{ "cells": [ { "cell_type": "markdown", "id": "22d1edf5-474a-4d54-a156-8db22360fc6e", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Demo example: filling gaps and missing observations\n", "\n", "This example is the continuation of the previous example: [Apply quality control](https://metobs-toolkit.readthedocs.io/en/latest/examples/qc_example.html). This example serves as a demonstration of how to fill missing observations and gaps. " ] }, { "cell_type": "code", "execution_count": 1, "id": "1353eb89-00b1-4595-b3ff-6cbe91ee2316", "metadata": {}, "outputs": [], "source": [ "import metobs_toolkit\n", "your_dataset = metobs_toolkit.Dataset()\n", "your_dataset.update_settings(\n", " input_data_file=metobs_toolkit.demo_datafile, # path to the data file\n", " input_metadata_file=metobs_toolkit.demo_metadatafile,\n", " template_file=metobs_toolkit.demo_template,\n", ")" ] }, { "cell_type": "markdown", "id": "70c58a51-8c28-4045-a078-8e7ad4ea4284", "metadata": {}, "source": [ "## Missing observations and Gaps\n", "\n", "When there is no (specific) observation value for a timestamp we have a *missing observation*. If there are multiple consecutive timestamps without an observation value and the number of consecutive missing timestamps >= the *gapsize* threshold, we label the period as a gap. \n", "\n", "The default gapsize is set to 40. As mentioned before, the gaps and missing observations are localized when importing the data from file. To change the default gapsize use:" ] }, { "cell_type": "code", "execution_count": 2, "id": "4c071bd3-3094-4efe-b7a6-6184c5fc133b", "metadata": {}, "outputs": [], "source": [ "your_dataset.update_qc_settings(gapsize_in_records = 20) \n", "\n", "#Update the gapsize BEFORE importing the data\n", "your_dataset.import_data_from_file()\n", "\n", "your_dataset.coarsen_time_resolution(freq='15T')" ] }, { "cell_type": "markdown", "id": "19735eeb-84b7-4109-a26a-4dbde3c38f09", "metadata": {}, "source": [ "## Inspect missing observations\n", "\n", "To get an overview of the missing observation use the ``get_info()`` method on the missing observations." ] }, { "cell_type": "code", "execution_count": 3, "id": "08520854-25db-4742-8006-3f21b066c5cb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " -------- Missing observations info -------- \n", "\n", "(Note: missing observations are defined on the frequency estimation of the native dataset.)\n", " * 3 missing observations\n", "\n", " name\n", "vlinder02 2022-09-10 17:10:00+00:00\n", "vlinder02 2022-09-10 17:15:00+00:00\n", "vlinder02 2022-09-10 17:45:00+00:00\n", "Name: datetime, dtype: datetime64[ns, UTC] \n", "\n", " * For these stations: ['vlinder02']\n", " * The missing observations are not filled.\n", "(More details on the missing observation can be found in the .series and .fill_df attributes.)\n" ] } ], "source": [ "your_dataset.missing_obs.get_info()" ] }, { "cell_type": "markdown", "id": "04cecab3-7117-477f-bade-36d007ca2ade", "metadata": {}, "source": [ "These missing observations are indicated in time series plots as vertical lines:" ] }, { "cell_type": "code", "execution_count": 4, "id": "eb684e4f-ffc0-4766-a442-5b58ac873e50", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "your_dataset.get_station('vlinder02').make_plot(colorby='label')" ] }, { "cell_type": "markdown", "id": "87c51e9f-7a5e-4254-a9bb-cf46a9f3891c", "metadata": {}, "source": [ "## Inspect gaps\n", "\n", "To get an overview of the gaps use the ``get_gap_info()`` method on the missing Dataset." ] }, { "cell_type": "code", "execution_count": 5, "id": "5b948da5-2ec3-412d-af69-632ed6abfbb1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are no gaps.\n" ] } ], "source": [ "your_dataset.get_gaps_info()" ] }, { "cell_type": "markdown", "id": "c24c3802-459c-4260-aa75-582b9582338f", "metadata": {}, "source": [ "## Outliers to gaps and missing observations\n", "\n", "In practice the observations that are labeled as outliers are interpreted as missing observations (because we assume that the observation value is erroneous). In the toolkit it is possible to convert the outliers to missing observations and gaps by using the ``update_gaps_and_missing_from_outliers()``." ] }, { "cell_type": "code", "execution_count": 6, "id": "4e023c8a-9898-4bc0-9bcc-cf5953212c04", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#first apply (default) quality control\n", "your_dataset.apply_quality_control(obstype='temp') #we use the default settings in this example\n", "\n", "#Interpret the outliers as missing observations and gaps.