"
]
@@ -165,17 +2852,17 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 6,
"id": "0f90eed5-c378-4853-96d8-21cca319347e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "19"
+ "20"
]
},
- "execution_count": 4,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -185,23 +2872,23 @@
" collections=[\"cil-gdpcir-cc0\", \"cil-gdpcir-cc-by\"],\n",
" query={\"cmip6:experiment_id\": {\"eq\": \"ssp370\"}},\n",
")\n",
- "ensemble = search.get_all_items()\n",
+ "ensemble = search.item_collection()\n",
"len(ensemble)"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 7,
"id": "2a179418-5e9e-44d5-b899-9512740bad87",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "Counter({'cil-gdpcir-cc-by': 16, 'cil-gdpcir-cc0': 3})"
+ "Counter({'cil-gdpcir-cc-by': 17, 'cil-gdpcir-cc0': 3})"
]
},
- "execution_count": 5,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -222,19 +2909,19 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 8,
"id": "58acf247-7e52-488f-818e-258ab54ee8c6",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "eef4678d087a46fda5ef043aefd30010",
+ "model_id": "aea638d343ca4218b02188648c7469fa",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
- " 0%| | 0/19 [00:00<xarray.Dataset>\n",
- "Dimensions: (lat: 720, lon: 1440, model: 19, time: 31390)\n",
+ "<xarray.Dataset> Size: 3TB\n",
+ "Dimensions: (lat: 720, lon: 1440, model: 20, time: 31390)\n",
"Coordinates:\n",
- " * lat (lat) float64 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
- " * lon (lon) float64 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
- " * time (time) object 2015-01-01 12:00:00 ... 2100-12-31 12:00:00\n",
- " * model (model) object 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
+ " * lat (lat) float64 6kB -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
+ " * lon (lon) float64 12kB -179.9 -179.6 -179.4 ... 179.4 179.6 179.9\n",
+ " * time (time) object 251kB 2015-01-01 12:00:00 ... 2100-12-31 12:00:00\n",
+ " * model (model) object 160B 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
"Data variables:\n",
- " tasmax (model, time, lat, lon) float32 dask.array<chunksize=(1, 365, 360, 360), meta=np.ndarray>\n",
+ " tasmax (model, time, lat, lon) float32 3TB dask.array<chunksize=(1, 365, 360, 360), meta=np.ndarray>\n",
"Attributes: (12/25)\n",
" contact: climatesci@rhg.com\n",
" dc6_bias_correction_method: Quantile Delta Method (QDM)\n",
@@ -642,20 +3341,20 @@
" sub_experiment: none\n",
" sub_experiment_id: none\n",
" table_id: day\n",
- " variable_id: tasmax Dimensions: lat : 720lon : 1440model : 19time : 31390
Coordinates: (4)
lat
(lat)
float64
-89.88 -89.62 ... 89.62 89.88
long_name : latitude of grid cell center units : degrees_north array([-89.875, -89.625, -89.375, ..., 89.375, 89.625, 89.875]) lon
(lon)
float64
-179.9 -179.6 ... 179.6 179.9
long_name : longitude of grid cell center units : degrees_east array([-179.875, -179.625, -179.375, ..., 179.375, 179.625, 179.875]) time
(time)
object
2015-01-01 12:00:00 ... 2100-12-...
axis : T bounds : time_bnds calendar_type : noleap description : Temporal mean long_name : time standard_name : time array([cftime.DatetimeNoLeap(2015, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
+ " variable_id: tasmax Dimensions: lat : 720lon : 1440model : 20time : 31390
Coordinates: (4)
lat
(lat)
float64
-89.88 -89.62 ... 89.62 89.88
long_name : latitude of grid cell center units : degrees_north array([-89.875, -89.625, -89.375, ..., 89.375, 89.625, 89.875]) lon
(lon)
float64
-179.9 -179.6 ... 179.6 179.9
long_name : longitude of grid cell center units : degrees_east array([-179.875, -179.625, -179.375, ..., 179.375, 179.625, 179.875]) time
(time)
object
2015-01-01 12:00:00 ... 2100-12-...
axis : T bounds : time_bnds calendar_type : noleap description : Temporal mean long_name : time standard_name : time array([cftime.DatetimeNoLeap(2015, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2015, 1, 2, 12, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2015, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,\n",
" cftime.DatetimeNoLeap(2100, 12, 29, 12, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2100, 12, 30, 12, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2100, 12, 31, 12, 0, 0, 0, has_year_zero=True)],\n",
- " dtype=object) model
(model)
object
'GFDL-ESM4' ... 'BCC-CSM2-MR'
array(['GFDL-ESM4', 'NorESM2-MM', 'NorESM2-LM', 'MPI-ESM1-2-LR', 'UKESM1-0-LL',\n",
+ " dtype=object) model
(model)
object
'GFDL-ESM4' ... 'BCC-CSM2-MR'
array(['GFDL-ESM4', 'NorESM2-MM', 'NorESM2-LM', 'MPI-ESM1-2-LR', 'UKESM1-0-LL',\n",
" 'MIROC-ES2L', 'MIROC6', 'INM-CM5-0', 'INM-CM4-8', 'EC-Earth3-Veg',\n",
" 'EC-Earth3-Veg-LR', 'EC-Earth3', 'EC-Earth3-AerChem', 'ACCESS-CM2',\n",
- " 'ACCESS-ESM1-5', 'CMCC-ESM2', 'CMCC-CM2-SR5', 'FGOALS-g3',\n",
- " 'BCC-CSM2-MR'], dtype=object) Data variables: (1)
tasmax
(model, time, lat, lon)
float32
dask.array<chunksize=(1, 365, 360, 360), meta=np.ndarray>
cell_measures : area: areacella coordinates : height interp_method : conserve_order2 long_name : Daily Maximum Near-Surface Air Temperature standard_name : air_temperature units : K comment : maximum near-surface (usually, 2 meter) air temperature (add cell_method attribute 'time: max') \n",
+ " 'ACCESS-ESM1-5', 'CMCC-ESM2', 'CMCC-CM2-SR5', 'CanESM5', 'FGOALS-g3',\n",
+ " 'BCC-CSM2-MR'], dtype=object)Data variables: (1)
tasmax
(model, time, lat, lon)
float32
dask.array<chunksize=(1, 365, 360, 360), meta=np.ndarray>
cell_measures : area: areacella interp_method : conserve_order2 long_name : Daily Maximum Near-Surface Air Temperature standard_name : air_temperature units : K comment : maximum near-surface (usually, 2 meter) air temperature (add cell_method attribute 'time: max') \n",
" \n",
" \n",
- " \n",
+ " \n",
" \n",
" \n",
" \n",
@@ -667,24 +3366,22 @@
" \n",
" \n",
" Bytes \n",
- " 2.25 TiB \n",
+ " 2.37 TiB \n",
" 180.45 MiB \n",
" \n",
" \n",
" \n",
" Shape \n",
- " (19, 31390, 720, 1440) \n",
+ " (20, 31390, 720, 1440) \n",
" (1, 365, 360, 360) \n",
" \n",
" \n",
- " Count \n",
- " 39235 Tasks \n",
- " 13072 Chunks \n",
+ " Dask graph \n",
+ " 13760 chunks in 61 graph layers \n",
" \n",
" \n",
- " Type \n",
- " float32 \n",
- " numpy.ndarray \n",
+ " Data type \n",
+ " float32 numpy.ndarray \n",
" \n",
" \n",
"
\n",
@@ -700,18 +3397,19 @@
" \n",
"\n",
" \n",
- " 19 \n",
+ " 20 \n",
" 1 \n",
"\n",
"\n",
@@ -836,18 +3534,42 @@
"\n",
" \n",
" \n",
- "
Attributes: (25)
contact : climatesci@rhg.com dc6_bias_correction_method : Quantile Delta Method (QDM) dc6_citation : Please refer to https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/README.rst for a dataset DOI and references. dc6_data_version : v20211231 dc6_dataset_name : Rhodium Group/Climate Impact Lab Global Downscaled Projections for Climate Impacts Research (R/CIL GDPCIR) dc6_description : The prefix dc6 is the project-specific abbreviation for our R/CIL downscaling CMIP6 project dc6_downscaling_method : Quantile Preserving Localized Analogs Downscaling (QPLAD) dc6_grid : 0.25 deg x 0.25 deg regular global grid, domain file: https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/grids/domain.0p25x0p25.nc dc6_institution : Rhodium Group, New York, NY 10019 and Climate Impact Lab, https://impactlab.org/ dc6_institution_id : Rhodium Group / Climate Impact Lab dc6_methods_description_url : https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/README.rst dc6_nominal_resolution : 25 km experiment : gap-filling scenario reaching 7.0 based on SSP3 experiment_id : ssp370 frequency : day initialization_index : 1 mip_era : CMIP6 physics_index : 1 product : model-output realization_index : 1 realm : atmos sub_experiment : none sub_experiment_id : none table_id : day variable_id : tasmax
Indexes: (4)
PandasIndex
PandasIndex(Index([-89.875, -89.625, -89.375, -89.125, -88.875, -88.625, -88.375, -88.125,\n",
+ " -87.875, -87.625,\n",
+ " ...\n",
+ " 87.625, 87.875, 88.125, 88.375, 88.625, 88.875, 89.125, 89.375,\n",
+ " 89.625, 89.875],\n",
+ " dtype='float64', name='lat', length=720)) PandasIndex
PandasIndex(Index([-179.875, -179.625, -179.375, -179.125, -178.875, -178.625, -178.375,\n",
+ " -178.125, -177.875, -177.625,\n",
+ " ...\n",
+ " 177.625, 177.875, 178.125, 178.375, 178.625, 178.875, 179.125,\n",
+ " 179.375, 179.625, 179.875],\n",
+ " dtype='float64', name='lon', length=1440)) PandasIndex
PandasIndex(CFTimeIndex([2015-01-01 12:00:00, 2015-01-02 12:00:00, 2015-01-03 12:00:00,\n",
+ " 2015-01-04 12:00:00, 2015-01-05 12:00:00, 2015-01-06 12:00:00,\n",
+ " 2015-01-07 12:00:00, 2015-01-08 12:00:00, 2015-01-09 12:00:00,\n",
+ " 2015-01-10 12:00:00,\n",
+ " ...\n",
+ " 2100-12-22 12:00:00, 2100-12-23 12:00:00, 2100-12-24 12:00:00,\n",
+ " 2100-12-25 12:00:00, 2100-12-26 12:00:00, 2100-12-27 12:00:00,\n",
+ " 2100-12-28 12:00:00, 2100-12-29 12:00:00, 2100-12-30 12:00:00,\n",
+ " 2100-12-31 12:00:00],\n",
