diff --git a/cds-tutorial.html b/cds-tutorial.html index ab8d76f..6e0617e 100644 --- a/cds-tutorial.html +++ b/cds-tutorial.html @@ -32,7 +32,7 @@ - + diff --git a/ci-windchill.html b/ci-windchill.html index 0ec4be1..86d55f0 100644 --- a/ci-windchill.html +++ b/ci-windchill.html @@ -32,7 +32,7 @@ - + diff --git a/ecv-notebooks/erb-outgoing-longwave-radiation.html b/ecv-notebooks/erb-outgoing-longwave-radiation.html index 80a1ccb..bc10601 100644 --- a/ecv-notebooks/erb-outgoing-longwave-radiation.html +++ b/ecv-notebooks/erb-outgoing-longwave-radiation.html @@ -32,7 +32,7 @@ - + diff --git a/ecv-notebooks/srb-climatology-and-anomaly.html b/ecv-notebooks/srb-climatology-and-anomaly.html index 131f377..9bcd6f3 100644 --- a/ecv-notebooks/srb-climatology-and-anomaly.html +++ b/ecv-notebooks/srb-climatology-and-anomaly.html @@ -32,7 +32,7 @@ - + diff --git a/ecv-notebooks/total-column-water-vapour-combi.html b/ecv-notebooks/total-column-water-vapour-combi.html index ffa089a..8e92dcf 100644 --- a/ecv-notebooks/total-column-water-vapour-combi.html +++ b/ecv-notebooks/total-column-water-vapour-combi.html @@ -32,7 +32,7 @@ - + diff --git a/ecv-notebooks/total-ozone-columns.html b/ecv-notebooks/total-ozone-columns.html index 2760701..8e50612 100644 --- a/ecv-notebooks/total-ozone-columns.html +++ b/ecv-notebooks/total-ozone-columns.html @@ -32,7 +32,7 @@ - + diff --git a/genindex.html b/genindex.html index d29f57d..2d188d8 100644 --- a/genindex.html +++ b/genindex.html @@ -31,7 +31,7 @@ - + diff --git a/glofas-bangladesh-floods.html b/glofas-bangladesh-floods.html index cb9457e..e97368e 100644 --- a/glofas-bangladesh-floods.html +++ b/glofas-bangladesh-floods.html @@ -32,7 +32,7 @@ - + diff --git a/intro.html b/intro.html index 8951e48..f492b7b 100644 --- a/intro.html +++ b/intro.html @@ -32,7 +32,7 @@ - + diff --git a/projections-cmip6.html b/projections-cmip6.html index f208688..2b15b38 100644 --- a/projections-cmip6.html +++ b/projections-cmip6.html @@ -32,7 +32,7 @@ - + diff --git a/projections-cordex.html b/projections-cordex.html index 451352d..409f087 100644 --- a/projections-cordex.html +++ b/projections-cordex.html @@ -32,7 +32,7 @@ - + diff --git a/reanalysis-climatology.html b/reanalysis-climatology.html index 2513c5a..7fd8277 100644 --- a/reanalysis-climatology.html +++ b/reanalysis-climatology.html @@ -32,7 +32,7 @@ - + diff --git a/reanalysis-heatwave.html b/reanalysis-heatwave.html index f58a7f5..a488030 100644 --- a/reanalysis-heatwave.html +++ b/reanalysis-heatwave.html @@ -32,7 +32,7 @@ - + diff --git a/reanalysis-temp-record.html b/reanalysis-temp-record.html index 38d82e1..972fbb2 100644 --- a/reanalysis-temp-record.html +++ b/reanalysis-temp-record.html @@ -32,7 +32,7 @@ - + diff --git a/search.html b/search.html index ba29d17..6c8cbf5 100644 --- a/search.html +++ b/search.html @@ -30,7 +30,7 @@ - + diff --git a/searchindex.js b/searchindex.js index 12f9517..b5ebc24 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"1. Introduction": [[2, "introduction"]], "1. Request data from the CDS programmatically with the CDS API": [[13, "request-data-from-the-cds-programmatically-with-the-cds-api"]], "1. Request data from the CDS using CDS API": [[14, "request-data-from-the-cds-using-cds-api"]], "1. Search and download the data": [[15, "search-and-download-the-data"]], "1. Search, download and view data": [[10, "search-download-and-view-data"], [12, "search-download-and-view-data"]], "1a. Retrieve hindcast data": [[14, "a-retrieve-hindcast-data"]], "1b. Retrieve observations data (ERA5)": [[14, "b-retrieve-observations-data-era5"]], "2. Calculate a surface temperature climatology: reference period 1991-2020": [[12, "calculate-a-surface-temperature-climatology-reference-period-1991-2020"]], "2. Calculate climate normals": [[10, "calculate-climate-normals"]], "2. Calculate seasonal hindcast climate mean": [[13, "calculate-seasonal-hindcast-climate-mean"]], "2. Compute deterministic and probabilistic products from the hindcast data": [[14, "compute-deterministic-and-probabilistic-products-from-the-hindcast-data"]], "2. Prerequisites and data preparations": [[2, "prerequisites-and-data-preparations"]], "2.1 How to access the notebook": [[2, "how-to-access-the-notebook"]], "2.2 Import libraries": [[2, "import-libraries"]], "2.3 Download data using CDS API": [[2, "download-data-using-cds-api"]], "2022 vs 1991-2020 as Climate": [[15, "vs-1991-2020-as-climate"]], "2: Calculate the ESoTC FWI metric": [[15, "calculate-the-esotc-fwi-metric"]], "2a. Anomalies": [[14, "a-anomalies"]], "2b. Probabilities for tercile categories": [[14, "b-probabilities-for-tercile-categories"]], "3. Anomaly calculation": [[10, "anomaly-calculation"]], "3. Compute deterministic and probabilistic scores": [[14, "compute-deterministic-and-probabilistic-scores"]], "3. Load monthly seasonal forecast data for 2021 and calculate seasonal forecast anomalies": [[13, "load-monthly-seasonal-forecast-data-for-2021-and-calculate-seasonal-forecast-anomalies"]], "3. Plot