\n", "your_dataset.update_gaps_and_missing_from_outliers(obstype='temp', \n", " n_gapsize=None) #It is possible to change the definition of gapsize.\n", "#Inspect your gaps using a printout or by plotting\n", "#your_dataset.get_gaps_info()\n", "your_dataset.make_plot(colorby='label')" ] }, { "cell_type": "markdown", "id": "dc9f60c4-f471-4ad2-9710-6100ba6168c7", "metadata": {}, "source": [ "When plotting a single station, the figure becomes more clear" ] }, { "cell_type": "code", "execution_count": 7, "id": "a5bb6973-1f80-4d90-ad4c-e888289688b5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "your_dataset.get_station('vlinder05').make_plot(colorby='label')" ] }, { "cell_type": "markdown", "id": "2704ba92-ca78-478e-8c7c-0b2858339d5e", "metadata": {}, "source": [ "## Fill missing observations\n", "\n", "Missing observations typically span short periods, so interpolation is the most suitable method for filling the observations. To interpolate values over the missing timestamps use the ``fill_missing_obs_linear()`` method. The specific settings that are used for the interpolation can be changed with the ``update_gap_and_missing_fill_settings()`` method. " ] }, { "cell_type": "code", "execution_count": 8, "id": "3081b116-3eeb-40ae-84d1-d7a36d4b4fb4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " -------- Missing observations info -------- \n", "\n", "(Note: missing observations are defined on the frequency estimation of the native dataset.)\n", " * 892 missing observations\n", " * For 28 stations\n", " * Missing observations are filled with interpolate for: \n", " temp: \n", " temp\n", "name datetime \n", "vlinder01 2022-09-14 17:45:00+00:00 14.657143\n", " 2022-09-14 18:45:00+00:00 14.485714\n", " 2022-09-14 18:30:00+00:00 14.528571\n", " 2022-09-14 18:15:00+00:00 14.571429\n", " 2022-09-14 18:00:00+00:00 14.614286\n", "... ...\n", "vlinder28 2022-09-12 07:15:00+00:00 13.600000\n", " 2022-09-05 18:15:00+00:00 21.300000\n", " 2022-09-14 18:00:00+00:00 14.800000\n", " 2022-09-14 08:45:00+00:00 15.025000\n", " 2022-09-14 18:15:00+00:00 14.800000\n", "\n", "[891 rows x 1 columns]\n", " * Missing observations that could NOT be filled for: \n", " temp: \n", " MultiIndex([('vlinder02', '2022-09-10 17:10:00+00:00')],\n", " names=['name', 'datetime'])\n", "(More details on the missing observation can be found in the .series and .fill_df attributes.)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Update the specific settings\n", "your_dataset.update_gap_and_missing_fill_settings(missing_obs_interpolation_method = 'time')\n", "\n", "#Interpolate the missing timestamps\n", "your_dataset.fill_missing_obs_linear(obstype='temp')\n", "\n", "#Inspect the filled values by plotting or printing out the info.\n", "your_dataset.get_station('vlinder05').make_plot(colorby='label')\n", "your_dataset.missing_obs.get_info()" ] }, { "cell_type": "markdown", "id": "7838e138-3eb7-4da8-8e7b-b435e88918ed", "metadata": {}, "source": [ "## Fill gaps\n", "\n", "Because gaps can span longer periods, interpolation is not (always) the most suitable method to fill the gaps. The following method can be used to fill the gaps:\n", "\n", " * interpolation: linear interpolation of the gaps. Use the ``fill_gaps_linear()`` method for this.\n", " * Debias ERA5 gapfill: Use ERA5 and a debiasing algorithm to fill the gaps by calling the ``fill_gaps_era5()`` method.\n", " * Automatic gapfill: A combination of the interpolation and ERA5-debias. For the shortest gaps interpolation is used and debias-ERA5 for the longer gaps. Use the ``fill_gaps_automatic()`` method for this.\n", " \n", "Here is an example of using debias ERA5 gapfilling of temperature observations." ] }, { "cell_type": "code", "execution_count": 9, "id": "3f66d0f6-2912-40e3-aa50-0cb27821b495", "metadata": {}, "outputs": [ { "data": { "text/html": [ "

