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@jbusecke
Created August 28, 2023 17:54
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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"id": "2765a9ab-d62a-4a76-8a39-8d28d170ec97",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from xmip.utils import google_cmip_col\n",
"from xmip.preprocessing import combined_preprocessing\n",
"col = google_cmip_col()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "512f033f-a84c-466d-93b0-d38408bbda33",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"array(['CMCC-CM2-HR4', 'EC-Earth3P-HR', 'HadGEM3-GC31-MM',\n",
" 'HadGEM3-GC31-HM', 'HadGEM3-GC31-LM', 'EC-Earth3P', 'ECMWF-IFS-HR',\n",
" 'ECMWF-IFS-LR', 'HadGEM3-GC31-LL', 'CMCC-CM2-VHR4', 'GFDL-CM4',\n",
" 'GFDL-AM4', 'IPSL-CM6A-LR', 'E3SM-1-0', 'CNRM-CM6-1', 'GFDL-ESM4',\n",
" 'GFDL-ESM2M', 'GFDL-CM4C192', 'GFDL-OM4p5B', 'GISS-E2-1-G',\n",
" 'GISS-E2-1-H', 'CNRM-ESM2-1', 'BCC-CSM2-MR', 'BCC-ESM1', 'MIROC6',\n",
" 'AWI-CM-1-1-MR', 'EC-Earth3-LR', 'IPSL-CM6A-ATM-HR', 'CESM2',\n",
" 'CESM2-WACCM', 'CNRM-CM6-1-HR', 'MRI-ESM2-0', 'SAM0-UNICON',\n",
" 'GISS-E2-1-G-CC', 'UKESM1-0-LL', 'EC-Earth3', 'EC-Earth3-Veg',\n",
" 'FGOALS-f3-L', 'CanESM5', 'CanESM5-CanOE', 'INM-CM4-8',\n",
" 'INM-CM5-0', 'NESM3', 'MPI-ESM-1-2-HAM', 'CAMS-CSM1-0',\n",
" 'MPI-ESM1-2-LR', 'MPI-ESM1-2-HR', 'MRI-AGCM3-2-H', 'MRI-AGCM3-2-S',\n",
" 'MCM-UA-1-0', 'INM-CM5-H', 'KACE-1-0-G', 'NorESM2-LM',\n",
" 'FGOALS-f3-H', 'FGOALS-g3', 'MIROC-ES2L', 'FIO-ESM-2-0', 'NorCPM1',\n",
" 'NorESM1-F', 'MPI-ESM1-2-XR', 'CESM1-1-CAM5-CMIP5', 'E3SM-1-1',\n",
" 'KIOST-ESM', 'ACCESS-CM2', 'NorESM2-MM', 'ACCESS-ESM1-5',\n",
" 'IITM-ESM', 'GISS-E2-2-G', 'CESM2-FV2', 'GISS-E2-2-H',\n",
" 'CESM2-WACCM-FV2', 'CIESM', 'E3SM-1-1-ECA', 'TaiESM1',\n",
" 'AWI-ESM-1-1-LR', 'EC-Earth3-Veg-LR', 'CMCC-ESM2', 'CMCC-CM2-SR5',\n",
" 'EC-Earth3-AerChem', 'IPSL-CM6A-LR-INCA', 'IPSL-CM5A2-INCA',\n",
" 'BCC-CSM2-HR', 'EC-Earth3P-VHR', 'CESM1-WACCM-SC', 'CAS-ESM2-0',\n",
" 'EC-Earth3-CC', 'MIROC-ES2H', 'ICON-ESM-LR'], dtype=object)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"col.df['source_id'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8e7317d1-8c23-4867-8030-370803545aa6",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='1' class='' max='1' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [1/1 00:00&lt;00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cat = col.search(\n",
" source_id='IPSL-CM6A-LR', \n",
" experiment_id='historical', \n",
" variable_id='tos', \n",
" table_id='Omon', \n",
" member_id='r7i1p1f1'\n",
")\n",
"ddict = cat.to_dataset_dict(preprocess=combined_preprocessing)\n",
"ds = ddict['CMIP.IPSL.IPSL-CM6A-LR.historical.Omon.gn']"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "1b2bc231-0bcf-4d12-9348-103cadc8e6b7",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def split_da(ds):\n",
" da_sample = ds.tos.isel(time=0).squeeze()\n",
" da_sample_clean = da_sample.isel(x=slice(1, -1))\n",
" return da_sample, da_sample_clean"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "0a0c8b1c-2f53-4bc6-85f3-1c7f076cd5a1",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"da_sample, da_sample_clean = split_da(ds)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1bde4f35-0073-4b2c-ac16-9dbf7ce4d5e0",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f5b3630f820>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.plot()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "8818f068-ac17-4cde-88cd-810f5a69af44",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Fail example regridding with xesmf\n",
"import xesmf as xe\n",
"target_grid = xe.util.grid_global(1, 1)\n",
"def regrid(ds):\n",
" regridder = xe.Regridder(ds, target_grid, 'bilinear', ignore_degenerate=True)\n",
" return regridder(ds)\n",
"\n",
"da_regridded = regrid(da_sample)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "1c0c4552-3c15-4684-9baa-958adb437f38",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f5b2aa0acb0>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_regridded.plot()"
]
},
{
"cell_type": "markdown",
"id": "fa6bf0da-5845-4ff9-a76d-802c132278b6",
"metadata": {},
"source": [
"👆 Well thats ugly..."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "40b5c462-062c-48e9-846d-348051e33214",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body[data-theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block !important;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tos&#x27; (y: 332)&gt;\n",
"array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan], dtype=float32)\n",
"Coordinates:\n",
" lat (y) float32 -84.21 -84.11 -84.01 -83.9 ... 50.01 50.01 50.01\n",
" lon (y) float32 72.5 72.5 72.5 72.5 ... 72.92 72.96 72.99 73.0\n",
" time datetime64[ns] 1850-01-16T12:00:00\n",
" * y (y) int64 0 1 2 3 4 5 6 7 ... 325 326 327 328 329 330 331\n",
" x int64 0\n",
" member_id &lt;U8 &#x27;r7i1p1f1&#x27;\n",
" dcpp_init_year float64 nan\n",
"Attributes:\n",
" cell_measures: area: areacello\n",
" cell_methods: area: mean where sea time: mean\n",
" description: This may differ from &quot;surface temperature&quot; in region...\n",
" history: none\n",
" interval_operation: 2700 s\n",
" interval_write: 1 month\n",
" long_name: Sea Surface Temperature\n",
" online_operation: average\n",
" standard_name: sea_surface_temperature\n",
" units: °C</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tos'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 332</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-aa975f38-8ba7-4987-a295-d10923fb6cc0' class='xr-array-in' type='checkbox' checked><label for='section-aa975f38-8ba7-4987-a295-d10923fb6cc0' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-febf0141-67c7-4f38-8fd2-7f403b98a30f' class='xr-section-summary-in' type='checkbox' checked><label for='section-febf0141-67c7-4f38-8fd2-7f403b98a30f' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-84.21 -84.11 ... 50.01 50.01</div><input id='attrs-85605b19-4d25-41bd-82f0-f9ce14f75513' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-85605b19-4d25-41bd-82f0-f9ce14f75513' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fefe17b7-63d1-40c8-ab6d-077e2e86b7a8' class='xr-var-data-in' type='checkbox'><label for='data-fefe17b7-63d1-40c8-ab6d-077e2e86b7a8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>bounds_nav_lat</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd></dl></div><div class='xr-var-data'><pre>array([-84.21071 , -84.108955 , -84.005424 , -83.90008 ,\n",
" -83.79289 , -83.68382 , -83.572845 , -83.45993 ,\n",
" -83.34504 , -83.22814 , -83.1092 , -82.988174 ,\n",
" -82.865036 , -82.739746 , -82.612274 , -82.48257 ,\n",
" -82.3506 , -82.21633 , -82.07972 , -81.94073 ,\n",
" -81.79932 , -81.65543 , -81.50905 , -81.360115 ,\n",
" -81.20859 , -81.05442 , -80.89758 , -80.73801 ,\n",
" -80.57567 , -80.4105 , -80.24247 , -80.071526 ,\n",
" -79.89762 , -79.720695 , -79.54071 , -79.357605 ,\n",
" -79.17133 , -78.98184 , -78.78908 , -78.59298 ,\n",
" -78.3935 , -78.19058 , -77.98417 , -77.7742 ,\n",
" -77.56062 , -77.34337 , -77.12238 , -76.89761 ,\n",
" -76.66898 , -76.43644 , -76.19991 , -75.95934 ,\n",
" -75.71467 , -75.46582 , -75.21273 , -74.95534 ,\n",
" -74.693565 , -74.42735 , -74.156624 , -73.88131 ,\n",
" -73.60134 , -73.31665 , -73.02715 , -72.73279 ,\n",
" -72.43347 , -72.129135 , -71.8197 , -71.5051 ,\n",
" -71.185234 , -70.86005 , -70.52946 , -70.193375 ,\n",
" -69.85174 , -69.50445 , -69.151436 , -68.792625 ,\n",
" -68.427925 , -68.05725 , -67.680534 , -67.29768 ,\n",
"...\n",
" 42.589024 , 42.916992 , 43.23097 , 43.531467 ,\n",
" 43.81901 , 44.094097 , 44.357224 , 44.60887 ,\n",
" 44.84951 , 45.079597 , 45.299576 , 45.509876 ,\n",
" 45.710915 , 45.90309 , 46.086792 , 46.26239 ,\n",
" 46.430252 , 46.590717 , 46.744118 , 46.890778 ,\n",
" 47.031 , 47.16508 , 47.293297 , 47.415928 ,\n",
" 47.533222 , 47.645435 , 47.752796 , 47.85554 ,\n",
" 47.953876 , 48.048016 , 48.138157 , 48.224483 ,\n",
" 48.307182 , 48.386425 , 48.46237 , 48.535187 ,\n",
" 48.605015 , 48.672005 , 48.73629 , 48.798 ,\n",
" 48.857265 , 48.914204 , 48.968925 , 49.02155 ,\n",
" 49.07217 , 49.120895 , 49.16782 , 49.21303 ,\n",
" 49.25663 , 49.29869 , 49.3393 , 49.378536 ,\n",
" 49.416485 , 49.453213 , 49.4888 , 49.523323 ,\n",
" 49.556847 , 49.58945 , 49.621204 , 49.652187 ,\n",
" 49.682476 , 49.712143 , 49.741272 , 49.76993 ,\n",
" 49.798187 , 49.82608 , 49.85361 , 49.880688 ,\n",
" 49.90708 , 49.932354 , 49.955803 , 49.97647 ,\n",
" 49.99324 , 50.00502 , 50.01094 , 50.01094 ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>72.5 72.5 72.5 ... 72.96 72.99 73.0</div><input id='attrs-48ff7313-3530-4284-b213-995a12b58b51' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48ff7313-3530-4284-b213-995a12b58b51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef0552d3-0dff-4a53-94ce-ce43f390edaf' class='xr-var-data-in' type='checkbox'><label for='data-ef0552d3-0dff-4a53-94ce-ce43f390edaf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>bounds_nav_lon</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd></dl></div><div class='xr-var-data'><pre>array([72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
"...\n",
" 72.5 , 72.5 , 72.5 , 72.5 , 72.5 , 72.5 ,\n",
" 72.5 , 72.5 , 72.5 , 72.50001 , 72.50001 , 72.50002 ,\n",
" 72.50004 , 72.50007 , 72.50011 , 72.50016 , 72.50023 , 72.50032 ,\n",
" 72.500435, 72.50057 , 72.50074 , 72.500946, 72.50118 , 72.50146 ,\n",
" 72.50177 , 72.50212 , 72.50252 , 72.50296 , 72.503456, 72.50399 ,\n",
" 72.50458 , 72.50522 , 72.505905, 72.506645, 72.50744 , 72.50828 ,\n",
" 72.50916 , 72.51011 , 72.51109 , 72.51214 , 72.51322 , 72.51435 ,\n",
" 72.51553 , 72.516754, 72.51802 , 72.51933 , 72.52068 , 72.52207 ,\n",
" 72.5235 , 72.52497 , 72.526474, 72.52801 , 72.52959 , 72.53119 ,\n",
" 72.53283 , 72.53451 , 72.53621 , 72.53794 , 72.53971 , 72.541504,\n",
" 72.54333 , 72.54518 , 72.547066, 72.54898 , 72.55093 , 72.5529 ,\n",
" 72.55491 , 72.556946, 72.55901 , 72.56112 , 72.56326 , 72.56544 ,\n",
" 72.56766 , 72.569916, 72.57222 , 72.57457 , 72.576965, 72.57942 ,\n",
" 72.58193 , 72.5845 , 72.58714 , 72.58985 , 72.59264 , 72.59552 ,\n",
" 72.598495, 72.60157 , 72.60477 , 72.608086, 72.61154 , 72.61516 ,\n",
" 72.61895 , 72.62294 , 72.62715 , 72.631615, 72.63636 , 72.64144 ,\n",
" 72.6469 , 72.65279 , 72.65919 , 72.6662 , 72.67393 , 72.68251 ,\n",
" 72.69214 , 72.70304 , 72.7155 , 72.7299 , 72.74668 , 72.76639 ,\n",
" 72.789604, 72.8168 , 72.84818 , 72.88329 , 72.92072 , 72.95765 ,\n",
" 72.98915 , 73. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1850-01-16T12:00:00</div><input id='attrs-42b753d6-b1cc-4042-b785-21964d10ba4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42b753d6-b1cc-4042-b785-21964d10ba4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29984fcf-fc35-4bd3-9175-1ce6b4aeb04f' class='xr-var-data-in' type='checkbox'><label for='data-29984fcf-fc35-4bd3-9175-1ce6b4aeb04f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bounds</dd><dt><span>long_name :</span></dt><dd>Time axis</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>time_origin :</span></dt><dd>1850-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;1850-01-16T12:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 327 328 329 330 331</div><input id='attrs-cc98d4f7-d8b1-451f-9aca-1d3dd44d3d2d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc98d4f7-d8b1-451f-9aca-1d3dd44d3d2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21eb45b0-beae-46c7-9856-673bb12910b6' class='xr-var-data-in' type='checkbox'><label for='data-21eb45b0-beae-46c7-9856-673bb12910b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, ..., 329, 330, 331])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-325b891f-af91-4353-b80a-586598ec3495' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-325b891f-af91-4353-b80a-586598ec3495' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6258fa15-48e4-496f-a6c1-4835f7bf3490' class='xr-var-data-in' type='checkbox'><label for='data-6258fa15-48e4-496f-a6c1-4835f7bf3490' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;r7i1p1f1&#x27;</div><input id='attrs-e733a569-2f09-47c3-a551-668c74136322' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e733a569-2f09-47c3-a551-668c74136322' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a09e1cf9-777a-4b01-b2a2-1a67e9cc19f4' class='xr-var-data-in' type='checkbox'><label for='data-a09e1cf9-777a-4b01-b2a2-1a67e9cc19f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r7i1p1f1&#x27;, dtype=&#x27;&lt;U8&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dcpp_init_year</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan</div><input id='attrs-8f5a69f1-e400-4a36-b2e5-9ec900fb40bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f5a69f1-e400-4a36-b2e5-9ec900fb40bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab96e4ac-fe9b-49c5-a2e5-cdf18edda0ed' class='xr-var-data-in' type='checkbox'><label for='data-ab96e4ac-fe9b-49c5-a2e5-cdf18edda0ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(nan)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c485421f-7a94-4d14-ae85-8106d638d795' class='xr-section-summary-in' type='checkbox' ><label for='section-c485421f-7a94-4d14-ae85-8106d638d795' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8e0b9f2e-dab3-4af5-adcc-20a71c8cb610' class='xr-index-data-in' type='checkbox'/><label for='index-8e0b9f2e-dab3-4af5-adcc-20a71c8cb610' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=332, step=1, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ad1457ff-bae6-4aaf-975b-e08d04caed7d' class='xr-section-summary-in' type='checkbox' ><label for='section-ad1457ff-bae6-4aaf-975b-e08d04caed7d' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>description :</span></dt><dd>This may differ from &quot;surface temperature&quot; in regions of sea ice or floating ice shelves. For models using conservative temperature as the prognostic field, they should report the top ocean layer as surface potential temperature, which is the same as surface in situ temperature.</dd><dt><span>history :</span></dt><dd>none</dd><dt><span>interval_operation :</span></dt><dd>2700 s</dd><dt><span>interval_write :</span></dt><dd>1 month</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>online_operation :</span></dt><dd>average</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>°C</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'tos' (y: 332)>\n",
"array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
" nan, nan, nan, nan, nan, nan, nan], dtype=float32)\n",
"Coordinates:\n",
" lat (y) float32 -84.21 -84.11 -84.01 -83.9 ... 50.01 50.01 50.01\n",
" lon (y) float32 72.5 72.5 72.5 72.5 ... 72.92 72.96 72.99 73.0\n",
" time datetime64[ns] 1850-01-16T12:00:00\n",
" * y (y) int64 0 1 2 3 4 5 6 7 ... 325 326 327 328 329 330 331\n",
" x int64 0\n",
" member_id <U8 'r7i1p1f1'\n",
" dcpp_init_year float64 nan\n",
"Attributes:\n",
" cell_measures: area: areacello\n",
" cell_methods: area: mean where sea time: mean\n",
" description: This may differ from \"surface temperature\" in region...\n",
" history: none\n",
" interval_operation: 2700 s\n",
" interval_write: 1 month\n",
" long_name: Sea Surface Temperature\n",
" online_operation: average\n",
" standard_name: sea_surface_temperature\n",
" units: °C"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"da_sample.isel(x=0).load()"
]
},
{
"cell_type": "markdown",
"id": "3dcef312-fa00-4954-a779-2041f6b6f4d6",
"metadata": {},
"source": [
"Oh I think the reason for this is different than I thought. The last cells are actually nans! ... not wrapped around values. \n",
"\n",
"Those we could take out fairly easy I guess."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "12b05a73-f8c5-4fc9-9d00-02e0abd0ea56",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/conda/envs/notebook/lib/python3.10/site-packages/xesmf/backend.py:41: UserWarning: Input array is not F_CONTIGUOUS. Will affect performance.\n",
" warnings.warn('Input array is not F_CONTIGUOUS. ' 'Will affect performance.')\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f5b2aad8430>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"regrid(da_sample_clean).plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "717cb014-53f7-4448-b205-987276ef709b",
"metadata": {},
"outputs": [],
"source": [
"# But is this enough? "
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "077a0038-d8ad-46b7-ab4d-2575ea7ca578",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b2a735d20>,\n",
" <matplotlib.lines.Line2D at 0x7f5b2a735db0>,\n",
" <matplotlib.lines.Line2D at 0x7f5b2a735cc0>,\n",
" <matplotlib.lines.Line2D at 0x7f5b2a735f00>]"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=slice(None, 4)).lon.plot(hue='x', color='g')\n",
"da_sample.isel(x=slice(-4,None)).lon.plot(ls='--', hue='x', color='r')"
]
},
{
"cell_type": "markdown",
"id": "094b2031-85e1-431b-8067-faff44f12584",
"metadata": {
"tags": []
},
"source": [
"Seems like 1 cells at each side have overlapping longitudes."
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "12711e08-0dee-470d-853d-7779500d7782",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b29fdeb30>]"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=0).lon.plot()\n",
"da_sample.isel(x=-2).lon.plot(ls='--')"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "3f906834-e051-459a-8b4c-cb54db8d690f",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b29ee2e60>]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=1).lon.plot()\n",
"da_sample.isel(x=-1).lon.plot(ls='--')"
]
},
{
"cell_type": "markdown",
"id": "5d8a8c1a-6e4c-423e-8fe1-bd0498f21913",
"metadata": {},
"source": [
"Ok this makes sense: The longitude values of each 'halo' cell are found on the other side on the 'second to last' cell.\n",
"So this means eliminating the all nan cells at each end should do what we want. To confirm that none of the data is repeated:"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "29d956f7-3acb-4d2d-b735-ba2d4f545605",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b29d5b100>]"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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37MxiJiYm5pzLFtWJEyew2+3nzFdRqJjxQFWqVAHgxx9/LNDhsah2795NrVq1irTsvHnzXDZGzpo1a7j55psLFUitW7fGbrezadOmC3ZGhII7qiZNmvDdd9+RmJhY4IO7bt06ABo3bgxAv379znk0qkmTJo7lz/TPdTjjn9sq6vt9pssuu4zExMRC008XYa7ojHwhq1evpnv37sTFxTF79mxCQ0OL9Dp/f3/q1q17zvfV39/f8bM+/aW/bt06GjZs6FguNzeXzZs3O44mlIVtnc+cOXP48MMPufzyy4mPj2fKlClF+st7zJgxvPTSSxdcLi4ujt27dxcr2+WXX87MmTM5evQoUVFRZ+1fdJoxplifsdJ0sfvA4jjbZzExMdHxB8XpTO+99x5t27Y96zr+WUC7YgyY08X8ufJVFCpmXOT0X6v/7KBaEnr16oWXlxc7duwo1mFKd51mio2NZcWKFeTl5RUoaJYuXQpAtWrVzvv604dLz9xRDBgwgOeee44vv/ySp556yjH9iy++wN/f3zHIXnh4uOOv0X8aOHAgDz30EH/++Sdt2rQB8r/cJk2aRJs2bYiNjXW6ra1atXL6Nf907bXXMnv2bH777TduueUWx/Rff/0Vq9V6zr9KXWXNmjV0796datWqMWfOHCpXruzU6wcOHMi7777Lvn37qF69OgCpqalMnTqV/v37O07ztWnThpiYGL744gtuvPFGx+t//PFH0tLSGDRoUJna1tkcOnSI2267jc6dOzNnzhwGDRrE3XffTYsWLS5YyJbEaaYzGWNISEigUqVKjs9ATEwM7dq1Y/HixaSkpBASEgLkX+WUkJBQrM9YabrYfWBxfP311wW2tWTJEvbs2ePomNyhQwcqVarExo0befjhh0slE0BgYCCXX345U6dO5c0333QcgUpNTeXnn38utRxu59YeO+XIvHnzDGDuv/9+s2TJErN8+XKTkpJijDl3B+B/dtI8vY7JkycXmH62cQ5effVV4+XlZe6//34THx9v5s+fb77//nvz2GOPFatT2cVYvny5mTx5spk8ebKpXr26adiwoeP5meN+jB8/3gCmT58+Ztq0aWb27NnmqaeeMl5eXqZ79+6O5RYsWGB69eplPvroIzN79mwzffp08+CDDzo6fp7ZYdCY/w3o9eabb5r58+ebZ555xulB8xo1amSqV69uvv76azNnzhwzcODAsw6at3v3bkfbevfu7fh5TZ48ucjjUBT1/crOzjYtWrQwoaGh5t///reZM2eOeeqpp4zNZjMPP/zwWdd9oQ7A6enpjm099thjBjCjR482kydPLjDGyubNm014eLgJCwszP//8c6HBC/85YNc/O+Uakz+QXUxMjGnSpImJj483v/76q+nUqZMJDg4uNPjhV199ZQBz3333mXnz5pmPP/7YVKpU6awD2ZXmtoDzdmg3Jn/sms6dO5uoqChHx+Ljx4+bGjVqmNatW5usrKzzvt6V+vfvb55//nkzZcoUM3/+fPPNN984Bs17//33Cyy7ePFi4+PjY9q2bWvi4+PNtGnTzBVXXGG8vb0LjLlkTNE/Y6f3YS+++OJ5c5bmPnDw4MEmMDCwUIZzjWUVFxdn+vbtW2jb1atXN3fffbeZOXOm+eSTT0xkZKSpWrVqgXF2vvrqK2O1Ws2NN95oJk+ebBISEsyPP/5onn/+efPAAw84ljvdAfjo0aPnfZ/O5mwdgGfPnm2sVqvp2LGjiY+PNz/++KNp3bq1qV69epE6AL/00kvGZrMV2N/Nnz/f2Gw289JLLxVY9myfv7JAxYwLjRo1ysTGxhqr1VrgKpGSKGaMMWbatGmma9euJiQkxPj6+pq4uDhz3XXXmd9//71E2ncup68WONvjzA+cMcZMmTLFdOzY0VSpUsUEBgaaRo0amX/9618FrvrYtm2bueqqq0zVqlWNr6+v8fPzM02aNDGvvPKKyczMLLT97Oxs8+KLL5oaNWoYHx8fU69ePTN+/Hin2pCYmGjuuOMOExYWZvz8/Ezbtm3NnDlzCi13+mdxtsfgwYNd/n4lJSWZ+++/30RFRRlvb29Tr1498+abbxYq6E67UDFzvivZzrxa5nztPFvOc33pb9++3VxzzTUmJCTEBAQEmCuvvNKsXLnyrNm++eYbc9lllxkfHx8THR1thg0bZlJTUwstV1rbSk1NNYC56aabzrqO05599lljtVrNH3/8UWD6kiVLjJeXl3n00UfP+3pXev31103r1q1N5cqVjc1mM+Hh4aZXr17ml19+OevyCxcuNJ07dzYBAQEmICDAdOvWzSxevLjQckX9jP38888GMB999NF5c5bmPtBVxczs2bPN7bffbipVqmT8/f3NVVddZbZt21bo9QkJCaZv374mLCzMeHt7m6pVq5q+ffsWaJOrixljjJk+fbrjd7pGjRrmtddeK/KgeaeXO/PKxnMVpkUp8N3BYowLBxIRESknfv31V66++mr+/vvvInfmreiefPJJvv32W7Zt21bsgTBFikOD5omInMW8efO46aabVMg4Yd68eTz//PMqZKTU6ciMiIiIm5mzjIX1T8UZr6qi0JEZERERN0tISMDb2/u8j4oyAF5x6MiMiIiIm6WmprJly5bzLlOrVq1zDjFR0amYEREREY+m00wiIiLi0cr9CMB2u52DBw8SHBysjlMiIiIewhhDamoqsbGxF7x9S7kvZg4ePOgY3lxEREQ8y759+y54u5tyX8ycviPsvn37HPcfERERkbItJSWF6tWrF7iz+7mU+2Lm9KmlkJAQFTMiIiIepihdRNQBWERERDyaihkRERHxaCpmRERExKOpmBERERGPpmJGREREPJqKGREREfFoKmZERETEo6mYEREREY+mYkZEREQ8mooZERER8WgqZkRERMSjqZgRERERj6ZiRkSkJBkDuVnuTiFSrpX7u2aLiLiFPQ/7xulkzB9H4LG17AlqxoJK1/CXfwdqRYTSqGool1ULJSbU391JRTyeihkRERfbd/wUR795gBbHfiLwv9Pi0tZwe9oarjLBLN3ckPtzHgXgzg41eeHqhlgsFvcFFvFwOs0kIuIidrvhq2V76PXuAl450IwTJogPzXW8GvcfFlW9m1Pe4YRbUmkRcIxLY0KwWOCrxduZ+vlbGLvd3fFFPJbFGGPcHaIkpaSkEBoaSnJyMiEhIe6OIyLl1LaDx/g2Pp7P9sUC0LpmZe5rF8MVDWvg523LXyg3Cw6uBp9AiG7C5OV78Zt+L/1sy1ha5Tqq3Tyeg8mZHE7Nom5EEJfGBOuIjVRYznx/q5gRESmm1MwcZi77m6y/vqBr+q9EcJI77c/RvfdABreridV64UJk5ZRxtFz3EgBL8xoyIW8Ai+2NAQsxoX50bRBJ70bRtK8TjpetBA6mGwM5p8DLD6y2cy+Xl5v/r029E6R0qJg5g4oZESkJB06ks/CDh7g2+2e8LXkApFpDSe/7IdEt+zq1ruXT3qfZ6ucd69nhVZfPsrvxc3YrUggCoEqQD1dfFkvb2mFEh/oTHeJHqL833jYLNquleEdwVk2E2c9BZjIAeTZfcqz+ZFn8SDc+fOR3D4toSmZ2Hp1yFvGafRyZFj+yvEI4Fdmc8GZ98anfA0Jind+2yAWomDmDihkRcbWdiSfY9vHt9LIvBOBwaFMC2t9LcIvrwLt4VyflJu3G9ucHWFZ/lX+kBNjc+hUmZnfmt3WHOHEqx7FsKGncavuDapYj2DD8am/DhoDW1I4IokEVb9r77qJWZAg1I4LxzU2H4zvh+C7Y/xemx784Ft6KzYkpHF/+AwO2PnPOTPdkP8bv9pYA3GSby2ven551uaQqrQno/zr+NVoWq+0iZ6Ni5gwqZkTElTYeTOHAJzfQwywlFxupfd6jcptbXbeB9CRY9QVs/AlunwYBYeTk2dmwcBrrtu3G+8Q2rj41jSBOOV7yWs5NfJTXH4BGll3M8H32nKv/xN6PV7JvBiCEdGIsSew3EQTacqkTaqV2qIW4EKgRZPCv1gS/0Ej8fWzYyOVk0lGOHz9OUuJe7Dvm0SJ7BZdZdmK1GK7Ke5u4+s25NCaEAVueIvb4MozNF7t/OARWwRoUiXdwBJagCOj0JFj/e8rsyGbIzQDfEPALzf/Xy8d176d4LBUzZ1AxI1LO7VkKexZB3R4Q26xEN/XTmgOMmrqOdrl/8Z7PB+QM+g+hlzl3SqlY7Hb4qAMc2eiYZCIbklO/P3kWGxmx7dgf1IQdR9PI2pbAFdteIycnF2PPIxMf9poodpsotplqJORdxjFLZapV9qd1zTDa1g6ndc0wqlf2d6pPjjGG9QdSWLBiDWkbZ/FhSgfHvE+836KHbdVZX5eFN32Cf6RKoC9hgT4MP/o8DVIWF1y3lx8Wv0oQFAF3/w7efvkzdsyFtKMQGA4B4RBQJf9fn4Civ5flzMlT2XyxZDffL99HWKAPN7WuzjXNq+Jts7J0ZxKLtx2jamV/bmsbh3dJ9LkqQSpmzqBiRqScSD8GW36DfX9Cl1HkBceSlJZF3sJ3iFn+Wv4ydXtAp8ehRluXbjoz5RjfTJvOmI1RALSvE85H19YmJCzSpds5p9wsWDgOVn4OgRHQ6Qm4tP//jm6chTGGg8mZHDqZQXaunew8O15WK9Uq+xNbyR8fL9d9sRlj2HAwhT82HSExJRPv5F2kZWSTkZmBV8YxfLKOE5SXTLglGT9yeDX3f0ey3vb+kA7W9QSRQZAls8B6syy+jG78O9XCAqhayZ8uqx6h0r4/Cgfw8s8vfIavc0yyf38Hli2/grFDQDiWoKj8ZXxD8q8mu/od8PLNX/jQWvALgco1XfaeuIoxhk2HUtl2JJWkg3tIPJnKSe8ofL29yM6188vag6Rn5xV4jb+3DbsxZOX+73L/hjEhvHV9UxrGes73oIqZM6iYEfFg9jzM9t/J+PML/HbOxmryr6gZ4/s4X6a2JM9uaGHZynCvKXSwbcDGf3feLYdA33fO+2VfJCf3sn/mOMI2f4fdGLpnv8UNXS/n0e71sBXhSiX5n6zcPJIzcjh5Kofj6dkkpWVzLC2LxJRMDpzIYP+JUxw6kcaptJMEk0ElUgm2ZLDU3sixjhFeP9LSsoUwSxphlhTCSMHnv52m7Vjo5D+V9Kxc0rPy+Lf1bfrYlp8zzxMN5xEa4EeVYF/6bnmW6gd/g4gGUK83XHYjRDUs8ffkvNKOcHLZJEbubc/crUkAjPb6giFes9lhj+GbvCv5Ma8TyQTRMtrG0Bb+7LZU5eu/9rPjaDoANUJsXBebxOw9eazPCMfLamFkz3o82LmOR1zyr2LmDCpmRDxT6r6NpHx3D1XTNzim/W2vzSJ7Y6bntWeLqYHVAhHBvuTmGQJP7eMB23Ru8krAih2a3gwD3j//5cbnkrSDlJn/InDbT44CaStxpPR5n1ZtrnBVE+UssnLzOHQykwMnM/KLnJP5hc6BExkcOJnBkdQssh1HHAxBZFDZkkoIp9hgagL5X9JhpOBNLlYLVCKVSMtJqpBMoCUDP7L5OK+fY5sveX3OrbY/8LKcMXBhvT5wxWNQvXWptR2AY9vJWTQey9/f4mWyuTv7MRZYWtGseiVGZH1Em5MzsP23qM+1+IDNG6/c9PxTbk9sxwCbd+6lRsKjBBz6E0vOKQwWlgb35LGjV3OIcJ7reyn3XFG7dNtVDCpmzqBiRsSzZObk8d3cv7hx6QD8ySLF+DPF3oWVYVdTqVZT6kUFUyciiFpVAokM9sXLZiUzJ4+PF+zkg/nb6Z63mHd93scLO3QfDR1HFHnbuSmHOTjteWJ3/ogX+X/xL7Y3Zne9u+g78DYqBfqWUKvFGdm5dtKzcknLyiU9O5f0rFyycuz4+9gI9PUi0NeLIB8vAnxt2CwWDqdmsifpFPtPZJCRk0d2rp2s3DxO/PcI0YGTGWzfu48O5m+usv1JT+sKrJb/fjU2HAA3TCyRdqRm5rDt4DEi1n+GLTcd27HNRByci5X8ba+212V6xH3ceuOt1I3Mv0SfrFRY+wOs+AwOr//fys7MabfDW5fAqWPgXxkyTgCQa/Xlo+zevJc3iHdvaUOfJjEl0i5XUTFzBhUzIp7lni9X8Pumw7zk9TmN/Y6S1utd2jS77H+j6J7HwZMZ3PfVCqoe+oMhPnMJv/tH6lUvWr+W+VuOMCF+Pl9nPISvJYd5eU1ZEvcANw3oT52IoIttlpRxqZk5JGw9ypSV+9mz9W/ut/3CtV4L2d10JHUHPnfxG8hMJm/PnxzZMI91aSF8mNaJtfuTsdpz2OZ3R4FF5+S14Oeg6+h8ZX8Gtax29lNCxsDRLWCxQmjV/H5AZ9o6C0KqQmTD/FGn57yQ31EeGJVzN1MtPfjm3ra0jKt88W0rISpmzqBiRsRzLN5+jFs//RNvm4XXrmnANS1qYnPyCozkUznc+p9lrD+QTFigL5/c0YqWsf6w4A2o2x28A/J3/DmnIP0YJ9NP8fzGavz890EA7vWfR81LW9Kp+wCqh1Xcq2Qqst83HubF6RuwJO/hqKlE3+a1eKFfQyptmwobpkHz26BeL7B5n3slOZlweAO5W2aSvmEmwcfX55/+JP+Iy8DsMQDEhPrxXN6HZFl8SLcGk1a3Px3adaBJ1VDX9msxBjb9jH3tZO7LGMrvW5IID/Rh3hNdCPE7TzvcSMXMGVTMiHgGu93w8VtP8cnxZvRr35TR/Rtd+EXn8L+CJgWA1yJmc1PqF+dc/pqsMaylLnd2qMXIHvUI9NWQ/RXdqexc3v19G58u3Ind5PfN+jX4VSKOr8xfwOYDYbUhvC74BoPNm+Tu49h+NI2DJzNoO2cgEWmbC6xzjz2S1daGpEa3w7fVrXSoW4WqlYo3yOLFtq3v+EXsOpbG632qcmPn5qWeoShUzJxBxYyIZ1g6ZzLtFt/DCROM/dG/CQ8Lv6j1JZ/K4aWfN/DT3wdpaTYyzGsqsZYkAixZBJBJJr4kmWCOmxD+Cu1F95uG06RaqItaI+XFqr0neGLy3+w4mk4dywFu8lrADd6LCLWfKLBcCkFclvmx4/lE77E0s25nkb0Ja3xb4VO/B22bXcbltcJcell8cf3wx1Ji5j9ODe9kajyzCksZHKhQxcwZVMyIlH3ZObnsfrU19cxOVsfeTPP7PnLZug+czOCLxbv4bvk+UjNzHdMviQyiT+No+jSJoUG07k4t55aZk8cnC3YSv+YAO4+mY8FOVUsStSyHqG05hD9ZJBHC5LwuxIb6Ua1yADVCLFSLqMyVl0bTuGpImfv9Sj5+lLx/NyfMksq+y5+n+lWPuztSISpmzqBiRqTsS/hxAp3XP0saAViHryGgUpTLt2G3GwxgtVDmvljEc2w/ksqsDYc5nJKJl9WKt81C5UAfmlQNpXFsKKEBZbP/ydlM/r+Xuf7Qm2RYA/EfuQaCSmkQyCJy5vtbJ4ZFxK3y8vKoueF9ALbXu5tmJVDIAFg1yJ24QN3IYOpGBrs7hkvU7fUAf382habsJGvm8/he93/ujlRs7j9xJyIV2vqF04gzB0nFn0uvecLdcUQqjGZx4XweOhQA3/XfwTc3wdGtbk5VPCpmRMStLH/ld5rcENkP3wB1wBUpLRaLhVYdevBGzg3kYYWtv8Gy990dq1hUzIiI2ySlZrA+NYh040tE16HujiNS4QxoFssXtmvpmfU6SXF9ocsz7o5ULOozIyJuE7/mEC/n3EV81QeZfGkzd8cRqXCC/bwZ0r4mdlOTrHa3Q/AZ497kZkMZvGT7bFTMiIhbGGP4YcU+AAa0vsTNaUQqrid7Nyg4IeNk/u0PkrbD4F8u/u7zpaDsJxSRcmnb8ln4HfkbXy8r/ZvFujuOiJyWlQLrfoQ9i2HVF+5OUyQqZkTELQLmvch03+cZXX11mb03jEiFVKkGXPlC/v/nvAjJB9ybpwhUzIhIqcs+tptqGZvJMxbqdLzW3XFE5J8uvxeqtso/SjP9kfwbVZZhKmZEpNTtXTIZgDWWhrS6tJ6b04hIIVYbXPMB2Hxhxx+w8gt3JzovFTMiUuqsW2YAcCjmSo3MK1JWRdT/3+mmWc/C8V3uzXMeKmZEpFTZ05KIS/8bgCqtrnFvGBE5v7YPQo324O0HyfvdneacdGm2iJSqPcumUgs7m00cLZo2d3ccETkfqw0GfQxefhAU4e4056QjMyJSqk5tmg3Azipd8PHSLkikzKtUvUwXMqAjMyJSiowxDMt8gIjsy7m3dRd3xxERZ+TlwvY5EN0EQqu5O00Bbv2zaOzYsbRu3Zrg4GAiIyO55ppr2LJlS4FlhgwZgsViKfBo27atmxKLyMXYdiSNHUmZrLI2pk1znWIS8ShT7oZvb4JVE92dpBC3FjMJCQkMHTqUZcuWMWfOHHJzc+nZsyfp6ekFluvduzeHDh1yPH799Vc3JRaRizFrfSIAHetWIchXB4ZFPEqDq/P/XfMt2O3uzfIPbt2bzJw5s8Dzzz//nMjISFauXEmnTp0c0319fYmOji7teCLiSnY7fZbcSJBXXULrvejuNCLirEuvBt9QSN4LuxdA7S7uTuRQpnrfJScnAxAWFlZg+vz584mMjKRevXrce++9HDly5JzryMrKIiUlpcBDRNwvacdy6ubt4DrbAjo1inN3HBFxlrc/NB6U///VX7s3yz+UmWLGGMPIkSPp2LEjjRs3dkzv06cPX3/9NXPnzuXtt99m+fLldOvWjaysrLOuZ+zYsYSGhjoe1atXL60miMh5HFiRf3p4o29TqoQGuTmNiBRL89vz/900HTKT3ZvlDGWmmHn44YdZu3Yt3377bYHpN954I3379qVx48b069eP3377ja1btzJjxoyzrmfUqFEkJyc7Hvv27SuN+CJyAT57FwBwqtoVbk4iIsVWtQVENIDcTPj7O3encSgTxcwjjzzC9OnTmTdvHtWqnf9yr5iYGOLi4ti2bdtZ5/v6+hISElLgISLulZOZTq1T6wCIad7bzWlEpNgsFmh9T/7/D6x0b5YzuLUDsDGGRx55hPj4eObPn0+tWrUu+JqkpCT27dtHTExMKSQUEVfYtnwODS05JBJOvYYt3B1HRC5Gi8H5R2dqlZ2jrG49MjN06FAmTZrEN998Q3BwMImJiSQmJpKRkQFAWloajz/+OEuXLmX37t3Mnz+ffv36UaVKFQYOHOjO6CLihJQN+aP+7ql0OVZbmTggLCLF5eVTpgoZcHMx8+GHH5KcnEyXLl2IiYlxPL7//nsAbDYb69atY8CAAdSrV4/BgwdTr149li5dSnBwsDuji4gTNpywscceiXfdbu6OIiKulHYUts52dwr3n2Y6H39/f2bNmlVKaUSkJBw4mcG/knvziqU3q7pe6e44IuIqx7bBx13AGHh0DQRFui2KhuAUkRI1f0v+uFAtalSmUqCfm9OIiMuE183vO1OpOuTluDWKihkRKVHr1v2NDejawH1/tYlICbBYYMgM8Hb/HynqiSciJSYrJ5dH9w1nte999A4/7O44IuJqZaCQARUzIlKCNqz5ixhLEj6WPGo3aObuOCJSTqmYEZESc3zNLwDsDmqOxSfQzWlEpLxSMSMiJSYicT4AeXV7ujeIiJRrKmZEpETsO3CARrmbAKjR9hr3hhGRck3FjIiUiJ1//oyXxc5+rxoER9d1dxwRKcdUzIhIifDaMQeAYzGd3ZxERMo7jTMjIi6XmZPHG8nd6WJCGdj6JnfHEZFyTsWMiLjc0p1J/J1bg6Oh9RjepIO744hIOafTTCLicvM359/CoEuDSCwWi5vTiEh5pyMzIuJSxhhqrfs3V1mj6VankbvjiEgFoGJGRFxq26a/GZL7A3d4W8io9pC744hIBaDTTCLiUkl//BuAjUFtCAyLcXMaEakIVMyIiMuknzxK02MzALC0e9jNaUSkolAxIyIus/239wiwZLHdWouG7fu6O46IVBAqZkTENXKzqbZtEgD769+Jxardi4iUDu1tRMQl9i36mnB7EodNZS7rc7e744hIBaJiRkRc4o89uay31+SviGsJCwlydxwRqUB0abaIXLT0rFze2lmDtOxX+LZXS3fHEZEKRkdmROSiTV21n7SsXGpVCaJt3Wh3xxGRCqZIR2ZatGjh1EotFgvTp0+natWqxQolIp7DfnQ7KfM/IIh2DG7XULcvEJFSV6RiZs2aNTz22GMEBV34PLgxhtdee42srKyLDiciZd+hWW8zNOsb6vpuoEOrge6OIyIVUJH7zDzxxBNERkYWadm333672IFExIOcOk6VHVMAOFz/doJ81Q1PREpfkfY8u3btIiIiosgr3bhxI7GxscUOJSKeISnhI8JNFuvtNenSU0dlRMQ9itQBOC4uzqnz4NWrV8dmsxU7lIh4gNxsvFd+CsCyqJuoUSXQzYFEpKIq8tVM27Zt4+abbyYlJaXQvOTkZG655RZ27tzp0nAiUnalb5xJSG4Sh00lGvUY7O44IlKBFbmYefPNN6levTohISGF5oWGhlK9enXefPNNl4YTkbLryF/5fWWW+nak7SW6O7aIuE+Ri5kFCxZw/fXXn3P+DTfcwNy5c10SSkTKvoPHU8k2Nkz9vrocW0TcqsiXHuzZs+e8VzNVqVKFffv2uSSUiJRtJ09lM/jkPfjbb+anjj3cHUdEKrgiH5kJDQ1lx44d55y/ffv2s56CEpHyZ/aGw+TaDdVioqkdVcndcUSkgityMdOpUyfee++9c84fP348V1xxhUtCiUgZZgyLVq8DoG8T3bpARNyvyKeZRo0aRbt27bjuuut48sknqV+/PgCbN2/mjTfeYNasWSxZsqTEgopI2ZC8dx3jD97MbT71qdL4d3fHEREpejHTvHlzfvzxR+666y7i4+MLzAsPD+eHH35w+h5OIuJ59iz+gcsA4xtC7UidWhYR93Nq7PGrr76aPXv2MHPmTLZv344xhnr16tGzZ08CAgJKKqOIlCFBu2cBkF6rl5uTiIjkc/pGKv7+/gwcqGHLRSqik4l7qJ29FbuxUKfjuYdqEBEpTUXuAAywdOlSZs6ciTGmpPKISBm2bUn+KeYtXvWIq1HTvWFERP6ryEdmXn75ZaZPn05sbCyffvopP/74Y0nmEpEyyL4jAYCUWF25KCJlR5GLmY8//piffvqJxo0bExQURFJSEuHh4SWZTUTKkFNZOdROWwkWiG7W091xREQcilzM1KhRgxUrVpCbm4ufn58GyBOpYBZuOcysnJu50n8rV13W2d1xREQcitxn5rPPPuOHH35g6NChfPfdd3h7e5dkLhEpY2ZtOsZUeydWN38Fi7efu+OIiDgU+chMvXr1mDNnTklmEZEyKifPzh+bjwDQs5FG/RWRssWpq5lEpGJavuMI12VPo13AflrWqOTuOCIiBRSpmBk/fjyZmZlFXulHH31EampqsUOJSNmycWUCz3t/zX8s/8Jm0dAMIlK2FKmYGTFihFPFyZNPPsnRo0eLHUpEyg5jDHnb5wOQFtMOrDb3BhIR+Yci9ZkxxnDllVfi5VW0LjYZGRlFWm7s2LFMnTqVzZs34+/vT/v27Xn99dcdN7E8ve2XXnqJjz/+mBMnTtCmTRvef/99GjVqVKRtiMjFWX8ghSbZa8AGlRv1cHccEZFCilSdvPjii06tdMCAAYSFhV1wuYSEBIYOHUrr1q3Jzc3l2WefpWfPnmzcuJHAwEAA3njjDcaNG8cXX3xBvXr1ePnll+nRowdbtmwhODjYqVwi4ryEDXu517oNAO9Luro5jYhIYRZThu5NcPToUSIjI0lISKBTp04YY4iNjWX48OE89dRTAGRlZREVFcXrr7/O/ffff8F1pqSkEBoaSnJyssbGESmG0e9OYPTJZznlF0nAU1vBYnF3JBGpAJz5/i5TVzMlJycDOI7q7Nq1i8TERHr2/N9oo76+vnTu3JklS5acdR1ZWVmkpKQUeIhI8Zw8lU3UsT/zn9TqpEJGRMqkMlPMGGMYOXIkHTt2pHHjxgAkJiYCEBUVVWDZqKgox7x/Gjt2LKGhoY5H9erVSza4SDm2cNsxWlk3AxBQ/0o3pxERObsyU8w8/PDDrF27lm+//bbQPMs//ho0xhSadtqoUaNITk52PPbt21cieUUqgoStR7kt+xm+bjABLunl7jgiImdV5BGAS9IjjzzC9OnTWbBgAdWqVXNMj47OH2k0MTGRmJgYx/QjR44UOlpzmq+vL76+viUbWKQCMMaQsPUoWfhQs1UfCNSNZUWkbCr2kZns7Gy2bNlCbm5usTdujOHhhx9m6tSpzJ07l1q1ahWYX6tWLaKjowvcRiE7O5uEhATat29f7O2KyIVtOpTK0dQs/L1ttKpZ2d1xRETOyeli5tSpU9x9990EBATQqFEj9u7dC8CwYcN47bXXnFrX0KFDmTRpEt988w3BwcEkJiaSmJjoGKfGYrEwfPhwXn31VeLj41m/fj1DhgwhICCAW265xdnoIuKE+VuP8H/e43iv0nf4ZmgQTBEpu5wuZkaNGsXff//N/Pnz8fP7351zu3fvzvfff+/Uuj788EOSk5Pp0qULMTExjseZ63nyyScZPnw4Dz30EK1ateLAgQPMnj1bY8yIlLC1GzfTy7aCK1Ongc3H3XFERM7J6T4z06ZN4/vvv6dt27YFOuE2bNiQHTt2OLWuogxxY7FYGD16NKNHj3Y2qogUU2pmDgEHl4AX5EQ0xifgwoNgioi4i9NHZk4PbPdP6enp57zCSEQ8y+LtSbRlPQA+GvVXRMo4p4uZ1q1bM2PGDMfz0wXMJ598Qrt27VyXTETcZu6mRNrbNuQ/qd3ZvWFERC7A6dNMY8eOpXfv3mzcuJHc3Fz+/e9/s2HDBpYuXUpCQkJJZBSRUmS3G7ZuXks1yzHsVm+sNfRHioiUbU4fmWnfvj1Llizh1KlT1KlTh9mzZxMVFcXSpUtp2bJlSWQUkVK0Zv9JGmeuyn9SrTX4BLo3kIjIBTh1ZCYnJ4f77ruP559/ni+//LKkMomIG/2x6TAAJ21VqFSv5wWWFhFxP6eOzHh7exMfH19SWUSkDPh94xEm5fVgft/50OZBd8cREbkgp08zDRw4kGnTppVAFBFxt33HT7HlcCo2q4UuDaLA2+/CLxIRcTOnOwDXrVuXf/3rXyxZsoSWLVsSGFjwfPqwYcNcFk5EStfvmw5T17KfiLhGVArQQHki4hkspigj153hn/dPKrAyi4WdO3dedChXSklJITQ0lOTkZEJCQtwdR6RMu/Pj+Xxw4HrwCcT/4cUQWtXdkUSkgnLm+9vpIzO7du0qdjARKbtSMnPw25OAv3c2OX5REBLr7kgiIkVS7Ltmi0j5krDlKN2tfwHg3ag/aERvEfEQTh+Zueuuu847/7PPPit2GBFxn7kbDzDa+t/xZS7t594wIiJOcLqYOXHiRIHnOTk5rF+/npMnT9KtWzeXBROR0pOTZyd9y3xCLafI8QvHu/rl7o4kIlJkThczZxtnxm6389BDD1G7dm2XhBKR0rVi9wm65ObfJdvW8Gqw2twdSUSkyFzSZ8ZqtTJixAjeeecdV6xORErZHxsP0Mu2HABro2vcG0ZExEku6wC8Y8cOcnNzXbU6ESklxhjmbDrGkOyn2NHgAajZyd2RRESc4vRpppEjRxZ4bozh0KFDzJgxg8GDB7ssmIiUjh1H09hzPAMfW12iBz4INqd3CyIibuX0Xmv16tUFnlutViIiInj77bcveKWTiJQ9czYeAaBdnXACfVXIiIjncXrPNW/evJLIISJucuDvP3jD6xcqRd0O6ComEfE8TveZ6datGydPniw0PSUlRZdmi3iYpLQsGhybyQ1eCXTMmOvuOCIixeJ0MTN//nyys7MLTc/MzGThwoUuCSUipWPupkP0suZfxRTQ7Fo3pxERKZ4in2Zau3at4/8bN24kMTHR8TwvL4+ZM2dStapuSifiSfaumkOEJYUMr1D8a3V2dxwRkWIpcjHTrFkzLBYLFovlrKeT/P39ee+991waTkRKzqnsXGIOzAIrZNbpjb/N292RRESKpcjFzK5duzDGULt2bf766y8iIiIc83x8fIiMjMRm06ihIp4iYXMiPSz5N5as1Op6N6cRESm+IhczcXFxQP6tC0TE821fPps+lmQybCH41+7i7jgiIsVW7EElNm7cyN69ewt1Bu7fv/9FhxKRkpWda2fz3kR2mBhCL+moU0wi4tGcLmZ27tzJwIEDWbduHRaLBWMMABaLBcjvDCwiZduSHceYkdWUv4Le48/rOrg7jojIRXH60uxHH32UWrVqcfjwYQICAtiwYQMLFiygVatWzJ8/vwQiioirzdqQfzVir8bRWH0D3JxGROTiOH1kZunSpcydO5eIiAisVitWq5WOHTsyduxYhg0bVuh2ByJStuTZDTvX/4kvVejVKNrdcURELprTxUxeXh5BQUEAVKlShYMHD1K/fn3i4uLYsmWLywOKiGut3HWMCXn/IsAvC5+A2UDEBV8jIlKWOV3MNG7cmLVr11K7dm3atGnDG2+8gY+PDx9//DG1a9cuiYwi4kIb/5zF5ZZkTlmD8I661N1xREQumtPFzHPPPUd6ejoAL7/8MldffTVXXHEF4eHhfP/99y4PKCKuk2c3BG7/GYATNXoS4OXj5kQiIhfP6WKmV69ejv/Xrl2bjRs3cvz4cSpXruy4oklEyqa/tifSNW8JWCCy7U3ujiMi4hJOXc2Um5uLl5cX69evLzA9LCxMhYyIB9i05BeqWFJIs1XC+xLd5V5EygenihkvLy/i4uI0loyIB8rKzSNi93QAUuv2Aw2UJyLlhNPjzDz33HOMGjWK48ePl0QeESkhCzcdpKvJvxdTZPvb3JxGRMR1nO4zM378eLZv305sbCxxcXEEBgYWmL9q1SqXhRMR15m27igvZ7/Cs3V20aNGG3fHERFxGaeLmWuuuaYEYohISUrPyuX3TYfJNDFE9b4O1MdNRMoRp4uZF198sSRyiEgJmrPxMJk5dmqGB9Ckaqi744iIuJTTfWYATp48yaefflqg78yqVas4cOCAS8OJiGskLvqCD73fYWjNA7ryUETKHaePzKxdu5bu3bsTGhrK7t27uffeewkLCyM+Pp49e/YwceLEksgpIsW0JymdFkd/4nLbFk6G9HB3HBERl3P6yMzIkSMZMmQI27Ztw8/PzzG9T58+LFiwwKXhROTizZ43l8utW8jDSqV2d7g7joiIyzldzCxfvpz777+/0PSqVauSmJjoklAi4hqZOXmErP8KgKRqPSAkxs2JRERcz+lixs/Pj5SUlELTt2zZQkSE7r4rUpb8tmo7V5n8I6bhXR5ycxoRkZLhdDEzYMAAxowZQ05ODgAWi4W9e/fy9NNPc+2117o8oIgU36GFEwm2ZHDCPw5bnc7ujiMiUiKcLmbeeustjh49SmRkJBkZGXTu3Jm6desSHBzMK6+8UhIZRaQY1u47QZeU/Dtke7e5W2PLiEi55XQxExISwqJFi5gyZQqvvfYaDz/8ML/++isJCQmFRgO+kAULFtCvXz9iY2OxWCxMmzatwPwhQ4ZgsVgKPNq2betsZJEK6etlu/g670r2+F1K0OW3uzuOiEiJcfrS7NO6detGt24Xd9fd9PR0mjZtyp133nnOU1S9e/fm888/dzz38fG5qG2KVATH0rKI//sw2XndGXTz88QFhLk7kohIiSlWMfPHH3/wzjvvsGnTJiwWCw0aNGD48OF0797dqfX06dOHPn36nHcZX19foqOjixNTpMKatGwP2bl2mlWvRIsald0dR0SkRDl9mmnChAn07t2b4OBgHn30UYYNG0ZISAhXXXUVEyZMcHnA+fPnExkZSb169bj33ns5cuTIeZfPysoiJSWlwEOkIsnMycNr8TvcYvuDe9vFasRfESn3LMYY48wLqlatyqhRo3j44YcLTH///fd55ZVXOHjwYPGCWCzEx8cXuJHl999/T1BQEHFxcezatYvnn3+e3NxcVq5cia+v71nXM3r0aF566aVC05OTkwkJCSlWNhFPMm3RKnrP6YmfJYe826frKiYR8UgpKSmEhoYW6fvb6SMzKSkp9O7du9D0nj17uvwoyI033kjfvn1p3Lgx/fr147fffmPr1q3MmDHjnK8ZNWoUycnJjse+fftcmkmkLDPGkLHgffwsORwJaYytdid3RxIRKXFOFzP9+/cnPj6+0PSffvqJfv36uSTUucTExBAXF8e2bdvOuYyvry8hISEFHiIVxeINu+iblV/sB3V/Updji0iF4HQH4EsvvZRXXnmF+fPn065dOwCWLVvG4sWLeeyxxxg/frxj2WHDhrkuKZCUlMS+ffuIidGQ7CJnc3DOeDpaMjjiV4vIxiX7x4WISFnhdJ+ZWrVqFW3FFgs7d+487zJpaWls374dgObNmzNu3Di6du1KWFgYYWFhjB49mmuvvZaYmBh2797NM888w969e9m0aRPBwcFFyuHMOTcRT/b39j1U/6o9YZY0knqMJ7zDYHdHEhEpNme+v50+MrNr165iB/unFStW0LVrV8fzkSNHAjB48GA+/PBD1q1bx8SJEzl58iQxMTF07dqV77//vsiFjEhFsufn12lqSeOwTw2i2t7q7jgiIqWm2IPmuUKXLl0434GhWbNmlWIaEc+1dv9J/u9IQyp5N6HBlY+Cza0fbRGRUuX0Hs8Yw48//si8efM4cuQIdru9wPypU6e6LJyIFM34P7azwdRiWqMJjLu8qbvjiIiUKqeLmUcffZSPP/6Yrl27EhUVpQG5RNxs/f6T/L7pMFYLDO1WV1cwiUiF43QxM2nSJKZOncpVV11VEnlExEmp393Di15WtjV4kDoRQe6OIyJS6pwuZkJDQ6ldu3ZJZBERJ21e8Qft0ubQxmZhX/PH3B1HRMQtnB407/TtAjIyMkoij4gUkbHbscx6FoAVlfsQ16iNmxOJiLiH00dmrr/+er799lsiIyOpWbMm3t7eBeavWrXKZeFE5Nw2/P4ljXM2ccr4UuO6V90dR0TEbZwuZoYMGcLKlSu57bbb1AFYxE3ysjOosjS/gFlR7Q46VSvaYJYiIuWR08XMjBkzmDVrFh07diyJPCJSBOvj36CpOcJhwmh6/XPujiMi4lZO95mpXr26bgsg4kbppzKI2DQJgI2XDie0UiX3BhIRcTOni5m3336bJ598kt27d5dAHBG5kPHzd9Mv8yX+430T7QY+5O44IiJu5/Rppttuu41Tp05Rp04dAgICCnUAPn78uMvCiUhBWxJT+c+iXeQSSu1r/4Wfj/eFXyQiUs45Xcy8++67JRBDRC7EZKUy9btPybXXo1ejKLo2iHR3JBGRMsHpYmbw4MElkUNELmDr988y6uSX1PDtRdd+X7o7johImeF0nxmAHTt28Nxzz3HzzTdz5MgRAGbOnMmGDRtcGk5E8qUf3kGdnV8BULnp1cRW8ndzIhGRssPpYiYhIYEmTZrw559/MnXqVNLS0gBYu3YtL774ossDigjs+Ok1vLCzwtaUHgNuc3ccEZEyxeli5umnn+bll19mzpw5+Pj4OKZ37dqVpUuXujSciEDaiUQuOTgNgMw2w/C2FeuAqohIueX0XnHdunUMHDiw0PSIiAiSkpJcEkpE/mdT/Jv4k81ma13aXTnI3XFERMocp4uZSpUqcejQoULTV69eTdWqVV0SSkTypaacoN7ebwFIaTkUm47KiIgUUuQ944IFC8jJyeGWW27hqaeeIjExEYvFgt1uZ/HixTz++OPccccdJZlVpML5JWEZSfZg9ltiadlLny8RkbMpcjHTtWtXTpw4wSuvvEKNGjWoWrUqaWlpNGzYkE6dOtG+fXuee073iBFxlYzsPF5bZaN79lts7P4lNi+nR1IQEakQirx3NMYA4O3tzddff82YMWNYvXo1drud5s2bc8kll5RYSJGKaN6WIyRn5FCtciBXtmvt7jgiImWWU3/qWSwWx//r1KlDnTp1XB5IRPItWrUWb3Lpe1kMNqvlwi8QEamgnCpmnn/+eQICAs67zLhx4y4qkIjAqexcBuwczbO+Ozga+iFwqbsjiYiUWU4VM+vWrSswtsw/nXnkRkSKL2H9XrqxFV9LLgH1LnN3HBGRMs2pYiY+Pp7ISN3cTqSkbVv5B30suaT4RBISXtfdcUREyrQiX82koy4ipeNUdi5++xYCkBd3BeizJyJyXkUuZk5fzSQiJWve5qNcznoAKjXq7uY0IiJlX5GLmc8//5zQ0NCSzCIiwNw1W2li2QmApVZnN6cRESn7itxnZvDgwSWZQ0TIP8V0atsCbDZDVmhtfEN1ixARkQvRjV5EypD1B1JYn1uV92234dPufnfHERHxCBofXaQM2ZKYwj4TxcrqQ7C01ai/IiJFoSMzImXI5sRUAOpHB7s5iYiI5yhWMXPy5Ek+/fRTRo0axfHjxwFYtWoVBw4ccGk4kYrmxP6t9LL+RcugJHdHERHxGE6fZlq7di3du3cnNDSU3bt3c++99xIWFkZ8fDx79uxh4sSJJZFTpNwzxlAtaRHP+HxG6vaN0LGDuyOJiHgEp4/MjBw5kiFDhrBt2zb8/Pwc0/v06cOCBQtcGk6kIjmUnEls7n4AAmIauDmNiIjncLqYWb58OfffX/gqi6pVq5KYmOiSUCIV0ZbEVOpYDgJgi6zv5jQiIp7D6WLGz8+PlJSUQtO3bNlCRESES0KJVESbE1OpbT2U/yT8EveGERHxIE4XMwMGDGDMmDHk5OQA+fds2rt3L08//TTXXnutywOKVBS7Dh6mquW/HX+rqJgRESkqp4uZt956i6NHjxIZGUlGRgadO3embt26BAcH88orr5RERpEKIf3gFgCyfStDQJib04iIeA6nr2YKCQlh0aJFzJ07l1WrVmG322nRogXdu+uGeCLFlZNnx+fkDvACo1NMIiJOKfYIwN26daNbt26uzCJSYe0+ls6i3EsZbh3JuE5t3B1HRMSjOH2aadiwYYwfP77Q9AkTJjB8+HBXZBKpcDYnpnKUSuyJ7o61QW93xxER8ShOFzNTpkyhQ4fCg3m1b9+eH3/80SWhRCqaLf+9jUED3cZARMRpThczSUlJhIaGFpoeEhLCsWPHXBJKpKLZciiZe22/0N2yEvJy3B1HRMSjOF3M1K1bl5kzZxaa/ttvv1G7dm2XhBKpaE4k7uZZ72/ouu4JwOLuOCIiHqVYtzN48sknefHFF0lISCAhIYEXXniBp59+mhEjRji1rgULFtCvXz9iY2OxWCxMmzatwHxjDKNHjyY2NhZ/f3+6dOnChg0bnI0sUqalZ+Xin7IDAFO5FtiK3S9fRKRCcrqYueuuu3j77bf5z3/+Q9euXenatSuTJk3iww8/5N5773VqXenp6TRt2pQJEyacdf4bb7zBuHHjmDBhAsuXLyc6OpoePXqQmprqbGyRMmtzYiq1Lfkj/9oi6rk5jYiI5ynWn4APPvggDz74IEePHsXf35+goKBibbxPnz706dPnrPOMMbz77rs8++yzDBo0CIAvv/ySqKgovvnmm7PeH0rEE63cc9xxTyaN/Csi4jynj8ycKSIiotiFzIXs2rWLxMREevbs6Zjm6+tL586dWbJkSYlsU8Qd/tp1nNqnixkNmCci4rRiHZn58ccf+eGHH9i7dy/Z2dkF5q1atcolwU7fgTsqKqrA9KioKPbs2XPO12VlZZGVleV4frabYoqUFXa7YfnuE/zr9A0mq+g0k4iIs5w+MjN+/HjuvPNOIiMjWb16NZdffjnh4eHs3LnznKeMLobFUvDKDmNMoWlnGjt2LKGhoY5H9erVXZ5JxFW2HUkjNyOFGMvx/AlV6ro3kIiIB3K6mPnggw/4+OOPmTBhAj4+Pjz55JPMmTOHYcOGkZyc7LJg0dHRwP+O0Jx25MiRQkdrzjRq1CiSk5Mdj3379rksk4ir/bUriUx8eDbyA7j+S/Cv7O5IIiIex+liZu/evbRv3x4Af39/x5VFt99+O99++63LgtWqVYvo6GjmzJnjmJadnU1CQoJj+2fj6+tLSEhIgYdIWfXX7hPkYSOy3uXQ6Bp3xxER8UhOFzPR0dEkJSUBEBcXx7Jly4D8DrvGGKfWlZaWxpo1a1izZo1jHWvWrGHv3r1YLBaGDx/Oq6++Snx8POvXr2fIkCEEBARwyy23OBtbpMwxxrB8V/7ppctrhbk5jYiI53K6A3C3bt34+eefadGiBXfffTcjRozgxx9/ZMWKFY5LqItqxYoVdO3a1fF85MiRAAwePJgvvviCJ598koyMDB566CFOnDhBmzZtmD17NsHBun+NeL59xzM4nHKKd3z+j1ZH9kONO8Db392xREQ8jsU4eTjFbrdjt9vx8sqvg3744QcWLVpE3bp1eeCBB/Dx8SmRoMWVkpJCaGgoycnJOuUkZcqPK/fznx+n85vvKPAJgqd2g83b3bFERMoEZ76/i3SaadCgQY5LnCdNmkReXp5j3g033MD48eMZNmxYmStkRMqy5buO09a6Mf9JjbYqZEREiqlIxcwvv/xCeno6AHfeeadLr1oSqaj+2n2cNtbN+U/iOrg3jIiIBytSn5kGDRowatQounbtijGGH3744ZyHfO644w6XBhQpj46kZrL7WCptfDflT6h5hXsDiYh4sCIVMx999BEjR45kxowZWCwWnnvuubMOXGexWFTMiBTBku1J1Lfsp7IlDbwDIbaZuyOJiHisIhUz7du3d1yCbbVa2bp1K5GRkSUaTKQ8m7HukPrLiIi4iFPjzOTm5nLHHXcUuPeRiDgnNTOHhK1HibKcwFhsULOjuyOJiHg0p4oZLy8vpkyZUuBqJhFxzh+bjpCda2dypXvyL8dudZe7I4mIeDSnRwC+8sormT9/fglEEakYZqzLv0N238tisPiFgH8l9wYSEfFwTo8A3KdPH0aNGsX69etp2bIlgYGBBeb379/fZeFEypvTp5gCyOSqJjHujiMiUi44PQKw1XrugzkWi6XMnYLSCMBSlvy05gCPfreahf5PUK1qVSzXfAhVLnF3LBGRMseZ72+nj8zY7fZiBxOp6GasPURjyy6qm4OQeAKCo90dSUTE4zndZ0ZEiic1M4f5W49yjW1x/oT6fcBXN00VEblYTh+ZGTNmzHnnv/DCC8UOI1KezdpwmNzcXK7xXwYGaHK9uyOJiJQLThcz8fHxBZ7n5OSwa9cuvLy8qFOnjooZkbMwxvD54l20tW6kijkBfpWgbnd3xxIRKRecLmZWr15daFpKSgpDhgxh4MCBLgklUt4s332CDQdTeMtnSf6ERteAl+4yLyLiCi7pMxMSEsKYMWN4/vnnXbE6kXLns0W78CWbvl4r8ifoFJOIiMs4fWTmXE6ePElycrKrVidSbuw7forZGxOxYeXElW/if3QR1Gjv7lgiIuWG08XM+PHjCzw3xnDo0CG++uorevfu7bJgIuXFxKW7sRvocEk0sR3aALe4O5KISLnidDHzzjvvFHhutVqJiIhg8ODBjBo1ymXBRMqDtKxcvlu+D4C7OtRycxoRkfLJ6WJm165dJZFDpFyasnI/qZk5fBP4Lm0Te0DNB8FPI1GLiLjSRXcA3rNnDxs3btTIwCL/YLfnX47dzrqR9nnLsS58G3Iy3B1LRKTcKXIx8+WXX/Luu+8WmHbfffdRu3ZtmjRpQuPGjdm3b5+r84l4rHlbjrA76RSP+vyUP6HFHRAc5d5QIiLlUJGLmY8++ojQ0FDH85kzZ/L5558zceJEli9fTqVKlXjppZdKJKSIJ/ps8S6aW7bRlvVg9YIOj7o7kohIuVTkPjNbt26lVatWjuc//fQT/fv359ZbbwXg1Vdf5c4773R9QhEPtCUxlcXbk/g/75/zJ1x2E1Sq7t5QIiLlVJGPzGRkZBS4BfeSJUvo1KmT43nt2rVJTEx0bToRD/X54l3Ushyih21l/oQOw9wbSESkHCtyMRMXF8fKlfk75mPHjrFhwwY6duzomJ+YmFjgNJRIRZWUlsXU1Qe4x/YrVgzU6w0R9d0dS0Sk3CryaaY77riDoUOHsmHDBubOnUuDBg1o2bKlY/6SJUto3LhxiYQU8STj/9hGdq6dJdHXckvNGCzNb3V3JBGRcq3IxcxTTz3FqVOnmDp1KtHR0UyePLnA/MWLF3PzzTe7PKCIJ/l13SG+XLoHgOv69MBSX4WMiEhJsxhjjLtDlKSUlBRCQ0NJTk4u0OdHxNV2H0vn6vcWkZaVy/2dazOqz6XujiQi4rGc+f52yV2zRSq6tKxcHvx6FWlZubxaZTZPnRoHhze6O5aISIXgsrtmi1QkeXbD2v0nWbz9GIu2H2PVnpNk59kZELCOm9O+xLLOQJ1uENXQ3VFFRMo9FTMiF2C3GzYnprLzWBo7j6az4WAyS3YkkZqZW2C5DpWSeDtvAha7gVZ3QTP1IRMRKQ0qZkTOIzMnj3snrmDhtmOF5oX4edG+ThU61A2na/gJqs56AUtSKtRoD71fd0NaEZGKScWMyDnk2Q0jvl/Dwm3HCPXKplfESVr4H6ZqkCH4igdpUjUUG3Z4pzGkHsx/UUg1uGEiePm4N7yISAVSrGJm//79TJ8+nb1795KdnV1g3rhx41wSTMSdjDE8/9N6flufyAjveIbZfsRywsAJoHItqD7qv0va8m9TkHEcqreB3q9BUIQ7o4uIVDhOFzN//PEH/fv3p1atWmzZsoXGjRuze/dujDG0aNGiJDKKlLoP5u/gmz/30ti6K7+QwUBgBEQ0gKr/+D2/7rP8eV6+7gkrIlLBOV3MjBo1iscee4wxY8YQHBzMlClTiIyM5NZbb6V3794lkVGkVKVl5fL+vO2A4dOo+PwjMo2vzS9azia0WqnmExGRgpweZ2bTpk0MHjwYAC8vLzIyMggKCmLMmDG8/ro6PYrnm7H2IKey8xhcaR3RJ1aAlx90f8ndsURE5BycLmYCAwPJysoCIDY2lh07djjmHTtW+IoPEU/zw4r9ADRq0hxqXgHtH8nvFyMiImWS06eZ2rZty+LFi2nYsCF9+/blscceY926dUydOpW2bduWREaRUrP9SCor95zAZrXQ5YouENwL7HnujiUiIufhdDEzbtw40tLSABg9ejRpaWl8//331K1bl3feecflAUVK0+T/HpXpWj+CyBC//Ik2jWAgIlKWOb2Xrl27tuP/AQEBfPDBBy4NJOIuOXl2pqzaT3vrep7xPQZHQyGinrtjiYjIBRTrRpMnT57k008/ZdSoURw/fhyAVatWceDAAZeGEylN8zYf4VhaNnf7zqX25o9h5RfujiQiIkXg9JGZtWvX0r17d0JDQ9m9ezf33nsvYWFhxMfHs2fPHiZOnFgSOUVK3A8r9hFKGp1ZmT9B91YSEfEITh+ZGTlyJEOGDGHbtm34+fk5pvfp04cFCxa4NJxIaTmSksm8LUfpZ1uKl8mBqMYQ3cTdsUREpAicLmaWL1/O/fffX2h61apVSUxMdEkokdI2ZdUB8uyGOwKW5E9oqqMyIiKewulixs/Pj5SUlELTt2zZQkSEa+9JM3r0aCwWS4FHdHS0S7chYoxh8op91LYcpF7OFrDYoMn17o4lIiJF5HQxM2DAAMaMGUNOTg4AFouFvXv38vTTT3Pttde6PGCjRo04dOiQ47Fu3TqXb0MqthV7TrDzWDo3+izOn1D3SgiOcm8oEREpMqeLmbfeeoujR48SGRlJRkYGnTt3pm7dugQHB/PKK6+4PKCXlxfR0dGOh6uP/oj8sHwfAJExNcAnWKeYREQ8jNNXM4WEhLBo0SLmzp3LqlWrsNvttGjRgu7du5dEPrZt20ZsbCy+vr60adOGV199tcBYNyIXIy0rlxnrDgFQvfdwiBwOPoFuzSQiIs4p9tCm3bp1o1u3bq7MUkibNm2YOHEi9erV4/Dhw7z88su0b9+eDRs2EB4eftbXZGVlOe4dBZy1f4/IaadvKlk7IpCWcZXBYnF3JBERcVKRTzP9+eef/PbbbwWmTZw4kVq1ahEZGcl9991XoIhwhT59+nDttdfSpEkTunfvzowZMwD48ssvz/masWPHEhoa6nhUr64bBMq5fb98H9fb5jOy9n5UxoiIeKYiFzOjR49m7dq1jufr1q3j7rvvpnv37jz99NP8/PPPjB07tkRCnhYYGEiTJk3Ytm3bOZcZNWoUycnJjse+fftKNJN4ruW7j7N7715e9JrI1X8PhV0aJ0lExBMVuZhZs2YNV155peP5d999R5s2bfjkk08YOXIk48eP54cffiiRkKdlZWWxadMmYmJizrmMr68vISEhBR4iZzP+j20M9fqJIEsmxDSDWp3cHUlERIqhyMXMiRMniIr63+WqCQkJ9O7d2/G8devWLj8K8vjjj5OQkMCuXbv4888/ue6660hJSWHw4MEu3Y5UPCv3nMDsmMdg26z8CVe+oP4yIiIeqsjFTFRUFLt27QIgOzubVatW0a5dO8f81NRUvL29XRpu//793HzzzdSvX59Bgwbh4+PDsmXLiIuLc+l2pOL5fuY83vf+N14We/6l2HVKtjO7iIiUnCJfzdS7d2+efvppXn/9daZNm0ZAQABXXHGFY/7atWupU6eOS8N99913Ll2fCMC67Xu4/8AzhFpPkRXdCt+r39VRGRERD1bkIzMvv/wyNpuNzp0788knn/DJJ5/g4+PjmP/ZZ5/Rs2fPEgkp4kpLfvuGOtZDnPCOwve2b8Hb78IvEhGRMqvIR2YiIiJYuHAhycnJBAUFYbPZCsyfPHkyQUFBLg8oUkhOJmkrvsH/wBJsWSlw6xkdz3cvguAYCD/7UcJJy/Yw9sBlrLUN45mb+lE5KLKUQouISElxetC80NDQs04PCwu76DAi57M5MYVNCT/SZssbxNrzR+21Y+HZbxZyZbN6XHlpJJaZoyBxHVzSE9rcDz5BsHM+bJ/D383HMHr6SQAa9RhM1QZ13dcYERFxmWKPACxSmr75fRkRCaMYaFsFQKKpzPd5XfnLXp+/1h7n27UruLxGCJ94VyYUA9tm5T/OkLX/CXLtz9C/aSwPdnZt/y4REXEfizHGuDtESUpJSSE0NJTk5GSNOeOhlixdRN2ZtxJpOUkuNnbWuYPIq1/glMWfTYdSWLojiUl/7iEzxw5A/+oZPBTwB/UOTcdYvdkd3Ir4k3X5IbUxkVXjmHx/e/x9bBfYqoiIuJMz398qZqRM23gwhds/mssknicswEbkXd9iiby00HKHUzJ59/dt/LBiH3n2/F9pq8VgjMH8t597RLAvPw3tQGwl/1Jtg4iIOE/FzBlUzHiuo6lZDJiwiIPJmfSraWfc4M54+5//Z3jwZAa/rD3Iz38fYt2BZGxWC21rh9G7UTR9L4slLNDnvK8XEZGywZnvb/WZkbIpL4f4+O84mBxO7SpBvHxHB7z9LzwoY2wlf+7rVIf7OtUhMTkTf28boQGuHcxRRETKFhUzUialrfyB+3YOo453c4IGTSlWQRIdqvFjREQqgiIPmidSaowhc/44AA4ENeHyWrrsX0REzk3FjJQ52VtnU+XUdtKMH+FdHsSiWw2IiMh5qJiRMufk7LcA+MnWgx4tG7g5jYiIlHUqZqRMMftXEpn0FznGRm7rB/Dx0q+oiIicn74ppOxIOUTmd0MAmGE6MKDz5e7NIyIiHkHFjJQJxhi+/TuJzam+7LVHsKXxCCoFaEwYERG5MF2aLW53KDmDUVPXMX/LUYJ4iitr+fHS1R3dHUtERDyEihlxm+S0dFb9MJYjuzcwP/sefLysPNanFYPb1cRq1RVMIiJSNCpmpHTsTIBVX8KpJPAJYk+albz9K+nKAbDCmpirufOmG6gXFezupCIi4mFUzIjrGQO7F0HkpRBYJX9a6iFYP8WxSNx//z1hCeVAy6d49aohWKy6k7WIiDhPxYy4Tm52fsGy7H1IXAddRkGXp/PnVWtNWufRfPl3GgePHieQDNrVi+WK6x6hcWBl9+YWERGPpmJGXGP5fyDhdUg7nP/cyx/suQBsTkzhi8XpxK9uQFaunUAfG+NubEbXRtFuDCwiIuWFihk5twVvwv4VkJ2ef8ro8vugyiWFl1vxGcwYCUBOQBS/Bw/gs4zOJK4I4NTiOSSlZzsWbVI1lLdvaKq+MSIi4jIqZiqyvFzYuwRyMsDqBRYr1On6v/kHVsHWmfn/370Q/voY6vaAtg9AnSvBYoHtv8OMxwD4JeQmRhy5ipzjp3+tMgCwWS30bhTNkA41aRVXWfdaEhERl1IxUxFlpsCqifDnR5C8r8Csqa2/5a/Mauw7cYpBIb3p37c33j6+sPEn2PIbbJ+T/6jRHu78FSIuJSe8AT8fiWDkkX5YLRauahzNoObVqBzoQ5CvF5HBvlQO1AB4IiJSMlTMVDQ75sIPQyArGQDjH06SdzQn09LJy81l8eIEptg7AbCYKry3J4BXBzWh/c03QdIO+OsTWD0J4trnH5kJrcoL4W/x4/5jNK1WifdubkGN8AA3NlBERCoaFTMVTK5vZYzNj1P+oUwPuo7xR1tw9ET+XS1C/b3pWL8KwyKDqBzgzf8l7GR30ilu+eRPrmwQSfeGUXRp/yIxXZ8BYwdg/YFkvv37JODFmAGNVciIiEipUzFTzmVk57F63wmW7zrB8t3HWbX3BIHZL5BMENknvAGoHubPPR1rc32ragT4/O9X4tqW1Xhj5mYmLdvLH5uP8MfmIwC0rxPOy9c0ppaf4eUZGwG4plksTatXKvX2iYiIWIwxxt0hSlJKSgqhoaEkJycTEhLi7jgl7uSpbJbvzi9c/tp1nPUHkrHZs6htOcQmkz9UXYifF61rhtGqZhiX16pMs+qVsZ3n9gFbElOZtSGReVuOsGbfSYwBXy8rfS+LYeqqA/h6WZn7eBeqVvIvrWaKiEg558z3t47MlBN59vyjJF8s2c2Z5WkTy07G+X9CHIdYetmrRLW7kXqRwU7d+6h+dDD1o4MZduUl7Dt+imfi17Fw2zGmrjoAwD1X1FIhIyIibqNiphzIyM5j2HermbPxMH5k0So8mw7ReVzJX1yycyIWYwf/MDo3qw/RF3d0qnpYABPvupzJK/fz8i8bCQv04YHOdVzUEhEREefpNJOHS0rN5O6JK1mz7yS+XrDRZwg2e3bBhRpfB31e/999klwkJ89Ont3g5617KomIiGvpNFNFYAxZC//NpoWzWJM6lEoBPnx6RytsM+rAid0QFAmh1aH9I1C/d4lE8LZZUR0jIiLupmLGE2WcxEx7CN8tM+gIDAzoxNAHHqFuZBDcNw+8/PLHgBEREakAVMx4GmPg+9uw7F5IlvHiVftgbr/z/vxCBsBbHXFFRKRisbo7gKfKzbMzZeV+9h0/Vbob3vEH7F5IpvHmuuzRtL7+cVrEhZVuBhERkTJExUwxPRO/jscm/80H87eX3kaNwcx9BYBJed3pfmVvrr4stvS2LyIiUgapmCmmG1tXB+DHlfvZf6KUjs5s+Q3LwVWcMr78h2u4v3Pt0tmuiIhIGaZipphaxoXRoW44OXmGjxJ2lM5GfYM4FngJX+T1on6d2rokWkREBBUzF2VYt0sA+GH5fg4lZ5T8Bmt14pGQf/Pv3EF0rR9Z8tsTERHxACpmLkKb2uG0qRVGdp6d/0vYWeLbS8nMYfmeZLLwoUv9iBLfnoiIiCdQMXORHr0y/+jMN3/t5UhKZslsJDMZ1nzLqtWrybUbalcJJC48sGS2JSIi4mFUzFykdnXCaRVXmexcOx/ML6G+M3uXwbQHaDjvbgA666iMiIiIg4qZi2SxWBjRox4Ak5btYfuRNNdvZM8SAJbm5B8FUn8ZERGR/1Ex4wId6lah+6WRYM/h5RkbXb+BvcsAWJhdF39vG5fX0iB5IiIip6mYcYVTxxkX8AUzfUexcEsi8zYfcd26czLh4CoAltvr075OuC7JFhEROYOKGVfw8iVk12/UtRygv3UJ//plI9m5dtes++BqyMvmpLUye0wUXRroFJOIiMiZPKKY+eCDD6hVqxZ+fn60bNmShQsXujtSQT6B0O5hAIb5TGf3sVS+XLLbNeveuxSAZbmXABY61q3imvWKiIiUE2W+mPn+++8ZPnw4zz77LKtXr+aKK66gT58+7N27193RCmp9D/iFUosD9Lb+xXtzt3HyVPbFr/e//WX+yqtP5QBvaoYHXPw6RUREypEyX8yMGzeOu+++m3vuuYdLL72Ud999l+rVq/Phhx+6O1pBfiHQ5kEAHvebTkpmjmsu1R7wPn80Hcdseyua16iMxWK5+HWKiIiUI2W6mMnOzmblypX07NmzwPSePXuyZMmSs74mKyuLlJSUAo9S0+Z+8Ammtn033a2r+GLx7ou/CWVQBD9ltmC/iaBZ9UouiSkiIlKelOli5tixY+Tl5REVFVVgelRUFImJiWd9zdixYwkNDXU8qlevXhpR8wWEweX3ADAi6Hey8+yMm731ole7Zt9JAJrXqHTR6xIRESlvynQxc9o/T60YY855umXUqFEkJyc7Hvv27SuNiP/T7hHo8Cjc8CUA8WsOsPFgMY8OLXqHU7NfgRO7ALisWiUXhRQRESk/ynQxU6VKFWw2W6GjMEeOHCl0tOY0X19fQkJCCjxKVWA49BhDo7q1uPqyGIyBt2ZvcX49xsBfnxCw5A2qWY5SNzKIUH9v1+cVERHxcGW6mPHx8aFly5bMmTOnwPQ5c+bQvn17N6Uqusd61KOa5Sjzthxhb5KTfWcOroaUA+RY/Vhlv4Tm6i8jIiJyVmW6mAEYOXIkn376KZ999hmbNm1ixIgR7N27lwceeMDd0c4v/Ri1ZtzELL9nCTFpfP3XHudev3EaACt925CJL83UX0ZEROSsvNwd4EJuvPFGkpKSGDNmDIcOHaJx48b8+uuvxMXFuTva+flXhlPHCTRpDPOK5/0VYYzoXq9otyIwBjZMA2DyqRYANK9euQTDioiIeK4yf2QG4KGHHmL37t1kZWWxcuVKOnXq5O5IF2a1Qc8xAAzxmkXNU+v5bf2hor320N9wcg92Lz9+zWpCgI+NelFBJRhWRETEc3lEMeOx6naHy27Ehp23vD9i8tIiXqb931NMB6p0IgM/mlQNxcumH5WIiMjZ6BuypPV5nbygGGpbE+l58EM2HSrKZdoW8A1hoU8HAJrX0CkmERGRc1ExU9L8K2O7ZgIAQ7xms3j2jxd+TfcXMY9v46sTjQENliciInI+KmZKQ93uJNa7ha32qsRvPsWnC3de8CVT1h5j09EsfLystIrTkRkREZFzKfNXM5UXUde9xcQ529iw8AAbZmwi5VQWI9oEYal0xu0WTuyG5AMcqdyCMT9vAGBE93qEB/m6J7SIiIgHUDFTSiw+gTxxVVMCA4J4c9YW0ha8T96yb8ltfBN+XUbC3mXw21OQnUqyX2PSMp+mSdXK3HtFLXdHFxERKdNUzJQii8XC0K51Cfa1EfPb23iZXLzWTYJ1kxzLHK7UnDsPD8ZqtfHGdZfpKiYREZEL0DelG9zRvhaBg3/gydA3mZvXDIBsY+O1nJtol/gY+00kQ7vW5dKYUr6vlIiIiAeyGGOMu0OUpJSUFEJDQ0lOTi79m05egDGGWRsSmTJ7HntP5nDMOxZfLytNqoXy3s0t8PFSrSkiIhWTM9/fOs3kRhaLhd6NY+jd+BZ3RxEREfFY+tNfREREPJqKGREREfFoKmZERETEo6mYEREREY+mYkZEREQ8mooZERER8WgqZkRERMSjqZgRERERj6ZiRkRERDyaihkRERHxaCpmRERExKOpmBERERGPpmJGREREPJqKGREREfFoXu4OUNKMMQCkpKS4OYmIiIgU1env7dPf4+dT7ouZ1NRUAKpXr+7mJCIiIuKs1NRUQkNDz7uMxRSl5PFgdrudgwcPEhwcjMVicXcch5SUFKpXr86+ffsICQlxd5xSURHbDBWz3WpzxWgzVMx2q82l02ZjDKmpqcTGxmK1nr9XTLk/MmO1WqlWrZq7Y5xTSEhIhfkwnFYR2wwVs91qc8VREdutNpe8Cx2ROU0dgEVERMSjqZgRERERj6Zixk18fX158cUX8fX1dXeUUlMR2wwVs91qc8VREdutNpc95b4DsIiIiJRvOjIjIiIiHk3FjIiIiHg0FTMiIiLi0VTMiIiIiEdTMVOCcnNzee6556hVqxb+/v7Url2bMWPGYLfbHcsYYxg9ejSxsbH4+/vTpUsXNmzY4MbUzluwYAH9+vUjNjYWi8XCtGnTCswvShuzsrJ45JFHqFKlCoGBgfTv35/9+/eXYiucc7425+Tk8NRTT9GkSRMCAwOJjY3ljjvu4ODBgwXWUZ7a/E/3338/FouFd999t8B0T2szFK3dmzZton///oSGhhIcHEzbtm3Zu3evY76ntftCbU5LS+Phhx+mWrVq+Pv7c+mll/Lhhx8WWMbT2jx27Fhat25NcHAwkZGRXHPNNWzZsqXAMuVtX3ahNnvSvkzFTAl6/fXX+eijj5gwYQKbNm3ijTfe4M033+S9995zLPPGG28wbtw4JkyYwPLly4mOjqZHjx6Oe0p5gvT0dJo2bcqECRPOOr8obRw+fDjx8fF89913LFq0iLS0NK6++mry8vJKqxlOOV+bT506xapVq3j++edZtWoVU6dOZevWrfTv37/AcuWpzWeaNm0af/75J7GxsYXmeVqb4cLt3rFjBx07dqRBgwbMnz+fv//+m+effx4/Pz/HMp7W7gu1ecSIEcycOZNJkyaxadMmRowYwSOPPMJPP/3kWMbT2pyQkMDQoUNZtmwZc+bMITc3l549e5Kenu5Yprztyy7UZo/alxkpMX379jV33XVXgWmDBg0yt912mzHGGLvdbqKjo81rr73mmJ+ZmWlCQ0PNRx99VKpZXQUw8fHxjudFaePJkyeNt7e3+e677xzLHDhwwFitVjNz5sxSy15c/2zz2fz1118GMHv27DHGlN8279+/31StWtWsX7/exMXFmXfeeccxz9PbbMzZ233jjTc6PtNn4+ntPlubGzVqZMaMGVNgWosWLcxzzz1njPH8NhtjzJEjRwxgEhISjDEVY1/2zzafTVndl+nITAnq2LEjf/zxB1u3bgXg77//ZtGiRVx11VUA7Nq1i8TERHr27Ol4ja+vL507d2bJkiVuyexqRWnjypUrycnJKbBMbGwsjRs3LjfvQ3JyMhaLhUqVKgHls812u53bb7+dJ554gkaNGhWaX17bPGPGDOrVq0evXr2IjIykTZs2BU7LlMd2d+zYkenTp3PgwAGMMcybN4+tW7fSq1cvoHy0OTk5GYCwsDCgYuzL/tnmcy1TFvdlKmZK0FNPPcXNN99MgwYN8Pb2pnnz5gwfPpybb74ZgMTERACioqIKvC4qKsoxz9MVpY2JiYn4+PhQuXLlcy7jyTIzM3n66ae55ZZbHDdoK49tfv311/Hy8mLYsGFnnV8e23zkyBHS0tJ47bXX6N27N7Nnz2bgwIEMGjSIhIQEoHy2e/z48TRs2JBq1arh4+ND7969+eCDD+jYsSPg+W02xjBy5Eg6duxI48aNgfK/Lztbm/+pLO/Lyv1ds93p+++/Z9KkSXzzzTc0atSINWvWMHz4cGJjYxk8eLBjOYvFUuB1xphC0zxdcdpYHt6HnJwcbrrpJux2Ox988MEFl/fUNq9cuZJ///vfrFq1yun8ntpmwNGZf8CAAYwYMQKAZs2asWTJEj766CM6d+58ztd6crvHjx/PsmXLmD59OnFxcSxYsICHHnqImJgYunfvfs7XeUqbH374YdauXcuiRYsKzSuv+7LztRnK/r5MR2ZK0BNPPMHTTz/NTTfdRJMmTbj99tsZMWIEY8eOBSA6OhqgUPV65MiRQtW/pypKG6Ojo8nOzubEiRPnXMYT5eTkcMMNN7Br1y7mzJnj+EsGyl+bFy5cyJEjR6hRowZeXl54eXmxZ88eHnvsMWrWrAmUvzYDVKlSBS8vLxo2bFhg+qWXXuq4mqm8tTsjI4NnnnmGcePG0a9fPy677DIefvhhbrzxRt566y3As9v8yCOPMH36dObNm0e1atUc08vzvuxcbT7NE/ZlKmZK0KlTp7BaC77FNpvN8ddcrVq1iI6OZs6cOY752dnZJCQk0L59+1LNWlKK0saWLVvi7e1dYJlDhw6xfv16j30fTn/4t23bxu+//054eHiB+eWtzbfffjtr165lzZo1jkdsbCxPPPEEs2bNAspfmwF8fHxo3bp1oUt4t27dSlxcHFD+2p2Tk0NOTs55922e2GZjDA8//DBTp05l7ty51KpVq8D88rgvu1CbwYP2ZaXW1bgCGjx4sKlatar55ZdfzK5du8zUqVNNlSpVzJNPPulY5rXXXjOhoaFm6tSpZt26debmm282MTExJiUlxY3JnZOammpWr15tVq9ebQAzbtw4s3r1akdv96K08YEHHjDVqlUzv//+u1m1apXp1q2badq0qcnNzXVXs87rfG3Oyckx/fv3N9WqVTNr1qwxhw4dcjyysrIc6yhPbT6bf17NZIzntdmYC7d76tSpxtvb23z88cdm27Zt5r333jM2m80sXLjQsQ5Pa/eF2ty5c2fTqFEjM2/ePLNz507z+eefGz8/P/PBBx841uFpbX7wwQdNaGiomT9/foHP7KlTpxzLlLd92YXa7En7MhUzJSglJcU8+uijpkaNGsbPz8/Url3bPPvsswV+Cex2u3nxxRdNdHS08fX1NZ06dTLr1q1zY2rnzZs3zwCFHoMHDzbGFK2NGRkZ5uGHHzZhYWHG39/fXH311Wbv3r1uaE3RnK/Nu3btOus8wMybN8+xjvLU5rM5WzHjaW02pmjt/s9//mPq1q1r/Pz8TNOmTc20adMKrMPT2n2hNh86dMgMGTLExMbGGj8/P1O/fn3z9ttvG7vd7liHp7X5XJ/Zzz//3LFMeduXXajNnrQvs/y3QSIiIiIeSX1mRERExKOpmBERERGPpmJGREREPJqKGREREfFoKmZERETEo6mYEREREY+mYkZEREQ8mooZERER8WgqZkRERMSjqZgRERERj6ZiRkQ8ysSJEwkPDycrK6vA9GuvvZY77rjDTalExJ1UzIiIR7n++uvJy8tj+vTpjmnHjh3jl19+4c4773RjMhFxFxUzIuJR/P39ueWWW/j8888d077++muqVatGly5d3BdMRNxGxYyIeJx7772X2bNnc+DAAQA+//xzhgwZgsVicXMyEXEHizHGuDuEiIizWrZsyXXXXUevXr1o3bo1u3fvpnr16u6OJSJu4OXuACIixXHPPffwzjvvcODAAbp3765CRqQC05EZEfFIKSkpxMTEkJuby8SJE7nxxhvdHUlE3ER9ZkTEI4WEhHDttdcSFBTENddc4+44IuJGKmZExGMdOnSIW2+9FV9fX3dHERE30mkmEfE4x48fZ/bs2dx6661s3LiR+vXruzuSiLiROgCLiMdp0aIFJ06c4PXXX1chIyI6MiMiIiKeTX1mRERExKOpmBERERGPpmJGREREPJqKGREREfFoKmZERETEo6mYEREREY+mYkZEREQ8mooZERER8WgqZkRERMSj/T+WQ7hTRgBdzQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=1).plot()\n",
"da_sample.isel(x=-2).plot(ls='--')"
]
},
{
"cell_type": "markdown",
"id": "2f1b5dfc-c5d2-41e2-8f76-a2bf1cabcf67",
"metadata": {},
"source": [
"Close but not the same. Thats good enough for me. Lets confirm this with another model:\n"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "7dc3f38d-be40-4911-824b-ec1b4e8ba034",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='1' class='' max='1' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [1/1 00:00&lt;00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cat = col.search(\n",
" source_id='NESM3', \n",
" experiment_id='historical', \n",
" variable_id='tos', \n",
" table_id='Omon', \n",
" member_id='r1i1p1f1',\n",
")\n",
"ddict = cat.to_dataset_dict(preprocess=combined_preprocessing)\n",
"ds = ddict['CMIP.NUIST.NESM3.historical.Omon.gn']"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "96dd734d-2bf4-486f-a0a9-114d6ec8be82",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"da_sample, da_sample_clean = split_da(ds)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "d28e434d-b394-4113-9662-76bfcd854f5c",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f5b2ae43e80>"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_regridded.plot()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "77b23eb1-5207-42f4-9d4c-0e1610470501",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f5b2af48b80>"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lcupc3nLLLRHfBR4McQ0fPhwbNmyI1PHRRx8BiF6PcrCl45tvvrmskE2d4cOHo6WlBTNnzjSWz5o1C0uWLMHTTz/d452VZ555BtOnT8e4ceNw//33o6ampuQ2Q4cOBSGkrHM4fPhwACK6oqmpKVK21Lnuy30Vo9Jn97zzzsN5550XW/eHH37Y7X3J/ejYQ6RyWS6XQ1tbG9ra2lAoFHDNNdckhvzbbRo9enRsua6yYcMG7LjjjmW1OY7BgweX/S7TjZNi9NSxVYJ9/KlUKvE95eh/BnxnpbuMGDECAHDHHXcYTobl8sYbb8S+IOJ49NFHeyxHzLPPPovjjz8+0gHad9994fs+XnrppaKdFYneGdt9991x++23o6WlxXjA//3vfwMAdtttNwDAUUcdlWiB7b777qq8jl1HV7D3Ve751tljjz3Q0tISWS47WT3h7KvzzDPP4NBDD8UOO+yA5cuXo7Gxsazt6urq8OlPfzrxHNbV1anruvvuu6vlEydOVOUKhQJefvllHH/88VWzr95APrsXXHBBYvh0T6qZAGLvoZaWFmQyGQwePBjpdBqe5+HEE0/E6aefHluHff/2lJOm7JCX0+Y4Hn/8cUybNq2ssmvXri0rv0k1OKC2tLQYyl2hUMCGDRtUB9xRXWxVnRVpgdoOoL3BzJkzkUql8Prrr3dLsuyvYaDm5masWrUKjDGjwyIdvrbbbrui299yyy0AgM985jNq2Re+8AX86Ec/wi233ILvf//7avnSpUtRV1enksgNHz488UE/9thjMW/ePPzjH//A/vvvD0C8HG677Tbsv//+ZcvHOvvss0+Xt7H54he/iOXLl+OBBx7ACSecoJbff//9oJQmKmvd4dlnn8Whhx6K7bbbDitWrMDQoUO7tP2xxx6LJUuW4O2338aYMWMAiERaf/jDH3D00Ucrq3b//ffH6NGjsXTpUnzlK19R299xxx1oa2srK/9JX+6rp9lll10wbtw4PPfcc2XnAaqUP/zhD7jiiivUUNDmzZtx77334qCDDoLneRg0aBCmTZuGZ555BnvssYdSbvqCadOmYfHixXjuueeMoaBly5aVtX1vDANVA7/+9a+x9957q9+/+93vUCgUBnRy0a2ZraqzIq24q6++GnPnzkU6ncYuu+yCIUOG9Pi+xo4di5/85Ce48MIL8Z///AeHHXYYhg4divfffx9PPfUU6uvrYz34JZlMpkf+mUpWrVqlMie2traCc4477rgDgFBNpPpz9tln46yzzsJRRx2FU089FYMGDcKf//xn/OxnP8Ohhx6qXlZ/+ctfcOmll+LYY4/FTjvthI6ODjzwwAO48cYbcfDBB+Ooo45S+540aRJOOeUUXHTRRfA8D/vuuy+WL1+OG2+8EZdccklZUv83vvENXHfddfjyl7+Myy67DNtuuy1+/vOfY82aNXj44YeNsm+++aZ6Ob7++usAoI517NixZZ3Xcs/XySefjP/93//FvHnz8OGHH2LixIl4+OGHcd1112HevHklVbUtW7bg/vvvByDCeAFhiX744Yeor69XPghr1qzBoYceCgC49NJL8eqrr+LVV19V9ey8885G8rpUKoUpU6YY4a/nnXcebr31VhxxxBH4yU9+gpqaGlx22WXo6OgwMn16nofFixfjxBNPxKmnnorjjz8er776Ks4//3xMnz49kqG4L/dFCMGUKVN6PWvq//7v/2LWrFmYOXMmvv71r+NTn/oUPvroI7z00kt4+umn8fvf/75H9+d5HqZPn45zzjkHvu/j8ssvR2trq/GOuPrqq/G5z30OBx10EE477TSMHTsWmzdvxmuvvYZ7770XjzzySI+2STJ//nz88pe/xBFHHIFLLrkETU1N+PWvf42XX365rO2HDBnSo++yYjzwwANob29XYdUvvviiem4PP/xww1fJ5sUXX1RRmi0tLdiyZYvaduLEiYbyB4gOZiqVwvTp0/HCCy/gxz/+Mfbcc0/MmTNHlfnggw9U0kqpND7wwAMYOXIkRo4ciSlTpiS251e/+hW+8Y1v4Je//CVOOukkAOLdtvPOO2Pu3Lm46aabVFk51FxuePonkn517+0GF1xwAW9ubuaUUsOTPSkayE7WJD3bf//73xvLpZf6P//5T2P53XffzadNm8YbGhp4TU0N32GHHfiXvvQl/vDDD/fK8SUxd+7cRA/8m2++2Sh755138s997nN8xIgRvL6+nk+aNIn/v//3/4xEca+++io//PDD+ac+9SleU1PDa2tr+e67784vvfRS3tHREdl/LpfjF110Ed9+++15JpPh48eP5//zP//TpWNoaWnhJ510Eh82bBivra3ln/nMZ/iKFSsi5eS1iPvoUQ49db42bNjATz31VN7U1MTT6TQfP348v+KKK4yIqCSKRX3p0QjFjimuTQBiox1ee+01fswxx/CGhgY+aNAgfsghh/DVq1fHtm3ZsmV8jz324JlMho8aNYqfddZZfPPmzZFyfbWvzZs3cwD8uOOOi61DZ4cdduBHHHFEbFvtiIukZ/25557jc+bM4dtuuy1Pp9N81KhR/OCDD+Y33HCDKpP03MuIkQ8++MBYPnfuXF5fXx/Z9+WXX84vvvhivt122/FMJsMnT57MH3rooUj7165dy7/xjW/wT33qUzydTvORI0fyAw88kF9yySWqTNI7qlzsaCDOOX/xxRf59OnTeW1tLR82bBg/5ZRT+B//+Mc+TwqXdL4lO+ywQ1mRRnHRQPKaxX30qCJZbvXq1fyoo47igwcP5kOGDOHHH388f//99406i0VC2fu37015rPqzLe8X+/rssMMOPZLEbiBDOO/BJB8Oh8ORwP33348jjzwSzz33nFJJHY6+ZsGCBbj44ovxwQcfKP8mR/Wz1SSFczgcWzePPvoojjvuONdRcTgcXWar8llxOBxbL1dccUV/N2GrplSGWEppj0evORzVghsGcjgcjq2AUuG+c+fOjZ1KwOEYCDhlxeFwOLYCSoUPO/8Lx0DGKSsOh8PhcDiqGjfA6XA4HA6Ho6pxw0AQk9m99957GDJkSFWkgXY4HA5H9cI5x+bNm9Hc3NyrTs0dHR3I5XIV15PJZIyJNrdGXGcFwHvvvadSijscDofDUQ5vv/12ySlMuktHRweG1w3GFrDShUswatQorF27dqvusLjOCqDS9f/rpVd6JXW/w+FwOAYOmzdvxh4Txvfq/4tcLoctYPgqPoVMBR4bOfj4dcu7yOVyrrOytSOHfoYMGYIhDQ393BqHw+FwbA30hdtAHSgypPudFW+AhNC4zorD4XA4HFWKRwi8CjpFHoiYzWgrx3VWHA6Hw+GoUigBvAoEHAoMiM6KC112OBwOh8MBALj++uuxxx57oKGhAQ0NDTjggAPwwAMPqPWccyxYsADNzc2oq6vD1KlT8cILL/R6u1xnxeFwOByOKkUOA1Xy6QrbbbcdLrvsMqxatQqrVq3CwQcfjC984QuqQ7J48WJceeWVuPbaa/HPf/4To0aNwvTp07F58+beOHyF66w4HA6Hw1GleKTyT1c46qijcPjhh2P8+PEYP348Lr30UgwePBh///vfwTnHkiVLcOGFF2L27NnYbbfdcMstt2DLli1YtmxZ75yAANdZcTgcDodjgNPa2mp8Ojs7S27DGMPtt9+O9vZ2HHDAAVi7di1aWlowY8YMVaampgZTpkzBypUre7P5rrPicDgcDke10lPDQGPGjEFjY6P6LFq0KHGf//73vzF48GDU1NTgO9/5Du666y5MnDgRLS0tAICmpiajfFNTk1rXW7hoIIfD4XA4qpTuDOUY2wd/3377bTRoecRqamoSt9lll13w7LPP4uOPP8add96JuXPn4vHHH1fr7fwynPNezznjOisOh8PhcAxwZHRPOWQyGXz6058GAOyzzz745z//iauvvhrf//73AQAtLS0YPXq0Kr9+/fqI2tLTuM6KY0AyfMggAMCGzVv6uSUhsk09QTUdl8PRVaQNPgDSf/Q6PZIUrkI45+js7MSOO+6IUaNGYcWKFZg8eTIAMS3A448/jssvv7zi/RTDdVYcDofD4ahSCCpzLu1qV+WHP/whZs2ahTFjxmDz5s24/fbb8dhjj+HBBx8EIQTz58/HwoULMW7cOIwbNw4LFy7EoEGDcMIJJ1TQytK4zoqjquhJ9aGS+rqiXPR0m7uzT6e0OLYmnKJSvbz//vs48cQTsW7dOjQ2NmKPPfbAgw8+iOnTpwMAzj//fGSzWcybNw8bN27E/vvvj+XLl/f6JMCus+JwOBwOR5XS18NAN910U9H1hBAsWLAACxYs6HabuoPrrDgcDofDUaX0VDTQ1o7rrDj6hf4YOknCHkIZPmRQVbWvHMptrxsucji2LkRnpRJlZWDgksI5HA6Hw+Goapyy4uhz+kO10BUFe/9bm4rSXapVVanGMPOtAf2+dedu4OKGgQSus+JwOBwOR5VSDXlWqgHXWXH0KX2tYsRZnMVUlq2darGwu3NeXTh2ecSd22Ln251Hx0DAdVYcDofD4ahSaIXDQAPFMdV1Vhx9SjErr6dVjqR9DTQ1pRqo9Jw66798upqw0ClWWzduGEgwUDpdDofD4XA4BihOWXHE0h95OzZs3tKr6fGdotJ7xJ3/pPPtLPu+Ie78u3O/9eGigQSus+JwOBwOR5XiOisC11lxROgJi6yrVnV3VI9qn2zwk85AteKrRbGIy7NS6j53mY4dWyuus+JwOBwOR5XiHGwFrrPiiBDnO9IVZWLD5i2Jll5PKhxdyXz6SVBhqtka1l+XvMT6pDJ9STXdA+W0pafbO3zIoF67n7r6Lvmk46HCYaD+fph6CNdZcTgcDoejSqEVKiu0gm2rCddZ+YSTlIOh3OiOUpZPdyyjYv4ufTEfykDOcNtfcAj1RBp51fr6LHW9+8rS76/7ri+OT1dd42Y876t2OLYuXGfF4XA4HI4qpeJooGq1DLqI66x8gunJOUa6E5lQyT7ifn9SrbG+PO5K33vlbq+rMH1Ff+SFqTblrpz2lJMPqbt+ZJ/UZ7gYFTvYDpBhIJfB1uFwOBwOR1XjlJVPIN215nrTCuwJi6o3xrur3X+lNy3Rcu0xSgBCiPirloVb+9zUSDgAX1vEOTd+9zU9NWNxXD0fBdsPq8J7p7t0NTqpN+YD+yQpMG4YSNCvysoTTzyBo446Cs3NzSCE4O67746Ueemll3D00UejsbERQ4YMwWc+8xm89dZban1nZyfOPPNMjBgxAvX19Tj66KPxzjvv9OFROBwOh8PRO8hhoEo+A4F+7ay0t7djzz33xLXXXhu7/vXXX8fnPvc57Lrrrnjsscfw3HPP4cc//jFqa2tVmfnz5+Ouu+7C7bffjr/+9a9oa2vDkUceCcZYXx1G2VSLZa7nQenKunLRFQ67vlIZbHviHMmZZvVPTyDb/lEVWXW9dU+V+3rzKEGKEqQpQZoAaV5AmhfgsU71Sfu58MMLyPACaoiPjEeQ8cT2HjX3WA2pIXoiN09tiiIzUEzbbhL3PFb6XMbV0ZPPuqP66NdhoFmzZmHWrFmJ6y+88EIcfvjhWLx4sVq20047qe+bNm3CTTfdhFtvvRWHHnooAOC2227DmDFj8PDDD2PmzJm913iHw+FwOHoZSkhFuVJcnpVexvd9/OlPf8L555+PmTNn4plnnsGOO+6ICy64AMcccwwAYPXq1cjn85gxY4barrm5GbvtthtWrlyZ2Fnp7OxEZ2en+t3a2trj7U/q4VfT3BzF9lHJDMhAdMy63FmRK4kkKqc9lZ7XSs/L1kA5rzaVN4VzsCB2h1BibuuH6ibhfrChD05TqG0Yhs72zQCAuvohJffXm89DpX5JxbbxWGcwkVxd1xvmKItysmRvzT4uxCMgtPsdDjJAOitVGw20fv16tLW14bLLLsNhhx2G5cuX49hjj8Xs2bPx+OOPAwBaWlqQyWQwdOhQY9umpia0tLQk1r1o0SI0Njaqz5gxY3r1WBwOh8PhcHSfqlZWAOALX/gCzj77bADAXnvthZUrV+KGG27AlClTErflnBftTV5wwQU455xz1O/W1tYe67D0lNVdbr6DntynXqf8XmndXbVapbpS6tjKzbCbVKa7llY1qSq9ZS0m+YsQ67uMAkpTAgoOwvKAUlBELYT7gF8AAGSGjjLqqylDUZHE5dTpjflrunNfFX1OeDV43zh6+rnd3AtqfBLUI6AVKCsDZRioapWVESNGIJVKYeLEicbyCRMmqGigUaNGIZfLYePGjUaZ9evXo6mpKbHumpoaNDQ0GB+Hw+FwOKoOj4JU8IFXtf/mu0TVKiuZTAb77rsv1qxZYyx/5ZVXsMMOOwAA9t57b6TTaaxYsQJz5swBAKxbtw7PP/+84ZRbLsOGDEJDNy3v/rC4e2Of1aAcdEWB6Yl9daWejzZv6becGb2lpBTLFquv0+f1oUREAnkkUFX8gvBRCZQV8TtQVIY193ib7eixSpSWSu/5YtvXDNmmorod1UlfvgMIJSAVRJSRqp2Jq2v0a2elra0Nr732mvq9du1aPPvssxg2bBi23357fO9738NXvvIVfP7zn8e0adPw4IMP4t5778Vjjz0GAGhsbMQpp5yCc889F8OHD8ewYcNw3nnnYffdd1fRQQ6Hw+FwOLZu+rWzsmrVKkybNk39ln4kc+fOxdKlS3HsscfihhtuwKJFi3DWWWdhl112wZ133onPfe5zapurrroKqVQKc+bMQTabxSGHHIKlS5fC87yK2taV2X2rQY2oVvp79thyorJK+bHodklfWFR9HbnQFa8KAqGoKD8VPw+wfKikBL5mhPvghCIzYrteabNNXJ6e7vo1ORzVBPUIaAXKCh0gygrh3HmAtba2orGxEZs2bYr1X3GdleokaXp5fV1Xrs0ntbNSDHuIKNpZKVRFZyUO11lx9Bal/mf05D7u3mUy6iswvtsZwzFrnunVtvYFVeuzUk0Ui9t3L7/+odSMrd3Nl1Gso5Dug0yk+v71jgEAUHD4IPA5x+BBdbHbSHoqr4zMpwJIHxUgRSAUFZ+BsBzgF0BYQeVQAYDCkG1Rp2Wa7kuqfT4nh8PRdVxnxeFwOByOKsUNAwlcZ6WLOKutf/lo85ZEH4veuB4y8kV+78hmUVvX89lIP9q8BWmPoMYT8+TQQifAOUi2DaQgsi3zTB1IehBoqsbYtthxVxo15REgFZyAFHwQfciHFUQeFe6LfCLUAxs8AgD6RFXZsHlL5DU8zM0P4xhgEM9FAwFVnGfF4XA4HA6HA3DKisFHm7egQMJTUsqZ0qksfc+wCp1o4yjlWCuzIXMABQ5syXZE/Ea6si/piwIANRQg+SyGdAYKii98P0TmV+Gsyj1xT/KaerHOL/SawiPxSDijMmV5sZDlhY+KragASDftKP52Y1/dPRb3zDk+CQhlpfu6AoHfg63pP1xnxeFwOByOKsX5rAjcMJDD4XA4HI6qxikrGvZcUR8FwwPlJKJxQ0I9R1IobtKwj1wuLx+3tqsUmYqIEKKGb7qbnYhAhEBn/Jz43b45dFplOWP4R00GWBDDMLR9A3jNEPg1g0U5JA+dbGrPgvlie4+EQ1lyeEc/BsY5mM/hW8dEABDOzRT6rBCm1icUPF2DQt2wLg//fNy2BSzYn3teHI5kCCEgFUxkSPyBoay4zorD4XA4HFUK9ShoBT4rlA+MARTXWdEghIASKAuzXOPZWYaVUyq8Vl/flcykpZxwPyqxX6qF7nqUCKUBQJoA2Y4OdBZ8bDO49PX/aPMWUAJkPIK0nwPdImYKJ4XOwFHVj1VVxPdA2ch3BmUYeE09Ots2iSRshIITAs6FSiLbjSChnOfnQXLtILksSH6LSOBGKbwxu6tddG7+GDxVoxx4AQC+aAdhgQqU7xBOttwH99IoNIxCXW0tMiWPPqQjmwW4j20G13dhK4fjk0vFoct8YCgrA6PL5XA4HA6HY8DilBWNuHH7UjhVpf8plRQN6Hraed0WkbcE58FyqXRwIFPmnB1SoUnzAmh2k0r0JtLVa2oK18IMCTV+E+4DuSy8fCd4Ryt4uhY8VSPUFS8F0BQ8QsNtAYAFio2sgxVA8lmAULC1TwMAvB3/C7R9gyjHciCsAJ7KgHuZcL/yuLkPEIr0tmO7FaZMOzcDhKJzcx41Q7bpRg0OR2l6Oq2BrU20tfXd/F1OWRG4zorD4XA4HFWK81kRuM5KEeKiS2w2bN7S4+rK5i1ZDOlGwrGtlUon2yvnGnRVYZET+BFC4JFwIkHlWwKAEwrKGbIdHcpfRCpzjfXh9WvbkkWKEjEBYL5TRNJodRAKoa7IugP1AsHMxRFlg+VBCp0gnW1hg7208F0JJhKE5yl/FgBissF8J0g+Cy6VHAh1h738F3iUmnUFEL8Abqk1qeZdyjqHcWS22VZNmVBTsrTD0TXs51smYezqbOkfJSgqkq4q8I7KcZ0Vh8PhcDiqlQqHgeCGgT45EPSeutK2JQuPEtTV1qKzbRPAOWo625ALDATd3wCAssjT247t1v4GIl059zLVva58SGyrjBIz9w4nBASBH4nPQMBEnYECQgkFDzaQaouoh4AiiKqRkTaqQVSoJwhyl8j1gbpiXH+WF6qIL/YLn4GzoA3Sd4aGf2mglqhtfBZ/H1MPoJZU7DOhAgHqOEEIQCkK77yA1HaT4moqCxEVRdGxpV1Uy/IA9VBTP6TbdTocun+JvM9tVUUqLXHPQbX+S6eEgFaQZ4WSaj2yrjEwBrMcDofD4XBUzKJFi7DvvvtiyJAh2HbbbXHMMcdgzZo1RhnOORYsWIDm5mbU1dVh6tSpeOGFF3q1XU5ZKZO4vqneO7et8nKt/RQRlmVnm/BlICwn8lxIs1xFngjrXfoN5N9fC3Af6VE7d/VQqg49O21vU2zs2m6Hz0XEj7zShAfZXwkFAQsyuQolRN0fwfXhXkYoETKiJ8hXQgq50CdFEuRXUTlUfEtNs5UUXV1RVfgA1WYB8Rm4VFmCslKFUU1NB9E+NYNAd94v3N1/VgVtKRhtlf4wlUyMlvt4PepzW0T7UsJrhdcOcaqKQ2HnPirXPUR/Rye9f4n1d2uAeLSyiQz9rm37+OOP4/TTT8e+++6LQqGACy+8EDNmzMCLL76I+nqRH2nx4sW48sorsXTpUowfPx6XXHIJpk+fjjVr1mDIkN55ll1nxeFwOByOKqXiiQy7mG7/wQcfNH7ffPPN2HbbbbF69Wp8/vOfB+ccS5YswYUXXojZs2cDAG655RY0NTVh2bJlOPXUU7vd1mK4zkoX0cdCi/myfLR5CzwqMuLakT2dmz8OKvNBZcQHy4F0tgu/Bj2/huazQHV1habACUW+5fVPvLois8OWk0m2K+3gELl3pH+aR0WWWEIoQD1x7QnVMr4WzHl0dDTlBAhVClWWUoBB+I/oPiZSSQEC1YWp+hSaoqLuT88TdVAvqNNUVXR4xrw/6U77wP/PKuWbIweLCffB4YF7KRTeWxPkd0kHdYhzLyOHahqGxe8rXQcSOGRlRmyX2CbHJxP9HdDdf8/F1FMZ5VcOLuBHsGnTJgDAsGHimV67di1aWlowY8YMVaampgZTpkzBypUrXWfF4XA4HI5PGhUnhQuUldbWVmN5TU0NamqKJxDgnOOcc87B5z73Oey2224AgJaWFgBAU1OTUbapqQlvvvlmt9tZCtdZsSjmJc5jyhXLxcI5x5B6s5ff2bYprNcvAIUcqIwusXwEoPmogPvCKuA+wArgni8sfACFd18CNEs9NXpcGUdafcSNM9tqi/3I8uDTE6pKHBxhTgWfcTDCgxmMU/C8FFIEQlFhebNtMieKH/ocKZXM9leR+VG8IAKIpsL5gnwGHsy6zPM5kALAC3mhsEi1hHpACiA0JpuuFjGUhD5HkAGhgBfeg1I1IdwH1/LElKuQ5DZ9KBTEXHtF0USOgUecqtoVX5VyldWuKrilIkH7gp7yWRkzZoyx/KKLLsKCBQuKbnvGGWfgX//6F/76179G67WijDjnkWU9ieusOBwOh8NRpYiR3Ep8VsTft99+Gw0NDWp5KVXlzDPPxD333IMnnngC220XGiSjRo0CIBSW0aNHq+Xr16+PqC09ieusaFAClHNP2NkL9Z9ycz2Xh/JRIUQoKMGYPbEVFe6HComuqlj7IhRq5lwgsHiDmXFBU8h/8BbSI7cvfSBbAbbaYs/V0Rv9+GLZbn0OgHNQAjCQIAdCSlhg1FNRXKFKJq4r92Vbo7Mq80BN4WmqFDTl+8IKICmhrIBmxTpdVQmUGx64yJCUiPCJtQalnwulYV4WAP5rfwf99GeMonSnfeC/9neVB0YsFP4q6t4kVMxJVAIZuUYIBSl0AAByH77jfFY+wXyk+YXZ9Kaa0VW/uLh3+9ZKQ0OD0VlJgnOOM888E3fddRcee+wx7Ljjjsb6HXfcEaNGjcKKFSswefJkAEAul8Pjjz+Oyy+/vFfaDrjOisPhcDgcVQuhBKSCpHBd3fb000/HsmXL8Mc//hFDhgxRPiqNjY2oq6sDIQTz58/HwoULMW7cOIwbNw4LFy7EoEGDcMIJJ3S7naVwnRWNjEdRkyo+Nsg54AdWsex1+xxI03D+GGlVd7ZmAViz1vqF6FwvQKKSAqss0fwglD+E4QJRAMm1o7DuVXCaQrppRwwkdNWjO3N+dGdfdt4HQFxzj4h7gajcK4BUTrj8bWcgTkCVt/xZDMsuLaOExD0gI4N4Pg/iWWVlFFAMqT1nRJb5r/0dAAyFhX76M2Bv/zuMXJJ/pV9VifHpbEcHvM42ZAbYPeionGGB70jSM1auuiL9VcpBvjPKxfZLpCT000hXkv6+i1Ba4USGrGvbXn/99QCAqVOnGstvvvlmfP3rXwcAnH/++chms5g3bx42btyI/fffH8uXL++1HCuA66w4HA6Hw+EI4Lx0N5EQggULFpR00O1JXGdFg3IGyvLJ1nAwfk/Vd5F3I0UBEli5hOXDHBt6PVZ0iFEnLPUl5q9SVOJuJMaUlUu4jPzoBFLpaNkBwvAhg/DR5i34aPOWXlVXgFC9iWTW5BycEDCfgxIPIB5ocP4JADA9U61fVG0h9r0CCBWOFcwcKXHz+CCIFIJmjVIfoCyqsMRsC4gIIxRykeV+baPav7yvOU2Bp2pK+pzU1dYCtbVFyzg+uej+aPYzHKdm2khVpZwIlI8CVUXmvopD+iImRbVQovkk9uF8OxWHLvehCtSbuM6Kw+FwOBxVSsWhyxVsW024zooGYXmRLyNBWeGEitwmJPRR4ISCaHO1EC2LqfFXZjDlljrC9eW+uQwIlRjOzeUI816IHzHHU8hXPEOuIyTjERR8Dp+HFp387nMu5g2S1yFGATOuv3YdE1WVQt6Yf0ipHzLPigVnLMz7kwrH/ZVdleDDAgA8247U5MMiy9Mjt0fhPTGJGWE5MedRGaqKw1EJw0rkQ7G1gmJ+KzKbuEfEDMSEACRQRfXHlIAHWaqJ4Y5FYp5lyovnLnL0PP3a5XriiSdw1FFHobm5GYQQ3H333YllTz31VBBCsGTJEmN5Z2cnzjzzTIwYMQL19fU4+uij8c477/Ruwx0Oh8Ph6AMIpRV/BgL9qqy0t7djzz33xMknn4wvfvGLieXuvvtu/OMf/0Bzc3Nk3fz583Hvvffi9ttvx/Dhw3HuuefiyCOPxOrVq+F5yZZkHMrfxFZWZOZOILJOLZPLWTALb0RdMWdRVmUsVcWI9tEscGIpL2H0SQwyWoP7QN4HW/s0CPdBd9qnvBOxldDbvio2lJgxCtKa06+DrXyp+4PSMNdKnFVmR30V8iCFDqGmqKifQFUJMtqSVEYoLEzLu+JpMy0HSgr3A9+VoIz/2t/BO9rh7XZIWcdNcllVd6p5l7K2cTh6Gv05k8qm9CPhANq2ZDHYmoft47YtyHgEKYR5i1QuJMCIaKM0BVKQ/oam+g0EmZuD/wU039GDR1Yc6lUYDeSGgSpn1qxZmDVrVtEy7777Ls444ww89NBDOOKII4x1mzZtwk033YRbb70Vhx56KADgtttuw5gxY/Dwww9j5syZvdZ2h8PhcDgcfUNV+6z4vo8TTzwR3/ve9zBpUtTvYvXq1cjn88bsj83Nzdhtt92wcuXKxM5KZ2cnOjs71W81wRPLmRERUj5LmtNFNNJSPSzfkjj/F8tHwVBTZB36OrmNNmsvEFrOse2S1oDM32LPAuzoMoPqauFvyYJxETEgc61QQkR+naRIsoRZtAFE/JWIXwAYE6pKR3virMskiAoiAOB54L5nzANEKBWKChCoOkzV4W/aAAAoPPOgWlbMn8Ubu1cXz5TD0T0+bttSco4fqWjK3FaEiFcm4xyb2rNG2RQlSBFNUeF+dEb0AELyEaXbjt5UOkyh75QVVOhgiwGirFT1UVx++eVIpVI466yzYte3tLQgk8lg6NChxvKmpiaVdS+ORYsWobGxUX3sCZ4cDofD4agGCKUqIqhbH+ez0rusXr0aV199NZ5++ukuz+RYavbHCy64AOecc4763draijFjxoD4BbPXzYtklBU7ikToxPqgFEP3T9Hqj8274jNwvafv+8GNGPpA6OvVOm/g5lvpKXIfrzdy4RCWj83+K8fE27Zk1YzPAMAJAWhKu398iHzG4bXUr2lEMZPLGBNRN7kOU1UBAOoFSknoiwJKwzmifB8kUAY5ILLa0lA1IWo7WWdeq5sh/897QFIZ0IZhoDvv1+Vz6HBUiq6q6B5ieqbalMwWLnMa+T44FV4pth+ZR0mgePIwsi4u35Xcj62SqxXE+E1YHn1FpU6yA6WzUrVH8Ze//AXr16/H9ttvj1QqhVQqhTfffBPnnnsuxo4dC0DM/pjL5bBx40Zj21KzP9bU1KhJncqd3MnhcDgcDkf/ULXKyoknnqicZiUzZ87EiSeeiJNPPhkAsPfeeyOdTmPFihWYM2cOAGDdunV4/vnnsXjx4i7vk7ACCMuLKI5iikhStlkgPj+KVUb5mMRtZ//1LdXEyq8RybehlweAVAYksKDZy38BCrmyo0A+URAazoGjz2KdQIoAfkw8lowWiKgpgMqxEonskqpKkFeF5zvN61zsmvu+4W8iVRNSyAk/FuqBeEE0kt1YKzNu5oDkiDyHo7fJdnSIrMcANrVnjRxBMk8KAKQg/fyC+5cQEL+AFE3BR5hHBdByZwWqivBdiVFOJLZSngCJyXPUW4jhnK5FtprbD4ycMP3aWWlra8Nrr72mfq9duxbPPvsshg0bhu233x7Dhw83yqfTaYwaNQq77CLCJxsbG3HKKafg3HPPxfDhwzFs2DCcd9552H333SMdHYfD4XA4tjZcBltBv3ZWVq1ahWnTpqnf0o9k7ty5WLp0aVl1XHXVVUilUpgzZw6y2SwOOeQQLF26tMs5VgCI8Uy/ELWX4yI4gKh6ErNN0aggu36ZT8PwS4la2DLiI1weU7eM8GBM5N6Q/gqMqSiQuIyln1T8tPBF8YkHz88DDMh99B4yw6K5fQARtUNlpBX3AR4d71Zj5CyYaZuHM3LL6Czlp+IXgEIneCEv8qn40kcpwSqyoxTSGTMnC0Kr1Mhim1RXwhi+w9EXdG7+GMRLoyObRW1dHRrr61TmWUBkj1bzr/kF853LOQAfhOXgyedRe24IywW5i3KAz8znVEc9y5YaGoeLruxz+rWzMnXq1LJmeJS88cYbkWW1tbW45pprcM011/RgyxwOh8Ph6H8opaAVOMlWsm01UbU+K/0BKeRUNIUB56Y3eDmRPnbvvMgYJ9fyaCSqJxLfVGHE9iy6HgCQF5EiqQxAmVrPg2PM//MepPc9OvkYPkF0cgqPACmICC9OUwBNobP1I7OgnBsKUGqJutbUM+8R3R/FZ4aqQoJMx2o5yxuqCi/k1LXUry+hXqLaQqx8KkpRkT4tJdSTzsd+LdqTziBz0HHlnDaHo0cgQd4SPx3O0u1RgjSNyWFk56GKU6/j8mDJZ80vhLmtKA2fCxlVZ/ssxjw3sf8negk3DCQYGEfhcDgcDodjwOKUFQ3C8iCFzoSVVgSP0fOOt3S5rYIUU1esTKXx9cX7qnBNkdGXixwcXmhByHoKfZcjYGuhsV74rGxqzyKTqhFzfyRmH6amVecXgvHulFlOWm+6RScz1Moxb78gFJXOrJpNWfmexFh0nHbPsz9RqbPxGfxse7f20ZvknrwTAEBr6w1fK/biY+D5HFJ7zkja1FHFFN59CYCYl8evBRAoK9mODtRQgLDO0M8kzk9E+YMlR1/qz6mayVwu07NL05RQVYhlw8co6X2aZ8UpKwBcZ8XhcDgcjqqFkAqTwtmdr62UgXEUDofD4XA4BixOWdHg+Q7wfDTkOa5XmxherGM7yyaFGKs6kxxliyR/k0NBLGGoiXpB6LJ2DC5MNZG6QjuQC+RmO5SRpsxlepIpQsE90ymPyGRULCfKWc60ohwD7+wwhn94PlwXQUsAR+R19f3iwzxFEgfacN83J/OsgI7lN6F2xikV1dH58M3Gb9beCmYtqzn05Ir24egf/P+sApVDOzQFUuhAZugoAEBdbS1ymz5U6fGNZG4SfbqTpHBjPckbC4djeSEv7nPqhc9DKgMAIKm0OTms8cwHZUskjexJ3DCQwHVWHA6Hw+GoUlxnReA6Kxo82w4uDVfdIRVITHcca9EmqC7cT1ZYiqXNt+s19hk410aceamnFCEOCKsiOAaeF1ZBzcEnxR7TQCX/wVugHZuATesjUw4U3lsD7mXC5Gn6RJj6tSDCaZkTKia+ZHllZRHAtOJYLlRRAsXED0KS1fUu5MX1LORMtU7tjoYp9OU9qakrSlWxJ7kM2m0khwsmvuS+X7HioZO97zrAZ6g7+ixjee2MUypWV3ghb9zLgKZqBgpQx/3XA9RD7WHf7vZ+HH0Le/ExpSoCAFJp0MHbGGUyjSNE2TefE4EPJAwtBqKpI7iepDFAqS7cF47sPjOSLpqNEu9IHiTUJDFBCfLd2ZdO6NSjoBV0OCrZtpoYGEfhcDgcDodjwOKUFQ1eyIPnOsIFup+HtGZpiTT+RZQUPWGXuU2yD0nEF8VOyW+FLYdWuLCqQT1lJfCCWeaTROG9NaCd7SD5LFi2HexvvwMg1DRSUwdQCm/4aKB2iPDx0c+Rkdo78E9JpQGEk1+C+0JF0ax+P59Xyd1UeLnvB5addh0DhSD2uujWHfUgEv0F19PXFRYWuRfkeDy378kKJ2HL3ned8bvuyNORvfuq2LK1M05Bx4M3guc6IspLyf3c8z/iC9V8rlSCO/M5IBA+MoRS58NSxbDn/6x8tPQElaBeJPy8Y/lNIKk0SE2tUGCCa698tagHEtwbhHpAKi3WBb4nAMzJO/VnUEu6aKwP3pegVLwHgrbZPoIo9F26fUJJZdFAtOhkG1sNrrPicDgcDkeV4nxWBK6zouFv2QyfBJNleZY1R2VEiGmVxqY/T1JS4nxVkqJ4gmWxUUdx6opVhksLwfeFyiJ/a2Wy9/xPl63drRV/0FAReUAo6Ig6oFOMOede+xf4pg1AIY/Ce2+ADtkGtL4BCJQTQFxjIIgSCKw3lcbeZ0pBEREG2ti2fv109cRWwzQfJMM3yr63qG/4Iem+KLEKm3bvqO16QlWLUQjrjjkbW+78qfo96Ivnqe/Sl2TzrxaAMx8NJ/+krN3UHX0Wttz5U5B0BrVHnl60bMeDN5bZeEdf4r/+lPiippMI/hZy4nugZOvKQedjvxbPSyEHv6Md2OLBVgyJTHipfSc1tSCpjHhOtbJhY4TKyHMdytcr9j1PWfBel89KXilA0nfFz27u0fPkKI3rrDgcDofDUaU4ZUXgOisaPNcJ1IhTwn1PGyP1RZpzbexSWttxlmqcohKJ4LG+F1NJIustFcasO7QGQKnwbrd9HSzP9oFMYd2rIteCl1HRBP6H76Cw7g0AANv8MfxcITy/ra2ROqTVRzMp0NpBIOkMSG19aN0BoYoir2euw4h24Np1jht/jr+fgnwrevl0JlBYArUs2DdQfBoFNXZfyJWfej9AV0yK5ujRpnWQ2+gKy5CTFqD15v/u0r717YvhIoGqGEKBVA0IgojLQk74rWg+grpyxre0onPduypyjabFO1n+BQAi/VKCdxxSGZCOdvE3lY71bwEQ5jGSUZQFhGXTGfDgvck1RYZQL/Q9C96ZKoqpD3AZbAUD4ygcDofD4XAMWJyyosNy4IWMUCC0xWGektCqLDmhnJ4TJcHXRM+hoSsmuoUe69sQo8JE/GYgLYK88m6XKotSVAb4hIaF55Yj98qzKLS1gWZSIEHUAPcZWIc4B6wjB5+FviWcmX9tiLcRqdoaeLUZeLWZ0MIDjMgbP1+Any+gkBUTY0pFhXqeIcsST1hNNCMfxfCaSGtKqi66sseB0hmRmeZ/JduX78Y11+43+z4jlk+AzZbfL8agL58flvcoNt30IzSeckmkbNuvfwI/Vyjbp8XRP7C3/w1vzO6J6/1X/hb+8NIiY2xHO/xsO/z2zULdywXKSoxC0bnuXXRu3KyeWY/5IB41nkniFdSzA+oBjKkoPp7rCH20dL+WgEiWZl2hjIn25ME6NcEoRLbzvoJ4HmhCnq9ytx8IuM6Kw+FwOBxVivNZEbjOiobhc+AzFQFEqFxm9VCL5VzRlJFYfxS5j6A3r88VA5/FzyektU33bUhSAQBpfWhzX1CmFBW/kMfmXy3AkJMWJB/HVkr+n/cg99q/sKVlAwodOXhy3DtQMGwFRZ5Pv6SyQuHnCyDtWWX56VaPz0J1jDPfsgYD35eYeg2/GVme0uBFpd2HKhcEDTMSMxartkm4LyIcZNbOOBWuGNzKA6MfF/Eo2n6tKyHi3qJBRIa+L73cxut/gKGnXWbuh/nw8wW03vzfTl2pMjrbNsHb9J744WWQ29iC1MZ3gEIn6PjPGmXp+M+i8Nxy8UP6x8kIoI52NS+P8h2x97VxM7jvw88VjH+08jkjHgXxKQgLnw/iM/F+k+9NO6rOfldbUXZqGTW3i7zHlX9Y3+VZcQhcZ8XhcDgcjirFKSsC11nR8X3hW2AtVtYhDX1NRPniFqqe/yIxv4XPAGhjoSzeAo6zau11seQ1C933lcUr65K+GwONzleexcevvK3OFfMoaDoFkjctIv1c2iqLxPbEZ3IMPfBDkVdJ387X6qVe6M3PfR9MjwhiTFmMvhalI31bpAUJiJcOTVv5VcSGwe/4+4yovBFF7sME2n9zSag6BbNRS6vXVkY2Xv8D9WL0av2IYifvXc5841glhfYOFDo6UejIoaFLrXT0NjWDG4HBjep3Z9smsEFD4bW2iNmTd9rHKM8+eBcA4Ld9HMx9FSgswb1af/yPYvfzwVVnh+8633zOJIlKcqAAEl2pBiy1JCYSTyqUMmoyiYRIzd5G+NpVksHWdVYcDofD4XD0Ik5ZEbjOio5SQWSvWea5CMZKpe9KqfmBtPqKZSwlnhcb4SMt4CSrv1TEShwkUBZ0pJW74drvYfgZV5RdV7XD1j6ND//1OvxcXmSb9SgoE9EESQ9uMR8VI3pLK8fKOP9yf7oyRjyqVAoAsG00ZU0yCi+TNtb5KIgxeisaLel+kfVJvxd5zTfd9CNVZptvL4xte1f9mYaedhk+vvGHop35Ajb/KtzWbg/1PGy49nux9XDm471LTkPzj64ve9+OvsXbvB5083r4mz8GqakFe/M5eDvsqdazTRvE3/Y2ERkX+J8Qj8ZGgkl8S/n08wXQ4N+UvIPsyBj9fag/r0CgKmjvXmK/u/VMtaUiPI199p2y4hC4zorD4XA4HFUKoaQyZcVNZDjw4Pn4uH8A5iycxvLiEUHKB4VS8y8Ca7iQA6Ee/EIehFJlWdj+E3FqCgtyZtiqgH5j61EbHvON8V/uC98BP1/AB1edjZFnx8+cu9WRbYWfy4uonUCh4J4H4guFxcbXLDGqje/auR10ZaaU74c+Tix9XCDryifnc1E+H0GkkX69lB+LJ/OvhN+T/G0485Xfi34vsVw4Q7QemdP+G2H1+vlCt6LEpErz8Y0/BGO5xJcs8Sg8a508hlRtBixfwLsXnwrWkQPLF5Ql6+cLgc+LKLvLjX/ochsdlVFY/SeQunoUNrSAMwa+oQOpkXlAU1b8ji2ibHsHfMYqUm6LKqLB81Guyhx9bovkNYpsq6kpfZijyvmsCAbGUTgcDofD4RiwOGVFx2eRnBISYx4Yo+dt9bA15UTV6YfRGFJFUauDsdyIosJk3o+EvBnQoiuKeMsrf4vAZ4MyFvGDkHVs7eSevBMA8P6f7ke+XShk1AsjoaTCEoe03HzfV+pKnLUWlzclrh55Tfx8wbD8knxLlFri00hdRp2aMmQrLXp9avxeix6T95Ic8/fS4j7Qo3qSojS6SpxypLeT5cJnwPZBoJkUaCYFXuvDrxMZggtZ8Vz6+QIKHTkU2rNGxJWj7yA1teq737oBPNsOsosZDSR9suyIsSQ+uOps7T71QWPUwzhfFTtayFZhIpGTMdlw1XEFz1I578Ku5iqqBEK9RLWn3O0HAq6z4nA4HA5HtUK94u4G5Ww/AHCdFY1CtgOFhB6z3sNXyzwa6akXG1uVf/VIEOFXQZXCwnJ5UM8zMqECyflA/MBy1n0X7DaoZXkovxV5THrm1nWLTldlR19wXanTVTV0PvIr5Ne9gXcefRoAUMjmA0WFAEgZY51xsx6LqCzfUFfKIqac9ImRCk1cXVFrT4tWUKpHSihuwV9A+LGockF+F2kN6n5ICkv0U8foeb0e/TX0tMvw/uIz1W+qHUe+vQOsI2fOZq1Z0qq92n1KtWNHRw4+852/Sj/h7XYI2IuPidmJ8znk29pReORO1H76JRTeW4st73+IEWf9LHZb/R1jv7cktk+Wfn9LEqP3EvxXjBxI+fjss3pOI3s7+70q5/xy9B2us+JwOBwOR7VCaWwyuy5tPwBwnRUN1pFDIc5aljPl5i3lJB8dA7UtBiDqja337KWSwvJ5VZ/u16CXlSqKvh/ls8Li/RrsZZz58DSLNTzGQBGAGG9+64KTsf2im8s4a/3Lljt/io/+tQata1vA8kH+GkpAPBLk8yj/QS02nl162yBaRVvmIz46p9h+1bg5YyCep2acBaD8XyS6T0vScdoRRQCAdGzRHqfp/GvU93cu+hYAcayFjhx2/Omtidu9/aNTQDyKQkcuVilkHZ2J1rGjb/AmTgV/bjm8xnYUWlvR+fFmdK76Bwodudh78d2LTzXzn7DwnlbLAiVFZny2r7ud4RmIPjtxSrT9O84PUNYZp0rHlWd9qKyIXFFu1uV+7XI98cQTOOqoo9Dc3AxCCO6++261Lp/P4/vf/z5233131NfXo7m5GSeddBLee+89o47Ozk6ceeaZGDFiBOrr63H00UfjnXfe6eMjcTgcDofD0Vv0q7LS3t6OPffcEyeffDK++MUvGuu2bNmCp59+Gj/+8Y+x5557YuPGjZg/fz6OPvporFq1SpWbP38+7r33Xtx+++0YPnw4zj33XBx55JFYvXo1vC72KAtbsmB+TSQKg/m+Mf6vW6t2Tz7i1xIjwdkzJuszjOpqCQCwXMEopyiSqyMOPdpEb6vt60I9Ch9AoaP6x2Rbb/5vfPDsK9j8zkYAgJcR15tqx6VHFsRFD4jl0ezCQHIulaRMsTpyv35CpFVSfhXCqBHBJBUWvQwQ5oPR79Uk1QUIrRKaSZUdodGTbHfxLwAAr3/3OMNnK44xl9wEAFjz7dnw8wVMuPmeXm+fo+sQTzh+pgbVwc8XkG/PAkAkSkvmyxHbJCuANJNSvlrhPsL72o4GkhR7D/qMJaotkXqs97weSWe/M1hnH86p5hxsAfRzZ2XWrFmYNWtW7LrGxkasWLHCWHbNNddgv/32w1tvvYXtt98emzZtwk033YRbb70Vhx56KADgtttuw5gxY/Dwww9j5syZvX4MDofD4XD0GnrajO5uPwDYqnxWNm3aBEIIttlmGwDA6tWrkc/nMWPGDFWmubkZu+22G1auXJnYWens7ERnZ6gctLa2AgAKHXkwzwPygXUek+1UErHOpfVcJLGhHbFBKAXLF5QFTn1qWuTMN/Kv2JaBX4bFoKyUoKyewVW3vmUdcv4gP1/Ay988Brv+393JB9TPZD/YiOyHm8FyPqjXtZTSpXxJzDFua10Z550zrub8iW7PI+UJJYECxOAH/jahRRlVURjkGH+oulBtnF/ma1G+SoFa09821s5X3152WRftsxUg80hJJTNXAPd9vHvxqeJ3vhBkIPbhpVPJEUCUGoqojopYLLNJcbmMis2IrtrAzOhIu406hQ6Xwbav2WqOoqOjAz/4wQ9wwgknoKGhAQDQ0tKCTCaDoUOHGmWbmprQ0tKSWNeiRYvQ2NioPmPGjOnVtjscDofDsTVQzJcUADjnWLBgAZqbm1FXV4epU6fihRde6PV2bRXKSj6fx3HHHQff9/Hzn/+8ZHnOOQhJtrQvuOACnHPOOep3a2srxowZA79QUPkfSvXibZ8Ate8iFnqs1cB8cOkbE5RlgaJiZB+NUQK4lYtF7cfyxyDKc54ZGVyl9U2ZmQ9EzB1TQL69D8dlLT646mx8+K/Xi/orZDe0orM1B5ZnYIZPEQFh4fX3EfbKI+pUTLbfcAycR8qIcnJ5VCFRZWKjfuLLy8glWS9hBNTjaqZkPy/LUWWBqt+awqcfp2wDDeYYIh5FqjaTmP/C4egqnDGwjR+gsKUDfq4gVJRgLie9jMrm7FF4gXKrIt+0XDt2pmcASqkuRx3QVRHdjyVOCVX+iMbxFFdTjAzMfemzQir0WSFd27aYLykALF68GFdeeSWWLl2K8ePH45JLLsH06dOxZs0aDBkypPvtLEHVd1by+TzmzJmDtWvX4pFHHlGqCgCMGjUKuVwOGzduNNSV9evX48ADD0yss6amBjU1Nb3abofD4XA4KqaPHWyL+ZJyzrFkyRJceOGFmD17NgDglltuQVNTE5YtW4ZTTz21++0sQVV3VmRH5dVXX8Wjjz6K4cOHG+v33ntvpNNprFixAnPmzAEArFu3Ds8//zwWL17c5f35uQJ8Evae47KPSr8ANYdLwtBlbO/cytNiRBPpc8l4IqOt7/vwtTlUIlFE2lwaRht1y9ua6yIu1wH3PCMKxs/lwTryYDmGpw47ONgfx/4rHo0/2G7w9o9OUceR3bBJZWfNt3dgy4dZeBnR9ue/ekTQbo7MkFrDj2Hs5bdg4zEzUOjggTUVKhfhWHSgVlnnLvzOw/FpSzEppo4UU1WStvU1XxWqTdsu7gnhdyNVFpYP/XDkFO9SbeF+oLBo+7LnPvKCR5tQilRdxsh54hA8ts8BAICpq57s55ZsfXQ+8isU3n8LuY/bkG/PotCRQ+fHbWBWFKFUT4jnRSLYbJimJsdF0NnRbhEVOyHbt+9H/f3i4An5V8T+PONdzwpbX54f6Zsp6Y7RvnbtWrS0tBh+ojU1NZgyZQpWrlw5cDsrbW1teO2119TvtWvX4tlnn8WwYcPQ3NyML33pS3j66adx3333gTGm/FCGDRuGTCaDxsZGnHLKKTj33HMxfPhwDBs2DOeddx523313FR3kcDgcDsfWSk852Nq+mRdddBEWLFjQpbrk/+CmpiZjeVNTE958881ut7Ec+rWzsmrVKkybNk39ln4kc+fOxYIFC3DPPcJfYa+99jK2e/TRRzF16lQAwFVXXYVUKoU5c+Ygm83ikEMOwdKlS7ucYwUACh055I2cG9ExTl9ZB9Fsh/Y29raUJs+HoeYGyheAvFA3kmbo9a1xXbudLFBpaEx7YucN8sP5hVhHJwrZnOYNL9QAluu5WUaf/eJMVW++o6C+Ey2ih+UZvLQHrkUvZTe0R+rKbuxApj4NlmMoaPk7iEfgZTx48IwZfgGhoOjqia2WhH5C8epJku+JTqkZgbmusPkclBL4oADjoF7QDqmsyPvF5/DgQapFPgAwc4ZaHamsyQgvh4lUVB6dvD+mPfOPfm7N1gX74F2sX71G+aDkt2RRyOYiUZLUo/BqM4lzAKl8UkG2Ys78QGGJvm/0TKyxykqMD5/uh5IUBVTsWY2LxAMA1tl30UA9NQz09ttvG24UlbhC2D6hpfxEe4J+fYtNnToVnBdxUiyyTlJbW4trrrkG11zjZG6Hw+FwOOJoaGgwOivdYdSoUQCEwjJ69Gi1fP369RG1padxJpdGYUsHCpl0YubSpLwXxbzH1ZxCNPQnUFE4way8lGmKSl702P1cIRKpYkep6Miy0iqXvg2RNrEwmiTO6qCe8JtRkSma2vGXAz6Lg578W+yxdoXsxg7jGOQ+KKjyPSEeAWccuXbRLi/jwUt7eG7OLOz5uwfUtizH4NelDOWnkC0IZSXnI1XHY6J7uKGexEX9cMbLUlB0ZJvLKccCK5B4BBQUjHGlsDAW5E2Bef5lG8Wa4LwEGT9pOgWaSStL16vNwMuk4A3gCKCeuh8z9Rk8uPNkcOZj1hvP9UDLBjZtv/4J3n/qRfGOCnzNCtmc8reLy0Hl5/LKN07PDWSoy/m8ikTUUXmorKzUSfmP4tAVVCCMAtKfWftZE22S5Uz10lZre5UqSgq34447YtSoUVixYgUmT54MAMjlcnj88cdx+eWX99h+4nCdFYfD4XA4qpS+nsiwmC/p9ttvj/nz52PhwoUYN24cxo0bh4ULF2LQoEE44YQTut3GcnCdFYfD4XA4HACK+5IuXboU559/PrLZLObNm4eNGzdi//33x/Lly3s1xwoAEF6OY8gAp7W1FY2NjXjyy9MxOJ1Wy3XZUf8tKSb7E805MpLIK2ayQ5lWX0qgYZp9c4giLlV7ZN9aWGxcm8Pv4XCQHHqR+2R5JpxWs6Id+Y4CClkxPPT5f6wEADy482Qc9vozJdtj85cDPmu0Tz+PYuI/ro6B5eW5J6hpqIGXpqgdWovdfv0nACL8tG5oLXJt5tT0NCO+exkvco3sMOfYYaCExG/UI8YyPc2/ft7160QoMY7JSPEdhCvry4lHQCkJJpYkxr1EPQJChfMwCZJs0UwKNJ1GSnNkrNlmMNL1ddjm2wsxkHlsnwN6JPR45ZTPq2fgwMef6IGWDVzWnnciCu1ZFWoMwBhKsdMz2M6s9jtJLpdD3aWGUu06SjmzA6ZTvT01R9LzbKM/31sYw/6/fQibNm2q2A8kCfl/6YOHbkZD/aDu19O+BSNnntyrbe0LnLLicDgcDke14mZdBuA6KwaFDoYCC61YadUDYXroJKSFoZeJJvUKLWeJVF7CZHDC9UsqDMUSlMVBPBH+KtGVCQBGGno92TT3uUp6FO6TG+G7ensA4LDXn8EDY/fsklPi3z53EAodBXgZ8QD58AEWo2QwDj/HwPJasjrGQT2C7MYOZQlz5ivFR87Sx/JMWVtSGdKx1SnfUFnscEhuXC8ZUSmtPx6jVEUI2q2OEaZlaO+juxiJAvMF5Fqjod6OeA58/An8+/jDsftv7jeWP3OMSH4l7xF5P9rWf08mTKxW3rrgZADAjj+9FQDw3ByR5VR/z1HQwIlWqrQ+/Hx4j8sJPuOcZO13gK5yyGdfftffzXI/xdCvl10yTj2NQ39Gc/m+SwpHqAdSQYejkm2ria1mIkOHw+FwOByfTJyyolHIFlAohOnPo5Sjbtip73XL20zypVskurUvQ2sNa6DsMFo/1q9CtqocC15P2CaVCZZj8AO1Y8WEvTH9pdXBch/3Ne+OI9/7d1mty27sKDouLPbvB2nwTSWnkC2obQsdoWWTa88F55SptopjjSaO0o9PUvLcFluvWXx6Iivbz6QYJOYeAWCk31e/KTGSwOmTwZnH5GP0JyDFPmc+HtljPxz8r6cqrstWVQBg8t3LAYhEhoC4BizHAM1/geV9/GP6tAGtrrxz0bew/aKbjWXyeeTBPUoBMJ8JJVkqkDFTWCQ9l2K9pnIGSoxUZOQWUmWxn9ti6kpXEzzGvSf1KTIKfaisgNDKwo/JwNAkXGfF4XA4HI4qxQ0DCVxnRcMv+GDwQcqIuCm3R87yYY88tJCl70JCO2L8VJIsgziYla+Is2TLPm5yPZkojeWYUjBYjhlqx4M7T0YhW0De98E4cEfTJHzp/RfKaBuDci4pgYgOCNt36Cv/jC332D4HiGRStj8Jk/4/ut+NX7ZKVVIRoTJajMeW1aN37IRWofJCYEcByW2lqmL4BATLaToVfDcn3pT3jJfb+iZa6w7TnvkHHp28f4+pK0nsdedDAIDVR01Xy6RCIKPLBqq68p+zT8CW9ZuwnbWcMx8Icnhw5sNHspJpqiHl+d9BS96o4/tcveOS3sORhHFatJK9TbGkcPpyfQIAn5d5DI4ew3VWHA6Hw+GoVqoog21/4jorGizHwHzSJb8OGz1XifouLWctnXocRuRNGbkG4rA97KknUrknbZu0H5lrRfms5FmsgsA40FYo38qY+crTeGDsnuq3l5Hpq/1QQdC8/suJgpJ5Nh7ZYz+1HYDYtN8slzxdvB3Nw6wonTj1xG6zXlfEx8QjaoJNWd7LeCqniqzPVlS8dLhN3ESUnPlAvgCvtgaso1Ocg9pM7DEORKY98w88PGnfPtufVFQ489UzyxlHZ2snntj/QJWHaGvl5W8eg7b3NgMI7s+Mp6IUJf+YPg0sx1AT+KoAiKTJB0x1WH/vlaMUC0Um2ees2Dsydrsg15Ge80guB+xISRM7N0yh0IfKJa3QZ2WAdFYGxlE4HA6Hw+EYsDhlRUMqK3EZFnXLuViPPi4zKvfCMdH9Hnlcrf/H9DClcdIYazn7MfOAmBZQQWbELZWHwIpGAmDkOZGRQL5VhvHw703DdgUAnPLRy0X3pedlWTFhb1UfywvlJY4Hxu6pFBlb4SEeRao2hUNfiPdp0Xlw58mJ6+Jy5ejo+9UVm1KRP7qfip1rR6omcZE/Yj8kzKCsTWAo81eEbZAKlVTCPhk+Kzp6lFpP8o/p09Q1kEqYhFIC7lGRLwgiQkbe052bcni/I1/yeSjFQ+P/y5yEL8dwxNv/qqjOOP+al04+Gp2tnShkC0r5IIzDz4pMtU8ddjAAYL8HH8H+Kx7FXw74rMiZlA78scpUS4pl/laZuouoJ3Y2765EBRUj6bmnHgHzzfeq/Z7tTfp6bqBqxXVWHA6Hw+GoVlwGWwCus2LACj4Y98HyfsRCLjaeGYcxLhp0wm3FRkYRmPlUumEVWJ18NQar5W8pFgFjz+8hy+uRM36QZ4UzDl+bTsojBED3p5ea/tJqPLjz5GBq+Oix/2nMHrHb6VkuOfPR2dpp+MJIK6mcuYuKZSbWKTpvSEId9vi4KBtG/aiMs5Bj/+FvO2uyzDJs5+URfjEcjBbAOoTc0rlxc1nHNFA49IV/4uFJ++LJg6fgAE297AmY5q+h5/uglCg1gWYoWJ4J/47g3qxpzAAdebu6snlo/H+p77p66mU8/GnMHmAFH0eve77b9T912MHY78FH1O8JN9+Dpw47GJQSw49K7J+CdeQAAKsOPwT73P9nHPTk37ByyufL2pfxXmPxion9HkyaB01/J8Ut7z5mtm/VrpjnnnVTvekWrrMCwPmsOBwOh8PhqHKcsqLh53z4npjXwh6StH0JyiEyBw18/OWAz0ZmDI3zF+kRtGgamesAiJ91lPu+sf9wzDhczhlH3o9aFBlKwHiY6PXWERNw4ocvld3Mrs7cnDTPh3HuGIu9VvF5IMJlxPIpAaLny84Yy4PcEaUUGs7C+Ysi4/s+A2e6NSutPDOjp7lPM0KIateGx1yngc6hL/zTUCN6Als58JmYy0qPstNn8db9vLryrrBZMWHvxO39oG5WgVuSz3zwnHkPPnnwFKRrxb8E/V5meQYv7cEPlM+clshJ5mMiHoGf89Us4nZeE+mrwnLMiFi03316ZtqkGZj1aL/Y5RXOtcXyMH3T4lSgCtTkrkJofJbqrmw/EHCdFYfD4XA4qhVS4TAQGRjDQK6zosHyDD7CnjQ1LNl4xQUo3+dBziMjPct9S/mQVkgxb/kkivqkWKqJneFW7l9XUeQyVb+K+oluaysrjHPcOmICMpTgK+tf7NJxxLULMPPX6O2hRZzyfcDwY1HLEzLOxlFuOamu+DDn8Qn3KbxS5N84GOOR7Ml69uG4HCvEo/Ay0m0pnzjO/0mBegR/OeCzAICDnvxbt+tJ8sWQ95+MBlH3YzD7tz6fFlB8Wqkk9Ag5+33gZWgwH084F1Z3OOCRx7Fyyufx5MFTgnrFPzSW98FyTP0mHkG+LQ9eF+Y8Oeiv4XlleQbCRJRbrj0HL+NFfLTkbO1yXiWZp0afZT5u/h+xrflOAqIRRbZa2pXnOw4SqGbEI0hKisXKzcLr6DFcZ8XhcDgcjmqFkMomIyTd77hVE66zouEzDoZwvFl22NWYX4yZJKJRWMkxUmkNFLRx4sjYq1Q8uhFAUMrXJckKseuwlQsJ48n1y3XhKSBgnCPncywbOREeAQbXpLqVGyLpvFJCIm2MI+m82MvDmZNN35M4K01mxi05e7QVCeQzH8iFeXcAGGoaAOUPITGy6Fq5HrimxFDPzPYbN4PwJwGfcbSv3wIAeHjSvmXl3tHRFRXd3yKsX+TMYXlmRGWxwFeFMw4WZHTOdUPlkqoKEKqdXLvsLBc+E7TCf0IHPv6EOl6WY8i359V34lF4aQov4yHfUYDPRJSkjc84KIB8voBCRwEs56us1DpSNRHPk/Sf8413XzRfiqn2yufN9k2JU6HtrN1AeTPOAwAN472C/UTzL/l96LMCQivsrAwMn5WBcRQOh8PhcDgGLE5Z0eB5Bp9ZY5aAEVkS6f37QZlADUnyvOa+r8rY46/ib3w0SXezMcYR54tirNey0drEbZKktohTRVQZxoFcnqnssXIGZ7nPYrkiktSY+5p3ByUkqkxoxB1nknVlKyh6nXHqDA38UyKqi5Y3RZQzYT4zcvZIFUX3zdGzY4pxc7OsaFNwX7CwrXZujE8iM195Wt1n+fZcl7Z9bJ8D4KWpyjas+6NIWF4oDHZuIp9xsJzw92BGHqLy9//gzpONubKSItdERlMCL0PxwNg9A78lsV1XM/ge+PgTAIC/fe4g5Wsj1Q8eRCoWsgVwRhNyo/hKLRZ5knxwPxq9wvIs8FnxE33zjFnmrXeVz3kk+olxnjiBsxenOhUCFVJb53MeUahUlZa/CtV2xknfKSucUPAK1JFKtq0mXGfF4XA4HI5qxQ0DAXCdFQNfZmdl0TwJ3DPHL9U2sKM09Jwd0bwYcdaDXE88HrFeVNRLwvh0nGVQinL9UWxDSglNMcU9Qoz1HpH1avMWBZ7/uXxoseR8jt9uOxEZSnBsywtdOgYvFSgbCbMR62atMa9PmQpWsYgsxji8DAx1xSxvKizmxtp1t/wapOpiKy6iLj8SFQVEfWA+6XQ1b89j+xyglE3uc6mZGblAfOv5lXmLZJbn0L+EG89HrIUfw5/G7IFUXcqoKwnOuFBSMp4q6zNSUQSMr/mGcN9XUZFy9nUgOXePXK9n+iWe9R7LMXCPBnlWSCSnijwuIFBRIu+oqEpVzE0v6kcXXRf32yNEKTAS+X41cjr53Y/EcnQP11lxOBwOh6NaIaSyiB4XDTTwYAUfueC6eiTMECl61sV8R+LVFJu4SBvGudhXwvhraD3wxPFvWUfc8lJ0JQ9EkqIi/prfBUS1TVd/zLaKqCHGgWUjJ+KED8rLy0KJsCRpJkx4ZMzETMWtHZenwbbogqWiPIv3FQCg8kNIRGQGB/dJ1FcpsBx5Qp4GeZ8kZUpOzJeifKNIGG3EzFwWjtI8sf+BEbVER2aW9jXFJFwXVVT0ebNCq16ojeXORq6rr/b9Ggf1SKDsevDSXkXXXh2rnA8s8NOTp0ZGwAHAI3vsh4P/9RQAYNoz/1CzQsv2F7KFyHtQ5SHiHJwR468knMHd/B2uj2+7XB6vopSvbun71OtS71dNcWF9mSGaUvGpZPsBgOusOBwOh8NRpTgHW4HrrGjkfI6USqmij2OWLz94PIyCUYoJZJ1m3eH68uoPLYg4S6E8KyS+3rA9XcFWVXT1RFpWeqJnNVat5UiR1qe0ZO5ommTs40vvR/1Y7hm9G9I1njkjsTaozXI+MvVeEG0QtCMtykn1gVArQ2bYSsgZoFU+Cy0Hi0S3PrlH1Ri9bt3GCTTFcvYENWsWcxmzPGvWOMv5iX4FDhHxIhUToUjFXwNbUdHnzpJIJUVGtsk5s7ry3OlQde8yQ8Uhmn+HTqo2hUJHQSkqNFOZsiKPUZ/5XOYqIR4x8gr5jGPFhL2NyCOWY0pVivP70N+HMkLQI6Z/j62s2NvGYb9fy3k3JqH7xdh12YpLd3LoOCqjX7tcTzzxBI466ig0NzeDEIK7777bWM85x4IFC9Dc3Iy6ujpMnToVL7xg/vPq7OzEmWeeiREjRqC+vh5HH3003nnnnT48CofD4XA4egkZDVTJZwDQr8pKe3s79txzT5x88sn44he/GFm/ePFiXHnllVi6dCnGjx+PSy65BNOnT8eaNWswZMgQAMD8+fNx77334vbbb8fw4cNx7rnn4sgjj8Tq1avheV2bwCnnc6S0Xnix6Bcb2QsPrQOuRcSY9ei99DgFxv5t7yPOUtBVl3J8VeIoprDY1o1nGab2PvU5e4rlK5Gqiq3SlLJcROZMHywnrM58J0OamddbzlOiZ5LVM46KtqWUKgEgyGBM4XMGD+Z5iGu/bAfX8vPYx22Q4MMiMTIns/iXTJwvDMszEc0WHNefxuzRrYzBAxGZPyVVl0LKS6mcNPvc/2ejDAB1DkmQEwQIo10AKwpLKi+BUhBVBrr+HMrst4Dwy1J+bloZCh+FjoJSO4SC6MdGni0dPgEeQclZ0PVnQId4BF7aQ2ZwGp//x8rYbWe+8jTua95dKSbJ0YUcpsJirw/LxW8rvtvvHutIYrYtXzUu9k6T+05a12u40GUA/dxZmTVrFmbNmhW7jnOOJUuW4MILL8Ts2bMBALfccguampqwbNkynHrqqdi0aRNuuukm3HrrrTj00EMBALfddhvGjBmDhx9+GDNnzuyzY3E4HA6Hw9E7VK3Pytq1a9HS0oIZM2aoZTU1NZgyZQpWrlyJU089FatXr0Y+nzfKNDc3Y7fddsPKlSsTOyudnZ3o7OxUv1tbWwHExfd33Yvc/F3cj0RXYYrVFWJabt2NAJJ0Jboobl/RvAcJ+47JHKl/z9BQEZK+L9JPSPqw6L4rR697HveM3k1Fa3FGkGU+sluEZVjpTM8rJuwNmg2zbCbNLxTOwCvH9s0IDl5mKgZizQUULg9n3dVhedM3RqoBPuNGDptbR0woaVF/Epi66smSZWSelUK2ICJfGFWRMb6WP0TPwAqId4aIZuMxyoB53a7fZlec9nF8RJDM/przo1F/usICyHukABJk2lX5g6yoj2UjRf4iQPh52ZmiH9ljP3Vv5dqjE5JJVYV6JFFVkRz53r/x220nRo/LitSRykucoqyXj0M/r8mKdNLWUYW7GMnvRvE335c+K05ZAVDFcwO1tLQAAJqamozlTU1Nal1LSwsymQyGDh2aWCaORYsWobGxUX3GjBnTw613OBwOh6NyOCEqIqh7n4GRzqBqOysSYp1oznlkmU2pMhdccAE2bdqkPm+//TYAMQWL6PmbFoD8SAtK/5v0kXWYy0p/ovXEr9PrLlZfMcxjLT1ea29brI64tuR9H3lf5FqQH0D3Vwkjimwlx7bapJV49LrnceR7/8ZX1r+ILOPIdjccQ2P6S6sTZ46Vf428G8GxyOUygkR+xJwx5sdcz4IoED/wHRC/C9mCiLLQPrJ+WU8hWwjK+WAFP3Idrt9m14rPxyeFfHsOhQ5xPuUMwlKxUteNi1mV5TW33wlJvmZ6huc4jnzv3+hgZkSRrM+P+ci5g/wcU/eBPRfSCR+8iAwN9/vA2D3VugfG7qlmieaaeqTfiwDgZaiRywgQ/lAPjN3TmCEaEIpm9L3AI7913xb9fi33XaYr0sXe18nvznI+8e829Um+lI5eomo7K6NGjQKAiEKyfv16pbaMGjUKuVwOGzduTCwTR01NDRoaGoyPw+FwOBxVh4sGAlDFPis77rgjRo0ahRUrVmDyZDGLai6Xw+OPP47LL78cALD33nsjnU5jxYoVmDNnDgBg3bp1eP7557F48eIu75NxDlZibFO3HErXF12W5MkuY/yTPOSjVlmoSiS1RY82EnXFW33JbU4+yOLjw13Hnt+ISt8VbZz6T2P2APUIZr3xHABExuC/vqHn/DPkPh4Yu6eyLPNteRGtk3DgejZOPRrKnosJQMSPR/eNicwPpf8IooDseVTC+8dUq3I+x5VDxuOcza+UOuRPLA9P2hcAjFmH9fOsXz8ZpWYqBtHIFoHuTwFkKMFNw3ZVmWyXDp9g3LNm/iUz8iTOZ0z5UjEWaae+X48QeCkK4lHc17y7WJ6hwfZM1eV5ph+WyNjMMe0Z4fMj1c06j4IzgllvxM/wHFVUeOTdViwaqCuYdcaXiXuvJqlc5Ub79G00kEu3D/RzZ6WtrQ2vvfaa+r127Vo8++yzGDZsGLbffnvMnz8fCxcuxLhx4zBu3DgsXLgQgwYNwgknnAAAaGxsxCmnnIJzzz0Xw4cPx7Bhw3Deeedh9913V9FBDofD4XA4tm76tbOyatUqTJs2Tf0+55xzAABz587F0qVLcf755yObzWLevHnYuHEj9t9/fyxfvlzlWAGAq666CqlUCnPmzEE2m8UhhxyCpUuXdjnHCtC1sUh7huG4uhL3UWSd+Gt6uBffT3J2R71MOeuKqSzmXBmhtWS20YyCKBZtZO9Tn106zkKUCgTL+bijaRJyPkdbQURPNKZpr0W9bGzPY3igrEj1Q/oq1AZRPEl5IYDSOXPUcRe58eJmf9YzpprKitoKjAtrPiZ9hsMinDk4yGis+UWIv6JcnLKSWKfx/BCI+b0Ilo0UCoWM1JF8Zf2Lhm9WkqpKCYnM6C7vyTuaJhmRc/L+44wr5choo3ZzcOabWWgtwtxHPupiZi6Plks+T8VVa3P/duRPMaU4juh1KE/1LvZe70lVuSQuGghAP3dWpk6dCl7khiOEYMGCBViwYEFimdraWlxzzTW45ppreqGFDofD4XD0H25uIEHV+qw4HA6Hw/GJh1Q467LrrAxM7OGOYuvjfuvL44Zu7GXxzl/xCdi6MtFgcrui8mo5FHcK5io8095/Uv22Q63hnKoNkehSL2ViKKbO84AcQ50n0vL3RLhyEid88KJySqwdWqsme8tu7oTPuXEccRJyOU7N9rkohu5QK+s3w0WjQ3EZSnBt4y5gHPhu65qy9zXQkY613PeD5HtiQkoRAh6X5C06rBE3pFksRLnU86YPcSQNActEcNLx288xeABYRyHyLEgn9HtG71byPvOZ6azNmY+D//WUWh8OSxFVb5yTsJ7YritOtKbTbfwkh3HrbIqdf3soybH14DorDofD4XBUK85nBYDrrBiUmmG9qzOwx6kqOhmqO43FbV/eDsu15KLl4i3BUoqS7swpnTh1hchWgaTTrP5XR1dV9HJmm4TFBibql058cj96SGhPc+R7/45dfkfTJHhEV6dMlUO0r3T9ceckqZyeEEvfTzRtuXSUNK/n1Q27dFld+X5mJwAiZDVNCDKU4HttW38oNA+clH3GVQp9MU0CMc5zkjoQd87tkP5SobDS2Tb+GYw6aXtB6n0ZPp+qS2FmEGYPiCkWpJOuPu2EnKICCJU83XGbBhM3ZhkPni8gZznk2qkBbhomEg4uHT4hcvylFJToMnNd/Dso2Tm2EspVy/vUqVbHdVYAVHFSOIfD4XA4HA7AKSsGSX4X3asruizO2k4aly4nPK9YCu9i+5JInw/GuRFGaYfD2tsK5SSakMlUX0x/GGnNybBLw6qzwnj1OmyLSyoqInW2+Fvnkcix9QVfev8FLBs5EQ1pCl8db+mQ1jh0dcUOS5XIRHk+58hQ0/qWk7tJxPWQE76J9VL5iUsSd+WQ8YGvgZgU0iMEHb74K8NUpWWTZT5+WLMzFna+3rWDrCLsVPES6beSBgV8H/p5A+JD0UuFu5plwzBcoazG1yN/y2dNRypsfqeYruGBsXuqJIYnfviSUjpsfxK5f8Y5kBMTZcpJEFnORwcLfXVO/DA6GahUUnT085HzATkBqb6/6DmIPy+lKJZmIVwebV8S5Soqceu7nhijApyyAsB1VhwOh8PhqFrkRIaVbD8QcJ2VIpS2krq2TfGInnBM2kw4170brZiFIS2ULAstRqFQUKRrPMPKstuuJ3yq9WhsEinbN4XEnBS5LE5hkW2003abk0SavgR6u/oSPVoIsKM5umZ1xyWI0/1UQqUk9DUqFW2hqz2hP4WIDtIRfkckuM4UHiHI+PHqnrT4v5/ZyfAd+mn+P8UPsEqQqoqvnSw5kR8ANaVCckK/qHKlP0fRZInmdvJ6mMnT7H2YSqedel89GzkGxjlWTNgb018S6e+lmmIrIUevex53NE0S9XMOFDhY4JbSVvDRVhA+PN/eGPX9unHorsZxmcdIcMIHQom5fptdiypPNsUTVsp9xCu34f7LJ943sNxtNXUZA6MDsDXhOisOh8PhcFQrbhgIgOusGHgonR9ElY2xauVyoGvRIALbWgFkeu6ewLaERBu58lOQPis044FmPJBsAZlCmIqbEgIvQ5FGaJFSj8ADkLaPxErFbfuo2D4Z8reMSGA5hjQoPM5Vqnh96vZwmneZTp7jjE39lz+kg4XnKTzPpgWqp0inCTeFz3hkHWEcNDh3xCPqO1Xqip53hcSmOo/3i7L9JaRiBc0fBmo7IDzXOlJt69OJ3SrgwZ0nw8uY9ydn3FBZ5DXQ7zNJ0nGWMxVGdyLFwn1GlVFdfcx+3InfbjvRiAA65aOXI1Fyus8M48L/CAA+6GRFJ7v89saXY31W7POR9F6MK1sKOx+VuS7Zt9B+Z5afGyu6IrFsX97uhLiJDOGigRwOh8PhcFQ5TlmJoVwP8mKRNqUy20bhhiVu1ym/J2V3jd9XqKCkg3TNxCPwMqEveyYYq/cyHjjz4aXFOqlycE01SNWJ20UuF5ETJDLRXpyPinGkmpoifwOAD5E1U5+YTVryWear6B99Mrmcj37P+fGl919QVqeMnBFKlbimcTlUpPqkn98kxUUizwsQ+gWVnso+tKZzPo9MnhdXVvoF2ZP2ZRlH3vCZEccYp7hUI1JVIZSqHCtAeM9JGOPI+2FkjO6HIpXIUlF6yeuKt9GuW8/oqqP7bYlnQjif2BMZ2rmH9BxJOZ93aQJQWddNw3aNKEY3DdvViJgK14U+PfIejPNB6QpJqkpxtaW8+my6rpD3Av00DPTzn/8cV1xxBdatW4dJkyZhyZIlOOigg7rfjgrp8lF8/etfxxNPPNEbbXE4HA6Hw6EhJzKs5NNVfvvb32L+/Pm48MIL8cwzz+Cggw7CrFmz8NZbb/XCEZZHl5WVzZs3Y8aMGRgzZgxOPvlkzJ07F5/61Kd6o219Du1CnpVylJSkOWB0H49S2UttPwfdIpf1+JayQT2iyulRN3JOEame6OuoVFYynqovXY9ovZSAa1a0l/bgMx/cN8f9bWvVWOf7IIHSUwjCEXJb8sgyH/UpD3nfVwqKnOtE/tX9IxgHftBeHZlU2wrSYhQWe4YKP6A6L37uH6ZFn9jKlI5+f+SDvCe6/46qz8psq2dS1SNQkhQBqVqpTMFavb5WLs7yr3Z/lQfG7gniUaWqAOJ+lBFALOcjryktusIkfoc+I/Jc6gpFNPtscqRKKUVBv476uY7PTWJGxemZnYth110uUj2MyxR907BdkaEkktdFRp11R03pai6VUpE+XfFJKdWersznVTH9oKxceeWVOOWUU/DNb34TALBkyRI89NBDuP7667Fo0aLut6UCunwUd955J959912cccYZ+P3vf4+xY8di1qxZuOOOO5DP53ujjQ6Hw+FwOCqgtbXV+HR2dsaWy+VyWL16NWbMmGEsnzFjBlauXNkXTY2lWz4rw4cPx3e/+11897vfxTPPPINf/vKXOPHEEzF48GB87Wtfw7x58zBu3LiebmuvE/UBSO6Jx0Va6OuT6rd75MVykQBRPwbdx0G1KWPmU5R+JHqdegSEiuYJylJte2nx2xE9KtNlXot8SVP4LJxfpVgbAVNR0X0GvAyFl6P4SjCT660jJgSRCuH1kGPdYTZWwB7H70++27oGVwweb1i2GUowLOOBcV/4ihQCK9mccsWwjkvlnRDRP1HfJzvDr1gfftfrsL9LFUHPmaJnvvUQlgMCfxkAob8KcFWhenOsSN8qQilYnom5dXIMLIh206Nq4s+Pme9H/2t/B8LzLbMrJ70rSmGrZbIO3QfJznDLOFdzAMmZkSXyuZJtKrcdgOmTIlk2cmJJNceO0rtyyPjgOIr554THIjFfg/a70rw2cRFY+vOg11fqHMT53wDRbNu9iUgK130lR247ZswYY/lFF12EBQsWRMp/+OGHYIyhqanJWN7U1ISWlpZut6NSKnKwXbduHZYvX47ly5fD8zwcfvjheOGFFzBx4kQsXrwYZ599dk+10+FwOByOTxyci08l2wPA22+/jYaGBrW8pqam6HbE6iBxziPL+pIud1by+Tzuuece3HzzzVi+fDn22GMPnH322fjqV7+KIUOGAABuv/12nHbaaVtdZyXHOTw/qTcfv6x4mbix6+hd5xEAvmk1AcKCzQfWX9xMxSrXRiZcTjwKP8ciOTt8bb38JX1YABgREiznG+tUHYxH8qXIMnY2UOEDw41oIV1xkeVZwUd2s1h+/Ta7ojFNYy01M4pFrP9e26uRcv1JXFTS9dvsigw1x9XjfRmiGXujvhDh96R1cdEjUes73CcAFf0j/WxkvhXd10WgKXUQyly/RkmUwX3NuyNVl4KfYyhkC2AFH1GVJKqslJNZVb9G5Sir0bwr0X2Uuu52jhW7HONQmWiXjZyoMssCYt6gqxt2AUCD+bREZlogPmutTs4HTvvYLKPXXS7nbH4FVzfsovyu4ig1n1Cxd7Ct1iQpKOXPaJ/g41VFqm65NDQ0GJ2VJEaMGAHP8yIqyvr16yNqS1/S5c7K6NGj4fs+jj/+eDz11FPYa6+9ImVmzpyJbbbZpgea53A4HA7HJxef84qGnbq6bSaTwd57740VK1bg2GOPVctXrFiBL3zhC91uR6V0ubNy1VVX4ctf/jJqa2sTywwdOhRr166tqGH9AeMAM37Hj/knjWPqZSTFvO6l34GwZs2ZdHX/BEF0P6qNOc3nhTGVj4MVoooM0VIvUo+Aq+gi4UjhM67G8r0UVaqIVEh0vx6ZuwUwHwjGObxOZvy2rUPdP2JT3ldjyh8FPjNx+UBCX4Dqt+glp338Mq5u2AXSZYhx4ccgse8l008iud6k8f14C7/4ybJni07y4bD35avtxTxBl+eqy2/lT2P2ACAUPZbz1b2bpKLEKVtxPiqSUiprKWs+7t1QLANsXJ1xSkwxH5LvtoY+JMLnpPQ/MnH/xt9DS4dPUPtrTIfvA9nOnM+xKS/ULJkht84j+PbG5IzTVw4ZH1G9TIr5AJmF7fd1uDz+fRotF37X68n1obDCUZl3Xne2Peecc3DiiSdin332wQEHHIAbb7wRb731Fr7zne9U0JLK6HJn5cQTT+yNdjgcDofD4agCvvKVr2DDhg34yU9+gnXr1mG33XbD/fffjx122KHf2uQy2GoI7/rofDxRCynB7ySG4rla5H5Na1ZmBC09P5G0OnwwZtcZ9ZeRvjGKvFBHdIsT0BQlfc6XglwXbp7zmVpmW0C2GhXmrDD3YdcZ1m22X/fml1EWWwu6NSu5fhvhK2DfS3H+CTblRHHY9RTzWTEtVF1NDBUXuV5vk7KjCUGdR6pGXblrlJhZOBPkE/JZmBHZ9g0C4u/J7jzPdn36dzs7tVxXLPdHd/Kh2JFDS4dPiOQ+AYSqonPTsF3RJqPVNBUEENmjM9SMOJToWZHlvEQ3DdtV5UWS0UBXDB6vtinlH6Pv+7L6cUVztNjnJu6cJqkoSc9R0ntXr6cvcwv5XHwq2b47zJs3D/Pmzev+jnsY11lxOBwOh6NK4ZyDV9A5qmTbasJ1VjTySllJLqOPKcfF88sy4fJka83OASD/SsuvnDHxuJwb5n6jCoteX85nxviyeXxxEQfhHEZh1EjxnA22Jasfu94W6b8TpwrZGUWzDFs1emTFtY27xFre5ZAc7VB+HbavTPH9SRUmTl0U6gqAflNY7miaFPpUaRFnMo9MkqJnL9fPqz5Jc1LOmmJKjO33UOra2Ncifubm5AtlqpGIzLwst/esjN2DU1LlDf1G4vKh6Hx748tYOnwCMpTg1hET1P7rAiFGRhsNTlFcMXi8qi9ObYzjB+0i4k9XZuLWX1Y/TjvP0bYmqViivXbZ5HMr95EfIB2ArQnXWXE4HA6Ho0rpr2GgasN1VjRkNFBcFJBeRrcui42FlvJ9kYQKBjfqLOaprysq9vwg8REh5lh2WI9pVSeND5vWYVQl0XNI2N/t7eOsW9t/R/pLxI3/23Vs7chxfTn3ChDeZ8UiyYr9DpdH83qE1ziqkhS32M167agTM7tw/yDmkwrnZ5LtzDI/9j6V6Pe8HvmSoVzlngFsJau8e7CrqllYlkSex/CcJ0W4mBlzpZJh+65Ivy87aixDORg3FZe46KJrG3eJZKeV58lWn6WipfuZyVwrun9KMXTF1c5ndFn9uGBf8jzE15Gkcie9r4tRjt9YTzJw3nbdx3VWHA6Hw+GoUpyyIiB8oHjfVEBraysaGxvxk0E7oZbEe73r2BZmsfVx2CpInM9J1HImEctJYlt+9lh6sbH1OH8SfX92m+067YiSuH3E7S8arWJaeTIaStYvjzHnc7QzMdcOBfDf2deSd7aVsWzkRG3mY7Gs3CynkmLXoZgyFXc9SkUj2RFkvlYv48DCztfjG9mLLBs5UWVwFcoBMeY9AuLPi1Qg4p47m1L5Z3R0tUGvr1ylJU6hrERVzDJeMhpHzgOUlPNFPxbGOQanqKFi6e2VMC4y69r+QFIFK1dhAYQqI6+XVM08QpTiYvqvFCfuOiRlGdaXd3CG/97yH2zatKmsrLDdQf5fev3tdRhSwT42t7Zi5zGje7WtfYFTVhwOh8PhqFJcNJDAdVbKID4fhZn7QyKsjfg64tSK5PwB9pJ4Pxrdb0VQah9Rq8FuQ6h+xN/kOd/8bZ+HeGssnOm1HMvQLqdbvR2BX0utR3F1wy5lRxZUOzKTcanrVQ5diwYqVZep1oTRY0A4mk4AzlUG6P5Kg6OfI2Hlc/UMJLWrmJoSfxxRfyp7O70tpoJq+nCVq8yG5aQ/V/SZTfLZ0N9fg1MkNjpIR667adiuhuIk2yAVK0oIiEfgZTx4GQqfcXjZAqhHkO+UOZg4jm15AYCZ7Va2vyuKir6drNsjoY+RmPfI9G8pdm+Xc48mKYx96bPiw0yP1Z3tBwK0dJH+o1Ao4Ec/+hF23HFH1NXVYaeddsJPfvIT+H54+jnnWLBgAZqbm1FXV4epU6fihRde6MdWOxwOh8Ph6EmqWlm5/PLLccMNN+CWW27BpEmTsGrVKpx88slobGzEd7/7XQDA4sWLceWVV2Lp0qUYP348LrnkEkyfPh1r1qxRs0B3FdtCSc5oWMo/wx63Le4DUCrLqLQkkiwqWd4eaw6ja4C4uTO6g+23Y6sg9rHqY9nJ+Q6IYY12+BzpyHwqUMs8QhLnLNlaCRUkrlnj4bquzGlSPGLIVuBsNU5X1sJ7MFmFEPeYr+roH+lZn+coXGb/TcomG+9TEj8XmLmf5Ei/8DzHR9nF+0TY6+PVWtt/LL4Nuk8bANR5FLeOmGCol3FKSzH1pVzuGjUJS4fL/CuhCiJyJZW+Ry4dNA4XbjFnV9ePh3Ee8w4g2lxcyVFf0bmaEFsuLvKqL5VDzsWnku0HAlXdWXnyySfxhS98AUcccQQAYOzYsfjNb36DVatWARCqypIlS3DhhRdi9uzZAIBbbrkFTU1NWLZsGU499dR+a7vD4XA4HJXiooEEVd1Z+dznPocbbrgBr7zyCsaPH4/nnnsOf/3rX7FkyRIAwNq1a9HS0oIZM2aobWpqajBlyhSsXLkysbPS2dmJzs5O9bu1tRWAtKzEsnIVh2j+heLqSXI9ofqRlJtEjnlHszGG4+f6eG1SO0yrMblNpTI+2pa6uZ5Y51K3zqNj+3E+KhShdZ9lPuo8ijqPKstKnpO7Rk1S4+JbM1H/p6gvgp1HI267sD7zd3IEEWBaj7oSEPWB0rOa2nl98iXUyN7mhA9eVFlTbaXO9r2QyMzNSZRSiUo/28m/o6po1OctKTeMoLRPU5xCbD9vNw7d1biuevkMJSriBoDK1yIVEz1/i8wgnKw0he2u88I5srLMR1vBRzvzVfbjH9bsjPoYvzQZzXTj0F1j71Hzfg7Pqa5KyndSUg6cUu/I0jGjjp6mqjsr3//+97Fp0ybsuuuu8DwPjDFceumlOP744wEALS0tAICmpiZju6amJrz55puJ9S5atAgXX3xx7zXc4XA4HI4ewEUDCaq6s/Lb3/4Wt912G5YtW4ZJkybh2Wefxfz589Hc3Iy5c+eqcsSylDjnkWU6F1xwAc455xz1u7W1FWPGjCnZnrjIn3AdrHXR38V8U/T6bX8Vua+kPBlmfhIz8kj3KbCjmeztTf+DuGNMPn47OkK3ZEXukOj+RHvjx5OFemJ69YsspETzVRF/07Sq/cTLQvoQFLsWQKh2xFGOmmGqNcRaLvdl3ztRQp8Ws4z0J+rPuVOK+TGFPhPRdba/SrF7X66P8xHTrXd5npKevWj+ouh+dGXS3i7O7yj5+Q7LJZWxcx7J3EblzKvz220nxiq3SWq1uBayzeJZrvPCf0m1NGzH9dvsasynFdYdH62jKzi6n5GutJUiKbqrr3HRQIKq7qx873vfww9+8AMcd9xxAIDdd98db775JhYtWoS5c+di1KhRAITCMnr0aLXd+vXrI2qLTk1NDWpqanq38Q6Hw+FwOHqEqjZJt2zZAmpZzZ7nqdDlHXfcEaNGjcKKFSvU+lwuh8cffxwHHnhgn7bV4XA4HI6ehiOMCOrWp78PoIeoamXlqKOOwqWXXortt98ekyZNwjPPPIMrr7wS3/jGNwCI4Z/58+dj4cKFGDduHMaNG4eFCxdi0KBBOOGEE7q936SkStFyxaVym/iQueTJ+uJC65Ic18LlPFY2lu0160uWOeOTVUUnSTOd98x1+vFmqO6wZw9/ifbq8r0c7ogbMsvQsH6PAHnfx4oJe2P6S6sjbd4aEMm35Lktfj/FhaXbCcfCdeZ2QgYPt0sqm3SfRIc7wmE+2X45/EMB/KTu0/0yHYIcOhRt09srJtOLH0IBijsWh/d23HBtciI/JF6fKOawk9mG6JCUHrpcLIQ5fEbt65rckrjkjfI+WDZyorFM/pap8+1tsoxHhnBuHLqrStEv2yKGgaixrR7qHDpOJ7c7un/ATNsQ1pc0NCe3669hHxufc/gVtKWSbauJqu6sXHPNNfjxj3+MefPmYf369Whubsapp56K//7v/1Zlzj//fGSzWcybNw8bN27E/vvvj+XLl3c7x4rD4XA4HNUCR2XqyMDoqlR5Z2XIkCFYsmSJClWOgxCCBQsWYMGCBT223zgLspi6IstUsj/TESypnFAvyg2DLmWB6KGS5VorUSdEfW24zkzAxY3tbBVGWjzFQnH1+hgXE/0Zjrpt+fIOoMqQ1qKZYKz4RIJxCls0gVx0O92ajIaommpBfHI1sSyubeKamMqcncyrr4hTRkNVTih4J3zwolovQ3Cj9ZRWTvW64xSUuLDvpOetO+8Sfd9Jqpm+b1m/TJqmP3O6OqvXKZ9nXdGRjrfJbRE/ztgUn1ju2xtfxhWDx2NY0BC5f12d0Z30Sx1P6fDyeKU5eVvzPefof6q6s+JwOBwOxycZlxRO4DorZVIqjDGaqCupnngLyg6tiyMuaVj897ix72g5s+7i6+39FEuklJTG2lRl5PdQBQotuDCJkxyzNkOaueYnIMKb04zjkT32AwAc/K+nih9EFXBto5h0zfb9Ca3aZAWtPL8TBPXbakm4XL8eOd8c1zfXR32J5CSG0krP+dwIV67tx2kQpH/E9dvsqqkB4m+WcSOJmVynK4zSf0VPHGaWD7fTFQ25Tn9GpM+MVJ7slALxKQ7MeyCq1kSPOcnXzd5OD7WWqqd9TLbCafuPyVQEsr6cL5dx9TyW4+8htwXEdcky3/Bb+0H7q2pyQvsYs4xbExaaqp59/MnPUvxzFhfiXCxVRa/CK0yZP0A6K1UdDeRwOBwOh8PhlJVuEDfOWc7Ytu0fYkcYxKkrpdJWJ/l5xKXxlvXZ1ly5Y/OlypSKGokjPoGX2FiPDJD7F1Z86LuTZT6yjMAjPtIdhaLtqyaK+5aEf5MSCEa3SfZ3yGjJtZIsxQyVFmgpHyZRl5zyQNRBwLgwkWVSuB+094+/io6upgClVEV5csOoLKHsUa1M+ddDb0MYXST2Y+9PUsyfpRSlrpeeXDGMOpN/zfdH1BfFnEBVPrNSYdmU9yP+ST+s2bmsduv78mP2/d3WNbi2cRfjHWIqW+UoOF1bZ9apn9hkRaw38cHhVyCPVLJtNeE6Kw6Hw+FwVCkyX0ol2w8EXGdFg3EgV0JB0Md7xTbx5Yt7n4d1lWpPUhvE3/gKuhJpEI7ZhpZecs4Orq0P19l+JXo7wmiCJD8Wcx/2OdLXRacOMM+9lxbTi/3tcwfhs3/9S/QkVBG6BakrH3oERhJxylsxPyE7OssuI9B9VpIVH6mqyG3kNWacoJ1FJ6nsTzxC0Fbw1bkuFp1k+4YU8xkqlu9IR0wAaKbbj4uyknXqbZHLknzDivkzlY4o1PcjKoqb/FQqvnbOFbnvTXmGvBUFJlnY+XpyIwJ+0P4qLh00DoCYnqGt4GNwKuqZYN/D+jslTqUuB/1doh+XrMcP6tQzx+jnduuMPdy6cZ0Vh8PhcDiqFBcNJHCdFQ3Gpcdx8V662cMnkWVx2/ZUNsQ4Czk+L0nyejtSJC4vS1wGS3ucO6wjqobodeoRL3GRQWYkjHk+wwiEsF2hdR+2o63gI/NRVpTJMzx12MHY78FHIudloGP7pBT7rS/XlTWZbdhWDeXvuDpyPkFayzjan1w5ZDwAcQztzMeCEll07efBVLlCpUUQ9THRsc+3VFfCfEPROnoK3dfJXh6N8OGx29i5d/RzECooFIxztBZ8MM5xVWFtt9ss1a6zUzsiyzh+mv9PpMxpH7+M67fZ1Vimqy1xSmxIvJJlrpeEvkoSPdooQ4mKeCv0oR+IGwYSuGggh8PhcDgcVY1TVjRyPgcINywt82+8X0CpZV2NyU/Kqpjcjq6ZZ8k+LaFyEjdmbyox4TKZ+8RWZoqfi2QfGnvOELmdnvtA7hMIoxI+yjEAQGNrJzLvt+OJ/Q/E0J22we6/ub/UKek3wsiT0EfBztVhljd/JylWcl3UdyXJv4hEvkfvq3B5XF4LmfuiP7li8HjNGvaxKc+6tH25SoeZvyb+fs9QYs1jFVWlkvZX7JnWc6VEVZTodbGXh8vC73a+Ev1elEhVwfPFdY5TQbpLKXXGzrlk3+eMx5+vuDw4Jub5YjxQcTkHSBhJ1ZDyDJ+n1tZWXNbYWNaxVYqLBhK4zorD4XA4HFWKGwYSuM6KBkdgWcheuzZOHfVJKV6XGS0k6rCJy05pbh9/l8VZT11RdIplc5Tqih6Zo6+Pqj76LLbJ9dlqjW2B28cUjSAyK5fnNMtENEJbIfTb/6CTYNTbrfAIQXZjB94b/1+Y+crT8QfdT9iKh7ks/BtVMYDo7LxhXXb9yfuIqoS2nwolBCTpRg/OtyxTB6DO83vUB6Mr/LhW5PVIk9CvIOfHR6pIZHbUsM2mopSh0bwapqJCDCXCRiqA4vwTrb7ynt9khZUY746k7LVx2wBcy0Crz2skvsinyOcc+WBdLSXo0M4l4z480vceBNJvTZwrmXdJHq+tkOjXRWbENs9zfOQhVzmE1HIK1PXXjQ0367LE+aw4HA6Hw+GoapyyokEQZuAEbA96YRHpmWDDcmY9ceP/djy//T3eR6H4mLO+/3Kjj8rLVhtfT/zcGElza+j5EADP8gUKLbrQCjKjq0LrHggzpgoI6jwKSgjaCyzWStyU9zGyxsOW1k4MaqjBs1+cib3ufKjocfcVVwweryw1U/XQ1bj4+zDqsxKnvOh+FGY9cVFY8v6h2jmXioqX8dT2xCPgMRebq1wiiM2T0dv8sGZnYy6iJKXPxswgXTxHSVeW6/ut83S/FfPettUvu07d6k/2tYjPi6TXGc3IGs6tpa+TqoqcxwgQ6tSmoC65bFiG9nmG4jM2rTEigmwfLyBeVQozLUeVYennYr+PzU/oU3bF4PFqVugs9+1d9RrMF59Kth8IuM6Kw+FwOBxVihsGErjOioZueUaXR8vbc+6IsqXVi2IRHlFfF0l5yok5/s6173E5I7qGHPOOy+NgI2aY1ZUVElkv2htnEYaKirLwfVFHJu2BegTEo8JXYrOwAgenqDr2nC/qGFyTQjbHkG/Lo6ahplvH3Bvo/jql/U2iUSfRckl+CuKvnh/FvBaisnQw/w3xCKgWPCPOMwHVGiSNtFRd+OrgjAPZAganOAbXiOV3NE3Cl95/If4E9CBnp3ZEY5C52Av8Vcq9z0s/o6X9FOJ8f+RcRIwDdRkPXieLvW6lfIx0ZUX3vbHzO0Uz5EIrK1VhQF5vGaUkfFeIqt/XlCaPiNxFUoG5ga8teS56GzmbNgDcODSad0X8tX+H70F9mZlPRz+3BLa6ImeR1q9hqosRmI7KcZ0Vh8PhcDiqFJ+XN2Fjse0HAq6zomHmDIlaTOJvfA6S0nXH98SjCopp1Zl5D8xx+bg5MnSrWY8AEMRHF8S1qTvovif6zLXivOrl9Hb6lld/PNL69zJeJEKl1qMYlhF/Jam6FOq3HYTUhiyoR1CzzeBuHVNPI/1VikWB6CTlVUna1r5Pk6DW/agUFI/AZ1ypV9QjIDQ8r1SbLUXOxQQAqdoUUh0FePJCtwGP7LEfDv7XU8UPsAeQrbOVJ8aB6/w3Yre5umEXw2dFJ85/rJQfWtz2gLhfdYVRbl8sKgsI73dKCHzO1fMT71eT/G4xfVqi80Tp+VXyXJzLPOdlze3Tn3x748tYOnwCgOLPULFrHLcu9H/T/Zj0d74o6/tdy99TCSLdfiWdlR5sTD/iooEcDofD4XBUNU5Z0chQBGO5ZoZUICnqIsmDPxqdISmmyCT5y8TXJcZik/xpTOuPJFoYok089nsc8ZE/dvSKaJ8Z9QNrvb6cKz8TsYzAk+0oiL8yQsXLUGXR+4zDSwnrv44RZAanRf1pDzUNNagdWiuq6CggVdv/PitXDB6v5