From 25b237cf97daa881c3bd475d96db2543178de5bb Mon Sep 17 00:00:00 2001
From: Anna Lanteri <b309253@levante4.lvt.dkrz.de>
Date: Mon, 2 Oct 2023 15:27:58 +0200
Subject: [PATCH] hope this fixes
---
.../scenarios_vs_historical-checkpoint.ipynb | 559 ++++++++++++++++--
.../scenarios_vs_historical.ipynb | 97 +--
2 files changed, 506 insertions(+), 150 deletions(-)
diff --git a/scenario comparison/.ipynb_checkpoints/scenarios_vs_historical-checkpoint.ipynb b/scenario comparison/.ipynb_checkpoints/scenarios_vs_historical-checkpoint.ipynb
index eb89bda..6435226 100644
--- a/scenario comparison/.ipynb_checkpoints/scenarios_vs_historical-checkpoint.ipynb
+++ b/scenario comparison/.ipynb_checkpoints/scenarios_vs_historical-checkpoint.ipynb
@@ -10,7 +10,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 1,
"id": "d632c09d-0b9e-4cb7-8623-b0d2b323bae3",
"metadata": {
"tags": []
@@ -22,12 +22,13 @@
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import glob\n",
- "from IPython.display import Image"
+ "from IPython.display import Image\n",
+ "from IPython.display import IFrame"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 2,
"id": "bfb5412b-cf9e-4c23-97a9-3b8e6de06b93",
"metadata": {
"tags": []
@@ -42,7 +43,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"id": "a8f837ef-a7c8-4177-aad9-9ee370b6ea34",
"metadata": {
"tags": []
@@ -57,7 +58,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"id": "f12a3638-dd40-45e4-b2af-60348bd96191",
"metadata": {
"tags": []
@@ -72,7 +73,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 5,
"id": "052b211d-396e-4d49-9289-549260dbe393",
"metadata": {
"tags": []
@@ -104,7 +105,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 6,
"id": "fc915405-42ad-446c-af85-b35de8b3358d",
"metadata": {
"tags": []
@@ -129,7 +130,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 7,
"id": "e8f11bf1-2e69-4c85-91c3-3ef501884bce",
"metadata": {
"tags": []
@@ -156,7 +157,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 8,
"id": "bb54ef6e-f5cb-4c95-8f9b-26911f1c3ad8",
"metadata": {
"tags": []
@@ -199,7 +200,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 9,
"id": "14276244-f359-4bce-bdff-4d7b3d330766",
"metadata": {
"tags": []
@@ -212,7 +213,7 @@
"<IPython.core.display.Image object>"
]
},
- "execution_count": 16,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -223,7 +224,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 10,
"id": "7b95a992-64fe-41c8-83f3-930e60e05221",
"metadata": {
"tags": []
@@ -236,7 +237,7 @@
"<IPython.core.display.Image object>"
]
},
- "execution_count": 17,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -247,20 +248,20 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 11,
"id": "65e733a0-4bc1-44a3-ac55-6baad33ff28a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
- "path_hist = '/pool/data/MESSY/DATA/MESSy2/raw/offemis/CMIP6/CMIP6v6.1_DLR1.0_hist-piNTCF_road_MISC_175001-201412.nc'\n",
+ "path_hist = '/pool/data/MESSY/DATA/MESSy2/raw/offemis/CMIP6/CMIP6v6.1_DLR1.0_DECK_road_MISC_175001-201412.nc'\n",
"data_hist = xr.open_dataset(path_hist)"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 12,
"id": "f5afcaa0-f592-404c-b594-95ac5f5405e8",
"metadata": {
"tags": []
@@ -648,7 +649,7 @@
" NH3_flux (time, lev, lat, lon) float32 ...\n",
" NOx_flux (time, lev, lat, lon) float32 ...\n",
" SO2_flux (time, lev, lat, lon) float32 ...\n",
- "Attributes: (12/41)\n",
+ "Attributes: (12/39)\n",
" CDI: Climate Data Interface version 1.7.0 (http:/...\n",
" Conventions: CF-1.6\n",
" history: Tue Aug 28 23:02:02 2018: cdo -O -Q copy /sc...\n",
@@ -656,28 +657,28 @@
" institution: Pacific Northwest National Laboratory - Join...\n",
" reference1: Lamarque et al.(2010), doi:10.5194/acp-10-70...\n",
" ... ...\n",
+ " data_usage_tips: Note that these are monthly average fluxes.\n",
+ " reporting_unit: Mass flux of BC, reported as carbon mass\n",
" nominal_resolution: 50 km\n",
" source_id: CEDS-2017-08-30\n",
" tracking_id: hdl:21.14100/649247a5-afc6-4e25-b777-9d7a77a...\n",
- " CDO: Climate Data Operators version 1.7.0 (http:/...\n",
- " description: Original data from CMIP6v6.1_DLR1.0_DECK_roa...\n",
- " prepared: Created Wed Jan 2 11:59:14 2019 with prepar...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8cc56a3e-c7d6-4128-96b2-904e44e2132e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8cc56a3e-c7d6-4128-96b2-904e44e2132e' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>lev</span>: 1</li><li><span class='xr-has-index'>time</span>: 3180</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-278e498a-60ad-47ff-87b4-2bf4a2b88ea4' class='xr-section-summary-in' type='checkbox' checked><label for='section-278e498a-60ad-47ff-87b4-2bf4a2b88ea4' class='xr-section-summary' >Coordinates: <span>(4)</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 class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-8a29edd8-2056-4f3b-9bc0-987f2364acd8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a29edd8-2056-4f3b-9bc0-987f2364acd8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaccb87b-9c37-4294-a454-e8c2c57a79b3' class='xr-var-data-in' type='checkbox'><label for='data-aaccb87b-9c37-4294-a454-e8c2c57a79b3' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ..., 178.75, 179.25, 179.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-a421c302-0bf7-473a-b8e3-3877025e2521' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a421c302-0bf7-473a-b8e3-3877025e2521' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3587910a-ed48-4931-abb6-286368753527' class='xr-var-data-in' type='checkbox'><label for='data-3587910a-ed48-4931-abb6-286368753527' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ..., 88.75, 89.25, 89.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>45.0</div><input id='attrs-5da138e4-562c-4d24-ae62-63b268f58474' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5da138e4-562c-4d24-ae62-63b268f58474' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2821fe2-91cc-40ec-af34-17203bdb5959' class='xr-var-data-in' type='checkbox'><label for='data-a2821fe2-91cc-40ec-af34-17203bdb5959' 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>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([45.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1750-01-16 00:00:00 ... 2014-12-...</div><input id='attrs-9e9c9496-78ab-4c4d-9314-6d01a3640cf2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9e9c9496-78ab-4c4d-9314-6d01a3640cf2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db936c78-dc31-4710-b8ce-08f7e80832a5' class='xr-var-data-in' type='checkbox'><label for='data-db936c78-dc31-4710-b8ce-08f7e80832a5' 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>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1750, 1, 16, 0, 0, 0, 0, has_year_zero=True),\n",
+ " CDO: Climate Data Operators version 1.7.0 (http:/...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a151f873-38da-4947-af5a-330dc27172a5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a151f873-38da-4947-af5a-330dc27172a5' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lon</span>: 720</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>lev</span>: 1</li><li><span class='xr-has-index'>time</span>: 3180</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2b702d47-15a1-429f-89c8-d520a9b35ef5' class='xr-section-summary-in' type='checkbox' checked><label for='section-2b702d47-15a1-429f-89c8-d520a9b35ef5' class='xr-section-summary' >Coordinates: <span>(4)</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 class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-f2b435d8-90b8-406c-bad7-95738f7a7672' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2b435d8-90b8-406c-bad7-95738f7a7672' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea5535a7-b60a-4c03-9603-bbb41f06ae33' class='xr-var-data-in' type='checkbox'><label for='data-ea5535a7-b60a-4c03-9603-bbb41f06ae33' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd></dl></div><div class='xr-var-data'><pre>array([-179.75, -179.25, -178.75, ..., 178.75, 179.25, 179.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-5b386fdb-b138-410e-b43c-492056eb2d43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b386fdb-b138-410e-b43c-492056eb2d43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-271e6fd9-346b-4de3-8b24-6eab8c93e1c8' class='xr-var-data-in' type='checkbox'><label for='data-271e6fd9-346b-4de3-8b24-6eab8c93e1c8' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ..., 88.75, 89.25, 89.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>45.0</div><input id='attrs-e6d3c123-03b2-48eb-b781-34531a129580' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6d3c123-03b2-48eb-b781-34531a129580' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6226f0af-c646-4915-a83b-dfe2e71c2995' class='xr-var-data-in' type='checkbox'><label for='data-6226f0af-c646-4915-a83b-dfe2e71c2995' 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>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([45.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1750-01-16 00:00:00 ... 2014-12-...</div><input id='attrs-be3942ed-ad9d-4ec4-bf84-3a1047fb0125' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be3942ed-ad9d-4ec4-bf84-3a1047fb0125' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-350ba111-4b56-46e7-858c-85403ed8a18b' class='xr-var-data-in' type='checkbox'><label for='data-350ba111-4b56-46e7-858c-85403ed8a18b' 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>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1750, 1, 16, 0, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(1750, 2, 15, 0, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(1750, 3, 16, 0, 0, 0, 0, has_year_zero=True), ...,\n",
" cftime.DatetimeNoLeap(2014, 10, 16, 0, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2014, 11, 16, 0, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2014, 12, 16, 0, 0, 0, 0, has_year_zero=True)],\n",
- " dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0473643f-c84a-4572-be1a-be53b8a8c89f' class='xr-section-summary-in' type='checkbox' checked><label for='section-0473643f-c84a-4572-be1a-be53b8a8c89f' class='xr-section-summary' >Data variables: <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>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b4835ab-b8d4-421b-b078-746818697f59' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b4835ab-b8d4-421b-b078-746818697f59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f781c47c-1f36-4a5a-84bc-ac5a31f261a2' class='xr-var-data-in' type='checkbox'><label for='data-f781c47c-1f36-4a5a-84bc-ac5a31f261a2' 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>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13f5ea32-2995-4444-bc32-6626f153c168' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13f5ea32-2995-4444-bc32-6626f153c168' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1f22f41-2e22-4c7e-b7a0-9a4220e566ec' class='xr-var-data-in' type='checkbox'><label for='data-c1f22f41-2e22-4c7e-b7a0-9a4220e566ec' 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>[720 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-04e3e6b1-67e3-4137-b0ec-4c05529154ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-04e3e6b1-67e3-4137-b0ec-4c05529154ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb6f6450-ba0b-44af-b924-5d15eeda9dc4' class='xr-var-data-in' type='checkbox'><label for='data-bb6f6450-ba0b-44af-b924-5d15eeda9dc4' 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>[6360 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CO_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7ea4e572-b07a-4ac5-b53c-8c444d7a0041' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ea4e572-b07a-4ac5-b53c-8c444d7a0041' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2cf02c1-c617-4f6a-93a8-4e66f9ac2839' class='xr-var-data-in' type='checkbox'><label for='data-a2cf02c1-c617-4f6a-93a8-4e66f9ac2839' 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>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NH3_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3b083094-ef3e-4836-84ce-988ee2ef504f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b083094-ef3e-4836-84ce-988ee2ef504f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1753b69b-faa2-4da5-8d13-9fe2c1804384' class='xr-var-data-in' type='checkbox'><label for='data-1753b69b-faa2-4da5-8d13-9fe2c1804384' 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>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NOx_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1f8fbe4d-daf5-469c-a6d7-b18411451382' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f8fbe4d-daf5-469c-a6d7-b18411451382' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-899c5e4b-ae3b-45ae-b16e-9b8c7aa9a184' class='xr-var-data-in' type='checkbox'><label for='data-899c5e4b-ae3b-45ae-b16e-9b8c7aa9a184' 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>units :</span></dt><dd>kg(NO2) m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SO2_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-730f13df-028c-441e-8b5c-25637e1d703f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-730f13df-028c-441e-8b5c-25637e1d703f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91d7b8a0-838d-4686-8e32-addd11c8423f' class='xr-var-data-in' type='checkbox'><label for='data-91d7b8a0-838d-4686-8e32-addd11c8423f' 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>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-81ae48ff-d570-4aa6-b45c-0675c18aba65' class='xr-section-summary-in' type='checkbox' ><label for='section-81ae48ff-d570-4aa6-b45c-0675c18aba65' class='xr-section-summary' >Indexes: <span>(4)</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>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9997c76f-9b8f-4972-bf0a-03be2352b73f' class='xr-index-data-in' type='checkbox'/><label for='index-9997c76f-9b8f-4972-bf0a-03be2352b73f' 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(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
+ " dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5dad6399-8d30-422d-8152-4cd921ef4ea4' class='xr-section-summary-in' type='checkbox' checked><label for='section-5dad6399-8d30-422d-8152-4cd921ef4ea4' class='xr-section-summary' >Data variables: <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>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-010a6466-994e-4013-a64d-262a9c097287' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-010a6466-994e-4013-a64d-262a9c097287' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa9497d6-b906-40d3-9e55-3db33d38e6ab' class='xr-var-data-in' type='checkbox'><label for='data-fa9497d6-b906-40d3-9e55-3db33d38e6ab' 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>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ddbb5532-8fa0-4c1a-b481-2634181bd279' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ddbb5532-8fa0-4c1a-b481-2634181bd279' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fed2f5e6-19aa-46ab-92f8-c47bef7aa1e3' class='xr-var-data-in' type='checkbox'><label for='data-fed2f5e6-19aa-46ab-92f8-c47bef7aa1e3' 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>[720 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5bfbfb4b-ef60-483e-a011-f2e77d9e34a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5bfbfb4b-ef60-483e-a011-f2e77d9e34a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f24951a-ec00-43b6-83e3-424006af8638' class='xr-var-data-in' type='checkbox'><label for='data-4f24951a-ec00-43b6-83e3-424006af8638' 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>[6360 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CO_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a0cc2823-c47a-4f93-b5e7-d5bdc91a33ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0cc2823-c47a-4f93-b5e7-d5bdc91a33ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33dcba32-259d-45cf-ac66-b870b928f306' class='xr-var-data-in' type='checkbox'><label for='data-33dcba32-259d-45cf-ac66-b870b928f306' 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>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NH3_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9532a4d7-41d2-42c3-86d7-ea0e9b3903ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9532a4d7-41d2-42c3-86d7-ea0e9b3903ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afab0636-0df2-46b6-8df8-cb468a799262' class='xr-var-data-in' type='checkbox'><label for='data-afab0636-0df2-46b6-8df8-cb468a799262' 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>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NOx_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ac4a7ac4-3616-4b60-8401-5775aa1305c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ac4a7ac4-3616-4b60-8401-5775aa1305c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c75a8635-aa17-4a02-a946-2d9e13b73f75' class='xr-var-data-in' type='checkbox'><label for='data-c75a8635-aa17-4a02-a946-2d9e13b73f75' 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>units :</span></dt><dd>kg(NO2) m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SO2_flux</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b157ab9-cec0-407e-90bb-18317ad77c73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b157ab9-cec0-407e-90bb-18317ad77c73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32750ce9-79c6-46b3-a184-a3239540a46a' class='xr-var-data-in' type='checkbox'><label for='data-32750ce9-79c6-46b3-a184-a3239540a46a' 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>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[824256000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c2d2bff9-0413-42f9-bfe6-dca2391a58af' class='xr-section-summary-in' type='checkbox' ><label for='section-c2d2bff9-0413-42f9-bfe6-dca2391a58af' class='xr-section-summary' >Indexes: <span>(4)</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>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a90037ea-0c9b-445d-9ce9-3044c3dc117f' class='xr-index-data-in' type='checkbox'/><label for='index-a90037ea-0c9b-445d-9ce9-3044c3dc117f' 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(Index([-179.75, -179.25, -178.75, -178.25, -177.75, -177.25, -176.75, -176.25,\n",
" -175.75, -175.25,\n",
" ...\n",
" 175.25, 175.75, 176.25, 176.75, 177.25, 177.75, 178.25, 178.75,\n",
" 179.25, 179.75],\n",
- " dtype='float64', name='lon', length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-67beab9e-fc1d-4d58-aeab-4cfbbeb3e421' class='xr-index-data-in' type='checkbox'/><label for='index-67beab9e-fc1d-4d58-aeab-4cfbbeb3e421' 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(Index([-89.75, -89.25, -88.75, -88.25, -87.75, -87.25, -86.75, -86.25, -85.75,\n",
+ " dtype='float64', name='lon', length=720))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e9bd9135-dce0-460e-b1ab-27f1533c8741' class='xr-index-data-in' type='checkbox'/><label for='index-e9bd9135-dce0-460e-b1ab-27f1533c8741' 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(Index([-89.75, -89.25, -88.75, -88.25, -87.75, -87.25, -86.75, -86.25, -85.75,\n",
" -85.25,\n",
" ...\n",
" 85.25, 85.75, 86.25, 86.75, 87.25, 87.75, 88.25, 88.75, 89.25,\n",
" 89.75],\n",
- " dtype='float64', name='lat', length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f0dc8396-38f2-428a-bcda-5aef6c1ece64' class='xr-index-data-in' type='checkbox'/><label for='index-f0dc8396-38f2-428a-bcda-5aef6c1ece64' 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(Index([45.0], dtype='float64', name='lev'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ddf6e658-783f-4f61-b1c4-42b5cea8eac5' class='xr-index-data-in' type='checkbox'/><label for='index-ddf6e658-783f-4f61-b1c4-42b5cea8eac5' 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(CFTimeIndex([1750-01-16 00:00:00, 1750-02-15 00:00:00, 1750-03-16 00:00:00,\n",
+ " dtype='float64', name='lat', length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7d790d18-73c0-4b1c-9862-8bcec8aefe37' class='xr-index-data-in' type='checkbox'/><label for='index-7d790d18-73c0-4b1c-9862-8bcec8aefe37' 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(Index([45.0], dtype='float64', name='lev'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e99b90f9-3717-41b8-b389-acd1fa6f2729' class='xr-index-data-in' type='checkbox'/><label for='index-e99b90f9-3717-41b8-b389-acd1fa6f2729' 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(CFTimeIndex([1750-01-16 00:00:00, 1750-02-15 00:00:00, 1750-03-16 00:00:00,\n",
" 1750-04-16 00:00:00, 1750-05-16 00:00:00, 1750-06-16 00:00:00,\n",
" 1750-07-16 00:00:00, 1750-08-16 00:00:00, 1750-09-16 00:00:00,\n",
" 1750-10-16 00:00:00,\n",
@@ -686,7 +687,7 @@
" 2014-06-16 00:00:00, 2014-07-16 00:00:00, 2014-08-16 00:00:00,\n",
" 2014-09-16 00:00:00, 2014-10-16 00:00:00, 2014-11-16 00:00:00,\n",
" 2014-12-16 00:00:00],\n",
- " dtype='object', length=3180, calendar='noleap', freq='None'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3506a559-d054-4fc2-8c8e-26d1aa466347' class='xr-section-summary-in' type='checkbox' ><label for='section-3506a559-d054-4fc2-8c8e-26d1aa466347' class='xr-section-summary' >Attributes: <span>(41)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.7.0 (http://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Aug 28 23:02:02 2018: cdo -O -Q copy /scratch/b/b324024/tmp/DECK_for_EMAC/tmp2/CMIP6v6.1_DLR1.0_DECK_road_MISC_175001-201412.nc /scratch/b/b324024/tmp/DECK_for_EMAC/CMIP6v6.1_DLR1.0_DECK_road_MISC_175001-201412.nc\n",
+ " dtype='object', length=3180, calendar='noleap', freq='None'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-30fea54a-d608-4c0f-85d9-376494e24dde' class='xr-section-summary-in' type='checkbox' ><label for='section-30fea54a-d608-4c0f-85d9-376494e24dde' class='xr-section-summary' >Attributes: <span>(39)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 1.7.0 (http://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Tue Aug 28 23:02:02 2018: cdo -O -Q copy /scratch/b/b324024/tmp/DECK_for_EMAC/tmp2/CMIP6v6.1_DLR1.0_DECK_road_MISC_175001-201412.nc /scratch/b/b324024/tmp/DECK_for_EMAC/CMIP6v6.1_DLR1.0_DECK_road_MISC_175001-201412.nc\n",
"Tue Aug 28 22:59:59 2018: ncks -A /scratch/b/b324024/tmp/DECK_for_EMAC/bnds/all_bounds_anthro_input4MIPs.nc /scratch/b/b324024/tmp/DECK_for_EMAC/tmp1/CMIP6v6.1_DLR1.0_DECK_road_MISC_175001-201412.nc\n",
"Tue Aug 28 14:05:41 2018: ncks -O -v lon_bnds,lat_bnds,time_bnds BC-em-AIR-anthro_input4MIPs_emissions_CMIP_CEDS-2017-08-30_gn_175001-179912.nc all_bounds_anthro_input4MIPs.nc\n",
"06-09-2017 18:34:58 PM UTC; College Park, MD, USA</dd><dt><span>source :</span></dt><dd>CEDS-2017-08-30: Community Emissions Data System (CEDS) for Historical Emissions</dd><dt><span>institution :</span></dt><dd>Pacific Northwest National Laboratory - Joint Global Change Research Institute, College Park, MD 20740, USA</dd><dt><span>reference1 :</span></dt><dd>Lamarque et al.(2010), doi:10.5194/acp-10-7017-2010</dd><dt><span>reference2 :</span></dt><dd>Pozzer et al. (2009),doi:10.5194/acp-9-9417-2009</dd><dt><span>creation_date :</span></dt><dd>2017-09-06T18:34:58Z</dd><dt><span>title :</span></dt><dd>Annual Aircraft Anthropogenic Emissions of BC prepared for input4MIPs</dd><dt><span>NCO :</span></dt><dd>4.6.7</dd><dt><span>nco_openmp_thread_number :</span></dt><dd>1</dd><dt><span>history_of_appended_files :</span></dt><dd>Tue Aug 28 22:59:59 2018: Appended file /scratch/b/b324024/tmp/DECK_for_EMAC/bnds/all_bounds_anthro_input4MIPs.nc had following "history" attribute:\n",
@@ -698,7 +699,7 @@
"Mon Jul 3 22:25:01 2017: ncrcat preindustrial_road_NOx_1750.nc preindustrial_road_NOx_1751.nc preindustrial_road_NOx_1752.nc preindustrial_road_NOx_1753.nc preindustrial_road_NOx_1754.nc preindustrial_road_NOx_1755.nc preindustrial_road_NOx_1756.nc preindustrial_road_NOx_1757.nc preindustrial_road_NOx_1758.nc preindustrial_road_NOx_1759.nc preindustrial_road_NOx_1760.nc preindustrial_road_NOx_1761.nc preindustrial_road_NOx_1762.nc preindustrial_road_NOx_1763.nc preindustrial_road_NOx_1764.nc preindustrial_road_NOx_1765.nc preindustrial_road_NOx_1766.nc preindustrial_road_NOx_1767.nc preindustrial_road_NOx_1768.nc preindustrial_road_NOx_1769.nc preindustrial_road_NOx_1770.nc preindustrial_road_NOx_1771.nc preindustrial_road_NOx_1772.nc preindustrial_road_NOx_1773.nc preindustrial_road_NOx_1774.nc preindustrial_road_NOx_1775.nc preindustrial_road_NOx_1776.nc preindustrial_road_NOx_1777.nc preindustrial_road_NOx_1778.nc preindustrial_road_NOx_1779.nc preindustrial_road_NOx_1780.nc preindustrial_road_NOx_1781.nc preindustrial_road_NOx_1782.nc preindustrial_road_NOx_1783.nc preindustrial_road_NOx_1784.nc preindustrial_road_NOx_1785.nc preindustrial_road_NOx_1786.nc preindustrial_road_NOx_1787.nc preindustrial_road_NOx_1788.nc preindustrial_road_NOx_1789.nc preindustrial_road_NOx_1790.nc preindustrial_road_NOx_1791.nc preindustrial_road_NOx_1792.nc preindustrial_road_NOx_1793.nc preindustrial_road_NOx_1794.nc preindustrial_road_NOx_1795.nc preindustrial_road_NOx_1796.nc preindustrial_road_NOx_1797.nc preindustrial_road_NOx_1798.nc preindustrial_road_NOx_1799.nc preindustrial_road_NOx_1800.nc preindustrial_road_NOx_1801.nc preindustrial_road_NOx_1802.nc preindustrial_road_NOx_1803.nc preindustrial_road_NOx_1804.nc preindustrial_road_NOx_1805.nc preindustrial_road_NOx_1806.nc preindustrial_road_NOx_1807.nc preindustrial_road_NOx_1808.nc preindustrial_road_NOx_1809.nc preindustrial_road_NOx_1810.nc preindustrial_road_NOx_1811.nc preindustrial_road_NOx_1812.nc preindustrial_road_NOx_1813.nc preindustrial_road_NOx_1814.nc preindustrial_road_NOx_1815.nc preindustrial_road_NOx_1816.nc preindustrial_road_NOx_1817.nc preindustrial_road_NOx_1818.nc preindustrial_road_NOx_1819.nc preindustrial_road_NOx_1820.nc preindustrial_road_NOx_1821.nc preindustrial_road_NOx_1822.nc preindustrial_road_NOx_1823.nc preindustrial_road_NOx_1824.nc preindustrial_road_NOx_1825.nc preindustrial_road_NOx_1826.nc preindustrial_road_NOx_1827.nc preindustrial_road_NOx_1828.nc preindustrial_road_NOx_1829.nc preindustrial_road_NOx_1830.nc preindustrial_road_NOx_1831.nc preindustrial_road_NOx_1832.nc preindustrial_road_NOx_1833.nc preindustrial_road_NOx_1834.nc preindustrial_road_NOx_1835.nc preindustrial_road_NOx_1836.nc preindustrial_road_NOx_1837.nc preindustrial_road_NOx_1838.nc preindustrial_road_NOx_1839.nc preindustrial_road_NOx_1840.nc preindustrial_road_NOx_1841.nc preindustrial_road_NOx_1842.nc preindustrial_road_NOx_1843.nc preindustrial_road_NOx_1844.nc preindustrial_road_NOx_1845.nc preindustrial_road_NOx_1846.nc preindustrial_road_NOx_1847.nc preindustrial_road_NOx_1848.nc preindustrial_road_NOx_1849.nc preindustrial_road_NOx_1850.nc preindustrial_road_NOx_1851.nc preindustrial_road_NOx_1852.nc preindustrial_road_NOx_1853.nc preindustrial_road_NOx_1854.nc preindustrial_road_NOx_1855.nc preindustrial_road_NOx_1856.nc preindustrial_road_NOx_1857.nc preindustrial_road_NOx_1858.nc preindustrial_road_NOx_1859.nc preindustrial_road_NOx_1860.nc preindustrial_road_NOx_1861.nc preindustrial_road_NOx_1862.nc preindustrial_road_NOx_1863.nc preindustrial_road_NOx_1864.nc preindustrial_road_NOx_1865.nc preindustrial_road_NOx_1866.nc preindustrial_road_NOx_1867.nc preindustrial_road_NOx_1868.nc preindustrial_road_NOx_1869.nc preindustrial_road_NOx_1870.nc preindustrial_road_NOx_1871.nc preindustrial_road_NOx_1872.nc preindustrial_road_NOx_1873.nc preindustrial_road_NOx_1874.nc preindustrial_road_NOx_1875.nc preindustrial_road_NOx_1876.nc preindustrial_road_NOx_1877.nc preindustrial_road_NOx_1878.nc preindustrial_road_NOx_1879.nc preindustrial_road_NOx_1880.nc preindustrial_road_NOx_1881.nc preindustrial_road_NOx_1882.nc preindustrial_road_NOx_1883.nc preindustrial_road_NOx_1884.nc preindustrial_road_NOx_1885.nc preindustrial_road_NOx_1886.nc preindustrial_road_NOx_1887.nc preindustrial_road_NOx_1888.nc preindustrial_road_NOx_1889.nc preindustrial_road_NOx_1890.nc preindustrial_road_NOx_1891.nc preindustrial_road_NOx_1892.nc preindustrial_road_NOx_1893.nc preindustrial_road_NOx_1894.nc preindustrial_road_NOx_1895.nc preindustrial_road_NOx_1896.nc preindustrial_road_NOx_1897.nc preindustrial_road_NOx_1898.nc preindustrial_road_NOx_1899.nc preindustrial_road_NOx_1900.nc preindustrial_road_NOx_1901.nc preindustrial_road_NOx_1902.nc preindustrial_road_NOx_1903.nc preindustrial_road_NOx_1904.nc preindustrial_road_NOx_1905.nc preindustrial_road_NOx_1906.nc preindustrial_road_NOx_1907.nc preindustrial_road_NOx_1908.nc preindustrial_road_NOx_1909.nc preindustrial_road_NOx_1910.nc preindustrial_road_NOx_1911.nc preindustrial_road_NOx_1912.nc preindustrial_road_NOx_1913.nc preindustrial_road_NOx_1914.nc preindustrial_road_NOx_1915.nc preindustrial_road_NOx_1916.nc preindustrial_road_NOx_1917.nc preindustrial_road_NOx_1918.nc preindustrial_road_NOx_1919.nc preindustrial_road_NOx_1920.nc preindustrial_road_NOx_1921.nc preindustrial_road_NOx_1922.nc preindustrial_road_NOx_1923.nc preindustrial_road_NOx_1924.nc preindustrial_road_NOx_1925.nc preindustrial_road_NOx_1926.nc preindustrial_road_NOx_1927.nc preindustrial_road_NOx_1928.nc preindustrial_road_NOx_1929.nc preindustrial_road_NOx_1930.nc preindustrial_road_NOx_1931.nc preindustrial_road_NOx_1932.nc preindustrial_road_NOx_1933.nc preindustrial_road_NOx_1934.nc preindustrial_road_NOx_1935.nc preindustrial_road_NOx_1936.nc preindustrial_road_NOx_1937.nc preindustrial_road_NOx_1938.nc preindustrial_road_NOx_1939.nc preindustrial_road_NOx_1940.nc preindustrial_road_NOx_1941.nc preindustrial_road_NOx_1942.nc preindustrial_road_NOx_1943.nc preindustrial_road_NOx_1944.nc preindustrial_road_NOx_1945.nc preindustrial_road_NOx_1946.nc preindustrial_road_NOx_1947.nc preindustrial_road_NOx_1948.nc preindustrial_road_NOx_1949.nc preindustrial_road_NOx_1950.nc preindustrial_road_NOx_1951.nc preindustrial_road_NOx_1952.nc preindustrial_road_NOx_1953.nc preindustrial_road_NOx_1954.nc preindustrial_road_NOx_1955.nc preindustrial_road_NOx_1956.nc preindustrial_road_NOx_1957.nc preindustrial_road_NOx_1958.nc preindustrial_road_NOx_1959.nc preindustrial_road_NOx_1960.nc preindustrial_road_NOx_1961.nc preindustrial_road_NOx_1962.nc preindustrial_road_NOx_1963.nc preindustrial_road_NOx_1964.nc preindustrial_road_NOx_1965.nc preindustrial_road_NOx_1966.nc preindustrial_road_NOx_1967.nc preindustrial_road_NOx_1968.nc preindustrial_road_NOx_1969.nc preindustrial_road_NOx_1970.nc preindustrial_road_NOx_1971.nc preindustrial_road_NOx_1972.nc preindustrial_road_NOx_1973.nc preindustrial_road_NOx_1974.nc preindustrial_road_NOx_1975.nc preindustrial_road_NOx_1976.nc preindustrial_road_NOx_1977.nc preindustrial_road_NOx_1978.nc preindustrial_road_NOx_1979.nc preindustrial_road_NOx_1980.nc preindustrial_road_NOx_1981.nc preindustrial_road_NOx_1982.nc preindustrial_road_NOx_1983.nc preindustrial_road_NOx_1984.nc preindustrial_road_NOx_1985.nc preindustrial_road_NOx_1986.nc preindustrial_road_NOx_1987.nc preindustrial_road_NOx_1988.nc preindustrial_road_NOx_1989.nc preindustrial_road_NOx_1990.nc preindustrial_road_NOx_1991.nc preindustrial_road_NOx_1992.nc preindustrial_road_NOx_1993.nc preindustrial_road_NOx_1994.nc preindustrial_road_NOx_1995.nc preindustrial_road_NOx_1996.nc preindustrial_road_NOx_1997.nc preindustrial_road_NOx_1998.nc preindustrial_road_NOx_1999.nc preindustrial_road_NOx_2000.nc preindustrial_road_NOx_2001.nc preindustrial_road_NOx_2002.nc preindustrial_road_NOx_2003.nc preindustrial_road_NOx_2004.nc preindustrial_road_NOx_2005.nc preindustrial_road_NOx_2006.nc preindustrial_road_NOx_2007.nc preindustrial_road_NOx_2008.nc preindustrial_road_NOx_2009.nc preindustrial_road_NOx_2010.nc preindustrial_road_NOx_2011.nc preindustrial_road_NOx_2012.nc preindustrial_road_NOx_2013.nc preindustrial_road_NOx_2014.nc preindustrial_road_NOx_all.nc\n",
"Thu Jul 6 11:12:05 2017: Appended file preindustrial_road_CO_all.nc had following "history" attribute:\n",
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preindustrial_road_CO_1914.nc preindustrial_road_CO_1915.nc preindustrial_road_CO_1916.nc preindustrial_road_CO_1917.nc preindustrial_road_CO_1918.nc preindustrial_road_CO_1919.nc preindustrial_road_CO_1920.nc preindustrial_road_CO_1921.nc preindustrial_road_CO_1922.nc preindustrial_road_CO_1923.nc preindustrial_road_CO_1924.nc preindustrial_road_CO_1925.nc preindustrial_road_CO_1926.nc preindustrial_road_CO_1927.nc preindustrial_road_CO_1928.nc preindustrial_road_CO_1929.nc preindustrial_road_CO_1930.nc preindustrial_road_CO_1931.nc preindustrial_road_CO_1932.nc preindustrial_road_CO_1933.nc preindustrial_road_CO_1934.nc preindustrial_road_CO_1935.nc preindustrial_road_CO_1936.nc preindustrial_road_CO_1937.nc preindustrial_road_CO_1938.nc preindustrial_road_CO_1939.nc preindustrial_road_CO_1940.nc preindustrial_road_CO_1941.nc preindustrial_road_CO_1942.nc preindustrial_road_CO_1943.nc preindustrial_road_CO_1944.nc preindustrial_road_CO_1945.nc preindustrial_road_CO_1946.nc preindustrial_road_CO_1947.nc preindustrial_road_CO_1948.nc preindustrial_road_CO_1949.nc preindustrial_road_CO_1950.nc preindustrial_road_CO_1951.nc preindustrial_road_CO_1952.nc preindustrial_road_CO_1953.nc preindustrial_road_CO_1954.nc preindustrial_road_CO_1955.nc preindustrial_road_CO_1956.nc preindustrial_road_CO_1957.nc preindustrial_road_CO_1958.nc preindustrial_road_CO_1959.nc preindustrial_road_CO_1960.nc preindustrial_road_CO_1961.nc preindustrial_road_CO_1962.nc preindustrial_road_CO_1963.nc preindustrial_road_CO_1964.nc preindustrial_road_CO_1965.nc preindustrial_road_CO_1966.nc preindustrial_road_CO_1967.nc preindustrial_road_CO_1968.nc preindustrial_road_CO_1969.nc preindustrial_road_CO_1970.nc preindustrial_road_CO_1971.nc preindustrial_road_CO_1972.nc preindustrial_road_CO_1973.nc preindustrial_road_CO_1974.nc preindustrial_road_CO_1975.nc preindustrial_road_CO_1976.nc preindustrial_road_CO_1977.nc preindustrial_road_CO_1978.nc preindustrial_road_CO_1979.nc preindustrial_road_CO_1980.nc preindustrial_road_CO_1981.nc preindustrial_road_CO_1982.nc preindustrial_road_CO_1983.nc preindustrial_road_CO_1984.nc preindustrial_road_CO_1985.nc preindustrial_road_CO_1986.nc preindustrial_road_CO_1987.nc preindustrial_road_CO_1988.nc preindustrial_road_CO_1989.nc preindustrial_road_CO_1990.nc preindustrial_road_CO_1991.nc preindustrial_road_CO_1992.nc preindustrial_road_CO_1993.nc preindustrial_road_CO_1994.nc preindustrial_road_CO_1995.nc preindustrial_road_CO_1996.nc preindustrial_road_CO_1997.nc preindustrial_road_CO_1998.nc preindustrial_road_CO_1999.nc preindustrial_road_CO_2000.nc preindustrial_road_CO_2001.nc preindustrial_road_CO_2002.nc preindustrial_road_CO_2003.nc preindustrial_road_CO_2004.nc preindustrial_road_CO_2005.nc preindustrial_road_CO_2006.nc preindustrial_road_CO_2007.nc preindustrial_road_CO_2008.nc preindustrial_road_CO_2009.nc preindustrial_road_CO_2010.nc preindustrial_road_CO_2011.nc preindustrial_road_CO_2012.nc preindustrial_road_CO_2013.nc preindustrial_road_CO_2014.nc preindustrial_road_CO_all.nc\n",
