+
+
+
+
+
+
+
+
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+
-
-
-
-
-
-
-
-
-
-
-
-
-
+
+
+
+
+
+
+
+
+
+
Glossary
+
+
+
+
+
+
Contents
-
-
-
-
-
-
-
- Glossary
- A glossary of climate data analysis: your guide to mastering the language, terms, and metrics
- essential for understanding and interpreting the dynamics of Earth’s climate.
-
-
-
-
-
- E
-
-
-
- evapotranspiration (PET)
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+
+
-
+
-
+
-
-
+
\ No newline at end of file
diff --git a/handbook/_build/html/genindex.html b/handbook/_build/html/genindex.html
index 6f4f085..fefc2ea 100644
--- a/handbook/_build/html/genindex.html
+++ b/handbook/_build/html/genindex.html
@@ -403,7 +403,7 @@
Index
diff --git a/handbook/_build/html/index.html b/handbook/_build/html/index.html
index e13f37a..cfce50f 100644
--- a/handbook/_build/html/index.html
+++ b/handbook/_build/html/index.html
@@ -419,7 +419,7 @@
Tales of Dry Lands: Chronicles of Drought
Tales of Dry Lands: Chronicles of Drought
-Welcome to our interactive journey into the world of climate data science! 🌡️💧
+
Welcome to our interactive journey into the world of drought data! 🌡️💧
We’re thrilled to have you embark on this adventure with us. Whether you’re a student, a curious newcomer or a passionate environmentalist, our mission is to make the complexities of drought data understandable and engaging for you.
Feel free to explore at your own pace: we only ask that you have a basic knowledge of Python, we’ll take care of the rest.
@@ -553,7 +553,7 @@
Tales of Dry Lands: Chronicles of Drought
diff --git a/handbook/_build/html/search.html b/handbook/_build/html/search.html
index a262a5d..a4d2722 100644
--- a/handbook/_build/html/search.html
+++ b/handbook/_build/html/search.html
@@ -415,7 +415,7 @@ Search
diff --git a/handbook/_build/html/searchindex.js b/handbook/_build/html/searchindex.js
index c4f03b8..debdde8 100644
--- a/handbook/_build/html/searchindex.js
+++ b/handbook/_build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"A": [[13, "a"]], "Analytical Methods to evaluate drought anomalies": [[10, "analytical-methods-to-evaluate-drought-anomalies"]], "Analyzing precipitation trends": [[11, "analyzing-precipitation-trends"]], "Appendix": [[14, null]], "B": [[13, "b"]], "C": [[13, "c"]], "Case study": [[10, "case-study"]], "Case study:": [[11, "case-study"]], "Climate data sources": [[1, "climate-data-sources"]], "Climate models": [[1, "climate-models"]], "Climate toolkit for beginners": [[14, null]], "Climate variables and indicators": [[3, "climate-variables-and-indicators"]], "Combining data:": [[11, "combining-data"]], "Comparison over time": [[9, "comparison-over-time"]], "Conceptual overview:": [[11, "conceptual-overview"]], "Conclusion": [[9, "conclusion"], [10, "conclusion"], [11, "conclusion"]], "Correlation with drought events:": [[11, "correlation-with-drought-events"]], "Credits": [[12, "credits"]], "D": [[13, "d"]], "Data loading and preprocessing": [[9, "data-loading-and-preprocessing"], [10, "data-loading-and-preprocessing"]], "Deep dive into specific regions": [[9, "deep-dive-into-specific-regions"]], "Distribution of drought conditions": [[9, "distribution-of-drought-conditions"]], "Drought indicators and indices": [[5, "drought-indicators-and-indices"]], "Drought over time": [[9, "drought-over-time"]], "Droughts and their impacts": [[4, "droughts-and-their-impacts"]], "Droughts focus": [[14, null]], "E": [[13, "e"]], "ECMWF ERA5 dataset": [[13, "ecmwf-era5-dataset"]], "Exploring temperature influences": [[11, "exploring-temperature-influences"]], "F": [[13, "f"]], "First exploration": [[14, null]], "G": [[13, "g"]], "Get the data": [[14, null]], "Glossary": [[13, "glossary"], [14, null]], "H": [[13, "h"]], "Historic droughts timeline": [[6, "historic-droughts-timeline"]], "I": [[13, "i"]], "Impact assessment:": [[11, "impact-assessment"]], "Indicators of interest": [[9, "indicators-of-interest"], [10, "indicators-of-interest"], [11, "indicators-of-interest"]], "Integrated Analysis": [[11, "integrated-analysis"]], "Interactive component": [[10, "interactive-component"]], "J": [[13, "j"]], "K": [[13, "k"]], "L": [[13, "l"]], "License": [[12, "license"]], "M": [[13, "m"]], "Mapping drought globally": [[9, "mapping-drought-globally"]], "Meridians and longitude": [[0, "meridians-and-longitude"]], "Monthly and seasonal drought patterns": [[9, "monthly-and-seasonal-drought-patterns"]], "N": [[13, "n"]], "O": [[13, "o"]], "Observations": [[1, "observations"]], "P": [[13, "p"]], "Parallels and latitude": [[0, "parallels-and-latitude"]], "Preview of what\u2019s coming in Notebook 2": [[9, "preview-of-whats-coming-in-notebook-2"]], "Preview of what\u2019s coming in Notebook 3": [[10, "preview-of-whats-coming-in-notebook-3"]], "Purpose of the notebook": [[9, "purpose-of-the-notebook"], [10, "purpose-of-the-notebook"], [11, "purpose-of-the-notebook"]], "Q": [[13, "q"]], "Quantum of drought: evaluating drought anomalies": [[10, "quantum-of-drought-evaluating-drought-anomalies"]], "R": [[13, "r"]], "Reanalyses": [[1, "reanalyses"]], "Recap of Notebook 1": [[10, "recap-of-notebook-1"]], "Recap of Notebook 1 and 2": [[11, "recap-of-notebook-1-and-2"]], "S": [[13, "s"]], "SPEI index": [[5, "spei-index"]], "SPI index": [[5, "spi-index"]], "Second exploration": [[14, null]], "Selecting a year to explore": [[9, "selecting-a-year-to-explore"]], "Setting up the environment": [[8, "setting-up-the-environment"], [14, null]], "Solving the puzzle: determine drivers of the drought": [[11, "solving-the-puzzle-determine-drivers-of-the-drought"]], "Statistical methods:": [[10, "statistical-methods"]], "T": [[13, "t"]], "TODO: add information about drought data.": [[1, "todo-add-information-about-drought-data"]], "Tales of Dry Lands: Chronicles of Drought": [[14, "tales-of-dry-lands-chronicles-of-drought"]], "Technical Implementation:": [[9, "id5"]], "Technical implementation": [[9, "technical-implementation"], [9, "id2"]], "Technical implementation:": [[9, "id1"], [9, "id3"], [9, "id4"]], "Temperature trends:": [[11, "temperature-trends"]], "The 4 drought stages": [[4, "the-4-drought-stages"]], "The Climate Data Store or any other data source": [[7, "the-climate-data-store-or-any-other-data-source"]], "The Earth\u2019s coordinate system": [[0, "the-earth-s-coordinate-system"]], "The model grid": [[1, "the-model-grid"]], "The netCDF files": [[2, "the-netcdf-files"]], "The time machine: identify drought events": [[9, "the-time-machine-identify-drought-events"]], "Third exploration": [[14, null]], "Trend analysis:": [[11, "trend-analysis"]], "U": [[13, "u"]], "Understanding drought severity and anomalies": [[10, "understanding-drought-severity-and-anomalies"]], "Visual methods:": [[10, "visual-methods"]], "W": [[13, "w"]], "What is climate?": [[3, "what-is-climate"]], "X": [[13, "x"]], "Y": [[13, "y"]], "Z": [[13, "z"]], "evapotranspiration (PET)": [[13, "evapotranspiration-pet"]], "mean": [[13, "mean"]], "standard deviation": [[13, "standard-deviation"]]}, "docnames": ["chapters/01-climate-toolkit-for-beginners/coordinate-system", "chapters/01-climate-toolkit-for-beginners/data-sources", "chapters/01-climate-toolkit-for-beginners/netCDF-file", "chapters/01-climate-toolkit-for-beginners/what-is-climate", "chapters/02-drought-focus/index", "chapters/02-drought-focus/indices", "chapters/02-drought-focus/timeline", "chapters/03-get-data/index", "chapters/04-set-up-env/index", "chapters/05-notebook-time-machine/index", "chapters/06-notebook-quantum-of-drought/index", "chapters/07-notebook-solving-puzzle/index", "chapters/credits-license", "chapters/glossary/index", "index"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9}, "filenames": ["chapters/01-climate-toolkit-for-beginners/coordinate-system.md", "chapters/01-climate-toolkit-for-beginners/data-sources.md", "chapters/01-climate-toolkit-for-beginners/netCDF-file.md", "chapters/01-climate-toolkit-for-beginners/what-is-climate.md", "chapters/02-drought-focus/index.md", "chapters/02-drought-focus/indices.md", "chapters/02-drought-focus/timeline.md", "chapters/03-get-data/index.md", "chapters/04-set-up-env/index.md", "chapters/05-notebook-time-machine/index.md", "chapters/06-notebook-quantum-of-drought/index.md", "chapters/07-notebook-solving-puzzle/index.md", "chapters/credits-license.md", "chapters/glossary/index.md", "index.md"], "indexentries": {}, "objects": {}, "objnames": {}, "objtypes": {}, "terms": {"": [1, 3, 4, 5, 14], "0": [0, 5, 12], "1": 5, "1099": 6, "12": 5, "180": 0, "1879": 6, "1900": 6, "1903": 6, "1910": 6, "1920": 6, "1921": 6, "1928": 6, "1934": 6, "1940": [1, 6, 7, 9, 10], "1942": 6, "1965": 6, "1968": 6, "1970": 4, "1977": 6, "1983": 6, "1985": 6, "1988": 6, "1989": 6, "1990": 6, "1991": 6, "1997": 6, "1999": 6, "2": [5, 12], "2001": 6, "2009": 6, "2010": [5, 6], "2011": 6, "2012": [4, 6], "2013": 6, "2015": 6, "2016": 6, "2017": 6, "2018": 6, "2019": 6, "2020": 6, "2021": 6, "2022": 6, "2023": 6, "2024": 14, "3": 5, "30": 3, "5": 5, "55": 3, "6": 5, "9": 5, "90": 0, "A": [5, 9], "By": 0, "For": [2, 3, 5], "If": [1, 3, 5, 14], "In": [0, 3, 4, 5, 9, 10], "It": [1, 5], "One": 2, "Or": [1, 14], "TO": 12, "The": [3, 5, 6, 10, 12, 14], "There": 5, "These": [0, 1, 4, 5], "To": [2, 3], "With": [1, 4], "abil": 7, "abl": 10, "aboard": 14, "about": [2, 3, 4, 5, 9, 14], "accept": 0, "access": [9, 10], "account": [1, 5], "across": [4, 9, 10], "adaman": 4, "add": [6, 14], "addit": [3, 9], "address": [3, 4], "advanc": 1, "adventur": 14, "affect": [5, 9], "africa": 6, "against": [4, 10, 11], "agricultur": [4, 9], "align": [9, 10], "all": [3, 14], "allow": [0, 3, 5, 9, 10], "alreadi": [1, 14], "also": [0, 1, 3, 5, 14], "alter": 4, "america": 6, "amount": 5, "amplifi": 4, "an": [0, 1, 3, 5, 9, 10], "analys": 0, "analysi": [3, 5, 9, 10, 13, 14], "analyz": [2, 9, 10], "angl": 0, "ani": [0, 9, 10, 11], "anomali": [3, 9, 11], "anoth": [5, 9], "apach": 12, "approach": 4, "ar": [0, 1, 2, 3, 4, 5, 10, 11, 12, 14], "area": [0, 4, 5, 9], "around": [0, 9], "arrai": [9, 10], "ascertain": 10, "asia": 6, "ask": 14, "aspect": [1, 14], "assess": [1, 9, 10], "associ": 0, "atla": 4, "atmospher": [0, 1, 3], "attribut": 2, "audienc": 9, "australia": 6, "avail": 1, "averag": [1, 3, 5, 10], "base": 2, "basemap": 8, "basic": [1, 14], "becaus": 5, "begin": 10, "behavior": 3, "being": [1, 3], "between": [3, 9, 11], "beyond": 4, "binari": 2, "biodivers": 4, "blue": 9, "bodi": 6, "both": [0, 1, 5, 11], "box": 10, "brazil": 6, "break": 5, "brief": 11, "broad": 2, "build": 4, "calcul": [5, 9, 10], "call": 0, "can": [0, 1, 2, 3, 4, 5, 9, 10, 11], "capabl": 1, "captur": 3, "care": 14, "cartopi": 8, "categori": [1, 9], "caus": 11, "cd": 7, "cell": 1, "center": 1, "centr": 14, "central": 6, "centuri": 3, "cf": 2, "challang": 14, "challeng": [4, 14], "chang": [3, 4, 9, 11], "chapter": [0, 14], "chart": 9, "check": 6, "china": 6, "choic": [1, 3], "choos": 9, "chosen": 10, "clarifi": 10, "clear": 9, "climat": [0, 2, 4, 5, 10, 11, 13], "climatolog": 3, "climatologist": 3, "closer": 9, "code": [9, 14], "coincid": 11, "colleagu": 5, "color": 9, "combin": 1, "command": 8, "commonli": 9, "commun": 4, "compar": [5, 9], "complex": [0, 1, 5, 14], "compon": [1, 3], "composit": 5, "comprehend": 1, "comprehens": 0, "compris": 1, "compromis": 4, "comput": [1, 5], "concentr": [9, 10], "concept": 3, "condit": [0, 1, 3, 5, 10, 11], "conduct": 0, "confid": 14, "conflict": 4, "consequ": 2, "consid": [0, 1, 3, 5, 11], "constant": 0, "constantli": 3, "constitut": 11, "content": 12, "context": 11, "contin": 0, "continu": 1, "contrast": 3, "contribut": [10, 11], "control": 9, "convent": [0, 2], "coordin": [1, 14], "copernicu": [1, 3, 14], "correspond": 5, "could": [9, 10, 11], "cours": [1, 3], "cover": [9, 10, 11], "coverag": 9, "creat": [1, 9, 10], "credit": 14, "critic": [5, 14], "crop": 5, "crucial": [0, 5, 9], "csv": 2, "curiou": [9, 14], "current": [5, 10], "custom": 10, "cycl": 9, "d": 5, "dai": 3, "data": [0, 2, 3, 5, 12, 13], "dataset": [5, 7, 9, 10, 11], "de": 1, "deal": [0, 1], "decad": [1, 3], "decreas": 0, "deeper": 5, "deficit": [5, 11], "defin": [0, 1, 10, 11], "definit": 1, "degrad": 4, "degre": [0, 1, 9], "delv": 14, "depend": [1, 3], "describ": [3, 5, 9, 10], "descript": 11, "design": [1, 5, 9], "detail": [1, 3, 5, 9], "determin": [0, 1, 5, 10], "develop": [5, 9], "deviat": [3, 5, 10, 11], "differ": [1, 3, 5, 9, 10], "dimens": [1, 9, 10], "dimension": 7, "direct": 1, "directli": [1, 2], "disast": 4, "discoveri": 3, "discuss": [10, 11], "dispar": 4, "displai": 9, "disrupt": 4, "distinct": 1, "distinctli": 