mirror of
https://github.com/Unidata/python-awips.git
synced 2025-02-23 22:57:56 -05:00
822 lines
289 KiB
Text
822 lines
289 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"This examples covers the callable methods of the Python AWIPS DAF when working with gridded data. We start with a connection to an EDEX server, then query data types, then grid names, parameters, levels, and other information. Finally the gridded data is plotted for its domain using Matplotlib and Cartopy."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### DataAccessLayer.changeEDEXHost()\n",
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"\n",
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"After DataAccessLayer is imported from the package `awips.dataaccess`, the first step is to define the EDEX data server hostname (`edex-cloud.unidata.ucar.edu` for these examples)\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 37,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"from awips.dataaccess import DataAccessLayer\n",
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"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### DataAccessLayer.getSupportedDatatypes()\n",
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"\n",
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"getSupportedDatatypes() returns a list of available data types offered by the EDEX server defined above. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 38,
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"metadata": {
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"collapsed": false,
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"['acars',\n",
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" 'airep',\n",
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" 'binlightning',\n",
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" 'bufrmosavn',\n",
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" 'bufrmoseta',\n",
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" 'bufrmosgfs',\n",
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" 'bufrmoshpc',\n",
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" 'bufrmoslamp',\n",
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" 'bufrmosmrf',\n",
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" 'bufrmosngm',\n",
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" 'bufrua',\n",
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" 'climate',\n",
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" 'common_obs_spatial',\n",
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" 'ffmp',\n",
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" 'gfe',\n",
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" 'grid',\n",
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" 'hydro',\n",
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" 'ldadmesonet',\n",
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" 'maps',\n",
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" 'modelsounding',\n",
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" 'obs',\n",
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" 'pirep',\n",
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" 'practicewarning',\n",
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" 'profiler',\n",
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" 'radar',\n",
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" 'radar_spatial',\n",
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" 'satellite',\n",
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" 'sfcobs',\n",
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" 'warning']"
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]
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},
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"execution_count": 38,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"dataTypes = DataAccessLayer.getSupportedDatatypes()\n",
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"list(dataTypes)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### DataAccessLayer.newDataRequest()\n",
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"\n",
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"Now create a new data request, and set the data type to **grid** and \"locationName\" to **RAP40** with **setDataType()** and **setLocationNames()**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 39,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"request = DataAccessLayer.newDataRequest()\n",
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"request.setDatatype(\"grid\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### DataAccessLayer.getAvailableLocationNames()\n",
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"\n",
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"With datatype set to \"grid\", we can query all available grid names with **getAvailableLocationNames()**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 40,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"['CMC',\n",
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" 'DGEX',\n",
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" 'ESTOFS',\n",
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" 'ETSS',\n",
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" 'FFG-ALR',\n",
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" 'FFG-FWR',\n",
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" 'FFG-KRF',\n",
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" 'FFG-MSR',\n",
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" 'FFG-ORN',\n",
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" 'FFG-PTR',\n",
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" 'FFG-RHA',\n",
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" 'FFG-RSA',\n",
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" 'FFG-STR',\n",
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" 'FFG-TAR',\n",
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" 'FFG-TIR',\n",
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" 'FFG-TUA',\n",
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" 'FNMOC-FAROP',\n",
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" 'GFS',\n",
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" 'GFS20',\n",
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" 'GFSGuide',\n",
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" 'GFSLAMP5',\n",
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" 'GLERL',\n",
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" 'GribModel:58:0:135',\n",
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" 'GribModel:58:0:18',\n",
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" 'GribModel:58:0:78',\n",
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" 'GribModel:9:151:172',\n",
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" 'HFR-EAST_6KM',\n",
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" 'HFR-EAST_PR_6KM',\n",
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" 'HFR-US_EAST_DELAWARE_1KM',\n",
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" 'HFR-US_EAST_FLORIDA_2KM',\n",
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" 'HFR-US_EAST_NORTH_2KM',\n",
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" 'HFR-US_EAST_SOUTH_2KM',\n",
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" 'HFR-US_EAST_VIRGINIA_1KM',\n",
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" 'HFR-US_HAWAII_1KM',\n",
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" 'HFR-US_HAWAII_2KM',\n",
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" 'HFR-US_HAWAII_6KM',\n",
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" 'HFR-US_WEST_500M',\n",
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" 'HFR-US_WEST_CENCAL_2KM',\n",
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" 'HFR-US_WEST_LOSANGELES_1KM',\n",
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" 'HFR-US_WEST_LOSOSOS_1KM',\n",
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" 'HFR-US_WEST_NORTH_2KM',\n",
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" 'HFR-US_WEST_SANFRAN_1KM',\n",
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" 'HFR-US_WEST_SOCAL_2KM',\n",
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" 'HFR-US_WEST_WASHINGTON_1KM',\n",
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" 'HFR-WEST_6KM',\n",
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" 'HPCGuide',\n",
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" 'HPCqpf',\n",
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" 'HPCqpfNDFD',\n",
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" 'HRRR',\n",
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" 'LAMP2p5',\n",
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" 'MOSGuide',\n",
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" 'MOSGuideExtended',\n",
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" 'MPE-Local-ALR',\n",
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" 'MPE-Local-MSR',\n",
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" 'MPE-Local-ORN',\n",
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" 'MPE-Local-RHA',\n",
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" 'MPE-Local-RSA',\n",
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" 'MPE-Local-SJU',\n",
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" 'MPE-Local-STR',\n",
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" 'MPE-Local-TAR',\n",
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" 'MPE-Local-TIR',\n",
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" 'MPE-Mosaic-ALR',\n",
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" 'MPE-Mosaic-FWR',\n",
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" 'MPE-Mosaic-MSR',\n",
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" 'MPE-Mosaic-ORN',\n",
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" 'MPE-Mosaic-RHA',\n",
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" 'MPE-Mosaic-SJU',\n",
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" 'MPE-Mosaic-TAR',\n",
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" 'MPE-Mosaic-TIR',\n",
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" 'NAM12',\n",
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" 'NAM40',\n",
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" 'NAVGEM',\n",
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" 'NCWF',\n",
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" 'NOHRSC-SNOW',\n",