- "</dd><dt><span>activity_id :</span></dt><dd>input4MIPs</dd><dt><span>comment :</span></dt><dd>This data supersedes 2016-06-18, 2016-06-18-sectorDimV2, 2016-07-26, 2016-07-26-sectorDim, and 2017-05-18 data versions. See README file at the project web site.</dd><dt><span>contact :</span></dt><dd>Steven J. Smith (ssmith@pnnl.gov)</dd><dt><span>data_structure :</span></dt><dd>grid</dd><dt><span>dataset_category :</span></dt><dd>emissions</dd><dt><span>dataset_version_number :</span></dt><dd>2017-08-30</dd><dt><span>external_variables :</span></dt><dd>gridcell_area</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>http://www.globalchange.umd.edu/ceds/</dd><dt><span>grid :</span></dt><dd>0.5x0.5 degree latitude x longitude</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>institution_id :</span></dt><dd>PNNL-JGCRI</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>product :</span></dt><dd>primary-emissions-data</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>Hoesly, R. M., Smith, S. J., Feng, L., Klimont, Z., Janssens-Maenhout, G., Pitkanen, T., Seibert, J. J., Vu, L., Andres, R. J., Bolt, R. M., Bond, T. C., Dawidowski, L., Kholod, N., Kurokawa, J.-I., Li, M., Liu, L., Lu, Z., Moura, M. C. P., O'Rourke, P. R., and Zhang, Q.: Historical (1750-2014) anthropogenic emissions of reactive gases and aerosols from the Community Emission Data System (CEDS), Geosci. Model Dev. Discuss., doi:10.5194/gmd-2017-43, in review, 2017.</dd><dt><span>table_id :</span></dt><dd>input4MIPs</dd><dt><span>target_mip :</span></dt><dd>CMIP</dd><dt><span>variable_id :</span></dt><dd>BC_em_AIR_anthro</dd><dt><span>global_total_emission_1750 :</span></dt><dd>0 Tg/year</dd><dt><span>global_total_emission_1799 :</span></dt><dd>0 Tg/year</dd><dt><span>data_usage_tips :</span></dt><dd>Note that these are monthly average fluxes.</dd><dt><span>reporting_unit :</span></dt><dd>Mass flux of BC, reported as carbon mass</dd><dt><span>nominal_resolution :</span></dt><dd>50 km</dd><dt><span>source_id :</span></dt><dd>CEDS-2017-08-30</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/649247a5-afc6-4e25-b777-9d7a77a3b1ed</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.7.0 (http://mpimet.mpg.de/cdo)</dd><dt><span>description :</span></dt><dd>Original data from CMIP6v6.1_DLR1.0_DECK_road_MISC_175001-201412.nc modified for hist-piNTCF.</dd><dt><span>prepared :</span></dt><dd>Created Wed Jan 2 11:59:14 2019 with prepare_hist-piNTCF.py.</dd></dl></div></li></ul></div></div>"
+ "</dd><dt><span>activity_id :</span></dt><dd>input4MIPs</dd><dt><span>comment :</span></dt><dd>This data supersedes 2016-06-18, 2016-06-18-sectorDimV2, 2016-07-26, 2016-07-26-sectorDim, and 2017-05-18 data versions. See README file at the project web site.</dd><dt><span>contact :</span></dt><dd>Steven J. Smith (ssmith@pnnl.gov)</dd><dt><span>data_structure :</span></dt><dd>grid</dd><dt><span>dataset_category :</span></dt><dd>emissions</dd><dt><span>dataset_version_number :</span></dt><dd>2017-08-30</dd><dt><span>external_variables :</span></dt><dd>gridcell_area</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>http://www.globalchange.umd.edu/ceds/</dd><dt><span>grid :</span></dt><dd>0.5x0.5 degree latitude x longitude</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>institution_id :</span></dt><dd>PNNL-JGCRI</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>product :</span></dt><dd>primary-emissions-data</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>Hoesly, R. M., Smith, S. J., Feng, L., Klimont, Z., Janssens-Maenhout, G., Pitkanen, T., Seibert, J. J., Vu, L., Andres, R. J., Bolt, R. M., Bond, T. C., Dawidowski, L., Kholod, N., Kurokawa, J.-I., Li, M., Liu, L., Lu, Z., Moura, M. C. P., O'Rourke, P. R., and Zhang, Q.: Historical (1750-2014) anthropogenic emissions of reactive gases and aerosols from the Community Emission Data System (CEDS), Geosci. Model Dev. Discuss., doi:10.5194/gmd-2017-43, in review, 2017.</dd><dt><span>table_id :</span></dt><dd>input4MIPs</dd><dt><span>target_mip :</span></dt><dd>CMIP</dd><dt><span>variable_id :</span></dt><dd>BC_em_AIR_anthro</dd><dt><span>global_total_emission_1750 :</span></dt><dd>0 Tg/year</dd><dt><span>global_total_emission_1799 :</span></dt><dd>0 Tg/year</dd><dt><span>data_usage_tips :</span></dt><dd>Note that these are monthly average fluxes.</dd><dt><span>reporting_unit :</span></dt><dd>Mass flux of BC, reported as carbon mass</dd><dt><span>nominal_resolution :</span></dt><dd>50 km</dd><dt><span>source_id :</span></dt><dd>CEDS-2017-08-30</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/649247a5-afc6-4e25-b777-9d7a77a3b1ed</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 1.7.0 (http://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
@@ -717,7 +718,7 @@
" NH3_flux (time, lev, lat, lon) float32 ...\n",
" NOx_flux (time, lev, lat, lon) float32 ...\n",
" SO2_flux (time, lev, lat, lon) float32 ...\n",
- "Attributes: (12/41)\n",
+ "Attributes: (12/39)\n",
" CDI: Climate Data Interface version 1.7.0 (http:/...\n",
" Conventions: CF-1.6\n",
" history: Tue Aug 28 23:02:02 2018: cdo -O -Q copy /sc...\n",
@@ -725,15 +726,15 @@
" institution: Pacific Northwest National Laboratory - Join...\n",
" reference1: Lamarque et al.(2010), doi:10.5194/acp-10-70...\n",
" ... ...\n",
+ " data_usage_tips: Note that these are monthly average fluxes.\n",
+ " reporting_unit: Mass flux of BC, reported as carbon mass\n",
" nominal_resolution: 50 km\n",
" source_id: CEDS-2017-08-30\n",
" tracking_id: hdl:21.14100/649247a5-afc6-4e25-b777-9d7a77a...\n",
- " CDO: Climate Data Operators version 1.7.0 (http:/...\n",
- " description: Original data from CMIP6v6.1_DLR1.0_DECK_roa...\n",
- " prepared: Created Wed Jan 2 11:59:14 2019 with prepar..."
+ " CDO: Climate Data Operators version 1.7.0 (http:/..."
]
},
- "execution_count": 19,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -744,7 +745,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 13,
"id": "36965efb-9bd9-4581-912d-d60ba898a08a",
"metadata": {
"tags": []
@@ -759,15 +760,30 @@
},
{
"cell_type": "code",
- "execution_count": 28,
- "id": "e8581927-df28-4448-b638-f9a7fe293385",
+ "execution_count": 14,
+ "id": "fd7836aa-84ce-4ecd-a5de-e03b27c997fa",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "CO_hist_emissions = pd.DataFrame({'CO hist': CO_hist_road_yearly_global_weighted_averages}, index = pd.date_range(\"1/1/1750\", periods=265, freq='Y')) \n",
+ "NH3_hist_emissions = pd.DataFrame({'NH3 hist': NH3_hist_road_yearly_global_weighted_averages}, index = pd.date_range(\"1/1/1750\", periods=265, freq='Y')) \n",
+ "NOx_hist_emissions = pd.DataFrame({'NOx hist': NOx_hist_road_yearly_global_weighted_averages}, index = pd.date_range(\"1/1/1750\", periods=265, freq='Y')) \n",
+ "SO2_hist_emissions = pd.DataFrame({'SO2 hist': SO2_hist_road_yearly_global_weighted_averages}, index = pd.date_range(\"1/1/1750\", periods=265, freq='Y')) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "5061f3cf-e235-408e-aa7b-463e0f153e92",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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bm4tbt24V2afg939oaGiReU/Lli0rLcbS5BLOzs5YtWoV4uLicPXqVUycOBFLly7F//73vyLHtbCwwIMHD5Sr6AvEx8cjNze3XHlPefIvIlLFwhQRoUuXLujatStmzJhR6HYyX19fBAYGYtWqVfjvv/8KffbIkSP4+eef0b17d5WCz/nz5zFu3DgMHjwYhw8fRvPmzREUFIRHjx4p+zg7O0NfXx83b94sVZyTJ0+Gubk5pkyZUujY8OHDYW1tjdDQUMTHxxc6PnfuXFy5cgWffPIJdHV1VY7dunULWlpaaNKkSZHfbWBggE6dOiEiIgLNmzdXe7VS3VW1ymBqaoo33ngDY8aMQVJSknIl2POcnJwwduxYdO3aFWfOnClyrM6dOwMAfvvtN5X2TZs2IS0tTXm8vGxsbDB06FC8/fbbuHr1qrKIRkRUkvfeew///fcf1q9fj3PnzuHNN99E9+7dX2r15fXr12Fvbw8XFxe89dZbxf7DnKiqFZePVaT9+/dDS0tLuXm3Ok2aNEGjRo1w9uxZtTmPr6+vyi1ulak0uUTjxo0xbdo0NGvWrMS858mTJ4UuuBbcCvmyeU9p8y8iUsWn8hERAGDOnDnw8fFBfHw8PDw8VI6tXbsWXbp0QWBgIMaNG6f8pb1v3z4sXLgQbm5uWLNmjbJ/WloaBg4cCBcXFyxduhR6enr4448/4O3tjffee0+ZDOjp6cHf37/Q3kxFMTExwdSpUzFx4sRCx0xNTfHXX3+hV69e8PHxwf/+9z+0aNECqamp2LBhA/7v//4PQUFBaq+iHTt2DC1btoSZmVmx379w4UK0bdsW7dq1w4cffoj69evj8ePHuHHjBv7++2/lfk2VoXfv3vD09ISvry+srKxw584dLFiwAM7OzmjUqBFSUlLQqVMnDBo0CG5ubjA2NsbJkyexc+fOIlcjAPkrzbp164bJkycjNTUVbdq0UT6Vz8vLC8HBwWWO1c/PD7169ULz5s1hZmaGy5cv49dff4W/vz8MDAxeZhqIqI64efMm1q1bh3v37sHe3h5A/i1FO3fuxOrVq/HNN9+UeUw/Pz+sXbsWjRs3xoMHDzBz5kwEBATg4sWLVXZhgagkxeVjZTVy5EiYmJigVatWsLGxQUJCAjZu3IgNGzbgf//7X4krBlesWIEePXqgW7duGDp0KOrVq4ekpCRcvnwZZ86cwcaNG18qvuKUlEucO3cOY8eOxZtvvolGjRpBT08P+/btw7lz59RewCwwePBgLFmyBEOGDMHt27fRrFkzHDlyBN988w169uyJLl26lCnO8uZfRKSKhSkiAgB4eXnh7bffxu+//17omI2NDY4dO4ZFixbhjz/+wKJFiwDk7yH16aefYsKECTA0NFT2HzVqFKKjo3Hy5Ellu6urK3766Se8+eabWLBgASZMmAAAeOeddzBy5EjExsYW2oNKndGjR2PRokVq97wqKKrMmTMHCxcuxL1796Cvr48WLVrgt99+w6BBgwrtKfDkyRPs3bsXX331VYnf7e7ujjNnzuCrr77CtGnTEB8fD1NTUzRq1KhSb+MD8jff3LRpE3766SekpqbC1tYWXbt2xWeffQZdXV3IZDL4+fnh119/xe3bt5GTkwMnJydMnjwZn3zySZHjFmw4/MUXX2D16tX4+uuvYWlpieDgYHzzzTeQSqVljvXVV1/Ftm3b8P333yM9PR316tXD4MGDMXXq1JeZAiKqQ86cOQMhBBo3bqzSnpWVpSwi3b59Gy4uLsWOM2bMGOUeVj169FC2N2vWDP7+/mjQoAF++eWXYh9bT1SVisvHysrf3x+rV6/GL7/8guTkZBgZGaFFixb49ddf8e6775b4+U6dOuHEiRP4+uuvMWHCBDx69AgWFhZwd3fHwIEDXzq+4pSUS9ja2qJBgwZYunQp7t69C4lEAldXV8yfPx8fffRRkePKZDLs378fU6dOxbfffouHDx+iXr16mDRpEqZPn17mOMubfxGRKol48QZbIqIqlJmZCScnJ3z88ceYPHlylX//qlWrMH78eNy9e7fEFVNERFQ5JBIJNm/ejH79+gHI30z4nXfewcWLF1We5goARkZGsLW1RU5OTom3gpuZmcHGxqbI4127dkXDhg2xbNmylz4HIiIiKh+umCIijZLJZPjyyy/xxRdfYOzYsSorrypbbm4u5syZg9DQUBaliIiqES8vL+Tl5SE+Ph7t2rVT20dXVxdubm7l/o6srCxcvny5yPGJiIioarAwRUQaN3LkSCQnJ+PWrVto1qxZlX3v3bt38e677+Ljjz+usu8kIqJ8T548wY0bN5Tvo6KiEBkZCXNzczRu3BjvvPMOBg8ejPnz58PLywsJCQnYt28fmjVrVq7bpydNmoTevXvDyckJ8fHxmDlzJlJTUzFkyJCKPC0iIiIqI97KR0RERERV7sCBA+jUqVOh9iFDhmDNmjXIycnBzJkzsXbtWsTExMDCwgL+/v748ssvy3UR46233sKhQ4eQkJAAKysrtG7dGl999RXc3d0r4nSIiIionFiYIiIiIiIiIiIijdDSdABEREREVLEOHTqE3r17w97eXvn0zZIcPHgQPj4+kMlkcHV1xfLlywv12bRpE9zd3SGVSuHu7o7NmzdXQvRERERUl7AwRURERFTLpKWloUWLFli8eHGp+kdFRaFnz55o164dIiIi8Omnn2LcuHHYtGmTsk94eDiCgoIQHByMs2fPIjg4GAMHDsTx48cr6zSIiIioDuCtfOWkUChw//59GBsbQyKRaDocIiIiqiRCCDx+/Bj29vbQ0qp51/QkEgk2b96Mfv36Fdln8uTJ2LZtGy5fvqxsGzVqFM6ePYvw8HAAQFBQEFJTU/Hvv/8q+3Tv3h1mZmZYt25dqeNhDkVERFT7lSV/4lP5yun+/ftwdHTUdBhERERURe7evQsHBwdNh1EpwsPDERgYqNLWrVs3rFq1Cjk5OdDV1UV4eDgmTpxYqM+CBQuKHTsrKwtZWVnK9zExMdxwnIiIqI4oTf7EwlQ5GRsbA8ifZBMTEw1HQ0RERJUlNTUVjo6Oyt/9tVFcXBxsbGxU2mxsbJCbm4uEhATY2dkV2ScuLq7YsWfNmoUvv/yyUDtzKCIiotqrLPkTC1PlVLD03MTEhEkVERFRHVDbbzt78fwKdnt4vl1dn5LmJTQ0FCEhIcr3BYkqcygiIqLarzT5EwtTRERERHWcra1toZVP8fHx0NHRgYWFRbF9XlxF9SKpVAqpVFqxARMREVGtUfN28CQiIiKiCuXv74+wsDCVtt27d8PX1xe6urrF9gkICKiyOImIiKj24YopIiIiolrmyZMnuHHjhvJ9VFQUIiMjYW5uDicnJ4SGhiImJgZr164FkP8EvsWLFyMkJAQjRoxAeHg4Vq1apfK0vfHjx6N9+/aYM2cO+vbti61bt2LPnj04cuRIlZ8fERER1R5cMUVE5fLL0dv4PuyapsMgIiI1Tp06BS8vL3h5eQEAQkJC4OXlhc8//xwAEBsbi+joaGV/FxcX7NixAwcOHEDLli3x1VdfYdGiRRgwYICyT0BAANavX4/Vq1ejefPmWLNmDTZs2AA/P7+qPTmiGuzeo3R8/MdZXI5N1XQoRETVhkQU7GxJZZKamgq5XI6UlBRu3El1Tnp2Ljyn74JCAP9NeRX1TPU1HRIRUaXh7/yKxfmkumz2v1ew/OBNvOnjgG/fbKHpcIiIKk1Zft/zVj4iKrOrcY+heFrSvpeUrixMHbr2EKuORCFPwXo3EVW9d1s7obunnabDICIqUsFKqXuPMpRtOXkKfLblAu4+StdUWERUhxno6eDHwb4ajYGFKSIqsytxj5V/jkl+lljN230V5+6laCIkIiK86mat6RCIiIp1JS6/MPV8/nT4+kOsP3lXUyERUR1nItN8WUjzERBRjXPluX0R7j9NrLJzFbgSm1+wmtHXA3J9XY3ERkR1l4e9XNMhEBEV6VFaNh6kZgEAYlMyoFAIaGlJcP5efl7l72qBt1o5ajJEIqqDdLU1v/U4C1NEVGbqVkxdj3+M7DwFTGQ6CG7tDIlEoqnwiIiIiKqd5/OnnDyBh0+yYGMiw4X7+avNu7jboG/LepoKj4hIYzRfGiOiGkUI8UJhKhMAcDEm/2qfZz05i1JERERELyi4ja9AwT5TF2LyC1PN6nHVJxHVTSxMEVGpKRQCcamZSMnIUbbFPN2o8/zTpMqTSRURERGRkhACCoVQbnlQ4H5yBhKeZCE2JRMSCeBuz6dUElHdxFv5iKhUjlxPwAe/noJvfXMAgKGeNtKy83A/ORNCCOUydA8mVURERERKwatO4H5yBgqeWVyQQ8UkZ+Di/fxVVC6WhjCS8p9mRFQ3ccUUEZXKgavxSMvOw8FrDwEAbRtZAgAycvLw8EmW8vHHXIZORERElO9xZg6O3EjArYQ0RCWkAQDaN7YCkL9iquA2Pk8+vIGI6jAWpoioVO6nZKi8b+5gCitjKQDg0LUEZOYoYCTVQX0LQ02ER0RERFTtxKZkqryX6WohoIEFACDmUQb3lyIiAgtTRFRKBZucO5jpQ1tLgg6NrWBvqg8A2HUxDkD+3ghaWtz4nIiIiAh49vRiMwNdGOppo2NjaziYGyiPFezR6VGPWyEQUd3FG5mJqFRinyZWS9/xhquVEYykOnAw1cfZu8nYe/kBAMDH2UyTIRIRERFVK7FPL+x5O5lh0dte0NfVxs2HTwAA1x48hkIAejpafHgMEdVpLEwRUYmycxV4+CQLAFDPVF+5OWc9s/wVUwoBaGtJMKiVk8ZiJCIiIqpu7j+9sGdvqg/Dp/lTwYpzxdPd0Ad414OJTFcj8RERVQe8lY+ISvQgNRNCAFIdLZgb6inb7eUy5Z97NrOD49Ol6URERET0rDBlZ/osZzKU6sDU4Fkhalhb1yqPi4ioOmFhiohKFPPc1T6J5NkeUvXMnhWiRrRzqfK4iIiIiKqzgofH1Hu6SqpAwfsuTa3R0NqoyuMiIqpOeCsfEZVIebXvuRVSAODtZAoLQz0ENLREcwdTDURGREREVH3df7rHlJ1ctTDV1d0G0UnpGNe5kSbCIiKqVliYIqISFTzq2P6Fq30WRlKcmtYFQmgiKiIiIqLqS6EQiFPmUKoX9yZ0aYxxrzbi04yJiMDCFBGVwvO38r1IIpFAwpyKiIiISEVCWhay8xTQkgA2JrJCx1mUIiLKxz2miKhEsQWFKXnhpIqIiIiICiu4jc/aWAZdbf6zi4ioKPwJSUQlKkis1K2YIiIiIqLClBf2THlhj4ioOCxMEVGJ7jOxIiIiIiqT4rZCICKiZ1iYIqJipWbm4HFWLoDCT5QhIiIiIvWKengMERGpYmGKiIoV+/Q2PlMDXRhK+bwEIiIiotK4zz06iYhKhYUpIirWmehHAIAGVkYajoSIiIioZhBCPMuhrJlDEREVh4UpIirW3ssPAACvullrOBIiIiKimuHi/VQ8SM2CgZ42WrmYazocIqJqjYUpIipSZk4ejtxIAMDCFBEREVFp7b0cDwBo18gSUh1tDUdDRFS9sTBFREUKv5mIzBwF7OUyuNkaazocIiIiohph75X8Feed3Ww0HAkRUfXHwhQRFWlPwW18Ta0hkUg0HA0RERFR9Refmolz91IAAJ244pyIqEQsTBGRWieikrDjfCwAoHNTXu0jIqqJli5dChcXF8hkMvj4+ODw4cNF9h06dCgkEkmhl4eHh7LPmjVr1PbJzMysitMhqvYysvPw7a6rAIAWjqawMpZqOCIiouqPhSkiKuT/jt9B0MpwPErPgauVIfxdLTQdEhERldGGDRswYcIETJ06FREREWjXrh169OiB6Ohotf0XLlyI2NhY5evu3bswNzfHm2++qdLPxMREpV9sbCxkMllVnBJRtZaamYNePxzGxtP3AADv+jlpOCIiopqBhSkiUiGEwNL9NyEE0N+rHjaPbgOZLjftJCKqab777jsMGzYMw4cPR9OmTbFgwQI4Ojpi2bJlavvL5XLY2toqX6dOncKjR4/w3nvvqfSTSCQq/WxtbavidIiqvd0XH+DmwzRYGulhzXuv4E1fR02HRERUI7AwRUQq7iSmIyY5A7raEsx83RNyfV1Nh0RERGWUnZ2N06dPIzAwUKU9MDAQR48eLdUYq1atQpcuXeDs7KzS/uTJEzg7O8PBwQG9evVCREREseNkZWUhNTVV5UVUGx25/hAAEPSKIzo24d5SRESlxcIUEak4ciMBAODtZAYDPR0NR0NEROWRkJCAvLw82Nio7hFoY2ODuLi4Ej8fGxuLf//9F8OHD1dpd3Nzw5o1a7Bt2zasW7cOMpkMbdq0wfXr14sca9asWZDL5cqXoyNXkVDtI4TAkRuJAIC2Da00HA0RUc3CwhQRqThyPb8w1bahpYYjISKil/XiE1WFEKV6yuqaNWtgamqKfv36qbS3bt0a7777Llq0aIF27drhjz/+QOPGjfHDDz8UOVZoaChSUlKUr7t375brXIiqs6sPHiPhSRb0dbXh7Wyq6XCIiGoULocgIqU8hcDRm08LU41YmCIiqqksLS2hra1daHVUfHx8oVVULxJC4Oeff0ZwcDD09PSK7aulpYVXXnml2BVTUqkUUimfTEa1W8GFvVYu5pDqcG9OIqKy4IopIlI6H5OC1MxcGMt00NzBVNPhEBFROenp6cHHxwdhYWEq7WFhYQgICCj2swcPHsSNGzcwbNiwEr9HCIHIyEjY2dm9VLxENd3hp4WpdrywR0RUZlwxRURK/z3dXyqggQW0tUq+1YOIiKqvkJAQBAcHw9fXF/7+/li5ciWio6MxatQoAPm32MXExGDt2rUqn1u1ahX8/Pzg6elZaMwvv/wSrVu3RqNGjZCamopFixYhMjISS5YsqZJzIqqOcvIUOBGVBABow60QiIjKjIUpIlI6c+cRAKCVi4WGIyEiopcVFBSExMREzJgxA7GxsfD09MSOHTuUT9mLjY1FdHS0ymdSUlKwadMmLFy4UO2YycnJGDlyJOLi4iCXy+Hl5YVDhw6hVatWlX4+RNXV5dhUZOTkwUSmgyY2xpoOh4ioxmFhiogA5N+OcSY6vzDl7WSq2WCIiKhCjB49GqNHj1Z7bM2aNYXa5HI50tPTixzv+++/x/fff19R4RHVCgUX9ryczKDFFedERGWm8T2mli5dChcXF8hkMvj4+ODw4cPF9j948CB8fHwgk8ng6uqK5cuXF+qzadMmuLu7QyqVwt3dHZs3b1Y5PmvWLLzyyiswNjaGtbU1+vXrh6tXr1boeRHVNFEJaXiUngM9HS142Ms1HQ4RERFRjXAmOhkA4ONsptlAiIhqKI0WpjZs2IAJEyZg6tSpiIiIQLt27dCjR49Cy8oLREVFoWfPnmjXrh0iIiLw6aefYty4cdi0aZOyT3h4OIKCghAcHIyzZ88iODgYAwcOxPHjx5V9Dh48iDFjxuDYsWMICwtDbm4uAgMDkZaWVunnTFRdFSRVzevJoaej8Zo1ERERUY3wbMU5C1NEROUhEUIITX25n58fvL29sWzZMmVb06ZN0a9fP8yaNatQ/8mTJ2Pbtm24fPmysm3UqFE4e/YswsPDAeTvp5Camop///1X2ad79+4wMzPDunXr1Mbx8OFDWFtb4+DBg2jfvn2pYk9NTYVcLkdKSgpMTExK9Rmi6uzTzefx+/FojGzvik97NtV0OERE1QZ/51cszifVJvGPM9Hq672QSIBz0wNhLNPVdEhERNVCWX7fa2xZRHZ2Nk6fPo3AwECV9sDAQBw9elTtZ8LDwwv179atG06dOoWcnJxi+xQ1JpC/0ScAmJubl/k8iGqLgv0RuL8UERERUemcuZMMAGhiY8yiFBFROWls8/OEhATk5eXBxsZGpd3GxgZxcXFqPxMXF6e2f25uLhISEmBnZ1dkn6LGFEIgJCQEbdu2VftY5AJZWVnIyspSvk9NTS32/IhqkseZObj24DEALkMnIiIiKq2C2/i8mD8REZWbxjeSkUhUn1whhCjUVlL/F9vLMubYsWNx7ty5Im/zKzBr1izI5XLly9HRsdj+RDXJ6TuPoBCAg5k+rE1kmg6HiIiIqEY4EZUEgBufExG9DI0VpiwtLaGtrV1oJVN8fHyhFU8FbG1t1fbX0dGBhYVFsX3UjfnRRx9h27Zt2L9/PxwcHIqNNzQ0FCkpKcrX3bt3SzxHopriwNWHAIB2jSw1HAkRERFRzZCUlo2z95IBAG0bMociIiovjRWm9PT04OPjg7CwMJX2sLAwBAQEqP2Mv79/of67d++Gr68vdHV1i+3z/JhCCIwdOxZ//fUX9u3bBxcXlxLjlUqlMDExUXkR1RYHr+UXpjo0ttZwJEREREQ1w6FrDyEE4GZrDFs5V5wTEZVXmfeYysrKwokTJ3D79m2kp6fDysoKXl5epSruvCgkJATBwcHw9fWFv78/Vq5ciejoaIwaNQpA/iqlmJgYrF27FkD+E/gWL16MkJAQjBgxAuHh4Vi1apXKbXjjx49H+/btMWfOHPTt2xdbt27Fnj17cOTIEWWfMWPG4Pfff8fWrVthbGysXGEll8uhr69f5vMgqsluJ6QhKiENOloStGlooelwiIiIiGqEA1fjAQAdm/DCHhHRyyh1Yero0aP44YcfsGXLFmRnZ8PU1BT6+vpISkpCVlYWXF1dMXLkSIwaNQrGxsalGjMoKAiJiYmYMWMGYmNj4enpiR07dsDZ2RkAEBsbi+joaGV/FxcX7NixAxMnTsSSJUtgb2+PRYsWYcCAAco+AQEBWL9+PaZNm4bPPvsMDRo0wIYNG+Dn56fss2zZMgBAx44dVeJZvXo1hg4dWtopIaoVCpIq3/pmfJoMERERUSnkKQQOXU8AAHRqYqXhaIiIajaJKNg9vBh9+/bFyZMnMWjQIPTp0we+vr4wMDBQHr916xYOHz6MdevW4ezZs1i7di26du1aqYFrWmpqKuRyOVJSUnhbH9VYQggM/vkEDl9PQGgPN3zQoYGmQyIiqnb4O79icT6pNjh9JwkDloXDWKqDM593ha62xp8pRURUrZTl932pVkwFBgZi48aN0NPTU3vc1dUVrq6uGDJkCC5evIj79++XPWoiqlIXYlIQ+td5nI9JAcBl6EREREQlyVMIfLvrKtYcjQIAtG1kyaIUEdFLKlVhasyYMaUe0MPDAx4eHuUOiIgqn0Ih8NG6CEQlpEGmq4WxnRqiiW3pbsElIiIiqqu2RsZg+cGbAADPeiaY0sNNwxEREdV8Zd78PCMjA2FhYbh27RokEgkaNWqErl27ctNwohpk35V4RCWkwUSmg70fd4SVsVTTIRERERFVa0IIrDqSv1JqbKeG+DiwMSQSiYajIiKq+cpUmNq2bRuGDx+OhIQElXZLS0usWrUKvXv3rtDgiKhy/PxfflL1disnFqWIiIiISuHk7Ue4eD8VUh0tDGvrwqIUEVEFKfUN0UePHsUbb7yB9u3b47///kNSUhKSkpJw5MgRtGvXDm+88QbCw8MrM1YiqgCX7qfi6M1EaGtJMDigvqbDISIiIqoRVh25BQDo7+0AM0P1e+8SEVHZlXrF1MyZM/Hee+9hxYoVKu0BAQEICAjABx98gK+++go7duyo8CCJqGJkZOfhf3+eBQB097RFPVPegktERERUkq2RMdh18QEA4P029TUbDBFRLVPqFVPh4eEYO3ZskcfHjBnDFVNE1ZgQAp9sOoeL91NhYaiHT3s21XRIRERERNXehZgUfPLnOQDAhx0boJENHxhDRFSRSr1iKjMzEyYmJkUel8vlyMrKqpCgiKjinb2Xgr/P3oeOlgTL3vXhaikiomooLS0NBw8eRHR0NLKzs1WOjRs3TkNREdVt3+66iqxcBV51s8akwCaaDoeIqNYpdWGqcePG2LdvH9577z21x/fu3YuGDRtWWGBEVLEux6YCAAIaWqKVi7mGoyEiohdFRESgZ8+eSE9PR1paGszNzZGQkAADAwNYW1uzMEWkIVfi8nOosa82hLYWNzwnIqpopb6Vb+jQoZg0aZLaPaS2b9+OTz75pMiiFRFp3q2HTwAADawMNRwJERGpM3HiRPTu3RtJSUnQ19fHsWPHcOfOHfj4+GDevHmaDo+oTnqSlYsHqfl3hTSwMtJwNEREtVOpV0yNHz8eR48eRa9evdCkSRM0bZq/P82lS5dw/fp19OvXD+PHj6+0QIno5dx6mAYAcGVSRURULUVGRmLFihXQ1taGtrY2srKy4Orqirlz52LIkCHo37+/pkMkqnOinuZPlkZ6kOvrajgaIqLaqdQrprS0tLBx40asW7cOTZo0wZUrV3DlyhW4ubnh//7v/7Bp0yZoaZV6OCKqYrcS8hOrBpZcMUVEVB3p6upCIsm/TcjGxgbR0dEA8vfxLPgzEVWtWwn5K85dLXlhj4iospR6xVSBoKAgBAUFVUYsRFRJsnMViE5KB8AVU0RE1ZWXlxdOnTqFxo0bo1OnTvj888+RkJCAX3/9Fc2aNdN0eER10k3linNe2CMiqixc4kRUB0QnpSNPIWCopw0bE6mmwyEiIjW++eYb2NnZAQC++uorWFhY4MMPP0R8fDxWrlyp4eiI6qaCPTpZmCIiqjylXjGlpaWlXF5eFIlEgtzc3JcOiogqVkFS5WJlWOL/x0REVLWePHkCIyMj+Pr6KtusrKzUPnCGiKqWco9O3spHRFRpSr1iavPmzfjrr7/UviZNmgSpVApdXW4ISFQdFewvxaSKiKj6sbS0RI8ePbBs2TLExMRU6NhLly6Fi4sLZDIZfHx8cPjw4SL7HjhwABKJpNDrypUrKv02bdoEd3d3SKVSuLu7Y/PmzRUaM1F1oVAIRBXs0WnNHIqIqLKUesVU3759C7VduXIFoaGh+Pvvv/HOO+/gq6++qtDgiKhiFKyY4mOOiYiqn6tXr2Lbtm3YtGkTJkyYgObNm6NPnz7o27cvmjdvXu5xN2zYgAkTJmDp0qVo06YNVqxYgR49euDSpUtwcnIqNh4TExPleysrK+Wfw8PDERQUhK+++gqvv/46Nm/ejIEDB+LIkSPw8/Mrd6xE1VFcaiYycvKgqy2Bo5m+psMhIqq1yrXH1P379zFixAg0b94cubm5iIyMxC+//FJskkNEmnOLG3cSEVVbzs7O+Oijj7Bnzx7Ex8cjJCQEFy9eRPv27eHi4oLx48dj3759yMvLK9O43333HYYNG4bhw4ejadOmWLBgARwdHbFs2bJiP2dtbQ1bW1vlS1tbW3lswYIF6Nq1K0JDQ+Hm5obQ0FB07twZCxYsKM+pE1VrN59e2HMyN4CONrfmJSKqLGX6CZuSkoLJkyejYcOGuHjxIvbu3Yu///4bnp6elRUfEb2kx5k5uPbgMQAWpoiIqju5XI63334b69evR0JCAlasWAGFQoH33nsPVlZW+L//+79SjZOdnY3Tp08jMDBQpT0wMBBHjx4t9rNeXl6ws7ND586dsX//fpVj4eHhhcbs1q1biWMS1UQR0ckA+ERjIqLKVupb+ebOnYs5c+bA1tYW69atU3trHxFVLxnZeRi25hRSM3NhbSxFQ+6PQERUY+jo6CAwMBCBgYH44YcfcObMmVKvmkpISEBeXh5sbGxU2m1sbBAXF6f2M3Z2dli5ciV8fHyQlZWFX3/9FZ07d8aBAwfQvn17AEBcXFyZxgSArKwsZGVlKd+npqaW6hyINGnXxTgs3HsdANCmgYWGoyEiqt1KXZiaMmUK9PX10bBhQ/zyyy/45Zdf1Pb766+/Kiw4Ino5M/65iBO3k2As08HPQ1+BVEe75A8REZFGnDt3Tm27RCKBTCaDh4cHpFJpmcZ88UmsQogin87apEkTNGnSRPne398fd+/exbx585SFqbKOCQCzZs3Cl19+Waa4iTQpOjEdH/0egTyFwBs+DhjsX1/TIRER1WqlLkwNHjyYj5knqkGycvPw99lYAMDiQd7wrCfXcERERFScli1bFptr6erqIigoCCtWrIBMJit2LEtLS2hraxdayRQfH19oxVNxWrdujd9++0353tbWtsxjhoaGIiQkRPk+NTUVjo6OpY6BqKr9fe4+svMU8HU2w+z+zaClxX8DERFVplIXptasWVOJYRBRRTt2KwlPsvJv4WvX0FLT4RARUQk2b96MyZMn43//+x9atWoFIQROnjyJ+fPnY/r06cjNzcWUKVMwbdo0zJs3r9ix9PT04OPjg7CwMLz++uvK9rCwsDJtxxAREQE7Ozvle39/f4SFhWHixInKtt27dyMgIKDIMaRSaZlXehFpUtilBwCA173rcdNzIqIqUOrCFBHVLGGX8q9od3G34ZU+IqIa4Ouvv8bChQvRrVs3ZVvz5s3h4OCAzz77DCdOnIChoSE+/vjjEgtTABASEoLg4GD4+vrC398fK1euRHR0NEaNGgUgfyVTTEwM1q5dCyD/iXv169eHh4cHsrOz8dtvv2HTpk3YtGmTcszx48ejffv2mDNnDvr27YutW7diz549OHLkSAXPBpFmxD/OROTdZABAl6alX11IRETlV6rC1KhRozB16tRSLbvesGEDcnNz8c4777x0cERUPkII7LkUDwDo6s6kioioJjh//jycnZ0LtTs7O+P8+fMA8m/3i42NLdV4QUFBSExMxIwZMxAbGwtPT0/s2LFD+R2xsbGIjo5W9s/OzsakSZMQExMDfX19eHh4YPv27ejZs6eyT0BAANavX49p06bhs88+Q4MGDbBhwwb4+fm9zKkTVRt7L+fnTy0cTWFjUvwts0REVDFKVZiysrKCp6cnAgIC0KdPH/j6+sLe3h4ymQyPHj3CpUuXcOTIEaxfvx716tXDypUrKztuInoqOT0bNx8+gY+zubLtfEwK4lIzYaCnDX9XPkmGiKgmcHNzw+zZs7Fy5Uro6ekBAHJycjB79my4ubkBAGJiYsq0R9To0aMxevRotcde3Kbhk08+wSeffFLimG+88QbeeOONUsdAVF1FRD+Cg5kBrIyf3WpacBtfIC/sERFVmVIVpr766it89NFHWLVqFZYvX44LFy6oHDc2NkaXLl3w008/ITAwsFICJSL1pm65gO3nYvF9UAu87uUAANh46h4AoENjK8h0+SQ+IqKaYMmSJejTpw8cHBzQvHlzSCQSnDt3Dnl5efjnn38AALdu3Sqy0EREpXc17jFeX3oUrpaG2D2xPXS0tXA/OQNHricA4G18RERVqdR7TFlbWyM0NBShoaFITk7GnTt3kJGRAUtLSzRo0IBP7CPSkLNP90H4Puw6ejW3R2xyJtafzL81I9i/8C0hRERUPQUEBOD27dv47bffcO3aNQgh8MYbb2DQoEEwNjYGAAQHB2s4SqLa4XxMCgDgVkIa/oqIwUBfRyzccx3ZeQr4uZijsY2RhiMkIqo7yrX5uampKUxNTSs4FCIqq+xcBe4nZwAAopPSsen0PRy7lYicPIF2jSwR0IBP4yMiqu7ef/99LFy4EMbGxjAyMlJuTk5EledOYpryzz/suw4PexNsPH0XAPBJdzdedCciqkJlLkydO3dObbtEIoFMJoOTkxMfCUxURe49SodCPHs/5a/zyj9/0s1NAxEREVFZ/fLLL5g9e7ZyVRQRVb47ienKP99NysBri/KfLNnV3QY+zmaaCouIqE4qc2GqZcuWxV5B0NXVRVBQEFasWAGZjE+yIKpMd5LykyoXS0PkKhS4m5QBHS0JBvvXRzMHuYajIyKi0hBClNyJiCpUwYqpDo2tcPDaQwBAPVN9TOnBC3tERFWtzIWpzZs3Y/Lkyfjf//6HVq1aQQiBkydPYv78+Zg+fTpyc3MxZcoUTJs2DfPmzauMmInoqTsJ+UlVYxsjfDewJZLSsmEnl0FHW0vDkRERUVnwtiGiqlVwcW9KDzd8/bonTPR1YSLT1XBURER1U5kLU19//TUWLlyIbt26KduaN28OBwcHfPbZZzhx4gQMDQ3x8ccfszBFVMkKkipnC0MYSnVgKC3XtnFERKRhjRs3LrE4lZSUVEXRENVuKek5SE7PAQA4mRswfyIi0rAy/xQ+f/48nJ0LP+nL2dkZ58/n72/TsmVLxMbGvnx0RFSsgv0RnC0MNBwJERG9jC+//BJyOW/BJqoKd5LyV5xbGUtZlCIiqgbK/JPYzc0Ns2fPxsqVK6GnpwcAyMnJwezZs+Hmln9PdkxMDGxsbCo2UiIqpGB/BGdzQw1HQkREL+Ott96CtbW1psMgqhOUF/bMeWGPiKg6KHNhasmSJejTpw8cHBzQvHlzSCQSnDt3Dnl5efjnn38AALdu3cLo0aMrPFgieiZPIXA3KQMAV0wREdVk3F+KqGoVXNhzYv5ERFQtlLkwFRAQgNu3b+O3337DtWvXIITAG2+8gUGDBikfcxwcHFzhgRLRMxfvp0AIIDtPAV1tCezkfAImEVFNxafyEVWN1MwcRD1Mw+2nK6bqW3DFORFRdVDqwtT777+PhQsXwtjYGEZGRhg1alRlxkVEamTm5OHLvy9h3Ylo6D198p6DmQGfwkdEVIMpFApNh0BU652ISsJH687gQWqWMofiinMiouqh1P+a/eWXX5CRkVGZsRBRMYQQeH/NSaw7EQ0gf7UUkP80GSIiIiJS7+iNBLz94zE8SM0CwByKiKi6KXVhisvMiTTr3qMMHL2ZCB0tCZa/643WruYAgGb1+BQnIiIioqJsOhODPIVApyZWmP9mC+hpa0FfVxsNrI00HRoREaEMhSmgcjbnXLp0KVxcXCCTyeDj44PDhw8X2//gwYPw8fGBTCaDq6srli9fXqjPpk2b4O7uDqlUCnd3d2zevFnl+KFDh9C7d2/Y29tDIpFgy5YtFXlKRJXiTPQjAIC7vQm6e9ph7ft++L/hfhjTqaGGIyMiIiKqviKe5lCD/etjgI8Ddk1sj81jAmAi09VwZEREBJSxMNW4cWOYm5sX+yqLDRs2YMKECZg6dSoiIiLQrl079OjRA9HR0Wr7R0VFoWfPnmjXrh0iIiLw6aefYty4cdi0aZOyT3h4OIKCghAcHIyzZ88iODgYAwcOxPHjx5V90tLS0KJFCyxevLhM8RJpUkR0MgDA28kMAKCno4U2DS2hr6etwaiIiIiIqq9Hadm4lZD/FD4vJ1MAgIulIdxsTTQYFRERPU8iSnmPnpaWFhYsWAC5vPjbhoYMGVLqL/fz84O3tzeWLVumbGvatCn69euHWbNmFeo/efJkbNu2DZcvX1a2jRo1CmfPnkV4eDgAICgoCKmpqfj333+Vfbp37w4zMzOsW7eu0JgSiQSbN29Gv379Sh03AKSmpkIulyMlJQUmJvzFRpWvz+IjOHcvBYve9kKfFvaaDoeIqM7g7/yKxfmkqrTvygO8v+YUXK0Mse/jjpoOh4iozijL7/tSP5UPAN566y1YW1u/VHAFsrOzcfr0aUyZMkWlPTAwEEePHlX7mfDwcAQGBqq0devWDatWrUJOTg50dXURHh6OiRMnFuqzYMGCCombSBMyc/Jw6X4qAMD76dU+IiIiIiremTvJAJ6tOCciouqn1IWpit5fKiEhAXl5ebCxsVFpt7GxQVxcnNrPxMXFqe2fm5uLhIQE2NnZFdmnqDFLKysrC1lZWcr3qampLzUeUVmcu5eCXIWAtbEU9Uz1NR0OERERUY1QsEcnC1NERNWXxp/K92LBSwhRbBFMXf8X28s6ZmnMmjULcrlc+XJ0dHyp8YjK4vmkqjIeQkBERERU2+QpBM7eTQYAeDubajQWIiIqWqkLUwqFosJu4wMAS0tLaGtrF1rJFB8fX2jFUwFbW1u1/XV0dGBhYVFsn6LGLK3Q0FCkpKQoX3fv3n2p8YhKI/FJFiZuiMTifTcAMKkiIiIiKo3NEffQ+4cjSMvOg5FUB42sjTUdEhERFaFMT+WrSHp6evDx8UFYWJhKe1hYGAICAtR+xt/fv1D/3bt3w9fXF7q6usX2KWrM0pJKpTAxMVF5EVW2z7ddxOaIGDzJyoWNiRTdPGw1HRIRERFRtXY17jFC/jiLS7GpkEiAd1s7Q1uLK86JiKqrMm1+XtFCQkIQHBwMX19f+Pv7Y+XKlYiOjsaoUaMA5K9SiomJwdq1awHkP4Fv8eLFCAkJwYgRIxAeHo5Vq1apPG1v/PjxaN++PebMmYO+ffti69at2LNnD44cOaLs8+TJE9y4cUP5PioqCpGRkTA3N4eTk1MVnT1R8a49eIwd52MBAKuHvoL2ja2YVBERERGVYNG+6xAC6NTECvPebAELI6mmQyIiomJotDAVFBSExMREzJgxA7GxsfD09MSOHTvg7OwMAIiNjUV0dLSyv4uLC3bs2IGJEydiyZIlsLe3x6JFizBgwABln4CAAKxfvx7Tpk3DZ599hgYNGmDDhg3w8/NT9jl16hQ6deqkfB8SEgIAGDJkCNasWVPJZ01UOov25idV3T1s0cmt4m6jJSIiIqqtnr+wN7mHG4tSREQ1gERU1q7mtVxqairkcjlSUlJ4Wx9VqJw8BX48fAvf7roKIYAd49rB3Z5/x4iINIW/8ysW55Mqy9W4x5i4IRKXYlPR3cMWy4N9NB0SEVGdVZbf9xpdMUVEqtKycjH45xM4fSf/KXxvt3JiUYqIiIioBNvO3sfHf0QiJ0/ARKaDSd0aazokIiIqJRamiKqJnDwFRv/fGZy+8wjGMh1M7+2BAd71NB0WERERUbX2340EZVGqs5s1vunfDDYmMk2HRUREpaSxp/IR0TM5eQqE/HEWB689hL6uNn4d5oc3fBwgkXCzcyIiKr+lS5fCxcUFMpkMPj4+OHz4cJF9//rrL3Tt2hVWVlYwMTGBv78/du3apdJnzZo1kEgkhV6ZmZmVfSpEap28nYQPfj2NnDyB15rb4cfBvixKERHVMCxMEWlYSnoORqw9hb/P3oeOlgSLB3mhpaOppsMiIqIabsOGDZgwYQKmTp2KiIgItGvXDj169FB5sMzzDh06hK5du2LHjh04ffo0OnXqhN69eyMiIkKln4mJCWJjY1VeMhkLAVS1hBDYeSEWwauO40lWLvxdLfDdwBbQ4hOMiYhqHG5+Xk7cuJNeVkZ2Hr4Lu4r/Ox6N9Ow8yHS1sOxdH3RqwifwERFVJzX1d76fnx+8vb2xbNkyZVvTpk3Rr18/zJo1q1RjeHh4ICgoCJ9//jmA/BVTEyZMQHJycrnjqqnzSdVH+M1EzPr3Ms7dSwEAvOpmjSWDvKGvp63hyIiIqEBZft9zxRRRFcjMycNfZ+7hRvwTAMDdpHS8ueIofjwchfTsPLjZGuP/hrdmUYqIiCpEdnY2Tp8+jcDAQJX2wMBAHD16tFRjKBQKPH78GObm5irtT548gbOzMxwcHNCrV69CK6qIKlLk3WTsvBCHzJw85OYp8PORKLy76jjO3UuBVEcLw9u6YEWwD4tSREQ1GDc/J6pkQghM3BCJfy/EAQCsjKV4+DgLAGBuqIdv32iOV92suZ8UERFVmISEBOTl5cHGxkal3cbGBnFxcaUaY/78+UhLS8PAgQOVbW5ublizZg2aNWuG1NRULFy4EG3atMHZs2fRqFEjteNkZWUhKytL+T41NbUcZ0R10fl7KXhz+VHk5AkYSXWQpxDIyMkDAPT3roepPZvCwkiq4SiJiOhlsTBFVMl+PxGNfy/EQfvpngcFRSlfZzN8H9QSjuYGmgyPiIhqsRcvegghSnUhZN26dfjiiy+wdetWWFs/W83bunVrtG7dWvm+TZs28Pb2xg8//IBFixapHWvWrFn48ssvy3kGVFc9ycrFR+vOICdPQKqjhSdZuQAAY6kOJnRtjPfb1OdFPSKiWoKFKaJKdDcpHTP+vgQAmNLdDa9710NUQhoaWxtDbqCr4eiIiKi2srS0hLa2dqHVUfHx8YVWUb1ow4YNGDZsGDZu3IguXboU21dLSwuvvPIKrl+/XmSf0NBQhISEKN+npqbC0dGxFGdBddk3Oy7jdmI66pnq45+P2uLeowzIdLXQwMqIG5wTEdUyLEwRVaLV/91GVq4Cfi7mGNbWBVpaElhyyTkREVUyPT09+Pj4ICwsDK+//rqyPSwsDH379i3yc+vWrcP777+PdevW4bXXXivxe4QQiIyMRLNmzYrsI5VKIZXydx+V3sPHWfjz1D0AwLw3W8DMUA9mhnoajoqIiCoLC1NElSQtKxcbT90FAHzYsQGv7hERUZUKCQlBcHAwfH194e/vj5UrVyI6OhqjRo0CkL+SKSYmBmvXrgWQX5QaPHgwFi5ciNatWytXW+nr60MulwMAvvzyS7Ru3RqNGjVCamoqFi1ahMjISCxZskQzJ0m10roT0cjOU6Cloyn8G1hoOhwiIqpkLEwRVZK/ztzD46xcuFoaon0jK02HQ0REdUxQUBASExMxY8YMxMbGwtPTEzt27ICzszMAIDY2FtHR0cr+K1asQG5uLsaMGYMxY8Yo24cMGYI1a9YAAJKTkzFy5EjExcVBLpfDy8sLhw4dQqtWrar03Kj2ys5V4LdjdwAA77Wpr9lgiIioSkiEEELTQdREqampkMvlSElJgYmJiabDoWom4UkW+i89iuikdHzZxwNDAuprOiQiIion/s6vWJxPKs6Ph27h6x2XYWUsxX+TX4WejpamQyIionIoy+97rpgiqgAPUjORpxCwMZHh9J1HmLTxLKKT0mFpJMUAHwdNh0dERERU7WTnKnAnMQ2O5gZ4kpWLHw/fwoqDtwAAI9q5sChFRFRHsDBF9BJy8hSYt/uqMonS09FCdq4CAOBkboA1770CIyn/NyMiIiJ63oWYFIz9/QxuJ6ZDW0sChRAouI9jXOdGGNHOVbMBEhFRleG/mInK6eTtJHz1zyWcu5cCANDWkiA7VwFjmQ66utvg055N+QQ+IiIiouc8ycrFioM3seLgLWTnKaCjJUGuIr8i5VnPBCPauaJvy3oajpKIiKoSC1NE5bDy0E18s+MKAMBYpoO5A5qjk5s17j1Kh5O5IZeeExEREb0gKS0bvX84gpjkDABAV3cbfPtGc2Tk5EFbIoG1iUzDERIRkSawMEX0lBACWyJj0NTOBG62RW/OJoTAz0duAwD6e9fDlO5uykSqobVxVYRKREREVG3cevgEJ6KSMNDXEVpakiL77b4Yh5jkDNiYSPFlHw9087CFRCKBadWFSkRE1RALU1SnCSGgEPm34YXfSsTEDWfhamWIfR93LPIzd5MyEJeaCV1tCb7u1wz6etpVFzARERFRNaB4evudlpYEU/46jxNRSTCQ6qBPC/siP3MiKgkAMNDXEd097aokTiIiqv54vxHVaV9vvwzP6btw/cFjZbJ062Ea7ialF/mZ41GJAIDmDqYsShEREVGdcz85Ay2+3I3Jm84hKzcPkdHJAIBD1x4W+7njT3OtVi7mlR0iERHVICxMUZ227ex9ZOTk4e+z9xF5N1nZfvRmgvLP+6/GY9fFOOX7E0yqiIiIqA47cPUhHmflYmvkfUREJyM7L/+JxP/dSIB4+mi9lPQcrDx0Ew8fZwEA7j1KR0xyBrS1JPB2MtNY7EREVP2wMEV11oPUTMQ/TZaO3EjA2ecKU0du5K+KOncvGcPWnMQHv55G+M38Nl7tIyIiorrsfEwyACA7T4GfDt9StsemZOJWQhqEEPh4YyS+2XEFY38/AyGE8sKeZz05DKXcTYSIiJ5hYYrqrPP3UpR/PhOdjEfpOcr3R28kICdPgSmbzuPpFgqYuvk8ohPTEZ2UDi0J4OPMq31ERERU95yPeZZD7bkcr3Ls6I0E7LwQp2w/HpWETWdilIWp1rywR0REL+DlCqqzzj2XVBVoVk+OG/FPkJiWjbG/n8Gl2FTI9XWhq62FWwlpGPTTMQCAu70JTGS6VR0yERERkUZl5ebhatzjQu1+LuY4HpWEP8/E4H5yBgCgkbURrsc/wZd/X1T244pzIiJ6EVdMUZ114WlhSl/32QbmvvXNlAnTrosPAABTezbF9N7uAIB7j/ITrY6NrasyVCIiIqJq4WrcY+TkCZX8CQBGd2oIADh7NxkPH2fB1dIQm8e0gZutMR5n5uJxZi4M9LThW5+FKSIiUsUVU1QnCSFw7umtfEGvOGLN0dsAgJaOpmjpaIqD1x6iiY0xxndphJ7N8h9nLNfXRWJaFoylumjbyFJToRMRERFpTEH+5FvfDDHJGbj1MA2uVoZo29ASjayNcCcpHW+94oixnRrCSKqDtcNa4b8bCdDR0kJTOxPI9bninIiIVLEwRXVSXGomEp5kQVtLgmFtXZSFKW8nMziaG6B9IyvI9XWhpSVRfqZ9YysNRUtERERUPRTs0dncQY76Foa49TANXo5m0NaS4O+P2kIhBAz0nv0Tw9pYhte9HDQVLhER1QAsTFGdkZunwM6Lcdh0+h5SMvI3Om9kbQRHcwPM7t8MWbkKOJobAADMDPU0GSoRERFRtXE3KR1rjt7GpfupuPYgf3+pZvXk8HbKfxDMyPauAADZC7f3ERERlQYLU1TrPUrLxsbTd/HL0TuIeboZZ4EWDqYAgLdaOWkgMiIiIqLqSaEQOHE7Cav/i0LYpQfKpxQXaO5gCmsTGb7q56mZAImIqNZgYYpqpcycPOy6GIdNZ2Lw340E5D3NpiwM9fCOnxOMZDqIeZSBYW1dNRwpERERUfVx/cFjbDx9D3+fvY/YlExle7tGlujuaavcU8reVF+DURIRUW3CwhTVSLl5Chy9mYhH6dkAAIlEgoLdoE5EJWFrZAxSM3OV/T3sTTDEvz76tLTnMnMiIiKqs+49SsfpO4+U7wtyqEfp2dgcEYOI6GTlMSOpDnq3sMN7bVzQ2Ma46oMlIqI6gYUpqlHyFAK/HL2NHw/fUrmKp049U30M8HFAv5b2cLUyqqIIiYiIiKqfmw+fYPa/V7D3cuHb8p6nrSXBq27WGODtgI5NrHhBj4iIKh0LU1StPErLxvGoROQ+zZjE08RJABBCYP2Juwi/lQgg/7Y8NztjCJHfT0BACMDeVB8DvB0Q0MBC5al6RERERLWREAKn7zxCXGrm0/dP258ej03OwII915GRkwcAaOFoCiOptjKHUggBHW0JOjS2Qj+verA2lmngLIiIqK5iYYqqVE6eAnkK8VzC9OyS3fFbSZi08SwS07KLHcNATxuhPdzwpq8jr+IRERFRrSeEQGaOIv/PUL14l5GTh6/+uYStkfdLHKdNQwt82ccDDa15Wx4REVUfLExRhVEoBPLEs0LTc39Ecno2vt9zDRtP3VOuhiqKo7k+7OX5G2pKJEDB7lESCWBuqIeQro15ax4RERHVGrl5iqerw/PfP3/hbv+Vh5j972XcTkwvdgxtLQl8nM1QsFj8+fxJSyJB56bWGOJfn6vJiYio2mFhikol4UkWopOeJUTPF50UQiDs0gOsPxGtsuF4WeloSfCOnxNCezblSigiIiKq8fIUAlfiUpGV+3S10wvX5mJTMrDmv9s49dxm5OVR38IA8we2hI+z2UuNQ0REpAksTNVxQgiciU7GmTuPoHiaLb24nulCTAp2XogrcaVTSVo4yDH1NXd42Jso2yTPXdXT1pJAT0frpb6DiIiIqCqkZORg14U45ROCAdUcKj0rF1si76tc2CsPma4Whrd1xfttXSB9midJXlgVJdPVgkTClVBERFQzsTBVgykUAtFJ6UjLfrZK6fkrcdl5Chy7lYiTUUnIySsoOqkWl+JTs3A9/kmpvs9eLoO29rOkpyAZAgBnCwO816Y+fJzM8Vzzc4kTYCzTLeWZEREREVWe1Mwc3EvKKLRfU4F7jzKw9/ID5ROAX+ynEAKRd5OV+z4Vx1BPG+ZGegBUcyeJBNDV1kI3Dxu89YoTTPR1VY4VkOlo88IdERHVaixMVUMTN0TicmxqsX2EAO4nZ+BxVvlvnSsg1dFCxyZWMJQ+++vwfOIk19dFf+968Kwnf+nvIiIiIqoMp24nYdqWCyX2y8jJw50S9msqrSY2xoXyo+cvynk5maGflz0M9JhyExERFYW/JauhqIQ0XIl7XKq+Uh0tmBqoX4kkgQSNbY3xahMrmBnqqe2jp62FgAaWkBcxBhEREVFN8CQrt9T5EwBYGOpBR1v97W9GUh20b2yF5g5yaBVxi5yjuQG8HE15Cx0REdFL0nhhaunSpfj2228RGxsLDw8PLFiwAO3atSuy/8GDBxESEoKLFy/C3t4en3zyCUaNGqXSZ9OmTfjss89w8+ZNNGjQAF9//TVef/31l/reqvRFHw88UbOJ+It5j5mBHhrbGEFHm8u7iYiIqDBN5Vma0NzBFL8N8yvU/mL+pCWRoLGNESyMpFUUGRERERVHo4WpDRs2YMKECVi6dCnatGmDFStWoEePHrh06RKcnJwK9Y+KikLPnj0xYsQI/Pbbb/jvv/8wevRoWFlZYcCAAQCA8PBwBAUF4auvvsLrr7+OzZs3Y+DAgThy5Aj8/PzK9b1VraWjqaZDICIiohpOU3mWppgb6qFtI0uNxkBERERlJxHixe0eq46fnx+8vb2xbNkyZVvTpk3Rr18/zJo1q1D/yZMnY9u2bbh8+bKybdSoUTh79izCw8MBAEFBQUhNTcW///6r7NO9e3eYmZlh3bp15fpedVJTUyGXy5GSkgITE5OSP0BEREQ1Uk39na+pPKskNXU+iYiIqPTK8vteY/eAZWdn4/Tp0wgMDFRpDwwMxNGjR9V+Jjw8vFD/bt264dSpU8jJySm2T8GY5fleAMjKykJqaqrKi4iIiKg60lSepQ5zKCIiIiqOxgpTCQkJyMvLg42NjUq7jY0N4uLi1H4mLi5Obf/c3FwkJCQU26dgzPJ8LwDMmjULcrlc+XJ0dCzdiRIRERFVMU3lWeowhyIiIqLiaHzz8xefZCKEKPbpJur6v9hemjHL+r2hoaEICQlRvk9JSYGTkxOv+hEREdVyBb/rNbj7QblpKs96HnMoIiKiuqcs+ZPGClOWlpbQ1tYudIUtPj6+0JW4Ara2tmr76+jowMLCotg+BWOW53sBQCqVQip99vSWgknmVT8iIqK64fHjx5DL5ZoOo1Q0lWepwxyKiIio7ipN/qSxwpSenh58fHwQFham8ojhsLAw9O3bV+1n/P398ffff6u07d69G76+vtDV1VX2CQsLw8SJE1X6BAQElPt71bG3t8fdu3dhbGxc7FVCTUhNTYWjoyPu3r3LTUWfw3lRj/OiHudFPc6LepwX9WrLvAgh8PjxY9jb22s6lFLTVJ5VGsyhah7Oi3qcF/U4L+pxXtTjvKhXG+alTPmT0KD169cLXV1dsWrVKnHp0iUxYcIEYWhoKG7fvi2EEGLKlCkiODhY2f/WrVvCwMBATJw4UVy6dEmsWrVK6Orqij///FPZ57///hPa2tpi9uzZ4vLly2L27NlCR0dHHDt2rNTfW9OlpKQIACIlJUXToVQrnBf1OC/qcV7U47yox3lRj/OiWZrKs2oy/p1Vj/OiHudFPc6LepwX9Tgv6tW1edHoHlNBQUFITEzEjBkzEBsbC09PT+zYsQPOzs4AgNjYWERHRyv7u7i4YMeOHZg4cSKWLFkCe3t7LFq0CAMGDFD2CQgIwPr16zFt2jR89tlnaNCgATZs2AA/P79Sfy8RERFRTaepPIuIiIioLCRC1MCdPKlYqampkMvlSElJqbHL/ioD50U9zot6nBf1OC/qcV7U47xQTcO/s+pxXtTjvKjHeVGP86Ie50W9ujYvWpoOgCqeVCrF9OnTVTYaJc5LUTgv6nFe1OO8qMd5UY/zQjUN/86qx3lRj/OiHudFPc6LepwX9eravHDFFBERERERERERaQRXTBERERERERERkUawMEVERERERERERBrBwhQREREREREREWkEC1NERERERERERKQRLExVU4cOHULv3r1hb28PiUSCLVu2qByXSCRqX99++61Kv/DwcLz66qswNDSEqakpOnbsiIyMDOXxR48eITg4GHK5HHK5HMHBwUhOTq6CMyyfkublyZMnGDt2LBwcHKCvr4+mTZti2bJlKn2ysrLw0UcfwdLSEoaGhujTpw/u3bun0qcuzksBIQR69Oihdpy6OC9xcXEIDg6Gra0tDA0N4e3tjT///FOlT22blwcPHmDo0KGwt7eHgYEBunfvjuvXryuPJyUl4aOPPkKTJk1gYGAAJycnjBs3DikpKSrj1LV5KVCbfu7OmjULr7zyCoyNjWFtbY1+/frh6tWrKn2EEPjiiy9gb28PfX19dOzYERcvXlTpUxt/7lL1xPxJPeZP6jF/Uo/5k3rMn9Rj/qQec6iyYWGqmkpLS0OLFi2wePFitcdjY2NVXj///DMkEgkGDBig7BMeHo7u3bsjMDAQJ06cwMmTJzF27FhoaT37zz5o0CBERkZi586d2LlzJyIjIxEcHFzp51deJc3LxIkTsXPnTvz222+4fPkyJk6ciI8++ghbt25V9pkwYQI2b96M9evX48iRI3jy5Al69eqFvLw8ZZ+6OC8FFixYAIlEonacujgvwcHBuHr1KrZt24bz58+jf//+CAoKQkREhLJPbZoXIQT69euHW7duYevWrYiIiICzszO6dOmCtLQ0AMD9+/dx//59zJs3D+fPn8eaNWuwc+dODBs2TGWsujYvQO37uXvw4EGMGTMGx44dQ1hYGHJzcxEYGKhyznPnzsV3332HxYsX4+TJk7C1tUXXrl3x+PFjZZ/a+HOXqifmT+oxf1KP+ZN6zJ/UY/6kHvMn9ZhDlZGgag+A2Lx5c7F9+vbtK1599VWVNj8/PzFt2rQiP3Pp0iUBQBw7dkzZFh4eLgCIK1euvFTMVUHdvHh4eIgZM2aotHl7eyvnITk5Wejq6or169crj8fExAgtLS2xc+dOIUTdnJcCkZGRwsHBQcTGxhYap67Oi6GhoVi7dq1KH3Nzc/HTTz8JIWrfvFy9elUAEBcuXFC25ebmCnNzc/Hjjz8WOc4ff/wh9PT0RE5OjhCi7s5Lbf+5Gx8fLwCIgwcPCiGEUCgUwtbWVsyePVvZJzMzU8jlcrF8+XIhRN34uUvVE/Mn9Zg/qcf8ST3mT+oxf1KP+VPRmEMVjyumaoEHDx5g+/btKtX2+Ph4HD9+HNbW1ggICICNjQ06dOiAI0eOKPuEh4dDLpfDz89P2da6dWvI5XIcPXq0Ss+horRt2xbbtm1DTEwMhBDYv38/rl27hm7dugEATp8+jZycHAQGBio/Y29vD09PT+U518V5AYD09HS8/fbbWLx4MWxtbQuNUVfnpW3bttiwYQOSkpKgUCiwfv16ZGVloWPHjgBq37xkZWUBAGQymbJNW1sbenp6Kj8/XpSSkgITExPo6OgAqJvzUhd+7hbcbmBubg4AiIqKQlxcnMrPVKlUig4dOijPp67+3KXqj/nTM8yf1GP+pB7zp8KYP6nH/OkZ5lDFY2GqFvjll19gbGyM/v37K9tu3boFAPjiiy8wYsQI7Ny5E97e3ujcubPynt64uDhYW1sXGs/a2hpxcXFVE3wFW7RoEdzd3eHg4AA9PT10794dS5cuRdu2bQHkn7Oenh7MzMxUPmdjY6M857o4L0D+suyAgAD07dtX7Rh1dV42bNiA3NxcWFhYQCqV4oMPPsDmzZvRoEEDALVvXtzc3ODs7IzQ0FA8evQI2dnZmD17NuLi4hAbG6v2M4mJifjqq6/wwQcfKNvq4rzU9p+7QgiEhISgbdu28PT0BABlzDY2Nip9X/yZWhd/7lL1x/zpGeZP6jF/Uo/5U2HMn9Rj/pSPOVTJdDQdAL28n3/+Ge+8845KJVqhUAAAPvjgA7z33nsAAC8vL+zduxc///wzZs2aBQBq74UXQhR5j3x1t2jRIhw7dgzbtm2Ds7MzDh06hNGjR8POzg5dunQp8nMvnnNdm5dt27Zh3759Kvf9q1PX5gUApk2bhkePHmHPnj2wtLTEli1b8Oabb+Lw4cNo1qwZgNo1L7q6uti0aROGDRsGc3NzaGtro0uXLujRo4fa/qmpqXjttdfg7u6O6dOnqxyra/NS23/ujh07FufOnVN75ffF2EtzPrX95y5Vf8yfnmH+pB7zJ/WYPxXG/Ek95k/5mEOVjIWpGu7w4cO4evUqNmzYoNJuZ2cHAHB3d1dpb9q0KaKjowEAtra2ePDgQaExHz58WKhyWxNkZGTg008/xebNm/Haa68BAJo3b47IyEjMmzcPXbp0ga2tLbKzs/Ho0SOVynN8fDwCAgIA1M152bdvH27evAlTU1OVzw4YMADt2rXDgQMH6uS83Lx5E4sXL8aFCxfg4eEBAGjRogUOHz6MJUuWYPny5bVuXgDAx8cHkZGRSElJQXZ2NqysrODn5wdfX1+Vfo8fP0b37t1hZGSEzZs3Q1dXV3msLs5Lbf65+9FHH2Hbtm04dOgQHBwclO0Ft63ExcUpzx/I/5lacD518ecuVX/Mn55h/qQe8yf1mD8VjfmTenU5fwKYQ5UWb+Wr4VatWgUfHx+0aNFCpb1+/fqwt7cv9EjKa9euwdnZGQDg7++PlJQUnDhxQnn8+PHjSElJUf5Fr0lycnKQk5Oj8vQGIP8+5oJKvI+PD3R1dREWFqY8HhsbiwsXLijPuS7Oy5QpU3Du3DlERkYqXwDw/fffY/Xq1QDq5rykp6cDQLF9atu8PE8ul8PKygrXr1/HqVOnVG5TSE1NRWBgIPT09LBt2zaVFQdA3ZyX2vhzVwiBsWPH4q+//sK+ffvg4uKictzFxQW2trYqP1Ozs7Nx8OBB5fnUxZ+7VP0xf3qG+ZN6zJ/UY/5UMuZP6tWl/AlgDlVmVbHDOpXd48ePRUREhIiIiBAAxHfffSciIiLEnTt3lH1SUlKEgYGBWLZsmdoxvv/+e2FiYiI2btworl+/LqZNmyZkMpm4ceOGsk/37t1F8+bNRXh4uAgPDxfNmjUTvXr1qvTzK6+S5qVDhw7Cw8ND7N+/X9y6dUusXr1ayGQysXTpUuUYo0aNEg4ODmLPnj3izJkz4tVXXxUtWrQQubm5yj51cV5eBDVPYalr85KdnS0aNmwo2rVrJ44fPy5u3Lgh5s2bJyQSidi+fbvye2rbvPzxxx9i//794ubNm2LLli3C2dlZ9O/fX/n51NRU4efnJ5o1ayZu3LghYmNjla/a/P9RSfMiRO37ufvhhx8KuVwuDhw4oPLfOT09Xdln9uzZQi6Xi7/++kucP39evP3228LOzk6kpqYq+9TGn7tUPTF/Uo/5k3rMn9Rj/qQe8yf1mD+pxxyqbFiYqqb2798vABR6DRkyRNlnxYoVQl9fXyQnJxc5zqxZs4SDg4MwMDAQ/v7+4vDhwyrHExMTxTvvvCOMjY2FsbGxeOedd8SjR48q6axeXknzEhsbK4YOHSrs7e2FTCYTTZo0EfPnzxcKhUI5RkZGhhg7dqwwNzcX+vr6olevXiI6Olrle+rivLxIXWJVF+fl2rVron///sLa2loYGBiI5s2bF3r8cW2bl4ULFwoHBwehq6srnJycxLRp00RWVlaJnwcgoqKilP3q2rwUqE0/d4v677x69WplH4VCIaZPny5sbW2FVCoV7du3F+fPn1cZpzb+3KXqifmTesyf1GP+pB7zJ/WYP6nH/Ek95lBlIxFCiOLXVBEREREREREREVU87jFFREREREREREQawcIUERERERERERFpBAtTRERERERERESkESxMERERERERERGRRrAwRUREREREREREGsHCFBERERERERERaQQLU0REREREREREpBEsTBERERERERERkUawMEVEdZIQAl26dEG3bt0KHVu6dCnkcjmio6M1EBkRERFR9cT8iYgqAwtTRFQnSSQSrF69GsePH8eKFSuU7VFRUZg8eTIWLlwIJyenCv3OnJycCh2PiIiIqCoxfyKiysDCFBHVWY6Ojli4cCEmTZqEqKgoCCEwbNgwdO7cGa1atULPnj1hZGQEGxsbBAcHIyEhQfnZnTt3om3btjA1NYWFhQV69eqFmzdvKo/fvn0bEokEf/zxBzp27AiZTIbffvtNE6dJREREVGGYPxFRRZMIIYSmgyAi0qR+/fohOTkZAwYMwFdffYWTJ0/C19cXI0aMwODBg5GRkYHJkycjNzcX+/btAwBs2rQJEokEzZo1Q1paGj7//HPcvn0bkZGR0NLSwu3bt+Hi4oL69etj/vz58PLyglQqhb29vYbPloiIiOjlMX8ioorCwhQR1Xnx8fHw9PREYmIi/vzzT0REROD48ePYtWuXss+9e/fg6OiIq1evonHjxoXGePjwIaytrXH+/Hl4enoqE6sFCxZg/PjxVXk6RERERJWO+RMRVRTeykdEdZ61tTVGjhyJpk2b4vXXX8fp06exf/9+GBkZKV9ubm4AoFxufvPmTQwaNAiurq4wMTGBi4sLABTa8NPX17dqT4aIiIioCjB/IqKKoqPpAIiIqgMdHR3o6OT/SFQoFOjduzfmzJlTqJ+dnR0AoHfv3nB0dMSPP/4Ie3t7KBQKeHp6Ijs7W6W/oaFh5QdPREREpAHMn4ioIrAwRUT0Am9vb2zatAn169dXJlvPS0xMxOXLl7FixQq0a9cOAHDkyJGqDpOIiIio2mD+RETlxVv5iIheMGbMGCQlJeHtt9/GiRMncOvWLezevRvvv/8+8vLyYGZmBgsLC6xcuRI3btzAvn37EBISoumwiYiIiDSG+RMRlRcLU0REL7C3t8d///2HvLw8dOvWDZ6enhg/fjzkcjm0tLSgpaWF9evX4/Tp0/D09MTEiRPx7bffajpsIiIiIo1h/kRE5cWn8hERERERERERkUZwxRQREREREREREWkEC1NERERERERERKQRLEwREREREREREZFGsDBFREREREREREQawcIUERERERERERFpBAtTRERERERERESkESxMERERERERERGRRrAwRUREREREREREGsHCFBERERERERERaQQLU0REREREREREpBEsTBERERERERERkUawMEVERERERERERBrBwhQREREREREREWkEC1NERERERERERKQRLEwREREREREREZFGsDBFREREREREREQawcIUERERERERERFpBAtTRFRpzp07h/feew8uLi6QyWQwMjKCt7c35s6di6SkJJW+OTk5WLZsGfz9/SGXy6Gvr4+mTZtiypQpSExM1NAZFE0ikeCLL76o8HE7duyIjh07Vvi4REREVP0cP34cr7/+OpycnCCVSmFjYwN/f398/PHHhfqWJVfKy8vDd999h+7du8PBwQEGBgbKvsnJyVV0dqWzZs0aSCQS3L59u0LHvX37NiQSCdasWVOh4xJRxZMIIYSmgyCi2ufHH3/E6NGj0aRJE4wePRru7u7IycnBqVOn8OOPP6JFixbYvHkzACA9PR09e/bEkSNHMHLkSPTq1Qv6+voIDw/HvHnzYGRkhLCwMDRp0kTDZ/XMsWPH4ODgAAcHhwod99KlSwAAd3f3Ch2XiIiIqpft27ejT58+6NixI0aMGAE7OzvExsbi1KlTWL9+Pe7du6fsW9Zc6cmTJ7C3t8fbb7+Nrl27wtLSEmfOnMHMmTNhZ2eHU6dOQV9fX1OnruLhw4e4efMmvLy8IJVKK2zcrKwsREREoEGDBrCysqqwcYmo4rEwRUQVLjw8HO3atUPXrl2xZcuWQklGdnY2du7ciT59+gAAPvjgA6xcuRLr169HUFCQSt9r166hVatWcHBwwNmzZ6GtrV1l50FERERUWTp06ICYmBhcuXIFOjo6KscUCgW0tJ7d3FLWXCkvLw/JycmwsLBQ6fvnn3/izTffxK+//op333238k6OiKgMeCsfEVW4b775BhKJBCtXrlR75UtPT09ZlIqLi8PPP/+Mbt26FUq0AKBx48aYPHkyLl68iC1btpT43adOnUKfPn1gbm4OmUwGLy8v/PHHHyp9CpaM79u3DyNGjICFhQVMTEwwePBgpKWlIS4uDgMHDoSpqSns7OwwadIk5OTkqIzx4q186enpmDRpkvK2RXNzc/j6+mLdunXKPrdu3cJbb70Fe3t75XL9zp07IzIyUtlH3a18SUlJGD16NOrVqwc9PT24urpi6tSpyMrKKhTT2LFj8euvv6Jp06YwMDBAixYt8M8//6j0e/jwIUaOHAlHR0dIpVJYWVmhTZs22LNnT4nzS0RERBUjMTERlpaWhYpSAFSKUuXJlbS1tQsVpQCgVatWAIC7d++WGJ8QAkuXLkXLli2hr68PMzMzvPHGG7h165ZKv44dO8LT0xPh4eEICAiAvr4+6tevj9WrVwPIXxnm7e0NAwMDNGvWDDt37lT5vLpb+SIiItCrVy9YW1tDKpXC3t4er732msoqso0bN8LPzw9yuRwGBgZwdXXF+++/rzxe1K18R44cQefOnWFsbAwDAwMEBARg+/btamPav38/PvzwQ1haWsLCwgL9+/fH/fv3Vfru27cPHTt2hIWFBfT19eHk5IQBAwYgPT29xDkmonwsTBFRhcrLy8O+ffvg4+MDR0fHEvvv378fubm56NevX5F9Co6FhYWVOFabNm2QnJyM5cuXY+vWrWjZsiWCgoLU7i8wfPhwyOVyrF+/HtOmTcPvv/+OESNG4LXXXkOLFi3w559/YsiQIZg/fz5++OGHYr87JCQEy5Ytw7hx47Bz5078+uuvePPNN1X2fOjZsydOnz6NuXPnIiwsDMuWLYOXl1exez1kZmaiU6dOWLt2LUJCQrB9+3a8++67mDt3Lvr371+o//bt27F48WLMmDEDmzZtgrm5OV5//XWVJDI4OBhbtmzB559/jt27d+Onn35Cly5dquVeXkRERLWVv78/jh8/jnHjxuH48eOFLoIVqMhcad++fQAADw+PEuP74IMPMGHCBHTp0gVbtmzB0qVLcfHiRQQEBODBgwcqfePi4vDee+9h+PDh2Lp1K5o1a4b3338fM2bMQGhoKD755BNs2rQJRkZG6NevX6HizvPS0tLQtWtXPHjwAEuWLEFYWBgWLFgAJycnPH78GED+6vygoCC4urpi/fr12L59Oz7//HPk5uYWe04HDx7Eq6++ipSUFKxatQrr1q2DsbExevfujQ0bNhTqP3z4cOjq6uL333/H3LlzceDAAZWVZrdv38Zrr70GPT09/Pzzz9i5cydmz54NQ0NDZGdnlzjHRPSUICKqQHFxcQKAeOutt0rVf/bs2QKA2LlzZ5F9MjIyBADRo0ePYsdyc3MTXl5eIicnR6W9V69ews7OTuTl5QkhhFi9erUAID766COVfv369RMAxHfffafS3rJlS+Ht7a3SBkBMnz5d+d7T01P069evyNgSEhIEALFgwYJiz6FDhw6iQ4cOyvfLly8XAMQff/yh0m/OnDkCgNi9e7dKTDY2NiI1NVXZFhcXJ7S0tMSsWbOUbUZGRmLChAnFxkFERESVKyEhQbRt21YAEACErq6uCAgIELNmzRKPHz9W9quoXOnevXvCxsZG+Pr6KnOiooSHhwsAYv78+Srtd+/eFfr6+uKTTz5RtnXo0EEAEKdOnVK2JSYmCm1tbaGvry9iYmKU7ZGRkQKAWLRokbKtIC+LiooSQghx6tQpAUBs2bKlyPjmzZsnAIjk5OQi+0RFRQkAYvXq1cq21q1bC2tra5X5zc3NFZ6ensLBwUEoFAqVmEaPHq0y5ty5cwUAERsbK4QQ4s8//xQARGRkZJFxEFHJuGKKiGoMiURS5LEbN27gypUreOeddwAAubm5ylfPnj0RGxuLq1evqnymV69eKu+bNm0KAHjttdcKtd+5c6fY2Fq1aoV///0XU6ZMwYEDB5CRkaFy3NzcHA0aNMC3336L7777DhEREVAoFMWfMPKvbBoaGuKNN95QaR86dCgAYO/evSrtnTp1grGxsfK9jY0NrK2tVeJv1aoV1qxZg5kzZ+LYsWNFXqElIiKiymNhYYHDhw/j5MmTmD17Nvr27Ytr164hNDQUzZo1Q0JCQpnHLCpXSkpKQs+ePSGEwIYNG1RuFVTnn3/+gUQiwbvvvquSU9na2qJFixY4cOCASn87Ozv4+Pgo35ubm8Pa2hotW7aEvb29sr0g1your2rYsCHMzMwwefJkLF++XPlgmOe98sorAICBAwfijz/+QExMTLHnA+SvxDp+/DjeeOMNGBkZKdu1tbURHByMe/fuFcoVC7aeKNC8eXOV+Fu2bAk9PT2MHDkSv/zyS6HbHImodFiYIqIKZWlpCQMDA0RFRZWqv5OTEwAU27/gWHG3BhYsKZ80aRJ0dXVVXqNHjwaAQgmeubm5yns9Pb0i2zMzM4s9j0WLFmHy5MnYsmULOnXqBHNzc/Tr1w/Xr18HkJ8o7t27F926dcPcuXPh7e0NKysrjBs3TrksXZ3ExETY2toWSjStra2ho6NT6PY7dftJSKVSlULZhg0bMGTIEPz000/w9/eHubk5Bg8ejLi4uGLPkYiIiCqer68vJk+ejI0bN+L+/fuYOHEibt++jblz5wJ4+Vzp0aNH6Nq1K2JiYhAWFgZXV9cSY3rw4AGEELCxsSmUVx07dqzEnArIz5+KyrWKy6vkcjkOHjyIli1b4tNPP4WHhwfs7e0xffp05cW09u3bY8uWLcjNzcXgwYPh4OAAT09Plb091c2DEAJ2dnaFjhUUz0rKqwr2Ti3Iqxo0aIA9e/bA2toaY8aMQYMGDdCgQQMsXLiwyDiIqDAWpoioQmlra6Nz5844ffq0ygaVRenUqRN0dHSK3di84FjXrl2L7GNpaQkACA0NxcmTJ9W+WrZsWZZTKRNDQ0N8+eWXuHLlCuLi4rBs2TIcO3YMvXv3VvZxdnbGqlWrEBcXh6tXr2LixIlYunQp/ve//xU5roWFhTI5fF58fDxyc3OV510WlpaWWLBgAW7fvo07d+5g1qxZ+Ouvv5SrsIiIiEgzdHV1MX36dADAhQsXALxcrvTo0SN06dIFUVFRCAsLU674KYmlpSUkEgmOHDmiNqcqzQNpXkazZs2wfv16JCYmIjIyEkFBQZgxYwbmz5+v7NO3b1/s3bsXKSkpOHDgABwcHDBo0CCEh4erHdPMzAxaWlqIjY0tdKxgz6vy5FXt2rXD33//jZSUFBw7dgz+/v6YMGEC1q9fX+axiOoqFqaIqMKFhoZCCIERI0ao3fgxJycHf//9NwDA1tYW77//Pnbt2qV208lr165hzpw58PDwKHbTzyZNmqBRo0Y4e/YsfH191b6ev8WtMtnY2GDo0KF4++23cfXqVbVPZWncuDGmTZuGZs2a4cyZM0WO1blzZzx58qRQArh27Vrl8Zfh5OSEsWPHomvXrsXGQURERBVLXYEEAC5fvgzg2Sqe8uZKBUWpW7duYffu3fDy8ip1bL169YIQAjExMWpzqmbNmpXhTMtPIpGgRYsW+P7772Fqaqo2V5FKpejQoQPmzJkDIP+JfuoYGhrCz88Pf/31l8pKcoVCgd9++w0ODg5o3LhxuWPV1taGn58flixZAgDMq4jKoPCzSYmIXpK/vz+WLVuG0aNHw8fHBx9++CE8PDyQk5ODiIgIrFy5Ep6ensrVRN999x2uXr2Kd999F4cOHULv3r0hlUpx7NgxzJs3D8bGxti0aRO0tbWL/d4VK1agR48e6NatG4YOHYp69eohKSkJly9fxpkzZ7Bx48ZKO2c/Pz/06tULzZs3h5mZGS5fvoxff/0V/v7+MDAwwLlz5zB27Fi8+eabaNSoEfT09LBv3z6cO3cOU6ZMKXLcwYMHY8mSJRgyZAhu376NZs2a4ciRI/jmm2/Qs2dPdOnSpUxxpqSkoFOnThg0aBDc3NxgbGyMkydPYufOnWqf8kdERESVo1u3bnBwcEDv3r3h5uYGhUKByMhIzJ8/H0ZGRhg/fryyb1lzpYyMDHTr1g0RERFYsGABcnNzcezYMeV4VlZWaNCgQZGxtWnTBiNHjsR7772HU6dOoX379jA0NERsbCyOHDmCZs2a4cMPP6yUefnnn3+wdOlS9OvXD66urhBC4K+//kJycrJyRdjnn3+Oe/fuoXPnznBwcEBycjIWLlwIXV1ddOjQocixZ82aha5du6JTp06YNGkS9PT0sHTpUly4cAHr1q0rdj9TdZYvX459+/bhtddeg5OTEzIzM/Hzzz8DQJlzNKK6jIUpIqoUI0aMQKtWrfD9999jzpw5iIuLg66uLho3boxBgwZh7Nixyr6GhoYICwvDjz/+iLVr12Lt2rXIyclB/fr1MXz4cHzyySdq9056UadOnXDixAl8/fXXmDBhAh49egQLCwu4u7tj4MCBlXm6ePXVV7Ft2zZ8//33SE9PR7169TB48GBMnToVQP7VzgYNGmDp0qW4e/cuJBIJXF1dMX/+fHz00UdFjiuTybB//35MnToV3377LR4+fIh69eph0qRJyqX+ZSGTyeDn54dff/0Vt2/fRk5ODpycnDB58mR88skn5T5/IiIiKptp06Zh69at+P777xEbG4usrCzY2dmhS5cuCA0NVW4UDpQ9V3rw4AFOnjwJACoFrgJDhgzBmjVrio1vxYoVaN26NVasWIGlS5dCoVDA3t4ebdq0QatWrSpmEtRo1KgRTE1NMXfuXNy/fx96enpo0qQJ1qxZgyFDhgDIvyB46tQpTJ48GQ8fPoSpqSl8fX2xb98+eHh4FDl2hw4dsG/fPkyfPh1Dhw6FQqFAixYtsG3btkIPxSmNli1bYvfu3Zg+fTri4uJgZGQET09PbNu2DYGBgeWeA6K6RiJe3LiEiIiIiIiIiIioCnCPKSIiIiIiIiIi0ggWpoiIiIiIiIiISCNYmCIiIiIiIiIiIo1gYYqIiIiIiIiIiDSChSkiIiIiIiIiItIIFqaIiIiIiIiIiEgjWJgiIiIiIiIiIiKN0NF0ADWVQqHA/fv3YWxsDIlEoulwiIiIqJIIIfD48WPY29tDS4vX9F4WcygiIqLaryz5EwtT5XT//n04OjpqOgwiIiKqInfv3oWDg4Omw6jxmEMRERHVHaXJn1iYKidjY2MA+ZNsYmKi4WiIiIiosqSmpsLR0VH5u59eDnMoIiKi2q8s+RMLU+VUsPTcxMSESRUREVEdwNvOKgZzKCIiorqjNPkTN0ogIiIiIiIiIiKNYGGKiIiIiIiIiIg0goUpIiqXx5k5eJSWrekwiIiIiGoMIQTuJqVDCKHpUIiIqg0WpoiozIQQ6P3DEXSafwDp2bmaDoeIiIioRtgSGYN2c/dj+cFbmg6FiKja4ObnRFRm9x5l4HZiOgDgdkI63O3zN6/NzlXg4v0U5Cl4FZCIqp6juQFsTGSaDoOIqEhHricCAM5EP1K2CSGw8tAt3H2UrqmwiKgOk+loY1ovd43GwMIUEZXZlbjHyj/HJGcoC1Ofbj6PP0/f01RYRFTHfd7LHe+3ddF0GERERbr6IBUAEPMoQ9kWfisRs/69oqmQiKiOM5HpsDBFRDXPldhU5Z/vJz9LrA5ffwgAqGeqDz0d3ilMRFXLRF9X0yEQERUpN0+Baw+eAMi/sFfg7N0UAIC7nQkCPWw0EhsR1V1SHW1Nh8DCFBGV3ZUHqiumACD+cSYepGZBIgF2T2wPQyl/vBAREREVuJ2YhuxcBQAgJSMHT7JyYSTVwYX7+YWp3i3s8WHHBpoMkYhII7ikgYjK7PkVUwWFqYv389tcLQ1ZlCIiIiJ6weXYxyrvC27nuxiTX5jyrGdS5TEREVUHLEwRUZlk5uQhKiFN+b4gqbpwLz+palZPrpG4iIiIiKqzq3EvFKaS05GamaN8oIynPXMoIqqbuKyBiEolJSMH609Eo76lIZ5/6F7BHlMFy9A9WZgiIiIiUgq79ACJT7Jw+bkV50D+xT193fy2eqb6MDPU00R4REQax8IUEZXK78ejMWfnFehoSQAAbrbGuBL3GPGPs5CVm4cLMfmJFQtTRERERPly8xT4aN0ZZOYooP00h3K3M8Gl2FTce5SBzJz8Pad4Gx8R1WW8lY+ISuX209v3cp8ul/JvYAGZbv6PkMuxj5V7TbnbM7EiIiIiAoD4x1nK4lPe0xyqc1NrAMC95AzlinNuhUBEdRkLU0RUKvdTMlTee9jLYW+qDwDYdTEOAOBiaQgTGR/XTkRERAQ82/KgQD1TfXg8vYgX8ygD559ufO7BwhQR1WG8lY+ISqUgsQrp2hhp2bno1dwOWyNjcOthGv4+ex8AlIkWERERET17enELR1O0bWgBX2dzWBpJAQBX4lKRmaOARMIVU0RUt7EwRUQlEkLgfnImAKBPC3vUtzQEkH/VDwDuPX0yXw9PO80ESERERFQNFeRPDSwN8b9ubgCApLRsAFDe4hfobqMsVhER1UW8lY+ISpScnoOMnDwAgK1cpmwvKEwBgKO5Prp52FR5bERERETVVezTrRDsTJ/lT2YGutDX1Va+H97OtcrjIiKqTliYIqISFewvZWmkB9lziZT9c4WpYW1coKPNHylERFVl6dKlcHFxgUwmg4+PDw4fPlxs/4MHD8LHxwcymQyurq5Yvny5yvGLFy9iwIABqF+/PiQSCRYsWFBojC+++AISiUTlZWtrW5GnRVSrFGyF8HzOJJFIUM8s/30LBzl8nc00EhsRUXXBf0USUYkKlqE/n1QBgItV/i19cn1dvOnrWOVxERHVVRs2bMCECRMwdepUREREoF27dujRoweio6PV9o+KikLPnj3Rrl07RERE4NNPP8W4ceOwadMmZZ/09HS4urpi9uzZxRabPDw8EBsbq3ydP3++ws+PqLaIKSKHauloCgD4sGNDSCSSqg6LiKha4R5TRFQi5TL0527jAwAvR1N81dcD7vYmMJTyxwkRUVX57rvvMGzYMAwfPhwAsGDBAuzatQvLli3DrFmzCvVfvnw5nJyclKugmjZtilOnTmHevHkYMGAAAOCVV17BK6+8AgCYMmVKkd+to6PDVVJEpVSQQ9nLVQtTX/TxwLC2LmhqxwfHEBFxxRQRlShGzTJ0IH8perB/ffg4m2siLCKiOik7OxunT59GYGCgSntgYCCOHj2q9jPh4eGF+nfr1g2nTp1CTk5Omb7/+vXrsLe3h4uLC9566y3cunWr2P5ZWVlITU1VeRHVBWlZuUhOz///y95U9eKekVSHRSkioqdYmCKiEilv5Xvhah8REVW9hIQE5OXlwcZG9YETNjY2iIuLU/uZuLg4tf1zc3ORkJBQ6u/28/PD2rVrsWvXLvz444+Ii4tDQEAAEhMTi/zMrFmzIJfLlS9HR976TXVDwWopY5kOjGW6Go6GiKj6YmGKiEoUW8SKKSIi0pwX96URQhS7V426/urai9OjRw8MGDAAzZo1Q5cuXbB9+3YAwC+//FLkZ0JDQ5GSkqJ83b17t9TfR1STxfDCHhFRqXBTGCIq0bMnyshK6ElERJXN0tIS2trahVZHxcfHF1oVVcDW1lZtfx0dHVhYWJQ7FkNDQzRr1gzXr18vso9UKoVUKi33dxDVVLHMn4iISoUrpoioWLl5Cjx4nAWAK6aIiKoDPT09+Pj4ICwsTKU9LCwMAQEBaj/j7+9fqP/u3bvh6+sLXd3y32KUlZWFy5cvw87OrtxjENVW97ninIioVFiYIqJixT/OQp5CQFdbAisjXvEmIqoOQkJC8NNPP+Hnn3/G5cuXMXHiRERHR2PUqFEA8m+fGzx4sLL/qFGjcOfOHYSEhODy5cv4+eefsWrVKkyaNEnZJzs7G5GRkYiMjER2djZiYmIQGRmJGzduKPtMmjQJBw8eRFRUFI4fP4433ngDqampGDJkSNWdPFENobyVj4UpIqJi8VY+IipWVEIaAMBWLoOWVun3ISEiosoTFBSExMREzJgxA7GxsfD09MSOHTvg7OwMAIiNjUV0dLSyv4uLC3bs2IGJEydiyZIlsLe3x6JFizBgwABln/v378PLy0v5ft68eZg3bx46dOiAAwcOAADu3buHt99+GwkJCbCyskLr1q1x7Ngx5fcS0TM3Hj4BADiYsTBFRFQcFqaIqFgHrsYDAFrVL/8eJEREVPFGjx6N0aNHqz22Zs2aQm0dOnTAmTNnihyvfv36yg3Ri7J+/foyxUhUVyU8ycK5e8kAAD8X5lBERMXhrXxEVKy9V/ILU52bWms4EiIiIqKa4cDVhxAC8KxnAls5Nz8nIioOC1NEVKSohDTcepgGHS0J2jWy1HQ4RERERDXCvisPAACvuql/UiYRET3DwhQRFWnv5fykys/VHMay8j+1iYiIiKiuyM5V4NC1BABAZzeuOCciKgkLU0SklhACuy/lF6Y682ofERERUakcuvYQT7JyYWUsRbN6ck2HQ0RU7XHzcyIq5EFqJiZtPIsTUUkAuL8UERERUWms+S8K3/x7BQDQ1d2GTzQmIioFFqaIqJDQv87j8PUESHW0MO21pnC2MNR0SERERETV2pnoR/ji70sAgI5NrPC/wCYajoiIqGZgYYqIVGRk5+HI9fx9EdaPbA0vJzMNR0RERERU/e27nP8k40B3G6wI9oFEwtVSRESlUSP2mFq6dClcXFwgk8ng4+ODw4cPF9k3NjYWgwYNQpMmTaClpYUJEyao7bdp0ya4u7tDKpXC3d0dmzdvrqToiWqWk7eTkJ2ngJ1chpaOppoOh4iIiKhGOHwj/8JeV3cbFqWIiMqg2hemNmzYgAkTJmDq1KmIiIhAu3bt0KNHD0RHR6vtn5WVBSsrK0ydOhUtWrRQ2yc8PBxBQUEIDg7G2bNnERwcjIEDB+L48eOVeSpENcKRp0lV24aWTKqIiIiISiElPQfn7yUDANo2stRsMERENUy1L0x99913GDZsGIYPH46mTZtiwYIFcHR0xLJly9T2r1+/PhYuXIjBgwdDLlf/FIwFCxaga9euCA0NhZubG0JDQ9G5c2csWLCgEs+EqGYouI2PSRURERFR6YTfSoBCAA2sDGEn19d0OERENUq1LkxlZ2fj9OnTCAwMVGkPDAzE0aNHyz1ueHh4oTG7detW7JhZWVlITU1VeRHVNglPsnApNv/vdpuGLEwRERERlcbhpxf22jWy0nAkREQ1T7UuTCUkJCAvLw82NjYq7TY2NoiLiyv3uHFxcWUec9asWZDL5cqXo6Njub+fqLr67+ltfE3tTGBpJNVwNEREREQ1w/NbIRARUdlU68JUgRf3uRFCvPTeN2UdMzQ0FCkpKcrX3bt3X+r7iaqjE1FJAICABhYajoSIiIioZniQmok7ienQkgB+ruaaDoeIqMbR0XQAxbG0tIS2tnahlUzx8fGFVjyVha2tbZnHlEqlkEq5goRqtzPRyQAAX2czzQZCREREVEOcufMIANDE1gTGMl0NR0NEVPNU6xVTenp68PHxQVhYmEp7WFgYAgICyj2uv79/oTF37979UmMS1XRPsnJxNS5/fylvFqaIiIiISuX008KUj7OpZgMhIqqhqvWKKQAICQlBcHAwfH194e/vj5UrVyI6OhqjRo0CkH+LXUxMDNauXav8TGRkJADgyZMnePjwISIjI6Gnpwd3d3cAwPjx49G+fXvMmTMHffv2xdatW7Fnzx4cOXKkys+PqLo4dzcZCgHUM9WHjYlM0+EQERER1QinowsKU7ywR0RUHtW+MBUUFITExETMmDEDsbGx8PT0xI4dO+Ds7AwAiI39//buPC6qev8f+GuAYYdBdpBdU1BEBRJFTSvDpVxKb2Z9aXEprmmK1VVLb6mVVtZVc61M7WdXLZfU8pqYSyq4ISiKC4qAIohsg7LNMPP5/YFMjowLOjAj83o+HlPyOZ85530+5cyb9/mcz8lDTk6O1ns6d+6s+XNycjL++9//wt/fH1lZWQCA6OhorF27FtOmTcP06dPRqlUrrFu3DlFRUU12XkTG5tjNpKqzn5NhAyEiIiJ6RFQpVTiVe3PGuR8LU0RED8LoC1MAMHbsWIwdO1bntpUrV9ZrE0Lcc5/Dhg3DsGHDHjY0ombj72noTKqIiIiI7sepK3IoVGq42lvCz9nW0OEQET2SjHqNKSJqGkIIpFwqBcCrfURERET3q+7CXrhfi4d+ajgRkaliYYqIkFlYjtIKJawszBDi5WjocIiIiIgeCZrCFGecExE9MBamiAj7MwoB1K4vZWnBjwUiIiKie1Gq1Eg8XwQAiAp0NnA0RESPLv4GSkTYfbYAANC7rbuBIyEiIiJ6NCRnl+B6dQ2c7SzR0cfJ0OEQET2yWJgiMnFVShWSLtRe7XuShSkiIiKi+7Ln7DUAQK82bjAz4/pSREQPqlGeylddXY3Dhw8jKysLFRUVcHNzQ+fOnREYGNgYhyOih3AwswjVNWp4yazRxsPe0OEQERERPRL2aGacuxk4EiKiR5teC1OJiYn45ptv8Ouvv0KhUMDJyQk2NjYoLi5GdXU1goKC8OabbyIuLg4ODg76PDQRPaC6q32927rxaTJERERE9yFPXokz+dchkQBPPMbCFBHRw9DbrXyDBw/GsGHD0LJlS/zxxx+4fv06ioqKcPnyZVRUVCAjIwPTpk3Dn3/+iTZt2iAhIUFfhyaiByCEwJ+nr+L3tDwAQK82vI2PiIiI6F7Sr5RhyoY0AEAnXye0sLM0cERERI82vc2YiomJwS+//AJLS90fzEFBQQgKCsJrr72GU6dO4cqVK/o6NBE9gBlb07EyMQsA4CWzRo/HXA0bEBEREZGRS79ShiGLDkChUgMA3ujOpUqIiB6W3gpTb7/99n33bd++Pdq3b6+vQxNRA10tq8Lqg9kAgDE9AzGmZxDsrRplyTkiIiKiZuO7fZlQqNSI9G+BT5/vgLaeXJ6EiOhhNcpvopWVlUhISMC5c+cgkUjw2GOP4ZlnnoGNjU1jHI6IGujHpCzUqAW6BDjjw2fbGTocIiIiIqN3tawKW4/X3vXx74HtWJQiItITvRemtmzZgtGjR6OwsFCr3dXVFcuXL8fAgQP1fUgiaoBKhQr/PZQDABjZI8CwwRARERE9Iv5fUjZq1AKPB7RAmI+TocMhImo29Lb4OVD7VL5hw4bhiSeewIEDB1BcXIzi4mLs378fPXv2xLBhw5CUlKTPQxJRA61MzEJJhRI+LWzwTDtPQ4dDREREZPSyi8rxY1IWAGAk15UiItIrvRamPvnkE7zxxhtYv349unXrBicnJzg5OSE6OhobNmzA66+/jlmzZunzkETUAPszCvHlH2cAAOOebA1zM4mBIyIioge1ePFiBAYGwtraGhEREdi3b99d++/duxcRERGwtrZGUFAQli5dqrX91KlTGDp0KAICAiCRSDBv3jy9HJfoUSevVGLkyiMoq6pBR18nPNPOw9AhERE1K3q9lS8pKQmff/75Hbe//fbb6NWrlz4PSUT3qaRcgXFrjkEtgGERPhj+uK+hQyIiMinl5eXYu3cvcnJyoFAotLa98847DdrXunXrMHHiRCxevBjdu3fHsmXL0L9/f6Snp8PPz69e/4sXL2LAgAEYM2YMVq9ejQMHDmDs2LFwc3PD0KFDAQAVFRUICgrCP/7xD8THx+vluETNwextp3HhWjm8ZNb4LjYCFuZ6vbZPRGTyJEIIoa+d2djY4MyZM/D399e5PTs7GyEhIaioqNDXIQ2mrKwMMpkMcrkcjo6Ohg6H6J62n8xH3OpkBLjYYvvEJ2AtNTd0SEREjwR9fOenpKRgwIABqKioQHl5OZydnVFYWAhbW1u4u7sjMzOzQfuLiopCeHg4lixZomkLCQnBkCFDMHv27Hr9J0+ejC1btuD06dOatri4OBw/flznMgsBAQGYOHEiJk6c+FDH1YU5FD1qnpq7B5mF5fj+1Uj04WwpIqL70pDve72W+9u0aYNdu3bdcfuff/6J1q1b6/OQRHSfMgtvAAA6+TqxKEVE1MTi4+MxcOBAFBcXw8bGBgcPHkR2djYiIiIwd+7cBu1LoVAgOTkZMTExWu0xMTFITEzU+Z6kpKR6/fv27YujR49CqVQ22nGJHnVKlRo5xbUX1du3ZCGViKgx6LUw9frrr+O9997Dtm3b6m37/fff8a9//QtvvPGGPg9JRPcp81o5ACDIzd7AkRARmZ7U1FS8++67MDc3h7m5Oaqrq+Hr64svvvgCH3zwQYP2VVhYCJVKBQ8P7ZkbHh4eyM/P1/me/Px8nf1ramrqPUlZn8cFgOrqapSVlWm9iB4VOcUVqFEL2Fqaw9PR2tDhEBE1S3pdY2rChAlITEzEc889h7Zt2yIkJAQAkJ6ejoyMDAwZMgQTJkzQ5yGJ6D5lXqudMRXkZmfgSIiITI9UKoVEUvvACQ8PD+Tk5CAkJAQymQw5OTkPtM+6/dURQtRru1d/Xe36Pu7s2bMxY8aMBh2DyFjUXdgLdLVr8N8VIiK6P3qdMWVmZoZffvkFa9asQdu2bXHmzBmcOXMGwcHB+Omnn7BhwwaYmXGxQKKmJoTAhboZU66cMUVE1NQ6d+6Mo0ePAgCefPJJ/Pvf/8ZPP/2EiRMnokOHDg3al6urK8zNzevNUiooKKg3m6mOp6enzv4WFhZwcXFptOMCwNSpUyGXyzWvS5cu3dfxiIzB3xf2mD8RETUWvc6YqjN8+HAMHz68MXZNRA+guFwBeaUSEkntFT8iImpan332Ga5fvw4AmDVrFl577TX885//ROvWrbFixYoG7cvS0hIRERFISEjA888/r2lPSEjA4MGDdb6nW7du2Lp1q1bbjh07EBkZCalU2mjHBQArKytYWVnd1zGIjM2tM6aIiKhxNEphioiMS2ZhbVLlLbOBjSUXPiciaio3btyAvb09IiMjNW1ubm461+NsiEmTJiE2NhaRkZHo1q0bvv32W+Tk5CAuLg5A7Syl3Nxc/PjjjwBqn8C3cOFCTJo0CWPGjEFSUhKWL1+ONWvWaPapUCiQnp6u+XNubi5SU1Nhb2+veXjNvY5L1NzUPTymFZdCICJqNHotTJmZmd3z3muJRIKamhp9HpaI7oHrSxERGYarqyuefPJJDBo0CIMGDULLli31st/hw4ejqKgIM2fORF5eHkJDQ7Ft2zb4+/sDAPLy8rTWrgoMDMS2bdsQHx+PRYsWwdvbGwsWLMDQoUM1fa5cuYLOnTtrfp47dy7mzp2LXr16Yc+ePfd1XKLm5mIhl0IgImpsElG38qUebN68+Y7bEhMT8c0330AIgcrKSn0d0mDKysogk8kgl8vh6MhHx5Jxm73tNJb9lYnXowPw8aD2hg6HiOiR8jDf+dnZ2diyZQs2b96Mffv2ISwsDIMGDcLgwYMRFhbWSBEbN+ZQ9KiQVyrRccYOAMDJGX1hb8WbTYiI7ldDvu/1+umqa32BM2fOYOrUqdi6dSteeeUVzJo1S5+HJKL7oFn4nDOmiIialL+/P8aPH4/x48dDLpdj27Zt2Lx5M7766iu0aNFCU6Tq1asXzM15qzWRMambce7haMWiFBFRI2q0R+RduXIFY8aMQVhYGGpqapCamopVq1bBz8+vsQ5JRHdQtz4Cp6ETERmOTCbDiBEjsHbtWhQWFmLZsmVQq9V444034Obmhp9++snQIRLRLTL5RGMioiah98KUXC7H5MmT0bp1a5w6dQp//vkntm7ditDQUH0fiojuw+8n8jTrI7R2Z2JFRGQMLCwsEBMTg2+++QbZ2dnYuXMn2rRpY+iwiOimPHkl/rPzHAAgxIu3nBIRNSa9zkn94osv8Pnnn8PT0xNr1qy566ODiajx7cu4honrUiAEENvVH54ya0OHRERkkk6cOKGzXSKRwNraGu3bt4eVlVUTR0VEupRX1+CV7w/hckklAlxsEdc7yNAhERE1a3otTE2ZMgU2NjZo3bo1Vq1ahVWrVunst3HjRn0eloju4LNtZ6BUCQzq6M1Fz4mIDKhTp053fXKxVCrF8OHDsWzZMlhb8yICkSFtS8tD5rVyeDhaYfXoKLg78O8kEVFj0mth6tVXX71r0kVETedScQVO55XB3EyCmYPbw9yMfzeJiAxl06ZNmDx5Mt5//3106dIFQggcOXIEX331FT766CPU1NRgypQpmDZtGubOnWvocIlM2o70qwCAlx73g08LWwNHQ0TU/Om1MLVy5Up97o6IHkLCzaQq0r8FnGwtDRwNEZFp+/TTTzF//nz07dtX0xYWFgYfHx9Mnz4dhw8fhp2dHd59910WpogMqFKhwr6MawCAmPYeBo6GiMg0NNpT+YjIsOoKU8+0Y1JFRGRoaWlp8Pf3r9fu7++PtLQ0ALW3++Xl5TV1aER0i30Z11ClVKOlkw3acdFzIqImobfCVFxcHC5dunRffdetW8dHIhM1InmFEoezigEAMe08DRwNEREFBwdjzpw5UCgUmjalUok5c+YgODgYAJCbmwsPD15MIGoqiho1VGqh1bbjlgt7XKKEiKhp6O1WPjc3N4SGhiI6OhqDBg1CZGQkvL29YW1tjZKSEqSnp2P//v1Yu3YtWrZsiW+//VZfhyYyaZtTc7E++TK+GBYGL5kNAODPM1ehUgu09XCAnwvXRiAiMrRFixZh0KBB8PHxQVhYGCQSCU6cOAGVSoXffvsNAJCZmYmxY8caOFIi05Avr0Kfr/ciupULlsVGQCKRoEJRg52nawtTvI2PiKjp6K0wNWvWLIwfPx7Lly/H0qVLcfLkSa3tDg4O6NOnD77//nvExMTo67BEJu+7fZk4mVuGuX+cw1cvdoRKLbBkzwUAwIAOXgaOjoiIACA6OhpZWVlYvXo1zp07ByEEhg0bhpdffhkODg4AgNjYWANHSWQ6jmQV40Z1DXakX0XihSJ0b+2KFQeyUFqhhK+zDboEOBs6RCIik6HXxc/d3d0xdepUTJ06FaWlpcjOzkZlZSVcXV3RqlUrTocl0jMhBLILKwAAm1IuY9xTrZGcXYKMghuQ2UjxevcAwwZIRGTiRo4cifnz58PBwQH29vaIi4szdEhEBCCnuELz568TzqGdlyOW3ryw915MW1iYcyleIqKmotfC1K2cnJzg5OTUWLsnIgAlFUpcr64BAKgF8K/1x3GpuBIAMLZ3K8hspIYMj4jI5K1atQpz5szRzIoiIuOQXVSu+XNydgkGLNiH69U1aOfliIFh3gaMjIjI9DRKYerEiRM62yUSCaytreHn5wcrK6vGODSRScm6mVRZS81QpVTjSFYJAMDT0RqvRQcYMDIiIgJqZ7YSkfHJLqqdMeXvYovsogrkyasgkQAfPhsCMzPe5UFE1JQapTDVqVOnu962J5VKMXz4cCxbtgzW1taNEQKRSci5mVR19HHCs2FeOH5JDj9nWwzo4AlrqbmBoyMiIgBcyoDICNUVpr4c1hFXy6rgaCPFY+728HayMXBkRESmp1EKU5s2bcLkyZPx/vvvo0uXLhBC4MiRI/jqq6/w0UcfoaamBlOmTMG0adMwd+7cxgiByCTUzZjyd7HFq90CgG6GjYeIiOpr06bNPYtTxcXFTRQNEVUpVcgvqwIAtHa3R5dALnRORGRIjVKY+vTTTzF//nz07dtX0xYWFgYfHx9Mnz4dhw8fhp2dHd59910WpogeQo5mGrqdgSMhIqI7mTFjBmQymaHDIKKbLt1c+NzBygItbLkeJxGRoTVKYSotLQ3+/v712v39/ZGWlgag9na/vLy8xjg8kcnILv57fQQiIjJOL730Etzd3Q0dBhHdlHXzwp6fiy1vtSUiMgKN8hzU4OBgzJkzBwqFQtOmVCoxZ84cBAcHAwByc3Ph4eHRGIcnMhl1T5QJ4IwpIiKjxF96iYxP9i1LIRARkeE1yoypRYsWYdCgQfDx8UFYWBgkEglOnDgBlUqF3377DQCQmZmJsWPHNsbhiUzCjeoaFN6oLf76MbEiIjJKfCofkfHJKeZSCERExqRRZkxFR0cjKysLM2fORFhYGEJDQzFz5kxcvHgRXbt2BQDExsbi/fffv6/9LV68GIGBgbC2tkZERAT27dt31/579+5FREQErK2tERQUhKVLl2ptX7lyJSQSSb1XVVXVg50wURPKvHYDY348io+3nAIAtLCVwtGa6yMQERkjtVrN2/iIjMCN6hq898txdJ+zC7vPFgAA/J15YY+IyBjodcbUyJEjMX/+fDg4OMDe3h5xcXEPvc9169Zh4sSJWLx4Mbp3745ly5ahf//+SE9Ph5+fX73+Fy9exIABAzBmzBisXr0aBw4cwNixY+Hm5oahQ4dq+jk6OuLs2bNa77W2tn7oeIka0/aT+Xj351SUK1SaNl7tIyIiIrqzPHklXvnuEDILy7XaOeOciMg46HXG1KpVq1BZWanPXeLrr7/GqFGjMHr0aISEhGDevHnw9fXFkiVLdPZfunQp/Pz8MG/ePISEhGD06NEYOXJkvaf/SSQSeHp6ar2IjFmVUoX4dbVFqXZejjA3q123hOsjEBEREd3Z8n0XkVlYDi+ZNfq1/zvnD3TlxT0iImOg1xlT+l5HQaFQIDk5GVOmTNFqj4mJQWJios73JCUlISYmRqutb9++WL58OZRKJaTS2luebty4AX9/f6hUKnTq1AmzZs1C586d7xhLdXU1qqurNT+XlZU96GkRPZATl+WoVKrgam+FLeO6Y9/5QizefR4jutSfOUhEREREtY5mlwAA/tWvLYZ0aonVB7OhVAl4yWwMHBkREQGNsPi5Pp8+U1hYCJVKVe/pfR4eHsjPz9f5nvz8fJ39a2pqUFhYCC8vLwQHB2PlypXo0KEDysrKMH/+fHTv3h3Hjx/HY489pnO/s2fPxowZM/RzYkQP4FhObVIV4e8EC3MzPNnWHU+25bolRERERHdSpVTh1BU5ACDCzxkSiQSx3QIMGxQREWnRe2GqTZs29yxOFRcXN2ift+9PCHHXY+jqf2t7165dNYuwA0D37t0RHh6Ob775BgsWLNC5z6lTp2LSpEman8vKyuDr69ug8yB6GMduXu0L92th4EiIiIiIHg2nrsihVAm42lvC15kzpIiIjJHeC1MzZsyATCbTy75cXV1hbm5eb3ZUQUFBvVlRdTw9PXX2t7CwgIuLi873mJmZ4fHHH0dGRsYdY7GysoKVlVUDz4BIP4QQOJZTCgAI92dhioiIiOh+JN+8sNfZr4Ve7+wgIiL90Xth6qWXXtLbY5EtLS0RERGBhIQEPP/885r2hIQEDB48WOd7unXrhq1bt2q17dixA5GRkZr1pW4nhEBqaio6dOigl7iJ9O1ySSUKb1TDwkyCDi31U/glIiIiau6OZZcCACJ4YY+IyGjp9al8jXEVYtKkSfj+++/xww8/4PTp04iPj0dOTg7i4uIA1N5i9+qrr2r6x8XFITs7G5MmTcLp06fxww8/YPny5Xjvvfc0fWbMmIE//vgDmZmZSE1NxahRo5CamqrZJ5GxqVtfqr23I6yl5gaOhoiIiMj4CSGQnMOlEIiIjJ1RP5UPAIYPH46ioiLMnDkTeXl5CA0NxbZt2+Dv7w8AyMvLQ05OjqZ/YGAgtm3bhvj4eCxatAje3t5YsGABhg4dqulTWlqKN998E/n5+ZDJZOjcuTP++usvdOnSRe/xEz2szGs3sDn1CgDexkdERER0Py4WluO/h7Jx7XrtjPMwH844JyIyVhLRGNUkE1BWVgaZTAa5XA5HR0dDh0PN1ObUXExcl4q6v6VL/y8c/UK9DBsUEZGJ4Xe+fnE8qbEVlyvQ+8vdKKuqAQD0aO2K1aOjDBwVEZFpacj3vd7XmCIi/aiuUWHO/85ACODxgBYY0rklnmnnaeiwiIiIiIzad/syUVZVgyBXO0x8pg36hOhn/VsiImocel1jioj055ejl5Enr4KHoxX+36govBLlD3MzPk2GiIhqLV68GIGBgbC2tkZERAT27dt31/579+5FREQErK2tERQUhKVLl9brs2HDBrRr1w5WVlZo164dNm3apLX9448/hkQi0Xp5evKiCRmPohvVWJWYBQD4YEAIBnX0hq0lr8UTERkzFqaIjJC8QonFu88DAP7ZqxUXPCciIi3r1q3DxIkT8eGHHyIlJQU9e/ZE//79tdbdvNXFixcxYMAA9OzZEykpKfjggw/wzjvvYMOGDZo+SUlJGD58OGJjY3H8+HHExsbixRdfxKFDh7T21b59e+Tl5WleaWlpjXquRPerSqnCzN/SUaFQoUNLGZ7mTCkiokcC15h6QFwfgRrLzvSrmLopDdeuV8PD0Qp733+ShSkiIgMyxu/8qKgohIeHY8mSJZq2kJAQDBkyBLNnz67Xf/LkydiyZQtOnz6taYuLi8Px48eRlJQEoPaBM2VlZfjf//6n6dOvXz+0aNECa9asAVA7Y+rXX39FamrqA8dujONJj77zBdfx5o/JyCwsBwCsGtkFvdq4GTgqIiLT1ZDve86YIjIiO9Ov4s3/dxTXrlcjyM0O37/6OItSRESkRaFQIDk5GTExMVrtMTExSExM1PmepKSkev379u2Lo0ePQqlU3rXP7fvMyMiAt7c3AgMD8dJLLyEzM/NhT4nooeTLq/Dq8sPILCyHh6MVfng9kkUpIqJHCG+4JjISydklGLfmGNQCeKFzS3z2QgcWpYiIqJ7CwkKoVCp4eHhotXt4eCA/P1/ne/Lz83X2r6mpQWFhIby8vO7Y59Z9RkVF4ccff0SbNm1w9epVfPLJJ4iOjsapU6fg4uKi89jV1dWorq7W/FxWVtag8yW6m9IKBV5fcRhX5FUIcrPD+rhoONtZGjosIiJqAM6YIjICiecL8eryQ6hSqvFkWzd8PiyMRSkiIroriUT7gRhCiHpt9+p/e/u99tm/f38MHToUHTp0QJ8+ffD7778DAFatWnXH486ePRsymUzz8vX1vceZEd2fq2VVeHFZEs7kX4ebgxVWvdGFRSkiokcQC1NEBnTtejW+/OMMXl9xBOUKFaJbuWDRK+GQmvOvJhER6ebq6gpzc/N6s6MKCgrqzXiq4+npqbO/hYWFZqbTnfrcaZ8AYGdnhw4dOiAjI+OOfaZOnQq5XK55Xbp06a7nR3Qv8gol5u/MQP/5+3Du6g14OFrhp9FR8HW2NXRoRET0APjbL5GBbD1+BU98sRuLdl+AQqVGv/aeWPHG43ykMRER3ZWlpSUiIiKQkJCg1Z6QkIDo6Gid7+nWrVu9/jt27EBkZCSkUuld+9xpn0DtbXqnT5+Gl5fXHftYWVnB0dFR60V0v6qUKpRX12h+PnVFjgEL9uE/O8+huFyBVjdv32vj4WDAKImI6GHwN2CiJrD33DVM//UkOvo6oWuQM45ll2LDscsAgI4+MvyzdyvEtPOEmdmdb8EgIiKqM2nSJMTGxiIyMhLdunXDt99+i5ycHMTFxQGonaWUm5uLH3/8EUDtE/gWLlyISZMmYcyYMUhKSsLy5cs1T9sDgAkTJuCJJ57A559/jsGDB2Pz5s3YuXMn9u/fr+nz3nvvYeDAgfDz80NBQQE++eQTlJWV4bXXXmvaASCTUFKuwJDFB3CltBK927pDAuCvjGuoUqrh52yL9/q2xYBQT1hwpjkR0SONhSmiRnaltBLvrEmBvFKJnOIKbD1+RbPtrV5B+FffYJizIEVERA0wfPhwFBUVYebMmcjLy0NoaCi2bdsGf39/AEBeXh5ycnI0/QMDA7Ft2zbEx8dj0aJF8Pb2xoIFCzB06FBNn+joaKxduxbTpk3D9OnT0apVK6xbtw5RUVGaPpcvX8aIESNQWFgINzc3dO3aFQcPHtQcl0hfhBB475fjyC6qAAAkpF/VbHuijRu+eakzZLZSQ4VHRER6JBF1K19Sg5SVlUEmk0Eul3NKOt2RSi0w4tuDOJxVjNCWjoj0d0ZGwXW08XDA08Ee6PGYq6FDJCKie+B3vn5xPOl+rDxwER9vTYelhRnmD++EjIIbsJGao5OfEyL8WnCWORGRkWvI9z1nTBE1ot/T8nA4qxj2VhZYOCIcAa52hg6JiIiIyKhVKVX4Ztd5AMAH/YPRv4MX+hs4JiIiajy8IZuoEa08cBEAMKpHIItSRERERPfhtxN5KCpXwEtmjf/ryttEiYiaOxamiBrJiculOJZTCqm5BK909TN0OERERERGTwiBFTcv7MV28+fC5kREJoCf9ESNZGViFgDguTBvuDtYGzYYIiIiokdA0oUinLpSBisLM7z0OC/sERGZAq4xRaRnQgh8ty8TG4/lAgBeiw4wbEBEREREj4B9Gdfwz9XHAAAvhLeEs52lgSMiIqKmwMIU0UO6UlqJb3adh0qthr+LHQ6cL0TihSIAwJiegejk62TYAImIiIiMTIWiBp/+fhp7zl6Dv4st5JVKnLpSBgCICnTGlP4hBo6QiIiaCgtTRA9ICIEd6VcxecMJlFYotbZJJMCHA0IwumeQgaIjIiIiMk6pl0rx/i/HkVFwAwCQW1oJoDZ/Ghbug0+eD4WVhbkhQyQioibEwhTRA7hUXIEpG0/gwPnamVEdWsrQq40bLhaVI6ylDH3be/IpfERERES3UKkFPtiYhnVHLwEA3B2s8O+B7VBeXQMLMzP0ausGV3srA0dJRERNjYUpogfwr/UnkJRZBEtzM4zsEYj4Zx7jlT0iIiIySTUqNSqVKjhYS+/ab9eZAk1Rami4D6YOCGYhioiI+FQ+ojrXrlej15e7Meu39Lv2q1SocDS7GACwcWw0pvQPZlGKiIiITNaMremImLUTJ3Pld+2XdHMNzhFd/PDVix1ZlCIiIgAsTJGJO5krx+I951GjUmPXmavILqrA6oPZqFKq7vielEslUKoEPB2t0d7bsQmjJSIiIjI8tVpgwZ8ZSLxQCCEEfk/Lg0Klxm8n8u76vkMXawtT3Vq5NEWYRET0iOCtfGTSPvz1JI5fKoWbvRVSL5UCAKpr1DiWU4LoVq4633P4Yu1sqS6BzpBIJE0VKhEREZFR2H22AF8nnIOXzBprxnRFcbkCALD//DUAwQBqHxJz7uoNPOZuDzMzCeSVSqTn/f3UPSIiojqcMUUmq7pGhfQrtVPOEy8UISWnVLPtwPlCAECVUoWhSxLRf/4+3KiuAQAcyvy7MEVERERkauou5uXJq7Dh2GVN+6krZZoi1bydGeg77y/MvLlEQnJ2MYQAAlxs4eFo3eQxExGR8WJhikzWufwbUKoEAOCvc9dw7up1zba6p+0t3n0eydklOJ1Xhq93nIPi5mwqgFf7iIiIyDQdv/z3WlIrD2Rp/iwEkHihEKfzyrBo93kAwKqkLBzLKdFc2IsK5G18RESkjbfykck6kVuq+XPRzat7DtYWuF5VgxOXS5GcXYIley9o+qxMvAhnOymqa9RwtrNEa3f7pg6ZiIiIyKCEEEi7XKr5+frNGeUtnWyQW1qJP05dRU5RJmrUAtZSM1Qp1Xj/l+OoUddeDIwK4oU9IiLSxhlTZLJ0PTmm52OuCHKzg1oAL32bBKVK4OlgdzwX5gW1AObuOAcAeDygBdeXIiIiIpNzuaQSJRXKeu1xvVsBALYev4Ljl+VwsLLAprHd0cJWigvXypFdVAEAiArijCkiItLGGVNksk7cnIbeoaUMaTeLVJ18neBqb4XMa+VQqgTaejjgk+dDYW4mwZXSShSVK+BoLcXonkGGDJ2IiIjIIOryp/bejrhSWlukcrW3wtDwlvj8f2dwo7oGbTzsMWNQKEK8HLEsNhIbj12GhbkEEf4t0NLJxsBnQERExoaFKTJJVUoVzubXrin1Vq8gjPtvCgCgk28LDOncEhIAXYNc0Le9J8zMamdGbRzb3VDhEhERERmFuqUQOvo6IcDVDr+fyENnPyfYWlpg3VtdUXRDgR6tXTX5U5dAZz4whoiI7oqFKTIpQgicuCxHVlE5atQCznaW6NfeE0FudqhWqhHmI4O11BwzBocaOlQiIiIioyCEQFJmEc7lX8f+jNonF3f0kaGVmz1O5srxf139AQDtvWWGDJOIiB5RLEyRSahSqrApJRc/7L+IjIIbmvbQljJYmJvht/E9IARgLTU3YJRERERExqO4XIENyZex5nAOMgvLtbZ1aOmEdt6O2Pv+kwaKjoiImgsWpqjZEkIg5VIpfj+Rh43HLmsW6rS1NIcEQLlChZh2Hjfb+FeBiIiISAiBwxeL8d/DOfhfWj4UKjUAwM7SHI8HOuPCtRto5WaPtp4OBo6UiIiaC/42Ts1OQVkVNhzLxS9HL2ld3WvpZIM3ugfgxcd9YWdpgbJKJVrYWRowUiIiIiLjUFqhwIZjuVhzOAfntWaXO+LlLv4Y1Mkb9lb81YGIiPSP3y70yKlQ1ODXlCtYn3wJJRVKSABAgtp/A8gqqoBKLQDUzo56pp0HngvzxpNt3WBhbqbZD4tSREREZCrUaoEd6flYlZiN5OwSqIWARAJIbiZRNSo1bqZPsJGaY1BHb7zS1Q9hPk4GjZuIiJo/FqbokZJ4vhDxP6fialn1XftF+rfAi5G+GBDmxat7REREZNIKyqoQ/3MqDpwv0rFVaP4U7OmAV6L8MLhzSzhaS5suQCIiMmn8jZ2MRo1KjcV7LmBbWh5qbl6yE+Lmv2/+42JROYQAfFrY4PXoAHT0dYIQtf0EACEAbydr+LvYGew8iIiIiJpS4vlCTN98ElfLqrVyp5t/hFKlRo1awEZqjpE9AvBCuA/sLC0gICAEoBYCFmZm8HC0gkQiufOBiIiIGgELU9RkcooqsDHlMiqVKs3FOXHL9qNZxTiWU3rP/Yzo4ovpz7XjguVERETU7FUpVfjpUA5O55UB+LvYJG5mUVVKFf53Ml/TfichXo74ZkRntHa3b8xwiYiIGoy/2ZNeFN2oxq+pV1Bc/vctdrcmSCUVSmxIvqx5ssud2FtZ4MNnQxBwc8aT5Ja1oyQSCZztLJlQERERUbOgUgv8cSofBzOLoK6b6XRL/iQA7M8oRE5xxT33NTzSF2/1CoK5maR23SjU5lEAYGYmgZejNczMOBuKiIiMDwtTdE/nC65j9cEcrSfciVuyJrUQOJpVguqauxedACC6lQvaeztqfq6bLi4BYCU1xz8ifODrbKu/4ImIiIgMoEJRgw3Jl7H9VD6qlbU50u2TmvLlVcgtrbznvjwcrfByF39YSWsf4vL3Rbvafwd7OuKJNm56ipyIiKhpsTDVzClq1DidVwalSndCdLWsCuuOXMKx7BLNk1jEbb2qlPcuOAFAmI8M4X4tcOvSBLdesevR2hW927px7QIiIiIyejlFFVpFo1vzI7Ua2HuuABuP5aKkQnFLn7/d69a6Ok62Ujx/y2Ljt+dRLeykGBruAzs+zIWIiJopfsMZoYOZRSitUN7Wqp3dCAHkllbiZK4c5QqVVnsdhUqNY9kluFFd81DxSCRAnxAPPBPiAfNbpoDfmjj5u9jeLEqx6ERERERN79r1aiRnl9zWWr86VKlU4WRuGbKLKjTbby8iXSqpwLmrNx46pgAXW/xfV3/4tNCeDV6XLlmamyEqyJnrZhIRkUnjt6ARmvO/M0i9VKq3/bWwlcLJ1lKrra58JDU3w5PB7hjcyRv2d7gS52BtUe/9RERERMbk1BU54lYn621/5mYSBLjYwkyi+6Kcn7MtRnTxQwcfmdb7bp0t7mJnyYt2RERE9/BIFKYWL16ML7/8Enl5eWjfvj3mzZuHnj173rH/3r17MWnSJJw6dQre3t7417/+hbi4OK0+GzZswPTp03HhwgW0atUKn376KZ5//vnGPpX7EuLlAAsdi1Pente0sLVER18nONvpLhpJALTxdEAnHycudklERETNmqONFJH+Leq1354/mZtJ0NbDAY95OEBqrjs/sreSokdrV8hspY0RKhEREd1KGLm1a9cKqVQqvvvuO5Geni4mTJgg7OzsRHZ2ts7+mZmZwtbWVkyYMEGkp6eL7777TkilUrF+/XpNn8TERGFubi4+++wzcfr0afHZZ58JCwsLcfDgwfuOSy6XCwBCLpc/9DkSERGR8TLW7/xFixaJgIAAYWVlJcLDw8Vff/111/579uwR4eHhwsrKSgQGBoolS5bU67N+/XoREhIiLC0tRUhIiNi4ceNDH/d2xjqeREREpD8N+b43M2xZ7N6+/vprjBo1CqNHj0ZISAjmzZsHX19fLFmyRGf/pUuXws/PD/PmzUNISAhGjx6NkSNHYu7cuZo+8+bNwzPPPIOpU6ciODgYU6dOxdNPP4158+Y10VkRERERPbh169Zh4sSJ+PDDD5GSkoKePXuif//+yMnJ0dn/4sWLGDBgAHr27ImUlBR88MEHeOedd7BhwwZNn6SkJAwfPhyxsbE4fvw4YmNj8eKLL+LQoUMPfFwiIiKiezHqwpRCoUBycjJiYmK02mNiYpCYmKjzPUlJSfX69+3bF0ePHoVSqbxrnzvtk4iIiMiYGOrCXUOPS0RERHQvRl2YKiwshEqlgoeHh1a7h4cH8vPzdb4nPz9fZ/+amhoUFhbetc+d9gkA1dXVKCsr03oRERERNTVDXbh7kOMCzKGIiIjo7oy6MFXn9qeZCCHu+oQTXf1vb2/oPmfPng2ZTKZ5+fr63nf8RERERPpiqAt3D3JcgDkUERER3Z1RP5XP1dUV5ubm9ZKdgoKCeklRHU9PT539LSws4OLictc+d9onAEydOhWTJk3S/CyXy+Hn58erfkRERM1c3Xd93YUuY2GoC3cNPS5zKCIiItPTkPzJqAtTlpaWiIiIQEJCAp5//nlNe0JCAgYPHqzzPd26dcPWrVu12nbs2IHIyEhIpVJNn4SEBMTHx2v1iY6OvmMsVlZWsLKy0vxcN8i86kdERGQarl+/DplMZugwDHbh7kGOCzCHIiIiMmX3kz8ZdWEKACZNmoTY2FhERkaiW7du+Pbbb5GTk4O4uDgAtVfhcnNz8eOPPwIA4uLisHDhQkyaNAljxoxBUlISli9fjjVr1mj2OWHCBDzxxBP4/PPPMXjwYGzevBk7d+7E/v377zsub29vXLp0CQ4ODne9SmgIZWVl8PX1xaVLl+Do6GjocIwGx0U3jotuHBfdOC66cVx0ay7jIoTA9evX4e3tbehQABjuwt2DHFcX5lCPHo6LbhwX3TguunFcdOO46NYcxqVB+ZN4BCxatEj4+/sLS0tLER4eLvbu3avZ9tprr4levXpp9d+zZ4/o3LmzsLS0FAEBAWLJkiX19vnLL7+Itm3bCqlUKoKDg8WGDRsa+zSajFwuFwCEXC43dChGheOiG8dFN46LbhwX3TguunFcGs/atWuFVCoVy5cvF+np6WLixInCzs5OZGVlCSGEmDJlioiNjdX0z8zMFLa2tiI+Pl6kp6eL5cuXC6lUKtavX6/pc+DAAWFubi7mzJkjTp8+LebMmSMsLCzEwYMH7/u4jzr+P6sbx0U3jotuHBfdOC66cVx0M7VxMfoZUwAwduxYjB07Vue2lStX1mvr1asXjh07dtd9Dhs2DMOGDdNHeERERERNavjw4SgqKsLMmTORl5eH0NBQbNu2Df7+/gCAvLw85OTkaPoHBgZi27ZtiI+Px6JFi+Dt7Y0FCxZg6NChmj7R0dFYu3Ytpk2bhunTp6NVq1ZYt24doqKi7vu4RERERA31SBSmiIiIiEiboS7c3e24RERERA1lZugASP+srKzw0UcfaS00ShyXO+G46MZx0Y3johvHRTeOCz1q+P+sbhwX3TguunFcdOO46MZx0c3UxkUihJE9+5iIiIiIiIiIiEwCZ0wREREREREREZFBsDBFREREREREREQGwcIUEREREREREREZBAtTRuqvv/7CwIED4e3tDYlEgl9//VVru0Qi0fn68ssvtfolJSXhqaeegp2dHZycnNC7d29UVlZqtpeUlCA2NhYymQwymQyxsbEoLS1tgjN8MPcalxs3bmDcuHHw8fGBjY0NQkJCsGTJEq0+1dXVGD9+PFxdXWFnZ4dBgwbh8uXLWn1McVzqCCHQv39/nfsxxXHJz89HbGwsPD09YWdnh/DwcKxfv16rT3Mbl6tXr+L111+Ht7c3bG1t0a9fP2RkZGi2FxcXY/z48Wjbti1sbW3h5+eHd955B3K5XGs/pjYudZrT5+7s2bPx+OOPw8HBAe7u7hgyZAjOnj2r1UcIgY8//hje3t6wsbFB7969cerUKa0+zfFzl4wT8yfdmD/pxvxJN+ZPujF/0o35k27MoRqGhSkjVV5ejo4dO2LhwoU6t+fl5Wm9fvjhB0gkEgwdOlTTJykpCf369UNMTAwOHz6MI0eOYNy4cTAz+/s/+8svv4zU1FRs374d27dvR2pqKmJjYxv9/B7UvcYlPj4e27dvx+rVq3H69GnEx8dj/Pjx2Lx5s6bPxIkTsWnTJqxduxb79+/HjRs38Nxzz0GlUmn6mOK41Jk3bx4kEonO/ZjiuMTGxuLs2bPYsmUL0tLS8MILL2D48OFISUnR9GlO4yKEwJAhQ5CZmYnNmzcjJSUF/v7+6NOnD8rLywEAV65cwZUrVzB37lykpaVh5cqV2L59O0aNGqW1L1MbF6D5fe7u3bsXb7/9Ng4ePIiEhATU1NQgJiZG65y/+OILfP3111i4cCGOHDkCT09PPPPMM7h+/bqmT3P83CXjxPxJN+ZPujF/0o35k27Mn3Rj/qQbc6gGEmT0AIhNmzbdtc/gwYPFU089pdUWFRUlpk2bdsf3pKenCwDi4MGDmrakpCQBQJw5c+ahYm4Kusalffv2YubMmVpt4eHhmnEoLS0VUqlUrF27VrM9NzdXmJmZie3btwshTHNc6qSmpgofHx+Rl5dXbz+mOi52dnbixx9/1Orj7Owsvv/+eyFE8xuXs2fPCgDi5MmTmraamhrh7Owsvvvuuzvu5+effxaWlpZCqVQKIUx3XJr7525BQYEAIPbu3SuEEEKtVgtPT08xZ84cTZ+qqiohk8nE0qVLhRCm8blLxon5k27Mn3Rj/qQb8yfdmD/pxvzpzphD3R1nTDUDV69exe+//65VbS8oKMChQ4fg7u6O6OhoeHh4oFevXti/f7+mT1JSEmQyGaKiojRtXbt2hUwmQ2JiYpOeg7706NEDW7ZsQW5uLoQQ2L17N86dO4e+ffsCAJKTk6FUKhETE6N5j7e3N0JDQzXnbIrjAgAVFRUYMWIEFi5cCE9Pz3r7MNVx6dGjB9atW4fi4mKo1WqsXbsW1dXV6N27N4DmNy7V1dUAAGtra02bubk5LC0ttT4/bieXy+Ho6AgLCwsApjkupvC5W3e7gbOzMwDg4sWLyM/P1/pMtbKyQq9evTTnY6qfu2T8mD/9jfmTbsyfdGP+VB/zJ92YP/2NOdTdsTDVDKxatQoODg544YUXNG2ZmZkAgI8//hhjxozB9u3bER4ejqefflpzT29+fj7c3d3r7c/d3R35+flNE7yeLViwAO3atYOPjw8sLS3Rr18/LF68GD169ABQe86WlpZo0aKF1vs8PDw052yK4wLUTsuOjo7G4MGDde7DVMdl3bp1qKmpgYuLC6ysrPDWW29h06ZNaNWqFYDmNy7BwcHw9/fH1KlTUVJSAoVCgTlz5iA/Px95eXk631NUVIRZs2bhrbfe0rSZ4rg0989dIQQmTZqEHj16IDQ0FAA0MXt4eGj1vf0z1RQ/d8n4MX/6G/Mn3Zg/6cb8qT7mT7oxf6rFHOreLAwdAD28H374Aa+88opWJVqtVgMA3nrrLbzxxhsAgM6dO+PPP//EDz/8gNmzZwOAznvhhRB3vEfe2C1YsAAHDx7Eli1b4O/vj7/++gtjx46Fl5cX+vTpc8f33X7OpjYuW7Zswa5du7Tu+9fF1MYFAKZNm4aSkhLs3LkTrq6u+PXXX/GPf/wD+/btQ4cOHQA0r3GRSqXYsGEDRo0aBWdnZ5ibm6NPnz7o37+/zv5lZWV49tln0a5dO3z00Uda20xtXJr75+64ceNw4sQJnVd+b4/9fs6nuX/ukvFj/vQ35k+6MX/SjflTfcyfdGP+VIs51L2xMPWI27dvH86ePYt169ZptXt5eQEA2rVrp9UeEhKCnJwcAICnpyeuXr1ab5/Xrl2rV7l9FFRWVuKDDz7Apk2b8OyzzwIAwsLCkJqairlz56JPnz7w9PSEQqFASUmJVuW5oKAA0dHRAExzXHbt2oULFy7AyclJ671Dhw5Fz549sWfPHpMclwsXLmDhwoU4efIk2rdvDwDo2LEj9u3bh0WLFmHp0qXNblwAICIiAqmpqZDL5VAoFHBzc0NUVBQiIyO1+l2/fh39+vWDvb09Nm3aBKlUqtlmiuPSnD93x48fjy1btuCvv/6Cj4+Ppr3utpX8/HzN+QO1n6l152OKn7tk/Jg//Y35k27Mn3Rj/nRnzJ90M+X8CWAOdb94K98jbvny5YiIiEDHjh212gMCAuDt7V3vkZTnzp2Dv78/AKBbt26Qy+U4fPiwZvuhQ4cgl8s1/6M/SpRKJZRKpdbTG4Da+5jrKvERERGQSqVISEjQbM/Ly8PJkyc152yK4zJlyhScOHECqampmhcA/Oc//8GKFSsAmOa4VFRUAMBd+zS3cbmVTCaDm5sbMjIycPToUa3bFMrKyhATEwNLS0ts2bJFa8YBYJrj0hw/d4UQGDduHDZu3Ihdu3YhMDBQa3tgYCA8PT21PlMVCgX27t2rOR9T/Nwl48f86W/Mn3Rj/qQb86d7Y/6kmynlTwBzqAZrihXWqeGuX78uUlJSREpKigAgvv76a5GSkiKys7M1feRyubC1tRVLlizRuY///Oc/wtHRUfzyyy8iIyNDTJs2TVhbW4vz589r+vTr10+EhYWJpKQkkZSUJDp06CCee+65Rj+/B3WvcenVq5do37692L17t8jMzBQrVqwQ1tbWYvHixZp9xMXFCR8fH7Fz505x7Ngx8dRTT4mOHTuKmpoaTR9THJfbQcdTWExtXBQKhWjdurXo2bOnOHTokDh//ryYO3eukEgk4vfff9ccp7mNy88//yx2794tLly4IH799Vfh7+8vXnjhBc37y8rKRFRUlOjQoYM4f/68yMvL07ya89+je42LEM3vc/ef//ynkMlkYs+ePVr/nSsqKjR95syZI2Qymdi4caNIS0sTI0aMEF5eXqKsrEzTpzl+7pJxYv6kG/Mn3Zg/6cb8STfmT7oxf9KNOVTDsDBlpHbv3i0A1Hu99tprmj7Lli0TNjY2orS09I77mT17tvDx8RG2traiW7duYt++fVrbi4qKxCuvvCIcHByEg4ODeOWVV0RJSUkjndXDu9e45OXliddff114e3sLa2tr0bZtW/HVV18JtVqt2UdlZaUYN26ccHZ2FjY2NuK5554TOTk5WscxxXG5na7EyhTH5dy5c+KFF14Q7u7uwtbWVoSFhdV7/HFzG5f58+cLHx8fIZVKhZ+fn5g2bZqorq6+5/sBiIsXL2r6mdq41GlOn7t3+u+8YsUKTR+1Wi0++ugj4enpKaysrMQTTzwh0tLStPbTHD93yTgxf9KN+ZNuzJ90Y/6kG/Mn3Zg/6cYcqmEkQghx9zlVRERERERERERE+sc1poiIiIiIiIiIyCBYmCIiIiIiIiIiIoNgYYqIiIiIiIiIiAyChSkiIiIiIiIiIjIIFqaIiIiIiIiIiMggWJgiIiIiIiIiIiKDYGGKiIiIiIiIiIgMgoUpIiIiIiIiIiIyCBamiIiIiIiIiIjIIFiYIiKTJIRAnz590Ldv33rbFi9eDJlMhpycHANERkRERGScmD8RUWNgYYqITJJEIsGKFStw6NAhLFu2TNN+8eJFTJ48GfPnz4efn59ej6lUKvW6PyIiIqKmxPyJiBoDC1NEZLJ8fX0xf/58vPfee7h48SKEEBg1ahSefvppdOnSBQMGDIC9vT08PDwQGxuLwsJCzXu3b9+OHj16wMnJCS4uLnjuuedw4cIFzfasrCxIJBL8/PPP6N27N6ytrbF69WpDnCYRERGR3jB/IiJ9kwghhKGDICIypCFDhqC0tBRDhw7FrFmzcOTIEURGRmLMmDF49dVXUVlZicmTJ6Ompga7du0CAGzYsAESiQQdOnRAeXk5/v3vfyMrKwupqakwMzNDVlYWAgMDERAQgK+++gqdO3eGlZUVvL29DXy2RERERA+P+RMR6QsLU0Rk8goKChAaGoqioiKsX78eKSkpOHToEP744w9Nn8uXL8PX1xdnz55FmzZt6u3j2rVrcHd3R1paGkJDQzWJ1bx58zBhwoSmPB0iIiKiRsf8iYj0hbfyEZHJc3d3x5tvvomQkBA8//zzSE5Oxu7du2Fvb695BQcHA4BmuvmFCxfw8ssvIygoCI6OjggMDASAegt+RkZGNu3JEBERETUB5k9EpC8Whg6AiMgYWFhYwMKi9iNRrVZj4MCB+Pzzz+v18/LyAgAMHDgQvr6++O677+Dt7Q21Wo3Q0FAoFAqt/nZ2do0fPBEREZEBMH8iIn1gYYqI6Dbh4eHYsGEDAgICNMnWrYqKinD69GksW7YMPXv2BADs37+/qcMkIiIiMhrMn4joQfFWPiKi27z99tsoLi7GiBEjcPjwYWRmZmLHjh0YOXIkVCoVWrRoARcXF3z77bc4f/48du3ahUmTJhk6bCIiIiKDYf5ERA+KhSkiott4e3vjwIEDUKlU6Nu3L0JDQzFhwgTIZDKYmZnBzMwMa9euRXJyMkJDQxEfH48vv/zS0GETERERGQzzJyJ6UHwqHxERERERERERGQRnTBERERERERERkUGwMEVERERERERERAbBwhQRERERERERERkEC1NERERERERERGQQLEwREREREREREZFBsDBFREREREREREQGwcIUEREREREREREZBAtTRERERERERERkECxMERERERERERGRQbAwRUREREREREREBsHCFBERERERERERGQQLU0REREREREREZBD/H8p4YPclyc72AAAAAElFTkSuQmCC",
+ "image/png": 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",
"text/plain": [
"<Figure size 1200x480 with 4 Axes>"
]
@@ -780,29 +796,22 @@
"fig, axs = plt.subplots(2,2)\n",
"fig.set_figwidth(12)\n",
"\n",
- "N = 265\n",
- "dates = pd.date_range(\"1/1/1750\", periods=265, freq='Y')\n",
- "\n",
- "\n",
- "axs[0,0].plot(dates, NOx_hist_road_yearly_global_weighted_averages)\n",
+ "NOx_hist_emissions.plot(ax = axs[0,0])\n",
"axs[0,0].set_title('NOx(NO) emissions')\n",
"axs[0,0].set_xlabel('Year')\n",
"axs[0,0].set_ylabel('Tg/a')\n",
"\n",
- "\n",
- "\n",
- "axs[0,1].plot(dates, NH3_hist_road_yearly_global_weighted_averages)\n",
+ "NH3_hist_emissions.plot(ax = axs[0,1])\n",
"axs[0,1].set_title('NH3 emissions')\n",
"axs[0,1].set_xlabel('Year')\n",
"axs[0,1].set_ylabel('Tg/a')\n",
"\n",
- "axs[1,0].plot(dates, CO_hist_road_yearly_global_weighted_averages)\n",
+ "CO_hist_emissions.plot(ax = axs[1,0])\n",
"axs[1,0].set_title('CO emissions')\n",
"axs[1,0].set_xlabel('Year')\n",
"axs[1,0].set_ylabel('Tg/a')\n",
"\n",
- "\n",
- "axs[1,1].plot(dates, SO2_hist_road_yearly_global_weighted_averages)\n",
+ "SO2_hist_emissions.plot(ax = axs[1,1])\n",
"axs[1,1].set_title('SO2 emissions')\n",
"axs[1,1].set_xlabel('Year')\n",
"axs[1,1].set_ylabel('Tg/a')\n",
@@ -810,13 +819,12 @@
"axs[0,0].set_ylabel('Tg(NO)')\n",
"axs[1,0].set_ylabel('Tg(NO)')\n",
"\n",
- "\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 16,
"id": "375be570-4824-415d-8bf9-5f4bd3ddacb0",
"metadata": {
"tags": []
@@ -824,7 +832,7 @@
"outputs": [
{
"data": {
