Open and read metadata through Xarray
@@ -1454,7 +1454,7 @@ Accessing Coordinates and Data Variablescgls_ds.t is a one-dimensional xarray.DataArray with dates of type datetime64[ns]
@@ -1861,7 +1861,7 @@ Accessing Coordinates and Data Variablescgls_ds.NDVI is a three-dimensional xarray.DataArray with NDVI values of type uint8
@@ -2276,7 +2276,7 @@ Accessing Coordinates and Data Variables
@@ -2803,7 +2803,7 @@ Renaming Coordinates and Data Variables
@@ -3245,7 +3245,7 @@ Selection methods
@@ -3651,7 +3651,7 @@ Selection methods
@@ -4088,7 +4088,7 @@ Selection methods.sel method.
@@ -4476,13 +4476,13 @@ Selection methods
Warning
@@ -5319,7 +5319,7 @@ Selection methodsmethod! It makes your life easier to deal with inexact matches.
As the exercise is focused on an Area Of Interest, this can be obtained through a bounding box defined with slices.
@@ -5743,7 +5743,7 @@ Selection methods
Tip
@@ -5818,7 +5818,7 @@ Plotting
-<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
The universal function (ufunc) from numpy and scipy can be applied too directly to the data.
@@ -6795,7 +6795,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
- long_name :
- NDVI
- units :
- grid_mapping :
- crs
NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
@@ -7742,7 +7742,7 @@ Statistics
@@ -8125,13 +8125,13 @@ Statistics
@@ -8577,7 +8577,7 @@ Aggregationmonth and takes values from 1 to 7.
@@ -9015,7 +9015,7 @@ Aggregation
@@ -9036,7 +9036,7 @@ Mask#
-<matplotlib.collections.QuadMesh at 0x7f19c37a2d10>
+<matplotlib.collections.QuadMesh at 0x7f9ddaaab190>
@@ -9064,7 +9064,7 @@ Mask#
-<matplotlib.collections.QuadMesh at 0x7f19c0835dd0>
+<matplotlib.collections.QuadMesh at 0x7f9ddad65690>
@@ -9078,7 +9078,7 @@ Mask#
-[<matplotlib.lines.Line2D at 0x7f19c067e0d0>]
+[<matplotlib.lines.Line2D at 0x7f9ddab950d0>]
diff --git a/part3/chunking_introduction.html b/part3/chunking_introduction.html
index aa86843..dd86f3e 100644
--- a/part3/chunking_introduction.html
+++ b/part3/chunking_introduction.html
@@ -64,7 +64,7 @@
const thebe_selector_output = ".output, .cell_output"
-
+
@@ -601,8 +601,8 @@ Global LTS
-CPU times: user 556 ms, sys: 97.5 ms, total: 654 ms
-Wall time: 3.96 s
+CPU times: user 576 ms, sys: 53.8 ms, total: 630 ms
+Wall time: 2.79 s
test.data is the backend array Python representation of Xarray’s Data Array, Dask Array when using chunking, Numpy by default.
We will introduce Dask arrays and Dask graphs visualization in the next section dask_introduction.
@@ -3260,7 +3260,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b2f80>
+<xarray.backends.zarr.ZarrStore at 0x7f257d687680>
@@ -3272,7 +3272,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b3450>
+<xarray.backends.zarr.ZarrStore at 0x7f257edb37d0>
@@ -3305,18 +3305,18 @@ Zarr storage format
total 48
-drwxr-xr-x 2 runner docker 4096 Oct 25 15:37 .
-drwxr-xr-x 5 runner docker 4096 Oct 25 15:37 ..
--rw-r--r-- 1 runner docker 341 Oct 25 15:37 .zarray
--rw-r--r-- 1 runner docker 304 Oct 25 15:37 .zattrs
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.3
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.3
+drwxr-xr-x 2 runner docker 4096 Oct 25 15:39 .
+drwxr-xr-x 5 runner docker 4096 Oct 25 15:39 ..
+-rw-r--r-- 1 runner docker 341 Oct 25 15:39 .zarray
+-rw-r--r-- 1 runner docker 304 Oct 25 15:39 .zattrs
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.3
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.3
@@ -6958,9 +6958,9 @@ Extract chunk informationworking on foss4g-data/CGLS_LTS_1999_2019/c_gls_NDVI-LTS_1999-2019-0821_GLOBE_VGT-PROBAV_V3.0.1.nc
-CPU times: user 3.28 s, sys: 622 ms, total: 3.9 s
-Wall time: 1min 16s
+CPU times: user 3.07 s, sys: 666 ms, total: 3.74 s
+Wall time: 58.4 s
@@ -7102,8 +7102,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 92.7 ms, sys: 2.96 ms, total: 95.6 ms
-Wall time: 95.9 ms
+CPU times: user 97.3 ms, sys: 2.57 ms, total: 99.9 ms
+Wall time: 98.3 ms
@@ -7127,8 +7127,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 31.7 ms, sys: 7.26 ms, total: 39 ms
-Wall time: 382 ms
+CPU times: user 37.5 ms, sys: 0 ns, total: 37.5 ms
+Wall time: 315 ms
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7541,7 +7541,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
@@ -7968,9 +7968,9 @@ Combine all LTS files into one kerchunked single ensemble dataset
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7988,7 +7988,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
+ dtype='float64', name='time'))
- Conventions :
- CF-1.6
- archive_facility :
- VITO
- copyright :
- Copernicus Service information 2021
- history :
- 2021-03-01 - Processing line NDVI LTS
- identifier :
- urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0101_GLOBE_V3.0.1
- institution :
- VITO NV
- long_name :
- Normalized Difference Vegetation Index
- orbit_type :
- LEO
- parent_identifier :
- urn:cgls:global:ndvi_stats_all
- platform :
- SPOT-4, SPOT-5, Proba-V
- processing_level :
- L4
- processing_mode :
- Offline
- product_version :
- V3.0.1
- references :
- https://land.copernicus.eu/global/products/ndvi
- sensor :
- VEGETATION-1, VEGETATION-2, VEGETATION
- source :
- Derived from EO satellite imagery
- time_coverage_end :
- 2019-12-31T23:59:59Z
- time_coverage_start :
- 1999-01-01T00:00:00Z
- title :
- Normalized Difference Vegetation Index: Long Term Statistics 1KM: GLOBE 1999-2019 0101
We will use this catalogue in dask_introduction chapter.
diff --git a/part3/scaling_dask.html b/part3/scaling_dask.html
index 6dd9344..36a9616 100644
--- a/part3/scaling_dask.html
+++ b/part3/scaling_dask.html
@@ -643,7 +643,7 @@ Dask distributed Client
Client
- Client-ae6d5a4e-734c-11ee-8eb7-000d3a32a847
+ Client-e183b46c-734c-11ee-8dff-002248a969d8
@@ -674,7 +674,7 @@ Client
LocalCluster
- 08199e78
+ d55bfa58
@@ -711,11 +711,11 @@ Scheduler Info
Scheduler
- Scheduler-ddbc05ea-c236-421d-bd7f-dd9fe18d8eee
+ Scheduler-6c090ed7-308e-4d4b-9b54-e656c85b338c
- Comm: tcp://127.0.0.1:41555
+ Comm: tcp://127.0.0.1:34047
Workers: 2
@@ -757,7 +757,7 @@ Worker: 0
- Comm: tcp://127.0.0.1:33351
+ Comm: tcp://127.0.0.1:35811
Total threads: 1
@@ -765,7 +765,7 @@ Worker: 0
- Dashboard: http://127.0.0.1:39095/status
+ Dashboard: http://127.0.0.1:40023/status
Memory: 3.38 GiB
@@ -773,13 +773,13 @@ Worker: 0
- Nanny: tcp://127.0.0.1:46249
+ Nanny: tcp://127.0.0.1:33475
- Local directory: /tmp/dask-scratch-space/worker-_usgiv0c
+ Local directory: /tmp/dask-scratch-space/worker-usktqaon
@@ -802,7 +802,7 @@ Worker: 1
- Comm: tcp://127.0.0.1:38241
+ Comm: tcp://127.0.0.1:35501
Total threads: 1
@@ -810,7 +810,7 @@ Worker: 1
- Dashboard: http://127.0.0.1:39479/status
+ Dashboard: http://127.0.0.1:36067/status
Memory: 3.38 GiB
@@ -818,13 +818,13 @@ Worker: 1
- Nanny: tcp://127.0.0.1:35525
+ Nanny: tcp://127.0.0.1:37277
- Local directory: /tmp/dask-scratch-space/worker-769v54dx
+ Local directory: /tmp/dask-scratch-space/worker-ac_500w1
diff --git a/searchindex.js b/searchindex.js
index 3ccf157..eae9851 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10], "01": [9, 10, 15], "07": [9, 10], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": 9, "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10, 15], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f19c29f9c10": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": 10, "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": [10, 15], "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f19c37a2d10": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f19c0835dd0": 10, "its": [10, 15, 19], "line2d": 10, "0x7f19c067e0d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "ms": 15, "sy": 15, "total": [15, 19], "654": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f23fd3b2f80": 15, "to_dataset": 15, "0x7f23fd3b3450": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "622": 15, "1min": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "26": 15, "382": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "ae6d5a4": 19, "734c": 19, "11ee": 19, "8eb7": 19, "000d3a32a847": 19, "localclust": 19, "8787": 19, "statu": 19, "08199e78": 19, "ddbc05ea": 19, "c236": 19, "421d": 19, "bd7f": 19, "dd9fe18d8ee": 19, "comm": 19, "tcp": 19, "41555": 19, "33351": 19, "39095": 19, "nanni": 19, "46249": 19, "tmp": 19, "scratch": 19, "_usgiv0c": 19, "38241": 19, "39479": 19, "35525": 19, "769v54dx": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "576": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
+Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10, 15], "01": [9, 10, 15], "07": [9, 10, 15], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": [9, 15], "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f9de3e59890": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": [10, 15], "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": 10, "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f9ddaaab190": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f9ddad65690": 10, "its": [10, 15, 19], "line2d": 10, "0x7f9ddab950d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "576": [15, 19], "ms": 15, "sy": 15, "53": 15, "total": [15, 19], "630": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f257d687680": 15, "to_dataset": 15, "0x7f257edb37d0": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "666": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "57": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "26": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "e183b46c": 19, "734c": 19, "11ee": 19, "8dff": 19, "002248a969d8": 19, "localclust": 19, "8787": 19, "statu": 19, "d55bfa58": 19, "6c090ed7": 19, "308e": 19, "4d4b": 19, "9b54": 19, "e656c85b338c": 19, "comm": 19, "tcp": 19, "34047": 19, "35811": 19, "40023": 19, "nanni": 19, "33475": 19, "tmp": 19, "scratch": 19, "usktqaon": 19, "35501": 19, "36067": 19, "37277": 19, "ac_500w1": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
xarray.DataArray with dates of type datetime64[ns]
@@ -1861,7 +1861,7 @@ Accessing Coordinates and Data Variablescgls_ds.NDVI is a three-dimensional
Accessing Coordinates and Data Variablescgls_ds.NDVI is a three-dimensional xarray.DataArray with NDVI values of type uint8
@@ -2276,7 +2276,7 @@ Accessing Coordinates and Data Variables
@@ -2803,7 +2803,7 @@ Renaming Coordinates and Data Variables
@@ -3245,7 +3245,7 @@ Selection methods
@@ -3651,7 +3651,7 @@ Selection methods
@@ -4088,7 +4088,7 @@ Selection methods.sel method.
@@ -4476,13 +4476,13 @@ Selection methods
Warning
@@ -5319,7 +5319,7 @@ Selection methodsmethod! It makes your life easier to deal with inexact matches.
As the exercise is focused on an Area Of Interest, this can be obtained through a bounding box defined with slices.
@@ -5743,7 +5743,7 @@ Selection methods
Tip
@@ -5818,7 +5818,7 @@ Plotting
-<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
Accessing Coordinates and Data Variables
@@ -2803,7 +2803,7 @@ Renaming Coordinates and Data Variables
@@ -3245,7 +3245,7 @@ Selection methods
@@ -3651,7 +3651,7 @@ Selection methods
@@ -4088,7 +4088,7 @@ Selection methods.sel method.
@@ -4476,13 +4476,13 @@ Selection methods
Warning
@@ -5319,7 +5319,7 @@ Selection methodsmethod! It makes your life easier to deal with inexact matches.
As the exercise is focused on an Area Of Interest, this can be obtained through a bounding box defined with slices.
@@ -5743,7 +5743,7 @@ Selection methods
Tip
@@ -5818,7 +5818,7 @@ Plotting
-<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
Selection methods
@@ -3651,7 +3651,7 @@ Selection methods
@@ -4088,7 +4088,7 @@ Selection methods.sel method.
@@ -4476,13 +4476,13 @@ Selection methods
Warning
@@ -5319,7 +5319,7 @@ Selection methodsmethod! It makes your life easier to deal with inexact matches.
As the exercise is focused on an Area Of Interest, this can be obtained through a bounding box defined with slices.
@@ -5743,7 +5743,7 @@ Selection methods
Tip
@@ -5818,7 +5818,7 @@ Plotting
-<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
Selection methods.sel method.
@@ -4476,13 +4476,13 @@ Selection methods
Warning
@@ -5319,7 +5319,7 @@ Selection methodsmethod! It makes your life easier to deal with inexact matches.
As the exercise is focused on an Area Of Interest, this can be obtained through a bounding box defined with slices.
@@ -5743,7 +5743,7 @@ Selection methods
Tip
@@ -5818,7 +5818,7 @@ Plotting
-<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
Selection methods
Warning
@@ -5319,7 +5319,7 @@ Selection methodsmethod! It makes your life easier to deal with inexact matches.
As the exercise is focused on an Area Of Interest, this can be obtained through a bounding box defined with slices.
@@ -5743,7 +5743,7 @@ Selection methods
Tip
@@ -5818,7 +5818,7 @@ Plotting
-<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
As the exercise is focused on an Area Of Interest, this can be obtained through a bounding box defined with slices.
@@ -5743,7 +5743,7 @@Selection methods
Tip
@@ -5818,7 +5818,7 @@ Plotting
-<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
<matplotlib.collections.QuadMesh at 0x7f19c29f9c10>
+<matplotlib.collections.QuadMesh at 0x7f9de3e59890>
@@ -6300,7 +6300,7 @@ NDVI characteristics from the Product User Manual (PUM)
+ dtype='float64', name='lat', length=612))
The universal function (ufunc) from numpy and scipy can be applied too directly to the data.
@@ -6795,7 +6795,7 @@
NDVI characteristics from the Product User Manual (PUM) + dtype='float64', name='lat', length=612))
- long_name :
- NDVI
- units :
- grid_mapping :
- crs
@@ -7292,7 +7292,7 @@
NDVI characteristics from the Product User Manual (PUM) + dtype='float64', name='lat', length=612))
Statistics
@@ -8125,13 +8125,13 @@ Statistics
@@ -8577,7 +8577,7 @@ Aggregationmonth and takes values from 1 to 7.
@@ -9015,7 +9015,7 @@ Aggregation
@@ -9036,7 +9036,7 @@ Mask#
-<matplotlib.collections.QuadMesh at 0x7f19c37a2d10>
+<matplotlib.collections.QuadMesh at 0x7f9ddaaab190>
@@ -9064,7 +9064,7 @@ Mask#
-<matplotlib.collections.QuadMesh at 0x7f19c0835dd0>
+<matplotlib.collections.QuadMesh at 0x7f9ddad65690>
@@ -9078,7 +9078,7 @@ Mask#
-[<matplotlib.lines.Line2D at 0x7f19c067e0d0>]
+[<matplotlib.lines.Line2D at 0x7f9ddab950d0>]
diff --git a/part3/chunking_introduction.html b/part3/chunking_introduction.html
index aa86843..dd86f3e 100644
--- a/part3/chunking_introduction.html
+++ b/part3/chunking_introduction.html
@@ -64,7 +64,7 @@
const thebe_selector_output = ".output, .cell_output"
-
+
@@ -601,8 +601,8 @@ Global LTS
-CPU times: user 556 ms, sys: 97.5 ms, total: 654 ms
-Wall time: 3.96 s
+CPU times: user 576 ms, sys: 53.8 ms, total: 630 ms
+Wall time: 2.79 s
test.data is the backend array Python representation of Xarray’s Data Array, Dask Array when using chunking, Numpy by default.
We will introduce Dask arrays and Dask graphs visualization in the next section dask_introduction.
@@ -3260,7 +3260,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b2f80>
+<xarray.backends.zarr.ZarrStore at 0x7f257d687680>
@@ -3272,7 +3272,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b3450>
+<xarray.backends.zarr.ZarrStore at 0x7f257edb37d0>
@@ -3305,18 +3305,18 @@ Zarr storage format
total 48
-drwxr-xr-x 2 runner docker 4096 Oct 25 15:37 .
-drwxr-xr-x 5 runner docker 4096 Oct 25 15:37 ..
--rw-r--r-- 1 runner docker 341 Oct 25 15:37 .zarray
--rw-r--r-- 1 runner docker 304 Oct 25 15:37 .zattrs
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.3
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.3
+drwxr-xr-x 2 runner docker 4096 Oct 25 15:39 .
+drwxr-xr-x 5 runner docker 4096 Oct 25 15:39 ..