the data as maps": [[15, "plot-the-data-as-maps"]], "3. Use Cases": [[2, "use-cases"]], "3. Visualise surface temperature anomalies": [[12, "visualise-surface-temperature-anomalies"]], "3a. Read observations data into a xr.Dataset": [[14, "a-read-observations-data-into-a-xr-dataset"]], "3b. Compute deterministic scores": [[14, "b-compute-deterministic-scores"]], "3c. Compute probabilistic scores for tercile categories": [[14, "c-compute-probabilistic-scores-for-tercile-categories"]], "4. Calculate monthly climatology and anomalies": [[10, "calculate-monthly-climatology-and-anomalies"]], "4. View time series and analyse surface temperature trends": [[12, "view-time-series-and-analyse-surface-temperature-trends"]], "4. Visualize seasonal forecast anomalies for a geographical subregion": [[13, "visualize-seasonal-forecast-anomalies-for-a-geographical-subregion"]], "4. Visualize verification plots": [[14, "visualize-verification-plots"]], "4.1 Spatial map visualization": [[13, "spatial-map-visualization"]], "4.2 Plot of total precipitation anomalies for each seasonal forecast month": [[13, "plot-of-total-precipitation-anomalies-for-each-seasonal-forecast-month"]], "4a. Correlation": [[14, "a-correlation"]], "4b. Ranked Probability Score (RPS)": [[14, "b-ranked-probability-score-rps"]], "4c. Area under Relative Operating Characteristic (ROC) curve": [[14, "c-area-under-relative-operating-characteristic-roc-curve"]], "5. Calculate seasonal forecast 3-month anomalies": [[13, "calculate-seasonal-forecast-3-month-anomalies"]], "5. Time series analysis": [[10, "time-series-analysis"]], "5. View time series and analyse North Atlantic sea surface temperature trends": [[12, "view-time-series-and-analyse-north-atlantic-sea-surface-temperature-trends"]], "About": [[0, "about"], [1, "about"], [6, "about"], [8, "about"], [9, "about"], [10, "about"], [12, "about"], [13, "about"], [14, "about"]], "Access data interactively via the CDS web interface": [[0, "access-data-interactively-via-the-cds-web-interface"]], "Access data programmatically with the CDS API": [[0, "access-data-programmatically-with-the-cds-api"]], "Accessing the upstream area data": [[6, "accessing-the-upstream-area-data"]], "Aggregate over geographical lat/lon dimensions": [[10, "aggregate-over-geographical-lat-lon-dimensions"]], "Alternative: Set CDS API credentials manually": [[0, "alternative-set-cds-api-credentials-manually"]], "Analysis and visualisation of the data": [[5, "analysis-and-visualisation-of-the-data"]], "Analysis of Projected versus Historical Climatology with CORDEX Data": [[9, null]], "Analysis of September 2020 European Heatwave using ERA5 Climate Reanalysis Data from C3S": [[11, null]], "Appendix": [[4, "appendix"]], "Apply weights and calculate the rolling mean": [[2, "apply-weights-and-calculate-the-rolling-mean"]], "Atmosphere Monitoring Tutorials": [[7, null]], "Average over ensemble members and years to create hindcast climatology": [[13, "average-over-ensemble-members-and-years-to-create-hindcast-climatology"]], "Average over region": [[13, "average-over-region"]], "Calculate 2021 anomalies": [[13, "calculate-2021-anomalies"]], "Calculate anomalies": [[13, "calculate-anomalies"]], "Calculate monthly anomalies": [[10, "calculate-monthly-anomalies"]], "Calculate quantiles for model ensemble": [[8, "calculate-quantiles-for-model-ensemble"]], "Calculate temporal mean and convert longitude to [-180, 180] grid": [[2, "calculate-temporal-mean-and-convert-longitude-to-180-180-grid"]], "Calculate the anomaly in the number of days with Fire Weather Index > 50": [[15, "calculate-the-anomaly-in-the-number-of-days-with-fire-weather-index-50"]], "Calculate wind chill index": [[1, "calculate-wind-chill-index"]], "Calculation of global climatology and relative anomalies of Surface Radiation Budget from EUMETSAT\u2019s CM SAF CLARA-A3 dataset": [[3, null]], "Calculation of global distribution and timeseries of Outgoing Longwave Radiation (OLR) using NOAA/NCEI HIRS data": [[2, null]], "Calculation of hindcast anomaly terciles": [[13, "calculation-of-hindcast-anomaly-terciles"]], "Calculation of the temporal average of SIS": [[3, "calculation-of-the-temporal-average-of-sis"]], "Change representation of forecast lead time": [[13, "change-representation-of-forecast-lead-time"]], "Change temperature units from Kelvin to Celsius": [[10, "change-temperature-units-from-kelvin-to-celsius"], [12, "change-temperature-units-from-kelvin-to-celsius"]], "Climate Data Store (CDS)": [[7, null]], "Climate Data Store Tutorial": [[0, null]], "Climatology of the total column water vapour": [[4, "climatology-of-the-total-column-water-vapour"]], "Common variables": [[14, "common-variables"]], "Compare maximum temperatures with climatology": [[11, "compare-maximum-temperatures-with-climatology"]], "Compare the June 2022 river discharge to the previous 10 years": [[6, "compare-the-june-2022-river-discharge-to-the-previous-10-years"]], "Compute 