- "image/png": 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5c2em29+wYYMC1Pfff6+d9nRi9TJPL3vx4kVlaGioRo8erZ3/bBJWsmRJ5erq+sJtLlmyRAFqw4YN2mlXrlxRNjY2ql27dmr37t3KwMBAffrpp1mK8WnPO36vX7+uDA0NVc+ePV+4/pueT1k5jsqWLavatWv3qkXL0no+Pj7Kx8dHxcbGPneZ5s2bq4IFC6qIiIh004cPH67MzMy016G04/3Za97GjRvTVSo+KyUlRSUmJqpbt24pQG3dulU7L+08mDJlSob1nj1v0645Q4cOTbfc0aNHFaAmTpyolFLq+PHjCtBWbgmhK5IPST4k+ZDkQ2nSzseXvTKrlCpRooR2vpubm/rzzz9f5SNQSv3/b/GBAwcUoM6cOaOdl5Vc4Xm/11n9fLPrWHvd9fr376+MjY1feHNq9uzZysDAQB07dizd9LTYd+zYoZ0GKBcXFxUZGamdFhwcrAwMDNTs2bOfu4+0CsZixYqlu2aknUP16tXLsM6bnF9WVlZqxIgRz43nbSSP770lWrRoQY0aNShWrBjvvfceV69e5eLFi/Ts2ROApKQk7atly5YEBQWle/Rj6dKlVKpUSds01djYmD179qRrAp6mTZs2GBsbvzSm7t274+zsnO5xlK+//poCBQrQtWvX1yrn4cOHiY2NzTCqiqenJ40aNWLPnj1Z2s6pU6do06YNjo6OGBoaYmxsTO/evUlOTuby5cuvFZu9vT2NGjVKN23v3r2ULl2aatWqpZvet29flFLs3bs33bJNmjTB1tZWG9OUKVMIDQ0lJCQEQPtoQNr3mqZLly5ZalK8fft27OzsaN26dbpjokKFCri6umZoolqhQgU8PDy070uVKgWkNs9/+nn2tOm3bt167r4rVKiAiYkJH3zwAatWreL69esZlqlWrRrh4eF0796drVu3ZnjsKDOXLl3i/v379OrVK10ntlZWVnTs2JEjR46ka6IMqcfw03x9fYmLi9N+zlWrVgVSP9eNGzdy7969l8YBaL/PZ4/Pzp07Y2lpmeXj80VKlCjB+++/zzfffMPt27dfezvqv8cgnn6koGjRovzwww/4+/vTqlUr6tatm+URm7Jy/AYGBpKcnMywYcNeur03OZ+ychxVq1aN3377jfHjx7N//35iY2OzVM6XrXf58mWuXbvG+++/j5mZWabbiIuLY8+ePbRv3x4LC4sM1+e4uDiOHDmSbp3MjllIf86FhIQwePBgPD09tddxLy8vgEyv5R07dnxpedOuOc8e09WqVaNUqVLaY7po0aLY29szbtw4li5dyvnz51+6bSFyguRDkg9JPiT50LM+/vhjjh07luH18ccfP3edX375haNHj7Jp0yZKly5NixYtsjQS2/Xr1+nRoweurq7a4zetH6q060hWcoWnPft7ndXPN6eOtayu99tvv9GwYUPteZGZ7du3U7ZsWSpUqJDuXGzevHmmj881bNgQa2tr7XsXFxecnZ3TnXNJSUl8/vnnlC5dGhMTE4yMjDAxMeHKlSuvnQ+9yvlVrVo1/Pz8mDVrFkeOHHntx6H1iVRKvUVMTU0xMTEB0D6nO2bMGIyNjdO9hg4dCqC9eCxYsIAhQ4ZQvXp1fvnlF44cOcKxY8d45513Mv1Dzc3NLcvxDBo0iLVr1xIeHs7Dhw/ZuHEjAwYMwNTU9LXKGBoa+twY3N3dtfNf5Pbt29StW1f7LPrBgwc5duyYNlnM6h+nz8osptDQ0OfGmjYf4O+//6ZZs2YA/PDDD/z1118cO3aMSZMmpYspbXlXV9d02zMyMsLR0fGlMT548IDw8HBMTEwyHBfBwcEZflAcHBzSvU87vp43PS4u7rn79vHxYffu3Tg7OzNs2DB8fHzw8fFJ1x9Ar169WLFiBbdu3aJjx444OztTvXp1AgMDn7vdlx0TKSkpPH78ON30Zz+rtOMx7XOuV68e/v7+JCUl0bt3bwoWLEjZsmVf2t9QaGgoRkZGFChQIN10jUaDq6trlo7PrJg2bRqGhoZMnjw50/mFChXi4cOHmfZfkCatPxFPT8900999911cXFyIi4tj1KhRGBoavjSerB6/af10ZKXD1zc5n7JyHP3vf/9j3Lhx+Pv707BhQxwcHGjXrh1Xrlx5YVwvWy8rZQwNDSUpKYmvv/46w3nYsmVLgAzn4suO2ZSUFJo1a8bmzZsZO3Yse/bs4e+//9ZWbr3utTyr11xbW1sOHDhAhQoVmDhxImXKlMHd3Z2pU6dKMiZyneRDkg+9jORDqfQ9H0pTsGBBqlSpkuH1ot/qMmXKUK1aNTp16sTOnTvx8vJ6YSUWwJMnT6hbty5Hjx5l1qxZ7N+/n2PHjrF582bg9fIhyPidZvXzzaljLavrPXz48KVlfPDgAWfPns1wHlpbW6OUemk+BKnH7dPXq1GjRjF58mTatWvHtm3bOHr0KMeOHaN8+fI5lg89fX5t2LCBPn36sGzZMmrWrImDgwO9e/cmODj4pfvRVzL63lvKyckJgAkTJtChQ4dMlylRogQAq1evpkGDBixZsiTd/KioqEzXe7azxhcZMmQIc+bMYcWKFcTFxZGUlMTgwYOzvP6z0i5EmXW6fP/+fW25X8Tf35/o6Gg2b96sbUUAcPr06deOCzL/XBwdHZ8bK/z/97R+/XqMjY3Zvn17ujsm/v7+GbYHEBwcnO6OXVJSUpZ+4J2cnHB0dGTnzp2Zzn/6zkNOqFu3LnXr1iU5OZnjx4/z9ddfM2LECFxcXOjWrRsA/fr1o1+/fkRHR/PHH38wdepUWrVqxeXLl9N9X2ledkwYGBhgb2//yrG2bduWtm3bEh8fz5EjR5g9ezY9evSgcOHC1KxZM9N1HB0dSUpK4uHDh+kSBaUUwcHB2juOb8rNzY0RI0YwZ84cRo8enWF+06ZN2bVrF9u2bdN+rk9TShEQEICDgwOVK1dON2/w4MFERUVRpkwZPvroI+rWrfvSzy+rx2/aZ3L37t0MlWHPepPzCV5+HFlaWjJ9+nSmT5/OgwcPtK2fWrduzcWLF58b18vWe7qMz2Nvb4+hoSG9evV6bqsxb2/v566fmX/++YczZ87g5+dHnz59tNOvXr363HWyci1/+vx6NrF89ppbrlw51q9fj1KKs2fP4ufnx4wZMzA3N883ozwK/SP50PNJPiT5UFbk53wouxgZGVGpUqUMgyM8a+/evdy/f5/9+/enG6Xv2c7Hs5IrPO3Zc+pVPt+cONbSvGy9AgUKvLSMTk5OmJubs2LFiufOf1WrV6+md+/efP755+mmP3r0CDs7uwzLv2o+9Kxnzy8nJycWLVrEokWLuH37NgEBAYwfP56QkJDnXnP0nbSUekuVKFGCYsWKcebMmUzvDFSpUkX7g6vRaDLcqTt79myGkQReh5ubG507d2bx4sUsXbqU1q1bU6hQoZeu9+ydmjQ1a9bE3Nyc1atXp5t+9+5d9u7dS+PGjV+6jbQLz9NlVkrxww8/vELJsqZx48acP3+ekydPppueNuJOw4YNtTEZGRmla5USGxvLTz/9lG69Bg0aALBmzZp00zdu3JiloahbtWpFaGgoycnJmR4TaYl5TjM0NKR69erau7HPfj6Q+sd/ixYtmDRpEgkJCfz777+ZbqtEiRJ4eHiwdu3adCPzREdH88svv2hHyHhdpqam1K9fny+++AJIfdThedKOv2ePz19++YXo6Oh0x+ebGjduHA4ODpn+sT9gwACcnZ2ZMGGCtgn+0+bOncvFixcZO3ZsukdPli1bxurVq/nmm28ICAggPDycfv36vTSWrB6/zZo1w9DQMMMffFmV1fPpaVk5jlxcXOjbty/du3fn0qVLGR5veJ7M1itevDg+Pj6sWLGC+Pj4TNezsLCgYcOGnDp1Cl9f30zPxazc6X9aZtc1gO++++6VtvOstEdwnj2mjx07xoULFzI9pjUaDeXLl2fhwoXY2dllen4LkVskH5J8KDOSD726/JgPZZe0x+qLFi36wuWy+luclVzhRV7n883OYy2r67Vo0YJ9+/ZlGC34aa1ateLatWs4Ojpmei4WLlw4SzE8LbNr+a+//prlx08z87rnV6FChRg+fDhNmzZ9q/MhaSn1Fvvuu+9o0aIFzZs3p2/fvnh4eBAWFsaFCxc4efIkmzZtAlIvBjNnzmTq1KnUr1+fS5cuMWPGDLy9vbP0w/4yH3/8MdWrVwdg5cqVWVqnbNmyAHz//ffaYVi9vb1xdHRk8uTJTJw4kd69e9O9e3dCQ0OZPn06ZmZmTJ06VbuNcuXKAanDxrZo0QJDQ0N8fX1p2rQpJiYmdO/enbFjxxIXF8eSJUsyNGnODiNHjuTHH3/k3XffZcaMGXh5efHrr7+yePFihgwZQvHixYHUR6YWLFhAjx49+OCDDwgNDWX+/PkZLqilSpXivffeY9GiRRgbG9OkSRP++ecf5s+fj42NzUvj6datG2vWrKFly5Z8/PHHVKtWDWNjY+7evcu+ffto27Yt7du3z/bPAVL76di7dy/vvvsuhQoVIi4uTntXpEmTJgAMHDgQc3NzateujZubG8HBwcyePRtbW9vn3lUzMDBg7ty59OzZk1atWjFo0CDi4+OZN28e4eHhzJkz55VjnTJlCnfv3qVx48YULFiQ8PBwvvrqq3T9AmSmadOmNG/enHHjxhEZGUnt2rU5e/YsU6dOpWLFivTq1euVY3keGxsbJk2axMiRIzPMs7OzY/PmzbRq1YrKlSvzySefUL58eSIjI9mwYQNr1qyha9eufPLJJ9p1zp07x0cffUSfPn20FVHLly+nU6dOLFq0KN0Qxc/K6vFbuHBhJk6cyMyZM4mNjdUOQ33+/HkePXrE9OnTX1jmrJ5PWTmOqlevTqtWrfD19cXe3p4LFy7w008/vTRpz8p63377La1bt6ZGjRqMHDmSQoUKcfv2bX7//XftH1BfffUVderUoW7dugwZMoTChQsTFRXF1atX2bZtW7r+VbKiZMmS+Pj4MH78eJRSODg4sG3btpc2v3+ZEiVK8MEHH/D1119jYGBAixYtuHnzJpMnT8bT01N7/G3fvp3FixfTrl07ihQpglKKzZs3Ex4eTtOmTd8oBiHelORDkg89S/KhrMnv+dDrqFWrFm3atKFUqVLY2tpy8+ZNlixZwrVr19iyZctL17W3t2fw4MFMnToVY2Nj1qxZw5kzZzIsm5Vc4Xmy+vnm1LGW1fVmzJjBb7/9Rr169Zg4cSLlypUjPDycnTt3MmrUKEqWLMmIESP45ZdfqFevHiNHjsTX15eUlBRu377Nrl27GD16tPa6mVWtWrXCz8+PkiVL4uvry4kTJ5g3b16WH5fMTFbPr4iICBo2bEiPHj0oWbIk1tbWHDt2jJ07dz63te5bIde7Vhc6U79+fVWmTJl0086cOaO6dOminJ2dlbGxsXJ1dVWNGjVSS5cu1S4THx+vxowZozw8PJSZmZmqVKmS8vf3zzDSStoIFvPmzcuw78xGm3la4cKFValSpV6pPIsWLVLe3t7K0NAww7aXLVumfH19lYmJibK1tVVt27ZV//77b7r14+Pj1YABA1SBAgWURqNJN7rGtm3bVPny5ZWZmZny8PBQn3zyifrtt98yjHDzKqPNPPvZp7l165bq0aOHcnR0VMbGxqpEiRJq3rx5GUb7WbFihSpRooQyNTVVRYoUUbNnz1bLly/PMCpIfHy8Gj16tHJ2dlZmZmaqRo0a6vDhw8rLy+ulo80opVRiYqKaP3++tvxWVlaqZMmSatCgQerKlSva5by8vNS7776bYX2eGdlEqcyPjWdHmzl8+LBq37698vLyUqampsrR0VHVr18/3Qg1q1atUg0bNlQuLi7KxMREubu7qy5duqizZ89ql8lsiFalUke8qV69ujIzM1OWlpaqcePG6q+//kq3TFpMacPYp0kbGSntc96+fbtq0aKF8vDwUCYmJsrZ2Vm1bNky3XCvzxMbG6vGjRunvLy8lLGxsXJzc1NDhgzRDr2b5nVHm3lafHy88vb2zvQ7USp1FKZhw4apIkWKaM+VevXqqdWrV6cbYvfJkyeqZMmSqnTp0ulGEVIqddQmY2PjDCMmPSurx69SSv3444+qatWq2uOvYsWK6c7vNz2fsnIcjR8/XlWpUkXZ29trYx45cqR69OjRC8uZ1fUOHz6sWrRooWxtbZWpqany8fHJMErUjRs3VP/+/ZWHh4cyNjZWBQoUULVq1VKzZs3SLpN2vG/atCnDus9eF8+fP6+aNm2qrK2tlb29vercubO6ffu2AtTUqVO1yz3vPHh63tOSk5PVF198oYoXL66MjY2Vk5OTeu+999SdO3e0y1y8eFF1795d+fj4KHNzc2Vra6uqVaum/Pz8Xvh5CpETJB+SfEjyIcmHlHrxuaqUUvPmzctwXI0ePVqVL19e2draKiMjI+Xq6qrat2+f4TN8nkOHDqmaNWsqCwsLVaBAATVgwAB18uTJTK8LL8sVXvR7nZXPN7uOtcxkdb07d+6o/v37K1dXV2VsbKxd7sGDB9plnjx5oj799FNVokQJ7bWsXLlyauTIkSo4OFi73PPy3WfP+cePH6v3339fOTs7KwsLC1WnTh118OBBVb9+fVW/fn3tcs/LsZ6e96rnV1xcnBo8eLDy9fVVNjY2ytzcXJUoUUJNnTo1Q479NtEo9VT7MiF04OzZs5QvX55vv/1W26moEEIIIcTbRPIhIYQQbyOplBI6c+3aNW7dusXEiRO5ffs2V69efaNn2YUQQggh8hvJh4QQQrzNpKNzoTMzZ86kadOmPHnyhE2bNkkCJoQQQoi3juRDQggh3mbSUkoIIYQQQgghhBBC5DppKSWEEEIIIYQQQgghcp1USgkhhBBCCCGEEEKIXCeVUkIIIYQQQgghhBAi1xnpOoC8ICUlhfv372NtbY1Go9F1OEIIIYTIx5RSREVF4e7ujoHB69//W7x4MfPmzSMoKIgyZcqwaNEi6tat+9zl4+PjmTFjBqtXryY4OJiCBQsyadIk+vfvn6X9ST4khBBCiOyS1XxIKqWA+/fv4+npqeswhBBCCKFH7ty5Q8GCBV9r3Q0bNjBixAgWL15M7dq1+e6772jRogXnz5+nUKFCma7TpUsXHjx4wPLlyylatCghISEkJSVleZ+SDwkhhBAiu70sH5LR94CIiAjs7Oy4c+cONjY2ug5HCCGEEPlYZGQknp6ehIeHY2tr+1rbqF69OpUqVWLJkiXaaaVKlaJdu3bMnj07w/I7d+6kW7duXL9+HQcHh9fap+RDQgghhMguWc2HpKUUaJuo29jYSBImhBBCiGzxuo/AJSQkcOLECcaPH59uerNmzTh06FCm6wQEBFClShXmzp3LTz/9hKWlJW3atGHmzJmYm5u/UrySDwkhhBAiu7wsH5JKKSGEEEKIPOTRo0ckJyfj4uKSbrqLiwvBwcGZrnP9+nX+/PNPzMzM2LJlC48ePWLo0KGEhYWxYsWKTNeJj48nPj5e+z4yMjL7CiGEEEIIkQUy+p4QQgghRB707J1FpdRz7zampKSg0WhYs2YN1apVo2XLlixYsAA/Pz9iY2MzXWf27NnY2tpqX9KflBBCCCFym1RKCSGEEELkIU5OThgaGmZoFRUSEpKh9VQaNzc3PDw80vXZUKpUKZRS3L17N9N1JkyYQEREhPZ1586d7CuEEEIIIUQWyON7ryA5OZnExERdhyEAExOTNxpmWwgh9JlSioRr13jy559oDAywrFkTk6JFX7uPI5G7TExMqFy5MoGBgbRv3147PTAwkLZt22a6Tu3atdm0aRNPnjzBysoKgMuXL2NgYPDcEW9MTU0xNTV95fgkH8o7jI2NMTQ01HUYQgiR56iUFJKCgoi/eZOEmzdJDnuMZZ3amFeoIPlQHiOVUlmglCI4OJjw8HBdhyL+Y2BggLe3NyYmJroORQgh8oSU2Fhi/v6bJwf+4MmBAyTeu5duvpGLC5a1a2NZuxaWtWphZG+vo0hFVowaNYpevXpRpUoVatasyffff8/t27cZPHgwkNrK6d69e/z4448A9OjRg5kzZ9KvXz+mT5/Oo0eP+OSTT+jfv3+WOzp/GcmH8iY7OztcXV3ljywhxFsp6fFjEm7eJOFGauVT6v9vkHD7NuqpfhMBHn37LSaFC2Pbrh22bdtg7Oamo6jF06RSKgvSEjBnZ2csLCzkR1/HUlJSuH//PkFBQRQqVEi+DyHEWyvh7j2e/HGAJwcOEHPkaLrkS2NigkW1aqAUMcePk/TgARGbNxOxeTNoNJiVKYNl7dpY1amNefnyaKSSP0/p2rUroaGhzJgxg6CgIMqWLcuOHTvw8vICICgoiNu3b2uXt7KyIjAwkA8//JAqVarg6OhIly5dmDVrVrbFJPlQ3qKUIiYmhpCQECD1EU4hhNBnyU+eEL5xE/GXLmkroJIjIp6/grExJp6emBQujMbUhCf7D5Bw8yYPFy3i4VdfYVmzBrbt22PdpAkG2XQDR7w6jVJK6ToIXYuMjMTW1paIiIgMQyAnJydz+fJlnJ2dcXR01FGE4lkRERHcv3+fokWLYmxsrOtwhBAiV6jERGJOnuLJgdSKqIRr19LNN3Jzw6pePazq18eyRnUMLCwASImLI+b4CaL/+ovov/4i/vLldOsZWFhgUb06lnVqY1W7NsZeXlLh8AZelFfkZZIP5U+hoaGEhIRQvHhxeZRPCKG3Eh884M4Hg4i/dCnDPCM3N0y8vDAp7IWptzcmhQtjUrgwxh4eaIz+vx1O8pNoon7/nQh/f2KOHdNON7C0xLrFO9i1b495pUqSA2WTrOZD0lLqJdL6TLD4L7EXeUPaY3vJyclSKSWE0GspCQlEBQYStSuQ6L/+IuXJk/+faWiIecUKWNWvj1W9+pgWL5ZpImVgZoZVndRWUQCJD0KIPnQotZLq0CGSw8J4sm8fT/bt4wFg7OGBZb26WDdqhEX16hhIK6q3nuRDeVfad5KYmCiVUkIIvRR3+TJ3PhhEUnAwhk5OOPTsoa14MvHy0t6EexlDK0vsOnbArmMHEu7eJWKLPxFbt5J49y4RP/9CxM+/YFyoELbt2mLXti3GHh45XDIB0lIKeHENXlxcHDdu3MDb2xszMzMdRSieJd+LEELfxd+4QfjGTURs2ULyU334GDo4YFW3TmprqNq1MXxqtLXXoVJSiLtwgei/UiupYk6ehKc6sTawsEh9zK9RI6zq18PIweGN9vc20MeWUvK7m3fJdyOE0GfRR45y98MPSYmKwqRIETy//x6TgtlXWaRSUog9cYLwLf5E7dxJSkyMdp5FtWrYdmiPbcuW0s3Ba5CWUkIIIUQ+k5KQwJPdu3m8YSMxR49qpxu5umLbti3WjRpiVq4cmmwcfVRjYIB5mTKYlymD0wcDSYmOJvrvv3my/wBP9u0jKSQktaVWYCAYGGBeoQLWjRpi1agRJt7e0sRdCCGEEDkiYtt27k+cCImJmFeujOe332BoZ5et+9AYGGBRtSoWVauS8ukkonbvJnzzFmKOHiXm77+J+ftvHv7vfzgNGoxd+3ZSOZUDpKUUcmcwP5LvRQihTxJu3uRxWquox49TJxoYYFW3LnZdu2JVr266PhFyi1KKuH/+5cm+vUTt20/8hQvp5pt4eWHVsCFWjRpiUamSTmLMi6SllMhN8t0IIfSNUorQZct4+OUCAKzfeQf3L+ZgYGqaazEk3r9PxNathK1dS/LDRwAYu7vjOHgQdu3bo5EuZF4qq/lQ9t1qFXlOSEgIgwYNolChQpiamuLq6krz5s05fPgwAKdOnaJVq1Y4OztjZmZG4cKF6dq1K48epZ50N2/eRKPRaF/29vbUq1ePAwcOaPfxxx9/0Lp1a9zd3dFoNPj7+2eIY/PmzTRv3hwnJyc0Gg2nT5/OsMy1a9do3749BQoUwMbGhi5duvDgwYMc+VyEECIvUAkJRP72G7f69uPaOy0IW7GC5MePMXJ2xmnoUIruDsTzu6VYN2qos8oejUaDebmyFPjoI4ps2UzRvXtwmfwplrVrg7ExCbduEebnx+3efbhcuw73PhlL1N69qKce/xMiL5CcSAgh8geVnMyDmTO1FVIOffviseDLXK2QgtQKKKchQygaGIjLhPEYFnAi8f59gqdM5do7LXi8aZPkO9lEKqX0WMeOHTlz5gyrVq3i8uXLBAQE0KBBA8LCwggJCaFJkyY4OTnx+++/c+HCBVasWIGbmxsxTz1HC7B7926CgoI4cOAANjY2tGzZkhs3bgAQHR1N+fLl+eabb54bR3R0NLVr12bOnDnPnd+sWTM0Gg179+7lr7/+IiEhgdatW5OSkpJ9H4gQQuQBCbduETJ/PlcaNOTeyFHEHDkCGg2W9epS8NtvKLp3DwU++hBjd3ddh5qBsbs7Dj17Umj5MoofPoTHokXYtm2LoZ0dKRERRG7bxt2hw7hSvwEPZs8m7uJFXYcsBCA5kRBC5AcpsbHc/fAjHq9dBxoNLhMn4DJ+XLZ2W/CqDMzMcOjTh6K7duE8fhyGTk4k3rtH8OQpXHunBeE//yyVU29IHt9DP5urh4eHY29vz/79+6lfv36G+f7+/nTu3JnY2FiMnnMH/ubNm3h7e3Pq1CkqVKgAwL179yhYsCBLly5l0KBB6ZbXaDRs2bKFdu3aZXl7ALt27aJFixY8fvxY+/k/fvwYBwcHAgMDadKkSYZt5dfvRQjx9kiJjyfhxg3ir14j/tpVEq5eI/7qVRL++wMWwMjZGduOHbDv1Clfj/CikpOJPXWKqMDdRGzfTnJoqHaeacmS2LVvh02rVhg5Ouowytwjj+/lLZITCSFE3pcUFsadIUOIO3MWjYkJ7vPmYdO8ma7DyiAlNpbHGzYQumw5yf+1pjUuWBCnIYOxbdNGHut7inR0nlOUgsSYly+XE4wtIIsdylpZWWFlZYW/vz81atTA9Jnmjq6uriQlJbFlyxY6deqU5Y5qnx52OLvEx8ej0WjSxWhmZoaBgQF//vlnpgmYEELkFSlxcf9VPl39/wqoK1dJuHMHMmvZoNFgWbcO9l26YNWggV70w6QxNMSiShUsqlTBecxonvz5JxH+W3mydy/xFy/yYPYcHsybj1W9eti2a4t1gwbSUag+kJwIkJxICCHeVMKtW9z+4AMSb93GwNYWzyWLsahUSddhZcrA3BzHvn2x79qVx+s3ELpsGYl37xI06VMeLf0Op8GDsW3TWiqnXkGezoSXLFnCkiVLuHnzJgBlypRhypQptGjRAkjtAG369Ol8//33PH78mOrVq/Ptt99SpkyZnAsqMQY+19EjFRPvg4lllhY1MjLCz8+PgQMHsnTpUipVqkT9+vXp1q0bvr6+1KhRg4kTJ9KjRw8GDx5MtWrVaNSoEb1798bFxSXTbUZHRzNhwgQMDQ0zvdP4umrUqIGlpSXjxo3j888/RynFuHHjSElJISgoKNv2I4QQ2SXu0mUeffM1cZcvk3jnbuaVT4CBjQ2mPj6YFvXBtGhRTIoWxaxECYycnHI54tyjMTbGumFDrBs2JDk8nIhffyXCfytx587xZO9enuzdi6GdHTbvvott+/aYlSktI/jlV5ITSU4khBBvKPbMGe4MHkLy48cYe3jg+cP3mBYpouuwXsrA3BzHfn2x79oltXJq+XIS79whaNIkHn33HU5DhmDbto1OHz3ML/L0J1SwYEHmzJnD8ePHOX78OI0aNaJt27b8+++/AMydO5cFCxbwzTffcOzYMVxdXWnatClRUVE6jjxv6NixI/fv3ycgIIDmzZuzf/9+KlWqhJ+fHwCfffYZwcHBLF26lNKlS7N06VJKlizJuXPn0m2nVq1aWFlZYW1tzbZt2/Dz86NcuXLZFmeBAgXYtGkT27Ztw8rKStvEr1KlShgaGmbbfoQQIjukxMZyd8gQogJ3k3jrNqSkYGhri3nlyth17YrLxIkUWrGcon8coPjRIxRetxa3mTNx6NMHq9q19bpC6lmGdnY49OyJ96aNFNm+DceBAzBydiY5PJzHa9Zws1MnbrRpQ+jy5cRduIBKStJ1yEJPSU4khBB5T9SePdzq05fkx48xK12awuvX5YsKqacZWFjg2L8fRQN34Tx2LIYODiTevk3QhAnceq8X8deu6TrEPC/f9Snl4ODAvHnz6N+/P+7u7owYMYJx48YBqU2eXVxc+OKLLzI82/8ir9SHQj5pqv48AwYMIDAwkFu3bmWYl5CQQMWKFalSpQqrVq3S9ncQEBBA6dKlsbOzw/EF/YG8bv8JT3v06BFGRkbY2dnh6urK6NGj+eSTTzIsJ/0nCCF0JeTLLwn9YRlGbm64f/4ZpsWKYejoKK19skglJxN96BARW/yJ2rMHFR+vnacxM8OsTBnMy5XD3LccZr6+GHt45LvP9q3pU0pyouduW3IiIYR4sbC1a3kw6zNISUkd7GXhQgwss9YCNi9LiYkhbM0aHi1ZioqJAWNjnAYOxHHwIAzesq4L9K5PqeTkZDZt2kR0dDQ1a9bkxo0bBAcH06zZ/3d+ZmpqSv369Tl06NArVUq9Eo0my83F86LSpUtnOkQxgImJCT4+PkRHR6eb7unpiY+PTy5EB07/tSDYu3cvISEhtGnTJlf2K4QQWRF3+TKhK/0AcJ08GcuaNXUbUD6kMTTEqm5drOrWJTkyksjfdhL1++/Enj1LypMnxJ44QeyJE9rlDR0dMS9XDjPfcpiX88XctxyGtrY6LIHQkpwoR0lOJITQVxG//sqDGTMBsOvcCdepU/Wij01IbTnlNHAgtu++S/D0GTw5cIBHixcT+dtvuM2YjkXVqroOMc/J89/8uXPnqFmzJnFxcVhZWbFlyxZKly7NoUOHADI86+/i4pLpHa+nxcfHE//UndnIyMjsD1zHQkND6dy5M/3798fX1xdra2uOHz/O3Llzadu2Ldu3b2f9+vV069aN4sWLo5Ri27Zt7Nixg5UrV2Z5P0+ePOHq1ava9zdu3OD06dM4ODhQqFAhAMLCwrh9+zb3798H4NKlS0Bqx6Kurq4ArFy5klKlSlGgQAEOHz7Mxx9/zMiRIylRokR2fSRCCPFGVEoKwVOnQVISVk0aY92ooa5DyvcMbWyw79oF+65dUCkpJNy8SeyZs8SdO5v67+XLJIeG8mT/fp7s369dz8TLCzNfX8zLl8eqQQNMCubfkQtFzpOcSAgh8o7EkBCC/6uQcujXD+exn+S7FtFZYezuTsGlS4j6/XeCZ31Gwo0b3OrVG7vOnXAeM0ZusD0lz1dKlShRgtOnTxMeHs4vv/xCnz59OHDggHb+swewUuqlB/Xs2bOZPn16jsSbV1hZWVG9enUWLlzItWvXSExMxNPTk4EDBzJx4kSCgoKwsLBg9OjR3LlzB1NTU4oVK8ayZcvo1atXlvdz/PhxGjb8/z/MRo0aBUCfPn20/TQEBATQr18/7TLdunUDYOrUqUybNg1ITcomTJhAWFgYhQsXZtKkSYwcOfINPwUhhMg+4b/8QuypU2gsLHCdNEnX4egdjYEBpkWKpPYl0b4dACnx8cRfuEDs2bPEnvuH2LNnSLx1m4Rbt0i4dYvIbdt4MGsWZqVLY92sGdbNmua7vihEzpOcSAgh8galFMFTppISEYFZmTI4jxqplxVSaTQaDTbvvINlrVqEfLmA8A0bCN/0M1H79uMyYTw2LVvqdfmzKt/1KdWkSRN8fHwYN24cPj4+nDx5kooVK2rnt23bFjs7O1atWvXcbWTWUsrT0zPrfSgInZPvRQiRm5LCwrjWoiUpERE4jxuHY7++ug7prZUcHk7suXPEnj1LzNG/iTl+PN3ohyZFfbBp1gzr5s0xLV5cJ8neW9OnlMgT5LsRQuQX4b/8QtCkT9EYG+O9+RdMixXTdUi5KubECYImTyHh+nUALOvVxXXKVL1t8Z3VfChPj76XGaUU8fHxeHt74+rqSmBgoHZeQkICBw4coFatWi/chqmpKTY2NuleQgghxPOEfDGXlIgITEuVwqHXe7oO561maGeHVd26FBg2DK8fV1Hs4B+4zpiOZZ06YGREwtVrPFq8hBtt23HtnXcImT+f2LNnyWf34IQQQgi9knjvHg8+nw1AgREfv3UVUgAWlSvj7b8Fp+HD0RgbE/3HQa63bk2on99bPQJxnn58b+LEibRo0QJPT0+ioqJYv349+/fvZ+fOnWg0GkaMGMHnn39OsWLFKFasGJ9//jkWFhb06NFD16ELIYTQE9FHjhKxdStoNLhN05+OOPWFkaMj9l26YN+lC8kRETzZv5/IXYFE//knibduE7psOaHLlmPk5oZ10ybYNG2KeaVKaAwNdR26EEII8VZQKSncnziJlOhozCtWxKFvX12HpDMGJiYUGD4Mm5YtCJ4ylZjjxwmZ8wWRAdtwnTkD8zJldB1irsvTmfWDBw/o1asXQUFB2Nra4uvry86dO2natCkAY8eOJTY2lqFDh/L48WOqV6/Orl27sLa21nHkQggh9EFKQgLB//VBaN+9G+bly+s4IvEihra22LZti23btqRER/Pkjz+ICgwkav8BkoKCePzjTzz+8ScMnZxwnTQRmxYtdB2yEEIIofcer1lLzNGjaMzNcZ8zW24MAaZFilDox1WE//wzIfO/JO78eW527oJ9t2449O6FSeHCug4x1+TpSqnly5e/cL5Go2HatGnajiGFEEKI7BT6ww8k3LiBoZMTBUaM0HU44hUYWFpi06IFNi1akBIXR/RffxG1axdRe/eR/OgRRk5Oug5RCCGE0HsJN28S8uWXADiPHo2Jl5eOI8o7NAYG2HfpgnXDhjyYPZvIHb/xeO1aHq9di2WtWtj36I5VgwZ630pfv0snhBBCvKbzf20gZfE3GAIuE8ZjKP0P5lsGZmZYN26MdePGqIQEov8+hnmlSroOSwghhNBrKjmZ+xMmouLisKhZA/se3XUdUp5kVKAAHgsWYNepE6F+fkQf/JPoQ4eIPnQII1dX7Dp3wq5TZ4xdnHUdao7Idx2dCyGEELnh7qyZGCbDwyKm2LRsqetwRDbRmJhgVae2PDoghBBC5LAwPz9iT53CwNIS91mz0BhI9cOLWNaqRaHvv8dn1+84DhyAob09ScHBPPr6G642bszdj0cQfeSI3g3eIkeFEEIIkQmzAd246AHfNoon5eKvug5HCCGEECLfiL9yhYeLvgLAZeJEjD08dBxR/mHi6Ynz6NEUPbAf93nzUlt3JyUR9fvv3O7bj+vvtiLsxx9JjozUdajZQiqlhBBCiEzUaDeWL/tYcL6AEUcDP4G4CF2HJIQQQgiR56nERO6PG49KTMSqfn1sO7TXdUj5koGJCbatW1F47Rq8t/pj170bBhYWJFy/zoPPZ3OlXn3uT5pE7D//6jrUNyKVUkIIIUQmTAxNeKdoawC2G8TD7mm6DUgIIYQQIh949N33xJ0/j4GtLa4zZ6DRaHQdUr5nVqIEblOnUvSPP3CdOgXT4sVRcXFE/LKZm506cbNHT5789Ve+fLRPKqWEEEKI52hVtB0Auy3NiTmxEm7+pduAhBBCCCHysNh//uXR0qUAuE6ejLGzfnbOrSuGVpbYd++O91Z/vNauwaZVKzTGxsSePMmd9wdw671eRB8+nK8qp6RSSo+FhIQwaNAgChUqhKmpKa6urjRv3pzDhw8DcOrUKVq1aoWzszNmZmYULlyYrl278ujRIwBu3ryJRqPRvuzt7alXrx4HDhzQ7mP27NlUrVoVa2trnJ2dadeuHZcuXXpuTIMGDUKj0bBo0aJ00xs0aJBuXxqNhm7dumX/hyKEEK+gfIHyFLIuRKyBAXsszGHbR5AYp+uwhBCvSHIiIYTIeSnx8QRNGA9JSVi/8w4278pAMTlFo9FgUakSHvPn4bNnN/a9e6ExMSH2xAlu9+vPrV69iD5yVNdhZolUSumxjh07cubMGVatWsXly5cJCAigQYMGhIWFERISQpMmTXBycuL333/nwoULrFixAjc3N2JiYtJtZ/fu3QQFBXHgwAFsbGxo2bIlN27cAODAgQMMGzaMI0eOEBgYSFJSEs2aNSM6OjpDPP7+/hw9ehR3d/dM4x04cCBBQUHa13fffZf9H4oQQrwCjUZDqyKtANhu5wChV+HAFzqOSgjxqiQnEkKInPfo66+Jv3IVQycnXKdOkcf2comxszOuEyfiExiI/XvvpbacOn6C2337cqtXb6L//lvXIb6Qka4DEDkjPDycP//8k/3791O/fn0AvLy8qFatGpCaDEVGRrJs2TKMjFIPA29vbxo1apRhW46Ojri6uuLq6sp3331HwYIF2bVrF4MGDWLnzp3pll25ciXOzs6cOHGCevXqaaffu3eP4cOH8/vvv/Puu+9mGrOFhQWurq7ZUn4hhMgurYq0YvGZxRwxMSTE0BDnv76CMu3BzVfXoQkhskByIiGEyHkxJ08RunwFAG4zpmNkb6/jiN4+xi7OuH46CccB7xP6/Q+Eb9pEzLFj3O7dB4vq1Snw4XAsqlTRdZgZSEupV6SUIiYxRievV3ku1MrKCisrK/z9/YmPj88w39XVlaSkJLZs2fJK27WwsAAgMTEx0/kREamjUzk4OGinpaSk0KtXLz755BPKlCnz3G2vWbMGJycnypQpw5gxY4iKispyXEIIkVM8bTypUKACKSh+K1IVVDIEDIfkJF2HJoROSU4kOZEQQgCkxMRwf8J4UArbtm2xzqRSX+QeY1dXXKdMxmfX79h17wbGxsQcPcqt93pxq28/Yk6e1HWI6UhLqVcUmxRL9bXVdbLvoz2OYmFskaVljYyM8PPzY+DAgSxdupRKlSpRv359unXrhq+vLzVq1GDixIn06NGDwYMHU61aNRo1akTv3r1xcXHJdJvR0dFMmDABQ0ND7Z3GpymlGDVqFHXq1KFs2bLa6V988QVGRkZ89NFHz423Z8+eeHt74+rqyj///MOECRM4c+YMgYGBWSqvEELkpFZFWnH64Wm2WZrTx8wWgs7AkW+h9se6Dk0InZGcSHIiIYQACPlyAYm3bmPk6orLpIm6Dkf8x9jNDbepU3EaOJBH331P+ObNxBw5wq0jR7CsVQunD4djUbGirsOUllL6rGPHjty/f5+AgACaN2/O/v37qVSpEn5+fgB89tlnBAcHs3TpUkqXLs3SpUspWbIk586dS7edWrVqYWVlhbW1Ndu2bcPPz49y5cpl2N/w4cM5e/Ys69at0047ceIEX331FX5+fi98pnjgwIE0adKEsmXL0q1bN37++Wd2797NyTxWiyuEeDs1L9wcIwMjLkVc43K9kakT930OYdd1G5gQIkskJxJCiJwRffgwj9esAcBt1iwMbWx0HJF4lrG7O27Tp1F052/Yde4MRkZEHzrEre49uD3wA1ISEnQan0blp7ECc0hkZCS2trZERERg88xJFBcXx40bN/D29sbMzAylFLFJsTqJ09zI/I07ixswYACBgYHcunUrw7yEhAQqVqxIlSpVWLVqFTdv3sTb25uAgABKly6NnZ0djo6OmW73ww8/xN/fnz/++ANvb2/t9EWLFjFq1CgMDP6//jM5ORkDAwM8PT25efNmpttTSmFqaspPP/1E165dM8x/9nsRQoic9vHej9l7Zy/9yvRj1D974eZBaDgJ6o/VdWgij3lRXpGXvUo+BEhOJDmREOItlxITw7VWrUi6H4Rd9264TZ2q65BEFiTcvcujpUuJ2OKPVb16eC5ZnCP7yWo+JI/vvSKNRpPl5uJ5UenSpfH39890nomJCT4+PhlGifH09MTHxyfTdZRSfPjhh2zZsoX9+/enS74AevXqRZMmTdJNa968Ob169aJfv37PjfPff/8lMTERNze3LJRKCCFyXmuf1uy9s5dfb/zKxyU6YHjzINw/peuwhNAZyYnSk5xICPG2ebx+A0n3gzD28MBlzBhdhyOyyKRgQdxnzcJp0CBITtZ1OFIppa9CQ0Pp3Lkz/fv3x9fXF2tra44fP87cuXNp27Yt27dvZ/369XTr1o3ixYujlGLbtm3s2LGDlStXZnk/w4YNY+3atWzduhVra2uCg4MBsLW1xdzcHEdHxwx3Eo2NjXF1daVEiRIAXLt2jTVr1tCyZUucnJw4f/48o0ePpmLFitSuXTv7PhQhhHgD9QrWw8bEhpCYEI6ZW1ADpFJKiHxAciIhhMh+KXFxhK5IHW3PaehQDCwtdRyReFUmnp66DgGQSim9ZWVlRfXq1Vm4cCHXrl0jMTERT09PBg4cyMSJEwkKCsLCwoLRo0dz584dTE1NKVasGMuWLaNXr15Z3s+SJUsAaNCgQbrpK1eupG/fvlnahomJCXv27OGrr77iyZMneHp68u677zJ16lQMDQ2zHIsQQuQkE0MTmhduzqbLm9gWeZEaGgOICoLIILCRFgxC5FWSEwkhRPYL3/QzyY8eYezujm2b1roOR+Rj0qcUr96HgtA9+V6EELpw8sFJ+uzsg4WRBfvDwfzhRei+Hkq00HVoIg95W/qUEnmDfDdCiNyWkpDAtWbNSQoOxnXqFOy7d9d1SCIPymo+JKPvCSGEEFlU0bkiHlYexCTFsK/Af02e5RE+IYQQQrxFIrb4kxQcjJGzM7YdOug6HJHPSaWUEEIIkUUajYZWRVoBEGDw36hj92SYdiGEEEK8HVRiIqE//ACA4/v9MTA11XFEIr+TSikhhBDiFbT2Se034XD0HW4bGUHQaZAn4UUOWLx4sfaRrMqVK3Pw4MEsrffXX39hZGREhQoVcjZAIYQQb52I7b+SePcuhg4O2HXpoutwhB6QSikhhBDiFXjZeOHr5EsKinc93elpY8Cy4wu4Fn4N6aZRZJcNGzYwYsQIJk2axKlTp6hbty4tWrTg9u3bL1wvIiKC3r1707hx41yKVAghxNtCJScT+t13ADj064uBubmOIxL6QCqlhBBCiFc0tdZUyjmVA+CsmSlfnfej3dZ2tNrSivnH5nPiwQmSU5LfaB9KKYKeBHHgzgGWnVvGz5d/JiklKTvCF/nAggULeP/99xkwYAClSpVi0aJFeHp6akd4e55BgwbRo0cPatasmUuRCiGEeFtE7txJws2bGNraYt+9h67DEXrCSNcBCCGEEPlNcfvirH13LSFbBrL/+g72FSzN0YRQbkfdZtX5Vaw6vwp7U3vqFaxHw0INqelWEwtji+duLyohiqvhV7kcdpkr4Ve48jj1FZUYlW65bde2Ma/+PJwtnHO6iEKHEhISOHHiBOPHj083vVmzZhw6dOi5661cuZJr166xevVqZs2aldNhCiGEeIuolBRCl6a2krLv3QtDK0sdRyT0hVRKCSGEEK/JuWANupzZSJcEK6K7+fPXvb/Yd2cff9z9g8fxj9l6bStbr23F1NCUGm41aOjZkFKOpbgZcZMr4Ve4/PgyVx5fISg6KNPtG2mMKGxbmKJ2RTl47yAnQ07SZVsX5tabSzW3arlcWpFbHj16RHJyMi4uLummu7i4EBwcnOk6V65cYfz48Rw8eBAjo6yld/Hx8cTHx2vfR0ZGvn7QQggh9NqTvXuJv3IFAysrHHr10nU4Qo9IpZQQQgjxutwrpv57/xSWRhY0K9yMZoWbkZiSyKkHp9h3Zx/77uzj3pN7HLh7gAN3Dzx3Uy4WLhSzL0Zx++IUsy9GMbtiFLEtgrGhMQA3I24y+sBoLj++zMDAgQyvMJz3y72PgUaexNdXGo0m3XulVIZpAMnJyfTo0YPp06dTvHjxLG9/9uzZTJ8+/Y3jFEIIod+UUjxanPr4uP17PTG0sdFxREKfSKWUEEII8bpcyoCBMcQ+hvBbYF8YAGMDY6q5VaOaWzXGVh3L5ceXtRVUd6Pu4m3rna7yqZh9MWxNbV+4q8K2hVndcjWfHfmMrde28r9T/+NUyClm15390nVF/uLk5IShoWGGVlEhISEZWk8BREVFcfz4cU6dOsXw4cMBSElJQSmFkZERu3btolGjRhnWmzBhAqNGjdK+j4yMxNPTM5tLI4QQIr+L/uMP4s6fR2NhgUOfProOR+gZqZQSQgghXpeRaWrFVNBpuH9aWyn1NI1GQwmHEpRwKMHg8oPfaHfmRubMqjOLSi6V+OzIZxy8d5Au27rwZYMvKetU9o22LfIOExMTKleuTGBgIO3bt9dODwwMpG3bthmWt7Gx4dy5c+mmLV68mL179/Lzzz/j7e2d6X5MTU0xNTXN3uCFEELolYehV7g682PsAPsqBTA6OCWTpTK24tULmbROzvteMWa7QlB31MuXy0E5UikVHx/P33//zc2bN4mJiaFAgQJUrFjxuUmRyBkhISFMnjyZ3377jQcPHmBvb0/58uWZNm0aNWvW5NSpU0yePJm///6byMhIXF1dqV69Ot9++y1OTk7cvHkz3XdmZ2dHuXLlmDlzJvXr1wdgyZIlLFmyhJs3bwJQpkwZpkyZQosWLbTrZfaoAcDcuXP55JNPgNRjZsyYMaxbt47Y2FgaN27M4sWLKViwYA59OkIIkU3cK/5XKXUKyrTLlV12KNaB0o6lGbV/FHei7tD7t96MrTqWriW6PveaK/KXUaNG0atXL6pUqULNmjX5/vvvuX37NoMHp1ZsTpgwgXv37vHjjz9iYGBA2bLpKyWdnZ0xMzPLMP1tJTmREEK8ntC/9mN3N54EI0hxOg4nD+s6JJGdPCrrV6XUoUOH+Prrr/H39ychIQE7OzvMzc0JCwsjPj6eIkWK8MEHHzB48GCsra2zc9ciEx07diQxMZFVq1ZRpEgRHjx4wJ49ewgLCyMkJIQmTZrQunVrfv/9d+zs7Lhx4wYBAQHExMSk287u3bspU6YMISEhTJw4kZYtW/LPP//g7e1NwYIFmTNnDkWLFgVg1apVtG3bllOnTlGmTBkAgoLSd+D722+/8f7779OxY0fttBEjRrBt2zbWr1+Po6Mjo0ePplWrVpw4cQJDQ8Mc/qSEEOINuFeAE6RWSuWikg4l2dBqA5P/msye23v47OhnnAw5ybSa01440p/IH7p27UpoaCgzZswgKCiIsmXLsmPHDry8vIDU39bbt2/rOMr8Q3IiIYR4PSUadmBB2xU8jojEtXpzhttX0HVI/0/pOoDckMOFtHbN2e1nhcombdq0UW5ubmr06NHqwIEDKjo6Ot38a9euKT8/P9W8eXPl6uqqdu3alV27fmMREREKUBERERnmxcbGqvPnz6vY2FgdRPb6Hj9+rAC1f//+TOdv2bJFGRkZqcTExOdu48aNGwpQp06d0k67e/euAtTSpUufu569vb1atmzZc+e3bdtWNWrUSPs+PDxcGRsbq/Xr12un3bt3TxkYGKidO3dmuo38+r0IIfTQ/dNKTbVR6nNPpVJScn33KSkpyu8fP1VhVQVV1q+sar2ltboSdiXX4xD/70V5RV6mj/mQUpITCSHEm9p5Y6cq61dW1VtfT8Unxes6HJFPZDUfyrYhe5o1a8bNmzeZP38+9erVw8Ii/V3aIkWK0KdPH3bu3Mnu3buza7e5TilFSkyMTl5KZb2W1MrKCisrK/z9/dMN95zG1dWVpKQktmzZ8krbTfteExMTM8xLTk5m/fr1REdHU7NmzUzXf/DgAb/++ivvv/++dtqJEydITEykWbNm2mnu7u6ULVuWQ4cOZTk2IYTQiQKlwNAU4iMg7Hqu716j0dCnTB9WvLMCZ3NnbkTcoMeOHmy/vj3XYxFvF8mJJCcSQrwdGhVqhLOFM2FxYfx+83ddhyP0TLY9vjds2LAsL1umTBltM+b8RsXGcqlSZZ3su8TJE2gssvZIhpGREX5+fgwcOJClS5dSqVIl6tevT7du3fD19aVGjRpMnDiRHj16MHjwYKpVq0ajRo3o3bt3piP7AERHRzNhwgQMDQ21/ScAnDt3jpo1axIXF4eVlRVbtmyhdOnSmW5j1apVWFtb06FDB+204OBgTExMsLe3T7esi4tLhpGHhBAizzEyAdeycO9E6iN8jj46CaOic0U2tt7IuIPjOBp0lAkHJ3DqwSnGVhuLqaF0Zi2yn+REkhMJId4OxgbGdCnehW9Of8P6S+tp7dNa1yEJPZJtLaWeFhsbS0BAAPPnz+fLL78kICCA2NjYV97O7NmzqVq1KtbW1jg7O9OuXTsuXbqUbhmlFNOmTcPd3R1zc3MaNGjAv//+m11Fydc6duzI/fv3CQgIoHnz5uzfv59KlSrh5+cHwGeffUZwcDBLly6ldOnSLF26lJIlS2YYwadWrVpYWVlhbW3Ntm3b8PPzo1y5ctr5JUqU4PTp0xw5coQhQ4bQp08fzp8/n2lMK1asoGfPnpiZmb00fqWUdNgrhMgf3Cum/pvL/Uo9y9Hcke+afMcg30Fo0LDx8kb6/96fmMSYl68shB6TnEgIId5Mx+IdMTIw4uzDs/z7SP7eFtlHo16lnXIWBAQEMGDAAB49epRuupOTE8uXL6d166zXqr7zzjt069aNqlWrkpSUxKRJkzh37hznz5/H0tISgC+++ILPPvsMPz8/ihcvzqxZs/jjjz+4dOlSljtTj4yMxNbWloiICGxsbNLNi4uL48aNG3h7e2NmZoZSCvUaFWzZQWNu/sYJyYABAwgMDOTWrVsZ5iUkJFCxYkWqVKnCqlWrtCPNBAQEULp0aezs7HB0dHzpPpo0aYKPjw/fffdduukHDx6kXr16nD59mvLly2un7927l8aNGxMWFpbuzmD58uVp164d06dPz7CPZ78XIYTQqVOrYeswKFwX+uaNx+b+vPcn4/4YR2RCJPUL1uerhl9haCCdJOeGF+UVedmr5EOA5ESSEwkh3jLjD47n1+u/0sanDZ/V+ey1t/Mg+gF+//oRmRCJsYExRgZGmf5rbGCMsaExRhojjA1T31sYWVDDvQaWxpbZWDKRE7KaD2X76HudOnWiTZs2jB49mlKlSgFw/vx5vvzySzp16sT+/fuf+2z9s3bu3Jnu/cqVK3F2dubEiRPUq1cPpRSLFi1i0qRJ2qbPq1atwsXFhbVr1zJo0KDsLB6Q2ndHVpuL50WlS5fG398/03kmJib4+PgQHR2dbrqnpyc+Pll/HEUplWmfDcuXL6dy5crpki+AypUrY2xsTGBgIF26dAFSR6f5559/mDt3bpb3K4QQOqNtKXUaUlLAIEcaIr+SOh51+LbxtwzYNYADdw8w5+85TKw+UVpbiGwjOdHLSU4khNAn3Ut259frv7Lzxk7GVBmDvZn9y1d6ilKKHTd28NnRz4hKiHrtODysPJhddzYVnSu+9jZE3pGtlVKzZs2iX79+Ge4G1apVi1q1ajFo0CBmzpzJjh07Xmv7ERERADg4OABw48YNgoOD03UGaWpqSv369Tl06FCOVErlF6GhoXTu3Jn+/fvj6+uLtbU1x48fZ+7cubRt25bt27ezfv16unXrRvHixVFKsW3bNnbs2MHKlSuzvJ+JEyfSokULPD09iYqKYv369ezfvz9DhWJkZCSbNm3iyy+/zLANW1tb3n//fUaPHo2joyMODg6MGTOGcuXK0aRJkzf+LIQQIsc5lQAjc0iIgtCrUKC4riMCoIJzBWbXnc3o/aNZf2k9Ba0L0qdMH12HJUSukpxICCGyh6+TL6UdS3M+9Dybr2zm/XLvv3yl/4TFhTHryCwCbwUCUMaxDM0LNycxJZHElESSUpJISkkiITkh9f8qicTkxHTzE1MSuRp+lXtP7tF3Z18GlBvA4PKDMTYwzqkii1yQrZVShw8f5osvvnju/GHDhqXrDPJVKKUYNWoUderUoWzZsgDaDh+f7YTSxcUl06bYaeLj49PdtYqMjHytmPIyKysrqlevzsKFC7l27RqJiYl4enoycOBAJk6cSFBQEBYWFowePZo7d+5gampKsWLFWLZsGb169cryfh48eECvXr0ICgrC1tYWX19fdu7cSdOmTdMtt379epRSdO/ePdPtLFy4ECMjI7p06UJsbCyNGzfGz88PQ0N51EQIkQ8YGoGbL9w5mtqvVB6plAJo6tWU0VVGM//4fL48/iXuVu409Wr68hWF0BOSEwkhRPbQaDR0L9mdyX9NZsOlDfQt0zdLXQPsub2HGYdnEBYXhpHGiA/Kf8CAcgNeqzLpScITZv89m4BrAXx/9nsO3TvEnHpz8LLxep0iiTwgW/uUMjc35+LFi3h5ZX5A3Lp1i1KlShET8+odrg4bNoxff/2VP//8k4IFCwKpjwvWrl2b+/fv4+bmpl124MCB3LlzJ8OdqTTTpk3L9Jn8rPahIHRPvhchRJ7z2zg4uhSqD4EWc3QdTTpKKT47+hkbLm3A1NCU5c2XU75A+ZevKF7L29KnlMgb5LsRQuSm+OR4mmxqQnh8OF81/IpGhRo9d9nIhEi++PsLAq4FAFDUriif1/mcUo6l3jiOnTd3MuPwDKISojA3MueTqp/QqVgn6aYgD8lqPpStnV4UL16cvXv3Pnf+nj17KFq06Ctv98MPPyQgIIB9+/ZpK6QAXF1dATIMkRsSEvLcIXwBJkyYQEREhPZ1586dV45JCCGESCePjMCXGY1Gw/hq46lfsD7xyfF8tPcj7kTKb58QQgghXo2poSkdi3UEYN3Fdc9d7vD9w3TY2oGAawEYaAzoX7Y/G1ptyJYKKYB3Cr/D5jabqeZajdikWGYcnsHH+z4mLC4sW7Yvck+2Vkr17duXMWPGZNpn1K+//srYsWPp169flrenlGL48OFs3ryZvXv34u3tnW6+t7c3rq6uBAYGaqclJCRw4MABatWq9dztmpqaYmNjk+4lhBBCvJG0SqmgM5CcpNtYMmFkYMTcenMp5VCKsLgwhu4ZSkR8hK7DEkIIIUQ+06VEFww0BhwJOsL18Ovp5sUkxjDryCw+CPyABzEPKGRdCL93/BhZeSQmhibZGoerpSs/NPuB0ZVHY2xgzL47++iwtQMH7x7M1v2InJWtlVIff/wxjRo1olWrVpQqVYoOHTrQoUMHSpYsSZs2bahfvz4ff/xxlrc3bNgwVq9ezdq1a7G2tiY4OJjg4GBi/xt+WKPRMGLECD7//HO2bNnCP//8Q9++fbGwsKBHjx7ZWTQhhBDixRyLgokVJMXCo8u6jiZTFsYWfNP4G1wtXbkZeZOP9n5EQnKCrsMSQgghRD7ibuVOg4INAFh7ca12+qmQU3Ta1okNlzYA0K1ENza13pSjo+QZaAzoW7Yva99di4+tD6FxoQzdM5TZR2cTlxSXY/sV2SdbK6UMDAzYtGkT69ato0SJEly8eJGLFy9SsmRJ1qxZwy+//ILBKwyTvWTJEiIiImjQoAFubm7a14YNG7TLjB07lhEjRjB06FCqVKnCvXv32LVrF9bW1tlZNCGEEOLFDAzB7b9+mvLgI3xpnC2cWdx4MVbGVpwMOcmnf31KikrRdVhCCCGEyEe6l0odrGHbtW2Exoay4PgC+vzWhztRd3C1dOX7pt8zqcYkLIwtciWekg4lWd9qPT1KpjZOWXtxLd22d+Ni2MVc2b94fdna0Xl+lZWOPQsXLoy5ubmOIhTPio2N5ebNm9KppxAib/l9Ehz+BqoOhHfn6zqaFzp8/zBDdw8lSSUxsNxAPqr0ka5D0hv63NG55EN5j+REQghdUErRbms7rkdcx9rYmqjEKADa+rRlXLVxWJvorpHIn/f+5NM/PyU0LhQjAyM+qvgRfcr0wUCTrW1yxEvopKNzfWRsnDpM5euMGChyTkJC6uMmMjyyECJP0fYrdVqnYWRFTfeaTK01FYAfzv3A5iubdRyRyMskH8q70r6TtO9ICCFyg0ajoXvJ1NZSUYlROJg58L+G/2NWnVk6rZACqONRh81tN9PQsyFJKUksOLGAgbsGEhobqtO4ROaMsnNjBgYGLx2CUaPRkJSU9zqAfR5DQ0Ps7OwICQkBwMLCQoaZ1LGUlBQePnyIhYUFRkbZeggLIcSbSauUCj4HyYlgmLf/SGxXtB13o+7y3dnvmHF4Bq4WrtTyeP5AIeLtJflQ3qOUIiYmhpCQEOzs7ORGnRAi17XxacPh+4exMbVhVOVR2JvZ6zokLQczB75q+BWbr2zmi2Nf8Hfw3wzbM4wVzVfk2iOFImuy9fG9rVu3PnfeoUOH+Prrr1FKaTsqzyte1qxMKUVwcDDh4eG5H5zIlIGBAd7e3piYZO8IDkII8UZSUuCLwhAfAYP/BNdyuo7opZRSTPxzItuvb8fS2JIfW/xIcfviug4rX9PHx/dA8qG8ys7ODldXV6kkFEKI57gefp0+O/sQHh9O/YL1WdRwEUYG0rghp2U1H8rxPqUuXrzIhAkT2LZtGz179mTmzJkUKlQoJ3f5yrL6YSUnJ5OYmJiLkYnnMTExeaVO84UQItesag03/oDW/4PKfXQdTZYkJCcwKHAQxx8cx8XChbXvrsXZwlnXYeVb+loplUbyobzD2NhYWkgJIUQWnA45zYBdA4hPjqdria5Mqj5JKvNzWFbzihyrHrx//z5Tp05l1apVNG/enNOnT1O2bNmc2l2uMDQ0lB9+IYQQL+ZeMbVSKug0kD8qpUwMTVjUcBG9fuvFjYgbDNszDL93/LA0ttR1aCIPknxICCFEflPBuQKz685m9P7RbLi0gYJWBelbtq+uwxLkQEfnERERjBs3jqJFi/Lvv/+yZ88etm3blu8rpIQQQogsSetX6v4p3cbximxNbVnceDEOZg5cDLvI2D/GkqJSdB2WEEIIIUS2aOrVlDFVxgDw5Ykv2Xlzp44jEpDNlVJz586lSJEibN++nXXr1nHo0CHq1q2bnbsQQggh8jZtZ+f/QFK8bmN5RQWtC/JNo28wNTTlj7t/8P3Z73UdkhBCCCFEtulVuhc9S/UEYNLBSZx8cFLHEYls7VPKwMAAc3NzmjRp8sJm3Zs3561hp/Nr3w9CCCHyIKVgrjfEPoYP9v9/JVU+4n/Vn8l/TUaDhqVNlsqIfK8ov+YV+TVuIYQQ4lUkpyQzcv9I9t3Zh62pLT+1+AlvW29dh6V3sppXZGtLqd69e9OlSxccHBywtbV97ksIIYTQWxoNuFVI/X8+e4QvTbui7ehYrCMKxbiD4wh6EqTrkIQQQgghsoWhgSFf1PuCck7liIiPYOjuoYTGhuo6rLdWtnZ07ufnl52bE0IIIfIn94pwfV++rZQCmFB9AhfCLnA+9Dyj9o9iVYtVmBia6DosIYQQQog3Zm5kzteNvqbnjp7cfXKXj/Z+xLLmyzA3Mtd1aG+dbO/oXAghhHjr5dPOzp9mamjKggYLsDGx4Z/Qf/ji7y90HZIQQgghRLZxNHdkSZMl2JracvbRWcb/MZ7klGRdh/XWybZKqcGDB3Pnzp0sLbthwwbWrFmTXbsWQggh8pa0SqmQC5AYp9tY3oCHlQdz6s5Bg4aNlzey7do2XYckhBBCCJFtvG29+V/D/2FiYMLeO3uZf3y+rkN662RbpVSBAgUoW7YsLVq0YMmSJRw7dox79+4RGhrK1atXCQgIYOzYsRQqVIhFixbh6+ubXbsWQggh8hbbgmDhBClJ8OBfXUfzRuoWrMug8oMAmHF4BpfCLuk4IiGEEEKI7FPJpRKf1fkMgNUXVvPT+Z90HNHbJdsqpWbOnMmVK1eoV68eS5cupUaNGhQqVAhnZ2dKlChB7969uX79OsuWLePw4cOUK1cuu3YthBBC5C0azVOP8OX/oYYH+w6mtkdt4pLjGLV/FJEJkboOSQghhBAi27zj/Q4jK48EYN6xeey+tVvHEb09srVPKWdnZyZMmMCZM2cIDQ3l5MmT/PXXX1y6dInHjx/z888/06xZs+zcpRBCCJE3aSulTus0jOxgaGDInDpzcLN043bUbT7981OUUroOSwghhBAi2/Qr04+uJbqiUIw/OJ4zD8/oOqS3Qo51dG5nZ0f58uWpUaMGRYsWRaPR5NSuhBBCiLxHDzo7f5qdmR0LGyzE2MCYfXf2sfLflboOSQghhBAi22g0GsZXG0+9gvWIT47nwz0fcicya/1mi9eXI5VSZ8+ezfR17tw5rly5Qnx8fE7sVgghhMg70iqlHl6AhBjdxpJNyjiVYUL1CQB8dfIr/g76W8cRCSGEEEJkHyMDI+bVm0cph1I8jn/MkD1DuBlxU9dh6bUcqZSqUKECFStWzPCqUKECJUuWxNbWlj59+hAXl39HJBJCCCFeyMYNrFxBpUDwOV1Hk206FetEG582pKgUPvnjEx5EP9B1SEIIIYQQ2cbC2ILFTRbjbunOrchbdAjowDenviEuSeovckKOVEpt2bKFYsWK8f3333P69GlOnTrF999/T4kSJVi7di3Lly9n7969fPrppzmxeyGEECJv0LNH+CC1afunNT6lhH0JwuLCGHNgDInJiboOSwghhBAi2ziZO7HynZXU8ahDYkoi3539jvZb23Pw7kFdh6Z3cqRS6rPPPuOrr77i/fffp1y5cvj6+vL++++zcOFCvvzyS3r27MnXX3/Nli1bcmL3QgghRN6gh5VSAOZG5ixssBBrY2tOPzzNlye+1HVIQgghhBDZyt3KncWNF7OgwQKcLZy5++QuQ/cMZdT+UQRHB+s6PL2RI5VS586dw8vLK8N0Ly8vzp1LfYShQoUKBAUF5cTuhRBCiLxBTyulADxtPPmszmcArLmwht9u/KbjiIQQQgghspdGo6GpV1MC2gXQu3RvDDWGBN4KpI1/G1b9u4rEFGkt/qZypFKqZMmSzJkzh4SEBO20xMRE5syZQ8mSJQG4d+8eLi4uObF7IYQQIm9wr5D676PLEB+l01ByQsNCDRlQbgAAUw9N5Vr4NR1HJIQQQgiR/SyNLfmk6idsaLWBCgUqEJsUy/zj8+m6vSunQ07rOrx8zSgnNvrtt9/Spk0bChYsiK+vLxqNhrNnz5KcnMz27dsBuH79OkOHDs2J3QshhBB5g5Uz2BSEyLsQdBYK19Z1RNlueIXhnHt0jqNBRxm5fyTr3l2HpbGlrsMSQgghhMh2JRxKsKrFKvyv+rPwxEKuPL5Cr9960aFYB0ZUGoG9mX2Wt5WQnMDV8KtcDLvIhdALXAy7SLJKxtvWG29bb4rYFsHb1htPa0+MDHKk6iZP0CilVE5s+MmTJ6xevZrLly+jlKJkyZL06NEDa2vrnNjdG4mMjMTW1paIiAhsbGx0HY4QQgh9sr4nXNwOzWZBrQ91HU2OCI0Npcv2LoTEhOBh5UG7ou1o49MGdyt3XYemE/k1r8ivcQshhBC68DjuMQtPLGTL1dS+sm1NbRlZaSTti7XHQJP+obToxGguhV3iQtgFbSXUtYhrJKUkvXQ/RgZGFLYprK2oKmJbhCJ2RShsUxgzI7McKVt2yGpeka2VUv379+err77KkxVPLyJJmBBCiBzzx3zYOxPKdoJOy3UdTY458/AMw/YMIyI+Qjutumt12hZtSxOvJpgbmeswutyVX/OK/Bq3EEIIoUunQk4x88hMrjy+AkCFAhXoXaY3tyNvczHsIhfDLnIr8haKjFUvNiY2lHIoRSnHUpR0KImJoQk3Im5wLfwaNyJucCPiBnHJcZnuV4MGdyt3vG29qeNRh87FO2NiaJKjZX0VOqmUMjQ0JCgoCGdn5+zaZK6QJEwIIUSOuboHVncABx/46KSuo8lRMYkx7Lm9h63XtnI06Kh2uqWxJc0LN6dd0XZUKFABjUajwyhzXnblFYsXL2bevHkEBQVRpkwZFi1aRN26dTNddvPmzSxZsoTTp08THx9PmTJlmDZtGs2bN8/1uIUQQoi3TVJKEmsurOHb098SmxSb6TLOFs6UckitfCrlUIqSjiVxt3R/YV6UolIIig7ievh1rkdc50bEDa5HpP7/6RuBAB5WHoyoNILmhZvniVxLJ5VSBgYGBAcHS6WUEEIIkSYmDOZ6p/5/3C0wt9NpOLnl/pP7bL22lYCrAdx9clc7vZB1IdoWbUsbnza4WrrqMMKckx15xYYNG+jVqxeLFy+mdu3afPfddyxbtozz589TqFChDMuPGDECd3d3GjZsiJ2dHStXrmT+/PkcPXqUihUr5lrcQgghxNssODqYr05+xcWwi/jY+WgroEo5lsLBzCHb9qOUIiwujOsR1zkfep5V/67iYexDAMo5lWN0ldFUdqmcbft7HTqrlHrw4AEFChTIrk3mCknChBBC5KhFvhB+C3oHQJH6uo4mVymlOPHgBP5X/dl1a5f27qEGDdXdqtOuaDsaF2qcp/tEeFXZkVdUr16dSpUqsWTJEu20UqVK0a5dO2bPnp2lbZQpU4auXbsyZcqUXItbCCGEELkvJjGGVedXsfKfldpcq6FnQ0ZWHom3rbdOYspqXpHtXbgXL178pU3FwsLCsnu3QgghRN7lXjG1Uur+qbeuUkqj0VDFtQpVXKswsfpEAm8F4n/Vn+MPjnMk6AhHgo5gZWxF+2Lt6V26t962nnoVCQkJnDhxgvHjx6eb3qxZMw4dOpSlbaSkpBAVFYWDQ/bdlRVCCCFE3mRhbMGQ8kPoXLwzS04v4Zcrv7Dvzj7+uPsHnYp3YnD5wTiZO+k6zExle6XU9OnTsbW1ze7NCiGEEPmXe0U4759aKfUWszC2oG3RtrQt2pa7UXcJuBZAwLUA7j25x0/nf2LdhXW0LNKSPmX6UNy+uK7D1ZlHjx6RnJyMi4tLuukuLi4EBwdnaRtffvkl0dHRdOnS5bnLxMfHEx8fr30fGRn5egELIYQQIk9wMndics3J9CzVk4UnFrL/7n42XNrAtmvb6F+2P73L9M5zg89ke6VUt27d8l2fUkIIIUSOcv+vT5/7+t3R+asoaF2QoRWGMrj8YA7dP8TKf1byd/Df2oqqOh516FemH1Vdq+aJzjp14dlyK6Wy9FmsW7eOadOmsXXr1hfmZLNnz2b69OlvHKcQQggh8pYidkX4uvHXHAs+xoLjC/gn9B++Of0NGy9tZHjF4bTxaYOhgaGuwwTAIDs39rYmjUIIIcQLuZVP/Tf8dmrH50LLQGNAHY86LG++nHXvrqOZVzMMNAb8ee9P3t/1Pj1+7cGum7tITknWdai5xsnJCUNDwwytokJCQjK0nnrWhg0beP/999m4cSNNmjR54bITJkwgIiJC+7pz584bxy6EEEKIvKOqa1XWvLuGufXm4mHlQUhsCFMOTaHz9s78ee9PsrGL8deWrZVSOVGgP/74g9atW+PunjpUor+/f4Z9Tps2DXd3d8zNzWnQoAH//vtvtschhBBCvDZzO3Aokvr/t/wRvhcp61SWLxt8yfZ22+laoiumhqb8E/oPow+Mpo1/GzZe2khcUpyuw8xxJiYmVK5cmcDAwHTTAwMDqVWr1nPXW7duHX379mXt2rW8++67L92PqakpNjY26V5CCCGE0C8GGgNaeLcgoF0AY6qMwcbEhiuPrzBk9xAGBQ4iPjn+5RvJyfiyc2MpKSnZ/uhedHQ05cuX55tvvsl0/ty5c1mwYAHffPMNx44dw9XVlaZNmxIVFZWtcQghhBBvRPsIn1RKvYynjSef1viU3zv+ziDfQdia2nI76jYzj8yk+S/NWXpmKRHxEboOM0eNGjWKZcuWsWLFCi5cuMDIkSO5ffs2gwcPBlJbOfXu3Vu7/Lp16+jduzdffvklNWrUIDg4mODgYCIi9PtzEkIIIUTWmBia0KdMH3Z02EHv0r0xNjDG3MgcU0NTncalUXmhvVYWaTQatmzZQrt27YDUVlLu7u6MGDGCcePGAamddrq4uPDFF18waNCgLG1XhkAWQgiR4w59Dbs+hVKtoetqXUeTr8QkxrDl6hZ+/PdH7kffB8DcyJyOxToy0HcgDmZ5a4S57MorFi9ezNy5cwkKCqJs2bIsXLiQevXqAdC3b19u3rzJ/v37AWjQoAEHDhzIsI0+ffrg5+eXq3ELIYQQIu+7G3UXjUaDh5VHjmw/q3lFvq6Uun79Oj4+Ppw8eZKKFStql2vbti12dnasWrUq0+1kNtqMp6enJGFCCCFyzs0/we9dsPWEkf/oOpp8KSklid9v/o7fv35cDLsIgI2JDaMqj6J9sfYYaLK1Afhry6+VO/k1biGEEELkPVnNK/JG9vaa0joAfdUhk2fPno2tra325enpmaNxCiGEELj6pv4bcQeePNRtLPmUkYER7xZ5l42tNvJdk+8oYV+CyIRIph2eRp/f+nD58WVdhyiEEEIIIV5Bvq6USvOqQybLaDNCCCFynZkNOBVP/f+pH3UbSz6n0Wio5VGL9a3WM6bKGMyNzDn98DRdtnXhy+NfEpMYo+sQhRBCCCFEFuTrSilXV1eAVx4yWUabEUIIoRM1h6f+u/czuHVYt7HoASMDI/qU6UNAuwCaFGpCskrG718/2m1tx77b+3QdnhBCCCGEeIl8XSnl7e2Nq6truiGTExISOHDgwAuHTBZCCCF0olJvKNcFVDL83A+iH+k6Ir3gaunKwoYL+abRN7hbuhMUHcRH+z7io70fEfQkSNfhCSGEEEKI58jzlVJPnjzh9OnTnD59GoAbN25w+vRpbt++jUajYcSIEXz++eds2bKFf/75h759+2JhYUGPHj10G7gQQgjxLI0GWi1MfYwvKgh+GQApybqOSm/U96zPlrZb6F+2P0YaI/bd2UfbrW1Z9e8qElMSdR2eEEIIIYR4Rp6vlDp+/DgVK1bUjq43atQoKlasyJQpUwAYO3YsI0aMYOjQoVSpUoV79+6xa9curK2tdRm2EEIIkTlTK+jyIxiZw/V9cPBLXUekVyyMLRhZeSSbWm+iknMlYpNimX98Pl23d+V0yGldhyeEEEIIIZ6iUUopXQehazIEshBCiFx3ei34DwGNAfTyhyL1dR2R3klRKWy9upUFJxYQHh8OQKfinRhRaQS2prY5tt/8mlfk17iFEEIIkfdkNa/I8y2lhBBCCL1UoQdUfA9USupjfFHBL19HvBIDjQHti7UnoF0A7Yq2A+Dnyz/Txr+NdIQuhBBCCJEHSKWUEEIIoSst5oFzaYgOSa2YSk7SdUR6yd7Mnpm1Z7Ky+UqK2BYhLC4MS2NLXYclhBBCCPHWk0opIYQQQldMLFL7lzK2hJsH4cAcXUek16q4VuHn1j/zv4b/o5pbNV2HI4QQQgjx1pNKKSGEEEKXnIpB669S///HfLi6W7fx6DljQ2MaFmqo6zCEEEIIIQRSKSWEEELonm9nqNIfULD5A4i4p+uIhBBCCCGEyHFSKSWEEELkBc1ng1t5iAmFn/tDcqKuIxJCCCGEECJHSaWUEEIIkRcYm0FnPzC1gTtHYM8MXUckhBBCCCFEjpJKKSGEECKvcCgCbb9J/f+h/8Gl33QbjxBCCCGEEDlIKqWEEEKIvKR0W6g+JPX/WwZD+G3dxiOEEEIIIUQOkUopIYQQIq9pOgM8KkNcOGzqC0kJuo5ICCGEEEKIbCeVUkIIIUReY2QCnVaCmS3cOwGBk3UdkRBCCCGEENlOKqWEEEKIvMjeC9otTf3/0aVwfqtu4xFCCCGEECKbSaWUEEIIkVeVbAm1Pkr9v/8wuHVIt/EIIYQQQgiRjaRSSgghhMjLGk+BwnUhIQp+ag8Xf9V1REIIIYQQQmQLqZQSQggh8jJDY+i5CUq0hKQ42PAeHF+p66iEEEIIIYR4Y1IpJYQQQuR1xubQ5Seo2AtUCmwfAfu/AKV0HZkQQgghhBCvTSqlhBBCiPzA0AjafA31Pkl9v/9z+HUUpCTrNi4hhBBCCCFek1RKCSGEEPmFRgONPoWW8wENHF8BG3tDYpyuIxNCCCGEEOKVSaWUEEIIkd9UGwid/cDQBC5uh9UdIDZc11EJIYQQQgjxSqRSSgghhMiPyrSD9zaDqQ3c+gtWtoTI+7qOSgghhBBCiCyTSikhhBAiv/KuC/12gJULhPwLy5vBw8u6jkoIIYQQQogskUopIYQQIj9zLQfv7wIHH4i4Ayuaw93juo5KCCGEEEKIl5JKKSGEECK/sy+cWjHlXgliw2BVa7i8S9dRCSGEEEII8UJSKSWEEELoA0sn6LMNijaBxBhY1w1OrdF1VEIIIYQQQjyXVEoJIYQQ+sLUCrqvB99uoJJh61DY+xnEP9F1ZEIIIYQQQmQglVJCCCGEPjE0hnZLoNZHqe//mAuLysK+2RATptvYhBBCCCGEeIpUSgkhhBD6xsAAms2EDj+AQxGIfQwH5sDCMrBzAkTc03WEQgghhBBCSKWUEEIIobd8u8Dw49DZD1x9U/uaOrIYvioPW4fBo6u6jlAIIYQQQrzFpFJKCCGE0GcGhlCmPQz6A977BbzqQEoinFoN31SBDb3g/ildRymEEEIIId5CUiklhBBCvA00mtSR+fr9Cu8HQomWgIILAfB9A/ixLdz4A5TSdaRCCCGEEOItIZVSQgghxNvGsxp0XwdDDoNvV9AYwvX9sKo1LGsCF7ZDSoquoxRCCCGEEHpObyqlFi9ejLe3N2ZmZlSuXJmDBw/qOiQhhBAib3MpDR2+h49OQtUBYGQG947Dhp7wuTssrgnre8KuT+H4Cri2Dx7fgpRkXUf+VnjV3ObAgQNUrlwZMzMzihQpwtKlS3MpUiGEEEKI12Ok6wCyw4YNGxgxYgSLFy+mdu3afPfdd7Ro0YLz589TqFAhXYcnhBBC5G32heHdL6H+ODiyBI4th/gICDmf+nqWgXHqOg7eqaP7ORQBe+/U92a2YGgMhiZgaJrap5VGk9slyvdeNbe5ceMGLVu2ZODAgaxevZq//vqLoUOHUqBAATp27KiDEgghhBBCvJxGqfzfeUT16tWpVKkSS5Ys0U4rVaoU7dq1Y/bs2S9dPzIyEltbWyIiIrCxscnJUIUQQoi8LzkRwm9D2PX/Xjfg8Q0IvQbhtyA54RU2pvmvgsoEjP779+lKK0NjMDL972WWyb9Pv0zB2Dz9MoamT233qe0Zmvz/v9r/m4JBzjcSz4684lVzm3HjxhEQEMCFCxe00wYPHsyZM2c4fPhwrsUthBBCCAFZzyvyfUuphIQETpw4wfjx49NNb9asGYcOHdJRVOkdvPKQuETpm0Pf6UH9rsgi+abfHvWKFcDcxFDXYeQ+Q2Nw9El9PSslGSLvQ9i11Mqqpyuuwm9BwpNnVlCQHJ/6epW6rJyiMUytoOq4DEq+q+toMvU6uc3hw4dp1qxZumnNmzdn+fLlJCYmYmxsnGPxZtWdsBguBkfpOgwhhBCvqKC9OaXc5GaFyBn5vlLq0aNHJCcn4+Likm66i4sLwcHBma4THx9PfHy89n1kZGSOxjju57Pcj4jL0X0IIYTIfofGN8LcxFzXYeQtBoZg55n6KtIg43ylICUJkuJTW1QlJ/7371OvpIRMpsVDUhwkxv63bjwkxkHSf+/T5ifFpU5Pm58cD8lJqf9q95m2j/iMrbpUMiTGgCbvdqv5OrlNcHBwpssnJSXx6NEj3NzcMqyT2/nQ/ssPmez/T47uQwghRPZ7r0YhZrUrp+swhJ7K95VSaTTP9FehlMowLc3s2bOZPn16boQFQGl3W1xszXJtf0J3pNeUt8fzri9Cvxgb5t2KizxLo/nv8Tzdt8wBUivJkhP/q7RKqwSLB8sCuo7spV4lt3ne