3, "distribut": [4, 10], "dive": 14, "divid": 1, "do": [0, 1, 12, 14], "don": 1, "down": [0, 5], "download": [5, 7], "draw": 0, "drier": 5, "driven": 11, "driver": 5, "dropdown": 9, "drought": 3, "dry": 5, "due": [2, 7], "durat": 5, "dure": [5, 9], "dynam": [9, 13], "e": [9, 11], "each": [0, 1], "earth": [1, 3, 13, 14], "earthkit": 8, "easier": 5, "east": [0, 6], "eastern": 6, "eastward": 0, "ecmwf": [1, 2, 3, 5, 14], "ecolog": 9, "econom": 4, "ecosystem": 4, "ecv": 3, "effect": [1, 11], "effici": 7, "either": 9, "el": [9, 11], "elearn": 3, "element": 9, "embark": 14, "enabl": 9, "encompass": 4, "encount": 1, "engag": [4, 14], "environment": 4, "environmentalist": 14, "equat": 0, "equidist": 0, "era5": [1, 5], "error": [9, 10], "especi": 5, "essenti": [3, 13], "establish": 0, "ethiopia": 6, "europ": 6, "european": 14, "evalu": [3, 5, 11], "evapotranspir": [5, 11], "even": [0, 1, 3], "event": [1, 4, 5, 6, 10], "everi": 1, "everyon": 5, "evolut": 3, "evolv": 1, "exacerb": [4, 11], "examin": [1, 5, 11], "exampl": [3, 5], "expect": 1, "experienc": [4, 9], "explain": [7, 8, 9, 10, 11], "explor": [0, 10], "extend": [1, 4], "extens": 2, "extrem": [1, 4, 5, 9, 11], "facet": 1, "facto": 1, "factor": [3, 11], "familiar": 0, "far": 4, "farm": 5, "fascin": 14, "featur": [9, 10], "feder": 6, "feel": 14, "file": [7, 14], "filter": 0, "find": [3, 5, 9, 10], "fire": 3, "first": 10, "fluctuat": 5, "focu": 5, "focus": [3, 9, 10, 11], "folium": 8, "follow": 1, "food": 4, "forecast": [1, 14], "form": 6, "format": [2, 7, 9, 10], "forward": 1, "fourth": 1, "free": [3, 14], "frequenc": [1, 9, 10], "frequent": [1, 4, 7], "from": [0, 1, 3, 4, 5, 7, 9, 10, 11], "further": [0, 9], "furthermor": 4, "futur": 4, "g": [9, 11], "gain": 0, "gase": 3, "gather": 3, "gco": 3, "gener": [5, 9, 10, 14], "geograph": [0, 2], "geophys": 1, "get": [9, 10], "giphi": 14, "glanc": 9, "global": [1, 3, 5, 10, 11], "globe": 4, "go": 5, "gradient": 9, "graphic": 10, "greenhous": 3, "greenwich": 0, "ground": 1, "groundwat": 5, "group": 3, "grown": 1, "guid": [2, 5, 8, 10, 13], "guidelin": 2, "ha": [0, 1, 3, 4, 5], "habitat": 4, "had": 9, "hand": 1, "handbook": 5, "handl": [7, 9, 10], "harm": 5, "have": [0, 1, 3, 9, 14], "heatmap": 9, "height": 1, "help": [5, 9, 10, 11], "here": [5, 9], "high": 11, "highli": 1, "highlight": [9, 10, 11], "histogram": [9, 10], "histor": [1, 5, 10, 11, 14], "hold": 3, "holist": 4, "hope": 14, "horizont": 0, "hour": 3, "how": [0, 1, 2, 5, 7, 9, 10, 11], "howev": [0, 1], "hub": 1, "human": [2, 9], "humanitarian": 4, "hybrid": 5, "hydrolog": 11, "i": [0, 1, 2, 5, 6, 7, 9, 10, 11, 14], "identifi": [3, 10, 11], "illustr": 9, "imagin": 0, "impact": [5, 9, 14], "implement": 10, "implic": 4, "import": [9, 10], "imposs": 1, "impract": 2, "includ": [1, 2, 5, 10, 11], "increas": [0, 1, 2, 9], "india": 6, "indic": 14, "indirect": 1, "induc": 4, "industri": 4, "infer": 1, "influenc": [1, 9, 10], "inform": [5, 9, 10, 11, 14], "infrastructur": 4, "initi": 9, "insid": 3, "insight": 11, "inspect": [9, 10], "inspir": 14, "instabl": 4, "instal": 8, "instanc": [5, 9], "instead": 2, "instruct": [8, 9, 10], "integr": 9, "intens": [5, 9, 10], "interact": [9, 11, 14], "interchang": 3, "interest": [0, 1, 3, 5], "intern": 3, "interplai": 11, "interpret": 13, "interv": 0, "introduc": 7, "introduct": [3, 8], "investig": 1, "involv": [9, 10], "ipywidget": [8, 9], "irregular": 10, "island": 6, "isol": 0, "issu": 1, "its": [1, 7], "journei": 14, "just": 14, "kei": [3, 9, 10, 11], "kilomet": 1, "kingdom": 0, "know": 3, "knowledg": 14, "known": [0, 3], "lack": 11, "land": [3, 5], "languag": 13, "last": 5, "latest": 1, "latitud": 1, "lead": 4, "learn": [1, 2, 3, 4, 5], "least": 3, "less": 5, "let": [0, 5], "level": [5, 9], "li": 3, "librari": [2, 8, 9, 10], "licens": 14, "like": [2, 5, 9, 10, 11], "limit": [9, 10, 11], "line": [0, 9], "list": [6, 8], "ll": [10, 14], "local": 9, "locat": [0, 1, 5, 9], "long": [3, 5, 10, 11], "longer": [3, 5], "longitud": 1, "look": [3, 9], "loss": 4, "low": 11, "machin": 14, "magnitud": 5, "maintain": 3, "major": 1, "make": [5, 14], "manag": [2, 4], "map": [0, 11], "master": 13, "mathemat": 1, "matrix": 9, "mean": [1, 3, 5], "measur": [0, 1, 3, 4, 5, 9, 10], "median": 10, "medium": 14, "mention": 7, "menu": 9, "mere": 4, "metadata": [2, 9, 10], "meteorolog": [1, 4, 5, 11], "method": [0, 5, 11], "metric": [10, 13], "mexico": 6, "might": [5, 9], "mild": 9, "mildli": 5, "millennium": 6, "miss": [9, 10], "mission": 14, "mitig": [4, 11], "model": 11, "moder": [5, 9], "moistur": 5, "monitor": [3, 5], "month": [5, 7, 9], "more": [0, 1, 2, 3, 4, 5, 9, 11], "mortal": 4, "most": [4, 9], "much": [3, 5], "multi": 7, "multidimension": [9, 10], "multifacet": 4, "multipl": 5, "multiscalar": 5, "must": [0, 1], "myriad": 4, "name": 1, "narrat": 11, "nation": 6, "natur": 4, "nc": [2, 7], "necessari": [9, 10], "necessit": 4, "need": [2, 8, 14], "neg": 5, "netcdf": [7, 9, 10, 14], "new": 14, "newcom": 14, "next": 0, "ni\u00f1o": [9, 11], "norm": 11, "normal": [5, 9, 10], "north": [0, 6], "northward": 0, "notabl": 9, "note": [9, 10], "now": 0, "numpi": 8, "object": [9, 10, 11], "observ": 3, "observatori": 0, "obtain": 1, "occur": 9, "ocean": 3, "offer": [1, 9], "often": [2, 3, 5], "onc": [3, 9], "one": [1, 4], "onli": [0, 1, 3, 14], "onset": 11, "onto": 9, "oper": 1, "option": 9, "organ": [1, 4, 5, 7, 9], "orign": 5, "other": [1, 9], "our": [0, 1, 3, 5, 9, 10, 14], "outlier": 10, "over": [1, 3, 5, 11], "overlai": 9, "overlaid": 9, "own": 14, "pace": 14, "page": 3, "panda": 8, "panel": 3, "paper": 5, "paramet": 5, "part": [9, 14], "particular": [1, 3, 9], "particularli": [4, 9], "pass": 0, "passion": 14, "past": 6, "pattern": [4, 5, 10], "peopl": 5, "percentil": 10, "perform": 9, "period": [1, 2, 3, 5, 9, 10, 11], "person": 9, "pervas": 4, "pet": 5, "phenomena": [4, 10, 11], "phenomenon": 5, "photo": 4, "pictur": 3, "pinpoint": 0, "place": 1, "plan": 5, "plane": 0, "planet": [0, 1], "plot": [9, 10, 11], "plotli": 8, "point": 1, "pole": 0, "posit": [0, 5], "possibl": 1, "possibli": 9, "potenti": [5, 11], "power": 1, "precipit": [3, 4, 5], "predict": 1, "prepar": 9, "present": [7, 9, 10], "pressur": 1, "preval": 2, "previou": 11, "primari": [5, 11], "primarili": [9, 10], "prime": 0, "proactiv": 4, "process": [9, 10], "produc": 