data/notebooks/Lab/2_water_use.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "happy-hostel",
"metadata": {},
"source": [
"## Unsustainable water use\n",
"\n",
"The water footprint is an indicator of direct and indirect appropriation of freshwater resources. This term includes both consumptive water use (the blue and green water footprint) and the water required to assimilate pollution (grey water footprint).\n",
"\n",
"Advanced frameworks consider both water performance in the direct operation as well as the indirect water footprint in order to fully understand how a certain business relates to water use efficiency and the exposure to risk.\n",
"\n",
"The indicator provides incentives to improve water use efficiency through all sectors, highlighting those sectors where water use efficiency is lagging behind. \n",
"\n",
"We derive the total amount of annual, crop-specific water use from the blue water requirements of the Water Footprint Network (WFN) data layer. All calculations are performed on the grid-cell level which comes in a resolution 5 minutes by 5 minutes (~10 km by 10 km).\n",
"\n",
"Unsustainable water consumption (m3 / year) = blue water footprint (mm / yr) * harvest area portion in that location * tonnes (Tonne) * 10000/1000 * yield (ha/Tonne)\n",
"\n",
"\n",
"Potential datasets:\n",
"\n",
"- Global water footprint by crop (1996 -2005) from Water Footprint which is splited by:\n",
" - Blue Footprint by crop\n",
" - Green Footprint by crop\n",
" - Grey Footprint by crop\n",
" - Total Footprint by crop\n",
" \n",
" Link to dataset: \"https://waterfootprint.org/media/downloads/Report47-App-IV-CropWaterFootprints-RasterMaps.zip\"\n",
" \n",
"- BWS from aqueduct: https://www.wri.org/data/aqueduct-global-maps-30-data\n",
"- Harvested area and yield for 175 crops: http://www.earthstat.org/harvested-area-yield-175-crops/"
]
},
{
"cell_type": "markdown",
"id": "091c6bfd",
"metadata": {},
"source": [
"### Insights from notebook and generalizations:\n",
"\n",
"The first part of the notebook covers the generation of the water risk map. This water risk map is calculated for each commodity (in this case cotton) and following the formula below (which is also presented in this doc: https://docs.google.com/document/d/1h4BIWMrv6OGRAgNPlOfjOLex_FHb9h22RRTLp00QMzs/edit#\n",
"\n",
" Water risk (m3 / year ) = blue water footprint (mm / yr) * harvest area portion in that location * 1/1000(unit conversion)\n",
"\n",
"This calculation has been done with gdal and has to be generalised to the different commodities.\n",
"\n",
"The second part of the notebook explores the generation of the potential distributed purchase area (which sould be updated as it's highlighted in the notebook 0_5_Area_distribution. This calculations have been also done with gdal for the time being.\n",
"\n",
"Finally we calculate the water metric by multiplying the water risk map and the potential distributed purchase area, following the formula: \n",
"\n",
" Unsustainable water consumption (m3 / year) = risk map (m3/year*hectare) * probability purchase area (unitless) \n",
" \n",
" NOTE: Both the water risk map and the potential distributed purchase area will need to be translater to h3. The final calculation (the calculation of the metric) would be done by combining the indexes of both h3 layers.\n",
"\n",
"\n",
"## Table of Contents\n",
"- ### [1. Import libraries](#libraries)\n",
"- ### [2. Calculation of water risk map: ](#water_risk)\n",
" - #### [2.1. Raster exploration](#raster_exploration)\n",
" - #### [2.2. Reproject raster](#reproject_raster)\n",
" - #### [2.3. Fix raster extent](#raster_extent)\n",
" - #### [2.4 Calculate water risk](#water_risk) \n",
"- ### [3. Calculate water impact](#water_impact)\n",
"- ### [4. Final notes](#finalNotes)"
]
},
{
"cell_type": "markdown",
"id": "3d8f458e",
"metadata": {},
"source": [
"<a id='libraries'></a>\n",
"### 1. Import libraries:"
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "0f3f058b",
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"import pandas as pd\n",
"from shapely.geometry import Point\n",
"import rasterio as rio\n",
"import rasterio.plot\n",
"import matplotlib.pyplot as plt\n",
"from rasterio.plot import show_hist\n",
"import time\n",
"from rasterstats import gen_zonal_stats, gen_point_query\n",
"from shapely.geometry import shape, mapping\n",
"import folium\n",
"from rasterstats import gen_zonal_stats, gen_point_query\n",
"import h3\n",
"from rasterstats import zonal_stats"
]
},
{
"cell_type": "code",
"execution_count": 87,
"id": "1ef1fd14",
"metadata": {},
"outputs": [],
"source": [
"from processing.geolocating_data import GeolocateAddress"
]
},
{
"cell_type": "markdown",
"id": "baecd78d",
"metadata": {},
"source": [
"<a id='water_risk'></a>\n",
"### 2. Calculation of water risk map: \n",
"\n",
"The calculation of the risk map would be done following the process highlighted in this document: https://docs.google.com/document/d/1h4BIWMrv6OGRAgNPlOfjOLex_FHb9h22RRTLp00QMzs/edit#\n",
"\n",
"The formula used to compute the risk map is:\n",
"\n",
" Water risk (m3 / year ) = blue water footprint (mm / yr) * harvest area portion in that location * 1/1000(unit conversion)\n",
"\n",
"\n",
"and the datasets used are:\n",
"\n",
"- Blue water footprint for each commodity\n",
"- Harvest area portion \n",
"- yield\n",
"- conversion units\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "41920d75",
"metadata": {},
"outputs": [],
"source": [
"blwf_path = '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/hdr.adf'\n",
"ha_fraction_path = '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857.tif'"
]
},
{
"cell_type": "markdown",
"id": "3d7b4c03",
"metadata": {},
"source": [
"<a id='raster_exploration'></a>\n",
"### 2. 1. Raster exploration:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7a9769e5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input file size is 4320, 1668\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## convert adf format to tiff\n",
"!gdal_translate -a_srs EPSG:4326 -of GTiff $blwf_path '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg4326.tif'"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "e6fcae65",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: AIG/Arc/Info Binary Grid\n",
"Files: ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr.aux\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr.rrd\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr.aux.xml\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/w001001.adf\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/dblbnd.adf\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/sta.adf\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/prj.adf\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/metadata.xml\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857.tif.aux.xml\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/w001001x.adf\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg4326.tif\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857.tif\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/log\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/hdr.adf\n",
"Size is 4320, 1668\n",
"Coordinate System is:\n",
"GEOGCRS[\"WGS 84\",\n",
" DATUM[\"World Geodetic System 1984\",\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" CS[ellipsoidal,2],\n",
" AXIS[\"geodetic latitude (Lat)\",north,\n",
" ORDER[1],\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" AXIS[\"geodetic longitude (Lon)\",east,\n",
" ORDER[2],\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]]\n",
"Data axis to CRS axis mapping: 2,1\n",
"Origin = (-179.991666649999985,83.088333349999431)\n",
"Pixel Size = (0.083333333333333,-0.083333333333333)\n",
"Corner Coordinates:\n",
"Upper Left (-179.9916666, 83.0883333) (179d59'30.00\"W, 83d 5'18.00\"N)\n",
"Lower Left (-179.9916666, -55.9116667) (179d59'30.00\"W, 55d54'42.00\"S)\n",
"Upper Right ( 180.0083333, 83.0883333) (180d 0'30.00\"E, 83d 5'18.00\"N)\n",
"Lower Right ( 180.0083333, -55.9116667) (180d 0'30.00\"E, 55d54'42.00\"S)\n",
"Center ( 0.0083333, 13.5883333) ( 0d 0'30.00\"E, 13d35'18.00\"N)\n",
"Band 1 Block=512x4 Type=Float32, ColorInterp=Undefined\n",
" Description = wfbl_mmyr\n",
" Min=0.000 Max=726.038 \n",
" Minimum=0.000, Maximum=70.636, Mean=0.400, StdDev=2.980\n",
" NoData Value=-3.4028234663852886e+38\n",
" Overviews: 1080x417, 540x209, 270x105, 135x53\n",
" Metadata:\n",
" LAYER_TYPE=athematic\n",
" STATISTICS_APPROXIMATE=YES\n",
" STATISTICS_MAXIMUM=70.636116027832\n",
" STATISTICS_MEAN=0.40046994949706\n",
" STATISTICS_MINIMUM=0\n",
" STATISTICS_STDDEV=2.9801546401874\n",
" STATISTICS_VALID_PERCENT=40.25\n"
]
}
],
"source": [
"#explore datasets info for calculation - the three raster need to have the same extent and projection\n",
"!gdalinfo $blwf_path"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "1626cc2e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857.tif\n",
" ../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857.tif.aux.xml\n",
"Size is 3325, 36024\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037508.342789243906736,191642979.083299666643143)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
" TIFFTAG_SOFTWARE=MATLAB 8.0, Mapping Toolbox 3.6\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037508.343,191642979.083) (180d 0' 0.00\"W, 90d 0' 0.00\"N)\n",
"Lower Left (-20037508.343,-242486969.852) (180d 0' 0.00\"W, 90d 0' 0.00\"S)\n",
"Upper Right (20032502.767,191642979.083) (179d57'18.12\"E, 90d 0' 0.00\"N)\n",
"Lower Right (20032502.767,-242486969.852) (179d57'18.12\"E, 90d 0' 0.00\"S)\n",
"Center ( -2502.788,-25421995.385) ( 0d 1'20.94\"W, 87d52'17.10\"S)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Min=0.000 Max=1.909 \n",
" Minimum=0.000, Maximum=1.909, Mean=0.000, StdDev=0.005\n",
" Metadata:\n",
" STATISTICS_MAXIMUM=1.9089248180389\n",
" STATISTICS_MEAN=0.00017691249737549\n",
" STATISTICS_MINIMUM=0\n",
" STATISTICS_STDDEV=0.0054078695166677\n",
" STATISTICS_VALID_PERCENT=13.27\n"
]
}
],
"source": [
"!gdalinfo $ha_fraction_path"
]
},
{
"cell_type": "markdown",
"id": "1f432dc2",
"metadata": {},
"source": [
"<a id='reproject_raster'></a>\n",
"### 2.2. Reproject raster\n",
" We need to reproject the blue water footprint to epsg3857. The information comes in mm/year (area independent). However we have some bid discrepancies reprojecting the information. To that end we are going to try to approaches:\n",
" \n",
" - Approach 1:\n",
" - Reproject the blwf from epsg4326 to eps3857\n",
" - Normalise the values by the pixel area\n",
" \n",
"- Approach 2:\n",
" - Multiply the blwf by the pixel area in degrees\n",
" - Reproject result from epsg 4326 to epsg 3857\n",
" - Normalised back by the pixel area in m\n",
" \n",
"#### Approach 1:"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "9827c05c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating output file that is 3325P x 2111L.\n",
"Processing ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr [1/1] : 0Using internal nodata values (e.g. -3.40282e+38) for image ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr.\n",
"Copying nodata values from source ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr to destination ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_v1.tif.\n",
"...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## reproject the blue water footprint from epsg4326 to epsg3857\n",
"!gdalwarp -s_srs EPSG:4326 -t_srs EPSG:3857 -tr 12051.131160772875 12051.131160772875 -r near -of GTiff $blwf_path '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_v1.tif'"
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "13b00848",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857.tif\n",
" ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857.tif.aux.xml\n",
"Size is 3325, 2111\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037507.187944561243057,17903109.435963984578848)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037507.188,17903109.436) (179d59'59.96\"W, 83d 5'18.00\"N)\n",
"Lower Left (-20037507.188,-7536828.444) (179d59'59.96\"W, 55d53'29.07\"S)\n",
"Upper Right (20032503.922,17903109.436) (179d57'18.16\"E, 83d 5'18.00\"N)\n",
"Lower Right (20032503.922,-7536828.444) (179d57'18.16\"E, 55d53'29.07\"S)\n",
"Center ( -2501.633, 5183140.496) ( 0d 1'20.90\"W, 42d 8'51.97\"N)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Description = wfbl_mmyr\n",
" Min=0.000 Max=726.038 \n",
" Minimum=0.000, Maximum=726.038, Mean=0.395, StdDev=6.511\n",
" 256 buckets from -1.4236 to 727.462:\n",
" 1917674 6296 3030 1863 1215 1037 817 577 495 453 361 297 295 265 276 300 243 257 235 286 274 233 229 189 192 191 164 153 153 145 112 124 117 148 109 102 105 75 93 73 65 59 52 53 62 40 48 48 38 29 52 50 38 50 58 44 45 49 49 59 39 31 48 39 35 28 22 23 18 28 16 11 23 13 18 14 26 11 15 9 15 13 15 16 8 5 3 3 5 4 5 3 1 5 4 3 0 3 4 2 0 0 1 1 4 0 0 2 1 2 2 1 0 1 1 1 2 0 2 0 0 1 1 0 0 2 1 1 1 0 0 0 1 2 1 0 1 0 0 1 2 1 1 0 1 1 1 1 1 0 0 0 1 0 1 0 1 0 1 0 0 0 0 0 0 0 1 1 2 0 0 0 1 0 1 0 0 1 0 0 3 1 1 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 2 \n",
" NoData Value=-3.4028234663852886e+38\n",
" Metadata:\n",
" LAYER_TYPE=athematic\n",
" STATISTICS_MAXIMUM=726.0380859375\n",
" STATISTICS_MEAN=0.39511422336707\n",
" STATISTICS_MINIMUM=0\n",
