Repository: geopandas/geopandas

Issue:
control on custom rounding for decimal values in plot_dataframe
In a choropleth map based on a geodataframe we are adding a legend as was raised in this SO [question](https://stackoverflow.com/questions/31755886/choropleth-map-from-geopandas-geodatafame). Result looks like this:
![image](https://user-images.githubusercontent.com/5186265/73940335-9145b300-48eb-11ea-9272-522740e065c0.png)

Since we are using custom user defined bins it would be logical to also have the binedges in the legend correspond to the number of decimals in the custom bins.

I cannot find any method to control this legend settings. I found the following hardcoded line ([source](https://github.com/geopandas/geopandas/blob/master/geopandas/plotting.py#L585:587)) in the geopandas github page:
```
categories = [
    "{0:.2f} - {1:.2f}".format(binedges[i], binedges[i + 1])
    for i in range(len(binedges) - 1)
]
```
Which seems to confirm that this is currently not controllable?

Discussion:
martinfleis: Hi, thanks for this. 

I do understand the relationship mapclassify-pysal, but as was discussed in #1081, if you have a full pysal installed, we don't want to force users to install separate mapclassify as well, to avoid unnecessary duplication. But I understand that current pysal does not include mapclassify 2.2.0, right?

(I am trying to fix dev CI.)
sjsrey: The current pysal doesn't include mc 2.2.0, but will do so by the end of January. Moving forward, I am planning of having pysal update whenever mc gets updated so the sync issue will be mute after january.

I removed the dependency on pysal in the pr as things would have been broken up until the next meta release this month, with an eye towards CI this month.
martinfleis: @sjsrey any updates re pysal release including mapclassify 2.2.0? I'll either remove pysal from CI to make it green or wait until it is released to keep both pysal and mapclasssify as options.
knaaptime: there's a [new release](https://github.com/pysal/pysal/releases) in progress and we'll cut new pip/conda versions in the next couple days. 

Relevant to this issue, we've changed `pysal`'s structure substantially. Everything is still backwards compatible, but `pysal` now installs each of its subpackages as dependencies. So if a user has `pysal` installed, it will guarantee `mapclassify` is also installed 
martinfleis: > pysal now installs each of its subpackages as dependencies

@knaaptime Yay! I am happy about this change. So I'll simply remove pysal and keep only mapclassify in geopandas and its CI. Thanks!
jorisvandenbossche: Ah, indeed, that will it make much more straightforward to depend on a submodule!
jorisvandenbossche: One question for this PR, though: do we want to keep compatible with older versions of mapclassify? So only pass the `fmt` keyword if >= 2.2 ? Personally, I think it is nice to keep some compatibility with older versions. But also if not, we should check the version and give a nice error message about needing a new mapclassify if using the `fmt` keyword

martinfleis: > do we want to keep compatible with older versions of mapclassify

We would have to keep two versions of categories retrieving as that has changed and formatting (open and closed intervals) would depend on mapclassify version, so I'd rather raise and error.
martinfleis: I have made changes based on comments. Codecov is unhappy because we are not testing error message for older mapclassify, but I'd say it is okay.
martinfleis: I've just pushed a fix making sure `fmt` is not passed to legend in `legend_kwds` as in some cases (colorbar legend, categorical after I removed that bit of code) it was and raised an error. This should be bullet proof.

Patch:
diff --git a/ci/travis/35-minimal.yaml b/ci/travis/35-minimal.yaml
index 68e73f24..ab18a3e3 100644
--- a/ci/travis/35-minimal.yaml
+++ b/ci/travis/35-minimal.yaml
@@ -19,7 +19,7 @@ dependencies:
   - matplotlib
   - descartes
   - matplotlib=2.0
-  - mapclassify
+  - mapclassify>=2.2.0
   - geopy
   - SQLalchemy
   - libspatialite
diff --git a/ci/travis/36-pd023.yaml b/ci/travis/36-pd023.yaml
index 1d7aa641..0fcd2948 100644
--- a/ci/travis/36-pd023.yaml
+++ b/ci/travis/36-pd023.yaml
@@ -20,7 +20,6 @@ dependencies:
   - rtree
   - matplotlib=2
   - descartes
-  - mapclassify
   #- geopy
   - SQLalchemy
   - libspatialite
@@ -28,4 +27,5 @@ dependencies:
     - pyproj==2.3.1
     - geopy
     - codecov
+    - mapclassify>=2.2.0
     - git+https://github.com/pygeos/pygeos.git
diff --git a/ci/travis/36-pd024.yaml b/ci/travis/36-pd024.yaml
index cc6945a4..fcb46e75 100644
--- a/ci/travis/36-pd024.yaml
+++ b/ci/travis/36-pd024.yaml
@@ -25,5 +25,5 @@ dependencies:
     - pyproj
     - codecov
     - geopy
-    - mapclassify
+    - mapclassify>=2.2.0
     - git+https://github.com/pygeos/pygeos.git
diff --git a/ci/travis/37-dev.yaml b/ci/travis/37-dev.yaml
index f2c15d7f..7dd3f16c 100644
--- a/ci/travis/37-dev.yaml
+++ b/ci/travis/37-dev.yaml
@@ -25,5 +25,5 @@ dependencies:
   - pip:
     - codecov
     - geopy
-    - mapclassify
+    - mapclassify>=2.2.0
     - git+https://github.com/pygeos/pygeos.git
diff --git a/examples/choro_legends.ipynb b/examples/choro_legends.ipynb
new file mode 100644
index 00000000..03c96bf5
--- /dev/null
+++ b/examples/choro_legends.ipynb
@@ -0,0 +1,542 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import geopandas\n",
+    "from geopandas import read_file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'2.2.0'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import mapclassify\n",
+    "mapclassify.__version__"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'4.2.0'"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import libpysal\n",