+ " dtype='object', length=31390, calendar='noleap', freq='D')) PandasIndex
PandasIndex(Index(['GFDL-ESM4', 'NorESM2-MM', 'NorESM2-LM', 'MPI-ESM1-2-LR', 'UKESM1-0-LL',\n",
+ " 'MIROC-ES2L', 'MIROC6', 'INM-CM5-0', 'INM-CM4-8', 'EC-Earth3-Veg',\n",
+ " 'EC-Earth3-Veg-LR', 'EC-Earth3', 'EC-Earth3-AerChem', 'ACCESS-CM2',\n",
+ " 'ACCESS-ESM1-5', 'CMCC-ESM2', 'CMCC-CM2-SR5', 'CanESM5', 'FGOALS-g3',\n",
+ " 'BCC-CSM2-MR'],\n",
+ " dtype='object', name='model')) Attributes: (25)
contact : climatesci@rhg.com dc6_bias_correction_method : Quantile Delta Method (QDM) dc6_citation : Please refer to https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/README.rst for a dataset DOI and references. dc6_data_version : v20211231 dc6_dataset_name : Rhodium Group/Climate Impact Lab Global Downscaled Projections for Climate Impacts Research (R/CIL GDPCIR) dc6_description : The prefix dc6 is the project-specific abbreviation for our R/CIL downscaling CMIP6 project dc6_downscaling_method : Quantile Preserving Localized Analogs Downscaling (QPLAD) dc6_grid : 0.25 deg x 0.25 deg regular global grid, domain file: https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/grids/domain.0p25x0p25.nc dc6_institution : Rhodium Group, New York, NY 10019 and Climate Impact Lab, https://impactlab.org/ dc6_institution_id : Rhodium Group / Climate Impact Lab dc6_methods_description_url : https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/README.rst dc6_nominal_resolution : 25 km experiment : gap-filling scenario reaching 7.0 based on SSP3 experiment_id : ssp370 frequency : day initialization_index : 1 mip_era : CMIP6 physics_index : 1 product : model-output realization_index : 1 realm : atmos sub_experiment : none sub_experiment_id : none table_id : day variable_id : tasmax \n",
- "Dimensions: (lat: 720, lon: 1440, model: 19, time: 31390)\n",
+ " Size: 3TB\n",
+ "Dimensions: (lat: 720, lon: 1440, model: 20, time: 31390)\n",
"Coordinates:\n",
- " * lat (lat) float64 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
- " * lon (lon) float64 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
- " * time (time) object 2015-01-01 12:00:00 ... 2100-12-31 12:00:00\n",
- " * model (model) object 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
+ " * lat (lat) float64 6kB -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
+ " * lon (lon) float64 12kB -179.9 -179.6 -179.4 ... 179.4 179.6 179.9\n",
+ " * time (time) object 251kB 2015-01-01 12:00:00 ... 2100-12-31 12:00:00\n",
+ " * model (model) object 160B 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
"Data variables:\n",
- " tasmax (model, time, lat, lon) float32 dask.array\n",
+ " tasmax (model, time, lat, lon) float32 3TB dask.array\n",
"Attributes: (12/25)\n",
" contact: climatesci@rhg.com\n",
" dc6_bias_correction_method: Quantile Delta Method (QDM)\n",
@@ -864,7 +3586,7 @@
" variable_id: tasmax"
]
},
- "execution_count": 7,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -887,7 +3609,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 10,
"id": "cf93fc89-6f1d-424c-a403-88430112b2ef",
"metadata": {},
"outputs": [],
@@ -903,7 +3625,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 11,
"id": "d9032269-cdb4-4a10-91a4-f373b43f527d",
"metadata": {},
"outputs": [
@@ -911,7 +3633,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[########################################] | 100% Completed | 13.55 s\n"
+ "[########################################] | 100% Completed | 8.90 ss\n"
]
}
],
@@ -922,7 +3644,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 12,
"id": "5b186f7b-5816-4a9e-bd18-6a196492ad42",
"metadata": {},
"outputs": [
@@ -960,6 +3682,7 @@
"}\n",
"\n",
"html[theme=dark],\n",
+ "body[data-theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
@@ -1189,6 +3912,11 @@
" grid-column: 4;\n",
"}\n",
"\n",
+ ".xr-index-preview {\n",
+ " grid-column: 2 / 5;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
@@ -1210,14 +3938,16 @@
"}\n",
"\n",
".xr-var-attrs,\n",
- ".xr-var-data {\n",
+ ".xr-var-data,\n",
+ ".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
- ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ ".xr-var-data-in:checked ~ .xr-var-data,\n",
+ ".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
@@ -1227,13 +3957,16 @@
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
+ ".xr-index-name div,\n",
+ ".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
- ".xr-var-data {\n",
+ ".xr-var-data,\n",
+ ".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
@@ -1271,7 +4004,8 @@
"}\n",
"\n",
".xr-icon-database,\n",
- ".xr-icon-file-text2 {\n",
+ ".xr-icon-file-text2,\n",
+ ".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
@@ -1280,7 +4014,7 @@
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
- "<xarray.DataArray 'tasmax' (model: 19, time: 5, lat: 58, lon: 64)>\n",
+ "<xarray.DataArray 'tasmax' (model: 20, time: 5, lat: 58, lon: 64)> Size: 1MB\n",
"array([[[[285.73315, 285.4604 , 285.3989 , ..., 288.46887, 288.45538,\n",
" 288.3411 ],\n",
" [285.4088 , 284.85898, 284.64523, ..., 288.25568, 288.40067,\n",
@@ -1323,18 +4057,17 @@
" [263.4161 , 264.3746 , 268.24796, ..., 270.58902, 269.15533,\n",
" 269.333 ]]]], dtype=float32)\n",
"Coordinates:\n",
- " * lat (lat) float64 31.12 31.38 31.62 31.88 ... 44.62 44.88 45.12 45.38\n",
- " * lon (lon) float64 129.6 129.9 130.1 130.4 ... 144.6 144.9 145.1 145.4\n",
- " * time (time) object 2020-01-01 12:00:00 ... 2020-01-05 12:00:00\n",
- " * model (model) object 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
+ " * lat (lat) float64 464B 31.12 31.38 31.62 31.88 ... 44.88 45.12 45.38\n",
+ " * lon (lon) float64 512B 129.6 129.9 130.1 130.4 ... 144.9 145.1 145.4\n",
+ " * time (time) object 40B 2020-01-01 12:00:00 ... 2020-01-05 12:00:00\n",
+ " * model (model) object 160B 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
"Attributes:\n",
" cell_measures: area: areacella\n",
- " coordinates: height\n",
" interp_method: conserve_order2\n",
" long_name: Daily Maximum Near-Surface Air Temperature\n",
" standard_name: air_temperature\n",
" units: K\n",
- " comment: maximum near-surface (usually, 2 meter) air temperature (... 285.7 285.5 285.4 284.9 284.4 284.4 ... 268.4 269.5 270.6 269.2 269.3
array([[[[285.73315, 285.4604 , 285.3989 , ..., 288.46887, 288.45538,\n",
+ " comment: maximum near-surface (usually, 2 meter) air temperature (... 285.7 285.5 285.4 284.9 284.4 284.4 ... 268.4 269.5 270.6 269.2 269.3
array([[[[285.73315, 285.4604 , 285.3989 , ..., 288.46887, 288.45538,\n",
" 288.3411 ],\n",
" [285.4088 , 284.85898, 284.64523, ..., 288.25568, 288.40067,\n",
" 288.26636],\n",
@@ -1374,32 +4107,54 @@
" [264.06845, 264.98584, 268.8448 , ..., 270.29214, 269.33145,\n",
" 269.47906],\n",
" [263.4161 , 264.3746 , 268.24796, ..., 270.58902, 269.15533,\n",
- " 269.333 ]]]], dtype=float32) Coordinates: (4)
Coordinates: (4)
lat
(lat)
float64
31.12 31.38 31.62 ... 45.12 45.38
long_name : latitude of grid cell center units : degrees_north array([31.125, 31.375, 31.625, 31.875, 32.125, 32.375, 32.625, 32.875, 33.125,\n",
" 33.375, 33.625, 33.875, 34.125, 34.375, 34.625, 34.875, 35.125, 35.375,\n",
" 35.625, 35.875, 36.125, 36.375, 36.625, 36.875, 37.125, 37.375, 37.625,\n",
" 37.875, 38.125, 38.375, 38.625, 38.875, 39.125, 39.375, 39.625, 39.875,\n",
" 40.125, 40.375, 40.625, 40.875, 41.125, 41.375, 41.625, 41.875, 42.125,\n",
" 42.375, 42.625, 42.875, 43.125, 43.375, 43.625, 43.875, 44.125, 44.375,\n",
- " 44.625, 44.875, 45.125, 45.375]) lon
(lon)
float64
129.6 129.9 130.1 ... 145.1 145.4
long_name : longitude of grid cell center units : degrees_east array([129.625, 129.875, 130.125, 130.375, 130.625, 130.875, 131.125, 131.375,\n",
+ " 44.625, 44.875, 45.125, 45.375]) lon
(lon)
float64
129.6 129.9 130.1 ... 145.1 145.4
long_name : longitude of grid cell center units : degrees_east array([129.625, 129.875, 130.125, 130.375, 130.625, 130.875, 131.125, 131.375,\n",
" 131.625, 131.875, 132.125, 132.375, 132.625, 132.875, 133.125, 133.375,\n",
" 133.625, 133.875, 134.125, 134.375, 134.625, 134.875, 135.125, 135.375,\n",
" 135.625, 135.875, 136.125, 136.375, 136.625, 136.875, 137.125, 137.375,\n",
" 137.625, 137.875, 138.125, 138.375, 138.625, 138.875, 139.125, 139.375,\n",
" 139.625, 139.875, 140.125, 140.375, 140.625, 140.875, 141.125, 141.375,\n",
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- " 143.625, 143.875, 144.125, 144.375, 144.625, 144.875, 145.125, 145.375]) time
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object
2020-01-01 12:00:00 ... 2020-01-...
axis : T bounds : time_bnds calendar_type : noleap description : Temporal mean long_name : time standard_name : time array([cftime.DatetimeNoLeap(2020, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
+ " 143.625, 143.875, 144.125, 144.375, 144.625, 144.875, 145.125, 145.375]) time
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object
2020-01-01 12:00:00 ... 2020-01-...
