diff --git a/Download_PWS_data.ipynb b/Download_PWS_data.ipynb
new file mode 100644
index 0000000..b2cad94
--- /dev/null
+++ b/Download_PWS_data.ipynb
@@ -0,0 +1,59 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "76810b6a-0c6b-4d1e-8bb0-cf00f48167e4",
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
+ "source": [
+ "# Download OpenMRG Personal Weather Stations data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7d7a3037-8632-4195-a19d-4eb56cfe4034",
+ "metadata": {},
+ "source": [
+ "The OpenMRG data set consist of 30 Personal Weather Stations located in the surrounding of Gothenburg, Sweden, for the period 2015-06-01 to 2015-09-01.\n",
+ "\n",
+ "The data set is available at **XX**. By running the cell below, the data will be downloaded to your current repository (if your machine is connected to the internet)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "62fe83a9-8c23-4dbc-8782-4a89272e7f1c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!curl -OL https://drive.google.com/file/d/1-RxWDvkstJ4IBCIeSby2feXCRV3R1OQd/view?usp=sharing"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/mean_resample_QC_PWS.ipynb b/mean_resample_QC_PWS.ipynb
new file mode 100644
index 0000000..a01c62d
--- /dev/null
+++ b/mean_resample_QC_PWS.ipynb
@@ -0,0 +1,2220 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "aa01ec32-6c31-4aa9-947e-f721ab81570f",
+ "metadata": {},
+ "source": [
+ "# Rainfall QC protocol for Personal Weather Stations"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "97eeb5d0-6973-48bc-809e-e39e6e935659",
+ "metadata": {},
+ "source": [
+ "This notebook presents how to use the _flagging_-functions in the Python package `pypwsqc`, a quality assurance protocol developed for rainfall data from automated personal weather stations (PWS). \n",
+ "\n",
+ "The package is based on the original R code available at https://github.com/LottedeVos/PWSQC/.\n",
+ "\n",
+ "[Publication: de Vos, L. W., Leijnse, H., Overeem, A., & Uijlenhoet, R. (2019). Quality control for crowdsourced personal weather stations to enable operational rainfall monitoring. Geophysical Research Letters, 46(15), 8820-8829](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)\n",
+ "\n",
+ "`pypwsqc` depends on the `poligrain`, `xarray`, `pandas` and `numpy` packages. Make sure to install and import the required packages first."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "715030c7-af19-479e-92f0-915069d3afe3",
+ "metadata": {},
+ "source": [
+ "**Note that I am now placing the py module in the dir as the updated pypwsqc is not on pip. Please adjust when you have a working environment to distribute with the data. /L**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "1348ea45-b43c-4b5a-a733-9bad811f8bb6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import poligrain as plg\n",
+ "import xarray as xr\n",
+ "import matplotlib.pyplot as plt\n",
+ "import folium\n",
+ "import flagging # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "835db7fb-5276-4f54-938e-a1aa1cce53a6",
+ "metadata": {},
+ "source": [
+ "## Read data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "0d0ac8b3-b2e0-4d10-84e7-2092c15a7ee3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "
<xarray.Dataset> Size: 2MB\n",
+ "Dimensions: (id: 30, time: 8833)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 71kB 2015-06-01T00:15:00 ... 2015-09-01T...\n",
+ " * id (id) <U16 2kB 'Netatmo_SE000012' ... 'Netatmo_SE000400'\n",
+ " latitude (id) float64 240B ...\n",
+ " longitude (id) float64 240B ...\n",
+ " x (id) float64 240B ...\n",
+ " y (id) float64 240B ...\n",
+ "Data variables:\n",
+ " rainfall (id, time) float64 2MB ...\n",
+ "Attributes:\n",
+ " title: OpenMRG PWS data\n",
+ " file author: Louise Petersson Wårdh\n",
+ " institution: Swedish Meteorological and Hydrological Institute\n",
+ " date: 2025-10-24\n",
+ " source: Netamo PWS\n",
+ " history: Data derived and reformatted from data received by...\n",
+ " naming convention: OpenSense-0.1\n",
+ " license restrictions: CC-BY 4.0 https://creativecommons.org/licenses/by/...\n",
+ " reference: link to be added to Zenodo\n",
+ " comment: The projected x and y coordinates are in CRS SWERE...
PandasIndex
PandasIndex(DatetimeIndex(['2015-06-01 00:15:00', '2015-06-01 00:30:00',\n",
+ " '2015-06-01 00:45:00', '2015-06-01 01:00:00',\n",
+ " '2015-06-01 01:15:00', '2015-06-01 01:30:00',\n",
+ " '2015-06-01 01:45:00', '2015-06-01 02:00:00',\n",
+ " '2015-06-01 02:15:00', '2015-06-01 02:30:00',\n",
+ " ...\n",
+ " '2015-08-31 22:00:00', '2015-08-31 22:15:00',\n",
+ " '2015-08-31 22:30:00', '2015-08-31 22:45:00',\n",
+ " '2015-08-31 23:00:00', '2015-08-31 23:15:00',\n",
+ " '2015-08-31 23:30:00', '2015-08-31 23:45:00',\n",
+ " '2015-09-01 00:00:00', '2015-09-01 00:15:00'],\n",
+ " dtype='datetime64[ns]', name='time', length=8833, freq=None))
PandasIndex
PandasIndex(Index(['Netatmo_SE000012', 'Netatmo_SE000021', 'Netatmo_SE000025',\n",
+ " 'Netatmo_SE000058', 'Netatmo_SE000059', 'Netatmo_SE000060',\n",
+ " 'Netatmo_SE000069', 'Netatmo_SE000089', 'Netatmo_SE000093',\n",
+ " 'Netatmo_SE000094', 'Netatmo_SE000098', 'Netatmo_SE000111',\n",
+ " 'Netatmo_SE000112', 'Netatmo_SE000119', 'Netatmo_SE000140',\n",
+ " 'Netatmo_SE000155', 'Netatmo_SE000159', 'Netatmo_SE000165',\n",
+ " 'Netatmo_SE000167', 'Netatmo_SE000198', 'Netatmo_SE000216',\n",
+ " 'Netatmo_SE000232', 'Netatmo_SE000267', 'Netatmo_SE000277',\n",
+ " 'Netatmo_SE000298', 'Netatmo_SE000325', 'Netatmo_SE000352',\n",
+ " 'Netatmo_SE000357', 'Netatmo_SE000371', 'Netatmo_SE000400'],\n",
+ " dtype='object', name='id'))
- title :
- OpenMRG PWS data
- file author :
- Louise Petersson Wårdh
- institution :
- Swedish Meteorological and Hydrological Institute
- date :
- 2025-10-24
- source :
- Netamo PWS
- history :
- Data derived and reformatted from data received by Netatmo
- naming convention :
- OpenSense-0.1
- license restrictions :
- CC-BY 4.0 https://creativecommons.org/licenses/by/4.0/
- reference :
- link to be added to Zenodo
- comment :
- The projected x and y coordinates are in CRS SWEREF99TM (EPSG:3006)
"
+ ],
+ "text/plain": [
+ " Size: 2MB\n",
+ "Dimensions: (id: 30, time: 8833)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 71kB 2015-06-01T00:15:00 ... 2015-09-01T...\n",
+ " * id (id) Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lat = ds_pws.latitude.values\n",
+ "lon = ds_pws.longitude.values \n",
+ "station_names = ds_pws.id.values\n",
+ "OpenMRG_map = folium.Map(location=[ds_pws.latitude.mean().item(), ds_pws.longitude.mean().item()], width = '75%', height = '75%', zoom_start=8)\n",
+ "\n",
+ "for la, lo, station in zip(lat, lon, station_names):\n",
+ " folium.CircleMarker(\n",
+ " location=[la, lo],\n",
+ " popup=station,\n",
+ " tooltip=f\"{station} ({la:.2f}, {lo:.2f})\",\n",
+ " radius=5,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6\n",
+ " ).add_to(OpenMRG_map)\n",
+ "\n",
+ "# Display\n",
+ "OpenMRG_map"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "74bcd404-6978-40d5-9d13-da5ed4239090",
+ "metadata": {},
+ "source": [
+ "### Create distance matrix\n",
+ "\n",
+ "Calculate the distances between all stations in your data set. If your data set has a large number of stations this can take some time."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "d21770d0-9a37-42a5-a6ec-4bae465639bd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "distance_matrix = plg.spatial.calc_point_to_point_distances(ds_pws, ds_pws)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9121a41c-752e-4bd2-a56b-87c995ab0c0c",
+ "metadata": {},
+ "source": [
+ "### Select range for neighbouring checks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d7b02796-9534-46b9-aaf3-3341311df891",
+ "metadata": {},
+ "source": [
+ "The quality control is performed by comparing time series of each station with the time series of neighbouring stations within a specificed range `max_distance`. The selected range depends on the use case and area of interest. In this example, we use 10'000 meters. `max_distance` is called `d` in the [original publication](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a1cf6d71-3b73-4579-ba14-74045b76b94e",
+ "metadata": {},
+ "source": [
+ "### Select considered range around each station"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "46e1315d-bab9-43bd-90cb-b89640065655",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "max_distance = 10e3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b9b3407-2ca7-4435-bb4d-d09b866562cd",
+ "metadata": {},
+ "source": [
+ "## Quality control"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3898305-3286-470c-a6be-41b74a1fca06",
+ "metadata": {},
+ "source": [
+ "Now the data set is prepared to run the quality control."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "76242acf-e71b-4375-b15c-f09356a86579",
+ "metadata": {},
+ "source": [
+ "### Faulty Zeros filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "13e07601-585c-45c6-9f0d-83b91b4ac069",
+ "metadata": {},
+ "source": [
+ "Conditions for raising Faulty Zeros flag:\n",
+ "\n",
+ "* Median rainfall of neighbouring stations within range max_distance is larger than zero for at least nint time intervals while the station itself reports zero rainfall.\n",
+ "* The FZ flag remains 1 until the station reports nonzero rainfall.\n",
+ "* Filter cannot be applied if less than `n_stat` neighbours are reporting data (FZ flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a Faulty Zero issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter `nint` and `n_stat`, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "22395142-a5f9-41f0-8891-b4bcd4d715fe",
+ "metadata": {},
+ "source": [
+ "#### Set FZ parameters\n",
+ "\n",
+ "Note that we must set a lower value of `n_stat` than in the original publication, as the network density is lower in the Gothenburg area than in Amsterdam."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "803d9f3d-3583-466c-a10f-141dfc2b1bac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "048ab387-ef52-4d6d-98c3-170e52dc478f",
+ "metadata": {},
+ "source": [
+ "#### Run FZ filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "c4ba7ad4-c541-4e9b-9078-f4a41b9b6972",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 6.75 s\n",
+ "Wall time: 7.16 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.fz_filter(ds_pws, nint, n_stat, distance_matrix, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cb86dae-2de1-4c9e-9c35-f2836e6a5564",
+ "metadata": {},
+ "source": [
+ "#### Inspect FZ flags for 9 example stations\n",
+ "Here we multiply the flag value with 10 for better visibility. The FZ filter cannot be applied (FZ flag == -1) for the whole period for Netatmo 111 and 112. This means that these stations have less than 3 neighbouring stations within 10 km distance. Netatmo 98 reports an erroneuos dry period in late July, and Netatmo 165 has intermittent FZ-flags throughout the whole evaluation period. Netatmo 167 reports faulty zeroes for more than 2 months, suggesting that this PWS was turned on but not installed properly during this period. After the installation, the station has no FZ flags."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "8178332c-a2d8-427a-8fd6-a75781bfbfe3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.fz_flag.isel(id=i) * 10).plot(ax=ax, label=\"FZ flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43261014-6eb0-4bba-a965-2a355087a86b",
+ "metadata": {},
+ "source": [
+ "#### Filter rainfall data based on FZ results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c30cc9cb-98a7-482b-8827-5c8867f73704",
+ "metadata": {},
+ "source": [
+ "With this command we create a new variable called `flagged_rainfall` in the `xarray` dataset and remove all timesteps in the rainfall data that did not pass the filter. The resulting rainfall time series for Netatmo 167 is visualized as an example."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "5e7ef0f6-d9f6-48fc-a2b7-f4110919b29b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged[\"flagged_rainfall\"] = ds_pws_flagged[\"rainfall\"].where(ds_pws_flagged[\"fz_flag\"] != 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "533b7c45-3275-4644-8e35-1a2674ca4a42",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "ds_pws_flagged.flagged_rainfall.sel(id = 'Netatmo_SE000167', time = slice('2015-06-01','2015-09-01')).plot(label=\"flagged rainfall (mm/h)\")\n",
+ "ds_pws_flagged.fz_flag.sel(id = 'Netatmo_SE000167').plot(label=\"FZ flag\")\n",
+ "plt.title('FZ-flagged rainfall Netatmo_SE000167')\n",
+ "plt.legend()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "83ca533e-0f3c-4396-8148-bd9401937851",
+ "metadata": {},
+ "source": [
+ "## High Influx filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c3d73b3b-f08b-4c81-9fce-02732b9ab846",
+ "metadata": {},
+ "source": [
+ "Conditions for raising High Influx flag:\n",
+ "\n",
+ "* If median rainfall of neighbours is below threshold ϕA, then high influx if rainfall above threshold ϕB\n",
+ "* If median rainfall of neighbours is above ϕA, then high influx if rainfall exceeds median times ϕB/ϕA\n",
+ "* Filter cannot be applied if less than n_stat neighbours are reporting data (HI flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a High Influx issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter ϕA, ϕB and n_stat, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f940668a-b562-4907-8513-3dbd34c52531",
+ "metadata": {},
+ "source": [
+ "#### Set HI parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "8c8caa0c-77d6-4385-9a52-f2c31e0e728c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hi_thres_a=0.4\n",
+ "hi_thres_b=10\n",
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "94ffaa2b-6fa4-4824-890c-795533fd2a21",
+ "metadata": {},
+ "source": [
+ "#### Run HI filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "fa0a141d-9626-4ac3-94a1-97968f80ae7a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 62.5 ms\n",
+ "Wall time: 61.7 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.hi_filter(ds_pws, hi_thres_a, hi_thres_b, nint, n_stat, distance_matrix, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c2f9beb3-b26f-41fc-8ac3-7e6d281d8b5a",
+ "metadata": {},
+ "source": [
+ "#### Inspect HI flags for 9 example stations\n",
+ "We multiply the flag value with 10 for better visibility. Here we see that there are few high influx flags. Only Netatmo 155 gets one HI flag for 1 timestep on June 7. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "52348314-4bff-45e3-85d2-b75130ed099f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.hi_flag.isel(id=i) * 10).plot(ax=ax, label=\"HI flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9d6a9d73-8a86-4879-9b2e-9276671373d2",
+ "metadata": {
+ "scrolled": true
+ },
+ "source": [
+ "If we look at the overview map at the top of the notebook, we see that Netatmo 155 is in the vincinity of Netatmo 12, 25 and 277. Hover over the points on the map to see the station names and coordinates. Let's have a closer look at the rainfall time series of these stations on June 7. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "5bcaff35-902d-4ec2-a474-4552d47a6c64",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[,\n",
+ " ,\n",
+ " ,\n",
+ " ]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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kJSVJ7d5//33h6+srlEql6NChg4iNjTV4L51OJ+bNmye8vb2FSqUSTz31lDh79qxBm+zsbDFp0iTh7u4u1Gq16Nu3r7h27ZpBm7t374qhQ4cKrVYrtFqtGDp0qMFnJkTZU+r1n7MQZU+dByC6d+9e7mdlyWnbMiH+GiyspdLT0+Hm5oa0tDS4urraujtEBtb/vB7rzqwDACwJXYLn/J+zcY/I1nJycpCQkCCtDktUm1X0593U3982raE5fPgwnn/+efj4+EAmk+Hrr782OC+MWNKZqCZjDQ0RkWXYNKDJzMxEu3btsHbt2jLPG7OkM1FNxllORDXPhAkTSq0fo3/o61vI+mxaFNynTx/06dOnzHNCCKxcuRJz587Fiy++CAD45JNP4OXlhW3btmH8+PFlXqdfm0AvPT3d8h0nspDiWRkGNEQ1w4IFCzBjxowyz7G0wXbsdpaTMUs6l2Xx4sV4++23rdVNoirhkBNRzePp6VnmyrpkW3a7Do0xSzqX5Y033kBaWpr0+PPPP6u1n0RVUaArkH4uPvxERESmsdsMjZ6pKzWqVCqoVKrq7haRRTBDQ0RkGXaboSm+pHNxxZd0JqrpWENDRGQZdhvQGLOkM1FNx5WCiYgsw6ZDThkZGbh8+bL0PCEhAWfOnJGWmq5sSWeimq54VoYZGiIi89k0oPnxxx/Ro0cP6fm0adMAACNGjMCWLVswa9YsZGdnY+LEiUhNTUVISAi+/fZbaLVaW3WZyKKKFwIzQ0NEZD6bDjmFhYVBCFHqsWXLFgBFBcHz589HUlIScnJyEBsbi8DAQFt2mciiWENDtcnIkSMhk8kQHR1tcPzrr7+ucDJHSX5+fli5cqXJ7x8WFoaoqCiTr6sOO3fuREhICNzc3KDVatG6dWtMnz5dOr9lyxbIZLJSj5LL/69bt07aFiA4OBhHjhwxOG/Mivq5ubmIjIyEh4cHnJ2d0a9fP1y/ft2gTWpqKoYNGwY3Nze4ublh2LBhuH//vnT+559/xssvv4zGjRtDrVajZcuWWLVqlcFrJCYmlnlPBw4cqMpHaTS7raEhehSwhoZqGycnJyxZsgSpqam27orNfPfdd4iIiMDAgQNx8uRJxMfHY+HChcjLyzNo5+rqiqSkJIPH1atXpfM7duxAVFQU5s6di9OnTyM0NBR9+vTBtWvXpDbGrKgfFRWF3bt3Y/v27Th69CgyMjLQt29fFBY+/DtnyJAhOHPmDA4cOIADBw7gzJkzGDZsmHQ+Pj4e9evXx2effYbz589j7ty5eOONN8pc6f+7774zuKenn37aIp9rpYzawrIG427bZM+mH5ou7ba95qc1tu4O2YFSuw/rdELkZtjmodOZ1PcRI0aIvn37ihYtWoiZM2dKx3fv3m2w2/YPP/wgQkNDhZOTk2jUqJGIjIwUGRkZQoiyd3QWQog7d+6IiIgI0bBhQ6FWq0VgYKDYtm2bwXuXvK74btsHDhwQQUFBwsnJSfTo0UPcunVL7Nu3T7Ro0UJotVoREREhMjMzpdfLyckRkZGRon79+ibvtj1lyhQRFhZWYZuydvwuqVOnTmLChAkGx1q0aCHmzJkjhCjaadvb21tER0cb9NvNzU1s2LBBCCHE/fv3haOjo9i+fbvU5saNG0Iul4sDBw4IIYS4cOGCACCOHz8utTl27JgAIH799ddy+zdx4kTRo0cP6XlCQoIAIE6fPl3hfRVnyd227X4dGqLajHs5UaXys4BFPrZ57zdvAkpnky5RKBRYtGgRhgwZgsmTJ6NRo0YG58+ePYvw8HC888472LRpE27fvo1JkyZh0qRJ2Lx5M3bt2oV27dph3LhxGDt2rHRdTk4OgoODMXv2bLi6umLv3r0YNmwY/P39ERISglWrVuHSpUsIDAzEggULAAD169dHYmIiAGD+/PlYu3YtNBoNBg0ahEGDBkGlUmHbtm3IyMjAgAEDsGbNGsyePRsAMGvWLOzcuROffPIJfH19sXTpUoSHh+Py5ctwd3ev8DPw9vbGtm3bcO7cObPLJPLy8hAfH485c+YYHO/Vqxfi4uIAGLeifnx8PPLz8w3a+Pj4IDAwEHFxcQgPD8exY8fg5uaGkJAQqU3nzp3h5uaGuLg4PP7442X2MS0trczPol+/fsjJyUHz5s0xdepUDBw40KzPwFQcciKyIQ45UW00YMAABAUFYd68eaXOLVu2DEOGDEFUVBSaN2+Orl27YvXq1fj000+Rk5MDd3d3KBQKaLVaeHt7S2uSNWzYEDNmzEBQUBD8/f0RGRmJ8PBwfPnllwAANzc3KJVKaDQa6TqFQiG977vvvotu3bqhffv2GD16NGJjY7F+/Xq0b98eoaGhGDhwIGJiYgAUbZy8fv16LFu2DH369EGrVq3w4YcfQq1WY9OmTZXef2RkJJ544gm0adMGfn5+iIiIwMcff2ywzyBQFBCU3NxSH3jcuXMHhYWFFa6Wb8yK+snJyVAqlahbt26FbcraysHT07PclfmPHTuGL774wmAbIhcXFyxfvhxfffUV9u3bh2eeeQaDBw/GZ599VvEHZiHM0BDZEKdtU6UcNUWZElu9t5mWLFmCp59+2qAQFiiqxbh8+TK2bt0qHRNCQKfTISEhAS1btizz9QoLCxEdHY0dO3bgxo0b0kbEzs7GZZDatm0r/ezl5QWNRgN/f3+DYydPngQAXLlyBfn5+ejWrZt03tHREZ06dcLFixcrfS9nZ2fs3bsXV65cQUxMDI4fP47p06dj1apVOHbsGDSaos9Vq9Xip59+MrhWrVYbPDdmtXxTV9Qvq01Z7ct7nfPnz6N///74xz/+gZ49e0rHPTw8MHXqVOl5x44dkZqaiqVLl+KVV16psD+WwICGyIYKRLG9nJihobLIZCYP+9iDp556CuHh4XjzzTcxcuRI6bhOp8P48eMxefLkUtc0adKk3Nd77733sGLFCqxcuRJt2rSBs7MzoqKiShXalsfR0VH6WSaTGTzXH9Ppiv5RIYSQjhVnTKBQXLNmzdCsWTOMGTMGc+fOxWOPPYYdO3Zg1KhRAAC5XI6AgIAyr/Xw8IBCoahwtfziK+o3aNCg3DZ5eXlITU01yNKkpKRIi9R6e3vj1q1bpfpw+/btUtmfCxcu4Omnn8bYsWPx1ltvVfoZdO7cGR999FGl7SyBQ05ENqT/CxRghoZqn+joaOzZs0eq+QCADh064Pz58wgICCj1UCqVAAClUmkwAwcAjhw5gv79++OVV15Bu3bt4O/vj99//92gTVnXmUPfl6NHj0rH8vPz8eOPP5abQaqMn58fNBoNMjMzjWqvVCoRHBxssFo+ABw8eFAKRIxZUT84OBiOjo4GbZKSknDu3DmpTZcuXZCWliZlqADgxIkTSEtLM1iZ//z58+jRowdGjBiBhQsXGnUfp0+fNgi2qhMzNEQ2ZFBDw922qZZp06YNhg4dijVr1kjHZs+ejc6dO+P111/H2LFj4ezsjIsXL+LgwYNSOz8/Pxw+fBgRERFQqVTw8PBAQEAAdu7cibi4ONStWxfLly9HcnKyQYDh5+eHEydOIDExES4uLpUW75bH2dkZr732GmbOnCmtXL906VJkZWVh9OjRlV4/f/58ZGVl4bnnnoOvry/u37+P1atXIz8/32CIRghRZo2Kp6cn5HI5pk2bhmHDhqFjx47o0qULNm7ciGvXrmHChAkAijJIla2o7+bmhtGjR2P69OmoV68e3N3dMWPGDLRp0wbPPvssAKBly5bo3bs3xo4diw8++AAAMG7cOPTt21cqCNYHM7169cK0adOkfisUCtSvXx8A8Mknn8DR0RHt27eHXC7Hnj17sHr1aixZssSs/w8mM3puVQ3Fadtkz0bsHyFN23477m1bd4fsQEXTWO3diBEjRP/+/Q2OJSYmCpVKZTBt++TJk6Jnz57CxcVFODs7i7Zt24qFCxdK548dOybatm1rcN3du3dF//79hYuLi/D09BRvvfWWGD58uMH7/fbbb6Jz585CrVaXmradmpoqtStryvS8efNEu3btpOfZ2dkiMjJSeHh4mDxt+/vvvxcvvfSSaNy4sVAqlcLLy0v07t1bHDlyxKAPKDHNXP9ISkqS2r3//vvC19dXKJVK0aFDBxEbG2vwXjqdTsybN094e3sLlUolnnrqKXH27FmDNtnZ2WLSpEnC3d1dqNVq0bdvX3Ht2jWDNnfv3hVDhw4VWq1WaLVaMXToUIPPbN68eWX21dfXV2qzZcsW0bJlS6HRaIRWqxXBwcHiX//6V4WflSWnbcuE+GuwsJZKT0+Hm5sb0tLS4OrqauvuEBkYvn84TqecBgC81PwlzO8637YdIpvLyclBQkKCtDosUW1W0Z93U39/s4aGyIa4lxMRkWUwoCGyIe7lRFTzTJgwodT6MfqHvr6FrI9FwUQ2VDyIYYaGqGZYsGABZsyYUeY5ljbYDgMaIhsqvg5N8SncRGS/PD09y1xZl2yLQ05ENlQ8iGGGhojIfAxoiGyIezkREVkGAxoiG2JAQ0RkGQxoiGyIm1MSEVkGAxoiG2KGhojIMhjQENlQ8YX1OMuJiMh8DGiIbIgL61FtMnLkSMhkMkRHRxsc//rrryGTyYx+HT8/P6xcudLk9w8LC0NUVJTJ11WHnTt3IiQkBG5ubtBqtWjdujWmT58und+yZQtkMlmpR8nl/9etWydtCxAcHIwjR44YnBdCYP78+fDx8YFarUZYWBjOnz9v0CY3NxeRkZHw8PCAs7Mz+vXrh+vXrxu0WbhwIbp27QqNRoM6deqUeU9l9XfDhg3S+cTExDLbHDhwwJyP0GQMaIhsiAvrUW3j5OSEJUuWIDU11dZdsZnvvvsOERERGDhwIE6ePIn4+HgsXLgQeXl5Bu1cXV2RlJRk8Lh69ap0fseOHYiKisLcuXNx+vRphIaGok+fPrh27ZrUZunSpVi+fDnWrl2LU6dOwdvbGz179sSDBw+kNlFRUdi9eze2b9+Oo0ePIiMjA3379kVh4cO/c/Ly8vD3v/8dr732WoX3tnnzZoP+jhgxosz7L97m6aefNvkzNItRW1jWYNxtm+xZl61dpN22h+0bZuvukB0oufuwTqcTmXmZNnnodDqT+j5ixAjRt29f0aJFCzFz5kzp+O7duw122/7hhx9EaGiocHJyEo0aNRKRkZEiIyNDCCFE9+7dS+3oLIQQd+7cEREREaJhw4ZCrVaLwMBAsW3bNoP3Lnld8d22Dxw4IIKCgoSTk5Po0aOHuHXrlti3b59o0aKF0Gq1IiIiQmRmZkqvl5OTIyIjI0X9+vVN3m17ypQpIiwsrMI2Ze34XVKnTp3EhAkTDI61aNFCzJkzRwhR9GfD29tbREdHG/Tbzc1NbNiwQQghxP3794Wjo6PYvn271ObGjRtCLpeLAwcOmNQvAGL37t3l9jchIUEAEKdPn67wvoqz5G7bXCmYyIZYFEyVyS7IRsi2EJu894khJ6Bx1Jh0jUKhwKJFizBkyBBMnjwZjRo1Mjh/9uxZhIeH45133sGmTZtw+/ZtTJo0CZMmTcLmzZuxa9cutGvXDuPGjcPYsWOl63JychAcHIzZs2fD1dUVe/fuxbBhw+Dv74+QkBCsWrUKly5dQmBgIBYsWAAAqF+/PhITEwEA8+fPx9q1a6HRaDBo0CAMGjQIKpUK27ZtQ0ZGBgYMGIA1a9Zg9uzZAIBZs2Zh586d+OSTT+Dr64ulS5ciPDwcly9fhru7e4Wfgbe3N7Zt24Zz584hMDDQpM9PLy8vD/Hx8ZgzZ47B8V69eiEuLg4AkJCQgOTkZPTq1Us6r1Kp0L17d8TFxWH8+PGIj49Hfn6+QRsfHx8EBgYiLi4O4eHhJvVr0qRJGDNmDJo2bYrRo0dj3LhxkMsNB3v69euHnJwcNG/eHFOnTsXAgQNNvX2zcMiJyIYMpm2zKJhqiQEDBiAoKAjz5s0rdW7ZsmUYMmQIoqKi0Lx5c3Tt2hWrV6/Gp59+ipycHLi7u0OhUECr1cLb2xve3t4AgIYNG2LGjBkICgqCv78/IiMjER4eji+//BIA4ObmBqVSCY1GI12nUCik93333XfRrVs3tG/fHqNHj0ZsbCzWr1+P9u3bIzQ0FAMHDkRMTAwAIDMzE+vXr8eyZcvQp08ftGrVCh9++CHUajU2bdpU6f1HRkbiiSeeQJs2beDn54eIiAh8/PHHyM3NNWiXlpZWanNLfeBx584dFBYWwsvLy+AaLy8vJCcnA4D038raKJVK1K1bt9w2xnrnnXfw5ZdfSkNq06dPx6JFi6TzLi4uWL58Ob766ivs27cPzzzzDAYPHozPPvvMpPcxFzM0RDZUfC8nZmioLGoHNU4MOWGz9zbXkiVL8PTTTxsUwgJAfHw8Ll++jK1bt0rHhBDQ6XRISEhAy5Yty3y9wsJCREdHY8eOHbhx4wZyc3ORm5sLZ2dno/rTtm1b6WcvLy9oNBr4+/sbHDt58iQA4MqVK8jPz0e3bt2k846OjujUqRMuXrxY6Xs5Oztj7969uHLlCmJiYnD8+HFMnz4dq1atwrFjx6DRFGW9tFotfvrpJ4Nr1WrDz7xkMbUQotQxY9qUZEybkt566y3p56CgIABFG3Xqj3t4eGDq1KlSm44dOyI1NRVLly7FK6+8YtJ7mYMBDZENcWE9qoxMJjN52McePPXUUwgPD8ebb76JkSNHSsd1Oh3Gjx+PyZMnl7qmSZMm5b7ee++9hxUrVmDlypVo06YNnJ2dERUVVarQtjyOjo7SzzKZzOC5/pg+S1pULmJeoFBcs2bN0KxZM4wZMwZz587FY489hh07dmDUqFEAALlcjoCAgDKv9fDwgEKhKJVFSUlJkTIy+uxVcnIyGjRoUG6bvLw8pKamGmRpUlJS0LVrV6PvpSydO3dGeno6bt26VSpLVLzNRx99VKX3MRaHnIhsRAjBWU5Uq0VHR2PPnj1SzQcAdOjQAefPn0dAQECph1KpBAAolUqDGTgAcOTIEfTv3x+vvPIK2rVrB39/f/z+++8Gbcq6zhz6vhw9elQ6lp+fjx9//LHcDFJl/Pz8oNFokJmZaVR7pVKJ4OBgHDx40OD4wYMHpUCkadOm8Pb2NmiTl5eH2NhYqU1wcDAcHR0N2iQlJeHcuXNVDmhOnz4NJyencqd569sUD7aqEzM0RDZSMoBhhoZqmzZt2mDo0KFYs2aNdGz27Nno3LkzXn/9dYwdOxbOzs64ePEiDh48KLXz8/PD4cOHERERAZVKBQ8PDwQEBGDnzp2Ii4tD3bp1sXz5ciQnJxsEGH5+fjhx4gQSExPh4uJSafFueZydnfHaa69h5syZcHd3R5MmTbB06VJkZWVh9OjRlV4/f/58ZGVl4bnnnoOvry/u37+P1atXIz8/Hz179pTaCSHKrGPx9PSEXC7HtGnTMGzYMHTs2BFdunTBxo0bce3aNUyYMAFAUQYpKioKixYtQvPmzdG8eXMsWrQIGo0GQ4YMAVBUWzR69GhMnz4d9erVg7u7O2bMmIE2bdrg2Wefld7z2rVruHfvHq5du4bCwkKcOXMGQFFw5+Ligj179iA5ORldunSBWq1GTEwM5s6di3HjxkGlUgEAPvnkEzg6OqJ9+/aQy+XYs2cPVq9ejSVLlpj1/8FkRs+tqqE4bZvsVW5BrjRlO3BLoPjbrr/ZuktkByqaxmrvRowYIfr3729wLDExUahUKoNp2ydPnhQ9e/YULi4uwtnZWbRt21YsXLhQOn/s2DHRtm1bg+vu3r0r+vfvL1xcXISnp6d46623xPDhww3e77fffhOdO3cWarW61LTt1NRUqV1ZU5PnzZsn2rVrJz3Pzs4WkZGRwsPDw+Rp299//7146aWXROPGjYVSqRReXl6id+/e4siRIwZ9QIlp5vpHUlKS1O79998Xvr6+QqlUig4dOojY2FiD99LpdGLevHnC29tbqFQq8dRTT4mzZ88atMnOzhaTJk0S7u7uQq1Wi759+4pr164ZtClr2jsAERMTI4QQYv/+/SIoKEi4uLgIjUYjAgMDxcqVK0V+fr70Glu2bBEtW7YUGo1GaLVaERwcLP71r39V+FlZctq2TIi/BgtrqfT0dLi5uSEtLQ2urq627g6RJCs/y2A6biOXRtj/0n4b9ojsQU5ODhISEqTVYYlqs4r+vJv6+5s1NEQ2UnKIiUNORETmY0BDZCMla2hYFExUM0yYMKHU+jH6h76+hayPRcFENsKiYKKaacGCBZgxY0aZ51jaYDsMaIhspGQAwwwNUc3g6ekJT09PW3eDSuCQE5GNFOqYoSEishQGNEQ2whoaIiLLYUBDZCOlAhodAxoiInMxoCGyEU7bJiKyHAY0RDZSMiPDISciIvMxoCGyEU7bJiKyHAY0RDaiD2BkkAFghoZqvpEjR0ImkyE6Otrg+Ndffw2ZTGb06/j5+WHlypUmv39YWBiioqJMvq467Ny5EyEhIXBzc4NWq0Xr1q0xffp06fyWLVsgk8lKPUou/79u3TppW4Dg4GAcOXLE4LwQAvPnz4ePjw/UajXCwsJw/vx5gza5ubmIjIyEh4cHnJ2d0a9fP1y/fl06n5iYiNGjR6Np06ZQq9Vo1qwZ5s2bh7y8vEr7K5PJkJKSAqBoU86yzjs7O1vsc60IAxoiGykQBQAApUIpHWOWhmo6JycnLFmyBKmpqbbuis189913iIiIwMCBA3Hy5EnEx8dj4cKFBgECULQIX1JSksHj6tWr0vkdO3YgKioKc+fOxenTpxEaGoo+ffrg2rVrUpulS5di+fLlWLt2LU6dOgVvb2/07NkTDx48kNpERUVh9+7d2L59O44ePYqMjAz07dsXhYVF/4j69ddfodPp8MEHH+D8+fNYsWIFNmzYgDfffFN6jcGDB5fqa3h4OLp37y6tyTNjxoxSbVq1aoW///3v1fI5l2LUFpY1GHfbJnv1S8ovInBLoOiytYu043ZeYZ6tu0U2VnL3YZ1OJwozM23y0Ol0JvV9xIgRom/fvqJFixZi5syZ0vHdu3cb7Lb9ww8/iNDQUOHk5CQaNWokIiMjRUZGhhBCiO7du5fa8VkIIe7cuSMiIiJEw4YNhVqtFoGBgWLbtm0G713yuuK7bR84cEAEBQUJJycn0aNHD3Hr1i2xb98+0aJFC6HVakVERITIzMyUXi8nJ0dERkaK+vXrm7zb9pQpU0RYWFiFbcra8bukTp06iQkTJhgca9GihZgzZ44QoujPhre3t4iOjjbot5ubm9iwYYMQQoj79