3-month rolling averages": [[13, "compute-3-month-rolling-averages"]], "Compute CORDEX future climatology for target period 2071-2100 based on scenario RCP4.5": [[9, "compute-cordex-future-climatology-for-target-period-2071-2100-based-on-scenario-rcp4-5"]], "Compute CORDEX historical climatology for reference period 1971-2000": [[9, "compute-cordex-historical-climatology-for-reference-period-1971-2000"]], "Compute and visualize the climate change signal between the target (2071-2100) and reference (1971-2000) period": [[9, "compute-and-visualize-the-climate-change-signal-between-the-target-2071-2100-and-reference-1971-2000-period"]], "Conclusion": [[4, "conclusion"]], "Contents": [[7, "contents"]], "Conversion from Kelvin to Celsius": [[8, "conversion-from-kelvin-to-celsius"]], "Conversion of data into two dimensional pivot table": [[13, "conversion-of-data-into-two-dimensional-pivot-table"]], "Convert forecast lead time month into dates": [[13, "convert-forecast-lead-time-month-into-dates"]], "Convert from precipitation rates to accumulation": [[13, "convert-from-precipitation-rates-to-accumulation"]], "Convert longitude to [-180, 180] grid": [[10, "convert-longitude-to-180-180-grid"]], "Convert precipitation rate to accumulation in mm": [[13, "convert-precipitation-rate-to-accumulation-in-mm"]], "Copernicus Climate Change Service (C3S) Data Tutorials": [[7, null]], "Create a list of the extracted files": [[8, "create-a-list-of-the-extracted-files"]], "Create additional data dimensions (to later combine data from multiple models & experiments)": [[8, "create-additional-data-dimensions-to-later-combine-data-from-multiple-models-experiments"]], "Create plot titles base information": [[14, "create-plot-titles-base-information"]], "Data": [[8, "data"], [9, "data"]], "Data retrieval": [[0, "data-retrieval"]], "Data to be used": [[12, "data-to-be-used"]], "Dataset description": [[3, "dataset-description"], [4, "dataset-description"]], "Define a geographical subset": [[13, "define-a-geographical-subset"]], "Download Data Using CDS API": [[4, "download-data-using-cds-api"]], "Download data": [[1, "download-data"], [4, "download-data"], [6, "download-data"], [10, "download-data"], [11, "download-data"], [12, "download-data"]], "Download data using CDS API": [[3, "download-data-using-cds-api"]], "Downloading the GTO-ECV product": [[5, "downloading-the-gto-ecv-product"]], "Ensemble mean anomaly": [[13, "ensemble-mean-anomaly"]], "Enter your CDS API key": [[1, "enter-your-cds-api-key"], [10, "enter-your-cds-api-key"], [11, "enter-your-cds-api-key"], [12, "enter-your-cds-api-key"], [15, "enter-your-cds-api-key"]], "Enter your EWDS API key": [[6, "enter-your-ewds-api-key"]], "Example data request": [[0, "example-data-request"]], "Example: ERA5-Land hourly data from 1950 to present": [[0, "example-era5-land-hourly-data-from-1950-to-present"]], "Exercise: Repeat process with ERA5 data and compare results": [[1, "exercise-repeat-process-with-era5-data-and-compare-results"]], "Explore and view the data": [[6, "explore-and-view-the-data"]], "Exploring Total Column Water Vapour information in the COMBI dataset": [[4, null]], "Exploring an ozone product available through the Climate Data Store (CDS)": [[5, null]], "Extract data array from dataset": [[13, "extract-data-array-from-dataset"]], "Filter and select a dataset": [[0, "filter-and-select-a-dataset"]], "Find the fire danger indices historical data": [[15, "find-the-fire-danger-indices-historical-data"]], "Find the river discharge data we want": [[6, "find-the-river-discharge-data-we-want"]], "Further resources": [[0, "further-resources"]], "Get more information about Earth Radiation Budget:": [[2, "get-more-information-about-earth-radiation-budget"]], "Get more information about Surface Radiation Budget": [[3, "get-more-information-about-surface-radiation-budget"]], "Getting an overview of the study area": [[6, "getting-an-overview-of-the-study-area"]], "Global time series of TCWV": [[4, "global-time-series-of-tcwv"]], "How to run these tutorials": [[7, "how-to-run-these-tutorials"]], "How to run this tutorial": [[14, "how-to-run-this-tutorial"]], "Import libraries": [[1, "import-libraries"], [3, "import-libraries"], [4, "import-libraries"], [6, "import-libraries"], [10, "import-libraries"], [11, "import-libraries"], [12, "import-libraries"]], "Import the python modules": [[5, "import-the-python-modules"]], "Importing all the necessary python libraries": [[15, "importing-all-the-necessary-python-libraries"]], "Infrastructure introduction (installing API of the CDS)": [[12, "infrastructure-introduction-installing-api-of-the-cds"]], "Inspect Data": [[1, "inspect-data"], [11, "inspect-data"]], "Inspect data": [[4, "inspect-data"], [10, "inspect-data"], [12, "inspect-data"]], "Install CDS API": [[1, "install-cds-api"], [10, "install-cds-api"], [11, "install-cds-api"]], "Install CDS API via pip": [[8, "install-cds-api-via-pip"], [9, "install-cds-api-via-pip"]], "Install EWDS