To authorize access needed by Earth Engine, open the following\n", " URL in a web browser and follow the instructions:

\n", "

https://code.earthengine.google.com/client-auth?scopes=https%3A//www.googleapis.com/auth/earthengine%20https%3A//www.googleapis.com/auth/devstorage.full_control&request_id=gOIKcfY39t-LaSM_esufmUl1XAlzLqE3KVIYY7vUJ04&tc=5laNPc-Y_M4z8qVxTUtp71dwfdgRuNHjkYgSdWvirrQ&cc=3Auxy8YEGzBho3lWk01G2QP8A9QF5VEoEoHxuxl65-0

\n", "

The authorization workflow will generate a code, which you should paste in the box below.

\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdin", "output_type": "stream", "text": [ "Enter verification code: 4/1AfJohXnKdN9MAKx-q9l7U6FHNF4FR7u6VH8zU5WXCgT1sZMJKO7TfV3G3ig\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Successfully saved authorization token.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "*** Earth Engine *** Share your feedback by taking our Annual Developer Satisfaction Survey: https://google.qualtrics.com/jfe/form/SV_doiqkQG3NJ1t8IS?source=API\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(When using the .set_model_from_csv() method, make shure the modelname of your Modeldata is ERA5_hourly)\n" ] } ], "source": [ "#Update the settings (definition of the period to calculate biases for)\n", "your_dataset.update_gap_and_missing_fill_settings(\n", " gap_debias_prefered_leading_period_hours=24,\n", " gap_debias_prefered_trailing_period_hours=24,\n", " gap_debias_minimum_leading_period_hours=6,\n", " gap_debias_minimum_trailing_period_hours=6,\n", " )\n", "#(As a demonstration, we will fill the gaps of a single station. The following functions can also be\n", "# directly applied to the dataset.)\n", "your_station = your_dataset.get_station('vlinder05')\n", "\n", "\n", "#Get ERA5 modeldata at the location of your stations and period.\n", "ERA5_modeldata = your_station.get_modeldata(modelname='ERA5_hourly',\n", " obstype='temp')\n", "\n", "#Use the debias method to fill the gaps\n", "gapfill_df = your_station.fill_gaps_era5(modeldata=ERA5_modeldata,\n", " method='debias',\n", " obstype='temp')\n" ] }, { "cell_type": "markdown", "id": "6cb0626d-a45c-4bd1-ad93-32c933f9d10c", "metadata": {}, "source": [ "The gaps in the station are now filled. To inspect these filled values, you can plot them" ] }, { "cell_type": "code", "execution_count": 10, "id": "524065e9-13cd-4359-8ca7-d9cdc931ace9", "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": [ "your_station.make_plot(colorby='label')\n" ] }, { "cell_type": "markdown", "id": "37e4da59-953b-4fed-ab7a-a33325f31e66", "metadata": {}, "source": [ "If you want more details you can inspect the DataFrame with the gapfill values, or print out the information." ] }, { "cell_type": "code", "execution_count": 16, "id": "1fd0c99f-4d86-4dbb-936c-226d949f1d30", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
temp_final_labeltemp
namedatetime
vlinder052022-09-01 19:45:00+00:00gap_debiased_era520.470136
2022-09-01 20:00:00+00:00gap_debiased_era520.200433
2022-09-01 20:15:00+00:00gap_debiased_era520.018491
2022-09-01 20:30:00+00:00gap_debiased_era519.836549
2022-09-01 20:45:00+00:00gap_debiased_era519.654607
\n", "
" ], "text/plain": [ " temp_final_label temp\n", "name datetime \n", "vlinder05 2022-09-01 19:45:00+00:00 gap_debiased_era5 20.470136\n", " 2022-09-01 20:00:00+00:00 gap_debiased_era5 20.200433\n", " 2022-09-01 20:15:00+00:00 gap_debiased_era5 20.018491\n", " 2022-09-01 20:30:00+00:00 gap_debiased_era5 19.836549\n", " 2022-09-01 20:45:00+00:00 gap_debiased_era5 19.654607" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#inspect the gapfilldf attribute direct\n", "your_station.gapfilldf.head()\n", "\n", "#or print out info\n", "#your_station.get_gaps_info()" ] }, { "cell_type": "markdown", "id": "5f753cb4-eb5b-4479-a949-a58c3a18928a", "metadata": {}, "source": [ "## Filling gaps exercise\n", "\n", "For a more detailed reference you can use this [Filling gaps exercise](https://github.com/vergauwenthomas/MetObs_toolkit/blob/4d5a35954eb8ff153eb0d9e9c8a34cee7e3c50f4/fairness_demo_exercises/Gap_filling_excercise_03.ipynb), which was created in the context of the [COST FAIRNESS](https://www.cost.eu/actions/CA20108/) summer school 2023 in Ghent." ] } ], "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": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }