{ "cells": [ { "cell_type": "markdown", "id": "f1af75bf-618b-4e94-b957-220ebdfc6b21", "metadata": {}, "source": [ "# Demo example: Applying Quality Control.\n", "In this example, we apply Quality Control (QC) on the demo data. \n", "\n", "## Create your dataset\n", "We start by creating a dataset." ] }, { "cell_type": "code", "execution_count": 1, "id": "62021dd4-8466-4287-80f7-112ad5c692a0", "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", ")\n", "\n", "your_dataset.import_data_from_file()" ] }, { "cell_type": "markdown", "id": "324eab20-b913-4e76-9ad5-638cfeaa89d3", "metadata": {}, "source": [ "A number of quality control methods are available in the toolkit. We can classify them into two groups:\n", "\n", "1. **Quality control for missing/duplicated or invalid timestamps**. This is applied to the raw data and is not based on the observational value but merely on the presence of a record. \n", "2. **Quality control for bad observations**. These are not automatically executed. These checks are performed in a sequence of specific checks, that are looking for signatures of typically bad observations.\n", "\n", "## Quality control for missing/duplicated and invalid timestamps\n", "Since this is applied to the raw data, the following quality control checks are automatically performed when reading the data:\n", "\n", "* Nan check: Test if the value of an observation can be converted to a numeric value.\n", "* Missing check: Test if there are missing records. These missing records are labeled as *missing observation* or as *gap* (if there are consecutive missing records).\n", "* Duplicate check: Test if each observation (station name, timestamp, observation type) is unique.\n", "\n", "As an example you can see that there is a missing timestamp in the time series of some stations:" ] }, { "cell_type": "code", "execution_count": 2, "id": "e1a0b0f7-817d-40bd-888d-98d2b215e367", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "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": "9c0be11b-8d68-4597-9cf4-676c10d3aa1a", "metadata": {}, "source": [ "\n", "## Quality control for bad observations\n", "The following checks are available:\n", "\n", "* *Gross value check*: A threshold check that observations should be between the thresholds\n", "* *Persistence check*: Test observations to change over a specific period.\n", "* *Repetitions check*: Test if an observation changes after several records.\n", "* *Spike check*: Test if observations do not produce spikes in time series.\n", "* *Window variation check*: Test if the variation exceeds the threshold in moving time windows.\n", "* *Toolkit Buddy check*: Spatial buddy check.\n", "* *TITAN Buddy check*: The [Titanlib version of the buddy check](https://github.com/metno/titanlib/wiki/Buddy-check).\n", "* *TITAN Spatial consistency test*: Apply the Titanlib (robust) [Spatial-Consistency-Test](https://github.com/metno/titanlib/wiki/Spatial-consistency-test-resistant) (SCT).\n", "\n", "Each check requires a set of specific settings, often stored per specific observation type. A set of default settings, for temperature observations, are stored in the settings of each dataset. Use the *show()* method, and scroll to the QC section to see all QC settings.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "02c8f1d9-c0da-470f-9730-112a89a77f67", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All settings:\n", " \n", " ---------------------------------------\n", "\n", " ---------------- IO (settings) ----------------------\n", "\n", "* output_folder: \n", "\n", " -None \n", "\n", "* input_data_file: \n", "\n", " -/home/thoverga/Documents/VLINDER_github/MetObs_toolkit/metobs_toolkit/datafiles/demo_datafile.csv \n", "\n", "* input_metadata_file: \n", "\n", " -/home/thoverga/Documents/VLINDER_github/MetObs_toolkit/metobs_toolkit/datafiles/demo_metadatafile.csv \n", "\n", " ---------------- db (settings) ----------------------\n", "\n", " ---------------- time_settings (settings) ----------------------\n", "\n", "* target_time_res: \n", "\n", " -60T \n", "\n", "* resample_method: \n", "\n", " -nearest \n", "\n", "* resample_limit: \n", "\n", " -1 \n", "\n", "* timezone: \n", "\n", " -UTC \n", "\n", "* freq_estimation_method: \n", "\n", " -highest \n", "\n", "* freq_estimation_simplify: \n", "\n", " -True \n", "\n", "* freq_estimation_simplify_error: \n", "\n", " -2T \n", "\n", " ---------------- app (settings) ----------------------\n", "\n", "* print_fmt_datetime: \n", "\n", " -%d/%m/%Y %H:%M:%S \n", "\n", "* print_max_n: \n", "\n", " -40 \n", "\n", "* plot_settings: \n", "\n", " - time_series: \n", "\n", " -{'figsize': (15, 5), 'colormap': 'tab20', 'linewidth': 2, 'linestyle_ok': '-', 'linestyle_fill': '--', 'linezorder': 1, 'scattersize': 4, 'scatterzorder': 3, 'dashedzorder': 2, 'legend_n_columns': 5} \n", "\n", " - spatial_geo: \n", "\n", " -{'extent': [2.260609, 49.25, 6.118359, 52.350618], 'cmap': 'inferno_r', 'n_for_categorical': 5, 'figsize': (10, 15), 'fmt': '%d/%m/%Y %H:%M:%S UTC'} \n", "\n", " - pie_charts: \n", "\n", " -{'figsize': (10, 10), 'anchor_legend_big': (-0.25, 0.75), 'anchor_legend_small': (-3.5, 2.2), 'radius_big': 2.0, 'radius_small': 5.0} \n", "\n", " - color_mapper: \n", "\n", " -{'duplicated_timestamp': '#a32a1f', 'invalid_input': '#900357', 'gross_value': '#f1ff2b', 'persistance': '#f0051c', 'repetitions': '#056ff0', 'step': '#05d4f0', 'window_variation': '#05f0c9', 'buddy_check': '#8300c4', 'titan_buddy_check': '#8300c4', 'titan_sct_resistant_check': '#c17fe1', 'gap': '#f00592', 'missing_timestamp': '#f78e0c', 'linear': '#d406c6', 'model_debias': '#6e1868', 'ok': '#07f72b', 'not checked': '#f7cf07', 'outlier': '#f20000'} \n", "\n", " - diurnal: \n", "\n", " -{'figsize': (10, 10), 'alpha_error_bands': 0.3, 'cmap_continious': 'viridis', 'n_cat_max': 20, 'cmap_categorical': 'tab20', 'legend_n_columns': 5} \n", "\n", " - anual: \n", "\n", " -{'figsize': (10, 10), 'alpha_error_bands': 0.3, 'cmap_continious': 'viridis', 'n_cat_max': 20, 'cmap_categorical': 'tab20', 'legend_n_columns': 5} \n", "\n", " - correlation_heatmap: \n", "\n", " -{'figsize': (10, 10), 'vmin': -1, 'vmax': 1, 'cmap': 'cool', 'x_tick_rot': 65, 'y_tick_rot': 0} \n", "\n", " - correlation_scatter: \n", "\n", " -{'figsize': (10, 10), 'p_bins': [0, 0.001, 0.01, 0.05, 999], 'bins_markers': ['*', 's', '^', 'X'], 'scatter_size': 40, 'scatter_edge_col': 'black', 'scatter_edge_line_width': 0.1, 'ymin': -1.1, 'ymax': 1.1, 'cmap': 'tab20', 'legend_ncols': 3, 'legend_text_size': 7} \n", "\n", "* world_boundary_map: \n", "\n", " -/home/thoverga/Documents/VLINDER_github/MetObs_toolkit/metobs_toolkit/settings_files/world_boundaries/WB_countries_Admin0_10m.shp \n", "\n", "* display_name_mapper: \n", "\n", " - network: \n", "\n", " -network \n", "\n", " - name: \n", "\n", " -station name \n", "\n", " - call_name: \n", "\n", " -pseudo name \n", "\n", " - location: \n", "\n", " -region \n", "\n", " - lat: \n", "\n", " -latitude \n", "\n", " - lon: \n", "\n", " -longtitude \n", "\n", " - temp: \n", "\n", " -temperature \n", "\n", " - radiation_temp: \n", "\n", " -radiation temperature \n", "\n", " - humidity: \n", "\n", " -humidity \n", "\n", " - precip: \n", "\n", " -precipitation intensity \n", "\n", " - precip_sum: \n", "\n", " -cummulated precipitation \n", "\n", " - wind_speed: \n", "\n", " -wind speed \n", "\n", " - wind_gust: \n", "\n", " -wind gust speed \n", "\n", " - wind_direction: \n", "\n", " -wind direction \n", "\n", " - pressure: \n", "\n", " -air pressure \n", "\n", " - pressure_at_sea_level: \n", "\n", " -corrected pressure at sea level \n", "\n", " - lcz: \n", "\n", " -LCZ \n", "\n", "* static_fields: \n", "\n", " -['network', 'name', 'lat', 'lon', 'call_name', 'location', 'lcz'] \n", "\n", "* categorical_fields: \n", "\n", " -['wind_direction', 'lcz'] \n", "\n", "* location_info: \n", "\n", " -['network', 'lat', 'lon', 'lcz', 'call_name', 'location'] \n", "\n", "* default_name: \n", "\n", " -unknown_name \n", "\n", " ---------------- qc (settings) ----------------------\n", "\n", "* qc_check_settings: \n", "\n", " - duplicated_timestamp: \n", "\n", " -{'keep': False} \n", "\n", " - persistance: \n", "\n", " -{'temp': {'time_window_to_check': '1h', 'min_num_obs': 5}} \n", "\n", " - repetitions: \n", "\n", " -{'temp': {'max_valid_repetitions': 5}} \n", "\n", " - gross_value: \n", "\n", " -{'temp': {'min_value': -15.0, 'max_value': 39.0}} \n", "\n", " - window_variation: \n", "\n", " -{'temp': {'max_increase_per_second': 0.0022222222222222222, 'max_decrease_per_second': 0.002777777777777778, 'time_window_to_check': '1h', 'min_window_members': 3}} \n", "\n", " - step: \n", "\n", " -{'temp': {'max_increase_per_second': 0.0022222222222222222, 'max_decrease_per_second': -0.002777777777777778}} \n", "\n", " - buddy_check: \n", "\n", " -{'temp': {'radius': 15000, 'num_min': 2, 'threshold': 1.5, 'max_elev_diff': 200, 'elev_gradient': -0.0065, 'min_std': 1.0}} \n", "\n", "* qc_checks_info: \n", "\n", " - duplicated_timestamp: \n", "\n", " -{'outlier_flag': 'duplicated timestamp outlier', 'numeric_flag': 1, 'apply_on': 'record'} \n", "\n", " - invalid_input: \n", "\n", " -{'outlier_flag': 'invalid input', 'numeric_flag': 2, 'apply_on': 'obstype'} \n", "\n", " - gross_value: \n", "\n", " -{'outlier_flag': 'gross value outlier', 'numeric_flag': 4, 'apply_on': 'obstype'} \n", "\n", " - persistance: \n", "\n", " -{'outlier_flag': 'persistance outlier', 'numeric_flag': 5, 'apply_on': 'obstype'} \n", "\n", " - repetitions: \n", "\n", " -{'outlier_flag': 'repetitions outlier', 'numeric_flag': 6, 'apply_on': 'obstype'} \n", "\n", " - step: \n", "\n", " -{'outlier_flag': 'in step outlier group', 'numeric_flag': 7, 'apply_on': 'obstype'} \n", "\n", " - window_variation: \n", "\n", " -{'outlier_flag': 'in window variation outlier group', 'numeric_flag': 8, 'apply_on': 'obstype'} \n", "\n", " - buddy_check: \n", "\n", " -{'outlier_flag': 'buddy check outlier', 'numeric_flag': 11, 'apply_on': 'obstype'} \n", "\n", " - titan_buddy_check: \n", "\n", " -{'outlier_flag': 'titan buddy check outlier', 'numeric_flag': 9, 'apply_on': 'obstype'} \n", "\n", " - titan_sct_resistant_check: \n", "\n", " -{'outlier_flag': 'sct resistant check outlier', 'numeric_flag': 10, 'apply_on': 'obstype'} \n", "\n", "* titan_check_settings: \n", "\n", " - titan_buddy_check: \n", "\n", " -{'temp': {'radius': 50000, 'num_min': 2, 'threshold': 1.5, 'max_elev_diff': 200, 'elev_gradient': -0.0065, 'min_std': 1.0, 'num_iterations': 1}} \n", "\n", " - titan_sct_resistant_check: \n", "\n", " -{'temp': {'num_min_outer': 3, 'num_max_outer': 10, 'inner_radius': 20000, 'outer_radius': 50000, 'num_iterations': 10, 'num_min_prof': 5, 'min_elev_diff': 100, 'min_horizontal_scale': 250, 'max_horizontal_scale': 100000, 'kth_closest_obs_horizontal_scale': 2, 'vertical_scale': 200, 'mina_deviation': 10, 'maxa_deviation': 10, 'minv_deviation': 1, 'maxv_deviation': 1, 'eps2': 0.5, 'tpos': 5, 'tneg': 8, 'basic': True, 'debug': False}} \n", "\n", "* titan_specific_labeler: \n", "\n", " - titan_buddy_check: \n", "\n", " -{'ok': [0], 'outl': [1]} \n", "\n", " - titan_sct_resistant_check: \n", "\n", " -{'ok': [0, -999, 11, 12], 'outl': [1]} \n", "\n", " ---------------- gap (settings) ----------------------\n", "\n", "* gaps_settings: \n", "\n", " - gaps_finder: \n", "\n", " -{'gapsize_n': 40} \n", "\n", "* gaps_info: \n", "\n", " - gap: \n", "\n", " -{'label_columnname': 'is_gap', 'outlier_flag': 'gap', 'negative_flag': 'no gap', 'numeric_flag': 12, 'apply_on': 'record'} \n", "\n", " - missing_timestamp: \n", "\n", " -{'label_columnname': 'is_missing_timestamp', 'outlier_flag': 'missing timestamp', 'negative flag': 'not missing', 'numeric_flag': 13, 'apply_on': 'record'} \n", "\n", "* gaps_fill_settings: \n", "\n", " - linear: \n", "\n", " -{'method': 'time', 'max_consec_fill': 100} \n", "\n", " - model_debias: \n", "\n", " -{'debias_period': {'prefered_leading_sample_duration_hours': 48, 'prefered_trailing_sample_duration_hours': 48, 'minimum_leading_sample_duration_hours': 24, 'minimum_trailing_sample_duration_hours': 24}} \n", "\n", " - automatic: \n", "\n", " -{'max_interpolation_duration_str': '5H'} \n", "\n", "* gaps_fill_info: \n", "\n", " - label_columnname: \n", "\n", " -final_label \n", "\n", " - label: \n", "\n", " -{'linear': 'gap_interpolation', 'model_debias': 'gap_debiased_era5'} \n", "\n", " - numeric_flag: \n", "\n", " -21 \n", "\n", " ---------------- missing_obs (settings) ----------------------\n", "\n", "* missing_obs_fill_settings: \n", "\n", " - linear: \n", "\n", " -{'method': 'time'} \n", "\n", "* missing_obs_fill_info: \n", "\n", " - label_columnname: \n", "\n", " -final_label \n", "\n", " - label: \n", "\n", " -{'linear': 'missing_obs_interpolation'} \n", "\n", " - numeric_flag: \n", "\n", " -23 \n", "\n", " ---------------- templates (settings) ----------------------\n", "\n", "* template_file: \n", "\n", " -/home/thoverga/Documents/VLINDER_github/MetObs_toolkit/metobs_toolkit/datafiles/demo_templatefile.csv \n", "\n", " ---------------- gee (settings) ----------------------\n", "\n", "* gee_dataset_info: \n", "\n", " - global_lcz_map: \n", "\n", " -{'location': 'RUB/RUBCLIM/LCZ/global_lcz_map/v1', 'usage': 'LCZ', 'band_of_use': 'LCZ_Filter', 'value_type': 'categorical', 'dynamical': False, 'scale': 100, 