+8LR0dHsX37dqnNjRs3hFwuFwcOHCj3vZcuXSqaNm1a7vmUlBTh6OgoPv3003LbnDlzRgAQhw8fLreNJXfb5krBRDaiH2JyVDgC+X8d0xXCUe5ow16RvRHZ2fitQ7BN3vvxn+Ih02hMukahUGDRokUYMmQIJk+ejEaNGhmcP3v2LMLDw/HOO+9g06ZNuH37NiZNmoRJkyZh8+bN2LVrF9q1a4dx48Zh7Nix0nU5OTkIDg7G7Nmz4erqir1792LYsGHw9/dHSEgIVq1ahUuXLiEwMBALFiwAANSvXx+JiYkAioZD1q5dC41Gg0GDBmHQoEFQqVTYtm0bMjIyMGDAAKxZswazZ88GAMyaNQs7d+7EJ598Al9fXyxduhTh4eG4fPky3N3dK/wMvL29sW3bNpw7dw6BgYEmfX56eXl5iI+Px5w5cwyO9+rVC3FxcQCAhIQEJCcno1evXtJ5lUqF7t27Iy4uDuPHj0d8fDzy8/MN2vj4+CAwMBBxcXEIDw8v8/3T0tIqvM9PP/0UGo0GAwcOLLfNRx99hMceewyhoaFG3XNVcciJyEakgKZYAMMhJ6oNBgwYgKCgIMybN6/UuWXLlmHIkCGIiopC8+bN0bVrV6xevRqffvopcnJy4O7uDoVCAa1WC29vb3h7ewMAGjZsiBkzZiAoKAj+/v6IjIxEeHg4vvzySwCAm5sblEolNBqNdJ1CoZDe991330W3bt3Qvn17jB49GrGxsVi/fj3at2+P0NBQDBw4EDExMQCAzMxMrF+/HsuWLUOfPn3QqlUrfPjhh1Cr1di0aVOl9x8ZGYknnngCbdq0gZ+fHyIiIvDxxx8jNzfXoF1aWlqpzS31gcedO3dQWFgILy8vg2u8vLyQnJwMANJ/K2ujVCpRt27dctuUdOXKFaxZs6bCjTY//vhjDBkyBGq1uszzubm52Lp1K0aPHl3ua1gaMzRENqIPXooHNCwMppJkajUe/yneZu9triVLluDpp582KIQFgPj4eFy+fBlbt26VjgkhoNPpkJCQgJYtW5b5eoWFhYiOjsaOHTtw48YN5ObmIjc31+iC07Zt20o/e3l5QaPRwN/f3+DYyZMnART9Qs/Pz0e3bt2k846OjujUqRMuXrxY6Xs5Oztj7969uHLlCmJiYnD8+HFMnz4dq1atwrFjx6D5K+ul1Wrx008/GVxbMkAoWUwthCh1zJg2JZXX5ubNm+jduzf+/ve/Y8yYMWVee+zYMVy4cAGffvppua+/a9cuPHjwAMOHD6+wH5bEgIbIRgyGnP7CDA2VJJPJTB72sQdPPfUUwsPD8eabb2LkyJHScZ1Oh/Hjx2Py5MmlrmnSpEm5r/fee+9hxYoVWLlyJdq0aQNnZ2dERUWVKrQtj6Pjw++ZTCYzeK4/ptMVff+EENKx4owJFIpr1qwZmjVrhjFjxmDu3Ll47LHHsGPHDowaNQoAIJfLERAQUOa1Hh4eUCgUpbIoKSkpUkZGn71KTk5GgwYNym2Tl5eH1NRUgyxNSkoKunbtavDaN2/eRI8ePdClSxds3Lix3Pv66KOPEBQUhODg8odCP/roI/Tt21fqozVwyInIRvQL6ynlD2c5MUNDtUl0dDT27Nkj1XwAQIcOHXD+/HkEBASUeiiVRd8FpVIpzcDRO3LkCPr3749XXnkF7dq1g7+/P37//XeDNmVdZw59X44ePSody8/Px48//lhuBqkyfn5+0Gg0yMzMNKq9UqlEcHAwDh48aHD84MGDUiDStGlTeHt7G7TJy8tDbGys1CY4OBiOjo4GbZKSknDu3DmDgObGjRsICwtDhw4dsHnzZsjlZYcHGRkZ+OKLLyocSkpISEBMTIxVh5sAO8/QFBQUYP78+di6dasUgY4cORJvvfVWuR82UU2hD14c5A6QQQYBwQwN1Spt2rTB0KFDsWbNGunY7Nmz0blzZ7z++usYO3YsnJ2dcfHiRRw8eFBq5+fnh8OHDyMiIgIqlQoeHh4ICAjAzp07ERcXh7p162L58uVITk42CDD8/Pxw4sQJJCYmwsXFpdLi3fI4Ozvjtddew8yZM+Hu7o4mTZpg6dKlyMrKMuqX9Pz585GVlYXnnnsOvr6+uH//PlavXo38/Hz07NlTaieEKLOOxdPTE3K5HNOmTcOwYcPQsWNHKWty7do1qbZFJpMhKioKixYtQvPmzdG8eXMsWrQIGo0GQ4YMAVBUWzR69GhMnz4d9erVg7u7O2bMmIE2bdrg2WefBVCUmQkLC0OTJk3wz3/+E7dv35b6UjLDsmPHDhQUFGDo0KHl3v/HH3+MBg0aoE+fPpV+VpZk1wHNkiVLsGHDBnzyySdo3bo1fvzxR4waNQpubm6YMmWKrbtHVCX6DI1CpoBCpkCBKOAGlVTrvPPOO/jiiy+k523btkVsbCzmzp2L0NBQCCHQrFkzDB48WGqzYMECjB8/Hs2aNUNubi6EEPi///s/JCQkIDw8HBqNBuPGjcMLL7yAtLQ06boZM2ZgxIgRaNWqFbKzs5GQkGB2v6Ojo6HT6TBs2DA8ePAAHTt2xH//+99SxbVl6d69O95//30MHz4ct27dQt26ddG+fXt8++23ePzxx6V26enpBkNFeklJSfD29sbgwYNx9+5dLFiwAElJSQgMDMS+ffvg6+srtZ01axays7MxceJEpKamIiQkBN9++y20Wq3UZsWKFXBwcMCgQYOQnZ2NZ555Blu2bJGKpr/99ltcvnwZly9fLjUrTT/8prdp0ya8+OKL5X4OOp0OW7ZswciRIw2Ksq1BJkr21o707dsXXl5eBlXlL730EjQaDf71r38Z9Rrp6elwc3NDWloaXF1dq6urRCb739X/IepQFILqB+HC3QvI0+Xhvy/9Fz4uPrbuGtlQTk4OEhISpNVhiWqziv68m/r7267HbZ588kn873//w6VLlwAAP//8M44ePYrnnnuu3Gtyc3ORnp5u8CCyR/ohJ4VcAYVcYXCMiIhMY9cBzezZs/Hyyy+jRYsWcHR0RPv27REVFYWXX3653GsWL14MNzc36dG4cWMr9pjIeFJAI1NALiv6KrKGhsj+TZgwodT6MfpHRWu3UPWy6xqaHTt24LPPPsO2bdvQunVrnDlzBlFRUfDx8cGIESPKvOaNN97AtGnTpOfp6ekMasgu6QMauUwuBTTM0BDZvwULFmDGjBllnmNpg+3YdUAzc+ZMzJkzBxEREQCKKuavXr2KxYsXlxvQqFQqqFQqa3aTyCz6bIxCroCDrOirqF8Hg4jsl6enp7QhI9kPux5yysrKKjU9W6FQ8C99qhWKz3JihoZKsuP5GkQWY8k/53adoXn++eexcOFCNGnSBK1bt8bp06exfPlyvPrqq7buGlGVFR9yUsiKioJZQ0P6FWyzsrLK3SeHqLbIysoCgFIrN5vDrgOaNWvW4P/+7/8wceJEpKSkwMfHB+PHj8c//vEPW3eNqMr0wYuDzEHKRDJDQwqFAnXq1EFKSgoAQKPRmLTcPlFNIIRAVlYWUlJSUKdOHYusWWPXAY1Wq8XKlSuxcuVKW3eFyOIKdAUADDM0DGgIeLg6qz6oIaqt6tSpY7H9nuw6oCGqzaSiYE7bphJkMhkaNGgAT09P5Ofn27o7RNXC0dHRoqsJM6AhsqLsgmzcybqDxq6NDRfW02douPUBFaNQKKy+fDxRTWXXs5yIapuZsTPx3O7nkJiWyKJgIiILYkBDZEXXH1wHAPz54E/DIScWBRMRVQkDGiIr0gcsebq8h+vQFBtyYoaGiMg8DGiIrEgKaArzytzLiRkaIiLzMKAhsiJ9Bia3MNcgoGFRMBFR1TCgIbKi4hkafXBTfHNKDjkREZmHAQ2RFekzMLmFuQZ7OXFhPSKiqmFAQ2RF+oDFYMhJroBCzqJgIqKqYEBDZEX6gIVFwURElsWAhsiKyhpy4sJ6RERVx4CGyIrKKgpWyJmhISKqKu7lRGRFxadtF18pmNO2iYiqhgENkRUViAIARQGNPitTfNo2MzRERObhkBORFRUvCtb/7CBzYA0NEVEVMUNDZCVCCIOApniGRj9tmxkaIiLzMENDZCXFg5VcXW6ZRcHM0BARmYcBDZGVFA9WSq5DwyEnIqKqYUBDZCUGGZoS69CwKJiIqGoY0BBZSckMDadtExFZDgMaIisp0BVIP5fcy4kZGiKiqmFAQ2QlrKEhIqo+DGiIrKRUDU3xgIbTtomIqoQBDZGVFK+PKb71gVzOzSmJiKqKAQ2RlZQactI9zNCwhoaIqGoY0BBZSckhJ/2+TgY1NDpmaIiIzMGAhshKSmZfcgtyATBDQ0RkCQxoiKykZLCSXZANgAvrERFZAgMaIispOZykD2gU8oeznFgUTERkHgY0RFZSXobGYKVgZmiIiMzCgIbISkoGK1kFWQCKhpw4bZuIqGoY0BBZSclgRf/cQe7wsIaGezkREZmFAQ2RlZQ3nMQMDRFR1TGgIbKS8rIvxadt69emISIi0zCgIbKS8jI0xfdyYoaGiMg8DGiIrKS8YKX4OjQMaIiIzMOAhshKKhpykqZtsyiYiMgsDGiIrKTcISe5gkXBRERVxICGyErKC1a4lxMRUdUxoCGykgozNCwKJiKqEgY0RFZS0SwnTtsmIqoaBjREVsKF9YiIqg8DGiIrKbnbtp5BDQ1nORERmYUBDZGVVDTk5CBzAMAMDRGRuRjQEFlJuUNOci6sR0RUVQxoiKykvGDFQeYgzXLitG0iIvM4GNswPT3d6Bd1dXU1qzNEtVmBruwZTNz6gIio6owOaOrUqQOZTFZhGyEEZDIZCgv5r0yikriwHhFR9TE6oImJianOfhDVesZsfcBZTkRE5jE6oOnevXt19qNcN27cwOzZs7F//35kZ2fjsccew6ZNmxAcHGyT/hCZS5+hkUEGASEdLz7kxAwNEZF5jA5ofvnlF6NftG3btmZ1pqTU1FR069YNPXr0wP79++Hp6YkrV66gTp06Fnl9ImvSZ1/UDmpkFWQBgJSZcZBz2jYRUVUYHdAEBQVBJpNBCFFhO0vW0CxZsgSNGzfG5s2bpWN+fn4VXpObm4vc3FzpuSnFzETVSZ99cXJwKhXQMENDRFQ1Rgc0CQkJ1dmPMn3zzTcIDw/H3//+d8TGxqJhw4aYOHEixo4dW+41ixcvxttvv23FXhIZR599UTuopWP66drc+oCIqGqMDmh8fX2rsx9l+uOPP7B+/XpMmzYNb775Jk6ePInJkydDpVJh+PDhZV7zxhtvYNq0adLz9PR0NG7c2FpdJiqXfuNJjaNGOqbPzDBDQ0RUNUYHNGW5cOECrl27hry8PIPj/fr1q1Kn9HQ6HTp27IhFixYBANq3b4/z589j/fr15QY0KpUKKpXKIu9PZEllZmhkzNAQEVmCWQHNH3/8gQEDBuDs2bMGdTX6dWosVUPToEEDtGrVyuBYy5YtsXPnTou8PpE1FS8K1itVQ8Np20REZjFr64MpU6agadOmuHXrFjQaDc6fP4/Dhw+jY8eOOHTokMU6161bN/z2228Gxy5dumST4S+iqtIPJ2kcHg45STU03PqAiKhKzApojh07hgULFqB+/fpFG+vJ5XjyySexePFiTJ482WKdmzp1Ko4fP45Fixbh8uXL2LZtGzZu3IjXX3/dYu9BZC1lDTnpMzMcciIiqhqzAprCwkK4uLgAADw8PHDz5k0ARYXDJTMqVfHEE09g9+7d+PzzzxEYGIh33nkHK1euxNChQy32HkTWos++VDjkxAwNEZFZzKqhCQwMxC+//AJ/f3+EhIRg6dKlUCqV2LhxI/z9/S3awb59+6Jv374WfU0iW9BnX4rPcmJRMBGRZZgV0Lz11lvIzMwEALz77rvo27cvQkNDUa9ePezYscOiHSSqLfS7bZe1Dg0zNEREVWPS1geBgYGQy+UIDw+Xjvv7++PChQu4d+8e6tatW+mO3ESPKn32xUHuAAe5Awp0BayhISKyEKNraNq3b487d+4AKApi7t69a3De3d2dwQxRBfTBikKmgFKulH4GHmZodEJX6fYiRERUmtEBTZ06daTtDxITE6HT8V+SRKbQDzkpZAqoFCrpZ+Dh5pQAh52IiMxh9JDTSy+9hO7du6NBgwaQyWTo2LEjFApFmW3/+OMPi3WQqLYwyNAoijI0Jbc+KN6OiIiMZ3RAs3HjRrz44ou4fPkyJk+ejLFjx0Kr1VZn34hqFX3mRS6TSxkafWZGn6kp3o6IiIxn0iyn3r17AwDi4+MxZcoUBjREJtAHKgo5MzRERJZm1rTtzZs3W7ofRLVe8SGnkjU0zNAQEVWNWQFNZmYmoqOj8b///Q8pKSmlCoRZQ0NUmn7jyeJDTiXXoQHAgnsiIjOYFdCMGTMGsbGxGDZsmFQkTEQVM7YouEAUWL9zREQ1nFkBzf79+7F3715069bN0v0hqrX0gYpC/nDIyUFW9BWUyWRQyBQoFIWsoSEiMoNZm1PWrVsX7u7ulu4LUa1WUYam+M8MaIiITGdWQPPOO+/gH//4B7KysizdH6Jaq6xp28WLgfU/syiYiMh0Zg05vffee7hy5Qq8vLzg5+cHR0dHg/M//fSTRTpHVJvoi4KLT9vWFwUDxTI0LAomIjKZWQHNCy+8YOFuENV+Ze3lVHzIiRkaIiLzmRXQzJs3z9L9IKr1KhtykstZQ0NEZC6zamiIyHT6IScHmUOZQ0764IbTtomITGd0hsbd3R2XLl2Ch4cH6tatW+HaM/fu3bNI54hqE2OLgpmhISIyndEBzYoVK6S9m1auXFld/SGqtYrX0Dzu/jgAIKBOgHReX0/DGhoiItMZHdCMGDGizJ+JyDhShkYuR1jDMMQOjkVdVV3pvJSh4SwnIiKTmVUUXFx2djby8/MNjrm6ulb1ZYlqHWm37b8CF3cnw8UpmaEhIjKfWUXBmZmZmDRpEjw9PeHi4oK6desaPIiotOJDTmXRFwizhoaIyHRmBTSzZs3C999/j3Xr1kGlUuGjjz7C22+/DR8fH3z66aeW7iNRrVB8t+2yMENDRGQ+s4ac9uzZg08//RRhYWF49dVXERoaioCAAPj6+mLr1q0YOnSopftJVOPpAxUHedlfO85yIiIyn1kZmnv37qFp06YAiupl9NO0n3zySRw+fNhyvSOqRYpP2y6LtFKwjhkaIiJTmRXQ+Pv7IzExEQDQqlUrfPHFFwCKMjd16tSxVN+IapXKamg45EREZD6zAppRo0bh559/BgC88cYbUi3N1KlTMXPmTIt2kKi2qKyGhkNORETmM7mGJj8/H9988w0++OADAECPHj3w66+/4scff0SzZs3Qrl07i3eSqDaQpm3Ly8nQyJmhISIyl8kBjaOjI86dO2ew9UGTJk3QpEkTi3aMqLapdNo2MzRERGYza8hp+PDh2LRpk6X7QlSrVVYUzBoaIiLzmTVtOy8vDx999BEOHjyIjh07wtnZ2eD88uXLLdI5otqk+G7bZdEf5ywnIiLTmRXQnDt3Dh06dAAAXLp0yeBcRbtwEz3K9ENJ5WVoHBWOAIA8XZ7V+kREVFuYFdDExMRYuh9EtV5lRcFKuRIAkFfIgIaIyFRm1dAQkWl0QgcBAaD8omCloiigydfll3meiIjKx4CGyAqKF/qWN+SkD2iYoSEiMh0DGiIrKD4Vu7wMjaP8rxoaBjRERCZjQENkBcVnLlWWocktzLVKn4iIahMGNERWUHzIqbzdtvVFwayhISIyHQMaIisoPuTEGhoiIstjQENkBQW6AunnymY5cR0aIiLTMaAhsoLii+qVt/gkMzREROZjQENkBZXt4wQUq6EpZA0NEZGpGNAQWUFlO20DHHIiIqoKBjREVqCftl1Rhobr0BARmY8BDZEV6IecyttpG2CGhoioKhjQEFmBVBQsr6CGRsEaGiIiczGgIbKCAlE0bbvCGhrutk1EZDYGNERWYExRsKPirxoaDjkREZmMAQ2RFZgybZsZGiIi09WogGbx4sWQyWSIioqydVeITKKf5WTMtG3u5UREZLoaE9CcOnUKGzduRNu2bW3dFSKTSUNOciPWoWGGhojIZDUioMnIyMDQoUPx4Ycfom7durbuDpHJ9ENOxhQF5xbmWqVPRES1SY0IaF5//XX87W9/w7PPPltp29zcXKSnpxs8iGyt+F5O5dEXBXPIiYjIdOWv8mUntm/fjp9++gmnTp0yqv3ixYvx9ttvV3OviEyj322bRcFERNXDrjM0f/75J