" STATISTICS_STDDEV=6.5107226993466\n",
" STATISTICS_VALID_PERCENT=27.65\n"
]
}
],
"source": [
"!gdalinfo -stats -hist '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857.tif'"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "61cece8c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The pixel area of the reprojected raster is: 145229762.254151 m2\n"
]
}
],
"source": [
"pixel_area = 12051.131160772874864 * 12051.131160772874864\n",
"print(f'The pixel area of the reprojected raster is: {pixel_area} m2')"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "75366436",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 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96.. 96.. 96.. 96.. 96.. 96.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 100 - Done\n"
]
}
],
"source": [
"# renormalised back by the pixel area\n",
"!gdal_calc.py -A '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857.tif' --outfile='../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_normalised.tif' --calc=\"A/145229762.254151\"\n"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "4b3d80d7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_normalised.tif\n",
"Size is 3325, 2111\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037507.187944561243057,17903109.435963984578848)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037507.188,17903109.436) (179d59'59.96\"W, 83d 5'18.00\"N)\n",
"Lower Left (-20037507.188,-7536828.444) (179d59'59.96\"W, 55d53'29.07\"S)\n",
"Upper Right (20032503.922,17903109.436) (179d57'18.16\"E, 83d 5'18.00\"N)\n",
"Lower Right (20032503.922,-7536828.444) (179d57'18.16\"E, 55d53'29.07\"S)\n",
"Center ( -2501.633, 5183140.496) ( 0d 1'20.90\"W, 42d 8'51.97\"N)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Minimum=0.000, Maximum=0.000, Mean=0.000, StdDev=0.000\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n",
" 256 buckets from -9.80243e-09 to 5.00904e-06:\n",
" 1917674 6296 3030 1863 1215 1037 817 577 495 453 361 297 295 265 276 300 243 257 235 286 274 233 229 189 192 191 164 153 153 145 112 124 117 148 109 102 105 75 93 73 65 59 52 53 62 40 48 48 38 29 52 50 38 50 58 44 45 49 49 59 39 31 48 39 35 28 22 23 18 28 16 11 23 13 18 14 26 11 15 9 15 13 15 16 8 5 3 3 5 4 5 3 1 5 4 3 0 3 4 2 0 0 1 1 4 0 0 2 1 2 2 1 0 1 1 1 2 0 2 0 0 1 1 0 0 2 1 1 1 0 0 0 1 2 1 0 1 0 0 1 2 1 1 0 1 1 1 1 1 0 0 0 1 0 1 0 1 0 1 0 0 0 0 0 0 0 1 1 2 0 0 0 1 0 1 0 0 1 0 0 3 1 1 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 2 \n",
" NoData Value=3.40282346600000016e+38\n",
" Metadata:\n",
" STATISTICS_MAXIMUM=4.9992377171293e-06\n",
" STATISTICS_MEAN=2.7206147227989e-09\n",
" STATISTICS_MINIMUM=0\n",
" STATISTICS_STDDEV=4.4830499586739e-08\n",
" STATISTICS_VALID_PERCENT=27.65\n"
]
}
],
"source": [
"!gdalinfo -stats -hist '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_normalised.tif'"
]
},
{
"cell_type": "markdown",
"id": "611970bc",
"metadata": {},
"source": [
"As we can see from the informatio above the max and mean value differ considerably from the original raster.\n",
"\n",
"#### Approach 2:"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "8e75bcf2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pixel area in degrees: 0.0069444444444443885\n"
]
}
],
"source": [
"pixel_area = 0.083333333333333 * 0.083333333333333\n",
"print(f'Pixel area in degrees: {pixel_area}')"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "f421b609",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 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"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 100 - Done\r\n"
]
}
],
"source": [
"# multiply raster by raster area to get the info area dependent\n",
"!gdal_calc.py -A '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/hdr.adf' --outfile='../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg4326_byArea.tif' --calc=\"A*0.0069444444444443885\""
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "cd05f32e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating output file that is 3325P x 2111L.\n",
"Processing ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg4326_byArea.tif [1/1] : 0Using internal nodata values (e.g. 3.40282e+38) for image ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg4326_byArea.tif.\n",
"Copying nodata values from source ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg4326_byArea.tif to destination ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_byArea_cubic_inter.tif.\n",
"...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## reproject from epsg4326 to epsg3857\n",
"!gdalwarp -s_srs EPSG:4326 -t_srs EPSG:3857 -tr 12051.131160772875 12051.131160772875 -r cubic -of GTiff '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg4326_byArea.tif' '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_byArea_cubic_inter.tif'"
]
},
{
"cell_type": "code",
"execution_count": 107,
"id": "60ee6efe",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 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96.. 96.. 96.. 96.. 96.. 96.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 100 - Done\n"
]
}
],
"source": [
"## normalize back to mm/year by dividing the value by the pixel area\n",
"!gdal_calc.py -A '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_byArea_cubic_inter.tif' --outfile='../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/wfbl_cotton_epsg3857_v2_cubic.tif' --calc=\"A/145229762.254151\""
]
},
{
"cell_type": "markdown",
"id": "38d3fecd",
"metadata": {},
"source": [
"#### Notes: \n",
"\n",
"Some data exploration has been done in qgis and the best results from the reprojection are obtained reprojecting the raster directly from epsg4326 to epsg 3857, withouth normalising the values by the area.\n",
"\n",
"Lets check the difference between nearest interpolation, bilinear and a cubic interpolation. "
]
},
{
"cell_type": "code",
"execution_count": 108,
"id": "40bb62de",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating output file that is 3325P x 2111L.\n",
"Processing ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr [1/1] : 0Using internal nodata values (e.g. -3.40282e+38) for image ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr.\n",
"Copying nodata values from source ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr to destination ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_near.tif.\n",
"...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## reproject the blue water footprint from epsg4326 to epsg3857\n",
"!gdalwarp -s_srs EPSG:4326 -t_srs EPSG:3857 -tr 12051.131160772875 12051.131160772875 -r near -of GTiff $blwf_path '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_near.tif'"
]
},
{
"cell_type": "code",
"execution_count": 109,
"id": "bc18b61f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating output file that is 3325P x 2111L.\n",
"Processing ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr [1/1] : 0Using internal nodata values (e.g. -3.40282e+38) for image ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr.\n",
"Copying nodata values from source ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr to destination ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_cubic.tif.\n",
"...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## reproject the blue water footprint from epsg4326 to epsg3857\n",
"!gdalwarp -s_srs EPSG:4326 -t_srs EPSG:3857 -tr 12051.131160772875 12051.131160772875 -r cubic -of GTiff $blwf_path '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_cubic.tif'"
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "452a31cc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating output file that is 3325P x 2111L.\n",
"Processing ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr [1/1] : 0Using internal nodata values (e.g. -3.40282e+38) for image ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr.\n",
"Copying nodata values from source ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr to destination ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_bilinear.tif.\n",
"...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## reproject the blue water footprint from epsg4326 to epsg3857\n",
"!gdalwarp -s_srs EPSG:4326 -t_srs EPSG:3857 -tr 12051.131160772875 12051.131160772875 -r bilinear -of GTiff $blwf_path '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_bilinear.tif'"
]
},
{
"cell_type": "markdown",
"id": "a9071cd9",
"metadata": {},
"source": [
"A raster comparison has been done in qgis and the est result is obtained with a nearest interpolation. We can see the comparison below:\n"
]
},
{
"cell_type": "markdown",
"id": "9f04c093",
"metadata": {},
"source": [
"![alt text](../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/qgis_comparition.png \"Title\")"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "03f563d6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_near.tif\n",
"Size is 3325, 2111\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037507.187944561243057,17903109.435963984578848)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037507.188,17903109.436) (179d59'59.96\"W, 83d 5'18.00\"N)\n",
"Lower Left (-20037507.188,-7536828.444) (179d59'59.96\"W, 55d53'29.07\"S)\n",
"Upper Right (20032503.922,17903109.436) (179d57'18.16\"E, 83d 5'18.00\"N)\n",
"Lower Right (20032503.922,-7536828.444) (179d57'18.16\"E, 55d53'29.07\"S)\n",
"Center ( -2501.633, 5183140.496) ( 0d 1'20.90\"W, 42d 8'51.97\"N)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Description = wfbl_mmyr\n",
" Minimum=0.000, Maximum=726.038, Mean=0.395, StdDev=6.511\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n",
" 256 buckets from -1.4236 to 727.462:\n",
" 1917674 6296 3030 1863 1215 1037 817 577 495 453 361 297 295 265 276 300 243 257 235 286 274 233 229 189 192 191 164 153 153 145 112 124 117 148 109 102 105 75 93 73 65 59 52 53 62 40 48 48 38 29 52 50 38 50 58 44 45 49 49 59 39 31 48 39 35 28 22 23 18 28 16 11 23 13 18 14 26 11 15 9 15 13 15 16 8 5 3 3 5 4 5 3 1 5 4 3 0 3 4 2 0 0 1 1 4 0 0 2 1 2 2 1 0 1 1 1 2 0 2 0 0 1 1 0 0 2 1 1 1 0 0 0 1 2 1 0 1 0 0 1 2 1 1 0 1 1 1 1 1 0 0 0 1 0 1 0 1 0 1 0 0 0 0 0 0 0 1 1 2 0 0 0 1 0 1 0 0 1 0 0 3 1 1 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 2 \n",
" NoData Value=-3.4028234663852886e+38\n",
" Metadata:\n",
" LAYER_TYPE=athematic\n",
" STATISTICS_MAXIMUM=726.0380859375\n",
" STATISTICS_MEAN=0.39511422336707\n",
" STATISTICS_MINIMUM=0\n",
" STATISTICS_STDDEV=6.5107226993466\n",
" STATISTICS_VALID_PERCENT=27.65\n"
]
}
],
"source": [
"# explore gdal info for nearest raster \n",
"!gdalinfo -stats -hist '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_near.tif'\n"
]
},
{
"cell_type": "markdown",
"id": "4edb0d08",
"metadata": {},
"source": [
"<a id='raster_extent'></a>\n",
"### 2. 3. Fix raster extent:\n",
"\n",
"For calculating the water risk we need to have the harvest area portion and the blue water footprint into the same extent:\n",
"\n",
"- blwf extent: 3325, 2111\n",
"- harvest area portion extent: 3325, 36024"
]
},
{
"cell_type": "code",
"execution_count": 117,
"id": "9f7dfe5e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input file size is 3325, 36024\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## projwin: upper left and lower right of the raster that we want to use for clipping the other rasters\n",
"## -of GTiff: geotiff we want to clip - change extent\n",
"!gdal_translate -projwin -20037507.1879 17903109.436 20032492.8121 -7536890.564 -of GTiff '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857.tif' '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857_new_extent.tif'"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "c29b4870",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857_new_extent.tif\n",
" ../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857_new_extent.tif.aux.xml\n",
"Size is 3325, 2111\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037508.342789243906736,17913872.269597887992859)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
" TIFFTAG_SOFTWARE=MATLAB 8.0, Mapping Toolbox 3.6\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037508.343,17913872.270) (180d 0' 0.00\"W, 83d 5'59.85\"N)\n",
"Lower Left (-20037508.343,-7526065.611) (180d 0' 0.00\"W, 55d50'13.75\"S)\n",
"Upper Right (20032502.767,17913872.270) (179d57'18.12\"E, 83d 5'59.85\"N)\n",
"Lower Right (20032502.767,-7526065.611) (179d57'18.12\"E, 55d50'13.75\"S)\n",
"Center ( -2502.788, 5193903.329) ( 0d 1'20.94\"W, 42d13' 9.89\"N)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Min=0.000 Max=1.909 \n",
" Minimum=0.000, Maximum=1.909, Mean=0.001, StdDev=0.014\n",
" 256 buckets from -0.00374299 to 1.91267:\n",
" 2159031 27432 10109 5624 3603 2484 2077 2024 1560 1247 1109 933 789 745 608 437 446 452 414 408 418 556 549 220 171 164 142 110 111 88 82 56 92 58 55 62 51 63 38 84 26 27 18 21 23 11 16 19 23 12 25 20 24 16 14 11 15 13 12 9 15 12 11 12 12 15 9 13 20 13 12 5 10 8 16 6 7 7 3 7 9 2 3 7 6 7 3 7 3 5 4 3 6 3 4 11 6 4 5 2 1 2 4 3 3 2 0 3 2 1 5 3 3 2 5 0 1 4 0 1 4 0 2 2 1 1 1 1 2 2 2 1 5 1 3 1 2 2 7 1 0 0 0 0 1 1 1 1 0 0 0 1 0 0 0 1 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 \n",
" Metadata:\n",
" STATISTICS_MAXIMUM=1.9089248180389\n",
" STATISTICS_MEAN=0.0012633443420105\n",
" STATISTICS_MINIMUM=0\n",
" STATISTICS_STDDEV=0.014403763408985\n",