'is_image': False, 'is_imagecollection': True, 'categorical_mapper': {1: 'Compact highrise', 2: 'Compact midrise', 3: 'Compact lowrise', 4: 'Open highrise', 5: 'Open midrise', 6: 'Open lowrise', 7: 'Lightweight lowrise', 8: 'Large lowrise', 9: 'Sparsely built', 10: 'Heavy industry', 11: 'Dense Trees (LCZ A)', 12: 'Scattered Trees (LCZ B)', 13: 'Bush, scrub (LCZ C)', 14: 'Low plants (LCZ D)', 15: 'Bare rock or paved (LCZ E)', 16: 'Bare soil or sand (LCZ F)', 17: 'Water (LCZ G)'}, 'credentials': 'Demuzere M.; Kittner J.; Martilli A.; Mills, G.; Moede, C.; Stewart, I.D.; van Vliet, J.; Bechtel, B. A global map of local climate zones to support earth system modelling and urban-scale environmental science. Earth System Science Data 2022, 14 Volume 8: 3835-3873. doi:10.5194/essd-14-3835-2022'} \n", "\n", " - DEM: \n", "\n", " -{'location': 'CGIAR/SRTM90_V4', 'usage': 'elevation', 'band_of_use': 'elevation', 'value_type': 'numeric', 'dynamical': False, 'scale': 100, 'is_image': True, 'is_imagecollection': False, 'credentials': 'SRTM Digital Elevation Data Version 4'} \n", "\n", " - ERA5_hourly: \n", "\n", " -{'location': 'ECMWF/ERA5_LAND/HOURLY', 'usage': 'ERA5', 'band_of_use': {'temp': {'name': 'temperature_2m', 'units': 'K'}}, 'value_type': 'numeric', 'dynamical': True, 'scale': 2500, 'is_image': False, 'is_imagecollection': True, 'time_res': '1H', 'credentials': ''} \n", "\n", " - worldcover: \n", "\n", " -{'location': 'ESA/WorldCover/v200', 'usage': 'landcover', 'band_of_use': 'Map', 'value_type': 'categorical', 'dynamical': False, 'scale': 10, 'is_image': False, 'is_imagecollection': True, 'categorical_mapper': {10: 'Tree cover', 20: 'Shrubland', 30: 'Grassland', 40: 'Cropland', 50: 'Built-up', 60: 'Bare / sparse vegetation', 70: 'Snow and ice', 80: 'Permanent water bodies', 90: 'Herbaceous wetland', 95: 'Mangroves', 100: 'Moss and lichen'}, 'aggregation': {'water': [70, 80, 90, 95], 'pervious': [10, 20, 30, 40, 60, 100], 'impervious': [50]}, 'colorscheme': {10: '006400', 20: 'ffbb22', 30: 'ffff4c', 40: 'f096ff', 50: 'fa0000', 60: 'b4b4b4', 70: 'f0f0f0', 80: '0064c8', 90: '0096a0', 95: '00cf75', 100: 'fae6a0'}, 'credentials': 'https://spdx.org/licenses/CC-BY-4.0.html'} \n", "\n" ] } ], "source": [ "your_dataset.settings.show()" ] }, { "cell_type": "markdown", "id": "95401842-6906-48bb-b449-2b4df52a9282", "metadata": {}, "source": [ "Use the ``update_qc_settings()`` method to update the default settings." ] }, { "cell_type": "code", "execution_count": 4, "id": "5f30dd72-b67c-4425-a49e-21d248d244fc", "metadata": {}, "outputs": [], "source": [ "your_dataset.update_qc_settings(obstype='temp',\n", " gross_value_max_value=26.3,\n", " persis_time_win_to_check='30T' #30 minutes\n", " )" ] }, { "cell_type": "markdown", "id": "0769efa4-576c-4e9c-b5f9-536fb23543f3", "metadata": {}, "source": [ "To apply the quality control on the full dataset use the ``apply_quality_control()`` method. Spatial quality control checks can be applied by using the ``apply_buddy_check()``, ``apply_titan_buddy_check()`` and ``apply_titan_sct_resistant_check()`` methods." ] }, { "cell_type": "code", "execution_count": 5, "id": "c3ce19c5-6ccd-44a4-8f67-3efd4f59621f", "metadata": {}, "outputs": [], "source": [ "your_dataset.apply_quality_control(\n", " obstype=\"temp\", # which observations to check\n", " gross_value=True, # apply gross_value check?