API": [[6, "install-ewds-api"]], "Install packages": [[13, "install-packages"]], "Install the CDS API client": [[0, "install-the-cds-api-client"]], "Install the CDS API key": [[0, "install-the-cds-api-key"]], "Installation on your computer": [[12, "installation-on-your-computer"]], "Introduction": [[3, "introduction"], [4, "introduction"]], "Load and inspect data": [[8, "load-and-inspect-data"]], "Load and inspect the global data with xarray": [[15, "load-and-inspect-the-global-data-with-xarray"]], "Load and prepare CMIP6 data for all models and experiments": [[8, "load-and-prepare-cmip6-data-for-all-models-and-experiments"]], "Load and prepare CMIP6 data for one model and one experiment": [[8, "load-and-prepare-cmip6-data-for-one-model-and-one-experiment"]], "Load dataset": [[3, "load-dataset"]], "Load dataset, subselect and calculate temporal mean": [[2, "load-dataset-subselect-and-calculate-temporal-mean"]], "Load libraries": [[8, "load-libraries"], [9, "load-libraries"]], "Load packages": [[13, "load-packages"], [14, "load-packages"]], "Load seasonal forecast data for 2021 and change representation of forecast lead time": [[13, "load-seasonal-forecast-data-for-2021-and-change-representation-of-forecast-lead-time"]], "Map the number of days that the river discharge exceeded the 90th percentile of the 10-year period.": [[6, "map-the-number-of-days-that-the-river-discharge-exceeded-the-90th-percentile-of-the-10-year-period"]], "Mask the river discharge data": [[6, "mask-the-river-discharge-data"]], "Merge the two ERA5 experiments (1 and 5, expver = [1,5])": [[12, "merge-the-two-era5-experiments-1-and-5-expver-1-5"]], "Monthly climatology of TCWV": [[4, "monthly-climatology-of-tcwv"]], "Observing major flood events with GLOFAS": [[6, null]], "Outline": [[0, "outline"]], "Plot an Ensemble of CMIP6 Climate Projections": [[8, null]], "Plot data": [[2, "plot-data"], [2, "id1"], [4, "plot-data"], [4, "id1"], [10, "plot-data"]], "Plot of the relative anomaly in 2003 of SIS for Europe in relation to the temporal average of SIS": [[3, "plot-of-the-relative-anomaly-in-2003-of-sis-for-europe-in-relation-to-the-temporal-average-of-sis"]], "Plot of the temporal average of SIS": [[3, "plot-of-the-temporal-average-of-sis"]], "Plotting Timeseries of Weekly": [[15, "plotting-timeseries-of-weekly"]], "Plotting one timestep": [[12, "plotting-one-timestep"]], "Prerequisites and data acquisition": [[3, "prerequisites-and-data-acquisition"]], "Produce maps for each of the ESOTC Regions": [[15, "produce-maps-for-each-of-the-esotc-regions"]], "Read the downloaded data": [[13, "read-the-downloaded-data"]], "Reduce the upstream area to the domain of the data": [[6, "reduce-the-upstream-area-to-the-domain-of-the-data"]], "References": [[2, "references"]], "Repeat steps for hindcast data (to compare forecast and hindcast anomalies)": [[13, "repeat-steps-for-hindcast-data-to-compare-forecast-and-hindcast-anomalies"]], "Request data from the CDS programmatically with the CDS API": [[8, "request-data-from-the-cds-programmatically-with-the-cds-api"], [9, "request-data-from-the-cds-programmatically-with-the-cds-api"]], "Running on Colab or Kaggle": [[12, "running-on-colab-or-kaggle"]], "Search and download the data": [[6, "search-and-download-the-data"]], "Search for climate data to calculate wind chill index": [[1, "search-for-climate-data-to-calculate-wind-chill-index"]], "Search for data": [[2, "search-for-data"], [3, "search-for-data"], [4, "search-for-data"], [10, "search-for-data"], [11, "search-for-data"], [12, "search-for-data"]], "Search, download and view data": [[1, "search-download-and-view-data"], [4, "search-download-and-view-data"], [11, "search-download-and-view-data"]], "Seasonal Forecast Anomalies": [[13, null]], "Seasonal Forecast Verification": [[14, null]], "Seasonal analysis of Arctic near-surface air temperature": [[10, "seasonal-analysis-of-arctic-near-surface-air-temperature"]], "Set up CDS API credentials": [[2, "set-up-cds-api-credentials"], [3, "set-up-cds-api-credentials"], [4, "set-up-cds-api-credentials"], [5, "set-up-cds-api-credentials"]], "Setup your environment": [[6, "setup-your-environment"]], "Spatial aggregation": [[4, "spatial-aggregation"], [8, "spatial-aggregation"]], "Standard reference period and climate normals": [[10, "standard-reference-period-and-climate-normals"]], "Standard reference periods and climatologies": [[12, "standard-reference-periods-and-climatologies"]], "Submit the Download data form": [[0, "submit-the-download-data-form"]], "Temporal aggregation": [[8, "temporal-aggregation"]], "The evolution of the global ozone distribution during the course of the year 2021": [[5, "the-evolution-of-the-global-ozone-distribution-during-the-course-of-the-year-2021"]], "The evolution of the ozone hole above Antarctica": [[5, "the-evolution-of-the-ozone-hole-above-antarctica"]], "The merged total column product": [[5, "the-merged-total-column-product"]], "This is a new exercise. In this part of