+-rw-r--r-- 1 runner docker 341 Oct 25 15:39 .zarray
+-rw-r--r-- 1 runner docker 304 Oct 25 15:39 .zattrs
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.3
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.3
@@ -6958,9 +6958,9 @@ Extract chunk informationworking on foss4g-data/CGLS_LTS_1999_2019/c_gls_NDVI-LTS_1999-2019-0821_GLOBE_VGT-PROBAV_V3.0.1.nc
-CPU times: user 3.28 s, sys: 622 ms, total: 3.9 s
-Wall time: 1min 16s
+CPU times: user 3.07 s, sys: 666 ms, total: 3.74 s
+Wall time: 58.4 s
@@ -7102,8 +7102,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 92.7 ms, sys: 2.96 ms, total: 95.6 ms
-Wall time: 95.9 ms
+CPU times: user 97.3 ms, sys: 2.57 ms, total: 99.9 ms
+Wall time: 98.3 ms
@@ -7127,8 +7127,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 31.7 ms, sys: 7.26 ms, total: 39 ms
-Wall time: 382 ms
+CPU times: user 37.5 ms, sys: 0 ns, total: 37.5 ms
+Wall time: 315 ms
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7541,7 +7541,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
@@ -7968,9 +7968,9 @@ Combine all LTS files into one kerchunked single ensemble dataset
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7988,7 +7988,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
+ dtype='float64', name='time'))
- Conventions :
- CF-1.6
- archive_facility :
- VITO
- copyright :
- Copernicus Service information 2021
- history :
- 2021-03-01 - Processing line NDVI LTS
- identifier :
- urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0101_GLOBE_V3.0.1
- institution :
- VITO NV
- long_name :
- Normalized Difference Vegetation Index
- orbit_type :
- LEO
- parent_identifier :
- urn:cgls:global:ndvi_stats_all
- platform :
- SPOT-4, SPOT-5, Proba-V
- processing_level :
- L4
- processing_mode :
- Offline
- product_version :
- V3.0.1
- references :
- https://land.copernicus.eu/global/products/ndvi
- sensor :
- VEGETATION-1, VEGETATION-2, VEGETATION
- source :
- Derived from EO satellite imagery
- time_coverage_end :
- 2019-12-31T23:59:59Z
- time_coverage_start :
- 1999-01-01T00:00:00Z
- title :
- Normalized Difference Vegetation Index: Long Term Statistics 1KM: GLOBE 1999-2019 0101
We will use this catalogue in dask_introduction chapter.
diff --git a/part3/scaling_dask.html b/part3/scaling_dask.html
index 6dd9344..36a9616 100644
--- a/part3/scaling_dask.html
+++ b/part3/scaling_dask.html
@@ -643,7 +643,7 @@ Dask distributed Client
Client
- Client-ae6d5a4e-734c-11ee-8eb7-000d3a32a847
+ Client-e183b46c-734c-11ee-8dff-002248a969d8
@@ -674,7 +674,7 @@ Client
LocalCluster
- 08199e78
+ d55bfa58
@@ -711,11 +711,11 @@ Scheduler Info
Scheduler
- Scheduler-ddbc05ea-c236-421d-bd7f-dd9fe18d8eee
+ Scheduler-6c090ed7-308e-4d4b-9b54-e656c85b338c
- Comm: tcp://127.0.0.1:41555
+ Comm: tcp://127.0.0.1:34047
Workers: 2
@@ -757,7 +757,7 @@ Worker: 0
- Comm: tcp://127.0.0.1:33351
+ Comm: tcp://127.0.0.1:35811
Total threads: 1
@@ -765,7 +765,7 @@ Worker: 0
- Dashboard: http://127.0.0.1:39095/status
+ Dashboard: http://127.0.0.1:40023/status
Memory: 3.38 GiB
@@ -773,13 +773,13 @@ Worker: 0
- Nanny: tcp://127.0.0.1:46249
+ Nanny: tcp://127.0.0.1:33475
- Local directory: /tmp/dask-scratch-space/worker-_usgiv0c
+ Local directory: /tmp/dask-scratch-space/worker-usktqaon
@@ -802,7 +802,7 @@ Worker: 1
- Comm: tcp://127.0.0.1:38241
+ Comm: tcp://127.0.0.1:35501
Total threads: 1
@@ -810,7 +810,7 @@ Worker: 1
- Dashboard: http://127.0.0.1:39479/status
+ Dashboard: http://127.0.0.1:36067/status
Memory: 3.38 GiB
@@ -818,13 +818,13 @@ Worker: 1
- Nanny: tcp://127.0.0.1:35525
+ Nanny: tcp://127.0.0.1:37277
- Local directory: /tmp/dask-scratch-space/worker-769v54dx
+ Local directory: /tmp/dask-scratch-space/worker-ac_500w1
diff --git a/searchindex.js b/searchindex.js
index 3ccf157..eae9851 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10], "01": [9, 10, 15], "07": [9, 10], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": 9, "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10, 15], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f19c29f9c10": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": 10, "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": [10, 15], "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f19c37a2d10": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f19c0835dd0": 10, "its": [10, 15, 19], "line2d": 10, "0x7f19c067e0d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "ms": 15, "sy": 15, "total": [15, 19], "654": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f23fd3b2f80": 15, "to_dataset": 15, "0x7f23fd3b3450": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "622": 15, "1min": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "26": 15, "382": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "ae6d5a4": 19, "734c": 19, "11ee": 19, "8eb7": 19, "000d3a32a847": 19, "localclust": 19, "8787": 19, "statu": 19, "08199e78": 19, "ddbc05ea": 19, "c236": 19, "421d": 19, "bd7f": 19, "dd9fe18d8ee": 19, "comm": 19, "tcp": 19, "41555": 19, "33351": 19, "39095": 19, "nanni": 19, "46249": 19, "tmp": 19, "scratch": 19, "_usgiv0c": 19, "38241": 19, "39479": 19, "35525": 19, "769v54dx": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "576": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
+Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10, 15], "01": [9, 10, 15], "07": [9, 10, 15], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": [9, 15], "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f9de3e59890": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": [10, 15], "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": 10, "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f9ddaaab190": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f9ddad65690": 10, "its": [10, 15, 19], "line2d": 10, "0x7f9ddab950d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "576": [15, 19], "ms": 15, "sy": 15, "53": 15, "total": [15, 19], "630": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f257d687680": 15, "to_dataset": 15, "0x7f257edb37d0": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "666": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "57": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "26": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "e183b46c": 19, "734c": 19, "11ee": 19, "8dff": 19, "002248a969d8": 19, "localclust": 19, "8787": 19, "statu": 19, "d55bfa58": 19, "6c090ed7": 19, "308e": 19, "4d4b": 19, "9b54": 19, "e656c85b338c": 19, "comm": 19, "tcp": 19, "34047": 19, "35811": 19, "40023": 19, "nanni": 19, "33475": 19, "tmp": 19, "scratch": 19, "usktqaon": 19, "35501": 19, "36067": 19, "37277": 19, "ac_500w1": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
Aggregationmonth and takes values from 1 to 7.
@@ -9015,7 +9015,7 @@ Aggregation
@@ -9036,7 +9036,7 @@ Mask#
-<matplotlib.collections.QuadMesh at 0x7f19c37a2d10>
+<matplotlib.collections.QuadMesh at 0x7f9ddaaab190>
@@ -9064,7 +9064,7 @@ Mask#
-<matplotlib.collections.QuadMesh at 0x7f19c0835dd0>
+<matplotlib.collections.QuadMesh at 0x7f9ddad65690>
@@ -9078,7 +9078,7 @@ Mask#
-[<matplotlib.lines.Line2D at 0x7f19c067e0d0>]
+[<matplotlib.lines.Line2D at 0x7f9ddab950d0>]
diff --git a/part3/chunking_introduction.html b/part3/chunking_introduction.html
index aa86843..dd86f3e 100644
--- a/part3/chunking_introduction.html
+++ b/part3/chunking_introduction.html
@@ -64,7 +64,7 @@
const thebe_selector_output = ".output, .cell_output"
-
+
@@ -601,8 +601,8 @@ Global LTS
-CPU times: user 556 ms, sys: 97.5 ms, total: 654 ms
-Wall time: 3.96 s
+CPU times: user 576 ms, sys: 53.8 ms, total: 630 ms
+Wall time: 2.79 s
test.data is the backend array Python representation of Xarray’s Data Array, Dask Array when using chunking, Numpy by default.
We will introduce Dask arrays and Dask graphs visualization in the next section dask_introduction.
@@ -3260,7 +3260,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b2f80>
+<xarray.backends.zarr.ZarrStore at 0x7f257d687680>
@@ -3272,7 +3272,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b3450>
+<xarray.backends.zarr.ZarrStore at 0x7f257edb37d0>
@@ -3305,18 +3305,18 @@ Zarr storage format
total 48
-drwxr-xr-x 2 runner docker 4096 Oct 25 15:37 .
-drwxr-xr-x 5 runner docker 4096 Oct 25 15:37 ..
--rw-r--r-- 1 runner docker 341 Oct 25 15:37 .zarray
--rw-r--r-- 1 runner docker 304 Oct 25 15:37 .zattrs
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.3
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.3
+drwxr-xr-x 2 runner docker 4096 Oct 25 15:39 .
+drwxr-xr-x 5 runner docker 4096 Oct 25 15:39 ..
+-rw-r--r-- 1 runner docker 341 Oct 25 15:39 .zarray
+-rw-r--r-- 1 runner docker 304 Oct 25 15:39 .zattrs
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.3
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.3
@@ -6958,9 +6958,9 @@ Extract chunk informationworking on foss4g-data/CGLS_LTS_1999_2019/c_gls_NDVI-LTS_1999-2019-0821_GLOBE_VGT-PROBAV_V3.0.1.nc
-CPU times: user 3.28 s, sys: 622 ms, total: 3.9 s
-Wall time: 1min 16s
+CPU times: user 3.07 s, sys: 666 ms, total: 3.74 s
+Wall time: 58.4 s
@@ -7102,8 +7102,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 92.7 ms, sys: 2.96 ms, total: 95.6 ms
-Wall time: 95.9 ms
+CPU times: user 97.3 ms, sys: 2.57 ms, total: 99.9 ms
+Wall time: 98.3 ms
@@ -7127,8 +7127,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 31.7 ms, sys: 7.26 ms, total: 39 ms
-Wall time: 382 ms
+CPU times: user 37.5 ms, sys: 0 ns, total: 37.5 ms
+Wall time: 315 ms
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7541,7 +7541,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
@@ -7968,9 +7968,9 @@ Combine all LTS files into one kerchunked single ensemble dataset
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7988,7 +7988,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
+ dtype='float64', name='time'))
- Conventions :
- CF-1.6
- archive_facility :
- VITO
- copyright :
- Copernicus Service information 2021
- history :
- 2021-03-01 - Processing line NDVI LTS
- identifier :
- urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0101_GLOBE_V3.0.1
- institution :
- VITO NV
- long_name :
- Normalized Difference Vegetation Index
- orbit_type :
- LEO
- parent_identifier :
- urn:cgls:global:ndvi_stats_all
- platform :
- SPOT-4, SPOT-5, Proba-V
- processing_level :
- L4
- processing_mode :
- Offline
- product_version :
- V3.0.1
- references :
- https://land.copernicus.eu/global/products/ndvi
- sensor :
- VEGETATION-1, VEGETATION-2, VEGETATION
- source :
- Derived from EO satellite imagery
- time_coverage_end :
- 2019-12-31T23:59:59Z
- time_coverage_start :
- 1999-01-01T00:00:00Z
- title :
- Normalized Difference Vegetation Index: Long Term Statistics 1KM: GLOBE 1999-2019 0101
We will use this catalogue in dask_introduction chapter.
diff --git a/part3/scaling_dask.html b/part3/scaling_dask.html
index 6dd9344..36a9616 100644
--- a/part3/scaling_dask.html
+++ b/part3/scaling_dask.html
@@ -643,7 +643,7 @@ Dask distributed Client
Client
- Client-ae6d5a4e-734c-11ee-8eb7-000d3a32a847
+ Client-e183b46c-734c-11ee-8dff-002248a969d8
@@ -674,7 +674,7 @@ Client
LocalCluster
- 08199e78
+ d55bfa58
@@ -711,11 +711,11 @@ Scheduler Info
Scheduler
- Scheduler-ddbc05ea-c236-421d-bd7f-dd9fe18d8eee
+ Scheduler-6c090ed7-308e-4d4b-9b54-e656c85b338c
- Comm: tcp://127.0.0.1:41555
+ Comm: tcp://127.0.0.1:34047
Workers: 2
@@ -757,7 +757,7 @@ Worker: 0
- Comm: tcp://127.0.0.1:33351
+ Comm: tcp://127.0.0.1:35811
Total threads: 1
@@ -765,7 +765,7 @@ Worker: 0
- Dashboard: http://127.0.0.1:39095/status
+ Dashboard: http://127.0.0.1:40023/status
Memory: 3.38 GiB
@@ -773,13 +773,13 @@ Worker: 0
- Nanny: tcp://127.0.0.1:46249
+ Nanny: tcp://127.0.0.1:33475
- Local directory: /tmp/dask-scratch-space/worker-_usgiv0c
+ Local directory: /tmp/dask-scratch-space/worker-usktqaon
@@ -802,7 +802,7 @@ Worker: 1
- Comm: tcp://127.0.0.1:38241
+ Comm: tcp://127.0.0.1:35501
Total threads: 1
@@ -810,7 +810,7 @@ Worker: 1
- Dashboard: http://127.0.0.1:39479/status
+ Dashboard: http://127.0.0.1:36067/status
Memory: 3.38 GiB
@@ -818,13 +818,13 @@ Worker: 1
- Nanny: tcp://127.0.0.1:35525
+ Nanny: tcp://127.0.0.1:37277
- Local directory: /tmp/dask-scratch-space/worker-769v54dx
+ Local directory: /tmp/dask-scratch-space/worker-ac_500w1
diff --git a/searchindex.js b/searchindex.js
index 3ccf157..eae9851 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10], "01": [9, 10, 15], "07": [9, 10], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": 9, "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10, 15], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f19c29f9c10": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": 10, "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": [10, 15], "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f19c37a2d10": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f19c0835dd0": 10, "its": [10, 15, 19], "line2d": 10, "0x7f19c067e0d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "ms": 15, "sy": 15, "total": [15, 19], "654": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f23fd3b2f80": 15, "to_dataset": 15, "0x7f23fd3b3450": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "622": 15, "1min": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "26": 15, "382": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "ae6d5a4": 19, "734c": 19, "11ee": 19, "8eb7": 19, "000d3a32a847": 19, "localclust": 19, "8787": 19, "statu": 19, "08199e78": 19, "ddbc05ea": 19, "c236": 19, "421d": 19, "bd7f": 19, "dd9fe18d8ee": 19, "comm": 19, "tcp": 19, "41555": 19, "33351": 19, "39095": 19, "nanni": 19, "46249": 19, "tmp": 19, "scratch": 19, "_usgiv0c": 19, "38241": 19, "39479": 19, "35525": 19, "769v54dx": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "576": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
+Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10, 15], "01": [9, 10, 15], "07": [9, 10, 15], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": [9, 15], "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f9de3e59890": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": [10, 15], "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": 10, "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f9ddaaab190": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f9ddad65690": 10, "its": [10, 15, 19], "line2d": 10, "0x7f9ddab950d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "576": [15, 19], "ms": 15, "sy": 15, "53": 15, "total": [15, 19], "630": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f257d687680": 15, "to_dataset": 15, "0x7f257edb37d0": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "666": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "57": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "26": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "e183b46c": 19, "734c": 19, "11ee": 19, "8dff": 19, "002248a969d8": 19, "localclust": 19, "8787": 19, "statu": 19, "d55bfa58": 19, "6c090ed7": 19, "308e": 19, "4d4b": 19, "9b54": 19, "e656c85b338c": 19, "comm": 19, "tcp": 19, "34047": 19, "35811": 19, "40023": 19, "nanni": 19, "33475": 19, "tmp": 19, "scratch": 19, "usktqaon": 19, "35501": 19, "36067": 19, "37277": 19, "ac_500w1": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
Aggregation
@@ -9036,7 +9036,7 @@ Mask#
<matplotlib.collections.QuadMesh at 0x7f19c37a2d10>
+<matplotlib.collections.QuadMesh at 0x7f9ddaaab190>
@@ -9064,7 +9064,7 @@ Mask#
-
<matplotlib.collections.QuadMesh at 0x7f19c0835dd0>
+<matplotlib.collections.QuadMesh at 0x7f9ddad65690>
@@ -9078,7 +9078,7 @@ Mask#
-
[<matplotlib.lines.Line2D at 0x7f19c067e0d0>]
+[<matplotlib.lines.Line2D at 0x7f9ddab950d0>]
diff --git a/part3/chunking_introduction.html b/part3/chunking_introduction.html
index aa86843..dd86f3e 100644
--- a/part3/chunking_introduction.html
+++ b/part3/chunking_introduction.html
@@ -64,7 +64,7 @@
const thebe_selector_output = ".output, .cell_output"
-
+
@@ -601,8 +601,8 @@ Global LTS
-CPU times: user 556 ms, sys: 97.5 ms, total: 654 ms
-Wall time: 3.96 s
+CPU times: user 576 ms, sys: 53.8 ms, total: 630 ms
+Wall time: 2.79 s
test.data is the backend array Python representation of Xarray’s Data Array, Dask Array when using chunking, Numpy by default.
We will introduce Dask arrays and Dask graphs visualization in the next section dask_introduction.
@@ -3260,7 +3260,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b2f80>
+<xarray.backends.zarr.ZarrStore at 0x7f257d687680>
@@ -3272,7 +3272,7 @@ Zarr storage format
-<xarray.backends.zarr.ZarrStore at 0x7f23fd3b3450>
+<xarray.backends.zarr.ZarrStore at 0x7f257edb37d0>
@@ -3305,18 +3305,18 @@ Zarr storage format
total 48
-drwxr-xr-x 2 runner docker 4096 Oct 25 15:37 .
-drwxr-xr-x 5 runner docker 4096 Oct 25 15:37 ..
--rw-r--r-- 1 runner docker 341 Oct 25 15:37 .zarray
--rw-r--r-- 1 runner docker 304 Oct 25 15:37 .zattrs
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 0.3
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.0
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.1
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.2
--rw-r--r-- 1 runner docker 1482 Oct 25 15:37 1.3
+drwxr-xr-x 2 runner docker 4096 Oct 25 15:39 .
+drwxr-xr-x 5 runner docker 4096 Oct 25 15:39 ..
+-rw-r--r-- 1 runner docker 341 Oct 25 15:39 .zarray
+-rw-r--r-- 1 runner docker 304 Oct 25 15:39 .zattrs
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 0.3
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.0
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.1
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.2
+-rw-r--r-- 1 runner docker 1482 Oct 25 15:39 1.3
@@ -6958,9 +6958,9 @@ Extract chunk informationworking on foss4g-data/CGLS_LTS_1999_2019/c_gls_NDVI-LTS_1999-2019-0821_GLOBE_VGT-PROBAV_V3.0.1.nc
-CPU times: user 3.28 s, sys: 622 ms, total: 3.9 s
-Wall time: 1min 16s
+CPU times: user 3.07 s, sys: 666 ms, total: 3.74 s
+Wall time: 58.4 s
@@ -7102,8 +7102,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 92.7 ms, sys: 2.96 ms, total: 95.6 ms
-Wall time: 95.9 ms
+CPU times: user 97.3 ms, sys: 2.57 ms, total: 99.9 ms
+Wall time: 98.3 ms
@@ -7127,8 +7127,8 @@ Combine all LTS files into one kerchunked single ensemble dataset
-CPU times: user 31.7 ms, sys: 7.26 ms, total: 39 ms
-Wall time: 382 ms
+CPU times: user 37.5 ms, sys: 0 ns, total: 37.5 ms
+Wall time: 315 ms
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7541,7 +7541,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
@@ -7968,9 +7968,9 @@ Combine all LTS files into one kerchunked single ensemble dataset
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
+ dtype='float64', name='lat', length=15680))
lonPandasIndexPandasIndex(Index([ -180.0, -179.99107142857142, -179.98214285714283,
-179.97321428571425, -179.96428571428567, -179.95535714285708,
-179.9464285714285, -179.93749999999991, -179.92857142857133,
-179.91964285714275,
@@ -7988,7 +7988,7 @@ Combine all LTS files into one kerchunked single ensemble dataset
+ dtype='float64', name='time'))
- Conventions :
- CF-1.6
- archive_facility :
- VITO
- copyright :
- Copernicus Service information 2021
- history :
- 2021-03-01 - Processing line NDVI LTS
- identifier :
- urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0101_GLOBE_V3.0.1
- institution :
- VITO NV
- long_name :
- Normalized Difference Vegetation Index
- orbit_type :
- LEO
- parent_identifier :
- urn:cgls:global:ndvi_stats_all
- platform :
- SPOT-4, SPOT-5, Proba-V
- processing_level :
- L4
- processing_mode :
- Offline
- product_version :
- V3.0.1
- references :
- https://land.copernicus.eu/global/products/ndvi
- sensor :
- VEGETATION-1, VEGETATION-2, VEGETATION
- source :
- Derived from EO satellite imagery
- time_coverage_end :
- 2019-12-31T23:59:59Z
- time_coverage_start :
- 1999-01-01T00:00:00Z
- title :
- Normalized Difference Vegetation Index: Long Term Statistics 1KM: GLOBE 1999-2019 0101
We will use this catalogue in dask_introduction chapter.
diff --git a/part3/scaling_dask.html b/part3/scaling_dask.html
index 6dd9344..36a9616 100644
--- a/part3/scaling_dask.html
+++ b/part3/scaling_dask.html
@@ -643,7 +643,7 @@ Dask distributed Client
Client
- Client-ae6d5a4e-734c-11ee-8eb7-000d3a32a847
+ Client-e183b46c-734c-11ee-8dff-002248a969d8
@@ -674,7 +674,7 @@ Client
LocalCluster
- 08199e78
+ d55bfa58
@@ -711,11 +711,11 @@ Scheduler Info
Scheduler
- Scheduler-ddbc05ea-c236-421d-bd7f-dd9fe18d8eee
+ Scheduler-6c090ed7-308e-4d4b-9b54-e656c85b338c
- Comm: tcp://127.0.0.1:41555
+ Comm: tcp://127.0.0.1:34047
Workers: 2
@@ -757,7 +757,7 @@ Worker: 0
- Comm: tcp://127.0.0.1:33351
+ Comm: tcp://127.0.0.1:35811
Total threads: 1
@@ -765,7 +765,7 @@ Worker: 0
- Dashboard: http://127.0.0.1:39095/status
+ Dashboard: http://127.0.0.1:40023/status
Memory: 3.38 GiB
@@ -773,13 +773,13 @@ Worker: 0
- Nanny: tcp://127.0.0.1:46249
+ Nanny: tcp://127.0.0.1:33475
- Local directory: /tmp/dask-scratch-space/worker-_usgiv0c
+ Local directory: /tmp/dask-scratch-space/worker-usktqaon
@@ -802,7 +802,7 @@ Worker: 1
- Comm: tcp://127.0.0.1:38241
+ Comm: tcp://127.0.0.1:35501
Total threads: 1
@@ -810,7 +810,7 @@ Worker: 1
- Dashboard: http://127.0.0.1:39479/status
+ Dashboard: http://127.0.0.1:36067/status
Memory: 3.38 GiB
@@ -818,13 +818,13 @@ Worker: 1
- Nanny: tcp://127.0.0.1:35525
+ Nanny: tcp://127.0.0.1:37277
- Local directory: /tmp/dask-scratch-space/worker-769v54dx
+ Local directory: /tmp/dask-scratch-space/worker-ac_500w1
diff --git a/searchindex.js b/searchindex.js
index 3ccf157..eae9851 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10], "01": [9, 10, 15], "07": [9, 10], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": 9, "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10, 15], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f19c29f9c10": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": 10, "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": [10, 15], "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f19c37a2d10": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f19c0835dd0": 10, "its": [10, 15, 19], "line2d": 10, "0x7f19c067e0d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "ms": 15, "sy": 15, "total": [15, 19], "654": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f23fd3b2f80": 15, "to_dataset": 15, "0x7f23fd3b3450": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "622": 15, "1min": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "26": 15, "382": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "ae6d5a4": 19, "734c": 19, "11ee": 19, "8eb7": 19, "000d3a32a847": 19, "localclust": 19, "8787": 19, "statu": 19, "08199e78": 19, "ddbc05ea": 19, "c236": 19, "421d": 19, "bd7f": 19, "dd9fe18d8ee": 19, "comm": 19, "tcp": 19, "41555": 19, "33351": 19, "39095": 19, "nanni": 19, "46249": 19, "tmp": 19, "scratch": 19, "_usgiv0c": 19, "38241": 19, "39479": 19, "35525": 19, "769v54dx": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "576": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
+Search.setIndex({"docnames": ["about/timeline", "afterword/envds-book", "afterword/pythia", "afterword/resources", "before/free_trial", "before/setup", "intro", "part1/motivation", "part1/overview", "part1/visualization", "part1/xarray_pitfalls", "part2/placeholder", "part3/advanced_udf", "part3/advanced_ufunc", "part3/advanced_workflow", "part3/chunking_introduction", "part3/data_discovery", "part3/data_exploitability_openEO", "part3/data_exploitability_pangeo", "part3/scaling_dask"], "filenames": ["about/timeline.md", "afterword/envds-book.md", "afterword/pythia.md", "afterword/resources.md", "before/free_trial.md", "before/setup.md", "intro.md", "part1/motivation.md", "part1/overview.md", "part1/visualization.ipynb", "part1/xarray_pitfalls.ipynb", "part2/placeholder.md", "part3/advanced_udf.ipynb", "part3/advanced_ufunc.ipynb", "part3/advanced_workflow.ipynb", "part3/chunking_introduction.ipynb", "part3/data_discovery.md", "part3/data_exploitability_openEO.ipynb", "part3/data_exploitability_pangeo.ipynb", "part3/scaling_dask.ipynb"], "titles": ["Timeline of the workshops", "Environmental Data Science Book", "Project Pythia", "Join the community!", "Registration", "Setup", "Welcome \ud83d\udc4b", "Introduction and Motivation", "Overview of the Pangeo ecosystem", "Interactive plotting with HoloViews", "Handling multi-dimensional arrays with xarray", "Agenda", "OpenEO - User Defined Functions", "OpenEO - User Functions", "OpenEO - Advanced Workflows", "Data chunking with zarr and kerchunk.", "Data discoverability and searchability", "Hands-on \u201cThe Easy-peasy life with OpenEO\u201d", "How to exploit data on Pangeo", "Parallel computing with Dask"], "terms": {"The": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "programm": [0, 10], "each": [0, 9, 10, 15, 19], "ar": [0, 1, 2, 3, 4, 5, 6, 9, 10, 15, 19], "given": [0, 3, 15, 19], "below": [0, 2, 4, 5, 9, 15, 19], "your": [0, 4, 9, 10, 15], "inform": [0, 2, 3, 4, 5, 6, 9, 10, 19], "held": 0, "separ": [0, 4, 15, 19], "time": [0, 3, 5, 10, 15], "activ": [0, 3, 5, 9], "09": 0, "00": [0, 9, 10, 15], "welcom": [0, 1], "5": [0, 9, 10, 15, 19], "minut": [0, 3, 5], "9": [0, 9, 15, 19], "05": [0, 9, 10], "motiv": 0, "15": [0, 3, 9, 10, 15, 19], "20": [0, 9, 10, 15, 19], "overview": [0, 9, 10, 15, 19], "ecosystem": [0, 2, 3, 5, 6, 9, 10, 15, 19], "40": 0, "understand": [0, 15, 19], "xarrai": [0, 3, 5, 9, 15], "avoid": [0, 10, 19], "common": [0, 10], "pitfal": 0, "30": [0, 4, 15, 19], "10": [0, 9, 10, 15, 19], "interact": [0, 3, 5, 10, 19], "visual": [0, 10, 15], "hvplot": [0, 9, 19], "25": [0, 9, 10, 15], "wrap": [0, 19], "up": [0, 4, 5, 10, 19], "feedback": [0, 5], "survei": [0, 3], "11": [0, 9, 10, 15, 19], "get": [0, 1, 2, 4, 5, 9, 10, 15], "start": [0, 4, 5, 9, 10, 15, 19], "access": [0, 3, 5, 6, 15, 19], "process": [0, 3, 4, 5, 10, 15, 19], "12": [0, 10, 15, 19], "work": [0, 2, 3, 5, 9, 10, 15, 19], "cube": 0, "lunch": 0, "pleas": [0, 1, 4, 9, 10, 15, 19], "note": [0, 5, 10, 15, 19], "thi": [0, 3, 4, 5, 6, 9, 10, 15, 19], "assum": 0, "some": [0, 1, 2, 3, 4, 5, 10], "prior": 0, "knowledg": 0, "If": [0, 3, 4, 5, 9, 10, 15, 19], "you": [0, 1, 3, 4, 5, 9, 10, 15, 19], "familiar": 0, "ani": [0, 2, 4, 5, 10, 15, 19], "technolog": [0, 6], "we": [0, 2, 4, 5, 9, 10, 15], "suggest": [0, 2], "check": [0, 5, 9, 10, 15, 19], "content": [0, 2, 6, 15], "two": [0, 3, 10, 15, 19], "other": [0, 3, 4, 5, 10, 15], "taught": 0, "morn": 0, "14": [0, 15], "what": [0, 3, 4, 5], "doe": [0, 9, 10, 15], "best": [0, 3, 9, 10, 15, 19], "how": [0, 2, 3, 4, 6, 9, 15], "exploit": 0, "easili": [0, 5, 9, 10, 15], "streamlin": 0, "50": [0, 10, 19], "when": [0, 3, 4, 5, 9, 10, 15, 19], "customis": 0, "algorithm": [0, 3], "analys": [0, 3, 15, 19], "multipl": [0, 4, 9], "sourc": [0, 1, 2, 3, 9, 10, 15, 19], "chunk": [0, 10, 19], "break": 0, "16": [0, 15], "dask": [0, 3, 5, 15], "cloud": [0, 2, 4, 15, 19], "friendli": [0, 15], "archiv": [0, 3, 9, 15], "kerchunk": 0, "55": [0, 9, 15], "creat": [0, 3, 4, 5, 9, 10, 15], "readi": [0, 3, 10, 15], "optimis": [0, 15], "arco": [0, 15], "17": [0, 10, 15], "workflow": 0, "combin": [0, 3, 19], "world": [0, 2, 10], "These": [0, 15], "pure": [0, 10], "approxim": 0, "indic": [0, 9, 10, 15, 19], "purpos": [0, 5, 10], "onli": [0, 1, 2, 4, 5, 6, 9, 10, 15, 19], "adjust": 0, "depend": [0, 15], "audienc": [0, 1], "There": [0, 5, 15], "addit": [0, 4], "regularli": 0, "question": [0, 4, 9, 10, 15, 19], "dure": [0, 4, 5, 9, 19], "ed": 1, "short": [1, 3], "http": [1, 2, 3, 4, 5, 9, 10, 15, 19], "edsbook": 1, "org": [1, 2, 5, 9, 10, 15, 19], "live": 1, "open": [1, 2, 3, 19], "commun": [1, 2, 4], "driven": 1, "onlin": [1, 2, 3, 5, 15], "resourc": [1, 2, 4, 5, 15, 19], "showcas": [1, 3, 6], "support": [1, 4, 9, 19], "public": [1, 3, 5], "research": [1, 3, 9, 10, 15, 19], "tool": [1, 3, 9, 10, 19], "collabor": [1, 3], "reproduc": [1, 3, 5], "transpar": 1, "while": [1, 5, 10], "scientif": [1, 3, 4], "broad": 1, "target": [1, 10, 15], "background": [1, 10], "interest": [1, 3, 10, 15, 19], "ai": [1, 3], "method": [1, 9, 19], "comput": [1, 3, 9, 10, 15], "anyon": [1, 3, 15], "els": [1, 9, 19], "inclus": [1, 2], "shareabl": 1, "applic": [1, 3, 6, 9, 10], "from": [1, 3, 4, 5, 9, 15], "those": [1, 10], "list": [1, 3, 4, 5, 15, 19], "core": [1, 2, 5, 10, 15, 19], "github": [1, 3, 4, 5, 15], "repositori": [1, 5, 10], "licens": 1, "see": [1, 3, 4, 5, 9, 10, 15, 19], "here": [1, 2, 3, 4, 5, 9, 10, 15, 19], "execut": [1, 2, 5, 19], "notebook": [1, 3, 5, 9, 10, 15, 19], "host": 1, "galleri": 1, "organ": [1, 3, 4, 9], "contributor": 1, "s": [1, 2, 3, 4, 5, 9, 10, 15, 19], "guid": [1, 4], "detail": [1, 2, 4, 5, 15], "can": [1, 2, 4, 5, 6, 9, 10, 15], "involv": [1, 2], "projectpythia": 2, "educ": 2, "group": [2, 10, 19], "pangeo": [2, 5, 9, 10, 15, 19], "an": [2, 3, 4, 5, 9, 10, 15, 19], "entir": [2, 15], "geoscienc": [2, 3], "highlight": [2, 19], "notion": [2, 3], "initi": [2, 4, 15], "also": [2, 3, 5, 9, 10, 15, 19], "includ": [2, 3, 4, 10, 15], "recent": [2, 9, 19], "present": [2, 3, 9], "author": [2, 4], "clyne": 2, "et": 2, "al": [2, 15], "2022": [2, 3, 5, 9, 10], "For": [2, 4, 5, 9, 10, 19], "further": [2, 4, 9, 10, 15, 19], "visit": 2, "section": [2, 5, 15, 19], "home": [2, 9, 10, 15], "python": [2, 3, 4, 9, 10, 15, 19], "center": [2, 19], "learn": [2, 9, 10, 15, 19], "own": [2, 4, 10, 15], "focus": [2, 3, 10], "high": [2, 9], "qualiti": [2, 3, 10], "current": [2, 10, 19], "team": [2, 3, 4, 15, 19], "found": [2, 6, 10, 19], "look": [2, 5, 9, 10, 15, 19], "info": [2, 9, 10, 19], "portal": 2, "A": [2, 3, 9, 10, 19], "searchabl": 2, "provid": [2, 3, 4, 5, 9, 10, 15, 19], "scientist": [2, 3], "point": [2, 10, 15], "career": 2, "real": [2, 5, 10, 19], "exampl": [2, 3, 4, 5, 15, 19], "need": [2, 4, 5, 6, 9, 10, 15, 19], "navig": [2, 5], "integr": [2, 10], "myriad": 2, "packag": [2, 3], "within": [2, 3, 10], "deploy": [2, 3, 19], "platform": [2, 3, 5, 6, 10, 15, 19], "light": 2, "weight": 2, "binder": [2, 5], "base": [2, 3, 4, 9, 10, 15, 19], "make": [2, 3, 10, 19], "possibl": [2, 4, 5, 10, 15], "launch": [2, 5], "customiz": 2, "environ": [2, 3, 4, 5, 9, 10, 15, 19], "singl": [2, 4, 10, 19], "click": [2, 5, 15, 19], "big": [3, 10, 15, 19], "link": [3, 4, 5, 19], "websit": [3, 5, 6], "io": [3, 9, 15], "chat": 3, "new": [3, 4], "gener": [3, 5, 9, 10, 15, 19], "hold": 3, "everi": [3, 10, 15, 19], "wednesdai": 3, "altern": [3, 5, 9, 10], "between": [3, 10, 15], "12pm": 3, "4pm": 3, "us": [3, 4, 10], "eastern": 3, "encourag": 3, "particip": [3, 5], "wider": 3, "rang": [3, 10], "zone": 3, "continent": 3, "adress": 3, "differ": [3, 9, 10, 15, 19], "among": 3, "globe": [3, 15], "have": [3, 4, 5, 9, 10, 15, 19], "been": [3, 4, 5, 9, 10, 19], "europ": 3, "africa": 3, "oceania": 3, "talk": 3, "which": [3, 4, 5, 9, 10, 15, 19], "opportun": 3, "member": [3, 4], "let": [3, 10, 15, 19], "them": [3, 4, 9, 10, 15, 19], "know": [3, 10, 19], "record": [3, 9, 10, 19], "doi": [3, 9, 10, 15, 19], "made": [3, 9, 15, 19], "avail": [3, 5, 9, 10, 15, 19], "youtub": 3, "channel": 3, "give": [3, 5, 19], "fill": [3, 4, 5, 10], "out": [3, 4, 5, 15, 19], "form": [3, 4, 10], "2i2c": 3, "jupyterhub": [3, 5, 19], "serv": [3, 10], "It": [3, 4, 5, 10, 15, 19], "oper": [3, 9, 10, 19], "design": [3, 5], "fund": 3, "nsf": 3, "earthcub": 3, "program": [3, 10, 19], "award": 3, "icer": 3, "2026932": 3, "servic": [3, 4, 5, 9, 10, 15, 19], "hub": [3, 4], "administr": [3, 9], "ha": [3, 5, 9, 10, 15, 19], "approv": [3, 5], "find": [3, 4, 15], "blog": 3, "post": 3, "partnership": 3, "forg": 3, "aid": 3, "extract": [3, 19], "transform": [3, 9, 10, 19], "load": [3, 10, 15, 19], "dataset": 3, "galaxi": 3, "climat": 3, "contain": [3, 9, 10, 15], "modul": 3, "introduc": [3, 10, 15], "101": [3, 5], "everyon": 3, "introduct": [3, 5, 6, 15, 19], "assist": [3, 5], "biogeomon": 3, "workshop": [3, 5, 6, 19], "led": 3, "landscap": 3, "geoinformat": 3, "jupyt": [3, 5, 9, 10, 15, 19], "demonstr": [3, 5], "label": [3, 9, 10, 15, 19], "multi": [3, 5], "dimension": [3, 5], "arrai": [3, 5, 9, 15, 19], "materi": 3, "show": [3, 5, 15], "few": [3, 5, 19], "basic": [3, 9, 15], "step": [3, 4, 5, 9, 19], "improv": 3, "pro": 3, "appli": [3, 10, 15, 19], "fair": 3, "principl": 3, "share": [3, 5, 10, 15, 19], "code": [3, 5, 9, 19], "publish": [3, 15], "via": [3, 4, 6], "zenodo": [3, 9, 10, 15, 19], "foss4g": [3, 5, 10, 15, 19], "discoveri": [3, 10, 15], "spatiotempor": 3, "asset": 3, "catalog": [3, 15, 19], "stac": 3, "optim": [3, 15], "format": [3, 9, 10], "geotiff": [3, 10, 15], "zarr": [3, 10, 19], "scalabl": [3, 19], "analysi": [3, 6, 10, 15], "librari": [3, 5, 9, 10, 15, 19], "more": [3, 4, 5, 6, 10, 15, 19], "carbonplan": 3, "non": 3, "profit": 3, "analyz": [3, 15, 19], "solut": [3, 5, 6, 10], "scienc": [3, 9, 10, 15, 19], "build": [3, 5, 10, 15, 19], "evalu": 3, "robust": 3, "climetlab": 3, "aim": 3, "simplifi": 3, "meteorolog": 3, "allow": [3, 5, 10, 15, 19], "user": [3, 4, 5, 6, 15, 19], "focu": [3, 6, 19], "instead": [3, 15, 19], "technic": [3, 6], "issu": [3, 5, 10], "climpr": 3, "primari": 3, "output": [3, 5, 15], "dynam": [3, 15, 19], "forecast": 3, "model": 3, "term": [3, 10, 15, 19], "weather": 3, "decad": 3, "digit": [3, 10], "earth": [3, 19], "sandbox": 3, "through": [3, 4, 5, 9, 15, 19], "lab": [3, 5, 19], "limit": [3, 5, 19], "free": [3, 4, 5, 10], "explor": [3, 15], "de": 3, "product": [3, 15, 19], "curat": 3, "eooffshor": 3, "project": [3, 9, 10, 15, 19], "case": [3, 4, 10, 15, 19], "studi": [3, 15], "util": 3, "softwar": [3, 5, 9, 10, 15, 19], "address": [3, 4], "develop": [3, 5, 10, 15, 19], "offshor": 3, "wind": 3, "speed": [3, 10, 15, 19], "power": [3, 6, 19], "densiti": 3, "estim": [3, 9, 10], "increas": [3, 4, 15], "measur": 3, "coverag": [3, 15, 19], "renew": 3, "energi": 3, "assess": [3, 9, 10], "area": [3, 10, 15, 19], "irish": 3, "shelf": 3, "region": [3, 15, 19], "fastscap": 3, "lem": 3, "evolut": [3, 5], "topograph": 3, "readili": 3, "wide": [3, 5, 19], "expert": 3, "teacher": 3, "broader": 3, "flox": 3, "strategi": 3, "fast": 3, "groupbi": [3, 10], "reduct": [3, 19], "call": [3, 9, 15, 19], "dask_groupbi": 3, "netcarbon": 3, "startup": 3, "compani": 3, "offer": [3, 4, 5, 10, 15], "farmer": [3, 9, 15, 19], "monet": 3, "sequest": 3, "carbon": 3, "contribut": [3, 5], "toward": 3, "neutral": 3, "planetari": 3, "petabyt": 3, "geospati": 3, "api": [3, 9, 10, 19], "facilit": [3, 4], "queri": [3, 10], "over": [3, 10, 15], "distribut": [3, 5, 9, 15], "workload": 3, "pygmt": 3, "geophys": 3, "map": [3, 9], "figur": [3, 4, 5, 9, 19], "scivis": 3, "connect": [3, 5, 19], "vision": 3, "imag": [3, 15, 19], "divers": 3, "field": [3, 9], "upon": [3, 4, 10], "exist": [3, 4, 9, 19], "manipul": 3, "catalogu": [3, 15, 19], "e": [3, 4, 5, 10, 15, 19], "g": [3, 4, 5, 10, 15, 19], "intak": 3, "handl": [3, 4, 5, 9, 19], "n": [3, 5, 9, 10, 15, 19], "cv": 3, "urban": 3, "grammar": 3, "propos": [3, 19], "conceptu": [3, 10], "framework": 3, "character": 3, "structur": [3, 9, 15], "spatial": [3, 9, 19], "signatur": 3, "In": [3, 4, 5, 9, 10, 15, 19], "dask_geopanda": 3, "geometr": 3, "type": [3, 10, 15, 19], "verd": 3, "bathymetri": 3, "etc": [3, 5, 15, 19], "interpol": 3, "regular": 3, "grid": 3, "i": [3, 15, 19], "sentinel": [3, 4, 10], "sar": 3, "copernicu": [3, 10, 15, 19], "1": [3, 4, 9, 10, 15, 19], "satellit": [3, 15], "mission": 3, "xesmf": 3, "regrid": 3, "suit": 3, "orthogon": 3, "tri": [3, 15], "simpl": [3, 10], "intuit": [3, 10], "xmip": 3, "clean": [3, 19], "intercomparison": 3, "mip": 3, "flow": 4, "regist": 4, "immedi": 4, "dai": [4, 5, 10, 15, 19], "trial": 4, "receiv": 4, "1000": [4, 9, 10, 15, 19], "credit": 4, "feder": [4, 5], "authentif": 4, "terrascop": 4, "account": [4, 5], "manag": [4, 5, 9, 10, 15, 19], "eodc": 4, "provis": 4, "jupyterlab": [4, 5, 19], "eurodatacub": 4, "backend": [4, 10, 15, 19], "network": 4, "esa": 4, "sponsor": 4, "abov": [4, 9, 15, 19], "lead": [4, 15, 19], "automat": [4, 10, 15, 19], "coupl": 4, "phase": 4, "explain": [4, 15], "graphic": [4, 9, 15], "first": [4, 5, 10, 15, 19], "becom": 4, "prefer": [4, 15, 19], "just": [4, 5, 15, 19], "sign": [4, 5], "reli": [4, 9, 15], "foundat": 4, "authent": [4, 5], "sever": [4, 5, 15, 19], "benefit": 4, "log": [4, 5], "either": [4, 19], "academ": 4, "institut": [4, 9, 10, 15], "social": [4, 5], "googl": 4, "facebook": 4, "linkedin": 4, "No": [4, 9, 10, 19], "set": [4, 9, 10, 15, 19], "rememb": [4, 10], "yet": [4, 15], "anoth": [4, 5, 9, 10, 19], "usernam": [4, 19], "password": 4, "combo": 4, "neither": 4, "nor": 4, "store": [4, 15, 19], "keep": [4, 15, 19], "minim": 4, "email": 4, "privaci": 4, "polici": [4, 5], "same": [4, 9, 10, 15, 19], "accross": 4, "recommend": [4, 5, 9, 10, 15, 19], "whenev": [4, 19], "nevertheless": 4, "problem": [4, 10], "mai": [4, 5, 15], "occur": [4, 9], "sometim": [4, 19], "requir": [4, 5, 10], "IT": 4, "properli": 4, "edugain": 4, "contact": 4, "alreadi": [4, 9, 10, 15, 19], "did": [4, 15, 19], "past": [4, 19], "unsur": 4, "about": [4, 5, 9, 10, 15, 19], "follow": [4, 5, 9, 10, 15, 19], "procedur": 4, "discuss": [4, 5, 15], "previous": [4, 15], "complet": [4, 15], "skip": 4, "To": [4, 5, 9, 10, 19], "idea": [4, 6, 15], "consult": 4, "illustr": 4, "document": [4, 9, 10], "feel": 4, "send": 4, "request": [4, 5, 9, 10], "eu": [4, 5, 6, 9, 15, 19], "didn": [4, 19], "t": [4, 9, 10, 15, 19], "like": [4, 5, 10, 15, 19], "simpli": [4, 5], "select": [4, 5, 15, 19], "afterward": 4, "small": [4, 5, 10, 15, 19], "miss": [4, 19], "person": [4, 5], "name": [4, 9, 10, 15, 19], "affili": 4, "organis": [4, 5], "patienc": 4, "wait": 4, "until": 4, "banner": 4, "top": [4, 5, 9, 10, 15, 19], "screen": [4, 5], "2": [4, 5, 9, 10, 15, 19], "join": [4, 5, 19], "finish": 4, "after": [4, 5, 10, 15], "submit": [4, 5, 19], "verif": 4, "mail": 4, "befor": [4, 5, 10, 15, 19], "contin": 4, "next": [4, 10, 15], "onc": [4, 5, 9, 10, 15, 19], "forward": [4, 10], "dashboard": 4, "balanc": 4, "consum": [4, 15], "deduct": 4, "number": [4, 10, 15, 19], "acquir": 4, "directli": [4, 5, 9, 10, 15, 19], "enrol": [4, 5], "period": [4, 15], "ve": [4, 15, 19], "client": 4, "With": 4, "all": [4, 5, 6, 9, 10, 19], "tip": 4, "conveni": [4, 10, 19], "advis": 4, "alwai": [4, 10, 19], "ident": 4, "origin": [4, 9, 15, 19], "otherwis": 4, "run": [4, 19], "risk": 4, "turn": 4, "go": [4, 15, 19], "virtual": [4, 5, 15, 19], "accept": [4, 10], "again": 4, "howev": [4, 5, 9, 10, 15, 19], "must": [4, 19], "done": [4, 9, 10, 15, 19], "editor": 4, "javascript": 4, "r": [4, 9, 10, 15, 19], "describ": [5, 10, 19], "goal": 5, "import": [5, 9, 10, 15, 19], "thei": [5, 10, 15], "insight": [5, 6], "why": [5, 10], "put": 5, "place": [5, 19], "thank": [5, 9, 19], "cesnet": 5, "infrastructur": [5, 19], "mainli": 5, "gatewai": 5, "enabl": [5, 6, 15, 19], "pre": 5, "cook": 5, "want": [5, 15, 19], "take": [5, 10, 15, 19], "daskhub": 5, "helm": 5, "chart": 5, "page": [5, 10, 15, 19], "three": [5, 9, 10], "wai": [5, 9, 10, 15], "local": [5, 10], "egi": [5, 10], "aai": 5, "signup": 5, "orcid": 5, "media": 5, "vo": 5, "registri": 5, "co_petit": 5, "coef": 5, "111": [5, 10], "shown": [5, 15, 19], "latter": 5, "ask": [5, 19], "statement": 5, "write": 5, "frame": 5, "confer": 5, "review": 5, "agre": 5, "valid": [5, 10], "credenti": 5, "than": [5, 10, 15, 19], "mybind": 5, "similarli": 5, "instanc": [5, 10, 15, 19], "dev": [5, 19], "290": 5, "perform": [5, 10, 15, 19], "earli": 5, "order": [5, 10, 15, 19], "petit": 5, "refresh": 5, "troubl": 5, "help": [5, 9, 10, 15], "someon": 5, "correct": [5, 10], "folder": [5, 9], "under": [5, 19], "hood": [5, 19], "clone": 5, "data": 5, "our": [5, 10, 15], "enjoi": 5, "one": [5, 10], "jupyterbook": 5, "rocket": 5, "icon": [5, 15, 19], "choos": [5, 15], "option": [5, 10, 15, 19], "continu": [5, 10], "would": [5, 10, 15], "probabl": 5, "modifi": 5, "thing": 5, "might": [5, 19], "appreci": 5, "touch": [5, 6], "do": [5, 15, 19], "tell": [5, 15], "meetup": 5, "most": [5, 9, 15, 19], "part": [5, 6, 9, 10], "were": 5, "so": [5, 10, 19], "laptop": [5, 19], "bit": [5, 15], "complic": [5, 15], "instal": [5, 9, 10, 15, 19], "yourself": 5, "abl": [5, 9, 19], "test": [5, 15], "linux": 5, "command": [5, 9, 10, 15, 19], "git": 5, "com": [5, 9, 10], "conda": 5, "instruct": [5, 15], "Then": [5, 15, 19], "env": [5, 9, 15, 19], "f": [5, 9, 10, 15, 19], "yml": 5, "server": [5, 19], "web": [5, 19], "browser": [5, 19], "url": [5, 9, 10, 15, 19], "should": [5, 10, 15, 19], "someth": [5, 19], "localhost": 5, "8888": 5, "token": 5, "42fac6733c6854578b981bca3abf5152": 5, "pangeo101": 5, "file": [5, 9, 10, 19], "left": [5, 6], "side": [5, 19], "realli": [5, 10, 15, 19], "cool": 5, "gesi": 5, "easiest": [5, 10], "arriv": 5, "necessari": [5, 9, 10, 15, 19], "hardwar": 5, "quit": [5, 15], "grasp": 5, "full": 5, "potenti": 5, "stack": [5, 10], "unavail": 5, "button": [5, 19], "2023": [6, 9, 10], "bring": [6, 9, 10, 15], "togeth": 6, "kei": [6, 9, 10, 15, 19], "actor": 6, "industri": 6, "academia": 6, "entiti": 6, "govern": 6, "reveal": [6, 9], "exchang": 6, "latest": 6, "aspect": 6, "edit": 6, "foresight": 6, "infer": 6, "emphas": 6, "impact": [6, 10], "societi": 6, "23": [6, 10, 15], "divid": 6, "3": [6, 9, 10, 15, 19], "scale": [6, 10], "unlock": 6, "timelin": 6, "setup": 6, "menu": 6, "webpag": 6, "pier": [9, 10, 15, 19], "lorenzo": [9, 10, 15, 19], "marasco": [9, 10, 15, 19], "ispra": [9, 10, 15, 19], "itali": [9, 10, 15, 19], "pl": [9, 10, 15, 19], "alejandro": [9, 10], "coca": [9, 10], "castro": [9, 10], "alan": [9, 10, 15, 19], "ture": [9, 10], "unit": [9, 10, 15], "kingdom": [9, 10], "acocac": [9, 10], "ann": [9, 10, 15, 19], "fouilloux": [9, 10, 15, 19], "univers": [9, 10, 15, 19], "oslo": [9, 10, 15, 19], "norwai": [9, 10, 15, 19], "annef": [9, 10, 15, 19], "brows": 9, "1d": 9, "object": [9, 10, 15, 19], "line": [9, 10, 15, 19], "holoviz": [9, 10, 19], "veget": [9, 10, 15], "condit": [9, 10], "index": [9, 10, 15], "vci": [9, 10, 19], "kog95": [9, 10], "well": [9, 10, 15, 19], "establish": [9, 10], "drought": [9, 10], "remot": [9, 10], "sens": [9, 10], "previou": [9, 10, 15, 19], "episod": [9, 10, 15, 19], "download": [9, 10, 19], "pooch": [9, 10, 19], "veri": [9, 10, 15, 19], "handi": [9, 10, 19], "cach": [9, 10, 19], "cgls_file": [9, 10, 19], "retriev": [9, 10, 15, 19], "6969999": [9, 10, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mask": [9, 10, 19], "nc": [9, 10, 15, 19], "known_hash": [9, 10, 19], "md5": [9, 10, 19], "be3f16913ebbdb4e7af227f971007b22": [9, 19], "path": [9, 10, 19], "runner": [9, 10, 15], "openeo": [9, 10], "bid": [9, 10], "tutori": [9, 10, 19], "part1": [9, 10], "3bcb6b0879f7f1f3eebff65b142241cf": 9, "main": [9, 10, 15, 19], "hh17": [9, 10, 15, 19], "netcdf4": [9, 10, 15, 19], "h5netcdf": [9, 10, 15, 19], "engin": [9, 10, 15, 19], "usr": [9, 10, 19], "rioxarrai": [9, 10, 19], "sbr": 9, "22": [9, 15], "hun07": [9, 15], "cartopi": 9, "metoffice15": 9, "rsb": [9, 19], "geopanda": [9, 15, 19], "jdbf": [9, 15, 19], "practic": [9, 10, 15, 19], "xr": [9, 10, 15, 19], "cgls_d": [9, 10, 19], "open_dataset": [9, 10, 15, 19], "error": [9, 10], "where": [9, 10, 15], "input": [9, 10, 15], "some_hash": [9, 10], "netcdf": [9, 10], "directori": [9, 10, 19], "lt": [9, 10], "gt": [9, 10, 15], "lon": [9, 10, 15, 19], "984": [9, 10], "lat": [9, 10, 15, 19], "612": [9, 10], "coordin": [9, 15], "datetime64": [9, 10], "ns": [9, 10, 15], "01": [9, 10, 15], "07": [9, 10, 15], "float64": [9, 10, 15], "8": [9, 10, 15, 19], "502": [9, 10], "505": [9, 10], "508": [9, 10], "511": [9, 10], "42": [9, 10], "43": [9, 10], "46": [9, 10, 19], "49": [9, 10], "44": [9, 10, 19], "69": [9, 10], "68": [9, 10], "variabl": [9, 15, 19], "ndvi": [9, 15], "datasetdimens": [9, 10, 15], "20lon": [9, 10], "984lat": [9, 10], "612coordin": 9, "11standard_nam": [9, 10], "tlong_nam": [9, 10], "taxi": [9, 10], "tarrai": [9, 10], "x27": [9, 10, 15], "01t00": [9, 10, 15], "000000000": [9, 10], "11t00": [9, 10], "21t00": [9, 10], "02": [9, 10, 15], "03": [9, 10, 15, 19], "04": [9, 10], "06": [9, 10], "dtype": [9, 10, 15], "float648": [9, 10], "43standard_nam": [9, 10], "projection_x_coordinatelong_nam": [9, 10], "x": [9, 10, 15, 19], "coordinateunit": [9, 10], "degrees_eastaxi": [9, 10], "501737": [9, 10], "504713": [9, 10], "507689": [9, 10], "42138": [9, 10], "424356": [9, 10], "427332": [9, 10], "float6446": [9, 10], "68standard_nam": [9, 10], "projection_y_coordinatelong_nam": [9, 10], "y": [9, 10, 15, 19], "degrees_northaxi": [9, 10], "yarrai": [9, 10], "499803": [9, 10], "496827": [9, 10], "493851": [9, 10], "687303": [9, 10], "684327": [9, 10], "681351": [9, 10], "12044160": 9, "valu": [9, 10, 15, 19], "timepandasindexpandasindex": [9, 10, 15], "datetimeindex": [9, 10], "21": [9, 10, 15, 19], "freq": [9, 10], "none": [9, 10, 19], "lonpandasindexpandasindex": [9, 10, 15], "501737095238099": [9, 10], "504713285714303": [9, 10], "507689476190507": [9, 10], "51066566666671": [9, 10], "513641857142915": [9, 10], "516618047619119": [9, 10], "519594238095323": [9, 10], "522570428571527": [9, 10], "52554661904773": [9, 10], "528522809523935": [9, 10], "400546619060794": [9, 10], "403522809536998": [9, 10], "406499000013202": [9, 10], "409475190489406": [9, 10], "41245138096561": [9, 10], "415427571441814": [9, 10], "418403761918018": [9, 10], "421379952394222": [9, 10], "424356142870426": [9, 10], "42733233334663": [9, 10], "length": [9, 10, 15], "latpandasindexpandasindex": [9, 10, 15], "49980333333342": [9, 10], "49682714285723": [9, 10], "49385095238104": [9, 10], "49087476190485": [9, 10], "48789857142866": [9, 10], "48492238095247": [9, 10], "48194619047628": [9, 10], "47897000000009": [9, 10], "47599380952389": [9, 10], "4730176190477": [9, 10], "70813666666703": [9, 10], "70516047619084": [9, 10], "70218428571465": [9, 10], "69920809523846": [9, 10], "69623190476227": [9, 10], "69325571428608": [9, 10], "69027952380989": [9, 10], "6873033333337": [9, 10], "68432714285751": [9, 10], "68135095238132": [9, 10], "attribut": [9, 10, 15], "0": [9, 10, 15, 19], "One": [9, 19], "concept": [9, 10, 15], "gi": 9, "vector": [9, 10], "geometri": [9, 19], "capabl": [9, 15], "deal": [9, 10, 15], "achiev": [9, 10], "extend": [9, 10, 19], "featur": 9, "rasterio": [9, 19], "gdal": [9, 19], "gpd": [9, 19], "defin": [9, 10, 15], "global": [9, 10], "layer": [9, 10, 15], "gaul": [9, 19], "g2015_2014": 9, "fao": 9, "un": 9, "panda": [9, 10, 19], "geodata": 9, "offici": 9, "wf": 9, "read_fil": [9, 19], "app": 9, "gsrv": 9, "gsrv1": 9, "version": [9, 10, 15, 19], "getfeatur": 9, "typenam": 9, "g2015_2014_2": 9, "srsname": 9, "epsg": [9, 10, 15], "3a4326": 9, "maxfeatur": 9, "2500": 9, "outputformat": 9, "json": [9, 15, 19], "unfortun": 9, "seem": 9, "pretti": 9, "slow": [9, 15], "As": [9, 10, 15, 19], "approach": [9, 10, 15], "jrc": [9, 19], "mar": [9, 19], "wa": [9, 15, 19], "acceler": 9, "fetch": [9, 15, 19], "highli": 9, "train": [9, 10], "cours": 9, "tini": 9, "try": [9, 10, 15, 19], "geojson": [9, 19], "except": [9, 19], "zip": [9, 19], "ec": [9, 19], "europa": [9, 19], "asap": [9, 19], "gaul1_asap": [9, 19], "cple_openfailederror": 9, "traceback": [9, 19], "last": [9, 10, 19], "fiona": 9, "ogrext": 9, "pyx": 9, "136": [9, 10], "gdal_open_vector": 9, "_err": 9, "291": 9, "exc_wrap_point": 9, "drivererror": 9, "cell": [9, 19], "6": [9, 10, 15, 19], "micromamba": [9, 15, 19], "bids23": [9, 15, 19], "lib": [9, 15, 19], "python3": [9, 15, 19], "site": [9, 15, 19], "py": [9, 15, 19], "297": 9, "_read_fil": 9, "filenam": 9, "bbox": 9, "mask": [9, 19], "row": 9, "kwarg": [9, 15, 19], "295": 9, "path_or_byt": 9, "return": [9, 10, 19], "_read_file_fiona": 9, "298": [9, 10, 15], "from_byt": 9, "299": 9, "301": 9, "338": 9, "337": 9, "fiona_env": 9, "reader": [9, 10], "339": 9, "cr": [9, 10, 15, 19], "crs_wkt": [9, 10], "457": [9, 19], "ensure_env_with_credenti": 9, "wrapper": 9, "arg": [9, 19], "kwd": 9, "456": [9, 19], "env_ctor": 9, "session": [9, 19], "__init__": [9, 19], "292": [9, 10], "fp": 9, "mode": [9, 15, 19], "driver": 9, "schema": 9, "encod": 9, "vf": 9, "enabled_driv": 9, "allow_unsupported_driv": 9, "colxn": 9, "collect": [9, 10, 15], "293": 9, "294": 9, "296": [9, 10], "300": [9, 10, 19], "302": 9, "elif": 9, "w": [9, 15], "243": 9, "self": [9, 19], "vsi": 9, "ignore_field": 9, "ignore_geometri": 9, "include_field": 9, "wkt_version": 9, "242": 9, "244": [9, 10], "588": [9, 10], "143": 9, "vsizip": 9, "vsicurl": 9, "system": [9, 10, 15], "recogn": 9, "4": [9, 10, 15, 19], "rais": [9, 19], "valueerror": [9, 19], "unknown": 9, "335": 9, "340": 9, "attempt": 9, "454": [9, 19], "dummysess": 9, "289": 9, "parse_path": 9, "303": 9, "304": [9, 15], "305": 9, "314": 9, "315": [9, 15], "241": 9, "245": 9, "writingsess": 9, "tabular": 9, "element": [9, 10, 15], "column": 9, "shape": [9, 15], "class": 9, "head": [9, 15], "subset": [9, 15], "name1": [9, 19], "equal": 9, "lombardia": [9, 15], "aoi_nam": [9, 19], "aoi_poli": [9, 19], "second": 9, "4326": [9, 10, 15, 19], "geodet": [9, 10], "rio": [9, 19], "accessor": 9, "write_cr": [9, 19], "inplac": [9, 19], "true": [9, 10, 15, 19], "obtain": [9, 10], "begin": 9, "ndvi_aoi": [9, 10, 19], "pyplot": [9, 10], "plt": 9, "ccr": 9, "fig": 9, "figsiz": 9, "re": [9, 10, 19], "platecarre": 9, "ax": 9, "subplot": 9, "set_ext": 9, "27": [9, 15], "36": [9, 15, 19], "41": 9, "lon1": 9, "lon2": 9, "lat1": 9, "lat2": 9, "coastlin": 9, "resolut": [9, 19], "10m": 9, "gridlin": 9, "draw_label": 9, "sel": [9, 10, 15, 19], "cmap": [9, 10, 19], "rdylgn": [9, 10, 19], "custom": [9, 19], "titl": [9, 15, 19], "s3": [9, 15, 19], "fontsiz": 9, "18": [9, 10, 15], "hv": [9, 19], "back": [9, 10, 19], "end": [9, 10, 15, 19], "act": 9, "level": [9, 15], "isel": [9, 10, 19], "width": [9, 19], "height": [9, 19], "lot": [9, 15], "hist": 9, "bin": 9, "800": 9, "700": 9, "add": 9, "histogram": 9, "45": [9, 10, 19], "88": [9, 10], "63": [9, 10], "nearest": [9, 10, 19], "ylim": 9, "08": [9, 10, 15], "92": [9, 10], "kogan": [9, 10], "bright": [9, 10], "temperatur": [9, 10], "detect": [9, 10], "advanc": 9, "space": [9, 10, 19], "91": [9, 10], "100": [9, 10, 15, 19], "1995": [9, 10], "natur": [9, 10, 19], "hazard": [9, 10], "monitor": [9, 10], "techniqu": [9, 10], "www": [9, 10], "sciencedirect": [9, 10], "articl": [9, 10, 15], "pii": [9, 10], "027311779500079t": [9, 10], "1016": [9, 10], "0273": [9, 10], "1177": [9, 10], "95": [9, 10, 15], "00079": [9, 10], "hoyer": [9, 10, 15, 19], "j": [9, 10, 15, 19], "hamman": [9, 10, 15, 19], "d": [9, 10, 15, 19], "journal": [9, 10, 15, 19], "2017": [9, 10, 15, 19], "5334": [9, 10, 15, 19], "jor": [9, 10, 15, 19], "148": [9, 10, 15, 19], "hunter": [9, 15], "2d": [9, 15], "90": [9, 10, 15], "2007": [9, 15], "1109": [9, 15], "mcse": [9, 15], "kelsei": [9, 15, 19], "jordahl": [9, 15, 19], "jori": [9, 15, 19], "van": [9, 10, 15, 19], "den": [9, 15, 19], "bossch": [9, 15, 19], "martin": [9, 15, 19], "fleischmann": [9, 15, 19], "jacob": [9, 15, 19], "wasserman": [9, 15, 19], "jame": [9, 15, 19], "mcbride": [9, 15, 19], "jeffrei": [9, 15, 19], "gerard": [9, 15, 19], "jeff": [9, 15, 19], "tratner": [9, 15, 19], "matthew": [9, 10, 15, 19], "perri": [9, 15, 19], "adrian": [9, 15, 19], "garcia": [9, 15, 19], "badaracco": [9, 15, 19], "carson": [9, 15, 19], "geir": [9, 15, 19], "arn": [9, 15, 19], "hjell": [9, 15, 19], "snow": [9, 15, 19], "micah": [9, 15, 19], "cochran": [9, 15, 19], "sean": [9, 15, 19], "gilli": [9, 15, 19], "luca": [9, 15, 19], "culbertson": [9, 15, 19], "matt": [9, 15, 19], "barto": [9, 15, 19], "nick": [9, 15, 19], "eubank": [9, 15, 19], "maxalbert": [9, 15, 19], "aleksei": [9, 15, 19], "bilogur": [9, 15, 19], "sergio": [9, 15, 19], "rei": [9, 15, 19], "christoph": [9, 10, 15, 19], "ren": [9, 15, 19], "dani": [9, 15, 19], "arriba": [9, 15, 19], "bel": [9, 15, 19], "leah": [9, 15, 19], "wasser": [9, 15, 19], "levi": [9, 15, 19], "john": [9, 10, 15, 19], "wolf": [9, 15, 19], "journoi": [9, 15, 19], "joshua": [9, 15, 19], "wilson": [9, 15, 19], "adam": [9, 15, 19], "greenhal": [9, 15, 19], "chri": [9, 15, 19], "holdgraf": [9, 15, 19], "filip": [9, 15, 19], "fran\u00e7oi": [9, 15, 19], "leblanc": [9, 15, 19], "v0": [9, 15, 19], "juli": [9, 10, 15, 19], "2020": [9, 10, 15, 19], "5281": [9, 15, 19], "3946761": [9, 15, 19], "philipp": [9, 19], "rudig": [9, 19], "jean": [9, 19], "luc": [9, 19], "steven": [9, 19], "bednar": [9, 19], "ba": [9, 19], "nijholt": [9, 19], "andrew": [9, 19], "b": [9, 10, 19], "achim": [9, 19], "randelhoff": [9, 19], "jon": [9, 19], "meas": [9, 19], "vasco": [9, 19], "tenner": [9, 19], "marku": [9, 19], "kaiser": [9, 19], "ea42gh": [9, 19], "jordan": [9, 19], "samuel": [9, 19], "stonebig": [9, 19], "florian": [9, 19], "lb": [9, 19], "tolmi": [9, 19], "daniel": [9, 10, 19], "stephan": [9, 10, 19], "scott": [9, 19], "low": [9, 19], "bampton": [9, 19], "henriqueribeiro": [9, 19], "irv": [9, 19], "lustig": [9, 19], "julia": [9, 19], "signel": [9, 19], "justin": [9, 19], "boi": [9, 19], "leopold": [9, 19], "talirz": [9, 19], "luka": [9, 19], "barth": [9, 19], "maxim": [9, 19], "liquet": [9, 19], "ram": [9, 15, 19], "rachum": [9, 19], "yuval": [9, 19], "langer": [9, 19], "arabidopsi": [9, 19], "kbowen": [9, 19], "13": [9, 15, 19], "june": [9, 19], "3904606": [9, 19], "david": [9, 10, 19], "brochart": 9, "raspaud": 9, "rai": 9, "bell": 9, "richardscottoz": 9, "taher": 9, "chegini": 9, "alessandro": 9, "amici": 9, "r\u00e9mi": [9, 10, 19], "braun": 9, "annex": 9, "hoes": 9, "fred": 9, "bunt": 9, "gballestero": 9, "joe": 9, "zehner": 9, "mauricio": 9, "cordeiro": 9, "henderson": 9, "seth": 9, "miller": 9, "gitter": 9, "badger": 9, "tom": 9, "augspurg": 9, "apiwat": 9, "chantawibul": 9, "pmalla": 9, "corteva": 9, "releas": 9, "april": 9, "6478182": 9, "leonardo": [9, 10, 19], "uieda": [9, 10, 19], "santiago": [9, 10, 19], "rub\u00e9n": [9, 10, 19], "soler": [9, 10, 19], "rampin": [9, 10, 19], "hugo": [9, 10, 19], "kemenad": [9, 10, 19], "turk": [9, 10, 19], "shapero": [9, 10, 19], "anderson": [9, 10, 19], "banihirw": [9, 10, 19], "leeman": [9, 10, 19], "friend": [9, 10, 19], "1943": [9, 10, 19], "21105": [9, 10, 19], "joss": [9, 10, 19], "01943": [9, 10, 19], "met": 9, "offic": 9, "cartograph": 9, "interfac": [9, 15, 19], "exet": 9, "devon": 9, "2010": 9, "2015": 9, "scitool": 9, "uk": 9, "guillaum": [10, 15, 19], "eynard": [10, 15, 19], "bontemp": [10, 15, 19], "cne": [10, 15, 19], "franc": [10, 15, 19], "guillaumeeb": [10, 15, 19], "print": [10, 15, 19], "matplotlib": [10, 15], "learnn": 10, "compar": [10, 15, 19], "normal": [10, 15, 19], "wik2": 10, "observ": [10, 19], "year": [10, 19], "ard": 10, "land": [10, 15, 19], "discov": 10, "cgl": [10, 15, 19], "distributor": 10, "vito": [10, 15], "charg": 10, "registr": 10, "numpi": [10, 15, 19], "hmvdw": [10, 19], "now": [10, 15, 19], "c_gls_ndvi_20220101_20220701_lombardia_s3_2": 10, "bbb25f1865056c886c6f9b37147d8f2f": 10, "4d4b4841cc038396b6f78fb014a6b538": 10, "happen": 10, "becaus": [10, 15], "specifi": [10, 15, 19], "quickli": 10, "cover": [10, 19], "later": [10, 15, 19], "suppos": 10, "unrecognis": 10, "subclass": 10, "entri": 10, "pass": [10, 15], "paramet": [10, 15, 19], "locat": [10, 15, 19], "dimens": [10, 15, 19], "657": 10, "62": 10, "s1": [10, 15], "uint8": 10, "convent": [10, 15], "cf": [10, 15], "platformxarrai": 10, "20x": 10, "984y": 10, "657coordin": 10, "633732": 10, "630756": 10, "62778": 10, "geogc": [10, 15], "quot": [10, 15], "wg": [10, 15], "84": [10, 15], "datum": [10, 15], "1984": 10, "spheroid": [10, 15], "6378137": [10, 15], "257223563": [10, 15], "7030": [10, 15], "6326": [10, 15], "primem": [10, 15], "greenwich": [10, 15], "8901": [10, 15], "degre": [10, 15], "017453292519943295": 10, "axi": [10, 15], "longitud": [10, 15], "east": 10, "latitud": [10, 15], "north": [10, 19], "spatial_ref": [10, 15], "long_nam": [10, 15], "ndviunit": 10, "grid_map": [10, 15], "12929760": 10, "tpandasindexpandasindex": 10, "xpandasindexpandasindex": 10, "ypandasindexpandasindex": 10, "633731904761966": 10, "630755714285776": 10, "627779523809586": 10, "624803333333396": 10, "62182714285721": 10, "61885095238102": 10, "61587476190483": 10, "61289857142864": 10, "60992238095245": 10, "60694619047626": 10, "8institut": 10, "raw": 10, "concis": 10, "less": [10, 15], "prone": 10, "experi": 10, "strength": [10, 19], "both": [10, 19], "fundament": 10, "dataarrai": [10, 15], "implement": 10, "seri": [10, 15], "itself": 10, "borrow": 10, "fernando": 10, "perez": 10, "datarrai": 10, "prototyp": [10, 19], "similar": [10, 15, 19], "databas": 10, "dict": 10, "align": [10, 15, 19], "along": [10, 15, 19], "datafram": [10, 19], "dot": 10, "notat": 10, "nameofvari": 10, "squar": 10, "bracket": 10, "string": 10, "doubl": 10, "standard_nam": [10, 15], "txarrai": 10, "202022": 10, "11arrai": 10, "date": [10, 15, 19], "crsxarrai": 10, "20y": 10, "657x": 10, "attr": 10, "dictionari": [10, 15], "underli": [10, 15, 19], "compon": [10, 19], "written": [10, 15], "datastor": 10, "kept": 10, "fact": 10, "good": [10, 15], "size": [10, 15, 19], "classic": 10, "mistak": 10, "bigger": [10, 15, 19], "obviou": 10, "result": [10, 15, 19], "kill": [10, 19], "kernel": [10, 15], "fit": 10, "chunking_introduct": [10, 15, 19], "too": [10, 15, 19], "without": 10, "But": [10, 19], "actual": [10, 15], "np": [10, 15, 19], "round": 10, "nbyte": 10, "1024": [10, 19], "mb": 10, "numpyarrai": 10, "33": [10, 15], "255": [10, 15], "83": 10, "99": [10, 15], "124": 10, "108": 10, "121": 10, "120": 10, "112": 10, "123": 10, "113": 10, "93": [10, 15], "81": 10, "138": 10, "128": 10, "141": 10, "132": 10, "118": 10, "160": [10, 19], "152": 10, "131": 10, "126": 10, "144": 10, "129": 10, "127": [10, 19], "130": 10, "119": 10, "133": 10, "115": 10, "186": 10, "195": [10, 19], "181": 10, "185": 10, "188": 10, "155": [10, 19], "142": 10, "150": 10, "122": 10, "200": [10, 19], "180": [10, 15], "190": 10, "31": [10, 15], "191": 10, "197": [10, 19], "198": 10, "193": 10, "171": 10, "87": 10, "94": 10, "154": 10, "149": 10, "140": 10, "153": [10, 19], "161": [10, 19], "182": 10, "194": 10, "165": [10, 19], "162": [10, 19], "166": [10, 19], "157": [10, 19], "159": [10, 19], "175": 10, "accord": [10, 15, 19], "triad": 10, "renomin": 10, "172": 10, "uint8255": 10, "255long_nam": 10, "crsarrai": 10, "underneath": 10, "standard": [10, 15], "obj": 10, "int": 10, "slice": [10, 15, 19], "syntax": 10, "Their": 10, "799": 10, "34": [10, 15], "87arrai": 10, "01standard_nam": 10, "799standard_nam": 10, "79935614": 10, "34standard_nam": 10, "33611286": 10, "110": 10, "76": [10, 19], "114": 10, "47": 10, "82": 10, "98": [10, 15], "96": [10, 15], "116": 10, "38": [10, 19], "60": 10, "105": 10, "103": 10, "70": [10, 15], "79": [10, 15], "39": [10, 15], "37": [10, 15], "7": [10, 15, 19], "72": 10, "802": 10, "805": 10, "808": 10, "817": 10, "823": 10, "826": 10, "32": [10, 15], "5lat": 10, "10lon": 10, "1087": 10, "107": 10, "109": 10, "60arrai": 10, "826standard_nam": 10, "799356": 10, "802332": 10, "805309": 10, "808285": 10, "811261": 10, "814237": 10, "817213": 10, "820189": 10, "823166": 10, "826142": 10, "31standard_nam": 10, "336113": 10, "333137": 10, "33016": 10, "327184": 10, "324208": 10, "321232": 10, "318256": 10, "31528": 10, "312303": 10, "309327": 10, "799356142858498": 10, "802332333334702": 10, "805308523810906": 10, "80828471428711": 10, "811260904763314": 10, "814237095239518": 10, "817213285715722": 10, "820189476191926": 10, "82316566666813": 10, "826141857144334": 10, "336112857142965": 10, "333136666666775": 10, "330160476190585": 10, "327184285714395": 10, "324208095238205": 10, "321231904762016": 10, "318255714285826": 10, "315279523809636": 10, "312303333333446": 10, "309327142857256": 10, "easi": 10, "posit": 10, "built": [10, 19], "function": [10, 15, 19], "len": 10, "frozen": 10, "657lon": 10, "984255": 10, "89": [10, 15], "97": [10, 15], "255arrai": 10, "correspond": [10, 15, 19], "float": 10, "discrep": 10, "affect": 10, "precis": 10, "sampl": 10, "search": 10, "closest": 10, "pad": 10, "propag": 10, "backfil": 10, "backward": 10, "toler": 10, "distanc": 10, "ab": 10, "78": 10, "106": 10, "223": 10, "231": 10, "215": 10, "234": 10, "20coordin": 10, "3standard_nam": 10, "30039857": 10, "uint890": 10, "234long_nam": 10, "104": 10, "137": 10, "170": 10, "exact": 10, "item": 10, "71": 10, "206": 10, "228": 10, "239": 10, "221": 10, "230": 10, "uint887": 10, "230long_nam": 10, "That": 10, "life": 10, "easier": [10, 15], "inexact": 10, "match": 10, "exercis": [10, 15, 19], "Of": 10, "bound": 10, "box": 10, "147": 10, "212": 10, "205": 10, "201": 10, "207": 10, "225": 10, "209": 10, "208": 10, "20lat": 10, "612lon": 10, "139": 10, "125": 10, "notic": [10, 15, 19], "largest": 10, "smallest": 10, "reason": 10, "quadmesh": 10, "0x7f9de3e59890": 10, "holoview": [10, 19], "littl": 10, "odd": 10, "comparison": 10, "confirm": 10, "max": [10, 15, 19], "report": 10, "descript": 10, "physic": 10, "min": [10, 15, 19], "offset": [10, 15], "250": [10, 15], "254": [10, 15], "ndvi_unc": 10, "uncertainti": 10, "65535": 10, "nob": [10, 15], "qflag": 10, "bitwis": 10, "flag": 10, "v2": 10, "arithmet": 10, "worri": 10, "252": 10, "316": 10, "416": 10, "352": 10, "404": 10, "368": 10, "412": 10, "372": 10, "488": 10, "48": [10, 15], "444": 10, "472": 10, "432": 10, "484": 10, "464": [10, 19], "448": 10, "392": 10, "56": 10, "528": 10, "424": 10, "496": 10, "504": 10, "552": 10, "52": 10, "54": 10, "452": 10, "408": 10, "64": 10, "768": 10, "74": [10, 15], "708": 10, "752": 10, "724": 10, "716": 10, "748": 10, "776": 10, "784": 10, "788": 10, "728": 10, "604": 10, "268": 10, "536": 10, "516": 10, "532": 10, "564": 10, "804": 10, "756": 10, "712": 10, "764": 10, "812": 10, "848": 10, "58": [10, 15], "568": 10, "584": 10, "548": 10, "556": 10, "68xarrai": 10, "9840": 10, "608": 10, "94arrai": 10, "ufunc": 10, "scipi": 10, "subtract": 10, "multipli": 10, "004": [10, 15], "mean": [10, 15, 19], "argument": [10, 19], "08arrai": 10, "maximum": [10, 15, 19], "dim": [10, 19], "596": 10, "692": 10, "656": 10, "monthli": 10, "per": [10, 15, 19], "month": 10, "ndvi_monthli": 10, "dt": [10, 19], "792": 10, "65066667": 10, "64266667": 10, "63866667": 10, "64533333": 10, "38666667": 10, "39333333": 10, "44133333": 10, "41866667": 10, "42533333": 10, "40266667": 10, "388": 10, "47466667": 10, "41066667": 10, "46133333": 10, "468": 10, "41466667": 10, "44933333": 10, "51866667": 10, "52933333": 10, "56133333": 10, "49066667": 10, "52666667": 10, "47733333": 10, "49466667": 10, "53733333": 10, "55333333": 10, "58533333": 10, "46266667": 10, "45733333": 10, "63333333": 10, "794": 10, "754": 10, "762": 10, "706": 10, "722": 10, "75": 10, "816": 10, "818": 10, "744": 10, "736": 10, "586": 10, "348": 10, "526": 10, "498": 10, "51": 10, "482": 10, "592": [10, 19], "int64": [10, 15], "7xarrai": 10, "7lat": 10, "374": 10, "int641": 10, "7standard_nam": 10, "monthpandasindexpandasindex": 10, "januari": [10, 15], "7arrai": 10, "Not": 10, "cond": 10, "consist": 10, "fals": [10, 15, 19], "default": [10, 15, 19], "nan": [10, 15], "ndvi_mask": 10, "0x7f9ddaaab190": 10, "better": 10, "ad": 10, "hoc": 10, "unmask": 10, "0x7f9ddad65690": 10, "its": [10, 15, 19], "line2d": 10, "0x7f9ddab950d0": 10, "often": [10, 15], "intermedi": 10, "final": [10, 19], "to_netcdf": 10, "dn": 10, "revert": 10, "phyval": 10, "formula": 10, "scale_factor": [10, 15], "add_offset": [10, 15], "datatyp": 10, "specif": [10, 15], "int16": 10, "float32": [10, 15], "convert": [10, 15], "_fillvalu": 10, "substitut": 10, "cast": 10, "doesn": 10, "convers": 10, "represent": [10, 15, 19], "withing": 10, "off_set": 10, "decod": [10, 19], "stick": 10, "nest": 10, "c_gls_ndvi_20220101_20220701_lombardia_s3_2_mc": 10, "zlib": [10, 15], "complevel": 10, "raster": [10, 19], "almost": [10, 15], "drawback": 10, "decreas": 10, "wikipedia": 10, "en": 10, "wiki": 10, "normalized_difference_vegetation_index": [10, 15], "august": 10, "charl": [10, 19], "harri": [10, 19], "k": [10, 19], "jarrod": [10, 19], "millman": [10, 19], "st": [10, 19], "\u00e9": [10, 19], "fan": [10, 19], "der": [10, 19], "walt": [10, 19], "ralf": [10, 19], "gommer": [10, 19], "pauli": [10, 19], "virtanen": [10, 19], "cournapeau": [10, 19], "eric": [10, 19], "wieser": [10, 19], "julian": [10, 19], "taylor": [10, 19], "sebastian": [10, 19], "berg": [10, 19], "nathaniel": [10, 19], "smith": [10, 19], "robert": [10, 19], "kern": [10, 19], "matti": [10, 19], "picu": [10, 19], "marten": [10, 19], "h": [10, 19], "kerkwijk": [10, 19], "brett": [10, 19], "allan": [10, 19], "haldan": [10, 19], "jaim": [10, 19], "fern": [10, 19], "\u00e1": [10, 19], "ndez": [10, 19], "del": [10, 19], "\u00ed": [10, 19], "o": [10, 19], "mark": [10, 19], "wieb": [10, 19], "pearu": [10, 19], "peterson": [10, 19], "pierr": [10, 19], "rard": [10, 19], "marchant": [10, 19], "kevin": [10, 19], "sheppard": [10, 19], "tyler": [10, 19], "reddi": [10, 19], "warren": [10, 19], "weckess": [10, 19], "hameer": [10, 19], "abbasi": [10, 19], "gohlk": [10, 19], "travi": [10, 19], "oliph": [10, 19], "585": [10, 19], "7825": [10, 19], "357": [10, 19], "362": [10, 19], "septemb": [10, 19], "1038": [10, 19], "s41586": [10, 19], "020": [10, 19], "2649": [10, 19], "tina": [15, 19], "odaka": [15, 19], "ifrem": [15, 19], "tinaok": [15, 19], "matter": [15, 19], "memori": [15, 19], "usag": 15, "consolid": 15, "metadata": [15, 19], "prepar": [15, 19], "parallel": 15, "larg": [15, 19], "imposs": 15, "situat": 15, "lazili": 15, "piec": 15, "By": [15, 19], "even": [15, 19], "cluster": 15, "hpc": [15, 19], "dask_introduct": 15, "ouput": 15, "save": [15, 19], "refer": [15, 19], "multidiment": 15, "geograph": [15, 19], "long": [15, 19], "statist": 15, "1999": [15, 19], "2019": [15, 19], "comptabil": [15, 19], "openstack": [15, 19], "swift": [15, 19], "publicli": [15, 19], "fsspec": [15, 19], "fsspecdteam18": 15, "s3f": [15, 19], "s3fsdteam16": [15, 19], "daskdteam16": [15, 19], "kerchunkdteam21": 15, "lombardi": [15, 19], "much": [15, 19], "larger": [15, 19], "fs": [15, 19], "s3filesystem": 15, "anon": 15, "client_kwarg": 15, "endpoint_url": 15, "muni": [15, 19], "cz": [15, 19], "s3path": 15, "cgls_lts_1999_2019": 15, "c_gls_ndvi": [15, 19], "lts_1999": [15, 19], "1221_globe_vgt": 15, "probav_v3": 15, "chapter": [15, 19], "open_mfdataset": [15, 19], "cpu": 15, "576": [15, 19], "ms": 15, "sy": 15, "53": 15, "total": [15, 19], "630": 15, "wall": 15, "40320": 15, "15680": 15, "80": [15, 19], "59": 15, "chunksiz": 15, "1207": 15, "3102": 15, "meta": 15, "ndarrai": 15, "median": 15, "stdev": 15, "19": 15, "parent_identifi": 15, "urn": 15, "ndvi_stats_al": 15, "identifi": 15, "product_vers": 15, "v3": 15, "deriv": 15, "eo": 15, "imageri": 15, "processing_mod": 15, "offlin": 15, "copyright": 15, "2021": 15, "archive_facil": 15, "histori": 15, "ltsxarrai": 15, "40320lat": 15, "15680coordin": 15, "0_coordinateaxistyp": 15, "lonaxi": 15, "xdimension_label": 15, "lonlong_nam": 15, "longitudestandard_nam": 15, "longitudeunit": 15, "degrees_eastarrai": 15, "179": 15, "991071": 15, "982143": 15, "973214": 15, "float6480": 15, "99_coordinateaxistyp": 15, "lataxi": 15, "ydimension_label": 15, "latlong_nam": 15, "latitudestandard_nam": 15, "latitudeunit": 15, "degrees_northarrai": 15, "system_coordinateaxistyp": 15, "geox": 15, "geoy_coordinatetransformtyp": 15, "projectiongrid_mapping_nam": 15, "latitude_longitudeinverse_flatten": 15, "257223563longitude_of_prime_meridian": 15, "0semi_major_axi": 15, "0spatial_ref": 15, "wgs_1984": 15, "towgs84": 15, "0174532925199433": 15, "9108": 15, "geotransform": 15, "0000000000": 15, "0089285714": 15, "float32dask": 15, "normalized_difference_vegetation_indexlong_nam": 15, "minimum": [15, 19], "periodgrid_map": 15, "crsflag_mean": 15, "sea": 15, "no_dataflag_valu": 15, "valid_rang": 15, "cell_method": 15, "byte": 15, "gib": [15, 19], "28": 15, "mib": 15, "graph": 15, "169": 15, "deviat": 15, "standard_devi": 15, "number_of_observationsgrid_map": 15, "crsunit": 15, "99107142857142": 15, "98214285714283": 15, "97321428571425": 15, "96428571428567": 15, "95535714285708": 15, "9464285714285": 15, "93749999999991": 15, "92857142857133": 15, "91964285714275": 15, "9107142862053": 15, "9196428576339": 15, "92857142906246": 15, "937500000491": 15, "94642857191963": 15, "95535714334824": 15, "9642857147768": 15, "97321428620535": 15, "98214285763396": 15, "99107142906257": 15, "99107142857143": 15, "98214285714286": 15, "97321428571429": 15, "96428571428572": 15, "95535714285715": 15, "94642857142858": 15, "93750000000001": 15, "92857142857144": 15, "91964285714288": 15, "910714285682474": 15, "91964285711106": 15, "92857142853961": 15, "93749999996817": 15, "94642857139675": 15, "955357142825335": 15, "96428571425389": 15, "973214285682445": 15, "98214285711103": 15, "99107142853961": 15, "6parent_identifi": 15, "ndvi_stats_allidentifi": 15, "1221_globe_v3": 15, "1long_nam": 15, "indextitl": 15, "1km": [15, 19], "1221product_vers": 15, "1time_coverage_start": 15, "00ztime_coverage_end": 15, "31t23": 15, "59zplatform": 15, "spot": 15, "proba": 15, "vsensor": 15, "vegetationorbit_typ": 15, "leoprocessing_level": 15, "l4institut": 15, "nvsourc": 15, "imageryprocessing_mod": 15, "offlinerefer": 15, "ndvicopyright": 15, "2021archive_facil": 15, "vitohistori": 15, "switch": 15, "carefulli": 15, "open_mdfataset": 15, "suffici": 15, "anymor": 15, "36gib": 15, "correctli": 15, "come": [15, 19], "plai": 15, "split": 15, "smaller": [15, 19], "block": 15, "moment": 15, "compos": 15, "certainli": 15, "usual": [15, 19], "278": 15, "userwarn": 15, "7840": 15, "could": [15, 19], "degrad": 15, "consid": 15, "rechunk": 15, "warn": [15, 19], "20160": 15, "602": 15, "ll": [15, 19], "chang": [15, 19], "xarray_introduct": 15, "1121": 15, "2240": 15, "getitem": 15, "chunktyp": 15, "number_of_observat": 15, "meanxarrai": 15, "1121lon": 15, "2240dask": 15, "float6470": 15, "008929": 15, "017857": 15, "00000000034106": 15, "00892857176964": 15, "01785714319823": 15, "02678571462681": 15, "0357142860554": 15, "04464285748398": 15, "05357142891256": 15, "06250000034115": 15, "07142857176973": 15, "08035714319831": 15, "91071428608251": 15, "91964285751112": 15, "92857142893968": 15, "93750000036823": 15, "94642857179684": 15, "95535714322546": 15, "96428571465401": 15, "97321428608257": 15, "98214285751118": 15, "99107142893979": 15, "0803571428594": 15, "07142857143083": 15, "06250000000226": 15, "05357142857369": 15, "04464285714512": 15, "03571428571655": 15, "02678571428798": 15, "01785714285941": 15, "00892857143084": 15, "00000000000227": 15, "600x600": 15, "600": 15, "merg": 15, "got": [15, 19], "visualis": [15, 19], "anywai": 15, "impress": 15, "everyth": 15, "fine": 15, "least": 15, "funtion": 15, "imagin": 15, "crash": 15, "especi": 15, "appropri": 15, "nice": 15, "chose": 15, "right": 15, "auto": 15, "ideal": 15, "1mib": 15, "seek": 15, "express": 15, "_lat_": 15, "_lon_": 15, "task": 15, "mandatori": [15, 19], "sequenti": 15, "oth": 15, "moreov": 15, "seen": 15, "modern": 15, "disk": [15, 19], "hdf5": 15, "advantag": 15, "won": 15, "necessarili": 15, "configur": [15, 19], "subject": 15, "anlayzi": 15, "greatli": 15, "to_zarr": 15, "test_dataarrai": 15, "zarrstor": [15, 19], "0x7f257d687680": 15, "to_dataset": 15, "0x7f257edb37d0": 15, "ls": 15, "la": 15, "cat": 15, "zmetadata": 15, "__chunks__": 15, "du": 15, "sh": 15, "92k": 15, "drwxr": 15, "docker": 15, "4096": 15, "oct": 15, "rw": 15, "341": 15, "zarrai": 15, "zattr": 15, "1482": 15, "zgroup": 15, "zarr_format": 15, "compressor": 15, "blocksiz": 15, "clevel": 15, "cname": 15, "lz4": 15, "id": 15, "blosc": 15, "shuffl": 15, "f8": 15, "fill_valu": 15, "filter": 15, "null": 15, "c": [15, 19], "dimension_label": 15, "_array_dimens": 15, "characterist": 15, "uniqu": 15, "data_discoveri": 15, "considerd": 15, "coher": 15, "thu": [15, 19], "concarten": 15, "compat": [15, 19], "thousand": 15, "And": [15, 19], "repeat": 15, "exactli": 15, "effici": 15, "tradit": 15, "mention": 15, "mani": [15, 19], "creation": 15, "distinguish": 15, "significantli": 15, "reduc": [15, 19], "amount": 15, "bandwith": 15, "layout": [15, 19], "hdf": 15, "singlehdf5tozarr": 15, "translat": 15, "inline_threshold": 15, "remote_filenam": 15, "v1": [15, 19], "inf": 15, "h5chunk": 15, "chunk_info": 15, "pprint": 15, "ref": 15, "nv": 15, "orbit_typ": 15, "leo": 15, "v": 15, "processing_level": 15, "l4": 15, "sensor": 15, "time_coverage_end": 15, "59z": 15, "time_coverage_start": 15, "00z": 15, "1221": 15, "ia": 15, "_coordinateaxistyp": 15, "geoi": 15, "_coordinatetransformtyp": 15, "grid_mapping_nam": 15, "latitude_longitud": 15, "inverse_flatten": 15, "longitude_of_prime_meridian": 15, "semi_major_axi": 15, "degrees_north": 15, "327056": 15, "125440": 15, "degrees_east": 15, "739": 15, "322560": 15, "u1": 15, "elements": 15, "flag_mean": 15, "no_data": 15, "flag_valu": 15, "missing_valu": 15, "499786": 15, "6640": 15, "540900": 15, "10812": 15, "1175037": 15, "10363": 15, "1234101": 15, "12162": 15, "20377881": 15, "8846": 15, "605158": 15, "21674": 15, "664009": 15, "28269": 15, "4701770": 15, "15396": 15, "7493819": 15, "15891": 15, "895061": 15, "3875": 15, "3152885": 15, "12812": 15, "1000598": 15, "14646": 15, "1062796": 15, "16409": 15, "35830966": 15, "492511": 15, "36499566": 15, "1036568": 15, "137513676": 15, "1202322": 15, "27658005": 15, "950150": 15, "132473021": 15, "472222": 15, "50638410": 15, "1094482": 15, "9077485": 15, "412426": 15, "4447268": 15, "222713": 15, "1274238": 15, "40231": 15, "13855391": 15, "518447": 15, "20386727": 15, "1304339": 15, "24383492": 15, "1123670": 15, "28647908": 15, "1125099": 15, "445291707": 15, "3703": 15, "460594486": 15, "3651": 15, "566891614": 15, "576445": 15, "576067035": 15, "1929982": 15, "2350535": 15, "112948": 15, "394458465": 15, "103537043": 15, "350760": 15, "555189684": 15, "1863993": 15, "316813534": 15, "381856489": 15, "3728": 15, "562385454": 15, "845393": 15, "478422717": 15, "328835679": 15, "3689": 15, "445295410": 15, "5582": 15, "445304643": 15, "365736619": 15, "34546480": 15, "98961": 15, "448472534": 15, "274520": 15, "191701688": 15, "575341041": 15, "619059": 15, "494466123": 15, "433775": 15, "375029882": 15, "89255789": 15, "360679472": 15, "3786": 15, "191684046": 15, "4492": 15, "316786986": 15, "4318": 15, "451690645": 15, "3654": 15, "394462116": 15, "365754914": 15, "34645441": 15, "34649095": 15, "6557": 15, "176511330": 15, "566373272": 15, "301939": 15, "42258295": 15, "102286": 15, "462407603": 15, "10710": 15, "178805468": 15, "3690": 15, "460606353": 15, "328831150": 15, "4026": 15, "527377501": 15, "4474": 15, "71792815": 15, "162645": 15, "33834207": 15, "712273": 15, "224831178": 15, "2982934": 15, "142638965": 15, "1729719": 15, "23998431": 15, "355924": 15, "156219793": 15, "3255872": 15, "172635488": 15, "2611039": 15, "70055979": 15, "1163918": 15, "44513880": 15, "182286763": 15, "1389388": 15, "204290778": 15, "3124385": 15, "104818177": 15, "3087312": 15, "133142311": 15, "2745108": 15, "55486774": 15, "1040847": 15, "309084564": 15, "2220161": 15, "135887419": 15, "1122750": 15, "204275854": 15, "6041": 15, "244495149": 15, "2973636": 15, "257312473": 15, "2674047": 15, "45811902": 15, "266023": 15, "163474368": 15, "8096": 15, "262380377": 15, "1557520": 15, "273158684": 15, "2312265": 15, "279805679": 15, "2477363": 15, "295189328": 15, "2301312": 15, "98946208": 15, "3684": 15, "120338454": 15, "368515628": 15, "2925769": 15, "202919827": 15, "344933": 15, "213974091": 15, "5764": 15, "314596590": 15, "2181246": 15, "318682536": 15, "1493664": 15, "97441919": 15, "3892": 15, "271016263": 15, "17276": 15, "62745823": 15, "1688259": 15, "325325302": 15, "1391285": 15, "335274307": 15, "2433825": 15, "339416745": 15, "3006584": 15, "182247924": 15, "25012": 15, "55304037": 15, "401596422": 15, "1723404": 15, "32094787": 15, "4628": 15, "100267000": 15, "5809": 15, "144368684": 15, "951099": 15, "286497143": 15, "632820": 15, "249618839": 15, "26413": 15, "132945243": 15, "196513": 15, "302983385": 15, "1691930": 15, "378523698": 15, "1550732": 15, "384940305": 15, "1070323": 15, "396866095": 15, "2401344": 15, "111779221": 15, "3860": 15, "17860365": 15, "430596101": 15, "869469": 15, "3165697": 15, "82202": 15, "141309521": 15, "8013": 15, "167152254": 15, "3683": 15, "212421302": 15, "906727": 15, "342423329": 15, "742233": 15, "129949565": 15, "139997": 15, "411228857": 15, "2684846": 15, "427683922": 15, "2912179": 15, "76740835": 15, "686460": 15, "415507731": 15, "425809": 15, "191707313": 15, "4148": 15, "198329286": 15, "475411910": 15, "1179653": 15, "282283042": 15, "530645": 15, "27633226": 15, "18930": 15, "167133201": 15, "436319415": 15, "1170083": 15, "445312951": 15, "2444046": 15, "77911580": 15, "167198": 15, "142057950": 15, "436194": 15, "471266193": 15, "2978206": 15, "64434082": 15, "210727": 15, "392230066": 15, "15578": 15, "14794050": 15, "9609": 15, "8690351": 15, "6370": 15, "478947660": 15, "211286": 15, "404631302": 15, "964262": 15, "55206688": 15, "69670": 15, "229077358": 15, "308014686": 15, "939741": 15, "504173189": 15, "3005836": 15, "478432604": 15, "515056": 15, "360534734": 15, "133755": 15, "512795856": 15, "2885892": 15, "55036203": 15, "170485": 15, "64644809": 15, "3916": 15, "35822147": 15, "7350": 15, "98940078": 15, "5339": 15, "544011933": 15, "654426": 15, "544666359": 15, "2495175": 15, "445206420": 15, "76717": 15, "109245809": 15, "3727": 15, "328704626": 15, "122870": 15, "535214722": 15, "2893411": 15, "104031135": 15, "86937": 15, "94727416": 15, "62100": 15, "540089653": 15, "2349208": 15, "365292282": 15, "440686": 15, "460602702": 15, "1415186": 15, "631523": 15, "1199414": 15, "1262076": 15, "24374646": 15, "739848": 15, "692278": 15, "720547": 15, "903102": 15, "600552": 15, "7452453": 15, "1048150": 15, "1123455": 15, "3249245": 15, "463861": 15, "42496890": 15, "980342": 15, "32103309": 15, "1115393": 15, "75845482": 15, "895353": 15, "86721405": 15, "449742": 15, "46090495": 15, "1028899": 15, "11429982": 15, "388571": 15, "5721383": 15, "210635": 15, "1079205": 15, "39928": 15, "71288698": 15, "504117": 15, "15814434": 15, "1295722": 15, "109257246": 15, "1080808": 15, "113727436": 15, "1061896": 15, "462374997": 15, "4311978": 15, "444659325": 15, "530593": 15, "572550765": 15, "1624181": 15, "104118072": 15, "110863": 15, "249648903": 15, "477561692": 15, "338661": 15, "557053677": 15, "1749504": 15, "558803181": 15, "381863871": 15, "563230847": 15, "747023": 15, "383790345": 15, "229088352": 15, "176520346": 15, "5576": 15, "377357204": 15, "249610234": 15, "477900353": 15, "97922": 15, "532049068": 15, "270494": 15, "149751859": 15, "547161534": 15, "577653": 15, "527010914": 15, "358865": 15, "331307526": 15, "527369779": 15, "213466812": 15, "213457634": 15, "112094842": 15, "375047086": 15, "445286791": 15, "249613885": 15, "267926844": 15, "328843022": 15, "6555": 15, "149747795": 15, "565308984": 15, "279340": 15, "42360581": 15, "98786": 15, "97410862": 15, "10368": 15, "527002712": 15, "328827496": 15, "406314392": 15, "97401226": 15, "2969804": 15, "151471": 15, "7935324": 15, "696126": 15, "235983686": 15, "2693309": 15, "238676995": 15, "1566296": 15, "224440086": 15, "314753": 15, "149757454": 15, "2932246": 15, "178816498": 15, "2283741": 15, "43477232": 15, "1036648": 15, "46077929": 15, "94790510": 15, "1431967": 15, "195419316": 15, "2882660": 15, "120351670": 15, "2663571": 15, "117883699": 15, "2454755": 15, "1143517": 15, "12634361": 15, "287285350": 15, "1847625": 15, "64732715": 15, "1016565": 15, "163488432": 15, "5998": 15, "249684337": 15, "2718439": 15, "259986520": 15, "2393857": 15, "100006344": 15, "245713": 15, "1384414": 15, "8248": 15, "97450816": 15, "1489262": 15, "277731957": 15, "2073722": 15, "84427650": 15, "2067521": 15, "123015241": 15, "1955503": 15, "7465265": 15, "32091136": 15, "356439707": 15, "2705636": 15, "330851465": 15, "346014": 15, "299289230": 15, "59411350": 15, "1886947": 