\n", " persistance=True, # apply persistence check?\n", " step=True, # apply the step check?\n", " window_variation=True, # apply internal consistency check?\n", " )" ] }, { "cell_type": "markdown", "id": "05ed9aaf-0998-4a50-b724-f95b5240eca9", "metadata": {}, "source": [ "Use the dataset.show() or the time series plot methods to see the effect of the quality control." ] }, { "cell_type": "code", "execution_count": 6, "id": "31918e79-d527-484a-b870-ceb678f8719e", "metadata": {}, "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": [ "your_dataset.make_plot(obstype='temp', colorby='label')" ] }, { "cell_type": "markdown", "id": "a00c0384-0115-4c7d-ab9f-a0bb963922db", "metadata": {}, "source": [ "If you are interested in the performance of the applied QC, you can use the ``get_qc_stats()`` method to get an overview of the frequency statistics." ] }, { "cell_type": "code", "execution_count": 7, "id": "a9707e22-b29a-4e79-9e8d-e321d4dba651", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "({'ok': 64.28984788359789,\n", " 'QC outliers': 35.707671957671955,\n", " 'missing (gaps)': 0.0,\n", " 'missing (individual)': 0.00248015873015873},\n", " {'repetitions outlier': 29.658564814814813,\n", " 'gross value outlier': 4.869378306878307,\n", " 'persistance outlier': 1.0085978835978835,\n", " 'in step outlier group': 0.17113095238095238,\n", " 'duplicated timestamp outlier': 0.0,\n", " 'invalid input': 0.0,\n", " 'in window variation outlier group': 0.0,\n", " 'buddy check outlier': 0.0,\n", " 'titan buddy check outlier': 0.0,\n", " 'sct resistant check outlier': 0.0},\n", " {'duplicated_timestamp': {'not checked': 0.0, 'ok': 100.0, 'outlier': 0.0},\n", " 'invalid_input': {'not checked': 0.0, 'ok': 100.0, 'outlier': 0.0},\n", " 'repetitions': {'not checked': 0.0,\n", " 'ok': 70.34143518518519,\n", " 'outlier': 29.658564814814813},\n", " 'gross_value': {'not checked': 29.658564814814813,\n", " 'ok': 65.47205687830689,\n", " 'outlier': 4.869378306878307},\n", " 'persistance': {'not checked': 34.52794312169312,\n", " 'ok': 64.46345899470899,\n", " 'outlier': 1.0085978835978835},\n", " 'step': {'not checked': 35.53654100529101,\n", " 'ok': 64.29232804232805,\n", " 'outlier': 0.17113095238095238},\n", " 'window_variation': {'not checked': 35.707671957671955,\n", " 'ok': 64.29232804232805,\n", " 'outlier': 0.0},\n", " 'buddy_check': {'not checked': 100.0, 'ok': 0.0, 'outlier': 0.0},\n", " 'titan_buddy_check': {'not checked': 100.0, 'ok': 0.0, 'outlier': 0.0},\n", " 'titan_sct_resistant_check': {'not checked': 100.0,\n", " 'ok': 0.0,\n", " 'outlier': 0.0},\n", " 'is_gap': {'not checked': 0, 'ok': 100.0, 'outlier': 0.0},\n", " 'is_missing_timestamp': {'not checked': 0,\n", " 'ok': 99.99751984126983,\n", " 'outlier': 0.00248015873015873}})" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "your_dataset.get_qc_stats(obstype='temp', make_plot=True)" ] }, { "cell_type": "markdown", "id": "db416ba5-b549-469c-bb45-f5a344f19d52", "metadata": {}, "source": [ "## Quality control exercise\n", "For a more detailed reference you can use this [Quality control exercise](https://github.com/vergauwenthomas/MetObs_toolkit/blob/4d5a35954eb8ff153eb0d9e9c8a34cee7e3c50f4/fairness_demo_exercises/Quality_control_excercise_02.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 }