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" 'NamDNG',\n",
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" 'QPE-ALR',\n",
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" 'QPE-Auto-TUA',\n",
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" 'QPE-FWR',\n",
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" 'QPE-KRF',\n",
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" 'QPE-MSR',\n",
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" 'QPE-ORN',\n",
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" 'QPE-RFC-PTR',\n",
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" 'QPE-RFC-RSA',\n",
|
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" 'QPE-RFC-STR',\n",
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" 'QPE-TIR',\n",
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" 'QPE-TUA',\n",
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" 'QPE-XNAV-ALR',\n",
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" 'QPE-XNAV-FWR',\n",
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" 'QPE-XNAV-KRF',\n",
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" 'QPE-XNAV-MSR',\n",
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" 'QPE-XNAV-ORN',\n",
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" 'QPE-XNAV-RHA',\n",
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" 'QPE-XNAV-SJU',\n",
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" 'QPE-XNAV-TAR',\n",
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" 'QPE-XNAV-TIR',\n",
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" 'QPE-XNAV-TUA',\n",
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" 'RAP13',\n",
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" 'RAP20',\n",
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" 'RAP40',\n",
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" 'RFCqpf',\n",
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" 'RTMA',\n",
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" 'UKMET-Global',\n",
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" 'UKMET-MODEL1',\n",
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" 'UKMET37',\n",
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" 'UKMET38',\n",
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" 'UKMET39',\n",
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" 'UKMET40',\n",
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" 'UKMET41',\n",
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" 'UKMET42',\n",
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" 'UKMET43',\n",
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" 'UKMET44',\n",
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" 'URMA25',\n",
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" 'WaveWatch',\n",
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" 'fnmocWave']"
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]
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},
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"execution_count": 40,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"available_grids = DataAccessLayer.getAvailableLocationNames(request)\n",
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"available_grids.sort()\n",
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"list(available_grids)"
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|
]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"### Set grid name with `setLocationNames()`"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 41,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
|
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"request.setLocationNames(\"RAP40\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
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"# List Available Parameters for a Grid\n",
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|
"\n",
|
|
"### DataAccessLayer.getAvailableParameters()\n",
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|
"\n",
|
|
"After datatype and model name (locationName) are set, you can query all available parameters with **getAvailableParameters()**"
|
|
]
|
|
},
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|
{
|
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"cell_type": "code",
|
|
"execution_count": 42,
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|
"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"data": {
|
|
"text/plain": [
|
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"['AV',\n",
|
|
" 'BLI',\n",
|
|
" 'CAPE',\n",
|
|
" 'CFRZR',\n",
|
|
" 'CICEP',\n",
|
|
" 'CIn',\n",
|
|
" 'CP',\n",
|
|
" 'CP10hr',\n",
|
|
" 'CP11hr',\n",
|
|
" 'CP12hr',\n",
|
|
" 'CP13hr',\n",
|
|
" 'CP14hr',\n",
|
|
" 'CP15hr',\n",
|
|
" 'CP16hr',\n",
|
|
" 'CP17hr',\n",
|
|
" 'CP18hr',\n",
|
|
" 'CP1hr',\n",
|
|
" 'CP2hr',\n",
|
|
" 'CP3hr',\n",
|
|
" 'CP4hr',\n",
|
|
" 'CP5hr',\n",
|
|
" 'CP6hr',\n",
|
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" 'CP9hr',\n",
|
|
" 'CRAIN',\n",
|
|
" 'CSNOW',\n",
|
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" 'DpD',\n",
|
|
" 'DpT',\n",
|
|
" 'EPT',\n",
|
|
" 'GH',\n",
|
|
" 'HCDC',\n",
|
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" 'HINDEX',\n",
|
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" 'HPBL',\n",
|
|
" 'Heli',\n",
|
|
" 'LCDC',\n",
|
|
" 'LTNG',\n",
|
|
" 'LgSP',\n",
|
|
" 'LgSP10hr',\n",
|
|
" 'LgSP11hr',\n",
|
|
" 'LgSP12hr',\n",
|
|
" 'LgSP13hr',\n",
|
|
" 'LgSP14hr',\n",
|
|
" 'LgSP15hr',\n",
|
|
" 'LgSP16hr',\n",
|
|
" 'LgSP17hr',\n",
|
|
" 'LgSP18hr',\n",
|
|
" 'LgSP1hr',\n",
|
|
" 'LgSP2hr',\n",
|
|
" 'LgSP3hr',\n",
|
|
" 'LgSP4hr',\n",
|
|
" 'LgSP5hr',\n",
|
|
" 'LgSP6hr',\n",
|
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" 'LgSP9hr',\n",
|
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" 'MCDC',\n",
|
|
" 'MMSP',\n",
|
|
" 'MSTAV',\n",
|
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" 'P',\n",
|
|
" 'PLPL',\n",
|
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" 'PR',\n",
|
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" 'PVV',\n",
|
|
" 'PW',\n",
|
|
" 'PoT',\n",
|
|
" 'REFD',\n",
|
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" 'RH',\n",
|
|
" 'SH',\n",
|
|
" 'SLI',\n",
|
|
" 'SnD',\n",
|
|
" 'T',\n",
|
|
" 'TOTSN',\n",
|
|
" 'TOTSN10hr',\n",
|
|
" 'TOTSN11hr',\n",
|
|
" 'TOTSN12hr',\n",
|
|
" 'TOTSN13hr',\n",
|
|
" 'TOTSN14hr',\n",
|
|
" 'TOTSN15hr',\n",
|
|
" 'TOTSN16hr',\n",
|
|
" 'TOTSN17hr',\n",
|
|
" 'TOTSN18hr',\n",
|
|
" 'TOTSN1hr',\n",
|
|
" 'TOTSN2hr',\n",
|
|
" 'TOTSN3hr',\n",
|
|
" 'TOTSN4hr',\n",
|
|
" 'TOTSN5hr',\n",
|
|
" 'TOTSN6hr',\n",
|
|
" 'TOTSN9hr',\n",
|
|
" 'TP',\n",
|
|
" 'TP10hr',\n",
|
|
" 'TP11hr',\n",
|
|
" 'TP12hr',\n",
|
|
" 'TP13hr',\n",
|
|
" 'TP14hr',\n",
|
|
" 'TP15hr',\n",
|
|
" 'TP16hr',\n",
|
|
" 'TP17hr',\n",
|
|
" 'TP18hr',\n",
|
|
" 'TP1hr',\n",
|
|
" 'TP2hr',\n",
|
|
" 'TP3hr',\n",
|
|
" 'TP4hr',\n",
|
|
" 'TP5hr',\n",
|
|
" 'TP6hr',\n",
|
|
" 'TP9hr',\n",
|
|
" 'USTM',\n",
|
|
" 'VSTM',\n",
|
|
" 'VUCSH',\n",
|
|
" 'VVCSH',\n",
|
|
" 'Vis',\n",
|
|
" 'WEASD',\n",
|
|
" 'WEASD10hr',\n",
|
|
" 'WEASD11hr',\n",
|
|
" 'WEASD12hr',\n",
|
|
" 'WEASD13hr',\n",
|
|
" 'WEASD14hr',\n",
|
|
" 'WEASD15hr',\n",
|
|
" 'WEASD16hr',\n",
|
|
" 'WEASD17hr',\n",
|
|
" 'WEASD18hr',\n",
|
|
" 'WEASD1hr',\n",
|
|
" 'WEASD2hr',\n",
|
|
" 'WEASD3hr',\n",
|
|
" 'WEASD4hr',\n",
|
|
" 'WEASD5hr',\n",
|
|
" 'WEASD6hr',\n",
|
|
" 'WEASD9hr',\n",
|
|
" 'WGS',\n",
|
|
" 'uW',\n",
|
|
" 'vW']"
|
|
]
|
|
},
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"availableParms = DataAccessLayer.getAvailableParameters(request)\n",
|
|
"availableParms.sort()\n",
|
|
"list(availableParms)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### setParameters()\n",
|
|
"\n",
|
|
"\n",
|
|
"set the request parameter"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"request.setParameters(\"T\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## List Available Levels for Parameter\n",
|
|
"\n",
|
|
"Using **DataAccessLayer.getAvailableLevels()**"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"875.0MB\n",
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"575.0MB\n",
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"650.0MB\n",
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"675.0MB\n",
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"0.0TROP\n",
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"700.0MB\n",
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"250.0MB\n",
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"350.0MB\n",
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"150.0MB\n",
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"550.0MB\n",
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"375.0MB\n",
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"0.0SFC\n",
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"150.0_180.0BL\n",
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"120.0_150.0BL\n",
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"1000.0MB\n",
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"725.0MB\n",
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"125.0MB\n",
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"850.0MB\n",
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"0.0_30.0BL\n",
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"325.0MB\n",
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"225.0MB\n",
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"400.0MB\n",
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"450.0MB\n",
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"600.0MB\n",
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"2.0FHAG\n",
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"975.0MB\n",
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"950.0MB\n",
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"30.0_60.0BL\n",
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"475.0MB\n",
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"825.0MB\n",
|
|
"425.0MB\n",
|
|
"525.0MB\n",
|
|
"200.0MB\n",
|
|
"775.0MB\n",
|
|
"60.0_90.0BL\n",
|
|
"300.0MB\n",
|
|
"175.0MB\n",
|
|
"275.0MB\n",
|
|
"100.0MB\n",
|
|
"90.0_120.0BL\n",
|
|
"800.0MB\n",
|
|
"80.0FHAG\n",
|
|
"500.0MB\n",
|
|
"625.0MB\n",
|
|
"925.0MB\n",
|
|
"750.0MB\n",
|
|
"900.0MB\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"availableLevels = DataAccessLayer.getAvailableLevels(request)\n",
|
|
"for level in availableLevels:\n",
|
|
" print(level)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"* **0.0SFC** is the Surface level\n",