1, "product": 4, "profound": 4, "project": 14, "prone": 9, "provid": [8, 9, 14], "purpos": 3, "puzzl": 14, "python": [8, 9, 10, 14], "qualiti": [1, 9, 10, 11], "quantifi": [5, 10], "quantit": 9, "quantiti": 1, "quantum": 14, "question": 3, "quick": 11, "radar": 1, "rain": 5, "rainfal": 5, "rang": [3, 5, 10, 14], "rank": 10, "rapidli": 2, "rate": 11, "re": [3, 5, 14], "read": [2, 5], "readabl": 2, "reanalysi": 1, "reced": 9, "recent": 1, "recogn": [3, 9], "recommend": 14, "red": 9, "refer": [0, 2, 3], "region": [0, 2, 3, 4, 10], "regress": 11, "regular": 0, "regularli": 1, "rel": [0, 10], "relat": [0, 1], "relationship": 11, "relev": 0, "rememb": 0, "remot": 1, "repercuss": 4, "report": 6, "repres": [1, 4, 5, 9], "represent": [0, 1, 9, 10], "requir": [0, 2], "research": 3, "reservoir": 5, "resili": 4, "resolut": 1, "resourc": [1, 9], "respond": 5, "rest": 14, "right": 14, "risk": 4, "robust": 3, "role": 11, "royal": 0, "run": [0, 14], "sahel": 6, "same": [5, 11], "sanit": 4, "satellit": 1, "scale": [3, 9], "scarciti": 4, "scatter": 11, "scienc": [1, 14], "scientist": 3, "score": [5, 9], "season": 3, "second": [1, 9], "section": [9, 10], "secur": 4, "see": 11, "seen": 1, "segment": 9, "select": [1, 10, 11], "sensit": 5, "seri": [1, 9, 10], "serrano": 5, "serv": 2, "set": 0, "sever": [3, 4, 5, 9, 11], "shift": [1, 9], "short": [3, 5], "shortag": 4, "show": [3, 5, 9, 10], "side": 9, "sign": 3, "signific": [9, 10, 11], "significantli": 10, "simpler": 5, "sinc": [1, 2], "singl": [1, 5], "situ": 1, "situat": 5, "size": 2, "slider": 9, "snowpack": 5, "so": [0, 1, 14], "socio": 4, "softwar": 2, "soil": 5, "solv": 14, "sometim": [0, 3], "sourc": [9, 10, 14], "south": [0, 6], "southern": 6, "southward": 0, "space": 1, "span": [3, 5, 7], "spatial": 1, "specif": [0, 1, 2, 3, 5, 10, 11], "specifi": 0, "spei": [9, 10, 11], "sphere": 0, "spi": [9, 10, 11], "stabl": 3, "standard": [3, 5, 10], "start": [5, 14], "state": [1, 5], "station": 1, "statist": [3, 9, 11], "step": [9, 10], "store": [2, 14], "stori": 11, "strain": 4, "strategi": 4, "streamflow": 5, "stretch": 0, "structur": [9, 10], "student": 14, "studi": 14, "subsequ": 9, "sudan": 6, "summar": [9, 10, 11], "summari": 11, "suppli": 5, "surfac": [0, 1, 5], "sustain": 4, "system": [1, 3, 9, 14], "t": 1, "tabular": 2, "take": [5, 14], "taken": 6, "team": 14, "techniqu": 11, "technologi": 1, "temperatur": [3, 5], "tempor": 1, "term": [3, 5, 10, 11, 13], "text": 2, "than": 5, "thei": [1, 3, 5, 9, 10], "them": [2, 3], "therefor": 0, "thi": [0, 3, 5, 7, 9, 10, 11, 12, 14], "third": 1, "those": 9, "threaten": 4, "three": 1, "thrill": 14, "through": [0, 1, 9, 10], "time": [1, 5, 10, 14], "timelin": 14, "timescal": 5, "titl": 14, "todai": 4, "todo": 14, "tool": [5, 10], "topic": [3, 14], "transform": 6, "trend": [3, 5, 9, 10], "tuvalu": 6, "two": [5, 9], "type": 9, "typic": [2, 3, 5, 9], "u": [0, 3, 5, 6, 14], "under": 12, "understand": [0, 3, 5, 9, 13, 14], "understood": 0, "unit": [0, 6], "univers": 0, "unsplash": 4, "up": [0, 3], "updat": 3, "upon": 9, "urban": 4, "us": [0, 1, 2, 3, 5, 7, 9, 10, 11, 12], "usda": 1, "user": [5, 9, 10], "usual": 5, "util": [1, 9], "valu": [0, 1, 5, 9, 10], "valuabl": 2, "vari": [1, 5, 9], "variabl": [1, 5, 9, 10, 11], "variou": [1, 5, 10], "ve": 0, "versu": 9, "vertic": 0, "vicent": 5, "view": 5, "visit": [1, 3], "visual": [0, 9, 11], "vulner": 4, "wa": 11, "wai": 0, "walkthrough": [9, 10], "want": 0, "warm": 5, "watch": 1, "water": [4, 5, 9], "we": [0, 1, 3, 5, 9, 10, 14], "weather": [3, 4, 5, 14], "webpag": 1, "websit": [3, 12], "welcom": 14, "well": 1, "were": [9, 11], "west": 0, "westward": 0, "wet": [5, 9], "wetter": 5, "what": [1, 2, 5, 7, 11, 14], "when": [0, 1, 5], "where": 9, "whether": [3, 11, 14], "which": [0, 1, 2, 5, 9, 10, 11, 14], "while": [5, 9], "why": 7, "wide": 5, "widespread": 9, "window": 5, "within": [1, 2, 9], "wmo": [1, 4, 5], "work": [1, 5], "world": [1, 4, 5, 9, 14], "worldwid": 4, "xarrai": [8, 9, 10], "xxx": 14, "xxxxx": 12, "year": [3, 7, 10], "yoda": 4, "you": [1, 3, 4, 5, 14], "your": [13, 14]}, "titles": ["The Earth\u2019s coordinate system", "Climate data sources", "The netCDF files", "What is climate?", "Droughts and their impacts", "Drought indicators and indices", "Historic droughts timeline", "The Climate Data Store or any other data source", "Setting up the environment", "The time machine: identify drought events", "Quantum of drought: evaluating drought anomalies", "Solving the puzzle: determine drivers of the drought", "Credits", "Glossary", "Tales of Dry Lands: Chronicles of Drought"], "titleterms": {"": [0, 9, 10, 13], "1": [10, 11], "2": [9, 11], "3": 10, "4": 4, "A": 13, "The": [0, 1, 2, 4, 7, 9], "about": 1, "add": 1, "analysi": 11, "analyt": 10, "analyz": 11, "ani": 7, "anomali": 10, "appendix": 14, "assess": 11, "b": 13, "beginn": 14, "c": 13, "case": [10, 11], "chronicl": 14, "climat": [1, 3, 7, 14], "combin": 11, "come": [9, 10], "comparison": 9, "compon": 10, "conceptu": 11, "conclus": [9, 10, 11], "condit": 9, "coordin": 0, "correl": 11, "credit": 12, "d": 13, "data": [1, 7, 9, 10, 11, 14], "dataset": 13, "deep": 9, "determin": 11, "deviat": 13, "distribut": 9, "dive": 9, "driver": 11, "drought": [1, 4, 5, 6, 9, 10, 11, 14], "dry": 14, "e": 13, "earth": 0, "ecmwf": 13, "environ": [8, 14], "era5": 13, "evalu": 10, "evapotranspir": 13, "event": [9, 11], "explor": [9, 11, 14], "f": 13, "file": 2, "first": 14, "focu": 14, "g": 13, "get": 14, "global": 9, "glossari": [13, 14], "grid": 1, "h": 13, "histor": 6, "i": [3, 13], "identifi": 9, "impact": [4, 11], "implement": 9, "index": 5, "indic": [3, 5, 9, 10, 11], "influenc": 11, "inform": 1, "integr": 11, "interact": 10, "interest": [9, 10, 11], "j": 13, "k": 13, "l": 13, "land": 14, "latitud": 0, "licens": 12, "load": [9, 10], "longitud": 0, "m": 13, "machin": 9, "map": 9, "mean": 13, "meridian": 0, "method": 10, "model": 1, "monthli": 9, "n": 13, "netcdf": 2, "notebook": [9, 10, 11], "o": 13, "observ": 1, "other": 7, "over": 9, "overview": 11, "p": 13, "parallel": 0, "pattern": 9, "pet": 13, "precipit": 11, "preprocess": [9, 10], "preview": [9, 10], "purpos": [9, 10, 11], "puzzl": 11, "q": 13, "quantum": 10, "r": 13, "reanalys": 1, "recap": [10, 11], "region": 9, "season": 9, "second": 14, "select": 9, "set": [8, 14], "sever": 10, "solv": 11, "sourc": [1, 7], "specif": 9, "spei": 5, "spi": 5, "stage": 4, "standard": 13, "statist": 10, "store": 7, "studi": [10, 11], "system": 0, "t": 13, "tale": 14, "technic": 9, "temperatur": 11, "third": 14, "time": 9, "timelin": 6, "todo": 1, "toolkit": 14, "trend": 11, "u": 13, "understand": 10, "up": [8, 14], "variabl": 3, "visual": 10, "w": 13, "what": [3, 9, 10], "x": 13, "y": 13, "year": 9, "z": 13}})