" STATISTICS_VALID_PERCENT=31.71\n"
]
}
],
"source": [
"!gdalinfo -stats -hist '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857_new_extent.tif'"
]
},
{
"cell_type": "markdown",
"id": "b5e65803",
"metadata": {},
"source": [
"<a id='water_risk'></a>\n",
"### 2.3. Calculate water risk \n",
"\n",
" Water risk (m3 / year ) = blue water footprint (mm / yr) * harvest area portion in that location * 1/1000(unit conversion)\n",
"\n",
"and the datasets used are:\n",
"\n",
"- Blue water footprint for each commodity\n",
"- Harvest area portion\n",
"- conversion units"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "f2b3b3e2",
"metadata": {},
"outputs": [],
"source": [
"blwf_cotton = '../../datasets/raw/water_indicators/Report47-App-IV-RasterMaps/Cotton/wfbl_mmyr/test_reprojections/wfbl_cotton_epsg3857_near.tif'\n",
"harvest_area_portion = '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_epsg3857_new_extent.tif'"
]
},
{
"cell_type": "code",
"execution_count": 123,
"id": "111f7cc9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 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77.. 77.. 77.. 77.. 77.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 78.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 79.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 80.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 81.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 82.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 83.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 84.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 85.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 86.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 87.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 88.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 89.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 90.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 91.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 92.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 93.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 94.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 95.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 96.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 100 - Done\n"
]
}
],
"source": [
"!gdal_calc.py -A $blwf_cotton -B $harvest_area_portion --outfile='../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v3.tif' --calc=\"A*B*(1/1000)\""
]
},
{
"cell_type": "code",
"execution_count": 125,
"id": "24a16dfa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v3.tif\n",
"Size is 3325, 2111\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037507.187944561243057,17903109.435963984578848)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037507.188,17903109.436) (179d59'59.96\"W, 83d 5'18.00\"N)\n",
"Lower Left (-20037507.188,-7536828.444) (179d59'59.96\"W, 55d53'29.07\"S)\n",
"Upper Right (20032503.922,17903109.436) (179d57'18.16\"E, 83d 5'18.00\"N)\n",
"Lower Right (20032503.922,-7536828.444) (179d57'18.16\"E, 55d53'29.07\"S)\n",
"Center ( -2501.633, 5183140.496) ( 0d 1'20.90\"W, 42d 8'51.97\"N)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Minimum=0.000, Maximum=0.511, Mean=0.000, StdDev=0.001\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n",
" 256 buckets from -0.00100176 to 0.511898:\n",
" 1915414 2420 1381 717 584 430 417 311 222 146 75 93 74 63 67 56 43 48 50 38 41 32 29 34 27 29 11 15 23 16 22 13 13 5 4 4 10 4 2 3 3 5 1 2 5 2 3 4 1 3 1 1 3 0 1 0 0 3 3 1 3 2 1 1 2 1 0 0 2 3 0 0 1 2 1 0 2 0 0 0 1 0 0 0 1 0 1 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
" NoData Value=3.40282346600000016e+38\n",
" Metadata:\n",
" STATISTICS_MAXIMUM=0.51089608669281\n",
" STATISTICS_MEAN=4.4836601744862e-05\n",
" STATISTICS_MINIMUM=0\n",
" STATISTICS_STDDEV=0.0013793793226542\n",
" STATISTICS_VALID_PERCENT=27.4\n"
]
}
],
"source": [
"!gdalinfo -stats -hist '../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v3.tif'"
]
},
{
"cell_type": "code",
"execution_count": 126,
"id": "c3f45904",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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REZnBljyiBmjJaE8QF7iNr4WuPT8T2TXT2ta84THtrpppF3iPErUsQtndMl2mgzubvhsRERGxJY+IYvQtSeAJ7tIsrxAl87i/hOPwglre6oytdkRERM3AII+oSXyLhdvQGmciDUs77sLmibMZxBgQF/T2raPYoCCZiIioKthdk6iGvAXvloz2tIx5u2GG/T6KjbNrDp6xSXsWS3/XwrTLGYQtWh4X9JQVFEV9z7IDNe91KTstREREdcCWPKIacafs906mEheUpQnaTAR6YS147r5ju24m7JqZJXiIGmfn/btu9880a++ZFjZBTJQ80hwWLOd5TCIiorpjSx5RjfR1pXMDqQSTkdikreYOp9v9Djl8F5OBRB2DEs7CSUREVC0M8ohqzj9Riq2iuovalO64lqck+ymre6KpYxaRdnbfJCIiSo7dNYlqzObWlzy6kUbuz9eV0t9lsu4zbab5bnmP49Pdhw3dW4mIiKqEQR5RQ1QxgMk7zbpj6nSCjCqe3zTKaAVkgEdERJQMgzyihsh1VkzfGLmlf7kZgy/blHm37fmZwscS1r1Fr2oY4BERESXHII+o5rqtVQFBnn+sm6lAcPOrL8i0r9s3nIJbn9rfSZPmzJZZsKUuXtbvb/J6ERERUTRRSpWdhkATExNqenq67GQQVd/CbPjfPK1k/vX0tAW0tD193muw6pO3Jt9XxD67vN8nQStfkiUCmh7QJRUXiJveLxERUVOIyHal1ETSz3F2TaIK01qTLWhmSlPLEPj20ZJRYGE2nwBvYfZwgJfTkhBcjNscnkciIqLysLsmUVPEBEV9a+xFdPMM21+u4/4ijkv1wdY7IiKi7NiSR1R1Ud0x4VtQPEd5tNy4LYNx35HKExSUsRWPiIioXGzJIyIjTLXieVsQvft0u53qtPRwko/yMMAjoky83fKJKDUGeUQV5E6SYjqwAg4Ha4n2bbClLey4aQI2BhxEZKWFWQYxHi0ZxdTehyArV5edFKLaYJBHVBFBgVhXTIGhb+bMJLNquttGzWoZNAFLUDrT0igMeZdB4Fp3xQgbx0lE/Xre4exl0BWaBzEQJsqEQR5RRbTVXOoWs26BIuDzfZlrXKbKTJcyClqqgoVeqrtCJqaqIJ4XonwwyCOqkuGxbK1kWQK0hJ+deuL+9MdKeEz3nOgsak5mmGjF47WiRmEFWWJ8pxOlxyCPqGJCuyKm6NqSegH0mP2wZpYABnHULH1d6hnUZcZ3CFF6DPKI6iRNoOdbLD1NpmokUHRnz3T2dejSc7Hiui/Ff84X8HJcWPF4zskWsS0/C7NojYwbDx78FV15HIOIKAkGeUQNZnMhJE2AR8ULuwY231tUX3EBXuw2RaSDukz1JiGifgzyiCogUTBT0IxkxmfQdPerUQPO4K58utdAZzsWiKkQOb4XeQ+nwwCPKD8M8ogqwrbM0HR6OIalmVg4JiIiMo9BHlEduUslmA6aDC56TvXG1lYiijU8Fp2vcK08otQGyk4AEUXrLg8wMt43SUqa/ST9TEtGOxmt4QDP/310vxuDByLSwXdFNbl5Q9Y8j6jp2JJHZLm+7mxZF0T36I6rC+kyF7pcg0HdWTU1uu3FTfLBQp192B2TypLk3uN6bOVLkhcQUTwGeUQ1Fldw6Y6r8waOvq4xbTWXWzfNpJl5EUEnmcPCWokinumg7Zo+5X+Tv3uZetYW5DUgMopBHlGNtednYlvr+hQ0BiLtxC0sCFQfW00s4Ku4ac/P5DeWlygE3wNE+WGQR1RzUcGUfwHyUMNjXM+IiIiIqCIY5BHZzlTtepL9mG7N8+/LTYvBlgN247RLmjGgZEBQ12rv86zT9ZozGlLZ/Pcp70eixDi7JpHl+mYXM5zZhbbO5blcwvCY0e/BAK8aGNwVyH3G0jxrLFBTEQLyGPXoA32/5wybROmwJY/IcnkWjLv71gjokmyrjYXJxmGgl7OszxSfSSpKwL22/NPHMHhMJ6gLnW2TY0eJtLAlj6hJwjLF4bHg2tKAgC7N2kXuent5tbgxcLAPW1dz5K5babq1nYVmKtngqa+M3iDPHiZENcMgj6hibA6UwgLA9vwM2mqOwVjD5BnYN1rCYKx7HVhAJksF3Z/XXvaG3o14/xIlwu6aRBXSneEyqJCXVwa4MJtqTERrZBwXb1yHjf/+gxwSRVQzUV3QMk6EwllxyXZBwwGGrvgk2lcgOG9jqzNRLAZ5RBUS2RLmZHpRSx0Etar07HN4LDBDTVpIXLr3drbaEaWRx3ijsNltTR+HKAfeSkZWWBDpY5BH1CDeDNL0jGWtkfHSAjt2CaTKS7LEQZA0rX0M8KiKeN8SaTEyJk9EPiUiT4rI90L+/moRmRWR7zj/XW7iuESUXnt+Bu35mb4AidNVE1kgx/FHfMbJVurggbKTQFQbplry/hrAtQD+NmKbO5VSbzZ0PCJ7VWR657DpqdtqLrLLp23YikeNENZSlyIY7D7j7FJNlpk88mQAvb1OqpIXEdnGSJCnlPqmiJxgYl9EVeUGG9tuuhyDb7ko82QJpvlr76MKeG0111N47AaEMZmtew6KKjwywLMfA4kMcmzN43UhG7kVEK2R8fD8JiJvLToPIrKZKKXM7KgT5H1BKfWSgL+9GsDfA5gB8GMAlyqlHgjY7iIAFwHAhg0bznjkkUeMpI2oKN6gI3QWTJOSFAK9E7PoZIDOvrUHvZcQ0DLIsx8LW8nEtqJ7n7Ow59+iyiWitPryU6+we9yyylUiE0Rku1JqIunnipp45dsAjldK7ReRNwK4FcDJ/o2UUtcDuB4AJiYmzESfRAXyFmjz7A7Vra1M0Y1FN03+7pxRAdXSvbdj8JfemTgtuhjMUVP4W9GJmqovP/VOHMbuxkSxCgnylFI/8/z7SyJynYgco5TaXcTxiaxgsIYxaE2hKGlmvuwbqxcRUG5+9QUALji8ncGaVAZ41cQCmFlhY2gDsTWDaqinV0nAcxDYCu6s88r3ETVRIUGeiKwHsEsppUTk5ejM6vlUEccmKlNkdxMDlu69HYMv2xS7XdYMTnciFg6QJ0ov6DlTBw9g8siTeyp2tMbIVmQCKCIdqfIw5xlgvkRNZSTIE5GbALwawDEiMgPg/QBWAIBSqg3g7QAmRWQRwAEA5yhTgwGJLBU4S6XhWsVOC1qGTCyoJdBXKEw106Z/vykKmmzBo6YJ6qopa9cHzoALILQl/y+OPhEPP32of3uiJgh4Lti9k5rI1Oya58b8/Vp0llggarz2/Ezs7GC6mZF/vJwbjAWtg9W3T19G6G0dSBqI+oPALPticEdNFjmrIHq7Xv/Rs47HX/zskdC/EzXGwmzkc+OuCctng5qkqIlXiKql7K5OCcfUuK2G3p+T6FtewbdIuu4SCkHHZ6baPLzm6fWcu4AWCe/f//yez/b+cXiM554oBJ8NahoGeUQ+Pa1iBiYwSBogFcHtghnU4ufqmcksYjsTaSGi5AbP2KQ3+RInYqEaSzWkgKgBGOQR+fR1gcxQ+6ez/EAob+FNo4DWzeSSbOv+nHC2zlgsVBJlw2UUiLJjPkQNZmwxdNMmJibU9PR02ckgMq5b6xiX+SQM8rqf0dg2bGyCkRrRhJkqW/Lqh92iCpTmPUFUJ3wGqObSLoY+kEdiiChcW811uj/G1NSn6iKpmcGxEE554b1VgIXZw/8RUSfvY4BH1IPdNYlKEDRVum16Fp7leAciO4S9N1jApabivU8UiC15RGXSCfRKysDaak6vVcapQe0GhZYHr0SVlSXAY8sfEVGjsCWPqCRx62EV3e0t69i4tOn1fo7j84hC+AM0N7DTDdyGxxjkERE1CFvyiFwF13S31Zx13UySzNCZy/F1Ww+JGqJb8eGOOco69oiBHhFRIzDIIwKaVfCJ+K5Bk73EjsfL4dwx2KsmXjPztM5p0mewSe87IqKGYndNoiYKWGqhreY6rQa+35e5mLt3nUF/YZddO6nx3GBNd0ye/2fLehIQEZE5bMkj8rNsgoKWjPZOmZ5j2vpaDTzHSrWkQ47YakSNlvQ94O/qyQCPiKjW2JJHhJBuipYEEUnTEbbQeffv7oQvmjX5/olRvC16rZHxQs6TLdeCosXde5SDFMFaUc8tkRXYak0NxSCPCIe7Kjah4NP9rinG2nW7dHp+JqJypA3W+NxSY7j5mPN/VnBQk4hSquw0BJqYmFDT09NlJ4NqoCnBW2IxXTHLnmnTz38dOSavOvj8ZRNaKWPJs0lkm6BnhgEeVZWIbFdKTST9HFvyqF4CJiLgSz1eGZOqJNWk1lYir+49b9FYYSJb9QV4TnmAeQc1DSdeoXoqYJKSKkvTCtadACZnLRmNTF/c38k+7jXjdcvIxDp5RDVXhUpLoiKwJY/qgwFdpJ6xdEkyQee8up9x95N3rSgDgmrjkhdEVDiWA4i6GOQRNUBLRjG19yHIytWZ95V3Lal3bTyqnrDg3z9pDxFRIfyBH1vCqSEY5FE9eGbO8qpFt40kCx4HcAvWD73iVdh43/b47aMmYfGni5klecS17nJMjEF89uqL79ZUtGaNBjjTJjUGZ9ekeggIhLov/IpnlmGDyJN83uVvJdOdQTM28yzgHLMVyG4sLBFl5G1xqni+VZok3TV5jqki0s6uyYlXqPqiWvEMvcTLDDDaaq73eyQcc9BWc30FcPd3rZFx/QXRgyZ84CQQRETZ+d/rHFuWr4B8qzs5FM891QS7a1K1eV7GfS0JdQ0+Un4vtrQQEVVEXfOvvA2PpQ7SenqrcBwf1QBb8qi6PC14QePITMpjbF/S1sGg79mtdUybqaUI/LrpKCjTSzL1flCrJRFRleSdn9VdLmUCtu5RBTHIo8pLWrBPHFzl1FWzb7bBmEwkrNtlGWwLpPznxrb0ERH1CVjPlQFeQmnXxPV+TvfzDPSoYjjxClVSS0ZTF+SzfNa0pBOghKr5bGymrhknb8mfLc8WkdWCAoYav8NzVXTwxetEBePEK9QIxgZFW1IjxwKxHlPniec7f0m61xLVmreFztu1ngEeERWAQR5VijvLY9LCujeD7baape3mYau6fI+ccdxevroztzLQI+rPd/w4Q3EinP2SSB+DPGoE7xIAqcc8LMwaKbjmUvhlQSExBnpElJuIQKToyauqQHcSsTwmQUuiNTLevAqsOlWGNwyXUCAC9Ma0hbUgJhwPFzp5ismXaM3H6JniXxyeiCiTqPe4805mBVNK7rktMW9r3LXz3s9B5QoLrgmFY0seNU5oTWDFa6qyLqcQylALJtWfP2jm+DxqBJ2u/ywEB3Lzrb416nRnv6x4vl05vvMd2CLNa2INBnnUSMuP7kjXbTPNtMua1O5yu6G4giYIKLuLDFULxz1SU8RVYrBbZr/AMfIp97P86A6DKdPAAEYPz5MVuIQCNY+/y4H/ZRSVIYe9uLJk4qa6OyT5HjqfD1PDAgtbm8wICuxsWrKEyLg88oS6MlXwL7vlqEnXNu7+ZhfOQnAJBaIwvpa32Ba8sK4iOWTmusFFXFfMwP34t3e6XYZuq2thFp8/cp3+9tQYQfcWAzyqLQZ4ekwPIyi7lYgTkYSfg6afF8swyKNaa8lod+ZJNbcHrZHx/kKnZ9bNbteagjJpb1cVte+JfA7i63bZnp/pBntpp6P+6r4F06mkmmCrKDVZ6tmb6yjPYMizXzW3J3LTbt5uAGdGjZHgvDCvyB+7axKF8WZOQS8uE10S4o4RtF3Iti0ZLWbsXE0zN2Y42bHVjhqBLXjximjRcc63++4Oy/+8AV7WPNLdV2PedXkN42CXzkTSdtfkEgpEaZl4OensQ/Ml++GzTsyYmGbjAt5EFIvd0eIVdI503temW1bb8zPNCkyGx/oDMt3K6bj9+vcFBPe2otTYXZMoiDN2z4puGU5X0qUbt0Zu9t47H+5b8F0dPHC4+6nu93C2/fGrXpE15ZXDzCUbBsnUREs3bsXSvbeXnQw7FBgEp2mVa42Md/LFNAocymGTvvOVtEwRwRuE73/H65kHG8aWPCKXr3bKppeNzoLpQemVtetTH/O5336QtdZERB6tkfHe4GJ4DIMXfqi8BFFik0eejPb8DO488cW48clsyzg0QZZyRBxvuWXNF+7J7ThNxSCPmi0oiLG5pk4zbW01l64vPYM6dtvMyHvubKooIaKclZx/JO2aeeOTs93PRQZ6NpcJiCKwuyaRV51e5r7v4p1pNKy7RV8m6f7dYPeMKmBwko67CDrPH9Veg96HdeTP69yfTc7ESVQ2tuRRsw2PHZ6Zq+YFU53vF7gNCzKUQt2fJ2qgBXbts0URgRgnAaGqY0seVY/hLiFseSDKF7u/UtX13cPs2l45/gDdXTc28HdR4/J57akiGOSR/dwFVb0Lq/IlS2Q1js2jOrJm1mWK5A/g2vMzh9e4c36ftmsmu3NSVbC7JtktKphbmGVGS2QpBnZUR7yvI3jXVDPMH6Dp0t2+u51GmYL3AFUFW/LIanFrwwVmKN4WvzprwnckIqLGStPaFtZS523d49hKagIGeWS1wQs/lL5rRA2DILXrYXZbLQhra/tx/Co1jvO+bau5nom6KL00gdtVb3pR97MAMLX3oe7f4gK2uGNtu+nyzj/YM4hqht01qfoa1KVzcv1p/Rma//vX6PuSnfyBnlvwbckog0CqF18XRN7fxerJ7zzBmqxcnbk1zr+oPVHdsCWP6q9BrV2JakedGmrWTFNWQevj8b6iWmlQPqIr7TMeNKtl4P49LX5BY/KCWgSD9hv0u54JdBjgpeefFI+swiCPrGd933lTLzmNz8edC61aZm9ao6aJTpCuump6rX2WwK3p546olqJaNS3LK+KCyUTvqKBZvoksxyCPGiHXVoXhMSx9/eZUx2nJqH6mEbONViueZubUly7/5/wZHjO9WnMLQ3GFIrbeUR2lnWq/koLe7XFLGOWUB/gnSolb5+66HXdo7ffpC9+WLCFxea83v/T0kFl+8G60ZDT1e9H9rNXv1eExtEbGoQ4eYDnAQqKUKjsNgSYmJtT09HTZySAbZHhxtEbGi2tRSDH+ryWj+uMC4s6DzrG9+wjZ3s1Q+mpA/dsHpaeG3V6szmBzxtY4oobRzW818oO0yx4k+ax/9kwtSfKpsPPh2UdfPp71mB7d/Jjv4kYTke1KqYmkn+PEK2S3BAFeUE1rkS/GNAFlW831dJ2M3X+WrqsJzmXq4yzMFhtYExHlpWYTd5m0eM3vYejij/f8LizgShWIRQgLADPnkeiv1AvdX8H3hjddbv7KAJDisLsm1VLoVO85di0s9UUbl9kkmIEz6/ewfgxlQsxAiRqEXdC1DLU+2POzv5I1a8ClOzmLyfxGq0Uu5zREHSMy4CQKwJY8qo13HXcU/urxPeHBnUka3R7z4GacWbrBpOarueymgUFQ7bHGmJrCRGtQHbnv+w+fdSLW3n5n55dOz42oz3gXJjcl7fXx9zLRbrULkjTfT1FmCBoqEPgOZmszhWCQR7VRWIDnUUqgozMjZhaa54sF/ubgtSYiAHjvnQ+jHfB73WAujyBadzkG3fdYovSZKl8EdP/sptc5hv878L1Mcdhdk+yV5OUZFvhoTA7izoyVaIINZ0apzDzpy2sWLa19sotSpKZmpjr3ZJMnpqH6sbIVL2CWy0PvfmMuh4rL17Zd//ta+3G7F9owM2ng8RdmtbuERtJcZ6/nPARcz9bIePi71DlGU/MhSo8teVRfui1SGV/yxgsFIQO6eyZpSUArfcNjWks0aK2px64jtdaSUdYmUzNY/C5bcdVNubxvw/KZsHwkaFmDsO2KDvb6xgmGjLmzKrCv2KzV7MpvNwZ51DwhwUzkSyoiM+12P0nQz97ftaWvRjHvYClo/8NjqQeeA57vpTlbaJU0vbUqaGY3Iqop991dYs+OqHHngTNpB8y0mSvD58aqQDOFnjwiQXmI8sUgj+yUdq2ePIQFhSlrJt1C8o9/4ZRMySqaTuG+Z6B9jWr4/FNWN1UdriVRKHZX76XRwyOOt8tmUYHMoUvP7UtD2TIvf2Rb0OTcF2FLZZAdOCaPrFN2Qdodo5f3GLXnfvvB8DSEvSwLeNHrvqjd8Vp5jSW0UROCHHf5kSZ8V6IoVrzXovKgLPlBjcdg/+7Und1/2xDgGVGB65VkjOOPf+EU679PHYhSquw0BJqYmFDT09NlJ4PKpPMCCMvk8nh5BB0rwfpzQQ69+409GRJwuObTRCE7svuldzmEmKmk+9Ljme0r6HM9i9/WNFiwogCYA//1ivuedb2+1DC2joXKM8jT3FfSbvwmlvjx7iPJ/kwvvF6WuO6q3t4lRb+DE90PGmU0LscUT0S2K6Umkn6OLXlkr7QZWF61QwH7zdo9YcV1X+r+29t6Yuplpz1ltJrr1sKZyJh7flfTYKgp4u4hXl+qtAq0kJQtS36UdnbNrHlRlQO8ON7vVkZglPncBk3swwAvFwzyyG6a0xPrfMaGqZyDuAFWV1m1xxHnujuhiq9ApDvjWpWFBTF17dIY1P22jt+TyBWaN1gc/IXmZWFBa9x3ifu7Da2aCdiY1+fGkvvUfY68/+l8hvlLfhjkUeXovkBaI+NYunFrZztnjZm2mkNrZByL7fd1/57kuH59wYwlL1sthtLqbQGsU3AHsJXKi2P1qJY8eYNb0VWFAEF7XVhHa2Q8fqy5wTzBPWbSfCHq3Hvz/bAyQF3yIKvzU+9QjwQBHYBqlZFqgGPyqBoMTssfN/4s9HO6GUpeNZ6ecXDaBe00tbOGX8Icn1dNSbtp1vXaUkPZsBRM0vF43u1jxkJpjXPz7yNB3pB2XF5rZBzvOu4onL7z/sh9mhj3V2nea1PG7JsB4/KjZhyPu2Zs0YuWdkyevUsoLC/pvbCoGQxd/yyF8aAXWBkZTbfrpM45iSkIFD1ou+94C7N8uVsq6FnxL4Jex+CWqEdZ09fn1eLh+y6hE5VkCPCyeun37gn8fc9YtKYGdy7/fal7n4ZtF1GJ7M+3s773w+65MiaRqTt7gzyiHERlDK2RcVy34w4MbDg19f6rELC0RsYxtfchTB55cudn/yKmCfaT5nNeT1/4tlSfo/zprA3IQI9qy8AacamlPW6ZafbJEoRNHnkygzgN3bVodc+Ve2/4W6n94+wDAsHlB+8OLBt5u+b6K711x+S5n6lCN+lSZHim7R2TNzB4eCKIGrXisUBUvO5EEnHjFQC8+9TXxe5vau9DxtKmJe1A+hBtNQdZuz7VZ8P63id5OXuvxx98hl2ybeRvsdMZi9ek9RKJcqP7XteYSCXqmfQ/03kEVUknO2MhP6OkZYIE4zODykZh90zQdU+z/i4hc08CtuRRfTkvqbSZV1hXTLcFLEgVax/zrkGLygjqgi1aHJNHNeMt5BbZZTNBa1xg9zbP57vvXhNDX3JsJVQHD/Tkq2FjtsL+Rh6G7tWo/Lmni2XMdu7fz3v2GG58MrqivW99Xs3um/51+6rQo0pbxmvJIK9ATS8EFm54DC0ZxbYvXA2s34CBk14KWbkaS/feDvzkUQyecxkAYGn77T0vI3XwQM9u3J9l5eru7/zdEdTcHsjoUbl+D6OZ28KssfENU4/cDTlGP2BTu5lJE5HlKtCDKO69rRMYJe2in2R73W2XPvGn2vukfOlWvi7duBWbL/pY4N/85SP357M0j6l2z2Dy+DPjExFSkd/tcgpU4jnOE4O8IvhuxL4xUM5N2O1fXZcaCAsEncvBX3pn789nbDq8rTMRCBD8ogp8maD/JWXlNTRYC+v9vpPHnxn6Uo/6nKs9P8MB1xXGVkyi4mRu0TKUD5hsWRu65Bq0L7kmchu24B0WOx4+KMBJeN39PXzCzv/U3ocgK1fHz5wZsb++3lKeAC9wArAkFRMNL1vYOyavwtzxRt2+xb7+yUFN0iwkWSKi1se9jluPPjF+P0UNfk84pbW7ZmDa8a6fmDxcF+cdq5Wl62V33SP/M2DJBAKuJowVSLsOXpMz0Uax7JmsqyQLSUdJu9Za1DT4up+vU3d8WyQ+r3HrIgaIqsz2GjzvMrTnZ3p6OEVJcz9k7W0UWrZoEK6TZ1jQzXTSqhX44dOHemY0dEXNQsSCU4kCXoruNdr2jRsw+LJNPb9zBa4Fk7W7QJq17gzsP6xmrvv7gGmWg7YP+qwrrHbP9j71YbWDVc9MbD7nlJOIMTw997l36RXLn8+qC3uXauctvnd60la30OurMXkZ17DLj4kZrctSRtor0cNKU/3WyauoqG5r9208rWfba698R8+2ffsJ6DrY1fB+xkX5++M24o59CwAyjGsoa50lA/peihGZfFBhsG+bgAKAP9CrQgHS20XR9rQmUcfvRBGiKpB843a9063z/shX1MQj7r/zLChn3XfVApCqmHrifkyuPy1+QwuVsURCT3mjoe8sBnkGqF0P90264fZT9jp95/249uqLseXyzwVOVtGen4E6eKBvgg//RCAAOKg0Dc1aSK/ZpeXA7VxBmVloH/kcZjUzEhCFpCtwv8NjmY9X1QKAv/Uu6DzUfXxaz3jihmaaVRY7PiVsqRbvO4J5jt08i1oD6bts+q+77uRfeQegTbX86I7uMgbbrv/9klOTXBmtu+wyzCAvu4XZwFkVw/opBw0w9t70QZ+L7PMclCkzE+6nOyV1yMKcurVQoWMZMhaIvRlnT7psLGgHLLAax//d2KJkl6DAldeoenitqiNrofjlo6vwf+eeNpmkSncXrLKdp5+Ba3bu6v48eN5lJabGTu45qnJrZx4Y5GWRcRB6a2QcF29ch433be/+DBh4eUaly6YAsKDWyKA1VIBk3QfCttOptTRRsKpiC1HYshJJ7nPbAommzNRVtXuNEvC00Og+i7cf8xzc+tT+Rtz7ZTO1XM5vP/ED/HbWnfhaBb047q44boBX5XOdd9pP/uYdwPrT7AjwTKxLaQiDvJI9/7z/HPq3XF6itnTzLHCWtjQBUpJmfu+23lok0wUi7/7yKIQvXvnbGLr8U8b2533Z6t7DQYG3LQVLNx22BZ5l4jmoBrXvCcja9Yd/ofn+dWvH2/Mz2ITmVHJkleU8uZ9z8y3buz/GpU9niANRlLjlGYJsm74FmyfOzjVdWvzd3QMmRcrzncolFErUnp/B0KUf7fk5arZNo5wlHkwLm2beXVYicDpf3YDP+/mka754HiLvMgBAZ/bTaz8Q/jKIGtPgn3LeRC2SznXxBxwmDF360dTnN0jYdPzX7bgj877LFLXMQFNawNIutUDlkJWrUz3XbguCO3V7d5HhDO/iJnDX/lz6l5u752jpi9en3p977gstI3i052fw2rXDPT/H4TIKZixe9Z6yk1A52266HIOnvhLbvnFD93exSyCZfJ/5G1Ei9u2+U7eu7u/1ZAJb8tIqKGPLfQYt//cw2MLXt+h7zLaJC40JJzPpmTTjOs/v3HPw/lv6PxPRpTM2vVkmW0nw2dwmw/B268pYM+2dEnxgw6laM5VWYZbNJuI1qZiY2W6TCK1R984EzfsDQP85GnzNOxP3pMk0I2GKSVOivP3xnXh7xN+DhkToYtfPcFsCyiWmFH3edcd0Zqkc8O7XXeoqMk1Bz4ZO+d5wb7jLnnq4p3u0qfcogzxLlfayyxCY+GtIknwHW1/uugFekqUGdI/bnp+JXL/KuIBZPE11TazimELqxwJ8teisXRn4ubq1wBS9jE3EjMiJ9+PQLpAHfE+d5W3IPnUIfk2+S6L2laQrZ9znymYyTQzy0qj7izJhhmis8J7wvHof4O4ENgVk5DoF3dS12poLDgd117TxZeXlBnq6XX2IKKEc8yZvC7t/HJb7vE7tfejw7/zPesnjwKs6ntDtbWJkZsvhMWMTu0RJWuC+9urzseWST4dO1kX5KLrMENujK6xSPaZFO2j93dzlXXFkaP4MjslLqu4Bnitj3+SiXx7d6YVTpFnn5eCOQdItJKQeszQ81jvuIiaA1upmkPI67jz9jFSfi5NkjAFb/+xRxQJyoxjKm6JmEo7jjv3rG5M9Mn54XHYZDKzvaVTC8T8mC7B5nIeoe8Y7Ns8tjPu3H2p9EO35GQZ4NeQfS5rkc66kkw+1RsaxdO/t4X832TBheUzAIE9Dz6QhTbMwi9uPeU6ih+Laq8/v+13cIGwTg7S7n084wUu3Vcy3/lzSwM6Y4TGj41taI+Op7l3vujymtNUchi7/VOz13nbT5d3tq6IKAWma+5mTrFRX6oWwNQQV4LU0MR+N4uRVad4fcZ8pNbAuESd90Zf3ufLuPzbf/8LVAIBrP3A27jzxxX37iTqG/9+bX31B6Pa552cmn7mMsYe93TWXl4rvR+/nnNi8W6Vs73e96dEHsQkIbT72j7caan0w9bFMnovAfYXdU5bV9CZJi273x8h9+tZDcveZ1zmJG6M3+JaL0J6/KJdjkx6bngeKlmU8tF/gZ9135sKs1uyOsccvO28PkahLp9OFMnD7FIWytNcsNM2ea9X3GQPLMkR1kQtbi9Z/z+RR9gk6XpllONvLd3kJu9ZRNr/5EgCdmb5vfH+2yVd0jrf84N0Y2HBq6uN0WVyRYm+QR4VJUxPrz9wyzQLmOXZcVyFvGqM+43/R+7etQwFWZ2yFevSByAlcouSdKQW1+PaxtDBYdf4guw7PAx2Wd8Eyau2zsAJ+3z4MjJEzvWZl6H58lWCvXTuMtz++M/j8Zinwhbzvws5votZTz357ZpU2IEsXXwrW1OAwjk4lk+59ZyTAs5z93TXL7CbZsMKlmtuT6nPeGdxC15OL+FsRXSu8wV0uYxKK7qoXUUvrfV7kmGTnNc/uXX5DF39cb8Oc1nRsutK6I5Nxpp5ZfxfMPhEBSNTnwt4rketWaXD3q/Y9kXofsTzvU/d4b398Z/d3Pek3UVbRHGZQ9QAqTfp1ygoXb1yXOj15nNM0eWrVr20UUxOvTT1xf+C+gxoCvBNCAc3qxlydlryyavQ93VTyYktNjbuQt056wrpn6H5ed79pPzOx5ghM73+m53e5r7tm6B41UjttwwvM0OxQgNMqYPnseFwmgsqUZp0ynW5m3f1nePbiugdmfbZl5erkH/IvF5Py+wauNwszLTFLn/wzDJ53WerPhypwnd+g8xBUXjDVcrXxvu1oZ9pDcraU4dIoKu3eSXeiGgN0311Bk/QEfbY79MR3nzWlpbQ6QR5QbtctU+ve1FBYv3vdhyfqJZ/2Qbxg1w/hH3abV+2YyYK9d19RYy0Kk/Mzl2RsSN1fxkRJha2Dl/ZZ0SpkOTMAx302aEyObnf73MUEeEHbFMo5di4BXgGCrrNLp0I4LN/PMw+wNX8xMX6ySsLeQUkqsfzbXnvZGzB0xSd7/uYN9up8fu3vrulXYtetujahR72Qtfim/U+jiufW29XIu+SBqdlY/QGeu2/j5yqPwozmPpPW3mft3pU321saieIEvcv7WquGx7D09Zt7unemfS91j5f2nTk8lqwiSiPASz0Jim+20TwKjz37TPrd/Z8rcUhK0D0WFRBStQRdy6TPRNLnJ2z/W7Z+OdF+6qRaLXmOsrpumR6sbKOiazWCBvCHZZI6rXpBg/57musTtEylucf60mbLxCFh6dDpZlTAd9Dt7usNpgEGLrp4nurFVEVH1Ps1dFIR513gzoSX9DixkrxvEgZ3rZFxvO3oNdj06IOhm6XJ/+KCEdNdw2xueYhLW3t+Bj9+1SuMdduj+tHp3RX2maTHyJMNXUIrGeQByQvsptS9aTeRiPOftBuG/+9AZyKYXBZH9QQ2sRMFREyTrX0fJFzwNkzlKhlyfDZ7AlAUMN5Sk42tjDacF8pHmXlRmjGAXpF5gcm83ffOvPWp/Z0lgXxMnMtCr0fS82NLhSOAK+97HED0PcByVvWZuoa8T9KrbJBXFregbUOEnkRcek3XnOmen6jj+gO8uH0lvSaZv2/e4zRNZ8qa+zNyTydMt4muvrZPzEKUtywTYGWptPI+dzpr9tWtlUYnnytUWL6UMr+KGiOXpizEljp9Rd07tpVpw5ZiSfNei5vwJS82nMvqB3ll1E4FLZxdpRaWEKluSN/3TjKY3t3mbUevwa1P7U+Xlohrr9NaqCNNq3HYCzNJjVTua/r5xtgE/t7/t5yYmp21SFxnjspkw/iloHeUf5bZuG55lELUO7mCZRHbAgxKLs9rWGagVnVGgjwR+RSANwN4Uin1koC/C4CPAXgjgAUAv6WU+raJY9dBES+4Mmsw4vpVb3r0QdwaMxNbn6D1mtyCRsUyudgurN5gIuF11Om/3tfV0dKZZOPOU9r1kdIKmhiHKG9x95kNhSD32XDT6n2fm87vkrTg23BuEvHnc5a8l01cw6AKYQZ75bHtnGftDu7fV2tkHLdvOCVyPG4dmZpd86+BwG7urjcAONn57yIAU4aOa42sM4xVne539z64OjMttUbGoXbPYPGKCzv715gRLG671F1rEmSw7nfz3xc6LZ1bjz4xMMg1+RL2piuogNRNc96teJ6uz0FpCzpPQZP1tOdnsPG+7Qy0PLjQeY24M08uzMa+N5PmQ2Hb/9Gzju//m/Ne9f8+7LlLe/8lSX/kezHBO1vN7dHe1jTv+27pxq3h17CkGTHD7rmgAC3p/deE7rxNkKQXl59u+TlrGcjfY6wJjLTkKaW+KSInRGzyVgB/q5RSAO4WkbUi8hyl1E+i9nvDupO6C1pft+MODGw4VS9BJXQ380rapFz3Ptc6wUpUrc3k8Wd2CqwfiT/W8oN3944PSfCdtc6Lp9tmS0ZjC1tR/FMKBwU7UftMcx3dwDOu8GVdcODvIh1SeHO71i5ecSG2bP1yYd+DwSXVzezSUqLtw1rUvK16U3sfCnzXTz1xf3cMtto9k/y5NdDCNbn+NCtaMzZf9LH0Hy65pS9rcDb1yN2YPP5MQ6nJX2tkHFN7H4KsXG10v00es8jWXLOKGpN3HIDHPD/POL/rCfJE5CJ0WvqwYcMGXDC3u7ugdVyBOlIB4/b84xCaJu21CerGAxwuGCTN7AdO0csg8nyJui/+JNTBA6F/M9ElxtT+jHIKJFHXYmrvQ8FB6fBY6AQPi1e9B0Mf+ZxWpYAJZT33Qd1FrQvOKVdLO+7C5omztXpFhNH5nL9yKeyZjboHo7o3uwFWGbPk6uYF/sLnYvt92HLJpzO/T43kQwUHd1HjQdOcj203XY7N514JPOtoe/InTZNHnpxrmpd23IXBU1+Z2/5tEPYMqoMHjJ3fqt1Xpli1GLpS6nql1IRSauLYY4/V/6DOCy7tS9DpIpOkIGfrzZSlIJCH0PFihjP5oG6T7u9T0bgf3BdTWJC17abLuz+3RsYxeeTJWod29+kNjCtZ46f5PMra9dqFRteW99+SOllJ2L4wO9Xf5omzAei9B5K+K/7y1yYS76c9P6P9TPR1Jw6a0Mwr6J0R8R5ZvOo9WLzqPVppSWPLJZ9O/Bn33C1e9R4cuvTc0K7n3Xe8p5tuWZJ2o9u36azExxh8y0Voz88YbxErwlVvelGu+3ef8SrIWtnkb+XXLRdRuKKCvMcBPM/z87jzO22xN47Gy3DpX25OcshE3JbGIrteVrJwHyGv86d7nroZ8NUXY+nGrZHbxqV1bHCwb1t3/4cuPbdTaxmQtizj8Nz9q4MH4scvltmtx+Cx/QXFpR13Gdt30mMXKapbXFWpfU+UnQQrLV7ze0b353+3LX39ZqjdM33b/MFnphPvuzsuK0mlqM5zlOKdseX9t+RS4WMi3/3u9f+M3526s+d3ico4TkVjS0ZL76Lp9947Hy47CampuT1Yuu167e3b8zNY87mvGDt+Hct1QKdF7r6Np2lta7oMqA4eiC3PxanydZHOMDkDO+qMyftCyOyabwKwBZ3ZNV8B4ONKqZdH7W9iYkJNT3symSwvsjRdNSOO19elpISXbK37LQdM55+mG49/VsqwcxbVVdBkzaLOS8Lt5unWYCUN8lxaS3yUuTCuJz1qbg8m13cygMDvq5FOt5Kle41LCHiKbNWrakD34184Bc/9tm92s4VZqLk9h9fFtGTBZhu495Tu2N/Y94Xm1PumCjRG7tOwpV78f/NJkkfqbmsq3/W+81x1yMurXi4pM/1Bz3HQmNUqStqDykiPK9++suzHhn3IyNrtSqng7hURTC2hcBOAVwM4RkRmALwfwAoAUEq1AXwJnQDvB+gsoXB+4oNEjMEJ2z4NnbF/3W4UJarqSzROni/ZoAH/UeNL0gRaccePKzxlOWbk/p3np6xxL2FMvMzLWq/OP/4o73G5tlyzOFHjsp77rXsO/+CbWbWu77TUQoKu1OcpLk8MWDolasa8QiaH8OezCWc41lF0wd57PJtbB1oj43jb0WsaN+V82YLuw8hKUMpdlc+7qdk1z435uwKwOetxAgsOOQRbSWfHpOxi+/xnKOAmmQEzyzTASdMSdOysx+3uP2CyITcIsSFY8M4sGvudYyZOcr9X0cFrkefThmumK817uucZLWCirKrQeR/p1ownuYeCuo0HBUO5vi8LrkgtKt+3ejIsn1uf2h+5NlZStrf0lZkurcaFikqadpMVIFU+byYUNbtmbsJezGkLX2V3w2wa3VnNdK5lopbeqGMFdOfMq2UxrlY3U6YYEujZKvI8W1zw5+QrCXneq5HXG7D2mhfN/35I2rKXdb26uDHI/vRlfl8y7y1d0wvHTWNbAO6dx8CWNJlQ9PepfJDXVnO5ZQi23fQ2yOucRHYL0iygBBWE/Pt1f46qKTJZKx03sUrS/eRyLxYVQGkU7tO+AMsMXr3rgOW178oqeiw1ZRL1/PnHuwZVqhl7dwZ0HTUhqjWS8sdznYz3mapbsJNE7b97wDwUoX9PqPJBHtD/4t55+hmZC0eJCmzuBWDtY2L+Bzfp+nJdCc69/36Jmnjln15wOm59an+6NGnwDqhO+hLTCvx0XximW048E+YEMdUyWbYix+RVjdr3RCWnRLeFsYqdBM+Mv9I0ybGXH92B9vxM5JqfVVf370d2yzPYsTGIsn3cqgl9PdX8FVwZyzzGZtc0rW92TQ3dSVMMFATDJmCJnMEQYKCXl5SzwkVdwyTjScJaBNNKMx4vbDxforREBXhx2+nw7StotkvvjIGJg0DLgrwgJgO9Srfk+QL9zPdpQwTdP0FdyIN+HyjpuQzJw3Tem4HpyXEStKpzz+G1V5+PodYHS05NtLh7jpMopRN3Xpcf3YF3n/q6nt/x/NpF997vK/dF5O/+IWcikmp2TasWQ8+qreaMFQ7cffWsN+ZZrLXSha8qClsHMWQ2OJfbp9v/EPq76xTx0oxaa0V3bGLSWq3WyDjuPPHF2sfoMlFZ4Twv/mcly/pybCmjuot7F+m2JKV5X3gD87D3pvf3qXteIP5ZblIeu+WST9e+xYLiBT2zAxtODdyO7HHxxnVa2yUpZ5p6/9UqyMtDHRcdrrLWyDhaMoqdL3xBaCASVfCIKvjE1cB0a10ve0PP75e+frNO0o3yt+oFFcpcNz7ZOU+J79ugoDqOt2IkoW1fuBpvO3pN5PVrz8+kS1eBTL4fKh3UOvdAe34Gr107DCA+8Eh779SGc1+7AZX7n9p9uNVbVq7G1CN3413HGVw3K+KZCpvwBQC+85JXBG6v1TvCO7Yv4tgs0Jqn8xz6/77tpsvxl78W35DAViZ97jm+/PTjAn/viutV1jS2vRc23rc9XWNBAeUYBnkmWVzwrLrWyDju23h48diN920P3VZWrk70UowKkABg2/QtPT8PXfHJnp83v/mS0LR4fWLyrO6/s2SEbjrPe3ZEYdjT8py0X3tP6zWQ+L7WDnKGx3oKsoOveSc2PfogZOVq617iZcjS4mkL9xq+/fGdgb/v8vWUaKqw+37y+DMBoBvsyTHjOH3n/bH7M3U++1r1nHvTnwa1u7/ySTuN3t4aC7M9FRxNfxfkLS4PBIDBt1yEVZ+81dix6LCe9UMdQS3p275xQ982VE3bvnB15x9hvdQMYZBnkOlZGZ++8G3G9ldl7nn9q8f39P3O34rl/X2QNLUtg6e+MjA9Sfe34qqbjK0r1RoZ77bQxUpYeO4bBJxjy0odM/xKt74ZpD22rMktdyGCCnjA4WBv+dEd3e2WbtwauA/t91xA4UL3s/7xRMv/+qX+bWQ01TNRVDf6qkj7rgz6nM6SGDz3+fOeZ51rO/iyTYHv0KUdd+WSPhtVvbzgrdTuk0OgV4vZNW1hejmHP/jMNNqfjN+OosW1ZIVNaOJavOo9RtNj+iUVNKlJEq2R3qUmil5QHOifZME/9sf7+y7LZttkcNcrbM3R7vPIlrs+ugU+7zid5fu+jcHzAjbSeTYi8iv/Op5xDm9zZfixUjyvdQw2tCetifisyfOSZl9p01HH65mHqMne/GWazRNnY9s3bsDgy0wuXW+fqgd4WgzPdM4gz2JZBrXXyeWnH4cr73sc7fkZ7H/H63HpF7/f/VuSbpnd5vGEhi79KPD+W4xnTtd+4Gxsef8t8Rsm+EyaQnO3cqLEQre7/EBPRlax2Wu5hEIEz7TQRVckVE1ULwSdsTrahYOA2U/9BcqpJ+7H5PrTAj8blM7YQlhQASbmmc4jqKkDb+Wc+zOgN/tl1HZUjrjr4b++fYHeqy/Q3lcVeb/rJybPwoqrbioxNTkzWHnNIM8kgwXQOj6kaT33W/eg7fx7zee+0v13kLCMTOd8RtWumrge/v27waP/eFEFpaRBYe3ktEgyFcCdiIUBXjCNpQvyzBeCJlhJ2p0sbv/d9Df8GX7t2mF8dd9C9+ckLaVJr4Op6xe237pSu2e63aO969naJKy8EFVxUwe1DvAMY5DXMFV+4JPWVLq/i/qui1dciC1bv9zXFWKx/T5sueTTqdIXlMa4DNZtrQza7roddwSuk9Mdf+iuO5el8GxJt8e+gmBQuobHrF1Di615ZEqaCZO03wGelrio4+geP20AUeX8KK2swVbYuYrq1VLkGLu4PLcq5JjD18ltzS7je8UdM2q4SVwAWEVVTXdZOPFKVjnPjEMGREwesmXrl7v/9maEQ60PHl530fNZ3cHv/olh4lx53+Ohf/MHeN709qj4fRg4m2TI9zG5JqZpJlqq2NrVIBmf28TjG1MeK6hwlWQG2LSFM/+MgnVTl0JrXb5HFJ1ZSMvkr6wO+rfL5u/hV/XANDGDZTm25GXhuwiNuxELFtY6FtSl0v2bf027uElWQmvDNQKKpDXvOnT2WbuAwGmpAzzr4lka0OWhdteTesVk3mETLITlL4nuF9+xve/HOGm6CWZtIQSCZxSsg6m9D0FWrs60j/s2noa/enxPLc+PDfLI04sUWDHj677Lcmu/Us5JgnHKSYhSytjOTJqYmFDT09NlJ6Orp9AZtg0flkKFne++3/sDhIAJB7riggmNhy9NphCWmWhNtlDnAMh7vivyPdN212Rw1xAJM3Bjz7/mBCdp6I772vaFqzH4mnf2vXubnHe2RsYx9cjdPd0Dw7YDgiszbTtvtqYrrSyzoRYtathI1La6nylDnvdTz/ny5cGFDgvx9hiTUVx72Rsw9JHPdX8nItuVUhNJd8uWvBrJ+iDoZja20P6e/pYg7wQQKWpM4s5zkoHuUd8hauxhaABbN96JVhrWokfNEtpSF/Wey/g8ZMkz4iqggt5/m998CYBLEh+r7twJPrLk3S4bC+l1Uqfzm1dLZRWD/KBK1rBlgIzzvcdNVvgyyDOoSjd0mJ+87Vfx3G/dU3YyEks7wNwNmJYf3YGBU84M3kajFTctf7qX7r29ZyrkuM82ovXHeQEamWCmAN61/5Joyaj1340yyFhIMF1wiu0GrtNVPCao001DHfJOE4ImLfGfo52nn4Frdu6KnYDM5MyKrZFxbLvpcgy+5SKt7etyPau47ETSwC2v2VdPXLXC2L7yPO+lXtMCKq058YoGb2GtSoNVk2rPz1QywIvSHSgto4GFLHcCj7AAL0vBLM3LQzfAs3Yh6RwnIkoyyYMN0qSVM3PW084XvqDsJPRIMgtfmM8ft9FYfphlds6q58f+ism473PNzl2R+zLNTc/mc/sXua/D+Sfz2vMz+KOnHi47GdnlVZ6JmAzQNAZ5cTwXN6iGjS+46kh0rRZm0ZLRyM8EFZRM3w+Vvr88L8iWjB4OtCs8A2jeqhTEkqaFWWy8b3vm3fjXrEv6blj6+s3dz5rgXectCfd7mAhITLYWlC0s0As7V3GBuem849oPnJ1oe9tnoqyrLC3qdeDONhz7n/8zfobLKT3pKhC7a8ZI0vWhjl1PqvKd/Bnktut/H4PnXZZsUhWPoIdeHTyQeTa0rGy/DmGLlQcu98DxdUQAOu+b164dxtsf35nbMQbfdFFuFSxuN0N/cBI6g3HAjMhpeFsLqpJXRdHtIhu1jenud2nGjddFlb9f2nG2VZZqCEtBvaLKqsBlS14OTL1c/bVgcTVjpmpHg45RlZqebteSiz7W/blbg6K7j5Auc5NHnhz5Off8e89f2BTGmQbY1yU4clr46owtc+TW3rZGxrF049bQzZK0jJl615uUJY9gi08ycZN+uf/WuU+ynPu48ggVh89QgvzWreyKKEvFva+1ldB658UgL4PCMlrnJgkak+R9sE0/5OrggdBuIpV4mYScsyhxU+aamMVMN2N0a7xtLNDpcMfsRKni90rKf/9VbWwhmeNWPvnpPuNLO+5Ca2Qc6uABa9/B3u9S5PNd1fekX9z3cPOPJLOwhuU5JiukqVjeSv+sE8TU4tlJGkhpbB/2vjZ5jLyxu2aMoJnywgr6ph+SqIKg2yzt3aat5tCSUSzduBWD512W+fiTR55cuYc/VVcVp1YnbsyK7mxl/jTodMEJ+7v/eFUJDqIKFFW6n0wJm565KjOGUjZhLdZq9wwmjz8z8plYunFrt7Cx7QtXZ0uH7xlMWjjXeZep3TOxy/C436mJ7wLXvk1n4b13drqbBuUZpuQZgOU1BT+Fy6PitPJ5cw4BXl0wyLNVhptw80UfQ/u8y1I/uO6Le2LNEanTkDeTLyXvvtrz7wx8iYZNax33t6CfvZ9L8rfKvoDjaHSdqCsGd80Q9uy666MFtcy4vLXJg695J9rz70yVhqBAM2iyj8Dfufepxpg+f9CqO1avadwAD+i//lHv/rQVy2FDB7Jq8pi9MvHc5mhhNtv5tagswyAvo6jM2TiNDDbtGl19+9HMcMqgW0DoWd/O/9A55zJoNrL2/Ey3hj1pmnTPzdQjd2vP3OkWiqoSEOjO+hY4GQtg1QuSKK2k6x6G5SXeoChL5Zbbchw7nsvz/AW2QKcI0nQ/U2h+WoK466czWU1SdT6fTZTH9az0PVJAeaHvuQ045tIXr8fga95pXfmFY/JSMP1A+MfVBd4kEUs5BHG7cuYZGFRmbB7QP5W/I2jM2+IVF4Z2oXJ/FzaddNyYPfdYQQFkUFrqUOutHZRX6X4iihHU+hV3j+c9qZa7Lqg7EUzP8XQmCHD+nnbmPv9YPT7z0fIqfBd53nmN7Vbp62M6oApa4sk7t0PEO3LwTRdZF+ABDPK05RUs/dGzjtfazn0I1dwetEbGk61Z48nQ3f92nn5G38O9/x2vL30mIB15ZXxuIWTL1i/Hbrfl/bcAALZN3xK7rVdlX6YJXfuBs1N346n7jJvUTLdvOKXn56Xbrtf6nH+2Xm+g5K+0SiXpO99AHmFb75Ci+K9fWMWeK+/8osj86IZ1JxV2LGoAk+VUJ7hzy9fdxhbLy8I62F0zAf8kJ10h3Sh1utbMLi31bBMZTA6PQVKu6RHY7Qa9Beo1X7gn+LMJMuCiBvDGzSSWNg19E53Mz3Rnsgva3+Cpr8w8mUHU8f3/roK2msPOF74AGy/1/T6mVdLE+SOy1a1P7Qdw+D7ffO6VPd3rdZ/zoIAvzbqTWSsuvRMH9fye3QqtV2QPEfdY0/ufwQWFHJGSqORzl1PwJetOrMywGF1sySuRdw2O1kj0mhxTT9yfSxqCmqAX//Adep+1rFCu0+0gTbenb71wort/dwZOdz9hk7REddU0kSbbbbxvO4DwWmnvv5fuvb24hBEVaOlfbu7+u6/FJmA5HO+/WyOdpRJc3n/3fMZ5fy8/eLfJpCeW5D3mb8EKmwq+7tzvvLTjrsDrm6f2/Ay2Td9SyHHrmMeROWpuz+Fy6PBYsWWCms8FIEqpstMQaGJiQk1PT5edDD0aE6J4BQYGNtUeBH0f9wFYmIU6eACycnVgl5syp+KNGw+XSsiDv/zg3RjYcGrs93XPVZDI2eyC9lell5BvHFKQsPulSpPMEEWJbKHzPM+6XS4DJ5EqWsL8Lo7ObMY2cIOhsPd5GmHdVovKRys/dT5ZR83tweT60wAA1+24o+dvA6d05iJQ+56ArFzdWW5lw4vjdxowTs4I737Lfq/GEJHtSqmJpJ9jd82cJHl5WlegdWqFBzacGvjnySNPDv1omZlFHhPihF0b92Xl/bt/QpckQWedMtuoeycP3YK05S9pap6g57lvWYIESq0AMRzcuYocg5aFm++ZfEfHznSaszrkN2QH992kM6RI1q7v/H+DXp7dVxli4h2Y0/vMNgzyDOiO1/K0dnn/BoT3gbf1JesGMd3v4p3d09AyDWXRCqhSjn1Mcsy8xhWWzRvgpSm0Jf3O3drvhFPWE+VueCywMOG/T8PGtwXpqUwydb9HFHgS9zjQFFQJVsX3nUlVfu9TgxkuL/mZ3vfOF76gO6Sk7hjkGdB3A/pu+JaM5tOVsAi+1hF/Qdqm75I1g3Q/v+2myzF4zmXx28dMOhBUKKr7OlBhhcWglk3/GCRvVyUGa9Q0OoGevztf1oqNsO6kUWtdmnh/+fev8160ZSgA2alKlehFYIVBuL4Ar8a9gBjkFSA24EsxM1pZ6lD4jivUBAV4bmEocGY7BBdawoTVYLuD8Cs7SH1hNrLluswZV4lsEFeBoTXrocFa87aa0+q2lLT7eRq2VoAVGeDZ+P2rYmrvQwB6h5PYek/VSkXKrl15je+zFIM8C1S15cJb81znF6l69IHO/w8eCB0Y7w/ScmF7ZUDSKdw1zlNcS4W/JYJdNskqvgJF3L0ZF1Dkkld4upQmraQpsodKnfMYG1WtJcidEKfI5SFslvt1s7ksQl0M8grkLZAutt+HodYHAVS7dSzNOk+5pSXD8aeeuL87I5R/AhU5JlngFjV7atR52nbT5VDfvjd6396g2sKXbPdeXpjtmx49yfTq3lbBIE2oXKD8FFYZ4B2Tp/G8eivOLt64Dhvv297fSyCPtIeMHYyy8/QzUh+uSgXxKqU1D3kHe3l0s2zPz/SUsYgANK4VD+A6eYVzC7xbLvl03/p0VVfljFBGj+pbu0mH9zu/du1w7PZRhbPBt1yEoSs+2d1v7Bp8Fs8OZXLtJf84pZaM4hOTZ2Hb9b/ft217fqayEwJRcQqtWEv4nnef8bCJAcqYeTHoXfSCf/i7yM/HrXvXnp8JfIZ1Pls0tysgUO18LonKDhsAumWsplyrwlWx3GpxeSlPbMkjI5LMDlcF3sxNHTyAySNPDs3wvDWdX9VYAzGsZtT7+4k1R+Dtpz+3+7fbN5yCW5/aX5lMV9au775UTaZZ7XsCALDiqpuM7ZOoCt529BqsW7Uyn52neFYHNpya+dkePO8ytM+Ln+SqbCbXxtNh00Rt3qEIeaSn7O9HCTHAqxQGeQWrctfMplr6+J8A6B3Erb0kRsoX4gW7ftjz861P7U+1nyrrOZfOS9otbEV1/3Rb8/isUR1Ude3RPD5b5jixPLtt6nyvoMCvauPmisDWuxxVLcCLC+5sn+fAAAZ5FmHB1E5Dl34UeP8tuR4jLmNiJk6UkwRj5grhGx9nY0E+rjfCX/7aBFZ98taik2VU0MQzTV2kvMrjEsuYYdPGZzYzW96PunRb72oe6DHIK0rMDVeHAM/tslmrF5vj4o3rcM3OXbFLI/TVsPq7anq6tIbtKyhTUrtnMHl8Z4H6qpzfzx+3EW9/fKfx/ep8/6otTULFCZq0Z+nrN2PwTReVlaRAS/fejs2vvqD7c+bCaoHB7B98ZhrtTwb/reilVZKyNZgJOk9FnjvbrpOfrdetDio3A3yDu2f6ceKVArRkNHZto0o9QBHq8j38Tr7nW32/C5qoJWgmPBPcAK9K3r53V2nHtm3iBrKEM+urv8BqW4CH4bGeAM9l5J7WKADpTJoSFXSMDQ6mT59ltn3jBr3lXjK8c6o8yYmtyu7mXJvraXBdTioeW/JyVocWusRSTMftl2d3B919p82ww1rx/MfUGdMX1doXtH0PS1uxsl7bWnaFoWI47yb3Htp2/e9j80Ufs/od3ddVzsRznWNNd5Ln0uZn2Oa0UbRtN10OoJxr2BoZx3nPHsNZDz9Q+LEJ2pVYQDOecQZ5ObO58JAnUw9RGf3ps4gau+DtJpZ0oeFUvC+7kgI+NbcHMnpU5oDZlWStPbbkURDvfTF44YfQvvBDJaYmnMnueUm70f/lr03gDz4zHfv+TfOeL2syl7yPUWQ+lXT2zSp290/K+87ffO6VAK7s/r5oNz45i7MKP2oOLK0oDpWm8qpq3zEhBnl5cGqKmxrgAYfH55kI0tTBA0ansNadmSwuUPB+PrZVMGO3TbfQ5U1bIiWNT5tcf1pfWk0sdOvXpJo5yqY7dris93PCsXFl5CXed43/2eKzFs30mEMT59tEd39edz02nZ9M16zGwY/3XVb3cjqDvDywD3Mv92WRoJbFG2BFrVGXRJZaZ51gr+/3IYFd0PZxwfCqT94aOpGBtoIDPRPjEZNOpZ4k8KbmKvv9rFW4GB4rLRi9/PTjcOV9j9eiRbxOM36mNbX3IUweeXLZyShFmopmm9YpLEUVA7wUrXhl5wNFYJBHuUnyABVZS+i+9KOOdejSc/G7U3dm7lqkszSCu43uzJ3e37n70FZSi15pGSVb1SlMibOvFn0/ttWcdiEoSUtUlQrAUTN+BknzfjUVEPuPfe0Hzu75e9LzLitXZ+52a/Ja377hFNz61H4r75+le28vOwnGsAWPOLsmFUYnAwyrQcuaeSb5fGtkHL87dWfP59KMj9H9vv4MPHcLs8Zm/Yw6Rp6igvTA7qGcUpmCLMwWf28kKETZWDmRdyu5f5bKrDPl+vORImbeDZp5WVdQkL3l/bfkvhB7kW59an9px44TNKttYzDAqx225JEV/C1aU3sf6tY+5pkR6NRgerfxFz5MSLLYuoluJN3z7E7GYPrF7hSa47paukwWGG2sGSaygma3eT5DHTaMpTOtzDUKiw7oxgYHMbu0lMu+bby2mTHAqyUGeVQYnUDK5Z1oxcSLVHedI/9n4jImd5yHf7trrz4fWy75dPKEJkifsf0aHvfjzqiZOj0xgWwtM1gqnrdQU+BC4baIeo5sesZMBVum9hfFVF7l7+Fh+hy41MED2vlyHufN9D6Dev/YcA9bryHvvSbeEwzyyEpFPYxJAk/v9u7f3HEe/oDQVIAXuSRDxnPkfi6yO2OCl7/a9TAm15+Ga68+H0OtD4amU7eFz/2dzvfrBqkB3yOsJdbGrnBkVnfZEl7ryjD5zi+r5crUuzmv/buiZq02Pb7QZXMB25/WqSfuD9zOlu+gs9YuBWhIUAtwTB6VyDs2wvtimtr7UFlJCpUk080yk1faYy+235foWEYLUjKKloxicv1pANAT4Lm2Tet1R409lj/9w2O9L2z/zz4935vj9GqrJaP617fu94E77jDB+EOdWYWrhoVffXkGZkWMifQfL60sPVLITk2r8GNLHhUmrlWm7Ew47UQvcbVpWTIZ70ygam5PN5Dy23LJp9EOCK50jwFkr3UOGq+YJOjVKVhe9aYX4dIvfr/zQ1Rt3PBYz9hAt2DRk5YG1eY1ldaYU+9YtaK6bZqa2dMbtAXtz/l7E7sp+RV5Dkwv+RP277zTY3qohM2VBjanTUema+Wv/Kli3ujJ88M0LcADGORR0UIG/+t26Sta1AyOrZFxXLxxHa7Zuav7+6BAVmspBc/Lxz/zZdRn/RPWBB3Lm54izmvU5DR9XSZj0uP/+5rPfQXtBOno2z/XsCQNua9PNzyGpc9uxeZzrww+jk4Q6C/Q+APUjBOs2PIONmlizRFlJyFSXAAXVpFmWtHXvuxKiKoGeLlMTFfFAE9HXb9XDAZ5ZFRU4agnkHEGlg9d+tH+feT8wg/af5ogs7utbx/+f/uDrLh129pqTmuJgyTnJyqwMjGo3/YZMvOepZXKZ3JZkCIqAgbPuQztt1zU8zvvdwhshdTpbln37qcJ+J/7C3b9sMTUJBNUORc2vjipsoMqMqfQa8h1ZyuHQR4ZleTh3/L+W9C+9KOVzHBaI+OYWHNET6FBtytq2hfk1BP393TX9Hbl9P4uqchZ9jRaNHQWWg7tMpmFk+F4j+E/Zl86A/YBoLG1fHXjf0as5G+l893HYdt2lzxJoUrv1jyZrpAqmoleGWVWdkX1jCmDOngAk0eeHPi3wtKk2fJemIg8saoVpYvt92Ho4o+XnYxScOIVKkVkS1aKyUsSHTvDpAKtkXGouT0AgLef/tzIYwR9D91jttVcX4Yuo0cFBnWtkXEs3XZ9X8Dj/Z7eyWySDHxPEpB6v3OawohuusIm7EnEWRB+69En9v2eqqmt5iDrTozfUEfei6T79h/1zlOPPmC0lbJJ/O8TUxNA5SVt3tcaGcfyozuw/x2v13+3eyrevF3+F6+4MPHxbaRzHsMCPOvETCiWC/+ETQuzOGnVCgBme03kyjlvTQ3wALbkUYncFiAbalaj0tAaGce2b9yAwZdtAgAsf/3zh7td5pgmbyCz9PWbsfnNl4R209l87pV9n/V+p6jMzNT5j+vyavo6q90zmDz+TP0PeArVblp/+PShvr9R9SW+1/K4/in2GZRuOabc1qcq9rQIM3jqK0s5rv8cLu24C5snzu75XVbvPvV1Wtu5x1MHDwT+fcvWL6N9hZEk9XHPw3U77sDAhlPzOUjCtASJGxNpamKdqUfuhhyTeVeF6eaXIXIfyxxjacddpT3jtmJLHpUq7XTKRU3DvP8drwcAbH71BQA6L/dBzzgafxo+f9zGXNKx+c2X9P0urOWsDP7zkOf1cb9rogAvxLbrfx+HLj03836IqqLoKextcO0Hzi79HenlBnhB4vKQoOuXJg+QlasDK+Jeu3Y40X7S0A1Iswo7L1kCPFPaag6y4cV6G+fds0CT7ZM1DZ6xqdTj24gteVQqt9Yny3iTPEXN5hiU3q/uW8BXI8Z9tOdntGu7vGPdwro/Ro6n8/0tbPxa5GyXmlO9e9OaNjNMc/3b8zNYunErNl/0sVTH6p6jqxIfmizVvY90ujfFFZx8rb9NnHDAxveyDu97KGiCryIlGYsWl4dksXjFhZ2Wuoh953l8L53xkbms6xqSP+kew9ubpqrPhhEBY4vJPgzyqJLCAh3dl29eL+f2/AzUwQNQc3siF1LtC/Qigqm4dfi8v3O3vfbq87Hlkk8nTH2IlGt6TT1xv5nj43DXIlm5GkDv9x887zK0z7ss1X7TTjZDFnIKGergAcja9UZ3XacAr+4F075xeN+4oaSUhNOdpCvrfvvyw/X9z0WR90OW8fBZxC5hpHEOjJ8nS4MinYpj99/+d2Kd3pN1wSCPSleZQbyavOPfwoIxv7Qvx7CMZ8slnw7siqMbMJoQFeSGCctg3HNaSO0yM6lKcq+d6FZIBIzRDG1x0b0nLC24NUFYQd4dS53nMcsIlNIYan0Q7dYHQ/9uWwuVqbFvpvdvy/mhCJwxGwCDPKoBE9NKl62n26q3QKn5ovJnZNde9obQbVKdo7ilBnwzBZpQVG1vT3dVBniVlfjaee7lyLUpdZ9BS7ucN8HSjrt6frb9OrRGxguZfKQK5yFrGiOHG1Bu+t63w2NWnH9W1PZikEdW0BlTZpuwMW/aSwZk6BaYdVxBmdIuzG76u7mZATMEArLfXzrrRVI+vBOZ2NKqFhd8vPvU11n3vjYVcOkMl8haiZd0qYig31V93cSiVGmiJubnvRjkkRXc6YS9MyZW5eWbJaMIDPRSjoFz0+JKu4RBWEbd/b0nvW7rhz8j3Xb972MwYJycTZkFMwPSoV0Z06AAb+fpZ+Canbuse0fblp4wVUlnUkm+ly3BOPUKOlefmDwLvzt15+ElQG7cWnSyKCUGeVQ6b1fFKpva+1B3YhAd7fkZqLk9PYXINK0B3oXO/evhmWwNdSeV8Qeh7fkZLD+6o2fbzRd9LHYylLhJAtzzgyNWJzqvQVoj47j26vMx5I5HYX998gu5JyIDvKIDO0tms7tm567Sjm1S2vdjks+Z7r5el4Bl+dEd3aUU0s6sDKSvOJx64v5U48Zt0xoZx7YvXI3B17zT+H5d7fmZnhmoBy/8UPgHM1RSk3kM8sgaQS1ERUqaiW6bvgUDJ720G4CkCURk9KjAYCdJK1PUQudpXLfjDsiR6wL/JitXB2aqAxtOxbZv3ICBn/8l7fTotIAazYSfeIL99Sm7BrXYhXnb0Wtw61P7y06G1eoSjGUR1yvEpKTnuw4Bnmvzmy9Be95ckGdTjxvKhkEeWcnfulfGejpxBk99ZWHH0uXtNtkaGcdVb3oRLv3i9wPHJITRnQzAvw93wfgoV73pRVjzua8ELp7u3WfUmn6pZiF1W0o/kvijRMVxa8DDAklvLbln29bIOLZN31LYO2nTow9iE+xoXeqb1j1hWqYeuTvxMcv4vlUPGuOm5ve++5P2irluxx1mEplRGZPA5Hmcqt9zxCCPqMuWF9rUE/f3zVbpzTwu3rgOG+/bjv3veD0u/eL3ez7rD57WfO4rgOFaubj1c8J0M/mQfeh8nq1wRP26z0VJrYy2TGDxl782kWh7G9KcFxsC8CTH9t5D33nJK3D6Tr11Vut8DYvGFrz6YZBH9gjoy+1Obe5mAFEZ1ycmzyokmbnwFM7iupFcs3NXbOBmQ8aXpuAXdX1zD/A4loDKphOkRW0zPNaoQM/26fNtCLRMyPo9gsZbe3/nDy50Azw6zKp7jXmpNRjkkT2GxwJnstOZmMWKF1tOkkwVbXK7JPxdKrPyFwCKaMFjSyFFsnksXkmFKn/3avf/Nk9qUUZhuIwAOI/jmTx3F29ch2t27goMAItMh0llLgXVk3elfFdN7X0o0xh/5qH2GSg7AUReUS8Ivjx6tednrMvkgMPpMpK24bFCr3vVZ3ilmhgeSxa0xY3ly9lVb3pRz8+T60/LvevX0tdv7v7bG2za1OXMxvdzrjTuW/ca1WWG1ij+8aK28wZ4qWY8ZRnNOmzJI3uF1E43KePs6Y7km31Ud+ay9vxMaMarO7FN1P51Pp8ora6yunsEFZTZ9aRZbG218wdzltyXaz73FbTR/zzn2YK1+c2XpPpcmS1qtrZApdG3bmrEMxPY/T7BguhpWvsaJ8M7K8nEbLa8c0gPgzyyV1CAl3AduTpkquc9eww3Ptn7nd2xinEZbFzNmrufPIXVZkZ2bUmwNtnSvbdj8JfSTx/dklFrW0Wpobz3uE4rnSVBqelu237efbpdy167drgbTOa53h0Bl59+HJ77rXvCN3BmenUFjaP3nuugQK+K10QnzVX5PkknLyK7McijRrBl9rek3DSfBU+rW1AA5CkIJv2eabYPy5jT7lNLUMEXyBTguQpJP1nFDe4rVTPtD+YsCe6CmH6G/M+orFzdt2RMHsc1yea0hfGe9yvvexxt599ZZnRNWgFQhfMWtRSHdekPqDhylzeKcueJL8ZZuyz7LhRJlFJlpyHQxMSEmp6eLjsZZKOEmUpQ5m+qQKC7n7g1guL2ERWE9Ax2ztqNy3dudYKfNN03wxy69FysuO5L0ekyXSj31T57ecf6cLxB/XQDvTLTEDDLYNxMwu7nyk67DhPv2iTvoSqckyoJfL/rTPLhfU/H5CtAPa+bTbO/BuZhCcpSavcMZMOLDaeKdInIdqVU4mZWtuSR3QyMPcm7RjnNZ71p2nbT5dh87pXa+8izv3zSgtIN607q+TnruV5x1U39v8y7tUJjchcGePVkYka6pEwW/JZu3IrB8y6LPNa1V5+PodYHMx0nDf97cune2zH4sk25Ha/sQnRdRY6ds7gl2QZlvF+0JUwPA7xqYkseWa9vWQUDL8sstb5puvaZ6g4YVUA01drkb92IOle3bzgFtz61vy9NrZFxbPvC1Rh8jX5Xyr70x13nKnWzo+rIuTBWZO1+Ua1b/lbFuJZx/2eTbMNgrjw6E2hxXKRHRGtmKVLOwsueLOVL25LHII+s1zcWzYaXZUlCM1OTAY+hIFqnj793+7CuJJGFAAZ6ZJrB90uS7pdZj5HHvrUEFGS1uuOFPbs6z31WMcfWUevgJKHS70HKF/PZ0rG7JtWeDeNnbFHWeYibOa3vbzHjhtzgLstYASIbFbEuVplrbwXNhOtv0fOvX1d6a0BcYXV4TPvds+3638fmiz7W/VntnsHk8Wf2bVf0uzrNPeHvkpk0zUEzQJOHpwUtSeWAFcEzA7xKY5BHlVDUC87G2llvmtzMOM906mYsmQuYYWPhfIWsyO8YspYiUWrDY5krlIKeobzfKUW+s8ICtraaw/43v0Jr20CeZz+s+6fu9+x5R+bwjhg87zK0nfGQtix0bSodSfOXsx5+ADdacg5sxx5JVCQGeWS97ppwFgVeWRkP0sImqPFnJAGFHf+Yx6ACmXfRdN3xhYkmiEnYRcvGYJzqI+l6nLpM18yXdf9HBW1rvnBPd5r9uG17aJ5vnVlFe95RFa0ESvqOSxvgeSshsgSJfBdHyPguYSsepcUgj8jDxowqUZrigqWAli+dQpg/CPQuoJ543FFEIOoexxtUhh2DyHZZlkXR2UfR1MEDkLXrCz9u2uc+7+6htryLkkx0EyXJebb1HrUeW/CoQAzyyH4pFvi2XZbvo/PZIruG+RcjDpN49kz/MaMWgScyLcH4LL+45y+0MO3czz3j3CzoxRA0/q5oYTM6Bp2b0sf+Ifs7OO88osrYkyMjnVk2mbfWAoM8oiYx9eL2FIDb8zM9kw6Edt+MKnh50uVtJQQ0FuMlqgj/pCQ6hVVv63YZhdq0rVWH3v3GzrqXce+cirZsaFVqFXS93nXcUfirx/dk2kfSwCnxd0s5fX8l5PTdTly1Ag8/fcjIvdTT8hqXfzLAq42BshNA1DRLO+5Ca2QcS1+/udgD67y4k2RSw2PdjEOOGe9ODOPXGhnvO3ZLRiMLSUH76ltKg6jiwp6ZwG1Luu+vvfr8VMdfcd2XsP8dr9fe3juhlI7Qc2dRAbWo7pyn77w//YeHx7qTYPmvsXtNjH8P55hp+a99Lmm0wOZfPtno/nqucVheb9HzQ9kxyCMq2OaJszv/f/MlJafEx33pG1onzw3u+goOTrB2+enH9Ry7JaPdv/m7gAYus0BEuRtqfTD1s7fmC/fEb2SyUJlmXwuzvf9VhD+wMdVqmFvAFHV+3aCvqgFGTvfOms99JVFFUGZVPf8Uit01iULk1e8/bnB7KeMNvBlUihd9UJrjxt8991u9BUD/JCuhSyz4j+2bHZTICNOFNt9zpR59AHJMwsL08BiWPvlnGHSm7q8N91kPOeetkXFMrDkCF+z6YcEJy6bo7rWpjhc2M3Pa/SU5piGFnOcadDf1T2jWI2uAx+WMrMQgj6gEeWdK/qArcuKEJJmW50XubXXz7zfNBCtqbg8m15+GqUfuhmx4sdZnGOBRHkyPf1NzeyC+AlD3Hk9YaNx80ce667PVTsRkN9P7n8EFBScnC9vWRXTzgJNWrcBlTz1sbL9GMEDQcueJnXfGWQ8/kPiznKSmmRjkEYUobQ0qW1/Gvu6c2q1svu8TOm5Pc589+2KARzlI8gx6W+XPe/ZYbwHMKbj6A7xMaXPu+VQtgT5WzlIYEOhppy9psFDhVpm0fmhoIg/jbL8WFqTvxic7aTjL9I5NvZ8iWoWpHAzyiGokrNDWnp8pZeyLdQUJIpPCuhQnCTa8QU2CQlLalsDEyiiwZVi+IvW5JwqToqvm0tdvxsDP/WLmihivVPlpxLq0gX83YWHWimVXiEEeVYya2wMZPSrwb1bWSldRxvF5Xt4a48h1rUwHodRsQYUx0/dX1P5SHqvnGSkgULH6XVnUGKiU5689PwOlFLB0CJNjz+/5vY1sTZf1Uj7L7sRqZZx3dfAAAEBWro7e0HQLnkeSYReUHwZ5ZDffy2Ny/WkAmGGFKXQAuldA7bl/vTuiQoQV2G1usQkKNCxokQoab1u0QroWpg0olQJ+thtTj38b6un9kOExqEPPQFYcYT6NBoTNxml9BakNk54kPHbUucz7fMva9eF/LKIydXgMsoGVtjZgkEeV5n1ZWptBVZU/M9Bc1DiyyygRBcpc8DNcELYhwAMQOetmmdzrNfXoPcDSIciao4CRMYhIySnrpbMcQuzaaU0Q9vxYek7C3helPLfec8ceOVZhkEdWUwcPRHY5yCNwsL5W0zZpJ0kgoi63YJZ5Zs/hsZ5W9EY+j2kLm97PRCznADjdNZeXgMWDwPIyMDgEqGVABtOkuNJyzzOTBFo2tPrFMHGewoK7UitmGOBZh4uhk9X83Q7YYqcncEHbNBllHIOtBkSUbvmRyH2kTUfV37M5F/JbI+OQgUFgaCUwtAJYWgSeehzq6f25HjcoHf73p/d37fkZbPvC1T1/77u2GRbz9h670u/xnBY0L4oNre5kHyMteSKyCcDHAAwCuEEp9WHf338LwFYAjzu/ulYpdYOJYxNlFTZOocqm9j4UP+gayJap1axbGNWU6Zr9gsa09My4meKYRrp9Wtj9qqieFrpjAWVgEBgYhJIBqL1PQv3ouxj4uVcZXTZDKZWpG+jga96J9vw7D/9Co8USANTyMgDV+Y5VUWCg5g9qCy8/VKDVksqVOcgTkUEA2wC8DsAMgHtF5Dal1Pd9m96slNqS9XhEebJy/aAUcgvwMmYmQdMqM8CjKii8MsIpwPV130wQPAQFRKV0rSsrUMwQpLbVXPfc64z9lsEhYMOpUE/PQ+16BDjh51IHZt7gYWrvD4DlJWDVSM82amkRMjgUPluxESp2izrkl1UQ+9xyjToKYKIl7+UAfqCU+hEAiMhnAbwVgD/II6Ky6QZpOdUMMqCjQpko8Dj7KOve9QYbaQVVXqnlZciaI6M/k+Q7R70zDBVA4wq6gb0yMgZ6Sd6FsmoEg6f9UufcmpqA5We7gVVruj+qpUVgbg+weBBq9ZrOTIZJjxXwnYJaC2VgsLNMRIQ6jWE/dOm5+N2pOwHEfx/v997/jtdjzee+ku6gcevYefRNkMMWPIphYkzecQAe8/w84/zO71dF5H4R+byIPC9oRyJykYhMi8j0T3/6UwNJI4pXh8ypEljDSGWpeGGoreb6u1EmpJTqmZwhKsDrHjNE3/IoSSqPkqTft+22L1yNiTWHlydwx57lPRYs6VhwGchWtLru3/6x8/8f/AuWf/xDYNUwgE6Ap558BMs/+SGWf3Q/1Nwe4Jn5vs+nOi/LS4G/tm220Dz99O4faW3nP69BAZ7WNQjKEwN+p30dmceSj8TV0sTuQOTtADYppS5wfv4NAK/wds0UkaMB7FdKPSMi7wLwTqXUf4na78TEhJqens6UNqqJmAKB+wIcGxzEX/zskVSHWLzqPdjy/lt6fsfgzzBmQFSEhAFQZEtEHvdshpalnhY9zSVNehj6Pkv/cjMGX7Yp9edNtf4kGhOV5rvnVDngLXf5gyi1vITlf72t87f1JwBDQ3j3i9/Q/ft1P/oWcGAOGH4W5FnHACtX9weVCVqHvGlqUkCXRdT9GxSQJX63eK6X9j1edP5q4XjdOhOR7UqpiaSfM9Fd83EA3pa5cRyeYAUAoJR6yvPjDQA+YuC41BBLX78Zg695Z+x2s0vBNZE6hi79KOAL8siMoHF4RLb48Fkn4r13Ptz/BwsLMImeoZwWSMfCbKYAzzW196HM+/COlzMqx5ZftX8flh+8BwOnvgIYXAF1YK6z/MLyMjD8LGBoBQZedGZn46EVwMpVPZ8fWHdCJ0hUKnOLoRcDPH1xlRPnPXsMZz38QODfdLpBe/PMqDUMS5+0jIGe9Uy05A0B2Angl9EJ7u4F8GtKqQc82zxHKfUT59+/AuCPlFJnRu2XLXnUIyLTXbrtemw+90oAzW19s3FcRF8NJIM8KoLvXZH62cir8FJ0wWhhFurgAQD9S9LofNZqUbMLeieuSfruyeF7dxdP3/VdqNmfQp5zUmfM28EDwMFnsLz9q5DnnABZdzxk7FgAyCWYAwA1tweT60/Tn4WZzMn67HvvzTIDLFvS0RClteQppRZFZAuAf0JnCYVPKaUeEJErAUwrpW4D8Hsi8hYAiwD2APitrMclAuq5/EEtDI8xqCNruOuEWVEZUnCBaN+mszB265ex/L3/g4HnnwYZPyX3Y5Y6tbzv/NryHjrv2WO48clZTK77OQDA1NyjnSBuxSpgxSoM/OJbgEPPdH52iAig0cIWdl8rzzg77zIIMnpU5/8M8HLnbW1LVeFAlIGRdfKUUl8C8CXf7y73/PuPAfyxiWNRM1lROLNYmvOS1zktvQsJNVbQmLWmvzPWfvN+AMDAS14FOeq5iT7rTtOfRJruk7qVdX3b+VvcTAXQOXR1PevhB/Cq5WVMjm7o/EIEOPR0p5vmylXA/CywagQytMLcQWUAUKobKLo9t0TEqueizvl77ZcLYiue1YwEeUR5c6cR97t44zpcs3MXrttxB4B6ZxZ5cFs4jGELHpUobsr7Jr8XJo9+YeJnc/JZJ2Bq7hFABgLHbMUFZzrnWycoTBw4WtqVTAYGMDX3KGRgoBNwLcwBi88Aq0eBNUcmDqi9+q7twmxfS+Dkms70CU1+DirPWwHBMXEUg0EeVUbQelEb79uOdolpqjJm9FRXmbtx17DglKbypa3moPbvAdBfgZb3sgVRFXZBaQhs2TOdDue+UPv3ph4n5wZ4IoLWcb8AAJja/1hPEK327wOGR90PxE6KonOPq5AlEoqwdONWbL7oYwDSVQZUaVhG4bOUlhHoMbisDAZ5VCneFj3/y56teETkipqVjhKYnwVWH16MOy64S/r+dbdXSgFLi33BiHu8bdO3YPPE2aH7CVrwPS/uGoNq7ilALUOGVnZ+Xl7uCf683SN7Pi8Ctbzc83P3MwefBpYOdSZlWTwIDABKSXxQGXefywCmnvp3yKqR2O9nmhvg1Z07UQ5EDl/7PA7kn3CIQReFYJBHleMGelzXx0ILsxyTR6VLXdhnQSnYwGAuLXhKqW4XwqnZHx0OlhYPYmr2R5gce35328FTX9l3Xd929Brc+tT+6INkLAD3HNMtVLv7GxjE5JoTOunf/xiw8DOooSFg6AhgYAA4eKAzLu6I4b79drpudrrCAp1zoX76KGTlKuBZx3aCwKVFYGCos1B5xhk2RQQoMMAz2fpWmYpbJ7BTy8uAWgYGBmsZgDGPrw6z8/ISFWRq/2PAoWd6an3b8zPVyQwqTs3tCSzs8eVPZWuNjPcWqnQLWJYWxFoyaq41MsV+ZN2JmBw9vu/3/vdtXPCnlpe672u1vNxXSecGeO6/ZWhl9xhT+x/r2VdrZBytkXFsevTBxN8nCaUUApeZWpg9POYNnYpHGVmLyXUvgXryMUyOdc6ZrFrTM1umnwwMHj4Hbl42srYzjm55CRha6bQUJpiMZXis1HvZvTamPh+1P/dveXcd1qGU6lwztdz5vwigVOde/9luqPl9+SagiB4LC7O4c13555r0sSWPKklEoABgYQ5qZKwWLXp5dzeN2n/SY0+uP81cwogMCqxk8ExW4B0fFPkZSxhNW8rCf88U8P7ZSz1/Czuef+p4ca6FWjzU/b169AHIMeNQzywAgysgQyugFg91PjAwAMjhJQCu23EH3n3q67TT39PFX/McqINPd9K6MjxI6+7T/beag3rykd4NNPMmGRyCPLsTTCulEgV2Ng5VyJqWuMDN//