axis : T bounds : time_bnds calendar_type : noleap description : Temporal mean long_name : time standard_name : time array([cftime.DatetimeNoLeap(2020, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
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'GFDL-ESM4' ... 'BCC-CSM2-MR'
array(['GFDL-ESM4', 'NorESM2-MM', 'NorESM2-LM', 'MPI-ESM1-2-LR', 'UKESM1-0-LL',\n",
+ " dtype=object) model
(model)
object
'GFDL-ESM4' ... 'BCC-CSM2-MR'
array(['GFDL-ESM4', 'NorESM2-MM', 'NorESM2-LM', 'MPI-ESM1-2-LR', 'UKESM1-0-LL',\n",
+ " 'MIROC-ES2L', 'MIROC6', 'INM-CM5-0', 'INM-CM4-8', 'EC-Earth3-Veg',\n",
+ " 'EC-Earth3-Veg-LR', 'EC-Earth3', 'EC-Earth3-AerChem', 'ACCESS-CM2',\n",
+ " 'ACCESS-ESM1-5', 'CMCC-ESM2', 'CMCC-CM2-SR5', 'CanESM5', 'FGOALS-g3',\n",
+ " 'BCC-CSM2-MR'], dtype=object) Indexes: (4)
PandasIndex
PandasIndex(Index([31.125, 31.375, 31.625, 31.875, 32.125, 32.375, 32.625, 32.875, 33.125,\n",
+ " 33.375, 33.625, 33.875, 34.125, 34.375, 34.625, 34.875, 35.125, 35.375,\n",
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+ " 44.625, 44.875, 45.125, 45.375],\n",
+ " dtype='float64', name='lat')) PandasIndex
PandasIndex(Index([129.625, 129.875, 130.125, 130.375, 130.625, 130.875, 131.125, 131.375,\n",
+ " 131.625, 131.875, 132.125, 132.375, 132.625, 132.875, 133.125, 133.375,\n",
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+ " 139.625, 139.875, 140.125, 140.375, 140.625, 140.875, 141.125, 141.375,\n",
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+ " 143.625, 143.875, 144.125, 144.375, 144.625, 144.875, 145.125, 145.375],\n",
+ " dtype='float64', name='lon')) PandasIndex
PandasIndex(CFTimeIndex([2020-01-01 12:00:00, 2020-01-02 12:00:00, 2020-01-03 12:00:00,\n",
+ " 2020-01-04 12:00:00, 2020-01-05 12:00:00],\n",
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PandasIndex(Index(['GFDL-ESM4', 'NorESM2-MM', 'NorESM2-LM', 'MPI-ESM1-2-LR', 'UKESM1-0-LL',\n",
" 'MIROC-ES2L', 'MIROC6', 'INM-CM5-0', 'INM-CM4-8', 'EC-Earth3-Veg',\n",
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- " 'ACCESS-ESM1-5', 'CMCC-ESM2', 'CMCC-CM2-SR5', 'FGOALS-g3',\n",
- " 'BCC-CSM2-MR'], dtype=object) Attributes: (7)
cell_measures : area: areacella coordinates : height interp_method : conserve_order2 long_name : Daily Maximum Near-Surface Air Temperature standard_name : air_temperature units : K comment : maximum near-surface (usually, 2 meter) air temperature (add cell_method attribute 'time: max') "
+ " 'ACCESS-ESM1-5', 'CMCC-ESM2', 'CMCC-CM2-SR5', 'CanESM5', 'FGOALS-g3',\n",
+ " 'BCC-CSM2-MR'],\n",
+ " dtype='object', name='model'))
Attributes: (6)
cell_measures : area: areacella interp_method : conserve_order2 long_name : Daily Maximum Near-Surface Air Temperature standard_name : air_temperature units : K comment : maximum near-surface (usually, 2 meter) air temperature (add cell_method attribute 'time: max') \n",
+ " Size: 1MB\n",
"array([[[[285.73315, 285.4604 , 285.3989 , ..., 288.46887, 288.45538,\n",
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" [285.4088 , 284.85898, 284.64523, ..., 288.25568, 288.40067,\n",
@@ -1442,13 +4197,12 @@
" [263.4161 , 264.3746 , 268.24796, ..., 270.58902, 269.15533,\n",
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- " * lat (lat) float64 31.12 31.38 31.62 31.88 ... 44.62 44.88 45.12 45.38\n",
- " * lon (lon) float64 129.6 129.9 130.1 130.4 ... 144.6 144.9 145.1 145.4\n",
- " * time (time) object 2020-01-01 12:00:00 ... 2020-01-05 12:00:00\n",
- " * model (model) object 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
+ " * lat (lat) float64 464B 31.12 31.38 31.62 31.88 ... 44.88 45.12 45.38\n",
+ " * lon (lon) float64 512B 129.6 129.9 130.1 130.4 ... 144.9 145.1 145.4\n",
+ " * time (time) object 40B 2020-01-01 12:00:00 ... 2020-01-05 12:00:00\n",
+ " * model (model) object 160B 'GFDL-ESM4' 'NorESM2-MM' ... 'BCC-CSM2-MR'\n",
"Attributes:\n",
" cell_measures: area: areacella\n",
- " coordinates: height\n",
" interp_method: conserve_order2\n",
" long_name: Daily Maximum Near-Surface Air Temperature\n",
" standard_name: air_temperature\n",
@@ -1456,7 +4210,7 @@
" comment: maximum near-surface (usually, 2 meter) air temperature (..."
]
},
- "execution_count": 10,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -1475,17 +4229,17 @@
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{
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+ "execution_count": 13,
"id": "36820786-32c3-426c-85d5-448e2aad877b",
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"outputs": [
{
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@@ -1513,11 +4267,109 @@
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diff --git a/datasets/eclipse/eclipse-example.ipynb b/datasets/eclipse/eclipse-example.ipynb
index 83addb4d..2e85e557 100755
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" \n",
" \n",
- " 189057 \n",
+ " 187064 \n",
" Chicago \n",
" 2214 \n",
" EPA COM ED Maintenance Bldg F \n",
@@ -488,7 +41550,7 @@
" -87.713490 \n",
" 2022-03-05 23:13:37 \n",
" 0.000000 \n",
- " 10.31 \n",
+ " 12.95 \n",
" 15.69 \n",
" 17.94 \n",
" 2.921081 \n",
@@ -499,7 +41561,7 @@
" -111.0 \n",
" \n",
" \n",
- " 189058 \n",
+ " 187065 \n",
" Chicago \n",
" 2214 \n",
" EPA COM ED Maintenance Bldg F \n",
@@ -507,7 +41569,7 @@
" -87.713490 \n",
" 2022-03-05 23:33:57 \n",
" 3.208157 \n",
- " 11.90 \n",
+ " 14.79 \n",
" 14.00 \n",
" 20.47 \n",
" 0.784464 \n",
@@ -518,7 +41580,7 @@
" -109.0 \n",
" \n",
" \n",
- " 189059 \n",
+ " 187066 \n",
" Chicago \n",
" 2214 \n",
" EPA COM ED Maintenance Bldg F \n",
@@ -526,7 +41588,7 @@
" -87.713490 \n",
" 2022-03-05 23:54:09 \n",
" 0.000000 \n",
- " 8.38 \n",
+ " 8.09 \n",
" 13.44 \n",
" 16.40 \n",
" 0.331082 \n",
@@ -538,7 +41600,7 @@
" \n",
" \n",
"
\n",
- "
189060 rows × 16 columns
\n",
+ "
187067 rows × 16 columns
\n",
"
"
@@ -665,7 +41749,7 @@
}
],
"source": [
- "ts = df.resample(\"H\", on=\"ReadingDateTimeUTC\")[\n",
+ "ts = df.resample(\"h\", on=\"ReadingDateTimeUTC\")[\n",
" [\"CalibratedPM25\", \"Humidity\", \"CalibratedO3\", \"CalibratedNO2\", \"CO\"]\n",
"].mean()\n",
"ts.plot(subplots=True, sharex=True, figsize=(12, 12));"
@@ -689,7 +41773,9 @@
"data": {
"text/html": [
"Make this Notebook Trusted to load map: File -> Trust Notebook
"
],
"text/plain": [
- "
"
+ ""
]
},
"execution_count": 6,
@@ -889,7 +41984,9 @@
"data": {
"text/html": [
"Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ ""
]
},
"execution_count": 7,
@@ -1096,27 +42202,13 @@
{
"cell_type": "code",
"execution_count": 9,
- "id": "2d1153c4-dde8-49de-bee6-735f5f693f3b",
+ "id": "14c6e5b0-1eee-49ae-9f76-1324f02f5b5c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Dask DataFrame Structure:
\n",
- "\n",
- "\n",
"
\n",
" \n",
" \n",
@@ -1139,7 +42231,7 @@
" CellSignal \n",
" \n",
" \n",
- " npartitions=68 \n",
+ " npartitions=89 \n",
" \n",
" \n",
" object \n",
+ " string \n",
" int32 \n",
- " object \n",
+ " string \n",
" float64 \n",
" float64 \n",
" datetime64[ns] \n",
@@ -1256,19 +42348,19 @@
" \n",
" \n",
"
\n",
- "
Dask Name: read-parquet, 1 graph layer
"
+ "Dask Name: readparquetfsspec, 1 expression
"
],
"text/plain": [
"Dask DataFrame Structure:\n",
" City DeviceId LocationName Latitude Longitude ReadingDateTimeUTC PM25 CalibratedPM25 CalibratedO3 CalibratedNO2 CO Temperature Humidity BatteryLevel PercentBattery CellSignal\n",
- "npartitions=68 \n",
- " object int32 object float64 float64 datetime64[ns] float64 float64 float64 float64 float64 float64 float64 float64 float64 float64\n",
+ "npartitions=89 \n",
+ " string int32 string float64 float64 datetime64[ns] float64 float64 float64 float64 float64 float64 float64 float64 float64 float64\n",
" ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
"... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
" ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
" ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
- "Dask Name: read-parquet, 1 graph layer"
+ "Dask Name: readparquetfsspec, 1 expression\n",
+ "Expr=ReadParquetFSSpec(2a74956)"
]
},
"execution_count": 9,
@@ -1277,10 +42369,14 @@
}
],
"source": [
+ "import adlfs\n",
"import dask.dataframe as dd\n",
"\n",
+ "fs = adlfs.AzureBlobFileSystem(**asset.extra_fields[\"table:storage_options\"])\n",
+ "files = [f\"az://{x}\" for x in fs.ls(asset.href)]\n",
+ "\n",
"ddf = dd.read_parquet(\n",
- " asset.href, storage_options=asset.extra_fields[\"table:storage_options\"]\n",
+ " files, storage_options=asset.extra_fields[\"table:storage_options\"]\n",
")\n",
"ddf"
]
@@ -1302,7 +42398,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.6"
+ "version": "3.11.8"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
diff --git a/datasets/ms-buildings/ms-buildings-example.ipynb b/datasets/ms-buildings/ms-buildings-example.ipynb
index 05a99d1f..ae80aa90 100755
--- a/datasets/ms-buildings/ms-buildings-example.ipynb
+++ b/datasets/ms-buildings/ms-buildings-example.ipynb
@@ -21,9 +21,6 @@
"source": [
"import planetary_computer\n",
"import pystac_client\n",
- "import dask.dataframe\n",
- "import dask_geopandas\n",
- "import dask.distributed\n",
"import deltalake\n",
"import shapely.geometry\n",
"import contextily\n",
@@ -115,85 +112,20 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "076c0903-a71c-4ca8-8500-3bf9f7edb1cc",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "Dask-GeoPandas GeoDataFrame Structure:
\n",
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " geometry \n",
- " meanHeight \n",
- " RegionName \n",
- " quadkey \n",
- " \n",
- " \n",
- " npartitions=1 \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " geometry \n",
- " float32 \n",
- " category[known] \n",
- " category[known] \n",
- " \n",
- " \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " \n",
- " \n",
- "
\n",
- "
Dask Name: read-parquet, 1 graph layer
"
- ],
- "text/plain": [
- "Dask GeoDataFrame Structure:\n",
- " geometry meanHeight RegionName quadkey\n",
- "npartitions=1 \n",
- " geometry float32 category[known] category[known]\n",
- " ... ... ... ...\n",
- "Dask Name: read-parquet, 1 graph layer"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "id": "51ad77aa-4e95-427d-aaf1-f43259527256",
+ "metadata": {},
+ "outputs": [],
"source": [
- "file_uris = table.file_uris([(\"RegionName\", \"=\", \"VaticanCity\")])\n",
+ "import geopandas\n",
+ "import pandas as pd\n",
"\n",
- "df = dask_geopandas.read_parquet(file_uris, storage_options=storage_options)\n",
- "df"
+ "file_uris = table.file_uris([(\"RegionName\", \"=\", \"VaticanCity\")])\n",
+ "df = pd.concat(\n",
+ " [\n",
+ " geopandas.read_parquet(file_uri, storage_options=storage_options)\n",
+ " for file_uri in file_uris\n",
+ " ]\n",
+ ")"
]
},
{
@@ -207,7 +139,7 @@
{
"data": {
"text/html": [
- ""
@@ -218,7 +150,7 @@
}
],
"source": [
- "ax = df.compute().plot(figsize=(12, 12), color=\"yellow\")\n",
+ "ax = df.plot(figsize=(12, 12), color=\"yellow\")\n",
"contextily.add_basemap(\n",
" ax,\n",
" source=contextily.providers.Esri.WorldGrayCanvas,\n",
@@ -323,97 +255,22 @@
"id": "e65796c3-63fd-44b8-823f-f858703821bc",
"metadata": {},
"source": [
- "And quickly load them into, for example, a dask-geopandas `GeoDataFrame`:"
+ "And quickly load them into, for example, a `geopandas.GeoDataFrame`:"
]
},
{
"cell_type": "code",
"execution_count": 10,
- "id": "d2e8db22-8e66-4274-bbac-afbcda256899",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "Dask-GeoPandas GeoDataFrame Structure:
\n",
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " geometry \n",
- " meanHeight \n",
- " RegionName \n",
- " quadkey \n",
- " \n",
- " \n",
- " npartitions=2 \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " geometry \n",
- " float32 \n",
- " category[known] \n",
- " category[known] \n",
- " \n",
- " \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " \n",
- " \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " ... \n",
- " \n",
- " \n",
- "
\n",
- "
Dask Name: read-parquet, 1 graph layer
"
- ],
- "text/plain": [
- "Dask GeoDataFrame Structure:\n",
- " geometry meanHeight RegionName quadkey\n",
- "npartitions=2 \n",
- " geometry float32 category[known] category[known]\n",
- " ... ... ... ...\n",
- " ... ... ... ...\n",
- "Dask Name: read-parquet, 1 graph layer"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "id": "1d9d8bcd-2549-43ed-98a8-a19757f9b983",
+ "metadata": {},
+ "outputs": [],
"source": [
- "df = dask_geopandas.read_parquet(uris, storage_options=storage_options)\n",
- "df"
+ "df = pd.concat(\n",
+ " [\n",
+ " geopandas.read_parquet(file_uri, storage_options=storage_options)\n",
+ " for file_uri in uris\n",
+ " ]\n",
+ ")"
]
},
{
@@ -449,7 +306,7 @@
" <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n",
" <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n",
" <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n",
- " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n",
+ " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n",
" <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n",
" <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n",
" <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n",
@@ -462,7 +319,7 @@
" <meta name="viewport" content="width=device-width,\n",
" initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n",
" <style>\n",
- " #map_1c356f7035ac5fdab2c273b87f64e81d {\n",
+ " #map_0c82cb1c4ed8ea08634ab291f20c4d13 {\n",
" position: relative;\n",
" width: 100.0%;\n",
" height: 100.0%;\n",
@@ -492,14 +349,14 @@
"<body>\n",
" \n",
" \n",
- " <div class="folium-map" id="map_1c356f7035ac5fdab2c273b87f64e81d" ></div>\n",
+ " <div class="folium-map" id="map_0c82cb1c4ed8ea08634ab291f20c4d13" ></div>\n",
" \n",
"</body>\n",
"<script>\n",
" \n",
" \n",
- " var map_1c356f7035ac5fdab2c273b87f64e81d = L.map(\n",
- " "map_1c356f7035ac5fdab2c273b87f64e81d",\n",
+ " var map_0c82cb1c4ed8ea08634ab291f20c4d13 = L.map(\n",
+ " "map_0c82cb1c4ed8ea08634ab291f20c4d13",\n",
" {\n",
" center: [53.73600059883202, 14.120000000000001],\n",
" crs: L.CRS.EPSG3857,\n",
@@ -508,83 +365,85 @@
" preferCanvas: false,\n",
" }\n",
" );\n",
- " L.control.scale().addTo(map_1c356f7035ac5fdab2c273b87f64e81d);\n",
+ " L.control.scale().addTo(map_0c82cb1c4ed8ea08634ab291f20c4d13);\n",
"\n",
" \n",
"\n",
" \n",
" \n",
- " var tile_layer_795ef3d5b8ab3091926f90073bcc5a9a = L.tileLayer(\n",
- " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
- " {"attribution": "Data by \\u0026copy; \\u003ca target=\\"_blank\\" href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\"_blank\\" href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
- " ).addTo(map_1c356f7035ac5fdab2c273b87f64e81d);\n",
+ " var tile_layer_dcd79f64638c8fe8e2b4187707999f8c = L.tileLayer(\n",
+ " "https://tile.openstreetmap.org/{z}/{x}/{y}.png",\n",
+ " {"attribution": "\\u0026copy; \\u003ca href=\\"https://www.openstreetmap.org/copyright\\"\\u003eOpenStreetMap\\u003c/a\\u003e contributors", "detectRetina": false, "maxNativeZoom": 19, "maxZoom": 19, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n",
+ " );\n",
+ " \n",
+ " \n",
+ " tile_layer_dcd79f64638c8fe8e2b4187707999f8c.addTo(map_0c82cb1c4ed8ea08634ab291f20c4d13);\n",
" \n",
" \n",
- " map_1c356f7035ac5fdab2c273b87f64e81d.fitBounds(\n",
+ " map_0c82cb1c4ed8ea08634ab291f20c4d13.fitBounds(\n",
" [[53.73242229978236, 14.11], [53.73957889788169, 14.13]],\n",
" {}\n",
" );\n",
" \n",
" \n",
- " function geo_json_9f8a40dddead1a0196ef8cac5624baf7_styler(feature) {\n",
+ " function geo_json_faf168ab03c6506d2e5a35b474bc7e86_styler(feature) {\n",
" switch(feature.id) {\n",
" default:\n",
" return {"fillOpacity": 0.5, "weight": 2};\n",
" }\n",
" }\n",
- " function geo_json_9f8a40dddead1a0196ef8cac5624baf7_highlighter(feature) {\n",
+ " function geo_json_faf168ab03c6506d2e5a35b474bc7e86_highlighter(feature) {\n",
" switch(feature.id) {\n",
" default:\n",
" return {"fillOpacity": 0.75};\n",
" }\n",
" }\n",
- " function geo_json_9f8a40dddead1a0196ef8cac5624baf7_pointToLayer(feature, latlng) {\n",
+ " function geo_json_faf168ab03c6506d2e5a35b474bc7e86_pointToLayer(feature, latlng) {\n",
" var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n",
" \n",
- " let style = geo_json_9f8a40dddead1a0196ef8cac5624baf7_styler(feature)\n",
+ " let style = geo_json_faf168ab03c6506d2e5a35b474bc7e86_styler(feature)\n",
" Object.assign(opts, style)\n",
" \n",
" return new L.CircleMarker(latlng, opts)\n",
" }\n",
"\n",
- " function geo_json_9f8a40dddead1a0196ef8cac5624baf7_onEachFeature(feature, layer) {\n",
+ " function geo_json_faf168ab03c6506d2e5a35b474bc7e86_onEachFeature(feature, layer) {\n",
" layer.on({\n",
" mouseout: function(e) {\n",
" if(typeof e.target.setStyle === "function"){\n",
- " geo_json_9f8a40dddead1a0196ef8cac5624baf7.resetStyle(e.target);\n",
+ " geo_json_faf168ab03c6506d2e5a35b474bc7e86.resetStyle(e.target);\n",
" }\n",
" },\n",
" mouseover: function(e) {\n",
" if(typeof e.target.setStyle === "function"){\n",
- " const highlightStyle = geo_json_9f8a40dddead1a0196ef8cac5624baf7_highlighter(e.target.feature)\n",
+ " const highlightStyle = geo_json_faf168ab03c6506d2e5a35b474bc7e86_highlighter(e.target.feature)\n",
" e.target.setStyle(highlightStyle);\n",
" }\n",
" },\n",
" });\n",
" };\n",
- " var geo_json_9f8a40dddead1a0196ef8cac5624baf7 = L.geoJson(null, {\n",
- " onEachFeature: geo_json_9f8a40dddead1a0196ef8cac5624baf7_onEachFeature,\n",
+ " var geo_json_faf168ab03c6506d2e5a35b474bc7e86 = L.geoJson(null, {\n",
+ " onEachFeature: geo_json_faf168ab03c6506d2e5a35b474bc7e86_onEachFeature,\n",
" \n",
- " style: geo_json_9f8a40dddead1a0196ef8cac5624baf7_styler,\n",
- " pointToLayer: geo_json_9f8a40dddead1a0196ef8cac5624baf7_pointToLayer\n",
+ " style: geo_json_faf168ab03c6506d2e5a35b474bc7e86_styler,\n",
+ " pointToLayer: geo_json_faf168ab03c6506d2e5a35b474bc7e86_pointToLayer,\n",
" });\n",
"\n",
- " function geo_json_9f8a40dddead1a0196ef8cac5624baf7_add (data) {\n",
- " geo_json_9f8a40dddead1a0196ef8cac5624baf7\n",
- " .addData(data)\n",
- " .addTo(map_1c356f7035ac5fdab2c273b87f64e81d);\n",
+ " function geo_json_faf168ab03c6506d2e5a35b474bc7e86_add (data) {\n",
+ " geo_json_faf168ab03c6506d2e5a35b474bc7e86\n",
+ " .addData(data);\n",
" }\n",
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53.73776364010566], [14.122057831029595, 53.73778670258823], [14.122092922959396, 53.73779942681689]]], "type": "Polygon"}, "id": "14314", "properties": {"meanHeight": -1.0}, "type": "Feature"}, {"bbox": [14.121977066414, 53.73781468967772, 14.122026685970104, 53.737842637907114], "geometry": {"coordinates": [[[14.122022148374725, 53.73781468967772], [14.121977066414, 53.737817541323636], [14.12198160400942, 53.737842637907114], [14.122026685970104, 53.73783978626292], [14.122022148374725, 53.73781468967772]]], "type": "Polygon"}, "id": "23939", "properties": {"meanHeight": -1.0}, "type": "Feature"}, {"bbox": [14.126316786093934, 53.73689434083144, 14.126456088904899, 53.736970290355124], "geometry": {"coordinates": [[[14.12642439217326, 53.73689434083144], [14.126316786093934, 53.73691654291331], [14.126348482825573, 53.736970290355124], [14.126456088904899, 53.73694808830166], [14.12642439217326, 53.73689434083144]]], "type": "Polygon"}, "id": "23893", "properties": {"meanHeight": 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[14.128357040825975, 53.73683001939736]]], "type": "Polygon"}, "id": "19699", "properties": {"meanHeight": -1.0}, "type": "Feature"}, {"bbox": [14.128430825013215, 53.73683707765483, 14.128530231452295, 53.73698468829632], "geometry": {"coordinates": [[[14.128521916455522, 53.73683707765483], [14.128430825013215, 53.736838895279355], [14.128439140009984, 53.73698468829632], [14.128530231452295, 53.73698287067809], [14.128521916455522, 53.73683707765483]]], "type": "Polygon"}, "id": "11552", "properties": {"meanHeight": -1.0}, "type": "Feature"}, {"bbox": [14.129052799570431, 53.736858681531736, 14.129287550939175, 53.736982974052594], "geometry": {"coordinates": [[[14.129283375212133, 53.736858681531736], [14.129052799570431, 53.73686144014357], [14.129054643397922, 53.73691535945875], [14.129102903415983, 53.73691478207562], [14.129105235315498, 53.736982974052594], [14.129287550939175, 53.73698079283095], [14.129283375212133, 53.736858681531736]]], "type": "Polygon"}, "id": "15091", "properties": {"meanHeight": -1.0}, "type": "Feature"}, {"bbox": [14.129405187338836, 53.73694167742442, 14.129521025016928, 53.73701523485737], "geometry": {"coordinates": [[[14.129405187338836, 53.736957187239106], [14.129435154714418, 53.73701523485737], [14.129521025016928, 53.73699972506408], [14.129491057641307, 53.73694167742442], [14.129405187338836, 53.736957187239106]]], "type": "Polygon"}, "id": "12235", "properties": {"meanHeight": -1.0}, "type": "Feature"}, {"bbox": [14.129460886993046, 53.73708531575868, 14.129532499183103, 53.7371385348015], "geometry": {"coordinates": [[[14.129462794139606, 53.73708531575868], [14.129460886993046, 53.73713764602744], [14.129530592036543, 53.7371385348015], [14.129532499183103, 53.73708620453384], [14.129462794139606, 53.73708531575868]]], "type": "Polygon"}, "id": "4709", "properties": {"meanHeight": -1.0}, "type": "Feature"}, {"bbox": [14.128026540875766, 53.73714490393666, 14.128141598539962, 53.737225566490885], "geometry": {"coordinates": [[[14.128026540875766, 53.73721403003418], [14.128116175563278, 53.737225566490885], [14.128141598539962, 53.737156436869306], [14.128051962549492, 53.73714490393666], [14.128026540875766, 53.73721403003418]]], "type": "Polygon"}, "id": "6793", "properties": {"meanHeight": -1.0}, "type": "Feature"}], "type": "FeatureCollection"});\n",
"\n",
" \n",
" \n",
- " geo_json_9f8a40dddead1a0196ef8cac5624baf7.bindTooltip(\n",
+ " geo_json_faf168ab03c6506d2e5a35b474bc7e86.bindTooltip(\n",
" function(layer){\n",
" let div = L.DomUtil.create('div');\n",
" \n",
" let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n",
- " let fields = ["meanHeight", "RegionName", "quadkey"];\n",
- " let aliases = ["meanHeight", "RegionName", "quadkey"];\n",
+ " let fields = ["meanHeight"];\n",
+ " let aliases = ["meanHeight"];\n",
" let table = '<table>' +\n",
" String(\n",
" fields.map(\n",
@@ -601,11 +460,14 @@
" }\n",
" ,{"className": "foliumtooltip", "sticky": true});\n",
" \n",
+ " \n",
+ " geo_json_faf168ab03c6506d2e5a35b474bc7e86.addTo(map_0c82cb1c4ed8ea08634ab291f20c4d13);\n",
+ " \n",
"</script>\n",
"</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen> "
+ ""
]
},
"execution_count": 11,
@@ -614,7 +476,7 @@
}
],
"source": [
- "subset = df.clip(area_of_interest).compute()\n",
+ "subset = df.clip(area_of_interest)\n",
"subset.explore()"
]
},
@@ -636,14 +498,6 @@
"tags": []
},
"outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/srv/conda/envs/notebook/lib/python3.11/site-packages/pystac_client/item_search.py:841: FutureWarning: get_all_items() is deprecated, use item_collection() instead.\n",
- " warnings.warn(\n"
- ]
- },
{
"data": {
"text/plain": [
@@ -665,7 +519,7 @@
" },\n",
")\n",
"\n",
- "ic = search.get_all_items()\n",
+ "ic = search.item_collection()\n",
"len(ic)"
]
},
@@ -682,7 +536,28 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "0eda4bc3-a519-4bce-be4d-c414cd7a2543",
+ "id": "ee3a214f-7b90-43e5-a331-ee9d903f125b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import adlfs\n",
+ "\n",
+ "fs = adlfs.AzureBlobFileSystem(\n",
+ " **ic[0].assets[\"data\"].extra_fields[\"table:storage_options\"]\n",
+ ")\n",
+ "\n",
+ "prefixes = [item.assets[\"data\"].href for item in ic]\n",
+ "parts = []\n",
+ "for item in ic:\n",
+ " parts.extend(fs.ls(item.assets[\"data\"].href))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "880fb178-2684-4455-918a-de5967eebafa",
"metadata": {
"tags": []
},
@@ -710,8 +585,6 @@
" geometry \n",
" meanHeight \n",
- " RegionName \n",
- " quadkey \n",
" \n",
" \n",
" \n",
@@ -719,68 +592,50 @@
" 0 \n",
" POLYGON ((14.23111 53.66713, 14.23120 53.66714... \n",
" -1.0 \n",
- " Germany \n",
- " 120210302 \n",
" \n",
" \n",
" 1 \n",
" POLYGON ((14.13342 53.53018, 14.13337 53.53030... \n",
" -1.0 \n",
- " Germany \n",
- " 120210302 \n",
" \n",
" \n",
" 2 \n",
" POLYGON ((14.34231 53.33267, 14.34236 53.33258... \n",
" -1.0 \n",
- " Germany \n",
- " 120210302 \n",
" \n",
" \n",
" 3 \n",
" POLYGON ((14.09257 53.49413, 14.09274 53.49409... \n",
" -1.0 \n",
- " Germany \n",
- " 120210302 \n",
" \n",
" \n",
" 4 \n",
" POLYGON ((14.07604 53.68923, 14.07603 53.68927... \n",
" -1.0 \n",
- " Germany \n",
- " 120210302 \n",
" \n",
" \n",
"\n",
""
],
"text/plain": [
- " geometry meanHeight RegionName \\\n",
- "0 POLYGON ((14.23111 53.66713, 14.23120 53.66714... -1.0 Germany \n",
- "1 POLYGON ((14.13342 53.53018, 14.13337 53.53030... -1.0 Germany \n",
- "2 POLYGON ((14.34231 53.33267, 14.34236 53.33258... -1.0 Germany \n",
- "3 POLYGON ((14.09257 53.49413, 14.09274 53.49409... -1.0 Germany \n",
- "4 POLYGON ((14.07604 53.68923, 14.07603 53.68927... -1.0 Germany \n",
- "\n",
- " quadkey \n",
- "0 120210302 \n",
- "1 120210302 \n",
- "2 120210302 \n",
- "3 120210302 \n",
- "4 120210302 "
+ " geometry meanHeight\n",
+ "0 POLYGON ((14.23111 53.66713, 14.23120 53.66714... -1.0\n",
+ "1 POLYGON ((14.13342 53.53018, 14.13337 53.53030... -1.0\n",
+ "2 POLYGON ((14.34231 53.33267, 14.34236 53.33258... -1.0\n",
+ "3 POLYGON ((14.09257 53.49413, 14.09274 53.49409... -1.0\n",
+ "4 POLYGON ((14.07604 53.68923, 14.07603 53.68927... -1.0"
]
},
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "prefixes = [item.assets[\"data\"].href for item in ic]\n",
- "df = dask.dataframe.concat(\n",
+ "df = pd.concat(\n",
" [\n",
- " dask_geopandas.read_parquet(prefix, storage_options=storage_options)\n",
- " for prefix in prefixes\n",
+ " geopandas.read_parquet(f\"az://{part}\", storage_options=storage_options)\n",
+ " for part in parts\n",
" ]\n",
")\n",
"df.head()"
@@ -818,7 +673,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.4"
+ "version": "3.10.10"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
diff --git a/datasets/us-census/us-census-example.ipynb b/datasets/us-census/us-census-example.ipynb
index 70584856..2568ff9b 100755
--- a/datasets/us-census/us-census-example.ipynb
+++ b/datasets/us-census/us-census-example.ipynb
@@ -131,218 +131,1159 @@
"text/html": [
"\n",
"\n",
- "\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- " \n",
- " Item: 2020-cb_2020_us_cd116_500k \n",
- " \n",
- " \n",
- " id: 2020-cb_2020_us_cd116_500k \n",
+ "
\n",
+ "
\n",
+ " \n",
" \n",
- " bbox: [-179.148909, -14.548699, 179.77847, 71.365162] \n",
+ " type \n",
+ " \"Feature\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
" \n",
" \n",
- " datetime: 2021-08-01T00:00:00Z proj:epsg: 4269 \n",
+ " stac_version \n",
+ " \"1.0.0\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- " table:columns: [{'name': 'STATEFP', 'type': 'byte_array', 'description': 'State FIPS Code'}, {'name': 'CD116FP', 'type': 'int64', 'description': 'Congressional District FIPS code'}, {'name': 'AFFGEOID', 'type': 'byte_array', 'description': 'American FactFinder summary level code + geovariant code + \"00US\" + GEOID'}, {'name': 'GEOID', 'type': 'byte_array', 'description': 'Concatenation of State FIPS and congressional district FIPS code'}, {'name': 'NAMELSAD', 'type': 'byte_array', 'description': 'Legal/statistical description and name'}, {'name': 'LSAD', 'type': 'byte_array', 'description': 'Legal/statistical classification'}, {'name': 'CDSESSN', 'type': 'int64', 'description': 'Congressional Session Code'}, {'name': 'ALAND', 'type': 'int64', 'description': 'Current land area'}, {'name': 'AWATER', 'type': 'int64', 'description': 'Current water area'}, {'name': 'geometry', 'type': 'byte_array', 'description': 'coordinates for Congressional District polygons'}] \n",
+ " id \n",
+ " \"2020-cb_2020_us_cd116_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- " table:row_count: 441 \n",
+ " properties \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " datetime \n",
+ " \"2021-08-01T00:00:00Z\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
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+ " \n",
+ " \n",
+ " proj:epsg \n",
+ " 4269 \n",
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+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " table:columns \n",
+ " [] 10 items \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " \n",
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+ " \n",
+ " name \n",
+ " \"STATEFP\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " type \n",
+ " \"byte_array\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"State FIPS Code\" \n",
+ " \n",
+ " \n",
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+ " \n",
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+ " \n",
+ " name \n",
+ " \"CD116FP\" \n",
+ " \n",
+ " \n",
+ " \n",
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+ " \n",
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+ " \"int64\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
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+ " \n",
+ " description \n",
+ " \"Congressional District FIPS code\" \n",
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+ " \n",
+ " \n",
+ " \n",
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+ " \n",
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+ " \n",
+ " \n",
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+ " \"byte_array\" \n",
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+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"American FactFinder summary level code + geovariant code + \"00US\" + GEOID\" \n",
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+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"Concatenation of State FIPS and congressional district FIPS code\" \n",
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+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
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diff --git a/tutorials/census-data.ipynb b/tutorials/census-data.ipynb
index 5e1d05e7..de0c0e41 100755
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', 'msft:item_name': 'cb_2020_us_county_500k'}, {'name': 'Counties within Congressional Districts: 116th Congress (COUNTY_within_CD116)', 'description': 'This file contains data on Counties within Congressional Districts.', 'msft:item_name': 'cb_2020_us_county_within_cd116_500k'}, {'name': 'County Subdivisions (COUSUB)', 'description': 'This file contains [County Subdivisions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_11), which are the primary divisions of counties and equivalent entities. These divisions vary from state to state and include Barrios, Purchases, Townships, and other types of legal and statistical entities. ', 'msft:item_name': 'cb_2020_us_cousub_500k'}, {'name': 'Divisions (DIVISION)', 'description': 'This file contains data on [Divisions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_10) of the US. 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This contains all 50 US states plus the District of Columbia, Puerto Rico, and the Island Areas (American Samoa, the Commonwealth of the Northern Mariana Islands, Guam, and the US Virgin Islands). There is only one feature within this dataset.', 'msft:item_name': 'cb_2020_us_nation_5m'}, {'name': 'Voting Districts (VTD)', 'description': 'This file contains all [US Voting Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_31), which are geographic features established by state, local and tribal governments to conduct elections.', 'msft:item_name': 'cb_2020_us_vtd_500k'}] \n",
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- " datetime: 2021-08-01T00:00:00Z table:columns: [{'name': 'P0010001', 'type': 'int64', 'description': 'Total:'}, {'name': 'P0010002', 'type': 'int64', 'description': 'Population of one race:'}, {'name': 'P0010003', 'type': 'int64', 'description': 'White alone'}, {'name': 'P0010004', 'type': 'int64', 'description': 'Black or African American alone'}, {'name': 'P0010005', 'type': 'int64', 'description': 'American Indian and Alaska Native alone'}, {'name': 'P0010006', 'type': 'int64', 'description': 'Asian alone'}, {'name': 'P0010007', 'type': 'int64', 'description': 'Native Hawaiian and Other Pacific Islander alone'}, {'name': 'P0010008', 'type': 'int64', 'description': 'Some Other Race alone'}, {'name': 'P0010009', 'type': 'int64', 'description': 'Population of two or more races:'}, {'name': 'P0010010', 'type': 'int64', 'description': 'Population of two races:'}, {'name': 'P0010011', 'type': 'int64', 'description': 'White; Black or African American'}, {'name': 'P0010012', 'type': 'int64', 'description': 'White; 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Some Other Race'}, {'name': 'P0010023', 'type': 'int64', 'description': 'Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010024', 'type': 'int64', 'description': 'Asian; Some Other Race'}, {'name': 'P0010025', 'type': 'int64', 'description': 'Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010026', 'type': 'int64', 'description': 'Population of three races:'}, {'name': 'P0010027', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native'}, {'name': 'P0010028', 'type': 'int64', 'description': 'White; Black or African American; Asian'}, {'name': 'P0010029', 'type': 'int64', 'description': 'White; Black or African American; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010030', 'type': 'int64', 'description': 'White; Black or African American; Some Other Race'}, {'name': 'P0010031', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian'}, {'name': 'P0010032', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010033', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Some Other Race'}, {'name': 'P0010034', 'type': 'int64', 'description': 'White; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010035', 'type': 'int64', 'description': 'White; Asian; Some Other Race'}, {'name': 'P0010036', 'type': 'int64', 'description': 'White; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010037', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian'}, {'name': 'P0010038', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010039', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Some Other Race'}, {'name': 'P0010040', 'type': 'int64', 'description': 'Black or African American; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010041', 'type': 'int64', 'description': 'Black or African American; Asian; Some Other Race'}, {'name': 'P0010042', 'type': 'int64', 'description': 'Black or African American; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010043', 'type': 'int64', 'description': 'American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010044', 'type': 'int64', 'description': 'American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0010045', 'type': 'int64', 'description': 'American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010046', 'type': 'int64', 'description': 'Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010047', 'type': 'int64', 'description': 'Population of four races:'}, {'name': 'P0010048', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian'}, {'name': 'P0010049', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010050', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Some Other Race'}, {'name': 'P0010051', 'type': 'int64', 'description': 'White; Black or African American; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010052', 'type': 'int64', 'description': 'White; Black or African American; Asian; Some Other Race'}, {'name': 'P0010053', 'type': 'int64', 'description': 'White; Black or African American; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010054', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010055', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0010056', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010057', 'type': 'int64', 'description': 'White; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010058', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010059', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0010060', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010061', 'type': 'int64', 'description': 'Black or African American; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010062', 'type': 'int64', 'description': 'American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010063', 'type': 'int64', 'description': 'Population of five races:'}, {'name': 'P0010064', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0010065', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0010066', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010067', 'type': 'int64', 'description': 'White; Black or African American; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010068', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010069', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0010070', 'type': 'int64', 'description': 'Population of six races:'}, {'name': 'P0010071', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020001', 'type': 'int64', 'description': 'Total:'}, {'name': 'P0020002', 'type': 'int64', 'description': 'Hispanic or Latino'}, {'name': 'P0020003', 'type': 'int64', 'description': 'Not Hispanic or Latino:'}, {'name': 'P0020004', 'type': 'int64', 'description': 'Population of one race:'}, {'name': 'P0020005', 'type': 'int64', 'description': 'White alone'}, {'name': 'P0020006', 'type': 'int64', 'description': 'Black or African American