8plNT5Pb+ZCTpQkVPO1ybX9CCCGyR0F7C12HIPRYvq+UcnJywtDQMMOdw5CQkAx3DNNMmDCBUaNGad9HRkbi6emZYzEu61Mlx7YthBBCiBfQaFL7nDIyAVNdB5M1r5PbuLq6Zrq8kZERjo6Oma6T2/lQi3JutCiXscWWEEIIId5e+f4WsImJCZUrVyYwMDDd9MDAQGrVqpXpOqamptjY2KR7CSGEEELkBa+T29SsWTPD8rt27aJKlSrP7U9K8iEhhBBC6Fq+r5QCGDVqFMuWLWPFihVcuHCBkSNHcvv2bQYPHqzr0IQQQgghXtnLcpsJEybQu3dv7fKDBw/m1q1bjBo1igsXLrBixQqWL1/OmDFjdFUEIYQQQoiXyveP7wF07dqV0NBQZsyYQVBQEGXLlmXHjh14eXnpOjQhhBBCiFf2stwmKCiI27dva5f39vZmx44djBw5km+//RZ3d3f+97//0bFjR10VQQghhBDipTRKxrEnMjISW1tbIiIipOm6EEIIId5Ifs0r8mvcQgghhMh7sppX6EVLqTeVVi+X00MhCyGEEEL/peUT+e2+n+RDQgghhMguWc2HpFIKiIqKAsjREWeEEEII8XaJiorC1tZW12FkmeRDQgghhMhuL8uH5PE9ICUlhfv372NtbY1Go9F1OMD/D8t8584dvWtCr89lA/0un5Qt/9Ln8ulz2UC/y6evZVNKERUVhbu7OwYG+WdMGcmHcp8+l0/Kln/pc/n0uWyg3+XT57KBfpYvq/mQtJQCDAwMKFiwoK7DyJQ+D9Gsz2UD/S6flC3/0ufy6XPZQL/Lp49ly08tpNJIPqQ7+lw+KVv+pc/l0+eygX6XT5/LBvpXvqzkQ/nn9p0QQgghhBBCCCGE0BtSKSWEEEIIIYQQQgghcp1USuVRpqamTJ06FVNTU12Hku30uWyg3+WTsuVf+lw+fS4b6Hf59LlsInvo+zGiz+WTsuVf+lw+fS4b6Hf59LlsoP/lexHp6FwIIYQQQgghhBBC5DppKSWEEEIIIYQQQgghcp1USgkhhBBCCCGEEEKIXCeVUkIIIYQQQgghhBAi10mllBBCCCGEEEIIIYTIdVIpJYQQIk/T5/E49LlsoP/lE0IIIXKTPv+uStneXlIppWP6fIDqc9lAv8unz2UD/S6fvpUtJCSEqKgo7Xt9Kp8+lw30v3wie+n78aHP5dPnsoF+l0+fywb6Vz59/l2Vsr3dNEo+lVyTkJDAwoULsbS0pFy5ctSvX1/XIWUbfS4b6Hf59LlsoN/l0+eyJSUlMWjQIPbs2YOzszPFihXjq6++wsnJSdehvTF9Lhvof/nEm9Pnaxfod/n0uWyg3+XT57KBfpdPn39XpWwCACVyxY4dO5Sjo6OqUaOGqlSpkrK3t1eTJk1SsbGxug7tjelz2ZTS7/Lpc9mU0u/y6XPZEhMTVc+ePVWNGjXU/v371YIFC1TZsmVV3bp11fnz53Ud3hvR57Ippf/lE29On69dSul3+fS5bErpd/n0uWxK6Xf59Pl3Vcom0kilVC7p3LmzGjRokFJKqbCwMLVp0yZlamqqFi5cqGJiYnQc3ZvR57Ippd/l0+eyKaXf5dPnst2+fVsVK1ZM/fTTT9ppQUFBysPDQ3344YcqODhYh9G9vpSUFL0tm1L6Xz6RPfT52qWUfpdPn8umlH6XT5/LppR+l09ff1f1OWfQ57LlFKmUyiFJSUna/1+/fl15eHio1atXp1vmww8/VJUrV1a7du3K7fCyjT6XTSn9Lt+1a9f0tmxK6d9397ZcU5RS6tSpU8rc3FxduXJFKaVUXFycUkqpb775RpUoUUJt3LhRl+G9kujoaJWQkKB9r09lU0qp+Pj4dO9PnjypV+UTb+5tunbpc/n0uWxK6XdOpI/f3dt0XdGnvEGfcyLJh96MdHSeAyZPnszkyZO17wsXLkxSUhKRkZEAxMbGAjB16lSio6P57bffePLkiU5ifVWXLl0iKSlJ+97Ly4vExES9KBvAjz/+yNWrV7Xvvby89Oa727VrF2fOnCE5ORkAb29vvfrugoOD073Xp+9On68pn3/+OVOnTmX9+vXaaaVKlcLZ2ZnVq1cDYGCQ+lM1bNgwrK2t+e2334iPj9dJvFmh/uuqcfbs2VStWpXjx49r5xUvXhxXV9d8W7anTZo0iZ49ezJ48GAuXLhASkoKZcqUwcXFRS/KJ96cPl+7QL9zIn3Oh0C/cyJ9zodAv68rkhPlr7KlkXwoG+i6Vkyf+Pv7KxcXF1W9enX1zTffqLCwMKVUam3+4MGDla+vr3bZtFriOXPmKE9PT/X48WNdhJxly5cvVx4eHqpkyZKqfPnyys/PT1uGDz74IF+XTSmlkpOTVfv27ZVGo1Hz5s3TPoOekJCQ77+7lStXKldXV1WuXDllbW2thg4dqu7du6eUUmrQoEH5umxKKfXDDz+oihUrqho1aqjWrVur/fv3K6WUio2NzfffnT5fU44ePaoKFSqkKlWqpFq0aKGsra1Vx44d1bVr15RSSo0ZM0YVL15cPXjwQCmltOfkqlWrlJ2dXZ7vJyI5OVlVqVJFaTQa9fHHH6vw8HCllFJPnjxRY8eOzddlO3DggCpSpIiqWbOm+uyzz5SXl5eqV6+eun//voqJicn35RNvTp+vXUrpd06kz/mQUvqdE+lzPqSUfl9XJCfKn2WTfCj7SKVUNnny5Ilq3bq1mjFjRqbzf/nlF1WiRAm1aNEipdT/N+F7+PChMjc3VwcPHsy1WF/V5s2bVeHChZWfn5/as2eP+uSTT5SlpaX6+uuvVXJystq+fbsqXrx4viybUqkXSqWUGj58uKpatapyc3NTJ0+e1M7/5ZdfVMmSJfNl+ZYtW6aKFi2q1q1bpx4+fKjWrFmjLC0t1enTp5VS+btsQUFBqkuXLsrLy0stX75cLV26VLVq1Uq5urpql/n555/zbfn0+ZqilFKjRo1S7777rlIq9Rw8d+6c8vLyUoMHD1bh4eHqyJEjqlKlSmro0KFKqdTn85VSat++fcrZ2VmdOXNGZ7FnxZ07d9SgQYPUkiVLlEajUTt37tQ+brBr1y5VrVq1fFu2/v37qz59+mjfX7p0SWk0GnX9+nWllFKBgYGqatWq+bZ84s3o+7VLn3Mifc6HlNLfnEjf8yGl9P+6IjlR/syJJB/KPlIplU22b9+uChQooJKTk1VYWJgaN26cmjNnjvb55vDwcPXhhx8qT09P7R0ZpVJPxEKFCml/EPOStIvFyJEjVZ06ddLNGz58uKpevbratm2bio+Pz3dle9bDhw9VlSpVVEREhCpSpIjq37+/CgkJUUopdf/+ffXRRx/lq/IlJyerpKQk1aNHD9WrV69084oXL65NMoODg/Nd2dL8/PPPqlatWurff//VTrty5Yry8vJS/v7+SimlHjx4oD7++ON8WT59vKYolfqDHB4erurUqaPGjBmjlPr/P4QWL16sKlasqJYuXaqUUmrhwoXKwsJCbd68Wfus/qxZs1SDBg20P+x51YMHD1ThwoWVUkrVq1dPNWjQQD18+FAplXqnLL+W7fbt26pIkSJq4cKF2ml79+5VXbt2VXfv3lVKpf4xkF/LJ96cvl673pacSN/yIaX0PyfS93xIKf29rkhOlH9zIsmHspdUSr2m5cuXq4CAgHTv27Vrp3bv3q28vb1V8+bNVZs2bZShoaEaPny4CgsLUzdu3FA1a9ZUFSpUUKtXr1ZXrlxR3bp1U02aNFHR0dE6LE16z8bSrFkz9cEHHyil/r857L1791STJk1Ujx49VGRkpLpy5YqqVatWni+bUhnLl5SUpGJjY1W9evVUcnKy2rBhgzIyMlLHjx9XSqVeUG7evJkvyvdsLOXLl1cDBgzQjvDw4YcfqhIlSqhp06apQ4cOKaVSO/fMD8fls86fP6/Wrl2bbtr169eVm5ubOnz4sHba2bNnVd26dfNN+dJ+oPTpmnLixAltU+00VapU0Y6Uk3ZHMyEhQXXo0EG1adNG3bt3TyUkJKhPPvlEWVtbq/r166vOnTsrc3Nz9e233yqlVJ74Mc+sbEql3gVr3LixUir1GNRoNGrVqlVq9uzZ6sSJE0oplefLplTm5atTp46qWrWq+v7779WkSZOUkZGRKlOmjLK3t1ejRo1SV69eVUopNXr06DxfPvHm9DkfUkq/cyJ9zoeUentyIn3Nh5SSnEhyorxdNsmHso9USr2in376STk7OyuNRqO+/vpr7fSNGzcqW1tbNXToUDVlyhRtouLn56eqV6+u5s+fr5RKvQvzzjvvqFKlSikPDw9Vu3ZtdePGDV0UJYN169aphg0bqrZt26pFixZpa3lnzZqVrglw2t3CxYsXK19fX7V7926lVN4um1IZy/f0UJxXr15VhQsX1j5z3rBhQ1W6dGnl7u6u5s2bp5TK2+V7tmx37txRSim1fv165eXlpZo1a6YcHR1VyZIl1YwZM1TDhg2Vr6+vmjNnjlIqb5dNqdTza8CAAWrRokWZNnVNSUnRNnf29PRUly9fTjc/L5fv6bKdPXtWO33dunX5/pry888/q4IFCyofHx9VqFAhNWXKFO115auvvlJWVlbaRDHt7tEvv/yiChYsqP766y/tdjZt2qSmTp2qBg8erC5cuJD7BclEZmV7+pqyb98+1aRJE+37hg0bKkNDQ+Xj46P9A0+pvFk2pTIvX9p15eLFi2r69OmqXbt2ysPDQ23btk0FBwern376SdWsWVN7t1epvFs+8eb0OR9SSr9zIn3Oh5TS75xIn/MhpSQnkpwof5RN8qHsJ5VSWXTy5ElVqVIlZWdnpxYtWqQ6deqkOnfurJ0fHx+vypcvrzQajVq5cqV2ekpKiurYsaN6//33tReYuLg4FRQUpM6dO5fbxcjU48ePVbdu3ZSrq6uaOXOmGjhwoPLy8tLW4J4+fVo5ODhomyem1eAnJSUpFxcX7XJp8/JS2ZR6fvkWL16sXWbfvn2qZ8+eSqnUJs/lypVTGo1GdejQIV3niHmtfM8r2zfffKNd5tGjR2revHmqfv36KjIyUjt94MCBqn379uk638tLZVMqNfZOnTopV1dXNXjwYFWnTh3l7u6uVq1apV0mKSlJe5fhhx9+UNWqVVNK/f+dh7Rm0HmtfM8rm5+fn1IqNf6yZcvmy2uKUkodO3bs/9i77/iY7z8O4K+75O6yE9l7iBFEhBpBiREjxF5BzVKzraJmFVU1a/yMovZWRexNUJvae4SEJEK27PH+/XFydZLIRcb37ryfj8c97vKd78/Nd973uc9HMX7FjRs3aOnSpWRlZUVDhgyhuLg4ev78Obm7uyu+GXx/imALCwtatWqVUKEX6GNti46OJiJ5N/tRo0bRixcvqFatWmRqakoymYzGjBlDGRkZArfg4z7Wvpzu9kTysRTGjRuntG+XLl2oY8eOlJycXNphs1KizfkQkXbnRNqcDxFpd06kzfkQEedEnBOpJ86HSg8XpVSwbt06xWwBORXsr776itq0aUOJiYlEJH+jX7FiBYlEIlqyZInSC6xv375Ut25dxd/q1k3vyJEj5OnpqehiSERUu3Zt+vHHH4mIKD4+nkaPHk2mpqaKbos5H2w+Pj40fPjw0g+6EPJr39ixYxV/HzhwgCpWrEi9evUiiURCw4cPp27dulHlypWVvmXSlMcup21ZWVmUnZ1NgYGB9OuvvxLRf9++jBw5ktzd3ent27dEpH5tI5J/q1C7dm3FN0lERO3atSM3NzfatWsXEf33XCQiatu2LY0YMULxd2hoqOLDQN3ap0rbli5dqnHvKTmx/PHHH+To6Ejx8fGKdYsXL6batWvTjBkziIhoyZIlpKOjQ6dOnVJs8+TJE3J3d6cdO3aUbuAqKKhtPj4+NHXqVCKSD6grEolILBZTr169KC0tjRYtWkSGhoZqO+CqKu3LGWQ2OTmZKlSooBivJGffTp06Ub9+/Uo5clZatD0fItLunEib8yEi7c6JtDkfIuKciIhzInXC+VDpE4MVKDAwEA8fPsSCBQtgYGAAAKhevTouXboEIyMjAIBYLEb37t3RsmVLLFq0CCdOnAAAREZGIjw8HP3791ccTyQSlX4j8kBEAIDTp09DX18furq6inWOjo5o2LAhEhISYGJigqFDh8LJyQldu3ZFaGgoxGIx7t+/j7i4OHTo0EGoJnxUQe378ssvkZCQAADQ1dVFQkICIiIicOLECSxatAjr16/HvXv3sGrVKmRkZADQnMfuyy+/RGJiIgB5zNHR0bhy5QoAQCqV4tWrV3j48CECAwNhaGio2E7dbN68GY6OjnBwcMDbt28BAB06dMCzZ8+wePFivHnzBmKxGBkZGYiNjcXNmzfRpk0bpKSkYMSIEXBxcUFwcDAA9WtfQW2Ljo7GoEGD0KxZM415TwH+iyUkJAQVKlRQem727dsXtWrVwu7du/Hw4UMMGTIEgYGB6NatG3755Rdcv34ds2fPhoGBAXx8fIRqQr4KatsXX3yBQ4cOISQkBB4eHhgxYgTOnDmD9evXQyqVYvjw4TAzM8Pjx4+FasJHqdq+W7duQV9fH9WqVcP48eOxb98+PH78GCNGjMClS5fQo0cPoZrASpi25kOAdudE2pwPAZ9HTqTN+RDAORHnROqF8yEBCFkRU1enTp2iQ4cOKarwORXP9yvv+/fvJzs7O7p06ZLSvm/evKGGDRuShYUF+fv7k42NDTVu3JjCw8NLrwEf8WHbiIg2b95M7u7u1LNnT1q1ahW5urqSqakpVapUiWrWrKmY9eHu3bvk7OxMzs7O1KVLF7K0tKTWrVsrumaqg09p3+rVq4mI6NKlS4pvkXL2//vvv9Xmd7+FbVvt2rUVXdaPHz9OEomE6tWrR0OGDCFHR0dq2LAhPX/+XKjm5JJX+8aMGUMVK1ZU2m7cuHHUtGlTql+/Pq1YsUKx/N9//6Xy5cvT5MmTycbGhqpXr04XLlwotfg/prBtq1evnqJtr1+/Vuv3lCNHjtC3335LCxYsoIsXLyqW7969m/T09OjJkydEREpT/9arV4/mzZun2Pbbb78lb29vKleuHNWoUUNpHAkhfUrb6tatS//73/+ISPlb65zHPudbeHVQ1McuIiKCvL29qWzZslS2bFny8fGha9eulXo7WMnR5nyISLtzIm3Oh4i0OyfS5nyIiHMiIs6J1C0n4nxIeFyUes/r16+pd+/eJBKJqFq1ah8dGO/MmTNkbW2tNKtFzhP11atXdOTIEZozZ46iy6nQCmrbhg0baMqUKeTo6Ejjxo2jyMhIun//Po0ePZq8vLwUgynevn2bNm7cSD/88AP99ddfArQkb0Vt3927d5W2V6euv0VtW84UwTt27KCxY8dSjx49NOaxe/LkCVlZWZGvry/NmjWL6tatS25ubnT8+HGqVq0aTZo0SbHtggULSCQSkYuLiyKxFlpR2vbTTz+p9XtKeHg4BQQEkLW1NfXs2ZOqVq1Kpqamig/zlJQU8vDwUMxS9X4y0qBBAxoyZIji76ysLEpKSqL79++XbiPyUVxte3+5OinOxy4mJoYePXqkNFAp03zanA8RaXdOpM35EJF250TanA8RcU7EOZH65UScD6kPLkq9k5GRQUuXLqUWLVrQ1q1bycDAgGbMmKH4rfmH0tLSyMrKSjE4pDq+0HKo2razZ89S5cqV6eXLl4plOVOvHj16tLTDVllxtC9nthx1U9S2ubq60pEjR0o7bJXl176cgWOJiP755x8aOHAg1ahRg4YPH64YWLBXr17UqVMnxXYXL15UGsxUaMXZNnWTlJREffr0oW7dutHTp08Vy2vVqkV9+/YlIvk/pevXryexWKw0awwRUc+ePalx48aKv9Xpn57ibpu60fb2saLT5nyISLtzIm3Oh4i0OyfS5nyIiHMizonUjza3TRNxUeo9Fy5coL179xIR0dSpU8nKyirfrndv3ryhZs2aqfWAlu9TpW0zZ86kRo0aKS3bu3cvlS1bVunFqo60uX3a3DYi1V937yedr169Ik9PT8VApeqqONqmrv/gffPNN3Tw4EEi+q8b9tSpU6lOnTqKbVJTU6lDhw5UqVIlCg4OpuzsbIqIiKDatWvTypUrBYlbFdrcNiLtbx8rOm3Oh4i0+3NVm9tGpN3t0+Z8iIhzIk39XOW2aWbbNA0Xpd7zYWXa3t6evvnmG6UpY9/XokULxTTI6vommUOVtl2/fp1EIhFNmjSJTp48SRs2bCAXFxf67rvvKCUlRa0q9x/S5vZpc9uICm7f++tTUlIoPT2dli5dStWrV1eb39nnR5vb9v50xTnt+Oqrr2jgwIFKy1JSUqhRo0ZkbW1NzZs3J3t7e/Lx8aHQ0NDSD1pF2tw2Iu1vHys6bc6HiLT7c1Wb20ak3e3T5pyBSLvbp82fq9w2zWybpuGiVB5yKvR//fUX6erq5urqm/Ob5hEjRlC1atVKO7wiKahtv/zyC5UvX54qV65M7u7utHz5ciHC/GTa3D5tbhtRwe178eIFLV26lGrWrEnm5ua0efNmIcL8JNrctvc1aNCA1qxZQ0TyD/Kc98rIyEg6cuQITZ8+nTZt2iRghJ9Om9tGpP3tY59Gm/MhIu3+XNXmthFpd/u0PWfQ9vbl0ObPVW6bZrZNnXFRqgB169YlPz8/evXqFRHJR9fP8eDBA6HCKhY5bYuMjCQiUswY8/btW7p69aqQoRULbW6fNreNKPfrLioqiojkM+vMnTtXyNCKTFvb9uTJE7KxsVEa4DG/MWg0jTa3jUj728eKhzbnQ0Ta/bmqzW0j0u72aWvOkENb26fNn6vcNlYSuCiVj5zfld6+fZt0dHRo4cKF9N1331GtWrU0flT9/NpWs2ZNjW8bkXa3T5vbRpR/+2rUqEG3bt0SOLqi0da25XRtXrduHbm7uyuWT5kyhQYPHqxINDWRNreNSPvbx4qHNudDRNr9uarNbSPS7vZpa86QQ1vbp82fq9w2VpK4KKWCWrVqKaZWPXTokNDhFCttbhuRdrdPm9tGpN3t08a2DRs2jMaMGUNHjhwhV1dXsra2psOHDwsdVrHQ5rYRaX/7WPHRxveu92lz+7S5bUTa3T5tbhuRdrZPmz9XuW2sJHBR6iMeP35Mnp6eZGBgoHWj62tz24i0u33a3DYi7W6ftrYtJSWFypUrRyKRiGQyGc2cOVPokIqNNreNSPvbx4qHtr535dDm9mlz24i0u33a3DYi7W2fNn+ucttYSdEFy5eOjg46deqEsWPHQl9fX+hwipU2tw3Q7vZpc9sA7W6ftrZNT08Prq6uaNasGebNmwc9PT2hQyo22tw2QPvbx4qHtr535dDm9mlz2wDtbp82tw3Q3vZp8+cqt42VFBERkdBBMMYY02xZWVnQ0dEROowSoc1tA7S/fYwxxlhp0ubPVW4bKwlclGKMMcYYY4wxxhhjpU4sdACMMcYYY4wxxhhj7PPDRSnGGGOMMcYYY4wxVuq4KMUYY4wxxhhjjDHGSh0XpRhjjDHGGGOMMcZYqeOiFGOMMcYYY4wxxhgrdVyUYowxxhhjjDHGGGOljotSjDHGGGOMMcYYY6zUcVGKMcYYY4wxxhhjjJU6LkoxxhhjjDHGGGOMsVLHRSnGGGOMMcYYY4wxVuq4KMUYY4wxxhhjjDHGSh0XpRhjjDHGGGOMMcZYqeOiFGOMMcYYY4wxxhgrdVyUYowxxhhjjDHGGGOljotSjDHGGGOMMcYYY6zUcVGKMcYYY4wxxhhjjJU6Lkp9ZgICAmBmZoawsLBc62JiYmBnZ4f69esjOzu7xGN59uwZRCIR1q5dWyzHu3v3LqZMmYJnz5598jEOHDiAKVOmFCmOvn37wtXVtUjHKC2urq7o27ev0GEoTJkyBSKRqNiPGxwcDJFIhODg4GI/dmlKT0/H4MGDYWdnBx0dHXh7exe4z969e9GmTRvY2NhAKpXC3NwcTZs2xaZNm5CRkaG0bXR0NMaPH4/KlSvDwMAAJiYm8PHxwZIlS3Jty7SbtrxmGMvB+c/Hcf4jLM5/Pq4w+Q8RYevWrWjQoAGsra2hp6cHR0dHtGjRAitXrsy1fWFyn4iICPz000+oW7cuLC0tYWJigi+++AIrVqxAVlZWcTebqTFNer/TBFyU+sysXLkSurq6GDBgQK51w4cPR2JiItatWwexWPOeGnfv3sXUqVOLnJRNnTq1+IJihTJgwACcP3++2I9bo0YNnD9/HjVq1Cj2Y5emP/74A8uXL8fEiRPxzz//YMOGDfluS0To168f2rZti+zsbMybNw/Hjh3DunXrUK1aNQwdOhRLly5VbH///n1Ur14dy5cvR8+ePbF//35s3boVNWrUwPfff49mzZohOTm5NJrJ1IC2vGYYy8H5z8dx/iMszn8+rjD5z/jx49G9e3dUqlQJK1euxMGDB/Hrr7/CxsYGu3fvVtq2sLnP1atXsX79ejRt2hTr16/Hjh074OvriyFDhmDgwIEl1n6mfiZNmoRdu3YJHYb2IPbZ2bZtGwGgZcuWKZbt3LmTANDSpUtL/PyZmZmUmppKISEhBIDWrFlTLMfdvn07AaCTJ09+8jGGDRtGRX1Z9OnTh1xcXD5p36SkpCKdu7BcXFyoT58+pXpO9ukGDBhA+vr6Km07a9YsAkBTp07Nc31ERASdOXOGiOSvycqVK5OpqSk9ePAg17Zbt24lADRo0KBPD76YlPZr5HOTnp5OGRkZQofBWIng/Cd/nP8wdaZq/pOcnEwymYx69+6d5/qsrCzF7U/JfWJiYig9PT3Xtjmvn9DQUFWaU6KSk5OFDkGrcR5aMrgo9ZkKDAwkIyMjCgkJoTdv3pC1tTU1a9aMiIguX75Mbdq0oTJlypBMJiNvb2/atm2b0v5RUVE0ZMgQqlSpEhkaGpKVlRU1btyYTp8+rbRdTuI1a9YsmjZtGrm6upKOjg4dPHgwV1J2+vRpAkCbN2/OFe+6desIAF26dCnP9qxZs4YA5Lq8n/CtWrWKvLy8SCaTUZkyZah9+/Z09+5dxfo+ffrkeYyQkBAiIlq8eDE1aNCArKysyMDAgDw9PWnWrFm5PpxUTcp8fX2pSpUqdOrUKapbty7p6+tTt27diIjo+fPn1LNnT7KysiKpVEoeHh40d+5cpQ9TIqIpU6ZQ7dq1qUyZMmRsbEzVq1enlStXUnZ2ttJ26enp9OOPP5KNjQ3p6+tT/fr16eLFiyonZWlpaTRt2jSqWLEiSaVSsrS0pL59+1JUVJTSdi4uLtS6dWvau3cveXt7k56eHnl4eNDevXuJSP44eXh4kIGBAdWqVYsuX76stP/kyZNzJcXHjx8nX19fMjc3Jz09PXJycqKOHTsqfSgsXbqUvLy8yNDQkIyMjKhixYo0fvx4xfqTJ0/mmbDv3r2bfHx8SF9fn4yMjMjPz4/OnTuXZ0y3b9+mwMBAMjExIWtra+rXrx/FxcUpbfvXX39R7dq1ycTEhPT19cnNzY369etX4P2bkpJC48aNI1dXV5JIJGRvb09Dhw6l2NhYxTYFPb/fl56eTubm5uTh4ZHruZCXnH9oZsyYke82zZs3J11dXYqIiPjosbZu3UrNmjUjW1tbxeM/duxYevv2ba5tL1y4QAEBAWRubk4ymYzKli1L33//vWJ9zn1/9epV6tSpE5mZmZGtrS0RqXafERXP8yc/quz34sULGjhwIDk6OpJEIiE7Ozvq1KkTRUZGKraJj4+nUaNGKbXl+++/z3WfAaBhw4bR+vXrycPDg/T19cnLy0vx+srx6NEj6tu3L5UrV4709fXJ3t6eAgIC6ObNm0rb5bwu1q9fTyNHjiR7e3sSiUR07969Ir1moqKiFG3Oeb+oV68eHT16tMD7lLGSxvkP5z+c/2hv/vP69WsCQGPHji3w3MWZ++S8Tj+8Dz+UkpJCI0eOpGrVqpGJiQmVKVOGfHx8KCgoKNe2WVlZ9L///Y+qVatGenp6ZGpqSnXq1KHdu3crtsl53u3YsYO8vb1JJpMp2n7r1i1q27YtmZmZkUwmo2rVqtHatWtznWPatGlUoUIFxTmqVq1KCxYsUGzzqZ/pqu538OBBatKkieK54+HhQb/99pvSNqq8N+e8F544cYIGDx5MFhYWZG5uTh06dKCXL18qbatqrtqnTx8yNDSkmzdvUrNmzcjIyIh8fHwU6z58vyvO3PRzw0Wpz1R0dDTZ2dlR48aNqWvXrmRmZkZhYWF04sQJkkql1KBBA9q2bRsdOnSI+vbtm+sD4P79+zRkyBDaunUrBQcH0759++jrr78msVis9MGXk3g5ODhQ48aN6e+//6YjR45QSEhInt8UVq9enerXr58r3lq1alGtWrXybU9UVBT99ttvBICWLFlC58+fp/PnzyuShpx13bt3p/3799P69eupbNmyZGpqSg8fPiQiosePH1Pnzp0JgGL/8+fPU2pqKhER/fDDD/THH3/QoUOH6MSJEzR//nyytLTM9aFbmKTM3NycnJycaNGiRXTy5Ek6deoURUVFkYODA1lZWdGyZcvo0KFDNHz4cAJAQ4YMUTpG3759adWqVXT06FE6evQoTZs2jfT19XP1junTpw+JRCL68ccf6ciRIzRv3jxycHAgExOTApOyrKwsatmyJRkaGtLUqVPp6NGjtHLlSnJwcKDKlSsrfSPj4uJCjo6O5OnpSVu2bKEDBw5QnTp1SCKR0M8//0z169ennTt30q5du6hChQpkY2OjtP+HSVlISAjp6elRs2bNKCgoiIKDg2nTpk3Uq1cvxRv8li1bCAB9++23dOTIETp27BgtW7aMvvvuO8Vx8krKNm3aRACoefPmFBQURNu2baMvvviCpFKpogfR+zFVrFiRfv75Zzp69CjNmzePZDKZ0mN/7tw5EolEFBgYSAcOHKATJ07QmjVrqFevXh+9f7Ozs6lFixakq6tLkyZNoiNHjtDcuXPJ0NCQqlevrnj+nT9/nlq1akX6+vq5nt8fOnfunMpJGRHRN998QwDo3r17+W6zdOlSAkBbtmz56LGmTZtG8+fPp/3791NwcDAtW7aM3NzcqHHjxkrbHTp0iCQSCXl5edHatWvpxIkTtHr1agoMDFRsk3Pfu7i40NixY+no0aMUFBSk8n1WXM+fvKiy34sXL8jOzo4sLS1p3rx5dOzYMdq2bRv1799fcV8nJSWRt7e30jYLFy4kU1NTatKkidI/WADI1dWVateuTX/99RcdOHCAGjVqRLq6uvTkyRPFdqdOnaJRo0bR33//TadOnaJdu3ZR+/btSV9fn+7fv6/YLud14eDgQJ07d6Y9e/bQvn37KDo6ukivmRYtWpCVlRWtWLGCgoODKSgoiH7++WfaunXrR+9TxkoD5z+c/3D+o735DxFRuXLlyNjYmH7//Xe6d+9evl/OFWfu06dPH9LV1aU3b958dLu4uDjq27cvbdiwgU6cOEGHDh2i0aNHk1gspnXr1ilt26tXLxKJRDRgwADavXs3HTx4kKZPn04LFy5UbOPi4kJ2dnZUtmxZWr16NZ08eZIuXbpE9+/fJ2NjY3J3d6f169fT/v37qXv37opCeY4ZM2aQjo4OTZ48mY4fP06HDh2iBQsW0JQpUxTbfOpnuir7rVy5kkQiETVq1Ig2b95Mx44do6VLl9LQoUMV26j63pxTlCpbtix9++23dPjwYVq5ciWVKVMmVw6qaq7ap08fkkgk5OrqSjNmzKDjx4/T4cOHFevef78rztz0c8RFqc/YgQMHFN84bNiwgYiIPDw8qHr16rl+vhEQEEB2dna5vqnKkZmZSRkZGdS0aVPq0KGDYnlO4uXu7p7rG7W8krKcN5Rr164pll26dIkA5Hqz/lB+3ddjY2NJX1+fWrVqpbQ8NDSUZDIZ9ejRQ7FM1e7rWVlZlJGRQevXrycdHR2KiYlRrCtMUgaAjh8/rrR83LhxBIAuXryotHzIkCEkEony7GL8fky//PILWVhYKD6E7927RwDohx9+UNo+JykpKCnLSXp27NihtPzy5cu5fvLg4uJC+vr69OLFC8Wy69evEwCys7NT+gYgKCiIANCePXsUyz5Myv7++28CQNevX883vuHDh5OZmdlH2/BhUpaVlUX29vZUtWpVped0YmIiWVtbU7169XLFNHv2bKVjDh06lPT09BT389y5cwlArm8PC3Lo0KE8j5/zM5MVK1YoluV8Y1OQnC7n7/9E5WNatmxJABQfmHk5ePBgrmSmINnZ2ZSRkUGnTp0iAHTjxg3FOnd3d3J3d6eUlJR898+573/++Wel5areZ8X1/PnU/fr3708SiUSpR8KHZsyYQWKxONe35jmxHzhwQLEMANnY2FBCQoJiWWRkJInF4o9+05uZmUnp6elUvnx5pfeBnNdFw4YNc+1TlNeMkZERjRgxIt94GBMa5z+c/3D+o535D5H8dePs7Kx4jRsbG1NAQACtX79eqUBVXLnP4cOHSSwW53qeqSLn/ePrr7+m6tWrK5bn9J6cOHHiR/d3cXEhHR2dXK+NwMBAkslkuX5O6O/vTwYGBorHKiAggLy9vT96jk/9TC9ov8TERDIxMaEvv/zyo736VX1vznkPfb+gRUQ0e/ZsApBvb7eP5ao5vUhXr16da78P3++KMzf9HGneaI6s2Pj7+8PHxwfly5fHV199hcePH+P+/fvo2bMnACAzM1NxadWqFSIiIvDgwQPF/suWLUONGjWgp6cHXV1dSCQSHD9+HPfu3ct1rrZt20IikRQYU/fu3WFtbY0lS5Yoli1atAhWVlbo1q3bJ7Xz/PnzSElJyTXLipOTE5o0aYLjx4+rdJxr166hbdu2sLCwgI6ODiQSCXr37o2srCw8fPjwk2IrU6YMmjRporTsxIkTqFy5MmrXrq20vG/fviAinDhxQmlbPz8/mJqaKmL6+eefER0djaioKADAyZMnAUDxuObo2rUrdHV1C4xx3759MDMzQ5s2bZSeE97e3rC1tc01o4u3tzccHBwUf1eqVAkA0KhRIxgYGORa/vz583zP7e3tDalUim+++Qbr1q3D06dPc21Tu3ZtxMXFoXv37ti9ezfevHlTYJsePHiA8PBw9OrVS2lQWyMjI3Tq1AkXLlzINah327Ztlf728vJCamqq4n6uVasWAPn9+tdff+Hly5cFxgFA8Xh++Pzs0qULDA0NVX5+ljQiAoACZwd6+vQpevToAVtbW8Vz0tfXFwAU7w0PHz7EkydP8PXXX0NPT6/Ac3fq1Enpb1Xvs5J6/qi638GDB9G4cWPFcz0v+/btg6enJ7y9vZVeXy1atMhzxqTGjRvD2NhY8beNjQ2sra2VXkeZmZn47bffULlyZUilUujq6kIqleLRo0d5vj9/eP/mpTCvmdq1a2Pt2rX49ddfceHCBZ65kakdzn84/+H8R3vzn1q1auHx48c4dOgQJkyYgLp16+L48ePo3bs32rZtq8hnVFFQ7vPvv/+ia9eu8PHxwYwZM1Q65vbt21G/fn0YGRkp3j9WrVql9P5x8OBBAMCwYcMKPJ6XlxcqVKigtOzEiRNo2rQpnJyclJb37dsXycnJikH1a9eujRs3bmDo0KE4fPgwEhISch3/Uz/TC9rv3LlzSEhIwNChQ/O9fwv73gzk/XwFlF9vquSq71MlTyrO3PRzxEWpz5xMJoNUKgUAvHr1CgAwevRoSCQSpcvQoUMBQPGBN2/ePAwZMgR16tTBjh07cOHCBVy+fBktW7ZESkpKrvPY2dmpHM+gQYOwefNmxMXF4fXr1/jrr78wYMAAyGSyT2pjdHR0vjHY29sr1n9MaGgoGjRogJcvX2LhwoU4c+YMLl++rEge82qzKvKKKTo6Ot9Yc9YDwKVLl9C8eXMAwJ9//omzZ8/i8uXLmDhxolJMOdvb2toqHU9XVxcWFhYFxvjq1SvExcVBKpXmel5ERkbmSoLMzc2V/s55fuW3PDU1Nd9zu7u749ixY7C2tsawYcPg7u4Od3d3LFy4ULFNr169sHr1ajx//hydOnWCtbU16tSpg6NHj+Z73IKeE9nZ2YiNjVVa/uF9lfN8zLmfGzZsiKCgIGRmZqJ3795wdHSEp6cntmzZkm8cObHo6urCyspKablIJIKtra1Kz88POTs7AwBCQkKKbfucWZ0+THDe9/btWzRo0AAXL17Er7/+iuDgYFy+fBk7d+4E8N999fr1awCAo6OjSvF9+Dipep+V1PNH1f1ev35dYBtfvXqFmzdv5nptGRsbg4hyvb7yes3KZDKl96CRI0di0qRJaN++Pfbu3YuLFy/i8uXLqFat2ie/PxfmNbNt2zb06dMHK1euRN26dWFubo7evXsjMjKywPMwVlo4/+H8pyCc/8hpUv6TQyKRoEWLFpg+fToOHz6MsLAwNGrUCPv27VMUfIqa+1y7dg3NmjVD+fLlceDAAZVepzt37kTXrl3h4OCAjRs34vz587h8+TL69++v9Hx4/fo1dHR0cj1381KU19L48eMxd+5cXLhwAf7+/rCwsEDTpk1x5coVxT6f+ple0H6q5IKFeW/OUdDzVdVcNYeBgQFMTEw+2lageHPTz1HBXxOwz4alpSUA+RtUx44d89ymYsWKAICNGzeiUaNG+OOPP5TWJyYm5rlfQb0r3jdkyBDMnDkTq1evRmpqKjIzMzF48GCV9/9QzptTRERErnXh4eGKdn9MUFAQkpKSsHPnTri4uCiWX79+/ZPjAvK+XywsLPKNFfjvcdq6dSskEgn27dun1NskKCgo1/EAIDIyUukbvMzMTJU+8C0tLWFhYYFDhw7luf79XhsloUGDBmjQoAGysrJw5coVLFq0CCNGjICNjQ0CAwMBAP369UO/fv2QlJSE06dPY/LkyQgICMDDhw+VHq8cBT0nxGIxypQpU+hY27Vrh3bt2iEtLQ0XLlzAjBkz0KNHD7i6uqJu3bp57mNhYYHMzEy8fv1a6YOMiBAZGan4BrIwatasCXNzc+zevRszZswo8PXXrFkzrFixAkFBQRg3blye2wQFBUFXVxeNGjXK9zgnTpxAeHg4goODFd84AUBcXJzSdjntfPHihUrt+TD+wtxnJfH8yVHQflZWVgW20dLSEvr6+li9enW+6wtr48aN6N27N3777Tel5W/evIGZmVmu7VV5fy7Ma8bS0hILFizAggULEBoaij179mDcuHGIiorK932EMSFx/pM/zn84/1GFuuQ/+bGwsMCIESMQHByM27dvo1WrVkXKfa5duwY/Pz+4uLjgyJEjMDU1VSmOjRs3ws3NDdu2bVN6DaSlpSltZ2VlhaysLERGRhZY2C7Ka0lXVxcjR47EyJEjERcXh2PHjmHChAlo0aIFwsLCYGBg8Mmf6QXtp0ouWJj3ZlWpmqvmUPU9vLhz088N95RiChUrVkT58uVx48YN1KxZM89LzgewSCTK9Y3AzZs3Fd1Bi8LOzg5dunTB0qVLsWzZMrRp00bxbcbHfFgJz1G3bl3o6+tj48aNSstfvHih6N5a0DFy3pDebzMR4c8//yxEy1TTtGlT3L17F//++6/S8vXr10MkEqFx48aKmHR1daGjo6PYJiUlBRs2bFDaL+eDdNOmTUrL//rrL2RmZhYYT0BAAKKjo5GVlZXnc6KwHwafSkdHB3Xq1FF8O/vh/QMAhoaG8Pf3x8SJE5Geno47d+7keayKFSvCwcEBmzdvVurGnZSUhB07dqBu3bpKXe0LSyaTwdfXF7NmzQIgT17yk/P8+/D5uWPHDiQlJSk9P1UlkUgwduxY3L9/H9OmTctzm6ioKJw9exYA0KFDB1SuXBkzZ87M86cY27Ztw5EjRzBgwICPfmuX1+sEAJYvX670d4UKFeDu7o7Vq1fnSsRU8Sn3WXE+f1Tdz9/fHydPnszVtfx9AQEBePLkCSwsLPJ8fbm6uqoUw/vyen/ev3+/yj+pyMunvmacnZ0xfPhwNGvWLM/7nDF1wPkP5z954fyn8ITOfzIyMvItOOb8LCunt9Cn5j7Xr1+Hn58fHB0dcfTo0UIV8UQiEaRSqVKhIzIyErt371bazt/fHwByFb9V1bRpU0Xx5X3r16+HgYEBfHx8cu1jZmaGzp07Y9iwYYiJiVH0Envfp36m57VfvXr1YGpqimXLluX7k8rCvDerStVctbBKKjf9XHBPKaZk+fLl8Pf3R4sWLdC3b184ODggJiYG9+7dw7///ovt27cDkH9QT5s2DZMnT4avry8ePHiAX375BW5ubip90Bfk+++/R506dQAAa9asUWkfT09PAMCKFStgbGwMPT09uLm5wcLCApMmTcKECRPQu3dvdO/eHdHR0Zg6dSr09PQwefJkxTGqVq0KAJg1axb8/f2ho6MDLy8vNGvWDFKpFN27d8eYMWOQmpqKP/74I1cX5+Lwww8/YP369WjdujV++eUXuLi4YP/+/Vi6dCmGDBmi+N1469atMW/ePPTo0QPffPMNoqOjMXfu3FxvspUqVcJXX32FBQsWQCKRwM/PD7dv38bcuXNV6o4aGBiITZs2oVWrVvj+++9Ru3ZtSCQSvHjxAidPnkS7du3QoUOHYr8fAPm4HSdOnEDr1q3h7OyM1NRURY8SPz8/AMDAgQOhr6+P+vXrw87ODpGRkZgxYwZMTU3z/ZZNLBZj9uzZ6NmzJwICAjBo0CCkpaVhzpw5iIuLw8yZMwsd688//4wXL16gadOmcHR0RFxcHBYuXKj0O/W8NGvWDC1atMDYsWORkJCA+vXr4+bNm5g8eTKqV6+OXr16FToWAPjxxx9x7949TJ48GZcuXUKPHj3g5OSE+Ph4nD59GitWrMDUqVNRv3596OjoYMeOHWjWrBnq1q2LUaNGoW7dukhLS8PevXuxYsUK+Pr64vfff//oOevVq4cyZcpg8ODBmDx5MiQSCTZt2oQbN27k2nbJkiVo06YNfHx88MMPP8DZ2RmhoaE4fPhwrn8gPvU+K6nnj6r7/fLLLzh48CAaNmyICRMmoGrVqoiLi8OhQ4cwcuRIeHh4YMSIEdixYwcaNmyIH374AV5eXsjOzkZoaCiOHDmCUaNGKd4LVRUQEIC1a9fCw8MDXl5euHr1KubMmaPyzyXzouprJj4+Ho0bN0aPHj3g4eEBY2NjXL58GYcOHcr3W07G1AHnP5z/fIjzH9WoU/4THx8PV1dXdOnSBX5+fnBycsLbt28RHByMhQsXolKlSorPok/JfR48eKC4/6dPn45Hjx7h0aNHivXu7u65fr71voCAAOzcuRNDhw5F586dERYWhmnTpsHOzk7pOA0aNECvXr3w66+/4tWrVwgICIBMJsO1a9dgYGCAb7/99qP3w+TJk7Fv3z40btwYP//8M8zNzbFp0ybs378fs2fPVvTsatOmDTw9PVGzZk1YWVnh+fPnWLBgAVxcXFC+fPlP/kxXZT8jIyP8/vvvGDBgAPz8/DBw4EDY2Njg8ePHuHHjBhYvXgxA9fdmVRUmVy2M4sxNP0ulP7Y6Uye+vr5UpUoVpWU3btygrl27krW1NUkkErK1taUmTZoozeSVlpZGo0ePJgcHB9LT06MaNWpQUFBQrpkIcmaYmTNnTq5z5zX7zPtcXV2pUqVKhWrPggULyM3NjXR0dHIde+XKleTl5UVSqZRMTU2pXbt2dOfOHaX909LSaMCAAWRlZUUikYgAUEhICBER7d27l6pVq0Z6enrk4OBAP/74o2JWjvdnvCnM7DMf3vc5nj9/Tj169CALCwuSSCRUsWJFmjNnTq7Zf1avXk0VK1YkmUxGZcuWpRkzZtCqVauU4s5p16hRo8ja2pr09PTIx8eHzp8/Ty4uLgXOPkNElJGRQXPnzlW038jIiDw8PGjQoEH06NEjxXYuLi7UunXrXPsDoGHDhikty+u58eHsM+fPn6cOHTqQi4sLyWQysrCwIF9fX6UZa9atW0eNGzcmGxsbkkqlZG9vT127dqWbN28qtslrSmQi+Qw4derUIT09PTI0NKSmTZvS2bNnlbbJien169dKy3Nm+ci5n/ft20f+/v7k4OBAUqmUrK2tqVWrVkrTK+cnJSWFxo4dSy4uLiSRSMjOzo6GDBmSa2rYwsw+k2P37t3UunVrsrKyIl1dXcXUuMuWLaO0tDSlbd+8eUPjxo0jDw8PxeNcu3ZtWrx4ca7Zo/Jz7tw5qlu3LhkYGJCVlRUNGDCA/v333zxf6+fPnyd/f38yNTUlmUxG7u7uSrPX5HffE6l2nxXX8ycvqu4XFhZG/fv3J1tbW5JIJIrtXr16pdjm7du39NNPP1HFihUV709Vq1alH374gSIjIxXb5fU6IqJcr+PY2Fj6+uuvydramgwMDOjLL7+kM2fOkK+vL/n6+iq2y3ldbN++PdcxP/U1k5qaSoMHDyYvLy8yMTEhfX19qlixIk2ePFlp9inGhMb5D+c/nP9oX/6TlpZGc+fOJX9/f3J2diaZTEZ6enpUqVIlGjNmDEVHR+fapzC5T07b87vk95p+38yZM8nV1ZVkMhlVqlSJ/vzzz1yPP5F8psT58+eTp6en4rVbt25d2rt3r2Kb/J53RES3bt2iNm3akKmpKUmlUqpWrVqu+H7//XeqV68eWVpaklQqJWdnZ/r666/p2bNnRPTpn+mF2e/AgQPk6+tLhoaGZGBgQJUrV84126Eq7805j82Hsxnn9RpQNVf92PMur/e74spNP0ciokJMQcBYKbl58yaqVauGJUuWKAayY4wxxhjTZpz/MMYY+9xwUYqplSdPnuD58+eYMGECQkND8fjx4yL9tp0xxhhjTN1x/sMYY+xzxQOdM7Uybdo0NGvWDG/fvsX27ds5IWOMMcaY1uP8hzHG2OeKe0oxxhhjjDHGGGOMsVLHPaUYY4wxxhhjjDHGWKnjohRjjDHGGGOMMcYYK3VclGKMMcYYY4wxxhhjpU5X6ADUQXZ2NsLDw2FsbAyRSCR0OIwxxhjTYESExMRE2NvbQyzWnO//OB9ijDHGWHFRNR/iohSA8PBwODk5CR0GY4wxxrRIWFgYHB0dhQ5DZZwPMcYYY6y4FZQPcVEKgLGxMQD5nWViYiJwNIwxxhjTZAkJCXByclLkF5qC8yHGGGOMFRdV8yEuSgGKLuomJiachDHGGGOsWGjaT+A4H2KMMcZYcSsoH9KcgQ4YY4wxxhhjjDHGmNbgohRjjDHGGGOMMcYYK3VclGKMMcY+AREJHQJjjDHGGFMzlJ0NysgQOgyNwWNKFUJWVhYy+MmlFqRSqUZNs80Y0y6vFy1G9Jo1MO/ZA5bDhkGspyd0SIyVGs6H1IdEIoGOjo7QYTDG2GeHsrOR+fo10p89R/rzZ8gIDUX68+dIfx6K9NBQUFoadG1sIHF0gNTBARJHJ0gcHSF1dIDEwQG6NjYQ8fs3AIGLUqdPn8acOXNw9epVREREYNeuXWjfvr1ifd++fbFu3TqlferUqYMLFy4o/k5LS8Po0aOxZcsWpKSkoGnTpli6dGmxTsFMRIiMjERcXFyxHZMVjVgshpubG6RSqdChMMY+M/F79+HNkiUAgOg/VyLhyBHY/TINhnVqCxwZYyWL8yH1ZGZmBltbW40bWJ8xxtQdESEzKir/wlNq6kf3z4yMRGZkJFKuXM29UiKBxM7uXZHKERIHB3nRytkJUjc36GjYDL5FIWhRKikpCdWqVUO/fv3QqVOnPLdp2bIl1qxZo/j7wyLEiBEjsHfvXmzduhUWFhYYNWoUAgICcPXq1WL75ignAbO2toaBgQF/6AssOzsb4eHhiIiIgLOzMz8ejLFSk3rvHiImTQIAmLTyR/KVq8h4HorQPn1g1qULrH8cDR2etYxpKc6H1AsRITk5GVFRUQAAOzs7gSNijDHNR0RIu3cPCYcOI+HwIWQ8D81/Yx0dSBwcIHVxkV+cnSF1cYbUxQViQ0NkvHyJ9JcvkfHiJTJevED6izBkvAxHRng4kJGBjNBQZITmfXwdS0vIXF0hdXN7d3GFzM0NEkdHiHS16wdvgrbG398f/v7+H91GJpPB1tY2z3Xx8fFYtWoVNmzYAD8/PwDAxo0b4eTkhGPHjqFFixZFjjErK0uRgFlYWBT5eKx4WFlZITw8HJmZmZBIJEKHwxj7DGTGxuLF8G9Bqakw/PJL2M+Zg+zkZETN/R1x27Yhbvt2vA0Ohs3Pk2DSrJnQ4TJWrDgfUk/6+voAgKioKFhbW/NP+Rhj7BMQEVLv3EXi4UNIOHxEuVCUV+HJVX5bYm8P0Uf+F9W1soK+t3fu82VlIfPVK6S/eCEvUoWFvStgvUD68+fIev0GWW/eIPnNGyRfuaK8s0QCqZO8N5XM7b+ilaxCRegYGRbTPVK61L7EFhwcDGtra5iZmcHX1xfTp0+HtbU1AODq1avIyMhA8+bNFdvb29vD09MT586dK5aiVM6YCQYGBkU+Fis+OT3msrKyuCjFGCtxlJWF8FGjkfHyJSROTnCYOwciHR3oGBvDbuoUmAa0RsSkn5H+7BlefvsdEpo3h+2kn6BrZSV06IwVC86H1FfOY5KRkcFFKcYYU5FSIerQYWSEhSnWiWQyGPn6wqRlCxj5+kJsWLzFHpGODiT29pDY2+e5PisxEenPnskvISFICwlBeoj8b0pNRfrTp0h/+hRv399JIoFBjRowatgARg0bQlqunMb0aFbropS/vz+6dOkCFxcXhISEYNKkSWjSpAmuXr0KmUyGyMhISKVSlClTRmk/GxsbREZG5nvctLQ0pKWlKf5OSEgoMBZNeUA/F/x4MMZK0+sFC5B07hxE+vpwXLwIOmZmSusNatWC2+4gvFmyFNGrVyPxyBEkXbgAmzE/wrRTJ37PYlqDn8vqhx8TxhhTDREh9fad/wpRL14o1on09GDUsGGJFaIKQ8fYGPpVq0K/alWl5ZSdjczIyP+KVCEh8qLVkyfIfPUKyRcvIvniRUTNmQtdOzsYffklDBs2gGHdemrdi0qti1LdunVT3Pb09ETNmjXh4uKC/fv3o2PHjvnuR0Qf/YCeMWMGpk6dWqyxMsYY004Jhw4h+s+VAAC7X6dBr2LFPLcTy2SwHvkDTFr5I2LiT0i9cwcRP01C/L79sPtlKqTOzoU6LxEhMzwcqQ8fIu3hI2RGv4FIJAZ0dCDSEQMiMSAWQSR+d1tH/N9tsQgisQ4gFkPq6gKjL7/8aPdyxhhjjDFtlfEqCrEb1ucuROnr/9cjqmFDiNW8N7BILP6vh1X9+krr0p89w9vTZ/D2zBkkX7qEzIgIxG3fjrjt25V6URk2aABZ+fJq9YWGWOgACsPOzg4uLi549OgRAMDW1hbp6emIjY1V2i4qKgo2Njb5Hmf8+PGIj49XXMLe66qnTaKiojBo0CA4OzsrxuZq0aIFzp8/DwC4du0aAgICYG1tDT09Pbi6uqJbt2548+YNAODZs2cQiUSKS5kyZdCwYUOcOnVKcY7Tp0+jTZs2sLe3h0gkQlBQUK44du7ciRYtWsDS0hIikQjXr1/Ptc2TJ0/QoUMHWFlZwcTEBF27dsWrV69K5H5hjDFVpT58iPAJEwEA5v37w7R16wL30fPwgOu2rbD+8UeI9PSQfOECnrZth+hVq0CZmXnukxUXh6RLlxCzcRMifp6MZ4Hd8bBmLTxu6ocXQ4bi9fz5iF2/ATHr1iFm9WpE/7kS0StWIHrZcrxZ+gfeLFmCN/9bhNcLFuL1/Pl4/fs8RM2Zg6hZs/BiyFA8atwEUXPnIi0kpFjvH8Y0BedEjDH2eUo8eRIh7doheuUqZLx4AZG+PoxbtoTDgvmocPYfOC6YD5OWLdW+IFUQqasrzHv3gvOfK1Dhwnk4rViOMl99BYmLM5CRoehBFdK2HR43boKIST8j4ehRZL1NEjp09e4p9aHo6GiEhYUpZhf54osvIJFIcPToUXTt2hUAEBERgdu3b2P27Nn5Hkcmk0Emk5VKzELq1KkTMjIysG7dOpQtWxavXr3C8ePHERMTg6ioKPj5+aFNmzY4fPgwzMzMEBISgj179iA5OVnpOMeOHUOVKlUQFRWFCRMmoFWrVrh9+zbc3NxUmkExKSkJ9evXR5cuXTBw4MA81zdv3hzVqlXDiRMnAACTJk1CmzZtcOHCBYjFGlU7ZYxpicjQm4js1xuy5DQY1PWB9cgfVN5XpKsLi6/7w7iZHyJ+nozkCxcQNWcuEg4chNWI75H5JhppDx8i7dEjpD18iMx3s2flIpFA5uYGWYUKkNjZAkSgrGz5dXYWkE3/3c7Kll8TAVnZAGWDMjKRdPEist68QfTKVYheuQr6Nb+AWafOMGnZAuJ3gyQzpu04J2KMsc9Ldno6oubMReyGDQAAWaVKsBw0CEa+DbU+/xHr68OoYUMYNWwIYKK8F9WZf/D2zGkkX7yEzMhIRS8qXWtrlDsVLGjPKRERkVAnf/v2LR4/fgwAqF69OubNm4fGjRvD3Nwc5ubmmDJlCjp16gQ7Ozs8e/YMEyZMQGhoKO7duwdjY2MAwJAhQ7Bv3z6sXbsW5ubmGD16NKKjo3H16lWVB3tMSEiAqakp4uPjYfLBVN6pqakICQmBm5sb9PT0ivcOKEFxcXEoU6YMgoOD4evrm2t9UFAQunTpgpSUFOjmM6Xks2fP4ObmhmvXrsH73awBL1++hKOjI5YtW4ZBgwYpbS8SibBr1y60b99e5eMBwJEjR+Dv74/Y2FjF/R8bGwtzc3McPXpUMbPi+zT1cWGMaQbKzsahNl5wfZKFVFNdVD14Crrm5p92LCLE79yFV7NmIfsjYxhKHBwgK18esgoV3l3KQ+bmVuSf3VFGBt6eOoW47X/j7ZkzQHY2AEBsZAST1q1h1rkz9DyrqFU3bk33sbxCnWljPgRwTsQYY5+btKcheDlqFNLu3QMAmPfpDatRoyB+N1nW5yw7NRXJly/j7ekzSDp9GnpeXnCYk3+HnqJQNR8StKfUlStX0LhxY8XfI0eOBAD06dMHf/zxB27duoX169cjLi4OdnZ2aNy4MbZt26YoSAHA/Pnzoauri65duyIlJQVNmzbF2rVrS272ESIgI7ng7UqCxABQ8Z8GIyMjGBkZISgoCD4+Prl6htna2iIzMxO7du1C586dVf5n5P0ZXopLWloaRCKRUox6enoQi8X4559/8kzAGGOsJInEYojbNkLMn8fxV5s0LAzZC5j3+bRjiUQw69QRRg0b4NXMWUi+cgVSZ2d54al8ecgqyq91jIyKuRXvzi+RwNjPD8Z+fsh49Qrxu4IQt2MHMsLCELdtG+K2bYOsYkWYdeoE07Ztcg3izli+OCcCwDkRY4ypCyJC/K4gRP76Kyg5GTplysBuxm8wbtRI6NDUhlhPD0YNGsCoQQNg4gRkp6YKHZKwRalGjRrhYx21Dh8+XOAx9PT0sGjRIixatKg4Q8tfRjLwW95TN5a4CeGAVLVR83V1dbF27VoMHDgQy5YtQ40aNeDr64vAwEB4eXnBx8cHEyZMQI8ePTB48GDUrl0bTZo0Qe/evfMdjyspKQnjx4+Hjo5Ont80fiofHx8YGhpi7Nix+O2330BEGDt2LLKzsxEREVFs52GMscKo2XsqmusGI11XF5GHx8LWrhpg7/3Jx9O1soLD73OLL8BPILGxgeXgQbD4ZiCSL11C3N87kHjkCNIePMCr335D1Ny5MPbzg1mXzjCoU0c+cDpj+eGciHMixhhTE1lv3yJy8hQk7N8PADDw8YH9rFmQ2FgLHJl6E6tBD1vONrVYp06dEB4ejj179qBFixYIDg5GjRo1sHbtWgDA9OnTERkZiWXLlqFy5cpYtmwZPDw8cOvWLaXj1KtXD0ZGRjA2NsbevXuxdu1aVP1gesqisLKywvbt27F3714YGRkpuvjVqFGj5Hq8McZYASz0LeBpXwMAcEKmA/zVC0iJLWAvzSASi2Ho4wOHuXNQ/sxp2Ez6CbJKlUDp6Ug4cACh/frjib8/YjZsVIsBMBkrKs6JGGNMe6XcuoWQDh3lBSkdHVj98AOcV63kgpSGEHRMKXVRqDEUNKSren4GDBiAo0eP4vnz57nWpaeno3r16qhZsybWrVunGO9gz549qFy5MszMzGBhYZHvsT91/IT3vXnzBrq6ujAzM4OtrS1GjRqFH3/8Mdd2PH4CY6w0rLuzDnOvzEWdDGDli1CgQksgcAtQyj2I0rPSkZaVBmOpccEbF0HKnTuI+/tvJOzbj+zERADysafMOnVCmV5fQeroWKLn1xafzZhSnBPle2zOiRhjrORRdjZiVq9G1IKFQGYmJPb2sP99LgyqVxc6NAYNGVNKI4lEKncXV0eVK1fOc4piAJBKpXB3d0dSkvK34k5OTnB3dy+F6ABLS0sAwIkTJxAVFYW2bduWynkZYywvTZyaYO6VubgiFSNeVw+mDw8BZxcADUaWyvmJCAdDDmLOlTlITE/EgKoD0N+zP6Q6JTNQp36VKtCvUgU2o0cjbvduxG7YiPSQEMSsW4eYDRtg1KQxzHv3hkGtWjwwOuOcqIRxTsQYY/nLfPMG4WPGIuncOQCAccuWsPtlKnQ06MsgJsdFKS0VHR2NLl26oH///vDy8oKxsTGuXLmC2bNno127dti3bx+2bt2KwMBAVKhQAUSEvXv34sCBA1izZo3K53l/BkUACAkJwfXr12Fubg5nZ2cAQExMDEJDQxEeHg4AePDgAQD5wKK2trYAgDVr1qBSpUqwsrLC+fPn8f333+OHH35AxYoVi+suYYyxQnMycUI5s3J4HPcYp316o80/K4AT0wDHmoBbwxI9d2hCKH698CvOR5xXLFtyfQn2P92PiT4T4WPnU2LnFhsawrxHD5QJDETSP/8gZt16JJ09i7fHjuPtseOQeXjAvHdvmAS05plsmNrjnIgxxrTL23/OInzsWGRFR0OkpwebiRNgVoiJKph64aKUljIyMkKdOnUwf/58PHnyBBkZGXBycsLAgQMxYcIEREREwMDAAKNGjUJYWBhkMhnKly+PlStXolevXiqf52MzKOaM07Bnzx7069dPsU1gYCAAYPLkyZgyZQoAeVI2fvx4xMTEwNXVFRMnTsQPP/xQxHuBMcaKrolzEzyOe4yTOploU607cGML8Hd/YNAZwMSu2M+XnpWOVbdXYeXNlUjPTodULMVAr4FwNHbE71d+x7OEZxh4ZCD83fzxY80fYWVgVewx5BCJxTBq2BBGDRsi7fFjxGzYiPjdu5F2/z4iJkxA1O+/o0xgIMoEdoOuVcnFwVhRcE7EGGPaITs9Ha8XLETM6tUAAFn58nCYPw+ycuUEjowVBY8phU8YQ4EJjh8XxlhpuRN9B4H7AqGvq4/THQ5Bb20AEHUHcK4L9NkL6EiK7VwXIy7i1wu/4lnCMwBAXbu6+MnnJzibyHtZJKYnYvG1xdj6YCuyKRtGEiMMrz4c3Sp2g664dL5nyoqLQ+xf2xG7eTMyIyPlCyUSmLZqhTK9e0G/SpVSiUOdfTZjSjG1wI8NY+xzkHThAiKn/oL0kBAAQJke3WE9ZoxazB7H8qZqPsSz7zHGGGMfUdm8MmwNbZGSmYIL0TeBbhsAmQkQeh64ua1YzvEm5Q3GnRmHAUcG4FnCM1jqW2J2w9lY3my5oiAFAMZSY4yvMx6bW2+Gp4Un3ma8xcxLM9Fjfw/cen3rI2coPjpmZrD8ZiDKHT0Ch3m/Q9/bG8jIQPzu3XjWqTNC+/dH8r//lkosjDHGGNNuma9f4+Wo0Qjt2w/pISHQsbSE4+JFsP35Zy5IaQkuSjHGGGMfIRKJ0NhJ/pOck2EnAQt3oPZA+crQC0U6djZl468Hf6FtUFvsf7ofIojQ3aM79rTfA383/3zHRqhiUQUbW23EJJ9JMJYa417MPfQ80BPTzk9DfFp8kWJSlUgigUmrVnDdugWuf22DSUAAoKuLpHPn8bxHTzzv1w/JV6+WSiyMMcYY0y6UlYWYjZvwxL8VEvbvB8RilOnRA+4H9sPYz0/o8Fgx4qIUY4wxVoAmzk0AAMFhwcjKzgLsa8hXhF//5GM+iHmAXgd7YdqFaUhMT0Ql80rY3HozJtSZAGOpcYH764h10LViV+xtvxdt3duCQPjrobzAtefJHpTmr/P1vbzgMHcO3A8dglmXLoCuLpLPX8Dznl9xzynGGGOMFUrKzZt41qUrXv36K7LfvoWepydc//oLtj9P4tn1tBAXpRhjjLECfGHzBYylxohJjcHNNzcBe2/5itf3gIyUQh0rKSMJcy7PQbd93XDz9U0YSgwxrvY4bGm9BZ6WnoWOzULfAtO/nI7VLVajrGlZxKTGYOI/E9H/cH88iXtS6OMVhdTRAXbTfpEXp7p2Veo5Fdr/ay5OMcYYYyxfWfHxiJg6Fc+6BSL17l2IjY1h8/MkuG7bCn1PHrNSW3FRijHGGCuARCxBQ8eGAIDjz48DJg6AoRWQnQm8uqPSMYgIx58fR7ugdlh/dz2yKAvNXJphd7vd6FmpJ3TEOkWKsZZtLfzd5m98X+N76Ono4cqrK+i8pzP+vPlnkY77KaSODrD7ZapSz6mkc+feFae45xRjjDHG/kNEiN+9G09atUbclq0AEUzbtYX7wQMw79EDIp2i5UhMvXFRijHGGFNBEyf5T/hOhJ0AAYCdt3xF+LUC9w1LDMOw48MwIngEXiW/goORA5Y2XYp5jebBxtCm2GKU6EgwoOoA7G6/G42cGiGTMvG/a//Dv6+EKQIp9ZxSFKfe7zlV8H3HGGOMMe2V9uQJQvv0RfjYcciKjobU3R3O69fBftYs6FpaCh0eKwVclGKMMcZUUN+hPqRiKcISw+Q/i7OvLl/xkXGl0rPSsfzGcnTY3QFnXp6BrlgXA6sOxK52u9DAsUGJxWpvZI9FTRahU/lOAIC5V+aW6hhTH8q7OHUOz3v0QOjXA7g4xRhjjH1mspOTEfX7PDxt1x7Jly5BpKcHq5EjUXbXThjWri10eKwUcVGKMcYYU4GhxBA+9j4A3s3ClzOuVD49pc6Fn0PHPR2x+PpipGWloY5tHexsuxPf1fgO+rr6pRLz8OrDoa+rj1tvbuHws8Olcs6PUS5OdZYXp86exfMePRDSuQtiNm1CZmys0GEyxhhjrASlP3uGp23aIvrPP4HMTBg1boyy+/bB8puBEEmlQofHShkXpRhjjDEVKX7CF3riv5/vvb4PpCcrtolKjsKPp37EoKOD8DzhOSz1LTGrwSz82fxPuJm6lWq8lvqW6O/ZHwCw4N8FSM9KL9Xz50denJoG90MH5cUpiQSpt2/j1bRf8aihL1589z0ST54EZWYKHSpjjDHGilFWfDzCBg9BxsuX0LW3g+OSxXD6Yymkjg5Ch8YEwkUpxhhjTEW+Tr4QQYTb0bcRqSMGDK0BygJe3UZmdiY23N2AtkFtcejZIYhFYvSs1BN72u9Bq7KtIBKJBIm5d+XesNa3xsu3L7H53mZBYsiP1NERdtOmofypYNhMGA9ZpUpARgYSjxzBiyFD8ahRY7yaNRupDx4KHSpjjDHGiogyM/Hyhx+Q/uwZdO3s4PbXXzBu2lTosJjAuCilxaKiojBo0CA4OztDJpPB1tYWLVq0wPnz5wEA165dQ0BAAKytraGnpwdXV1d069YNb968AQA8e/YMIpFIcSlTpgwaNmyIU6dOKc4xY8YM1KpVC8bGxrC2tkb79u3x4MGDfGMaNGgQRCIRFixYoLS8UaNGSucSiUQIDAws/juFMcaKwFLfEt7W3gCAky+CFeNKXX98EIH7AjH78mwkZSTBy9ILW1tvxbja42AsNRYuYAAGEgMMrz4cALDi1grEpcYJGk9edM3NYd67N8ru2gm3oF0w79MbOubmyHrzBjFr1iCkXTuEdOyEmA0b+ed97JNwTsQYY8J7NWMmks6dh8jAAE5Ll/BA5gwAF6W0WqdOnXDjxg2sW7cODx8+xJ49e9CoUSPExMQgKioKfn5+sLS0xOHDh3Hv3j2sXr0adnZ2SE5OVjrOsWPHEBERgVOnTsHExAStWrVCSEgIAODUqVMYNmwYLly4gKNHjyIzMxPNmzdHUlJSrniCgoJw8eJF2Nvb5xnvwIEDERERobgsX768+O8Uxhgrovd/whdrUwmTLc3RK/RvPIh9AFOZKSbXnYwNrTagkkUlgSP9T1v3tihfpjwS0xOx/KZ6v7fqeXjAZvx4lD8VDMelS2HczE/+8767d/Fq+nT5z/u+/Q6JJ06AMjKEDpdpCM6JGGNMWDGbNyN20yYAgMPsWdCrpD55EhOWrtABsJIRFxeHf/75B8HBwfD19QUAuLi4oPa7mQyCgoKQkJCAlStXQldX/jRwc3NDkyZNch3LwsICtra2sLW1xfLly+Ho6IgjR45g0KBBOHTokNK2a9asgbW1Na5evYqGDRsqlr98+RLDhw/H4cOH0bp16zxjNjAwgK2tbbG0nzHGSkpj58b4/ervuBBxAY0gQraxEQCgQ7kO+OGLH1BGr4zAEeamI9bB6C9GY9CxQdj6YCu6e3SHs4mz0GF9lEgigXGTxjBu0hiZsbFI2LsP8UFBSL17F4lHjyLx6FHoWFjArFMnlOkeCImdndAhMzXFORFjjAkr6dw5vJr+GwDA6ocfYOznJ3BETJ1wT6lCIiIkZyQLcinMdN5GRkYwMjJCUFAQ0tLScq23tbVFZmYmdu3aVajjGhgYAAAy8vl2Oj4+HgBgbm6uWJadnY1evXrhxx9/RJUqVfI99qZNm2BpaYkqVapg9OjRSExMVDkuxhgrLS4mLihrWhYAkA1C+fR0rI+Iwi+1xqplQSpHPYd6qG9fH5nZmVj470KhwykU3TJlYN67F9x27oDb7t0w79sXOhYWyIqORvSKFXjs1wwvvv0OSRcuFuozTZvNmDEDIpEII0aMKLFzcE7EORFjjBUkLSQEL0b8AGRlwaRtG1h8M1DokJia4Z5ShZSSmYI6m+sIcu6LPS7CQGKg0ra6urpYu3YtBg4ciGXLlqFGjRrw9fVFYGAgvLy84OPjgwkTJqBHjx4YPHgwateujSZNmqB3796wsbHJ85hJSUkYP348dHR0FN80vo+IMHLkSHz55Zfw9PRULJ81axZ0dXXx3Xff5Rtvz5494ebmBltbW9y+fRvjx4/HjRs3cPToUZXayxhjpWmY9zAsvb4UHct3RI+D06GbmgpE3gKcfYQO7aNG1hyJ83vP48jzI7gedV0xPpYm0atYAXrjxsJ61EgknjiJ2E2bkHzpkqL3lKx8eZTp2ROmbdtAbKDaZ6a2uXz5MlasWAEvL68SPQ/nRJwTMcbYx2TFx+PFkKHITkiAvrc37KZNE2ziF6a+uKeUFuvUqRPCw8OxZ88etGjRAsHBwahRowbWrl0LAJg+fToiIyOxbNkyVK5cGcuWLYOHhwdu3bqldJx69erByMgIxsbG2Lt3L9auXYuqVavmOt/w4cNx8+ZNbNmyRbHs6tWrWLhwIdauXfvRN6CBAwfCz88Pnp6eCAwMxN9//41jx47h33//LZ47gzHGilFz1+YIah+E3lV6Q9feW74w/LqQIamkQpkKaF+uPQDg9yu/a3SvIpFEApMWzeGyfh3c9uyGWWA3iPT1kfboESKnTMEj30Z4NWMm0p8/FzrUUvX27Vv07NkTf/75J8qUUd+ee6WNcyLGGCtdlJHx30x79nZwXLwIYplM6LCYGhKRJmekxSQhIQGmpqaIj4+HiYmJ0rrU1FSEhITAzc0Nenp6ICKkZKYIEqe+rn6RK8sDBgzA0aNH8TyPJD09PR3Vq1dHzZo1sW7dOjx79gxubm7Ys2cPKleuDDMzM1hYWOR53G+//RZBQUE4ffo03NzcFMsXLFiAkSNHQiz+r/6ZlZUFsVgMJycnPHv2LM/jERFkMhk2bNiAbt265Vr/4ePCGGOCOTkDODUTqNYd6LBM6GgKFJUchYBdAUjJTMG8RvPQzKWZ0CEVm6yEBMTt3InYLVuQ8TxUvlAkgmHDBjDv2ROGX34Jkbjkv4/7WF5R0vr06QNzc3PMnz8fjRo1gre3d67Z3fJTmHwIAOdEnBMxxli+In/5BbGbt0BkYADXzZug5+EhdEislKmaD/HP9wpJJBKp3F1cHVWuXBlBQUF5rpNKpXB3d881S4yTkxPc3d3z3IeI8O2332LXrl0IDg5WSr4AoFevXvD7YCC7Fi1aoFevXujXr1++cd65cwcZGRmw44FrGWPqzr66/FoDekoBgLWBNfpU6YNlN5Zh/tX5aOTYCBIdidBhFQsdExNY9O0L8969kXT2LGI2bkTSqdOKi8TFGeY9esC0QwfolHKxqDRs3boV//77Ly5fvqzS9mlpaUpjLCUkJBTqfJwTKeOciDHG5GI2b0bs5i2ASCSfaY8LUuwjuCilpaKjo9GlSxf0798fXl5eMDY2xpUrVzB79my0a9cO+/btw9atWxEYGIgKFSqAiLB3714cOHAAa9asUfk8w4YNw+bNm7F7924YGxsjMjISAGBqagp9fX1YWFjk+iZRIpHA1tYWFStWBAA8efIEmzZtQqtWrWBpaYm7d+9i1KhRqF69OurXr198dwpjjJWEnJ/vvXkApCcBUkNBw1FFvyr9sP3BdoQlhmHbg234qvJXQodUrERiMYwaNIBRgwZIf/4csZu3IG7nTmQ8D8WrGTMRtfB/sJv8M0zbtRM61GITFhaG77//HkeOHFG5t8yMGTMwderUEo5MeJwTMcZY6Xl79izPtMcKhYtSWsrIyAh16tTB/Pnz8eTJE2RkZMDJyQkDBw7EhAkTEBERAQMDA4waNQphYWGQyWQoX748Vq5ciV69eql8nj/++AMA0KhRI6Xla9asQd++fVU6hlQqxfHjx7Fw4UK8ffsWTk5OaN26NSZPngwdHR2VY2GMMUEY2wJGtsDbSI0Y7BwADCQGGF59OKaen4plN5ehjXsbmMpMhQ6rREhdXGAzfhysvvsW8Xv3InbTJqQ9egypezmhQytWV69eRVRUFL744gvFsqysLJw+fRqLFy9GWlpars/U8ePHY+TIkYq/ExIS4OTkVGoxlxbOiRhjrHSkPQ3Byx9GAllZMG3XDhYDBwgdEtMAPKYUCj+GAhMePy6MMbWyORB4eBBoOQvwGSx0NCrJzM5El71d8DjuMfpW6YtRNUcJHVKpICKk3roF/RKcmU6IMaUSExNzjY3Ur18/eHh4YOzYsUozwOWH8yHNxI8NY0wdZMXH41nXbkh//hz61avDed1aiKVSocNiAlI1H+LZ9xhjjLGiUszAd03QMApDV6yLkV/Ie8lsurcJL9++FDii0iESiUq0ICUUY2NjeHp6Kl0MDQ1hYWGhUkGKMcYY+1SUkYEXI0Yg/fnz/2ba44IUUxEXpRhjjLGiyhnsPOK6oGEU1pcOX6KOXR1kZGdg4dWFQofDGGOMMQ30asYMJJ+/AJGBAZz++AO6+cxOylheuCjFGGOMFZWdt/z69QMg7a2goRSGSCTC6JqjIYIIB58dxO03t4UOiRWj4OBgLFiwQOgwGGOMabGYTZv+m2lvzmzovZu4gTFVcVGKMcYYKypjG8DYHgABkTeFjqZQPMw90Ma9DQBg7pW54KEmGWOMMaaKtCdP8Oq3GQAAq5E/wLhpU4EjYpqIi1KMMcZYccj5CV/4dUHD+BTfVv8WMh0Zrr66ipNhJ4UOhzHGGGMa4M3y5UBWFox8fWExgGfaY5+Gi1KMMcZYcVAUpTRnsPMctoa26F25NwBg/tX5yMjOEDgixhhjjKmz9NBQJOzbDwCw/O5biEQigSNimoqLUowxxlhx0MAZ+N7X37M/zPXM8SzhGbY/2C50OIwxxhhTY9F//glkZ8PQtyH0q1QROhymwbgoxRhjjBWHnJ5S0Y+A1ARhY/kERlIjDK02FACw7MYyJKYnChwRY4wxxtRRRkQE4oJ2AwAsBw0WOBqm6QQtSp0+fRpt2rSBvb09RCIRgoKClNYTEaZMmQJ7e3vo6+ujUaNGuHPnjtI2aWlp+Pbbb2FpaQlDQ0O0bdsWL168KMVWMMYYYwAMLQETR/ltDRvsPEfHCh3hZuqG2LRYrLq1SuhwGGOMMaaGoletBjIyYFCnDgxqVBc6HKbhBC1KJSUloVq1ali8eHGe62fPno158+Zh8eLFuHz5MmxtbdGsWTMkJv737e2IESOwa9cubN26Ff/88w/evn2LgIAAZGVllVYzGGOMMTnFT/iuCxnFJ5OIJRj5xUgAwPq76xESHyJwRIwxxhhTJ5mvXyNuu/xn/paDBwkcDdMGhS5KpaWl4cyZM9iwYQOWL1+OnTt3IiTk05JWf39//Prrr+jYsWOudUSEBQsWYOLEiejYsSM8PT2xbt06JCcnY/PmzQCA+Ph4rFq1Cr///jv8/PxQvXp1bNy4Ebdu3cKxY8c+KSZtEhUVhUGDBsHZ2RkymQy2trZo0aIFzp8/DwC4du0aAgICYG1tDT09Pbi6uqJbt2548+YNAODZs2cQiUSKS5kyZdCwYUOcOnVKcY4//vgDXl5eMDExgYmJCerWrYuDBw8qxfH+Md6/zJkzR7EN93hjjGkFDR9XCgB8HX3RwKEBMrIzMO3CNBCR0CExVmScEzHGWPGIXrsWlJYG/WrVYODjI3Q4TAuoXJQ6d+4cunfvDjMzMzRq1AgjRozAtGnT8NVXX6FcuXIoX7485syZo9SLqShCQkIQGRmJ5s2bK5bJZDL4+vri3LlzAICrV68iIyNDaRt7e3t4enoqtvmcderUCTdu3MC6devw8OFD7NmzB40aNUJMTAyioqLg5+cHS0tLHD58GPfu3cPq1athZ2eH5ORkpeMcO3YMEREROHXqFExMTNCqVStFIdLR0REzZ87ElStXcOXKFTRp0gTt2rVT+pllRESE0mX16tUQiUTo1KmTYhvu8cYY0wp277qwR1wXNIyiEIlEmOgzEXo6ergceRm7n+wWOiTGioxzIsYYK7rM2FjEbdkKALAYMphn3GPFg1TQtm1bsrOzo1GjRtGpU6coKSlJaf2TJ09o7dq11KJFC7K1taUjR46oclglAGjXrl2Kv8+ePUsA6OXLl0rbDRw4kJo3b05ERJs2bSKpVJrrWM2