6ZMmYLPPvsMTk5ORl3zxhtvIC0tTXr8+eef1dxLosrpMzQO8vL/DaFSqAAUDU/pi4iJiMg4dp2hiY+PR0pKCoKDg6VjhYWFOHz4MNauXYvc3FwoFIY1CSqVCiqVytpdJaqQUdO2/yoKBorWolHL1dXeLyKi2sKuA5pnnnkGZ8+eNTg2atQotGjRArNnzy4VzBDZK2OmbetraICiYSe1AwMaIiJj2XVAo9VqERgYaHDM2dkZ9erVK3WcyJ4Zs1Kwg8wBMsggIFgYTERkIruuoSGqLYwZcpLJZFyLhojITHadoSnLoUOHbN0FIpNJ69BUsLAeUDTTKbcwlwENEZGJmKEhsgJjMjQAN6gkIjIXAxoiK5CmbcsqTopK+zkVsoaGiMgUDGiIrEA/y6myDI20uB4zNEREJmFAQ2QFxuzlBHCDSiIiczGgIbICY3bbBgBH+V81NAxoiIhMwoCGyAqMLQqWMjQcciIiMgkDGiIrMGalYIBDTkRE5mJAQ2QFpqxDAzCgISIyFQMaIiswZusDgENORETmYkBDZAUm19AwQ0NEZBIGNERWYHQNjZwL6xERmYMBDZEVcMiJiKh6MaAhsgKj93LiOjRERGZhQENkBUbPcmKGhojILAxoiKzA1K0PWENDRGQaBjREVqDTGVlDw3VoiIjMwoCGyAqMrqFR/FVDwyEnIiKTMKAhsgKj16FhhoaIyCwMaIisQD9t20HuUGE7qYZGxxoaIiJTMKAhsoICXQEArhRMRFRdGNAQWYGxC+txHRoiIvMwoCGyAlPXocktzK32PhER1SYMaIiswNgMjUqhAsAaGiIiUzGgIbIC/eaUnOVERFQ9GNAQWQHXoSEiql4MaIisQJq2LTNu2jYzNEREpmFAQ2QFBeKvadty44acuJcTEZFpGNAQWYGxRcHcbZuIyDwMaIiswOjdtlkUTERkFgY0RFZg7CwnFgUTEZmHAQ2RFZg65FSgK5CuqUxyZjLWn1mPu9l3q9ZJIqIajAENkRUYvVLwX0NOgPGL631y/hOs+3kdvrr0lfkdJCKq4RjQEFmBqRkawPg6mltZtwAAqbmpZvaOiKjmY0BDZAVG19D8tTklYHxAox9qysjLMLN3REQ1HwMaIiswdpaTTCaTghpjh5zu5dwDAGTkM6AhokcXAxoiK5CGnCqpoQFMXy2YAQ0REQMaIquQVgquZMgJMG0tmvzCfKTnpQMAMvMyq9BDIqKajQENkRXodMYVBQMPMzS5utxK2xYvBGaGhogeZQxoiKzA2Boa4GFAY8x+TvrhJgDIzGeGhogeXQxoiKzA2HVoANOGnO5lPwxomKEhokcZAxoiK9AXBRtVQ2PCBpV3cx6uDpxdkC1NDycietQwoCGyAlOGnKT9nIzJ0BQbcgKAzAIOOxHRo4kBDZEV6DMnRtXQyI3P0JQMaLi4HhE9qhjQEFmBPkNjypCTqUXBAOtoiOjRxYCGyAqM3csJMLEouOSQE2c6EdEjigENkRWYMstJqqExZsgpm0NOREQAAxoiqzCphsaErQ/0GRonhRMAZmiI6NHFgIbICkyatv3XkFNlm1MKIaSAppG2EQDW0BDRo4sBDZEV6IecHOQOlbY1NkOTXZCNnMIcAEATbRMAzNAQ0aOLAQ2RFZgyy8lRbtw6NPpF9ZwUTqivqQ+AGRoienTZdUCzePFiPPHEE9BqtfD09MQLL7yA3377zdbdIjKJEKJaVgrWDze5O7nDxdEFAIuCiejRZdcBTWxsLF5//XUcP34cBw8eREFBAXr16oXMTKbVqebQBzOAcUXBKoUKQOUZGv0MJ3cnd7go/wpomKEhokdU5QP6NnTgwAGD55s3b4anpyfi4+Px1FNPlXlNbm4ucnNzpefp6enV2keiyuiHmwAjN6c0soZGytCoH2ZoWENDRI8qu87QlJSWlgYAcHd3L7fN4sWL4ebmJj0aN25sre4RlckgoDFmLye5cevQFB9ycnZ0BsAhJyJ6dNWYgEYIgWnTpuHJJ59EYGBgue3eeOMNpKWlSY8///zTir0kKq34kJNJNTTGZmicmKEhIrLrIafiJk2ahF9++QVHjx6tsJ1KpYJKpbJSr4gqVzxD4yAzYtq2kVsf6Gc5sYaGiKiGBDSRkZH45ptvcPjwYTRq1MjW3SEyiX6VYMC4DE0dVR0AQGpuaoXtyhxyYkBDRI8ouw5ohBCIjIzE7t27cejQITRt2tTWXSIyWfEMjTEBjZezFwDgVuatMs9n5WchIz8Dt7NuAwDqOdXjtG0ieuTZdUDz+uuvY9u2bfj3v/8NrVaL5ORkAICbmxvUarWNe0dknOJr0Mhkskrbe2mKAprb2bdRoCswWF04IS0Bg/YMklYIBv6a5fTXkFNWQRYKdYVGzaYiIqpN7LooeP369UhLS0NYWBgaNGggPXbs2GHrrhEZzZSNKYGiISQHmQN0Qoc72XcMzn139TvkFOZABhkcZA5oVa8V/N38pQwNUBTUEBE9auw6QyOEsHUXiKpMP+RkbECjkCvgqfHEzcybuJV1C97O3tK5E8knAABvhLyBl1u8bHCdo9wR+bp8ZOZnQqvUWqj3REQ1g11naIhqA1O2PdArq44mtzAXZ1LOAABCvENKXcM6GiJ6lDGgIapmBaIAgHGrBOvp62iSM5OlY7/c/gW5hbnwUHugqVvpAnnOdCKiRxkDGqJqptMVZWiMHXICHgY0t7IeZmhOJBUNN3Xy7lRmcbG+MJiL6xHRo4gBDVE109fQmDLkpK+bKR7QnEw+CQAIaVB6uAkoO0NzKvkUnv7iaXx39TvTOk1EVMMwoCGqZvoVf/VbGhijZA1NVn4Wzt4+C6AoQ1OWsmpovk38Frezb+Pw9cOmd5yIqAZhQENUzfTTqJ0dnI2+RqqhySqqofkp5ScUiAI0dGmIRtqyV8sua/uDxPREgz4QEdVWDGiIqllWflEwoXHUGH2NtLhe1m0U6gpxMqlouKm87AyAMjeoTEhLKHWMiKg2YkBDVM0yC4qCCVMCGg+1BxQyBQpFIe7m3JXWn+nUoPyApmQNTVZ+llSDow+qiIhqKwY0RNVMytA4GB/QKOQK1NfUBwD8nvo7Lt69CMC0DI1+uAkAsguyTeozEVFNw4CGqJrpgwlTMjTAw2GnvX/shYBAU7em8NR4ltteytD8VRSsH24COORERLUfAxqiaqYPJkwpCgYeBjTfXSuacl1RdgYovQ5N8QwNi4KJqLZjQENUzcwpCgYerkWjz/CUt/6MXskamuIZGtbQEFFtx4CGqJrpsyOm1NAADzM0ek94PVFhe61j0YaUZQ05ZRVkSXtKERHVRgxoiKqZfgjI5Boa54cBTQv3FqjjVMeo9lcfXMXd7Lu4mn7V4HxOQY5J709EVJMwoCGqZlKGxsyiYKDy+hkA8HX1Rat6rVCgK8BHZz9CbmEuHOWOkEFm0A8iotqIAQ1RNcvOL6qBMbUoWF9DA1ReP6P3YsCLAIDtv20HADTRNpECKc50IqLajAENUTUzd8jJQ+0BL40X6qrqooNnB6Ou6ePfByqFCgW6AgBAU7emUu0OC4OJqDZjQENUzcwtCnaQO2Db37ZhR98d0pTsyrgqXdHTt6f03M/NT5r9xCEnIqrNGNAQVTNpc0pH04acAMBT44kGLg1MuubF5i9KPzd1awq1gxoAh5yIqHZjQENUzfSBhNpRbZX36+jVEQF1AiCXyRFYL5AZGiJ6JDjYugNEtZkQQioKNnXIyVwymQwbe25ESnYK/Ov4S7U7rKEhotqMAQ1RNcrT5aFAFBXomjPkZK76mvrS5pYsCiaiRwGHnIiqUfEgQl/LYm0cciKiRwEDGqJqpA8inBROcJDbJiHKomAiehQwoCGqRuauQWNJUoaGQ05EVIsxoCGqRvogwlbDTcDDYIpDTkRUmzGgIapGVVmDxlJYFExEjwIGNETVSB9EWGvKdllYFExEjwIGNETVyNydti2JGRoiehQwoCGqRvogwqZDTvrdtgs4y4mIai8GNETVSNr2wB6KgpmhIaJajAENUTWyp6Lg7IJsm/WBiKi6MaAhqkb2VBTMhfWIqDZjQENUjeypKDi3MBcFugKb9YPIYh4kA2c+B3Q6W/eE7Ag3pySqRvZUFAwUBViuSleb9YWoynQ6YOvfgeRfAAclEPiSrXtEdoIZGqJqJGVobDjkpFQopX2kWBhMNd6ve4qCGQC4edq2fSG7woCGbOZMyhncyLhh625UK2mWk6PtZjkBxdai4eJ6VJPpCoGYxQ+fp1y0XV/I7jCgIZs4e/sshu8fjtH/HY1CXaGtu1NtpCEnB9sNOQHcoJJqiXO7gNsXAdlfv7oY0FAxDGjIJr76/SsICNzIuIG4m3G27k610U+VtmVRMMDVgqkW0OmA2Oiin7tGFv03/QaQfd9mXSL7woCGrC4rPwsHEg5Iz3df3m3D3lQv/ZCTLYuCAe64TbXAvT+Au5cBBzXw1EzAtVHR8du/2rZfZDcY0JDV/Tfxv8gqyEIdVR0AQMyfMbiXc8+2naom9lAUDBTb/oBr0VBNlXKh6L+eLQCVFvBsaXicHnkMaMjqdv2+CwAwovUItK7XGgW6Auy5ssfGvbI8IcTDhfXsZciJGRqqqfT1Mp6t/vpvS8Pj9MhjQFNN/rj/B3IKcmzdDbvzx/0/cOb2GShkCvRv1h8vNn8RALD7990QQti4d5aVXZANgaJ7snWGhkXBVONJGZq/Ahl9YMOAhv7CgKYaHLl+BP3/3R9LTy21dVfszn/++A8AILRhKOpr6qNP0z5wUjjhStoVXLhXu1LH+myIDDI4OTjZtC8sCqYaT8rQtDT8763zQC37xxCZhwFNNfju2ncAgP9d+x90gktzF3fs5jEAQE+/ngAArVKLLj5dAADHbx63Wb+qgz54UDuoIZfZ9qvGomCq0QpyiwqCAaD+X4FM/ccByIDse0DmbZt1jewHA5pqcCLpBADgXs49XL5/2ca9sR/peelSFqaTdyfpeEiDEADAyeSTNulXdbGHnbb1pICmkgxNvi4fNzNuWqNLRMa78zsgCgGVG+DqU3TMUQ24+xf9zMJgAgMai7v+4LrB6rcnk2rXL+mqiE+Oh07o4OfqB29nb+m4Prj56dZPyC/Mt1X3LM5eCoKBh0NOmQUVz3KKPhGN8J3hOPTnoervFJGx9FOzPVsCMtnD4ywMpmIY0FjYqeRTBs9PJJ+wUU/sjz4DUzw7AwABdQLg7uSOnMIc/HLnF1t0rVrop0jbuiAYMK4oOC03DV9f/hoA8NnFz6zRLSLjlCwI1tMXBt86b93+kF1iQGNh+gAmtGEoAODH5B9RoCuwZZcqVKgrREZehsVfNy03rdQx/WfTqYFhQCOTyaQgpzZltKQ1aOwoQ5OVnwUhBNLz0ku12ZewD3m6PABFw6bXH1y3ah+JylVyyrZeg3ZF/710AMirnWssCSHK/PuUSqsRAc26devQtGlTODk5ITg4GEeOHLF1l8okhJB+IQ9vPRxapRYZ+Rn49Z59rmSZmZ+Jl/e+jJ5f9cTZ22ct8ppCCMyPm4+ndjyF7b9ul47fzb6L31N/BwA84f1Eqev0QU5tymhJQ052kKHRB1Xpeel47bvX0GNHD8RcizFos/v3ohWblXIlAEjZGiKbKy9D81g4UNevqCj45Eard6u6CSEw+/BshO0Iw78v/9vW3bF7dh/Q7NixA1FRUZg7dy5Onz6N0NBQ9OnTB9euXbN110pJSE/A7ezbUClUaO/ZHk94Ff3i1hcJ2xMhBObFzcPFexeRkZ+B6bHTkZqTWuXX/eK3L7Dz953QCR2WnFyCMylnAACnbhUNxT1W9zG4O7mXui7Eu6gw+OfbP0v7H9V09lQUrO/DxXsX8cPNH5Cny8Pco3NxLb3oe3Tx7kVcvHcRjnJHzHxiJoCigKY2bxxKNUReJpCaWPRzyYBG4Qh0n1P08w+rgJzSmceabPP5zdifuB8FogDvHH8HF++yVqgiDrbuQGWWL1+O0aNHY8yYMQCAlStX4r///S/Wr1+PxYsXV3J19Um7/yfu3EowOPZd0hGo8gQ6uAeg4MYfCHZsgh/yBI5f+hZhyuY26mnZvk/+AYcuHYBGpkA9VR2kpN7EG/smYUbrcZBBVvkLlOHPzJtY8VM0VEKgocYLN7JuYc6Byfhnx7k4krAHqjyBJ5wCkHmt9JfSXQg0lrsjJecuvo3/FwLrtKjqLdpc0o3zUOUJqDNzy7xna5KnJUOV93CtDh+NF25m3sKMfa/h3aAZ+PyP3VDlCTzt/QR6qVriA+GM+/eTsefkJrSpW/P/X1DNJbt3BSooIJzqISftHpBWYpsUj/ZQuTWDPC0R+fv/gcJWL9qmoxb2x4Or2HB6JVR4+PfprP2vY2nwm1IW1Z7U8/RFnbq+Nu2DTNjx8qx5eXnQaDT48ssvMWDAAOn4lClTcObMGcTGxpa6Jjc3F7m5udLz9PR0NG7cGGlpaXB1dbVY3z788hU8+X/xFns9IiKimurbf7TAlCGW3Wg4PT0dbm5uRv/+tushpzt37qCwsBBeXl4Gx728vJCcnFzmNYsXL4abm5v0aNy4cbX0TSG3++QWERGRVShktv+daPseGEEmMxwCEUKUOqb3xhtvYNq0adJzfYbG0kYO+BhZz1h+dhAREVFNM9HVxdZdsO+AxsPDAwqFolQ2JiUlpVTWRk+lUkGlUlV73+RyOVzqWG4Ii4iIiMxn10NOSqUSwcHBOHjwoMHxgwcPomvXrjbqFREREdkbu87QAMC0adMwbNgwdOzYEV26dMHGjRtx7do1TJgwwdZdIyIiIjth9wHN4MGDcffuXSxYsABJSUkIDAzEvn374Otr2+lhREREZD/setq2JZg67YuIiIhsr1ZN2yYiIiIyBgMaIiIiqvEY0BAREVGNx4CGiIiIajwGNERERFTjMaAhIiKiGo8BDREREdV4DGiIiIioxmNAQ0RERDWe3W99UFX6hZDT09Nt3BMiIiIylv73trEbGtT6gObBgwcAgMaNG9u4J0RERGSqBw8ewM3NrdJ2tX4vJ51Oh5s3b0Kr1UImk1n0tdPT09G4cWP8+eeftXKfqNp+fwDvsTao7fcH8B5rg9p+f4Dl71EIgQcPHsDHxwdyeeUVMrU+QyOXy9GoUaNqfQ9XV9da+wcUqP33B/Aea4Pafn8A77E2qO33B1j2Ho3JzOixKJiIiIhqPAY0REREVOMxoKkClUqFefPmQaVS2bor1aK23x/Ae6wNavv9AbzH2qC23x9g+3us9UXBREREVPsxQ0NEREQ1HgMaIiIiqvEY0BAREVGNx4CGiIiIarxHKqAZOXIkXnjhhWp/n7Nnz6J79+5Qq9Vo2LAhFixYYLAXxciRIyGTyUo9WrdubdF+rFu3Dk2bNoWTkxOCg4Nx5MgRg/MXL15Ev3794ObmBq1Wi86dO+PatWtVujcAiI2NRXBwMJycnODv748NGzZY9L4A4PDhw3j++efh4+MDmUyGr7/+WjqXn5+P2bNno02bNnB2doaPjw+GDx+OmzdvVvq69nJ/QMX3CAAZGRmYNGkSGjVqBLVajZYtW2L9+vWVvq6t79FevocAsHXrVrRr1w4ajQYNGjTAqFGjcPfuXYv3hd9FfhfLYut7tKfv4vvvv4+WLVtCrVbj8ccfx6effmr6G4lHyIgRI0T//v2r9T3S0tKEl5eXiIiIEGfPnhU7d+4UWq1W/POf/5Ta3L9/XyQlJUmPP//8U7i7u4t58+ZZrB/bt28Xjo6O4sMPPxQXLlwQU6ZMEc7OzuLq1atCCCEuX74s3N3dxcyZM8VPP/0krly5Iv7zn/+IW7duVene/vjjD6HRaMSUKVPEhQsXxIcffigcHR3FV199ZbF7E0KIffv2iblz54qdO3cKAGL37t3Sufv374tnn31W7NixQ/z666/i2LFjIiQkRAQHB1f4mvZ0f5XdoxBCjBkzRjRr1kzExMSIhIQE8cEHHwiFQiG+/vpru75He/keHjlyRMjlcrFq1Srxxx9/iCNHjojWrVuLF154waJ94XeR30V7vUd7+S6uW7dOaLVasX37dnHlyhXx+eefCxcXF/HNN9+Y9F6PbEDj6+srVqxYYXC+Xbt2BkEFAPHhhx+KF154QajVahEQECD+/e9/V/ge69atE25ubiInJ0c6tnjxYuHj4yN0Ol2Z1+zevVvIZDKRmJho1n2VpVOnTmLChAkGx1q0aCHmzJkjhBBi8ODB4pVXXjHpNY25t1mzZokWLVoYXDd+/HjRuXNnc27DKGX9BVPSyZMnBQDpl0hZ7PX+hCj7Hlu3bi0WLFhgcKxDhw7irbfeKvd17OEe7eV7uGzZMuHv729w3erVq0WjRo3Mv7ky8LtoiN/FIvZwj/byXezSpYuYMWOGwXVTpkwR3bp1M+l+HqkhJ3O8/fbbGDRoEH755Rc899xzGDp0KO7du1du+2PHjqF79+4GCwuFh4fj5s2bSExMLPOaTZs24dlnn4Wvr69F+pyXl4f4+Hj06tXL4HivXr0QFxcHnU6HvXv34rHHHkN4eDg8PT0REhJSKo06cuRIhIWFmXRvx44dK/W+4eHh+PHHH5Gfn2+R+zNHWloaZDIZ6tSpIx2r6ff35JNP4ptvvsGNGzcghEBMTAwuXbqE8PBwqU1Nv0e96vgedu3aFdevX8e+ffsghMCtW7fw1Vdf4W9/+5vF+s3vYmn8LhapafeoVx3fxdzcXDg5ORlcp1arcfLkSZPukwFNJUaOHImXX34ZAQEBWLRoETIzM3Hy5Mly2ycnJ8PLy8vgmP55cnJyqfZJSUnYv38/xowZY7E+37lzB4WFhWX2Izk5GSkpKcjIyEB0dDR69+6Nb7/9FgMGDMCLL76I2NhYqX2DBg3QpEkTk+6tvDYFBQW4c+eOxe7RFDk5OZgzZw6GDBlisGFaTb+/1atXo1WrVmjUqBGUSiV69+6NdevW4cknn5Ta1PR71KuO72HXrl2xdetWDB48GEqlEt7e3qhTpw7WrFljsX7zu2iI38Wae4961fFdDA8Px0cffYT4+HgIIfDjjz/i448/Rn5+vkn3Wet3266qtm3bSj87OztDq9UiJSUFANC6dWtcvXoVABAaGor9+/cDAGQymcFriL+Kn0oeB4AtW7agTp061VKYVVY/ZDIZdDodAKB///6YOnUqACAoKAhxcXHYsGEDunfvDgBYvHixUa9Z8rgp91/d8vPzERERAZ1Oh3Xr1hmcq+n3t3r1ahw/fhzffPMNfH19cfjwYUycOBENGjTAs88+C6Dm36NedXwPL1y4gMmTJ+Mf//gHwsPDkZSUhJkzZ2LChAnYtGmTRfvP7yK/izX9HvWq47v4f//3f0hOTkbnzp0hhICXlxdGjhyJpUuXQqFQGN23Rzagkcvlpaqsy0ptOTo6Gjwv/pfQvn37pGvUajUAwNvbu1QmRv8/u2SUKoTAxx9/jGHDhkGpVFbhbgx5eHhAoVCU2Q8vLy94eHjAwcEBrVq1MjjfsmVLHD16tNzXNebeymvj4OCAevXqmX1P5sjPz8egQYOQkJCA77//vtLt7GvS/WVnZ+PNN9/E7t27pSGStm3b4syZM/jnP/8p/SVakr3doy2/h4sXL0a3bt0wc+ZMAEWfn7OzM0JDQ/Huu++iQYMGVb09fhf/wu9iafZ2j7b8LqrVanz88cf44IMPcOvWLTRo0AAbN26EVquFh4eH8fdgdMtapn79+khKSpKep6enIyEhwaTX8PX1RUBAAAICAtCwYUMAQJcuXXD48GHk5eVJ7b799lv4+PjAz8/P4PrY2FhcvnwZo0ePNv9GyqBUKhEcHIyDBw8aHD948CC6du0KpVKJJ554Ar/99pvB+UuXLlVYx2PMvXXp0qXU+3777bfo2LFjqS9CddL/Bfr777/ju+++M+rLX9PuLz8/H3K54VdYoVBIf7mUxd7u0Zbfw6ysrDI/PwCl/mI3F7+L/C6Wx97u0R5+Jzo6OqJRo0ZQKBTYvn07+vbtW+pzrZBJJcQ1XPGK7jlz5ghvb29x+PBhcfbsWfHCCy8IFxeXUhXdJavZ3dzcxObNm8t9j/v37wsvLy/x8ssvi7Nnz4pdu3YJV1dXgylqeq+88ooICQmxwJ2Vpp8qumnTJnHhwgURFRUlnJ2dpZlUu3btEo6OjmLjxo3i999/F2vWrBEKhUIcOXJEeo05c+aIYcOGmXRv+mmGU6dOFRcuXBCbNm2qlqmUDx48EKdPnxanT58WAMTy5cvF6dOnxdWrV0V+fr7o16+faNSokThz5ozBFPnc3NwacX+V3aMQQnTv3l20bt1axMTEiD/++ENs3rxZODk5iXXr1tn1PdrL93Dz5s3CwcFBrFu3Tly5ckUcPXpUdOzYUXTq1Mki96nH7yK/i/Z6j/byXfztt9/Ev/71L3Hp0iVx4sQJMXjwYOHu7i4SEhJMup9HKqAZNmyYeOmll4QQRXPjBw0aJFxdXUXjxo3Fli1bypyiZur/PCGE+OWXX0RoaKhQqVTC29tbzJ8/v9SU7fv37wu1Wi02btxoiVsr0/vvvy98fX2FUqkUHTp0ELGxsQbnN23aJAICAoSTk5No165dqTUTRowYIbp3725wzJh7O3TokGjfvr1QKpXCz89PrF+/3uL3FhMTIwCUeowYMUIkJCSUeQ6AiImJqRH3V9k9CiFEUlKSGDlypPDx8RFOTk7i8ccfF++9955Bf+3xHu3pe7h69WrRqlUroVarRYMGDcTQoUPF9evXLXGbBvhd5HfRHu/RXr6LFy5cEEFBQUKtVgtXV1fRv39/8euvv5p8P7K/OvlI6N27NwICArB27Vpbd4XokcXvIZF9qG3fxUeihiY1NRV79+7FoUOHyi3QIqLqxe8hkX2ord/FR2KW06uvvopTp05h+vTp6N+/v627Q/RI4veQyD7U1u/iIzXkRERERLXTIzHkRERERLUbAxoiIiKq8RjQEBERUY3HgIaIiIhqPAY0REREFrJ48WI88cQT0Gq18PT0xAsvvFBqawshBObPnw8fHx+o1WqEhYXh/PnzBm02btyIsLAwuLq6QiaT4f79+6Xey8/PDzKZzOAxZ86cSvs4f/58BAUFVeU2jXbt2jU8//zzcHZ2hoeHByZPnmywDQIAfPHFFwgKCoJGo4Gvry+WLVtm1nsxoCEiu3To0KFy/yInslexsbF4/fXXcfz4cRw8eBAFBQXo1asXMjMzpTZLly7F8uXLsXbtWpw6dQre3t7o2bMnHjx4ILXJyspC79698eabb1b4fgsWLEBSUpL0eOutt6rt3kxVWFiIv/3tb8jMzMTRo0exfft27Ny5E9OnT5fa7N+/H0OHDsWECRNw7tw5rFu3TvpsTGby2sJERNWge/fuYsqUKdLz3NxckZSUVGopeKKaJCUlRQCQtrvQ6XTC29tbREdHS21ycnKEm5ub2LBhQ6nr9dsupKamljrn6+srVqxYYXKf5s2bJ9q1ayc9L/ndE0KI/v37S1s76N9r4cKFYtSoUcLFxUU0btxYfPDBBxW+z759+4RcLhc3btyQjn3++edCpVKJtLQ0IYQQL7/8shg4cKDBdStWrBCNGjUy+bvPDA0R2SWlUglvb2/IZDJbd4XIbGlpaQAAd3d3AEBCQgKSk5PRq1cvqY1KpUL37t0RFxdn8usvWbIE9erVQ1BQEBYuXFhqOMeS3nvvPXTs2BGnT5/GxIkT8dprr+HXX38tt/2xY8cQGBgIHx8f6Vh4eDhyc3MRHx8PAMjNzYWTk5PBdWq1GtevX8fVq1dN6h8DGiKyuZEjRyI2NharVq2SagG2bNliMOS0ZcsW1KlTB//5z3/w+OOPQ6PRYODAgcjMzMQnn3wCPz8/1K1bF5GRkSgsLJReOy8vD7NmzULDhg3h7OyMkJAQHDp0yDY3So8UIQSmTZuGJ598EoGBgQCA5ORkAICXl5dBWy8vL+mcsaZMmYLt27cjJiYGkyZNwsqVKzFx4kTLdL4Mzz33HCZOnIiAgADMnj0bHh4eFX6XkpOTS91n3bp1oVQqpXsNDw/Hrl278L///Q86nQ6XLl3CypUrAQBJSUkm9e+R2PqAiOzbqlWrcOnSJQQGBmLBggUAUKpIEiiqK1i9ejW2b9+OBw8e4MUXX8SLL76IOnXqYN++ffjjjz/w0ksv4cknn8TgwYMBAKNGjUJiYiK2b98OHx8f7N69G71798bZs2fRvHlzq94nPVomTZqEX375BUePHi11rmTmUQhhcjZy6tSp0s9t27ZF3bp1MXDgQClr07p1aynLERoaiv3795txFw+1bdtW+lkmk8Hb2xspKSkAgD59+uDIkSMAAF9fX+n7W9Y9Fb/XsWPH4sqVK+jbty/y8/Ph6uqKKVOmYP78+VAoFCb1jwENEdmcm5sblEolNBoNvL29AaDMVHZ+fj7Wr1+PZs2aAQAGDhyIf/3rX7h16xZcXFzQqlUr9OjRAzExMRg8eDCuXLmCzz//HNevX5fS3jNmzMCBAwewefNmLFq0yHo3SY+UyMhIfPPNNzh8+DAaNWokHdf/+U5OTkaDBg2k4ykpKaWyGabq3LkzAODy5cuoV68e9u3bh/z8fABFwzjlkcvlECV2QdJfV5yjo6PBc5lMBp1OBwD46KOPkJ2dbdDO29sbJ06cMLgmNTUV+fn50r3KZDIsWbIEixYtQnJyMurXr4///e9/AIpmcZmCAQ0R1RgajUYKZoCiNL2fnx9cXFwMjun/1fjTTz9BCIHHHnvM4HVyc3NRr14963SaHilCCERGRmL37t04dOgQmjZtanC+adOm8Pb2xsGDB9G+fXsARcOisbGxWLJkSZXe+/Tp0wAgBUq+vr5GXVe/fn2D4Z3CwkKcO3cOPXr0MPq9GzZsWOpYly5dsHDhQiQlJUl9+vbbb6FSqRAcHGzQVqFQSK/x+eefo0uXLvD09DT6/QEGNERUg5T1L8SK/tWo0+mgUCgQHx9fKn1dPAgispTXX38d27Ztw7///W9otVqpVsTNzQ1qtRoymQxRUVFYtGgRmjdvjubNm2PRokXQaDQYMmSI9DrJyclITk7G5cuXAQBnz56FVqtFkyZN4O7ujmPHjuH48ePo0aMH3NzccOrUKUydOhX9+vVDkyZNTOrz008/jWnTpmHv3r1o1qwZVqxYYZHlEnr16oVWrVph2LBhWLZsGe7du4cZM2Zg7NixcHV1BQDcuXMHX331FcLCwpCTk4PNmzfjyy+/RGxsrMnvx4CGiOyCUqk0KOa1hPbt26OwsBApKSkIDQ216GsTlWX9+vUAgLCwMIPjmzdvxsiRIwEAs2bNQnZ2NiZOnIjU1FSEhITg22+/hVarldpv2LABb7/9tvT8qaeeMngdlUqFHTt24O2330Zubi58fX0xduxYzJo1q9I+6nQ6ODg8/PX/6quv4ueff8bw4cPh4OCAqVOnmpSdKY9CocDevXsxceJEdOvWDWq1GkOGDME///lPg3affPIJZsyYASEEunTpgkOHDqFTp04mv59MlBw4IyKygXHjxuHMmTP44osv4OLigl9++QXPPPMMUlNTUadOHWzZsgVRUVEG/3KcP38+vv76a5w5c0Y6NnLkSNy/fx9ff/01AOCVV17BDz/8gPfeew/t27fHnTt38P3336NNmzZ47rnnrHuTRHZgwoQJuH79Ov7zn//YuisWxWnbRGQXZsyYAYVCgVatWqF+/fq4du2aRV538+bNGD58OKZPn47HH38c/fr1w4kTJ9C4cWOLvD5RTfHgwQMcPnwYu3btwrPPPmvr7lgcMzRERESPgKlTp2Lr1q0YMGAAVq1aVWpBu5qOAQ0RERHVeBxyIiIiohqPAQ0RERHVeAxoiIiIqMZjQENEREQ1HgMaIiIiqvEY0BAREVGNx4CGiIiIajwGNERERFTjMaAhIiKiGo8BDREREdV4/w/XKrndmIlRVQAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "hi_stations = ['Netatmo_SE000012', 'Netatmo_SE000025', 'Netatmo_SE000155','Netatmo_SE000277']\n",
+ "plt.figure()\n",
+ "ds_pws.rainfall.sel(id=hi_stations, time = slice('2015-06-07','2015-06-08')).plot.line(x='time')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "10bd2e99-a3c1-49e3-946a-7627c97cc65f",
+ "metadata": {},
+ "source": [
+ "We see that the observations by Netatmo 155 exceeds 10 mm/5min in the afternoon of June 7, which raises a high influx flag as the neighbours report no rainfall at that time. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d00c2b28-a82e-4c31-8e8b-2b3ae755a7f8",
+ "metadata": {},
+ "source": [
+ "## Station Outlier filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6101e6b1-d86a-49ed-9b2d-2a0acba2f84e",
+ "metadata": {},
+ "source": [
+ "#### Set SO parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "7f9d56e6-20d1-4ef8-8fff-7cffa6b84ef6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "evaluation_period = 4032\n",
+ "mmatch = 200\n",
+ "gamma = 0.15\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f4ab8f7-bd61-48d1-bf5c-1346dae78f7a",
+ "metadata": {},
+ "source": [
+ "#### Run SO filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "bc91ece9-4a6c-4007-81ec-6fea2a406049",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 2.89 s\n",
+ "Wall time: 3.03 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.so_filter(\n",
+ " ds_pws,\n",
+ " evaluation_period,\n",
+ " mmatch,\n",
+ " gamma,\n",
+ " n_stat,\n",
+ " distance_matrix,\n",
+ " max_distance\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1a124c11-ec79-4a58-88a7-a26a90b17344",
+ "metadata": {},
+ "source": [
+ "#### Inspect SO flags for 9 example stations\n",
+ "\n",
+ "Here we multiply the flag value with 10 for better visibility. The SO filter cannot be applied (SO flag == -1) for the first month, as this is the warm-up period of the filter. The filter can then not be applied after July 15 for some stations because of dry time steps in the rolling evaluation period - refer to [de Vos et al., 2019](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)\n",
+ "for details. We see that Netatmo 165 is flagged as Station Outlier whenever the filter can be applied. This station also got a lot of Faulty Zeroes flags and should probably be removed from any further analysis."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "50f07fc3-aa0d-4881-9a48-a1e7d827f478",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.so_flag.isel(id=i) * 10).plot(ax=ax, label=\"SO flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a26ea1b2-2e41-48e4-b472-80c951e07df4",