alone'}, {'name': 'P0020007', 'type': 'int64', 'description': 'American Indian and Alaska Native alone'}, {'name': 'P0020008', 'type': 'int64', 'description': 'Asian alone'}, {'name': 'P0020009', 'type': 'int64', 'description': 'Native Hawaiian and Other Pacific Islander alone'}, {'name': 'P0020010', 'type': 'int64', 'description': 'Some Other Race alone'}, {'name': 'P0020011', 'type': 'int64', 'description': 'Population of two or more races:'}, {'name': 'P0020012', 'type': 'int64', 'description': 'Population of two races:'}, {'name': 'P0020013', 'type': 'int64', 'description': 'White; Black or African American'}, {'name': 'P0020014', 'type': 'int64', 'description': 'White; American Indian and Alaska Native'}, {'name': 'P0020015', 'type': 'int64', 'description': 'White; Asian'}, {'name': 'P0020016', 'type': 'int64', 'description': 'White; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020017', 'type': 'int64', 'description': 'White; Some Other Race'}, {'name': 'P0020018', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native'}, {'name': 'P0020019', 'type': 'int64', 'description': 'Black or African American; Asian'}, {'name': 'P0020020', 'type': 'int64', 'description': 'Black or African American; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020021', 'type': 'int64', 'description': 'Black or African American; Some Other Race'}, {'name': 'P0020022', 'type': 'int64', 'description': 'American Indian and Alaska Native; Asian'}, {'name': 'P0020023', 'type': 'int64', 'description': 'American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020024', 'type': 'int64', 'description': 'American Indian and Alaska Native; Some Other Race'}, {'name': 'P0020025', 'type': 'int64', 'description': 'Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020026', 'type': 'int64', 'description': 'Asian; Some Other Race'}, {'name': 'P0020027', 'type': 'int64', 'description': 'Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020028', 'type': 'int64', 'description': 'Population of three races:'}, {'name': 'P0020029', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native'}, {'name': 'P0020030', 'type': 'int64', 'description': 'White; Black or African American; Asian'}, {'name': 'P0020031', 'type': 'int64', 'description': 'White; Black or African American; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020032', 'type': 'int64', 'description': 'White; Black or African American; Some Other Race'}, {'name': 'P0020033', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian'}, {'name': 'P0020034', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020035', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Some Other Race'}, {'name': 'P0020036', 'type': 'int64', 'description': 'White; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020037', 'type': 'int64', 'description': 'White; Asian; Some Other Race'}, {'name': 'P0020038', 'type': 'int64', 'description': 'White; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020039', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian'}, {'name': 'P0020040', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020041', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Some Other Race'}, {'name': 'P0020042', 'type': 'int64', 'description': 'Black or African American; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020043', 'type': 'int64', 'description': 'Black or African American; Asian; Some Other Race'}, {'name': 'P0020044', 'type': 'int64', 'description': 'Black or African American; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020045', 'type': 'int64', 'description': 'American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020046', 'type': 'int64', 'description': 'American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0020047', 'type': 'int64', 'description': 'American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020048', 'type': 'int64', 'description': 'Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020049', 'type': 'int64', 'description': 'Population of four races:'}, {'name': 'P0020050', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian'}, {'name': 'P0020051', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020052', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Some Other Race'}, {'name': 'P0020053', 'type': 'int64', 'description': 'White; Black or African American; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020054', 'type': 'int64', 'description': 'White; Black or African American; Asian; Some Other Race'}, {'name': 'P0020055', 'type': 'int64', 'description': 'White; Black or African American; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020056', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020057', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0020058', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020059', 'type': 'int64', 'description': 'White; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020060', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020061', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0020062', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020063', 'type': 'int64', 'description': 'Black or African American; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020064', 'type': 'int64', 'description': 'American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020065', 'type': 'int64', 'description': 'Population of five races:'}, {'name': 'P0020066', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander'}, {'name': 'P0020067', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian; Some Other Race'}, {'name': 'P0020068', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020069', 'type': 'int64', 'description': 'White; Black or African American; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020070', 'type': 'int64', 'description': 'White; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020071', 'type': 'int64', 'description': 'Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'P0020072', 'type': 'int64', 'description': 'Population of six races:'}, {'name': 'P0020073', 'type': 'int64', 'description': 'White; Black or African American; American Indian and Alaska Native; Asian; Native Hawaiian and Other Pacific Islander; Some Other Race'}, {'name': 'GEOID', 'type': 'byte_array', 'description': 'Geographic record identifier'}] \n",
+ " 0 \n",
+ " \"https://stac-extensions.github.io/item-assets/v1.0.0/schema.json\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " \"https://stac-extensions.github.io/table/v1.2.0/schema.json\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ " \n",
+ " \n",
+ " item_assets \n",
+ " \n",
" \n",
- " \n",
- " \n",
- " STAC Extensions \n",
- " \n",
- " \n",
- " \n",
+ " \n",
+ " type \n",
+ " \"application/x-parquet\" \n",
+ " \n",
" \n",
" \n",
- " \n",
- " \n",
- " Assets \n",
- " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " roles \n",
+ " [] 1 items \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
" \n",
- "\n",
- "\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- " \n",
- " Asset: Dataset root \n",
- " \n",
- " \n",
- " href: abfs://us-census/2020/census_blocks_population.parquet type: application/x-parquet \n",
+ " 0 \n",
+ " \"data\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- " title: Dataset root \n",
+ " title \n",
+ " \"Dataset root\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
+ " table:storage_options \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
+ " account_name \n",
+ " \"ai4edataeuwest\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " roles: ['data'] \n",
+ " \n",
+ " table:tables \n",
+ " [] 30 items \n",
+ " \n",
+ " \n",
+ "
\n",
- " \n",
- "
\n",
- "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"American Indian Tribal Subdivisions (AITSN)\" \n",
+ " \n",
" \n",
" \n",
- " \n",
- " \n",
- " Links \n",
- " \n",
+ " \n",
" \n",
" \n",
- "\n",
- "\n",
- "
\n",
- "
\n",
- "
\n",
- "
Link: \n",
- "
\n",
- " rel: collection href: https://planetarycomputer.microsoft.com/api/stac/v1/collections/us-census \n",
+ " description \n",
+ " \"This file contains data on [American Indian Tribal Subdivisions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_1). These areas are the legally defined subdivisions of American Indian Reservations (AIR), Oklahoma Tribal Statistical Areas (OTSA), and Off-Reservation Trust Land (ORTL).\" \n",
+ " \n",
+ " \n",
" \n",
- " type: application/json \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_aitsn_500k\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- "
\n",
" \n",
- "
\n",
- "
\n",
+ " \n",
+ " \n",
+ " \n",
" \n",
" \n",
- "\n",
- "\n",
- "
\n",
- "
\n",
- "
\n",
- "
Link: \n",
- "
\n",
- " rel: parent href: https://planetarycomputer.microsoft.com/api/stac/v1/collections/us-census \n",
+ " 2 \n",
+ " \n",
" \n",
- " type: application/json \n",
+ " name \n",
+ " \"Alaska Native Regional Corporations (ANRC)\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
" \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Alaska Native Regional Corporations](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_1), which are corporations created according to the Alaska Native Claims Settlement Act. \" \n",
+ " \n",
+ " \n",
" \n",
- "
\n",
" \n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
Link: Microsoft Planetary Computer STAC API \n",
- "
\n",
- " rel: root href: https://planetarycomputer.microsoft.com/api/stac/v1/ \n",
+ " msft:item_name \n",
+ " \"cb_2020_02_anrc_500k\" \n",
+ " \n",
+ " \n",
" \n",
- " type: application/json
\n",
" \n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
Link: \n",
- "
\n",
- " rel: self href: https://planetarycomputer.microsoft.com/api/stac/v1/collections/us-census/items/2020-census-blocks-population \n",
+ " description \n",
+ " \"This file includes data on [Tribal Block Groups](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_26), which are subdivisions of Tribal Census Tracts. These block groups can extend over multiple AIRs and ORTLs due to areas not meeting Block Group minimum population thresholds.\" \n",
+ " \n",
+ " \n",
" \n",
- " type: application/geo+json \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_tbg_500k\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- "
\n",
" \n",
- "
\n",
- "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Tribal Census Tracts (TTRACT)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file includes data on [Tribal Census Tracts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_27) which are relatively small statistical subdivisions of AIRs and ORTLs defined by federally recognized tribal government officials in partnership with the Census Bureau. Due to population thresholds, the Tracts may consist of multiple non-contiguous areas.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_ttract_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Census Block Groups (BG)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Census Block Groups](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_4). These groups are the second smallest geographic grouping. They consist of clusters of blocks within the same census tract that share the same first digit of their 4-character census block number. Census Block Groups generally contain between 600 and 3,000 people and generally cover contiguous areas.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_bg_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Census Tracts (TRACT)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Census Tracts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_13) which are small and relatively permanent statistical subdivisions of a county or equivalent entity. Tract population size is generally between 1,200 and 8,000 people with an ideal size of 4,000. Boundaries tend to follow visible and identifiable features and are usually contiguous areas.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_tract_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Congressional Districts: 116th Congress (CD116)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on the [Congressional Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_9) for the 116th Congress. \" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_cd116_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Consolidated Cities (CONCITY)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Consolidated Cities](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_8). These are areas where one or several other incorporated places in a county or Minor Civil Division are included in a consolidated government but still exist as separate legal entities.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_concity_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Counties (COUNTY)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Counties and Equivalent Entities](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_12). These are the primary legal divisions of states. Most states use the term \"counties,\" but other terms such as \"Parishes,\" \"Municipios,\" or \"Independent Cities\" may be used. \" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_county_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Counties within Congressional Districts: 116th Congress (COUNTY_within_CD116)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on Counties within Congressional Districts.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_county_within_cd116_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"County Subdivisions (COUSUB)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [County Subdivisions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_11), which are the primary divisions of counties and equivalent entities. These divisions vary from state to state and include Barrios, Purchases, Townships, and other types of legal and statistical entities. \" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_cousub_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Divisions (DIVISION)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Divisions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_10) of the US. This file is similar to the Regions file but contains more divisions and encompasses several states per division.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_division_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Core Based Statistical Areas (CBSAs)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Core Based Statistical Areas (CBSAs)](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_7). This encompasses all metropolitan and micropolitan statistical areas.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_cbsa_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Combined Statistical Areas (CSA)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Combined Statistical Areas](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_7), which are areas that consist of two or more adjacent CBSAs that have significant employment interchanges.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_csa_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Metropolitan Divisions (METDIV)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Metropolitan Divisions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_7). These areas are groupings of counties or equivalent entities within a metropolitan statistical area with a core of 2.5 million inhabitants and one or more main counties that represent employment centers, plus adjacent counties with commuting ties.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_metdiv_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"New England City and Town Areas (NECTA)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [New England City and Town Areas](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_7), which encompass metropolitan and micropolitan statistical areas and urban clusters in New England.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_necta_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"New England City and Town Area Division (NECTADIV)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [New England City and Town Areas Divisions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_7), which are smaller groupings of cities and towns in New England that contain a single core of 2.5 million inhabitants. Each division must have a total population of 100,000 or more.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_nectadiv_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Combined New England City and Town Areas (CNECTA)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains data on [Combined New England City and Town Areas](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_7), consisting of two or more adjacent NECTAs that have significant employment interchanges.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_cnecta_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Places (PLACE)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Places](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_14) which are Incorporated Places (legal entities) and Census Designated Places (CDPs, statistical entities). An incorporated place usually is a city, town, village, or borough but can have other legal descriptions. CDPs are settled concentrations of population that are identifiable by name but are not legally incorporated.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_place_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Regions (REGION)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Regions](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_10) of the US and encompasses several states per division.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_region_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"School Districts - Elementary (ELSD)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Elementary School Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_23), referring to districts with elementary schools.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_elsd_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"School Districts - Secondary (SCSD)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Secondary School Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_23), referring to districts with secondary schools.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_scsd_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"School Districts - Unified (UNSD)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Unified School Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_23), referring to districts that provide education to children of all school ages. Unified school districts can have both secondary and elementary schools.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_unsd_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"State Legislative Districts - Lower Chamber (SLDL)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Lower Chamber State Legislative Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_24).\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_sldl_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"State Legislative Districts - Upper Chamber (SLDU)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Upper Chamber State Legislative Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_24).\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_sldu_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"States (STATE)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains the [US States and State Equivalent Entities](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_25). Within Census Bureau datasets, the District of Columbia, Puerto Rico, and the Island Areas (American Samoa, the Commonwealth of the Northern Mariana Islands, Guam, and the US Virgin Islands) are treated as statistical equivalents of states alongside the 50 US states.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_state_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 27 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"Subbarrios (SUBBARRIO)\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains [Subbarrios](https://www.census.gov/programs-surveys/geography/about/glossary.html#pr), which are legally defined subdivisions of Minor Civil Division in Puerto Rico. They don\"t exist within every Minor Civil Division and don\"t always cover the entire Minor Civil Division where they do exist.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_72_subbarrio_500k\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " \"United States Outline\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " description \n",
+ " \"This file contains the [United States Outline](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_30) shapefile. This contains all 50 US states plus the District of Columbia, Puerto Rico, and the Island Areas (American Samoa, the Commonwealth of the Northern Mariana Islands, Guam, and the US Virgin Islands). There is only one feature within this dataset.\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " msft:item_name \n",
+ " \"cb_2020_us_nation_5m\" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
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+ " \"This file contains all [US Voting Districts](https://www.census.gov/programs-surveys/geography/about/glossary.html#par_textimage_31), which are geographic features established by state, local and tribal governments to conduct elections.\" \n",
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\n",
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\n",
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+ " assets \n",
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+ " \"https://ai4edatasetspublicassets.blob.core.windows.net/assets/pc_thumbnails/us-census.png\" \n",
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\n",
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Link: Microsoft Planetary Computer STAC API \n",
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\n",
- " rel: root href: https://planetarycomputer.microsoft.com/api/stac/v1/ type: application/json \n",
+ " type \n",
+ " \"image/png\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
" \n",
- " title: Microsoft Planetary Computer STAC API \n",
+ " title \n",
+ " \"US Census\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- "
\n",
" \n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
Link: \n",
- "
\n",
- " rel: self href: https://planetarycomputer.microsoft.com/api/stac/v1/collections/us-census \n",
+ " geoparquet-items \n",
+ " \n",
" \n",
- " type: application/json \n",
+ " href \n",
+ " \"abfs://items/us-census.parquet\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
" \n",
+ " \n",
+ " \n",
+ " type \n",
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" \n",
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\n",
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\n",
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\n",
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\n",
- "
\n",
- "
\n",
- "
Link: U.S. Census Open Data Policy \n",
- "
\n",
- " rel: license href: https://www.census.gov/about/policies/open-gov/open-data.html type: text/html \n",
+ " title \n",
+ " \"GeoParquet STAC items\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
" \n",
- " title: U.S. Census Open Data Policy \n",
+ " description \n",
+ " \"Snapshot of the collection's STAC items exported to GeoParquet format.\" \n",
+ " \n",
+ " \n",
" \n",
+ " \n",
" \n",
- "
\n",
+ " \n",
+ "
\n",
+ " msft:partition_info \n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
Link: Human readable dataset overview and reference \n",
- "
\n",
- " rel: describedby href: https://planetarycomputer.microsoft.com/dataset/us-census \n",
+ " is_partitioned \n",
+ " False \n",
+ " \n",
+ " \n",
" \n",
- " type: text/html title: Human readable dataset overview and reference \n",
+ " table:storage_options \n",
+ " \n",
" \n",
+ " \n",
+ " \n",
+ " account_name \n",
+ " \"pcstacitems\" \n",
+ " \n",
+ " \n",
" \n",
- "
\n",
" \n",
- "
\n",
- "
\n",
+ " \n",
+ "
\n",
+ " credential \n",
+ " \"st=2024-03-19T21%3A00%3A11Z&se=2024-03-27T21%3A00%3A11Z&sp=rl&sv=2021-06-08&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2024-03-20T21%3A00%3A10Z&ske=2024-03-27T21%3A00%3A10Z&sks=b&skv=2021-06-08&sig=dXRn1b793JvZKU1oFrfOzBaqKincYmSf9zNNC%2BJ5kak%3D\" \n",
+ " \n",
" \n",
" \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- "
\n",
- " \n",
- " Assets \n",
- " \n",
" \n",
- " \n",
- "\n",
- "\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- " \n",
- " Asset: US Census \n",
- " \n",
- " \n",
- " href: https://ai4edatasetspublicassets.blob.core.windows.net/assets/pc_thumbnails/us-census.png type: image/png title: US Census owner: us-census
\n",