the tutorial we will be working with monthly sea surface temperature (SST) data.": [[12, "this-is-a-new-exercise-in-this-part-of-the-tutorial-we-will-be-working-with-monthly-sea-surface-temperature-sst-data"]], "Time averaged global climatological distribution of TCWV": [[4, "time-averaged-global-climatological-distribution-of-tcwv"]], "Time averaged seasonal climatological distribution of TCWV": [[4, "time-averaged-seasonal-climatological-distribution-of-tcwv"]], "Time series and trend analysis of the total column water vapour": [[4, "time-series-and-trend-analysis-of-the-total-column-water-vapour"]], "Time series diagram of ozone": [[5, "time-series-diagram-of-ozone"]], "Time series of the ozone hole over the years in the polar projection during October": [[5, "time-series-of-the-ozone-hole-over-the-years-in-the-polar-projection-during-october"]], "Trend analysis and seasonal cycle of TCWV": [[4, "trend-analysis-and-seasonal-cycle-of-tcwv"]], "Tutorial on Climatologies using Climate Data from C3S": [[10, null]], "Tutorial on July 2023 record-breaking global surface temperatures using climate data from C3S": [[12, null]], "Tutorials on Bias Correction": [[7, null]], "Tutorials on Climate Indices": [[7, null]], "Tutorials on Climate Projections": [[7, null]], "Tutorials on Observations": [[7, null]], "Tutorials on Reanalysis": [[7, null]], "Tutorials on Seasonal Forecasts": [[7, null]], "Tutorials using EFFIS and GloFAS data": [[7, null]], "Unpack and merge data": [[2, "unpack-and-merge-data"]], "Unzip the downloaded data files": [[8, "unzip-the-downloaded-data-files"], [9, "unzip-the-downloaded-data-files"]], "Use case 1: Climatology of the Outgoing Longwave Radiation (OLR)": [[2, "use-case-1-climatology-of-the-outgoing-longwave-radiation-olr"]], "Use case 1: The mean global Surface Incoming Shortwave (SIS) radiation distribution": [[3, "use-case-1-the-mean-global-surface-incoming-shortwave-sis-radiation-distribution"]], "Use case 2: Global time series of the OLR": [[2, "use-case-2-global-time-series-of-the-olr"]], "Use case 2: Relative Anomaly. 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2, "normal": 10, "north": 12, "notebook": 2, "number": [6, 15], "observ": [6, 7, 14], "octob": 5, "olr": 2, "one": [8, 10, 12], "oper": 14, "outgo": 2, "outlin": 0, "over": [5, 10, 13], "overview": 6, "ozon": 5, "packag": [13, 14], "part": 12, "percentil": 6, "period": [6, 9, 10, 12], "pip": [8, 9], "pivot": 13, "plot": [2, 3, 4, 8, 10, 12, 13, 14, 15], "polar": 5, "precipit": 13, "prepar": [2, 8], "prerequisit": [2, 3], "present": 0, "previou": 6, "probabilist": 14, "probabl": 14, "process": 1, "produc": 15, "product": [5, 14], "programmat": [0, 8, 9, 13], "project": [5, 7, 8, 9], "python": [5, 15], "quantil": 8, "radiat": [2, 3], "rank": 14, "rate": 13, "rcp4": 9, "read": [13, 14], "reanalysi": [1, 7, 11], "record": 12, "reduc": 6, "refer": [2, 9, 10, 12], "region": [13, 15], "rel": [3, 14], "relat": 3, "repeat": [1, 13], "represent": 13, "request": [0, 8, 9, 13, 14], "resourc": 0, "result": 1, "retriev": [0, 14], "river": 6, "roc": 14, "roll": [2, 13], "rp": 14, "run": [7, 12, 14], "saf": 3, "scenario": 9, "score": 14, "sea": 12, "search": [1, 2, 3, 4, 6, 10, 11, 12, 15], "season": [4, 7, 10, 13, 14], "select": 0, "septemb": 11, "seri": [2, 4, 5, 8, 10, 12], "servic": 7, "set": [0, 2, 3, 4, 5], "setup": 6, "shortwav": 3, "si": 3, "signal": 9, "spatial": [4, 8, 13], "specif": 10, "sst": 12, "standard": [10, 12], "state": 15, "step": 13, "store": [0, 5, 7], "studi": 6, "submit": 0, "subregion": 13, "subselect": 2, "subset": 13, "summer": 3, "surfac": [3, 10, 12], "tabl": 13, "target": 9, "tcwv": 4, "temperatur": [8, 10, 11, 12], "tempor": [2, 3, 8], "tercil": [13, 14], "thi": [12, 14], "through": 5, "time": [2, 4, 5, 8, 10, 12, 13], "timeseri": [2, 15], "timestep": 12, "titl": 14, "total": [4, 5, 13], "trend": [4, 12], "tutori": [0, 7, 10, 12, 14], "two": [12, 13], "under": 14, "unit": [10, 12], "unpack": 2, "unzip": [8, 9], "up": [2, 3, 4, 5], "upstream": 6, "us": [0, 2, 3, 4, 7, 10, 11, 12, 14], "v": 15, "vapour": 4, "variabl": 14, "verif": 14, "versu": 9, "via": [0, 8, 9], "view": [1, 4, 6, 8, 10, 11, 12], "visual": [8, 9, 13, 14], "visualis": [5, 10, 12, 13, 15], "want": 6, "water": 4, "we": [6, 12], "weather": 15, "web": 0, "weekli": 15, "weight": 2, "wind": 1, "work": 12, "xarrai": 15, "xr": 14, "year": [3, 5, 6, 13], "your": [1, 6, 10, 11, 12, 15], "zonal": 4}}) \ No newline at end of file +Search.setIndex({"alltitles": {"1. Introduction": [[2, "introduction"]], "1. Request data from the CDS programmatically with the CDS API": [[13, "request-data-from-the-cds-programmatically-with-the-cds-api"]], "1. Request data from the CDS using CDS API": [[14, "request-data-from-the-cds-using-cds-api"]], "1. Search and download the data": [[15, "search-and-download-the-data"]], "1. Search, download and view data": [[10, "search-download-and-view-data"], [12, "search-download-and-view-data"]], "1a. Retrieve hindcast