|
|
"* **FHAG** stands for Fixed Height Above Ground (in meters)\n",
|
|
"* **NTAT** stands for Nominal Top of the ATmosphere\n",
|
|
"* **BL** stands for Boundary Layer, where **0.0_30.0BL** reads as *0-30 mb above ground level* \n",
|
|
"* **TROP** is the Tropopause level\n",
|
|
"\n",
|
|
"### request.setLevels()\n",
|
|
"\n",
|
|
"For this example we will use Surface Temperature"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"request.setLevels(\"0.0SFC\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### DataAccessLayer.getAvailableTimes()\n",
|
|
"\n",
|
|
"* **getAvailableTimes(request, True)** will return an object of *run times* - formatted as `YYYY-MM-DD HH:MM:SS`\n",
|
|
"* **getAvailableTimes(request)** will return an object of all times - formatted as `YYYY-MM-DD HH:MM:SS (F:ff)`\n",
|
|
"* **getForecastCycle(cycle, times)** will return a DataTime array for a single forecast cycle."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<DataTime instance: 2016-10-20 20:00:00 (0) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (1) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (2) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (3) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (6) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (9) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (10) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (11) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (12) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (13) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (14) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (15) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (16) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (17) >,\n",
|
|
" <DataTime instance: 2016-10-20 20:00:00 (18) >]"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"cycles = DataAccessLayer.getAvailableTimes(request, True)\n",
|
|
"times = DataAccessLayer.getAvailableTimes(request)\n",
|
|
"fcstRun = DataAccessLayer.getForecastCycle(cycles[-1], times)\n",
|
|
"list(fcstRun)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Request a Grid\n",
|
|
"\n",
|
|
"### DataAccessLayer.getGridData()\n",
|
|
"\n",
|
|
"Now that we have our `request` and DataTime `fcstRun` arrays ready, it's time to request the data array from EDEX."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"response = DataAccessLayer.getGridData(request, fcstRun)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"('Time :', '2016-10-20 20:00:00 (6)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (10)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (11)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (9)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (13)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (14)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (12)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (16)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (17)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (15)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (18)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (1)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (2)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (3)')\n",
|
|
"('Time :', '2016-10-20 20:00:00 (0)')\n",
|
|
"('Model:', 'RAP40')\n",
|
|
"('Parm :', 'T')\n",
|
|
"('Unit :', 'K')\n",
|
|
"(151, 113)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"for grid in response:\n",
|
|
" data = grid.getRawData()\n",
|
|
" lons, lats = grid.getLatLonCoords()\n",
|
|
" print('Time :', str(grid.getDataTime()))\n",
|
|
"\n",
|
|
"print('Model:', str(grid.getLocationName()))\n",
|
|
"print('Parm :', str(grid.getParameter()))\n",
|
|
"print('Unit :', str(grid.getUnit()))\n",
|
|
"print(data.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Plot a Grid with Matplotlib and Cartopy\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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LpntGwD1sAnyjboW9tFO7+2RrtW/1fGn1ueq52jS99zCCi19A2fin4O2XvXNM1ETaGhk3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\n9Pwit7lSSLYOdMyvBg6PW15zkhoiAy2opZ8bzc0O5XKm35fMOVEln8deZ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N4TRb3dqp2o\n7L15UPtzdn188aMdRJF0lRa20TcNQxg7cq16aADUZC7e0irXrHYAT5WG3JomqfTxi1CRa9G9pyLX\nmUAAc5//DFef8hD2mLQDTrjmcIQG9gWgT6qB0oi105WVcqI7p4YwnOk7rKu7UDWo6eoOlBvTp0/v\n0vNbzA6q0D5dFyKHNB3IIseVwpfTnxe+zj8wmAoyaoJI+oNoitShqS6Gui2H4v7//BF/+M3mOPbO\neTj9qS+QCykeOEQEtyXTua1qAVat1ytCTGatEWsVuVahl02edUum0K+WNFCM0IVTWYRT2YKdejpX\nIBrpjDIFhMEJGY5lskJybUzg4YClPVWKCo+Zj36ova8OQrmccKNg12Q6Lpu1bPz+ouNk7bG+6CLc\nkXNErnlQwpIIBZUyfZRQ6LRPyXW0I+sJuWZI1wbw/H/eQ7o2YI2iB0Mm0sUe9OItrYiva0W8uVVM\nrhVEt2TXQ7qqRTevwaLbChUkGUTkmiKfz+PhG/+LbcaPxDnTJ6N3vzqE23OW3wL/W2EQ3VOl4oUH\n3/O0PTuwa/OaXP8cyHo5UQlu2H1DkkXMnz8fxx13XMXOp0Ogf46R7K5MFWn8aJE2yTe+F6KxjUhB\n0ikRCuLc6w/D5lsOxkX/fA2fLfsJjx05Fv2BztQLSmATWXMkmyKRtUa7WeEky7XWSQORte0UfF/J\nuWk0W3q4A6ILmFVG7CLgMiLv9JyLPlkOHLGd/Y4eQBbZlV2rE2dM1r5TBZRStJ8tfXJQ/MhLCdrl\nhMvUQGzPI3BZ5M+1+OOlRjqMzPUzlMtZotaAQJmDplu4iE7zaRdCJRKZ8RUDX7Soek8CuzQWmQ6+\njFzT3+XrMz/Cwo+W4qrHTrQcX0q02q6OgUEUvf7q85X4te0ZSkOlyK+dclIP5KgEN+yxSvcQusoi\nGyq5ZnCbKtKVudgygq2KysfzSUQ7sgh35BBtyyLcnkPfRCviLa1Y+NoCnHjuM4j6fXjrz+MwlJJh\nSrJFBFtGgHmizZNqUfqJDE5JNm2TEn1OIkxkFS/LzabEWCXdJSOXdhFyUZt0aZpOOlT+T0R+S5Hr\n42GXNqGbUmPnhinL3WawkxB0Mym7IQ46Vu5Aaa6TgB7B5s/J7muqcc3L8NkSbMBCsFXRa215vVLM\nppiUp8ReXdY/Ud9EKSJ25HrR5z/g31e+hA9eW4Ad9t4cVz16Inw+n1JBwwmxFp1TBFnqVLkJaVdF\nl+3Mu7y+birTx+7fE2uP9PQc1YYeq/QqBU+sabR7QyLdG2IU2w2afFE01UYRr0maCsJimSzG7bIp\n3ps2Edud9ARu+2A5rhzeB6hzQHxpsSEj5CJSbPeajGyz13WItoxc80hl4YdazgvonHzt9HDp67Ii\nSQa7/GvaNp1Uae6t0T9N4xQ3kLn7mfpXvF43dvIMduQasE7yFmfMUM7yIGIH0UOL7H3AmV19Ka6T\nTosaVcQakBvGeAGR8giV23OsCKKjJESIthNyrQv2e/zh+ybccd1svPrEhxg6cgAuu38ydj1orOHG\n6LZw0Umuvw5KJZvVmp5h1y+de7YH3qGHYFcIlECL0kg25LSR7g5GtCO1he8tWpdBKJvF0OFxTNp5\nGB76cAX+Pqw3alqzZpKtE2kGrOklMlIsS0NRnY9/jW9bRK5twFQGmAkNW0LmFUMYZMoCgEBZw8YZ\njyqI8O3TtnUnDa/ItSjPWvb/TDAoJddOCwftihtFdvO0T5lg0BXRBvRVQsoNnlzTByqRmQ17XRW1\nBswpG0Lyy1Q5NKPXIuLM9nWloW1X9Mz+zx6WFaksdjrXgDx6nQgF0dzYigdueg0z73sXveMxTLn5\nD5hwxDjU+mul3e8KYk3hhGRXK6H2Aj2ku3zoIdgegln4Motu4T6KHG32Xncm2l0RxXaTHiJCCkE0\n+WOIBxOFdIRICH/aeyTufO1bvNWSwR5DenXubJfuYQdRBFpUoKhL4lXtMrRkrCS7Ja2dy2k6DUey\n3UIWsbYrrmKTJ1WOoCoYMmKtm9vJ768DVcSank/1EKITuXYDRnZKmVhV6R8UjORSYqyzvwqUVDPi\nDBQ/o6Cc9FNyHW9u7WyPEF5lRFmiJy01kRLsa4Eu2eYNsOpD6nHGAbnW0bpOhIJIJbJ49N+v4uFp\nb8Dn8+EPFx6E3/5lL4SjQWRQmtSeF+Ra1yhKV1nm5wJ67T1k2z26vYrIhAkTKn5ORrRdH1/lSiOl\nyvVVWlVk5iEXe9peujZQMDQJB7DjuKHYpCGKBxavKxDgwb0KJLY+VNiiHNF2ilhQvXkNNkGLlp05\n/W5ZLjYPqpRBVTD4qKqOKkkiHEIiHBJGge0m5IuOulv5vkl7W6HmoVL5YGD9o5vwehQqHPw+zESH\nbeWAW1KhS66l523LSjceTIWCbkyloW+iIKtpKIC0JgqvpVoRbs/h6t/darRjRPeL5Jqp5TB9a38i\nA39jS4Hwsk0T7HjH4M+h4+rKNqBz3KHjjyQ9JB0JWoyk2AZ0qvZkwgHLfdcaDODZh97HEbtcg/tv\n/C8OPPpXuPOzy3H4OQcgXOxLKekg5Yxci8YBqvRRDsWPDRl2n4Wb+70aUAlu2O0j2FOmTOnqLgBw\nTpqrMT/bSx3sStips3P88tTy3UjZWAjH7zUCV8z8Alf831YYQkm10RESaYoF9fKiZQokdlEquzZL\nhBNyLdLLZkTTyQRqF63mwaJWLIrNJohDjx9faEeggGHXH9X7TvOpnaallItMMzBFEvq5iaC9nE5s\n2fnXncJO5URUvEpzqXlMOHE3g5Cz6DVLCzERYkp0ZSTXS11r/pyq8zIw4sz2E9VNsH1IX0XurID1\nHpbVUKzOduCqvzyIN57/DPtO2h6/v+QQDBjWYNpXlv9vh3ISawY2DvTAe9iZQlUTKsENuz3B3m+/\n/brkvJF8mzJVxFFbCnJeLeTbLcqRMsJHyDfZb3tP2wcKpCcRDiEUyWHKhK3wz+cX4Lq3vseNk8YW\ndqBpFWwCVJFjO31qGgHXSTvRJdMyYxw+4i6YoO0i116BujUCaqJNySKP7ffc3PjbicycCLIcayfK\nH3awc0X0IsrGO2uqltQd5ayW4KSoKx1IyTUD/73wRHv8biOAYgoJI+JU3xqAmlzTlCm2n1fujPx5\n7KCrLiJwjnVDrBOhIL79aiUuPP5BrFvdggsfOhG/mrCt5XT0d9nVedYi0HGgB+5R6VoLr1EJbtjt\nCXZ3h4h8l4N0l9PF0ctodiXST5L+IMLB4nJpOICGAfU484AxuPrZrzD1sF9gUJ+IugFGZten5cSa\nj17zpFcm4WcH3iodKPRBpdldhBvjDFUUm/1ftx0eOlFjpy6HTl0pZcfL+uZGv1oGleSZG4geTnRs\n2O0mWrda2yrw121K7xGp0PDEO2MtagSgF7k2HpgJ0S6FZKvItcyIShStVoCuPDl5MKbSl8899TFu\nPPtxbLRZf9ww53wMGTnA3CXNqLWXhNpLBaAeuAcvsdmDArp9DvbPERFkqz6PW4SoL+uaIJdyrBPQ\nVYlEKIhEuKALfcbEXyAYqMF1zy0wH6CKMtlFrWVwSq7Xpzs32fuydrgCR5F9cjklzUQwpNSyVtdH\nQKDooXBaLLUfdDOdU9I3Uf9k8NrBzjg/11/eSdJJH2TkmuZHewk+P1YWvWaOo4D598K7hbLotUl3\nGrCSXKEUHtlHYDfONilEed065FrVJwUYuRY5ojLQdCxGrvP5PG645Dlc/ZeHMf7/tsM1r52nJNey\n+8zr3Ooect11oPrXPZCj2xPsWbNmVexcZ/oOq9i5dOAlyY742oyt3NAhy2wfnX0XzXrbs76lEMSK\nQG80hWJojtWhqb4OywY3ILP5EJx26C9w26vfYFWmvfMANhGyQiRWfDSoXly0OKi+sPHFSrIiSRW5\nVpFqJyAWyoBVYQDQJ9mlaD8b5+eWsHVINgDMefHzwv4CAmAY1KjSTxSEWgYnEXFV8SQlMG4LsUqN\nzgNy0xgeXi8fl1p4xr6zt57/VCjJZwF9sKRFhDyofTmnPCIsdLQrmOTPKwJf2KhzDQ7Ay17ec/Mb\neOqOOTj5+iNwxm1/MooYje5ofC9ep4HokmvR6tXc5z/ztC89KGBDyr8GKsMNuz3BnjFjRkXPd6bv\nMGOrBpQjkl1poi3anGDBI2942q8Ugvgm0B+f1Q3BF/02xhcbDcU3Qwdh0l92g99fg+uf+bJzybgl\nU9hYtIlOjgPrgZH9zdvAXpjXmsMut76HW99agtYM9znbFTjaRatF0Iyk2xlRiAgLHxFTQSXrx1QM\nZPuIIsb8pP7fmR+rz8+UOkTW5JqEWgciciBSKgHMEVq3JFOWPiG6Jl4GUJYHTiNYdKNI1wZKItqq\nBwn6kOSEvL3y9KcmC3Rh9JqhPqxPUgUk24BTFRJ23vqwebzQIdU8iPsqi17Te4nfGGhayL1XvYij\nLjoYB524h2EYw6CTFlLpHGsGWWrY608pzfd6YAP+nk7XBAxy7VXdWSVQCW7YY5VeAehaqJcb5SyI\nLGeOdjng5QNCBFk0tCcxJLUOT1/wKB6++20s/vdEDMjmgO/WFnZi0n2GnFbYEhlm+O1ls/Hepz+g\nJZlDfdiPE3Ydjik7D8WwvhGgJYN8Po98HqhJcZOZiFS3CiY33nGSEWxeu5tJfHGTtAp2Vso8vIiq\nms4vsW52CppGAOhLCNr1iVq5UzJiZwHtRkmEV9YAYIrcMrJF+0j7RyEj1wBMLqcUIutyXehKvKmu\nTwVa2Cgl2CKoUr5UZFx2nJMos1PLdMG9S79zEejv4L13l+D8SXdgz9/viNOm/dFCroGuIdg693S5\nlXd+bpDd/yz3OlkTRMrnRwpBXI7fdEkfK4Ueq/QqwwU4pCpIdjndInUIazWQ8HJE3lMIYm0tEA7l\ncOAZ++LxB97HWQ99hAcP/0Vhh/VERQSwTHwU3y5fh5ffXYJbz9sTe24/FHc89RnufOYL3PDqt9hp\nRAMa16WwtDmF3mE/ztt1OE7efiNEc+1wBEq664LqYssSoJMOwtukVxK6k3A5+mdHrr1qm4F+zion\nTJVyiW7eJXVL9AIy0sbrp8tcGHnwroltsVBhIuRJNr9ik8qK1YEAK1HWJcNOjJycpnxwY0wsVVBM\nCUVySqKdCAWx8NtGXHLMPRi7+2j85aY/9JDrHgAQjwE0NaS7k2un6HrG04OKoivdIhm57QqiXYmU\nFgDoHY/h/52zJ867+EUcPbIv9qPzEkvvUEyUd836HPFeYUzaZzTCIT/+fsouOP+Y7fHQiwvwzqcr\nscPYQdg0FsBn3zVh6uxvcM3b32PqXpvh5LGDEO0VNkexW7PATxoTPYtoUyURp0vRBKKlZjtTFoZS\nyKxufrdsAq42xzKniiN22t6GBnmRkDLjEMBMrmV51jJizaLXXhNrQPwgIotWi6zNedCcaLp6ZJBs\nAn51SXvUchpp5lVJRHCgUsKbyfCgnxO9V6liyN+P/w8GDo3j/AeOhz8gtzuvJHqKGqsX1ZISW23o\nIdg/U5Qzmm17bkJ2y022K0WsGUK5HCYdOhYvPPkxTn78c3w+cQtEM+3aEeJMth2RkB9BMqn5Gupx\n+PG74MBwyCAVpza14P9914grH/0EU59biGte+w5Tdx2Ok7fsjyifOqICJeCsj+xBQEKyZdFBlj5C\npfmckkSeJOsSbhG5Fp1XJ/UBAPhbIxEKmgirkwcBkcGOzoOHqQ0buUHdiDj9nFTk2qlKACXXts5v\nNg8youNVEWv+98iTa2GhYSRoIds8oebJKX8HGyMXrz6iUvdQPbiKotkSYi1TJ1HVScgeOtiDFvtN\nLl+TwOKvVuLie49BtJdYcrSS0eseYl2dSNcEcGLtkV3djapGty9ynDx5cld3oWpRDVJ+5SyYZO0+\nM/mGsrQvQiYQQHPvXrjxvL3wQ0sGly5oBIYU7dMH1gMDe6GtX70xQVJ75nAqi6P32AzLV7fi3XeX\nAIApbzITDGJZ/wasHBDHos0GI7r9prjx8t/g62mHYsI2gzF19jcYPf1DpOkk3ppVb3S/9elOVRJW\nmNmSBlJZ+BtbUNfYgoamFlN/KWKpjCGPFktnjMJDwzFPsulCpoWt0pymk/wVf33C9D4lk3zRXro2\ngGQwhGQwZJBPU040OaeOqgh/rZRo041/zc4anVdE0XkIoJ+ZilwDagtzulHLctaneGtCqNiiKtYU\nSfDZpYPYgZLRybe8LSStvOqHiKjy1uIGKY8EzW1Gub91ChQdFFSKyLXI9twJ2H0KAAveXgQAGLvz\nCOG+lVAN4e8JXeikh1w7pbLCB90VGzq5rgQ37PYR7K5ycuQRyRfTI6qsyrYrI9mmfnicPkJJ+2b7\nVabYNl0TQFOkrkAudhyBs0/YBdfc/jaOPHAL/HKLgVpGLTtvMQBjNu6N+15ZiF133VS4D5t0Vg6I\nI5TNIh4J4bbN+mGXJz/BsXfOQzbkR1hXI5eR7N5hM+GOBYWKJfy340XmtsicRVZgSP/WdXdk2Hn3\nTsIgiqLSoh3ThRabDuVylkg2hYxkq+zieQLRVBezuwwtAw/2uag+HxF54RUCZOkedD+2DyPXfIEo\nBSVAMqLGq4Pw5NoN2L2337ZD5DuxokcUftc8YWWR8nQkKI4GOzWb0SHULk1sRKtMrN+qKHcsk8Un\n7y3Gxpv1Q3xAPaDh3mmXmqSLSkWqt99zjNZ+/HX15HZ3L/Q4OXqAI4+srqesaiTa1UKygQIxLpVk\n8xHxXxz565Lac4KkP4jmWB0A4Igpe2DmKwtw7P3z8e6/JlhuNsvSdRGTfz0Clz72Cf6VygGSSBSd\njFYOiCMTDqCtrjBhxxqiQHuHVUFElI/NE2sGzcJHFeGOpTLCSJpKao8vepRFLDPhgCkVRUTo+LSM\nfSf+EiimWjBHwnRtwKSGYdJy1SDZOqTPzs0SgDD/2YnltF3kWnROCp5EUWItIsJRdBIvRqxZP0yG\nLw6s2N1AVcwowuEHbA6IUkYEYGSU/YZlJLstFuq8lyNBazGkx/AnMpaHdTvizMAbRbH7ij2sZoJB\nfPr+Ymyzk/jh3kvnUAaviLXu72qvw8QBF7t7jL3fQ7S7ByrBDauH5fWgS9GVxY88vCDZtufQTI9x\n8nmsrY0iUlMg9+nawrL+Bf88DMdMvAPXzv4GZ00sqIoY0S+JasGeYwfh/Afn4/tFa7Dl1p2DuSwK\nGctkkQiH0FjrR22ND+3hALTLkn5Ky0m2cRJS/MhMcyRg31pdkQRQksLUK3jCKbs+VTpAKJ0zSDYg\nJu2U6DGSZwE9JfnJUdk5Iw+ZkGyGRDEvvhSIyDWFE3INiJVZZORaW0lFEM1jZEskByiD3fl03Ctl\nudcM0ggzJA+1jJhy0WKqvkFJNnuNvR9OZU2EV5ibrQsRSWbtKAg0T67pw4Ad6P31008pfLdgFY44\naXeth6FSo9eVJtcUbp1SvX5I7EH3RQ/BrhCiHVlTdCySb6uqKDZDtRBttyTbLp/bad453Z9+JrJ2\nUj4/VgR6AwGgIRhDfL86TDj2C1x9xzs4eK/RGN270IY/kbGqBxQn0lF9C/9fsngttty6c0k7lFUX\nDP5q3MboyOdx/7tLccJG9foXyUg20JmbzZRF6N8O4S8SlrpEBuGYlWgz6KR3mJQPuOgbJdoi8Kkk\nFhIgIdkUPMlmcKN6onO9dpFCOyJja+qjkR7C+iEiIpRUG685+CySwZB2NFQl5ciINE8wRSTbonfN\nE9bi/0XymfxqjIho03bCqSzAIts6RFtGnumx5AFAFMWmfaP3mA7RZg+smR/XIZ/PY1Bva9teRq+9\nTAfRIbtuybSqvR6S3QM7dPsix7lz53Z1FwxEO8wDLUsXqUZUQwGkV1g69wsApV9TBFlj08Ha2igW\nRfpjz2v/jEivKM65dS4SkeLkncp2qg0wu+Xi1jcWRLwuiG9WtkgjcRRsstpiZD9M2mUT/P3Fhci0\ndZh30pHr48GOYQWQK9cXotk/thS2lgywqqWwMUt47lqYg50/UTD2EE32oqJHVfSab8Ou4I0VIX75\nzrem88QyWYRynaoX4facyRylUmCFgCLnQlGE0IsCMgpZ5JwnVNTKnU9JsSPX9Jyi84mKIS1tkFUK\nahQDWBUyjPusCBa5nrtwjdR1kRUtylItRL/dRCQk3NbG65FmRlJ8ESRF8T12bp06DR407cNUFB0O\nFP4uvm6HUDqHTYb1xcCB9Xh/7rf2+7skrZUk16Lf1SfvL/bs/D3YcFEJblh9IVSPce2112L8+PFd\n3Y0NEl2dm+00ii2LXr9z7RMYM36UV92yBf+ZRfr2wTHXHYEb/3QnnjtoCxwzpqFIQMmEzaVdjBpY\nj0Ur12vlVVJccsTW2OqMZ3DPwkac0pfkgbIItSwPWwZVCgnV3E4QN0jqBCmQHqN5nyK4UYqw2zcT\nDuD2e9/H9HEbS/cxcoolJJuqZKgK+ZT9ELg6MohyPHnHRx2bdRlkxIblo4fbc0jXBhzpWNumhPCy\nixzZKTWyKIrkMjLZ1LcOoUgxnaQYVb72hYUYf+FeADoLH9ORINYnsvhw2Xo0NiWxtjmFtetSWNuc\nRNO6FBpbMqivC2HwoHoMGdTL9G+/eAw1NT60t3dgbXMSq9cksGpNK1avbsGqNa1oXLkea1a14MfG\nBOpDtTjyV8MxadfhaKgPm85Pwe4WfyLTmdPNqZcw8DnVgLhewQ5sHx+AXXcbgXfnfINTbI9yDq8L\nGVV50bLf1sPT3pDmmPfg54NKcMNuT7AfeeSRru7CBo0NjWSLcNQjZ3nUGz3wn1m0I4s9D9kG7+8x\nCpf8YzaOuOFg1CWzhWiwxNxl5KA6fPNji6VtO13pUWMG4g87bIx/vLUEkyf9AmGa6gGYyTRNDaHg\nU0L4FBIR2Ot1wQLZjln76AekkTw+xcMJudZBKJ3DnVf8xj6tJAgpyRSlS7i1UFd9h6J8ZxURpW3J\nyLYdsaEkm/1f1IYTLXDeft04ToNUi65DZoMuItmMMJr+7QvcdONErCq+lkzn8NL7S/HMS1/htTnf\nIpstOKL6fECfPlH0aYihb0MMffpEsWp9Cp8sXINVK39CNtP5IB8I1KJX7zDWNSfR3p43Xq+p8aGh\nXwwDBtRjUEMUW249BD/+8BNOmz4PZ9zzAfbdaRgOPfgX2Hf8pohICLBBtKE2jxFFp+nvnH4motdN\nbYVD2GnPMXjqiY+xasU69NmkPwBvdK/LqRLi5EHtstuP8uycPWkiGy4qwQ27PcGORqNd3YUeVACq\n3OtgtPIOfTzJ9vl8uODvv8WkfW7GxQ/Oxw07c5FUztxl9KB6PPvRD2hc2oTImMGOzn3xpK0x49wX\ncNdXa3BavGgUwRNtQI9cM1CSrZtuQh8eilFstpRvyhEtsUhQF1FyTpZzKgJPrmXFfE77LSOcDDxB\nYftR8qA7ofNtqdq2a9OO4Fv2V0TpvQBLD+ELFnklDeEKyaAQ0gCy2XbsfeCdWLumFWO23gjHn38A\ndtpzNOqGxFHfN4raWnH2ZD6fR+rHdVj9wzqs/uEnrFq+DuvXJTGobwT9B9aj/8Be6D+wHvGGGPz+\nWstDSGpFE559aQFmPf8FTrzgOfSqD+GfVxyI/fceLb1edpeya2tv78Cb81cgHQpg1+2GKidx/ncu\n+s3zn9NO40egpsaHeW8sxH5/7l8W5RBdsN+mlznU4RJcanl4RbJF10fb1b3+HsKvj0pww25PsHtQ\nOqo9iv3/2Tvv+Kjp/4+/biU3O66FUlYRyhAEocgeijJEpICigCCCLBURB4gg/oAvooIDBRURkCFI\nmSIge2+BFhCBypZSymiv6/bo/f7IJZfkcqu9Tvp6PPKg5JJPPhl3eead9+f1LulqjYGKztU2igno\nSBW0zeMx5v1n8N3sXRjwZF20iXENRBSw9BrVpR5+OXQDvaZsx/YfXwQZEw6AO0iPX/hEF0HZA9Zt\nWgOvdqyDWWfvYNBrCYi2O3y7hHiTEIDz4ZrdrprwrAxpsFIpI3Teq0COKf8GrzJbOCBAmm1BF84I\nREw0z8eAQD5ch8KTmf0WwlfUj/0ZH7aDeSXuq222dR4dxfYVrfTlA84/jqVVgc/boD529Nsil+Gx\nJrE4c+Y25i0aDFVcdMCVMuXRakRGq9GwmXC6Efv48I+JooYWL49oj5dHtMfl23mYN3sXxry3CROn\nPYdhg1sCcDvT0BFn+tp/oDMiafM/WPH730i7kwcAqBKlQmLPR9G/b1M0bliVs59CMC30Gd9bPjxC\nicea18TRXZfQfVjppleGenBicagwD8DBthvqdSpBvGRUbIMc3333XY8k8tWrVwtWzxkwYAA2bdrE\nmbdr1y4kJiZ6LDt27FgsWbKEMy8lJQWJiYnIzMzkzJ82bRpmz57NmXfr1i0kJiYiNTWVM3/+/PmY\nOHEiZ57RaERiYmKx7Mf6sYtwYslezrz0lGtYkTgLhsw8zvw901bj4OyNnHk5tx5gReIs3E+9zZl/\nbP5WbJ+4jDPParRgReIs3DxykTP/3OpDWD98nkffVg/4Ehc3neDMu73rLyQlzvBYdvvYH3BmyU7O\nvIyUq0hKnAFjZi5nYODRactxcnYSZ6Bg7q37SEqcgczUNE4bJ+dvxp6J7vOsENlhM5rxe5//w+0j\n/3CW/Wf1AcFqjRsGfI7UTcc4867sOoMVibM8lv1j7EKcXrKbMy9U52PzxBVUERpShbaT+6Fuk1g8\nPXMvtpmdQNUwZtnVx/7D8IV/AflmxEYqsPP/uuJ+rhktXlmF33dR1ys9oOz4oSuYMuQXD9h579tD\n+OZEGiaPfxIOkQiD913HKbkMicfTkCkRUdDsmqbdzMHs23mcebekYiSmZID77QDmpz7AxOO33DP0\nVhhzzUj8+x6OpOdRYO2C7dUX72P4rqvuHG1XVcgBXutFCAAAIABJREFU845i6z6qShx9oz96+BrG\njnG/qrMQBHRhGnz0xV6s2HKRM1jr9PUsDH1/E7JyTJy+zVl4DPOXn+TMu303D0Pf34QrN3Wc+b+u\nPIXPvt7HgbCCXAMmDV2K8yeuc5Y9sfo4vn5rFbR6A7T5egauP3x7LXbuvcxZ9tCxGxgxbgP4+uiL\nvdiw7gy1z671L52/gylDfoE1I5uz7IJv9mLpgkOceRnpORg/YiXuX0jnDC7csuAAFk/9nbOs2WjF\npKFLcfkIt2/b/ziHaRM2MH2gp0ljk3By81lqvuvGfHHnOUwdvNhjP77+6Hds/Y17jM/+m4mxY5KQ\nrTNyQHLedwew8OejnGXv3s7GpKFL8d+V+5z56xYfwQ8ztgJw3/TNRiveHrUKZ07dZPqsMlvwx7aL\nGD+D+1sDAAO+OshcV/QbkhMHr2DUW+ugzdYzk8pkwSezdmH9ujPQZuvx48ddoSQlmPrOGkwZ8gtM\nd3OYQXGkzYaVs/7Eum92caDF236sX3yU2Q/6wcJksmL8iJXMfgDU9b1p+yV8NGUL4upG48sFA/Hy\n6I6YM/1P9Hh2Abbtu0KVLZeTMMhJ7EpOw/Oj1mDMtB1o+fwifLnoOBLa1EG37o0wctxT6N73cWza\ncQm9Xl6G7346ihHjNiDDxI1af/PDYfy88CjnAePBzSyMemsdbqXe4+zHyhUnMe9/f6LXC81xbPcl\n3LudDbPRiqmDFzPfD/p47P79DD4bv9bjfEwam4T9O7n3muOHrmDS0KUeywpdV//+fRuThi5FTpaB\nM3/JnF1YOX8/Z14g54MW/f3gD3L0th//N3olDm3n3mtOHrjscz/Ygyovn0vD1MGLkZul5yy77Ivt\nWP0d995f0vtxbvcF/N+gnz2W/W7iemxbyb33Xz6XhpkvL0BuJrUftKNSWear4uTEb7/91mN73iRy\nOp3+lwpCIpEoAUBycnIyEhJKpoKeL02cOBFffvllaXcDPzuo8qycQhYoWwVnAlEgkexg3ToCjY4L\nRbEDiV4fmPgzen45LKg+hVoKpx3KAivkBTbcOncL09tNx2vvPo1x456ENi8f2mw91Jn51IAmOtpb\nNQynr2aiy7TdaN2kGn7+qg9kUVSlP28DBAF3ROrkoWsYMG4DJr/wGD7t1wS4l0fBrsHqhl9/kW1v\n6SD0evzPw+XuNBP67zA5UE1Dpb9UDYM+WgODgmQi7vzUCXZKAn8wYbC52mx7tc++3odZb3VgPmPb\nmRnkJHQaNeeVtLd840Cj14F4fRdGnDcXAq/QhSLMvsqms9sM5JW8r6g7P2rtdDqRfjMLZ49fR9r1\nTGTezUPmvTzq37t5cDqdSHiyAVp3a4w2XR9FdGy4YCVH+phLDRbkpekQIxUhknfv8jZokJbcZMWk\nRX9h9qg2jGXkB3P24czFe1i1bWxAqTuhjsrTx3vjwkP48eNN6NS7GT78vC9khAT7V5/E+lWncPXf\ne6gdp8WLQ1oj8aUEyKpFcCKQEpMZX0/6HVt/O4X/zXoeL77UgnONCvmG898IsYHcICeRbXOiR9sv\n8fyw9hg1rTdn2UAqiQqptN5o8PXDjK0YO+350u5GmVEg0Wx6ADi7MNdQ2dBi7Vdxq7BsmJKSgpYt\nWwJAS6fTmeJr2fJFd4VQ7dq1S7sLAIDRkkEMZLMVrB8229qvNOCcnS5S0lZ+/FSRQFNDwmtHC7fn\nxyYxlMfXJJLCJJFCIbajaot66PFhbyz/cgvaJjZHq7hwZjl1Zj7HeeOJ+GhsnN4NL87Yjb4jVmP5\nty8guo7WZ1luGuxad66HyW92wKwfjqB1fDQSm8YAcFntBVLl0Zv4cM0e4EjPY+d8h8kpsFe6C3Nw\nXA98VPuj/qUeKoQGGNJg4MvOj4bsqjUjvaaa0FZ+ujD//uF8cA4FNPuTv5Lw7IcSX2kcQu3yj70/\neWufBqiMWzqcPHETZ49cxdkjV/HgTg7EYhFiakaiSmwYomPCUO/RaoiuFg6rxY6/9qXi2/fXoqDA\nifqPVUfbZxohoX1d5OeakXXjAdLTspFxMxO3b+cgIz0XVpsDkWEkvh7dFkO61odIJALgWdrco38K\nEto6UcjSUufYIpchz+qAXE3CQBIB5ZoLpWcVVmyweWFMZ4THVcFXI5fi+c3nICOlKLAXoOOzjfHB\n//VEky6NIBaLYZHJwP/mS6USTPzyBchFwCdTtkBismLwy809wFrIypAvg5yEhSDg1BDoNagV/vz1\nBIZ+2AOkwnM8QHlVTI3I0u5CmZK/PHI2XFcklQQbVvgIdlnUt07uq+RAQc4bEJa3KLiQgsnxNjml\nQeVde3sQKEnA5ktmNuGblhOQee0euvVtjtcHtUDHGhrEpGV6VG6zq0j8c1OHPtN2wWJ1YOk3fdCp\nrtajTfqGSfvgAlQEceLo1Thy8j+cntkd9UVOysP6Tp7vfGpaQoMe2YDNX0dNuHO36b/VBBAbBsRo\nAI0c9mgNsrQaJoINeA6ME/rB1ynU0Jr0IG02aPPdr12FbP3YUCFkZQb4dlIQ6peQdGqVoK+zvzLn\ngQCwt/Lv/GgzO2+aH/3lt8V/MKP3tbADE+ntpOttWDx7J/7a/y8y0rIhEolQr2l1NO9YH807xuOJ\nJ2pBHabw2k6uzoCTBy/jxN5/cWJfKnJ1RgCAUk2iepwWtWpGoEYtLeKqa1Cvqgp/bLuEP7ZdRNfW\ntfHtB08ium4Vr23zzzMNkQaSwOThy6HLMuC7be8woB5sdcKiwDb/Ok/PNuPMvlTkPshH98SmqFI9\nwi8A0W9bCIsFn3+6EytXnMSnE7pg5IAWHL9w9qBQ2u+b/xaHfX2l38zCwHZz8P63L+O5IW2Drigq\npLISxa4UV4ECNh29NotlGC0p/lLjZVHBRLArAbuUxYdtgAt2wRSjKc+gXZyDKAsL2EDxHVMTCCBb\nh38XbMaBH3fhfnoO2jSvgXd7NUL/hlGQCrgY3LM40PeL/Th7MxuLpnZF36fiPZZhF5oAKHCSpmei\n34BlUMCJ42+1gSrbBFxi5fr5SxPhQ7beyo1e57j+juCBNfvv6mFUmkhMGOzRVBEOXSQF2EJAS0O2\nkSCZH3azWAZ5AVUMhg/afMhmg4VQZDMQb2C+2ACSrVIz/dJJqQg7XUiKLrNO+2nT/tlAcPAWCGCz\n4T6Q0uXeAJvdPvNZgDB09vh1zHhrNawWG7q/mIAW7evi0U4NEBYp/ObBnxyOAty+nomIKBXCIpUM\n+ALclKETuy5i6sydyMk1Y+I7nfHaoARB9w/+Q8SNLCMKCpyoVjMSm1f+hTkTNuDZl1pixqzeIMjC\nfd9DCdnBij0AV2kyY9bX+7Fo+Sl8NrYDxg1oznVccXlq8wGbD9e0Jry2DPdv5+DngxMgt/v+vawE\n7PIt/nXI/m2ho9eVgB0cYEumT58e0o3PmDEjFsCYMWPGIDY2OHuxh1EncMljngwFzBSMZCiAXVQ+\ni3PaISmWdn2lsQRyfEN9PE0gmH1VKCRo2bY2XhrVAU88EoHUlFv4du05bD19G70aRCNMLAKsdmZS\nOwow5IkauJxlxP9+TYFMKkb7ZrEMgNDw6JBKYJNKmRumSipC7/qRmJt0DnqLHd1rhAE2B0D7+RIS\nwOUBLCiCd26srHWtDsDs+ttsB+RSanmL62+rAwgjAacTIKSATAIxIYVVSaJAJIJDKgFhd8AmpcBG\n6nBA6nBADKBAJIIYTjjFIogAOEUiKO1WyB02yBwOSAsKIHatQ9ip/ktdFSwJuwNSZp4DdpmEmW+T\nSSG1F8AhDfyaI802KMxW2GQSmEgCZoJAHqGAWSxDnpiEXSSGSSwDRFRf7SIJnCIRbGIJRABMMgJO\nsQhmgoAYTkgLqH7apBLYpBIQDs/j75BImEnq+twhoZanb4Y2iRRmiQxSZwFkDgcDs4TDIQjoNqmU\nOVZCOeJShwMOiYTpmy85HAVY8d0+fDZ+Leo3icW3a0fj6cTHEVe/KlSEBNKCAmY/g5FYLEJElApy\nBcGBa7pPJpKAGECdOlq8+HICcnJM+H7BERw48R8efSIOmphw2KRSZrIQBPKUCpy/kIFv/rcNcyZs\nwJqFh3H68BXUaxwLqdOJvVvPI15LonU9LXVdSoL7PSIcDhAOh99jJiT6OAW7TVoOiQQFIhFMJAGH\nVIoO7R+ByGTFFwuPQ6wi0bZ5DYhFIhQQUohd8TRjuNLjYZy+tthSVdFg3Q8H0KJTfdSoEc7fNEdC\n1zBblXBddiX0kGeTuB827WIJB64BoKW4acl0rowpIyMDP//8MwD8PH369Axfy5bfkGeASk1NRaNG\njUq7GyWmYHO6y4qK0wrwfuptVG3kvYKfL5XE8dQU2PFMzyYY0jIW/+1LxUuz96P1Fwex+fUEPFEr\nwu2RbbBCDmBVj3g0jFJi+qK/cO16FuZN6QrCBZDsaBRbjz4ShRfa1saxWzlA68IdCwDcaLevojN0\nPna4nPqXjoIbqdLpdB42P3eaD31M9NO1Oruaojd5s2n7979sNIyLZHKy/RXd8JbDaiEIZKtcuyMm\nYALhTlsSwdObiX/5EJ5pHXz44EcD+ZF9wHuJ82CrTArl8/OvH/4NWHcvD5+/sRJnDl/FsPeewWvv\nPwOpD7gMdXl3A+l6eCQITJzVB936Nsf/Jm1Cn14/QSoVQ66QQS6XQa6QQeZ6g3Hj33uoUj0c787q\ngyiFFNs3nMHXk36H0+nE6H5N8Vq72lBn65nqj96+S77krxCULwkVGApU7DELJElgxNRecCoIzJp/\nCGKxCGNfbUVdx6x0KaHrnt//lk81RFzDGCyeuRVNto6DssA3RJcH/XflPuLqVy3tbpRpCUWvK5pK\ngg3LH4kFqQ8//BCbN28u7W54Ff1ame8uUhSV9kDIwqq4IHvHh8sxdPPHhV6fPp6hOJb+9rF1/Wj8\nNelJ9P3hBDp/fwK/vtAELzauynH+EKkITHu6LhrERWLYwr8QpjyEORO7eOaaktzUiIbVw/DnqTQ4\nFDIqhk7DL0ABcGG8sun0kHwroPFz7mhPbJfYDh/MPLMFBjnJAGIoo16fLDiGtV/08t1Flwcxu48A\nd4CYNs9VYdOVBm+SSQERdW5ptxha/HQRgHXD4u2av5Lo3iRUwj0QpxNvy3B8kVmpOrQu7fobn72x\nEmKxCHM2vIF27T3LThcVqH21x7muXX/X71gfi/e+i8M7LiA/xwSzyQqLyQazyQazyQqrxY5h73fF\nnrWn8eorT4C0WjHkmXq490APR44Rj0UrqXPsOs9Cg3BLWoX1V7bIZLDIZHjl4+dhsBbg8wVH0e3Z\nR9Ggitr/yuBCttxux4dzXsDbfX/Cxu/2YMi4LsHtRBnUjzP/xOwVnjZwD6sKk6IUSl4pLZUEG5Yf\n+iqkvv/++9LuQkBSFliL5aItb7BdHJCd+P3okLQTKtCm99EEAumycOgiVaipyKZgRi6DNlqD/VXV\nGP7DcfRfcx6fPVMPH3WKA+dluZLAoPZxyDXa8ObS06hfMxwvDW2NArVncRgLQbXbpmNd5K45h6Hb\nLmNZ5zjIDDw3EG+QTUekafEHR+az1skxu3Ox+VIRnHLw3vKhacjm7K7V4gGkbLGLc3jTzMldgy5Y\nY1CQnIi4yuQqAGK1oqZOB6XaAqXCyrw+Bbgw