- " \n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- "
\n",
- " \n",
- " Asset: GeoParquet STAC items \n",
- " \n",
- " \n",
- " href: abfs://items/us-census.parquet type: application/x-parquet title: GeoParquet STAC items description: Snapshot of the collection's STAC items exported to GeoParquet format. roles: ['stac-items'] owner: us-census \n",
+ " \n",
+ " roles \n",
+ " [] 1 items \n",
+ " \n",
+ " \n",
+ " \n",
" \n",
" \n",
- " msft:partition_info: {'is_partitioned': False} \n",
+ " 0 \n",
+ " \"stac-items\" \n",
+ " \n",
+ " \n",
" \n",
" \n",
- " \n",
- " table:storage_options: {'account_name': 'pcstacitems', 'credential': 'st=2023-11-06T12%3A40%3A27Z&se=2023-11-14T12%3A40%3A28Z&sp=rl&sv=2021-06-08&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2023-11-07T12%3A40%3A26Z&ske=2023-11-14T12%3A40%3A26Z&sks=b&skv=2021-06-08&sig=e%2BuxvwTtVHpI5mTLchwoea%2BRFxCCZ9F0NC3pZVPgvw0%3D'} \n",
+ " \n",
+ "
\n",
- " \n",
- "
\n",
- "
\n",
+ " \n",
+ " \n",
+ " \n",
" \n",
- "\n",
- " \n",
+ " \n",
+ " \n",
+ " \n",
"
\n",
"
Dask-GeoPandas GeoDataFrame Structure:
\n",
- "\n",
- "\n",
+ "
Dask DataFrame Structure:
\n",
"
\n",
" \n",
" \n",
@@ -876,11 +3237,10 @@
" \n",
" \n",
"
\n",
- "
Dask Name: read-parquet, 1 graph layer
"
+ "Dask Name: readparquetfsspec, 1 expression
"
],
"text/plain": [
- "Dask GeoDataFrame Structure:\n",
+ "Dask DataFrame Structure:\n",
" STATEFP COUNTYFP TRACTCE BLOCKCE ALAND AWATER INTPTLAT INTPTLON geometry\n",
"npartitions=56 \n",
"010010201001000 category[unknown] category[unknown] int64 int64 int64 int64 float64 float64 geometry\n",
@@ -888,7 +3248,8 @@
"... ... ... ... ... ... ... ... ... ...\n",
"780109701001000 ... ... ... ... ... ... ... ... ...\n",
"780309900000008 ... ... ... ... ... ... ... ... ...\n",
- "Dask Name: read-parquet, 1 graph layer"
+ "Dask Name: readparquetfsspec, 1 expression\n",
+ "Expr=ReadParquetFSSpec(2c201cc)"
]
},
"execution_count": 3,
@@ -932,20 +3293,6 @@
"data": {
"text/html": [
"Dask DataFrame Structure:
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- "\n",
"
\n",
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@@ -1976,208 +4323,81 @@
" ... \n",
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Dask Name: read-parquet, 1 graph layer
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- " P0010001 P0010002 P0010003 P0010004 P0010005 P0010006 P0010007 P0010008 P0010009 P0010010 P0010011 P0010012 P0010013 P0010014 P0010015 P0010016 P0010017 P0010018 P0010019 P0010020 P0010021 P0010022 P0010023 P0010024 P0010025 P0010026 P0010027 P0010028 P0010029 P0010030 P0010031 P0010032 P0010033 P0010034 P0010035 P0010036 P0010037 P0010038 P0010039 P0010040 P0010041 P0010042 P0010043 P0010044 P0010045 P0010046 P0010047 P0010048 P0010049 P0010050 P0010051 P0010052 P0010053 P0010054 P0010055 P0010056 P0010057 P0010058 P0010059 P0010060 P0010061 P0010062 P0010063 P0010064 P0010065 P0010066 P0010067 P0010068 P0010069 P0010070 P0010071 P0020001 P0020002 P0020003 P0020004 P0020005 P0020006 P0020007 P0020008 P0020009 P0020010 P0020011 P0020012 P0020013 P0020014 P0020015 P0020016 P0020017 P0020018 P0020019 P0020020 P0020021 P0020022 P0020023 P0020024 P0020025 P0020026 P0020027 P0020028 P0020029 P0020030 P0020031 P0020032 P0020033 P0020034 P0020035 P0020036 P0020037 P0020038 P0020039 P0020040 P0020041 P0020042 P0020043 P0020044 P0020045 P0020046 P0020047 P0020048 P0020049 P0020050 P0020051 P0020052 P0020053 P0020054 P0020055 P0020056 P0020057 P0020058 P0020059 P0020060 P0020061 P0020062 P0020063 P0020064 P0020065 P0020066 P0020067 P0020068 P0020069 P0020070 P0020071 P0020072 P0020073\n",
- "npartitions=52 \n",
- "010010201001000 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64\n",
- "020130001001000 ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
- "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
- "720019563001000 ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
- "721537506022015 ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
- "Dask Name: read-parquet, 1 graph layer"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import dask.dataframe\n",
- "\n",
- "asset = census.get_item(\"2020-census-blocks-population\").assets[\"data\"]\n",
- "\n",
- "pop = dask.dataframe.read_parquet(\n",
- " asset.href,\n",
- " storage_options=asset.extra_fields[\"table:storage_options\"],\n",
- " calculate_divisions=True,\n",
- ")\n",
- "pop"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "4cb56966",
- "metadata": {},
- "source": [
- "The datasets use `GEOID` as their index and are partitioned by state, so we can use the FIPS codes [efficiently access subsets](https://docs.dask.org/en/latest/dataframe-best-practices.html#use-the-index) of the data."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "f51a845b",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " STATEFP \n",
- " COUNTYFP \n",
- " TRACTCE \n",
- " BLOCKCE \n",
- " ALAND \n",
- " AWATER \n",
- " INTPTLAT \n",
- " INTPTLON \n",
- " geometry \n",
- " \n",
- " \n",
- " GEOID \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " 440010301001000 \n",
- " 44 \n",
- " 001 \n",
- " 30100 \n",
- " 1000 \n",
- " 5329 \n",
- " 0 \n",
- " 41.765149 \n",
- " -71.333153 \n",
- " POLYGON ((-71.33394 41.76482, -71.33266 41.765... \n",
- " \n",
- " \n",
- " 440010301001001 \n",
- " 44 \n",
- " 001 \n",
- " 30100 \n",
- " 1001 \n",
- " 6001 \n",
- " 0 \n",
- " 41.765003 \n",
- " -71.332271 \n",
- " POLYGON ((-71.33301 41.76503, -71.33235 41.765... \n",
- " \n",
- " \n",
- " 440010301001002 \n",
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- " \n",
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- " 440010301001003 \n",
- " 44 \n",
- " 001 \n",
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- " 1003 \n",
- " 16049 \n",
- " 0 \n",
- " 41.763871 \n",
- " -71.332863 \n",
- " POLYGON ((-71.33430 41.76413, -71.33410 41.764... \n",
- " \n",
- " \n",
- " 440010301001004 \n",
- " 44 \n",
- " 001 \n",
- " 30100 \n",
- " 1004 \n",
- " 5398 \n",
- " 0 \n",
- " 41.764249 \n",
- " -71.334446 \n",
- " POLYGON ((-71.33524 41.76393, -71.33394 41.764... \n",
+ " ... \n",
+ " ... \n",
" \n",
" \n",
"
\n",
- "
Dask Name: readparquetfsspec, 1 expression
"
],
"text/plain": [
- " STATEFP COUNTYFP TRACTCE BLOCKCE ALAND AWATER INTPTLAT \\\n",
- "GEOID \n",
- "440010301001000 44 001 30100 1000 5329 0 41.765149 \n",
- "440010301001001 44 001 30100 1001 6001 0 41.765003 \n",
- "440010301001002 44 001 30100 1002 11821 0 41.764453 \n",
- "440010301001003 44 001 30100 1003 16049 0 41.763871 \n",
- "440010301001004 44 001 30100 1004 5398 0 41.764249 \n",
- "\n",
- " INTPTLON geometry \n",
- "GEOID \n",
- "440010301001000 -71.333153 POLYGON ((-71.33394 41.76482, -71.33266 41.765... \n",
- "440010301001001 -71.332271 POLYGON ((-71.33301 41.76503, -71.33235 41.765... \n",
- "440010301001002 -71.332507 POLYGON ((-71.33343 41.76474, -71.33324 41.764... \n",
- "440010301001003 -71.332863 POLYGON ((-71.33430 41.76413, -71.33410 41.764... \n",
- "440010301001004 -71.334446 POLYGON ((-71.33524 41.76393, -71.33394 41.764... "
+ "Dask DataFrame Structure:\n",
+ " P0010001 P0010002 P0010003 P0010004 P0010005 P0010006 P0010007 P0010008 P0010009 P0010010 P0010011 P0010012 P0010013 P0010014 P0010015 P0010016 P0010017 P0010018 P0010019 P0010020 P0010021 P0010022 P0010023 P0010024 P0010025 P0010026 P0010027 P0010028 P0010029 P0010030 P0010031 P0010032 P0010033 P0010034 P0010035 P0010036 P0010037 P0010038 P0010039 P0010040 P0010041 P0010042 P0010043 P0010044 P0010045 P0010046 P0010047 P0010048 P0010049 P0010050 P0010051 P0010052 P0010053 P0010054 P0010055 P0010056 P0010057 P0010058 P0010059 P0010060 P0010061 P0010062 P0010063 P0010064 P0010065 P0010066 P0010067 P0010068 P0010069 P0010070 P0010071 P0020001 P0020002 P0020003 P0020004 P0020005 P0020006 P0020007 P0020008 P0020009 P0020010 P0020011 P0020012 P0020013 P0020014 P0020015 P0020016 P0020017 P0020018 P0020019 P0020020 P0020021 P0020022 P0020023 P0020024 P0020025 P0020026 P0020027 P0020028 P0020029 P0020030 P0020031 P0020032 P0020033 P0020034 P0020035 P0020036 P0020037 P0020038 P0020039 P0020040 P0020041 P0020042 P0020043 P0020044 P0020045 P0020046 P0020047 P0020048 P0020049 P0020050 P0020051 P0020052 P0020053 P0020054 P0020055 P0020056 P0020057 P0020058 P0020059 P0020060 P0020061 P0020062 P0020063 P0020064 P0020065 P0020066 P0020067 P0020068 P0020069 P0020070 P0020071 P0020072 P0020073\n",
+ "npartitions=52 \n",
+ "010010201001000 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64 int64\n",
+ "020130001001000 ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
+ "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
+ "720019563001000 ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
+ "721537506022015 ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n",
+ "Dask Name: readparquetfsspec, 1 expression\n",
+ "Expr=ReadParquetFSSpec(88bbc32)"
]
},
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "start = [x for x in geo.divisions if x.startswith(\"44\")][0]\n",
- "stop = \"4499\"\n",
+ "import dask.dataframe\n",
+ "\n",
+ "asset = census.get_item(\"2020-census-blocks-population\").assets[\"data\"]\n",
"\n",
- "ri = geo.loc[start:stop].compute()\n",
- "ri.head()"
+ "pop = dask.dataframe.read_parquet(\n",
+ " asset.href,\n",
+ " storage_options=asset.extra_fields[\"table:storage_options\"],\n",
+ " calculate_divisions=True,\n",
+ ")\n",
+ "pop"
]
},
{
"cell_type": "code",
"execution_count": 6,
+ "id": "e2ab4a76-bca3-4cd0-bd51-346a5d06ef2e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 455 ms, sys: 97.6 ms, total: 552 ms\n",
+ "Wall time: 672 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "ri = geo.get_partition(39).compute()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4cb56966",
+ "metadata": {},
+ "source": [
+ "The datasets use `GEOID` as their index and are partitioned by state, so we can use the FIPS codes [efficiently access subsets](https://docs.dask.org/en/latest/dataframe-best-practices.html#use-the-index) of the data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
"id": "efc0d2a2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
- ""
@@ -2207,161 +4427,17 @@
},
{
"cell_type": "code",
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" @@ -2154,7 +2984,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.11.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/tutorials/census-data.ipynb b/tutorials/census-data.ipynb index 5e1d05e7..de0c0e41 100755 --- a/tutorials/census-data.ipynb +++ b/tutorials/census-data.ipynb @@ -73,608 +73,2983 @@ "text/html": [ "\n", "\n", - "\n", - "" ], @@ -771,21 +3146,7 @@ { "data": { "text/html": [ - "\n", - "\n", - "\n", - "\n", "\n", - "\n", + " \n", + "" + "
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" @@ -2207,161 +4427,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "ac89a359", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "" - ], - "text/plain": [ - " STATEFP COUNTYFP TRACTCE BLOCKCE ALAND AWATER INTPTLAT \\\n", - "GEOID \n", - "440010301001000 44 001 30100 1000 5329 0 41.765149 \n", - "440010301001001 44 001 30100 1001 6001 0 41.765003 \n", - "440010301001002 44 001 30100 1002 11821 0 41.764453 \n", - "440010301001003 44 001 30100 1003 16049 0 41.763871 \n", - "440010301001004 44 001 30100 1004 5398 0 41.764249 \n", - "\n", - " INTPTLON geometry \\\n", - "GEOID \n", - "440010301001000 -71.333153 POLYGON ((-71.33394 41.76482, -71.33266 41.765... \n", - "440010301001001 -71.332271 POLYGON ((-71.33301 41.76503, -71.33235 41.765... \n", - "440010301001002 -71.332507 POLYGON ((-71.33343 41.76474, -71.33324 41.764... \n", - "440010301001003 -71.332863 POLYGON ((-71.33430 41.76413, -71.33410 41.764... \n", - "440010301001004 -71.334446 POLYGON ((-71.33524 41.76393, -71.33394 41.764... \n", - "\n", - " P0010001 \n", - "GEOID \n", - "440010301001000 19 \n", - "440010301001001 12 \n", - "440010301001002 25 \n", - "440010301001003 36 \n", - "440010301001004 25 " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "df = geo.join(pop[[\"P0010001\"]], how=\"inner\")\n", - "ri = df.loc[start:stop].compute()\n", - "ri.head()" + "ri = (\n", + " geo.get_partition(39)\n", + " .compute()\n", + " .join(pop[[\"P0010001\"]].get_partition(39).compute(), how=\"inner\")\n", + ")\n", + "ri = ri[ri.P0010001 > 10]" ] }, { @@ -2374,14 +4450,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "06e238f2", "metadata": {}, "outputs": [ { "data": { "text/html": [ - "" + "
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