ciu+sGUgqAApacQG9gVTfQ6/7fz98ynFQOs8DGOevhB3BWoUekLBjkUXUNDALLi8D8LNSq4Z6a4DrRqaUMytzcApLRKbkjjtf9fQ27p1D1Lbbfh6GLP47BCz+E9oUfKjcxFX1GurOXBqS9b2ZTzzZhgar33aT27oIcM+60fKlOq9/gUGAF3sCGU7vvoLwK9nHBXQ/POZE1a3vSlGZGy6SVlj3jT4OuQYGBgL9bbxO6anbGkx7qBHNDKwB4xlCKoNtpzhnOACSrcNCW13slr6VKKHcM8qiahscgC7NQq0ag9u4C5vcBzz5eK3O0sdYTCJ9IJg118Gng6XlgzdrQ/UcdO4vu+bW4dYSaZ+jij5vfaVjhR6dQXdFALzLNCb6Pdzxee34GctJLAaBbONYZc637Lo8cV+eVJRjiBD+Bkraw6W7rDybfddxRyRNnilKdSmdv99s4Jp593z1ndLgE7+daYJBHldXNPEbWAk/v73SR8HTpqSOtqbKXFoFnFjo1iFLOsFsGeFQ7uoEbRVI/293XQtcaGe8bd+ddxDsXOV4rb/DZnp8JHINoVNh3seR+9FdYtudncm/pK7Yy93CXTIXo1ttcWvAKxHH31cIgjyrLfdEIALViJbB4EFi5Ov5zlrXghQmazS6uVlQtL3dmdFPLwIojajFWkah0lhSWayGkC2bfMgMas0ma7hqYl7Rr6hnlGR8JJF+oPo/eHlk+a9W1ditTg8bd+SzdezsGf+mduSQjz1Y8dfAAZO16BngVwyCP6mHFEc5sm8t2ZKglkYEBqFVrOsHuQL1bNYlyVdBsdVWu1U9l6VBn1kiUV1DPO1CwKgDx8a8f6T0XaYK6LOcy6THy2HdW7uyrk2ueh6lH7gKOHsfU3KOYHN0QWClrOsAzPTyiZ5KkhdlucCdNe0/VBIM8qgUZGIQaWplv956SaXXV7C7GOlBKK54NU1kTBUoSUBXUcqd2z0A2NKzwNDBovOsiF77XkHAmRzdASfNOD/uMibUWbQugvffx5PGvDFzuI7c0D4+lC+5C7gX/LLgYHmNwV3EM8qj63FnNACszeXXw6cPj4wYGOgGp0+LYCcqWIRGtbtrBHdDpprm02DneQPRso0G1tkG1utoZVNoMh6goNr0fhseaF+ABmSqg/O+k2zecgluf2q/13lm84kJs2frl2q+nqvve1g20dMe8hR23zufaa2ru0W4lswwMpA6QCxESuDXlWjUJgzyqlxKmjI6ilAIWD0L9+IdQux6BnPAiYN0J3eUeRCR0sphEQZZaBpaXO5nMoWeAwSGowRXGasvj1thjcEdWs+R9QMmXBwjito70BHgx13jL1i/3fLYuElfGeabx19m3qWDRK+n5t/16qaVF51/eZRMO67lGNnfRtjVdlBqDPKqn4TGoXQ9DRoOnVc51pjO/gUGo2d1Q909DPXAfBn/ld4BjN3T/nDSTDtpeBgahDj3jzDAqWt1WQ2f+8vy7NTIenYmz9Y6IdJUYbBcVKJQ9MYj2EgRRi9gbOPbFG9fhmp27uufjuh13YGDDqcaOZQvlDo9weuZ4yxX+Vs5u0GxzoEe1wiCPakvWnQi17wnIytV9XRODArxcJm1RqjPb5aM/AH78Y8gJJ3Qmien+OXg2rrCCgtodkYEPrujMMOp2GTE55sWTDq6DR5XCVjxruO87U++mboHZIkWOD1RKHX43J+jFMrX3ocDfm5w85Zqdu3p+fvepr7O+RS4N8VSqht3X3q6bDPSoSM2dhpAaQdau199YLUM9PQ+1eNBsIpaXgWPXQ355Ewb+20WQtes8f1vqqe3zt5r5f7d07QcAhGSsS4eAoRXdRVl1LF71HiztuCv072HjVxjgkfUWZq0LAHrYnLaciEh+PSiGxxpXaA46l09f+DaogweiP7dydff5CHvHL15xYWSlovs5fx5l7Ti0jMJ6tcT2dgnZF1ERGORRI7gZUmRNoggwOARnChczlhehdv0H5PkvgTz3+cCaI3sPORjcmB6WzqErPhn4N+UuHCwDne8wuEIreVvefws2T5yttS3A8XdUAbYHd15uWquS3gxaMtpZxzMDEy1BaQrliRi4notXXBj5d7V4EGp5qfd38/ug9u/Fqhu/rl+5GREYb9n6ZUwef6befmLUfbKbMEv33t79d9A5MNlVNlQD3i0Ujt01qf6Gx7RedOK0gIV1oUxDhlYCJ7yk07I2diC0hS1ufJyWgSFAJHKmzixu33AKAzyivAS9o0y2TJXcPSz3Qr73/Fk2AVcS3QB0a9SkJ9KZ0GtoJbC8dHgR7qBhCAcPdFru/GLuhcAu+hr5VNx1Dk1PRU3tfajv+4StN6gOHuhp/Zx64v78E9iw1m3qxSCPmsV54bVkNDQzStKdSGccnxwx3Nl2cAUAcwFkyNESbR3YKri8BEB6vhdb8KgSKlioj5RwbbPIfbj/tr3Q501fwPXMGiza3qIUGyQtLwGHnu701jj0zOEAb2AAUIff/2p+Hyaf/RKtfZoQtzaedxvbr0GQsDRPHnly9+9RLcT+vzE/pSKwuyY1QuAL1sAYDhkY6Os2E7UtfN2V0nQdOnTpuX2fE6erqZGJY2Sg1ovKE1VO2uA16HMldA9tyWj/e859/+YQdHa7wZUU0ObaJXRpERgYhKxc1Qnwlp3p+/09UJzKxVAaXYW93yNqvTyd4Kau49BCx61HjLUnKgpb8qgR2mouPDMbHots2Ys1PwuELNXgJ0OHx8rpBodeUZlF1gkNDi+orvqCPNY6kvXq1ornZ7oVLqh7Yxn8163u1zED9/0/tfehw//e9T1gQHUqEAcFat8TwOAKyNDK2IXK0xzbpb1Ug82LghuW5Lu6FRHMWylPDPKoOXIqyIStxRf7uYHBTF1ZjHd56U7ekuMMeESWqXIXMmP8gZXhYLI9P9M/42MOwVzPLI9uIbrg61pIQONttVPLwOIiMCDdroNT+34IpZY7wZ5I4LixMEHBXNiskmn2V0fed0jQWrORn5VRBnqUGwZ51CwhteGRLX0W0Smw9Az6Dsg8/JmK24ppfI1Aogp47dphfHXfQtnJ0JNnMJbgOGr/ns6EH+6YsKGVmDzyBZFrxJUx2YZbyC5y7bpCWq6U6rTgLR3qBHkimDz2Jd3vqeaeApYWIUPO+m2Gzr2/ZdDLG0iquT2Q0aOgDh7oBp7+fVSVv1LIv3xE2Dnqm1mT49ypAGJyJkGTJiYm1PT0dNnJoLqJ6vJUgSAPQGzGmWaxcn/Xkb7uq7ZP1kBUkec3FyW909TSIqAUZGhFYS2i2seJemdV9F5Rzyx0AuuhFcDTC06ANwAMDGDyOS89HOQ98UNg8RCwdl3iyrvPH7cRvzJ1KdSPH8NQ64OR24bNIun341e9Arf/4Cn89hM/SJSWIiS9b6OCvCDXXn1+8HlknkoJiMh2pdRE4s8xyCPyyDvzTzm1d5Jav8U/fAe2bP1y5lrCnkCPGRLZrqIFd6PKXDogZOZi48FfzOybgdsFqdj9opTqpHnxUKf1dPFgZ0megcHOzJoDQ8ARqzuB3/69UM8cgIweDVmzNr80HTyAf3rB6dj06IO5HSNvae9P3dbaoGcB4Fg8SiZtkMf+WUQeRY0fSHIcpRQ+8a5XaW8/9JHPGclA/F06ichyBc6cGTZroP/d01Zz+RVoQwK5vvF/ddDtHrvc+ffgEDD8LGDVSCfQWzXsTJglnbF4RwwDi89ALR7MfuyQWVBl5epKB3hA8oXag+77VIu9a8xuSpQVx+QReeQ9Nk89+gAmjz8TU4/crbe9Uli+98tY0f5ybmmKpLmQPFGpeI/axX1veAODvFoZ/cHHwqzeGLSqvdvEaa1DZwwkhlZ0lklQqhPwDQwCEECWO7M9Lx7stPotHoJyJmAJk6gLrHPOkrSA6XbrtF3aGUajtr/zxBfjrF3VPSdkN7bkEfnk2Zonx3QGZssxwbOVucdevOJCYHgMMrIWg68+N7f0EFVelQrqNTK1/zFMzT1y+BdFXYemtoAsHuy04q1cBVlzJGTVGohIZ8zd0ErIwCBkYAAyONT598rVkOFnAUcMZ58t2b/cRoLu+02YXdOVpkXvxicbdh9TodiSR+STdiY2pZSxpQeGPvI5I/sxiVM9k3WaVtC3iVIAIt53nkAg0zqkUbythWnuBYtb89TysvcHTB75AgCd4NovKt/RyZO0ro17npzzHZZPRgV1VW7FA8y03Hlxhk3KGydeoUaLC1ySrLVkLMizcZITXwZPVDpLC+dNoZQC1DJkYLD3D7bNaqn5ztr5whdg433bc06MHrW0CCwtHp5UZXkZ8qxjOn+04b4Pm/zGd65zC+7rgvkpaeLEK0Qlao2MY3LN87S3DZu0wNauLWHpJSpcE7vq1cRi+31lJyHUxn+3aHp/tdwJ8JyJVCbHTiw7Rb00u8ymmbHSn8/UNe+p43ci+zDIo0aLm2gl15nhgO74hqq88DnLJpWGwZ1VxJ3J0S/iGg1d/PH8EhQmyT0TNN7M/Z33v6QSfPZwN00FyABkYKDQxdwzCXhGF696Tzd/i6rcrEoeaAq7aVIR2F2TCHrjzZJ03dQW1O3Fwi4c3uCOmROVwvYCbkOp5eX+BbdtW6PO9Ds1afp11/aD0w128SAgAhla2fv5qjwD3vQGnXvfDJ1ejejeaWEeT3Zjd02iDHQCl1yCG1+m3TPY3iJtNae97AORcVUp3DaQDAygr7LYtutVtVZgGUBPK2mV0u+dcCdh61x7fia2Va/qrX5VTjtVD1vyiJJIkdEmWU9IHXwasnZd4mMUJqxmligvVSncNlhnEhbVaX1yJ5/KoTVv6es3Y/ObL0nf2mPw3ZX3pCJq8VDnH4NDxmZtLkTA5Ct+kectrtXS9/ck+asNOKMmpZG2JY9LKBAlETHltonMRlauSv3ZQjDAoyIxwKsEEQFE+lv0oqRYvmDzmy9JmLL8BBXU47r0+/OI7s9BY+4GBoHlJWBpEapqgV6AqgRheWOAR0ViSx5RGgGFEyM1igyiiDoY4GmxuiXDtrF5gP3v2IXZ7jWdmn0Y3QlYBs3Vyed6z/jWR0xyHK10VW18opft9x5Zi2PyiAzRmkEy4GXtr50lImq0KhbEgxT5PXryFrcbbPKiWhlj17SXyAiZaVRrNmuN8Ym2jduzLT3UHAzyiHy0u1OwVo6IKL0ylo9JGrCVEKhOzT6MqdmHMTn2fEyuPakze2nWZRw82vMzWq1rSYOTLZd8+vBnfZWlpgKdP3rW8dYGTGHfMfelmIhCcEweURa+cSVWdpkiotqy/p0TM1lTKWvA6U4gVVJLpDzrmJ4gKWiyDrV4qLvUAlautmLMXnt+prscUVvN9QV6sdda43z/xeK+2G2LfiYig05WBlOJGOQRZZViAgEiisDnqZKsHh+YlP8eLHhmYW9A1BoZ75/N88Aclr/7LchzT4SMnwIMrej9fMA1KOL6BO57eMx4S1ZrZNy6+6wnPbr3CmesphwxyCMywMYMh6iSGOA1U9GVZUGF67jju38vslA+PNbJW5xjqvl9nd+vXoOBF78SatcjwOIzuczAmTpPc86Tu+6dX0+wmXQiFSfovepNL0qXNoNqValBtcQgj8iAtpqD2vcEZOXqspNCVF0M8CqpNTKOdx13VNnJyC4seAtq1Yva3jTPcZa/eiOw/njIs5+Hfeedh7FffyPk+BdpBXiFBSOewC2PY6YKDg0ztt4dW/EoR5x4hcgQWbs+0+dtHUzupTXzKBE1hvve+qvH94RP6KFbEC+6wJs1QCghwJAXngH1tX/Eu5//Khz1r9/D4Ls/AgwOQR18GmppsfD0ePknHlm69/bA7XqCI43ZMhMxMDENUV2wJY+ItHGGMMoNW/EqJ1HFlK1jj8LuOwvHVKmf7YYcOw559RsAfKb7e3nWsVj+93uAFSuBZx8PGRgsJD1+/vxh8JfeGb5t1hY+z3qCujOFxh7buY5Ln92KwbdcFLoPzpZJVcEgj8ikDONK2K+fGosBXqVpv7tsDfSCaN6TS1+/GYNv6g8I8qB2PwY5cj0Gnv/zfX+T55zU+X8OAZ43QJp64n5Mrj8t3SQjGva/4/VY/NkBrL39zthtAwMtf1danevoS//gOZd1/7384N0YOOXM8OMRWUyUUmWnIdDExISanp4uOxlEyWUtsFalEERkCoO8Zol6x1XpXijhXa1mn4SMPbv/Dzmet8C130wEeQFpTjSZSdBxEwR5N6w7CRfM7Y4/DlHJRGS7Umoi6efYkkfUBN6MjkEk2YbLkFDFLLbfh6GLP174cQMDvABKKWOzbebVy0QdPNA3WVmiY0W9M/zdOX1Bn7GJU4gsxiCPKC9Jp+c2Leh4RQV4ZUw1TtXGQI+A0mdN1DI8VkqAZ6UM7/juZGUx1zooGMyKAR41AYM8IttUadxKmKqnn4jKxaA/E9Nr5nl5JyAxIuJaB3bf1KwI8H7GnRm6p1WPqOYY5BHlJUsBpQ6BHhFRFgz0Usl7ke48WsFaI+O5Tj7WTTPvJ2oQrpNHZNrwWCXWvLOCu0aS6bWSiIjIvJwqH8MCx8C1F9PkF85ntPNm5klUAwzyiHLQVnN9maF/odhYWVsC/WxsGQwat8iMlajeSnzGWyPj3QWzk7yTvZ+zXeii9Fnl/d0N7T/wujrXTqsV0jM5C1GVMcgjylOGVj2jGYzFBZOewlNFClFEVBAT7wPPu8VbyG/Pz2Bq70Nau6jSRB2JKxR1NOm9nCQgJLIYgzyinLmtem01lzjTaMloum4pXpZnzsxIiRoowXstlxYV5/ixszay4snq7x8U0AbmtewlQg3EiVeIiqY5mUBPdxv/RCzMrIio6jQnmPJPmpF4YpG070uLg5s+nnxl6pG7MXn8mZl3acNackFr3bVkFCetWoHLnnq4zKSZwyWHKCcM8ojK4Mms0hRUggo5/t95f7YhsyYi6pNiJuHYmRIzVIh5W4Wq+s6UYwzMVGlJd8Wwa/3Dpw91/h70PX3b9uSNzuQrNnw3IGEZgCghBnlEJfJmNCZe9u7+3DWBgo5DRPlPM085yGlJBW+hv0nvStufgZ5gbHgMi3/4Dgxd8UkAiBxLGde916bva1NaqH44Jo/IEu7YvaAMyj85SVvNdVvolh/d0fm8J7O4eOO6wzOssQsIVYC/YoIaJOV0+H3cd2SSZVksabEqmjp4IPgPZY9BdPPAgOsy9JHPdfPH2LGUHqHLMFiEM3lSHkQpVXYaAk1MTKjp6emyk0FkNW/BOLRGkEEeVYB7L+dZs/354zbiq/sWAv/GGvWS6b6nogrn7j6SFODr9n4M+e5KKYhIz+8q3TXVRJBmw7VP0V2ZmkdEtiulJpJ+jt01iSqsreYiW0BsGntAFOe1a4dz3X9YgEc1kbTgX+PCtTr0DDAw2PkPAJQCfEFet2Kjxuchkvd+aeo5oFpjkEdUcW01F1m46baQxE1WADCjo9IU0ZLmn5SoqOOSRer+jnO7qw6tBABMrnkeAGBq7pEyU2WN0HGIbFGjGmKQR1QHTsbuz8D6lmEgslHB9+Z1O+7Au099HQM8m+RZyG5i4V0pyMDhaRfEbdGrgdy6dpcR6DXx3qTCMMgjqgsns3jXcUd1f+UGfddefT6GWh+M3wfX66EGGNhwKgM8G+m8fzRn2OxWeDWxu/rwGCZlFFP7H+N97sPzQU3CiVeIakxrYhY/BnhUBrY0k1/YuyjuXuE7LFlrV1XPV8p3RtgC65yNmmyVduIVLqFAVGNtNdf9z7sEA5Ft0kwh3hoZx2L7fTmkhqygUYhXc3t63218vzWHxnVvjYwne7ewsolqhEEeERFZIU2gt+WST+eQEnskLqTWTch6eO5aarLuxOLTVAGBa8M1WOgz5KynyHNFdcQgj6iJnEJSowuPZJWeFmeyXtnvj0aOtUuiic+RRqseUZMwyCNqKLeQ1BoZx/53vL7k1BAl14TWijp+RzdA1C50O60tlIzOea5q4BO1PiyAbqAX9OxEPlNNDI6pthjkETWYG+hd+sXvVzazpxrKUNDiOL1i6ASfrZFx3LDupMzHWtpxFwvfKei0dla1RVQr3Z5Ar46VJURxGOQRNVxVM3miMDaO00vcelUT0/uf6fudW9i+eOO62M+3RsYxeMYm4+lqkiYHN4meN1YkUM1wnTwiIqqNJhdobRN1LUq9TmUsel2StpprdFfXbiVm0BqMzu9aI+Os7KRaYpBHRAAKLHR5Chx9mWvITHrUQJqLXtugZ92tEAw+02nPz/TeB7rvg6h7h+8UAA0LbobHOmvheb+v252zKeeAGofdNYmodx29HLRkNHDyBGauFMmdKp+0Vb1LaGz6w4I39/3CSVr6hbzXm/b+7U42JqPxE7cQ1QCDPCLqkVfmp1PwDCzgLcwezpSjCnEs3NVS0wqipMEf0PG5T67BrZnd5VqIak6UUmWnIdDExISanp4uOxlEZIA/cOx2XfMVNNztgrq26XSJ62pwAaa2GliQb42MY9sXrsbga94Zux3ALqFamvpuSNPllYisICLblVITST/HljwiylVU4NbXfTOHaa7ZLYeqyA3cNr/5kpJTQrXgBnY1CPD4TifSw4lXiCg/AUFc3DZh4oK/5Ud34Adv/XVcs3NXz/bslkNx/C1h7s9Tj9wNOaac8W3t+RntsXVswdNUgwAnk5p8/+6MoTX5Ptqa+J0pEwZ5RJQPJ3grqgD67lNfV8hxqCQlzLY5efyZAMoLopoSvLG7qQWqFkBUKa0mNLC7OmXH7ppEZE6JGVFoV09O0lAfORXs/PcOg414pmbxLGwm0KYFBWlU7N2odj1cdhKK4VwXdfAA1L4nSk4MVQmDPCIyx21tsb2wYHv6KFzKZRWSBiUM9PSYCtLyPN9VXlKiaFUa7ybrTiw7CcUZHoOsXQ9Zu77slFCFMMgjIrNsrDF31wD0pK1KhRnq1V3XMUdhgYE3WKz6mnRZXLxxXeZ9FNVNk+Ny46ndzhhmVm4Q1QaXUCAi8yxqKWuNjB8u5HEa8dppyah2wTRJUOEP3rQDhYz3ftXGp6VNr/f85v5d+azXX9XGFCbQklFWVDRc2iUUOPEKEdVaYIDn/7mmhYMmaKu5RIGeV1SA0p6fSXVftEbGMwUtVQnuKoPPdiN0n2WbgiFDgadV34kqhd01iYgsanmk5HS6b/YUAp2uu6GFJ1/X3sRpIW0ci0dG2fIutyUd1GhsySOievNktlpdy5zte7qTseBeDUHLLDjBWtg1LOraVq0bpi7TLagm8bltjvb8DJbuvR2AZd0ba9yNlOzHII+IGmPbF64G5vprWGMLnezaWR02XJ+ANPQUOhtYy194q5oN9wEVxt9NutRAz1exaE3ASY3DII+IGmPwNe9M/JmpvQ/1/sLNwFmIpLSGx7rjCMto4bOhVbHvuTKJz2ZtLG2/HYOnvjL2mrbVXPfdXNp9HVB5wwCPysQxeUREAdwFsmXl6rKTQjXUVnNojYwbC3bSLOdQ1lIQuT5XDPBqZfCMTcHdsAOUNgYzZG1YjgmlsjHIIyJKowqLvpP1ZOVqYy0PV73pRVrb1W1cYBcDvPrSCPTYakbUi0EeETWe22pHVCTThdJLv/j9dOko+P7PpYWDAV79Od2cWzIauknhrWfe7vu+e5B5CpWNQR4RmVVm61bc1PdJpsYP2Lbobm1EOtx78vLTjyvl2DrPRK4FXgZ4zROSz+gsp2Ls+OzJQZbjxCtEZEbeGZ6bcedwHH8hlTWwVAjD9/Jzv3VP999xk6tkvcfVwQOYPPLknt/1LDsStsC8SQzuGqfb+u0GWWH3gDu5kcnW8pDnNXIGTS6hQCUSpVTZaQg0MTGhpqeny04GEemqSpDn3Y+/pc7pBpS4MMpMnNIw+Mz4A6w8Z9BUc3swuf40rW1zqzDhM9dsZSxrE/a8eo8ftA3vVcpIRLYrpSaSfs5Id00R2SQi/y4iPxCR9wb8/QgRudn5+z0icoKJ4xKRJQwXVgO7fxXQPSb12CR226ESBT0veY6z8wd4RbZ8L924lYVm6g+sCngHu3nT7RtOCd6A+QBZJnN3TREZBLANwOsAzAC4V0RuU0p5R4D/DoC9SqkXiMg5AP4CQPIFq4iIsvJmxIYyZS54S7ZIEnCl7aYc1FKo89msrYuL7fdh6OKPp/osNYDJrpHefS3M9jwrtz61H5v824ZhhQSVyMSYvJcD+IFS6kcAICKfBfBWAN4g760ArnD+/XkA14qIKFv7ihKRnhxqLnvGXFQAJ2KhMsWNg8uL/1hhz4GpNC3duJUBHvUKWlbBdKDnyLsLNFEeTAR5xwF4zPPzDIBXhG2jlFoUkVkARwPY7d1IRC4CcBEAbNiwwUDSiCgvLRktLbPzZrZhXdWKTAdRGcLuP93CaNLnJCygjHoOvGlJ+1wu3bgVgxd+KNVnqebyDvQ8dO9fBoNkC6uWUFBKXa+UmlBKTRx77LFlJ4eIKsrNZPNc8sC/37j1m4i8WjJai0oCdfCA9rbe5zHJs8kAjyIFBXSmJugqex9EGZhoyXscwPM8P487vwvaZkZEhgCMAXjKwLGJqARlBzPeGtKwFoUyCtDt+Znu+A2O0aM8Rd3fhbYg/Cw6K8+cFhaUqSxBrYQa2vMzvG/JCiZa8u4FcLKInCgiKwGcA+A23za3AfhN599vB/A1jscjqq48Z+7LMlNaWLoW2+/T+rzbuhBWgF66cWvo39vzM1Bzew63VLgte1w0lwwLuz9DZ/3L8Zg4Ylh7H97nU+sdwoIy6cqjNS9svzGsbaF38yLmR41hZJ08EXkjgL8EMAjgU0qp/yEiVwKYVkrdJiKrAPwvAKcD2APgHHeiljBcJ4/IXqnXkzOZhphxD2lmDswjcw48LguvBKQubLn36bVXn4+h1gcLmXwlzbPxtqPXYNOjD6Y7IJ8RSkpnHTuT+w2jc7yyFkl3vwufr0opdZ08pdSXlFIblVInKaX+h/O7y5VStzn/flopdbZS6gVKqZfHBXhEZLe2miutO6LaHTzZip+/pSBqkgq1W38a+CTTzIduy9pUQrrAyfuZodYHTSbHOG+AF9dK7lq67XoWQCmVpa/fHPwHS9+1pYzjHh7j89UgJsbkEREVImtLm/v5qb0PQVau7v48efyZPdvFzdo5seYITO9/pud3REm11VymWWpbI+M9n71uxx2mkhbKP5W86dbvwXMuM7o/ao7BN12UT0DnCYrUvicgK1dn2l1LRkutKNXmP5cMDiuHQR4RlUJ3mumg7bIGVpNHnpxoe//x3AAvK28tbvcYzEgbpa3mEhVM3fuk6PXxpvY+hMkjT+4LLIMCvag19FgpQrkKmSylO8QgY2Ala9cH/l7tehgyelQ93t9h7yPv7+vwPRuAQR4Rlc4fyIUFgLoBoXf7uNaGLGuJhRVmkxZke7aPKvAzY62nFLP4Bd1jea7PFVUxEnW8RC19vL/JhIDnqXuP5jQWTtadqL1tUKC59NmtVrRia/csYMBXCQzyiCidjN1i+gK4kBrWLAVWdfAAZOXqVMFY2r8lkXg/ZQ3Wp/ylnK49CFvOqPEMPk9FKD3Ac5b+SftZwJOv2t4NtUGsWgydiCrA5KQhziBw3YAvifb8TOaxE2nlOoU2J22pr4wBvI0BnduaHrtkAisvyLThse6kWhRjeKw7TvCGdSdl2xfzKGsYWUIhD1xCgchSBlsbusFcUNcPSzOJqFbAQltQWCiupe7YHssEdYVevOJCYM0aDF360ewH4P1MeWL3wnSy5sM810aUuoQCEVEiTq1hd7FwrwrXAhbaklLh80ThkoztKduWrV/GlvffAnXwQLYdsSBIeXOXDuC9loyJNQaZT5WGLXlElJyp2j2+/M1jIaY+LHs+/C3V6uABTB55cvbKDd6zRHZji16p2JJHRNXB2r3UYheU5nmlggRNakRE1If5UikY5BFRcsNj2SYXYbcZomiWF4pynVyIiOwSkF/HVjj6LcyiJaM968NSvriEAhGlknQRZzKDLSdURXmu4UeUGidk0RcyzKI1Mq79XHN5hWKxJY+IUsu0rg4DRKJwFhY4g9ab9P6XGt8FVBanV0lrZDy8pYn5VaCpvQ+F/q01Ms4eOxbgxCtElE2SzI8TrhSiZ3kKqq6SnpO4pUCiArqpJ+5PtwQEC4NkKbXvid41Vxt8r7oBcGjLXcS5aclo53MNPn9ppZ14hd01iSib4TEGbZZhgFcTJTxbYQGcbkvd5PrT2CWTakXWri87CdZw85ZuwObSCNx61sVloFcIdtckouKw2wuRtfwteG4hLi7Ai+q2RUT101Zz7KJdAWzJI6Ls2JqXi7huc4FYQ0oFuG7HHXj3qa8DwKUUiJoodY8RlhcKwyCPiMgyqWtIGeDVS8EFIZ1AzbtN1PaJZ9NkFy6i5nADPT7zuWJ3TSIygy/rzMJmKWQrSUNZ9kyluQ+5nh4RBXLeb1w3Lz9sySMistDU3od6Z3SLwNk0iYioiph35YcteURkjqfloTUyDrU7xxYodw0ey1o7TGGAR4AdLWH+SVhySxPH6RARGcMgj4iM8hYAJ48/s8SUNAMDPCpK2uAu0ecY6BERGcHumkRkVFvNAQuzHEeWAWfSJCIioiwY5BGRca2R8fyDvBrW+DMwJpvx/iQiqg521yQi44roQtgzNsg7Pq/mrVutkfFGfE/qYGBFREYtzNaykpT6McgjonwwCCEiIiqXG9T5g7uw36ew9MXrGThaiEEeEVVfTGaV64yABeNEKw1S4UITWyCJLKD7DslYKTv4mndm+jzlg2PyiKgy3EDNO6V70N/8uoFRhQvN1DC8V81amGXvAmoWvkMajy15RJQfFqqIEmvJaNlJ6JO1NbzUlnQWdqlpSrrnbXx3NRmDPCLKlcnCXVALns7fONCcqqSuXR1LCfT43FMTlVTBWtd3V1WxuyYR5SppV8mobpdEVI40z6P7mbqMhyWyhpufsrcMRWBLHhEVI2Fm1BoZx+IVF+aUGCIywe3GaWpyo6UbtxpIlcNbscTCMNWBbq+UMluwDc3YSdkxyCOi4gyPJSoIbtn6ZePHZ2GPrNbwgtHghR/KvI+WjDb+PFIDZQmu+LzUErtrElGhepYA0MhYWiPj7LpJVKLImWs1nk3t59dABUxLRvm+oPoJyyud3xsZ5pB2BtqofJyz2paKLXlEVJ7hMai5PT2/yrWAxi4kRNr8XTBzHVuXpSDoacFggEeUAfPIWmFLHhGVStad2PmHJ2NhQS0Ea0QbZ+m267H53CsLfybUwQP5H8TE/cwCKdVZWfc3W+BqgUEeEdlheKycDM3NyFhYJAttPvfKUo47eeTJ3X8bDzBNFR41u3tfe9kbMPSRz5k5JpGFcqkE0pm4SHcSGAaMpWB3TSKyR0RGYGr2vqj928zfrZWaIXL9xyoqobAnJ28s/JhEqdk4O6VNaSFtbMkjIrsU3aK3MGskwFO7Z7B07Qd6ZgT98Fkn4r13PtxXSHePt236Fgye+kqt/Xe7tVKtqYMHICtXl52MXAJLdfAApOAgrz0/w1YEIhMY6FUOgzwiqpQ8ZtvMur+wIHHkJePAnQ+Hfm7zxNn1aqWhzGTt+noWpobHCg/wiIiajEEeEVnN9m6Ufv6grX1V/DZEPcoan5qXvIK7up0narY638scl1cKjskjokqwNTDyrk9kaxqJypD3OFrdNBARNZEopcpOQ6CJiQk1PT1ddjKIqAwF1mgaWUQ2732zBrSZql6zX8R9G3eO+OxQFVT9WU+Kz2UiIrJdKTWR9HPsrklElEFQIMfWA7KRyQqNvz9uI+7Yt2Bsf0SN1LTgzsXum4VgkEdEjZalgOoN5oImhDFS+GVG2FwWjzn71cd34lfLToSl54YoEu/bDgZ6uWOQR0SU0tQT92Ny/Wndn013/WyNjKOt5ozsi6jwFreyC3EsQJJNGNxRwRjkERGlJKNHBXbTNLXMAwM8srk1r1Q8J2Q73qPxyq4IqjnOrklEZIjJlhKO6yMX7wWiClmYZYCXBM9VbhjkEREZZGQpheExtuJRV6XvhRwKcC0Zjd+IrQNUNAZ3ZBl21yQiSsA/7i7LODxvC41bkG/JaLUL9URERFQ6BnlERIb4u9VFBX5hk6owwCOK1lZzbDEhe/BezM57DtkKbwyDPCKiBLIuk+AGdwzmiHLCQiIREYM8IqIoabpjBm7rFDwZ3BEREVHeGOQRkVVaMlr8el6GhKabLQvUED3jTCv6HBNpY1dN87isgjGcXZOIrNQaGS996visx2+NjDOzIjOqeB8Nj+WX7rD9VvE8UXXxfssHZyo1gi15RGSVOk2qwK6Z1CTdrs1F3ffeheJZ2CYi6sGWPCKykpH15jL68FknpvocW/CoiUqZUCjP1kIiHbz/8lOTCt+ysCWPiCjE2tvvRLvsRBARETUVx+ilxpY8IrILa+6IApU9RpWIiKqDQR4RkWEci0d5KOO+smECJCJqtpaMlp2ESmKQR0TkwUItUT8+E0TBlh+8u+wkEAVikEdElcWAjMic1sg4dp5+RtnJIKqUgVPOLDsJRIE48QoREVFVeJcNMMitLLlm566eyYb8M9x2l0kI+D27KRORKUopiAiA/vcN6WGQR0SVZfrFH1aAJbJKDoHe2OAgZpeWUt/7DPCoydTuGcgx7FVikhvgUXoM8ojIHhbMrHnes7NN1awOHoBwumfKm+FA7y9+9ojWdkFB4A3rTsIFc7uNpYWoamTDi63Iv4i8GOQRETkyt+ANjzHAo+Lk1HUzaRoY4BHBjueRyIMTrxBRpdg62Yo6eKDsJBAVixUaRGSIUqrsJNQOgzwiqoyg4M6GoE8dPABZu77UNBAREdkuKM9Wy8slpabe2F2TiCrLWHDntkgk7GrjPT4nnqBSlNVFjK14RERWY5BHRJWhO2bODb7+8tcmsOqTt8ZumzVAY4BHVacOHsDkkScD0HjOGOARUUqB7xe1DMhg+If4zkmF3TWJyA4pWiPa8zPd/1ze1rU/+My01n5aMtpzfBu6gBJpM1AAcgM8IsqAwUgqMjjEJRNywJY8IqqVqSfux+T603I/TndNPbbiUQ1ozyzLQiwR5UQpBahlyEBEqx5pY5BHRLUio0dlXgqh5/MB4/UY4JF1ihibxwCPKFZrZDz7cjxpjxuSJ7VktJQ0pcMWPVMY5BFRo3UzxYQFZAZ41CgM8Ii0tNVcsZMhOc9mVJ7k/ZvNAZ+IAP5um3z3pMYxeURECZiYqIWoUljIIirf8Fjwfwm11VzqzwZxx7AvXn2xkf2ROWzJI6Jm89W49iyLMD8T2E2TqDEY4BGVK89nMKqbd8qlhZLqDn8Ial3k+ycTBnlE1AiBGUmCTIwteNQ0vOeJSlRigHPniS/GWbv0unTm1vWTAV5m7K5JRBTA1jELRIUYHmOAR5RCS0bLTkIyAcGUboBngn8ZJDJHlFJlpyHQxMSEmp7WW+OKiGqgyIHqriTdUVirSFWQ9jni/U1kRoJn0D8E4Nqrz8eWSz5dTgXLwmxw632ZeTMBAERku1JqIunn2F2TiIio7lhoIrKD51kMCubaF3+8yNT0HjsgPWUtCUHZsbsmEZWvjJpCr4iZyloj4ywgU3UMjx2+ZzPMwEdEKYU9b7Y/iyFpK7xV0eZzVDEM8oiIvHyFY45LoqrhPUtUMk+gwopCKgu7axIRERERmaSxSDkFLFtExrAlj4is5C6wmquF2fK7ihIREdnM7Qaeg7aaOxwIs8XTKAZ5RFQuBllERERWa6u50HHr6uAB7f20Rsbx+eM29u+frXjGMcgjIitx7RwiIiL7Ld9ybaLtv7pvAYDTY0dGq7e2YEVwTB4RlYeteERERJUVVRnr7+Lpr7z9y1+bwB98ZhrXfuBsdtXMAYM8IiI32GQmQ0REVIhVn7wV7U+WnYr6YndNIiqHba14DPCIiIgiJZmAhcMuysUgj4gaL/dZPImIiGqAS0JUB7trElHjMdMiIiLSNDwW3xvH0zumrzWPPWc65y/n88Agj4gaqzUyzgCPiIgoqaDlFJxZMvvyVW9QyADvsJwDPQZ5RGSloFm50nze/zlvYMcAj4iIyIzIPJXBXQ9vGcctp5iueGaQR0T1MzwW+qJkYEdEREQ2yaNnESdeIaLStEbGtSY94excREREVAv+8YwRFdNZsCWPiKyTebbLAgY0ExEREaVRROU1W/KIyGpsxSMiIqLaGB4rpCI6U0ueiBwF4GYAJwD4DwDvUErtDdhuCcB3nR8fVUq9Jctxiaj6wiZGCftdImzFIyIiIsst3bgVgxd+KJd9Z23Jey+Af1ZKnQzgn52fgxxQSr3U+Y8BHlHTefqjt0bGcfuGU1LtRh08oD2uj4iIiMgmeQV4QPYg760A/sb5998AeFvG/RFRA/iDsluf2o/FKy5MvB9Zux5tNdcZsDw81tkvW/GIiIjIdjmXV7IGeeuUUj9x/v0EgHUh260SkWkRuVtE3ha2MxG5yNlu+qc//WnGpBFRlWzZ+uXM++DyCEREREQaY/JE5KsA1gf86U+9PyillIiokN0cr5R6XESeD+BrIvJdpdQP/Rsppa4HcD0ATExMhO2LiCrODcZaMsqJVYiIiOrKHZ7hbbVqygzYJX/P2CBPKfXasL+JyC4ReY5S6ici8hwAT4bs43Hn/z8SkW8AOB1AX5BHRM3SVnP968UQERFRPQyPdfL5hdnICddqyynj5LHYeZys3TVvA/Cbzr9/E8A/+DcQkSNF5Ajn38cA+EUA3894XCIiIiIispx/HH4TJ0srYzhJ1iDvwwBeJyIPAXit8zNEZEJEbnC2ORXAtIj8G4CvA/iwUopBHhERERFRzbXVXOMCu5aMHv6hpC6bmdbJU0o9BeCXA34/DeAC59//CuDnshyHiIiIiIiqrSkTpNnQJTVrSx4RUXocj0dERFR7TQnuAE8r3vBYqROvMMgjotJwIXMiIiKqCzfAs6FswyCPiIiIiIhyVffWPO84PBu+a6YxeUREWdjQZ52IiIgoC9sCPIAteURUpgR91dm1k4iIiGzSklFgYbZbaW1LgAcwyCOiqipxMDMRERE1m7f1zsZKaAZ5RFSannVkYrTnZ9Cen+m8SBngERERUUmCyi82teIBHJNHRCUKG5PnrxFrz8/g9g2nYNPun1j3EiUiIqLm6Bl/53bTtHCOAbbkEVElbNr9k7KTQERERA3WklFce/X5/b9nd00ionh9NWLsnklEREQWGGp9sDuEBACWdtxlZS8jdtckonIszEb+2cauD0RERNRcbTXXV34ZPGNTSamJxiCPiEoR1LWBgR0RERFZzeld1JJRK1vwXOyuSURERERElIDNAR7AljwiKph/2uFPTJ6FFVfdFP2hhVmOyyMiIiLSxJY8Iiqcd8Dy707diacvfFv8h2LG8BERERFRB4M8IirdH3xmWm/DhVlgYTbRIupERERETcMgj4gK1VZz3UlX3Na8q970osT7ICIiIqJgHJNHRIXzTkHcnp/pBH0j43qza3JsHhEREVEktuQRUSmCllCIxQCPiIiIKBaDPCIqlmdMXaJAjwEeERERkRYGeURUKLbgEREREeWLY/KIqFBtNdc3O6bWWDwiIiIi0sKWPCIqVaqWPSIiIiIKxZY8IrIXu2kSERERJcaWPCKykprbU3YSiIiIiCqJQR4RWUnWnVh2EoiIiIgqid01iag0nHCFiIiIyDy25BFR4V4+ugoAJ10hIiIiygODPCIq3PkP/d+yk0BERERUWwzyiKhwsu5EtNVc2ckgIiIiqiUGeURUGgZ6REREROYxyCMiIiIiIqoRBnlEVLrWyHjvJCxcBJ2IiIgoNQZ5RFSu4bFut83WyDgDPCIiIqKMuE4eEVmB4/OIiIiIzGBLHhHZaWG27BQQERERVRKDPCKyE7ttEhEREaXCII+IiIiIiKhGGOQRkbVaMlp2EoiIiIgqh0EeEVmpG+BxbB4RERFRIpxdk4is1F1WwQn2OPsmERERkR625BFRJbRklK16RERERBrYkkdEVmMLHhEREVEybMkjIiIiIiKqEQZ5RERERERENcIgj4iIiIiIqEYY5BEREREREdWIKKXKTkMgEfkpgHkAu8tOC0U6BrxGNuP1sR+vkd14fezG62M/XiO78frY74VKqdGkH7J2dk2l1LEiMq2Umig7LRSO18huvD724zWyG6+P3Xh97MdrZDdeH/uJyHSaz7G7JhERERERUY0wyCMiIiIiIqoR24O868tOAMXiNbIbr4/9eI3sxutjN14f+/Ea2Y3Xx36prpG1E68QERERERFRcra35BEREREREVECDPKIiIiIiIhqxKogT0S2isiDInK/iPxvEVkbst0mEfl3EfmBiLy34GQ2moicLSIPiMiyiIROuSsi/yEi3xWR76Sd+pWSS3B9+AyVRESOEpE7ROQh5/9Hhmy35Dw/3xGR24pOZ9PEPRMicoSI3Oz8/R4ROaGEZDaWxvX5LRH5qeeZuaCMdDaViHxKRJ4Uke+F/F1E5OPO9btfRH6h6DQ2mcb1ebWIzHqen8uLTmPTicjzROTrIvJ9pxz3+wHbJHqOrAryANwB4CVKqdMA7ATwx/4NRGQQwDYAbwDwIgDnisiLCk1ls30PwH8D8E2NbV+jlHop118pVOz14TNUuvcC+Gel1MkA/tn5OcgB5/l5qVLqLcUlr3k0n4nfAbBXKfUCAB8F8BfFprK5EryzbvY8MzcUmkj6awCbIv7+BgAnO/9dBGCqgDTRYX+N6OsDAHd6np8rC0gT9VoEcIlS6kUAzgSwOeA9l+g5sirIU0p9RSm16Px4N4DxgM1eDuAHSqkfKaUOAvgsgLcWlcamU0rtUEr9e9npoGCa14fPULneCuBvnH//DYC3lZcUcug8E97r9nkAvywiUmAam4zvLMsppb4JYE/EJm8F8Leq424Aa0XkOcWkjjSuD5VMKfUTpdS3nX/PAdgB4DjfZomeI6uCPJ/fBvDlgN8fB+Axz88z6D8JVD4F4Csisl1ELio7MdSDz1C51imlfuL8+wkA60K2WyUi0yJyt4i8rZikNZbOM9HdxqmMnAVwdCGpI9131q86XZg+LyLPKyZppIn5jv1eKSL/JiJfFpEXl52YJnOGA5wO4B7fnxI9R0PGUxZDRL4KYH3An/5UKfUPzjZ/ik6z5Y1Fpo06dK6RhlcppR4XkWcDuENEHnRqkigjQ9eHchR1jbw/KKWUiIStY3O88ww9H8DXROS7Sqkfmk4rUU38I4CblFLPiMi70Gl1/S8lp4moKr6NTp6zX0TeCOBWdLoEUsFEZA2AvwfwB0qpn2XZV+FBnlLqtVF/F5HfAvBmAL+sghfxexyAt4Zu3PkdGRJ3jTT38bjz/ydF5H+j092GQZ4BBq4Pn6GcRV0jEdklIs9RSv3E6WbxZMg+3GfoRyLyDXRq9Rjk5UPnmXC3mRGRIQBjAJ4qJnmNF3t9lFLea3EDgI8UkC7Sx3zHYt5gQin1JRG5TkSOUUrtLjNdTSMiK9AJ8G5USv1/AZskeo6s6q4pIpsA/CGAtyilFkI2uxfAySJyooisBHAOAM48ZxERGRGRUfffAF6PzoQgZAc+Q+W6DcBvOv/+TQB9ra8icqSIHOH8+xgAvwjg+4WlsHl0ngnvdXs7gK+FVESSebHXxzcu5S3ojGche9wG4L87swOeCWDW022dSiYi690xxiLycnTiA1ZiFcg5//8TwA6l1DUhmyV6jgpvyYtxLYAj0OneBwB3K6VaIvJcADcopd6olFoUkS0A/gnAIIBPKaUeKC/JzSIivwLgEwCOBfBFEfmOUuq/eq8ROmOM/rdzDYcAfEYpdXtpiW4QnevDZ6h0HwbwORH5HQCPAHgHAEhnyYuWUuoCAKcC+CsRWUYns/2wUopBXk7CngkRuRLAtFLqNnQy3/8lIj9AZwKDc8pLcbNoXp/fE5G3oDPUYw+A3yotwQ0kIjcBeDWAY0RkBsD7AawAAKVUG8CXALwRwA8ALAA4v5yUNpPG9Xk7gEkRWQRwAMA5rMQq3C8C+A0A3xWR7zi/+xMAG4B0z5HwGhIREREREdWHVd01iYiIiIiIKBsGeURERERERDXCII+IiIiIiKhGGOQRERERERHVCIM8IiIiIiIiw0TkUyLypIjELiUmIh8Vke84/+0UkX2Zjs3ZNYmIiIiIiMwSkf8MYD+Av1VKvSTB534XwOlKqd9Oe2y25BERERERERmmlPomOmt3donISSJyu4hsF5E7ReSUgI+eC+CmLMe2bTF0IiIiIiKiuroeQEsp9ZCIvALAdQD+i/tHETkewIkAvpblIAzyiIiIiIiIciYiawD8JwC3iIj76yN8m50D4PNKqaUsx2KQR0RERERElL8BAPuUUi+N2OYcAJtNHIiIiIiIiIhypJT6GYCHReRsAJCOn3f/7ozPOxLAXVmPxSCPiIiIiIjIMBG5CZ2A7YUiMiMivwPgPAC/IyL/BuABAG/1fOQcAJ9VBpY/4BIKRERERERENcKWPCIiIiIiohphkEdERERERFQjDPKIiIiIiIhqhEEeERERERFRjTDIIyIiIiIiqhEGeURERERERDXCII+IiIiIiKhG/n/3JuIwPdj27wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"with rio.open('../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v3.tif') as src:\n",
" image_array = src.read(1)\n",
" msk = src.read_masks()\n",
" fig, ax = plt.subplots(figsize=[15,10])\n",
" rio.plot.show(image_array, vmin=4.4836601744862e-05, vmax=0.14, cmap='Reds' , ax=ax, transform=src.transform)\n",
" ax.set_title('Geospatial responsibility - test location')\n",
" \n",
" #the dark red shows no data"
]
},
{
"cell_type": "markdown",
"id": "3d07f642",
"metadata": {},
"source": [
"<a id='water_impact'></a>\n",
"### 3. Calculate water impact\n",
"\n",
" \n",
" Unsustainable water consumption (m3 / year) = water risk (m3/year) * probability purchase area (unitless) \n",
"\n",
"The datasets that we will need are:"
]
},
{
"cell_type": "code",
"execution_count": 129,
"id": "bf4d0a9b",
"metadata": {},
"outputs": [],
"source": [
"water_risk = '../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v3.tif'\n",
"probability_area ='../../datasets/processed/probability_map/purchase_area_distribution_cotton_epsg3857.tif'\n"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "e4ea27fd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/processed/probability_map/purchase_area_distribution_cotton_epsg3857.tif\n",
" ../../datasets/processed/probability_map/purchase_area_distribution_cotton_epsg3857.tif.aux.xml\n",
"Size is 3325, 36024\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037508.342799998819828,191642979.083299994468689)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037508.343,191642979.083) (180d 0' 0.00\"E, 90d 0' 0.00\"N)\n",
"Lower Left (-20037508.343,-242486969.852) (180d 0' 0.00\"E, 90d 0' 0.00\"S)\n",
"Upper Right (20032502.767,191642979.083) (179d57'18.12\"E, 90d 0' 0.00\"N)\n",
"Lower Right (20032502.767,-242486969.852) (179d57'18.12\"E, 90d 0' 0.00\"S)\n",
"Center ( -2502.788,-25421995.385) ( 0d 1'20.94\"W, 87d52'17.10\"S)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Min=0.000 Max=0.000 \n",
" Minimum=0.000, Maximum=0.000, Mean=0.000, StdDev=0.000\n",
" NoData Value=3.40282346600000016e+38\n",
" Metadata:\n",
" STATISTICS_MAXIMUM=0.000132909452077\n",
" STATISTICS_MEAN=1.0740570812899e-05\n",
" STATISTICS_MINIMUM=2.1023777208029e-06\n",
" STATISTICS_STDDEV=5.6940475240774e-06\n",
" STATISTICS_VALID_PERCENT=0.01732\n"
]
}
],
"source": [
"!gdalinfo $probability_area"
]
},
{
"cell_type": "code",
"execution_count": 131,
"id": "116c1ecf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input file size is 3325, 36024\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"# put the two rasters into the same extent\n",
"## projwin: upper left and lower right of the raster that we want to use for clipping the other rasters\n",
"## -of GTiff: geotiff we want to clip - change extent\n",
"!gdal_translate -projwin -20037507.1879 17903109.436 20032503.9216 -7536828.4444 -of GTiff $probability_area '../../datasets/processed/probability_map/purchase_area_distribution_cotton_epsg3857_new_extent.tif'"
]
},
{
"cell_type": "code",
"execution_count": 132,
"id": "f9e0dad0",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<string>:1: RuntimeWarning: overflow encountered in multiply\n",
"/opt/conda/lib/python3.8/site-packages/osgeo/utils/gdal_calc.py:367: RuntimeWarning: invalid value encountered in multiply\n",
" myResult = ((1 * (myNDVs == 0)) * myResult) + (myOutNDV * myNDVs)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
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96.. 96.. 96.. 96.. 96.. 96.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 97.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 100 - Done\r\n"
]
}
],
"source": [
"!gdal_calc.py -A $water_risk -B '../../datasets/processed/probability_map/purchase_area_distribution_cotton_epsg3857_new_extent.tif' --outfile='../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857.tif' --calc=\"A*B\""
]
},
{
"cell_type": "code",
"execution_count": 133,
"id": "2d21ad60",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857.tif\n",
" ../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857.tif.aux.xml\n",
"Size is 3325, 2111\n",
"Coordinate System is:\n",
"PROJCRS[\"WGS 84 / Pseudo-Mercator\",\n",
" BASEGEOGCRS[\"WGS 84\",\n",
" ENSEMBLE[\"World Geodetic System 1984 ensemble\",\n",
" MEMBER[\"World Geodetic System 1984 (Transit)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G730)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G873)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1150)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1674)\"],\n",
" MEMBER[\"World Geodetic System 1984 (G1762)\"],\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]],\n",
" ENSEMBLEACCURACY[2.0]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]],\n",
" CONVERSION[\"Popular Visualisation Pseudo-Mercator\",\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\n",
" ID[\"EPSG\",1024]],\n",
" PARAMETER[\"Latitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8801]],\n",
" PARAMETER[\"Longitude of natural origin\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433],\n",
" ID[\"EPSG\",8802]],\n",
" PARAMETER[\"False easting\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8806]],\n",
" PARAMETER[\"False northing\",0,\n",
" LENGTHUNIT[\"metre\",1],\n",
" ID[\"EPSG\",8807]]],\n",
" CS[Cartesian,2],\n",
" AXIS[\"easting (X)\",east,\n",
" ORDER[1],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" AXIS[\"northing (Y)\",north,\n",
" ORDER[2],\n",
" LENGTHUNIT[\"metre\",1]],\n",
" USAGE[\n",
" SCOPE[\"Web mapping and visualisation.\"],\n",
" AREA[\"World between 85.06°S and 85.06°N.\"],\n",
" BBOX[-85.06,-180,85.06,180]],\n",
" ID[\"EPSG\",3857]]\n",
"Data axis to CRS axis mapping: 1,2\n",
"Origin = (-20037507.187944561243057,17903109.435963984578848)\n",
"Pixel Size = (12051.131160772874864,-12051.131160772874864)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-20037507.188,17903109.436) (179d59'59.96\"W, 83d 5'18.00\"N)\n",
"Lower Left (-20037507.188,-7536828.444) (179d59'59.96\"W, 55d53'29.07\"S)\n",
"Upper Right (20032503.922,17903109.436) (179d57'18.16\"E, 83d 5'18.00\"N)\n",