+    "libpysal.__version__"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                      Name                                        Description  Installed\n",
+      "0                    10740    Albuquerque, New Mexico, Census 2000 Tract Data       True\n",
+      "1                   AirBnB  Airbnb rentals, socioeconomics, and crime in C...      False\n",
+      "2                  Atlanta       Atlanta, GA region homicide counts and rates      False\n",
+      "3                Baltimore          Baltimore house sales prices and hedonics      False\n",
+      "4                Bostonhsg               Boston housing and neighborhood data      False\n",
+      "5              Buenosaires      Electoral Data for 1999 Argentinean Elections      False\n",
+      "6              Charleston1   2000 Census Tract Data for Charleston, SC MSA...      False\n",
+      "7              Charleston2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "8           Chicago Health                   Chicago Health + Socio-Economics      False\n",
+      "9              Chile Labor                 Labor Markets in Chile (1982-2002)      False\n",
+      "10         Chile Migration            Internal Migration in Chile (1977-2002)      False\n",
+      "11              Cincinnati         2008 Cincinnati Crime + Socio-Demographics      False\n",
+      "12               Cleveland       2015 sales prices of homes in Cleveland, OH.      False\n",
+      "13                Columbus                        Columbus neighborhood crime      False\n",
+      "14                  Denver   Demographics and housing in Denver neighborho...      False\n",
+      "15               Elections               2012 and 2016 Presidential Elections      False\n",
+      "16                 Grid100                      Grid with simulated variables      False\n",
+      "17               Groceries                          2015 Chicago supermarkets      False\n",
+      "18                  Guerry          Moral statistics of France (Guerry, 1833)      False\n",
+      "19       Health Indicators                Chicago Health Indicators (2005-11)      False\n",
+      "20                 Health+                    2000 Health, Income + Diversity      False\n",
+      "21                Hickory1   2000 Census Tract Data for Hickory, NC MSA an...      False\n",
+      "22                Hickory2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "23              Home Sales              2014-15 Home Sales in King County, WA      False\n",
+      "24                 Houston       Houston, TX region homicide counts and rates      False\n",
+      "25                Juvenile             Cardiff juvenile delinquent residences      False\n",
+      "26                Lansing1   2000 Census Tract Data for Lansing, MI MSA an...      False\n",
+      "27                Lansing2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "28                 Laozone   Ozone measures at monitoring stations in Los ...      False\n",
+      "29                LasRosas   Corn yield, fertilizer and field data for pre...      False\n",
+      "30                    Line                                     Line Shapefile       True\n",
+      "31           Liquor Stores                         2015 Chicago Liquor Stores      False\n",
+      "32                 Malaria   Malaria incidence and population (1973, 95, 9...      False\n",
+      "33              Milwaukee1       2000 Census Tract Data for Milwaukee, WI MSA      False\n",
+      "34              Milwaukee2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "35                   NCOVR                      US county homicides 1960-1990      False\n",
+      "36                    NDVI        Normalized Difference Vegetation Index grid      False\n",
+      "37                     NYC   Demographic and housing data for New York Cit...      False\n",
+      "38            NYC Earnings              Block-level Earnings in NYC (2002-14)      False\n",
+      "39           NYC Education                               NYC Education (2000)      False\n",
+      "40       NYC Neighborhoods       Demographics for New York City neighborhoods      False\n",
+      "41  NYC Socio-Demographics                 NYC Education + Socio-Demographics      False\n",
+      "42              Natregimes                    NCOVR with regimes (book/PySAL)      False\n",
+      "43                   Nepal   Health, poverty and education indicators for ...      False\n",
+      "44                Ohiolung            Ohio lung cancer data, 1968, 1978, 1988      False\n",
+      "45                Orlando1   2000 Census Tract Data for Orlando, FL MSA an...      False\n",
+      "46                Orlando2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "47                  Oz9799                        Monthly ozone data, 1997-99      False\n",
+      "48             Phoenix ACS   Phoenix American Community Survey Data (2010,...      False\n",
+      "49              Pittsburgh                      Pittsburgh homicide locations      False\n",
+      "50                   Point                                    Point Shapefile       True\n",
+      "51                  Police           Police expenditures Mississippi counties      False\n",
+      "52                 Polygon                                  Polygon Shapefile       True\n",
+      "53           Polygon_Holes                 Example to test treatment of holes       True\n",
+      "54       Rio Grande do Sul  Cities of the Brazilian State of Rio Grande do...      False\n",
+      "55                    SIDS            North Carolina county SIDS death counts      False\n",
+      "56                   SIDS2   North Carolina county SIDS death counts and r...      False\n",