data": [[14, "a-retrieve-hindcast-data"]], "1b. Retrieve observations data (ERA5)": [[14, "b-retrieve-observations-data-era5"]], "2. Calculate a surface temperature climatology: reference period 1991-2020": [[12, "calculate-a-surface-temperature-climatology-reference-period-1991-2020"]], "2. Calculate climate normals": [[10, "calculate-climate-normals"]], "2. Calculate seasonal hindcast climate mean": [[13, "calculate-seasonal-hindcast-climate-mean"]], "2. Compute deterministic and probabilistic products from the hindcast data": [[14, "compute-deterministic-and-probabilistic-products-from-the-hindcast-data"]], "2. Prerequisites and data preparations": [[2, "prerequisites-and-data-preparations"]], "2.1 How to access the notebook": [[2, "how-to-access-the-notebook"]], "2.2 Import libraries": [[2, "import-libraries"]], "2.3 Download data using CDS API": [[2, "download-data-using-cds-api"]], "2022 vs 1991-2020 as Climate": [[15, "vs-1991-2020-as-climate"]], "2: Calculate the ESoTC FWI metric": [[15, "calculate-the-esotc-fwi-metric"]], "2a. Anomalies": [[14, "a-anomalies"]], "2b. Probabilities for tercile categories": [[14, "b-probabilities-for-tercile-categories"]], "3. Anomaly calculation": [[10, "anomaly-calculation"]], "3. Compute deterministic and probabilistic scores": [[14, "compute-deterministic-and-probabilistic-scores"]], "3. Load monthly seasonal forecast data for 2021 and calculate seasonal forecast anomalies": [[13, "load-monthly-seasonal-forecast-data-for-2021-and-calculate-seasonal-forecast-anomalies"]], "3. Plot the data as maps": [[15, "plot-the-data-as-maps"]], "3. Use Cases": [[2, "use-cases"]], "3. Visualise surface temperature anomalies": [[12, "visualise-surface-temperature-anomalies"]], "3a. Read observations data into a xr.Dataset": [[14, "a-read-observations-data-into-a-xr-dataset"]], "3b. Compute deterministic scores": [[14, "b-compute-deterministic-scores"]], "3c. Compute probabilistic scores for tercile categories": [[14, "c-compute-probabilistic-scores-for-tercile-categories"]], "4. Calculate monthly climatology and anomalies": [[10, "calculate-monthly-climatology-and-anomalies"]], "4. View time series and analyse surface temperature trends": [[12, "view-time-series-and-analyse-surface-temperature-trends"]], "4. Visualize seasonal forecast anomalies for a geographical subregion": [[13, "visualize-seasonal-forecast-anomalies-for-a-geographical-subregion"]], "4. Visualize verification plots": [[14, "visualize-verification-plots"]], "4.1 Spatial map visualization": [[13, "spatial-map-visualization"]], "4.2 Plot of total precipitation anomalies for each seasonal forecast month": [[13, "plot-of-total-precipitation-anomalies-for-each-seasonal-forecast-month"]], "4a. Correlation": [[14, "a-correlation"]], "4b. Ranked Probability Score (RPS)": [[14, "b-ranked-probability-score-rps"]], "4c. Area under Relative Operating Characteristic (ROC) curve": [[14, "c-area-under-relative-operating-characteristic-roc-curve"]], "5. Calculate seasonal forecast 3-month anomalies": [[13, "calculate-seasonal-forecast-3-month-anomalies"]], "5. Time series analysis": [[10, "time-series-analysis"]], "5. View time series and analyse North Atlantic sea surface temperature trends": [[12, "view-time-series-and-analyse-north-atlantic-sea-surface-temperature-trends"]], "About": [[0, "about"], [1, "about"], [6, "about"], [8, "about"], [9, "about"], [10, "about"], [12, "about"], [13, "about"], [14, "about"]], "Access data interactively via the CDS web interface": [[0, "access-data-interactively-via-the-cds-web-interface"]], "Access data programmatically with the CDS API": [[0, "access-data-programmatically-with-the-cds-api"]], "Accessing the upstream area data": [[6, "accessing-the-upstream-area-data"]], "Aggregate over geographical lat/lon dimensions": [[10, "aggregate-over-geographical-lat-lon-dimensions"]], "Alternative: Set CDS API credentials manually": [[0, "alternative-set-cds-api-credentials-manually"]], "Analysis and visualisation of the data": [[5, "analysis-and-visualisation-of-the-data"]], "Analysis of Projected versus Historical Climatology with CORDEX Data": [[9, null]], "Analysis of September 2020 European Heatwave using ERA5 Climate Reanalysis Data from C3S": [[11, null]], "Appendix": [[4, "appendix"]], "Apply weights and calculate the rolling mean": [[2, "apply-weights-and-calculate-the-rolling-mean"]], "Atmosphere Monitoring Tutorials": [[7, null]], "Average over ensemble members and years to create hindcast climatology": [[13, "average-over-ensemble-members-and-years-to-create-hindcast-climatology"]], "Average over region": [[13, "average-over-region"]], "Calculate 2021 anomalies": [[13, "calculate-2021-anomalies"]], "Calculate anomalies": [[13, "calculate-anomalies"]], "Calculate monthly anomalies": [[10, "calculate-monthly-anomalies"]], "Calculate quantiles for model ensemble": [[8, "calculate-quantiles-for-model-ensemble"]], "Calculate temporal mean and convert longitude to [-180, 