+ "metadata": {},
+ "source": [
+ "## Save output\n",
+ "\n",
+ "Run the cell below to save the flagged data as NetCDF-file."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "1b5d57c8-c69c-4062-a704-39267a718e36",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged.to_netcdf(\"flagged_dataset.nc\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/sum_resample_QC_PWS.ipynb b/sum_resample_QC_PWS.ipynb
new file mode 100644
index 0000000..04216c2
--- /dev/null
+++ b/sum_resample_QC_PWS.ipynb
@@ -0,0 +1,2176 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "aa01ec32-6c31-4aa9-947e-f721ab81570f",
+ "metadata": {},
+ "source": [
+ "# Rainfall QC protocol for Personal Weather Stations"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "97eeb5d0-6973-48bc-809e-e39e6e935659",
+ "metadata": {},
+ "source": [
+ "This notebook presents how to use the _flagging_-functions in the Python package `pypwsqc`, a quality assurance protocol developed for rainfall data from automated personal weather stations (PWS). \n",
+ "\n",
+ "The package is based on the original R code available at https://github.com/LottedeVos/PWSQC/.\n",
+ "\n",
+ "[Publication: de Vos, L. W., Leijnse, H., Overeem, A., & Uijlenhoet, R. (2019). Quality control for crowdsourced personal weather stations to enable operational rainfall monitoring. Geophysical Research Letters, 46(15), 8820-8829](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)\n",
+ "\n",
+ "`pypwsqc` depends on the `poligrain`, `xarray`, `pandas` and `numpy` packages. Make sure to install and import the required packages first."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "715030c7-af19-479e-92f0-915069d3afe3",
+ "metadata": {},
+ "source": [
+ "**Note that I am now placing the py module in the dir as the updated pypwsqc is not on pip. Please adjust when you have a working environment to distribute with the data. /L**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "1348ea45-b43c-4b5a-a733-9bad811f8bb6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import poligrain as plg\n",
+ "import xarray as xr\n",
+ "import matplotlib.pyplot as plt\n",
+ "import folium\n",
+ "import flagging # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "835db7fb-5276-4f54-938e-a1aa1cce53a6",
+ "metadata": {},
+ "source": [
+ "## Read data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "0d0ac8b3-b2e0-4d10-84e7-2092c15a7ee3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
<xarray.Dataset> Size: 7MB\n",
+ "Dimensions: (time: 26497, id: 30)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 212kB 2015-06-01 ... 2015-09-01\n",
+ " * id (id) <U2 240B '0' '1' '2' '3' '4' ... '25' '26' '27' '28' '29'\n",
+ " latitude (id) float64 240B ...\n",
+ " longitude (id) float64 240B ...\n",
+ "Data variables:\n",
+ " rainfall (id, time) float64 6MB ...\n",
+ "Attributes:\n",
+ " title: NetAtmo data from Gothenburg for OpenMRG+\n",
+ " file author: Remco van de Beek\n",
+ " institution: Swedish Meteorological and Hydrologcial Institute\n",
+ " date: 2025-10-29 09:01:00\n",
+ " source: Netamo PWS\n",
+ " history: Data derived and reformated from original dataset ...\n",
+ " naming convention: OpenSense-0.1\n",
+ " license restrictions: CC-BY 4.0 https://creativecommons.org/licenses/by/...\n",
+ " reference: https://doi.org/10.1029/2019GL083731\n",
+ " comment:
PandasIndex
PandasIndex(DatetimeIndex(['2015-06-01 00:00:00', '2015-06-01 00:05:00',\n",
+ " '2015-06-01 00:10:00', '2015-06-01 00:15:00',\n",
+ " '2015-06-01 00:20:00', '2015-06-01 00:25:00',\n",
+ " '2015-06-01 00:30:00', '2015-06-01 00:35:00',\n",
+ " '2015-06-01 00:40:00', '2015-06-01 00:45:00',\n",
+ " ...\n",
+ " '2015-08-31 23:15:00', '2015-08-31 23:20:00',\n",
+ " '2015-08-31 23:25:00', '2015-08-31 23:30:00',\n",
+ " '2015-08-31 23:35:00', '2015-08-31 23:40:00',\n",
+ " '2015-08-31 23:45:00', '2015-08-31 23:50:00',\n",
+ " '2015-08-31 23:55:00', '2015-09-01 00:00:00'],\n",
+ " dtype='datetime64[ns]', name='time', length=26497, freq=None))
PandasIndex
PandasIndex(Index(['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12',\n",
+ " '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24',\n",
+ " '25', '26', '27', '28', '29'],\n",
+ " dtype='object', name='id'))
- title :
- NetAtmo data from Gothenburg for OpenMRG+
- file author :
- Remco van de Beek
- institution :
- Swedish Meteorological and Hydrologcial Institute
- date :
- 2025-10-29 09:01:00
- source :
- Netamo PWS
- history :
- Data derived and reformated from original dataset provided by NetAtmo
- naming convention :
- OpenSense-0.1
- license restrictions :
- CC-BY 4.0 https://creativecommons.org/licenses/by/4.0/
- reference :
- https://doi.org/10.1029/2019GL083731
- comment :
"
+ ],
+ "text/plain": [
+ " Size: 7MB\n",
+ "Dimensions: (time: 26497, id: 30)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 212kB 2015-06-01 ... 2015-09-01\n",
+ " * id (id) Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lat = ds_pws.latitude.values\n",
+ "lon = ds_pws.longitude.values \n",
+ "station_names = ds_pws.id.values\n",
+ "OpenMRG_map = folium.Map(location=[ds_pws.latitude.mean().item(), ds_pws.longitude.mean().item()], width = '75%', height = '75%', zoom_start=8)\n",
+ "\n",
+ "for la, lo, station in zip(lat, lon, station_names):\n",
+ " folium.CircleMarker(\n",
+ " location=[la, lo],\n",
+ " popup=station,\n",
+ " tooltip=f\"{station} ({la:.2f}, {lo:.2f})\",\n",
+ " radius=5,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6\n",
+ " ).add_to(OpenMRG_map)\n",
+ "\n",
+ "# Display\n",
+ "OpenMRG_map"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "12d97250-2f41-42da-8736-d8f450038dd8",
+ "metadata": {},
+ "source": [
+ "### Reproject coordinates "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "52b7c814-349b-4731-820c-75be75969971",
+ "metadata": {},
+ "source": [
+ "First we reproject the coordinates to a local metric coordinate reference system to allow for distance calculations.For Gothenburg we use EPSG:3006 and the function `spatial.project_point_coordinates` in the `poligrain`package."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "11d7f12e-461c-4d3a-95ed-1f191091b376",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws.coords[\"x\"], ds_pws.coords[\"y\"] = plg.spatial.project_point_coordinates(\n",
+ " x=ds_pws.longitude, y=ds_pws.latitude, target_projection=\"EPSG:3006\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "74bcd404-6978-40d5-9d13-da5ed4239090",
+ "metadata": {},
+ "source": [
+ "### Create distance matrix\n",
+ "\n",
+ "Calculate the distances between all stations in your data set. If your data set has a large number of stations this can take some time."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "d21770d0-9a37-42a5-a6ec-4bae465639bd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "distance_matrix = plg.spatial.calc_point_to_point_distances(ds_pws, ds_pws)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9121a41c-752e-4bd2-a56b-87c995ab0c0c",
+ "metadata": {},
+ "source": [
+ "### Select range for neighbouring checks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d7b02796-9534-46b9-aaf3-3341311df891",
+ "metadata": {},
+ "source": [
+ "The quality control is performed by comparing time series of each station with the time series of neighbouring stations within a specificed range `max_distance`. The selected range depends on the use case and area of interest. In this example, we use 10'000 meters. `max_distance` is called `d` in the [original publication](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a1cf6d71-3b73-4579-ba14-74045b76b94e",
+ "metadata": {},
+ "source": [
+ "### Select considered range around each station"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "46e1315d-bab9-43bd-90cb-b89640065655",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "max_distance = 10e3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b9b3407-2ca7-4435-bb4d-d09b866562cd",
+ "metadata": {},
+ "source": [
+ "## Quality control"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3898305-3286-470c-a6be-41b74a1fca06",