aNaNvvvkm33OlpqZSfHy84hIWFkYAKD4+Pte2KSkpdPfuXUpJSSl0m4QUGxtLACg4ODjP9bt27SJdXV3KyMjI9xghISEEgK5du6ZY9uLFCwJAy5Yty3e/MmXK0MqVK/Nd365dO2rSpIni77i4OJJIJLR161bFspcvX5JYLKZDhw7leQxNfVwYY1ru7WuiySbyS0ruzxRNsurWKvJc60lfbvmSYlJihA5Ho8THx+ebV6izj8WtyZ+7nBMxxljxiFr4P7pb0YOetO9A2dnZQofD1Jyq+ZBKPaWaN2+OZ8+eYe7cuWjYsCEMDAyU1pctWxZ9+vTBoUOHiv1ncx9WX4mowIpsQdvMmDEDpqamiouTk5PK8RARspOTBblQIX5CYWRkBCMjIwQFBSEtLS3XeltbW2RmZmLXrl2FOm7OY5+RkZFrXVZWFrZu3YqkpCTUrVs3z/1fvXqF/fv34+uvv1Ys4x5vjDGtYWgJmL77TIm4IWwsRdSrci+UL1MecWlx+P3K70KHw9QQ50ScEzHGPh9ZiYmI2bgRAGA5aBD3kmLFRleVjYYNG6byAatUqYIqVap8ckA5bG1tAQCRkZGws7NTLI+KioKNjY1im/T0dMTGxqJMmTJK29SrVy/fY48fPx4jR45U/J2QkKByYYpSUvCgxheFaktxqfjvVYg+KAjmR1dXF2vXrsXAgQOxbNky1KhRA76+vggMDISXlxd8fHwwYcIE9OjRA4MHD0bt2rXRpEkT9O7dW3H/figpKQnjx4+Hjo4OfH19Fctv3bqFunXrIjU1FUZGRti1axcqV66c5zHWrVsHY2NjpXHEIiMjIZVKlR5DALCxsUFkZKRK7WWMMbVh7w3Eh8l/wufWQOhoPplELMHPPj+j98He2P1kN9qVa4datrWEDoupEc6JOCdijH0+YjdvQXZCAqRly8K4eTOhw2FapNADnaekpGDPnj2YO3cufv/9d+zZswcpKSnFHpibmxtsbW1x9OhRxbL09HScOnVKUXD64osvIJFIlLaJiIjA7du3P1qUkslkikEocy7aqFOnTggPD8eePXvQokULBAcHo0aNGli7di0AYPr06YiMjMSyZctQuXJlLFu2DB4eHrh165bScerVqwcjIyMYGxtj7969WLt2LapWrapYX7FiRVy/fh0XLlzAkCFD0KdPH9y9ezfPmFavXo2ePXtCT0+vwPhV6RXHGGNqx85bfq3Bg53n8Lb2RucKnQEA0y5MQ3pWusARMfZpOCdijLFPl52cjJh375cW3wyESFzoMgJj+RJRIfop79mzBwMGDFDMRJLD0tISq1atQps2bQp18rdv3+Lx48cAgOrVq2PevHlo3LgxzM3N4ezsjFmzZmHGjBlYs2YNypcvj99++w3BwcF48OABjI2NAQBDhgzBvn37sHbtWpibm2P06NGIjo7G1atXoaOjo1IcCQkJMDU1RXx8fK4CVWpqKkJCQuDm5gY9PT0QEagEinCqEOnrFzkhGTBgAI4ePYrnz5/nWpeeno7q1aujZs2aWLduHZ49ewY3Nzfs2bMHlStXhpmZGSwsLAo8h5+fH9zd3bF8+XKl5WfOnEHDhg1x/fp1VKtWTbH8xIkTaNq0KWJiYpS+GaxWrRrat2+PqVOn5jrHh48LY4ypjcfHgY0dAXN34Lt/hY6myOLT4tEuqB2iU6Mx3Hs4BlXj6Z8L8rG8Qp0VJh8CwDkR50SMsc9E9OrViJo9BxJHR7gfOgiRrko/uGKfOVXzoULNvte5c2c0bNgQZ8+eRUxMDGJiYvDPP/+gQYMG6Ny5s2JaXVVduXIF1atXR/Xq8tmKRo4cierVq+Pnn38GAIwZMwYjRozA0KFDUbNmTbx8+RJHjhxRFKQAYP78+Wjfvj26du2K+vXrw8DAAHv37lW5IFVYIpEIYgMDQS7F8Q1Z5cqVkZSUlOc6qVQKd3f3XOudnJzg7u6uUvIFyJPUvMZsWLVqFb744gul5Av49B5vjDGmluzfzcAX8wRIjRc2lmJgKjPFmFpjAAArbq7A84Tc/8CzzxPnRAXjnIgxpunu3d6Fx0vnAAAsBg7kghQrdio/o3799Vf069cv1zc99erVQ7169TBo0CBMmzYNBw4cUPnkjRo1+uiAkiKRCFOmTMGUKVPy3UZPTw+LFi3CokWLVD7v5yA6OhpdunRB//794eXlBWNjY1y5cgWzZ89Gu3btsG/fPmzduhWBgYGoUKECiAh79+7FgQMHsGbNGpXPM2HCBPj7+8PJyQmJiYnYunUrgoODcejQIaXtEhISsH37dvz+e+7Bck1NTfH1119j1KhRsLCwUPR4q1q1Kvz8/Ip8XzDGWKkyMAfMnIG4UPlg524NhY6oyPzd/LH7yW6cCz+HaRem4c9mf/JPiZjG4JyIMcY+nXl4JjKTgTfGQLZDBMoUvAtjhaJyUer8+fOYNWtWvuuHDRumNNAjE5aRkRHq1KmD+fPn48mTJ8jIyICTkxMGDhyICRMmICIiAgYGBhg1ahTCwsIgk8lQvnx5rFy5Er169VL5PK9evUKvXr0QEREBU1NTeHl54dChQ2jWTHnwu61bt4KI0L179zyPM3/+fOjq6qJr165ISUlB06ZNsXbt2hLr8cYYYyXKzltelAq/phVFKZFIhJ/q/IQOezrgYsRF7Hu6D23cC/eTfcaEwjkRY4x9OpvmXbBs5CrciXiByndWokqdQYCEfyrMio/KY0rp6+vj/v37cHFxyXP98+fPUalSJSQnJxdrgKWhsGMoMOHx48IYU2tn5gHHpwJVOgBd1godTbFZeWslFv67EOZ65tjTfg9MZaZCh6SWPpcxpZh64MeGMVbSLr/4B/2PD4F+djZOuPWEUaMJQofENECxjylVoUIFnDhxIt/1x48fR7ly5QoXJWOMMaaN7L3l1+HXhYyi2PWp3AflzMohJjUG86/OFzocxhhjjJWCmg714SazQIpYjAPXVwKJr4QOiWkRlYtSffv2xejRo/McM2r//v0YM2YM+vXrV6zBMcYYYxrJzlt+HRsCpMQKGkpxkuhIMMlnEgBgx6Md+PeV5s8uyBhjjLGPE4lE6Owp/19/u4EEdDz3TKCMfSqVi1Lff/89mjRpgoCAAFSqVAkdO3ZEx44d4eHhgbZt28LX1xfff/99ScbKGGOMaQYDc8Ds3c/dI24IG0sxq2FTAx3LdwQA/HL+F2RkZQgcEWOMMcZKWrvy7SEV6+K+TIo7d//WuvyGCUflopRYLMb27duxZcsWVKxYEffv38f9+/fh4eGBTZs2YceOHRCLVT4cY4wxpt3sq8uvtewnfAAw8ouRMNczx5P4J1h7Z63Q4TDGGGOshJnKTNHctSUAYLuJIXBoAqDa8NSMfVShq0jdunVDUFAQ7t69i7t37yIoKAiBgYElERtjjDGmuRTjSl0TNIySYCozxeiaowEAy28uR1hCmMARMcYYY6ykda7QGQBw0NAQb0PPAvf3CRwR0wbctUlFKk5SyEoJPx6MMbWX01Mq4rqgYZSUgLIBqGNXB2lZafj14q/8vvyZ4MdZ/fBjwhgrLTWsa6CsaVmkiEXYb2QIHJkEZKYJHRbTcIX6+Z6Ojs5HL7q6uiUZqyAkEgkAIDk5WeBI2PvS09MBADo6OgJHwhhj+bCrJr+OfQYkxwgaSkkQiUSY5DMJUrEU58LP4dCzQ0KHxEoQ50PqK+cxyXmMGGOspIhEIkVvqe1mZqDYEODicoGjYppO5SrSrl278l137tw5LFq0SCu/qdHR0YGZmRmioqIAAAYGBhCJRAJH9XnLzs7G69evYWBgoJWFUMaYltAvA5Rxk8/AF3EDcG8sdETFzsXEBQO9BmLJ9SWYdWkW6tnXg6nMVOiwWAngfEj9EBGSk5MRFRUFMzMz/qKOMVYq2rq3xYKrC/BANx23pVJUPT0H8O4BGFoKHRrTUCr/R9+uXbtcy+7fv4/x48dj79696NmzJ6ZNm1aswakLW1tbAFAkYkx4YrEYzs7OnBAzxtSbvbe8KBV+TSuLUgDQ37M/DoQcQEh8CBb+uxA/1/1Z6JBYCeF8SD2ZmZkpHhvGGCtppjJTtHBtgb1P92K7jTOqhj0GTk4HAuYLHRrTUJ/UzSQ8PByTJ0/GunXr0KJFC1y/fh2enp7FHZvaEIlEsLOzg7W1NTIyeOprdSCVSnm2R8aY+rOvDtzZpbXjSgGAVEeKST6T0P9wf2x/uB1t3dvC29pb6LBYCeB8SP1IJBLuIcUYK3WdK3TG3qd7cUgK/CgSwfjGVsB/NqDDPyNmhVeoolR8fDx+++03LFq0CN7e3jh+/DgaNGhQUrGpnZyxsxhjjDGV2HnLr7VwBr731bKthfbl2iPocRDGnh6Lja02wsrASuiwWAnhfIgxxj5v1a2rw93UHU/in2BfGUt0j3kNRN4EHL4QOjSmgVTuajJ79myULVsW+/btw5YtW3Du3LnPqiDFGGOMFVrOYOdxoVo52Pn7RtccDRcTF4QnhWPIsSF4m/5W6JAYY4wxVgJEIhG6VOwCANhuagYCgNALgsbENJeIVBydXCwWQ19fH35+fh/9dmznzp3FFlxpSUhIgKmpKeLj42FiYiJ0OIwxxrTJ/6oDMU+Br3YC5ZoKHU2JCksMQ68DvRCdGg0fOx8sbboUks+wK7+m5hWaGjdjjLHSF58Wj6bbmyItKw0bwiPhXbYF0G2j0GExNaJqXqFyT6nevXuja9euMDc3h6mpab4XxhhjjL3Hvrr8Wst/wgcATsZOWOK3BPq6+rgQcQGTzk1CNmULHRZjjDHGilnOgOcAsN7UBJmhFwDV+rswpkTlMaXWrl1bgmEwxhhjWsrOG7i9Q6sHO39fFYsqmN9oPoYfH479T/fD2sAaI78YKXRYjDHGGCtmXSt2xZ4ne3DU0ADddNMx4dFefFGhrdBhMQ3D05cxxhhjJUnRU+q6oGGUpvoO9TG1/lQAwJrba7Dp3iaBI2KMMcZYcatmVQ3T6k+DKYnwUCZF3/MTMf7MeLxJeSN0aEyDqFSUGjx4MMLCwlQ64LZt27BpEyefjDHGGADAzkt+HR8GJH0+SVpb97b4rvp3AIBZl2bhyLMjAkfEGGOMseLWvlx77LNrjS4JiRAB2Pd0HwJ2BWD9nfXIyM4QOjymAVQqSllZWcHT0xP+/v74448/cPnyZbx8+RLR0dF4/Pgx9uzZgzFjxsDZ2RkLFiyAl5dXScfNGGOMaQY9U8CinPz2Z9RbCgAGVB2AbhW7gUAYf2Y8rr66KnRIjDHGGCtmZm6N8HN0LLa8lcDTwhNJGUmYc2UOuu7tisuRl4UOj6k5lYpS06ZNw6NHj9CwYUMsW7YMPj4+cHZ2hrW1NSpWrIjevXvj6dOnWLlyJc6fP4+qVauWdNyMMcaY5rDzll9HaP9g5+8TiUQYX3s8mjg1QXp2Or498S0exz4WOizGGGOMFSfHWgCAKq+fYFOjhZhSdwrMZGZ4HPcY/Q/3x9jTYxGVHCVwkExdqTymlLW1NcaPH48bN24gOjoa//77L86ePYsHDx4gNjYWf//9N5o3b16SsTLGGGOa6TMcVyqHjlgHsxrOgreVNxLTEzH42GBEJkUKHRZjjDHGiouBOWBVCQAgDruEThU6YV+HfehaoStEEOFAyAG02dUG6+6s45/0sVw+aaBzMzMzVKtWDT4+PihXrhxEIlFxx8UYY4xpD0VR6vPqKZVDT1cPi5suhpupG14lv8KQY0OQkJ4gdFiMMcYYKy7OPvLr0PMAAFOZKSbVnYQtAVvgZemF5MxkzL0yF533dMbFiIsCBsrUjW5hd7h582aey0UiEfT09ODs7AyZTFbkwBhjjDGtYecFQAQkvATevgaMrISOqNSZykyxzG8ZvjrwFR7HPcaIkyOwzG8ZpDpSoUNjjDHGWFE51wWurgFCLygtrmJRBRtabcDux7sx/+p8PI1/igFHBqCla0u0LtsaJlIT+UUmv9bT1ROoAUwoIiKiwuwgFos/2jNKIpGgW7duWL58OfT0NOMJlZCQAFNTU8THx8PExETocBhjjGmjRTWB6EdAz7+B8s2EjkYw92Puo++hvkjKSEJL15aY1XAWxKJP6rittjQ1r9DUuBljjKmB2OfAQi9ArAuMCwOkBrk2iU+Lx+Jri/HXw7+QTdl5HkYqlsJEZgJTqamiUGUqM1UUr8z0zNDEqQlsDG1KukWsiFTNKwqdBe7atQvly5fHihUrcP36dVy7dg0rVqxAxYoVsXnzZqxatQonTpzATz/9VKQGMMYYY1rlM/8JXw4Pcw8saLwAumJdHHp2CL9f+V3okBhjjDFWVGbOgLE9kJ0JvMx7tl1TmSkm+kzE1tZb0dylOTwtPOFs7AwzmZniC6r07HS8SXmDJ/FPcC3qGk69OIU9T/Zg472NWHpjKX67+BsCdgVg0bVFSMpIKs0WshJS6J/vTZ8+HQsXLkSLFi0Uy7y8vODo6IhJkybh0qVLMDQ0xKhRozB37txiDZYxxhjTWPbewK2/PsvBzj/kY+eDafWnYfyZ8Vh/dz1sDGzQu0pvocNijDHG2KcSieTjSt3ZKf8Jn1uDfDetZFEJvzdS/lIqm7KRlJGEhPQEJKQlyK/TExCfFq9YFp8ej/vR93E7+jZW3FyBHQ93YKj3UHQs3xG64kKXNpiaKPQjd+vWLbi4uORa7uLiglu3bgEAvL29ERERUfToGGOMMW1h5y2//sx7SuUIKBuAqOQozL86H3OuzIG5vjkCygYIHRZjjDHGPpVz3XdFqfOF3lUsEsNYagxjqTEcjBzy3Y6IcDz0OOZfnY/QxFBMuzANm+5twsgvRqKhY0OehE0DFfrnex4eHpg5cybS09MVyzIyMjBz5kx4eHgAAF6+fAkbG/6NJ2OMMaaQM9h5YjjwNkroaNRCvyr90LNSTwDAxH8m4sDTAwJHpNlmzJiBWrVqwdjYGNbW1mjfvj0ePHggdFiMMcY+Fzkz8IVdArKzSuQUIpEIfi5+CGoXhHG1x8FMZoan8U8x/MRwDDgyAHej75bIeVnJKXRRasmSJdi3bx8cHR3h5+eHZs2awdHREfv27cMff/wBAHj69CmGDh1a7MEyxhhjGktmDFhWkN++tkHYWNSESCTCmFpj0LF8R2RTNsb/Mx4HQw4KHZbGOnXqFIYNG4YLFy7g6NGjyMzMRPPmzZGUxGNuMMYYKwU2VQCpMZCeCLy6U6KnkuhI0LNST+zvuB/9PPtBKpbiUuQldNvXDePPjEfEW/7llqYo9Ox7APD27Vts3LgRDx8+BBHBw8MDPXr0gLGxcUnEWOJ4thnGGGOl4t/1wJ5v5TPT9D8COH4hdERqIZuyMfX8VOx8tBNikRizGsxCS7eWQof1ydQlr3j9+jWsra1x6tQpNGzYsMDt1SVuxhhjGmxDR+DJccB/DlDnm1I7bfjbcPzv2v+w/+l+APJZ/L6q/BUGVB0AY6lm1ik0XbHPvte/f38kJiYCAIyMjDB48GDMmzcP8+fPx6BBgzS2IMUYY4yVmuq9gMrt5TPT7OgPpCYIHZFaEIvEmFx3MjqU64Bsysa4M+Nw6NkhocPSePHx8QAAc3PzPNenpaUhISFB6cIYY4wViXNd+fUnjCtVFPZG9pjZYCa2tt6KWra1kJ6djtW3V6PVzlbYdG8TMrIzSjUepjqVi1Lr1q1DSkpKScbCGGOMaTeRCGizEDB1BmKfAftHAoXvsKyVxCIxptSbgnbu7ZBFWRh3mgtTRUFEGDlyJL788kt4enrmuc2MGTNgamqquDg5OZVylIwxxrSOy3tFKQFynCqWVbCq+SosarIIbqZuiEuLw8xLM9Fhdwdcj7pe6vGwgqlclPqEX/kxxhhj7EP6ZkCnlYBIB7i1HbixReiI1IZYJMbUelPR1r2tojB1+NlhocPSSMOHD8fNmzexZUv+z6/x48cjPj5ecQkLCyvFCBljjGkl+xqAWAIkRgBxzwUJQSQSoZFTI+xsuxOTfCbBXM8czxOeo//h/tj1aJcgMbH8FWqgc55ekTHGGCsGznWAxuPlt/ePBqKfCBuPGtER6+CXer8oClNjT4/FkWdHhA5Lo3z77bfYs2cPTp48CUdHx3y3k8lkMDExUbowxhhjRSI1AOy95befl+5P+D6kK9ZF14pdsb/Dfvg5+yEjOwM/n/sZMy7O4J/zqZFCFaUqVKgAc3Pzj14YY4wxpoIvRwKuDYCMJODvfkBmutARqY0PC1NjTo/B0edHhQ5L7RERhg8fjp07d+LEiRNwc3MTOiTGGGOfI2cf+XXYBWHjeMdIaoTfG/2OodWGAgA239+MwUcHIzY1VuDIGADoFmbjqVOnwtTUtKRiyWXKlCmYOnWq0jIbGxtERkYCkCdfU6dOxYoVKxAbG4s6depgyZIlqFKlSqnFyBhjjH0SsQ7QcQXwRz0g4gZwfCrQYrrQUamNnMIUEWHv070Yc2oM5vjOgZ+Ln9Chqa1hw4Zh8+bN2L17N4yNjRX5kqmpKfT19QWOjjHG2GfDuS5wbhEQqh5FKUA+RMAQ7yGoaF4R48+Mx6XIS+i+vzsWNl6IiuYVhQ5PMNmUDbGoUH2Vip2IVBwsSiwWIzIyEtbW1iUdk8KUKVPw999/49ixY4plOjo6sLKyAgDMmjUL06dPx9q1a1GhQgX8+uuvOH36NB48eFCo2QB5CmTGGGOCuX8A2NpdfrvnDqA8F13el5WdhZ/O/oR9T/dBV6SLub5z0dSlqdBhfZRQeUV+wyysWbMGffv2LXB/zocYY4wVi6Q3wBx3+e0xIYCBev2i6nHsY3x38juEJYZBX1cf07+cjmYuzYQOq1Q9iHmA+f/OR02bmhhQdUCJnEPVvELlkphQ40np6urC1tZWcckpSBERFixYgIkTJ6Jjx47w9PTEunXrkJycjM2bNwsSK2OMMVZoHq2A2t/IbwcNBhJfCRuPmtER6+DX+r+iddnWyKRMjD41GsefHxc6LLVERHleVClIMcYYY8XG0BKwrCC/HXZJ2FjyUK5MOWxpvQV17eoiJTMFI4NHYvG1xcimbKFDK3EvEl9g3Jlx6LK3C86+PIv1d9YjLStN0JjUfva9R48ewd7eHm5ubggMDMTTp08BACEhIYiMjETz5s0V28pkMvj6+uLcuXMfPWZaWhoSEhKULowxxphgmk0DbDyBpNfArkFAtvYnRYWhI9bB9PrTlQtToVyYYowxxtSWUx35daiwg53nx1RmiqV+S9Grci8AwPKby/H9ie/xNv2twJGVjJjUGMy6NAttgtpg/9P9IBD8Xf2xsdVGyHRkgsamclEqOzu7VH+6BwB16tTB+vXrcfjwYfz555+IjIxEvXr1EB0drRgnwcbGRmmf98ecys+MGTNgamqquDg5OZVYGxhjjLECSfSAzqsBXX3g6Ung3P+Ejkjt5BSmWrm1khemgkfjROgJocNijDHGWF6c68qv1bQoBchn5xtTawymfzkdUrEUwS+C0fNATzxPeC50aMUmOSMZf9z4A612tsLGexuRmZ0JHzsfbA3Yitm+s+Fs4ix0iIWbfa+0+fv7o1OnTqhatSr8/Pywf/9+AMC6desU23z4s0IiKvCnhuPHj0d8fLziEhYWVvzBM8YYY4VhVRHwnyW/fWIa8PKqsPGoIR2xDqZ/OR3+bv7IpEyMCh6F5TeWIyUzRejQGGOMMfa+nBn4wq8BGanCxlKAtu5tsc5/Haz1rfE0/im67++Ocy8//usrdZeRlYEt97eg1c5WWHp9KZIyklDJvBKWN1uOP5v/iSoW6jM5nFoXpT5kaGiIqlWr4tGjR7C1tQWAXL2ioqKicvWe+pBMJoOJiYnShTHGGBNcjd5A5fZAdibwd38glX9e/iFdsS5++/I3RY+pxdcXo82uNtjzZM9nMRYEY4wxphHMywKG1kBWurwwpeY8LT2xNWArvKy8kJieiCHHh2DdnXWCDWP0qbIpGwdDDqLd7nb47eJviE6NhpOxE+Y0nIOtAVtRz76e0CHmolFFqbS0NNy7dw92dnZwc3ODra0tjh49qlifnp6OU6dOoV499bujGWOMsQKJRECbhYCpMxD7DDgwWuiI1JKuWBczG8zErAazYGdoh1fJrzDxn4novr87LkdeFjo8xhhjjIlE//WWUuOf8L3PysAKa1qsQYdyHZBN2Zh7ZS4m/DMBsamxQoemknPh5xC4LxBjTo9BWGIYLPQsMLHOROxuvxst3VpCLFLP8o96RvXO6NGjcerUKYSEhODixYvo3LkzEhIS0KdPH4hEIowYMQK//fYbdu3ahdu3b6Nv374wMDBAjx49hA6dMcYY+zT6ZkCnlYBIB7i5Dbi+ReiI1JJIJEKrsq2wt8NefF/jexhKDHE3+i76H+6P7098r1XjQTDGGGMaSTGu1AVh4ygEqY4UU+tNxbja46Aj0sG+p/vQYkcLzL08F6+TXwsdXi5EhBuvb2DAkQEYdHQQ7sXcg6HEEMO8h+FAxwMI9AiERCwROsyPEpEa90cLDAzE6dOn8ebNG1hZWcHHxwfTpk1D5cqVAcgfgKlTp2L58uWIjY1FnTp1sGTJEnh6ehbqPAkJCTA1NUV8fDz/lI8xxph6ODUHOPkrIDUCBp0GLNyFjkitRadEY+n1pdjxaAeyKAu6Il0EegRicLXBMJWZlmosmppXaGrcjDHG1NTLf4E/GwN6psCYZ4BYrfvE5HIl8gpmX56NezH3AABSsRSdKnRCf8/+sDW0FTS2F4kvcCDkAPY/3Y+n8U8BABKxBN0qdsNAr4Ew1zMXND5A9bxCrYtSpYWTMMYYY2onOwtY1xZ4/g9g5w18fRTQlQodldp7EvcEc6/MxT8v/wEAmEhNMLjaYARWDIREp3S+KdTUvEJT42aMMaamsjKBmc5ARhIw5Bxgoz6Da6uKiPDPy3+w/OZy3Hh9A4B8GIF27u3wtefXcDJxKrVYolOicfjZYRwIOaCIBZAXy1q6tcRQ76FwMHIotXgKwkWpQuAkjDHGmFqKfwksqw+kxAJ1hwMtpgsdkcY4F34Oc6/MxaPYRwAAZ2NnjPxiJJo4Nylwlt6i0tS8QlPjZowxpsbWtQVCTgGt5wG1vhY6mk9GRLgUeQnLby5XjF+pI9JBK7dWGOA1AGVNy5bIeZMzknE89Dj2h+zHhfALyKIsAIBYJEZt29po5dYKfi5+MJYal8j5i4KLUoXASRhjjDG1dX8/sPXdWIld1gFV2gsajibJys5C0OMgLLq2CNGp0QCAGtY1MKbWGFSxLLlvazU1r9DUuBljjKmxkzOAUzOBql2BTn8KHU2xuBZ1DctvLsfZl2cBACKI0Ny1OQZWHYiK5hWLfPyMrAycDT+LA08P4GTYSaRmpSrWeVp4onXZ1mjh2gJWBlZFPldJ4qJUIXASxhhjTK0dngicXwxIDID+hwE7L6Ej0ihJGUlYfXs11t9Zr0jsxtcejx6VSmZiFE3NKzQ1bsYYY2rsyUlgQ3v5zMI/3BI6mmJ1580dLL+5HCfDTiqWNXJqhEFeg+BpmXucayJCalYqUjJT5JeMlP9uZ6YgOTMZlyMv48jzI4hPi1fs52LigtZureHv5g9XU9fSaFqx4KJUIXASxhhjTK1lZQKbOgNPTwKmTsDAk4CRen87po4ikyLxv3//h8PPDmNXu11wNnEukfNoal6hqXEzxhhTY2mJwEwXgLKAH+4Apo5CR1TsHsQ8wJ+3/sSRZ0dAkJdXypcpDyJSKjqlZqYq1hfEUt8SLV1bonXZ1qhiUaXEhx4oCVyUKgROwhhjjKm9lFjgz6ZAzBP5FMu99/DA558oKjkK1gbWJXZ8Tc0rNDVuxhhjam65LxBxHei0CqjaWehoSszT+KdYdWsV9j/drxj7KT8yHRn0dfWVLgYSAzgZO6Gla0vUtq0NHbFOKUVeMlTNK3RLMSbGGGOMfSr9MkD3rcBKPyD0PHBgFNDmf4AGfnMmtJIsSDHGGGPsA84+8qJU6HmtLkqVNS2L6V9OxzDvYXgQ8wB6unqKYpO+jj70JfLik56OnsYXnIoTF6UYY4wxTWFVAei8CtjcFfh3PWBdBfAZLHRUjDHGGGP5c/YBLi4DQi8KHUmpsDeyh72RvdBhaAyx0AEwxhhjrBDKNwP8pspvH54APDkhbDyMMcYYYx/jZvbAjgAAJJ1JREFUXFd+/eo2kBr/8W3ZZ4eLUowxxpimqfctUK27fNDQ7X2B6CdCR8QYY4wxljdjW6CMGwACwi4LHQ1TM1yUYowxxjSNSAQELAAca8m/cdzcjb95ZIwxxpj6yuktFXpe2DiY2uGiFGOMMaaJJHpAt02AiQMQ/Qj4+2sg++MzvTDGGGOMCcLZR34dekHYOJja4aIUY4wxpqmMbYDATYCuHvD4KHBsitARMcYYY4zlltNT6uUVIDNd2FiYWuGiFGOMMabJ7KsD7ZbIb5/7H3Bjq7DxMMYYY4x9yLI8YGABZKYCETeEjoapES5KMcYYY5quamegwWj57T3fAS+uCBsPY4wxxtj7RCLAKecnfDyuFPsPF6UYY4wxbdB4IlCxNZCVBmztAcS/FDoixhhjjLH/8LhSLA9clGKMMca0gVgMdFwOWFcG3r6SF6YyUoSOijHGGGNM7v0Z+IiEjYWpDS5KMcYYY9pCZgx03wLomwMR14HdwznpY4wxxph6sKsmn5wlJQZ480joaJia4KIUY4wxpk3KuALdNgBiXeD238Cp2VyYYowxxpjwdKWAwxfy26HnhI2FqQ0uSjHGGGPaxvVLwH+2/Hbwb/Kf8iW+EjYmxhhjjDHFuFIXhY2DqQ0uSjHGGGPaqNbXQLNpgFgCPDgALPUB7uwSOirGGGOMfc7eH1eKMXBRijHGGNNe9b8DvgkGbKvKx2/Y3hf4uz+QHCN0ZIwxxhj7HDnVBiACYkOAxEiho2FqgItSjDHGmDaz9QQGnAAa/giIdIDbO+S9ph4eFjoyxhhjjH1u9EwBG0/57dALwsbC1AIXpRhjjDFtpysFmvwEDDgKWFYA3r4CNncFdg8DUhOEjo4xxhhjn5OccaWenhQ2DqYWuCjFGGOMfS4cvgAGnQbqDgcgAq5tBP6oBzw9JXRkjDHGGPtcuDWQX19dC2zoALy6I2g4TFhclGKMMcY+JxJ9oMV0oN8BoIwrEB8GrG8LHPgRSE8SOjrGGGOMaTuPNkD9EfLJWJ6cAJZ9Cez5lseY+kxxUYoxxhj7HLnUAwafBWp+Lf/70gp5UshTNDPGGGOsJInFQLOpwPDLQOX2AGUD/64H/lcDODUHSE8WOkJWirgoxRhjjH2uZEZAwDzgq52AiQMQ8xRY0xI4+jOQmSZ0dIwxxhjTZuZuQNd1QP/D8iEGMpKAk78Ci2sCN7YC2dlCR8hKARelGGOMsc9duabAkHOAV6D828qzC4HZ7sDGzsA/84Gwy0BWhtBRMsYYY0wbOfsAXx8DOq0CTJ2BhJfArkHAn42BZ/8IHR0rYSIiIqGDEFpCQgJMTU0RHx8PExMTocNhjDHGhHN/P7B/FJAYobxcYgg41QZc6wMuXwIONQBdmTAxqjlNzSs0NW7GGGNaJCMVuLAUODMPSE+UL/MIAJr9Ali4CxsbKxRV8wouSoGTMMYYY0xJdhbw6jbw7Czw/N0lJVZ5G109wLEW4Pol4FIfcKwpH0SdaWxeoalxM8YY00JvXwPBM+Qz9FEWINYFag0AfMcCBuZCR8dUwEWpQuAkjDHGGPuI7Gzg9X15F/rn/8iLVclvlLfRkcrHgzBzBqRGgMw474v0/b+N5D2wxNo1moCm5hWaGjdjjDEtFnUfODoJeHRE/rfMFPDuAVTpIP9yTMtyCG3CRalC4CSMMcYYKwQi4M3Dd0Wqs/Ii1dtPncZZJC9Q6ZcBDCz+uxhayr8JNbD8YJkFoGem1kmopuYVmho3Y4yxz8CTE8CRSfKe3DmM7YHK7YAq7QHH2mqdG3yOuChVCJyEMcYYY0VAJJ+5L+wikBwNpCYAaYnysSDS3r67/e467S2QFi+/pqxPO59I/F8RS7+MvEilb5b/7fevJXrF0uSP0dS8QlPjZowx9pnIzgIeHgbuBgEPDgJpCf+tM7YHKrd914OKC1TqgItShcBJGGOMMVbKiIDM1P8KWMnR7y5v3l3H/Lcs6Q2QEgMkRcsLWkWhqy8vUAXMByr6F0tTPqSpeYWmxs0YY+wzlJkGPD6eT4HKDqjUVt6DysmHC1QCUTWv0C3FmBhjjDHG5EQi+cDoEn3A2AZAOdX2y8p4r4AVDaTEAalx8oHYFbff/a10Ox4AAZkpQGKKvLcVY4wxxjSTrgzwaCW/ZKYBT04Cd3YBDw7IZxC+tFx+MbKV96Cq1Bawqwbo8Zcu6kZrilJLly7FnDlzEBERgSpVqmDBggVo0KCB0GExxhhjrDjpSABjW/mlMLKz5b2scgpXZdxKIjq1wDkRY4yxz4quDKjYUn7JKVDd3Q3c3y8f8/LSCvkFkP/Mz6oCYFnxveuKgKGV/AszVuq0oii1bds2jBgxAkuXLkX9+vWxfPly+Pv74+7du3B2dhY6PMYYY4wJTfxuHCr9MkJHUqI4J2KMMfZZUypQpQNPTwJ3guQDpb+NBBLD5Zenwcr76ZnJi1OWFd5dVwQsywNmLvzzvxKmFWNK1alTBzVq1MAff/yhWFapUiW0b98eM2bMKHB/HkOBMcYYY8VFyLyiKDkR50PsY4gI2QRkEyGbCKS4DcXfH90mW/53lmLde9tmK+8DAPTunDm35TH89xeR8nIt+JeGMbVlbaIHN0tDocMoupRY4M0j4PV94PUD+e03D4DY5/jvHeUDYl1AZiKfKTjPi0ne6yUG8p5XIvF712IA793OtQ55r0Nex4EK27y/rPR7gX02Y0qlp6fj6tWrGDdunNLy5s2b49y5c3nuk5aWhrS0NMXfCQkJeW5XXPquuYTXiWlKy/L63MzrZVCYD9i8j5l7YX6HVPX8ee5eAsfMP07V2lSY3KQoMeUVT/7b5rWe8liW713KGCtFB75rAFvTkp+tjbHiUNicqLTzoX03w/FH8BPF3x/7zPtY/qO8H+W77sPjfnhMyvcP1ffLfb68P9Pz+lt5XTGd46Pny31ffVhUyikMZb9XYMq5Zox9vr7yccav7asKHUbR6ZcBnGrLL+/LSAGiH78rVD387zr6MZCVLp9sJSVGmJiLlSh3IcuhBtD/kKBRaXxR6s2bN8jKyoKNjY3SchsbG0RGRua5z4wZMzB16tTSCA8A8DAyEeHxqaV2PsYYY8Ujm795ZxqksDlRaedDsUnpuBNesoUvpj7EIkAsEkH07lp++W+Zjlj07vZ/y8UiQPTet/k5NxXXEL13O2edSHEbpd8RgLHPgqWRTOgQSpZEH7CtKr+8LysTePtKPrNf2lv52JRpie9uJ75bnvje+oT/1mUkA5T97hsCenf73d+K29nyddnvrvNa9/4+Re62QABlKR8mK72Ixyw6jS9K5RB90B2NiHItyzF+/HiMHDlS8XdCQgKcnJxKLLa5XashPTM71/K84ssr4ryaIcpjy7y3y+uAxXu8PNuh8r55LCxK2/KLR8Vzq3o/5H3ewh/vw33e357H2WNMeFbGWp6EMa2kak5U2vlQk0o2cDI3UFqmVIBQWq6878c+H0X5/pH/fh/eG3kVQlSJC59y/Fzr8o437/PlF+NH4v/I8XXEeFcUEuVZRMr5xcf7RSXlIlL+2zDGmMbT0QVMHQA4CB3Jf4jyL27lKoJRHn9/sK2ORNj2QAuKUpaWltDR0cn1DWBUVFSubwpzyGQyyGSl949GPXfLUjsXY4wxxj5Phc2JSjsfcjDTh4OZfqmdjzHGGNM6IhEg0hE6imKl8cPIS6VSfPHFFzh69KjS8qNHj6JevXoCRcUYY4wxVro4J2KMMcaYptH4nlIAMHLkSPTq1Qs1a9ZE3bp1sWLFCoSGhmLw4MFCh8YYY4wxVmo4J2KMMcaYJtGKolS3bt0QHR2NX375BREREfD09MSBAwfg4uIidGiMMcYYY6WGcyLGGGOMaRIRfWzO3c9EfHw8zMzMEBYWBhMTE6HDYYwxxpgGyxkwPC4uDqampkKHozLOhxhjjDFWXFTNh7Sip1RRJSYmAkCJzjjDGGOMsc9LYmKiRhWlOB9ijDHGWHErKB/inlIAsrOzER4eDmNjY7WZwjanqqiN31Zqc9sA7W4ft01zaXP7tLltgHa3T1vbRkRITEyEvb09xGLNmVOG86HSp83t47ZpLm1unza3DdDu9mlz2wDtbJ+q+RD3lAIgFovh6OgodBh5MjEx0Zon5Ye0uW2AdreP26a5tLl92tw2QLvbp41t06QeUjk4HxKONreP26a5tLl92tw2QLvbp81tA7SvfarkQ5rz9R1jjDHGGGOMMcYY0xpclGKMMcYYY4wxxhhjpY6LUmpKJpNh8uTJkMlkQodS7LS5bYB2t4/bprm0uX3a3DZAu9unzW1jxUPbnyPa3D5um+bS5vZpc9sA7W6fNrcN0P72fQwPdM4YY4wxxhhjjDHGSh33lGKMMcYYY4wxxv7f3p3HVVXnfxz/XLAUzdEyQQUFQXFJRQkQDBceudSjtNRMRnJynFQ0MDO3eThmOjY6Yw/FUamxGNfUMW1qdNKh3MZpRh01l8YVtMwFXBFRZH39/uB3T2AuFHiXr5/nX91zLz6+7y73e958z7nnKKUcThellFJKKaWUUkoppZTD6aKUUkoppZRSSimllHI4XZRSSimllFJKKaWUUg6ni1JKKaVcmsn34zA5m4j5+ZRSSilHMnm/qtnuX7oo5WQm/4KanE3E7HwmZxMxO59p2c6dOydXr161HpuUz+RsIubnU5XL9N8Pk/OZnE3E7HwmZxMxL5/J+1XNdn+zof9XHCY/P19mz54tNWrUkNatW0vnzp2dPaRKY3I2EbPzmZxNxOx8JmcrLCyUYcOGycaNG8Xb21uaNm0qc+bMkUcffdTZQ6swk7OJmJ9PVZzJc5eI2flMziZidj6Ts4mYnc/k/apmUyIignKIzz77jDp16hAZGUloaCgPP/wwEydOJDc319lDqzCTs4HZ+UzOBmbnMzlbQUEBcXFxREZGsmXLFmbNmkWrVq3o2LEjBw8edPbwKsTkbGB+PlVxJs9dYHY+k7OB2flMzgZm5zN5v6rZlJ0uSjlIv379GDZsGACXLl3io48+omrVqsyePZvr1687eXQVY3I2MDufydnA7HwmZzt58iRNmzZl6dKl1razZ8/i6+tLYmIiGRkZThzdT1dcXGxsNjA/n6ocJs9dYHY+k7OB2flMzgZm5zN1v2pyZzA5272ii1L3SGFhofXfx48fx9fXl2XLlpV5TWJiIo8//jipqamOHl6lMTkbmJ0vPT3d2Gxg3nt3v8wpAF999RVeXl4cO3YMgBs3bgAwb948mjVrxqpVq5w5vB/l2rVr5OfnW49NygaQl5dX5vGePXuMyqcq7n6au0zOZ3I2MLsTmfje3U/zikm9weROpH2oYvRC5/fApEmTZNKkSdbjgIAAKSwslOzsbBERyc3NFRGRyZMny7Vr12T9+vWSk5PjlLH+WEeOHJHCwkLrsb+/vxQUFBiRTURkyZIlkpaWZj329/c35r1LTU2Vffv2SVFRkYiING7c2Kj3LiMjo8xjk947k+eU3/3udzJ58mRZuXKlta1Fixbi7e0ty5YtExERD4+SXdWrr74qNWvWlPXr10teXp5Txlse/P+lGqdPny7h4eGya9cu67ng4GCpV6+e22YrbeLEiRIXFyfx8fFy6NAhKS4ulscee0x8fHyMyKcqzuS5S8TsTmRyHxIxuxOZ3IdEzJ5XtBO5VzY77UOVwNmrYib55JNP8PHxoX379sybN49Lly4BJav58fHxtGnTxnqtfZV4xowZNGzYkMuXLztjyOWWkpKCr68vzZs3JyQkhEWLFlkZhg4d6tbZAIqKiujduzc2m42ZM2da30HPz893+/du4cKF1KtXj9atW1OzZk1GjBjB6dOnARg2bJhbZwN4//33adeuHZGRkfTs2ZMtW7YAkJub6/bvnclzyo4dO2jUqBGhoaE8/fTT1KxZk759+5Keng7AmDFjCA4OJjMzE8D6TC5evJjatWu7/HUiioqKCAsLw2az8dprr5GVlQVATk4O48aNc+tsW7duJTAwkKioKN5++238/f3p1KkTZ86c4fr1626fT1WcyXMXmN2JTO5DYHYnMrkPgdnzinYi98ymfajy6KJUJcnJyaFnz55MnTr1ls+vWbOGZs2akZSUBHx/Ct/58+fx8vJi27ZtDhvrj/Xxxx8TEBDAokWL2LhxI2PHjqVGjRrMnTuXoqIi1q1bR3BwsFtmg5KJEiAhIYHw8HDq16/Pnj17rOfXrFlD8+bN3TLfBx98QJMmTVixYgXnz5/nww8/pEaNGuzduxdw72xnz57lxRdfxN/fn5SUFN577z2effZZ6tWrZ71m9erVbpvP5DkFYPTo0TzzzDNAyWfwwIED+Pv7Ex8fT1ZWFtu3byc0NJQRI0YAJd/PB9i8eTPe3t7s27fPaWMvj++++45hw4bx7rvvYrPZ2LBhg/V1g9TUVCIiItw22+DBg3n55Zetx0eOHMFms3H8+HEAPv/8c8LDw902n6oY0+cukzuRyX0IzO1EpvchMH9e0U7knp1I+1Dl0UWpSrJu3Trq1q1LUVERly5dYvz48cyYMcP6fnNWVhaJiYk0bNjQOiIDJR/ERo0aWTtEV2KfLF5//XWio6PLPJeQkED79u1Zu3YteXl5bpftZufPnycsLIwrV64QGBjI4MGDOXfuHABnzpxh5MiRbpWvqKiIwsJCBgwYwMCBA8s8FxwcbJXMjIwMt8tmt3r1ajp06MD//vc/a9uxY8fw9/fnk08+ASAzM5PXXnvNLfOZOKdAyQ45KyuL6OhoxowZA3z/h1BycjLt2rXjvffeA2D27NlUr16djz/+2Pqu/rRp0+jSpYu1Y3dVmZmZBAQEANCpUye6dOnC+fPngZIjZe6a7eTJkwQGBjJ79mxr26ZNm+jfvz+nTp0CSv4YcNd8quJMnbvul05kWh8C8zuR6X0IzJ1XtBO5byfSPlS5dFHqJ0pJSeFvf/tbmcfPP/88X3zxBY0bN6ZHjx706tULT09PEhISuHTpEidOnCAqKoq2bduybNkyjh07RmxsLF27duXatWtOTFPWzWPp3r07Q4cOBb4/Hfb06dN07dqVAQMGkJ2dzbFjx+jQoYPLZ4Mf5issLCQ3N5dOnTpRVFTEX/7yF6pUqcKuXbuAkgnlm2++cYt8N48lJCSEV155xbrDQ2JiIs2aNeOtt97i3//+N1BycU93+L282cGDB1m+fHmZbcePH6d+/fr85z//sbbt37+fjh07uk0++w7KpDll9+7d1qnadmFhYdadcuxHNPPz8+nTpw+9evXi9OnT5OfnM3bsWGrWrEnnzp3p168fXl5ezJ8/H8Aldua3ygYlR8GefPJJoOR30GazsXjxYqZPn87u3bsBXD4b3DpfdHQ04eHhLFiwgIkTJ1KlShUee+wxHn74YUaPHk1aWhoAb7zxhsvnUxVnch8CszuRyX0I7p9OZGofAu1E2olcO5v2ocqji1I/0tKlS/H29sZmszF37lxr+6pVq6hVqxYjRozgzTfftIrKokWLaN++Pe+88w5QchTmqaeeokWLFvj6+vLEE09w4sQJZ0T5gRUrVhATE8Nzzz1HUlKStco7bdq0MqcA248WJicn06ZNG7744gvAtbPBD/OVvhVnWloaAQEB1nfOY2JiaNmyJQ0aNGDmzJmAa+e7Odt3330HwMqVK/H396d79+7UqVOH5s2bM3XqVGJiYmjTpg0zZswAXDsblHy+XnnlFZKSkm55qmtxcbF1unPDhg05evRomeddOV/pbPv377e2r1ixwu3nlNWrV+Pn50dQUBCNGjXizTfftOaVOXPm8NBDD1lF0X70aM2aNfj5+fHll19a/85HH33E5MmTiY+P59ChQ44Pcgu3ylZ6Ttm8eTNdu3a1HsfExODp6UlQUJD1Bx64Zja4dT77vHL48GGmTJnC888/j6+vL2vXriUjI4OlS5cSFRVlHe0F182nKs7kPgRmdyKT+xCY3YlM7kOgnUg7kXtk0z5U+XRRqpz27NlDaGgotWvXJikpiRdeeIF+/fpZz+fl5RESEoLNZmPhwoXW9uLiYvr27cuvfvUra4K5ceMGZ8+e5cCBA46OcUuXL18mNjaWevXq8dvf/pYhQ4bg7+9vreDu3buXRx55xDo90b6CX1hYiI+Pj/U6+3OulA1uny85Odl6zebNm4mLiwNKTnlu3bo1NpuNPn36lLk4oqvlu122efPmWa+5cOECM2fOpHPnzmRnZ1vbhwwZQu/evctcfM+VskHJ2F944QXq1atHfHw80dHRNGjQgMWLF1uvKSwstI4yvP/++0RERADfH3mwnwbtavlul23RokVAyfhbtWrllnMKwH//+1/r+hX79u0jOTmZunXrMnz4cLKysvj2228JCgqyjgyWvkVwnTp1SElJcdbQ7+pO2S5evAiUnGb/xhtvcOrUKcLDw6lVqxZVq1Zl3LhxFBQUODnBnd0pn/10eyi5lsKECRPK/Gy/fv3o06cP169fd/SwlYOY3IfA7E5kch8CszuRyX0ItBNpJ3JN2occRxelymHx4sXW3QLsK9gvvfQSPXv25OrVq0DJRL9gwQJsNhvz588v8wEbNGgQUVFR1mNXO00vNTWVVq1aWacYAkRERDB27FgArly5wpgxY6hVq5Z12qJ9xxYZGUlCQoLjB/0j3C7f+PHjrcefffYZzZo1Y+DAgTzwwAMkJCTQv39/WrZsWeYok7u8d/ZsRUVFFBcXExsby7Rp04Dvj76MHj2aoKAgcnJyANfLBiVHFSIiIqwjSQDPPfccjRs35q9//Svw/e8iQK9evRg1apT1+OTJk9bOwNXylSdbcnKy280p9rG8++67+Pn5ceXKFeu5efPmERERwfTp0wGYP38+np6ebN261XpNeno6QUFBrFmzxrEDL4e7ZYuMjGTKlClAyQV1bTYbHh4eDBw4kLy8PObOnUuNGjVc9oKr5clnv8js9evXCQ4Otq5XYv/Zvn378stf/tLBI1eOYnofArM7kcl9CMzuRCb3IdBOBNqJXIn2IcfzEHVXsbGxcvToUUlKSpLq1auLiEi7du1k586d8tBDD4mIiIeHh/z85z+Xp556SubOnSubNm0SEZGMjAw5c+aMDB482Pr3bDab40PcAiAiIv/85z/Fy8tLqlSpYj3n5+cnnTp1kuzsbPnZz34mI0aMkIYNG8qLL74oJ0+eFA8PDzl8+LBkZWVJ7969nRXhju6WLzo6WrKzs0VEpEqVKpKdnS1nz56VTZs2ydy5c2XJkiVy6NAhSUlJkYKCAhFxn/cuOjparl69KiIlY7548aLs2rVLREQefPBByczMlKNHj0psbKzUqFHDep2rWb58ufj5+Ymvr6/k5OSIiEjv3r3lm2++kXnz5smFCxfEw8NDCgoK5PLly7J//37p2bOn5ObmyqhRo8Tf31+2bNkiIq6X727ZLl68KMOGDZNu3bq5zZwi8v1YTpw4IcHBwWV+NwcNGiTh4eHy6aefytGjR2X48OESGxsr/fv3l6lTp8revXvlD3/4g1SvXl0iIyOdFeG27pbt8ccflw0bNsiJEyekefPmMmrUKNm2bZssWbJEHnzwQUlISJDatWtLWlqasyLcUXnzHThwQLy8vCQkJER+/etfy7p16yQtLU1GjRolO3fulAEDBjgrgrrHTO1DImZ3IpP7kMj90YlM7kMi2om0E7kW7UNO4MwVMVe1detWNmzYYK3C21c8S6+8//3vf6d+/frs3LmzzM9euHCBTp06UadOHZ5++ml8fHyIiYnhzJkzjgtwBzdnA1i+fDlBQUHExcWRkpJCQEAAtWrVokWLFoSFhVl3fTh48CCNGjWiUaNG9OvXj0cffZRnnnnGOjXTFfyUfH/+858B2Llzp3UUyf7zq1evdpnv/f7YbBEREdYp6xs3buSBBx6gQ4cODB8+HD8/Pzp16sS3337rrDg/cKt848aNo1mzZmVeN2HCBJ588kmeeOIJFixYYG3fs2cPTZs2ZfLkyfj4+NCuXTu2b9/usPHfyY/N1qFDByvb+fPnXXpOSU1NJTExkaSkJHbs2GFt//TTT6lWrRrp6ekAZW7926FDB2bNmmW9NjExkbZt29KkSRNCQ0PLXEfCmX5KtqioKP74xz8CZY9a2997+1F4V1DR9+7s2bO0bduWwMBAAgMDiYyM5KuvvnJ4DnXvmNyHwOxOZHIfArM7kcl9CLQTgXYiV+tE2oecTxelSjl//jy/+MUvsNlshISE3PHCeNu2bcPb27vMXS3sv6iZmZmkpqYyc+ZM65RTZ7tbtqVLl/LWW2/h5+fHhAkTyMjI4PDhw4wZM4Y2bdpYF1P8+uuvWbZsGa+//jqrVq1yQpJbq2i+gwcPlnm9K536W9Fs9lsEr1mzhvHjxzNgwAC3ee/S09OpW7cunTt35ve//z1RUVE0btyYjRs3EhISwqRJk6zXJiUlYbPZ8Pf3t4q1s1Uk229+8xuXnlPOnDnDs88+i7e3N3FxcbRu3ZpatWpZO/Pc3FyaN29u3aWqdBnp2LEjw4cPtx4XFRVx7do1Dh8+7NgQt1FZ2UpvdyWV+d5dunSJY8eOlblQqXJ/JvchMLsTmdyHwOxOZHIfAu1E2olcrxNpH3Iduij1/woKCkhOTqZHjx6sXLmS6tWrM336dOu75jfLy8ujbt261sUhXfGDZlfebF9++SUtW7bk9OnT1jb7rVc///xzRw+73Cojn/1uOa6motkCAgJITU119LDL7Xb57BeOBfjXv/7FkCFDCA0NJSEhwbqw4MCBA+nbt6/1uh07dpS5mKmzVWY2V3Pt2jVefvll+vfvz/Hjx63t4eHhDBo0CCj5o3TJkiV4eHiUuWsMQFxcHDExMdZjV/qjp7KzuRrT86mKM7kPgdmdyOQ+BGZ3IpP7EGgn0k7kekzO5o50UaqU7du3s3btWgCmTJlC3bp1b3vq3YULF+jWrZtLX9CytPJkmzFjBl26dCmzbe3atQQGBpb5sLoik/OZnA3K/7krXTozMzNp1aqVdaFSV1UZ2Vz1D7yhQ4eyfv164PvTsKdMmUL79u2t19y4cYPevXvTokULtmzZQnFxMWfPniUiIoIPPvjAKeMuD5Ozgfn5VMWZ3IfA7P2qydnA7Hwm9yHQTuSu+1XN5p7Z3I0uSpVy88p0gwYNGDp0aJlbxpbWo0cP6zbIrjpJ2pUn2969e7HZbEyaNInNmzezdOlS/P39GTlyJLm5uS61cn8zk/OZnA3unq/087m5ueTn55OcnEy7du1c5nv2t2NyttK3K7bneOmllxgyZEiZbbm5uXTp0gVvb2+6d+9OgwYNiIyM5OTJk44fdDmZnA3Mz6cqzuQ+BGbvV03OBmbnM7kzgNn5TN6vajb3zOZudFHqFuwr9KtWraJKlSo/ONXX/p3mUaNGERIS4ujhVcjdsk2dOpWmTZvSsmVLgoKC+NOf/uSMYf5kJuczORvcPd+pU6dITk4mLCyMRx55hOXLlztjmD+JydlK69ixIwsXLgRKduT2uTIjI4PU1FTefvttPvzwQyeO8KczORuYn0/9NCb3ITB7v2pyNjA7n+mdwfR8dibvVzWbe2ZzZboodRdRUVF07dqVzMxMoOTq+nZHjhxx1rAqhT1bRkYGgHXHmJycHHbv3u3MoVUKk/OZnA1++Lk7d+4cUHJnnXfeeceZQ6swU7Olp6fj4+NT5gKPt7sGjbsxORuYn09VDpP7EJi9XzU5G5idz9TOYGdqPpP3q5pN3Qu6KHUb9u+Vfv3113h6ejJnzhxGjhxJeHi4219V/3bZwsLC3D4bmJ3P5Gxw+3yhoaEcOHDAyaOrGFOz2U9tXrx4MUFBQdb2t956i/j4eKtouiOTs4H5+VTlMLkPgdn7VZOzgdn5TO0MdqbmM3m/qtnUvaSLUuUQHh5u3Vp1w4YNzh5OpTI5G5idz+RsYHY+E7O9+uqrjBs3jtTUVAICAvD29uYf//iHs4dVKUzOBubnU5XHxLmrNJPzmZwNzM5ncjYwM5/J+1XNpu4FXZS6g7S0NFq1akX16tWNu7q+ydnA7HwmZwOz85maLTc3lyZNmmCz2ahatSozZsxw9pAqjcnZwPx8qnKYOnfZmZzP5Gxgdj6Ts4G5+Uzer2o2da9UEXVbnp6e0rdvXxk/frx4eXk5eziVyuRsImbnMzmbiNn5TM1WrVo1CQgIkG7dusmsWbOkWrVqzh5SpTE5m4j5+VTlMHXusjM5n8nZRMzOZ3I2EXPzmbxf1WzqXrEBOHsQSiml3FtRUZF4eno6exj3hMnZRMzPp5RSSjmSyftVzabuBV2UUkoppZRSSimllFIO5+HsASillFJKKaWUUkqp+48uSimllFJKKaWUUkoph9NFKaWUUkoppZRSSinlcLoopZRSSimllFJKKaUcThellFJKKaWUUkoppZTD6aKUUkoppZRSSimllHI4XZRSSimllFJKKaWUUg6ni1JKKaWUUkoppZRSyuF0UUoppZRSSimllFJKOZwuSimllFJKKaWUUkoph9NFKaWUUkoppZRSSinlcP8Ha0B1B41Am4sAAAAASUVORK5CYII=",
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",
"text/plain": [
"<Figure size 1200x480 with 4 Axes>"
]
@@ -837,16 +845,60 @@
"fig4, axs4 = plt.subplots(2,2)\n",
"fig4.set_figwidth(12)\n",
"\n",
- "N = 265\n",
- "dates = pd.date_range(\"1/1/1750\", periods=265, freq='Y')\n",
+ "NOx_hist_emissions.plot(ax= axs4[0,0])\n",
+ "emissions_NOx_road.plot(title = 'Yearly total road emissions of NOx across scenarios', ax= axs4[0,0])\n",
+ "NH3_hist_emissions.plot(ax= axs4[0,1])\n",
+ "emissions_NH3_road.plot(title = 'Yearly total road emissions of NH3 across scenarios', ax= axs4[0,1])\n",
+ "CO_hist_emissions.plot(ax= axs4[1,0])\n",
+ "emissions_CO_road.plot(title = 'Yearly total road emissions of CO across scenarios', ax= axs4[1,0])\n",
+ "SO2_hist_emissions.plot(ax= axs4[1,1])\n",
+ "emissions_SO2_road.plot(title = 'Yearly total road emissions of SO2 across scenarios', ax= axs4[1,1])\n",
+ "\n",
+ "axs4[0,0].set_ylabel('Tg(NO)')\n",
+ "axs4[1,0].set_ylabel('Tg(NO)')\n",
"\n",
- "axs4[0,0].plot(dates, NOx_hist_road_yearly_global_weighted_averages)\n",
+ "\n",
+ "fig4.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8c2389d4-afc2-418b-9281-b32222124af2",
+ "metadata": {},
+ "source": [
+ "## Zooming in:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "d1e371ac-88ca-4c21-8da3-e7e7bfe76952",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1200x480 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig4, axs4 = plt.subplots(2,2)\n",
+ "fig4.set_figwidth(12)\n",
+ "\n",
+ "NOx_hist_emissions[220:].plot(ax= axs4[0,0])\n",
"emissions_NOx_road.plot(title = 'Yearly total road emissions of NOx across scenarios', ax= axs4[0,0])\n",
- "axs4[0,1].plot(dates, NH3_hist_road_yearly_global_weighted_averages)\n",
+ "NH3_hist_emissions[220:].plot(ax= axs4[0,1])\n",
"emissions_NH3_road.plot(title = 'Yearly total road emissions of NH3 across scenarios', ax= axs4[0,1])\n",
- "axs4[1,0].plot(dates, CO_hist_road_yearly_global_weighted_averages)\n",
+ "CO_hist_emissions[220:].plot(ax= axs4[1,0])\n",
"emissions_CO_road.plot(title = 'Yearly total road emissions of CO across scenarios', ax= axs4[1,0])\n",
- "axs4[1,1].plot(dates, SO2_hist_road_yearly_global_weighted_averages)\n",
+ "SO2_hist_emissions[220:].plot(ax= axs4[1,1])\n",
"emissions_SO2_road.plot(title = 'Yearly total road emissions of SO2 across scenarios', ax= axs4[1,1])\n",
"\n",
"axs4[0,0].set_ylabel('Tg(NO)')\n",
@@ -856,10 +908,407 @@
"fig4.tight_layout()"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "73db51a6-6ef9-4063-b35e-03488227db1f",
+ "metadata": {},
+ "source": [
+ "# New emissions since 2015"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "46d7cac9-e133-41d5-83ec-9b68adc4829b",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "We look at some emissions catalogues to see how emissions have been evolving since 2015:\n",
+ " * CAMS data (seems to underestimate emissions for NOx)\n",
+ " * CEDS data is only provided up to 2015\n",
+ " * EDGAR 6&7 data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b36c5fc1-2455-46c5-bc0a-a241fd83ffc8",
+ "metadata": {},
+ "source": [
+ "## NOx"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "84377e1d-1620-42a7-aa7f-a67ad35011f1",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "cams_nox_file = '/home/b/b309253/data-exploration/emissions/cams-glob-ant-anthro-nox.csv'\n",
+ "cams_nox_data = pd.read_csv(cams_nox_file, sep=',')\n",
+ "cams_nox_data.columns = ['Date', 'CAMS Road']\n",
+ "cams_nox_data['CAMS Road'] = cams_nox_data['CAMS Road']\n",
+ "cams_nox_data = cams_nox_data.set_index(pd.date_range(\"1/1/2000\", periods=24, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "34c63c20-e320-4323-8469-7e672d3cde19",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "ceds_nox_file = '/home/b/b309253/data-exploration/emissions/ceds-anthro-nox-yearly.csv'\n",
+ "ceds_nox_data = pd.read_csv(ceds_nox_file, sep=',')\n",
+ "ceds_nox_data.columns = ['Date', 'CEDS tranport']\n",
+ "ceds_nox_data['CEDS tranport'] = ceds_nox_data['CEDS tranport']\n",
+ "ceds_nox_data = ceds_nox_data.set_index(pd.date_range(\"1/1/1950\", periods=65, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "5da24dc3-098e-4ed7-9cec-e6cbb37697bb",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'Tg(N)/a')"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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MGYwePZrg4GA6d+5c7jnu7u7o9XpSUlLKJDWKopCYmGhu+blRvr6+TJo0iZkzZ/LCCy9ctr9fv36sW7eO1atXm1/XiymKwqpVq3Bzc6Nt27Zl9o0fP56cnBzCwsJ45pln6N69+3W9fqLmkxYaUSuEhobSqFEjDh06RLt27cp9lH54qVSqy1pMDh8+XCU1RHx9fbnrrrv44osv+PLLLxk6dCj16tW75nmXfmMu1blzZ2xtbfnhhx/KbD937hwbN26kb9++17xGaeJx8XNWFIWvv/66Es+sYvr27UtERAT79+8vs710plfv3r3NMVlZWZX5NlxQUHBZbZJevXoBsHjx4jLbf/755wpNnx8yZAhpaWkYDIZy3xOlSW5102g0dOzY0dwqdunrA6ZpyoMGDWLKlCkUFxdz7Nixcq8VGhqKv78/P/74Y5kZYXl5efz666/mmU/XS6fT0bNnT9577z3A1F15JaXvv0vfn7/++it5eXll3p836uWXX8bNza3cadePPfYYXl5evPLKK+ZutIvNmjWLEydOMHny5DLdx/Pnz+eHH37gs88+Y9WqVWRmZvLwww9XWcyiZpEWGlFrfPXVVwwaNIgBAwYwduxY/P39SU9P5/jx4+zfv59ly5YBpg+5t956izfeeIOePXsSGRnJm2++SUhISJXUmHn22Wfp2LEjAAsWLKjQOeHh4QDMmzcPR0dHbGxsCAkJwd3dnddff51XX32VBx98kPvuu4+0tDSmT5+OjY0Nb7zxhvkazZs3B0xTXQcNGoRGo6FFixb069cPa2tr7rvvPiZPnkxhYSFz5869rFuiKjz33HMsWrSI22+/nTfffJOgoCB+//13vvjiC5588kkaN24MmJr558yZw+jRo3n88cdJS0vj/fffvyzRbNq0KQ888AAfffQRWq2W2267jaNHj/L+++/j5OR0zXjuvfdeFi9ezODBg3n22Wfp0KEDWq2Wc+fOsWnTJoYNG8aIESOq/HUA0zitjRs3cvvtt1OvXj0KCwv59ttvAbjtttsAGDduHLa2tnTt2hVfX18SExOZMWMGzs7OV2zdUKvVzJo1i/vvv58hQ4bwxBNPUFRUxOzZs8nMzGTmzJmVjnXq1KmcO3eOvn37EhAQQGZmJh9//DFarZaePXte8bx+/foxYMAAXn75ZbKzs+natSuHDx/mjTfeoHXr1owZM6bSsVyJk5MTU6ZM4bnnnrtsn4uLC7/99htDhgyhbdu2vPTSS7Rs2ZLs7GyWLl3K4sWLueeee3jppZfM5xw5coRnnnmGhx56yJzEfPPNN9x555189NFHTJo0qcpiFzWEJUckC3E1PXv2VMLCwspsO3TokHL33XcrXl5eilarVXx8fJQ+ffooX375pfmYoqIi5cUXX1T8/f0VGxsbpU2bNsqKFSsum+FTOpNp9uzZl927vFlOFwsODlaaNm1aqefz0UcfKSEhIYpGo7ns2vPnz1datGihWFtbK87OzsqwYcOUY8eOlTm/qKhIeeyxxxRPT09FpVIpgBIVFaUoiqKsXr1aadmypWJjY6P4+/srL730kvLnn39eNrOqMrOcLn3tS8XExCijR49W3N3dFa1Wq4SGhiqzZ8++bJbZt99+q4SGhio6nU6pX7++MmPGDOWbb74pE3fp83rhhRcULy8vxcbGRunUqZOyc+dOJSgo6JqznBRFUUpKSpT333/f/PwdHByUJk2aKE888YRy6tQp83FBQUHK7bffftn5XDKjRlHKf29cOstp586dyogRI5SgoCBFp9Mp7u7uSs+ePcvMjFq4cKHSu3dvxdvbW7G2tlb8/PyUu+++Wzl8+LD5mPKmbSuKaaZVx44dFRsbG8Xe3l7p27evsn379jLHlMaUkpJSZnvpjLzS13nNmjXKoEGDFH9/f8Xa2lrx8vJSBg8eXGYK+JUUFBQoL7/8shIUFKRotVrF19dXefLJJ81ToUtd7yynixUVFSkhISHl/k4UxTT7b8KECUr9+vXN/6/06NFD+eGHH8wzuhRFUXJzc5UmTZoozZo1KzN7TVFMswW1Wu1lM/VE7adSFFkAQ4jKOHz4MC1btuTzzz83D0gWQghhWZLQCFFBZ86cISYmhldffZXY2FhOnz59Sy8FIIQQNYkMChaigt566y369etHbm4uy5Ytk2RGCCFqEGmhEUIIIUStJy00QgghhKj1JKERQgghRK0nCY0QQgghaj2LFtabO3cuc+fONa/BERYWxtSpUxk0aBBgWhBt4cKFZc7p2LEju3btqvA9jEYj8fHxODo6VqrEvRBCCCEsR1EUcnJy8PPzK7NQ65VYNKEJCAhg5syZNGzYEICFCxcybNgwDhw4QFhYGAADBw4sU421dNG4ioqPj79ssTIhhBBC1A5xcXEEBARc8ziLJjRDhw4t8/M777zD3Llz2bVrlzmh0el0l63EWxml6/vExcVVqJS6EEIIISwvOzubwMDACi8yW2PWcjIYDCxbtoy8vLwyK79u3rwZLy8vXFxc6NmzJ++88w5eXl5XvE5RURFFRUXmn0tXWHZycpKERgghhKhlKjpcxOKDgo8cOYKDgwM6nY7x48ezfPlymjVrBsCgQYNYvHgxGzdu5IMPPmDPnj306dOnTMJyqdKF30of0t0khBBC1H0WL6xXXFxMbGwsmZmZ/Prrr8yfP58tW7aYk5qLJSQkEBQUxJIlSxg5cmS517u0haa0ySorK0taaIQQQohaIjs7G2dn5wp/flu8y8na2to8KLhdu3bs2bOHjz/+mK+++uqyY319fQkKCuLUqVNXvJ5Op0On01VbvEIIIYSoeSze5XQpRVGu2KWUlpZGXFwcvr6+NzkqIYQQQtRkFm2hefXVVxk0aBCBgYHk5OSwZMkSNm/ezNq1a8nNzWXatGmMGjUKX19foqOjefXVV/Hw8GDEiBGWDFsIIYQQNYxFE5qkpCTGjBlDQkICzs7OtGjRgrVr19KvXz8KCgo4cuQIixYtIjMzE19fX3r37s3SpUsrPIVLCCGEELcGiw8Krm6VHVQkhBBCCMur7Od3jRtDI4QQQghRWZLQCCGEEKLWk4RGCCGEELWeJDRCCCGEqPUkoRFCCCFErWfxSsFCCCEsx1BiJP50JvGnM3F0syGwqRuObjaWDkuISpOERgghbjE56YXEHE0j9lgacScy0BcZyux39bEjoKkbgU3d8G/sgrWNfFSImk/epUIIUccZDEYST2cRczSNmGNppMfnldlv52RNQBNXslMLSIrKJiMxn4zEfI5sOodarcK7vhOBTd0IbOaGV5ATarXKQs9EiCuThEYIIeqg3IwiYiPSiDmaRtzxdEoK/2uFUanAp74z9cLcCQp3xyPAAdWFJKUov4RzkRnEHc8g7ng62SkFJJzOIuF0FrtXR6GzsyIg1JWApm7Ua+aGk4etpZ6iEGVIpWAhhKgDjAYjiWezza0waedyy+y3ddRSr5k79cLdqNfMHRt7bYWum5VSQNzxdOKOp3PuRAbFBfoy+508balX2j0V6oLOrmLXFeJaKvv5LQmNEELUUvnZxcQe+68Vpij/omRDBd7BTgSFu1MvzB2veo7mVpjrZTQYSY7JMSc4SWezMRr/+whRqcA7xMnUetPUDa8QJzQamUwrro8kNJeQhEYIUVcYjQrJ0RdaYY6mkRKbU2a/zt6Kes1M3Uj1mrlh62hdrfEUF+o5fzKTuAhTgpOZlF9mv9ZGQ0Coq2n8TVM3nL1sUalk/I2oGEloLiEJjRCiNivIKSY2It00KykijaK8sl0+nvUcCQo3JTFewZYdsJuTXmhqvYlIJ+5E+mWxmqaFuxLYzJ2AJq4V7vYStyZJaC4hCY0QojZRjArJsTnmrqSk6Gy46K+0zs6KwKZuBIW7E9jMDXtnneWCvQqjUSE1ztQ9FXssncSzWRgNFz0RFXjVcySwman1xqe+Mxor6Z4S/5GE5hKS0AgharrCvBLiLmqFKcgpKbPfI9DBNCMpzB2f+k6oa+G4lOJCPfGnMjl3PIO4E+mXTR230mnwb+xCUJg7Qc3dcXKX2VO3OkloLiEJjRCiJjIaFWKPpRGxLZ7oI2koFw2u1dpoqNfUjXrhpiTG3qVmtsLciNyMIs6dSCc2Ip1zJ9IvS+Lc/R0Ibu5OcAsPvIOdbnhAs6h9JKG5hCQ0QoiaJCe9kOM7Eji+PZ7cjCLzdjc/e1PrRLg7Pg1ure4XxaiQej6XuIh0oo+kkngmi4s/mWwdtQSFm5KbwKZuUrn4FiEJzSUkoRFCWJrRYCT6SBoR2+OJPZpm/rDW2VnRpJMvTbv54u7nYNkga5DC3BJijqURfSSV2GPpZWrfqK1U+Dd2Jbi5B8EtpGuqLpOE5hKS0AghLCU7tYCI7fGc2JFAXlaxebtfIxeadfOjQRtPrLQaC0ZY8xkMRhJOZRJ9OI2oI6lkpxSU2e/ub38hufGw+CwvUbUkobmEJDRCiJvJoDcSdSiViG3niTuRYZ6hZOuoJbSTL2Hd/HDxtrNskLWUoihkJuUTdTiV6MPSNVXXSUJzCUlohBA3Q2ZSvqk1ZmdCmQGuAU1cCevuT0hLj1tqXMzNULGuKXeCm3vImlO1kCQ0l5CERghRXQwlRs4cTCZiWzznIzPN2+2crWna2ZemXf1w9pQP0pvB3DV1JI3ow6lkXdI15eZnT3ALD0Kka6rWkITmEpLQCCGqWnpCHhHb4onclUhh3oXWGBUEhbnTrJsfQc3dZQ0jCyrtmoo+bGq9STideXnXVNiFrqlm0jVVU0lCcwlJaIQQVaGk2MCZ/clE/BNPwpks83YHVx1NuvjSrKsfjm42FoxQXElhXgkxR6VrqraRhOYSktAIIW5E6rlcU2vMv4nmD0KVWkVQuDth3f2oF+Yu3Re1iMFgJOF0FtEXBhaX1zXVoLUnoZ18cPaUwduWJAnNJSShEUJUVnGhntP7TGNjkqKyzdsd3W1o1tWPpl1862T13lvNZV1TZ7LKVGz2beBMaCcfGrb1QmcnC2nebJLQXEISGiFERaXE5nDsn/Oc3JNESaEBALVaRUgrD5p18yOwiZuU4K/DCvNKiDmSSuTuJM4dTzePu9FYqQlp6UFoJx/qNXOrlWtp1UaS0FxCEhohxNUUF+g5uSeJY/+cJzUu17zd2dOWZt38aNLZFzsnawtGKCwhN6OIk7sTifw3scxCmraOWhp38CG0kw+egY4WjLDuk4TmEpLQCCHAtBhkdmoBGQl5pCfkkZGQT/qFfxtKjIBpgGiDVp406+6Pf2MXVCppjbnVKYpCalwuJ3YlcGpPUpkaQ+7+9oR28qVxB2/snaULsqpJQnMJSWiEuLUYDEaykk2JS0ZiHukXEpfMxHwMemO557j62NGsmx+hnXywdZDWGFE+g8FI7LF0InclEHU4FaPe9PGpUkFgMzeadPIlpKUHVtaynEVVkITmEpLQCFE36UsMZCYVXEha8i60vOSTlZSP0Vj+nzWNVo2rjx2uPva4+Zoerr52uHjbSWuMqJTCvBJO70smclcCiWf/GzhubaOhYVsvQjv54tvQWd5XN0ASmktIQiNE7VZSZCAj8b+EpTSByU4p4Ep/vbQ6Da4+dhcSlv8SF0d3W5liLapcZlI+kf8mErkrkZz0QvN2Jw8bQjv6yBTw6yQJzSUkoRGidigq0P83viUx3/zvnLTCK56js7Mqk7i4+tjj5mePg6tOvhmLm04xKsSfziRyVyKn9yebZ8qBTAG/HpLQXEISGiFqpsLcEvaviyE1Lof0hHzyMouueKyNg7ZMF1FpAmPnZC2Ji6iRSooNRB1KIXJnInFXmAIe2MxNlsi4CkloLiEJjRA1j6IorPzoQJkFHQHsna0v6iL6L4GRgbqiNsvLLCJyt6lL6rIp4O19CO3sg0eAgyTnl5CE5hKS0AhR85zYlcCG745jpVXT7e5GuPs74OpjJ03xok675hTwjr407ihTwEtJQnMJSWiEqFkKcov58Y1/KcwrofOIBrQZEGTpkIS46QwGI3HH0jlxhSng9Vt54hXshLuf/S1bmbiyn9+yZroQ4qba8ctpCvNKcPd3oOVtgZYORwiL0GjUBLfwILiFx2VTwGOPpRN7LB0AK60az3qOeAU54RVi+q+zp610T5VDEhohxE1z7kQ6J3Ylggp63R8qAyKFAGzstYT38Ce8hz+ZSfmc3J1IwpkskqOzKS40kHAmi4QzWebjdfZWeAc54RXshHew6b+yPIeFE5q5c+cyd+5coqOjAQgLC2Pq1KkMGjQIMPU3Tp8+nXnz5pGRkUHHjh35/PPPCQsLs2DUQojroS8xsPnHSADCe/jjU9/ZwhEJUfO4eNvRYWh9wDQNPDM5n+TobJKic0iOySYlLoeiPD2xEenERqSbz3Nw05mTG+8gJzyDHLG2ubXaLCz6bAMCApg5cyYNGzYEYOHChQwbNowDBw4QFhbGrFmzmDNnDt999x2NGzfm7bffpl+/fkRGRuLoKIuCCVGb7PszhqzkAuycrek0vIGlwxGixlOpVbj6mOorhXbyBcCgN5J2PteU5ERlkxSTQ0ZiHrnpReSmp3Bmf8qFk8HN1x6vIEdzouPu74DGqu62ita4QcFubm7Mnj2bRx55BD8/PyZNmsTLL78MQFFREd7e3rz33ns88cQTFbqeDAoWwvLS4/NY+s5ujAaFAePCadjWy9IhCVFnFBfoSY7JJjkm50JrTja5GZfXddJYqfEIdPivqyrIERcvO1Q1tHp2rR0UbDAYWLZsGXl5eXTu3JmoqCgSExPp37+/+RidTkfPnj3ZsWPHFROaoqIiior++0VmZ2eXe5wQ4uZQjAqbfzyB0aAQ3NydBm08LR2SEHWKta0VAU3cCGjiZt6Wl1VUJsFJjs6mKF9vatWJyubIRed6BTmakxzvYCfsXWrntHGLJzRHjhyhc+fOFBYW4uDgwPLly2nWrBk7duwAwNvbu8zx3t7exMTEXPF6M2bMYPr06dUasxCi4o7vSCDhdBZWOg097guV2RlC3AT2zjpCWugIaeEBmMakZqUUkBydTXJ0DknRpvE4xQV6zp3I4NyJjIvOtcYr2Am/Ri7Ub+WJk4etpZ5GpVg8oQkNDeXgwYNkZmby66+/8tBDD7Flyxbz/kv/+CmKctU/iK+88grPP/+8+efs7GwCA2VqqBCWkJ9dzI7fTgPQcWgIjm42Fo5IiFuTSqXCxcsOFy87GnfwAUy1cNLP55m6qy605KTH55GXVUzUoVSiDqWy/ZfTeAQ6UL+VJ/Vbe+Lma19jv5RYPKGxtrY2Dwpu164de/bs4eOPPzaPm0lMTMTX19d8fHJy8mWtNhfT6XTodLWzuUyIumbbslMU5evxCHSgRe8AS4cjhLiIRmOqceNZz5Gw7v6AaXX7lLgcks5mE3MslfiTmaTG5ZIal8vu1VG4eNuZkxuvIMcaldxYPKG5lKIoFBUVERISgo+PD+vXr6d169YAFBcXs2XLFt577z0LRymEuJbYY2mc2pOESgW9H2hyy1Y7FaI20eo0+DV0wa+hC63716Mgp5iow6mcPZhC3PF0MpPy2f9XDPv/isHBVWdObnwbuqC28OBiiyY0r776KoMGDSIwMJCcnByWLFnC5s2bWbt2LSqVikmTJvHuu+/SqFEjGjVqxLvvvoudnR2jR4+2ZNhCiGsoKTaw5SdTzZkWvQPxCpIZhkLURraO1jTr6kezrn4UF+iJOZrGmQMpxBxLIzejiMObznF40zlsHbWEtPCgfmsvAkJd0Whv/hcYiyY0SUlJjBkzhoSEBJydnWnRogVr166lX79+AEyePJmCggKeeuopc2G9devWSQ0aIWq4vb9HkZ1aiIOrjg53hFg6HCFEFbC2taJRe28atfdGX2wg7ng6Zw+kEHU4lYKcEiK2JxCxPQFrGw1BzT2o38qTemFuN63AX42rQ1PVpA6NEDdX2vlcfn5nD0ajwuAnmxPSUqZpC1GXGQxG4k9lcnZ/CmcPpZCfVWzep9GqqdfMjfqtPQlu7oGNvbbC1621dWiEEDVDUX4eRqMRW4fKt4QqRoVNP5zAaFSo38pTkhkhbgEajZrAJm4ENnGjx72NSYrO5uyBFM4cSCY7tdA8Y0qtVuEf6kL91l6EtPTA3rlqJ/BIC40QwqwwN5eFkydiKC5m7Jy52DlVbr2lI5vPsXXJSbQ2Gka/0QkHV5lxKMStSlEU0s7ncfZAMmcOpJAen/ffThX4hDhTv7Un9Vt54ux5ea0baaERQly3HcsWk5uWCsD+P1bS7d4HK3xuXmYRu1acAaDTsAaSzAhxi1OpVHgEOOAR4ECHofXJTMrn7MEUzhxIITk6m8SzWSSezWLHr1VT60YSGiEEAMnRZzn41+/mnw+sXUO7oSOxsXeo0Pn//HyS4kID3iFOhPf0r64whRC1lIu3HW0GBNFmQBC5GaauqDMHUog/VbbWjbOXLQ1ae+LZoHKFOCWhEaIOifhnExsXfEnfR5+iadeeFT5PURQ2LvgSRTHSqGMX0s+fI+1cLAfXrqHTqHuveX704VTO7E9BpVbR6/5Qi9ejEELUbA6uNjTvFUDzXgEU5BYTfTiVswdSiD2eTlZyAfv/iqWgOO/aF7qIVLoSoo5IOx/H+nmfUZSXx4ZvviA/K7PC5x7ftpnzJyKw0uno9eA4Oo68B4B9f6ykuLDgqucWF+rZssRUc6ZV30A8AqSsghCi4mwdrGnaxY/bJ7Tk0fe70/+xMBq280JrranUdSShEaIO0JeU8Mcn76MvNq00X5SXx5bvv6nQuUX5+Wz94VsAOo24BycPT0I7d8PV14/C3BwOrf/zqufvXhNFbnoRju42tB8iNWeEENfP2saKRu28GfBYOGPe6VypcyWhEaIO2LZkEcnRZ7BxdOKOF6eASkXEP5uIO3b4muce2bCWvMwMXHx8aTtkBABqtYb2w+4EYN+a5ZRcSJQulRKbw+ENcQD0vC8Ura5y36iEEOJKrLTSQiPELSX68AH2rVkOwIAnnqFR+860vG0QAH/P/wKDvuSK5xqNBg6u/wOA9nfciZX2v6JXzbr3xtHDk7zMDLb+8C2XVngwGoxs+uEEigIN23kRFO5e1U9NCCEqTBIaIWqxnLRU/vzsAwBa9htEw/adAOh234PYObuQHn+OvauXX/H8qAP7yEpKxMbegabdyg4i1lhp6T32cQAO/vU7+/9YWWb/5p93kBKbg87Oim53NarKpyWEEJUmCY0QtZS+pITVc2aQn5WJR71geo551LzPxt7B/PO/K5ZRkJNd7jUO/rUGgPA+/dHqLp8i2ah9Z3o88AgAm7//hpP/bjdd8/dfObnBdM0Wg7yqvOKnEEJUliQ0QtRSmxZ8RcLpSHT29gx7YcplCUnTbr3wDK5PSWEB+35fcdn56fHniD60H1QqWvUffMX7tBsygpb9bwdF4c9PPyD+5HHqt+qDTWE8zlln2BMxo6qfmhBCVJokNELUQoc3/MXhDWtBpeL2Zybj4uN72TEqlYrOd94HwP4/V1/WSnNwnamIXv027XH28rnivVQqFX3GPk79Nu3RlxTzx2cf4O7jRLuGp2h+9CvsN+xh67mtVfjshBCi8iShEaIWSYo6w+o5M1j/9WcAdL37AUJatb3i8Q3bdSq3laa4IJ9jm/8GoPXAode8r1qj4fZnJ9OgXUfueP5V1BoNDUc/inVJHm1PK7y/4Q1yinNu7MkJIcQNkIRGiFogNyOd32ZO44f/PWsax6IoNO87gI7D77rqeeW10pQUFrL1x4UUFxTg6hdAUHjLCsVgbWPL8Jdexyu4PgA2jRtj3bQJVkZotC+ZOfvm3NiTFEKIGyBLHwhRwylGI39+9j6xRw+jUqkJ7dKdDsPvwrNecIXOb9iuE55BIaTERPHnZx+QEhNFbkY6AO2HjkSlvv7vNa7Dh5N0fCY9jhp57eQvDAoeRAffDtd9PSGEuF7SQiNEDXdo/Z/EHj2MlbWOB2Z+xO3PvFThZAbKttJEHdxHbkY6Tp7e3P7sZMJ797uh2Jxuvx00GhrHg2+awhs73iC/JP+GrimEENdDEhoharDMxAS2LDYtS9B99EPm7p7KatiuE0EtWmNj70CP+x/m4TlzadKlByrVjS0iaeXhgUO3bgAMjrTjXO45Pjv42Q1dUwghrockNELcZNmpKRzesJbigqu3ZChGI2vnfoS+qIjAZs1pPWDIdd9TpVYz6pXpPPXNT7S/YxRW1tbXfa1LOQ8fBsBtEVaoFIUfIn7gUMqhKru+EEJUhCQ0QtxkG775gvXzPuOHVyaRdPb0FY/bvepXzp84htbGlgFPPntDY13AlNTcaItMeRx690bt6IgmJYPHijujoPDG9jcoNhRX+b2EEOJKJKER4iYqys8n5vABADIS4vnxtRfZ9/uKMuskKYrC9p9/YNtPCwHo+cAjV60TY2lqGxucBg4E4I7TzrjZuHEm6wzzDs+zcGRCiFuJJDRC3ETRh/Zh0Otx9vahYftOGA16Ni+az6KXJrLv95XkZWaw7qtP2PXrEgA6jbqPFrcNtHDU11ba7VT09yZea/kiAN8c+YbI9EhLhiWEuIVIQiPETXR6zy4AGnfsyh0vTKHvo09hpdORGhfD5kVf8+UTYzi6aT0qlZp+j0+k6933V0s3UVWzbdMGbUAAxvx8OpyC2+rdhl7R8/r219Eb9ZYOTwhxC5CERoibxKAvIerAXgAatOuE6sIaSk/MXUjfR57EK6QBAFbWOoa9NIUWfWt+y0wplUqF8zBTK03WipVM6TQFJ2snjqcf57tj31k2OCHELUGlXNx5XwdlZ2fj7OxMVlYWTk5Olg5HWJCiKKTERJF4+iQFOdkU5uVSnJ+Pk6cXnkEheNQLxtHdo9paRKIPH+DXd17HztmFJ75ciFqtueyY1LgYtDobnL28qyWG6lQcF8eZfv1Brabhpo38kbOL17a/hrXaml/u+IUQ5xBLhyiEqEUq+/ktlYJFnZd09jQR/2zi9J5dZKckXfVYV78A2g8dSdPuvbHSaqs0jjN7Td1NDdp1LDeZAfAIDKrSe95M1oGB2LZtS8G+fWSvWcMdjzzCn9F/sv38dqZun8rCQQtRq6RRWAhRPSShEXWWQa9nx7LF7F75C1xoiLTSWuPfNAwHN3dsHBzR6mzITIwnNTaa9PhzZMSfY91Xn7Dj5x9oN3QUbQYNveHp0mBqHSodP9OwXacbvl5N5TzsDgr27SNrxQrcHnmENzq9wfCVwzmYcpCfTvzE/U3vt3SIQog6ShIaUSdlJJzn90/eJ+nsKQAadehC0+69CG7RBq2NTbnnFBfkc3jDX+z7fQW56WlsXvQ1+uIiOo64+4bjSTp7mtz0NLQ6G+pVcDFIS1AUhemrI0jMKmRC74Y0D3Cu1PlOAweS9PY7FJ06TdHx4/g2a8ZzbZ/jnX/f4eP9H9MrsBf+Dv7VFL0Q4lYmCY2oc5Kjz7Jk6mRKigqxsXeg3+MTadyp2zXPs7a1o92QEbQeOIS9a1aw7aeFbF/6A36hTQls1hwwVe+N3PkPyTFR5KalkpOeipOHF70fehwbB4crXru0uym4VZsqrdJb1VYfTuC7HdEArD2WyLBWfrzYP5RAN7sKna9xcsKhbx9y/lxL5ooV+DRrxt2hd7M2ei37kvYxbcc05vWbVytmbgkhahfp0BZ1zrafFlJSVIhf46Y8OPuzCiUzF9NYaekw7E6a9eiDohj5/ZPZ5GVmkJOWyi/vvMbvn8xmz8pfOL5tM+cijhKxdSO/zphKUX75SxnkZ2dxYsdWABq273zDz+9qsgtLWLI7loy8ylfpzS/WM+OP4wA08XEEYOXBePrO2cKC7VFUdP5A6Wyn7N//QCkpQa1SM73LdHQaHbsSdrHi9IpKxyaEENciCY2oUxJORRJ1cB8qtZpBE57H0d3juq6jUqm47dGncA+oR15GOr/NnMailyaaVr3W6WjZ/3Z63P8w/R5/GhsHRxJPn2T5e9MpKSosc53Yo4dYNPlpMhMT0NnbU791+6p4muUyGhXGf7+P//12hDHf/kt+ceXqv8zdfIaErEICXG1ZMaErqyd2o3N9d4r1RqavjuCJ7/eRmX/tRMmha1c07u4Y0tLI3b4dgCCnICa2mgjA7D2zSc5PrvwTFEKIq5CERtQpO375EYBmPfrg4uN7Q9fS2tgw9LlXsNLpSI46Q2FeLt71GzFm5ifc9uiTtL9jFC36DuDOKW9hbWvH+RPHWDHrLQ5v+IsDf61hw7dfsuzt18jLSMfNL4C7p864arfUjfp2exQ7zqQBcPR8Ni8uO4TRWLFWlbj0fL7aehaAKYObYqPV0DzAmR/HdWTa0GZYa9Ssi0ji9k+2sS8m/arXUmm1OA+5HYCslSvN28c0G0O4ezg5JTm8vevtCrf4CCFERUhCI+qM+JMniL7QOtNpxD1Vck33gEBTS4+HJx1H3MN9b83Gza/soFbv+g0Z+cp0tDobYo8eYv28T9n47Zcc/GsNKArN+/TngRkf4RVcv0piKk9kYg6z/jItMzC6Yz20GhV/HEnkow2nKnT+O78fp1hvpEsDdwaG/7dulEqlYmzXEH57qgvB7naczyzgpWWH0RuMV71eabdT7oaNGLKzAdCoNbzZ9U2s1FZsitvEX9F/Xc9TFUKIcsmgYFFn7Pz1JwDCeva94daZizXu2JXGHbte9Rj/0KaMmvIW+9Ysx2DQY2WlRWNtTaOOXWhUzeNmivQGJi09SLHeSO9QT94ZHk6rABcm/3qYTzacorG3A0Na+F3x/P2xGaw9lohGreKNoWHlDtgN93dm9dPdeGPlMR7qEoyV5urfhXRNm6Jr1IiiU6fIXrsW17tNM8UauTbi8eaP88WhL5ixewYdfTviauN6Yy+AEEIgCY2oI+JPHje3znSsotaZyvIPbYp/aNObek9FUXjvz0iOJ2TjaqflvTtboFKpuLt9ICeTcpi/LYo3Vh7jtqbe2GjLL+a34sB5AIa19CP0wmDg8jjaaJlzT6sKxaVSqXAePozk2e+TtXKVOaEBeKz5Y6yPXc+pjFPM3D2T93q8V/EnLIQQVyBdTqLaKEYju35dwuG/11b7vf5d/jNwoXXG2+caR9cNRqPCm2si+HZ7FAAzRrbAy/G/Gjv/G9QEP2cb0vKKWX0ovtxrGIwKfxxJBGBoqyu34lwPpyFDQa2mYN8+imNjzdu1Gi1vdnkTtUrNH1F/sO38tiq9rxDi1iQJjag2J//dwfaff2D9159xLuJotd0nPf4cZ/fvAZWKDsPurLb7WJLBqLDheBKH4jIp0hvQG4y89MthFmyPBmDa0GZlxr4AWGnUjOkcDMB3O6LLHYS7Jzqd1NwinG21dG1wfTPCrkTr7YV9Z1N3W9bKVWX2hXuEc3djU6vNn1F/Vul9hRC3JkloRLUwGgxs//kH88/r53+OQV9SLffa/4dpJk2Dth1w9b25VWg3HE9i/j9nq33Gzvx/zvLowr0M+3w7zd9YR8/Zm/l1/zk0ahUf3tOSsV3LX/jx3vaB2GjVHIvPZm9MxmX7fz+cAMCAMG+srar+z4Hz8AsrcK9cedlr1M3fVB8oIi2iyu8rhLj1SEIjqsWxLRvIiD+HraMTds4upJ+PY8+q36r8PgU52RzbshGAtrcPr/LrX01hiYGnfzrA278fZ1Nk9dVV0RuM5uq9tloNxQYj5zMLsLZS8+UDbRnROuCK57raWzOitSnJ++5Ca04pg1Hhz6OmhOb2qwwavhGOffuitrOj5Nw5CvbvL7MvzCMMgLNZZ8kvKb8ooRBCVJRFE5oZM2bQvn17HB0d8fLyYvjw4URGRpY5ZuzYsahUqjKPTp3q7uJ+dYG+uNhcD6bjiLvp9eBjAOz6bQkZieWP5bjitUpKiD64j4yE8yjGy6cKH/57LfriIrxCGhDQNPzGg6+EnWfSyC82APDT7rhqu8+6iCQSsgpxt7fmwNR+bH2pN1/c34aVE7rSr5n3Nc9/qEswYFrKID6zwLz936g0UnOLcbHT0qWBe7XErrazw3HAAACyVqwss8/D1gNvO2+MilFaaYQQN8yis5y2bNnChAkTaN++PXq9nilTptC/f38iIiKwt7c3Hzdw4EAWLFhg/tm6Bq+FI+DQ+j/ITUvFwd2Dlv0Go9FqObZlAzGHD/DHJ7PxDK5P+vk48jIy6PXQYzRo2/GK11r7+Rwid/4DmNZa8g5pQKNOXWnex/QheWDtasDUOnOz1wf6+3iS+d8bTySTmFWIj3P5C19ebF9MBr/tP8eztzUqM4j3SkpbZ+7rUA8brYZ67nbUc6/Y2koATXyc6FzfnZ1n0/h+VwwvD2wCXNTd1MwH7TWmYd8I52HDyFq+nOy1a/Ge8irqixYHDXMPIyk/iWNpx2jn067aYhBC1H0WTWjWri07+2XBggV4eXmxb98+evToYd6u0+nw8bk1Zq7UdsUF+eYZR51H3WdeiLHvo0+y8MUJJJ45ReKZ/4q9/T3/C+o1b4XWWnfZtU7s2Erkzn9QqdSorTQUF+QTF3GEuIgj7F39G4FhLcjLzMDB1Y3QzpVbr+lGKYrChuOmbiYnGyuyC/Us2xvH030bXfW8gmIDT/+4n/isQk4m5fDjuE5XTSaOJ2SzOyodjVrF/Z3qXXe8Y7sGs/NsGj/+G0vLAGf6NPFm7VHT7KbbW1RdzZ7y2HVoj5WvL/qEBHI3bcJp0CDzvnCPcDbGbeRY6rFqjUEIUffVqDE0WVlZALi5uZXZvnnzZry8vGjcuDHjxo0jOfnK4xWKiorIzs4u8xA3z9HNf1OQk42rrz/hvW4zb3f18WPwxBcI7dKDTiPvYfDEF3D08CQ3PY39v6+87Dq5Gels+GYuAJ1G3cPT3y3jwVmf0vuhcdi7upGdksyxzX8D0GrAEDRW2grHWBUDeI/FZ5OYXYitVsOrg021Z5bsicNwjaUGvv7nLPFZpvWe9kRnMPuvyKsev/BC68zAMB98nW2vO97bmnrT2NuBrIISxv+wn+6zNpKWV4yrnZbO1dTdVEqlVuN8xx3A5d1OpeNojqVJQiOEuDE1prCeoig8//zzdOvWjfDw/8ZCDBo0iLvuuougoCCioqJ4/fXX6dOnD/v27UOnu/xb/YwZM5g+ffrNDF1c5MzeXQC07DcItaZsIbfGnbqVWflaAf787AN2r1xG874DsHNyNm1XFNbP+5TC3By8QhrQccQ9aKys8AwKwTMohOa3DeTgX7+ze+UvaK11tOg3iGvJL9az5lACP+6OJSIhm/oe9jT1daKRtwPFeiNpucWk5RUR7G7PmM5B10we1keYupu6N/JgeGt/Zvx5gvOZBfxzKoVeoV7lnpOYVcjczWcAuLNtAL/sO8e8rWdpG+TKgLDLWyAz84tZcdBU9K50HMz10qhVLHm8M99ui2LRzmiSsosAGBhevd1NpZyHDSPtq6/I3bYNfVoaVu6mJCrM3ZTQxObEklWUhbPOudpjEULUTTUmoZk4cSKHDx9m27ayRbbuuee/qq/h4eG0a9eOoKAgfv/9d0aOHHnZdV555RWef/5588/Z2dkEBgZWX+DCrDAvl3PHTd+067ftcM3jm3btyd41y0mJPsuu35bQZ+wTKIrCwb/WcHb/HjRWVgya8Dwaq7JvU621jvZDR9J28DCMBoO5W+ti2YUlHDufzfGEbI7GZ7H+WBI5Rf+tPn0iMYcTiTnlxjVv61lub+HLuO71Cfcv/wN2wwlTQnNbM1MF3pFt/FmwPZolu+OumNDM/iuSghIDbYNcmX1nC5xttXyzLYoXlx3C2kpNY29HfJxsyC/Wc+R8Fr/sO0dhiZGmvk60D77x5QHc7K15cUAo43s14Kd/Y9kfm8GE3g1v+LoVoasfgk3LFhQeOkz277/j9uCDADjrnAl0DCQuJ46ItAg6+1XvMhFCiLqrRiQ0Tz/9NKtWrWLr1q0EBFx5CiqAr68vQUFBnDpV/qJ7Op2u3JYbUf2iD+7DaDDg5h+Iq8+1pwGr1Gp63v8Iv7zzGofW/YFHQBBHNv5lHmPT9Z4xeAQGXfF8tUZzWSsQmIrFPbxgD7kXJTAAQe523NehHn2aeBGbls/xhGzOpORip7PCw94aJ1stfx9PYtfZdFYejGfN4QR+fKwjHeuX7ZJJyCrg6PlsVCro08SUvNzXoR4Ltkfz9/EkkrML8XIqO9j38LlMft1/DoCpQ5qhUqn436AmHIjNYH9sJg8v2AOAVqNCb1S4uFfs4S7BVTrg2UFnxbge1bdQ5pU4DxtG4aHDZK1YaU5owNRKE5cTx7G0Y5LQCCGum0UTGkVRePrpp1m+fDmbN28mJKT84mAXS0tLIy4uDl/f6h3IKCrvzL7dgKnAXUUFtWhFcKu2RB/cx/qvPwPAylpH60FDaTtkeKVjKDEYmbL8CLlFeryddLQIcKGZrxMdQ9zoVN8dtdqUGDT2duS2cqY8P9a9PkfPZ/He2hP8cyqV11Yc5fdnupcpOlc6GLh1oAseDjrz9doGubIvJoPxP+zj8/vbmLutYtPyeeW3IwCMbO1Py0AXALQaNXMfaMtbayI4Fp/NuYx8SgymTMbfxZaWgc50CHZjVNurJ/m1hdOgQSTNmElhRASFJ09i07gxYBoYvDZ6rQwMFkLcEIsmNBMmTODHH39k5cqVODo6kphomnXh7OyMra0tubm5TJs2jVGjRuHr60t0dDSvvvoqHh4ejBgxwpKhi0sY9HqiDu4FuOo07PL0uP9hzh0/ilqtptWAIbQdPAw7Z5friuP7nTGcTMrF1U7LX5N64GJX+Sn+4f7OfHZfG/p8sJlTybl8uz2K8T0bmPdvuDBdu2/TsgnRK4Oa8PB3e9gfm8ntn2xj9p0tOJGYwycbTlGkN+Kos+KlgaFlzvF2suGz0W0AU6G7hKwCdFYaPB3rXiujlasrjr16krP+b7JXrcLmxRcBaObeDICjadW3PIYQou6z6CynuXPnkpWVRa9evfD19TU/li5dCoBGo+HIkSMMGzaMxo0b89BDD9G4cWN27tyJo+OVVwUWN198ZARFeXnYOjrh2zj02idcxLNeMOM+/YYnvlxE9/seuu5kJjW3iA//PgnASwOaXFcyU8rZTmuevfTx36c4l2GqZBuTlsf2M2kAlxW1axfsxpqnuxHm50R6XjGPLtzL7L8iKdIb6VzfnZUTu151sLFGrSLA1a5OJjOlnIddWAph1WoUg6koYTP3ZqhQkZiXSGpBqiXDE0LUYhbvcroaW1tb/vrrr5sUjbgRpd1NIa3boVZfPq7lWq43ibnY7LWR5BTqCfd34p72Nz4QfGQbf5bujWN3VDpTVx6jkbcDC7ZFU2ww0tDLgUZeDpedE+Ruz69PduGtNREs/jcWN3trXru9KSNa+9/0wn81kUOPHmicndEnJ5O3cxcO3bpir7WnvnN9zmSdISItgh4BPa59ISGEuESNqkMjaidFUTiz718AGrSrXHdTVTkUl8nP+0zLD0wbGoZGfePJg0ql4u3h4VipVWw8kcxXW85SbDDSvZEHXz/Y7ooJio1WwzsjmrPuuR5sfqkXI9sESDJzgcraGqfbbwdMC1aWKq1HczRVup2EENdHEhpxw9Ljz5GZmIDGyorgFq1v+v0VRWH66mMoCoxo7U+7YLdrn1RBjb0dzeNn6nvY881D7Vj0SAdCPOyvcabpXCebihf8u1WUrsCds349htw84L96NFJgTwhxvWrEtG1Ru5290N0U0Kw51rYVX2Ooqqw6FM/+2EzsrDX8b1CTKr/+C/0bM6SlL/U9HMrMdhLXx6Z5c6xDQiiOiiJn3TpcRo4o00KjKIq0aAkhKk3+OosbdnKXqRhiZaZrV5WCYgMz/zwBwFO9GuDtdO3FHitLpVLRxMdJkpkqolKp/hscfKHbKdQ1FCuVFemF6STlJ13tdCGEKJf8hRY3JCnqDIlnTqHWWBHauftl+/dEp3MqqfyKvFXhq61nSMgqxN/Flse63/xiceL6ON8xFID8f/+l5Px5bKxsaOhqqlos42iEENdDEhpxQw7//ScAjTp0vmym0s974rjry50M/Wwbcen5VX7v+MwCvtxiWhvplcFNsNFWfnaVsAytnx92HU0DyM+OHMX5lyYz8IwjtkWKJDRCiOsiCY24bsUF+RzftgWAFreVXSBy68kUXl1uqo5bWGJkyoqjVbLKdSlFUXj3j+MUlhjpEOzG7c2lcnRt4/X8c2jc3TFmZZG9ejVdvtzJNx8ZCH1zKemLF1MSH2/pEIUQtYgkNOK6Hd+2hZLCAlx9/QkMa27eHhGfzVOL96M3KvRp4oW1lZqtJ1NYdahqPqAURWHGnydYczgBlQpev7A2kqhdbFu2pNHWLQQt/gG3Rx+BQD+sjBAcmUnSW29zuk9fzo4YSconn1BwpGoTYiFE3SMJjbguiqJw+O+1ALS4baA5oUjOKeSR70wLQ3aq78aXD7TlmT6msRFvro4gI6+4UvcxGBWOns+ioNhgvu/MtSeYt/Ws6ZrDwmkeUP6K2KLmU2k02LVti/dLL9Hwr7W8NN6G7/uoUbcMA7WaouPHSf1iLtF33cXpnr1ImDaN3K1bMRYVWTp0IUQNI9O2xXVJPHOS5OgzaLRawnr2NW9fsD2axOxCGno58NUD7bC2UvN4jwasOhTPyaRc3lwTwQv9G+NiZ429teaqLStGo8IzSw7w++EErK3UtA92xdXOmjWHEwB4c1gYYzpdeTVuUbto1VqcGzVjtethunV/hP6uncndsoXcjZvI3bYNfXIymUuWkrlkKSo7Oxy6dsWhTx8cevbAyq3qag9VN2NeHkWnT1N48iRFJ09RdOoU+oQEnG4fjMdTT6Gykj/LQlwP+T9HXJfS1pnGnbph6+gEmFpPVl/oVpp0WyOc7UxF5ayt1MwY2ZxRc3ey/MB5lh84D4C9tYb/DW56xaTk/XWR/H4heSnWG9l+Os28b/odYTzYObhanpuwnDCPMA6nHuZo2lEG1x+My/DhuAwfjrGoiPzdu8nZuJHcjZvQJyWRs349OevXg1qNbatWOPbpjUOfPliHhNSILkhFr6c4OpqiU6f+S15OnqQkLq7c41O/mEv+7j34ffABWm+vmxytELWfJDSi0ooLCzixfStg6m4qdehcFucyCrCz1tCnSdk/yG2D3HihX2O+3xVDZn4JxQYjecUGXl9xFJ2VmrvblV176ee9cXyx2TSD6YO7WtKqngv/nExhT3QGvUI9uavdja/VJGoec8Xg1LIVg9U6HQ7du+PQvTvK1KkURkSQu3ETORs3UnT8OAX791Owfz/J73+AdVAQDn364NinN7atW1d7i4eiKOgTEyk6edKUuJw6RdHJUxSfOYNSUlLuORoPD2waN0LXqDG6xo1R9HqSZ80if+9eokaMwP/92dh36VKtcQtR16iUOj7SLjs7G2dnZ7KysnBycrJ0OHXCqX93sGrOuzh7efPoJ/PN34bfWhPBN9uiGNrSj0/vu/ISCIqiUFhi5P11kXyzLQq1Cj4b3YbBzX0pMRhZH5HEMz8dQG9UeKZPQ57vX7nVu0XtdSbzDMNXDsfWypad9+1EU4GFTkvi48nZvJncjZvI+/dfuCiJ0Dg749CrJw69+2DfrRsah2svWXE1huzsCwnLyTKtLsac8mstqezssGnUCN1FyYuucaNyu8iKoqI4P+k5iiIjQaXC46mn8HjqSVQaKUcgbk2V/fyWFhpRaaf37ASgYfvO5mTGaFTM3UNDW1x9CrVKpcLWWsNrtzclt1DP0r1xPLvkAL/sO8fuqHRyi/Sm67T047l+javxmYiaJtgpGFsrWwr0BZzNOksj10bXPEfr54fb6NG4jR6NITeXvG3byd20kZzNWzBkZZG1chVZK1eh0mqx69gRhz69cezdG63vld+nxuJiis+cuSx50Scmln+CRoN1SDA2jRuja9TIlLiEhqL180OlrtjcC11ICMFLl5D0zrtkLltG6uefk79/H/6zZ2Pl4VGhawhxK5OERlSKQa/n7P49ADRs38m8fW9MBonZhTjqrOgZ6lmha6lUKt4d2ZzcYj2/H05g44lkANzsrRnc3IfXbpfp2LcajVpDM/dm7Evax7G0YxVKaMqc7+CA08ABOA0cgKLXU3DgADkbN5G7cSPFMTHkbdtG3rZtJL35FrpmTXHs3Qf7rl0xZKSXSVyKo6PBYCj3HlZ+vugaNTIlLxcSGOv69VFbW9/w81fb2OD71pvYtW9HwhvTyN+5i7MjRuD//gfYd7z5S4sIUZtIQiMq5fyJYxTm5WLr6IRfaFPz9jWHTYOB+4f5oLOqeBO5Rq3iw7tb0djLEY0aejb2IszPCbVaEplbVZh7GPuS9nE09SjDGw6/7uuorKywa98eu/bt8X55MkVno0wtNxs2UnDgAEURxymKOE7q55+Xe77a2Rldo4b/JS4XkheNo+N1x1RRznfcgU1YGOcnTaLo1GliH34Yz2eewf3xcRVu8RHiViMJjaiU03t2AdCgXUfUF8Y36A1G/jhyobupZeUr9lpbqXn2tsp9Exd1V7hHOAARaRFVel1d/RB09R/F/dFH0aenk7tlK7kbN5K/fz9WXl6mQbqlXUahoVh5eVm0hVDXoAHBS5eS+OZbZK1YQcpHH5G/bx9+s97DytXVYnEJUVNJQiMqTFEUTu81JTQXdzf9G5VOam4xrnZaujaUvn5xY8LdTQnNifQTlBhK0Gq0VX4PKzc3XEYMx2XE8Cq/dlVS29nhN3MGdu3bk/jmm+T98w9RI0biP+cD7Nq0sXR4QtQo0nYpKiw5+iw5qSlY6XTUa97KvH3VQVN308BwX7QaeUuJGxPgGICTtRMlxhJOZp60dDg1gsuokQT/vBTrkBD0iYnEjHmQtG++leUghLiIfPqICivtbgpp2RattQ6A9LxiVh4yFcob3srPYrGJukOlUl2xHs2tzCY0lOBly3C6/XYwGEiePZtzT03AkJlp6dCEqBEkoREVdsY8Xfu/7qYfdsVQWGIk3N+JDiG1p/y8qNnCPC4kNGmS0FxM42CP3/uz8Zk2DZW1NbmbNhE1chQFhw9bOjQhLE4SGlEhGYnxpMRGo1KrCWnTHoDCEgOLdkYDMK57fZliLapM6TgaaaG5nEqlwvXeewj66Ue0gYGUxMcTff8DpC9aJF1Q4pYmCY24pvzsLFbOfhuAwLAW2DqYpq2uPHie1NxifJ1tGNy88rObhLiS0haa05mnKdAXWDiamsk2LIyQ337FsX9/KCkh6d0ZnH92EoYrVC0Woq6ThEZcVX52FsvemkLauVgcXN247bGnANOMp/n/RAHwcNdgGQwsqpS3nTfuNu4YFAOR6ZGWDqfG0jg64v/xR3i/+ipoteSsW2fqgjomLVvi1iPTtkUZaz56j7iII3gGheAd0oCoA3tJjY3G3tWNu6bOwNXHNPB388kUTiXn4qCz4t4O9SwctahrVCoV4R7hbDm3hWNpx2jl1crSIdVYKpUKtwfHYNuqJecnPUdJXBwx996H95RXcbnnHukKFrcM+VotzDISzhO58x/yszKJOXyA3St/ISU2GjtnF+56/R3c/PzNx87/5ywA97QPxMmm6uuEiBqupAB+HQcrnoKCjGq5RelMp6OpR6vl+nWNbYsWhPz2Kw69e6OUlJA4bTrxL76EITfP0qEJcVNIC40wO7NvNwC+DUMJ792PpKjT5Gdl0u3eh3D3DzQfF52ax/bTaahVpu4mcYsxGmH5eIhYYfo5ehvcvQj8WlXpbWSmU+VpXFwI+OJz0r9dQPKcOWT//juFx47h//HH2ITKQq+ibpOERpidvZDQhHbpQYvbBl7xuNWHTIX0ujb0IMDV7qbEJmqQTe+Ykhm1Fhx9IDMGvukPg2dD24eq7DalLTTRWdHkFufiYO1QZdeuy1QqFe6PPoJt61acf+55iqOjib77bnymvo7zyJHSBSXqLOlyEgAU5uZy7oTpm3CDtlde1VdRFFZeSGjuaCmF9G45B3+Cf943/XvoxzD+H2g8CAxFsPoZ+GdOld3K3dYdX3tfFBSOpx+vsuveKuzatCFkxXLsu3dHKSoiYcprJPzvFYz5+ZYOTYhqIQmNACDq0D4UoxE3/0BcfK48Bft4Qg6nk3OxtlIzINznJkYoLC56O6x62vTvbs9B6/vB1hXu/RF6/s+0fcN0+PerKrtl6UKVMo7m+li5uhL41Zd4PvccqNVkrVxJ1N13U3TmjKVDE6LKSUIjgP+6m67WOgOw6kLrTO9QTxkMfCtJOwNL7wdjCTS9A/pM/W+fWg29X4GeL5t+/nMy7P++Sm7bzL0ZIONoboRKrcbjicep990CrDw9KT59hqg77yJr1SpLhyZElZKERmDQ64k6uBeABm07XvE4RVHM42fuaOl/xeNEHZOfDovvMs1m8msDI74yJTGX6vUKdJ5o+veqp6skqZEWmqpj36EDIct/w65zJ5SCAuInv0zC669jLCy0dGhCVAlJaATxkREU5eVh6+iEb+PQKx63PzaD85kF2Ftr6NvU6yZGKCxGXwxLx0D6GXAOhPuWgPUVBoKrVND/bWj7MKDAqomw7jUwGq779qUtNOdzz5NZmHnd1xEmVh4e1Js/H48JE0ClInPZL0Tfcy9FUVGWDk2IGyYJjTBP1w5p3Q61WnPF41YdNLXODAjzwUZ75eNEHWE0wsoJELMNrB1h9FJw9L76OSoV3D7nv+6nHZ/CktFQmH1dIThZOxHkFARIt1NVUWk0eD49kXrfzEfj5kZRZCTRo+4k+48/LB2aEDdEEhrB2f3XHj+jNxj5/UgCAENbyeymOk9R4M+X4MjPoLaCu74D77CKnatWQ+9X4c5vwcoGTq6Fb/pB6qnrCkUK7FUP+y5dCFm+HLt27TDm53P++RdI/ugjS4clxHWThOYWlx5/joyEeNQaK4JatGHD8SQ+33SamLT/qouey8jn+Z8PkZpbjKudlm4NPSwYsbgpNr4Ne+YDKtOYmUa3Vf4a4aPg4T/A0RdSTsC83nB8deUvc2EcjbTQVD2ttxf1vluA+xNPAJD25VekL15s4aiEuD5SWO8Wd3LXdgDqhbegUKXlyR/2U2wwMvuvSDrVd6ORlyNL98ZRrDcCMLFPI1mIsq7b8el/tWZu/wCa33n91/JvC49vgV8ehpjtsPQB6PIM9J4CWpsKXaK0heZYqiQ01UFlZYXXc5NQ29qQ8tHHJL3zLlofHxz79rV0aEJUinwy3eJO7vwHgMadu7HheBLFBiO2Wg0qFew6m873u2Io1hvpXN+d1RO78Wi3EAtHLKpVdgKsf8P079umQftHb/yajt7w4Mr/ZkDt+AQ+bw8Rq0xdW9fQxK0JapWa5IJkkvOTbzweUS73J57A5a67wGjk/AsvUnDokKVDEqJSJKG5haWdjyMlNhq1RkPD9p3540giAON61Gfby314vl9jhrb049ux7fhxXEeaBzhbOGJR7Q7+AIoBAjuZiudVFY0WBrwDd38Pjn6QGQs/j4GFQyH96jNs7LR21HeuD0grTXVSqVT4vDEV+x7dUQoLiRv/JMUxMZYOS4gKs2hCM2PGDNq3b4+joyNeXl4MHz6cyMjIMscoisK0adPw8/PD1taWXr16ceyY/FGrCid3bgMgqEVr9FY2bD2VAsDg5j74u9jyTN9GfHpfa/o08Zb1X6pSbjJsePOGpjNXC6MR9i0y/bvdw9Vzj2Z3wNN7ocdk04Dh6H/g6z4Qs+Oqp5nr0aTJwODqpLKyIuDDD7Fp1gxDRgZxjz+BPqN6VlMXoqpZNKHZsmULEyZMYNeuXaxfvx69Xk///v3Jy/tvQOqsWbOYM2cOn332GXv27MHHx4d+/fqRk5NjwcjrhsgL3U2hnbuz8UQyxXoj9T3sCfV2tHBkdZhBD4uGwz8fwOpnTUlETXF2I2TFgo0zNBtWffextoc+U2DCbvBrDQXpsPAO0zpRV2AeRyMDg6ud2t6ewK++ROvnR3FMDOeefEqK74lawaIJzdq1axk7dixhYWG0bNmSBQsWEBsby759+wBT68xHH33ElClTGDlyJOHh4SxcuJD8/Hx+/PFHS4Ze66XGxZB2LhaNlRUN2nVk7VFTd9Og5j7SGlOdNFbQ62VQqeHA9/DXqxUaR4JBD2e3QGFW9cW27zvTf1veB1rb6rtPKdcgGPuHKXkylsCK8bD2VSi+fPFE80yn1GMoFXm9xA2x8vQk8Ot5qJ2cKDh4kPiXXkIx1LAWRSEuUaPG0GRlmf5Yu7m5ARAVFUViYiL9+/c3H6PT6ejZsyc7dpTfRF1UVER2dnaZh7hcZGl3U8s2GLU2bIo0DbYcFH7lhSlFFWk2DIZ9bvr3v3Nh0ztXP74wG368CxbdAZ+0gb0LrtxdpSimpKeyH/o5iRD5p+nfbR6q3Lk3wtoO7vwOur9o+nnX5zC3C0RtLXNYY9fGWKmtyCzK5Hzu+ZsX3y1M16ABgZ9/hkqrJWf93yS9956lQxLiqmpMQqMoCs8//zzdunUjPNz0bSwx0dRq4O1dtjqpt7e3ed+lZsyYgbOzs/kRGBhYvYHXQoqimGc3hXbuzubIFApLjAS62RLm52Th6G4RrUbD4AtTo7fOhiX3w+GfTeslXSzrHHw7EM5sNP2cnwprJsFXPU2zhIpyTdsVBc5uhgWDYGY9+LQtbH7vmgNuzQ4uBqMeAjuCd7OqeIYVp1ZD39fhvqWmAcMZUabBwquegSJT17K1xprGro0B6Xa6mezat8fvvZkAZCz6nrTvvrNsQEJcRY2pQzNx4kQOHz7Mtm3bLtt3aReIoihX7BZ55ZVXeP75580/Z2dnS1JzidTYaNLjz6HRamnQtiNfrDgBwOBwX+luupk6jIPiXPh7GpxYY3qoNKaEwjkQnPzg+BrITQQHb7hnMZzfC5tnQNIR0ywhjTXU6wz6Iojb9d+108/A5ndNj84TTTOMrsRohH0LTf9uO7Y6n/HVhQ6EoC6m12PvN7B/oamlZtR8CGhHuHs4EWkRHEs9xoDgAZaL8xbjNHgwJQkJJM9+n+T3ZqH18cVpoLz+ouapEQnN008/zapVq9i6dSsBAQHm7T4+PoCppcbX97+ukOTk5MtabUrpdDp0Ol31BlzLnfzXVEwvpFVbFK2OTScudDc1l+6mm67bc1C/l6mC7ok/IOU4JB4xPUp5NYPRP4NLIAS2h+Z3w/aP4PgqyIiGqC2m4zQ60+yk9uNMic+hJXB2E+z8zNQidKWlC47+ApkxoHOGZsOr9/lei40TDJkD4SNh+XhTa803/aHXK4T5NAWkhcYS3B55hJLz8WT8+CPxkydj5emBXdu2lg5LiDIsmtAoisLTTz/N8uXL2bx5MyEhZYu2hYSE4OPjw/r162ndujUAxcXFbNmyhfekP/e6xR49DED9th3YeCKZvGIDfs42tJQ6M5bh19r06DvV1EWUEgnZ5yE73lRNt8PjpplHpezdof9b0O9NSDsDp9dDcR60uh+cLiSlHg2h5b3w80MQscI0q+rOby+/d/pZWHOhRbPzU1deSftmC+4G47fBmufg2G+w6W3CWowEICItAqNiRK2qMT3mdZ5KpcJ7yquUJCWRu2ED556aQNBPP6GrL4U2Rc1h0b8IEyZM4IcffuDHH3/E0dGRxMREEhMTKSgoAEz/E02aNIl3332X5cuXc/ToUcaOHYudnR2jR4+2ZOi1VklRIYmnTwIQ2LQ5y/bGATCstb90N9UEbiGmrpf2j5rGlfR4qWwyczGVypS4dHoSerz4XzJzsR4XBtseWw6pp8vu0xfDL49AcY6p26p0YG5NYetiSsJGfAV27jToNAkbjQ25JblEZ0dbOrpbjkqjwf/92di0aIEhK4u4xx9Hn5pq6bCEMLNoQjN37lyysrLo1asXvr6+5sfSpUvNx0yePJlJkybx1FNP0a5dO86fP8+6detwdJRaKdcj4VQkRoMeBzd3Cm1d2HLSVEzvrrYB1zhT1Eo+zaHxQFCMsO3Dsvs2TIf4A2DrahqnoqkRPdBlqVSmlqZJR7Hya0kTtyaAVAy2FLWtLYFzv0AbGEjJuXPEjX8SY/7l0+yFsASLJjSKopT7GDt2rPkYlUrFtGnTSEhIoLCwkC1btphnQYnKO3fcVGk1oGk4yw/EY1SgXZAr9T0dLByZqDalLS+Hl0BGDJQUwo7PTGNrAIZ9Ac41PKG90BUW5iEF9izNyt2del/PQ+PiQuHRo5x//gUUvd7SYQlRc6Zti5vjXERpQhPGsn2m7qa72tXwDzNxYwLbmwYeG/Ww/An4pDWsm2La13E8NBls0fAqo7Ri8NFUWQLBkqyDgwmY+wUqnY7czZtJfPttKXgoLO662pj37NnDsmXLiI2Npbi4uMy+3377rUoCE1VPX1JCwinTWllZLkGcTYnGVqvh9hZ+Fo5MVLseL5nq1MTuNP3s6Afdn4d2j1g0rMoqbaE5kX4CvVGPlboGdpPdIuxat8Zv9izOPzuJzCVL0fr54/H4OEuHJW5hlW6hWbJkCV27diUiIoLly5dTUlJCREQEGzduxNlZZsnUZIlnTqIvKcbO2YU/Y01NxIOa++Cgkw+FOi+oK7QcDR6hcPsH8OxBUx0ctcbSkVVKsFMwDloHigxFnMk8Y+lwbnlO/fvj/cr/AEiZM4es1WssHJG4lVU6oXn33Xf58MMPWbNmDdbW1nz88cccP36cu+++m3r16lVHjKKKlHY3+TRuxurDpkrLd7eTooO3BJUKRsyFibuh/WNgVTtrNalVapq5myoZyziamsHtwQdxe8i0XEb8q6+S9+9uC0ckblWVTmjOnDnD7bffDpiK2OXl5aFSqXjuueeYN29elQcoqk7pgOBM50Byi/TUc7OjY4ibhaMSonJkHE3N4/XyZBwHDICSEs5NnEjRqVOWDkncgiqd0Li5uZGTY1pfxd/fn6NHL3xIZmaSL9P3aiyDXk985HEA1qebZjTd1TZAas+IWkdmOtU8KrUav1nvYdumDcacHGIff4KSpGRLhyVuMZVOaLp378769esBuPvuu3n22WcZN24c9913H3379q3yAEXVSI4+Q0lRIVa29uxI12Jtpea+jtJFKGqfcA9T2YaTGScpNhRf42hxs6h1OgI+/wzr4GD0CQnEjR+PITfP0mGJW0ilE5rPPvuMe++9FzAtBPniiy+SlJTEyJEj+eabb6o8QFE1SsfPZDkHgErFiFb+eDjUznEU4tbmZ++Hi84FvVHPyYyTlg5HXMTK1ZXAr+ehcXen6Phxzk+ahFJSYumwxC2iwgnNunXrKCkpwc3NDT8/0zRftVrN5MmTWbVqFXPmzMHV1bXaAhU3pnT8zIFidwAe6SZrsIjaSaVSmbudZBxNzWMdGEjgl3NR2dqSt20bCdOmSY0acVNUOKEZP348np6e3HPPPfz4449kZmZWY1iiKhmNBs6fiADgvI0v3Rt5EOojS0eI2ksGBtdsts2b4z/nA1Cryfr1N1K/+MLSIYlbQIUTmrNnz7J161aaN2/ORx99hI+PD3379uWTTz4hOjq6GkMUN0yBPk+9wEH39qRYe/CotM6IWi7c3TSORgYG11yOvXvjM/V1AFI//YzM35ZbOCJR11VqDE2LFi147bXX2L17N2fPnuWuu+5i7dq1NG3alJYtWzJ16lT27t1bXbGK66TWaNhR6ME/Tu1o6O1Ez8aelg5JiBtS2uV0Nuss+SUyu7Kmcr33XtzHmaoHJ0ydSu627RaOSNRl172Wk5+fH+PHj+ePP/4gNTWVqVOnEh0dzcCBA3n33XerMkZxg0oMRhZsjwZMY2dkqrao7bzsvPCy9cKoGDmRfsLS4Yir8HxuEk5DhoBez/lnn6XwhPy+RPWoksUp7e3tGTVqFIsWLSI5OZlx42Q9j5pkzeF4zmcW4OFgzYjW/pYOR4gqIQODaweVWo3vu+9g16EDxrw84h5/gpKEBEuHJeqgSi/iEx0dzT///EN0dDT5+fl4enrSunVrOnfujI2NDWq1Gk9P6dKoKYxGhbmbTWvePNw1BBtt7Vq7R4grCfcIZ1PcJhlHUwuora0J+OxTokePpvj0GeIef4KgxT+gcXKydGiiDqlwQvPjjz/yySefsHv3bry8vPD398fW1pb09HTOnDmDjY0N999/Py+//DJBQUHVGbOohE2RyZxMysVBZ8UDneT3IuqO0plOktDUDhonJ+rNm0f0PfdSdOoU555+hnpfz0NlbW3p0EQdUaEupzZt2jBnzhweeOABoqOjSUxMZN++fWzbto2IiAiys7NZuXIlRqORdu3asWzZsuqOW1RQaevM/Z3q4WyrtXA0QlSd0oQmJjuG7OJsC0cjKkLr50fgvK9Q29mR/++/xL/2mtSoEVWmQgnNW2+9xd69e5k4cWK5K2rrdDp69erFl19+yfHjxwkODq7qOMV12B2Vzt6YDKw1ah7tKlO1Rd3iYuOCv4NpTFhEWoSFoxEVZdO0Kf4ffwwaDdmrVpPy0ceWDknUERVKaEpX164IDw8P2rdvf90Biaozd/NpAEa1DcDLycbC0QhR9UrXdZKBwbWLQ/du+L75JgBpX31FxpKlFo5I1AVVMstJ1Dynk3PZFJmCWgVP9Khv6XCEqBalBfakhab2cRk1Eo8JEwBIfPNNcjZvtmxAotarcEKjVqvRaDRXfVhZVXrSlKgmKw+eB6BXqBfBHvYWjkaI6iFTt2s3j4kTcB45EoxGzj/3PAVH5Pcorl+FM5Dly69ctnrHjh18+umnMrirhlAUhZUH4wEY1srPwtEIUX2aujVFhYqEvATSCtJwt3W3dEiiElQqFb7Tp6FPTCRvxw7innyS4CU/YR0QYOnQRC1U4YRm2LBhl207ceIEr7zyCqtXr+b+++/nrbfeqtLgxPU5GJdJbHo+tloN/Zp5WzocIaqNg7UDwc7BRGVFcSztGD0Celg6JFFJKq0W/08+JuaBMRSdOMG5J58keMkS1PbSsiwq57rG0MTHxzNu3DhatGiBXq/n4MGDLFy4sNwZUOLmK22d6R/mjZ21dAOKus28UGWq1KOprTQODgR+9SVWnp4UnTpNwuuvS4u/qLRKJTRZWVm8/PLLNGzYkGPHjrFhwwZWr15NeHh4dcUnKklvMLLmsKms+PBWssyBqPtKx9FIgb3aTevtjf/HH4GVFdl//En6woWWDknUMhVOaGbNmkX9+vVZs2YNP/30Ezt27KB79+7VGZu4DjvPppGaW4SrnZZujTwsHY4Q1a60wN7R1KPyrb6Ws2vTBu+XXwYgefb75O3ebeGIRG1S4f6I//3vf9ja2tKwYUMWLlzIwitkz7/99luVBScqr7S76fYWvmg1Mitf1H2hbqFoVBrSCtNIyk/Cx97H0iGJG+D6wP0UHD5M9urVnH/ueUJ++xWtt4wFFNdW4YTmwQcfRKVSVWcs4gYVlhhYezQRgGHS3SRuEbZWtjR0aUhkRiTHUo9JQlPLqVQqfN+cTtHJkxRFRnL+mWcJ+n6RrPkkrqnCCc13331XjWGIqrDpRDK5RXr8XWxpW8/V0uEIcdOEe4QTmRHJ0bSj9A3qa+lwxA1S29oS8OknRN15FwWHDpE0cyY+U6daOixRw0mfRB2y4UQyAIOb+6BWS2uauHU0c28GyEynusS6Xj38Zr0HQMaPP5G5YoVlAxI1XoUSmvHjxxMXF1ehCy5dupTFixffUFCi8hRFYeeZNAC6N/K0cDRC3FylazodSzsmA4PrEMdevf5bHuGNaRRGyBIX4soq1OXk6elJeHg4Xbp04Y477qBdu3b4+flhY2NDRkYGERERbNu2jSVLluDv78+8efOqO25xiZi0fM5nFqDVqGgf7GbpcIS4qRq5NEKr1pJdnE1cThz1nKQmVl3hMeEpCo4eIW/LVs498ywhvyxD4+Ji6bBEDVShFpq33nqLU6dO0aNHD7788ks6depEvXr18PLyIjQ0lAcffJCzZ88yf/58du7cSfPmzas7bnGJ7WdSAWhdzxVba42FoxHi5tJqtDRxawLIuk51jUqtxn/WLLSBgZScO8f5lyajGI2WDkvUQBUeQ+Pl5cUrr7zCoUOHSEtLY//+/Wzfvp3IyEgyMjL45Zdf6N+/f3XGKq5ix2lTd1PXBlJ7RtyazONopMBenaNxdibg009Q2diQ988/pH72uaVDEjXQdQ0KdnFxoWXLlnTq1ImGDRvKdG4LMxoVdp69kNA0lMX5xK3p4nE0ou6xadIE3zenA5D6xRfkbNpk4YhETVPphX4OHz5c7naVSoWNjQ316tVDp9PdcGCi4k4k5pCeV4ydtYaWgS6WDkcIiyhd0ykiLQKD0YBGLV2vdY3zHXdQcOgwGYsXEz/5ZUJ+WYZ1UJClwxI1RKUTmlatWl21RUar1XLPPffw1VdfYWNjc0PBiYrZcWH8TIcQN6kOLG5ZIc4h2FrZUqAvICorioauDS0dkqgG3i9PpjAigoIDBzj39DMEL/kJtZ2dpcMSNUClP/2WL19Oo0aNmDdvHgcPHuTAgQPMmzeP0NBQfvzxR7755hs2btzIa6+9Vh3xinJsP21KaGT8jLiVadQamro1BaTbqS5TWVvj/9FHaDw8KDp5koSpb8hUfQFcRwvNO++8w8cff8yAAQPM21q0aEFAQACvv/46u3fvxt7enhdeeIH333+/SoMVlysxGNkdlQ5AFxk/I25xYR5h7E/ez9HUowxrOMzS4YhqovX2IuDDOcSMfZjsNWuwbdECtwfHWDosYWGVbqE5cuQIQeX0WQYFBXHkyBHA1C2VkJBw49GJazp8LpO8YgOudlqa+jhZOhwhLOricTSibrNr3x7vyS8BkDRrFvn79lk4ImFplU5omjRpwsyZMykuLjZvKykpYebMmTRpYqoDcf78ebwrsDrq1q1bGTp0KH5+fqhUKlZcUtp67NixqFSqMo9OnTpVNuQ6bfuF6dqdG7jLcgfillc60+lE+glKDCUWjkZUN9cHH8Rp8GDQ6zk3aRIlycmWDklYUKW7nD7//HPuuOMOAgICaNGiBSqVisOHD2MwGFizZg0AZ8+e5amnnrrmtfLy8mjZsiUPP/wwo0aNKveYgQMHsmDBAvPP1rLiqpmiKGw4ngRAFxk/IwSBjoE4WjuSU5zD6czTNHVvaumQRDVSqVT4vv0WRadOUXTqFOefe56g7xag0motHZqwgEonNF26dCE6OpoffviBkydPoigKd955J6NHj8bR0RGAMWMq1pc5aNAgBg0adNVjdDodPj4+FY6vqKiIoqIi88/Z2dkVPre22RyZwqFzWeis1PRvdu0WMSHqOpVKRZh7GLsSdnE07agkNLcAtZ3dfytz79tH0qzZ+Ex51dJhCQuocJfTI488Qk5ODgAODg6MHz+eOXPm8OGHH/LEE0+Yk5mqtnnzZry8vGjcuDHjxo0j+RpNijNmzMDZ2dn8CAwMrJa4LM1oVJj1VyQAY7sE4+UkU+SFgIsK7MnK27cM6+Bg/GbNAiDj++/JWr3awhEJS6hwQrNw4UIKCgqqM5bLDBo0iMWLF7Nx40Y++OAD9uzZQ58+fcq0wFzqlVdeISsry/yo6Crhtc3qw/EcT8jGUWfF+J4NLB2OEDVGmHsYIFO3bzWOfXrj/uR4ABJen0phZKSFIxI3W4W7nCwxz/+ee+4x/zs8PJx27doRFBTE77//zsiRI8s9R6fT1flKxSUGI3PWnwTg8R71cbWXcUVClCptoTmVcYpCfSE2VtJ6eavwnDiRwiNHydu2jXNPP2NamdtJZn/eKio1y8nSazb5+voSFBTEqVOnLBqHpS3dE0dMWj4eDtY80i3E0uEIUaN423njZuOGQTEQmSHf0m8lKo0Gv9mz0Pr7UxIbS/zkl2Vl7ltIpRKaxo0b4+bmdtVHdUpLSyMuLg5fX99qvU9NVlhi4JMNpoRuYu+G2OsqPa5biDpNpVKZW2mOph61cDTiZrNydcX/k49R6XTkbt5M6ty5lg5J3CSV+jScPn06zs7OVXbz3NxcTp8+bf45KiqKgwcPmpOjadOmMWrUKHx9fYmOjubVV1/Fw8ODESNGVFkMtc2awwkk5xTh62zDfR3rWTocIWqkcPdwtp7bKgODb1G2YWH4vPEGCa++Supnn2PbvDkOPXpYOixRzSqV0Nx77714eXlV2c337t1L7969zT8///zzADz00EPMnTuXI0eOsGjRIjIzM/H19aV3794sXbq02mZU1Qbf74wG4IFOQeisZDVhIcoT5iEDg291LiNHUHD4EJlLlnL+xZcI+fUXrOvorFdhUuGEpjrGz/Tq1euqg43/+uuvKr9nbXYoLpND57Kw1qi5p738jynElTRzbwZAVFYUeSV52GvtLRyRsATvV1+l8PhxCg8d5twzzxL842LUtraWDktUkwqPoZHVTC1v0c4YAAY398HDoW7P5BLiRnjYeuBj74OCIus63cLU1tYEfPwxGnd3io4fJ3HadPksq8MqnNAYjcYq7W4SlZOeV8zqw/EAjOkcbNlghKgFSheqlHE0tzatjw/+c+aARkPWypVk/PSTpUMS1aTSi1MKy/h5bxzFeiNhfk60qedi6XCEqPFkHI0oZd+xA14vvABA0oyZ5B84YOGIRHWQhKYWMBgVfthl6m56sHOQxesBCVEblFYMlqnbAsDt4bE4DhwIJSWcf3YS+pQUS4ckqpgkNLXAhuNJnMsowNlWyx0t/S0djhC1QunA4HO558gszLRsMMLiTCtzv411gwbok5M5/9zzKCUllg5LVCFJaGo4vcHI7AuLUN7XoR621jJVW4iKcNY5U8/RVKtJBgYLAI2DPQGffoLa3p78vXtJfv8DS4ckqpAkNDXcsn3nOJWci7OtlidlEUohKqV0HM3RNOl2Eia6+vXxnTkDgPSFC8n6/XcLRySqiiQ0NVhekZ4P1pkWoXymbyOc7bQWjkiI2sW88rbMdBIXcerXD/dx4wBIeO11Ck+etHBEoipIQlODzdt6ltTcIoLc7RjTKcjS4QhR65jXdJIWGnEJz0nPYt+lM0pBAeeffgZDTo6lQxI3SBKaGiopu5B5W88C8PLAJlhbya9KiMpq6tYUtUpNcn4yKfkyq0X8R6XR4PfBB1j5+VIcE0P8/16RlblrOfmUrKE++vsUBSUG2tRzYVC4j6XDEaJWstPaUd+5PiD1aMTlrFxdCfj4E1TW1uRu2EDavK8tHZK4AZLQ1EBJ2YX8uu8cAP8b1FTqzghxA0qnb0s9GlEe2+bh+Ex9HYCUjz8md9t2C0ckrpckNDXQt9uiKDYYaR/sSocQN0uHI0StJuNoxLW43HknLnfdBYpC/AsvUHzuvKVDEtdBEpoaJqughMX/xgLwZC+Zpi3Ejbp4TSdZmFBcifdrU7AJD8eQlUXUqFEkTJ9OweHD8p6pRSShqWF+2BVDbpGeUG9HeofKYqBC3KjGbo2xUluRWZRJfF68pcMRNZRapyPgk4+xDgrCmJVF5k9LiL77Hs7ePoTUr+ZRkpho6RDFNUhCU4MUlhhYsD0agCd61pexM0JUAZ1GRyOXRoDUoxFXp/Xzo/4fvxP4zXychg5FZWND8dmzpHz4Iad79yH2kUfIWr0aY0GBpUMV5bCydADiP7/uP0dqbhH+LrYMbeln6XCEqDPCPMI4nn6co2lH6R/c39LhiBpMpdHg0LUrDl27YsjNJeevv8havoL8vXvJ27GTvB07Udvb4zhwAC7Dh2Pbrp18+awhpIWmhjAYFXPdmce6h6DVyK9GiKpSOo4mIlXWdBIVp3FwwGXUKIJ++J4G69fhMXEi2oAAjHl5ZP36GzFjHuRM/wGkfPY5xefOWTrcW558atYQfx5NICYtH1c7Lfe0D7R0OELUKaUznY6lHcOoSPE0UXnWgYF4TpxAg3V/EfT9IpxHjURtb09JXBypn33Gmdv6EfPAGDJ//RVDbp6lw70lSUJTAyiKwtzNZwB4qEswdtbSEyhEVarvUh+dRkduSS4x2TGWDkfUYiq1Grv27fF75x0abfsHv9mzsO/SBVQq8vfuJWHKa5zq1o3zL00md/t2FIPB0iHfMiShqQH+OZXKsfhsbLUaHuocbOlwhKhztGotTdyaAFIxWFQdta0tzkOHUu/bb2i4aSOezz+Pdf36KIWFZK9eTdyjj3G6720kz/mQorNRlg63zpOmAEwtJHq9HoOFMumlO8/g76hhZJsAbDVGCgsLLRKHuHEajQYrKysZJFgDhbmHcSjlEMdSjzGk/hBLhyPqGK2PDx6Pj8N93GMUHj5M5ooVZP/+B/rERNLmzSNt3jxsWrbAZfhwnAYPRuPsbOmQ6xyVUserBmVnZ+Ps7ExWVhZOTk6X7S8uLiYhIYH8/HwLRAfFeiPJOUWoAB9nGzRq+SCs7ezs7PD19cXa2trSoYiLrD6zmle3vUprr9YsGrTI0uGIW4CxqIjcTZvIWr6C3G3b4MKXZpVWi0OfPjgPH4ZD9+6orKRtoTzX+vy+1C2d0BiNRk6dOoVGo8HT0xNra+ub/s36fEY+uUV6nGy0+LrY3tR7i6qlKArFxcWkpKRgMBho1KgRarX06tYUZ7POMmzFMGw0NuwcvRMrtXyIiJtHn5pK1po1ZC1fQVFkpHm7xt0d5yFDcB4xHJsmTSwYYc0jCc0lrvaCFBYWEhUVRVBQEHZ2djc9tsISAyeTcgBo7O2IjVZz02MQVS8/P5+YmBhCQkKwsbGxdDjiAqNipMtPXcgryePXO36lsWtjS4ckblGFx4+TtWIFWavXYEhPN2/XNWmCy4jhOA0ZgpW7uwUjrBkqm9DI10ew2Lfo5JwiAJxstJLM1CHSKlMzqVVq88rbUjFYWJJN06Z4v/IKjbZsJuCLL3Ds3x+VVkvRiRMkzZjJqZ69OPf0M+QfOGDpUGsV+ctrIYUlBjLziwHwdtJZOBohbg3mhSplppOoAVRaLY59ehPwycc0+mcr3lNfx6Z5c9DryVm/npj7RhM9+n5y/v4bxSj1k65FEhoLSc7+r3XGVurOCHFTNPMwtdAcTT1q4UiEKEvj4oLb6NGELPuZkJUrcR45ErRaCvbv59zEpzk7aDAZS5ZilFmwVyQJjQUUlhjILJDWGSFuttIWmsiMSIoNxRaORojy2YQ2xu/dd2j499+4jxuH2smJ4pgYEqdN43Tf20j54gv0GRmWDrPGkYTGAqqidSYxMZGnn36a+vXro9PpCAwMZOjQoWzYsMF8THBwMCqV6rLHzJkzAYiOji6z3dHRkbCwMCZMmMCpU6fK3M9gMDBjxgyaNGmCra0tbm5udOrUiQULFlwxxu+++w4XF5fren410dixYxk+fLilwxA3wN/BHxedC3qjnpMZJy0djhBXpfX2wuuF52m4cSPer76C1s8PQ1oaqZ98yunefUh88y2KY2MtHWaNIX0dN1lVtM5ER0fTtWtXXFxcmDVrFi1atKCkpIS//vqLCRMmcOLECfOxb775JuPGjStzvqOjY5mf//77b8LCwsjPz+fIkSN8/PHHtGzZktWrV9O3b18Apk2bxrx58/jss89o164d2dnZ7N27l4wq+JZQXFxco2u2GAwGKZRXR6hUKsLcw9gev51jqcfMazwJUZNpHOxxe/BBXEePJvuvv0j/5lsKIyLI+PFHMn76Ccd+/XB/9BFsW7a0dKiWpdRxWVlZCqBkZWVdtq+goECJiIhQCgoKzNuMRqOSV1RSLY/cwmLl6PlM5d+zqcrx+Kwy+4xGY4Wf06BBgxR/f38lNzf3sn0ZGRnmfwcFBSkffvjhFa8TFRWlAMqBAwfKbDcYDEqvXr2UoKAgRa/XK4qiKC1btlSmTZtW4Rg3bdqkAGUeb7zxhjmut956S3nooYcUJycn5cEHH1QURVEmT56sNGrUSLG1tVVCQkKU1157TSkuLjZf84033lBatmypLFq0SAkKClKcnJyUe+65R8nOzjYf07NnT2XChAnKhAkTFGdnZ8XNzU2ZMmVKmdc3PT1dGTNmjOLi4qLY2toqAwcOVE6ePGnev2DBAsXZ2VlZvXq10rRpU0Wj0SgPPvjgZc9n06ZN5T738t5Xoub4ZP8nSvh34crr2163dChCXBej0ajk7tylxIwbp0SENjE/ou6/X8nesEExGgyWDrFKXO3zuzzSQnOJghIDzab+ddPvG/HmgAotSpmens7atWt55513sLe3v2x/VXTxqNVqnn32WUaMGMG+ffvo0KEDPj4+bNy4kaeeegpPT89rXqNLly589NFHTJ06lcgLRaQcHBzM+2fPns3rr7/Oa6+9Zt7m6OjId999h5+fH0eOHGHcuHE4OjoyefJk8zFnzpxhxYoVrFmzhoyMDO6++25mzpzJO++8Yz5m4cKFPProo/z777/s3buXxx9/nKCgIHNL1dixYzl16hSrVq3CycmJl19+mcGDBxMREYFWqwVMtWRmzJjB/PnzcXd3x8fHh8LCQrKzs83dbG5ubjfwKgtLCXMPA+BomgwMFrWTSqXCvlNH7Dt1pPDkSdIXfEfWmjUU7N3Hub37sA4Jwe3hsTgPG4Zad+uM05QxNLXM6dOnURSFJhWsKPnyyy/j4OBQ5rF58+Zrnld6/ejoaADmzJlDSkoKPj4+tGjRgvHjx/Pnn39e8Xxra2ucnZ1RqVT4+Pjg4+NTJqHp06cPL774Ig0bNqRhw4YAvPbaa3Tp0oXg4GCGDh3KCy+8wM8//1zmukajke+++47w8HC6d+/OmDFjyowbAggMDOTDDz8kNDSU+++/n6effpoPP/wQwJzIzJ8/n+7du9OyZUsWL17M+fPnWbFihfkaJSUlfPHFF3Tp0oXQ0FCcnZ2xtbVFp9OZn09N7iYTV1bazXQm8wz5JZZZ8kSIqmLTuDF+M969MID4MdSOjhRHRZE49Q1O972N1C+/xJCZaekwbwppobmErVZDxJsDqvSaBcUGolLzMCoKHg46fJwvrx5rW8HCesqFws4VHdPx0ksvMXbs2DLb/P39K32fZs2acfToUfbt28e2bdvYunUrQ4cOZezYscyfP79CsVysXbt2l2375Zdf+Oijjzh9+jS5ubno9frLqkMGBweXGQPk6+tLcnJymWM6depU5vXp3LkzH3zwAQaDgePHj2NlZUXHjh3N+93d3QkNDeX48ePmbdbW1rRo0aLSz0vUfF52XnjaepJSkEJkRiStvVpbOiQhbphpAPELuD8xnsxly0hftAh9QgIpH31M6lfzcBk5ErexD2EdGGjpUKuNtNBcQqVSYWdtVWUPK7WKlJwirK3UeDjoCPGwL/e4iiYojRo1QqVSlfnwvRoPDw9zK0jpw9b22mtGlV4/JCTEvE2tVtO+fXuee+45li9fznfffcc333xDVFRUhWK52KXdZbt27eLee+9l0KBBrFmzhgMHDjBlyhSKi8tOrS3tEiqlUqkwVqLglHKFlT4URSnzO7C1tZWBwHVYmMeFbiepRyPqGI2DPe4Pj6Xhur/wmz0bXdOmKAUFZCxezJkBAzk36TkKjhyxdJjVQhKaalRUYuBMSh7FBiM6Kw313Oxu+EPSzc2NAQMG8Pnnn5OXl3fZ/swqaFo0Go188sknhISE0Lr1lb+9NmtmKlJWXhxgauUwXFhd9lq2b99OUFAQU6ZMoV27djRq1IiYmJjKB48pObr050aNGqHRaGjWrBl6vZ5///3XvD8tLY2TJ0/StGnTq163Ms9H1GzmcTSS0Ig6SqXV4jx0CCG//Uq9Bd9i3707GI3krF1L9F13E/PAGHI2bapTFYgloakmhSUGzqbmUXIhmanvaY+Vpmpe7i+++AKDwUCHDh349ddfOXXqFMePH+eTTz6hc+fOZY7NyckhMTGxzCM7O7vMMWlpaSQmJnL27FlWrVrFbbfdxu7du/nmm2/QaExdYXfeeScffvgh//77LzExMWzevJkJEybQuHHjK47nCQ4OJjc3lw0bNpCamkp+/pXHKzRs2JDY2FiWLFnCmTNn+OSTT1i+fPl1vT5xcXE8//zzREZG8tNPP/Hpp5/y7LPPAqYWrmHDhjFu3Di2bdvGoUOHeOCBB/D392fYsGFXvW5wcDCHDx8mMjKS1NRUSkpKris+YXml42gi0iIsHIkQ1UulUmHfuTP1vp5nqkA8bBhoteTv3cu5J5/i7NA7yPzlF4xFRZYO9YZJQlMNivQGzqaYkhkbrSmZ0VZRMgOmbqD9+/fTu3dvXnjhBcLDw+nXrx8bNmxg7ty5ZY6dOnUqvr6+ZR4XzxoCuO222/D19aV58+b873//o2nTphw+fJjevXubjxkwYACrV69m6NChNG7cmIceeogmTZqwbt06rKzKH4rVpUsXxo8fzz333IOnpyezZs264nMaNmwYzz33HBMnTqRVq1bs2LGD119//bpenwcffJCCggI6dOjAhAkTePrpp3n88cfN+xcsWEDbtm0ZMmQInTt3RlEU/vjjj8u6sy41btw4QkNDadeuHZ6enmzfvv264hOWV9pCE50dTXZx9jWOFqJusAltjN97M2n493rcHn0EtYMDxWfOkPDa6xcGEH9VqwcQq5QrDSq4CbZu3crs2bPZt28fCQkJLF++vEwlVkVRmD59OvPmzSMjI4OOHTvy+eefExYWVuF7XG358cLCQqKioggJCcHG5vKButdDbzRyJjmPIr3BlMx4VF3LjLi2Xr160apVKz766COLxVAd7ytR9Qb+OpDzuef5uv/XdPLtZOlwhLjpDLm5ZP58YQBxYiIAKjs7XEaNwu2hh7AOuPYEkup0tc/v8lj0kzYvL4+WLVvy2Weflbt/1qxZzJkzh88++4w9e/bg4+NDv379yMnJucmRVoxRUYhNy6dIb0CrURMiyYwQNVZpK82xVFl5W9yaNA4OuD/yMA3Xr8Nv1nvomjRByc8n4/vvOdO/P/Evv0zJJbNIazKLftoOGjSIt99+m5EjR162T1EUPvroI6ZMmcLIkSMJDw9n4cKF5Ofn8+OPP1og2qtTFIWEzAJyi/SoVSqC3e2qtJtJCFG1Smc6HUuThEbc2lRaLc533EHI8t8I/GY+9l26gNFI1spVnB18O+mLvkfR6y0d5jXV2E/cqKgoEhMT6d+/v3mbTqejZ8+e7Nix44rnFRUVkZ2dXeZRnYxGhcz8YqJS80jLM00xDnSzu+5FJ8WN2bx5s0W7m0TtUbrytrTQCGGiUqlw6NqVet9+Q/Cyn7Fp3hxjbi5J775L1F13U3DwoKVDvKoam9AkXujP8/b2LrPd29vbvK88M2bMwNnZ2fwIrMIiQnqDkfMZ+ZxNyeVMci6nk3OISMgmNj2f3CJT9urrbIuz7dUHlwohLK+pu2mafnxePOmF6RaORoiaxbZ5c4KX/ITPtGmonZwoOn6c6PtGkzD1jRo7cLjGJjSlLq3bcmkBtEu98sorZGVlmR9xcXFVEkdhiYEzKbmk5RWTW6Qnr1hPfrEBo6JgbaXGy8mGUG9HPB1vnXUzhKjNHK0dCXYKBqQejRDlUWk0uN57Dw3+/APn4cNBUcj8+WfODBpM5q+/1bgaNjU2ofHx8QG4rDUmOTn5slabi+l0OpycnMo8blR2QQmnk3Mp0hux1qgJdLUjyN2eYHd7Gno5EOrtiI+TDboKLl8ghKgZSsfRHEw+aNlAhKjBrNzd8Zs5g6DvF6Fr1BBDRgYJU6YQM+ZBCiNPWjo8sxqb0ISEhODj48P69evN24qLi9myZQtdunS5aXFkFZQQnWZah8leZ0VDLwdc7a1xttXiZKut1LIFQoiapbOvqRDloohFRKZHWjgaIWo2u/btCfntN7xeehGVnR0F+/YRNXIkSe/NwpBbfsX4m8miCU1ubi4HDx7k4IWBRlFRURw8eJDY2FhUKhWTJk3i3XffZfny5Rw9epSxY8diZ2fH6NGjb0p8iqKQlF0IgKudtUzDFqKOGdpgKN38u1FkKOL5zc+TU1wzS0IIUVOotFrcH32UBr+vwbF/fzAYSF+wgLO330722r+uuF7ezWDRT+e9e/fSunVr83pBzz//PK1bt2bq1KkATJ48mUmTJvHUU0/Rrl07zp8/z7p168qstlydsgv1FJYY0KhU+LrYoJaWGCHqFLVKzYxuM/C19yU2J5ap26da9A+yELWF1teXgE8+JnDeV2gDA9EnJXF+0iTixj1O8XWuw3ejLFop+Ga43krBiqJwJiWP/GI9Xo46fJyvvUK1qHmio6MJCQnhwIEDtGrV6qbcUyoF1z5HUo7w4NoH0Rv1vNjuRR4Ke8jSIQlRaxgLC0mb9zVpX3+NUlKCytoa93HjcH98HGrd9U+UqVWVgmuyvCI9+cWmInnuDjVv5lJiYiJPP/009evXR6fTERgYyNChQ9mwYcNlx7777rtoNBpmzpx52b7vvvsOlUpV7krTP//8MyqViuDgYPM2g8HAjBkzaNKkCba2/2/vvsOiuNY/gH9nG723BSmiV1QE7ApqwNixRA0aW4gGYmyJRoxRuSZovMYu6jWRJNIS44+oEQJGUYyCDY0asIENQVFBBBRw6ez5/UHc67qggAvLwvt5nnkCZ86ceedknH2ZOTtHC8bGxnB1dUVoaGitscbHx4PjONliYmKCQYMG0VxIpNlwNnPGF72r5zjbcnELknKSVBwRIeqDp6kJs/mfol1MNHT69QMrL0fut9/izph38OzkqaaLo8n2pGZyiqpnHjXWETW7N/5mZGSgZ8+eOHbsGNavX48rV64gNjYWb7/9NubNm6dQPzQ0FF988QVCQkJqbE9HRwc5OTlITEyUKw8JCYGtra1c2YoVK7BlyxasWrUKKSkpOH78OGbOnIknT568Nu4bN24gKysL8fHxMDMzw6hRo5CjRq/VJi3b5I6T4dnWE5WsEp8nfI68kjxVh0SIWhG1bQub4J1osyUQAnNzVNy7h8yZM3F/wWeoeMX745SleX1SNweMobioAJJnheBVlMBUVAmUSxp/qceTv7lz54LjOPz111+YMGECHBwc0KVLF/j5+eHs2bNydRMSElBSUoKvv/4aEokEJ06cUGhPIBBg6tSpcgnP/fv3ER8frzAAOyYmBnPnzsXEiRNhb2+Prl27wtfXF35+