15, "320176200": 15, "1434387": 15, "506426": 15, "3886": 15, "6876305": 15, "16593": 15, "299298433": 15, "1309327": 15, "54005612": 15, "1030591": 15, "333198753": 15, "1866022": 15, "353659529": 15, "2780178": 15, "176526717": 15, "25466": 15, "3929412": 15, "386010628": 15, "1801409": 15, "4412936": 15, "4606": 15, "818060": 15, "290049666": 15, "911546": 15, "131695867": 15, "632645": 15, "113674851": 15, "26609": 15, "167999705": 15, "136133": 15, "375050936": 15, "1141515": 15, "383794587": 15, "1145718": 15, "102661765": 15, "875278": 15, "399267439": 15, "2328983": 15, "89260623": 15, "42482050": 15, "346633934": 15, "874366": 15, "153336365": 15, "80656": 15, "112122545": 15, "8004": 15, "14831772": 15, "3682": 15, "351910260": 15, "896009": 15, "307285655": 15, "729031": 15, "13717801": 15, "131479": 15, "419869801": 15, "2382695": 15, "422252496": 15, "2545761": 15, "376192451": 15, "547456": 15, "77427295": 15, "420973": 15, "204268779": 15, "229070056": 15, "359145343": 15, "1155386": 15, "376739907": 15, "539878": 15, "394478110": 15, "19392": 15, "361962790": 15, "438603405": 15, "1176920": 15, "448785360": 15, "2399094": 15, "287129963": 15, "141446": 15, "343165562": 15, "419449": 15, "456730618": 15, "2797806": 15, "178614515": 15, "190953": 15, "55284347": 15, "15997": 15, "349088922": 15, "9526": 15, "305161965": 15, "86495171": 15, "207556": 15, "489718002": 15, "900481": 15, "216264666": 15, "73074": 15, "287276874": 15, "486507464": 15, "907241": 15, "481749727": 15, "2925117": 15, "484674844": 15, "481638": 15, "5971946": 15, "123036": 15, "507179025": 15, "2712217": 15, "486341023": 15, "164287": 15, "394497502": 15, "3914": 15, "361954994": 15, "7323": 15, "3911155": 15, "493912934": 15, "553189": 15, "553279711": 15, "1909973": 15, "382449375": 15, "76207": 15, "109249536": 15, "331197479": 15, "110047": 15, "516844495": 15, "2736541": 15, "519581036": 15, "82426": 15, "383733084": 15, "53610": 15, "538108133": 15, "1974708": 15, "447756997": 15, "417528": 15, "348280975": 15, "1356100": 15, "1318623": 15, "1164674": 15, "1221939": 15, "974018": 15, "1362740": 15, "761522": 15, "521590": 15, "919005": 15, "1329435": 15, "948394": 15, "4432622": 15, "20361472": 15, "4741934": 15, "462987": 15, "40709313": 15, "976588": 15, "29773007": 15, "1113270": 15, "112131573": 15, "892610": 15, "114789332": 15, "447774": 15, "49327297": 15, "1024407": 15, "11835600": 15, "385628": 15, "12643899": 15, "209463": 15, "5932018": 15, "15309958": 15, "504476": 15, "91484666": 15, "1297481": 15, "100272906": 15, "1077793": 15, "115371253": 15, "1058218": 15, "97428756": 15, "10214073": 15, "565834538": 15, "538734": 15, "570875349": 15, "1675416": 15, "20195603": 15, "111876": 15, "249657716": 15, "381447093": 15, "339789": 15, "560577116": 15, "1808338": 15, "137504014": 15, "375038142": 15, "494909409": 15, "764151": 15, "53987262": 15, "540082841": 15, "486332159": 15, "5580": 15, "71284574": 15, "365732968": 15, "388175650": 15, "99442": 15, "424798257": 15, "272119": 15, "191676741": 15, "574756417": 15, "584624": 15, "461855733": 15, "370197": 15, "249652554": 15, "527373812": 15, "97423144": 15, "112082013": 15, "112109175": 15, "141301261": 15, "249661367": 15, "365751260": 15, "328839368": 15, "388275092": 15, "191680392": 15, "543599425": 15, "282455": 15, "543881880": 15, "98243": 15, "365740270": 15, "10331": 15, "394469459": 15, "191694383": 15, "325315375": 15, "112099160": 15, "35060889": 15, "151374": 15, "9489911": 15, "695052": 15, "231756631": 15, "2686642": 15, "127766975": 15, "1558792": 15, "35414790": 15, "311243": 15, "56471424": 15, "2939926": 15, "170371493": 15, "2263995": 15, "69023218": 15, "1032761": 15, "1033543": 15, "89265674": 15, "1455915": 15, "198340862": 15, "2938948": 15, "216343356": 15, "2645089": 15, "221181054": 15, "2421495": 15, "120346365": 15, "71955460": 15, "301113070": 15, "1870315": 15, "19184609": 15, "1010994": 15, "204283667": 15, "6000": [15, 19], "241768211": 15, "2726938": 15, "254896659": 15, "2415814": 15, "80802184": 15, "247672": 15, "97433684": 15, "8235": 15, "176553357": 15, "1509077": 15, "275626698": 15, "2105259": 15, "263937897": 15, "2090958": 15, "293234004": 15, "1955324": 15, "97447073": 15, "12630708": 15, "365793473": 15, "2722155": 15, "190609823": 15, "347203": 15, "86713366": 15, "311336117": 15, "1918250": 15, "321616051": 15, "1450748": 15, "141318788": 15, "3890": 15, "4669981": 15, "16733": 15, "313254367": 15, "1339818": 15, "189575027": 15, "1034796": 15, "331312217": 15, "1886536": 15, "349104782": 15, "2805478": 15, "203264760": 15, "25574": 15, "24354355": 15, "392245886": 15, "1823304": 15, "1410554": 15, "4630": 15, "83162614": 15, "289132975": 15, "916691": 15, "270299391": 15, "641688": 15, "221142144": 15, "26753": 15, "132328512": 15, "141639": 15, "372830034": 15, "1168525": 15, "377365994": 15, "1157704": 15, "248703156": 15, "889194": 15, "394510692": 15, "2355403": 15, "198336612": 15, "221175897": 15, "409898686": 15, "883505": 15, "64650495": 15, "81376": 15, "382770044": 15, "42485701": 15, "140267325": 15, "905866": 15, "141322678": 15, "735272": 15, "365159623": 15, "132659": 15, "416025306": 15, "2418607": 15, "425074526": 15, "2609396": 15, "178062434": 15, "552081": 15, "137010169": 15, "423607": 15, "394504012": 15, "182280289": 15, "474244399": 15, "1167511": 15, "347508300": 15, "546811": 15, "88253568": 15, "19504": 15, "249645252": 15, "442149931": 15, "1198591": 15, "454285184": 15, "2445434": 15, "392090897": 15, "139169": 15, "451184454": 15, "429346": 15, "468339535": 15, "2926658": 15, "335064775": 15, "197589": 15, "168135838": 15, "16145": 15, "202906862": 15, "9530": 15, "167140503": 15, "339165138": 15, "208434": 15, "360694518": 15, "917577": 15, "377279785": 15, "73692": 15, "301108882": 15, "437489498": 15, "915553": 15, "501192866": 15, "2980323": 15, "485160029": 15, "484703": 15, "141173191": 15, "124343": 15, "519718320": 15, "2776323": 15, "348058765": 15, "165212": 15, "78078778": 15, "271007989": 15, "7318": 15, "416019254": 15, "381870463": 15, "578912": 15, "549866182": 15, "2018729": 15, "462298561": 15, "76436": 15, "141297534": 15, "493790036": 15, "110660": 15, "527385431": 15, "2785969": 15, "353551586": 15, "82598": 15, "104753973": 15, "54380": 15, "524493836": 15, "2103834": 15, "410782191": 15, "419937": 15, "191690732": 15, "1334027": 15, "1399742": 15, "1154311": 15, "1209777": 15, "934896": 15, "642335": 15, "3124616": 15, "828178": 15, "558598": 15, "536986": 15, "987786": 15, "4417976": 15, "4319422": 15, "2525503": 15, "444301": 15, "39777852": 15, "931461": 15, "126684991": 15, "1081984": 15, "12853362": 15, "864439": 15, "23565335": 15, "433096": 15, "55492711": 15, "978713": 15, "8701937": 15, "375548": 15, "35212362": 15, "202428": 15, "28608193": 15, "39715": 15, "75359786": 15, "485696": 15, "83168482": 15, "1259168": 15, "101618158": 15, "1043607": 15, "116864214": 15, "1019485": 15, "2520021": 15, "460599037": 15, "564778032": 15, "530952": 15, "569261261": 15, "1614088": 15, "325104344": 15, "117885": 15, "109253263": 15, "338748682": 15, "339285": 15, "558811414": 15, "1765702": 15, "394473633": 15, "375034414": 15, "405595564": 15, "718828": 15, "406323201": 15, "406318981": 15, "113719157": 15, "5594": 15, "445300992": 15, "365767819": 15, "575960100": 15, "99176": 15, "18894497": 15, "280906": 15, "34663128": 15, "574174946": 15, "581471": 15, "387812037": 15, "363613": 15, "316805802": 15, "394465770": 15, "282839491": 15, "97406370": 15, "112104857": 15, "348055111": 15, "445283137": 15, "316777836": 15, "365762222": 15, "494899898": 15, "6550": 15, "34659064": 15, "497756095": 15, "280979": 15, "5503293": 15, "99283": 15, "361824576": 15, "10086": 15, "360530924": 15, "460610007": 15, "406330503": 15, "343795516": 15, "17720870": 15, "139495": 15, "1733347": 15, "617188": 15, "229094053": 15, "2662578": 15, "240244222": 15, "1523989": 15, "98951920": 15, "298850": 15, "153443554": 15, "2776239": 15, "168152006": 15, "2219487": 15, "160366669": 15, "997970": 15, "46086087": 15, "78083069": 15, "1534411": 15, "186761971": 15, "2813056": 15, "209942688": 15, "2478614": 15, "207415163": 15, "2324144": 15, "186757056": 15, "12638620": 15, "305179257": 15, "2106398": 15, "30886277": 15, "1025492": 15, "178809718": 15, "5990": 15, "146859653": 15, "2812143": 15, "252402776": 15, "2493883": 15, "49066514": 15, "253349": 15, "11818553": 15, "8404": 15, "267934176": 15, "1482020": 15, "271048425": 15, "2110259": 15, "183676151": 15, "2151176": 15, "291079476": 15, "2154528": 15, "1314469": 15, "1037194": 15, "361970205": 15, "2637910": 15, "111438310": 15, "340911": 15, "191717790": 15, "316830905": 15, "1851631": 15, "61298297": 15, "1447526": 15, "3933482": 15, "3888": 15, "249665113": 15, "16450": 15, "323066799": 15, "1414007": 15, "52012736": 15, "1144056": 15, "328869693": 15, "1981772": 15, "343807655": 15, "2826279": 15, "10184963": 15, "25437": 15, "203297275": 15, "266028855": 15, "1844620": 15, "209933960": 15, "4633": 15, "13849556": 15, "269416196": 15, "883195": 15, "53335674": 15, "651588": 15, "198301976": 15, "27310": 15, "31911769": 15, "167561": 15, "371441397": 15, "1388637": 15, "380171963": 15, "1275130": 15, "382778731": 15, "954353": 15, "388284869": 15, "2287630": 15, "55314233": 15, "182272936": 15, "408991535": 15, "907151": 15, "415933540": 15, "85714": 15, "53997236": 15, "8006": 15, "221168897": 15, "3680": 15, "373998559": 15, "944828": 15, "352806269": 15, "745317": 15, "126546401": 15, "132058": 15, "406334655": 15, "2439310": 15, "433794938": 15, "2524477": 15, "190970233": 15, "539699": 15, "176072138": 15, "425274": 15, "7468949": 15, "167146981": 15, "460614641": 15, "1241092": 15, "73870043": 15, "582121": 15, "301088510": 15, "20372": 15, "53993247": 15, "431465570": 15, "1266924": 15, "451694452": 15, "2590732": 15, "88119893": 15, "133675": 15, "441693949": 15, "438328": 15, "465328501": 15, "3011034": 15, "202723146": 15, "179413": 15, "275609741": 15, "16822": 15, "309071882": 15, "9617": 15, "167159618": 15, "97183140": 15, "213612": 15, "490620406": 15, "914614": 15, "451613800": 15, "76845": 15, "361966441": 15, "480819445": 15, "930282": 15, "498066212": 15, "3126654": 15, "488545794": 15, "466161": 15, "361835367": 15, "119627": 15, "509918641": 15, "2877215": 15, "109084069": 15, "161740": 15, "129945573": 15, "3915": 15, "55276358": 15, "7298": 15, "433785240": 15, "485644732": 15, "596383": 15, "547869102": 15, "1997080": 15, "74452164": 15, "77298": 15, "287280525": 15, "308954427": 15, "115909": 15, "532324873": 15, "2889849": 15, "374943387": 15, "86495": 15, "519663462": 15, "54686": 15, "522494643": 15, "1999193": 15, "526597670": 15, "405042": 15, "445308895": 15, "number_of_observ": 15, "517939": 15, "554947": 15, "1185400": 15, "1246263": 15, "513056": 15, "627872": 15, "736197": 15, "824527": 15, "899451": 15, "944743": 15, "984135": 15, "1044499": 15, "1119804": 15, "36323477": 15, "176089": 15, "6901977": 15, "396931": 15, "113229683": 15, "445168": 15, "17110156": 15, "419653": 15, "113024183": 15, "204687": 15, "10219155": 15, "415898": 15, "4093818": 15, "170512": 15, "10635053": 15, "100883": 15, "7526504": 15, "12534": 15, "55318328": 15, "168446": 15, "81865018": 15, "376915": 15, "14839055": 15, "394417": 15, "116429471": 15, "430510": 15, "224827415": 15, "491535020": 15, "509891242": 15, "25999": 15, "486241115": 15, "91044": 15, "843574": 15, "39797": 15, "377361931": 15, "480776614": 15, "42449": 15, "103887803": 15, "69194": 15, "493900696": 15, "325320373": 15, "153417021": 15, "19916": 15, "478428494": 15, "448174525": 15, "305172886": 15, "4800": 15, "5715760": 15, "104296152": 15, "462378700": 15, "28903": 15, "547739187": 15, "82224": 15, "4315629": 15, "438405051": 15, "178397": 15, "89231170": 15, "24619": 15, "339160687": 15, "375043435": 15, "527007263": 15, "153436937": 15, "360672143": 15, "229081009": 15, "141304915": 15, "316781890": 15, "462419557": 15, "576059276": 15, "3718": 15, "213446313": 15, "566675211": 15, "134416": 15, "325222229": 15, "43478": 15, "19175403": 15, "7984": 15, "360684606": 15, "392085055": 15, "316800938": 15, "360675794": 15, "4335831": 15, "77105": 15, "7539038": 15, "396286": 15, "130124439": 15, "1571428": 15, "88273288": 15, "957882": 15, "209739307": 15, "194653": 15, "145325475": 15, "1534178": 15, "44519838": 15, "1292064": 15, "10735936": 15, "639211": 15, "4697284": 15, "152689700": 15, "646665": 15, "191724606": 15, "1244475": 15, "107905489": 15, "1178580": 15, "125265093": 15, "1281308": 15, "116859981": 15, "1147915": 15, "185827327": 15, "873266": 15, "90721589": 15, "559091": 15, "7473936": 15, "3808": 15, "71959111": 15, "1346273": 15, "67866901": 15, "1085058": 15, "3937648": 15, "154062": 15, "100252057": 15, "6163": 15, "167166029": 15, "455102": 15, "203301527": 15, "967252": 15, "96222477": 15, "960663": 15, "110338054": 15, "1100256": 15, "137509167": 15, "12627057": 15, "17875524": 15, "1018973": 15, "275470949": 15, "138792": 15, "39774073": 15, "23354881": 15, "209329": 15, "91280680": 15, "200340": 15, "32083012": 15, "3796": 15, "11826957": 15, "8323": 15, "182161102": 15, "86822": 15, "65749280": 15, "156837": 15, "14373838": 15, "420212": 15, "282970121": 15, "980968": 15, "283951089": 15, "15192": 15, "1029890": 15, "285620181": 15, "508870": 15, "65906117": 15, "4133": 15, "191714139": 15, "71219897": 15, "64677": 15, "140078152": 15, "189173": 15, "190957026": 15, "13207": 15, "14803790": 15, "27982": 15, "8631450": 15, "58901": 15, "142560634": 15, "78226": 15, "380074430": 15, "96730": 15, "101350699": 15, "220910": 15, "32099657": 15, "4693236": 15, "166843477": 15, "289724": 15, "11375147": 15, "54079": 15, "182276587": 15, "3702": 15, "10210400": 15, "3673": 15, "286129051": 15, "326596": 15, "124970744": 15, "292990": 15, "50622303": 15, "14935": 15, "53156792": 15, "177768": 15, "68951959": 15, "67667": 15, "130093216": 15, "30737": 15, "213328029": 15, "118284": 15, "1139864": 15, "100263347": 15, "459528424": 15, "709929": 15, "167621131": 15, "312591": 15, "316818925": 15, "11634": 15, "42492816": 15, "129325767": 15, "619806": 15, "403319826": 15, "1311476": 15, "235914164": 15, "67709": 15, "324480806": 15, "264432": 15, "175246527": 15, "756456": 15, "442132277": 15, "17196": 15, "335262364": 15, "10127": 15, "145319783": 15, "5674": 15, "360690867": 15, "290961212": 15, "116181": 15, "460238353": 15, "356133": 15, "325267603": 15, "47772": 15, "229073707": 15, "464415105": 15, "459584": 15, "487414705": 15, "1131089": 15, "3713106": 15, "198049": 15, "286455647": 15, "39383": 15, "515681748": 15, "1162747": 15, "34668228": 15, "59276": 15, "27652156": 15, "3715": 15, "4686714": 15, "5911": 15, "49323644": 15, "353634184": 15, "25063": 15, "408773965": 15, "167167": 15, "382528298": 15, "40468": 15, "32079330": 15, "24358006": 15, "16183": 15, "464874689": 15, "451915": 15, "382733592": 15, "36173": 