+ "metadata": {},
+ "source": [
+ "Now the data set is prepared to run the quality control."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "76242acf-e71b-4375-b15c-f09356a86579",
+ "metadata": {},
+ "source": [
+ "### Faulty Zeros filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "13e07601-585c-45c6-9f0d-83b91b4ac069",
+ "metadata": {},
+ "source": [
+ "Conditions for raising Faulty Zeros flag:\n",
+ "\n",
+ "* Median rainfall of neighbouring stations within range max_distance is larger than zero for at least nint time intervals while the station itself reports zero rainfall.\n",
+ "* The FZ flag remains 1 until the station reports nonzero rainfall.\n",
+ "* Filter cannot be applied if less than `n_stat` neighbours are reporting data (FZ flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a Faulty Zero issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter `nint` and `n_stat`, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "22395142-a5f9-41f0-8891-b4bcd4d715fe",
+ "metadata": {},
+ "source": [
+ "#### Set FZ parameters\n",
+ "\n",
+ "Note that we must set a lower value of `n_stat` than in the original publication, as the network density is lower in the Gothenburg area than in Amsterdam."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "803d9f3d-3583-466c-a10f-141dfc2b1bac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "048ab387-ef52-4d6d-98c3-170e52dc478f",
+ "metadata": {},
+ "source": [
+ "#### Run FZ filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "c4ba7ad4-c541-4e9b-9078-f4a41b9b6972",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 21.4 s\n",
+ "Wall time: 23.1 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.fz_filter(ds_pws, nint, n_stat, distance_matrix, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cb86dae-2de1-4c9e-9c35-f2836e6a5564",
+ "metadata": {},
+ "source": [
+ "#### Inspect FZ flags for 9 example stations\n",
+ "Here we multiply the flag value with 10 for better visibility. The FZ filter cannot be applied (FZ flag == -1) for the whole period for Netatmo 111 and 112. This means that these stations have less than 3 neighbouring stations within 10 km distance. Netatmo 98 reports an erroneuos dry period in late July, and Netatmo 165 has intermittent FZ-flags throughout the whole evaluation period. Netatmo 167 reports faulty zeroes for more than 2 months, suggesting that this PWS was turned on but not installed properly during this period. After the installation, the station has no FZ flags."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "8178332c-a2d8-427a-8fd6-a75781bfbfe3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.fz_flag.isel(id=i) * 10).plot(ax=ax, label=\"FZ flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43261014-6eb0-4bba-a965-2a355087a86b",
+ "metadata": {},
+ "source": [
+ "#### Filter rainfall data based on FZ results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c30cc9cb-98a7-482b-8827-5c8867f73704",
+ "metadata": {},
+ "source": [
+ "With this command we create a new variable called `flagged_rainfall` in the `xarray` dataset and remove all timesteps in the rainfall data that did not pass the filter. The resulting rainfall time series for station 18 is visualized as an example."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "5e7ef0f6-d9f6-48fc-a2b7-f4110919b29b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged[\"flagged_rainfall\"] = ds_pws_flagged[\"rainfall\"].where(ds_pws_flagged[\"fz_flag\"] != 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "533b7c45-3275-4644-8e35-1a2674ca4a42",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "ds_pws_flagged.flagged_rainfall.sel(id = '18', time = slice('2015-06-01','2015-09-01')).plot(label=\"flagged rainfall (mm/h)\")\n",
+ "ds_pws_flagged.fz_flag.sel(id = '18').plot(label=\"FZ flag\")\n",
+ "plt.title('FZ-flagged rainfall station 18')\n",
+ "plt.legend()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "83ca533e-0f3c-4396-8148-bd9401937851",
+ "metadata": {},
+ "source": [
+ "## High Influx filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c3d73b3b-f08b-4c81-9fce-02732b9ab846",
+ "metadata": {},
+ "source": [
+ "Conditions for raising High Influx flag:\n",
+ "\n",
+ "* If median rainfall of neighbours is below threshold ϕA, then high influx if rainfall above threshold ϕB\n",
+ "* If median rainfall of neighbours is above ϕA, then high influx if rainfall exceeds median times ϕB/ϕA\n",
+ "* Filter cannot be applied if less than n_stat neighbours are reporting data (HI flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a High Influx issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter ϕA, ϕB and n_stat, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f940668a-b562-4907-8513-3dbd34c52531",
+ "metadata": {},
+ "source": [
+ "#### Set HI parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "8c8caa0c-77d6-4385-9a52-f2c31e0e728c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hi_thres_a=0.4\n",
+ "hi_thres_b=10\n",
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "94ffaa2b-6fa4-4824-890c-795533fd2a21",
+ "metadata": {},
+ "source": [
+ "#### Run HI filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "fa0a141d-9626-4ac3-94a1-97968f80ae7a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 109 ms\n",
+ "Wall time: 101 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.hi_filter(ds_pws, hi_thres_a, hi_thres_b, nint, n_stat, distance_matrix, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c2f9beb3-b26f-41fc-8ac3-7e6d281d8b5a",
+ "metadata": {},
+ "source": [
+ "#### Inspect HI flags for 9 example stations\n",
+ "We multiply the flag value with 10 for better visibility. No high influx flags are triggered during the 3-month period. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "52348314-4bff-45e3-85d2-b75130ed099f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.hi_flag.isel(id=i) * 10).plot(ax=ax, label=\"HI flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d00c2b28-a82e-4c31-8e8b-2b3ae755a7f8",
+ "metadata": {},
+ "source": [
+ "## Station Outlier filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6101e6b1-d86a-49ed-9b2d-2a0acba2f84e",
+ "metadata": {},
+ "source": [
+ "#### Set SO parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "7f9d56e6-20d1-4ef8-8fff-7cffa6b84ef6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "evaluation_period = 4032\n",
+ "mmatch = 100\n",
+ "gamma = 0.15\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f4ab8f7-bd61-48d1-bf5c-1346dae78f7a",
+ "metadata": {},
+ "source": [
+ "#### Run SO filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "bc91ece9-4a6c-4007-81ec-6fea2a406049",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 5.84 s\n",
+ "Wall time: 5.98 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.so_filter(\n",
+ " ds_pws,\n",
+ " evaluation_period,\n",
+ " mmatch,\n",
+ " gamma,\n",
+ " n_stat,\n",
+ " distance_matrix,\n",
+ " max_distance\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1a124c11-ec79-4a58-88a7-a26a90b17344",
+ "metadata": {},
+ "source": [
+ "#### Inspect SO flags for 9 example stations\n",
+ "\n",
+ "Here we multiply the flag value with 10 for better visibility. The SO filter cannot be applied (SO flag == -1) for the first two weeks, as this is the warm-up period of the filter for `evaluation_period`= 100. Station 17 is flagged as Station Outlier whenever the filter can be applied. This station also got a lot of Faulty Zeroes flags and should probably be removed from any further analysis."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "51c78368-5c21-4c7c-9797-204b1284f613",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.so_flag.isel(id=i) * 10).plot(ax=ax, label=\"SO flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a26ea1b2-2e41-48e4-b472-80c951e07df4",
+ "metadata": {},
+ "source": [
+ "## Save output\n",
+ "\n",
+ "Run the cell below to save the flagged data as NetCDF-file."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "1b5d57c8-c69c-4062-a704-39267a718e36",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged.to_netcdf(\"flagged_dataset.nc\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}