7Ut0SXY6mi3kYiF08+NHrtlwzVYg5eb95aKz23TY\nHVg+eyd+m7sHT3SOxyffD4S2ikZw2eKUNycPUi5D177NffanVVMqbdFCELAQBNRyEqoqahhcx0po\n0F9h+hfqdAhfBYZ8Lf/qpGex/Y+/8em8w1j0JdcvWGiAK+B5XB9v8wgGvfUkFs/ZhTZPN0T9JtUL\ntQ+hdGApit77rG+pbr+8q6LkXpcEG5Z94iqiyopNXyAqLsimVV7SR0IN2RG1vTsMFEahOI7sfTSJ\npLiiqILb8khkhEUiNi8b2tgo/PxIVTT87iCm/H4B/+aZsfDZBiClYk4UeMwz9XA2PQ/vLziOH7de\nwq7fXoUqgvqMnU5Aykk0a10Hy6Z1x+v/2wWD1Y6k3o0gDwuy/DktIRDnR7HpgY78ipAKghl4GMhg\nw0DLEfvyBgeAmgrh6LmvsumC/WGBq1YfWP/8WV2xIdtfG7SEBk7S0WvSbPOaKsMW/y0Cp4KmK3Jr\nMdtwcOMZrPv5CC6fT8foyT0w+O2nIBaLSwyqhVSYbcfWiOD8nwZtUm4tMliXhIItzS1XEhg7sSum\nfbARR4a3RYuEWpzPvcE1/9iOH/8UTu29hE/fTsKiHe8UejAou+3SAu1qNStt+mgFci3JHTaYJbJy\n73vNV0mwYdmnrYdMJQHZQNmPZhcVsgPx6DaJpEG5tHDaD8Fx5PeRDdo1w7Kh06gxcE40ajeJxdjZ\n+3A9y4hto1pBzYoCi0Qi/PRaAoY1r4b2Xx7C7o1n8Uq/ZoDrHsK+gVrkMnR/rgmS5FIM+WQHejuc\n2DT4cahUBJCR54Zmb1FsgAviOWZu9FpIdOQ7TE49GLDKwgcFtWyI9GJFR4sfzeZHctn+2ACYfGyL\nXCboRhJs//hilyGnb1a06Cg2AI8y5d5yrIXETg1hwzXf+5gtbwVZaF25ch9r1p/DnxvPIjfHhObt\n6mLexjFo37wGYCvc96asigbt8qBAbPvYev6F5lj9y3HM+XwXflv7OmfgKN9f3dt3iiClmDm3P4Yk\n/oQlX+7Cm1OfK+pulDpoByuvvzflpP+F1fPqN0u7C+VWZZuyKlVsKg+gLQTJ/qA76CqSRYBsoHiO\no0kkhY5QQa6ibpTtX2uPdVolEt/fjP2ZJvSuzfLAzjcD9/LRFk70qh+N79eeQ6xcisaPxkD7aHWO\nSwBdhKbVc4/hd4UML324Fd0XncYfwxIQHUgkW8iaj+m0DVAEBsx2FemRqhFI8RYhsBYazCdUxQ7w\nDsv8QY/+lue3CxTtJsuHbKHPATDLBCpfcC0ki1wGo9GKDfuuYe26M/g7JQ2RUSr0HdAS/QY+gbi6\nwgWbKhW8gqmGKaRAI9kqixUQizF48BP4ZMoWGNN1qBrtmYstlJbFV8PGsXjz/afx/Zw96PJ8UzRq\nXsvn8oGqLIN2IG9JiiMlqFIVQ+XT0y0I8WvMlzXRg6BKSwqnvUiAWdJSwOpzEtLB2RuLv1+u4xjK\nY2mWyJCtUkOnUQONagAAIrVK9wL38oDrWcCVTODSfYyvFYbz6XlI/Hw/hkzbiZi0TGiz9dDm6JlK\nhQAFs427NMSWb/viSqYRrecdwz90hJpd6pwtftVGtkx+rmE1QeVf80QDP98Hm7YXFLpp+YJr9j6S\nZpsHXH+zyrtlqcpk8ci1psUHVT54k1YrVBbhCQjMB1oodcQskXlEu32JHb2mvY+FJiFd0xkx6fO9\naNX1R0ydvBlKFYE5Pw7EzhMT8e6UZysMXC9dcKhEtsMHM6HrItB1vcnbdcUHb9Jqxcm/bqJ+vSjU\nUpPMd4M/sX8n+BPdzmtjOkEiFeNC8q2A+hiMvH2HAjlmwWjl/P0B9yVQlWaqVKUKp5Jgw7IbvgyR\njEZjaXfBr+QFNsZbsrTEB0NfEdlAIbKsRMdtRt+v+YsaxearOKLaWVlUQZXoWJcX7b08bkVGvRVd\n1QRuDm6GHQ+MeGPXVdy8pUNNFTe/lo5U6cI0qNuhHg4sfgmDJm5FuyXJ+K1XA/RWuq7DQFxF/KWH\n8KUkmPxrdnpIoMVNAgYPL1Frk8UmGNVlp0rw4Zm/PLsyZCDyFt0ySgm/gyG9Raz5VSL5tnxMYRFX\nURFfMihI7D2Tjrc+3AypTIIXRnTA84Nao3qctkJCg9nfw2AxqDDHMRRRUXq7Fosd+/f8i9Gvtfa7\njr/xCBKJGFKpGI6C0BaoC0ShinRbiukaqIxkly+VBBtW+Aj2jBkzSrsL5VLsiCx/KmwbpaWuM0pn\n1HNh91vhtENeYIPcYUOkQQ9tvh6XjlwDANTIMwBXH1BwnWd2lyt3/RsnEmFw46pQyMRYe/AGpAYq\nmqkyWdx5xWYLSKsVBjmJqEeq4OB3fdC1aQz6/H4Rc9Jy4QxzQbmacEez2ZUZafmy5aMj4fwBjiyx\n817ZEeuiVrajxY9CzxzUAgA8orlyly83X+x5vqK/3mQgCejUKmSr1ExFSh2pEoRrf+kfSquFmUib\njZmYfeUPbDRZqfQhL2kiZgUBvZzAd6tT8Ooba9Hk8ZrYsOcdvPfe06hfTV0h4RoA3nz/mRLdXnEf\nR19RbPo7te/oTegNVjzTpxkschkzCa4XwLgIqVQMh730/LCLGtEe8WF3v+0XVqGOtleq+FQSbFg2\nQoyVeigUTJS8pBXqKDZbwbiO0H1Q2q1QWi2IzMvHqu/2Y87CY3inS11ocs1uT2y9lVu23FXQRa0m\n8HxdLZJOpuHD/k0hBcDGXP5NVK2QYcNHT2PaL39h0rbLONkgCs9V16CeTIJ6Tieqq2QQG2xc3+wI\nuTsPWyHjpokIpZi4BjjS+ddMXjgPqmkQlRP+C8qw5W1wIh+SAXCgkz4rdhUpCNl8qJYaLOA/MvBz\nV/ll3gFwbPz4YsM1OzrNl7cy63T0mp0agnwzVdSHliuSTZfIvg8xxn+yHVt3pmLUGx0w5sMegmXG\nK1V4FRW0ihoRpW0ft227gPgmsajeqDoM9LXix9LSl9Rhcty+kVnofoVK5SF3uyz2jVaoAhmV8q6y\nQziVeujkD2hLGsCLE7L9SeG0o8DhwP01e1DNakIVpRgNIkh89stJfL/2HKa93AzT2tTgpm2wByTS\nXtUu6B4QF47+u67h8tVMNIiP9oBswA2GZgUBtcGCmYMT0CRKiY+2pGLj5SzQL4HlEhEm1NViZqNo\n7vYAKoqdb+UOcOSnlqgJqhql0gypgoBKQUAXofYK17ToAX/+IDsouObLtUworrRAwJqOXNNQ7Q2o\nOdFpgcqM/IGcKpMF6sx8d+RaQDRcXxdL8NKIJKSlZWPuvP54qk9zweUDUaAVI8uLQ0d5lL8Bj8mH\nr6LngJZeYc9fUSL+A2SflxKwfOERjJncE2GRSi9rlZxClZpRHJHnsgralXBdMqrwgJ2ZmYno6LI7\nQIf2lvzZsZqZV9xWfeVFoYp4GzLzoIoOC0WXikUKpx3xhvvYMHE1lv10mPOZSAR8Nb4TxrzYDKLM\nfOCmK3KU5ypDzi9d7ooyP1c7Alq5FP1/+gvr32iDBvHRgMrTJUAXoaacRhQkonT5GNivGQZ2qANz\nrgk30nJx7U4e1v9zD19e1eG95tWgpbdBi+8mwp7HLlATJmfKpAOuCJprMCMNCOxiMnyPZ48iKqxI\nHBAYXGfmmd1uKXyZPKO9QqIhlS5IYpCT0GnUHLAWilazwZqfQy0kdnSaTv9gPhPIE2dyrmm4pqPX\nRivHGtGgIDF37kHcSc/Fik1vIL5hjNd99aZgyrDz1ylt0M7WGRCpVRXrNrx5SRenfEF28/Z1cXxP\nKiZO6kb9oLDE//4A/gs/vfxqGyxdcBh//HoCr77zdNB9DcU4i6IoJ8uAiCj3NVAS2wz2IUCoTyUF\n6cHYg5ZnlQQbVvh3gq+//nppdyEgjZYMqjAVkopLhc3n3vD6/GLqUeAS6rPCaUdT/R08lZaKp85c\nQBezAQDQWavA3nY1sfLpujjwVlt80JpyENFHa4A60UCMhgJWdo50DitNBIDCbMeB3g1hsTrwxGcH\nsP7ANU4+NlsGOQldhBpX6sbiXq1o6BvXgLx+DB59rBqefzwWc7rFwwFg5Y1s4fQPIbEhW2+lBmPm\nU6kLbPjlO23QecbseXz5g2u22JHr178/Fljf6ZLZXvKX+XCdrVJDp1Az+dV8Ke1WyB02aE16RBr0\nIG02aPUGaPUGQbcEbb4e2rx8xN7XoVZGFqrf0SFKl4+YtEzEpGVCnZnPmaT8yLVRuN9mBYErN3X4\ndU0KRox7Kmi4Jq2ekfRgRbdR1Hb8te1tO9Mn/h7y7QLuMQRCZdxLSvy8fPrvF19vj5tX7uPUsevU\nfN73x6MdPxVAtdFq9Or3ONYvOQqblfpdCxRS/R0Tb+5B/hQMJH/+3lpmnZJ8CPLniFLUz4tD/pyL\nyrNKgg0rPGBPnz69tLsQlCpBOzAFA9rPTB9YzL0pnJQF7iil3GTF0La1sa5bPZzINuGzKzr0rhOB\nzlWpSAsNpXY6Ck3b3tEAC1BQy8rLbkpKcbpPI/SM1+Llxadw5Gw6A5zebqK6CDXSYqNwr1Y07I9U\nAeKroGrTWPRpFI1F17OpAZD04MVAYTvAKpF8QCis6GPFTwuZPuBxr9DMKN/MTbFgLU9Hr2kFEo0N\ntGw6QF0H2rx8aHP00GbrEaVzAzQD0UIT3Wej1Stc05o57xBiq4Vh0LC2AfepJIC4ONtgf/bGu8FH\nXL1JCKqFlimKCgNT/O9R83Z1Ed8wBkt+OAinMzTuH4NHdEDWvXzs2XQu4HWCORaFAe1A4XPsO11K\nfSBiUW0IS7v/FUElwYYVHrATEhJKuwuFkrLAykyV8q5AQLtGQr0S6k1wypIocV5dHTvrNcOO9i1w\n6ZlmePaTZ7FzShecNtrQ+eB/uNasFvS1omBWEFQqQGY+cC+fqryY7rLo46dpsJxFNFYHfutQG21r\nhuP1n07AmGNkANRf7qVZQTDpEqM61sE/OhNOGm3cFJEI1t98VxGh9BF2uoKXmygNBxaZjJl0apU7\nZ7swaQYmKxKqa4Q/owGVDdYCkM13ZKH9ryMNeipCbTF4ALVRSsAoJajUEYJk9ocvGqzpaDUTmb6f\n5yomlOd9CgCsASDt6gPsOnwdE97uBFJggJu/6G9xKtjtFWZ5AHi0afWg+1YUlQUQEolEGD+5B04e\nvY7fk5KZ+d4Ky/BTROjl2N+7ak1rou3TDZH006GAoL2wDxpFAW0hgFVZrCV+DRSXCnttVeZfUyoJ\nNqzwgF0RVAnb/lXaVoBFkUkkZUD7QIsmiBj9DDYtGYj7uWZ0fWsjLt3IYsF1HuUiwh9IyPakZtn2\nIdcMidGGX7rH45bOhI9+TYFEb3aXC+cVk6CZ7Y6iAAAgAElEQVTncaSRo2vz6qgdLsfCqzpqXqB2\nfQIyKwivN3f6ZigUyc5WqRnQthDCbXhEr32kenhAtS8JtEHbHdKQrbRaqBxru5UBbdrfnoZsnYKy\n7NOpqTcTTNTaFbGW8sHaaKUeqPItwU0CynbNb1S/CjOvNGDalwKJRpeVvpYFeA5UHbs0QJ+XEvDN\np9tx80Fg/r/sIlBCXvUD3+yMaxczkHzkaqEBmv0Q7Qv8Cps6wlZ5Ol/FpWDguiKnh5SUKgG7nKkS\nsn0rFGXPi0v+HgJo0N5e+zHcerErPj00GSIVidavJeHJ9zfjpz1XkWXwc/6Fosa5ZjS6r8ec5tUw\nf/91vDh1B2ynbqD2lQxos/XMYkIRbTolRSIW4Z0n62Dp+Xt4+0wGzI4CbiTbF2TrrcDF+8AfF4HD\n16A+fQOPnr+J+LS70Obr/b4mNRKkewChKwrsC7JDJgH45kex2ZBN2mw+bfbo/Gx6P/jAwDwU+Mml\nLqzsDirSKJGKyxSoCimQfOrCthlKldQAuVDog096QqUm8enkP7xGnenoNb+6qpBadoxHfJNYJC04\nFFTpd19AbZHJcOueHtlmYZ/tUIB2RVKw14a/NLyHZYBjSanCA/aSJUtKuwuFkrzAVupl1Mur+BB7\nesnuUuqJsPyBtsJph06qgr1BXUw+PQtTFg6BqEo43l6RjNgZ+9Bn/w38oZYDT9QEusYD3eOBrnWp\nf7vHA61rAo2rUlHmdFcqid6KdzQkNj5RHfuvZqHFtD04vu0i1BfTOaDNVHqMUEMXqUaWVgN9rSjY\nH6mC919rhQXDn8DifzPR/tw9XI2PAp6uC7SpCdQMo9JF+BN/sOPJ28CWS8CuS4g5nIpHT15G/H8Z\n0OblexwH9sBHX2KgQOHOkWZy1Vk500sOXAvsBHmTv/xtl+QOGxWxdkWvzWIZJ5LtyxObA/VK13Ka\nIG96XpZ3FBQAAFSOguDaq0DasO5MsUB2WS8wYiAJiKuGY+LX/XHs4BUkbTxPzacj1F6Kz/hKxxKJ\nRBgwpjNO7PsX1y7fD6o/Vosdunt5MOSZOUVrUpP/wyuP/w+960zGykVHvVZdLApk/550utDrVhQJ\nFatiKxD//vKukmDDCg/YKSkppd2FIqkSsouu9JTrpd0FQfmrlGkUE3Cq1Ygb8Rze3TYRay7MwHtT\ne+KW2YG+P/2FyZey4GxTB8m1ImFoFus56JCGWjplJNeMfhoSZ5+ojhoyMTotOY3ZS0+j4NxtDmjT\nkWwatNNio5Cl1cBQJQwjB7bAkXl9kV/gRMKvZ7HOATfot64J1PBjh0j3hQbt7Zeg3p+K2kf/xWOp\n/yH2vs7rqkLVDukoNhsOPEqZu/6fciObO18jYNnHjxr7SSFhR7GFxLbbpCGbLQtBgDS7Srj7AngN\nGTxoA25IB2B3gbVEIhZMDXoYdPFCBoDiSzXh5/uWhnzBfrtnGuG5gU8ElSoi1D6trn0fR3iEAru2\nnve73qLZOzHhtWUY2moWetWahJcaT0PiI5PRPWYCno2dgD51p2DqYDf0/PTJHxjQfg7WrzzJuJWw\nVVjITv0no1DrlVUV9TrjQzZtNaojVNBJi9fSsjRVEmwoCtWoYqZBkSgBQHJycnK5HWBYFrTCtoLz\nf/bNudIjOzj58s8uy3nbQulA8gJqMN2Or/7EDzP+RMvmNZB8Nh21qqjw9aDH0T8uHKJ7esoWj45e\nAx4lz21KGab9m4kvrurQPV6LtWPbISwuCvpoDXSRasHUC7YtXr7ego9m7sSGfVcx/NmG+Lh7POrB\nSZVwZ287x8wdCMnvi5qgoDw2jLIfrBqGe7WiqQi6Rg0AjMc0c1xYFR7ZRVjY5cK9OYl4QGwgOdh8\nEFcQTISc9sTWRahhIajS6EaChI5UwSyWMd9V9rmkz2GkgUqPib2vY/KvBfsjlCriJc+a6i/r3CkJ\nqv8KAtsu3Uevj3fg9JaRqFInilmkWNNsyoFK25s7EBXGQ1koNQMA9LkmjOwwG/Xio7FkySsQiUSc\nB61A0kPYbfdtNhP9B7fCGC8OLQaSwN5NZzHtjd/Q7plGqNGwGmrFV4G2ahisFhvMBivMJhvMRgu2\nr/wLMbW1uPtfFtKvZyI8SoU8nRHVakfi9fe7onv/BE7F0bL81qCkVdTUmWyVmoFr+rfLJJJiMvqE\nqIcVQykpKWjZsiUAtHQ6nT4pvcIXmqmI4heiKWpedkUH9rIM0d7k65yaJTI8O6EXyAgV5n24AWPe\n7IibFzLw8rxj6NIwGvO71kMT2iObB9b0/2UAPnu0Cro0jEbizqv46dBNfPhqlPAGwc3Ptshl0AD4\n/ove6LQmBTMWnsCynf/i2cYxGNu8Gp5VySBhb5u1XUHprdTAzXv5gNGKGFCe1iqzBWlVPPvErvBI\n31RIq1V40CP/2EVTTiJMcRYFEVjqBw2+GjlgsjI/nOz2M6pquf0U+F7JC1yDIK3c45ml1SAKrB9k\noVQRIdBm5+SrfH+PVa5qm3qDFVVQCda0ykoRnFCIDZzeiptEKaWY9HV/THhlCVatO4chLzf3uBZ8\nHQt+mwaDBUqBIlbsfhCuN0wT5ryAmBoRcDqduJ9nRcbNLGT8l4XMjFxk/JcFk94CfY4JP+55H7NG\n/4rT+1Lx3KttkJtlwKzxa7Fr4xnMXTPKY18rVfSKlkqrBWZWRd53RS+GolsPtSoBu5wqlIMd6bYq\nOmiXBwV6Xs0SGbqMfArdB7aCWuSENl+PS7+n4KO5B/H4gpMY1yIW0+tpEc4Da47C5eimJtC/cVUs\nPnoTE4dQb5z8FZqgJRKJMHBgSwzq0RCbd6Tip9/P4/lV5/BIuBw7nqyDBuxBkOFeKijSymMB5c1M\nqE1WJgqtC9PAqHVXSVTarUzFx0BkUPDgQS4DIsGJdnNcR/ji2/e5IBsKghr06PqItFpB2gjoFGpm\ncZNICoXTDqOYoJyAXEVnOP1zwQ0D2ULgn2+mQLsIAx9rVaH6dVNnRNVKuPYQabWWa8j2B5zsao9t\nn26I3oNbY+6sHWjXOR71qrmv2WDguqCgACaDFSo/nvgJjamiRtPGrILZZMWd/3Qw6t0PmeFaJarH\nRaFZh3po3/MxqMMV+PS3kfjy7dXYt+EMdl+bifcHLYbdKjz4sVKUilqavb9iZCi789CrErArxYgP\nd8UN3CW9vYoiGjLNEhmgVoHOLH60XwKOJ9TE4mUnMXPtOfx26QFmP14NQ+tGQswrkQyAyoVWExjZ\nuApW/n0Xh86k48kEEeCqHis06ImWRS5jQNwZqcawHg0xIiEWy3ddxvAVZ/BABDTwddPNNfuFbn4u\nNTNwkP7V4jWvsggDEl11EXDDg4EkmPQSdmqJOpM12DLAQY00ENPl3+lBjsGIDdkq135zwB8oEmTb\nVSS0ESqIxSJk3PUcUFopShUpmi0kdr7t29Ofx+mDlzF94kb8vPp1iMW+h2QJQZvJ9QbFVwQbAKrG\nhOHZxGbIyjUhvnEsur/QAtXjolCjThRia0dCHabgruDq5yONY3F85wXYbQ78c+o/DBnXBUBl9Nqf\nggXtDjETi7M7D60q/CDHxMTE0u5CuVVxem8Ltcv2+w7lthf3+SIk7ZQlsQuYmCUyZKvUuFatGs61\naIjEac/jyO+v4+mEGhh+PA0d9t9AcpaXAU16KzrXCke8VoHFuy8DrsixymSBNlvvM5rNH1goUpJI\nzzFDQ0rQOj7Kf7VHXxUeWXDNvkkYxQR0UhVuyyNxRxEBHanCbY3WwyNbF6ZhBmka5CQsBIFRY9fB\nQFJ50nyrP4tcBoOChD5a4+lAws7BZv/NAnC5ycoUn1FaLVQaSIHVY9CqjlAJ2g2yRUfcza5cb7uK\npPpCb1tJuPOs6bQQ+l+hgZCu/ZBKxYitosbla5nej3sF19gxSQEtV5YtDIORLxBVaeSY/O3LSD5x\nE0nLTnh8zq5U6c1qj45CSyL8D4b7fP7L+HnFa5g283mMGtkevbo1RPP60YghJV4HZjoMZpCkFJfO\npsGot+CJTvH+I/V+BrCOH7HSb18risq6u01pqiTYsMID9ttvv13aXSj3CjVkB9NeKEC749hni7R+\nWRLfiYLtrUyD27Vq1aBr2xiTVo3Exp9egp6UodWOKxhz/h70NtcrVhbcivItGJlQHeuT7yD7bh6k\nmVQlwUBAm2/vtetyJrrER0EmEXsvqc4Ga37BHA3Jcb7wlSdMw7ZOqsIdRYQgaFsIAjqNGgaSQOLo\nzsyAST7g6sI0FIwrSMqakAZtNmQLuY4IiLTZIHcI22zSkK0jVYKe3vTxZEM2AC5ka+SekB2gy0jf\n3k2wat1ZXLmTzxyfh0mvDGkV8LJlCbKLC5ISOsbjxdfbY96c3bh0O9dv+Xe+f/WdTOrBPSpGExJ/\nar7lodViByGX4fShK1CHyZHQqGrAbXnzUB/4Wpsi97O8qRK0PVUSbFjhAbt79+6l3YVCaahsaGl3\ngaNQRZQL20ZRtt2oe/OA2g90CrWK2jYdzWZHtHUKNW5rtZAN7oKle8Zj5gddsOLSA3xncgDVXVZ6\nrIqPrzWIhr3Aid+O3qRSEVzpCfIA0yQAIEcsxvErWej2WDXugDsasv3kaQoN0tPm6FHrQRZq6nTQ\nWgzQ2g3McTKJpNCJlNCJlMiSKAVBm45WW2QyNO7xOFOwhh1F5kS+I9QM4NIRZPBt/2ix5ksNFkTp\n8jn9rZmvQ01zNrR2A2eiBzoC8Fo4h+4D3Q/BvigDB2uAioyPG90eUVU1mDX9T+gJCpQeJtDu0Kle\nUMuXF8j295kvwHrj4+dQpVoYZr2zBna7Z46zUGEY+iH1VgaVbhRbS+uxXlGlslgRE6FAxi0d1i48\njNbt6nIcRIIVDdpPtY0LYS/Llyoh262SYMMKD9jlWUNlQxnQLit+2EUBzLJUhbIo0FxU0C4qsAv5\nKdNi5/7SxQKkUglGDmiB3k/UxKYzd6gBhXTk2PVvtYIC9K6nxaJjt+A0WDwgm65c6E0GBYlT/96H\nzVGAlnERFPSFyT1dTPh/05+HsdMf5EyaBr1dbV4+A63VTTnQ2g2UbziEjx8N0PSkU6jdYC3lpmr4\nEgds+RPgUYqd3V+t3gCtSY+a+a6HA9fEH+hoJEjmgYAP2T5ltPotj86XQiHDoGHtcHL/ZVgzcgJa\n52FXWYPsokCS0PoKFYEp3w1A6tnbGPb0tzi2+xLMUqlgtUX6+0Qr4/oDKFQkNBG8HOoQaeCwtpg0\n43k4nU50fa5JyNoNZYXQSlXKmyoBuxyIDdplQcUd0fW13VC0Eao++2qrJCPggapPq1o4nZaLdBqu\n6VQNVxR7VH0tzt3VY9Op2y54C8AjmqVmdaNQM0qJd9b8DZPVQUWkw+SB2/Vp3LnP7Og5Da2x93WI\n1WUj0qBnosNRDiO0Tnd+uVHs8nBlRfPZUH1bHol0WThuSyJwWx7pkaoBgJOT7VPs6L7Aw4g2Lx+x\numxo9QbU1OkQadBDabVAa9ILNmckSCrqruH6kPvtBy0+ZCs9j7XT6cTOTWfRon1daKPcebOVkOFb\nZe348O34irI+ADRrXQcLt72N8KoafPjqUkzo+yPu3HDn6vPBGqAcRA6sOo6WTzWASGgQdQgkkYgx\ncFhbHDo/FT37Pl4s2wAqgbtSxaMKD9ibNm0q7S6ETKMlgzBaMqi0u+GhkkytKEw75zedLPYBm2UF\nogHPKDYNjj0TakAiFmHLf8KRy2drheOFBlF4fdMl3NS5oJXvZOFDqpgw/PFRF1zIyEf7H05g5b+Z\nsDoK3JDNj2KzLQRVBAWIRisTFZZm5kOdlgV1WhZiLt9BzOU7qH89A7UeZDHRYa3VwAwm5B97TuqM\nWIa/Np+FSSSFyWU/YhJJqTLmrki/ymKlUjwysqiKliZqv82swjKBiA3Z/CqP3koTM32m01Y0aiYv\nPGDxC8wAHnnjB45cx4V/MjBm7JPuPj1EQLFnd2qh1y1rxykU0Wy2Gj1eE19veguf/jYSd25k4vvJ\nGwHA61uef7adxa0r9/HKmE6F7kOgCiXAB3INVMJ2xVdJsGGFB+zVq1eXdhcqFWIFCrA0cJ1bfaiY\ne1Q+pNWQaBcXgb10dUeeRCIRlnSojQhSgoHLUmBzldb2Jzp1xKAgUeOphtj0TSKiI5V49bdziFt0\nGjP/vov7EjGV+13DNdE52TXC3OkhtPLN1HQvzz1dfQCcS4f0AlXSPfa+joFseYHNo1KikFKSjnDS\nSqIcRmitLlDXG6DNy0eULt9r3rkHZAvkZtMPI3KTlcrJdpWeJ62FgyE6L9wjJ5w/0FEIrnlyOp2Y\nt/AYHm9eA6071AVQ9qCxuLVt6z9FWr+iHS8+pMvtdrTr0QRDJnTHqb2puJ+e7bGO0mqB0mrB+h8P\nonFCbTRtFce0VRbkb0xBsNdARYPtsnKeSlslwYYVHrDXrFlT2l0IueQFwg4FD5OEIsbeosijV79T\nWt1kzpWvqSRkkctgV5FQyCRgYkF8H2q9FRGkFGsSH0XynXxMXe++EQlBJ2m2CeZlP97mEaxcMggn\nlw9En7Zx+HzfddRaeArD91/HWYi4oB0m9xzceC+fmu7mA5cfACnpwOnbwKX71N/n0xFz+Y4bsi0G\ndz99HM/Xkt5n/tY6jdTxd9hA2lw509l6SA0WSA2UHzbtpCI3WbluHn7EjvjT9n3sSpiA2/WFL3aF\nR7Yrg8+Bl97gmhe9PpqchpRzd/DGW50gEokqDDAEo2++61/kNiricWNDF2mzoUu/FiAUMuxY9Rcz\nnwZrALh6Ph1nDl/BgDHUtVRUaBMaXOlP/lxLvEF2Ua6BigbbD7NKgg0rC82UY8kLbD4HvD1MKu20\nDLaChebCnEezWFYoOM+3OVCLjh7rrZ450XorWqsJfNopDlMOXMcLrWuiTbPqgIpkUiYCVe3G1TFj\nVnVMuZeLpDVn8P22VCw7lY5uDaKx7sUmCJfzfn78uWHQueMGKj88SpcPXYQaSqsFcpI6huzjSB8f\n/rGl00nYMshJaOHOjWaDNA3XZgUBuckKu4p0Q7SfUuv0uuycaqFX7jS40CkkNLDQhXC02Xp34Zn7\nrjcQQRacmb/oOJo2rIrOT9WHqBIQiqTyXvWRLz6sKjVyPPNiAlZ/tw8XTt5Ek9Z10LhVHcTU1OLQ\n5nP4c/kxVKsZiSd7PeYB18EW61mx8AjmfrYDsTUjUDe+KqbN6YcqMZqQ7JeFIIoNhtntludrgT+Q\ntVKhUyVgl3NVQnbZUFEj0aE+j0xJcZ7yLXZoYtTu6LVQNUW9FR80jMa61EyMWJ6C5I/DQbKdM4KU\nNkyOt0a1wzuDWmDLvisY9eNxDPjjEraObQupN9utfIvb7STXDLDTWvLMgJGCTW2OHjqNGlqLATpS\nxTmGZrHMa3VQBr5dRXosMhksBIFYHwMKVSaLMGTzRMO5WUHAoCA5biD0zYztIiIE16EEawA4duEe\nDqakY8ns3lBbrD79xSsVmMoyZNPA7C+y7CsKPHp6ImJqanHh1A1sXHgYy2fvBADIFTJ06d0Mg956\nEuGOopUuv31Lh7mf7UCLVnFo0ToO6349ieULD2PC/z3nd91Ao+bFCdm0+O2X1euiUiWrSsAuh1La\nrZyBbJWQXToKBKoZv+MASmcHex79RbH5kG1WEMi3OKAmJNQMNlzzqipKAfzSOQ4tN1zE5zsuY/qI\nNpCbrIE7WgjIrpajX7eGCI9Wo9fH2zFu40X8OLwlRHo/kXGepSD0Lns62mXEYkW2ynWspe6ItVFM\nwCSScqopAp5vO8wSGcwKyrKPX0Id4OaYe43i81JI2HBNV5IUghk2XPNLt0fp8imwNrkcXfhgzXYN\noaP/Rqs7TSTfzKSJLN5+CfVqhqPnU/EI5lGQn9oC+C7+87CprEE2/xpj/58PpL7gmrTZgHAFBn/Q\nDQAgs1iQdi0TaTcy0aJdXag0ckHA5QzoDeDYbN1wBio1iR9+fQ0KBQGxWIxVS45h1DtPITxC6XPd\nYFQSkM1WsFH80lJl9Lp4VeFzsIcPH17aXSgWCUUnKyWsZSN+CnmbwcA1/Td7KkllqyhHCoOCRL7F\nAWWkgsqDZqeHCESym0UpMblTHGZtv4wHvsqa+xEbys0KAk+3qIEfx3fCT3uvYu6ea0DVMGoKoloi\nNN4LwBjFBLIkSsYxxCSSwiSS4tfXf/RclvfgwxSocbl40JZ9wcgbXHu7mdGRa3bUWhCu2Z7XAfpe\nA9Tgxn1n7qBn+zoQiwN3YxCCa3o+PZU3TZn0R8jbLEt5ufxBi96KzARSdZG02ZhJLBYjrn5V9Hgy\nHlUJcUgGyhUUFGDz+jPo/vxjULi+y4OGtUWBowBrV/zlZ+3CqziuAW8qC9dEpYRVEmxY4QG7vFZy\nLE2V9AC84lbjbs1KdHuBQHRJgrZZIsNtrRYX6taCMlKJGdsuY0RyBi5U1birOgopTI6XmsTAXuDE\n1bv5TD5xkfujIDC8R0N8OOBxTFh+GhvOZVAf0O3TEdgwlo0fLVbpdbuKglidmio9riOosukmkfvF\nHLsQTf3uzWESSZkS68G+9RGMXrPyr+0qkgPXujANMrSRuK3VIiMsEjqFmppIlccAR22+3jMlhA/X\ngYhtz1c1DPZoDVKMDqRnGtC+Q10G+v3ua4DwHCxslzacd+gYXCXHYFVWQbsk2gt2v5NP3ETG7Rwk\n9k9g5mmj1Uh8KQGrl52A2Udhq8KIjiYX9zXAV1m5JmjRD1f0A7+/YlsVVZWVHEOgQYPKnm90WZMv\nV4uKANqtB7YPaXvejkdhoLk4IZuTHuIqn/7VsY8x7OPnsPXCfTz2v314bs91HI5xgbZAFLtWDQrA\n0zINHp8FI35qiVlBYOawVnix4yN49Yt9WJOSzrWgo1MehIrUhFEWdWYFAV2YhirQIlUxUWtvenxQ\nZwBgItrsojQABF09+KLdVLzlXxsUJHQRaqRVicJtrRa3NVqqmI3Lj1tHeIK9yiKQb82Ha4PVc+KL\nDdcutxGzgsCOcxmQScVo0baO3/0rirzBs6/5Ja1evR8rke2Upai2kAKBb38l1ouqQ3v/hVgsghNO\nTkT91dEdkJttxJb1Z0J+HC0Ega4vJjBWfuypuFUWr4WHFa6BkmHDCg/YlRJWsFHqihbVDrVKI2VH\n6Fz4S0ORRoWj9wc98dOFTzF1/gD8Z7Ch89dHMOToLdyNj6as81hR4nC5FGpSirSbWVBnUj7RwbqJ\n0OJDtlVF4peJT6FX69oY+OlejPjqILLpghJKwl0JUqgojSuVRJuXj0iDHlq7ATVsuZwpymEUnBRO\nO8dJhA3Z3qQyWThWhYzLCCuqn6XVwCKXMTdrpdXicT6Y75HDxrXkk5PB57cLgTYPrg0KEodP3kLL\n5jWg9OKPXRxiA7W3iPnDkstdVmGbDdBCU3Gr7xud0aRlbYx8eQkWzd6JXDE1NqRWXBS6PtcEv/58\nBI4AvfhDoZIA7bJ2DVSqeFU5yLGCKNABcqEAZG9tPAwDLcvKAwa/H8EAvlkig5wAurzSFgO7N8Ce\nVSfx6XcHsSU5HbOeros3G1eFRCwCqmkgUhKorVXg8x1XkHQ6HREaEhEaObq2qY3BLzQLGgrZy6tM\nFogilPjt42fQc88VjP/hGI78k4GV73REu0jSHcWm01jowjSu+XKTFaTCBm2+3uvrTn5U2iglBO37\nzGIZzIR70Ci74qKQ1zfAgmwXzAIUNLJvolromT4JOYcA1CtbdgQvCqwf5kAcQ/iQzYJ+u70Ax5LT\nMOb1Nv7bKQb5g+yHTUKA5Q3qigpjRYXFYJ0x+AMJ/S1fr4oK839/AyvnH8DSr3Yj5eg1/LJ6OKRS\nCQYNa4fh/Rfh9IX7aP5E7cLvRBlUeRkAWamiq8JHsI8cOVLaXSgTKonocyBFVUojCn7r8IVi7Uso\no9eF6Y+37csdNsEJcIOnTU6i30vNcXrlYAzs9AjGbbuM1qvO4ZTVwaQczE1shBGtayIhVgMtKcX9\nTD3e+PYwFi45gShd4aPaNGxblCSGdmuA0z++gCoRCnT6eAem77oCOymlYFpFuIvT8Ko+qkxUpFSr\nN0CrNyDSoGcmpdVCVWk06SF32HDt8CVoLQYmoqy1GjyON1063SKTcaDXW3VHs4IQtOMDXHZ7Nhun\nP+xiHXzpNGroItTI0mrc6TLsao3elGfmQjarr1k5RuQbrGj2SJS7X35SMwJN3TDISWbyp7IyIDL5\n9K3S7oKH2BHuUEa7vbUb6OStPV8KFhqlUgmGvfcM5q4ZifMnb2LLjksAwPhgm82hj/ieOXUz5G0W\nRqUVzWa/nfD2W/QwqCTYsMID9pw5c0q7C8Wm8uwkUhLQTbf751d/+l0u0PbKgtj9ELoG2CAtuD7r\ncwNJwCAnIa8Wjq8/6Y7jn/dEgVSMNt8dw9jV52C02tG9RQ3MHtAMC4e1xJpRrXBwejd83KcxJixP\nxsLfUiB1VT0MFLQtchkDozRkmxUEatSLxoGve+OTl5rh000X0WnuUVwz2NyQTVd9VHI9uUmzzTPa\nxnLsoCPI677byzxY0DnRbEs/tme2kSAZb2yLXMYZ4ElDdZZW4zOCTzuH0JPX48FaxgOyaVcVfrVL\ntvil5kHliMtNVtgyqeI54f4gHQh68GEwAxbLSgT7l0XHSrsL5V6BQHagoE3DXkLHeLTv2ggrvt2H\ngoICiF3++M4CZ9E6K6BlP5WdoFthHqiK64HsYVNJsGGxAfa7777r8YSwevVqQWuUAQMGYNOmTZx5\nu3btQmJioseyY8eOxZIlSzjzUlJSkJiYiMzMTM78adOmoVWrVpx5t27dQmJiIlJTUznz58+fj4kT\nJ3LmGY1GJCYmlon9mD17Nmfeg7QsfNH/e9xJvcOZv+/7nVj/4SrOPJFej7n95uLy0cuc+ceTjmPR\nyEUeffvhlR+Q/EcyZ9753ecxt99cj2VXvLMCB5ce5My7eeYm5vabi/zMfM78jTM24s8vubCbdSsL\nc/vNxZ3UOxzYFtoPq9GCH/p+hatHuG5/ok0AACAASURBVOfuZNIxjhUf3Qa9H2+tesvvfqx9ewn+\nWrKHM+9Wyg380Pcr2O7rOFArtB/0+Uj/N4Mzf/uCvVgxZR1nnsVowRf9v8elY1c4872dj58HzcPZ\nP04x+0bvx7y+37j32QXNS8f/il3Lj3LWv3r2Fma+vAC5mXrO/GVfbMeyHw8hQxuJq7WqIS02CrLH\naqBG9XB81O8xLD1+Cx2/OYqbZjvm77+GiRvcpdNnvtQU7/Soj7eXJ2PS6rOAycqA9u4NZ/DB/21z\n768LqEdO3YbNR29w5h84cRMvfrydAVW7Wo6PX2+N3u3icPW+Hs1n7ceysxlwqgmk2AuQuOECMt3F\n3iE3WfHtD4ew6rt9nJvMvdvZmDp4Mc7fyqccRkgVhiW9i/U/H8GPn2yBTko5jhjFBHLMTizu8wXu\nHPqbc573bUjBxx9uYvKjs7QaZGk1GPy/3Vj/VxoAd272iYNXMGLcBmq/XLZ82So15kz+A+vWnGEc\nRIwEib8v3sPkIb8gI88GI0Ey06Ivd2PRwmMcqL+ltyJxWQpSHxgoyHaB9vzkdEzcf919MlUEjFYH\nEn88gSP/PmBm57o8xhesPO2R6vL++PXYs5v6LtGQfOjYDWY/2Jr66S4kbTzHmXf+4l2MGLcBumwj\nZ/43PxzGgiUnmP8b5CTu3MnF2DFJuH6N+9u2csVJfPnFbs48k8mGsWOSPKLNf275R9Bijb0ftI4e\nvoaxY5I8lo2uosaGdWc48y5eyMDYMUnI1nH3Y/53B7B4Ife7VFb2Y+b0baW+H9v/OIdpEzyvlUlj\nk7B/50XOvOOHrmD8iJUey34+dQt2Laceeoa++wxuXrmPFT8fxf8m/Q4AcDjcgL3gm71YuuAQZ/2M\n9ByMH7ESN64+4MxfvfQ45s7awdsPK8aPWIlBw9sGtB8lfT7eH74C6ZfucICZ3g82SHs7H3s2pGDG\ne+s8wHvym795nI+TBy5j6uDFeFr7Lp5Xv8nMLyqXlCe+SkpKKtR+fPvttx7b8yaR0xnaJ0SRSJQA\nIDk5ORkJCQl+l69U8FpvWsz8zR+cJVQquiLIV353qPczmGMYircIQgPsvO2vUPTaW7Q62Nd/7GIn\n2hw9rp9Px+Ap25BnsCLp7Xbo+lg198L5ZjidToxL+hs/HrqBpFdb4OX2cYKD7ALxkWbDHx0Ft2Xp\n8f68I1i2/xoGtauNZYObg4hUChZ1AQBdpMu72gW3ZokMOkLFFJyhZQK1vAJWZrAjfVzZx1RptQgW\ngGH3k04dMSsIzvYzwiKZbQNgtuHtemFfAzXzdVTKS14+qt/RQZqZD9xzVXGk7fr4edcqVyqJkuCc\ng63n76LfhC1I3jIKNapp3G8OWBHl4kjfKCsR60oVnwqTQ+yv+MyYV36BLtOALj0exaJ5BzDvl1fR\n6ZmGRelm0P2ryKKPffPaH5dyT8qvUlJS0LJlSwBo6XQ6U3wtWznIsRyqv2IkA9lCVR0rokpyv8rC\nMSwq2AcD1+wBfewBdzVa1cG2lUMwbsqf6DH7ID4f3AITe9SHyOX0IRKJMK93I+Rmm/DqqrOoqibw\nVLPYQpVUt8hlnIqJAKCKAhZ99DS6tY3D8C8PwOoEkj7oDCk84dqgcOcC89MxlAVWKME+Xkavx5eu\nfmmWyADWbhhI12vvMHdBGHq7KpOFsucL00CnVuG2RsuUaafB3iSRQiG2+6y+qbRbIXfYoNUbmBt9\nllZDDXrM91LoR8iuj6U8VwQ7TB38OSmMKsG67Ir9IFVa58kflI8e3wWjBvyCjPQctGxbB/GNYkqo\nZxUfroFKsC5pVQJ2OVV/xUgAVDSbD9mVKl8K9vyFCq7ZYM2WyuKOMqliwrB83guY+8NhTPo1GcmX\nH2DJ6NZQu5YVG6xY0q0e7uaa0feXZBye2AlNNXLqh6WIhWkMCio1I7Hno0gipXh55m68+sNx/DSt\nOyQSMSf/WShKLnfYvEamaRkJEjpSxVmPPhdGKeFyXKHasMjo9VTMsaNzSOmo+R1FBNOOssAKiOGG\nbJGUAW2tnesrrrUYqEGZLrhmw5BZQUBdNYwzeJGRhqSi2gLRawDI0VshEgGqErDoq4TrsimhNxRF\ndXcpLgeMlm0ewf6zk6EJk0MsLpkhYg8DWFeqdFThBzny834qmvorRjKwXSlhJX3kmTMXCoVykGlh\n2/I1mNGb6PLHgUoiEWPaqLZY+0lXbDuXgUHfH6c+cFnIERIxNvR9FI9EyNFz3nHcL2RZdW+pJAYF\nifa9HsPSad2x7vB1jPn6EPJJgsntZq9HWq2I1WWjpk6HSIMe9XT3UE93D/EP7mHbuF9Q7+5dxOqy\nEavLZlxHaubrGHcRwOUk4pp0hIrJ4b6tcRWOUaiRERaJjLBIXK0Sg6tVYnBNG8OBa7Zo322F0w6A\nAm2dlIJ6pd3qAddCsqtI2KM17pLyMWEUUCsJIEbDgWtaZgWBPIMFYWoyqBLphVF5gWt+fnFFVyCO\nMcEObi1ue7nwCKVPuC7qwD5+bvbDokpbQK5Kgg0rfAS7du2K5aHpTUNlQ5m0kVBGQ4NtL9i2i9J+\noIqqFeV/oTIg+nj5Oh5FhfpAwNpAEhwrJxpge3ZriAU2B179Yj9SbuUgIVrJLBNGSrG8X2M8vuAk\nkm/o0LOajxLshVS3nk3wDUHgvSlbIZFL8dn/9WDSVQAuTKjMFsSabVCZLNBFqmGQk4itHh7wtrzl\nupslMo77iDexHUnYoiGbLnIjJHo/SFf/5a4BpACo6o7MRlhtKAn3ZwqCchEBkKu3ItyLA0kwUOUv\nZ1tltpQLyA7mGqgIos8J/5zpDRbk5lmgjVBAoZBxlhE6j6UFZ/4g2l9Ot5CqPWTXAFAJ10IqCTas\n8IA9bty40u5CiSsQUGMvF6r2gmnT2zrFAdvdxnYLeZslVeI8lAomak3LICc5+cb9O9fF9GWn8fme\na1g3sCmznNVRgHl/3QYANKpeeLj2NyCyb6/GsNsdmPDJNshkEsyY3JWBbBpI1Zn5VDqFa2CgWkkA\nVcMwuVs96ARAkDku9KUn9Z5SooQFcldaCRuyvQG1P7EHU3L65GVfvMpodZdKN1mZSLYhx4QwFcHk\niZNmGyxyWZnxpS5pDRnaurS7UCq6ZwMyMnJx43oWtqxPwaGjN2CzU1USSVIKbbgc2nAFwrVKCroj\nlBCLRZBIxAAhhVgshkQiglgiRq04LZ7q/igitSo/Wy28ijNtY9DwdgEtR0NpeU8hqYRrYZUEG1Z4\nwH6Y5Q2MCwtw/PaKAwSLG7ZDoUD3O5j0DX7FwbIgujIbDaSk2Qa7Wo4P+zbBGwtPIPW5BmgkAu7k\nW/DS5lScvpuPRS83xSNV1X5aLpr692kKm82Bj2bshEwmwcy3O0JttlIwej+Pgs27+cAdF5RWDwOM\nVqhN1DL6aA10kWrOjYdOm7HIZNCy5vFLRrOLzwQazabFjlr7chQBWA4lJisVmc73A8S0z3W+mfHO\nlhosyDVaEaks2rVVHiLTlaKkz7dg755UnEm5jYyMXNzNyEPGnVzo9e7rp9Gj1TDhnc5oGB+NnFwz\n9Jl6ZOWYkJ1rRnauGZk5JqSl58LmBByOAtgLnChwOOEoKIDd5sDdO7mYNWUzEjrWQ49nG6NLj8bQ\nRoUOtksaaAOpUAmUT9CuhOvSVSVgPwRiD6ILBRSXVIEb/nbKAnD72/fC5EQLrRcIcBd2W4GIThPh\nQzYAvNi/Oaav/RtTtv6LAc2r4d2kvyERi3Do7XZo07o2oCCgj9YEbNFXGA3q3xxWWwH+77PdUIpF\n+HT4E+4PfcCoXUVyHEf4itVlB9wHs8K9b8oCq9cotrd0EOZ6Zq1WqJs4u4iMhlt05kGOCWHhiuDb\nLITKS5pIRZPZbMOhA1exbes/OHjgCiwWOxo2ikGNmhFo1SYOsbHhiI0NQ2z1cMTGhiOmmgYikYiT\nisQW38qRD2lpeRYc2vYP9m89j88+3ozPp25B8/Z10ePZxnjm2cbQRhftAZtfcr2sqKz2q1JlVxUe\nsFNTU9GoUaPS7kaJiF8Gm63yXPWRVjD7wIbxO6l3UL1R9WLddqhh1xdwFydYs8WO1jLz5CRUchnG\nje2EKTN34vfTt9GxYTTWvdMB1WLDix2saZFmG0b3a4oCoxXTvz2ImoQIE59l+eXmufKRc82AmgCq\naZB6Jw/x0ZQXNF0MhpY2X0+VXM+mivEwZdy97IdFJnOfByk1MNJXXjVfbLs+tiWgTkPBCamweS3P\nzhEN1/QgR4BJD7EpCSRfzcKYfk19VpwMVuy0ofKm69cyUbdedGl3IyS6dzcPq1aewtrVyfh/9u48\nvKkq/+P4+3TJ0rSllLLvUFaVXZFFxH3ccBlFXAARd5zR38w46oyK6yg6OqOMjrgAKoo7oKgjLiCy\nq4CgbILsS6EtdM/S9v7+SFJu0iTNLbdJW76v5+lDSW5uzr1Jk09OzvmewkInvXq34o47R3L+hSfQ\nRjfOuKKikk0bD5CYmIDHU0F+fikpKRZS0ALmMESjxGohs7mFS8cP4dLxQzicW8ziz39m4SfrmfLg\nfJ584BNOv/Ak7n32ClpYal9Doa7CrNXtZtOuAjpnN6/V7Rtyb7YIFIts2OgD9l//+lc+/vjjeDcj\npvyTseqz2vTYGqEPxB/c+w73fnAHYLwXPJpQH4vAG6tQHUqooH3puMGcd1Y3nK5yOmfYSXW5yYlB\nsIbAHrdbrx1ITm4xf3ttFSPbpXNyC91X1f5qJnu9Q0X++t1OPv5bOpl27/Lw/gV1muUXkVQSGBhT\nKQpZa9svsxisVg+HHb7euqTIiyGFE1x3O+px8vpgDdXCdbnDyra9BeQXOBnUO3a1hOu7Z576ihem\njYl3M47Jtq2HeOmV5XzxyXqs1iSuvKo/V44eQOcu1T84/LYtl/vv+5i1a/ZUu85fvjE1JRmH3cID\nfzyN352eHfZ+Q70ONM1K5ZKxp3LJ2FM5klfCovnr+O9jn3PrRS8w5Y0JtOmYWW2YVbSiDdnRTHTU\n72fq45/zwrQxxzR8oiH0ZsvwkMhikQ0b/UqOu3btOm4qicwv/m/V7/UxYEcTEuui3Yd259G8jiqJ\nGA2+RhaAKbUY73UMt38jExxdyckRa2RD4BuWmb2Z/vAcKagHf6Xt9lRw+fVvk3+klDV3DSXdUwn7\nC73ButjXzlQLu0o9dEhJhl4toEuzasMpQgqxaqS/h77EZsVlsZCf6qDUYq1aOTIa+vrc+omOmUXF\nZB4prj7BUT/sJYpwDfD6d9u58bGv2PDlbWRmeIeJ1PYDULhqFOG2q6/27SsI6N1taHbnO/n9Oc+T\nmmblmglDGXN5H1LTqp/z8vJKZry2jBee/5Y2bTO49+/n4mjehNISF57CUkqK3RTnFDBt+koO5pXQ\nuU06sx79HV37tAPCDxMJDtnBizoB7Nh0gPuvfZWyQif/mDmejtnNObi/gKKdeeQcKCBnfyE5+wvI\n2V9A4ZEyLr1qIFdcd4p3QmUI0QRZIwE7+DlQ2yDaEAO2LDRzVG2zoazkqHO8hOv6zEgIjTTMpbbi\nHa6NLlke6nbRhO3a3k9tmN2DExya/dUuomFJTmTWfWdy8m0fctsHvzDrrC6o4qC2Fbvp4PuX7/d4\nf1It0DYd0m3QKu3otiEWZUnyVebwR3JHmQur3dtGq9tNflpqVdjQT3wsTbCEHTriD9dNS4oDlqjX\nL8EeVg3h2mm3sOdgMXZbEqlhyvQZ0VCHhARryOHamZzM4397F5s1iY/m3kxGRuix9Vs253D/fZ+w\n4Zf9jJ9wKn+4ayQq/egHP6vbja2kjPN+P52DeSXcNKY/j088Bbs1CUJUm/F/2+OyeOdlhOrJ1uvU\nsxUvLLiLh66fye2jXgy4LiFBkdUqnRZtMmjdMo20dDtTJn/KvPdWc99jF3NS//bV9mf2a03wcyBS\nD3h9D9Gi9qRMn6i1+jJM5Fgn/dWHY6gtMwNvbfdVm9J8Rh3LmNzgYB18XbQhu2ubdF66YRDXvriC\nMZ0yuDgl+WjvtX+oiP//R3z/z7B5e7mb2LxBO9UCrXUlBvW1pdNsUOYmCbDhDbCOssBjzk9LJZNi\nsKdCEuQnObyrOPo65lIq3VXVQ/y91vqVGwPqXpe4jlYQ0QvRWxkqXAOMGNmNh15ewbcrd3LO8C4x\nGb4TbqJjqOdHfe/trk80TeOTWStZ/PVmnn9xdFW49ngqKC1143aV43KV88m89fz3xcV07NiMt96d\nQN9+7UKGx8TEBC48tycvTV/Be59uoEVKMsP7taVtCwfp7TKxWZOOKWQ3aZbKUx/eyqK5a7HYkmjb\nMo0WrZvQtHkqSUmJAduOXr2LZ+6dw/jLXmb0uMHcee+52IM+5NYUso81JB8PQbqmx0yYTwK2qDNm\njBuuLx8UgplxbPrwG+qrVrP2HQvRDiHQixSuI3HZkqvd1mm3cM3Z3Xls7gY+2VfExSM6ea/wT3LU\n0w0boYntaLDWh1f9G3yIoSS2Mne1kO1/g/cvre5MSIaE6II1UC2whxXcex3GoLZpdO/cjLlfbOKc\n4V2i27cJGktvd32x7qe9/OuZr1m5fAeXXt6Xs8/xTszasSOPa0ZP58jhsqptExMVE28exu2TRmCx\net/eQ4XPEpuV/7t9ONdc2Y+Xpy3jn7N+5PHpq6quz2xqp1XLNJq3akLLVum0apVGy1bpZLbLpEWr\ndJr1bF0tKPuVWqykuF0kW5I4Z/TR6j7hXpNOGNCBVz7/Ax9OX8bLj3/O0oWbmfz05Qw6tbOh8xR8\nnMdDaI6WhOv4aPQBe8qUKdxzzz3xbsZxpS4qahxLyJ77zOdc+ufzTW1PTSL1OId6own35lOb4B3r\ncF0btQ3XfqFCdnFWGiMGtOWbH/d4x1g7LFDi9v4LTPluB/ec1sm7cfA45mDB4TWol1jPH4ytNu8b\nuivZBRbvOGt9sNYPBQkXrKt6r/XCtTEMf/hXSnHVmdk88/ZqSp0eUqj9GGyzxav3+tVpS7nxlmGG\nbxfr6hEOp4utv+Xxz/8s5vMvt9A9O4tXn7+cs0dmU4q3MshD988n1WFl8sMXYrMlYbEm0a5dU9p3\naFptf/rwqS+9mdreygP3n8uf/zSSfQeKOJBTxIGDRezMKyPnQCEHc4pYv24vXy0oJD+/tGp/XXq2\n4k/PjaHXoI5RHU9Nr0mJiQmMvmk4Z43oykN3f8RNV73GVeNP5Y/3nENKiL+5sPcTxeNT2+eAaFxi\nkQ0bfcAuLS2teaNGKh69v/GsdhGOq9S8N8VjDddGBb8xhQvcZobqmiY41hf6kF1it+Ioc3F6n9ZM\nm7+RTW6NnkGluEp/OQQntaXcYcVptwQOxQjFHjnYhhonnZ+RSmYxoCsF7J/AGE24NtsVZ3fj0ddW\n8t78DVx/RV/T91+b4UHxHBpSZvCDXXDPb133kPrP5fad+Zx7+WtUVGi0au5g3JgBFJe4efTpb1j/\nywF+2XSQklI3r868jqHDovt2Ilx7S2xWsFlpnZlG697hb+92lXPwYBFb9xby/D+/5g+/e46LJwzl\nnNGD6NG/PYm+Hm3965/R16UOnZrx6rsTeef1lUx9cgFLv97EY0+O4pTBnQztJxKjzwGj6lspP3/v\ntdnfkjZ0sciGjb6KyPFGX0nEL1Yh20i4Dg6h0Uziqw9DRcwI2A2hhzmU4IAd6g0k2rAVbQ92ND2u\n+rBaVOrm9InvkpSYwIp//I70FEvYCiD6NuvHP4dSFcSDQre+R9tpt5DfNLWquoj/jS248kpNAbuq\nB9s/Bjv4A2KoISJhxmED3PrMt8xZsJlv3h5L61rW/zVDQxlzHW1FCv1z3exjSy4q5cN56/nxp338\nvOEAW7blUlGh0aFdBif1bknPvu04eXAn+vRta+r9Rqu8vJLX3/6Rac8tpLjQiSPNRr8hnRk0ohsD\nh2fTuUfLsDW2o/mgbnW72bkzn/vv/Zgff9jFNdedzP/95SwcJkzYPV7oK7+4kpM5M/OuOLeocTBS\nRUQCdiPmD9v1KWBHCp81heyGErDB+BCRhsCsgG10eEhNITs4rO7YfJDhd81jeM/mzLv3DLR074Sw\ncAE7mL82tl5SblH1DXUh1t8rHlzCr6qNQaFMfw787Q4I2P6g7w/Y/jJ9UZbo0wfsnErFWde+SbMs\nB+/PvJakpISYLBbTUAK1n9FgrX8MXbZkKioqyTlUzEGPRnZ2c8OLuITiv6+yMg9udwVJLetXFZTy\n8kp+Xr+XJSt3sWrpb/y0ehcedwVZzVM5eWgX+p3ckcoKjaLCMooKnRQVOrHakvnzA+eTnBw4hjv4\n9cThdFFZqfH67B958t/f0ryZg4efGMWpQ4yNzT5e+Z/PUprPXBKwRYAPyl6t0/2bWa4uUsiOd8A+\nlh76YLEI2fpAfKyTXEL1OtXXgG0rc/PF97sZ9eAX/GVUb6aMG1i1bXBvdn6GdyyHv8fZXwPcX4/a\nH7STcou8YTfM2Gz/viP1ktfUbn/bzQzY/sVxfli3j1E3vcv/3T6cP94ytFr4NTNsN7Rg7edwujhU\nqdi08QA/bTrEhnV72bopBw0NuyURmy0ZhyURmzWJlOQE7NYkEjwVbD9YzK59Bew9UISnvBKASy7r\nw+RHLsRWh2Pe67IHvbb3UVbmYdW6/axcuo1VS39j4/p9JCUnkJZuIy3dTmqalV9+2svj/76CCy7r\nB0RXU3/n7sP89cHPWfHDbq4b3Y877zsPR2rDfJ7FSq/sh+PdhEZJArZObm4uWVmNY2ncYxFq6Ego\nRkOsmaET6iZgF+YWkZ6VVvOGPmaMI4/mWM0O2dGOkTYStiPtM9wYw/oSsh+btZqH3/yRI2+OoYnD\nQm6hk6x0XyD1Dffwh2L90I7MwqJqPcxVi76EGZft3w/UvMx6cJv17fa3HQgs1ecfJhKugkgNAdtl\nS+ap5xczbcZKFi/7ExlNUwJufrwE7MP5pTTN9B67yi/il80H2fTTXtZuzPEOxdh1hMpKDaslke49\nW9KzVyuSkxMpK/PgcnooL3XjdHkoc5bjKvOggHat0+nQJp3WHTJp37YJOYeKmfzEV3Tr3oKZs8aR\nYnCSak1isdhPpPuIZv/+3tPy8opq1UYmjXud3ENFzJl7U1UvfzTPv8pKjVnvreGJZxfRNMPOkw/9\njoFnGl/qWv8caKwkXNesttlQFprRueGGG467pdKPRbRLmMdjMmNtJ22+eOvrVUul+/dT1/ylqiKJ\ntGJiTY5lwqH/tjUF7fo0qbGmmtj+CY/65cy7dfOON670dSLc8PwSPr6un7c32FddJCnNSmrLdFJz\niyjOSgu4vV+J3YrN4QYD1QyMtNl/H/6Q7Q/HNgCHlSS7JXAiZoSQ7799cMgvsVm5YtxgXnhlOcuX\nbef8C0+out3xVFbv/r98xKUXnsC8zzaweOl2yisqsSYn0qdjBiN7NOcvF/Sk74mt6dqzBe60lJDD\niYKHiIR6jFu3TGP8be+zfc0uThgWfvlxo6J5rIK3iTZwR/s8iKZX2//h2wrgrggYfnPjxFO5Ydyb\nLF/6G+cMahfVfYJ3kZpxYwYwcngX7n3of4y95T3OGZlNWpqVMqeH9DQbZ5+ezWlDOmG3H31Mgtt4\n/30f88K0MVHfr2icYpENG33Afuihh+LdhAbNrDAay1UGg43++8VA7D8U1EXINjP01qcAbbYSu5VC\nX+9YUmIClLl56Hfdj4brQqf3h3SgEHwh2+ZwBwRUv7xM7zcg0dSq9m/jXxHPr6Yebf99hgvaQPUS\nfkH0Y6+Dw2HLVul079GC7xZvDQjYZvMHsJqGyMSqp9tSVMri5TuY9+kGlq3cycLvfmNI75Y8e/1A\nTuuSyQntmpCs/wCTZoEjpZR7KnDaLVUrdga3N9LjmeqrvZ7RxBbyfBh1LB+C6vIDVLTHpv+2a/Cp\nnejVuxWvv7yUcwZd5b0+zDda+r83/99HtywHH0y9nFlz1jP7k58pKijDbk1i69Zc3v1oHXZrEqcN\n7cw5Z2Rz9shsrK0D2zbpj6cbP1DR6MQiGzb6gF0fhqmI+Ordpw3EqXygf8hLpKBtJGSXWC31PhhH\nM4EuVB3rmkTqMQze1+EduUx5YQndOmRQ2SaD4sQE+mSlQYkLDhZ6h1ykWCDNRrlu+FBSiatqOfRw\nvdl+wZMTITDg6oN2OKHOQ7jtbWXugKolAdVG7JaAtldrty8ADT+tKx/PW09lpUZCwrFPwoskXj3j\n+vvNzSvh3GveYM++Qk7o2JTJV/ZhzKC2dLbr3vryikPux79qp16JzRpVUN5fUg6AtVVGrYN1Q/pm\nwciHCKUUkyacwh13f8xj//yGB28dCr5hJGEn/NotVR9+/W49vwe3nt8j4O9l287D/G/xVr74dht/\nnfw5zbNSWbTsTwH33/uE1sd2sKJRiEU2bPQBW8Sfkd7rFLcrqpJ90aovdblr6s02GrKh4fdA+4Ny\nbYN2OGX7j3DRXfNQmsb/Hj+fxETvWuVOu8U7vMIXqEOW5Ctzk1TmJtVugazAsBsqDAfvI/j//tUe\ng0Oz/kNITR829Let1mb//3Uhu9xhrdou+L6Hj8hm+qvL2bwph169W1VrSyyFW1a9NvsJxer08MSj\nX1BW7GL1Py+kf+s0yCkErRJyQlSFCSFcyNYLtYz3ju15ADRpYo/qfvQaUrAOFm3Qvui8nuQcLOaJ\nZxfx09q9vPHAObRtkRo4yTdo7kESkJpmq5o7AVRbTbVPixT6XNGHSWNP5oa7P+bA4aO1jmWVRxFr\nErCPE2YH17oUqa1GxmHXl3DtV1NvttHhIvU5aBsJbbUN2qE4ylys332EbXsLeO+Bs+nQIhWnv02+\nqiEui4X8VAeZxSVkFhaRebg45AqK/pAaXBXEXzM7Gv5VFf230/e+65eXDxWyg3vqXbZkrPbI9brD\n8d/3gAHtsacks2jZ9qqAHU/HGrIjVWdZunALH3z9K7NuP5X+qcnecF0U4nEriXwuw4Vsfa1zvW+/\n2sS/n13IRaNOqlaK7nhR0+Oq2b6e+gAAIABJREFUlGLS6H6c0qMFt943n4Fj36JLq3RaN7HSKs1K\nK3syre1JjGydRr/Wvm+YUize0I33MdF/kHQGzUtwlLlYsWYP5ZUaV/3+VeypNlJSrVjT7aSkWjmx\nZwsuurw/FmuShG1RZxLi3YC69tprr8W7CfVGPMdBGxWprbYKT43hWX/9gteXmtYuM0T6oFOb1baO\ntQRfbdTFm1JtlvF22ZIDfkrsVk4Y1JGObZvw0cpdVeOpd7duxitf/gp42946/zCZhd5ezPymqeRl\nplGclebt4dZVF/H3/lqdnoAFafyC39j1nHZLyPHcEHqiWPCx+K/T/+RnpAa0t9zX5vKsNModVoqz\n0qruFwKriJTYrFisSQwens2c2T+Qm1tcrQ2xVhfh2lHmwlHm4pul2+nWOo1rhh5dzvu1H/d5A7X+\nJ5Iip/dbjRLvhxpHmevoc8HtxuFyB3zAXfz1Jv5y62xGnNWDB5+9otbH1hjUVInEZUumz+COLHh7\nLHdOOJVT+7bB4bCy9WAJH6zdx98+28KAaau48bPN5JRXeivn+HqwIXA+QqgPnPf/4TSuvPQkevRs\nSUYzB64KjX17j7B0wQYeu+9jLh7xLO/MXIHLVW7+wYt6LxbZsNH3YK9evZqJEyfGuxn1hj+4NpTe\n7Ej8ITq4Rzs4fG/7aXfM2hStSENGalNdpD6Oza7N0IPahGy/omIXj7ywhEVLf2Pn3gKSrUlV5fcA\nNvyyn3EX9w7ZU151v76qTaFCcebh0GN1g0UK3Xr6r9P1vdn+y6raFmK5bqvNXdWjTWb4EpT6oO73\nf3//HTeOfpXrx83ijTfHktnMEVV7zWZmuNaXafSHrf05RXTOcqCKXVW1xFfvPsLEnrrSXIVOIjJQ\nYu+7bzZ7w/WZPXjyP1d5e6/dFVHf3i9eQ3bqQqQhI/7LUlulc8ttw6qvplpYxrT5G3ngg/W8v+5r\nHrm6H3de1CtgH/6Q7e/N1v/tXXPJSQGLPvnr3P/nz+9xxcRhvP3slzz98KdMf2ERN940jCvHDKjT\nuuWifolFNmz0dbCF1zf5/zZlP9EEc7N6yo18CPCH7Po2LKQmdbHiYyyCdrQ92LEMChs2H+T8K2Yw\nsF9bbrh2IP1H9iAjwx52aXKzBL+x+4UK6cHDYUJ9oAg1xjeSmhbqCBXWd2w7xI2jXyUrK5UZb4yl\nrT12QxnCBetoxu/WtGCPfnLc4Lvnc0LLVKZfcWJg9ZiapNvAYfEu6qOvOx6mbjrA0kVb+L+b3mLY\nyO489cJVpFJZ8/3UoLGEbL2aHtvgxzKpxMW6HYcZfO9nVFRqHJwxmowQy6XrJ//qv70JFbCtHk/V\na+T+Lft5+cUlfPLxOjKapnDjzcMYO35wnU8ArmtSB7vuSB1sUWfq6zCThhaso3EsdbLri1j2xvXu\n0YKRw7uwc/dhzjurO8nJCViPFIdcxCUU/VfO+oVj9MJVFjHS8+7vqQtXxi/4fAUHz1A92qF+D3v/\nbjc92jfhnVfHMOaG2dw0/k1mvzKGJk3C1SCpW+GO19A+dI+xf5Lc3rxSzuuSGRiui91Q4AT/saZG\n0UMdvKgPgfMF9h5x8eeb32b48K7861+XYzEhXDdW0dTQ1ofrBSt3cu2LK8hKs/LW388mtUUawQM6\nIn1jpH+crG531d+H/0Npp07N+MdTl3DrpNOYfP98pvxjAaeNyKZL19gtTheLFTlFfEjAFiKOoqmV\nHQuReqSDQ5vR8dexDNkP3DaMs697kw/fW8PtFxxd5S1csA65LDmQlGIJqFgQ6k3cZUsmPz0toGdM\nz+Fye8fp6o5dP4Y7uMZvTZM89b3e4cJ21f7CTIDVt6d71yzeevkqxkyczdhb32PWy1eRnlb3b/D+\nCXBmPyf0FSjKj5Syv8BJWwXsLzwarPX/plqOhm1/0E43/iFj7psrSEhUPPH0pVgs5nwT0Bh7r4OF\nG+YDUFFRyaPvrOXR99dxXu8WvPmHYWQFheuahmKF+hAbrLy8kt278tmy+SD79hUw/LSuNYbrUH9z\ntZmTEuoxNqNmuqg/JGCLeqshVT6prboI10bGY0fzxuDfJlQ5sqjbVMch2/8mekL35ow+uzvPvryc\nCYPa0lQXGEMu0hIiXIfj773WVyLJt6dSmnT0DTel3F31bYor2YXVY6k6b/rjDx5WEqqUn/664DYE\nn0t9RQv/RNlSi9XXBk/Y50OvHi1465UxXD1xNuNve483p40m1eCKlbVRF88FfXm3nJxiKjVoF/yB\nocAZ+K8/ZPt/N8jtruCdt3/g0sv6kl6LcC4COcpcFOw7wrjHv+ab9QeYMLQDt43ozE87D3NkWz55\n5ZXkuirIdVaQX+ahsMhFUbGLJE2jVfNUOjS10TrLQZusVNo0d+Bx2DhS6OSQs5yCQieHysopOFLG\njh35/LrlINu2HsLtGyffqnU6d993Tti2uSwWdv6Wy8ql27A0SyWtSQppGXZa2pNo2sxBuq8kY6jX\nyIKCMjZvyiE/v5QEpbDZk8hMVNjtSaTYLXTplNngh6WI6hp9wB41apQsld6AmRGyHx39Xx5477ao\n7682jLaxLnutzQzXx7J9sFj0ZDvKXDx402C+XLGTKyd/wRcPno01ORHK3Ix6ZjEf/3lEVamvgEVm\nstJCDhEJDr0uW3JAuM63OChNsFCmkrBr5TgTkrFV6ibf2r3Dl1LcR4NucNiGyCUKg2txBxxv8LLY\nvpDtfz7qn5fhnhcn9mrJrJev4pob3+GZ/3zH5HvODtuW+ir4G4qNB70TUtsHBexROwv4uGOTo0NE\n/Ap0Y7NDBWVd7WW9Lz7fQF5uCddcd3LtGh5GY5roGC1/9Zyzx8/m1+35AMxYtosZy3YFbJfqsJCa\nbiM93UZamo2mqRbKyitZ9dNePj5YTH5B+HH2SUkJKKXo1bsVvU9ozaWX9SW7e3O692hJsxom++78\nLZfrL3+ZI7ra2npNs1LJ7tacLt1a+H6a06V7SyorKrn24mkcPFAYdt/t2zfl8iv7cfnv+9G8RfhJ\ny9GIZpiYiE02bPQB+4477oh3E8QxOtaQfeEtNS+Ne6yBtz4M8zAiXrVf6zI4+Ht6uzexMe/ekZz9\n0JdMfH4Jb17XD6UUdwzv5K2F7Ffq9tbT9YXscKG62jFYLZRarJQmWShNsJCvUrxXKChLTMKeUE5K\npbvq1bU0yUK+1UFKufec2yo8NC0pDgjbtameEiqU60s2OhOTq81N0E8kg6OBve+JrbnhukG8+sb3\n3HXr8LiNx66NUBNX/7t0Jz2yUjixeUpA7es72qVVD9d+wcEsxHCZ4OfHrDdWMnRYF7pmN69d40U1\n9/3lTPLySmhmS6KlJYEmqVaSs9KwZ6WSmmrB6QhcvCd4CJbTVU7OoWL2HyrGmZRIk3QbTdJtZDSx\noTVNZdmS3xh2WldDbTp0qJhJ416naTMHcxbehSfVRuGRMooLnRQdKSX/YBE7fj3Iji0HWbVyBx/O\n/oFyz9EKMs1apjHjq7vo0sIb4p1lHsrK3DhLPeTnFfP5vHVMe/E7/vPcIkae2Z0rruxPs6xU8vJK\n6NIli/YdmtbYRv1ETlGzWGTDRh+wzz333Hg3QZjgWEL2gLN6h91nfdXQJzfGi38c7vBOTXnz+oGM\nfuV7OqVbeeyS3pzbKcO7kT9wpQVWHshvmlo1ploffvWBtMRmJbPIG47J9F5Wlux9GbVrvmANVb3Y\nAPlJjoB/UyrdVYFbH7b9dbmDBZfwiySzqNg7JMXq4bAjtarnPLModIlB/eI3Y8f056XpK3n7g7Xc\nNvHUGu+rvtp2qIQ5P+fw0kU9SVCBX7ufm5kS/Y6KXGHL9LlsyTidHrZsPkjvE1pRUFBGkyZHK9Y0\ny/c+luHGCfsXPYrkeOzFBjhrROjwW2KzEkUNGGzWJDq2y6Bju4xqCzspMByuAb7+chN7dx/GZkvm\nz7e8Td+BHehxahdOHNiR7N6tcSUnM1y3fbmngr2/5bJz8wFcTg/DTutK06yjj7fD9wPQDuhzzgnc\n/vilfPvu93z0zg/cdvM7Vdu2bZfB/P/djtUaOq75e6z94bqxD6s0SyyyoZTpO46YVaovXsx84aiv\n4dqMYB3NEJF4rl5WF6HBP3kwNbfo6DLLOUU8vWQnf/1yKy9f24+bTusUeCPfEJG8zLSAcdVAwHAO\nfZuDJx/lp6Vy2JEasUykMzHZ24uddPQr6JRKN7ZKD5muElLcLjKLS0IOHQl1n8E9dhA48VHfNv0x\n+GUeKa66TbC7H/yMb5duZ8n/bsXSgFYh1NdQ/r9/L+bdpTvY+di52C2JR8fW+6uJRKIvz9civVr5\nt+CKMat+3M1Nd35Erx4tWPDPi70f8HKLjg5DCqdFOsVZaVEFbTg+Jj1Go6YSj0ZvF62KikrWr9vL\nmtV7WLt6N2vW7CH3UDGJiQm8+sUf6dD/6GJG4d6nanrP8b/2pzhdbN2cQ0V5JRVFpYy/9nXu+vNZ\nTLxpaLXbBA8H8X+DNazl3YaOT0RPyvSJkM7MvAto+EH7WNXHcG1Wj3V9W2wmlLromauqgawL15S4\n+UuXDHac3JbbZv9EQZmH207vjMOaVBWe/OG6WlC2eHAlu8gsjvxhJLOouKrXOJz8VAc2i5WUcnfV\nmO3SBAu2Sg/OxGRSCAzM4cZZ+0NC8BLr+suC2xZKpOEoN407mffmrOf9Oeu5dnS/sNvVN/7xu/td\nhUxfuI0/X9GH5B6tqqpOVI2vr2mJed1Ya33vs35FTL2TB7SjeRMbXWyJpG7Y6w3zB4pC19vWj+3O\nKSK1ZRqpLdJpll9U9TwMR//4RvO3U5tA2RBCfLgl2MN9y2NWNY7ExAT69W9Pv/7tYeIQNE1j1boD\nTLjiFQoOl1Rt5w/XwYufATjtR4dsRXoPKrVZ6dazVdX/r7huMNP++x17copxOT24XeU4nR7atGvK\nnx84P+C2DeH1/3jS6AP23LlzufTSS+PdjHrFH7ShYYXt2g4TWf7JWoZc3K9qH/WFDAMJpC9hl9+0\n5l69aCileO70zmjJidwz5xemfLmVO39/EhNG96OiTWZAmb1Qol2GPlwId1ksZBaXkEkJJVYLNoen\nqkc701VC05LiqiDsDwehQnbIttUyPET6gNM9uzlXXd6Hh578im5dm3HKwPa1uo9Yc7nLmTHrR56f\ntgyHw8qlNw5lX4hJa198vYVRwzoH3vYYVu9bv2oXv+46wn9v8E1yLHIdrbetl2oJDN3+xVLK3OA4\nGg5rekyjCcFWp4fMw8UR67OHC6kNIWRHEs3fxFdfbuLsc3rWuF0kSilapHnPbbJviJg+XOsrC4Wk\nu9r/nqQv9amvBHXLXWew/deDrF61A6s1CastiZx9Baz4bmu1gC2iF4ts2OgD9uzZsyVgNyK1CdmL\nP/iBIRf3q5Nw3RBDcjyHh4RSbXgH3rHU+9pkBmynXzkPAo+jpLU3HGTaLd6v6dNsVaX3klqm8+LQ\nLux8ciHN22fy2NtreOrD9Vw1/lQuvW0kdt+wkBS3q6o3OVJpO0PHFnSuHa78gBrVAccQJhzURU3c\nSMNOHrv/XHbvLeDGP37ER29eR3aXZqbfv5m+XryNR6Z8ze69Rxh/9YCIkzQ//nwj553V3bT7fuvz\nDbRrk07v80+k/Eix93nXMs37DYpfqNriLdPBbqE4Ky3kh8naBN3Mw8UBtcBTg1aeDLX/4OdBTT3l\nkZ43sWDG38Jn838+5oANoHxl9dat2k7P07zPqZrCtf+60iRL1aRnLKFDtl/TTAfTZt8QcNmUyfP5\n6n8b+O77XaRnOmjSNIWsVukMb/XXYz6u40UssqGMwT7OhevB1v+R17dZybEuideQQnR9Gn8d6eta\n/2SwUOOmAWiZRnnn5lUhOz89jfxUR8DCPPrHxX/c+omJ/mEj+qWtAXYfdjL9teXMe2MFKMVF1w/l\nyttH0jYrpdr+/PuMlXiu6qa/74JCJ1eMf4uyMg9zZo2leVbkEmaxVlmp8cvGHJ554TsWfvcbwwZ3\n5KF7z6J7DKt5OF3lDBo5lQnXDuLPd5wGUDXBMWTNdZ9wobc29M/zqrHfpW5vT7p/LLlvrkGoMeR+\nx/Jci0XIro8Lr2iaxpR/LOCNmSu54vaRjH3iCtzJ1pp7r4PoqwsFv7aFej0vsVp48dHPePuFRQGX\nDx48mNdff50ePXrU4mhEtIyMwZaAfZwLFbCDA2V9C9gQfciuTbhuSIFar6ZwfSxBsTbBr6bxkJm+\nZcyrAnZO4dGJaF2aQYt0ctpnVU1A3JPpDdv6xzRUyIbQx6qfbQ9wJK+E919dwoevLcXl9HDJ6IFM\nnDSCVm0ywu7jeLJ37xGuvnI6SUkJnDYim37929F/QHs6dspEqegXxTAjgFVWamz69RArvt/Fiu93\nsfLH3RwpcNKubRMeuPtMzjuzm6E2meGzLzdz25/m8s3HN9K1c3x6+SN+SAVvb7pvRVL/pEojw0ai\nEamm+7EMv/Grj+Fa/w3Ay+/+xPMPfszgi/ryp1eup7RpzSX1ggWH7FABWz9cTdM0cks8nFA5mry8\nPHbv3s3f//539uzZw5NPPskdd9xBQkLCsRyiCEMCtohaTT3YweE63OXxEClkGw3WDTVU+4UL18ca\nEvXjgv1CTcbKTwvdG6fvWY50HwE9f2Vuits3C+h1Dr6fUMcb7bEGT0gsKnTy3hsrmPXaMhITE5jx\n+liyu0ldY4BtWw/xxsyVrF2zh62/HkTToGnTFPoNaEf//u3pP7A9J5zYGpsJQUqvoKCM9ev28tPa\nvaz7aS8/rd1DYYETiyWRvv3acfLgjpx8Skf692+PJah8WayGLdzyf3PYu6+Q+e+Oj8n9RRIyaEcZ\nrP2MTqQM1wb9oj+Res2jaUeszP18I79uyqFdh0zad8ykXcdMWrZOrzGk+udvLPpqM1Ouf43OJ7Zj\nyoI/4bEaryOvr0CkD9nB/K99/Tr8PbAtJSXcd999TJ06lZEjRzJz5kw6duwYahfiGEgVEXHM9AE6\n1B+61eOJe8gONx472nDd0EM11E2wDlUGTr+Yh74knL/6hn4hFSBguXAAq8cSNmyX2KyU2LzlysKN\nDa0a9mHCEIrg+7faErj95qGM+X1fbhj/JhPGvsGMN8dJyAa6Zjfn4ccuAqCw0Mm6n/aw5kdvmbL/\nvriYslIPSckJDDq5I09MuYSWrdKj3remaRzOL2XfvgL27S1g374jbNl8kHVr9/Lbb7kANMmw07dv\nW8aNH8zJp3SkT792YesB+9VFQNvwy362/noIj6eCCy46EY+ngm8Wb+Ovfxxh+n3Vhr+KSondGjA0\nyki4rW2ohqNVfPTL1ZNmI9VuweYIbEvw46NpGkcOl7F9ey47tueTn1dC6zZNaNcugzbtMsjKctTZ\ntxMui4Xy8gqeuP8TNE2jpNiNv9PRYk2idYdMWnXOok2nZrRo25TMluk0a5lO0xZpNGuVTkJTB3n7\njrB07hrcZR48Lg/lngpsSUffW0JVFAkWqrxn8Hjsmr6hczgcPP/884wYMYIrr7ySO++8k7lz50a8\n3/LycmbOnEleXh4JCd5VLhMSEqp+dzgctGjRgl69etG5c2eSkiQyGtHoz9aECROYMWNGvJvR4DSU\n8OkP0/qxucGeumM2f/3P1QGX1efjO9bJdWYNbYi0fLe+ZrQzMRlnQnLVq0lKufvom4puAo9/Zny4\nknYlVktAD3VwDWp/m/yBIZqqC3p/u2ce/5hySdjrM5s5mP76WAnZYaSn2xh+WjbDT8sGoLy8kl+3\nHGTN6t28+vJSrrt6Jq/MuJZOnaoPl9A0ja1bD7F40VZWrdzB3t1H2LfvCE5nedU2dnsynTo3Y/CQ\nTtx823D69GtLx47GhqPUpKbnQDg3TpjFkcNlAHz0wRrOOa8XHk8FZ13SN2Y9rtEEYH/QxvgohVoL\nGa6jVFLs4pqrZvDrloNVl6WmWikuPnqsFksirds0oU2bJrRtl0Hv3q258tzupKcFlq2Mlv45YHW7\n+WH1XooKncz6+Fa69WzFtoPF7N2Rx87dR9i3I49dO/L5ftEW8vYXUBZ0bMnWJDQNUtNt3PXMlVxw\n3WASEzX0i6nbKjxhQ3ZlZSW7Fqzlq/d/ZMSoPpx+xtEJuJqmMes/i9j8ww7ats+kY5s0Kiu9H0rz\n80up8PzCoEGDmDhxIs2be1+n8vPzeeKJJ2jWrBkPP/xwxPPg8Xi4+uqrmTNnDhkZGWiaRmVlZcBP\nWVlZ1fYWi4Vu3bpx2WWX8fDDDzf4ISixyIaNPmDLSo7Hh0i91oPOODrpI9bB2h+Wayr3VhcVKyIJ\nV40DqtdbBqp6l0tsVvLTUgO+vcgsKyazLMxKgQaqcYTrofGXDwtelc2oYcNrXsEts5mDGW+MY8K4\nN5gw9g0m3DiE00Zkk92teczH+NZ3SUkJ9Ordil69W3HGWd256fq3GDtmJtNeu4beJ7SmrMzDyuXb\nWfztVhZ/+yv79hZgsyUx6JSODDutK23aekOT998MMpra6/wcR/McCMVmTQa8YePn9ftZs3oPg0/t\nZKjH/ljFcuhENBVE/Fy2ZKx2Dw5/BR9f/XD/ZM5wPdcA015awq6d+Tz97OVkd2tOx06Z2GzJFBU5\n2bP7iO/bDe+/+/cWsPnn/cz5cC3/nPIll1zQm7Fj+nNCz5YR2xcs+DmwfsVvAPy0bBvZPVrSq30G\nvdp752H4X7cLyzUSEhMo91SQn1NIXk4h+TmF5OcUoaHxu6sHY3NYqKyoJJHAb1fDhevv31/Bm5Pn\nsn9HHo5UK8s+XcfABX8gPcPO7h35vD19GfPeW83Jp3RkyZaDvLPnMAlKkZnpILOZg5Yt0nnooYeY\nPHkyo0ePZvz48dxzzz3s3LmTb775hj59+kQ8DytWrODDDz/krbfe4pprrgm5jaZp7Nu3j02bNrFx\n40bWrl3L448/Tl5eHi+88EKDfk2UlRxFnYtmkmM48R4iYlQswnW0YVJf5zRYXU6uc1ks1eo+B69a\naOR2UH963M10OL+UB+//hCWLt+FyldOqVTrDR3Rl+GnZnDq0M+npxsdYNnaH80u59aa32f5bHv36\nt2PVyh243RW0b9+UESO7MWJkNief0tH08dqxsHfPEd5790deeWkp7344kfvv+4Q/3DXSlHJvjYV+\nvoajzBUxWPsNOflpHA4Lzz53BX36to24X7+cg0W8/+4aZs1dz/6DxfTv04Z/PnpBVTlJox9E8vNK\neO5fC/nogzU0b5HGpD+cziWX9cWZnMyyb3/l04/W8u1Xm3C7ymmalUrzNk1o3iqd5q0zqExIYP/O\nPPbtyCVn92GUgu792nPi4C50H96dnoO7YGnh/TrBX10kpdxN3qY9/GHI4wwe2oVbbh5K1+zmXHrR\nSxQVOSkr9b6uJiUl8MjjF3Pp5X0B70RfpagKtb2yHyYvL4/p06fz3//+l+3bt9OsWbOowjXAli1b\n6NGjB19//TVnnnlm1Ofruuuu46233mLZsmUMGTLE0LluDGSSo4iaPmAfSwCtz2G7roN1bQJmrAO2\nvsfaH5T9w2pq6mX29+L4H2OzakRD/QzXek6nhx+/38V3i7eyZPE2fvstl8RERd/+7ThtRDanDulM\n23YZZGY6SEhouL05ZikpdvHQA5+Sn1/iDdWnZ9Opc7MG3dPlN/3VZTz37ELW/vK3RnE89cEP3+/k\n8Uf+x+ZNOVx6eV/+7y9n0bx56Jrdelanh/LyShZ8t41H/rOEVIeFuW+NJTk5sdY9/Tu25/H8vxfy\nv8820KFjJkWFTg4fLqVbz5ZccFk/MpqmcPBAIQcPFJCzv5CcA4UAtOvQlHYdMmnXIZNSpVi/agfr\nVu0g13d9h+4tuf7xyznpwgHYKjzYnGXce/FUDu4rYO78W7Hbva+rmzYe4MsFm2jXLoNOnZvRuUsW\nGRn2sO3tlX10CEhlZSVff/01nTp1olu3blEdr8fjwW63M3XqVMaOHUthYWHVj8fjqRqLrR+bPXf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BBCCGEiCdhCCCGEEEKYSAK2EEIIIYQQJpKALYQQQgghhIkkYAshhBBCCGEiCdhCCCGEEEKY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\nFpB8Nmd+gI8AAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fbb21a457d0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%matplotlib inline\n",
|
|
"import matplotlib.tri as mtri\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import matplotlib\n",
|
|
"import cartopy.crs as ccrs\n",
|
|
"import numpy as np\n",
|
|
"ngrid = data.shape[1]\n",
|
|
"rlons = np.repeat(np.linspace(np.min(lons), np.max(lons), ngrid),\n",
|
|
" ngrid).reshape(ngrid, ngrid)\n",
|
|
"rlats = np.repeat(np.linspace(np.min(lats), np.max(lats), ngrid),\n",
|
|
" ngrid).reshape(ngrid, ngrid).T\n",
|
|
"tli = mtri.LinearTriInterpolator(mtri.Triangulation(lons.flatten(),\n",
|
|
" lats.flatten()), data.flatten())\n",
|
|
"rdata = tli(rlons, rlats)\n",
|
|
"\n",
|
|
"# Create Map\n",
|
|
"cmap = plt.get_cmap('rainbow')\n",
|
|
"matplotlib.rcParams.update({'font.size': 8})\n",
|
|
"plt.figure(figsize=(9, 6), dpi=100)\n",
|
|
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
|
|
"\n",
|
|
"cs = plt.contourf(rlons, rlats, rdata, 60, cmap=cmap,\n",
|
|
" transform=ccrs.PlateCarree(),\n",
|
|
" vmin=rdata.min(), vmax=rdata.max())\n",
|
|
"\n",
|
|
"ax.gridlines()\n",
|
|
"ax.coastlines()\n",
|
|
"ax.set_aspect('auto', adjustable=None)\n",
|
|
"\n",
|
|
"cbar = plt.colorbar(orientation='horizontal')\n",
|
|
"cbar.set_label(str(grid.getLocationName()) +\" \"+ str(grid.getLevel()) + \" \" + str(grid.getParameter()) + \" \" \\\n",
|
|
" \"(\" + str(grid.getUnit()) + \") \" + \" valid \" + str(grid.getDataTime().getRefTime()) )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Downsampling Large Grids"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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l14aVbcXySynZ+3VwuqXzWf7HuWFhIz2PqtpCFq8aT6Mz+DrWbZvMxh3BA6C/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\nWMZNkJW2a9M6Km69EsFspv20j8jq1Rf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AyWERNbHINgNQ/IE+mXMU4inW1yiIDCHxviwk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GyDJq0WN1lJgTZfagAuZf0GyicrUuu3VvhWKzFvpkh/9BrtZqWnIp9R+YtZWb9Jy2TbIbOAEWBu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XB53Rl4+em8ThVx9NfILztRL4mg21XcWvxXC/ChS/3kKFg8DXTFm9toGC5yueHtgbXDws4/kJ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\niIiIzxS6RURERER8ptAtIiIiIuKz/wOPIpK4T8uCJQAAAABJRU5ErkJggg==\n",
|
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"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fbb1cf02d10>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import scipy.ndimage\n",
|
|
"\n",
|
|
"SCALING = 0.3\n",
|
|
"data = scipy.ndimage.zoom(data, SCALING, order=0)\n",
|
|
"lons = scipy.ndimage.zoom(lons, SCALING, order=0)\n",
|
|
"lats = scipy.ndimage.zoom(lats, SCALING, order=0)\n",
|
|
" \n",
|
|
"rlons = np.repeat(np.linspace(np.min(lons), np.max(lons), ngrid),\n",
|
|
" ngrid).reshape(ngrid, ngrid)\n",
|
|
"rlats = np.repeat(np.linspace(np.min(lats), np.max(lats), ngrid),\n",
|
|
" ngrid).reshape(ngrid, ngrid).T\n",
|
|
"tli = mtri.LinearTriInterpolator(mtri.Triangulation(lons.flatten(),\n",
|
|
" lats.flatten()), data.flatten())\n",
|
|
"rdata = tli(rlons, rlats)\n",
|
|
"\n",
|
|
"# Create Map\n",
|
|
"cmap = plt.get_cmap('rainbow')\n",
|
|
"matplotlib.rcParams.update({'font.size': 8})\n",
|
|
"plt.figure(figsize=(9, 6), dpi=100)\n",
|
|
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
|
|
"\n",
|
|
"cs = plt.contourf(rlons, rlats, rdata, 60, cmap=cmap,\n",
|
|
" transform=ccrs.PlateCarree(),\n",
|
|
" vmin=rdata.min(), vmax=rdata.max())\n",
|
|
"\n",
|
|
"ax.gridlines()\n",
|
|
"ax.coastlines()\n",
|
|
"ax.set_aspect('auto', adjustable=None)\n",
|
|
"\n",
|
|
"cbar = plt.colorbar(orientation='horizontal')\n",
|
|
"cbar.set_label(str(grid.getLocationName()) +\" \"+ str(grid.getLevel()) + \" \" + str(grid.getParameter()) + \" \" \\\n",
|
|
" \"(\" + str(grid.getUnit()) + \") \" + \" valid \" + str(grid.getDataTime().getRefTime()) )"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 2",
|
|
"language": "python",
|
|
"name": "python2"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|