d0Qy6KZOJH4W19ubmv6GoTlwjF6Pd+HHvUDwFCqiEfheVDLCaWGz4pc6TOutiMeBWE+qJeGHzQ4l2fIrW/v9Rmw4xQ5edx1XmSVQvpUhdvE+1YV8z8z83noZUK1ghgqWqimlX5uNX8tENDgvHo8rDupTSH6rMn6MYWZWbMsXCZVhRGZrePfwtc3vISbhgnflTqPlqUIxz0fdp6VMDosVFhsVdrvQ58VFw0k2DruSofD4XA4PoG4aCCB66xopCkx5p+IKiehhSQtk3Kwra5y/F2KRQxINSIuAkAvoyscOT8pF4MoI7axs2GaZeX6uCilUtFJuiWrW5XhuDBXFqf0vtct1wwlSBcZtfQynlJcUnUppAen4WUoMoMzAADaT9birSMmoK3AkWW+8okCTL+IqFVuZpw180iE113WpV+zOKVBjrvLKCtpscucKVRXSLSLSwM/Fl1B4YGZ5hk+LQRIU7C8r65QmlKkB6fR2drZ1VPWJeo8ajwHHgFqg0a0M44rBo/H99peid1Wniv9b5IPSfhbXIOQ6Gzlso76lBcs4xAZX82MuPq+bJWLRncs/iBQFIPFcXlvjGvIOLwEHzuxf2l2U4hcSBzDMluPd8ApH72MW0dMiLyvbZL8jwTm9ZTLzDw3YeQUAOTKiBRz9Cyus+JwOBwOR5XCKowGqmTbasJ1VjTqPIJMrL9F1DfEVAZ0yyV6Y5STNdb2Y4gzrJLHyOMswFBd0RWgJEsxKQutqebELY9Ta6Lt16MR9Pr0CCJh4XJlndrKlS1nUo8IFaU2hVRdCqlacTsTjyBdmwJnXC3ra5YOn4BN+TBPhVRV4s6/bmXrKop+bsRfU00L64pa66a/S3jeTP8U01fFzqmiRwHp5WgQMeSlKailxkhqGjNI12eUEtNb1Fo+QHqmYx80cr4BqEyo9iy+xfxfwt9AnK9aSKggpgMfKllOf25kvbqiQmOuh6o1OCjiERDrYdXPMfGi14wzH562DQ/8jXRVRsxb5CPni+zQWxMnfvgSlo2caCizOslRXfJbknqtP0OmzwrrQ58VH5VF9AwQlxXXWXE4HA6Ho1phPgeroLdSybbVhOusaGRIOI+Hnv9Ees/b/hyh7wpgKypJaoo95m3nb9DzINjbmVE2xRWWuGyzxSJQ7OMrHgWRFLlkH6dZV9xxybYmrYsoNDkfhFJ4GQriUdRkPGTq08jUp41yqboUCtkCMoPTqG+qx3YX/yJ+Bz3MpYPGqXZLtcgj0rciGgliqy2mH5KZ0yfn6+VC9UW/rro6kKYkSChl+UdYJ5UG8//oeVNCPxairHW1jBLlm0K8+HmEahpqUL9tPXLtuXJOW7e4rH5cjJ+JUPAAIB0sXjZyIk744EUAwoco53PjvOt1FMuvpC/T89SYip+YXRkQ57PQURAZY9MeWI5F/FRsHxV5rm2lRb9JSHCduB/6m8jcOHH4LLxenPFQifEIanPhMUjfsVI5j6qR5Pet/BtVT+JyHdnzRdn+SJI03/rO0daO66w4HA6Hw1Gl8AqjgbjzWRl4UBLOmaF7goe9a1MRyVA9Oia5p52U/yJaLt7fI64e21qOWgDSwuTGMSXVG1omUUs8rrye6Tc+z4rudxHNnKmPF9uRMXERE/IvZz4KHQVwn4qsqbUpeBkP6SDqBxBWqpf20LmpEzTjoWabIYnH0pNcMXi8sszy3JzBWx6PnWfFXB/6MSiLO4jmAEz/IF1p0+vXLX451489i7LtYyItcl1NCeughqIiylFAy8VCpY+DlteEeCLvTZK1XylXDhmv5rgxLWCisr1KRSvncywbORFAGJUmtxXl4v3R9Jw0Nvo58qxnX54G6om8QHUehZfxkCn48LRZqW0fFb1ePXNw3DkUPidiuc84PBpfDgC8NFT+G+75kEqMvl8AaMgWQDyCIc3Vke25K5gZvcPlceqJjn49OOMqYzAlWq4nbR9quz50BLHz5HRn+4HA1uVJ5XA4HA6Hoyq49NJLceCBB2LQoEHYZpttYsu89dZbOOqoo1BfX48RI0bgrLPOQi7X9eFhp6xo6NaWjj7XjST0GRC/k3KumFE+4bL4slErz1Z3wm3jVRXZltArPlQ1kmdL1rM2RiN1koiz7s3lgK2c6Mdp7yOqHOltDdqY8wH44MycK0iqKWqvHgHL+6jxCDo/3lz0OHqKrBaVQWFaebpqFOfz4xECL0VVpAbVNwycVex70zxf4vzYeVKg+Zwk5fCQWWp19UX3gbDPa9x3e5nneSCU9Nps16avip2/JCwjFUA9Q/LgFE30FZLf47L7AohcHzv6Ro+ykb5AGRpkXs5RpOpSqg6g9LWI20e4PIj0SWhL2GZRhjMOmYGYBH410Fy95LxO+vXeWjCjDaPvxjSl0WhCEvULEjlsgvxCUo2KkSZKRXf2JNWcFC6Xy+HLX/4yDjjgANx0002R9YwxHHHEERg5ciT++te/YsOGDZg7dy4457jmmmu6tK+qV1beffddfO1rX8Pw4cMxaNAg7LXXXli9erVazznHggUL0NzcjLq6OkydOhUvvND7U9M7HA6Hw9HbyGigSj69xcUXX4yzzz4bu+++e+z65cuX48UXX8Rtt92GyZMn49BDD8XPfvYz/OIXv0Bra2uX9lXVysrGjRvx2c9+FtOmTcMDDzyAbbfdFq+//rohNy1evBhXXnklli5divHjx+OSSy7B9OnTsWbNGgwZ0jVfhQwlwWynwpKNUx70ssJi48EsurC2CdEVEztKxixnltG/x1l6eo/fGEMvBFlGSejrIOa4iI7B6pkZbWUlLuutPSZsH6P8HmZXNa3e6Ham34AdmZQU9eQzjkK2AEKF74rfwOGlw3NBPAqf+ajdZhC82gz6At3aZ5xrEUBJeWdCtcXOt6FbyV7QfMJIrJUHRGdR1uuIRJxY8/3Y0TyEEng09EVJUlPi1lNN/WF5cR8+N2cW9vzdA7Ht7i66MiLvX90nSCKFKbmsziNKcZHnzOfcvE9TNNnXxlIx9HMr1SjdnaGmoQZtH2wR92ldSqgWwX1qZweWy4DQP6gk6WR7kwbPANIUPPiHJX1VKBDJgSN9YFi+72YU7ilM37boexWIn2ncVqOMebGUsiLOk57fppZXvZ1fFTz55JPYbbfd0NzcrJbNnDkTnZ2dWL16NaZNm1Z2XVXdWbn88ssxZswY3HzzzWrZ2LFj1XfOOZYsWYILL7wQs2fPBgDccsstaGpqwrJly3Dqqaf2dZMdDofD4egxemoYyFYyampqUFPTuxO8trS0oKmpyVg2dOhQZDIZtLS0dKmuqu4e3nPPPdhnn33w5S9/Gdtuuy0mT56MX/wizJexdu1atLS0YMaMGWpZTU0NpkyZgpUrVybW29nZidbWVuMDAOkaD6m6FDJpT3xoaIXJCJjwdzgmXudR7UOU9aZbcXGfOo8WXZ+mFF4q+GTkx9M+Mt8IUfO4UE/4PsjIJtlO0S4a2afe5jqPYHCKlmy3/gGKeNpHlKSkcvqswNHl+rnQrXhpJbIcA2c+/ODDGYeXFplta4c3Yuj47RPvhZ6k2HnV7xt5bPJ4wxmlvcAHh6r8JcQjoBkPNOaa6x+JyKPB4Qf5NHhwPvTzVQpdMTHbJdQW+VHto0QpKr7P1SfflsOWDVl0tnbiH9PLt6BKcXXDLrHPUPTejl6LwSmKWi+8l4gnFBbzWRPnW1wH8ZHXgKp1xHjudLVKfxZphkaXKfWMqPq9tPyIOa6oZz/rxT+pupT62NfLywj/IUKt94S2vZ0x97F9Duix69VXyGfJC66n/OjXWs3cHrxL45anaoUCJiINhSJGgvMYnuO++9epK97d/QDAmDFj0NjYqD6LFi2K3d+CBQtACCn6WbVqVdntJzH+PZzz2OXFqGpl5T//+Q+uv/56nHPOOfjhD3+Ip556CmeddRZqampw0kknqZ6Z3XNramrCm2++mVjvokWLcPHFF/dq2x0Oh8PhqBbefvttNDQ0qN9JqsoZZ5yB4447rmhd+ghHMUaNGoV//OMfxrKNGzcin89H/m+Xoqo7K77vY5999sHChQsBAJMnT8YLL7yA66+/HieddJIqZ/fQSvXaLrjgApxzzjnqd2trK8aMGdPDrXc4HA6HozJ6ahiooaHB6KwkMWLECIwYMaLb+9M54IADcOmll2LdunUYPXo0AOF0W1NTg7333rtLdVV1Z2X06NGYOHGisWzChAm48847AYheGyDGxeSJAID169cX7bUljdV5tSlkatNgGZE0yTOGGcwbhiqHLuGcFzqUmmG3YYIq04FU7dMKmQRCBz9dmtWdIyUy3TbL+RFHP5lWOw0YYahyHQDkVbpuve3came4TrTRDikOj0sPrTWdiuOPV2zPg/Mkl4u/WebDIwgcnqHkWL39gEirH56D4HzkfXi1afg+B02nMPS0y9CbLBs5Ee9mC2rYATCdjD1tSE4myktr19EMhY2GtMprrif00p39OPOLTlYmHARFHUEN8LURYE/eazRsg+d5yuHWS2sp4CkxE8Vp7WTafACc+WL7HENNYw1YrmecNq9tFENAwzKeSvBW55mJ4dLWBIye9dzGpbL3GTfC4AmlwflG0VT2hFJw31fPovwtydRnjLJAeM50507ucxBK4DNfDLOp4SNzeEYfbqM0Wo8NyzNQSpAPhoTkMGnUUZvBB0WqNhzu2JrQh5z1JIgSPdTcCEZImGJC21Iso+YTlqJ947QPhEOrlWzfW7z11lv46KOP8NZbb4ExhmeffRYA8OlPfxqDBw/GjBkzMHHiRJx44om44oor8NFHH+G8887Dt771rbI6TjpV7bPy2c9+FmvWrDGWvfLKK9hhhx0AADvuuCNGjRqFFStWqPW5XA6PP/44DjzwwD5tq8PhcDgcPY1fob9Kb85j+N///d+YPHkyLrroIrS1tWHy5MmYPHmy8mnxPA9/+tOfUFtbi89+9rOYM2cOjjnmGPz0pz/t8r6quvt89tln48ADD8TChQsxZ84cPPXUU7jxxhtx4403AhDDP/Pnz8fChQsxbtw4jBs3DgsXLsSgQYNwwgkndHl/Xlo4z8n01dyzLEWtrLRm5PTrrBCqFPrkc0b9mkOlqEMPAw2VD1tVARCfetsL2poxFRdhOYtvMuwuzrnSDpmV1pYXbKMnupMKSLQaEaJrq0u6imAne9ORjrXpGi9MCc6CsN/A2VG2j1AKCt+QaqTVH2f56mG0vcVl9eMwqjYFj4hkY7oDrT4lgQyVFSnwuWndaSnw4xQ0HV0105fJbfXvQHyIrSTuu23JA8mWmR366RnGJlX3cLo+AyCHV0/7EsZdf0dsXaW4ceiuALTQ40FpeDlmKIlJidZgKY9xSoTnwVBVgPAaFEtlrzYO0NPgq+kJ5HW3NuPMV23xGVfrffhATtTlwwc0UYpr11OqK3YIshkG7YlzFJT1mW84ZatnHh4IFWoYD9ICPHnwFBzwyOPJx11FDE4FzrQZeX7C93O5UxnY971+n6TqzKuX2vqiu3uFpUuXYunSpUXLbL/99rjvvvsq3ldVd1b23Xdf3HXXXbjgggvwk5/8BDvuuCOWLFmCr371q6rM+eefj2w2i3nz5mHjxo3Yf//9sXz58i7nWHE4HA6Ho9qo5gy2fUlVd1YA4Mgjj8SRRx6ZuJ4QggULFmDBggUV74tmRPgg9dIq9BMAvHQQCqqNRSs/At8XVpE2Ju9p8oG0XCLj5DCtXpWi2/I+sK1f3ZrVLelwfz44IyCUg4GBeJ7h32CjEoIF09kDQF1wLLXadtK/Ja6qWk+kspaTgkmVSU4KJhWSJJWHesTwR5EqlkxXrp8HPR058agaW9fPbyFbCJZR0Ezv3uLSF8VO4a77q0iLTyoNtr9AqtZso36f6SGS8rpyz4fPQstYM+zV/VPMz8JGJNDj8Kh+r2n+UpQYZe161bVJp1TysfAAxHWX/hjdYdnIiRgc3FuDZVh+fehbRhhXPjG2cmKrP8QLp2WQ51lXo/T7S6o13FLCSqEUQp8HYa/Ra26fR2OSSNXu+MR8ut+Kje1PRLVjVuqtH/qs6N5OnhcqfF7GQ6Y+je7w1GEHq22Vf1xHAR0bO/D5fySnlOgufxqzh/FbV6WJl/wOEevj7215PfT7WU/UR4tMXNvTsCBpYSXbDwSq2mfF4XA4HA6Ho+qVlb4kVAA4CPXBNT8SIhULyxdAJt3Ka/XIHqCdDr+YP0LoH0MNq9geW5W9fxKkQxfTv2u+NYHaQoJl3DcjReImTpMWZjjeG/VlSFmRHhKfCevRzzGlhNAcS7RmqUeMdN5qqnrDHyX0GbDb6wcJzzwvTGwlz4uyToNlhY6Cskx7g5uG7aoUFJmIrDbGEpbJ3OTx6CodCVQX3Yr3YapH2tEHE9IFCotv+u+Icxn4WWhpw4GoL4xUeuQ6eT9Ja16P/JHo1qi9rfhOAWsOPP3eTNfXduHsCu4aNQl1HlERPrVDRR2puhRooNbJaLjIJIPa/WOoJ8pfQ5az/Xzk8fnW32SSVKx0bUq1VRL6WZnPiP631H0rVRVbXaHwwZisM9iPtg/iUaQzJBqd5UFFIjHG4KVplyahXH3UdHDmI9cu3oR2/dSjaNyhES+edBQm/uresustFzmJp0jeRg3lW77j4ibktNUU+7z78JW6oquNHu+eStgdqjkaqC9xnRWHw+FwOKoUhuTs3+VuPxBwnRUNmXraZ74xaRyhYjIwOTGbbk3K5cVGdw2lxBq/Vr893fKKjrXb1q8eQQKYKo7MC8MyzPC9EfvTfSCExWj/9XMsMlafijGKlZ9NxjOUFbm93J9tffvMj06splnAylcoSBOuw/K+yuEhU5Nz5itrVbXN90W67F6cxJBx3VeFoE7LT2Fb96m6lDEOLi1PmWpdPx8kOL7IZHZpqra3r6tET60vrUpdTZDo9esRV4Cw/NV1sxQicUy2zwpV96veJs44qEdVm1hHDv85+wTsdNWyEmcWeHjSvih0FJCWEwAGql9mcDpoo6dUReL5sZFQNOPFKh52++W5t/1GpNIg/8plchu9vK6M6MtpxkNNQ41IpR+otnoOFVmfrmaJesz72Y5aSZrQ0jhO3RdO+XiF9fqMg0jVgBIjn04pJUmycsrn1fsICBQv6/xKH5lCVvit9CQP7jxZ5YWhgYKrt1++K9Qkk9q7OCxbxP8kB6U66cdJ+UDpAmw9uM6Kw+FwOBxViosGErjOiobwrZApZ0MrSldZJPrYJvc5qJbxUY92sXvzkX1Soixls34rV4Mcf46ZQItSAtCo5UUzFH7OtL51HwKmyks/BmFt6ypF3Li6Om5dzdH8UpjtxwBzTJ4wOyqKqKyaUsWSlmuoVIh6CtkCWJ4pq4h6xMjGKsqK3BMszzDirJ9Fzld3WTZyIkaOqEOuLY+PsnmVPTVDCTJpYd3pvjnSwqMeQao2pfxBfOarCCB5naSKZV8vakQDhXlodF+lSAROgBnloqlwwblVGWotlU5XVeLG9JPyUUR9sXyj3fn2TuTbO/HiSUcBAHLtOQDimna25uAzH4WOgsqEKyaVq0VmcFodizxvUgGloPAyHLw2hXwQzabOXcx9GIvl36P8RqTvlOarhly4jV4+LmpHtDeDdG0KNEPVtfcynqagRFWIuNwp8h6P8xsCQj+yqCKSEF2Y8QI/vOh2FGJ5dmMHnv/qEaJ+n6NzU6dqo1Rv46KU7HZRSsAYR6GjAJ/5ePLgKeqekFFD+9z/Z3SVR/bYT52LTH1aqZTiOIPIxDwT97pUEal5rWx1upjKwrWos3KUrZ7CRQMJXDSQw+FwOByOqsYpKxpyWnjpPSJ76dJXRVmyVv6FuIyQ+nfpgwJELanEtlgWkp7zwvYnsH1bpBXq56I+K3qOBd1K0PM6xI2dS38WPUOkzGfC8gwpllLny/c50rVh/hO5D33cWM8fIseUgTBHStz+eKBIFDoKyq8iXZ8WcwEF/gAAQDIEtcMbyx53L5fhQ2tBKEVmcBpDGUcH81EbtFGqKirvi6ZCEI8gXZtSSoZ+TaQlLa+pvCbSg1+PYODMV8spJeq7nssnzuLTI3tkHbpfgcgFQg0VMN4fI1Dg0injd7gfCj8Xqht+MJ+KjwIoKFieKYtcngcAmi8YVX5jcr2XpsgMDv2OQr8KGrmvpQoVzWkSjfKIw46AsiOJAIDXxigR1rOo+1zVjRyKQSM+VvXLMvIcy2MX7Y73LdPboiti+rMpj7uY+hnn4xb3jOi+a52tuYj6ks6I+9lW4+w6gpaDBxGDhj8VMyOsXv7mMdj1/+6OtKUYMoeNl/GQrk8H0ZHUiH6hORpRveSzI/3d4rLdyvYzL3z3p2tT4XPZ2Xdqhe9zMBcN5DorDofD4XBUK6zCzkol21YTrrOi4aU8wwcitCiC8c4gYkdaMCzHlJVjI3vvtmWjW8qSuKgO3QrW67T9CYDo2Lz0Z5BRJuGcO75SOAAYSkhc3bqfjW1xi2gcGkS20MD3wlP7SdWmlFUu9umrtqRiIibkdnqb46KIvAxXnv9+EG1CPQqaTsFHaNUTj6Jmm56dcmHwtvXobO1ErkNEBtRCKCqpWhGtokfYyJlzpbVnqxdxVjT1iHEu9HUSeQ1LZVbV77ukqBiJHUER5vYx51mx18vsoLqaoK9jHZ1he7QZjDkTip+eb4dqOX7sXCPiXopTJkMlJeURMOkzpdWrcq+UUEzk8jg/nTj1Iy5ST7ZZb2PN0MFIB34Zpq+E9BMzo6ds4vyD7OuTFIroM99Yp6tLvvVu09ug8q0E61iQN0mPoikWKSXaZEauxfnu6b/j3oGl8NJCUfEynqHkGve+pijqUW9hBt9QvdXzaLHAN6mxeYih+EgfntzmPsxg6zorAJzPisPhcDgcjirHKSsaXkZY+Sr7q8xwmRDdQ4Px47gZjYEgdUo6HAuVlrNtXSQhrWiJytCYpoZqEWcVpzVrx89LPxBzX7Z1pI+pJ836K86B8BdJBeP3LG9GYRBKkarLqO/c9+HnCmo/NJOKWOecMXDfRyGbU/V4mVREWZD1ADKXSujPYB9ndzKmxvHcnFkAgJqGDFieGT436fqMcT10VUAqaVJ1kQpGEjLKR5JUluVYrE+Tft247wfZXRlSdaJSkXMl6vNBguupXxPOmKGcSCilxjZh25PVQUkBOaQhosX0cyjvYRWdZFnuunoZlxdI/wtAzXHlM65y/ug5YuKUAGMupHTKOL/2/Z10rPL8yvPCcgWkamtQ01Bn3PvyWgDmPFDGDMHW8xc3L5k+741sQ1z79HNkHwNnmgrl+7Hb2+eXeBQsVzDyxAAiqMpeJu9DUQ83zrGvnVeWY3huzizs+bsHUIpnjpmBXHseqboUMvVp9U6V11bP45SkQLN8mJtHj34M8+cUUMgWIu+QghVx1hcwvzJ1pJtTclUdrrPicDgcDkeV4oaBBK6zouEFsy7rcwIBUEqL7cehZyXVict2CcTnqQg95H1jW32ZXTfNeIaVLNtm/JVzwCBqMelliOfBz+szG4XLkyAeNSzsMLIl3I+MGFHHUqtZsdS0yvW2pQfVheW0GZMJpfDzBbB8AX4ur6z/VG10/pJ8u8iSud3Fv0g8hmI8N2cWGnfcFh0bNoEzX+WCoB5BvqNg+NMI/5n4GYpl/hLpy0I8oqx2Yl27MAJDqgJ+RD2RZdP10WXymtnWs+43QtOpkmoJZz5oJiX+Fon6UdtaKpyuAEj8IJ8H68ih0JFDoT0Lli9ELO5UbUYodvV12vkIrzUA0EzaWKavkxl7Ux2hOsfyYXRZ3Lm3z6H47hn3r6+pA6KucH82nPlI1dcF39vBmY+6bYcKRdD3Y+99+5zaipE+f1cctiKjzzulz41TCh5cJ98vrqwAgBc8d7oyo9bZ9VrvnzDSL6WW0bQPL1/ASycfbfrNaP5H0t9Pz4dFA985Y44wLY+TrrboZagXZulWZTWl2st4Kt+PjvI1Is6Doq9xnRWHw+FwOKoUp6wIXGdFI1WTQqoubVh8gKl6yJle7XHgOB8PaWHolk5kVk/mixlBqRkxEIf0E6DptPodNz5tW2925ImprIR16O20lZpiOSCS9qNDrX3q9fLgHMjz7KWDyBnNupV+L7KcyugbjH0XsjnQQEVI1WYw+FMjYttYLm3vfIhUXVpZ+6KtWWTqM+p4pEVHla+FpThYPhDymGwFRM9bopQV31SiSiHr1tUoQMzHI7L5FtR5JZQa5fRrw32hQBj3dsL1DqNSomoNZz58y+qW95e8jkzLyeJlxDxOYhbqNFgur9qvb2urBFK1kfsEdN8lX1NWGGhGzisUfe2Zykppfxx9ufTLoOkUWEcONUMHB8eZD5SwWvi1vua7Vvx62oqq7QcSaUNajyiLUW3KVFZ8Fq+AJB6/pTiVIpKVN0axCn2tCkjVZWLVJaHCiWcq01Cn3olS5fHzBeP9ohTDdCpUeWqj/jm6olg7vBGZho1KQZLIZzzVh/86XZ4VgdOyHA6Hw+FwVDVOWdFI1dciU1+nLDNp+VFbGdEsmeTMjckWqVpPKajvI0mhkePNYX1e1F+EWn4oloKht0lajLoln2Q5lYoIsqGeF7Gk7fW2WiKPUVhSeVWOZlKBAmFZ6oGfg+5XoXIo1HYqqymHeKWrFM9+cSYy9RnUNNQgXV+rrCp5vkWbiDHzrxgzj/ftkMt0JUzWp0eFyO9eOmX4WMRFcRjnTlsnfUfkLNPyfBc6OuHnCqpeWU6PyKKW0lNqv7ovhH5c5ShuxZYZvjCBFUyL+E75Mb4j8v4AhL9KylIJAKHixB2TrCvJVycOXc3xajPItW5BapCIIMk01AsfnEFmRIk8Jvt5ke8dQkPFRrYrlaAGlTqPxUiKOLKVKvs9ZG+TpPoA8aqQXX9snbkC6rbdBiPPviqyfu15J8LP54P7OK2eJ1sRkt9pJgU/V0j0r5OKTDrwNRr8qZEYetplan9vfH+u8v9K14t3Qh59PDdQJcNAA2RuINdZcTgcDoejSnE+KwLXWdGoaRyMzKBa5bkPZAFA5RQAEPEJiLM47GV6xEJclE1cJIeN7odiW8H6PpVfS0J0gG5Re5m06bNiKTCl1Ili7bUtcxWxQs3j5744L6nAeiPUA6gHyH1Lq9lnhipDUlp+lVyH4e8BAKm6aJRQMaSqUjt8CGgm8FWxcmGkPWHJsY5O45oVU1YAWOpY9Pro51teHz2KQ9++mNJAA78PAKCpwAcq8KMggT+PaG9aqVeqTXob5TWiHuAz8ReIfo80QLtuMO91I2pEu6bF4D4DrzX9GuLuVx1fizLyLOXF9rFR21gKh6006fvSFT2jjlxBvRsyDSJcq7ClAzSdghcThQcInzbdv0a21XhuYtpcTM3VKVdhidSVDs5JkPOnVCQSTcigK6Fpq40x9Ub8dNKpiAqrNq+vBWeZiPqq6g3UFFWXR8HS5nnW7wBZNl1fGztLe6E9q9okI70K+b7Pt/JJx3VWHA6Hw+GoUpyyInCdFY3UoFp4tRkVDSF9FfQMlnGRBEnIcVFKKVDGmHOxfBa2f0BceQBqnhzbWpaWmZk91owMMvwQpMJRjIRMmsoit5dpf5VqUchHysXm7fAZiLTsqQeSCs05kusAzXSEFmttRikM5TJku6HgzEe6vg6ZhkHKstOzbPr5QhB9MsjYViolup+Qan9CpJV+3u1omqQIs2KWslKuMsI/gtTUgVCKdE0tUvk80rkOUzmjVKlTJJ2OXB+5/zir2liuX2f92ln3jpGNyE/OU6KXIXrZOH+ouDwnhTDHip1jRFf2uM9ifTSSlFNbnSHUA/eZek54IQeSEu8Or15EA9UOL8CrG2RGGiUoi9J3S0bGlesP1FMUi+qJu4fVuoQMvGaUT3LdxfzcuO9j4/U/AAAwLRdUzTaDi7bTjuYSvlzh+ZVlgEAtCVTYxlMuidT57sWnonZ4o6pHbtep5fLpbQo+h1dBh6PgOisOh8PhcDh6E6esCFxnRSNVm1ZzzegWdTHFw8bI8mhFsyRFi8i/SXkeADNTaKn2eOn/3975B2lR3Pn/3TPPr2XZ3YDo/jiQkIgab6Mxq/FWk4h6brQ0ylln9LwzkNRZZwAvBKMJR125yUUwHlJehQuJd1ecl4pH8j01saJnLYmCUkQDBBXxjjKKwAU2JIrsAsvuPs/094+Z7qe7p2eeeXj2x/Psfl5VWzzPTE//mJ556H735/PpdKR3kOZxkUpLOwOrXY06CzRm3EbltH9tNhdRs2jV9oQ5jmYTwT3PV1MAwHMApIvKiqrMBNeoakqhzJmPm8vCTaeQaZziK2wZ+0K8uv6u2ZoEdg62+A5aey02RuEyhKeQ0Q8RNkRqf0nFKZXxP6cyYF4BLD/sqxSqOmWqIIaqBRiKiJJWqB5mv2p5RilzQZ8y5bv1+ZB9X9DqEafIsLzRb6K+qXTo2VLzB3z1Jipys/ZuiPsnykylwfPDwfPrwKnzbVbS+WGwbE6PD2HeX0+/n377impDpMJZrrebes8cx6pKaTZJ5nGjXv53Q5lyFJVYrV863GfSdiShYuSq20crHzVlJjhu2iSp76RIL7wO042NmHLzvdYy3117DzKNU2Qe6m94JhPxbBOjBg1WCIIgCKJKoaBwPjRYUUhNqUMqk4ZXKGhKhy2WgFA6bMqBGgnStoYrMGfoqt1DSD2xzN6jvHVMtSZqhs5c1595B4oGM+wPQjNti12DXm4xfznrVP+Ns1Ew2+J5wPBQoKgA3HOLyovj6jNgrwBkc2BZ317DqSugbv5XostSOLz6yygM55H9wFS46RTS9XV+JNXgPqfqc9a4E7LNhoeVaZMQbqehkpj3JFC5tPtf4r6rdYGwQ3EDxSyrxPjwPLvth7jedUvP2B1Xs/tgXiE8a1fS+vUK19ucpavKAjQ7CF39CKVVyvEVEz2miXx+FQVPs39SibGlke+GpU9YOu3XObj/QlmR6lKUKunoz7BQe5hxb+zKilEPpf5J0dppK1NVnozfB14o6O90RNlRaoyfR1htKWWTp17HC15oH6JS14m90pjjIDV1aqSqcuyH30S6vk7aEpnKijuG//8XOK8oVspEibMyulZbBEEQBEEQFULKioKby8BJuWCFYBStKCvmCD4q+iMQ7HQcEbXRTGvm52RSVpsTkUa1k1A9EkIzVSVeiZypA2FbBdsMTZyD4ekjFJgIjwbtuBG3gxuz5tC6vHqN5/ntgmIrAGXmL2Z9nud/TmX8WZ5qn5CQdH0dnOFhuSeIk9H3JWKOW3xLRBwR1d4hxp5Ev3cRdiImEbYkNsJeWMV+ZKLv1Zl9aJZrxD4pFVfHVAmCPLmqrtjitVjaEN6rHAjZRqj3OSa92gZrvrIO4vmKtwFhMQqU+gyKeyzPOS7geXCmNMg8WSYH73h/sb7Ge6UpR6pdUah+4fdTVRo1kigs4v2KsxXyA66gaCSieOCp1yp1Dtm9GfF1VDslpHRvKFtsJ+szFGFDE0ofYP5GSlubvN2u7cT/e1Aqpn6bwhHGUwn2WhopyMDWhwYrBEEQBFGl0GDFhwYrCm4mg/SUnIzBEBcroJTXR6moj+Z31e8/KoKsNrMVEVSBsL1JcMycfZkzMc1GoaQ9RDBTF2v/ikcBM1UGcV69XszKxDW2QlTVwnPAoask5iyL54eCdhXAhfdLgraoTPvSAzj2w2/KCKSO6jXiOGBpxVtJPQdoNg6RHlLB58hZsMhbsfex5iHSlfAM0eyThKpm87hSPXDyQ5qSEBV5VrWl0epkXB9uU7SKpCEUOtU7x2LTU0zvFZUdLZ9ks96w142urtjrbIlDpNiAOam0fGYcAKy+0R4PRqqRwe/IMMBSgObqYkNVZ9IZq9qpK2YR9i/yXlvsg9TrolQeU5kx+k7WUdRXfd7UvBXlNNL2KaCoRgXPtfHMRXlyQXh5Bf/yQlEJPPH46uI7LhTb4HfO3JdNvT9OZuyUFcKnpmxWVq1aBcYYli5dKo9xztHd3Y22tjbU1dVh3rx52L179/hVkiAIgiBGCKGsVPI3EagZZWXbtm145JFHcP7552vHH3zwQaxZswb//u//jrPPPhvf+ta3cPXVV2PPnj1oaGgoqwwmPErEjC7B3iWW5VzlfEQMCuO8qrQ46ZRmb6Jdr85UTU8dswIiTaAGsHRYddDsGtTrbJ4WQHGmbh6Puk82m4tS6+lewZ855RF6OkOzR8cFS8NXYBAzsyqBk0pLRUXeJ6UNqkeJ1QPDEtlTsxFKoGCpM/uQ91ZkxfWZn1lvTdFhDsAccCcFMFasOwLFKIgkbMa6YWaezBEVLh5PZ8EKw/EKE0s4L+KqHUSEbZc6U1e8Z0LqTgmFJaQIqvGGEniuhWzB0llg8IRU+HgqDZapk1GFVVsLFqiI4r8RljXUKosdmpqHLNNim8RsaS2YNkvMPK7aDkV5HsrfsBglJjgep8TwBL+3skz526bnH5leeMilUPw3sLNhmZz2vHMvUGEURVUqSepvY7lxbiqgwD0UKrCRKfCJoQLVhLJy7Ngx/OVf/iX+5V/+BdOmTZPHOed4+OGHsWLFCtx0001ob2/Ho48+ihMnTuCxxx4bxxoTBEEQBDFS1MRgZfHixbjuuuvwp3/6p9rxvXv3ore3F11dXfJYNpvF5Zdfjq1bt451NQmCIAhiRPEqXAKioHBjxIYNG/DrX/8a27ZtC53r7e0FADQ3N2vHm5ubsW/fvsg8BwcHMTg4KL/39fX5H1JpXxa0BHoLhYz39I3WEhl1RhgU8uGiC51vNBfhTqzkEekCqy7zBBvUsVTavrSgytml2iAM5Wzlx8m35pKJZSksdK/l8ej6+IbFvozOjJUbPjxsuULn2A+/6Vcvlfb73XWlXC8l6eBPSvVeARDLRcrSTqS7rCnTB8f0NJY+SGggHGvU6yeQ/8rlH0d8dopLLnkXSAVtV6/nHpgiIfNgKSkE98CYo4fEV9NFXBPftmBZgnva9TJfF37dxB8QMjKP3SgxVF7YcDcW8R4oBuDcScE9b14xzVu/gpeth9MY1KPgP5c8cFHmw8PRAeBEYEWzDVZDeuMZkti3HhD5qKEBise90DKSdTlKSQ8gvIQUShc26IVSPhPvWlR7I++T+P1Jh6+xpTXy1vrPM8IyxLyHTmEMl4E8Doe8gap7sHLgwAF8+ctfRk9PD3K5XGQ6xvT/LjjnoWMqq1atwje+8Y0RqydBEARBjAZ5D2AV7bo8gpUZR6p6sLJjxw4cPnwYHR0d8lihUMALL7yAtWvXYs+ePQB8haW1tVWmOXz4cEhtUVm+fDmWLVsmv/f19WHWrFlg6ZwyG3ZDM+bQ8Ed1I0xicGWO8MXMJdgETRooRsyuNfdW1V0xKpCS6r4aMbvQFBxzBsx1JUlebxpZOqlwehuuE0rD5P1zdRUjbZn1GfiGco4M8iXdQbMuhl/+CdKXzI+uStNpQbmOPksONv7jQyeLBngC8VyoqkoqY3ezFPc0mLlp7pEwnhfLPeVRBqniOPcQ+vmyXROoKTJP5Y+LfnNSmkIh8tf+tdSpqLq4si7cZoCrIlQQy7MirmWibXGurJ4HDhfgvFhHU1iKKSN0XLlGKjpGnf0EYcVIzbPwzivF86kseCoHnhryFS1Wr9WN5YfBvHyxDOX3RFO+TMXBouZGhvG31Vtpk/abZgRNC7kji0uNQG9+mU50UL4EhrMisKBm3CuC8+WHitttCELKilpWhPt36L7ooQiYuFbthyj3+jICTxIjQ1UPVq666irs2rVLO/aFL3wB5557Lr72ta/hQx/6EFpaWrBx40ZceOGFAIChoSFs3rwZ3/72tyPzzWazyGazo1p3giAIgqgUWgbyqerBSkNDA9rb27Vj9fX1OO200+TxpUuXYuXKlZg7dy7mzp2LlStXYsqUKbjtttvKLo+l0npgsaS2A4ZraqStheGaKsNAB26j4rua1lqe4docCutufA7Zt0TN4i2zLzk7TTLztxxj5gxVzBiV2ZAtWFRskDEoM2G1XZ4lOJqFk88+Aifnb/0eCpIXuPFmr/w8AGDoxQ2xfSHcUE2FxQygZroQy+tNOxCxfOkYaYoNEwVH1smKqqjIz35ZIYVCbR/sCoWm7NhsStQ6K9eLvHhMG2S+TkwbmfJsevYlX27b5k7Z0kFPzPWyFZXH2j4jnX5MqQ/3inZCTsq/3gmUqHShqKyIf9V8VRXKVl+lHK60wYpIK9JY7j1zDNVLvqdpw35PUT/U3x7V3VelVGgDoLh1g3SBDgL+5YfB82nAsEPTN93UA06qxG6bYGI7Zv52CmVlKB9OO0rQYMWnqgcrSbj33nsxMDCARYsW4ciRI7jkkkvQ09NTdowVgiAIgiCqk5obrGzatEn7zhhDd3c3uru7K86bZbN+UDibl4W6jinSWwIyhWxEzHzU68W/6jptGV5FmmJSKuiWmFEHn/1/w7N4iecBzAXnETN5Mw8TZaYqvTZEPqaqIjxvkHwmxFw3ZLNh1iS/81mkLrwmlJfT8AHlHuoqFwAgp4T4z00pGSBMPgdKaHtNSfEP6IqGYkdi9bgxr5MVCisW2kzY8hxY+91QC/w87M8e19Qx466b/W9R3tT+l89TUkwbJ5EXc4r1Yob6lwSmKAVSofGfedlGxuLVmVJVN5WswB6Gw5VKC3jwrHEvfG8tdkPW76WOG+d9pSb83qrvulSURL0V2xCtllF2MxpJbUgUhUX8LgwPgeXT4BlLoD6LHZMtPy49+7zwdRE2Keo5Te0O7OM0W7ZRhpQVn5obrBAEQRDEZMGrMGQ+xVmZgLBUpjhiDnnYGF4hQRotLop6Ls7GQ7U7YA6Yl5ez2yhvBU2dKGVrwph9/dqcBTtOdHnisJiNsDJmmJ5XrANzZDh8eHl91iTTJwuzXSzXn+Ux19XWmbm6rB2TZ+ayz2F421MAlFmTp9gTOS7yO562x4yI2FxSqGkhtUvtqwjbDi7sE7SQ+NEqiFa+ajuS1I7FVGscBzwuPqRNWXKM5zlC1fFtWwJPEe6F5S/EeRkB4LqthbxXajrTrsoo34qST7Evwp5KkV5ZZnZx15j3hzn+/VPVIaAYs0TxsvLvXzLbOes7r94rqW551rYW68F8lUV4Ron6u+IdEdeki+1R/42oQ4iI51qNscOyU4DCsIxNA0Srr1Y8z/fuyw/rnkaRdoWGmgLo6rmwWXHJG2isocEKQRAEQVQpBY9XFGeFloEmICydtSoroQivjmWDuBL2IHHxJzhPF2dZEfEQUBDxGIrr6VIZiboG9plTyVgYUGawbozSE0UQcyFS4QHCXktixhKZp5HesM4HICPZ8kJB1iG/81nZB6kLitsypC++AQBQeP0X4IUCmMWjwB71N0JhsnmPmaqK2mdBjJNU2zkAgPzBPWG7FvHdVDGA4iw5UC20c2q94oiyhQm1z3LMjD0SpWqI4w6K6k2UR4068weCZ8ixKDKunk59J9TvRj1Dz2zEe5Mofo2h6sR6bDnFn1nupsFTmbAaId41oUSpJLTVCClNfmLZptiIwOp9kqoqK3qKqZS6j2Zaq8eU7VjgneYoUWVF/xeKnlOayqwqtYotn/Reyg+BD8OPySR+QmEoJ4IS8aq0NKmx+6+Tcw5ewYCDx3mJ1RBlWrsRBEEQBEGMLaSsKLBsLvAGiokyGsx2eTD75a7Ydzxm9hBjcxBKC+i2JWJU7OahRRk1PQ2Ma5iXh4yFkXBGGetpIvCM2ayZh9ksc7Zni0Oj7BnEPTfehiW0t47Fo0AoNa7rqybBv/lXe8JpXdcav0WLx2GLn2LUgaXSVqUiZBvi6K9c/tCbfho3iFEh+lFVVUrNTKOmHOV4x5Qbt6VUeeaMOkldTNsOMelX1aOo8sQhU4VRbF4S2Z8kvA+a0GPkK/qYefliTBWhlLmpohJlK8uidCT1PrJX1GI7ZitH+W5TVfXfAbdkdOHihfExp0zk75mISSPq6HrgqrJSKAReSvoeUly0U/7e+KonHx6SnkGm11LkfkBqHCtDOWXDI/C+JMSrcDPC0TKwfeedd/AP//APeO6559Db24u2tjb81V/9FVasWIFMphhzZ//+/Vi8eDGee+451NXV4bbbbsPq1au1NEmgwQpBEARBVCmc84qWckZrGeh///d/4Xkevv/97+Oss87C66+/jjvuuAPHjx/H6tWrAfjb41x33XU4/fTTsWXLFrz77rtYsGABOOf4zne+U1Z5NFhRYOmcb30OhO1QYvZYsREb6dIWmyRScRH5Kevx5mzIcS3lMS1trI2JkpdcI7Z6CRiqSgnbGIll9qah2qw4TthmICkWOxgZy8YWnVJNK/cHKh6O3NnaPyk/cicVzJ4NhcvR08BJFXc/jrPxUGeF6jMWp4jFecTYrrG15VTVFbPeap2SqjtR9RJ5qLZTMfXU7D0ibV7CipdMD8uzHPrOi7N3y++EVM8YA89M0e6Duv9RdCNGeNZuqCvysNk/Mf3FzXQRtmxAgkewlFLIdFs8znyPSfkdgWDjGXFw1PdN7OacQtGTx3VDkXDV60K/EcLTT90/TVRxDL2BuFehzcooKSvXXHMNrrmmGMfqQx/6EPbs2YN169bJwUpPTw/eeOMNHDhwAG1tbQCAhx56CAsXLsT999+PxsbGxOWRzQpBEARBTHD6+vq0v8HBwREv4+jRo5g+fbr8/stf/hLt7e1yoAIAn/nMZzA4OIgdO3aUlTcpKwo8nQNPBRscmjFIFCUliTdNiKhIr7JwfZYWqW6o5UZ5jADgSAV5BBb2UZFotfyUmQwAeHltN1qtDBHt0888PPMy8me2WbeKeqvDNTT2Jom/72L3ag5YvYagHGfprB7XBEDRK8FSTkzMEe5mlFm1E+5zcX/diNdO9epRVBXNzkVVQdT7arNBiOtrlZGeySv1S0wSW65yifKuico3UAtCsU+UtFKl4ZbotuJdDPqXOw64mIHb9uQ5FRXMJEoN0vJRZtaqImgki/2FSlpvHh0rSrs2RnnWPBzFu+gWbcIY9/w+it07SrwPLuClwZyUv+9Xajj6t8CioIRsA0UdU2O3N9BI2azMmjVLO37fffeNSOR3wVtvvYXvfOc7eOihh+Sx3t5eNDc3a+mmTZuGTCaD3t7esvInZYUgCIIgqhQxb63kDwAOHDiAo0ePyr/ly5dby+vu7gZjLPZv+/bt2jUHDx7ENddcg5tvvhl//dd/rZ1jlok659x6PA5SVhR4OgeeViLV2kb76g0+lbX+OAVC4Dj+KVORABQbFkemDeULAG4Qt0WNHMoVNcRSH9VehTMHzDIL06zsAXs8lbj7EnfM4gXELUqGOBalsIjj4l/ueaHosjxd5xeZztn7RK2n+tk17rdQS5yUtheQTe2SnkWmYifKcC3HQ+qe8BZyw4qWiXGv7XE4EK3C2Mq3XR9XfrnKSCnlJ0nZhvqUqBzbvbE9e3GqqvkuBqoYM3dUVvNR6qPuexSqV0SdQrua27DFn4mj1DsQhaE+aMeNzyXVacMrzld2g6rw4vMatSO4LId7UPeOYqZ9l6JmF+sUtjsLKStpi+1LldPY2JjIRmTJkiW49dZbY9N88IMflJ8PHjyIK664Ap2dnXjkkUe0dC0tLXj55Ze1Y0eOHMHw8HBIcSkFDVYIgiAIokoZa2+gGTNmYMaMGYnS/va3v8UVV1yBjo4OrF+/Ho4xQevs7MT999+PQ4cOobW1FYBvdJvNZtHR0VFWvWiwosBTmaLNioo58o44rx0yRvwhJQTQ1ptD58WIPsl6uzkDUmctQmFJiHScYNxaTmg3XcOTophWv14qM9YCg3SmhwEPdnstRdz9APw8xIzKSYGns+ApX0Gz2RSEvCTMKltVjwhJU02TSmkzOZlE9aYxztnW70NlRv0YmXkZx0N2RAbW6MhA8R6p6WzFn6ItTOgZM2fDNmXIWoEYxShW4Yupt03NM1U2txg/gjtu4MnC9HfC7EvhuWeqKmbbxNegjpqNWymVzXxe4u6PeT7Jb1/c76Tabma3s7OnD9QPwN9bLGgLCyJ6c+7pz79pyyUOuylfXHb0XbU120TtXYtXgHi69mxWRpqDBw9i3rx5OPPMM7F69Wr8/ve/l+daWloAAF1dXTjvvPNw++234x//8R/x3nvv4atf/SruuOOOsjyBABqsEARBEARRJj09PfjNb36D3/zmN5g5c6Z2Tqg5ruvi6aefxqJFi3DZZZdpQeHKhQYrClzEwTCx2YWUWtt2DQ8O6xq3f664x0kZ6/FqeptdgXlNEtsBsS5cKOFFwouzOs2GRYtcGbMvUFS+pc6VM6O2wN0MeCrtqyqBYiOjjUp7ATd6l1ubPYoXoTKY3jzmbtzqNdzWZxbbKKOMYrkJFQzFe0urq61M7bhZZyek0hQrF6+4xKktIUUlCts7GlGH2OMWuxHfdigVPh4301bsK9Q0vteKkpbFq1BmLCUW926UeDXMvHU7HuXdtKifZb1XCfew0o4ZtiLxZSoxibiigjpDgJcPFBYv9Fsj+0DJW/62G+pz5L5u6rXmO1jqGRxBqjXOysKFC7Fw4cKS6c4880z87Gc/q7g8GqwQBEEQRLVS4WAFtOvyBESdHcSN+s314QgvDnMHXXmtmVasuyZd41fWkiM9PEpdbyPwHpJfmVO0MbGtiQuvIdNDCCh6CQHFtXpeIgZDXD1t5SdRBkxr/kDlkDMjR1kTt6HumKsqJNzzI+QWhsDFjthuKrL/Q7Fc1HaJ6iv3M8msU+7hkuCe6vYpJZPr9VO9tMznLMFzF3pGI66JVRJkIkUJMNJHxpyxXBtSS2xKiXJN4thKqicKAI9zOE7K/t6rlwHFPW5guWdmGSamsqkmN9rt5227N66uDEbUVTsedQ/j6qr8Jtqec6EwCbHECz44jn+cMYClsv675wW7MXt5TeXkSh/I7C11Cf0e2dShuLYQYwYNVgiCIAiiSvE4B6vAG8ir4NpqggYrKmLmLT4HhCPZWmYFtrzk9cGMwPbQ8GDXUHgAnOjRu7meKuJsiNPRNSmNsNco5BXbDQbVNkGd9WmeK4oKYI95YIncWYoouxstPoJiya/+wZjlGbPk0E7G2lq+8Znp9iaemwbnQIFzIBDLUuk6ucN13KzfLzvcSwzha7jl2Ym8VYbxgrUMEY/F9JKK8lgzz5sKGRCtFFi8XNR9dGLVlTgbrFIKh6nyqdebdglJ3t8oDCVMHo7JizMGpr765r0QeQUKq3ye1LYkeX/MvaQAa0RlHqXiKmlCx211iHve1Xap14p+dFLgjGnqifysLFsIQ03GmP/eAXCY/3vkuFl/7x+hrnAe6fnIuBdST8vav03YEYn83fJ2DK4Eziu0WaHBCkEQBEEQo0m1GtiONTRYUeBuumhbYJmRc8cF58EsoGRmwaWAVBccY7TOmD8zluvVQl2xYd2p1/de8YuImSVGrYOL2Zvq0aLNmFk4f+7ps2RlhsjVGZhrznLd+PgViVAUFcsuxqE9d6Jmu06qZCwI7qSQm1IPAOg/MeAf9zg8rs9UCowBSPmTWrUI2wzVJqxFaGJSuuXcnpess76+H1WGeNa043G2S1BsllSFpdxZmlDojNl5ssir5ds3WT2cVPuhJNjqGJc8wrZBvCfMK4RsKeR7JHYbF2qKuN6wH5NE2dSZ6hGgqLDmPQHEnmGh/rQqoeHI0nBc+f5zWb4lrLrhWacrKVyz/YxTALR3jptKiwM4mVh1OfYdsiBvnew7/7e5pMcUMWrQYIUgCIIgqhTPA1hFQeFGsDLjCA1WFHgqC56uk2upqmGSH0Ex+UxA3aQpMGJHgevzaAfMn/U6fmwPZq6LIn4tXB3dR+6RIdZ8bevgth1boyzgZXsczQslZIugXmoecO31tdoamHmJmbGT8hWwVMa3L4qxPSjaAai2LhYPBMdFtr4hdH3/iYGQkqL2v8OgbchVVMjKpxIjONNrwp4o2eySMUg1zbR10bxImBuelSvqn7CV8O019Nm63DW3lD2TzYbCpiAEeUR5e5TymIt8d4DSShJj0c+uasul3kMzWrKJ8B5y1HokVJ+0e8IDNSy5LVkizy3VVs0RQk280iCfAcZQCF4ihuJvIwB4YIntK0ylJcEV9noZz5eoT9HGyIEjdmVmxXZ4mbHbG2isw+1XK6RlEQRBEARR1ZCyojDIHQx6SLSXTpwqZ864RVqH6eP7ol2COO+rLOB2pUIQu96vWPrLGV0QgyB0bRJMTwB1jxPVEyjuGgshy/yIcovxUFzfJsXNSA+dUMRTTTUqFPOxeQnJCxk8sT+QwXCyKZu1HSEVzZjBlVJS4lQQ2xZBPFBOQmqggljjV59HLR/lIocxaU8j9meyRfaNcqmUnh5cnfkWFRHHLDzAdl9stl7higTvjbUuEWqh7bx8VsKKkI1S75PDGNjwoP/MRig/arllY9hXqQweO6rv+qy1E0F9dA8Y1TYtfI3Fs06xVbE9CtKRLPiQ9ziGChwph0mvHoHDihcwRGkh0b+9p6IgmNcI30z9eNEjSTA4hksr5k/bqVw/EaDBCkEQBEFUKZ7HK7RZmRjLQDRYUSh4XK6nVoLHi+qKlj8Pr5GqcHCAi9mGEzmjlPYtQNhzQVj6K/YGjDkQk+JQ64z4IImH4ebstNR1IU+FBLNg1WYhTh2xqUu2KohYC8LrC0Curs6a9v1jJ6zHoxB9HvW9UOasL055cSyWMWZ6XcErq+jQcxdvCsOKXaQkZMJeAoBrxNMoVV+gfNufxEGzAjsR7qQi+17l5MBA5PsRtu8I2/C4hUGwoRNAKojLYTzfxTgoTHvGueOiLpcr1uPEca1MGZPHSKeSndoU37Ygz7h8BvvfB/Py1r1wGPfgWa47MXBS9u/UBPdYXAModiFxMV2cok2huOOe8ttqU1gSvwOxD7tiJzNBBgC1BA1WCIIgCKJKoTgrPjRYGSVsz4dNbVExlRd1Nu4Yi7jSN0fspMuKFusyjdhdN/huxkFItCmyadegXmSbZar5m9E0bXEYIta5bR4u0tuGA67DdO+pBF4WnDmAm7Z6/pgkeb9VBY0xFvIUK6WkAWG7EXl9zDVJVRpRP5ttisMsioi8l4myL6nChZrGHM3qJTaCqKb4GRUq57dXqaPNrqMUSdSXweP9kFGfRQRaoGin4hWkjVeUKsjdbGz9TqXupUiSZ7bhA2XnO6XOrvSc6jUDJ0+CKfdVeB85QMhmxuM89DvjccAt8dsr0lUjNFjxqWpvoFWrVuHiiy9GQ0MDzjjjDMyfPx979uzR0nDO0d3djba2NtTV1WHevHnYvXv3ONWYIAiCIIiRpqoHK5s3b8bixYvx0ksvYePGjcjn8+jq6sLx48W11gcffBBr1qzB2rVrsW3bNrS0tODqq69Gf3//ONacIAiCICrH47ziv4lAVS8DPfvss9r39evX44wzzsCOHTvw6U9/GpxzPPzww1ixYgVuuukmAMCjjz6K5uZmPPbYY/ibv/mb8ah2JFFqnCrTR0mVwv3TDDYXWhKIey4N11VbmVFBkuR5ebwYit8TxrwGHjdGw4o7byl3VPFdNSbVli1EmHIt4JtI6cKLCRx2cmAgkbyfBHkvObcu6ZSSns1+jesLNU9b0EGTqOUfP2/b8k+EoWgSo+tSrreW4GRa39nKUVzj1XLUvhs4eRJMeRaSLPGNNFFlDva9BwBghSFgOHD/dj3w9JRTWl6ZrEQZENsYPHZUM1xWA3xyy1KtisOqcymIloF8qlpZMTl69CgAYPr06QCAvXv3ore3F11dXTJNNpvF5Zdfjq1bt45LHQmCIAhipBC7Lp/yHykrYwvnHMuWLcMnP/lJtLe3AwB6e3sBAM3NzVra5uZm7Nu3LzKvwcFBDA4Oyu99fX16WUb6Uw2hnpSkA1/TQLdUzDLbzLzcLQKi6pjEyFMN+iQMOqVbono5c+yKEPfk9SEj2nDlleu4n6WTQp4DU6eUp6K8139CVqecvk/Sj5EGtTbVy1BrtFD/SqAq001aYKpYmppibl5pBhMUVbAZwUofeo6QJKamCzVSL6dIIdodPRVveFqXy2Gw//1QkMBqINvoT6qGvDzY8EnwzBRkmmaMc60mNjZ37YGTJyMM+cNqpniPJogYMaGorrc7hiVLluC1117Df/7nf4bOmf8pmzK5yapVq9DU1CT/Zs2aNeL1JQiCIIhK4R6HV8HfRFkGqgll5a677sJTTz2FF154ATNnzpTHW1paAPgKS2trqzx++PDhkNqisnz5cixbtkx+7+vrkwMW6wTf+D7aSksU5c7cTRWFMZbYJsXEVbYKKFUPuRmY/F7MlSu2LipWwYS5xYl7sAVBpG2F+pmximwXpjdMwXv95QWFS4oZ6r7Utg1x3xkrhixXXZEBPbAW88Ku3dbNJ4NNHTPjYPdRCdVu/5H5wBnjXYVJjWnzcvT4gPb+xQWTqwZoI0OfqlZWOOdYsmQJnnjiCTz33HOYM2eOdn7OnDloaWnBxo0b5bGhoSFs3rwZl156aWS+2WwWjY2N2h9BEARBENVJVSsrixcvxmOPPYaf/vSnaGhokDYqTU1NqKurA2MMS5cuxcqVKzF37lzMnTsXK1euxJQpU3DbbbeNWr1KjVPHQnmJsn0QswSbvQgQDmVttU8osfbPlcINQUPJVylHpnE063xxisEP8qaVYZhDcMbAAksNPzCcUA3yMHf64m4mtv5JGG3PgKjNBAVx9kM2rx7mDWvqCfPy/gaWgYrC03VVr0AQxFjQVB9vwxanqo6HRkHeQD5VPVhZt24dAGDevHna8fXr12PhwoUAgHvvvRcDAwNYtGgRjhw5gksuuQQ9PT1oaKgtKZsgCIIgTDyPVzRzoo0Mx4Aka22MMXR3d6O7u3vU62NEvI8kKk2liks5s/CoeCZWhEohvpZIzoyw/1GeOkln8icHBopeImLzRSi2FoA8z7hXVAwAgDnITGtJVE45fGDq6NmtqJRSWNTjqm2K3GqgkAe8grwvLD8k06dPP3P0Kk4QE5iJ8d/7xKKqBysEQRAEMZnhXgE8CHx4qtdPBGiwYlBKh4g6n1RxqURdsc3CVRsVAJFxTZhn39iPMwcQ27+bcTaiIpeaKoiX9+0i3DSA0lvTm4xUNNmR5OjxAflZCwkzSuXZ+lb19AH82CrMG/aVFGGTUsgDjoPM9LZRqhlBTC6qTVWhwYpPVXsDEQRBEARBkLIyQoy1BxBjDC7zvWgY51WpTtQyDgN44BE0VnF1bHYrmidXIQ8UhqUH1GjY6hDEZOHdMbBJGwm451WorCTY26sGoMEKQRAEQVQpvFAAL1QwWKng2mqCBiungG0GPNLeYQ7zPVKI8aEhYj+h/hMDsTu3VoLp1eUyP7IMK+T9g4VhABQRlSAq4f1jJ8ZUMa0Uziu0WeETY7BCNisEQRAEQVQ1pKwouA4rO6Kox/3ZdSW7dYprSUmpfmyKy4mBk7HXxIW6YaYyo3hg5eqidxsmCOLUYIzJXctt55JgRtweTcgbyIcGKwRBEARRpdBgxYcGKwpN9XVoJHWDKJMpdbnSiQiCqApK7Q2UBBbYjxFjBw1WCIIgCKJKIWXFhwYrCicHBpBJp8e7GgRBEEQVc3JgoHSiEYLirPiQNxBBEARBEFUNKSsEQRAEUaV4XgGoQFnxaBmIIAiCIIjRhGxWfGgZiCAIgiCIqoaUFYIgCIKoUkhZ8aHBCkEQBEFUK4UCuFPBgIM2MiQIgiAIYjThvDIDW9rIkCAIgiAIYgwgZYUgCIIgqhTueZUpKxMkKBwNVgiCIAiiSuEVxlmZKAa2tAxEEARBEETZ3HDDDTjzzDORy+XQ2tqK22+/HQcPHtTS7N+/H5/97GdRX1+PGTNm4G//9m8xNDRUdlk0WCEIgiCIKsXfG6iyv9HiiiuuwI9//GPs2bMHjz/+ON566y38+Z//uTxfKBRw3XXX4fjx49iyZQs2bNiAxx9/HHfffXfZZdEyEEEQBEFUKdW8DPSVr3xFfp49eza+/vWvY/78+RgeHkY6nUZPTw/eeOMNHDhwAG1tbQCAhx56CAsXLsT999+PxsbGxGWRskIQBEEQREW89957+OEPf4hLL70U6XQaAPDLX/4S7e3tcqACAJ/5zGcwODiIHTt2lJU/DVYIgiAIokoREWwr+QOAvr4+7W9wcHBE6ve1r30N9fX1OO2007B//3789Kc/led6e3vR3NyspZ82bRoymQx6e3vLKocGKwRBEARRpXheoeI/AJg1axaamprk36pVq6zldXd3gzEW+7d9+3aZ/p577sHOnTvR09MD13Xx+c9/HpxzeZ4xFiqDc249HgfZrBAEQRDEBOfAgQOajUg2m7WmW7JkCW699dbYvD74wQ/KzzNmzMCMGTNw9tln4yMf+QhmzZqFl156CZ2dnWhpacHLL7+sXXvkyBEMDw+HFJdS0GCFIAiCIKoUXvAAVoGBbcH3BmpsbExk0CoGH6dUVqCoiCWmzs5O3H///Th06BBaW1sBAD09Pchms+jo6Cgr7wmzDPTd734Xc+bMQS6XQ0dHB1588cXxrhJBEARBVATnFdqsjNLeQL/61a+wdu1avPLKK9i3bx+ef/553Hbbbfjwhz+Mzs5OAEBXVxfOO+883H777di5cyd+8Ytf4Ktf/SruuOOOsjyBgAkyWPnRj36EpUuXYsWKFdi5cyc+9alP4dprr8X+/fvHu2oEQRAEccqMlIHtSFNXV4cnnngCV111Fc455xx88YtfRHt7OzZv3iyXmFzXxdNPP41cLofLLrsMn/vc5zB//nysXr267PIYVy1hapRLLrkEH//4x7Fu3Tp57CMf+Qjmz58faUSk0tfXh6amJvyut7fs0R5BEAQxuejr60NzSwuOHj06av9niP+XMhd+AczNnHI+vDCEoZ3rR7WuY0HNKytDQ0PYsWMHurq6tONdXV3YunXrONWKIAiCICqnWpWVsabmDWz/8Ic/oFAohCyLm5ubI/24BwcHNR/zvr6+Ua0jQRAEQZwK3CtUZmBLg5XqwvTZjvPjXrVqFb7xjW+Ejvf3949K3QiCIIiJg/i/YkysKArDqKiUwvBI1WRcqfnByowZM+C6bkhFOXz4cKQf9/Lly7Fs2TL5fe/evfjYxz6Gs+bOHdW6EgRBEBOH/v5+NDU1jUremUwGLS0t6H3jxxXn1dLSgkzm1O1eqoGaH6xkMhl0dHRg48aN+LM/+zN5fOPGjbjxxhut12SzWS0gzuzZswH4W1mP1oM3nvT19WHWrFmhoEATAWpbbUJtq02obT6cc/T392t73ow0uVwOe/fuxdDQUMV5ZTIZ5HK5EajV+FHzgxUAWLZsGW6//XZcdNFF6OzsxCOPPIL9+/fjzjvvTHS94/h2xk1NTRPuBVRJGhSoFqG21SbUttqE2oYxmdjmcrmaH2SMFBNisHLLLbfg3XffxTe/+U0cOnQI7e3teOaZZ6RiQhAEQRBE7TIhBisAsGjRIixatGi8q0EQBEEQxAhT83FWRoJsNov77rsvcmOnWmcit4/aVptQ22oTahsxXkyICLYEQRAEQUxcSFkhCIIgCKKqocEKQRAEQRBVDQ1WCIIgCIKoamiwQhAEQRBEVUODFQDf/e53MWfOHORyOXR0dODFF18c7yqVTXd3Nxhj2l9LS4s8zzlHd3c32traUFdXh3nz5mH37t3jWONoXnjhBXz2s59FW1sbGGP4yU9+op1P0pbBwUHcddddmDFjBurr63HDDTfg//7v/8awFXZKtW3hwoWhfvyTP/kTLU21tm3VqlW4+OKL0dDQgDPOOAPz58/Hnj17tDS12ndJ2larfbdu3Tqcf/75MhhaZ2cn/vu//1uer9U+A0q3rVb7bDIy6QcrP/rRj7B06VKsWLECO3fuxKc+9Slce+212L9//3hXrWz++I//GIcOHZJ/u3btkucefPBBrFmzBmvXrsW2bdvQ0tKCq6++uio3bzx+/DguuOACrF271no+SVuWLl2KJ598Ehs2bMCWLVtw7NgxXH/99SgUxncH0lJtA4BrrrlG68dnnnlGO1+tbdu8eTMWL16Ml156CRs3bkQ+n0dXVxeOHz8u09Rq3yVpG1CbfTdz5kw88MAD2L59O7Zv344rr7wSN954oxyQ1GqfAaXbBtRmn01K+CTnE5/4BL/zzju1Y+eeey7/+te/Pk41OjXuu+8+fsEFF1jPeZ7HW1pa+AMPPCCPnTx5kjc1NfHvfe97Y1TDUwMAf/LJJ+X3JG15//33eTqd5hs2bJBpfvvb33LHcfizzz47ZnUvhdk2zjlfsGABv/HGGyOvqZW2cc754cOHOQC+efNmzvnE6juzbZxPrL6bNm0a/9d//dcJ1WcC0TbOJ1afTXQmtbIyNDSEHTt2oKurSzve1dWFrVu3jlOtTp0333wTbW1tmDNnDm699Va8/fbbAPxdpXt7e7V2ZrNZXH755TXXziRt2bFjB4aHh7U0bW1taG9vr4n2btq0CWeccQbOPvts3HHHHTh8+LA8V0ttO3r0KABg+vTpACZW35ltE9R63xUKBWzYsAHHjx9HZ2fnhOozs22CWu+zycKECbd/KvzhD39AoVBAc3Ozdry5uRm9vb3jVKtT45JLLsF//Md/4Oyzz8bvfvc7fOtb38Kll16K3bt3y7bY2rlv377xqO4pk6Qtvb29yGQymDZtWihNtffrtddei5tvvhmzZ8/G3r178fd///e48sorsWPHDmSz2ZppG+ccy5Ytwyc/+Um0t7cDmDh9Z2sbUNt9t2vXLnR2duLkyZOYOnUqnnzySZx33nnyP+Ra7rOotgG13WeTjUk9WBEwxrTvnPPQsWrn2muvlZ8/+tGPorOzEx/+8Ifx6KOPSoOxidBOwam0pRbae8stt8jP7e3tuOiiizB79mw8/fTTuOmmmyKvq7a2LVmyBK+99hq2bNkSOlfrfRfVtlruu3POOQevvPIK3n//fTz++ONYsGABNm/eLM/Xcp9Fte28886r6T6bbEzqZaAZM2bAdd3QCPnw4cOhmUStUV9fj49+9KN48803pVfQRGhnkra0tLRgaGgIR44ciUxTK7S2tmL27Nl48803AdRG2+666y489dRTeP755zFz5kx5fCL0XVTbbNRS32UyGZx11lm46KKLsGrVKlxwwQX4p3/6pwnRZ1Fts1FLfTbZmNSDlUwmg46ODmzcuFE7vnHjRlx66aXjVKuRYXBwEP/zP/+D1tZWzJkzBy0tLVo7h4aGsHnz5pprZ5K2dHR0IJ1Oa2kOHTqE119/veba++677+LAgQNobW0FUN1t45xjyZIleOKJJ/Dcc89hzpw52vla7rtSbbNRS31nwjnH4OBgTfdZFKJtNmq5zyY8Y27SW2Vs2LCBp9Np/m//9m/8jTfe4EuXLuX19fX8nXfeGe+qlcXdd9/NN23axN9++23+0ksv8euvv543NDTIdjzwwAO8qamJP/HEE3zXrl38L/7iL3hrayvv6+sb55qH6e/v5zt37uQ7d+7kAPiaNWv4zp07+b59+zjnydpy55138pkzZ/Kf//zn/Ne//jW/8sor+QUXXMDz+fx4NYtzHt+2/v5+fvfdd/OtW7fyvXv38ueff553dnbyP/qjP6qJtn3pS1/iTU1NfNOmTfzQoUPy78SJEzJNrfZdqbbVct8tX76cv/DCC3zv3r38tdde43/3d3/HHcfhPT09nPPa7TPO49tWy302GZn0gxXOOf/nf/5nPnv2bJ7JZPjHP/5xzR2xVrjlllt4a2srT6fTvK2tjd9000189+7d8rznefy+++7jLS0tPJvN8k9/+tN8165d41jjaJ5//nkOIPS3YMECznmytgwMDPAlS5bw6dOn87q6On799dfz/fv3j0NrdOLaduLECd7V1cVPP/10nk6n+ZlnnskXLFgQqne1ts3WLgB8/fr1Mk2t9l2pttVy333xi1+Uv3+nn346v+qqq+RAhfPa7TPO49tWy302GWGccz52Og5BEARBEER5TGqbFYIgCIIgqh8arBAEQRAEUdXQYIUgCIIgiKqGBisEQRAEQVQ1NFghCIIgCKKqocEKQRAEQRBVDQ1WCIIgCIKoamiwQhAEQRBEVUODFYIgCIIgqhoarBAEQRAEUdXQYIUgCI3f//73aGlpwcqVK+Wxl19+GZlMBj09PeNYM4IgJiu0NxBBECGeeeYZzJ8/H1u3bsW5556LCy+8ENdddx0efvjh8a4aQRCTEBqsEARhZfHixfj5z3+Oiy++GK+++iq2bduGXC433tUiCGISQoMVgiCsDAwMoL29HQcOHMD27dtx/vnnj3eVCIKYpJDNCkEQVt5++20cPHgQnudh3759410dgiAmMaSsEAQRYmhoCJ/4xCfwsY99DOeeey7WrFmDXbt2obm5ebyrRhDEJIQGKwRBhLjnnnvwX//1X3j11VcxdepUXHHFFWhoaMDPfvaz8a4aQRCTEFoGIghCY9OmTXj44Yfxgx/8AI2NjXAcBz/4wQ+wZcsWrFu3bryrRxDEJISUFYIgCIIgqhpSVgiCIAiCqGposEIQBEEQRFVDgxWCIAiCIKoaGqwQBEEQBFHV0GCFIAiCIIiqhgYrBEEQBEFUNTRYIQiCIAiiqqHBCkEQBEEQVQ0NVgiCIAiCqGposEIQBEEQRFVDgxWCIAiCIKoaGqwQBEEQBFHV/H+wryJLOjZNmAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"regrid(da_sample_clean).plot()"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "6952499f-202e-48a5-a973-39560f1e7eed",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b2b2adf90>,\n",
" <matplotlib.lines.Line2D at 0x7f5b2afab9a0>,\n",
" <matplotlib.lines.Line2D at 0x7f5b2b2138b0>,\n",
" <matplotlib.lines.Line2D at 0x7f5b2b213a30>]"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=slice(None, 4)).lon.plot(hue='x', color='g')\n",
"da_sample.isel(x=slice(-4,None)).lon.plot(ls='--', hue='x', color='r')"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "ef2e2917-0dc7-4dd9-bdde-49b2ad40d0e3",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b2b2c0eb0>]"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=0).lon.plot()\n",
"da_sample.isel(x=-2).lon.plot(ls='--')"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "14eff1ce-3b68-4335-bad4-903b0a1577af",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b342aac20>]"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=1).lon.plot()\n",
"da_sample.isel(x=-1).lon.plot(ls='--')"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "e9516c39-d12f-457a-9428-69ca62b456c0",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f5b34536530>]"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da_sample.isel(x=1).plot()\n",
"da_sample.isel(x=-2).plot(ls='--')"
]
},
{
"cell_type": "markdown",
"id": "2ddbbf24-2f02-4960-a1c2-72f7b3596802",
"metadata": {},
"source": [
"Ok this seems good enough for me."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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