From 15cbd432baf3ff77956909b698727ef47cb114aa Mon Sep 17 00:00:00 2001 From: Christian Chwala Date: Tue, 14 May 2024 09:48:40 +0200 Subject: [PATCH 1/2] require v0.0.4 of poligrain --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index d1d0471..2f30c1f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -41,7 +41,7 @@ nbmake = { version = "^1.4.6", optional = true} netcdf4 = "^1.6.5" xarray = "^2023.12.0" matplotlib = "^3.8.2" -poligrain = "^0.0.3" +poligrain = "^0.0.4" [tool.poetry.dev-dependencies] pytest = ">= 6" From 616bb840dd701e9485b7e1a8582eb7852c73b7b0 Mon Sep 17 00:00:00 2001 From: Christian Chwala Date: Tue, 14 May 2024 09:55:03 +0200 Subject: [PATCH 2/2] WIP version of notebook now using plg.spatial.calc_point_to_point_distances instead of distance matrix calculation --- docs/notebooks/high_influx_filter.ipynb | 1174 ++++++++++------------- 1 file changed, 526 insertions(+), 648 deletions(-) diff --git a/docs/notebooks/high_influx_filter.ipynb b/docs/notebooks/high_influx_filter.ipynb index 7950938..17f6dae 100644 --- a/docs/notebooks/high_influx_filter.ipynb +++ b/docs/notebooks/high_influx_filter.ipynb @@ -37,6 +37,7 @@ "source": [ "# Import packages\n", "\n", + "import matplotlib.pyplot as plt\n", "import poligrain as plg\n", "import xarray as xr\n", "\n", @@ -60,18 +61,13 @@ "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", - "\n", - " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n", " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n", - " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n", - "\n", - " 25 5687k 25 1440k 0 0 993k 0 0:00:05 0:00:01 0:00:04 993k\n", - "100 5687k 100 5687k 0 0 3447k 0 0:00:01 0:00:01 --:--:-- 20.7M\n" + "100 5687k 100 5687k 0 0 2056k 0 0:00:02 0:00:02 --:--:-- 2529k50k 0 0:00:03 0:00:01 0:00:02 2516k\n" ] } ], @@ -471,10 +467,10 @@ " 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:
  • title :
    PWS data from Amsterdam
    file author :
    Maximilian Graf
    institution :
    Wageningen University and Research, Department of Environmental Sciences
    date :
    2022-10-18 10:32:00
    source :
    Netamo PWS
    history :
    Data derived and reformated from the originally published dataset
    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": [ "\n", @@ -552,20 +548,7 @@ "id": "f7472282-acb5-4558-9043-d066cc0e5963", "metadata": {}, "source": [ - "## Create distance matrix\n", - "\n", - "The first step is to find number of neighbours within a specificed range max_distance around the station that are reporting rainfall for each time step. The selected range depends on the use case and area of interest. In this example we use 10'000 meters. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "6e90b0f1-135d-4a55-ba17-e7ccc0643b09", - "metadata": {}, - "outputs": [], - "source": [ - "# select range maximum_distance in which to find neighbours\n", - "max_distance = 10e3 # range around each station, meters" + "## Find neighboring stations" ] }, { @@ -580,7 +563,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "356f82dc-a34b-4fea-9da8-e11a352f4fd4", "metadata": {}, "outputs": [], @@ -592,112 +575,46 @@ }, { "cell_type": "markdown", - "id": "a1e19b28-25fe-4bfc-9935-7be3aabb40d0", - "metadata": {}, - "source": [ - "### Calculate distance between all stations of the network in meters\n", - "\n", - "Then, we use `poligrain` to create a distance matrix with the distances between all stations in the PWS network." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "3ddcdf68-8ae2-4c9d-bb6f-ae3d907b162b", + "id": "c39997e6-c6df-4f49-8508-008467f48676", "metadata": {}, - "outputs": [], "source": [ - "distance_matrix = plg.spatial.calc_point_to_point_distances(ds_pws, ds_pws)" + "### Get distances and IDs of neighboring stations" ] }, { "cell_type": "markdown", - "id": "faa4ee63-6362-488b-b59f-e1466978b99b", - "metadata": {}, - "source": [ - "### Calculate number of neighbours reporting rainfall per timestep\n", - "Now we can calculate number of neighbours reporting rainfall per timestep and save it in the data array `nbrs_not_nan`." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "4f229eba-6c35-4eaf-a542-1c23154c305f", + "id": "ce6caa5c-6fde-4d88-9d7b-33489ab272bb", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: total: 31.8 s\n", - "Wall time: 31.9 s\n" - ] - } - ], "source": [ - "%%time\n", - "ds_pws = ds_pws.load()\n", - "\n", - "nbrs_not_nan = []\n", + "We use `poligrain` to do the calculation. It returns the results in a conventient `xarray.Dataset`.\n", "\n", - "for pws_id in ds_pws.id.data:\n", - " neighbor_ids = distance_matrix.id.data[\n", - " distance_matrix.sel(id=pws_id) < max_distance\n", - " ]\n", - " N = ds_pws.rainfall.sel(id=neighbor_ids).isnull().sum(dim=\"id\")\n", - " nbrs_not_nan.append(N)\n", + "The selected maximum range to the neighbors depends on the use case and area of interest. In this example we use 10'000 meters.\n", "\n", - "ds_pws[\"nbrs_not_nan\"] = xr.concat(nbrs_not_nan, dim=\"id\")" - ] - }, - { - "cell_type": "markdown", - "id": "73deab08-eb1e-4450-8aea-b6db200d1d6c", - "metadata": {}, - "source": [ - "## Calculate reference" - ] - }, - { - "cell_type": "markdown", - "id": "d885b10a-ddde-417b-bf93-4929bbbcfc1a", - "metadata": {}, - "source": [ - "The default reference of the filter is to compare the observed rainfall of a given station with the median rainfall from all stations within range `max_distance` (i.e. `reference`). If the median is below the threshold value `HIthresA`, the HI flag for the station is set to 1 (i.e. high influx) for rainfall amounts above threshold `HIthresB`. When the surrounding stations report moderate to heavy rainfall, the threshold becomes variable: for a median of `HIthresA` or higher, the station's HI flag is set to 1 when its measurements exceed the median times `HIthresB/HIthresA`. " + "Note that `max_distance` uses the units that are defined by the `x` and `y` coordinates of the station locations." ] }, { "cell_type": "code", - "execution_count": 9, - "id": "06cd0754-b1eb-4db5-beb7-b146ec6a7b65", + "execution_count": 6, + "id": "d69fb9d0-d426-44fa-b2c5-ffb8b8e2eea7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: total: 4min 35s\n", - "Wall time: 4min 37s\n" - ] - } - ], + "outputs": [], "source": [ - "%%time\n", - "\n", - "reference = []\n", + "max_distance = 10e3\n", + "n_closest = 130\n", "\n", - "for pws_id in ds_pws.id.data:\n", - " neighbor_ids = distance_matrix.id.data[\n", - " distance_matrix.sel(id=pws_id) < max_distance\n", - " ]\n", - " median = ds_pws.sel(id=neighbor_ids).rainfall.median(dim=\"id\")\n", - " reference.append(median)" + "ds_neighbors = plg.spatial.get_closest_points_to_point(\n", + " ds_points=ds_pws,\n", + " ds_points_neighbors=ds_pws,\n", + " max_distance=max_distance,\n", + " n_closest=n_closest,\n", + ")" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "fd675eaf-ee3e-49e4-951e-8ed50f5e6b2e", + "execution_count": 7, + "id": "d19d0266-fcb6-43aa-a49e-352c698a1ac3", "metadata": {}, "outputs": [ { @@ -1067,33 +984,13 @@ " fill: currentColor;\n", "}\n", "