180] grid": [[2, "calculate-temporal-mean-and-convert-longitude-to-180-180-grid"]], "Calculate the anomaly in the number of days with Fire Weather Index > 50": [[15, "calculate-the-anomaly-in-the-number-of-days-with-fire-weather-index-50"]], "Calculate wind chill index": [[1, "calculate-wind-chill-index"]], "Calculation of global climatology and relative anomalies of Surface Radiation Budget from EUMETSAT\u2019s CM SAF CLARA-A3 dataset": [[3, null]], "Calculation of global distribution and timeseries of Outgoing Longwave Radiation (OLR) using NOAA/NCEI HIRS data": [[2, null]], "Calculation of hindcast anomaly terciles": [[13, "calculation-of-hindcast-anomaly-terciles"]], "Calculation of the temporal average of SIS": [[3, "calculation-of-the-temporal-average-of-sis"]], "Change representation of forecast lead time": [[13, "change-representation-of-forecast-lead-time"]], "Change temperature units from Kelvin to Celsius": [[10, "change-temperature-units-from-kelvin-to-celsius"], [12, "change-temperature-units-from-kelvin-to-celsius"]], "Climate Data Store (CDS)": [[7, null]], "Climate Data Store Tutorial": [[0, null]], "Climatology of the total column water vapour": [[4, "climatology-of-the-total-column-water-vapour"]], "Common variables": [[14, "common-variables"]], "Compare maximum temperatures with climatology": [[11, "compare-maximum-temperatures-with-climatology"]], "Compare the June 2022 river discharge to the previous 10 years": [[6, "compare-the-june-2022-river-discharge-to-the-previous-10-years"]], "Compute 3-month rolling averages": [[13, "compute-3-month-rolling-averages"]], "Compute CORDEX future climatology for target period 2071-2100 based on scenario RCP4.5": [[9, "compute-cordex-future-climatology-for-target-period-2071-2100-based-on-scenario-rcp4-5"]], "Compute CORDEX historical climatology for reference period 1971-2000": [[9, "compute-cordex-historical-climatology-for-reference-period-1971-2000"]], "Compute and visualize the climate change signal between the target (2071-2100) and reference (1971-2000) period": [[9, "compute-and-visualize-the-climate-change-signal-between-the-target-2071-2100-and-reference-1971-2000-period"]], "Conclusion": [[4, "conclusion"]], "Contents": [[7, "contents"]], "Conversion from Kelvin to Celsius": [[8, "conversion-from-kelvin-to-celsius"]], "Conversion of data into two dimensional pivot table": [[13, "conversion-of-data-into-two-dimensional-pivot-table"]], "Convert forecast lead time month into dates": [[13, "convert-forecast-lead-time-month-into-dates"]], "Convert from precipitation rates to accumulation": [[13, "convert-from-precipitation-rates-to-accumulation"]], "Convert longitude to [-180, 180] grid": [[10, "convert-longitude-to-180-180-grid"]], "Convert precipitation rate to accumulation in mm": [[13, "convert-precipitation-rate-to-accumulation-in-mm"]], "Copernicus Climate Change Service (C3S) Data Tutorials": [[7, null]], "Create a list of the extracted files": [[8, "create-a-list-of-the-extracted-files"]], "Create additional data dimensions (to later combine data from multiple models & experiments)": [[8, "create-additional-data-dimensions-to-later-combine-data-from-multiple-models-experiments"]], "Create plot titles base information": [[14, "create-plot-titles-base-information"]], "Data": [[8, "data"], [9, "data"]], "Data retrieval": [[0, "data-retrieval"]], "Data to be used": [[12, "data-to-be-used"]], "Dataset description": [[3, "dataset-description"], [4, "dataset-description"]], "Define a geographical subset": [[13, "define-a-geographical-subset"]], "Download Data Using CDS API": [[4, "download-data-using-cds-api"]], "Download data": [[1, "download-data"], [4, "download-data"], [6, "download-data"], [10, "download-data"], [11, "download-data"], [12, "download-data"]], "Download data using CDS API": [[3, "download-data-using-cds-api"]], "Downloading the GTO-ECV product": [[5, "downloading-the-gto-ecv-product"]], "Ensemble mean anomaly": [[13, "ensemble-mean-anomaly"]], "Enter your CDS API key": [[1, "enter-your-cds-api-key"], [10, "enter-your-cds-api-key"], [11, "enter-your-cds-api-key"], [12, "enter-your-cds-api-key"], [15, "enter-your-cds-api-key"]], "Enter your EWDS API key": [[6, "enter-your-ewds-api-key"]], "Example data request": [[0, "example-data-request"]], "Example: ERA5-Land hourly data from 1950 to present": [[0, "example-era5-land-hourly-data-from-1950-to-present"]], "Exercise: Repeat process with ERA5 data and compare results": [[1, "exercise-repeat-process-with-era5-data-and-compare-results"]], "Explore and view the data": [[6, "explore-and-view-the-data"]], "Exploring Total Column Water Vapour information in the COMBI dataset": [[4, null]], "Exploring an ozone product available through the Climate Data Store (CDS)": [[5, null]], "Extract data array from dataset": [[13, "extract-data-array-from-dataset"]], "Filter and select a dataset": [[0, "filter-and-select-a-dataset"]], "Find the fire danger indices historical data": [[15, "find-the-fire-danger-indices-historical-data"]], "Find