+      "57             Sacramento1          2000 Census Tract Data for Sacramento MSA      False\n",
+      "58             Sacramento2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "59           SanFran Crime   July-Dec 2012 crime incidents in San Francisc...      False\n",
+      "60               Savannah1   2000 Census Tract Data for Savannah, GA MSA a...      False\n",
+      "61               Savannah2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "62                 Scotlip               Male lip cancer in Scotland, 1975-80      False\n",
+      "63                Seattle1   2000 Census Tract Data for Seattle, WA MSA an...      False\n",
+      "64                Seattle2   1998 and 2001 Zip Code Business Patterns (Cen...      False\n",
+      "65                   South             US Southern county homicides 1960-1990      False\n",
+      "66                 StLouis   St Louis region county homicide counts and rates      False\n",
+      "67                  Tampa1   2000 Census Tract Data for Tampa, FL MSA and ...      False\n",
+      "68                  arcgis                               arcgis testing files       True\n",
+      "69                  baltim     Baltimore house sales prices and hedonics 1978       True\n",
+      "70                  berlin  Prenzlauer Berg neighborhood AirBnB data from ...       True\n",
+      "71                    book       Synthetic data to illustrate spatial weights       True\n",
+      "72                 burkitt  Burkitt's lymphoma in the Western Nile distric...       True\n",
+      "73                  calemp         Employment density for California counties       True\n",
+      "74                 chicago                              Chicago neighborhoods       True\n",
+      "75              clearwater                               mgwr testing dataset      False\n",
+      "76                columbus              Columbus neighborhood crime data 1980       True\n",
+      "77                 desmith    Small dataset to illustrate Moran's I statistic       True\n",
+      "78                geodanet        Datasets from geodanet for network analysis       True\n",
+      "79                 georgia  Various socio-economic variables for counties ...       True\n",
+      "80                juvenile    Residences of juvenile offenders in Cardiff, UK       True\n",
+      "81                  mexico  Decennial per capita incomes of Mexican states...       True\n",
+      "82                networks                  Datasets used for network testing       True\n",
+      "83                newHaven                            Network testing dataset      False\n",
+      "84               nyc_bikes                           New York City Bike Trips      False\n",
+      "85                   sids2  North Carolina county SIDS death counts and rates       True\n",
+      "86               snow_maps  Public water pumps and Cholera deaths in Londo...       True\n",
+      "87                     stl  Homicides and selected socio-economic characte...       True\n",
+      "88          street_net_pts                              Street network points       True\n",
+      "89                     taz           Traffic Analysis Zones in So. California      False\n",
+      "90                   tokyo                               Tokyo Mortality data       True\n",
+      "91               us_income  Per-capita income for the lower 48 US states 1...       True\n",
+      "92                virginia                        Virginia counties shapefile       True\n",
+      "93                    wmat          Datasets used for spatial weights testing       True\n"
+     ]
+    }
+   ],
+   "source": [
+    "libpysal.examples.available()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading South to /home/jovyan/.local/pysal_data/South\n"
+     ]
+    }
+   ],
+   "source": [
+    "_ = libpysal.examples.load_example('South')\n",
+    "pth = libpysal.examples.get_path('south.shp')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = read_file(pth)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## New default legend formatting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+z+PyWhHXsdEk2x84SO+uUd5806nMXdUEwMB4iu2Hp0rH9bsd+NwqhrSCwwAciiDkd1Fd4cblVGio9uEvi8YWgKYZ3PaBu2ed+5ve1snqyxeXXNonfMJJyb6+GINTKYinGNiwE3fBjSLdREazALi8DoI1fiaLCU6EAkZ+kFwqwXv/+0M4q0Ps6Y2wal4N2lSGwYNTTA7E2PXkEc55+3JOv2IxAIZuIhT4r/d9m6d++QTBcJBcKkcmkUF1qLzvP29h6TnLmLti7sl+xccghNgqpVzzZ1dg86rCtpxtbF6HHBlPMhLJsq6zvrTuwPMDFPI6TqcOCHw1Di7+wN8R29fL87c/gBMVb0zi9xWIAjUBN5m8Tqxg0LJuDgd/vx1kmoG9g0A9Ky86k53rn+O7t3yb5kXNDHcPk0lkMHQdWXTNDh+YZO+GXhCgF/RSW8pfGir9TlLFTF8A4aCbyUSeqgo3E4lcaYhV/0Sa81Y0zprgwuFQaFtaR3+xD9fhVlh12SJQREmUdd3E4ZgZmFKeEnQymSOnmeDzUXvpm1AEpJ/cxeiGTbj9Xqqb6ogZVYALKU2ykSNs/uPTAEwNTfGlp79BwOtkS88kyWyBcHMFK05rZuHprex7pq90TLV4/HOvP5unf/UkickE1U3VZBIZPvy9j7DgtAW0dbb9ZV+6zesKW5xtbF4jmKY8/rSEWH2w0+k2NdOa8Wg4muGZ/WOEgx4CHge93T1svvO35NKWu/ra//oIGaHiWjqfC7/yQfp/t49DT/QSqvcTunoJDkVQ0C0rO1ZI8/Sv7qCQK7DszadQ3bqSunlLufXeS2iY10D9gib+9+M/4IH/uY+vXPF5lp+/gnmrl1DIOlFUgWlI1v9oC/4qL02LavF5HFR7VBSXA4eiECvLkx2JZKhyO8jn9VnnmMxqbNgzytnLGkp93QjBVf+wDr1goLrUYyKds3mdx3cO01pbwcKWEG6nWhLtH//97dRcdyFCUfC6VBQhKIzE2HHn0xzasr9Uh6IqXPbhdzAxMFgSZoCR7hEig5OsmN/I03tGCPrcpJI5dj00xvxFdVx486pjvqdUNEVVQxVL37wK1eHDG/Ry5jXrEEJaffg2NkVst7aNzauY7RuOEPC7CNb62fDrXThcKu4KF+fceAp+j5OJRI5YukBrXQWqABXQihNHaJrB0/tGSWZ1Kv1OMjmdZ/7ldg48uoNz/uYq2t55EV6XimFI5tb4SO0bJ99YQao4PaPEStgR8jnJDE/Sdc9Gtv32SeoXtnD5Nz6CmSqwdE0LdVVeDE3ng23vITFhuX+bFzWz6rI13PTv78PUTbqf6+OOL/wEb9DN2z//Hh65fSsVYR+u8+YiFIHHqeJ1qUTTBdRdYxzZOGAJ+UXzwKGQ87sQisDvVjl3RVNpUotyjp6VyjAlj+0cIlN04ztUQXuFytCTO+nf08dDtz3AlV96N5VvXg2AM6sx+Lt9aAWD6joXvbv2sO2BZwC4+tMfIjFVQCHGpj88hm4aXPrPN/DYN37Ldw/fjo5C/3iSroEY7iNxutf3EAz7uOJDZ9C8cPbEFuN9MX79lcfR8gbv+Kdzcftc1LaG/uJ7xXZrv754UctZCOEBNgDu4v6/k1J+TgjxG2BRcbdKICalPOU45XuBJFbCId2+eWxsXhzdMOmfTBPxOdj0210ouiQVy2JoJk6fk8LyOhqqfKTzGtFUgYJuML8phFFWh9OpcvayRjYfmCCvGRQMydov3sI5n0yQCwaQ0op0vnBVsyV282rYsHuEXLqAImDNglp2HJ5CNyT5YJD2Gy9hzlvX8cQnvsPwjgN4F89hY9cYV5zehsOh8vVN3+Q/3/kNVKfK/qf3EazttsbtqgLVWWDXY9sAEMKF099GLlWgzTAxFJWcZkA+jzw0RCqVwuHUSUezdP92LwDhOZXUr2oiXe+jqz/G0vaqWVbytDD3bDrInJXz6NsxQkVbiGxZ/7oPwcDuMR78zoMMdfUC8NjXf8vVZy7HF/AQfaivFFXtCVRQEe5g3fUBhrqOEBnJFmsJsO6dV9L69jWkhcrya4b4woX/wtk3nMuSs5dyTmc9G/dMUD+3ilwqj++ojF9SSvY/108hq/Pmd66kpRhRbmNzNCfj1s4D50spU0IIJ/C0EOIBKeU7pncQQvwHED9hDXCelHLyBbbb2NgUMUyTZ7rGGItZ7uc513Sy57ubEAo0Lqhh3jWdDMSz9E2kSmWmEtbQpPa6AC7XjHu0byzJRCJXWtZMSXVLLa6CQTqvs7C5EnV6nLIpcSiCcNCDKqCqwsWlq1voHoqzvxgQZUqToa5B7vrb79C8aA7nve86xkI+mpbUMrh/kCs/fhW/+9JvLRF6eh+PfP85BvZP4fY7ueYr7yeTy9C6bjnZnhQDGwcwto/iWl6H0E2GNm7ngS/8AoDqphpWXHwZpmGdS0EzUMI+TAlj8SzLqJo1b7PEEr7qpnru+9azDHZNsOTapcgaK0VnpddJ1w+3UEhrrLnyUjz+Jzm0dT8V1RVcuqYFT4UXVrWQTeT55a0/p2fzIdyBebj9lXSeex7BGh8rLpxPPqOx4de7iG0aoWZtGx3vupS2QwP87tYf0/7HTfzTvZ/jTZcu5Jeff5R5pzRSVV9BOYMHJtl83wFq20KsvnTBS3PD2Lwu+ZPc2kIIH/A08GEp5fPFdQLoxxLw7uOU6QXW/CnibLu1bd7I6IbJA9sGyRYMFAFvXtFEhcdRCoQq5HWEqjA0mWY8niFbMImlrWFIS9sq6WiadpFKesdS9I+niBa31wTcTCXzhINuBDCRyONxqbgdCm6nyng8h8wViG/aQ3TXYW76+rupbqxmS/ckw5EM6e372XrbvRiGZNXlVxCfsCzK+PAu9j61G72g43A6aFs+h1wqx6rLLyRRDMpe/uHTiZtm6TxDJuz9320ICZDnmV/9jkJuZjjV8vNXUd22gkXXdOJoDpAoTrN46eoWXGUBZeOHI+x6pIf4RBpFEQwdtA6oOBU6b1iJWeEkuaGPgd0z6TKr6r0Y+gg3feO9syzw2GiUT536MRo6GhnpGSGXzNJx2mJalizipq+/na5n+qio8rL/mX6yiRyesB/X4hoUp+CJf/sxF954MYvWdtLUUUM+VSBUMzOT10R/lDu+9gSGIbj+n897SVzZ5dhu7dcXJxUQJoRQga1AB/A/08Jc5Gxg7HjCXEQCDwshJPB9KeUPTnCMDwAfAGhrs6MWbd6YSGkFfZ2/oolUTsPvceJwKEgpGT80xd4ne1FUwZtvXsWchgC940niZXMCN9X4y4YOCebUB5hTV8FD2wbxONVS5LOmWzmkgz4niYyGrpvUBNycubiNvp1H+NStPwZgx4Nb+LdHv8yaFXPRNINbLvs02WQWh8tBdKiHTDxJKhqnb09vKRpb13Q8fg8uj4tsYgqoAhQoE2aAuAJLPnI6jqksPX/s4pKP3IDq8JCYGGH8yCD7n97Fu+98G5lKL2rBIBx0M7c+gMupYpgmqayGkjPY+Pu9DOyzorUb5lWV6q+uDzD1dB/RsRRSSpoXhUkk8ySGEsTHh9h8z2OEW8Nc9rGrEEJgGgbfufmbxCfizD21g86z16BrGsnJcd7172/H5XXhD3nRCwZXfuIs1t/2ON2bB5DbhnE4BYtXn8qRHUPsfWqSxRd30PimVk6t9pamiLz7m3ew+7Ft/MPP//UlF2ab1x8nJc5SSgM4RQhRCdwlhFgmpdxT3PxO4FcvUPwsKeWwEKIOWC+E6JJSbjjOMX4A/AAsy/lPOgsbm9c4yazG1kOTLGgKUhPyojoUQhVudMOkZ8sg2+8/yNgRaw7jQNjHwYEoiaw+KxUlpsnWB7tpaAzQcXrLzHohuGR1K2CJfzan89TeUYSAREbD7VQxDJN5jUEQgrYVc/nQ9z/KbR/8Dt6aIM2LW0EInC4HN/5/N/PDj96GXtCZ7B/kyM5ehKKwZN1ytKxB67KFOD2VRAZ6eOaOR+h6dj+d65bTcupaNKcC2oxAh4NuIsk8zpCbbEbDjEsgC1RS3VrJO756AbnKIGAFd00m8nicKsmsRu9YCt0wmbxrP6rXwbzz51GxoJr8eJrIRJq6piCDB2Y763LJAo2ddXidCht+8QjpWJr//Ycf0fXsPt7xbzfy3O+fZtejO7nkw9eRTVkWr9/j4GM//SgunzVVZseZrQisqOs7v/ozUpEkc0/pwO11Mdw9yAdv+zjbHx4kfijCkgvm0z+Ror0ugGma7HliNzd96SY6Vje/tDePzeuSP2kolZQyJoR4ArgU2COEcAB/Bax+gTLDxf/jQoi7gNOxAsxsbGyKjEQzjMdzxNMF1i1twOt20D+epHs4QeKZvpIwA8y5YiFdQ4nScsDjQDscZejpfvqjlpv5liW1eAKWoJRPGiGEFYWd1000wywl/1jeXl3KcS0UwTk3X0C2phqjoZaDoykWt1YSG0mSjvk456+vIDkZoXHRCuo6ziBU68XpMji4cRNaXiGTzBKsswKdnB4XpqkRXlFBOp0HpwNPqoAayTE5x7Ie87rJkg+sIb17jN4N1tjghrlV5OMFwprB/IW1+D1ODg7FSnM4O1UI+d04r11KVjPwep3EshrhjmqWtVey87/LnXvWRZBScvCRQwCsvfYK7vv2T5BSEhuO8fcrPkogHKRtaRuLz5qHP1TL3g1HiI6muOc/nmH+6kaqm9zMXT2fw3uG0QIe/uoXt2IkM/Q/uZPC0DiHtmWZv6adznWLePb3e2mr8aM6rajyif4JtLzG2red9dLcMDave04mWrsW0IrC7AUuBL5W3Hwh0CWlHDxBWT+gSCmTxc8XA194aZpuY/PaQ0qJZkpGoxni6QLzG4L43A7mNwQ5NJokmdWIJHNU42FffxzdNKlc10YumiTSmwIBYxsP4T1vUanOQjRHz70HkBIcrgKF9BQbfvYUb37vObg8rlkZskzDZCyaLS0vbq2kOWyljBw/HCHUUEHWlGw/NInRYAlsz0iCWDpP7y92ERlOghJmwZkLGD1svTDEJ7KkJg+w58mdDB3oZ9UVF5KKezntLW+if+9hup7tYujAEJ++53Ns/O0+UpEsQsD8G1ZSqHCCYVIYT5PsjVHTFMQ0TUaPRKlpDXLe2nZEcdhUpb+W7YemyBUMNMMkm9fJalY0tlMV+J0KhYxGoTdGMOzD4VSZGCgO7VoYZqjMko6MFrj2Xz5CdDSN6sgxMRBhanCMxEScBafNo25+I6dctpDYWIy7vnwnP/vM7xk9NExNcw1tp85n8cffjnA6mdrcxdPf/SOLzlzE2mvP4sBTe9mzYTc3feN9KA6lFLRWN6eOUy85dtyzjc2JeNGAMCHECuAnWEMoFeC3UsovFLf9L/CclPK2sv2bgNullJcLIeYBdxU3OYBfSim//GKNsgPCbF6vFAwTE6vPd/32QXRDUhv00F5XQTqvM5XMs2ZBGFVViKcLPLnbmvVo27/ezuCeXlKRJEi44SefIrR0Lk5VAUMytWWI4c2DxIb2sfX+5wBo7Wyl47SFXPOP19KwoOhKlZJ7nu/H41Q5Y1EtoQrLuk5OZbjjC48hJTRe24nump0Qw5nTOfyznUjTel54fApSauQyCkIIpvp2sHfDTgBaFrcx77Rzee6O35QCvH40+jMC4RBb7tnPc3ftA6BhQQ2B1U303r2f+jmVs9zQTQtrWH7ePDpOa0WolsTFknk27B21ju9UQEpyuiSxcTf773yKts6laIWZ3NSqU6FubhWFrE7DZR3oThU1kuXQH3ah5UwCNUHiE9aMVKpDIZc4xOihQTx+Dx++/WPUdzTyxI/X870PfGfWtbjg49dQvbKD/b9YjyzoRIYjjPQMU9kS5gO/uRVPPMGR3UOE29pZfdECgsWgsJd7Okg7IOz1xYtazlLKXcCpJ9j27uOsGwYuL34+DKz8y5r42sTQTe785tMIYbkJhRAoiih9tv7D2muXWQn6X6SXXQh4FeaLmcXRzTveY2jvk0fo3jSIaZioTpXwxfORxYevx6mS10zrmgmoC3lZ0lL5srf7/xJNN8kbJrpu0lztI5YukNcNMgWDjuYQHWVfslPXkDv207f9MLJQKCX4APC2NRDPaFaqy0wBOmtpXlpL5kfDpX0G9qMvnnYAACAASURBVA0wdniM93/3IzMNEAIFyGkGB/pjLA77cbgd3Pufz5BJ5PGFvQRUBTXgQTetKHAjGiffNYrDkUaaJsnJUQ5vGWBwfz9NC1tYePop1LTWIxTB/FPnk4wmiQ/vobWzFX+Vn8/84bM4PS4Sk2nWvGUx805t4vm793Fk5wij3VZk9UhvlKXXdpIezxDorEXxOmhbXFcSZoDKgJs3Lapj44FxMqNRDv70AfY/tpN0NIU34KV1yew0C4ZmUnVxB6mcRlII0E1MxWT993+KEIKVF62hqrEJw6xE1wwOPreXqSGrPR9f9hFOe8vpSClZsq6TkYPDxMZjNC1oov/ZvTz6rbtKxzntunVc+rVbMBtqGZZQ1dhIh89NMFRFZDiBL+DGlBKny84AZnPy2Ok7XyakKenbM/ai+6175wrMkxBdIV9Uv/9POHrS+xeifL/pcgc3DZYiaysbKpDpmaEzqgJGWUCvx/n6e5gdGIrTM2L1F9cGPaVI62jKiqJGCFJTCf7nvd9i92O7KGSLQ6TOWTarHt3pBHP2TSF1k/nLl3OwZTtTg2NceMvFvO87H8bhmElZmSsYVAfdZCbSDN1/kE17xwmGfQSqfbSf3oLjtCaiugnJHA5VMPKb9TzxvftoWzaHIzsOA9CxuoPB/f1WfakMgwcOYOoGDfMb6dnaUzyS4PrP/zULTl+Iw+1kaiDOzoe70fI63go3g10TmIak7aw2AvOqMEMenB4HZo2PuJSQ0djcPclZnfWzrM26Ki+Xrm5GGI388b1fJx1Nsfy8NXSeeyZaQWFyMIo0rRdgT8hBSjOsG2v6/A8NWNdKSnY8vJlAdYDVb30rCnka5jdS0xKme9NBTMMkFUmyd4OVBCVUX8nVn3oPwweOsOmeJwCYc9oiLvjcTWhVIRxOlWzBwEim2f6DuwkGAiw4YzX7n+3D0E20vMHNX77YjtK2OWlscX6FUf6PBOjohA0vR/0nU6+hzWRsOtoTcKxn4OVzAb4SFHIFHv/CT0mn8yiKQuG8lbiWLwTAVdY/GagJ4KnwloT5aBqWtKEV3+jKL5njcIxD28ZZet6ldKxu5NKPvgmwAsBMU3JwME73SBwpwVfhIl98EzI0g6GDkyBg7rJaK9oKGH/oeTb84AEM3cDjd5eOc2TnEaqbqgm31nJkx2EiwxHaV7Qz0j2MoqqsvHAlH/nR3xFqqEJKyXO/28PW+w+Wyte2hahZUkvNygaSLpWklKAZZDSDoNdBIqtb95Mp6R6KW9HRWY2VHWEUIXA5HeCELz/1Ne7+xkPoRoiRQ0lcrgzb7n0QRRE0zG+moqGSOmZb05G9R2YtJyNJHEqW5+9eT3LKemly+91UN1bPurjJySSRUZOmxYuZMzJiiXJliELxS/C5HcT29/HorbcTG41y+d/exPb1PbOO1b11yBZnm5PGFuc3EC+nKJ9s3Wa5aXxUKVM3YdsoQrUsH31BDSx8faQ3TEwlUFSF0QODHHjuAAC+2hAtRXGu8DpnjU++7rM3EBmcRFFVCtk8vpCPde+4BKEo1MxrxDOcBFXgrPRSE7ASimhNARZfbc2lHAz7GJpM4/c4qKrwgJSk8xrVFdZMU6aUNJ8/j2w0S11LiInDEUwTHGkdPaiQ23+IBz7/c6ZjUvp29xFurWVyYAJDN6htq6NnSzeGbrDkrE6u+uQ1NMxvpGlJa8nS1fI693zjKUYORWZdi4n+OPPOn0vSrWCWuY0kVk7vcNDNVCJPNF0oJU8BiHdv582XW0FV40eiTA3lMYxQ6TYypZNUJElrZysHn9/PJbdeXyrrUEA3YWj7bMF0eV0c2LgZQ5uZZCOfzjPSM4K/cia71+or1gGgCwdXfPtjJIzZY7ZHnt7FnX/3PYziRCEOlwfIzdonUOXFxuZkscX5dUQsnWd7z3RQjaAm4GbFvBrgTxfmk7VZyycaOJljvO2fzysVMHSTVDTHs12jSClQdYOebTN9pm6AS066ya9KNvz6SeYsb+czaz/FojMXceC5A9Q011DZUDkrKYd61GxTDR0NdG/qRi+KhupQOfumd2HqJpF+g0j/AUJ1fnLl6SH9ToJhH8msRgYY7Zli1fwaKiusmZVWL6hlcCLFriNT6KYlHbXXLCGYNRjqmgBTkt42jBBgpBL4q/yoDhVFVVAdKhd97iYqOucCEoeEc63k3Ei3iygw2T3KFy/9LNVN1TQsncPiq86i8swGqi6z0lS6FUGuKMZCESCs2bSaqnwsaatCKIKHbnueZDSL6naQy04x3HUIUTz+nLOXs+dIBKdDIRnNEM8WaFvRgJ7VAYmUknNvugIhFDpOX0X9nLm4hhJUdNTgcDvQdIPauU1UBINIae1fs7ARd20lhqYz/OxeTM2wArcUgcvjZPUVZ1Ld3EbdnBaktLwQqecHCS6tQyii6O2RbH1sB4vXLgYE/io/i85sp5A3SWQ1TFPi87kILqgmmc4TKPNC2NicCFucXyaEKvjID6854fbpyE1Fnf1QnjUm9eg6j67jqOWAx0kyO2MBeE4QgJLJ6zy6Y4j2ugrm1AUI+Jzs6Y0UJ0Kw6u1sq5yVIvFEbSgX5hdybcfTBfKaQdDnwl1sV3IizS/+eX1pn2BZqsPpMg9umxmlV173dFrLozkwGGO4OBYWYEFziJaw/5j9ptt+ovb+9/v+i5V/ey2mImbtWeFxksxqFJ/JyOJ6j0vlvGWNx0TjKorgx5/8Ef++/dvUtJV5ASRI00Qp9YceXU5BcahQFGdDNwhUuUvpMgFqT2nE4XKQKWbmcjsUK3CwrJ49d+8nvbSOUJ2fho4wLbUVtIQr0A2T/YMxK7WnR2Xee1aRfuwwA/smSmXnnrKE3Y9tBuCSz/416uK5ZE2rreGAi4IuSWQ1KFjWYkVbI1pBx9tUy4IPXlMSYjSDBp8LT4WTBq+TkUiWRLqAx6XiczkIVbgRiiCXLnB42zBGMVGJohp0P7mbhhXzGN59hM73XMbhseTMyVV7SUeyTA3MBMpVN821hnsZ0Pu09aI3992nYrite67zry7i4B+6Svs3Xr8aIQT57n4e/vKvmLtyLkd2zri+r/z4u1AcAQp5E9MwmegvHmurVXd1Y4D4RJTt922alXq085x1rLpiGfXzqnmuawxFCPwVbvRXQ+CIzWsCW5xfLhSB4jh2Wrs/hXKRPplI6KOF4UTD5KYjv4+MpTgylsKhCPSjotIWtoRwvYTt7RqIMRrLcsHKJtyoxz+Jo5YnDk3hWnf8VK6O4pSGR5PXDEswihim+YLtOl4dz/zqSbb+4TniiRzL/+H6Wds0wyxNQVhOKqez40iEU4ueCrD6M3es38FIzwjhttqZOYgpfgfKzMvP0W0TQnDrvZ/lN5/9eWn2qKm+Ls6+8TJS0RzVnbUMIclpOt5shh0/uJdcIs3yT7wD1evBmdcReYPUeJrDhREuumXNzHEEOBwKbdVejoxaYpfRDLSy+7W2LUSgamFJnId3HKb24jNL200JiaxGOOCmvb6CkN+N3+PgvOGf8uTuUQqaga4ZuAaTJA9H2Nw9xYe+fzWqU2V+Y4ht3RMMTmXQdJNwyENkKEH/rlEa51WXhlR1XN7JkvedRlIorFXA5XGSLUtVClDIzl4+3hdqOmfOS5ZlKFMdSuk3YxZfgqKj0VllHU4PkVFrgpGKKg/egJtsMQVq/dwqxo5EkVLlwve/A6MQY+cjWzjjxvPxLGvgd19+gs51czj7xlOYSOY5NJpkSYvd52xzctji/DriaK0zTxAGLo7a82hh/nOOVy4ux3N1T/9XyzwFWpmVD8e+XBg5A59TJaMZhHxOK82kKQn5nVRVzLgGZ3sbjvVETHO8syzfnk/n+MU//YSHf/Aghm5w1uWraGmtZN9ArLTPmgW1+NzWz2ZaNJ/rGienGcypnT0D0Zb7NtO3p48bv/Uh0jkdRREoQiAUUBA4XuTlbcm6pVz5iavxBX1s/P2z9O06wuq3LCltb4hm2XhgnJ0/up/NdzwFgJYtsPTcC5jonWnzsnPm4ii2ebI/RmQkidOtsuOhHrxtIbTWAKZDJTinktFdY7QsCjPcM4WUTt7yiZt59rcPsPqmC3AVs4kBpIuTUHhcKk3hitK1FELw5pVNRCdS3PP1p0hOWl4M1amglnli6qt8DE5lyOsmI1Nptv10O8MHLVEOtwSpXd1EvilQsr5zJuQyGu6+OFoki57VUNwOqhoChGp8pXvO4VLxBd0z37WAmkqrr1ePZMmmCzR11JCOR8mlZqzw6SGOrZ2tNC9uIZ/KkctoJGMzL2KpqNWHbF2fMRLjA6iKdR1yKYEvGOTb+2+jdzzJrt4oy99zKl2/2cOi01toWd6A16WSLei4HAoel/3otXlh7DvkdUwyq7H5wDjZkSk2fvOOkiVtBceaCEWgqCrnfPmWUhkJrOkI43Ors4Rr5+EpUjkNJCxuq6Qm4DmuNd89HGcilkMi8bkcpPLWwyuZsVx+Xf0xMgWdRc0htNyMOLsDLlrevpQWBGg64w/0IFSBO5ajsjXIqo5alLJ+2aNfBqbXNVR7cTmtQCPdlFR4Z9v/xys3jcvn5oHv3ldaPvfmCxCKQkvYj2FKFAXcThVFmS2q569swll8uJez/MozSC6cx4guGdlpuUFDPifxjIZTVehss7JzJTIFJuO50hjvlho/lQE3QlU47eo3AbD0/JXHaTGY6RwHHt9ZWu7asId5p5yKlS/IonvLIGfdsAKn20EmluOh2zbNVNA1gdPjoG11I1rWoLGjGqEomMWc3fFJuPDj78JsqidXMMjkddzpAtENfaguldTcaugIH3PuhzYOkCzrXgBIT2WoKAppS9iP0yE4NJJgTn2A1k+u41f/uh7VoSJUhULIfdyXxu6HukuXweV14PI4SZVlPAvW+EiUHdcVcKEWp8z0DCfofrK32JYDHNy0j7e+61wAhKrSsqSF3Y/vLpW95jMfwuH24HSpJCbHScdNDN3B4MFJfBU6D37397PadsrFp4IiUItdFWmvg6s+fQ7aVAaXIqgPedg7EKegS1rD9qPX5oWx75CXCylfMKiq3Lo8muO6rE9inVkU32kB0AzJWDRLRS7P1vuPn3HN4XSw/NbZQ3ZUh8L0EJxp4pkC0ZS1XyqjUR2YPYk8WOeUymql+YMVkS8GOonSi0E6rzGVLBBPT6AqCgv+5nS8DpWMbpDULZejashS2sW5pzSyZmHdcY91vHXhkJdwaHZU7Imu3dF1mEdF4E67oT3uF/6ZCFOiFQxMU2IYJtKUGKbk+cMRcmWdjALQim5VzTDZeSTC8FSaqWR+1lj3kN9lifMxbZx9Jo/8111M9E/QvLCZlkXNFLIaA/sHcHn8NMzzkoplSUWy5DMaWlbD6XbQuryeD3//ajY+20vS78SLIL5piEPPDMyqu3nRTLrLSG+CpWcrTOomasFg4pHDxIqu3uhwgvZl9bQsrSvrP4c1Vy1h4Rmt/OzWhxBC0DC3ivG+KKLCxc5Dkyxrr6Y64KG+smj1qgqL184pZQ8rPKTTeOE8WhfV4nGqxIcnefg/fo+Z0qhqrKe2fT6qQyE6mkIoUFlXgdOtzhJmmL6XLWTZRZ4aHCM5meDw9+4EhwNVsZK2THPhLW9jajgLZK2c3M+uZ+zwKGuvu4Dm007B0+QidFc18ZGZSPTdj+0iPjRFW3MNrTX+YgyAgHnV1rcnBJ2tISKpAtmCjvf/wHreunVrncPhuB1YRvkbm82rARPYo+v6LatXrx4/eqMtzi8XQpywz3eak3Umn6jP+Zh1iuC0BWHqq3zcv6kfE1jbWY+XWr57grrLH6gvhFJmGe04EqFvIkU46EHTZwtaoaxPz5QULTDJtDd7uh7NkGiG5TL0exwUcmX1lF236HBZANAL8ELBXScS8qPL5dM5vrTha0jT5Mef+CFI0Ao6pmHi9DhnWe7ldD0/wEM/2DxrXajOT+OaZtympDCVQV1aS1WtHykFmbKx3oYpj0lCo4hjj3O8iPhnfv44472zE910rFlIZMQSFUUV1DQF8QZcPPqjrVz4gdPwBtwoToWY14FpSDQkntObcR+YIJ+ceUkbOjDJ4ssX4mivJGmaTOom4azOtp/tmNWI2uYQD/9gM7VzQsxd2UhrZx1VxX7VYH0FZ123nMNbhxk6OEU2VaDucIRMS5DHd42wqDnEotZKBofiPPZfz1JZ1i0QH0vxpoCHjlYrQ1xCMdj0G2u+nNOuOpd83npxCIZ9CCGIFl8WGuZVoVeaGLqBVjBwBWY8J7Jg3WNSmoz0DOPyuogPTLB3gzXBXsviFgo5rRiVHQKs78nlSjN22Eob+uwdj7I0neDUW9/F239xK5O7DnHvP/4ILVfA6XGx85FektEuEpMZApU5nr97A9lkliv/9i2svekCUjmdhkov2cLsLp2XC4fDcXtDQ8OS2traqKIodjjaqwjTNMXExETn6Ojo7cBVR2+3xfl1hBCCxhorMvmKM9rQdBOXU8XUDd719fecqBDGUTl/dd3EfVSk9tGCEU0VUIVgshgcM004MHuYiGcsTXTnaCmKOFLtA8NEWdWIM6MhMhoFYWUDy1VbFq9aZm1ODSd4KTB0k8RECkVVCNXNiEC5SHtDfhautfp0v7r5W2h5nXu/+TRDB6e48SsXU9kYOH7dR1vcQEWll65i4o1gc5A5S+uYSORxKNYQN1OaFDSJQ1WoC3qY2xCwkoVI60Xm+a5xKgsm2aEE8fE0a69fjrPMgs8kMtS2hvGHfPTv6y8ldym3/k1DEh1PEh2zPo8dmmLuKU2AoNbtIN4XB1UgnOqs4MW69kqWXr6QQ4ZZStl29tIGKitcNFf7qJ1ThafChaEbPH/XPoa6pxjYN8HAvglqmoNc/8ULretiSg4+N8B4n9X/PTWUIDkZpXp1GPeKDkajGbJ5nUQsRzqZJzGRoWlBDVNDCfIZjUxGYzKWxaEK7vuPmXSZTW9aQOOKxfQ/cghf0ENicsZanp6MY5ragJtzlzcC4FzRyAXXLcM0TK7/3Nl86bLPlYQZYLBrEH9lBRd94HoiIxreChfVzUG0XAVOjwstV8AXqqCurhFHTiPrcVNxWic3Pf5NlGSazM5Jdj3RW6qv6+mtpTHt6WSWh7YPIYFV82qYVx/ANOUJX/heQpbZwvzqRFEUWVtbGx8dHV12vO22OL9OEUKUhkIpDpUr//7Ew7rufb6vZL2Fg276xlM4jhri5XYq1AYt4ZV/QhJPmdeZKJvuMJ/Ik88UyO8YmVVF3fxqPBfOs8qUHTo+bk1MUN4a0zTZeMce9j3Vyzk3rGTh2jnH7FPOgY19TA0m2Hr/QTx+J2e9fTm1bZXUtle9YNvX37aJoYNWruVorkB2Kl16ibGCn6xPydSMxVnTHEBRFCvjVpG2i+YTd6sEvU5cToVUtoDT4SCd10nndeY3BKivnhlGlsvrjMUmGXyyj5GuCRwulbPeuWLmmkrJlj88x96nrNSSngoPS89dTv1pi5m3eBGKBnuLfav17VWMHIrQvrKB9lOarEsuoCprsPnu/QA4HUk2/WE9qlNl8VlLufpTH8fldVEXz7G9Z5JzljeWXPvtKxtLX5viUDj96k72PHkEvRjBnk3mOTKc4PBYkmzBoGJBNZHhSYxClENbdjPUNYDjpw6u++EnECs76J9MoyqC1jPb6H3iCMPdUyiqINRQwVjASW/XOKoiSCkzj6q6s5eTQqH2uqX4YjkyOY3EcBKX10HhqCDDUK2fkP/YcQfxvXFGekZmrTvv3W/F7a/D4fLR1KEwcjhacu2f/c4ryMTiVLd0kIrl6f/VHuae2YJoCpALeXAKJ1pSo669kob51Zi6ZKd2hEBNkEB1BTXzm5j2W2YLVnCgYZr8H2TBU2xhfvVS/G6O6760xfnl4kX6nAEODsWOSVmpCFHqO57GqSho5mzrLBx0UxM8NuPQn/UrLNPadE5nMpE/Zpcqv2tWtiaAmsCxyRRURVBd4ZoZBxyePXY5MZkhGPaRz8x+iJqagf5UPyDRDEl9exVCsV4yUpEMFUXxkqbkji89wXhR8B3FfrtZw5COWj74/CC9Oy23ZC6t8eiPt3HpB08n/ALibOhmyeID6JnKkB1LHXdfd2rmehmaiS7TJEb3Wn3gc9oxK1wwPcQra73oJMuGAB3txc4XrWCj6Po0NIO9jx/ilEusbGLpSIrvvOdbpf1zqRyaqlJ/xVmsWlpPVcDDmdcsxeVzsmt9D5MDCVKRLNlUHm8xyr1hvtUP6nCkePIX96AXdJaeu4z3fvsDuHxWf7dDVajyu7jri48jpaR5US1L1s2hrtiHCuDyOgk3BxntjbLw8oWo7ZX0T6bJFMc+KwtrSDw0zJZfPl4qo2s6E3uOoHZYw+QMU+JfGia0Z4xEJAOKoPVtnSSKXSaGKWl86zmcm9d48tt3M+2GMUxJMuim5a86Gbp7P3oyf4w4u/3OWcv7ntxDqC7Ensd2ldYFw5Wc/953EBnJkUkUyCQKtCwK4/Y6ME2Jx+8iGA4z0R8jFbO+a71gEDkUIfbsAP5qL4niSyTAZX9zJoGwnze/exXP3fE0Z7xtLUJRkFKyvWeSkM9VOq+8ppei/18NSClVQ1IlkU6B0FRBVAhx7NhBm5edV89d8XrjJPqcD40kKRzVZxvwOmc9uMESwamj3Menzq+hmhdn+rlfGlYljh2yVOV3zwjCnzCs6njnZ0hJpMySdFS46Lx+Oft+vRtFFXzwu28tZYcSQpCayvCTTz9ILpknPpZCO84Y4qn+eEmchSJoX95QEmen+9hEKeWtMjSD4bKpCKdxemff+rmCzr6+KKoiiBWDo8qjgE8Gp1vn4MYnObytuywhxRaqz56Pe37LTJvKrnHA62Bxa9WsF4p9/da5hTpqSE1mWHhmK/PXtJS2+2sC3Pzv7+Mnn/wRAKrTwdpPXEseSkFG3pAVsFdR7UXL60wOxHnml7u46AOnWdurvCz72Jn03r8RvfgS8OEffozKBqstyazG8wfGKegm4dNbOHDXPiLDSXY/fpjWJbWc865TGdcMhqbS+C7pYIEiyOkmim5S7XWhZDVMoGBITn3fFbPEOdRYTdf6bTS1L0BxOTE1k2S6QHwyQ+P8aiRwzqqZ62Vl84Lf/EFhyVlLcBkavmAA08oCgxbPUt9ZQ++GXThU6/ckVAVT0xnck2H9bWM4XA6e+c1T7Nuwl2BtkIVnLLIymc1roP3UM4iMzE61mU0XyKWt32G4OcRg1ySBai+BGh+TA1ZXixCCOcv+H3vnHSZHdaX9X1V1jpNzztKMEsqggIRENEGAWLCMCQ5gggO2cU5r1muMbeQPA8bYXmOMiQuYZBAIgYSQhCSUpYmanGPnWFXfH9XTMz3TAoFh12vrfR49MNW3bt26XV3n3nPe855sTDYDzbGFgclqoPvIADOWl6CKAkvWL4v3aZRETq/Jjv8tCAIG3T+OfnxEUXJklVziOzmVqEqhJKi9elHs+18d3L8gThnn/0VMlWwETrou5ImanUhF7L7PPZPAVh1vLABlV88lEjNWTou209BLAu5JuxCbWY9BLyEK2sZFjMWqxyFGZXQdbsJ2I+HDA1iXFhAx6YgqKpLDSMHsbJZdWoc0tU6wSbuuIglUfm4BDPtpfq6esG9igTIUjGB1BUixGTnSOsKeFzWFp/zqDIxWw3uqlI0FIuReOxcBAVEAGofp3t2FZJQS6uu29LjpijF9HTMywBsmqzgF95CfoC+MRS9hjO1wFEVFEKD+v/5G175m1KhCVnEezrwS3OnpzFqdijXVwdjwMPlLq8kqy0FnM8bUxIT4SKsLHGSmWAhHZFy+KEokyrG/NRNyGjBGZBauKuOcqyYqrk6+z3O+cB5DnTokvYCz2EHIpsXR3f4wOp2ILkb06zwyQQJVVTU+N3q9RHmBE++ahVxiN9P4zDZ+8/l7uPWh27Blp7LjWH984SjkJ+ZvDw962dfrAkFAL4mYbFLc22I16RlyB7GadMiyQjCiYE218rVdv8LlDSMY9ARFiWyjHuX4KPteaSQanligekcDeEYCHNncgoqKTi8hGSQkSaTh7Qbqtx9jmajDFfNWSBGZ/v8+ht8VJC0ng2fv+i2gFQ/xDE+QCe3pdkxWE9FIlOzSHHY+swOAkZ4RxgZcVC5ZjapOeBf1k5jUoiSgqgq+MR+RgBdVtSMIAvY0Cx3HBsgpSWXF+llIeglFVpi9qoyoqiYUDdMJwjTehqqq6HX/GJXXYoY5P8lHoqySj6LwYQx0Q0ODYc6cOXUlJSXB+vr6o1M/37Ztm+Uzn/lMSTAYFFevXu36wx/+0Dk1VRHgW9/6Vs4jjzySIYoiv/jFLzouu+wy9wc5PxkaGxsN69atK5dlWYhGo8LnP//5gdtvv31warsf/vCH2Q8//HCGJElqenp69KGHHmqrqqoKAyxfvrxy//791gULFni3bNkSF26/6KKLSt98803nxo0b26+77rrRqX2eDN7XOAuCYAK2okkd64CnVFX9gSAIPwQ+B4zfzLdVVX0pyfnnAr8CJOB3qqr+9MMM9J8RU+O6cPJu6WmG9gOeP954akrXeAnDVQsL0UlavrCiqDRub6d8RiaOSWSqjn4PvSPa7lKSVZpfbYl/tvaymUiTYn3zZufimPS3rKh0DnjweELkzM4hbXmxVt7PYWTuzYtZWJVJT8MQziwbAZ3AzvoBdJKIiEZuWnLJTGavrcBg0Sfcsz8YQaeT0McIToqsxiRJtZelY3Y22RVpvDsWoPFAD95gdJpBd8sK+i43A+1j6I06DCYd7rEgkSm79MHmbhre0uK+vjEvenMu5pTS+OeLrjuDYL4DF4A3NE2JranHjSSKbD/Wj6qCWSfS8NpEYYaCFDNpOYkktPGzFUXAM6Lt9lwDASrSHOiq0mnqcRPpHGN2SRqpdiOmxQUU12VikyQKY+7UgdZRmt/pxG8zIKeZ0Kc5qd9ej6Io96XA1QAAIABJREFU3HvDr1lz141YYwsrvSgy1flfurQIT8zDIaDilDXXvjoYgBwr2Az4glGMepEZBU7K85yIAuyoH2DQFUQnwPzZuYhz85izppzHfrQZ70gQk1WPz6Xd05t/OUBOaSp9MQ+JyWZgrE9Lr9v0lftYfvct2jwcGsAfO2dyfMAz7CG3IjceV/YMezDbzdSurOPImxMkMICexm4qF/aDmIvRJpKem5oQ0ji6dStN7xwlHAgTCUW44ge34h4O0XqwD7PdiKKovPanfQDULi8hdVY2hRnWmPa2GhvadMMclVX+EbRIYq7s3PdqI6vk6lR1QBCE6ezH90FhYWEomWEGuOmmm4rvu+++9tWrV/vOPPPMyqeeespxxRVXJLBA9+7da3r66afTGhoajrS3t+vXrl1bdfHFFx/W6XQndf6JUFRUFNmzZ0+92WxWXS6XOHPmzNorrrhirKSkJMF1OX/+fP9Xv/rVY3a7Xbnzzjszv/KVrxS8+OKLxwG+9rWv9fl8PvHBBx9MqNDz3HPPtV522WUlH2iipuBkHo0QsFpVVa8gCHrgLUEQ/hb77G5VVX9+ohMFQZCAe4G1QBewWxCE51RVTfpF/VPhJHbABRlWAmF5wjgKk+LLk0436UUclsTYmU4SGHEnuuJEUSDF9iFE9d9jrKIoIIoCLXu6adzZwVmfXYh9igY2gDJlz15Znp6QpiWg7epGvSGGXCGGPUHMBh0ufwjD0gK8sWo+2U4ztSWpCJJI/kwtv9k/6kdRIRxVkESB9T86i6x8B8Kk/ofdQQbHgrgDYdy+MGfU5aCqalx3GsCgE3BPkn8cZ8omu3spFquMxERUks3R5BV6d30nFQtGQciYmJMpQsqiKDA5byoQktlRPxDvWpryAncPJObsToYmICPEFx++QR+6Yie+2Hh31g+wuCaLodgO0xOVafUGOfgfbxAKRBju1t5fpcsKeOH7v0WJcRrmfuZ8BmLG7vwFhXEVs7pfX4ggCOj0IqJOxB+KYjLo8I74+dPXX46Py5piIn9NGcF0Cya9REW+M26YqvIc9HePEO3sYXdnF2kFBUiSjjmrK2g5OoCzwM5oj4eIL0zYH4kVoABVAbNNoq9F01lv391Ayl2PsejK8+hsHMaZocc7FiAa0haKZruVlOw0skoy6W/tjzPYrU4rBpOB5Z88j5TsbBTFiM8VIiVT4tm7fo81xYbf5WPxJSuwpuWi16tEowbCgSC+MS2mPHvNXI1J7tLmNeAJYXYYqf38fG1nrJfwhyaeuWRG2R+W6Rv1k2o1/kPEm2WVVN4/B1qUVVJ1AsMf1XXb29v1Xq9XXLNmjQ9gw4YNw88++2zqVOP61FNPpVx66aUjZrNZrampCRcXF4feeOMNa2VlZfhkzj8RTCZT/McYCAQERUm+7rjwwgvjLphly5Z5H3/88bhG78UXX+x54YUXkqdx/J143ydD1ZZ+40wYfezfyW7QFgHNqqoeBxAE4THgYuCf3ziPC1i/ByrzU6afxsnlNAdDUTbt6044ZjXqOGtePkFvgIdu+138uMVpwd3XG+9sXOJS1Eno9HrC/iqYYvynucdVla76IZ792VYu/faZWJ1TREgm/bRnn1WekCKiqirbj/Qz4gslTEkgLJNhN+IJRuLXS3MYsJoTxxITq8LoCjGrLJ3sool56x7ycaRjlFBETuj77f096L1hgrKCERACUQwGiXDKxLgFwGbS4Y0plVmNOiKyQl1xCofeTWTyGh1GxITvU2D+dz9NalUBW+5+mgWfOB1Rn4I8iY+kM+mYTKFLlr88Of4sTH1ePkA40mAzMPnVElVUWqakoYVDUXqaE9+trpZBXP0Tu0RTTjp+IMVqSJAXNU5hPFtMegTAnmbhkz9ew6M/eA1VAd9YkL4320m9uJp55RkoisrQgItdj25h17M7aXr7WLyP8279PL4YwSpzRgaB0lRMpamYADGi0PnwflRFcyt7h/uYvWYxB1/bRdm8GgpK6mh4qQkAnd7DG398hpScNC744gYkvZ2xAc1Qn3/rLF598AnK5pZwbPsxONDKmdd+CteQynhJx4BHe735xrT/7nzmTdLy0hjpGUGURMx2M0aLkYzCDJrfaeTga/uZe/YSCuvmYk+z4Chw4hln8UdkynMcSY3yuJfKatRRnuN4z+/zfxIqqv79W423++hi5O3t7frc3Nz4arm4uDjc29s7bSzd3d2GJUuWxNmYeXl54c7OToPBYFBP5vz3QnNzs/7888+v7OzsNH7/+9/vmrprnooHHnggc82aNa73avNR4aSWbbEd8F6gArhXVdVdgiCcB9wiCMKngT3AV1VVnepbzwcmSw91AYv//mH/8+Kk3dpJWnoHxviP8x7AN+qleU9i3drSuaW07m9N2lfJlSvQcXIvC9eAj8bt7dSdVR4/plPUhJ1zRr4jwcXo9oUZ9k5ngKdYDXiDUUKThEvGpjDCQcsjFqMyoaZhnn78EBkFTiSdqIls1GUTzE6sOmXwh+l9rZWx3kQBk6pLZ6AqWjlAozvE8LZ2TIvz0Zn1pNuNLK7JjsehC25awkNfe57R7uPUfWoNgaiSlCynKioXffXT2FIz0LZ5WptoJEzzq28jWLS17MyVs6hdXouqgmcsQP2bbehyrGQWOFDHl0uywuXfPpNgRKbdFUCw6NnfMqRVL4vxAxC0toqskleZoV1PEBADUQztrkQVLKWfoabjCKKoLcpUAVEYBQRSc3Mw2uz4hgdY/blLsJalI+hEvMdaGesZYdlN52sLsqFYKpuqpbhJMa6B06zHaTMiigLpBU6u+tEaxnq9iDqt4EvIqudI+yigMugOIZxxGquWzuH46q/FaydP9iwMHhti1spSXONKclta49WpFFlFEFKpWlPB/GvW0r6lO+7SB4gGNRWv0d5hXvx/j3DW9esg9jxb8nO4ftPP2P6zv8TbK5ERECe8kEbrdE+QM9PJSM8IiqzFmhdffjr6zDSUrYfwH2ln/6ad7N+0k0tuvwH9kJ7q5SWIkkiqJNLfMsJon4fqRQUYYgtNQZiq+v6PAwEhcjJvHq3dR4dkhNKpi5r3aKee7PnvhYqKikhjY+PRtrY2/YUXXljxqU99arSwsDCpQsx9992XduDAAcsDDzzQ8IEu8iFxUsZZVVUZmCsIQgrwjCAIdcD9wI/RvtUfA78Arp9yarKZSvoUCILweeDzAEVFySsRncIEknlg5FCYA6/ux+KwULuiliNbj8Q/szisiJKYIFKRXV2A3mTAZDWi0yd6tRRVZXKE1ZJpJb0yHUEUaDzcx/HGIcwOI2abgTmnF5ORZ6fTYSIt3xF/EcXjoyf43ftD0QS2ulEvsqAyc1q7tteO07apKf730KQSgZZCJ0wyzqbhAMefq0dn0ZNWlooSVdAhYDDp6HilBUe2lXAgihyW8Qz7KV+QR0RWGfaEONQ6wqxSjQOvyDLdR95l/6t7KVhYg+G4XTOM40xzUURv0hHodWHOMtF7fDRuTAD0hgiv//65+N+ZThNpF8zXxqiovLDlOIXzchGsBpjEPVgaE8zw7Oqk5+gg/SXO5C8cRaWrPpG7Yk0x4RubMFpKtI+9L2gKVVNxzo2XM9wTJrMwDVNqFoZlJQiCQOMDz9L02j6u/e56ZFlh74Eu0EmIJm3nnGE3MuQJYdSLzCxKpTDThgCkFThJiymDBUJRth/pxx+OkunQPBWqCn5BYvVXL+PVnz4OTBdvGdzSir04BSHVNC2+L0cVBo4MkrFqMdFNiVKjAU/iIsw35sZg1Yxz5oI8XCos/uKlHPzrDlKyU2jdd4jC2ip0Jo0RPjagcMGtG3jxnkfifQhTlPMOvX6IS5/7CSUbzsGMJs7y4s2/AgRaD/Qx1uclJcuGNcXE4W1t2ri8IRaeV609M//AkARGoyqFvLdrW5EEPhSx6UQoKSmJTN7ptre3G3JycqYtAAoKCsKdnZ1x101PT4+hoKAgcrLnn+xYqqurA6+99po9GYHr2Weftf/85z/P3bZtW4PZbP4fyRv/QAEPVVXHBEF4Azh3cqxZEIQHgReSnNIFFE76uwDoOUHfvwV+C7BgwYL/80nzyVZ1UVkhKiua8Yp5vUVBiJOXTtgXmvJTdNLLPxyIgpwY6RVihs7v9k/ESoHqJdVEwxGyirMYaB+IG+gL//hNgrJKFBL6Bi2VJs0+8YK0LsrH70pPaBON/fPrBERRpHjOBKfEG4jgDUQQBBJicJMxNZ+7Ine6OxDAP3bilCa9zYCoE1FREb0RGPSRUegkpSyVaI6NsEWPJApYBYHQqy0MNE0JmcWuF5VVhtwT15GjCvtf3QvAWMsAQX9ijrPOKJFdnIrZWozPpVC+IIe2A31IepFlV8wm6Paw+fcT7f/682e49Dta+clXH9SkPjv39TKjKh0hZ4JkF5UVdJLI0JEBmra1UXl2BaEiJ6Z+L57mEQxWPSuvnU9L4yDDU4zxVJJgxO9PapgNZiOXf+9iHvnO5riGeUWRg2PbdvDOw5u58Tc3AxBw+Xjx0z/BNTBG5dIZLPzh9URi4Y9QRKGxa4xIVMYfjFKRn4LJIBEIRXl1Urhl8ndsdIVIc07SSVfHEHX2+A5aCUZp2qR5fHTSEEOtHdr5ioqqqkgGHUF5AXU3LdLGt7cH74APOTKb/Bm1sT5Vhjpb8A7WY0mz4VJmAUbcgy7S8tLwu/2M9Y/R3dBN9ZIaGnZO1HauXVHHka2HMVqMdB7pSJiz0sU18f8PIIIkcsEvvsDYtg4sTiPesQCjsTx4g1nH/LOrKJuT+w9vmAEEQZAlQe09AVsbAEmg98OQwd4LxcXFEavVqmzevNm6atUq3yOPPJJ+8803T9OYvuyyy8Y2bNhQ9v3vf7+/vb1d39bWZjrzzDN9Op2OE53/pz/9KWXXrl3We++9t3v6lTW0tLTos7OzozabTR0cHJT27Nlju/322/unttu+fbv51ltvLX7ppZea8vPz/2d0Vzk5tnYmEIkZZjOwBrhTEIRcVVXHA3PrgMNJTt8NVAqCUAp0A1cCn/xohv6PDSFJzLlr0MvBtsRF2dyydIqyElNVksWYexuGeOaubQnH0nLtjExy3drTJuKpjbsaKJ9fQcAToO1QGyFfCFHU8kTHlaVOtALKsBuxm/UJhr+mwImIQL9r4mWv14kYJHEakWnUE6S+0xUvgOEMRDF0uxEyrYScE4Q1qXkUUVFjtRehp9ONviaTolk5Cf2t/fxCVl83H++IH0VWtQIP3S7cDiO+iAyxRYk9qsaVsfpaRihfUQJVaciIuFHJPKccW66d9q1aG0kvEpkkUxqVVWRFQRJFju+Z2Klv/v3TfOJbNxMNKyiygiormGPuSiWqYLDoOO+mJZr7VdR216qicsYVy9j+xFvaXE+a7J5J6mHIajzmDTA4FiA33cpYv/a9Nm1qTngg5qwpx2E1MG9ePnPn5PHH257CO6ZVxJpaItQ1NH2jo9PreLDrj5gdVvKrMug8pu2+27d3kJVehChJLLxYq9t86LX9uAa0eHTTjmPkPLmZlJsuwWLQ2PCSJHK4fYx0u5Fth3sRBTC4QmCaeK2M+cKYfGFcu7rpaBomNXtCOMdktWEwOwj5wwR9YYa6JjwinuExjr41USEKQG/UMzccJarT+tdXZ+A6MkDQmxgKMVrS2Pvi2wQ8AY7vrWfZD65h78anGOmZKFKhyApjA6MJnqSj245QPr+Clr3NzF49h8GOAcx2sxY5CIcTUu8A1BQ7Z123mOFOF3qTxurXG3VkFafgGvSR8X+odrNeFPtQFBLznAFtx/yx5Tnfd9997Z/5zGdKg8GgsGrVKvf69etdAI888ohz9+7d1o0bN/YsWLAgeMkll4xUVVXVSpLEL3/5y3Zd7Bk40fnNzc1Gh8PxnuIpBw8eNH/jG98oEGKaFLfcckvfokWLAgBf/vKX8xYuXOjbsGGD6+tf/3qh3++X1q9fXw5azPv1119vBpg/f3718ePHTYFAQMrOzp593333tY2nef29OJmdcy7wUCzuLAJPqKr6giAIDwuCMBfttdEG3AAgCEIeWsrU+aqqRgVBuAV4BS2V6g+qqh5JepV/VZx0XvP7t4tGo1QurKRpt2ZYBtr6E3I900qzWXT7lZz+nw4iA6PTlKnGke4woddJCcY71W4iJzUSN846UeTc+QUJsbTx9r0jgbhhBgh0uWl+/TjpRU7seQ4MVj0Rf4SmHYnuSQA1GJ1mnEVJRJBEUvIm4uJ+u4He9kTjo0QSf4stW9vIaBvDeWYxEbMef0RBmJlB7awsfIcHadvaiq5+iGit5koPhGU62ofo2n6EnoZuSueU0nqgFTkqk3JuZZyYBuCQRA7fp5VeNJoN9LWMEAlGNeKPooIoMG/DWUiZaTS+vp/Bpm66jnRQWFvEdb88X0tjU6HH5efopAXW+Mv/tPOrmbU6ihxVJv5FosxeWznRVhR446GnKJldTm5VFUoEJElGEG1EIzrmXrqW5T++ll2/+m8O/nUHdWfO4iuP3Y7ZqYUB0gscE7ttAfQGiYtu+xyb/7AfnUGHJAXJLNLmJqc8l2UXLcSFxjYmLMdz4sfnztTv48Czx8ipysCyJJ+oWY9+OEDrX4/FxWU8IyHS8jIY6Rki6NfhHnahM0jkVaQT9IUY7dOEaDIrKlh6vQ3/qJfAmBf/iIdoKIwgSVgMEsGIjCPTim3DbA48kFhxLRKxkF9TRPPuBnoaujn62+eJ+BIzGwBSslPpbZog/mlx6xFmr57NwdcPTGtffcVxzLXl6ESB6nwnVXlO9DqRvLJEOaCgL0xm4f8dwzwOvSj26VR1IIlC2Ee6Y56MFStW+JuamqbZhA0bNrg2bNgQX63deeedfXfeeee0BcKJzj9w4IDl/vvvn/6CmYR169a5161bl5ScvHHjxriH9+233248UR979+792OLPJ8PWPgjMS3L86hO07wHOn/T3S8C0/Od/RZykHT7pc6e6gCPBIE27m6hbWUfIH+L4vuMAGC0mIqEI5/zo00RSU4gAZKVjNeiwWUSG3CGifcNEPT787f28PTxK9d2fm3a9t+95lndf3sP6H3yS+RcsjBvlcFTh7aMTv5upRTP69mkvwOEOFyaTnsH6wQR37Dh0Og+b7v8Lr//hidgNavd4zS8+S8ncsqkzMn2Opqit6QwiogC+t7uwLCvEnGJCFAQtX7omFd/TL3P05Rb0Oy3ojHpMDgubXV42PfC3eB/jrk9DNEJAmjBGba/sRI30I+izsaeaeeNP78aVowBs6WbSLq+l6Kq1FF21FkmAaIpW3MIci8MGPCEOPXoIz0iAhVfPxZo1oQM9OUTwXogEIxzbfphj2yccV5977j/QWyyEbAYCUYVl397Ahu9cQcm8soRnJrssjf2x3PT0PDuKRc9IX4CRvljuuuRmsEPbWRstRrLLc6kty2HHsX58YwE8+/qIekOISwpYNiePLn8nLcIIffWDDLyyidM/ezm+TleC6ls0orBo3ScQpQjeUc1jEA3