    <xarray.Dataset>\n",
    -       "Dimensions:       (time: 219168, id: 134)\n",
    +       "Dimensions:      (id: 134, n_closest: 130)\n",
            "Coordinates:\n",
    -       "  * time          (time) datetime64[ns] 2016-05-01T00:05:00 ... 2018-06-01\n",
    -       "  * id            (id) <U6 'ams1' 'ams2' 'ams3' ... 'ams132' 'ams133' 'ams134'\n",
    -       "    elevation     (id) <U3 'nan' 'nan' 'nan' 'nan' ... 'nan' 'nan' 'nan' 'nan'\n",
    -       "    latitude      (id) float64 52.31 52.3 52.31 52.35 ... 52.31 52.43 52.3 52.26\n",
    -       "    longitude     (id) float64 4.671 4.675 4.677 4.678 ... 5.036 5.041 5.045\n",
    -       "    x             (id) float64 2.049e+05 2.052e+05 ... 2.301e+05 2.301e+05\n",
    -       "    y             (id) float64 5.804e+06 5.803e+06 ... 5.802e+06 5.798e+06\n",
    +       "  * id           (id) <U6 'ams1' 'ams2' 'ams3' ... 'ams132' 'ams133' 'ams134'\n",
    +       "Dimensions without coordinates: n_closest\n",
            "Data variables:\n",
    -       "    rainfall      (id, time) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 nan 0.0 0.0 0.0\n",
    -       "    nbrs_not_nan  (id, time) int32 8 8 8 8 8 8 8 8 8 8 ... 10 9 10 10 9 10 9 9 9\n",
    -       "    reference     (id, time) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
    -       "Attributes:\n",
    -       "    title:                 PWS data from Amsterdam\n",
    -       "    file author:           Maximilian Graf\n",
    -       "    institution:           Wageningen University and Research, Department of ...\n",
    -       "    date:                  2022-10-18 10:32:00\n",
    -       "    source:                Netamo PWS\n",
    -       "    history:               Data derived and reformated from the originally pu...\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:               
  • " ], "text/plain": [ "\n", - "Dimensions: (time: 219168, id: 134)\n", + "Dimensions: (id: 134, n_closest: 130)\n", "Coordinates:\n", - " * time (time) datetime64[ns] 2016-05-01T00:05:00 ... 2018-06-01\n", - " * id (id) " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# fz_flag = pws.flagging.fz_filter(\n", - "# pws_data=ds_pws.rainfall,\n", - "# reference=ds_pws.reference,\n", - "# nint=3\n", - "# )" + "ds_neighbors.distance.plot()\n", + "plt.gca().set_yticks([]);" ] }, { - "cell_type": "code", - "execution_count": 12, - "id": "d7bca0b2-f709-4d08-b1e7-4ec7dcb47b93", + "cell_type": "markdown", + "id": "06ba3ec5-a1a1-4c5e-9057-36c6f4672ff8", "metadata": {}, - "outputs": [], "source": [ - "# ds_pws[\"fz_flag\"]= fz_flag" + "If you want, you can select a smaller `max_distance` again after the calculation of the neighbors. This might be handy if you want to try out different threshold for processing the data." ] }, { - "cell_type": "markdown", - "id": "47de957a-910c-4353-9eb8-1ae50c3d7d87", + "cell_type": "code", + "execution_count": 9, + "id": "98e0c42a-9624-4ea0-b2cb-820613ade746", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "## High Influx filter" + "ds_neighbors.distance.where(ds_neighbors.distance < 5e3).plot()\n", + "plt.gca().set_yticks([]);" ] }, { "cell_type": "markdown", - "id": "84ee38fb-3e47-408e-a5fe-04b2a8974d35", + "id": "a1d1bd5e-e32d-41bf-b137-9ddfe06b6de4", "metadata": {}, "source": [ - "Conditions for raising High Influx flag:\n", - "\n", - "* If median below threshold `ϕA`, then high influx if rainfall above threshold `ϕB`\n", - "* If median above `ϕA`, then high influx if rainfall exceeds median times `ϕB`/`ϕA`\n", - "\n", - "Filter cannot be applied if less than `nstat` neighbours are reporting data (HI flag is set to -1)\n", - "\n", - "For settings for parameter `ϕA`, `ϕB` and `nstat`, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731" + "### old version with distance matrix, for comparison (to be removed)\n" ] }, { "cell_type": "code", - "execution_count": 13, - "id": "3b2f044c-0f4e-4120-a4f7-2e3e2805c7e3", + "execution_count": 10, + "id": "e332cf4c-3be7-41a5-90a8-d1f776717f18", "metadata": {}, "outputs": [], "source": [ - "hi_flag = pws.flagging.hi_filter(\n", - " pws_data=ds_pws.rainfall,\n", - " nbrs_not_nan=ds_pws.nbrs_not_nan,\n", - " reference=ds_pws.reference,\n", - " hi_thres_a=0.4,\n", - " hi_thres_b=0.2,\n", - " n_stat=5,\n", - ")" + "distance_matrix = plg.spatial.calc_point_to_point_distances(ds_pws, ds_pws)" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "5d6f3230-5687-43cc-b47f-f736aa3fa83e", - "metadata": {}, - "outputs": [], - "source": [ - "ds_pws[\"hi_flag\"] = hi_flag" - ] - }, - { - "cell_type": "markdown", - "id": "f9404859-b2c9-47f5-846d-97f02696a482", + "execution_count": 11, + "id": "bfe7faf8-ddb9-42d9-943b-7ca58e817ed3", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['ams1', 'ams2', 'ams3', 'ams4', 'ams5', 'ams6', 'ams7', 'ams8',\n", + " 'ams9', 'ams10', 'ams11', 'ams12', 'ams13', 'ams14', 'ams15',\n", + " 'ams16', 'ams17', 'ams19', 'ams20', 'ams21', 'ams23', 'ams24',\n", + " 'ams26', 'ams34'], dtype='
    <xarray.Dataset>\n",
    -       "Dimensions:       (time: 219168, id: 134)\n",
    +       "
    <xarray.DataArray 'neighbor_id' (n_closest: 24)>\n",
    +       "array(['ams2', 'ams1', 'ams6', 'ams7', 'ams3', 'ams8', 'ams9', 'ams5',\n",
    +       "       'ams12', 'ams4', 'ams13', 'ams15', 'ams10', 'ams11', 'ams20',\n",
    +       "       'ams24', 'ams19', 'ams21', 'ams26', 'ams23', 'ams17', 'ams14',\n",
    +       "       'ams16', 'ams34'], dtype=object)\n",
            "Coordinates:\n",
    -       "  * time          (time) datetime64[ns] 2016-05-01T00:05:00 ... 2018-06-01\n",
    -       "  * id            (id) <U6 'ams1' 'ams2' 'ams3' ... 'ams132' 'ams133' 'ams134'\n",
    -       "    elevation     (id) <U3 'nan' 'nan' 'nan' 'nan' ... 'nan' 'nan' 'nan' 'nan'\n",
    -       "    latitude      (id) float64 52.31 52.3 52.31 52.35 ... 52.31 52.43 52.3 52.26\n",
    -       "    longitude     (id) float64 4.671 4.675 4.677 4.678 ... 5.036 5.041 5.045\n",
    -       "    x             (id) float64 2.049e+05 2.052e+05 ... 2.301e+05 2.301e+05\n",
    -       "    y             (id) float64 5.804e+06 5.803e+06 ... 5.802e+06 5.798e+06\n",
    -       "Data variables:\n",
    -       "    rainfall      (id, time) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 nan 0.0 0.0 0.0\n",
    -       "    nbrs_not_nan  (id, time) int32 8 8 8 8 8 8 8 8 8 8 ... 10 9 10 10 9 10 9 9 9\n",
    -       "    reference     (id, time) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
