"
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"### Interpolation of risk can be... risky"
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]
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"tags": []
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"source": [
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"## Memory and computation requirements\n",
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"### Memory and computation requirements\n",
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"\n",
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"This module adds a new dimension (time) to the risk, as such, it **multiplies** the memory and computation requirement along that dimension (although we avoid running a full-fledge impact computation for each \"interpolated\" point, we still have to define an impact matrix for each of those). \n",
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"\n",
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"tags": []
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"source": [
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"# Using the `trajectories` module"
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"## Using the `trajectories` module"
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"tags": []
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"source": [
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"## `Snapshot`: A snapshot of risk at a specific year"
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"### `Snapshot`: A snapshot of risk at a specific year"
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]
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2026-02-26 10:26:18,953 - climada.entity.exposures.base - INFO - Reading /home/sjuhel/climada/data/exposures/litpop/LitPop_150arcsec_HTI/v3/LitPop_150arcsec_HTI.hdf5\n",
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"2026-02-26 10:26:24,113 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020/v2/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020.hdf5\n"
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"2026-02-26 10:48:49,071 - climada.entity.exposures.base - INFO - Reading /home/sjuhel/climada/data/exposures/litpop/LitPop_150arcsec_HTI/v3/LitPop_150arcsec_HTI.hdf5\n",
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"2026-02-26 10:48:54,125 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020/v2/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020.hdf5\n"
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2026-02-26 10:26:32,258 - climada.util.coordinates - INFO - Raster from resolution 0.04166665999999708 to 0.04166665999999708.\n"
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"2026-02-26 10:48:54,165 - climada.util.coordinates - INFO - Raster from resolution 0.04166665999999708 to 0.04166665999999708.\n"
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"name": "stderr",
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"text": [
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"/home/sjuhel/Repos/climada_python/climada/util/coordinates.py:3130: FutureWarning: The `drop` keyword argument is deprecated and in future the only supported behaviour will match drop=False. To silence this warning and adopt the future behaviour, stop providing `drop` as a keyword to `set_geometry`. To replicate the `drop=True` behaviour you should update your code to\n",
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"/home/sjuhel/Repos/climada_python/climada/util/coordinates.py:3134: FutureWarning: The `drop` keyword argument is deprecated and in future the only supported behaviour will match drop=False. To silence this warning and adopt the future behaviour, stop providing `drop` as a keyword to `set_geometry`. To replicate the `drop=True` behaviour you should update your code to\n",
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"`geo_col_name = gdf.active_geometry_name; gdf.set_geometry(new_geo_col).drop(columns=geo_col_name).rename_geometry(geo_col_name)`.\n",
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" df_poly.set_geometry(\n"
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"tags": []
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},
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"source": [
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"## Evaluating risk from multiple snapshots using trajectories"
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"### Evaluating risk from multiple snapshots using trajectories"
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]
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{
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"name": "stdout",
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"text": [
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"2026-02-26 10:26:45,358 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040.hdf5\n"
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"2026-02-26 10:49:01,309 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040.hdf5\n"
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" exposure=exp_future, hazard=haz_future, impfset=impf_set, date=str(future_year)\n",
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")\n",
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"\n",
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"# Now we can define a list of two snapshots, present and future:\n",
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"### Now we can define a list of two snapshots, present and future:\n",
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"snapcol = [snap1, snap2]"
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},
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"tags": []
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"source": [
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"### Tidy format\n",
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"#### Tidy format\n",
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"\n",
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"We use the \"tidy\" format to output most of the results.\n",
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"\n",
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"tags": []
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"source": [
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"### Static and Interpolated trajectories"
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"#### Static and Interpolated trajectories"
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"text": [
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"2026-02-26 10:26:48,575 - climada.trajectories.calc_risk_metrics - WARNING - No group id defined in the Exposures object. Per group aai will be empty.\n"
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"2026-02-26 10:49:01,429 - climada.trajectories.calc_risk_metrics - WARNING - No group id defined in the Exposures object. Per group aai will be empty.\n"
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"text": [
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"2026-02-26 10:26:50,530 - climada.trajectories.calc_risk_metrics - WARNING - No group id defined in at least one of the Exposures object. Per group aai will be empty.\n"
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"2026-02-26 10:49:01,923 - climada.trajectories.calc_risk_metrics - WARNING - No group id defined in at least one of the Exposures object. Per group aai will be empty.\n"
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"name": "stdout",
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"text": [
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"2026-02-26 10:26:51,731 - climada.trajectories.calc_risk_metrics - WARNING - No group id defined in at least one of the Exposures object. Per group aai will be empty.\n"
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"2026-02-26 10:49:01,941 - climada.trajectories.calc_risk_metrics - WARNING - No group id defined in at least one of the Exposures object. Per group aai will be empty.\n"
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"tags": []
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"source": [
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"### DiscRates"
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"#### DiscRates"
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"tags": []
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"source": [
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"# Advanced usage\n",
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"## Advanced usage\n",
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"\n",
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"In this section we present some more advanced features and use of this module."