\ No newline at end of file
+Search.setIndex({"alltitles": {"A": [[13, "a"]], "Analytical Methods to evaluate drought anomalies": [[10, "analytical-methods-to-evaluate-drought-anomalies"]], "Analyzing precipitation trends": [[11, "analyzing-precipitation-trends"]], "Appendix": [[14, null]], "B": [[13, "b"]], "C": [[13, "c"]], "Case study": [[10, "case-study"]], "Case study:": [[11, "case-study"]], "Climate data sources": [[1, "climate-data-sources"]], "Climate models": [[1, "climate-models"]], "Climate toolkit for beginners": [[14, null]], "Climate variables and indicators": [[3, "climate-variables-and-indicators"]], "Combining data:": [[11, "combining-data"]], "Comparison over time": [[9, "comparison-over-time"]], "Conceptual overview:": [[11, "conceptual-overview"]], "Conclusion": [[9, "conclusion"], [10, "conclusion"], [11, "conclusion"]], "Correlation with drought events:": [[11, "correlation-with-drought-events"]], "Credits": [[12, "credits"]], "D": [[13, "d"]], "Data loading and preprocessing": [[9, "data-loading-and-preprocessing"], [10, "data-loading-and-preprocessing"]], "Deep dive into specific regions": [[9, "deep-dive-into-specific-regions"]], "Distribution of drought conditions": [[9, "distribution-of-drought-conditions"]], "Drought indicators and indices": [[5, "drought-indicators-and-indices"]], "Drought over time": [[9, "drought-over-time"]], "Droughts and their impacts": [[4, "droughts-and-their-impacts"]], "Droughts focus": [[14, null]], "E": [[13, "e"]], "ECMWF ERA5 dataset": [[13, "ecmwf-era5-dataset"]], "Exploring temperature influences": [[11, "exploring-temperature-influences"]], "F": [[13, "f"]], "First exploration": [[14, null]], "G": [[13, "g"]], "Get the data": [[14, null]], "Glossary": [[13, "glossary"], [14, null]], "H": [[13, "h"]], "Historic droughts timeline": [[6, "historic-droughts-timeline"]], "I": [[13, "i"]], "Impact assessment:": [[11, "impact-assessment"]], "Indicators of interest": [[9, "indicators-of-interest"], [10, "indicators-of-interest"], [11, "indicators-of-interest"]], "Integrated Analysis": [[11, "integrated-analysis"]], "Interactive component": [[10, "interactive-component"]], "J": [[13, "j"]], "K": [[13, "k"]], "L": [[13, "l"]], "License": [[12, "license"]], "M": [[13, "m"]], "Mapping drought globally": [[9, "mapping-drought-globally"]], "Meridians and longitude": [[0, "meridians-and-longitude"]], "Monthly and seasonal drought patterns": [[9, "monthly-and-seasonal-drought-patterns"]], "N": [[13, "n"]], "O": [[13, "o"]], "Observations": [[1, "observations"]], "P": [[13, "p"]], "Parallels and latitude": [[0, "parallels-and-latitude"]], "Preview of what\u2019s coming in Notebook 2": [[9, "preview-of-whats-coming-in-notebook-2"]], "Preview of what\u2019s coming in Notebook 3": [[10, "preview-of-whats-coming-in-notebook-3"]], "Purpose of the notebook": [[9, "purpose-of-the-notebook"], [10, "purpose-of-the-notebook"], [11, "purpose-of-the-notebook"]], "Q": [[13, "q"]], "Quantum of drought: evaluating drought anomalies": [[10, "quantum-of-drought-evaluating-drought-anomalies"]], "R": [[13, "r"]], "Reanalyses": [[1, "reanalyses"]], "Recap of Notebook 1": [[10, "recap-of-notebook-1"]], "Recap of Notebook 1 and 2": [[11, "recap-of-notebook-1-and-2"]], "S": [[13, "s"]], "SPEI index": [[5, "spei-index"]], "SPI index": [[5, "spi-index"]], "Second exploration": [[14, null]], "Selecting a year to explore": [[9, "selecting-a-year-to-explore"]], "Setting up the environment": [[8, "setting-up-the-environment"], [14, null]], "Solving the puzzle: determine drivers of the drought": [[11, "solving-the-puzzle-determine-drivers-of-the-drought"]], "Statistical methods:": [[10, "statistical-methods"]], "T": [[13, "t"]], "TODO: add information about drought data.": [[1, "todo-add-information-about-drought-data"]], "Tales of Dry Lands: Chronicles of Drought": [[14, "tales-of-dry-lands-chronicles-of-drought"]], "Technical Implementation:": [[9, "id5"]], "Technical implementation": [[9, "technical-implementation"], [9, "id2"]], "Technical implementation:": [[9, "id1"], [9, "id3"], [9, "id4"]], "Temperature trends:": [[11, "temperature-trends"]], "The 4 drought stages": [[4, "the-4-drought-stages"]], "The Climate Data Store or any other data source": [[7, "the-climate-data-store-or-any-other-data-source"]], "The Earth\u2019s coordinate system": [[0, "the-earth-s-coordinate-system"]], "The model grid": [[1, "the-model-grid"]], "The netCDF files": [[2, "the-netcdf-files"]], "The time machine: identify drought events": [[9, "the-time-machine-identify-drought-events"]], "Third exploration": [[14, null]], "Trend analysis:": [[11, "trend-analysis"]], "U": [[13, "u"]], "Understanding drought severity and anomalies": [[10, "understanding-drought-severity-and-anomalies"]], "Visual methods:": [[10, "visual-methods"]], "W": [[13, "w"]], "What is climate?": [[3, "what-is-climate"]], "X": [[13, "x"]], "Y": [[13, "y"]], "Z": [[13, "z"]], "evapotranspiration (PET)": [[13, "evapotranspiration-pet"]], "mean": [[13, "mean"]], "standard deviation": [[13, "standard-deviation"]]}, "docnames": ["chapters/01-climate-toolkit-for-beginners/coordinate-system", "chapters/01-climate-toolkit-for-beginners/data-sources", "chapters/01-climate-toolkit-for-beginners/netCDF-file", "chapters/01-climate-toolkit-for-beginners/what-is-climate", "chapters/02-drought-focus/index", "chapters/02-drought-focus/indices", "chapters/02-drought-focus/timeline", "chapters/03-get-data/index", "chapters/04-set-up-env/index", "chapters/05-notebook-time-machine/index", "chapters/06-notebook-quantum-of-drought/index", "chapters/07-notebook-solving-puzzle/index", "chapters/credits-license", "chapters/glossary/index", "index"], "envversion": {"sphinx": 61, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9}, "filenames": ["chapters/01-climate-toolkit-for-beginners/coordinate-system.md", "chapters/01-climate-toolkit-for-beginners/data-sources.md", "chapters/01-climate-toolkit-for-beginners/netCDF-file.md", "chapters/01-climate-toolkit-for-beginners/what-is-climate.md", "chapters/02-drought-focus/index.md", "chapters/02-drought-focus/indices.md", "chapters/02-drought-focus/timeline.md", "chapters/03-get-data/index.md", "chapters/04-set-up-env/index.md", "chapters/05-notebook-time-machine/index.md", "chapters/06-notebook-quantum-of-drought/index.md", "chapters/07-notebook-solving-puzzle/index.md", "chapters/credits-license.md", "chapters/glossary/index.md", "index.md"], "indexentries": {}, "objects": {}, "objnames": {}, "objtypes": {}, "terms": {"": [1, 3, 4, 5, 14], "0": [0, 5, 12], "1": 5, "1099": 6, "12": 5, "180": 0, "1879": 6, "1900": 6, "1903": 6, "1910": 6, "1920": 6, "1921": 6, "1928": 6, "1934": 6, "1940": [1, 6, 7, 9, 10], "1942": 6, "1965": 6, "1968": 6, "1970": 4, "1977": 6, "1983": 6, "1985": 6, "1988": 6, "1989": 6, "1990": 6, "1991": 6, "1997": 6, "1999": 6, "2": [5, 12], "2001": 6, "2009": 6, "2010": [5, 6], "2011": 6, "2012": [4, 6], "2013": 6, "2015": 6, "2016": 6, "2017": 6, "2018": 6, "2019": 6, "2020": 6, "2021": 6, "2022": 6, "2023": 6, "2024": 14, "24": 5, "3": 5, "30": 3, "36": 5, "48": 5, "5": 5, "55": 3, "6": 5, "9": [], "90": 0, "A": [5, 9], "By": 0, "For": [2, 3, 5], "If": [1, 3, 5, 14], "In": [0, 3, 4, 5, 9, 10], "It": [1, 5], "One": 2, "Or": [1, 14], "TO": 12, "The": [3, 5, 6, 10, 12, 14], "There": 5, "These": [0, 1, 4, 5], "To": [2, 3], "With": [1, 4], "abil": 7, "abl": 10, "aboard": 14, "about": [2, 3, 4, 5, 9, 14], "accept": 0, "access": [9, 10], "account": [1, 5], "across": [4, 9, 10], "adaman": 4, "add": [6, 14], "addit": [3, 9], "address": [3, 4], "advanc": 1, "adventur": 14, "affect": [5, 9], "africa": 6, "against": [4, 10, 11], "agricultur": [4, 9], "align": [9, 10], "all": [3, 14], "allow": [0, 3, 5, 9, 10], "alreadi": [1, 14], "also": [0, 1, 3, 5, 14], "alter": 4, "america": 6, "amount": 5, "amplifi": 4, "an": [0, 1, 3, 5, 9, 10], "analys": 0, "analysi": [3, 5, 9, 10, 13, 14], "analyz": [2, 9, 10], "angl": 0, "ani": [0, 9, 10, 11], "anomali": [3, 9, 11], "anoth": [5, 9], "apach": 12, "approach": 4, "ar": [0, 1, 2, 3, 4, 5, 10, 11, 12, 14], "area": [0, 4, 5, 9], "around": [0, 9], "arrai": [9, 10], "ascertain": 10, "asia": 6, "ask": 14, "aspect": [1, 14], "assess": [1, 9, 10], "associ": 0, "atla": 4, "atmospher": [0, 1, 3], "attribut": 2, "audienc": 9, "australia": 6, "avail": 1, "averag": [1, 3, 5, 10], "base": 2, "basemap": 8, "basic": [1, 14], "becaus": 5, "begin": 10, "behavior": 3, "being": [1, 3], "between": [3, 9, 11], "beyond": 4, "binari": 2, "biodivers": 4, "blue": 9, "bodi": 6, "both": [0, 1, 5, 11], "box": 10, "brazil": 6, "break": 5, "brief": 11, "broad": 2, "build": 4, "calcul": [5, 9, 10], "call": 0, "can": [0, 1, 2, 3, 4, 5, 9, 10, 11], "capabl": 1, "captur": 3, "care": 14, "cartopi": 8, "categori": [1, 9], "caus": 11, "cd": 7, "cell": 1, "center": 1, "centr": 14, "central": 6, "centuri": 3, "cf": 2, "challang": 14, "challeng": [4, 14], "chang": [3, 4, 9, 11], "chapter": [0, 14], "chart": 9, "check": 6, "china": 6, "choic": [1, 3], "choos": 9, "chosen": 10, "clarifi": 10, "clear": 9, "climat": [0, 2, 4, 5, 10, 11, 13], "climatolog": 3, "climatologist": 3, "closer": 9, "code": [9, 14], "coincid": 11, "colleagu": 5, "color": 9, "combin": 1, "command": 8, "commonli": 9, "commun": 4, "compar": [5, 9], "complex": [0, 1, 5, 14], "compon": [1, 3], "composit": 5, "comprehend": 1, "comprehens": 0, "compris": 1, "compromis": 4, "comput": [1, 5], "concentr": [9, 10], "concept": 3, "condit": [0, 1, 3, 5, 10, 11], "conduct": 0, "confid": 14, "conflict": 4, "consequ": 2, "consid": [0, 1, 3, 5, 11], "constant": 0, "constantli": 3, "constitut": 11, "content": 12, "context": 11, "contin": 0, "continu": 1, "contrast": 3, "contribut": [10, 11], "control": 9, "convent": [0, 2], "coordin": [1, 14], "copernicu": [1, 3, 14], "correspond": 5, "could": [9, 10, 11], "cours": [1, 3], "cover": [9, 10, 11], "coverag": 9, "creat": [1, 9, 10], "credit": 14, "critic": [5, 14], "crop": 5, "crucial": [0, 5, 9], "csv": 2, "curiou": [9, 14], "current": [5, 10], "custom": 10, "cycl": 9, "d": 5, "dai": 3, "data": [0, 2, 3, 5, 12, 13], "dataset": [5, 7, 9, 10, 11], "de": 1, "deal": [0, 1], "decad": [1, 3], "decreas": 0, "deeper": 5, "deficit": [5, 11], "defin": [0, 1, 10, 11], "definit": 1, "degrad": 4, "degre": [0, 1, 9], "delv": 14, "depend": [1, 3], "describ": [3, 5, 9, 10], "descript": 11, "design": [1, 5, 9], "detail": [1, 3, 5, 9], "determin": [0, 1, 5, 10], "develop": [5, 9], "deviat": [3, 5, 10, 11], "differ": [1, 3, 5, 9, 10], "dimens": [1, 9, 10], "dimension": 7, "direct": 1, "directli": [1, 2], "disast": 4, "discoveri": 3, "discuss": [10, 11], "dispar": 4, "displai": 9, "disrupt": 4, "distinct": 1, "distinctli": 3, "distribut": [4, 10], "dive": 14, "divid": 1, "do": [0, 1, 12, 14], "don": 1, "down": [0, 5], "download": [5, 7], "draw": 0, "drier": 5, "driven": 11, "driver": 5, "dropdown": 9, "drought": 3, "dry": 5, "due": [2, 7], "durat": 5, "dure": [5, 9], "dynam": [9, 13], "e": [9, 11], "each": [0, 1], "earth": [1, 3, 13, 14], "earthkit": 8, "easier": 5, "east": [0, 6], "eastern": 6, "eastward": 0, "ecmwf": [1, 2, 3, 5, 14], "ecolog": 9, "econom": 4, "ecosystem": 4, "ecv": 3, "effect": [1, 11], "effici": 7, "either": 9, "el": [9, 11], "elearn": 3, "element": 9, "embark": 14, "enabl": 9, "encompass": 4, "encount": 1, "engag": [4, 14], "environment": 4, "environmentalist": 14, "equat": 0, "equidist": 0, "era5": [1, 5], "error": [9, 10], "especi": 5, "essenti": [3, 13], "establish": 0, "ethiopia": 6, "europ": 6, "european": 14, "evalu": [3, 5, 11], "evapotranspir": [5, 11], "even": [0, 1, 3], "event": [1, 4, 5, 6, 10], "everi": 1, "everyon": 5, "evolut": 3, "evolv": 1, "exacerb": [4, 11], "examin": [1, 5, 11], "exampl": [3, 5], "expect": 1, "experienc": [4, 9], "explain": [7, 8, 9, 10, 11], "explor": [0, 10], "extend": [1, 4], "extens": 2, "extrem": [1, 4, 5, 9, 11], "facet": 1, "facto": 1, "factor": [3, 11], "familiar": 0, "far": 4, "farm": 5, "fascin": 14, "featur": [9, 10], "feder": 6, "feel": 14, "file": [7, 14], "filter": 0, "find": [3, 5, 9, 10], "fire": 3, "first": 10, "fluctuat": 5, "focu": 5, "focus": [3, 9, 10, 11], "folium": 8, "follow": 1, "food": 4, "forecast": [1, 