the river discharge data we want": [[6, "find-the-river-discharge-data-we-want"]], "Further resources": [[0, "further-resources"]], "Get more information about Earth Radiation Budget:": [[2, "get-more-information-about-earth-radiation-budget"]], "Get more information about Surface Radiation Budget": [[3, "get-more-information-about-surface-radiation-budget"]], "Getting an overview of the study area": [[6, "getting-an-overview-of-the-study-area"]], "Global time series of TCWV": [[4, "global-time-series-of-tcwv"]], "How to run these tutorials": [[7, "how-to-run-these-tutorials"]], "How to run this tutorial": [[14, "how-to-run-this-tutorial"]], "Import libraries": [[1, "import-libraries"], [3, "import-libraries"], [4, "import-libraries"], [6, "import-libraries"], [10, "import-libraries"], [11, "import-libraries"], [12, "import-libraries"]], "Import the python modules": [[5, "import-the-python-modules"]], "Importing all the necessary python libraries": [[15, "importing-all-the-necessary-python-libraries"]], "Infrastructure introduction (installing API of the CDS)": [[12, "infrastructure-introduction-installing-api-of-the-cds"]], "Inspect Data": [[1, "inspect-data"], [11, "inspect-data"]], "Inspect data": [[4, "inspect-data"], [10, "inspect-data"], [12, "inspect-data"]], "Install CDS API": [[1, "install-cds-api"], [10, "install-cds-api"], [11, "install-cds-api"]], "Install CDS API via pip": [[8, "install-cds-api-via-pip"], [9, "install-cds-api-via-pip"]], "Install EWDS API": [[6, "install-ewds-api"]], "Install packages": [[13, "install-packages"]], "Install the CDS API client": [[0, "install-the-cds-api-client"]], "Install the CDS API key": [[0, "install-the-cds-api-key"]], "Installation on your computer": [[12, "installation-on-your-computer"]], "Introduction": [[3, "introduction"], [4, "introduction"]], "Load and inspect data": [[8, "load-and-inspect-data"]], "Load and inspect the global data with xarray": [[15, "load-and-inspect-the-global-data-with-xarray"]], "Load and prepare CMIP6 data for all models and experiments": [[8, "load-and-prepare-cmip6-data-for-all-models-and-experiments"]], "Load and prepare CMIP6 data for one model and one experiment": [[8, "load-and-prepare-cmip6-data-for-one-model-and-one-experiment"]], "Load dataset": [[3, "load-dataset"]], "Load dataset, subselect and calculate temporal mean": [[2, "load-dataset-subselect-and-calculate-temporal-mean"]], "Load libraries": [[8, "load-libraries"], [9, "load-libraries"]], "Load packages": [[13, "load-packages"], [14, "load-packages"]], "Load seasonal forecast data for 2021 and change representation of forecast lead time": [[13, "load-seasonal-forecast-data-for-2021-and-change-representation-of-forecast-lead-time"]], "Map the number of days that the river discharge exceeded the 90th percentile of the 10-year period.": [[6, "map-the-number-of-days-that-the-river-discharge-exceeded-the-90th-percentile-of-the-10-year-period"]], "Mask the river discharge data": [[6, "mask-the-river-discharge-data"]], "Merge the two ERA5 experiments (1 and 5, expver = [1,5])": [[12, "merge-the-two-era5-experiments-1-and-5-expver-1-5"]], "Monthly climatology of TCWV": [[4, "monthly-climatology-of-tcwv"]], "Observing major flood events with GLOFAS": [[6, null]], "Outline": [[0, "outline"]], "Plot an Ensemble of CMIP6 Climate Projections": [[8, null]], "Plot data": [[2, "plot-data"], [2, "id1"], [4, "plot-data"], [4, "id1"], [10, "plot-data"]], "Plot of the relative anomaly in 2003 of SIS for Europe in relation to the temporal average of SIS": [[3, "plot-of-the-relative-anomaly-in-2003-of-sis-for-europe-in-relation-to-the-temporal-average-of-sis"]], "Plot of the temporal average of SIS": [[3, "plot-of-the-temporal-average-of-sis"]], "Plotting Timeseries of Weekly": [[15, "plotting-timeseries-of-weekly"]], "Plotting one timestep": [[12, "plotting-one-timestep"]], "Prerequisites and data acquisition": [[3, "prerequisites-and-data-acquisition"]], "Produce maps for each of the ESOTC Regions": [[15, "produce-maps-for-each-of-the-esotc-regions"]], "Read the downloaded data": [[13, "read-the-downloaded-data"]], "Reduce the upstream area to the domain of the data": [[6, "reduce-the-upstream-area-to-the-domain-of-the-data"]], "References": [[2, "references"]], "Repeat steps for hindcast data (to compare forecast and hindcast anomalies)": [[13, "repeat-steps-for-hindcast-data-to-compare-forecast-and-hindcast-anomalies"]], "Request data from the CDS programmatically with the CDS API": [[8, "request-data-from-the-cds-programmatically-with-the-cds-api"], [9, "request-data-from-the-cds-programmatically-with-the-cds-api"]], "Running on Colab or Kaggle": [[12, "running-on-colab-or-kaggle"]], "Search and download the data": [[6, "search-and-download-the-data"]], "Search for climate data to calculate wind chill index": [[1, "search-for-climate-data-to-calculate-wind-chill-index"]], "Search for data": 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