    -       "    hi_flag       (id, time) int32 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0\n",
    -       "Attributes:\n",
    -       "    title:                 PWS data from Amsterdam\n",
    -       "    file author:           Maximilian Graf\n",
    -       "    institution:           Wageningen University and Research, Department of ...\n",
    -       "    date:                  2022-10-18 10:32:00\n",
    -       "    source:                Netamo PWS\n",
    -       "    history:               Data derived and reformated from the originally pu...\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:               
    " + " id <U6 'ams2'\n", + "Dimensions without coordinates: n_closest
    " ], "text/plain": [ - "\n", - "Dimensions: (time: 219168, id: 134)\n", + "\n", + "array(['ams2', 'ams1', 'ams6', 'ams7', 'ams3', 'ams8', 'ams9', 'ams5',\n", + " 'ams12', 'ams4', 'ams13', 'ams15', 'ams10', 'ams11', 'ams20',\n", + " 'ams24', 'ams19', 'ams21', 'ams26', 'ams23', 'ams17', 'ams14',\n", + " 'ams16', 'ams34'], dtype=object)\n", "Coordinates:\n", - " * time (time) datetime64[ns] 2016-05-01T00:05:00 ... 2018-06-01\n", - " * id (id) " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_pws.nbrs_not_nan.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "0b67e5bf-8b5c-4be0-bd17-d3efc32111a3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 7.89 s, sys: 4.58 s, total: 12.5 s\n", + "Wall time: 12.5 s\n" + ] + } + ], + "source": [ + "%%time\n", + "ds_pws = ds_pws.load()\n", + "\n", + "nbrs_not_nan = []\n", + "\n", + "for pws_id in ds_pws.id.data:\n", + " neighbor_ids = distance_matrix.id.data[\n", + " distance_matrix.sel(id=pws_id) < max_distance\n", + " ]\n", + " N = ds_pws.rainfall.sel(id=neighbor_ids).isnull().sum(dim=\"id\")\n", + " nbrs_not_nan.append(N)\n", + "\n", + "ds_pws[\"nbrs_not_nan\"] = xr.concat(nbrs_not_nan, dim=\"id\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "44997543-1d4b-4ac0-8bd9-a59d4d501438", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" } ], + "source": [ + "ds_pws.nbrs_not_nan.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b2b52f58-004c-4c36-8cb7-a1de16c3ff17", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "aaf51178-03f0-4ca2-b118-8d667f33596c", + "metadata": {}, + "source": [ + "# !!!! Below is code I have not yet updated!!!!\n", + "\n", + "I still runs with the distance matrix" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a3831f65-909f-40a9-b0f4-e3ca52c3155b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae8730e1-9a7b-44eb-80a4-c5a96a268688", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a12ae92d-644b-45ff-ac53-61e64a711cfd", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "73deab08-eb1e-4450-8aea-b6db200d1d6c", + "metadata": {}, + "source": [ + "## Calculate reference" + ] + }, + { + "cell_type": "markdown", + "id": "d885b10a-ddde-417b-bf93-4929bbbcfc1a", + "metadata": {}, + "source": [ + "The default reference of the filter is to compare the observed rainfall of a given station with the median rainfall from all stations within range `max_distance` (i.e. `reference`). If the median is below the threshold value `HIthresA`, the HI flag for the station is set to 1 (i.e. high influx) for rainfall amounts above threshold `HIthresB`. When the surrounding stations report moderate to heavy rainfall, the threshold becomes variable: for a median of `HIthresA` or higher, the station's HI flag is set to 1 when its measurements exceed the median times `HIthresB/HIthresA`. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "06cd0754-b1eb-4db5-beb7-b146ec6a7b65", + "metadata": {}, + "outputs": [], + "source": [ + "%%time\n", + "\n", + "reference = []\n", + "\n", + "for pws_id in ds_pws.id.data:\n", + " neighbor_ids = distance_matrix.id.data[\n", + " distance_matrix.sel(id=pws_id) < max_distance\n", + " ]\n", + " median = ds_pws.sel(id=neighbor_ids).rainfall.median(dim=\"id\")\n", + " reference.append(median)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fd675eaf-ee3e-49e4-951e-8ed50f5e6b2e", + "metadata": {}, + "outputs": [], + "source": [ + "ds_pws[\"reference\"] = xr.concat(reference, dim=\"id\")\n", + "\n", + "# view data\n", + "ds_pws" + ] + }, + { + "cell_type": "markdown", + "id": "28734d1f-f488-4ef2-af79-0c203ab09e63", + "metadata": {}, + "source": [ + "## (Faulty Zeroes filter)" + ] + }, + { + "cell_type": "markdown", + "id": "ed1d2a25-85a5-4567-9e57-bab24d8f502f", + "metadata": {}, + "source": [ + "Conditions for raising Faulty Zeroes flag:\n", + "\n", + "* FZflag is not -1\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", + "\n", + "The FZ flag remains 1 until the station reports nonzero rainfall. For settings for parameter `nint`, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731 " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "045e5722-02c1-41d1-b714-2e9c096d388c", + "metadata": {}, + "outputs": [], + "source": [ + "# fz_flag = pws.flagging.fz_filter(\n", + "# pws_data=ds_pws.rainfall,\n", + "# reference=ds_pws.reference,\n", + "# nint=3\n", + "# )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d7bca0b2-f709-4d08-b1e7-4ec7dcb47b93", + "metadata": {}, + "outputs": [], + "source": [ + "# ds_pws[\"fz_flag\"]= fz_flag" + ] + }, + { + "cell_type": "markdown", + "id": "47de957a-910c-4353-9eb8-1ae50c3d7d87", + "metadata": {}, + "source": [ + "## High Influx filter" + ] + }, + { + "cell_type": "markdown", + "id": "84ee38fb-3e47-408e-a5fe-04b2a8974d35", + "metadata": {}, + "source": [ + "Conditions for raising High Influx flag:\n", + "\n", + "* If median below threshold `ϕA`, then high influx if rainfall above threshold `ϕB`\n", + "* If median above `ϕA`, then high influx if rainfall exceeds median times `ϕB`/`ϕA`\n", + "\n", + "Filter cannot be applied if less than `nstat` neighbours are reporting data (HI flag is set to -1)\n", + "\n", + "For settings for parameter `ϕA`, `ϕB` and `nstat`, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3b2f044c-0f4e-4120-a4f7-2e3e2805c7e3", + "metadata": {}, + "outputs": [], + "source": [ + "hi_flag = pws.flagging.hi_filter(\n", + " pws_data=ds_pws.rainfall,\n", + " nbrs_not_nan=ds_pws.nbrs_not_nan,\n", + " reference=ds_pws.reference,\n", + " hi_thres_a=0.4,\n", + " hi_thres_b=0.2,\n", + " n_stat=5,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d6f3230-5687-43cc-b47f-f736aa3fa83e", + "metadata": {}, + "outputs": [], + "source": [ + "ds_pws[\"hi_flag\"] = hi_flag" + ] + }, + { + "cell_type": "markdown", + "id": "f9404859-b2c9-47f5-846d-97f02696a482", + "metadata": {}, + "source": [ + "Now we have a dataset with hi-flags per time step!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bba49c8-4170-4870-a740-ff5a3c19e2b4", + "metadata": {}, + "outputs": [], "source": [ "ds_pws" ] @@ -2083,7 +1961,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.14" } }, "nbformat": 4,