14], "form": 6, "format": [2, 7, 9, 10], "forward": 1, "fourth": 1, "free": [3, 14], "frequenc": [1, 9, 10], "frequent": [1, 4, 7], "from": [0, 1, 3, 4, 5, 7, 9, 10, 11], "further": [0, 9], "furthermor": 4, "futur": 4, "g": [9, 11], "gain": 0, "gase": 3, "gather": 3, "gco": 3, "gener": [5, 9, 10, 14], "geograph": [0, 2], "geophys": 1, "get": [9, 10], "giphi": 14, "github": 9, "glanc": 9, "global": [1, 3, 5, 10, 11], "globe": 4, "go": 5, "gradient": 9, "graphic": 10, "greenhous": 3, "greenwich": 0, "ground": 1, "groundwat": 5, "group": 3, "grown": 1, "guid": [2, 5, 8, 10, 13], "guidelin": 2, "ha": [0, 1, 3, 4, 5], "habitat": 4, "had": 9, "hand": 1, "handbook": 5, "handl": [7, 9, 10], "harm": 5, "have": [0, 1, 3, 9, 14], "heatmap": 9, "height": 1, "help": [5, 9, 10, 11], "here": [5, 9], "high": 11, "highli": 1, "highlight": [9, 10, 11], "histogram": [9, 10], "histor": [1, 5, 10, 11, 14], "hold": 3, "holist": 4, "hope": 14, "horizont": 0, "hour": 3, "how": [0, 1, 2, 5, 7, 9, 10, 11], "howev": [0, 1], "hub": 1, "human": [2, 9], "humanitarian": 4, "hybrid": 5, "hydrolog": 11, "i": [0, 1, 2, 5, 6, 7, 9, 10, 11, 14], "identifi": [3, 10, 11], "illustr": 9, "imagin": 0, "impact": [5, 9, 14], "implement": 10, "implic": 4, "import": [9, 10], "imposs": 1, "impract": 2, "includ": [1, 2, 5, 10, 11], "increas": [0, 1, 2, 9], "india": 6, "indic": 14, "indirect": 1, "induc": 4, "industri": 4, "infer": 1, "influenc": [1, 9, 10], "inform": [5, 9, 10, 11, 14], "infrastructur": 4, "initi": 9, "insid": 3, "insight": 11, "inspect": [9, 10], "inspir": 14, "instabl": 4, "instal": 8, "instanc": [5, 9], "instead": 2, "instruct": [8, 9, 10], "integr": 9, "intens": [5, 9, 10], "interact": [9, 11, 14], "interchang": 3, "interest": [0, 1, 3, 5], "intern": 3, "interplai": 11, "interpret": 13, "interv": 0, "introduc": 7, "introduct": [3, 8], "investig": 1, "involv": [9, 10], "ipywidget": [8, 9], "irregular": 10, "island": 6, "isol": 0, "issu": 1, "its": [1, 7], "journei": 14, "just": 14, "kei": [3, 9, 10, 11], "kilomet": 1, "kingdom": 0, "know": 3, "knowledg": 14, "known": [0, 3], "lack": 11, "land": [3, 5], "languag": 13, "last": 5, "latest": 1, "latitud": 1, "lead": 4, "learn": [1, 2, 3, 4, 5], "least": 3, "less": 5, "let": [0, 5], "level": [5, 9], "li": 3, "librari": [2, 8, 9, 10], "licens": 14, "like": [2, 5, 9, 10, 11], "limit": [9, 10, 11], "line": [0, 9], "list": [6, 8], "ll": [10, 14], "local": 9, "locat": [0, 1, 5, 9], "long": [3, 5, 10, 11], "longer": [3, 5], "longitud": 1, "look": [3, 9], "loss": 4, "low": 11, "machin": 14, "magnitud": 5, "maintain": 3, "major": 1, "make": [5, 14], "manag": [2, 4], "map": [0, 11], "master": 13, "mathemat": 1, "matrix": 9, "mean": [1, 3, 5], "measur": [0, 1, 3, 4, 5, 9, 10], "median": 10, "medium": 14, "mention": 7, "menu": 9, "mere": 4, "metadata": [2, 9, 10], "meteorolog": [1, 4, 5, 11], "method": [0, 5, 11], "metric": [10, 13], "mexico": 6, "might": [5, 9], "mild": 9, "mildli": 5, "millennium": 6, "miss": [9, 10], "mission": 14, "mitig": [4, 11], "model": 11, "moder": [5, 9], "moistur": 5, "monitor": [3, 5], "month": [5, 7, 9], "more": [0, 1, 2, 3, 4, 5, 9, 11], "mortal": 4, "most": [4, 9], "much": [3, 5], "multi": 7, "multidimension": [9, 10], "multifacet": 4, "multipl": 5, "multiscalar": 5, "must": [0, 1], "myriad": 4, "name": 1, "narrat": 11, "nation": 6, "natur": 4, "nc": [2, 7], "necessari": [9, 10], "necessit": 4, "need": [2, 8, 14], "neg": 5, "netcdf": [7, 9, 10, 14], "new": 14, "newcom": 14, "next": 0, "ni\u00f1o": [9, 11], "norm": 11, "normal": [5, 9, 10], "north": [0, 6], "northward": 0, "notabl": 9, "note": [9, 10], "now": 0, "numpi": 8, "object": [9, 10, 11], "observ": 3, "observatori": 0, "obtain": 1, "occur": 9, "ocean": 3, "offer": [1, 9], "often": [2, 3, 5], "onc": [3, 9], "one": [1, 4], "onli": [0, 1, 3, 14], "onset": 11, "onto": 9, "oper": 1, "option": 9, "organ": [1, 4, 5, 7, 9], "orign": 5, "other": [1, 9], "our": [0, 1, 3, 5, 9, 10, 14], "outlier": 10, "over": [1, 3, 5, 11], "overlai": 9, "overlaid": 9, "own": 14, "pace": 14, "page": [3, 9], "panda": 8, "panel": 3, "paper": 5, "paramet": 5, "part": [9, 14], "particular": [1, 3, 9], "particularli": [4, 9], "pass": 0, "passion": 14, "past": 6, "pattern": [4, 5, 10], "peopl": 5, "percentil": 10, "perform": 9, "period": [1, 2, 3, 5, 9, 10, 11], "person": 9, "pervas": 4, "pet": 5, "phenomena": [4, 10, 11], "phenomenon": 5, "photo": 4, "pictur": 3, "pinpoint": 0, "place": 1, "plan": 5, "plane": 0, "planet": [0, 1], "plot": [9, 10, 11], "plotli": 8, "point": 1, "pole": 0, "posit": [0, 5], "possibl": 1, "possibli": 9, "potenti": [5, 11], "power": 1, "precipit": [3, 4, 5], "predict": 1, "prepar": 9, "present": [7, 9, 10], "pressur": 1, "preval": 2, "previou": 11, "primari": [5, 11], "primarili": [9, 10], "prime": 0, "proactiv": 4, "process": [9, 10], "produc": 1, "product": 4, "profound": 4, "project": 14, "prone": 9, "provid": [8, 9, 14], "purpos": 3, "puzzl": 14, "python": [8, 9, 10, 14], "qualiti": [1, 9, 10, 11], "quantifi": [5, 10], "quantit": 9, "quantiti": 1, "quantum": 14, "question": 3, "quick": 11, "radar": 1, "rain": 5, "rainfal": 5, "rang": [3, 5, 10, 14], "rank": 10, "rapidli": 2, "rate": 11, "re": [3, 5, 14], "read": [2, 5], "readabl": 2, "reanalysi": 1, "reced": 9, "recent": 1, "recogn": [3, 9], "recommend": 14, "red": 9, "refer": [0, 2, 3], "region": [0, 2, 3, 4, 10], "regress": 11, "regular": 0, "regularli": 1, "rel": [0, 10], "relat": [0, 1], "relationship": 11, "relev": 0, "rememb": 0, "remot": 1, "repercuss": 4, "report": 6, "repres": [1, 4, 5, 9], "represent": [0, 1, 9, 10], "requir": [0, 2], "research": 3, "reservoir": 5, "resili": 4, "resolut": 1, "resourc": [1, 9], "respond": 5, "rest": 14, "right": 14, "risk": 4, "robust": 3, "role": 11, "royal": 0, "run": [0, 14], "sahel": 6, "same": [5, 11], "sanit": 4, "satellit": 1, "scale": [3, 9], "scarciti": 4, "scatter": 11, "scienc": 1, "scientist": 3, "score": [5, 9], "season": 3, "second": [1, 9], "section": [9, 10], "secur": 4, "see": 11, "seen": 1, "segment": 9, "select": [1, 10, 11], "sensit": 5, "seri": [1, 9, 10], "serrano": 5, "serv": 2, "set": 0, "sever": [3, 4, 5, 9, 11], "shift": [1, 9], "short": [3, 5], "shortag": 4, "show": [3, 5, 9, 10], "side": 9, "sign": 3, "signific": [9, 10, 11], "significantli": 10, "simpler": 5, "sinc": [1, 