15, "448777676": 15, "7022": 15, "480406281": 15, "292693": 15, "480698974": 15, "77640": 15, "49319863": 15, "1393102": 15, "1340667": 15, "1189051": 15, "1249914": 15, "17866678": 15, "4720260": 15, "789791": 15, "7478423": 15, "7509710": 15, "1351479": 15, "961206": 15, "1015244": 15, "17704461": 15, "34729753": 15, "331136": 15, "38230058": 15, "659211": 15, "74531075": 15, "828694": 15, "33218702": 15, "615505": 15, "51732892": 15, "279844": 15, "6144107": 15, "732198": 15, "1421826": 15, "311521": 15, "7298908": 15, "151383": 15, "574489": 15, "26062": 15, "12221228": 15, "405829": 15, "82241933": 15, "857020": 15, "81052184": 15, "601633": 15, "99316682": 15, "689662": 15, "316809831": 15, "15303701": 15, "5204921": 15, "298372": 15, "567468059": 15, "1048566": 15, "191509932": 15, "90651": 15, "191698037": 15, "391869236": 15, "211746": 15, "542438861": 15, "1160564": 15, "104311459": 15, "104302437": 15, "478000772": 15, "421945": 15, "406326852": 15, "229084663": 15, "216337740": 15, "5160": 15, "433790579": 15, "4304933": 15, "480325103": 15, "76174": 15, "343585011": 15, "210505": 15, "213449964": 15, "479925766": 15, "399337": 15, "360300729": 15, "230195": 15, "558806832": 15, "104306165": 15, "213463026": 15, "287271409": 15, "112090524": 15, "267923190": 15, "305168335": 15, "365758568": 15, "480401277": 15, "176497412": 15, "6539": 15, "176514984": 15, "361612095": 15, "212481": 15, "149671796": 15, "75451": 15, "316791304": 15, "9568": 15, "202902559": 15, "392080982": 15, "213470598": 15, "97396752": 15, "115237106": 15, "134104": 15, "37536134": 15, "589947": 15, "218988445": 15, "2153699": 15, "227814112": 15, "1255944": 15, "87171147": 15, "282474": 15, "163495149": 15, "2388293": 15, "65912270": 15, "1954631": 15, "159475665": 15, "889812": 15, "32087485": 15, "79617480": 15, "1184704": 15, "192969081": 15, "2450235": 15, "213982269": 15, "2282397": 15, "92782147": 15, "1945269": 15, "100259696": 15, "120342107": 15, "25507162": 15, "1409853": 15, "223602549": 15, "836955": 15, "163482464": 15, "5968": 15, "161364639": 15, "2109729": 15, "47119394": 15, "1947120": 15, "81653817": 15, "209180": 15, "86705686": 15, "7680": 15, "181100239": 15, "1060863": 15, "21691066": 15, "1663815": 15, "283967119": 15, "1653062": 15, "234443273": 15, "1470891": 15, "209938967": 15, "55300386": 15, "326716587": 15, "1988039": 15, "50351704": 15, "270599": 15, "6892898": 15, "247468785": 15, "1234371": 15, "165883442": 15, "960035": 15, "321610587": 15, "3844": 15, "271033539": 15, "13562": 15, "38889269": 15, "831810": 15, "26917015": 15, "716211": 15, "138715998": 15, "1362154": 15, "297490640": 15, "1798590": 15, "365771646": 15, "20424": 15, "203290334": 15, "390572499": 15, "1296737": 15, "46081580": 15, "4504": 15, "126678777": 15, "41685901": 15, "572394": 15, "300607760": 15, "480750": 15, "39751807": 15, "21967": 15, "38126081": 15, "103907": 15, "87453621": 15, "666272": 15, "73305384": 15, "564659": 15, "213476045": 15, "495727": 15, "201279810": 15, "1443336": 15, "8697121": 15, "55307688": 15, "348285634": 15, "657079": 15, "5646677": 15, "69083": 15, "112114564": 15, "7981": 15, "167155937": 15, "3681": 15, "337708132": 15, "713848": 15, "364608115": 15, "551508": 15, "35726033": 15, "89744": 15, "418443913": 15, "1425888": 15, "413913703": 15, "1594028": 15, "104379178": 15, "374795": 15, "111783081": 15, "298932": 15, "3922395": 15, "198332937": 15, "476591563": 15, "970129": 15, "304675315": 15, "452493": 15, "328851024": 15, "17667": 15, "167136852": 15, "432732494": 15, "963320": 15, "439780325": 15, "1913624": 15, "282845581": 15, "122150": 15, "324745238": 15, "359106": 15, "462425428": 15, "1989677": 15, "348942713": 15, "146209": 15, "5631798": 15, "14242": 15, "884912": 15, "8161": 15, "35815777": 15, "382569512": 15, "164080": 15, "489050312": 15, "667690": 15, "104317774": 15, "61326": 15, "3918140": 15, "479222859": 15, "702907": 15, "491544251": 15, "2245785": 15, "394069190": 15, "389275": 15, "433695814": 15, "89426": 15, "495748791": 15, "2007304": 15, "17529809": 15, "122209": 15, "343800977": 15, "3891": 15, "104809208": 15, "6805": 15, "349098448": 15, "338421980": 15, "326702": 15, "551884911": 15, "1394800": 15, "77848268": 15, "60087": 15, "377353477": 15, "167933722": 15, "64760": 15, "530171400": 15, "1877668": 15, "176002983": 15, "67450": 15, "489011955": 15, "35116": 15, "443348522": 15, "1310803": 15, "448181356": 15, "291178": 15, "383786694": 15, "recognis": 15, "backend_kwarg": [15, 19], "storage_opt": [15, 19], "fo": [15, 19], "15680lon": 15, "40320coordin": 15, "99dimension_label": 15, "lat_coordinateaxistyp": 15, "ylong_nam": 15, "0dimension_label": 15, "lon_coordinateaxistyp": 15, "xlong_nam": 15, "0089285714_coordinateaxistyp": 15, "257223563long_nam": 15, "systemlongitude_of_prime_meridian": 15, "maximumflag_mean": 15, "crslong_nam": 15, "periodstandard_nam": 15, "normalized_difference_vegetation_indexunit": 15, "632217600": 15, "meanflag_mean": 15, "medianflag_mean": 15, "minimumflag_mean": 15, "meangrid_map": 15, "crsstandard_nam": 15, "number_of_observationsunit": 15, "standard_deviationflag_mean": 15, "6archive_facil": 15, "vitocopyright": 15, "2021histori": 15, "ltsidentifi": 15, "1institut": 15, "nvlong_nam": 15, "indexorbit_typ": 15, "leoparent_identifi": 15, "ndvi_stats_allplatform": 15, "vprocessing_level": 15, "l4processing_mod": 15, "offlineproduct_vers": 15, "1refer": 15, "ndvisensor": 15, "vegetationsourc": 15, "imagerytime_coverage_end": 15, "59ztime_coverage_start": 15, "00ztitl": 15, "0101_globe_vgt": 15, "0111_globe_vgt": 15, "0121_globe_vgt": 15, "0201_globe_vgt": 15, "0211_globe_vgt": 15, "0221_globe_vgt": 15, "0301_globe_vgt": 15, "0311_globe_vgt": 15, "0321_globe_vgt": 15, "0401_globe_vgt": 15, "0411_globe_vgt": 15, "0421_globe_vgt": 15, "0501_globe_vgt": 15, "0511_globe_vgt": 15, "0521_globe_vgt": 15, "0601_globe_vgt": 15, "0611_globe_vgt": 15, "0621_globe_vgt": 15, "0701_globe_vgt": 15, "0711_globe_vgt": 15, "0721_globe_vgt": 15, "0801_globe_vgt": 15, "0811_globe_vgt": 15, "0821_globe_vgt": 15, "0901_globe_vgt": 15, "0911_globe_vgt": 15, "0921_globe_vgt": 15, "1001_globe_vgt": 15, "1011_globe_vgt": 15, "1021_globe_vgt": 15, "1101_globe_vgt": 15, "1111_globe_vgt": 15, "1121_globe_vgt": 15, "1201_globe_vgt": 15, "1211_globe_vgt": 15, "datetim": 15, "chunk_info_list": 15, "time_list": [15, 19], "glob": 15, "strptime": 15, "_": 15, "replac": [15, 19], "m": 15, "append": 15, "666": 15, "multizarrtozarr": 15, "logic": 15, "aggreg": [15, 19], "concaten": 15, "averag": 15, "mzz": 15, "coo_map": 15, "identical_dim": 15, "concat_dim": [15, 19], "57": 15, "6lat": 15, "int640": 15, "5arrai": 15, "3793305600": 15, "indexpandasindexpandasindex": 15, "0701_globe_v3": 15, "0701": 15, "reus": 15, "jsonfil": 15, "dump": 15, "35": 15, "40320time": 15, "36coordin": 15, "float64nan": 15, "0arrai": 15, "24": 15, "26": 15, "29": 15, "22759833600": 15, "0101_globe_v3": 15, "0101": 15, "schedul": [15, 19], "2016": [15, 19], "filesystem": 15, "2018": 15, "filesystem_spec": 15, "my": 19, "eosc": 19, "storag": 19, "graphviz": 19, "egk": 19, "pdt20": 19, "flexibl": 19, "complex": 19, "todai": 19, "analyt": 19, "nativ": 19, "bridg": 19, "scikit": 19, "effort": 19, "abstract": 19, "known": 19, "ones": 19, "independ": 19, "invok": 19, "across": 19, "respons": 19, "individu": 19, "hadoop": 19, "machin": 19, "dedic": 19, "speedup": 19, "explicitli": 19, "delai": 19, "futur": 19, "direct": 19, "acycl": 19, "dag": 19, "gather": 19, "thread": 19, "e183b46c": 19, "734c": 19, "11ee": 19, "8dff": 19, "002248a969d8": 19, "localclust": 19, "8787": 19, "statu": 19, "d55bfa58": 19, "6c090ed7": 19, "308e": 19, "4d4b": 19, "9b54": 19, "e656c85b338c": 19, "comm": 19, "tcp": 19, "34047": 19, "35811": 19, "40023": 19, "nanni": 19, "33475": 19, "tmp": 19, "scratch": 19, "usktqaon": 19, "35501": 19, "36067": 19, "37277": 19, "ac_500w1": 19, "inspect": 19, "constructor": 19, "n_worker": 19, "threads_per_work": 19, "manual": 19, "pc": 19, "tab": 19, "he": 19, "proxi": 19, "vm": 19, "fedcloud": 19, "yourusernam": 19, "extens": 19, "html": 19, "port": 19, "orang": 19, "todaka": 19, "blue": 19, "arrow": 19, "drag": 19, "drop": 19, "helpful": 19, "timeseri": 19, "1027": 19, "preprocess": 19, "data_var": 19, "coord": 19, "attrs_fil": 19, "combine_attr": 19, "open_": 19, "1025": 19, "getattr_": 19, "getattr": 19, "p": 19, "open_kwarg": 19, "1028": 19, "closer": 19, "ds": 19, "_close": 19, "1029": 19, "listcomp": 19, "573": 19, "filename_or_obj": 19, "decode_cf": 19, "mask_and_scal": 19, "decode_tim": 19, "decode_timedelta": 19, "use_cftim": 19, "concat_charact": 19, "decode_coord": 19, "drop_vari": 19, "inline_arrai": 19, "chunked_array_typ": 19, "from_array_kwarg": 19, "561": 19, "_resolve_decoders_kwarg": 19, "562": 19, "563": 19, "open_backend_dataset_paramet": 19, "open_dataset_paramet": 19, "569": 19, "570": 19, "572": 19, "overwrite_encoded_chunk": 19, "pop": 19, "backend_d": 19, "574": 19, "575": 19, "577": 19, "578": 19, "579": 19, "_dataset_from_backend_dataset": 19, "580": 19, "581": 19, "591": 19, "593": 19, "967": 19, "zarrbackendentrypoint": 19, "synchron": 19, "chunk_stor": 19, "stacklevel": 19, "zarr_vers": 19, "946": 19, "def": 19, "ignor": 19, "overrid": 19, "lsp": 19, "violat": 19, "947": 19, "948": 19, "str": 19, "os": 19, "pathlik": 19, "bufferediobas": 19, "abstractdatastor": 19, "964": 19, "965": 19, "966": 19, "_normalize_path": 19, "open_group": 19, "968": 19, "969": 19, "970": 19, "971": 19, "972": 19, "973": 19, "consolidate_on_clos": 19, "974": 19, "975": 19, "976": 19, "977": 19, "978": 19, "980": 19, "store_entrypoint": 19, "storebackendentrypoint": 19, "981": 19, "close_on_error": 19, "cl": 19, "append_dim": 19, "write_region": 19, "safe_chunk": 19, "write_empti": 19, "zarr_group": 19, "open_consolid": 19, "455": 19, "458": 19, "459": 19, "465": 19, "hierarchi": 19, "1508": 19, "cache_attr": 19, "meta_arrai": 19, "1457": 19, "semant": 19, "1458": 19, "1459": 19, "1504": 19, "1505": 19, "1507": 19, "polymorph": 19, "_normalize_store_arg": 19, "1509": 19, "1510": 19, "1511": 19, "1512": 19, "_store_vers": 19, "default_zarr_vers": 19, "1350": 19, "1348": 19, "1349": 19, "memorystor": 19, "memorystorev3": 19, "normalize_store_arg": 19, "1351": 19, "1352": 19, "196": 19, "normalize_stor": 19, "156": 19, "_normalize_store_arg_v2": 19, "isinst": 19, "fsmap": 19, "fsstore": 19, "root": 19, "158": 19, "missing_except": 19, "163": 19, "164": 19, "1382": 19, "normalize_kei": 19, "key_separ": 19, "dimension_separ": 19, "1380": 19, "1381": 19, "cannot": 19, "1383": 19, "1384": 19, "_strip_protocol": 19, "repres": 19, "85gib": 19, "availab": 19, "still": 19, "anyth": 19, "count": 19, "tempor": 19, "unecessari": 19, "plot": 19, "trigger": 19, "keyword": 19, "associ": 19, "explicit": 19, "kubernet": 19, "ifnrastructur": 19, "dask_gatewai": 19, "orphan": 19, "list_clust": 19, "shutdown": 19, "new_clust": 19, "copi": 19, "state": 19, "dak": 19, "don": 19, "book": 19, "upfront": 19, "simplic": 19, "aoi": 19, "predefin": 19, "lastest": 19, "shift": 19, "pd": 19, "dates_2022": 19, "date_rang": 19, "20220101": 19, "20221231": 19, "isin": 19, "assign_coord": 19, "shapefil": 19, "useless": 19, "pixel": 19, "lts_aoi": 19, "lts_lombardia": 19, "persist": 19, "nomin": 19, "300m": 19, "care": 19, "ndvi_1k": 19, "reproject_match": 19, "renam": 19, "clim": 19, "alpha": 19, "geo": 19, "tile": 19, "cartolight": 19, "400": 19, "widget_loc": 19, "left_top": 19, "move": 19, "slider": 19, "fly": 19, "arbitali": 19, "behav": 19, "lts_plot": 19, "z": 19, "col": 19, "opt": 19, "zoom": 19, "happend": 19, "react": 19, "rasters": 19, "hint": 19, "user_guid": 19, "datashad": 19, "ellson": 19, "emden": 19, "gansner": 19, "eleftherio": 19, "koutsofio": 19, "stephen": 19, "gordon": 19, "woodhul": 19, "dynagraph": 19, "static": 19, "draw": 19, "springer": 19, "verlag": 19, "2003": 19, "februari": 19, "3509134": 19}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"timelin": 0, "workshop": 0, "introduct": [0, 7], "pangeo": [0, 3, 6, 8, 18], "openeo": [0, 4, 6, 12, 13, 14, 17], "scale": [0, 19], "big": [0, 6], "data": [0, 1, 3, 6, 9, 10, 15, 16, 18, 19], "analysi": [0, 19], "unlock": 0, "power": 0, "space": [0, 6], "environment": 1, "scienc": [1, 5], "book": 1, "about": [1, 2], "who": [1, 2], "how": [1, 5, 10, 18, 19], "contribut": 1, "project": 2, "pythia": 2, "goal": 2, "join": 3, "commun": 3, "meet": 3, "cloud": [3, 5], "infrastructur": 3, "life": [3, 17], "cycl": 3, "most": 3, "recent": 3, "train": 3, "2021": 3, "22": 3, "addit": 3, "resourc": 3, "initi": 3, "consum": 3, "stack": 3, "registr": 4, "connect": 4, "egi": 4, "check": 4, "eoplaza": 4, "work": 4, "platform": [4, 16], "setup": [5, 9, 10, 15, 19], "run": 5, "tutori": [5, 6], "european": 5, "open": [5, 9, 10, 15], "eosc": 5, "your": [5, 19], "own": 5, "comput": [5, 19], "us": [5, 9, 15, 19], "binderhub": 5, "deploy": 5, "welcom": 6, "bid": 6, "from": [6, 10, 19], "motiv": 7, "overview": [8, 16], "ecosystem": 8, "interact": 9, "plot": [9, 10], "holoview": 9, "author": [9, 10, 15, 19], "contributor": [9, 10, 15, 19], "context": [9, 10, 15, 19], "packag": [9, 10, 15, 19], "local": [9, 19], "dataset": [9, 10, 15, 19], "clip": [9, 19], "accord": 9, "polygon": 9, "read": [9, 10, 15, 19], "shapefil": 9, "area": 9, "Of": 9, "interest": 9, "aoi": 9, "visual": [9, 19], "matplotlib": 9, "multi": [9, 10], "groupbi": 9, "singl": [9, 15], "point": 9, "over": [9, 19], "time": [9, 19], "dimens": 9, "refer": [9, 10], "citat": [9, 10, 15, 19], "handl": 10, "dimension": 10, "arrai": 10, "xarrai": [10, 19], "fetch": 10, "metadata": 10, "through": 10, "what": [10, 15, 19], "structur": 10, "access": 10, "coordin": [10, 19], "variabl": 10, "memori": 10, "usag": 10, "renam": 10, "select": 10, "method": 10, "basic": 10, "math": 10, "ndvi": [10, 19], "characterist": 10, "product": 10, "user": [10, 12, 13], "manual": 10, "pum": 10, "statist": [10, 19], "aggreg": 10, "mask": 10, "save": 10, "advanc": [10, 14], "encod": 10, "compress": 10, "agenda": 11, "defin": 12, "function": [12, 13], "workflow": 14, "chunk": 15, "zarr": 15, "kerchunk": [15, 19], "global": [15, 19], "lt": [15, 19], "within": 15, "file": 15, "oper": 15, "so": 15, "why": 15, "storag": 15, "format": 15, "multipl": 15, "netcdf": 15, "exploit": [15, 18], "nativ": 15, "extract": 15, "inform": 15, "combin": 15, "all": 15, "one": 15, "ensembl": 15, "conclus": 15, "discover": 16, "searchabl": 16, "an": 16, "stac": 16, "differ": 16, "sourc": 16, "hand": 17, "The": 17, "easi": 17, "peasi": 17, "parallel": 19, "dask": 19, "doe": 19, "acceler": 19, "distribut": 19, "where": 19, "can": 19, "we": 19, "deploi": 19, "cluster": 19, "client": 19, "dashboard": 19, "our": 19, "onlin": 19, "consolid": 19, "optim": 19, "task": 19, "graph": 19, "worker": 19, "close": 19, "termin": 19, "gatewai": 19, "creat": 19, "new": 19, "get": 19, "fix": 19, "lombardia": 19, "2022": 19}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file