fq+N29zcHGKxGM7Ozli+fDkKCgpw7tw5uVj79OkDDQ0NWFpaYunSpah84XXbsbGxGDBgAAwNDWFiYoLRo0cjLS1Nbh9//fUXunfvDk1NTfTq1QtJSfSXNqkbjuMQ0C8A9gb2yCnOwdKTS1ElrVJ1WISoFY7joD9iBNodPAjjGTMAPh9Fhw8jbeQo5IWEglVUNNq+6f38L2CMoaiwAPqBdnBu6p37PwREOq+tlp+fj9jYWKxevRo6Oor1DQ0N5X4PDg7GlClTIBQKMWXKFAQHB8Pd3V1hO19fX7i7u2Pr1q3Q1tZGWFgYRowYofDOH7FYjGPHjmHu3LkwMzOr3zH+o7i4WPaISiisfqvygwcPMHLkSMyYMQM//fQTrl+/jpkzZ0JTUxMrVqwAUD2ZqZ+fH5ydnSGRSPDVV19h/PjxSE5OBo/Hg0QiwejRozFo0CDs2rUL6enpWLBgQYNiJK2TjlAHmz02Y+rBqTibdRZBl4Mwr5viXU9CyKvxdXVgsXQJDMaNRfaKlShJTkbO+vUoiIqCeEUAtHv0UPo+6Q7NP4rLK3EnV4K7+cWqDuWVbt++DcYYOnXq9Nq6hYWF+O233/D+++8DAN5//33s27evxvmtunXrhvbt22Pfvn1gjCEsLAw+Pj4K9TZv3ozHjx9DLBbDxcUFs2fPxqFDh+oUu7W1NXR1daGrq4vAwED07NkTgwcPBgB89913sLGxwfbt29GpUyeMGzcOK1euxKZNmyD9522UXl5eePfdd9GhQwd069YNwcHBuHLlClJSUgAAv/zyC6qqqhASEoIuXbpg9OjRWLx4cZ1iI+S5fxn9C1+5VX/T8vtL3+PUg6YbA0BIS6PZqRPsdv8Cy/+sAt/QEGU3b+Lu1Gl46P9vVNZhqEJ90B0aAPmScuSVlIIB4ITayP4kDaY6Gk37zhmhdp2qPf9SWl1e5rd79260a9cOXbt2BVCdtLRr1w4RERH4+OOPFer7+PggNDQUtra2ePbsGUaOHInt27fL1XF0dMTVq1dx8eJFnDp1CidOnMCYMWMwY8YM7Ny585XxnDx5Ejo6OkhKSsKSJUsQFhYmu0OTmpoKNzc3uePq378/nj17hvv378PW1hZpaWn48ssvcfbsWeTm5soSnXv37sHJyQmpqano2rUrtLX/15dubm6v7SdCXja63WgkPUrCnpt7sOzkMuwZvQeWupaqDosQtcTxeDCcMAG6gwfj8eZAPN27FwX79+PZn3/CzM8PhhMngOO9+edtq75DU1ZRhSeScjwuqk5mDLWE6CjWh9jUFAItvepHQE211PEdNx06dADHcUhNTX1t3ZCQEFy7dg0CgUC2XLt2DcHBwTXWnzZtGs6ePYsVK1bggw8+gEBQc77L4/HQu3dvLFy4EJGRkQgLC0NwcDDS09NfGY+9vT0cHBwwadIkrFy5EuPHj0dZWfXg65rm6Ho5eRszZgzy8vLw448/4ty5c7LxN+Xl5XL1CVGGL/p8AUcTRzwte4rPEz5HRVXjPfsnpDUQGBnBctXXsPu/3dDo1AlVBQXIDghAxpQpKP3nTvubaLUJTWZ+Mfz2XIKkvAocOFgZaMHGWBsiQfPuEmNjYwwfPhzffvstJBLFV00//WcW1CtXruDChQuIj4+XvY05OTkZJ06cwPnz53H1quJkfMbGxnjnnXeQkJBQ4+Om2jg6OgJAjfHUxtvbG1KpFN99952sjTNnzsglJWfOnIGenh7atGmDvLw8pKamYvny5Rg8eDA6d+6s8M0qR0dHXLp0CSUlJbKylwdJE1JXGnwNbPLYBD2RHi7nXsami5tUHRIhLYJ29+6w37cXFv7LwNPRQemly0ifMBHZ/1mNqqKGv627eX96NwLGGH49fw+eW0/ienYheBzQxkgTpnoaajMn03fffYeqqir06dMHv/32G27duoXU1FRs27ZN9oglODgYffr0gbu7O5ycnGTLgAED4ObmVutdmrCwMOTm5tY6RmfChAkIDAzEuXPncPfuXcTHx2PevHlwcHCo07ie53g8Hj777DOsXbsWxcXFmDt3LjIzM/Hpp5/i+vXr+P333xEQEAA/Pz/weDwYGRnBxMQEP/zwA27fvo1jx44pfLNq6tSp4PF48PX1RUpKCg4ePIiNGzfWOSZCXmatZ41vBnwDAPgl9RfEZsSqOCJCWgZOIIDxBx+g3cGD0B85EpBK8WTXLqSNHImCA3806I57q0poHheVwTf8Apb8dgXPyirRxcoA5noa0NEQqjq0erG3t8fff/+Nt99+G4sWLYKTkxOGDh2KP//8Ezt27EB5eTl27doFLy+vGrf38vLCrl27ZI9qXqSlpQUTE5Na9z18+HDExMRgzJgxcHBwwPTp09GpUyccOXKk1kdUtfHx8UFFRQW2b9+ONm3a4ODBg/jrr7/QtWtXzJ49G76+vli+fDmA6gQoIiICFy9ehJOTExYuXIgNGzbItaerq4uYmBikpKSge/fu+Pe//41169bVKyZCXjbQZiB8nXwBAAGnA5Be8OpHq4SQuhNamKPN5k2wCd4JkZ0dqh7n4uHnn+Oejw/K0jPq1Varmfog/8lT+Oy+iqR7TyHi87BomAPe722Fe3cz6BX1RKlo6oOWp1JaiZlHZuLCowv4l+G/8MvIX6Bdx4H8hJC6kZaXIz84GLlB34OVleEZj4c+qSk09cHL9l64h6R7T6GrIUD0p/0xy6M9+Dz1eMRECFEtAU+ADR4bYKplittPb+M/Z/9Dg9AJUTKeSATTOXPQ7kAMdDzcgXq+hK/VJDRbjt4CAHwxoiM6iV+f6RFCyItMtUyx3n09eBwPMXdisO/WPlWHREiLJLKxgU1QEKw2bnh95Re0moTmWVkVutoYYlpfO1WHQghRU73FvTG/+3wAwNpza5GS9+ZfNSWEKOI4Dnpvv12vbVpNQsPncVgz3pkeMxFC3siHTh9ioM1AlEvL4Rfvh4KyAlWHRAhBK0poPnCzg6MVPWoihLwZHsfDf/r/B2102+DBswdYfno5pEyq6rAIafVaTUIzZ2B7VYdACGkhDDQMsHngZoh4IsRnxiPsWpiqQyKk1Ws1CY22iKatIoQoj6OJI5b2XQoA2Pb3NpzPPq/iiAhp3VpNQkMIIco2ocMEjGk3BlWsCl+c+AK5JbmqDomQVosSGkIIaSCO47DcdTn+Zfgv5Jbk4osTX6BSWqnqsAhplSihIYSQN6At1MbmgZuhLdDG+ezz+Db5W1WHREirRAmNmsrJycGsWbNga2sLDQ0NiMViDB8+HImJiQCApKQkjB49Gubm5tDU1ETbtm0xadIk5OZW3xLPyMgAx3GyxcjICO7u7khISJDt48SJExgzZgysrKzAcRyioqIU4ti/fz+GDx8OU1NTcByH5ORkhTppaWkYP348zMzMoK+vj/feew+PHj1qlH4hRBXsDeyxst9KAMDOKzuRkJnwmi0IIcpGCY2a8vLywqVLlxAeHo6bN28iOjoaAwcORH5+PnJycjBkyBCYmpri8OHDSE1NRUhICCwtLVFcXCzXztGjR5GVlYWEhATo6+tj5MiRSE+vnnxPIpGga9eu2L59e61xSCQS9O/fH2vXrq11/bBhw8BxHI4dO4bTp0+jvLwcY8aMgVRKX3UlLccI+xGY2mkqAGDZqWW4X3RfxRER0rq0mskpa5rcqqZJBBljKKksafI4tQRa4Li6vfTv6dOnMDIyQnx8PDw8PBTWR0VFYeLEiSgpKal1BuyMjOpJOZOSktCtWzcAwIMHD2BtbY2goCDMmjVLrj7HcYiMjMS4cePq3B4AHDlyBJ6ennjy5Ims/588eQJjY2PExcVhyJAhdTpmdUKTU7ZeFVUVmBE7A5dzL8PRxBE/e/4MEV+k6rAIUUuv+vyuCX2X+SUllSXou7tvk+/33NRzdZ69V1dXF7q6uoiKioKrqys0NDTk1ovFYlRWViIyMhITJkyoc6KkrV29/4p6Tgj2KmVlZeA4Ti5GTU1N8Hg8nDp1qkUmNKT1EvKF2OixERMPTERKXgrWn1+P5a7LVR0WIa0CPXJSQwKBAGFhYQgPD4ehoSH69+8Pf39/XL58GQDg6uoKf39/TJ06FaampvD09MSGDRteOW5FIpFg2bJl4PP5Nd71aShXV1fo6OhgyZIlKC4uhkQiweLFiyGVSpGVlaW0/RDSXFjqWmLtW2vBgcOvN37FgTsHVB0SIa0C3aF5iZZAC+emnlPJfuvDy8sLo0aNwsmTJ5GYmIjY2FisX78eO3fuxIwZM7B69Wr4+fnh2LFjOHv2LIKCgvDNN9/gxIkTcHZ2lrXTr18/8Hg8FBcXw9LSEmFhYXLr35SZmRn27t2LOXPmYNu2beDxeJgyZQp69OgBPp+vtP0Q0pwMaDMAH7t8jO8vf4+vE79GZ+POaG9IbysnpDHRGJoWNNbho48+QlxcHO7evauwrry8HN27d0evXr0QHh4uG/MSHR0NR0dHGBoawsTEpNa2GzqG5kW5ubkQCAQwNDSEWCzGokWLsHjx4oYcarPW0s4r0jBV0irMOjoL57LOwd7AHhGjIur8WJkQUv8xNPTIqQVxdHSERCKpcZ1IJEL79u0V1tvY2KB9+/avTGaUxdTUFIaGhjh27BhycnLwzjvvNPo+CVEVPo+PdW+tg7mWOdIL0rHizAq08L8fCVEpeuSkhvLy8jBx4kT4+PjAxcUFenp6uHDhAtavX4+xY8fiwIEDiIiIwOTJk+Hg4ADGGGJiYnDw4EGEhobWeT/Pnj3D7du3Zb+np6cjOTkZxsbGsLW1BQDk5+fj3r17ePjwIQDgxo0bAKoHJovFYgBAaGgoOnfuDDMzMyQmJmLBggVYuHAhOnbsqKwuIaRZMtEywcaBG/Fh7Ic4lHEIPSx6YHKnyaoOi5CWibVwBQUFDAArKChQWFdSUsJSUlJYSUmJCiJruNLSUrZ06VLWo0cPZmBgwLS1tVnHjh3Z8uXLWXFxMUtLS2MzZ85kDg4OTEtLixkaGrLevXuz0NBQWRvp6ekMAEtKSqp1P8ePH2cAFJbp06fL6oSGhtZYJyAgQFZnyZIlzMLCggmFQtahQwe2adMmJpVKld8xzYS6nlek8YRdDWNOYU6s20/d2OWcy6oOhxC18KrP75rQGBoa60CUjM4r8jLGGBbGL8Sf9/6EpY4l9ozeA0NNQ1WHRUizRmNoCCGkmeE4Dqv6r4KNng2yJFnwP+UPKaM3ZROiTJTQEEJIE9AT6WHzwM3Q4Gvg5IOTCL4SrOqQCGlRKKEhhJAm0sm4E/7d998AgO3J23Euq+nfeUVIS0UJDSGENKHxHcZj3L/GQcqk+OLEF8gpzlF1SIS0CJTQEEJIE/Pv6w8HIwfkl+ZjccJiVEiVN38aIa0VJTSEENLEtARa2DxwM3SEOvg752/89+//qjokQtQeJTSEEKICdvp2WNV/FQAg9FooYtNjVRwRIeqtWSc0K1asAMdxcsvzt88SQoi6G2o3FN6O3gCAJSeXYM+NPSqOiBD11eynPujSpQuOHj0q+51maCaEtCR+Pf0gqZBg/639WHV2FR4VP8In3T4Bx3GqDo0QtdLsExqBQEB3ZQghLZaAJ8AKtxWw0LbAjks78MPlH5BTnIOv3L6CkCdUdXiEqI1m/cgJAG7dugUrKyvY29tj8uTJuHPnzivrl5WVobCwUG5piXJycjBr1izY2tpCQ0MDYrEYw4cPR2JiIgAgKSkJo0ePhrm5OTQ1NdG2bVtMmjQJubm5AICMjAy5R3lGRkZwd3dHQkKCbB9r1qxB7969oaenB3Nzc4wbN042+WRNZs2aBY7jsGXLFrnygQMHKjw6nDyZJugj5DmO4zC321wEuAWAx/EQdTsK84/NR3FFsapDI0RtNOuEpm/fvvjpp59w+PBh/Pjjj8jOzka/fv2Ql5dX6zZr1qyBgYGBbLGxsWnCiJuOl5cXLl26hPDwcNy8eRPR0dEYOHAg8vPzkZOTgyFDhsDU1BSHDx9GamoqQkJCYGlpieJi+Qvk0aNHkZWVhYSEBOjr62PkyJFIT08HACQkJGDevHk4e/Ys4uLiUFlZiWHDhkEikSjEExUVhXPnzsHKyqrGeGfOnImsrCzZ8v333yu/UwhRcxMcJmDb29ugydfEqQen4HPYB3kltV/vCCEvaMyZMpXt2bNnzMLCgm3atKnWOqWlpaygoEC2ZGZm1mu2balUyqokkiZf6jP79JMnTxgAFh8fX+P6yMhIJhAIWEVFRa1t1DTb9v379xkAFhQUVOM2OTk5DABLSEiQK79//z5r06YNu3r1KrOzs2OBgYFy6z08PNiCBQvqdGwtAc22Td7UpZxLbMD/DWBOYU7M8zdPdrfgrqpDIqTJ1Xe27WY/huZFOjo6cHZ2xq1bt2qto6GhAQ0NjQbvg5WU4EaPng3evqE6/n0RnLZ2nerq6upCV1cXUVFRcHV1VThesViMyspKREZGYsKECXUeXKj9z/4rKmp+yVdBQQEAwNjYWFYmlUrh7e2NxYsXo0uXLrW2/csvv2DXrl2wsLCAp6cnAgICoKenV6e4CGltXMxc8LPnz5h9dDYyizLhfcgb3w7+Fk6mTqoOjZBmq1k/cnpZWVkZUlNTYWlpqepQVEogECAsLAzh4eEwNDRE//794e/vj8uXLwMAXF1d4e/vj6lTp8LU1BSenp7YsGEDHj16VGubEokEy5YtA5/Ph4eHh8J6xhj8/PwwYMAAODn976K6bt06CAQCzJ8/v9a2p02bhv/7v/9DfHw8vvzyS/z22294991336AHCGn52hq0xa6Ru9DZuDPyS/Phc9gHJ++fVHVYhDRfjXvD6M0sWrSIxcfHszt37rCzZ8+y0aNHMz09PZaRkVHnNl51y0pdHzm9GP+RI0fYypUrmZubG+Pz+Sw0NFS2Pjc3l+3Zs4f5+fmxdu3aMUNDQ3b58mXG2P8eOWlpaTEdHR3GcRyzsrJiP//8c437mjt3LrOzs2OZmZmysgsXLjALCwv24MEDWVlNj5xeduHCBQaAXbx4sd7HrA7okRNRpmflz9jHRz5mTmFOrGt4V7b/5n5Vh0RIk6jvI6dmndBMmjSJWVpaMqFQyKysrNi7777Lrl27Vq826pvQqDNfX19ma2tb47qysjLm6OjIPvjgA8bY/xKa6Ohodvv2bZabm1tru5988gmztrZmd+7ckSsPDAxkHMcxPp8vWwAwHo/H7Ozsam1PKpUyoVDIIiIi6n+QaqClnVdE9cory9myE8uYU5gTcwpzYkHJQQ36I4gQddKixtBERESoOgS14ujoiKioqBrXiUQitG/fXuEbSjY2Nmjfvn2N2zDG8OmnnyIyMhLx8fGwt7eXW+/t7Y0hQ4bIlQ0fPhze3t748MMPa43z2rVrqKioaPWPDgmpKyFfiNUDVsNCxwI7r+zE9uTtyCnOgX9ff/B59LJRQgA1eLEeUZSXl4eJEyfCx8cHLi4u0NPTw4ULF7B+/XqMHTsWBw4cQEREBCZPngwHBwcwxhATE4ODBw8iNDS0zvuZN28edu/ejd9//x16enrIzs4GABgYGEBLSwsmJiYwMTGR20YoFEIsFqNjx44AgLS0NPzyyy8YOXIkTE1NkZKSgkWLFqF79+7o37+/8jqFkBaO4zgs6LEAZlpmWPvXWuy5uQePSx5jnfs6aAm0VB0eISpHCY0a0tXVRd++fREYGIi0tDRUVFTAxsYGM2fOhL+/P7KysqCtrY1FixYhMzMTGhoa6NChA3bu3Alvb+8672fHjh0Aql+M96LQ0FDMmDGjTm2IRCL8+eef2Lp1K549ewYbGxuMGjUKAQEBNI0FIQ0wtfNUmGubY8mJJTieeRwzj8zE9kHbYahpqOrQCFEpjjHGVB1EYyosLISBgQEKCgqgr68vt660tBTp6emwt7eHpqamiiIkLQ2dV6Qp/P3ob3xy7BMUlRehrX5bBA0NQhvdNqoOixCledXnd03U6mvbhBBCqvWw6IGfPX+GWEeMjMIMvH/wfaTmpao6LEJUhhIaQghRU+0N22OX5y50MOqA3JJcfHj4QyQ+TFR1WISoBCU0hBCixix0LBA+Ihy9xb0hqZBg7tG5OHDngKrDIqTJUUJDCCFqTk+kh6AhQRjRdgQqWSWWnVyGkKshaOFDJAmRQwkNIYS0ACK+COvc1+EDxw8AAIEXA7Hu/DpUSatUHBkhTYMSGkIIaSF4HA+Ley/G570+BwD8kvoLFp9YjLKqMhVHRkjjo4SGEEJamOldpmO9+3oIeULE3Y3Dx0c+RkFZgarDIqRRUUJDCCEtkKe9J4KGBEFXqIu/c/7GjNgZyJZkqzosQhoNJTSEENJC9bHsg7ARYTDXMsftp7cx7eA03HpyS9VhEdIoKKFRUzk5OZg1axZsbW2hoaEBsViM4cOHIzGx+h0USUlJGD16NMzNzaGpqYm2bdti0qRJyM3NBQBkZGSA4zjZYmRkBHd3dyQkJMj2sWPHDri4uEBfXx/6+vpwc3PDoUOH5OJ4sY0Xlw0bNsjqlJWV4dNPP4WpqSl0dHTwzjvv4P79+03QS4SQjsYdsWvkLrQzaIec4hxMPzQd57PPqzosQpSOEho15eXlhUuXLiE8PBw3b95EdHQ0Bg4ciPz8fOTk5GDIkCEwNTXF4cOHkZqaipCQEFhaWqK4uFiunaNHjyIrKwsJCQnQ19fHyJEjkZ6eDgCwtrbG2rVrceHCBVy4cAGDBg3C2LFjce3aNdn2WVlZcktISAg4joOXl5eszmeffYbIyEhERETg1KlTePbsGUaPHo2qKvr2BSFNwVLXEj95/oQe5j1QVFGEWXGzEJsRq+qwCFEu1sIVFBQwAKygoEBhXUlJCUtJSWElJSUqiKzhnjx5wgCw+Pj4GtdHRkYygUDAKioqam0jPT2dAWBJSUmysvv37zMALCgoqNbtjIyM2M6dO2tdP3bsWDZo0CDZ70+fPmVCoZBFRETIyh48eMB4PB6LjY2ttR11pq7nFWn5SipK2GfHPmNOYU7MOcyZ/XztZ1WHREitXvX5XRO6Q/MSxhgqyqqafGH1eAGWrq4udHV1ERUVhbIyxa9jisViVFZWIjIysl7tamtrAwAqKioU1lVVVSEiIgISiQRubm41bv/o0SP88ccf8PX1lZVdvHgRFRUVGDZsmKzMysoKTk5OOHPmTJ1jI4S8OU2BJjZ6bMTkjpPBwLDu/DpsurAJUiZVdWiEvDGBqgNobirLpfhhQcLrKyrZx1s9INTg16muQCBAWFgYZs6ciaCgIPTo0QMeHh6YPHkyXFxc4OrqCn9/f0ydOhWzZ89Gnz59MGjQIHzwwQewsLCosU2JRIJly5aBz+fDw8NDVn7lyhW4ubmhtLQUurq6iIyMhKOjY41thIeHQ09PD++++66sLDs7GyKRCEZGRnJ1LSwskJ1N37ggpKnxeXz49/WHhY4Ftv69FWHXwpBTnIP/9P8PhHyhqsMjpMHoDo2a8vLywsOHDxEdHY3hw4cjPj4ePXr0QFhYGABg9erVyM7ORlBQEBwdHREUFIROnTrhypUrcu3069cPurq60NPTQ0xMDMLCwuDs7Cxb37FjRyQnJ+Ps2bOYM2cOpk+fjpSUlBpjCgkJwbRp06Cpqfna+Blj4Diu4R1ACGkwjuPwkfNH+GbANxBwAhxMP4g5f85BUXmRqkMjpME4Vp9nEmqosLAQBgYGKCgogL6+vty60tJSpKenw97eXvYhzBhDZXnT334ViHhv/AH/0UcfIS4uDnfv3lVYV15eju7du6NXr14IDw9HRkYG7O3tER0dDUdHRxgaGsLExOS1+xgyZAjat2+P77//Xq785MmTcHd3R3JyMrp27SorP3bsGAYPHoz8/Hy5uzRdu3bFuHHjsHLlyjc44uappvOKkObq9IPTWBi/ECWVJTDUMMSUTlMwpdMUGGkavX5jQhrRqz6/a0J3aF7CcRyEGvwmX5Rxt8LR0RESiaTGdSKRCO3bt1dYb2Njg/bt29cpmQGqE76axu0EBwejZ8+ecskMAPTs2RNCoRBxcXGysqysLFy9ehX9+vWr0z4JIY2nf5v+CB0RCls9Wzwte4odl3Zg+G/DsebcGjx89lDV4RFSZzSGRg3l5eVh4sSJ8PHxgYuLC/T09HDhwgWsX78eY8eOxYEDBxAREYHJkyfDwcEBjDHExMTg4MGDCA0NrfN+/P394enpCRsbGxQVFSEiIgLx8fGIjZX/umdhYSH27t2LTZs2KbRhYGAAX19fLFq0CCYmJjA2Nsbnn38OZ2dnDBky5I37ghDy5rqYdEH0uGjE3YtDyJUQpOanYvf13fj1xq/wtPeEj5MPOhh1UHWYhLwSJTRqSFdXF3379kVgYCDS0tJQUVEBGxsbzJw5E/7+/sjKyoK2tjYWLVqEzMxMaGhooEOHDti5cye8vb3rvJ9Hjx7B29sbWVlZMDAwgIuLC2JjYzF06FC5ehEREWCMYcqUKTW2ExgYCIFAgPfeew8lJSUYPHgwwsLCwOfXbRA0IaTx8Xl8jGg7AsPthiMxKxEhV0NwLuscDtw5gAN3DsDd2h0+Tj7oYd6Dxr+RZonG0NBYB6JkdF6RluJa7jWEXA1B3N04MFR/VHQ16wofJx8MtBkIHkejFkjjoTE0hBBClKKLaRdsGrgJMeNjMMFhAkQ8ES49voQFxxdg/O/jEXU7ChVViu+tIkQVKKEhhBDySnb6dghwC8DhCYfh6+QLXaEu7hTcwZenv4Tnfk/8dO0nFFcUv74hQhoRJTSEEELqxFTLFJ/1/AxHJhzBwp4LYaplikfFj7DhwgYM3TcU/036L/JL81UdJmmlKKEhhBBSL3oiPfg4+eCw12GscFsBO307FJYX4ofLP2DYvmFYfXY17hfdV3WYpJWhhIYQQkiDiPgieDl44fexv2PzwM1wMnFCWVUZIm5EYHTkaHxx4gvcyL+h6jBJK0EJDSGEkDfC5/Ex1G4odo/ajeBhwehv1R9VrAqH0g9hQswEzI6bjfPZ5+s1WS4h9UXvoSGEEKIUHMehj2Uf9LHsg9S8VIReDcXhu4dx+uFpnH54Gs6mzvB18sXbtm/TV76J0tEZRQghROk6m3TGeo/1ODD+ACZ1nAQNvgau5F7BZ/GfYWzUWOy/tR/lVeWqDpO0IJTQEEIIaTQ2ejZY7roch70OY6bzTOiJ9JBRmIGAMwHw/M0ToVdD8az8marDJC0AJTSkwdq2bYstW7bUuj4jIwMcxyE5ObnJYiKENE8mWiaY32M+4ibE4fNen8Nc2xw5JTnYfHEzhu0bhi0XtyC3JFfVYRI1RgmNGpoxYwY4jsPatWvlyqOiohTmWKmqqkJgYCBcXFygqakJQ0NDeHp64vTp040ep42NDbKysuDk5PTaupT8ENI66Ah1ML3LdMS+G4uv+30NewN7FFUUIfhqMIbvG46PDn+EFWdWyKZcuJ5/HZIKiarDJmqABgWrKU1NTaxbtw6zZs2CkZFRjXUYY5g8eTKOHj2KDRs2YPDgwSgsLMS3336LgQMHYu/evRg3blyjxcjn8yEWixutfUKI+hLyhRjfYTzG/mssjmceR8jVEFx+fBnnss/hXPY5hfrGmsaw0bOBjZ4NbPVsYa1nDVt9W9jo2cBIw4gmzCSU0KirIUOG4Pbt21izZg3Wr19fY509e/Zg3759iI6OxpgxY2TlP/zwA/Ly8vDRRx9h6NCh0NbWxtChQyEQCHDo0CFwHIenT5/CxcUF3t7eWL16da1xFBcXw8fHB3v37oWRkRGWL1+Ojz/+GED1XRd7e3skJSWhW7duePLkCT755BMcOXIEz549g7W1Nfz9/fHhhx/C3t4eANC9e3cAgIeHB+Lj45XUW4SQ5orH8TDYdjAG2QzC9fzruPX0FjKLMnGv8B7uF93HvaJ7eFr2FPml+cgvzcelx5cU2tAR6siSHWs9a9jq2coSH3Ntc/B5fBUcGWlqlNC8hDGGyrKyJt+vQEOjXn9h8Pl8fPPNN5g6dSrmz58Pa2trhTq7d++Gg4ODXDLz3KJFi7B//37ExcVh3LhxCA8Ph7OzM7Zt24YFCxZg9uzZsLCwwIoVK14Zx6ZNm7Bq1Sr4+/tj3759mDNnDtzd3dGpUyeFul9++SVSUlJw6NAhmJqa4vbt2ygpKQEA/PXXX+jTpw+OHj2KLl26QCQS1bkvCCHqj+M4dDbpjM4mnRXWFZUXIbMos8YlW5INSYUE1/Ov43r+dYVthTwh2ui2kd3NeXFpo9sGIj5da1oKSmheUllWhm3TJzT5fueH74NQU7Ne24wfPx7dunVDQEAAgoODFdbfvHkTnTsrXhwAyMpv3rwJAGjTpg2+//57eHt749GjR4iJiUFSUhKEQuErYxg5ciTmzp0LAFiyZAkCAwMRHx9fY0Jz7949dO/eHb169QJQPaj4OTMzMwCAiYkJPaYihMjRE+nB0cQRjiaOCuvKqsrwoOhB9V2donu4V3gPmc8ycb/oPh4UPUCFtAIZhRnIKMxQ2JYDB7GOWCHRMdQwhJAvhJD3z/LPzyKeSL6cJ6S7P80IJTRqbt26dRg0aBAWLVrUoO1fvCs0ceJEREZGYs2aNdixYwccHBxeu72Li4tcW2KxGDk5OTXWnTNnDry8vPD3339j2LBhGDduHPr169eguAkhBAA0+BpoZ9gO7QzbKayrlFYiW5Itu5tzv+i+LPHJLMpESWUJsiRZyJJk4a/svxq0fx7Hq050Xkh8FH7mCSHi11DnFcmSiC+CiC+CBl9Dtrz4u4gvgiZfU1b24n9b60sL1SKh+e6777BhwwZkZWWhS5cu2LJlC956661G2ZdAQwPzw/c1Stuv229DuLu7Y/jw4fD398eMGTPk1jk4OCAlJaXG7VJTUwEAHTp0kJUVFxfj4sWL4PP5uHXrVp32//IdHI7jIJVKa6zr6emJu3fv4o8//sDRo0cxePBgzJs3Dxs3bqzTvgghpD4EPAGs9axhrWcNN7jJrWOMIa80r8bHWJJyCSqkFaiQVqC8qlz2c0VVBSpZpVw7UiZFaVUpSqtKgYqmPLraCXnCeiVAL5a/vO550vU8aXueaL2cjD0ve3GdgBM06WDtZp/Q/Prrr/jss8/w3XffoX///vj+++/h6emJlJQU2NraKn1/HMfV+9GPqq1duxbdunVTuKMyefJkTJ06FTExMQrjaDZt2gQTExMMHTpUVrZo0SLweDwcOnQII0eOxKhRozBo0CClxmpmZoYZM2ZgxowZeOutt7B48WJs3LhRNmamqqpKqfsjhJCacBwHUy1TmGqZort59zpvJ2VSVEorUV5VjkppZY2Jj0IS9E+9cmk5Kqoqaq33Ynm5tLz6v1XlKK0qRUVVBUqrSlFWWYZyaTnKqspQVlWG8qrqn6Xsf39IPm9H1QkWB+5/Cc6LCRBfJJcg1ZYYVZZUvn4nL2j2Cc3mzZvh6+uLjz76CACwZcsWHD58GDt27MCaNWtUHF3z4OzsjGnTpuG///2vXPnkyZOxd+9eTJ8+XeFr29HR0di7dy90dHQAAH/88QdCQkKQmJiIHj16YOnSpZg+fTouX75c69fC6+urr75Cz5490aVLF5SVleHAgQOysTzm5ubQ0tJCbGwsrK2toampCQMDA6XslxBClIXH8WR3KZoLxhgqWaUs2SmvKkdpZWmNPz9PhJ4nQwr1XqjzYtL1PIF7XlcuIauqkJUz/G8CUgYma6shqkrq9wdus05oysvLcfHiRSxdulSufNiwYThz5kyN25SVlaHshW8pFRYWNmqMzcWqVauwZ88euTKO47Bnzx5s3boVgYGBmDdvHjQ0NODm5objx49jwIABAIDHjx/D19cXK1asQI8ePQAAAQEBOHLkCGbPno1ff/1VKTGKRCIsW7YMGRkZ0NLSwltvvYWIiAgAgEAgwLZt2/D111/jq6++wltvvUVf2yaEkDrgOA5CTgih6NVf4mgKz+9evXwXqqYk6Pldq9oSpIKCAnyBL+q8b4414/ncHz58iDZt2uD06dNyg0e/+eYbhIeH48aNGwrbrFixAitXrlQoLygogL6+vlxZaWkp0tPTYW9vD001e8xEmi86rwgh5M0VFhbCwMCgxs/vmqjFUOiXBxUxxmodaLRs2TIUFBTIlszMzKYIkRBCCCEq1KwfOZmamoLP5yM7O1uuPCcnBxYWFjVuo6GhAY0GfmOIEEIIIeqpWd+hEYlE6NmzJ+Li4uTK4+Li6P0lhBBCCJFp1ndoAMDPzw/e3t7o1asX3Nzc8MMPP+DevXuYPXu2qkMjhBBCSDPR7BOaSZMmIS8vD19//TWysrLg5OSEgwcPws7OTtWhEUIIIaSZaPYJDQDMnTtXNl9QY6jtzbaENASdT4QQ0vTUIqFpLCKRCDweDw8fPoSZmRlEIlGTvqaZtCyMMZSXl+Px48fg8Xg0YzghhDShVp3Q8Hg82NvbIysrCw8fPlR1OKSF0NbWhq2tLXi8Zj3mnhBCWpRWndAA1XdpbG1tUVlZSfMIkTfG5/MhEDTthGyEEEIooQHwz2ujhUKFmaMJIYQQoh7onjghhBBC1B4lNIQQQghRe5TQEEIIIUTttfgxNM8nEy8sLFRxJIQQQgipq+ef288/x1+nxSc0RUVFAAAbGxsVR0IIIYSQ+ioqKoKBgcFr63GsrqmPmpJKpXBwcMDFixff6Ku0vXv3xvnz51W2/Zu2UVhYCBsbG2RmZkJfX18lMShj++YQgzL6siX0w5u20VzOSWW0oeoYmktfqroflLE9/ftWThvK6EfGGHr27ImbN2/W6b1eLf4OzfM3ttYlu3sVPp//RheKN91eWW3o6+ur9DiaQz8oIwbgzfqypfRDSzgnldFGc4gBUH1fNod+oH/fzScG4M3Pyedv9K+LVjEoeN68eSpvoznEoAwtoR9aQj8qo43mEIMyNIfjaA4xKENL6IeW0I/KaKM5xKAM9YmhxT9yItUKCwthYGCAgoICpfz10ppRXyoH9aPyUF8qD/WlcqiiH1vFHRoCaGhoICAgABoaGqoORe1RXyoH9aPyUF8qD/WlcqiiH+kODSGEEELUHt2hIYQQQojao4SGEEIIIWqPEhpCCCGEqD1KaAghhBCi9iihIYQQQojao4RGjZw4cQJjxoyBlZUVOI5DVFSU3PpHjx5hxowZsLKygra2NkaMGIFbt27J1mdkZIDjuBqXvXv3yuo9efIE3t7eMDAwgIGBAby9vfH06dMmOsqm8aZ9CQBpaWkYP348zMzMoK+vj/feew+PHj2Sq9O2bVuFvl66dGljH16TWbNmDXr37g09PT2Ym5tj3LhxuHHjhlwdxhhWrFgBKysraGlpYeDAgbh27ZpsfX5+Pj799FN07NgR2trasLW1xfz581FQUCDXTks+L5XRjy/X9fT0rPHcpnPy9X1J18pqyjovm+paSQmNGpFIJOjatSu2b9+usI4xhnHjxuHOnTv4/fffkZSUBDs7OwwZMgQSiQRA9QSdWVlZcsvKlSuho6MDT09PWVtTp05FcnIyYmNjERsbi+TkZHh7ezfZcTaFN+1LiUSCYcOGgeM4HDt2DKdPn0Z5eTnGjBkDqVQq197XX38t1+fLly9vkmNsCgkJCZg3bx7Onj2LuLg4VFZWYtiwYbJ+AoD169dj8+bN2L59O86fPw+xWIyhQ4fKJo59+PAhHj58iI0bN+LKlSsICwtDbGwsfH195fbVks9LZfTji7Zs2fLKuevonHx1X9K1spoy+rJJr5WMqCUALDIyUvb7jRs3GAB29epVWVllZSUzNjZmP/74Y63tdOvWjfn4+Mh+T0lJYQDY2bNnZWWJiYkMALt+/bpyD6KZaEhfHj58mPF4PFZQUCCrk5+fzwCwuLg4WZmdnR0LDAxs9GNoLnJychgAlpCQwBhjTCqVMrFYzNauXSurU1paygwMDFhQUFCt7ezZs4eJRCJWUVHBGGt95+Wb9GNycjKztrZmWVlZCuc2Y3RONvScpGtlw/qyKa+VdIemhSgrKwMAaGpqysr4fD5EIhFOnTpV4zYXL15EcnKy3F/CiYmJMDAwQN++fWVlrq6uMDAwwJkzZxop+ualLn1ZVlYGjuPk3oKpqakJHo+n0N/r1q2DiYkJunXrhtWrV6O8vLwJjkI1nj8mMjY2BgCkp6cjOzsbw4YNk9XR0NCAh4fHK8+n569LFwiq589tbedlQ/uxuLgYU6ZMwfbt2yEWi2ttn87J+p2TdK2s1pC+bMprJSU0LUSnTp1gZ2eHZcuW4cmTJygvL8fatWuRnZ2NrKysGrcJDg5G586d0a9fP1lZdnY2zM3NFeqam5sjOzu70eJvTurSl66urtDR0cGSJUtQXFwMiUSCxYsXQyqVyvX3ggULEBERgePHj+OTTz7Bli1bMHfuXFUdWqNijMHPzw8DBgyAk5MTAMjOGQsLC7m6FhYWtZ5PeXl5WLVqFWbNmiUra03n5Zv048KFC9GvXz+MHTu21vbpnKz/OUnXyob3ZVNeKwVvcoCk+RAKhfjtt9/g6+sLY2Nj8Pl8DBkyRO5574tKSkqwe/dufPnllwrranr2zhh75TP5lqQufWlmZoa9e/dizpw52LZtG3g8HqZMmYIePXqAz+fL6i1cuFD2s4uLC4yMjDBhwgTZXyItySeffILLly/XeEfw5XOntvOpsLAQo0aNgqOjIwICAl7ZxqvaUWcN7cfo6GgcO3YMSUlJr2yfzslqdT0n6VpZraF92ZTXSkpoWpCePXsiOTkZBQUFKC8vh5mZGfr27YtevXop1N23bx+Ki4vxwQcfyJWLxWKF0ecA8PjxY4UsvCWrS18OGzYMaWlpyM3NhUAggKGhIcRiMezt7Wtt19XVFQBw+/btFvXh8emnnyI6OhonTpyAtbW1rPz5Y4/s7GxYWlrKynNychTOp6KiIowYMQK6urqIjIyEUCiUa6c1nJdv0o/Hjh1DWloaDA0N5dr08vLCW2+9hfj4+Br3SedktZrOSYCulcCb92WTXSvfaAQOURnUMNjvZTdv3mQ8Ho8dPnxYYZ2Hhwfz8vJSKH8+0O3cuXOysrNnz7bogW5v2pfP/fnnn4zjuFf2U0xMDAPA7t6929BwmxWpVMrmzZvHrKys2M2bN2tcLxaL2bp162RlZWVlCgMwCwoKmKurK/Pw8GASiUShnZZ+XiqjH7OystiVK1fkFgBs69at7M6dO7Xum87Jms/J51rztVLZfflcY10rKaFRI0VFRSwpKYklJSUxAGzz5s0sKSlJ9j98z5497Pjx4ywtLY1FRUUxOzs79u677yq0c+vWLcZxHDt06FCN+xkxYgRzcXFhiYmJLDExkTk7O7PRo0c36rE1NWX0ZUhICEtMTGS3b99mP//8MzM2NmZ+fn6y9WfOnJG1e+fOHfbrr78yKysr9s477zTpsTamOXPmMAMDAxYfH8+ysrJkS3FxsazO2rVrmYGBAdu/fz+7cuUKmzJlCrO0tGSFhYWMMcYKCwtZ3759mbOzM7t9+7ZcO5WVlbJ2WvJ5qYx+rMnLyTqdk9Xq2pet/VqprL5sqmslJTRq5Pjx4wyAwjJ9+nTGGGNbt25l1tbWTCgUMltbW7Z8+XJWVlam0M6yZcuYtbU1q6qqqnE/eXl5bNq0aUxPT4/p6emxadOmsSdPnjTikTU9ZfTlkiVLmIWFBRMKhaxDhw5s06ZNTCqVytZfvHiR9e3blxkYGDBNTU3WsWNHFhAQUOMdCHVVUx8CYKGhobI6UqmUBQQEMLFYzDQ0NJi7uzu7cuWKbH1t/y8AsPT0dFm9lnxeKqMfa2v3xYSGzslqde3L1n6tVFZfNtW1kvsnaEIIIYQQtUVf2yaEEEKI2qOEhhBCCCFqjxIaQgghhKg9SmgIIYQQovYooSGEEEKI2qOEhhBCCCFqjxIaQgghhKg9SmgIIYQQovYooSGEEEKI2qOEhhBCCCFqjxIaQgghhKi9/wfSGUno4AGp6QAAAABJRU5ErkJggg==",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = ceds_nox_data.plot()\n",
+ "cams_nox_data.plot(ax=ax)\n",
+ "emissions_NOx_road.plot(ax=ax)\n",
+ "NOx_hist_emissions[220:].plot(ax= ax)\n",
+ "ax.set_title('Yearly total road emissions of NOx')\n",
+ "ax.set_ylabel('Tg(N)/a')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f2459ede-c166-4b93-bbf1-d2871e951910",
+ "metadata": {},
+ "source": [
+ "## NH3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "febfd5ef-20f2-46ad-a352-0206af7e59ee",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "cams_nh3_file = '/home/b/b309253/data-exploration/emissions/cams-glob-ant-anthro-nh3.csv'\n",
+ "cams_nh3_data = pd.read_csv(cams_nh3_file, sep=',')\n",
+ "cams_nh3_data.columns = ['Date', 'CAMS Road']\n",
+ "cams_nh3_data = cams_nh3_data.set_index(pd.date_range(\"1/1/2000\", periods=24, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "31f6de82-eca3-4ed3-aabc-b6124d6033c6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "ceds_nh3_file = '/home/b/b309253/data-exploration/emissions/ceds-anthro-nh3-yearly.csv'\n",
+ "ceds_nh3_data = pd.read_csv(ceds_nh3_file, sep=',')\n",
+ "ceds_nh3_data.columns = ['Date', 'CEDS tranport']\n",
+ "ceds_nh3_data = ceds_nh3_data.set_index(pd.date_range(\"1/1/1950\", periods=70, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "f0c7b549-97d3-4f6e-bdcb-cb03896d2799",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'Tg(N)/a')"
+ ]
+ },
+ "execution_count": 28,
+ "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": [
+ "ax = ceds_nh3_data.plot()\n",
+ "cams_nh3_data.plot(ax=ax)\n",
+ "emissions_NH3_road.plot(ax=ax)\n",
+ "NH3_hist_emissions[220:].plot(ax= ax)\n",
+ "ax.set_title('Yearly total road emissions of NH3')\n",
+ "ax.set_ylabel('Tg(N)/a')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a2d0e357-86d3-44aa-a8ec-b42e93b958ce",
+ "metadata": {},
+ "source": [
+ "# SO2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "ea3c0a21-9aa3-48b4-a018-de01399de37a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "cams_so2_file = '/home/b/b309253/data-exploration/emissions/cams-glob-ant-anthro-so2.csv'\n",
+ "cams_so2_data = pd.read_csv(cams_so2_file, sep=',')\n",
+ "cams_so2_data.columns = ['Date', 'CAMS Road']\n",
+ "cams_so2_data = cams_so2_data.set_index(pd.date_range(\"1/1/2000\", periods=24, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "b6dc224e-6598-421e-a5c4-088b4d5a6c48",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "ceds_so2_file = '/home/b/b309253/data-exploration/emissions/ceds-anthro-so2-yearly.csv'\n",
+ "ceds_so2_data = pd.read_csv(ceds_so2_file, sep=',')\n",
+ "ceds_so2_data.columns = ['Date', 'CEDS tranport']\n",
+ "ceds_so2_data = ceds_so2_data.set_index(pd.date_range(\"1/1/1950\", periods=70, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "bc450025-f98f-4e40-ae97-f7ac5dd030c9",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'Tg(N)/a')"
+ ]
+ },
+ "execution_count": 31,
+ "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": [
+ "ax = ceds_so2_data.plot()\n",
+ "cams_so2_data.plot(ax=ax)\n",
+ "emissions_SO2_road.plot(ax=ax)\n",
+ "SO2_hist_emissions[220:].plot(ax= ax)\n",
+ "ax.set_title('Yearly total road emissions of SO2')\n",
+ "ax.set_ylabel('Tg(N)/a')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "719ac640-89b3-48a6-8843-84ca4d449daf",
+ "metadata": {},
+ "source": [
+ "# CO"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "fd6e547c-cf24-421f-b7dd-a00b533990d6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "cams_co_file = '/home/b/b309253/data-exploration/emissions/cams-glob-ant-anthro-co.csv'\n",
+ "cams_co_data = pd.read_csv(cams_co_file, sep=',')\n",
+ "cams_co_data.columns = ['Date', 'CAMS Road']\n",
+ "cams_co_data = cams_co_data.set_index(pd.date_range(\"1/1/2000\", periods=24, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "9418d4bb-e785-4203-b76f-f8f0de4f501b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "ceds_co_file = '/home/b/b309253/data-exploration/emissions/ceds-anthro-co-yearly.csv'\n",
+ "ceds_co_data = pd.read_csv(ceds_so2_file, sep=',')\n",
+ "ceds_co_data.columns = ['Date', 'CEDS tranport']\n",
+ "ceds_co_data = ceds_co_data.set_index(pd.date_range(\"1/1/1950\", periods=70, freq='Y')).drop(columns = ['Date'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "dfeae6d9-ab74-4b98-95aa-8c7609b7abad",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'Tg(N)/a')"
+ ]
+ },
+ "execution_count": 34,
+ "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": [
+ "ax = ceds_co_data.plot()\n",
+ "cams_co_data.plot(ax=ax)\n",
+ "emissions_CO_road.plot(ax=ax)\n",
+ "CO_hist_emissions[220:].plot(ax= ax)\n",
+ "ax.set_title('Yearly total road emissions of CO')\n",
+ "ax.set_ylabel('Tg(N)/a')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fd63a790-42cb-4f6d-887c-28c7ca388c5f",
+ "metadata": {},
+ "source": [
+ "# Visualizing all species together"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "4375409e-3a29-4e3b-82d0-2eb6449c4b08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1200x480 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig4, axs4 = plt.subplots(2,2)\n",
+ "fig4.set_figwidth(12)\n",
+ "\n",
+ "NOx_hist_emissions[220:].plot(ax= axs4[0,0])\n",
+ "ceds_nox_data.plot(ax= axs4[0,0])\n",
+ "cams_nox_data.plot(ax= axs4[0,0])\n",
+ "emissions_NOx_road.plot(title = 'Yearly total road emissions of NOx across scenarios', ax= axs4[0,0])\n",
+ "NH3_hist_emissions[220:].plot(ax= axs4[0,1])\n",
+ "ceds_nh3_data.plot(ax= axs4[0,1])\n",
+ "cams_nh3_data.plot(ax= axs4[0,1])\n",
+ "emissions_NH3_road.plot(title = 'Yearly total road emissions of NH3 across scenarios', ax= axs4[0,1])\n",
+ "CO_hist_emissions[220:].plot(ax= axs4[1,0])\n",
+ "ceds_co_data.plot(ax= axs4[1,0])\n",
+ "cams_co_data.plot(ax= axs4[1,0])\n",
+ "emissions_CO_road.plot(title = 'Yearly total road emissions of CO across scenarios', ax= axs4[1,0])\n",
+ "SO2_hist_emissions[220:].plot(ax= axs4[1,1])\n",
+ "ceds_so2_data.plot(ax= axs4[1,1])\n",
+ "cams_so2_data.plot(ax= axs4[1,1])\n",
+ "emissions_SO2_road.plot(title = 'Yearly total road emissions of SO2 across scenarios', ax= axs4[1,1])\n",
+ "\n",
+ "axs4[0,0].set_ylabel('Tg(NO)')\n",
+ "axs4[1,0].set_ylabel('Tg(NO)')\n",
+ "\n",
+ "fig4.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9ba6dd4b-0742-4bd2-8430-09e5b87b556f",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1367aa2b-f62a-4187-9c03-331a505d812d",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "code",
"execution_count": null,
- "id": "58d4e2fc-8f79-466c-8fe1-889b8f68492b",
+ "id": "9a8d9e49-0965-47cf-9db3-3d919f8b1b93",
"metadata": {},
"outputs": [],
"source": []
diff --git a/scenario comparison/scenarios_vs_historical.ipynb b/scenario comparison/scenarios_vs_historical.ipynb
index 1e0d52d..6435226 100644
--- a/scenario comparison/scenarios_vs_historical.ipynb
+++ b/scenario comparison/scenarios_vs_historical.ipynb
@@ -939,53 +939,23 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 48,
-=======
- "execution_count": 19,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "84377e1d-1620-42a7-aa7f-a67ad35011f1",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "ename": "ValueError",
- "evalue": "Length mismatch: Expected axis has 1 elements, new values have 2 elements",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
- "Cell \u001b[0;32mIn[19], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m cams_nox_file \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/home/b/b309253/data-exploration/emissions/cams-glob-ant-anthro-nox.csv\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 2\u001b[0m cams_nox_data \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(cams_nox_file, sep\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m \u001b[43mcams_nox_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCAMS Road\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 4\u001b[0m cams_nox_data \u001b[38;5;241m=\u001b[39m cams_nox_data\u001b[38;5;241m.\u001b[39mset_index(pd\u001b[38;5;241m.\u001b[39mdate_range(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m1/1/2000\u001b[39m\u001b[38;5;124m\"\u001b[39m, periods\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m24\u001b[39m, freq\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mY\u001b[39m\u001b[38;5;124m'\u001b[39m))\u001b[38;5;241m.\u001b[39mdrop(columns \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
- "File \u001b[0;32m/sw/spack-levante/mambaforge-22.9.0-2-Linux-x86_64-kptncg/lib/python3.10/site-packages/pandas/core/generic.py:6002\u001b[0m, in \u001b[0;36mNDFrame.__setattr__\u001b[0;34m(self, name, value)\u001b[0m\n\u001b[1;32m 6000\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 6001\u001b[0m \u001b[38;5;28mobject\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__getattribute__\u001b[39m(\u001b[38;5;28mself\u001b[39m, name)\n\u001b[0;32m-> 6002\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mobject\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__setattr__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 6003\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m:\n\u001b[1;32m 6004\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n",
- "File \u001b[0;32m/sw/spack-levante/mambaforge-22.9.0-2-Linux-x86_64-kptncg/lib/python3.10/site-packages/pandas/_libs/properties.pyx:69\u001b[0m, in \u001b[0;36mpandas._libs.properties.AxisProperty.__set__\u001b[0;34m()\u001b[0m\n",
- "File \u001b[0;32m/sw/spack-levante/mambaforge-22.9.0-2-Linux-x86_64-kptncg/lib/python3.10/site-packages/pandas/core/generic.py:730\u001b[0m, in \u001b[0;36mNDFrame._set_axis\u001b[0;34m(self, axis, labels)\u001b[0m\n\u001b[1;32m 725\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 726\u001b[0m \u001b[38;5;124;03mThis is called from the cython code when we set the `index` attribute\u001b[39;00m\n\u001b[1;32m 727\u001b[0m \u001b[38;5;124;03mdirectly, e.g. `series.index = [1, 2, 3]`.\u001b[39;00m\n\u001b[1;32m 728\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 729\u001b[0m labels \u001b[38;5;241m=\u001b[39m ensure_index(labels)\n\u001b[0;32m--> 730\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 731\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_clear_item_cache()\n",
- "File \u001b[0;32m/sw/spack-levante/mambaforge-22.9.0-2-Linux-x86_64-kptncg/lib/python3.10/site-packages/pandas/core/internals/managers.py:225\u001b[0m, in \u001b[0;36mBaseBlockManager.set_axis\u001b[0;34m(self, axis, new_labels)\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mset_axis\u001b[39m(\u001b[38;5;28mself\u001b[39m, axis: AxisInt, new_labels: Index) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 224\u001b[0m \u001b[38;5;66;03m# Caller is responsible for ensuring we have an Index object.\u001b[39;00m\n\u001b[0;32m--> 225\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_set_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnew_labels\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 226\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes[axis] \u001b[38;5;241m=\u001b[39m new_labels\n",
- "File \u001b[0;32m/sw/spack-levante/mambaforge-22.9.0-2-Linux-x86_64-kptncg/lib/python3.10/site-packages/pandas/core/internals/base.py:70\u001b[0m, in \u001b[0;36mDataManager._validate_set_axis\u001b[0;34m(self, axis, new_labels)\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m new_len \u001b[38;5;241m!=\u001b[39m old_len:\n\u001b[0;32m---> 70\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 71\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLength mismatch: Expected axis has \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mold_len\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m elements, new \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 72\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvalues have \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnew_len\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m elements\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 73\u001b[0m )\n",
- "\u001b[0;31mValueError\u001b[0m: Length mismatch: Expected axis has 1 elements, new values have 2 elements"
- ]
- }
- ],
+ "outputs": [],
"source": [
"cams_nox_file = '/home/b/b309253/data-exploration/emissions/cams-glob-ant-anthro-nox.csv'\n",
-<<<<<<< HEAD
"cams_nox_data = pd.read_csv(cams_nox_file, sep=',')\n",
"cams_nox_data.columns = ['Date', 'CAMS Road']\n",
"cams_nox_data['CAMS Road'] = cams_nox_data['CAMS Road']\n",
-=======
- "cams_nox_data = pd.read_csv(cams_nox_file, sep='\\t')\n",
- "cams_nox_data.columns = ['Date', 'CAMS Road']\n",
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"cams_nox_data = cams_nox_data.set_index(pd.date_range(\"1/1/2000\", periods=24, freq='Y')).drop(columns = ['Date'])"
]
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 49,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "34c63c20-e320-4323-8469-7e672d3cde19",
"metadata": {
"tags": []
@@ -995,26 +965,17 @@
"ceds_nox_file = '/home/b/b309253/data-exploration/emissions/ceds-anthro-nox-yearly.csv'\n",
"ceds_nox_data = pd.read_csv(ceds_nox_file, sep=',')\n",
"ceds_nox_data.columns = ['Date', 'CEDS tranport']\n",
-<<<<<<< HEAD
"ceds_nox_data['CEDS tranport'] = ceds_nox_data['CEDS tranport']\n",
-=======
- "ceds_nox_data\n",
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"ceds_nox_data = ceds_nox_data.set_index(pd.date_range(\"1/1/1950\", periods=65, freq='Y')).drop(columns = ['Date'])"
]
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 50,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "5da24dc3-098e-4ed7-9cec-e6cbb37697bb",
"metadata": {
"tags": []
},
-<<<<<<< HEAD
"outputs": [
{
"data": {
@@ -1037,9 +998,6 @@
"output_type": "display_data"
}
],
-=======
- "outputs": [],
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"source": [
"ax = ceds_nox_data.plot()\n",
"cams_nox_data.plot(ax=ax)\n",
@@ -1059,11 +1017,7 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 26,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "febfd5ef-20f2-46ad-a352-0206af7e59ee",
"metadata": {
"tags": []
@@ -1078,11 +1032,7 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 27,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "31f6de82-eca3-4ed3-aabc-b6124d6033c6",
"metadata": {
"tags": []
@@ -1097,16 +1047,11 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 28,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "f0c7b549-97d3-4f6e-bdcb-cb03896d2799",
"metadata": {
"tags": []
},
-<<<<<<< HEAD
"outputs": [
{
"data": {
@@ -1129,9 +1074,6 @@
"output_type": "display_data"
}
],
-=======
- "outputs": [],
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"source": [
"ax = ceds_nh3_data.plot()\n",
"cams_nh3_data.plot(ax=ax)\n",
@@ -1151,11 +1093,7 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 29,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "ea3c0a21-9aa3-48b4-a018-de01399de37a",
"metadata": {
"tags": []
@@ -1170,11 +1108,7 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 30,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "b6dc224e-6598-421e-a5c4-088b4d5a6c48",
"metadata": {
"tags": []
@@ -1189,16 +1123,11 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
"execution_count": 31,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"id": "bc450025-f98f-4e40-ae97-f7ac5dd030c9",
"metadata": {
"tags": []
},
-<<<<<<< HEAD
"outputs": [
{
"data": {
@@ -1221,9 +1150,6 @@
"output_type": "display_data"
}
],
-=======
- "outputs": [],
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"source": [
"ax = ceds_so2_data.plot()\n",
"cams_so2_data.plot(ax=ax)\n",
@@ -1278,7 +1204,6 @@
"metadata": {
"tags": []
},
-<<<<<<< HEAD
"outputs": [
{
"data": {
@@ -1301,9 +1226,6 @@
"output_type": "display_data"
}
],
-=======
- "outputs": [],
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"source": [
"ax = ceds_co_data.plot()\n",
"cams_co_data.plot(ax=ax)\n",
@@ -1323,16 +1245,11 @@
},
{
"cell_type": "code",
-<<<<<<< HEAD
- "execution_count": 36,
-=======
- "execution_count": null,
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
+ "execution_count": 51,
"id": "4375409e-3a29-4e3b-82d0-2eb6449c4b08",
"metadata": {
"tags": []
},
-<<<<<<< HEAD
"outputs": [
{
"data": {
@@ -1345,22 +1262,13 @@
"output_type": "display_data"
}
],
-=======
- "outputs": [],
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"source": [
"fig4, axs4 = plt.subplots(2,2)\n",
"fig4.set_figwidth(12)\n",
"\n",
- "\n",
"NOx_hist_emissions[220:].plot(ax= axs4[0,0])\n",
-<<<<<<< HEAD
"ceds_nox_data.plot(ax= axs4[0,0])\n",
"cams_nox_data.plot(ax= axs4[0,0])\n",
-=======
- "ceds_data.plot(ax= axs4[0,0])\n",
- "cams_data.plot(ax= axs4[0,0])\n",
->>>>>>> d1a035698f335f4838e24def47fa9bbc9e5fed3d
"emissions_NOx_road.plot(title = 'Yearly total road emissions of NOx across scenarios', ax= axs4[0,0])\n",
"NH3_hist_emissions[220:].plot(ax= axs4[0,1])\n",
"ceds_nh3_data.plot(ax= axs4[0,1])\n",
@@ -1378,7 +1286,6 @@
"axs4[0,0].set_ylabel('Tg(NO)')\n",
"axs4[1,0].set_ylabel('Tg(NO)')\n",
"\n",
- "\n",
"fig4.tight_layout()"
]
},
--
GitLab