2], "singl": [1, 5], "situ": 1, "situat": 5, "size": 2, "slider": 9, "snowpack": 5, "so": [0, 1, 14], "socio": 4, "softwar": 2, "soil": 5, "solv": 14, "sometim": [0, 3], "sourc": [9, 10, 14], "south": [0, 6], "southern": 6, "southward": 0, "space": 1, "span": [3, 5, 7], "spatial": 1, "specif": [0, 1, 2, 3, 5, 10, 11], "specifi": 0, "spei": [9, 10, 11], "sphere": 0, "spi": [9, 10, 11], "stabl": 3, "standard": [3, 5, 10], "start": [5, 14], "state": [1, 5], "station": 1, "statist": [3, 9, 11], "step": [9, 10], "store": [2, 14], "stori": 11, "strain": 4, "strategi": 4, "streamflow": 5, "stretch": 0, "structur": [9, 10], "student": 14, "studi": 14, "subsequ": 9, "sudan": 6, "summar": [9, 10, 11], "summari": 11, "suppli": 5, "surfac": [0, 1, 5], "sustain": 4, "system": [1, 3, 9, 14], "t": 1, "tabular": 2, "take": [5, 14], "taken": 6, "team": 14, "techniqu": 11, "technologi": 1, "temperatur": [3, 5], "tempor": 1, "term": [3, 5, 10, 11, 13], "test": 9, "text": 2, "than": 5, "thei": [1, 3, 5, 9, 10], "them": [2, 3], "therefor": 0, "thi": [0, 3, 5, 7, 9, 10, 11, 12, 14], "third": 1, "those": 9, "threaten": 4, "three": 1, "thrill": 14, "through": [0, 1, 9, 10], "time": [1, 5, 10, 14], "timelin": 14, "timescal": 5, "titl": 14, "todai": 4, "todo": 14, "tool": [5, 10], "topic": [3, 14], "transform": 6, "trend": [3, 5, 9, 10], "tuvalu": 6, "two": [5, 9], "type": 9, "typic": [2, 3, 5, 9], "u": [0, 3, 5, 6, 14], "under": 12, "understand": [0, 3, 5, 9, 13, 14], "understood": 0, "unit": [0, 6], "univers": 0, "unsplash": 4, "up": [0, 3], "updat": [3, 9], "upon": 9, "urban": 4, "us": [0, 1, 2, 3, 5, 7, 9, 10, 11, 12], "usda": 1, "user": [5, 9, 10], "usual": 5, "util": [1, 9], "valu": [0, 1, 5, 9, 10], "valuabl": 2, "vari": [1, 5, 9], "variabl": [1, 5, 9, 10, 11], "variou": [1, 5, 10], "ve": 0, "versu": 9, "vertic": 0, "vicent": 5, "view": 5, "visit": [1, 3], "visual": [0, 9, 11], "vulner": 4, "wa": 11, "wai": 0, "walkthrough": [9, 10], "want": 0, "warm": 5, "watch": 1, "water": [4, 5, 9], "we": [0, 1, 3, 5, 9, 10, 14], "weather": [3, 4, 5, 14], "webpag": 1, "websit": [3, 12], "welcom": 14, "well": 1, "were": [9, 11], "west": 0, "westward": 0, "wet": [5, 9], "wetter": 5, "what": [1, 2, 5, 7, 11, 14], "when": [0, 1, 5], "where": 9, "whether": [3, 11, 14], "which": [0, 1, 2, 5, 9, 10, 11, 14], "while": [5, 9], "why": 7, "wide": 5, "widespread": 9, "window": 5, "within": [1, 2, 9], "wmo": [1, 4, 5], "work": [1, 5], "world": [1, 4, 5, 9, 14], "worldwid": 4, "xarrai": [8, 9, 10], "xxx": 14, "xxxxx": 12, "year": [3, 7, 10], "yoda": 4, "you": [1, 3, 4, 5, 14], "your": [13, 14]}, "titles": ["The Earth\u2019s coordinate system", "Climate data sources", "The netCDF files", "What is climate?", "Droughts and their impacts", "Drought indicators and indices", "Historic droughts timeline", "The Climate Data Store or any other data source", "Setting up the environment", "The time machine: identify drought events", "Quantum of drought: evaluating drought anomalies", "Solving the puzzle: determine drivers of the drought", "Credits", "Glossary", "Tales of Dry Lands: Chronicles of Drought"], "titleterms": {"": [0, 9, 10, 13], "1": [10, 11], "2": [9, 11], "3": 10, "4": 4, "A": 13, "The": [0, 1, 2, 4, 7, 9], "about": 1, "add": 1, "analysi": 11, "analyt": 10, "analyz": 11, "ani": 7, "anomali": 10, "appendix": 14, "assess": 11, "b": 13, "beginn": 14, "c": 13, "case": [10, 11], "chronicl": 14, "climat": [1, 3, 7, 14], "combin": 11, "come": [9, 10], "comparison": 9, "compon": 10, "conceptu": 11, "conclus": [9, 10, 11], "condit": 9, "coordin": 0, "correl": 11, "credit": 12, "d": 13, "data": [1, 7, 9, 10, 11, 14], "dataset": 13, "deep": 9, "determin": 11, "deviat": 13, "distribut": 9, "dive": 9, "driver": 11, "drought": [1, 4, 5, 6, 9, 10, 11, 14], "dry": 14, "e": 13, "earth": 0, "ecmwf": 13, "environ": [8, 14], "era5": 13, "evalu": 10, "evapotranspir": 13, "event": [9, 11], "explor": [9, 11, 14], "f": 13, "file": 2, "first": 14, "focu": 14, "g": 13, "get": 14, "global": 9, "glossari": [13, 14], "grid": 1, "h": 13, "histor": 6, "i": [3, 13], "identifi": 9, "impact": [4, 11], "implement": 9, "index": 5, "indic": [3, 5, 9, 10, 11], "influenc": 11, "inform": 1, "integr": 11, "interact": 10, "interest": [9, 10, 11], "j": 13, "k": 13, "l": 13, "land": 14, "latitud": 0, "licens": 12, "load": [9, 10], "longitud": 0, "m": 13, "machin": 9, "map": 9, "mean": 13, "meridian": 0, "method": 10, "model": 1, "monthli": 9, "n": 13, "netcdf": 2, "notebook": [9, 10, 11], "o": 13, "observ": 1, "other": 7, "over": 9, "overview": 11, "p": 13, "parallel": 0, "pattern": 9, "pet": 13, "precipit": 11, "preprocess": [9, 10], "preview": [9, 10], "purpos": [9, 10, 11], "puzzl": 11, "q": 13, "quantum": 10, "r": 13, "reanalys": 1, "recap": [10, 11], "region": 9, "season": 9, "second": 14, "select": 9, "set": [8, 14], "sever": 10, "solv": 11, "sourc": [1, 7], "specif": 9, "spei": 5, "spi": 5, "stage": 4, "standard": 13, "statist": 10, "store": 7, "studi": [10, 11], "system": 0, "t": 13, "tale": 14, "technic": 9, "temperatur": 11, "third": 14, "time": 9, "timelin": 6, "todo": 1, "toolkit": 14, "trend": 11, "u": 13, "understand": 10, "up": [8, 14], "variabl": 3, "visual": 10, "w": 13, "what": [3, 9, 10], "x": 13, "y": 13, "year": 9, "z": 13}})
\ No newline at end of file
diff --git a/handbook/_config.yml b/handbook/_config.yml
index ead964d..febca2b 100644
--- a/handbook/_config.yml
+++ b/handbook/_config.yml
@@ -2,7 +2,7 @@
# Learn more at https://jupyterbook.org/customize/config.html
title: Tales of Dry Lands
-author: Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+author: Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
logo: ../images/logo-no-bg.png
# Force re-execution of notebooks on each build.
diff --git a/handbook/index.md b/handbook/index.md
index cd0a17d..2474fe8 100644
--- a/handbook/index.md
+++ b/handbook/index.md
@@ -1,6 +1,6 @@
# Tales of Dry Lands: Chronicles of Drought
-Welcome to our interactive journey into the world of climate data science! 🌡️💧
+
Welcome to our interactive journey into the world of drought data! 🌡️💧
We’re thrilled to have you embark on this adventure with us. Whether you’re a student, a curious newcomer or a passionate environmentalist, our mission is to make the complexities of drought data understandable and engaging for you.