"Lower Right (20032503.922,-7536828.444) (179d57'18.16\"E, 55d53'29.07\"S)\n",
"Center ( -2501.633, 5183140.496) ( 0d 1'20.90\"W, 42d 8'51.97\"N)\n",
"Band 1 Block=3325x1 Type=Float32, ColorInterp=Gray\n",
" Min=0.000 Max=0.000 \n",
" Minimum=0.000, Maximum=0.000, Mean=0.000, StdDev=0.000\n",
" 2497856 buckets from -1.18691e-13 to 5.92947e-07:\n"
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]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"IOPub data rate exceeded.\n",
"The notebook server will temporarily stop sending output\n",
"to the client in order to avoid crashing it.\n",
"To change this limit, set the config variable\n",
"`--NotebookApp.iopub_data_rate_limit`.\n",
"\n",
"Current values:\n",
"NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
"NotebookApp.rate_limit_window=3.0 (secs)\n",
"\n"
]
}
],
"source": [
"!gdalinfo -stats -hist '../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857.tif'"
]
},
{
"cell_type": "code",
"execution_count": 134,
"id": "norman-butler",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#check calculated risk map\n",
"with rio.open( '../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857.tif') as src:\n",
" dat = src.read(1)\n",
" fig, ax = plt.subplots(figsize=[15,10])\n",
" ax.set_ylim((695174.093781,4.255931e+06))\n",
" ax.set_xlim((7.582124e+06,1.084202e+07))\n",
" rio.plot.show(dat, vmin=0, vmax=7.9023620167261e-09, cmap='Oranges', ax=ax, transform=src.transform)\n",
" #gdf_india.plot(ax=ax, alpha=0.5, color='Orange', edgecolor='yellow')\n",
" ax.set_title('Unsustainable water use in India - test location')\n",
" \n",
" #dark red shows no data values"
]
},
{
"cell_type": "code",
"execution_count": 135,
"id": "8d45357d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from rasterio.plot import show_hist\n",
"with rio.open( '../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857.tif') as src:\n",
" dat = src.read(1)\n",
" show_hist(\n",
" src, bins=10, lw=0, stacked=False, alpha=0.3,\n",
" histtype='stepfilled', title=\"Histogram\")"
]
},
{
"cell_type": "code",
"execution_count": 148,
"id": "3f89977e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Material</th>\n",
" <th>Material d</th>\n",
" <th>Volume</th>\n",
" <th>Country</th>\n",
" <th>Address</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" <th>Location t</th>\n",
" <th>Accuracy</th>\n",
" <th>Total_af</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Cotton</td>\n",
" <td>None</td>\n",
" <td>745</td>\n",
" <td>India</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Unknown</td>\n",
" <td>Low</td>\n",
" <td>8.357057e+10</td>\n",
" <td>MULTIPOLYGON (((7582123.994 2704917.800, 75847...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Material Material d Volume Country Address Latitude Longitude Location t \\\n",
"0 Cotton None 745 India None None None Unknown \n",
"\n",
" Accuracy Total_af geometry \n",
"0 Low 8.357057e+10 MULTIPOLYGON (((7582123.994 2704917.800, 75847... "
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_location = gpd.read_file('../../datasets/raw/probability_map/test_location_epsg3857.shp')\n",
"test_location"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "18e5e41d",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "d9d23402",
"metadata": {},
"source": [
"<a id='reproject_water_risk'></a>\n",
"### 4. Reproject water risk\n",
"\n",
"I would like to explore the difference in results obtained by reprojecting the individual layers (previous work) vs reprojecting the final water risk map.\n",
"\n",
"#### 4.1 Calculate water risk\n",
"\n",
"Calculate water risk with datasets in the current projection(epsg4326):\n",
"\n",
" Water risk (m3 / year ) = blue water footprint (mm / yr) * harvest area portion in that location * 1/1000(unit conversion)"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "cb8e7c73",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Driver: GTiff/GeoTIFF',\n",
" 'Files: ../../datasets/raw/crop_data/cotton_HarvestedAreaFraction.tif',\n",
" ' ../../datasets/raw/crop_data/cotton_HarvestedAreaFraction.tif.aux.xml',\n",
" 'Size is 4320, 2160',\n",
" 'Coordinate System is:',\n",
" 'GEOGCRS[\"WGS 84\",',\n",
" ' DATUM[\"World Geodetic System 1984\",',\n",
" ' ELLIPSOID[\"WGS 84\",6378137,298.257223563,',\n",
" ' LENGTHUNIT[\"metre\",1]]],',\n",
" ' PRIMEM[\"Greenwich\",0,',\n",
" ' ANGLEUNIT[\"degree\",0.0174532925199433]],',\n",
" ' CS[ellipsoidal,2],',\n",
" ' AXIS[\"geodetic latitude (Lat)\",north,',\n",
" ' ORDER[1],',\n",
" ' ANGLEUNIT[\"degree\",0.0174532925199433]],',\n",
" ' AXIS[\"geodetic longitude (Lon)\",east,',\n",
" ' ORDER[2],',\n",
" ' ANGLEUNIT[\"degree\",0.0174532925199433]],',\n",
" ' ID[\"EPSG\",4326]]',\n",
" 'Data axis to CRS axis mapping: 2,1',\n",
" 'Origin = (-180.000000000000000,89.999999999989768)',\n",
" 'Pixel Size = (0.083333333333329,-0.083333333333329)',\n",
" 'Metadata:',\n",
" ' AREA_OR_POINT=Area',\n",
" ' TIFFTAG_SOFTWARE=MATLAB 8.0, Mapping Toolbox 3.6',\n",
" 'Image Structure Metadata:',\n",
" ' COMPRESSION=PACKBITS',\n",
" ' INTERLEAVE=BAND',\n",
" 'Corner Coordinates:',\n",
" 'Upper Left (-180.0000000, 90.0000000) (180d 0\\' 0.00\"W, 90d 0\\' 0.00\"N)',\n",
" 'Lower Left (-180.0000000, -90.0000000) (180d 0\\' 0.00\"W, 90d 0\\' 0.00\"S)',\n",
" 'Upper Right ( 180.0000000, 90.0000000) (180d 0\\' 0.00\"E, 90d 0\\' 0.00\"N)',\n",
" 'Lower Right ( 180.0000000, -90.0000000) (180d 0\\' 0.00\"E, 90d 0\\' 0.00\"S)',\n",
" 'Center ( -0.0000000, -0.0000000) ( 0d 0\\' 0.00\"W, 0d 0\\' 0.00\"S)',\n",
" 'Band 1 Block=432x224 Type=Float32, ColorInterp=Gray',\n",
" ' Min=0.000 Max=1.909 ',\n",
" ' Minimum=0.000, Maximum=1.909, Mean=0.002, StdDev=0.018',\n",
" ' Metadata:',\n",
" ' STATISTICS_MAXIMUM=1.9089248180389',\n",
" ' STATISTICS_MEAN=0.0018505645049267',\n",
" ' STATISTICS_MINIMUM=0',\n",
" ' STATISTICS_STDDEV=0.017516194975611',\n",
" ' STATISTICS_VALID_PERCENT=23.66']"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"!!gdalinfo '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction.tif'"
]
},
{
"cell_type": "code",
"execution_count": 141,
"id": "2f3c008e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\n",
"Files: ../../datasets/raw/water_indicators/wfbl_mmyr_4326_cotton.tif\n",
"Size is 4320, 1668\n",
"Coordinate System is:\n",
"GEOGCRS[\"WGS 84\",\n",
" DATUM[\"World Geodetic System 1984\",\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\n",
" LENGTHUNIT[\"metre\",1]]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" CS[ellipsoidal,2],\n",
" AXIS[\"geodetic latitude (Lat)\",north,\n",
" ORDER[1],\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" AXIS[\"geodetic longitude (Lon)\",east,\n",
" ORDER[2],\n",
" ANGLEUNIT[\"degree\",0.0174532925199433]],\n",
" ID[\"EPSG\",4326]]\n",
"Data axis to CRS axis mapping: 2,1\n",
"Origin = (-179.991666650000013,83.088333349999999)\n",
"Pixel Size = (0.083333333333333,-0.083333333333333)\n",
"Metadata:\n",
" AREA_OR_POINT=Area\n",
"Image Structure Metadata:\n",
" INTERLEAVE=BAND\n",
"Corner Coordinates:\n",
"Upper Left (-179.9916667, 83.0883333) (179d59'30.00\"W, 83d 5'18.00\"N)\n",
"Lower Left (-179.9916667, -55.9116667) (179d59'30.00\"W, 55d54'42.00\"S)\n",
"Upper Right ( 180.0083333, 83.0883333) (180d 0'30.00\"E, 83d 5'18.00\"N)\n",
"Lower Right ( 180.0083333, -55.9116667) (180d 0'30.00\"E, 55d54'42.00\"S)\n",
"Center ( 0.0083333, 13.5883333) ( 0d 0'30.00\"E, 13d35'18.00\"N)\n",
"Band 1 Block=4320x1 Type=Float32, ColorInterp=Gray\n",
" NoData Value=-3.4028234663852886e+38\n"
]
}
],
"source": [
"!gdalinfo '../../datasets/raw/water_indicators/wfbl_mmyr_4326_cotton.tif'"
]
},
{
"cell_type": "code",
"execution_count": 142,
"id": "30250e40",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input file size is 4320, 2160\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"# put the two rasters into the same extent\n",
"## projwin: upper left and lower right of the raster that we want to use for clipping the other rasters\n",
"## -of GTiff: geotiff we want to clip - change extent\n",
"!gdal_translate -projwin -179.9916667 83.0883333 180.0083333 -55.9116667 -of GTiff '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction.tif' '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_new_extent.tif'"
]
},
{
"cell_type": "code",
"execution_count": 144,
"id": "930c0a36",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 12.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 13.. 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97.. 97.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 98.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 100 - Done\r\n"
]
}
],
"source": [
"!gdal_calc.py -A '../../datasets/raw/water_indicators/wfbl_mmyr_4326_cotton.tif' -B '../../datasets/raw/crop_data/cotton_HarvestedAreaFraction_new_extent.tif' --outfile='../../datasets/processed/water_indicators/water_risk_cotton_epsg4326.tif' --calc=\"A*B*(1/1000)\""
]
},
{
"cell_type": "code",
"execution_count": 145,
"id": "5572afc8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating output file that is 3325P x 2111L.\n",
"Processing ../../datasets/processed/water_indicators/water_risk_cotton_epsg4326.tif [1/1] : 0Using internal nodata values (e.g. 3.40282e+38) for image ../../datasets/processed/water_indicators/water_risk_cotton_epsg4326.tif.\n",
"Copying nodata values from source ../../datasets/processed/water_indicators/water_risk_cotton_epsg4326.tif to destination ../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v4.tif.\n",
"...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"## reproject raster to epsg3857\n",
"# reproject the blue water footprint from epsg4326 to epsg3857\n",
"!gdalwarp -s_srs EPSG:4326 -t_srs EPSG:3857 -tr 12051.131160772875 12051.131160772875 -r near -of GTiff '../../datasets/processed/water_indicators/water_risk_cotton_epsg4326.tif' '../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v4.tif'\n"
]
},
{
"cell_type": "markdown",
"id": "ab0b6678",
"metadata": {},
"source": [
"![alt text](../../datasets/processed/water_indicators/water_reprojections.png \"Title\")"
]
},
{
"cell_type": "code",
"execution_count": 147,
"id": "65cbe7ae",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<string>:1: RuntimeWarning: overflow encountered in multiply\n",
"/opt/conda/lib/python3.8/site-packages/osgeo/utils/gdal_calc.py:367: RuntimeWarning: invalid value encountered in multiply\n",
" myResult = ((1 * (myNDVs == 0)) * myResult) + (myOutNDV * myNDVs)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 0.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 1.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 2.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 3.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 4.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 5.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 6.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 7.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 8.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 9.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 10.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 11.. 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]
}
],
"source": [
"## calculate matric using new reprojected layer\n",
"!gdal_calc.py -A '../../datasets/processed/water_indicators/water_risk_cotton_epsg3857_v4.tif' -B '../../datasets/processed/probability_map/purchase_area_distribution_cotton_epsg3857_new_extent.tif' --outfile='../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857_v2.tif' --calc=\"A*B\"\n"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "8276a43e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.24795866012573242 seconds ---\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.8/site-packages/numpy/core/_methods.py:47: RuntimeWarning: overflow encountered in reduce\n",
" return umr_sum(a, axis, dtype, out, keepdims, initial, where)\n"
]
}
],
"source": [
"## calculate zonal statistics in test location\n",
"water_metric_v1 = '../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857.tif'\n",
"water_metric_v2 = '../../datasets/processed/water_indicators/water_impact_cotton_test_location_epsg3857_v2.tif'\n",
"\n",
"start_time = time.time()\n",
"zs_india_test_v1 = zonal_stats(\n",
" test_location,\n",
" water_metric_v1,\n",
" stats=\"sum\")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8e59c77b",
"metadata": {},
"outputs": [],
"source": [
"print(f' water impact v1:', {zs_india_test[0]['sum']}, 'm2')"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "2d4645d1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.192793607711792 seconds ---\n"
]
}
],
"source": [
"start_time = time.time()\n",
"zs_india_test_v2 = zonal_stats(\n",
" test_location,\n",
" water_metric_v2,\n",
" stats=\"sum\")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "markdown",
"id": "51a00f29",
"metadata": {},
"source": [
"<a id='finalNotes'></a>\n",
"### 4. Final notes\n",
"\n",
"Based on the calculations done above:\n",
"\n",
"- The reprojection of the blue water footprint gives weir results - something to check\n",
"\n",
"- make more research on the reprojections. For now we can work with the reprojection of the water risk instead of the individual layers.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9611b1d1",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}