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"tags": []
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"source": [
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"## Exposure sub groups"
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"### Exposure sub groups"
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"tags": []
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"## Results caching"
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"### Results caching"
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"tags": []
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"## Higher number of snapshots"
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"### Higher number of snapshots"
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"text": [
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"2026-02-26 10:27:03,971 - climada.entity.exposures.base - INFO - Reading /home/sjuhel/climada/data/exposures/litpop/LitPop_150arcsec_HTI/v3/LitPop_150arcsec_HTI.hdf5\n",
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"2026-02-26 10:27:09,060 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020/v2/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020.hdf5\n",
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"2026-02-26 10:27:14,238 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040.hdf5\n",
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"2026-02-26 10:27:19,335 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2060/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2060.hdf5\n",
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"2026-02-26 10:27:24,547 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080.hdf5\n"
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"2026-02-26 10:49:04,288 - climada.entity.exposures.base - INFO - Reading /home/sjuhel/climada/data/exposures/litpop/LitPop_150arcsec_HTI/v3/LitPop_150arcsec_HTI.hdf5\n",
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"2026-02-26 10:49:09,406 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020/v2/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020.hdf5\n",
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"2026-02-26 10:49:14,468 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2040.hdf5\n",
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"2026-02-26 10:49:19,501 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2060/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2060.hdf5\n",
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"2026-02-26 10:49:24,689 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080.hdf5\n"
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"### Non-default return periods"
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"### Non-yearly date index"
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"## snapcol = [snap, snap2]\n",
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"## Here we use \"1MS\" to get a monthly basis\n",
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"## We would have to divide results by 12 to get \"average monthly impacts\"\n",
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"### Non-linear interpolation"
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"2026-02-26 10:27:39,361 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080.hdf5\n"
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"2026-02-26 10:49:36,137 - climada.hazard.io - INFO - Reading /home/sjuhel/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080/v2/tropical_cyclone_10synth_tracks_150arcsec_rcp60_HTI_2080.hdf5\n"
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"### Spatial mapping"
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"### Custom Impact Computation strategy"
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"cell_type": "markdown",
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"id": "825b9b95-3343-4250-8e1c-e89120359482",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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"cell_type": "code",
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{
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"2026-02-26 10:27:43,864 - climada.entity.exposures.base - INFO - Reading /home/sjuhel/climada/data/exposures/litpop/LitPop_150arcsec_HTI/v3/LitPop_150arcsec_HTI.hdf5\n",
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"2026-02-26 10:27:43,880 - climada.entity.exposures.base - INFO - Matching 1329 exposures with 1332 centroids.\n",
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"2026-02-26 10:27:43,889 - climada.util.coordinates - INFO - No exact centroid match found. Reprojecting coordinates to nearest neighbor closer than the threshold = 0.08333333333331439 degree\n"
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"2026-02-26 10:49:39,233 - climada.entity.exposures.base - INFO - Reading /home/sjuhel/climada/data/exposures/litpop/LitPop_150arcsec_HTI/v3/LitPop_150arcsec_HTI.hdf5\n",
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"2026-02-26 10:49:39,258 - climada.entity.exposures.base - INFO - Matching 1329 exposures with 1332 centroids.\n",
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"2026-02-26 10:49:39,261 - climada.util.coordinates - INFO - No exact centroid match found. Reprojecting coordinates to nearest neighbor closer than the threshold = 0.08333333333331439 degree\n",
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"2026-02-26 10:49:39,264 - climada.entity.exposures.base - INFO - Matching 1329 exposures with 1332 centroids.\n",
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"2026-02-26 10:49:39,267 - climada.util.coordinates - INFO - No exact centroid match found. Reprojecting coordinates to nearest neighbor closer than the threshold = 0.08333333333331439 degree\n"
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{
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"2026-02-26 10:49:39,321 - climada.trajectories.calc_risk_metrics - WARNING - No group id defined in the Exposures object. Per group aai will be empty.\n"
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{

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