LdBwdQGcQufKHaxjqGMOSZWVPf2IsWRQ0tbxBt1aKdJxkmL8gj67d3RiMfsZ6uwl6/RiMEoIoYLFbaN1/nJA/RPXSGhp2aG7slKwULA4z5aeVE/SF6G7Q0rRGekbILktcHI7j0EOvcNUfv05tSTom/YnFQ0xJtLz/r0AQBEVLl/po3PGSJKkej0eqqamZeaJc548Df/3rX5OzX/+HcNFFF5Xu3bvXdvnll3/oOP3/fpLdvxCS2eaTZmefjGWPtTn85mFK5pRSc/oMREmibMFCFFmHTjIweW/p8keQewd55cv3MtY34eKbuaI2affDHQO0H2jl1ftf5OjrB5D0OuadO5+CeeVx8RIAQYhgHwvRGCusEEnI+ySpYQaQIyEa35m+EA0HNLflqCeIrGjcZm+/F6M7pHUogM6sx2nSkV2aiihqbl45qtAfCyPMXlbI2CTFM8UTYO9LOxOuUzavLL6gGUfjrgZmLp+Ju6kLfU0pii+I91ATex9+jf6WXi65/QZ6mofJKkpMi5vKzZVV6GscoectbTGvN+lQFTVeWKG8PA2D5YO91BVZJhqZHgKLZjgJKGrc3Z+WaqW0LJEvIAB51ZnojTqyS1LoaRnGmWGlqDaLkF8j75YvrOXy75yPd9QTq3qlggBLZ2bz1/98k/5YBagLblqC0WrAfnoxd5z9PAArr/4EzZu1uXRmWXEN+FBVFZEhtvxxMzVLZpBRXEUkorm5BREu++ZKUnLt8epfVlcA3ySXv6JqO3RITEFLm5PFwedf4chr707cnyBQvaQaUSdxNBbGadhRT+2KOlr3H0dvNrD3pb3x9rnluaTlp6OqKkazgQUXLqfraAupOSlEI1FcAy5u2Pg5Kiun1xY/hROjoqIi0tfXd/D9W/5z4bnnnvu7FwenjPPHhPYDvWx9YmI3k1aSgn5BHrZJ8TiDorJt49tsjxkYAYG0AgfnfiEx20wAiuqyufn3l8aPdR/r5I7zfqC5pmMs4sIZE9y7tgPas1E4s4zRvggQId09fTUs5WaSWZrDSPcEUSrgDvCLy38yre04uejAq/s58Op+AJ6/+1nO+8GnSF87MWZV1RYTkSREsBMtMURJJjCWvHazwaTtWI92jE1ojO/uoePdCW7hyk/NZdaaCsprsxnucNG0p4uWvROfq0Ii6U5NYtRURcWebsc74o0vhlRV5fi+Vub9qADZ46Pj8c3s+NNmFEUhNTeDaESbU53h/WUYR46Pcvyt9vjfBTUTgiXvV1c7EpXZeqgvLp0qigKSKPBY6JmYi1yNKb6pCKJEc6+LhpjQyOSa2+PhaxWwOE04My10xRYIo31eAt5wPIZbubiAzNJsMks1PejDbSPs2aPtMFPn5mrGWVD48+3/xYwVM5hz9jxu+M3NHN5yiNlnzaZh5wCODCtmuxHf6Bht+97h+D6N8BUOhtn2l2eZvWYBtsxyPnP3xRhtiYuTheUZbDnciyAISGEZXTCKYYq3KMNhZMgNC//9evpaehhu7UMQReaffwaFtbX4RgepWLQIQZAY69fmT6eX4ryLcfS29NLbonl4Vl97MVE5hcXrannul79lxhk1bNz3K2wpidyQUziFjxOnjPPHhJA/mkBwMdgN6KYUtLDrRMb6prOAT5BrlhAjjkaijPQkMo9/uvMXRIIR7lx3R9w4K9GJvXL7rk4cLSOYUkzkfqKKYFhGEAQyZxbT8NYRMivyCHoCGB1WDm45RMDlS+i/JlbreCqcpgyEmGiHMceGXOSkdlYOZbmO+G6+v6Wf3c/vYrB1FEGV4/m6cbZ0wM+uZ7cm7T+7LAcBWFKThScQYevhPow16WS7g/Q3aySfg681M+usclLzHKTmOahYUsjxvd2EAxFURcVS6CSsl+h3BRjxhAj3Thc6yqgrQ5diQwxFaD/URjAWpyyeW4YoiHQ+voX2dxrRmwyE/EEyi3JwD2kLlrFBFyJDWFNsrL7+LHRGHRllqYQjCgdatWt5rVP1ERKFWiYfnfoMyApx9a9xiAKI0vRFgQBUF6biD0UZ2NdH6+utNHg1QtOazy0kOxYjFUQBYVIal8VpjCtfgVaTenxsr//uFVyCHmlmOZa2MXoP9SOKUToO7uL4vmZeeeBFSmaXcufejZz12XOIBqMc3f5iXAZztLspbpgBRnpHCAfD7HnhbdILGunoPgPFYiHVZiQr1UwwLNPYOozvpSaiIRn3oPYsVp5XCUVaPNfkCzMWY0NHFZWSRdWkpqcxc+UKxgYCDPcEyCjIj/0OFRDSCXk6ObD5AEW1RYz2jcY5GRULZpKWn0V2eQ3u4SCgMtofoGxuBd9/8YdY7NNzoU/hFD5OnDLOHxOmuqH/nnhzMkw2uuMQRIH0okzu3LNRI9J4/Ax3jfDq77RQjxxRGO31YIlE0U8qC1lx7fnkL6rBUVtKINat+8ZfTDPO5958AZ/99Y2osdSW8d3aq787QjiouThTc21sWFerGd1JbNW0Aiu/uPIHJ7yf2pVJ640DYLAYUQFJEnHEXL8huxFTqgXQjPNon5doKIpukhxi2fz8aYauqsCJNxDGW2hn7ps/RdJJuJEYUSUUUSSigkFVOPTb59n5p9com1dDXtUi2v+wj4LqOpBzmHeumed/+RuCPi++Yc0NP9od5tDr71I6t4xr7t4Qv56sqPGiELbKNOYWzkceV5MSBdQ0mXd+9wI/PvsdJL2EKInUrqjDmmYjtyKf2WdrdI9kojMnwnhLXZuLppcSuSyv/nY3V92xFimWvlc4IwtBEAh6wwiCQF6lDTmiYLQb6DdJDB7rR6coPHDT/djTbJz39atpOKI9FyFPB2a7iZqlNbQdbCMajtB9rJOCmUXoTDou/9ZKnrhjC3JEIbN0FvMvMJJdWkTA7aWvpYX+4xpPwVGQSbMrSmRUW8xmOkzYzTp6/BFyLq6B4QBHH9OY201/a6JwTg4Go46m3V1kV2ZgL0khVJrC3Fsvw7e1nZ5jE2z4oS4XJpuBoDdMWraBZ//0OgAdRzpIz08nuyyHoY5BaletYLQvgGswMfXs6v/89L+UYQ5FZKl9wJsaiMh6s16KFGfZRo166VTJyP8FnDLOHxOmxYiTWucPT7qIRpIY55jrVhAErGl2rGl20guz4sb5hH0pKvqaUsLqhCm74Ldfpf+tAzx3++9Ydc1ZXP69Kwl6AhTOKkk8V1ZYcp2RrfdrzOXq04unFygG9CY9tlQb3lEvgiiQWZTJQJuW0lj3iSWULKykfkd9vIbxZBzf20zlEi3PVNP61kRY0lYUYV6ch84dJuoJsfO/j7BkfR26SWSdZLNuNRuw5qeRna/tII+0jeDv8zCuf6n2+snOreETX84j6PVhthuxpk64f4NeL6VzS7Gl2qbFrd9LoMgbUchMNU/SRFeRHCZa9jYltAt6gzS900hafjp3vPUzDGYjvhE3z637bkwZTTPierN0o18VAAAgAElEQVSBte/cjTFWf3nq/bYdaMY/2oQ1rRxVFXFkWrA6jex44hDOLCspMzJQLHoG2rTdrc4gYk0x0d82itluRA2EEYICkgArb7mI/NJyeg5OpCOZ7Q52PbsNZ5aTWatn07irgR+t/S4Pdj0EgkB6UQrX3nUuu54+ynC3G0FNwe8RUdRUyhYso2bZMgQhiiUnHcEbgvGFV0SOs/29UQWcxnjZUYDOA33kV2WgqtDXOERf4xC5MzIJRRXUsIzFaZoohgGk5dgZ7Bzj5fsnREYAhruHMdvNrL7uQkb7pueD51WkM/vMWSf+Qv/JcKBtJKe5150rKxPluQ51jBZW5Dp655SknSoZ+T+MU8b5Y4Jk0pFVm4kgigiigDXNjBDbQQkxnd1oOIreMOmloKoosp6uI/2TD2Gw6MmZkq5htpmoWlSVcOzImwdZfOkZCcdUVHJmZ8fzbxEF9Fb9tEIaAN7ghNs9oMDZVy1n+apaiuaWxfO2e4d9eAIRRr0h5ldm0trnxmPRUffpucjBKEJ5GpGokiCsIgAWu4X/V/8Av77ml9TvqGe0b4yqxVWIoshpX74MxWTi+tXzOfrnV9n+wIsJ4/r55f/J2Teexzk3XYAtzc7pNdm8dbQfFQF/RAGzDr0A9c8cI+SPsOAT1TiybSiyim/Ej96kR2eUYoZNnLabHicZxeeheZjRHk9s5DbC4QCh4EQbRY7Sur+V/Op8TFYzclQjZo3riX+x+gZyK3NJyUrB7LSS9m9nJ3wfAEo4ArKMGp4uaOQd0VytSkTmptLPABpbunx+OUe3JS60vnP61/jkf1xNJBghuzyXkrllyFGZzkNtbPrNf9Pf2k/BjC6WX3UZ3c0juAf9dDcOU3PJDDq63Xi6uzjwyl9RojKCJDL33Eu0OfGEEBQVJAFhYBiT04ppaTmlmam0bGpGp49wbOs+HBkOzHYzLXubCXqDzD9/wURhTEVl0wO747nUIY+b1v27qV25GPdwCo4MK56RKHT3k+2K4JydjWwzovT5tOpWk2DKtZNWlspIjIQ2dREU9YVBhcFOFyWzcwj5wgx0jCFHFHqahymsyWDt59bz/N0PJZwX8ARoffcwX/yvb2KyGjBa9Bgt2n+l9xEH+mfCgbaRnIZu1zQREllRxfHjH9ZAe71eYdWqVVU7duxoGM9PBvD7/cLixYtrwuGwIMuycOGFF47efffd00Sq7r///rS77747B8BqtSr33Xdf+9KlSwMA69evL9m8ebMzPT09miyl6v2wa9cu8w033FDs9XolURTV/fv3H7NYLAlr+htuuKFg06ZNTr1erxYXF4ceffTRtoyMDHlyOUyA0047zfuXv/ylA2Dx4sVVhw4dsr788ssNK1asOHEFm/fAKeP8McFQ4MS0rDj+t1EnceTeXQltnJlmNv/+iYRjJXPKGOxIfGHnV2Ww7lsrE45llmTT+M5Ul+XL04yzooBhaWHCMb1OTGBXx49LAvIks5WS4SArd1LBQEHgSPso/rCMUS8yOBbgWKeLNJsBt1kHZh2+ET+jvhCFmTZqCjQG83iPRquRd1+eYMg27tLGf1pUQQQCgkT5p8+lcPEMdtz/PO27NZdx0Bfk8R/+hSd//BiZRZnM/8RCyj91LuFJrn0pxuo9tr2dY9vbKZuXy2D7GJ6RicVP3U2L8CgKWXYjdfkpsZg3zC1N47QKjZylqirKvHy2PXKAo9va0BlEckrTCPrC08Qu7OnplC9aQ1quiYBrmFceeCrO9u6LkYscmU5uvnldbP60VCB6B3np3x+hcfvRae78RRetZN8mrdZwNDrhRQj5Q7TsbWEq/C4f/+/qX+J3+xEEgeVXrmC4eyhButWaksJQtydhRSLl25GjCsaCrLjQSFFdOQaTjku/uYKUHDs6g8Qbz77DA5+8kzXfuIKwrEBpCtVnl9Ozp5GhriEiwTCeYQ/Fs4oRRAFTXjoDowEyUsy4+tz0t05kktjS8xhs38aWh55jybqV2Cvn44nV0O5vHgFZYWzAR8gX0VzXc3LidcZlQSXnwmpyowpiIEq034fQNEROaRqRkMxgh+YSzylLpe3ghA2xp5kxWvTo8+w4HAacOWm4+kZibXO46kcbWHHVCqQksft/FYQistTc637P3L3mXnfujALngEEnfeCc53vuuSfjoosuGp1smEGrCvXWW281OJ1OJRQKCQsXLqzevHmz66yzzkqIp1VUVIS2b9/ekJmZKT/xxBOOG264ofjgwYP1ANdff/3Ql770pYHrrruulA+ISCTC1VdfXfrQQw+1Ll26NNDX1ycZDIZpzrZzzjnH/etf/7pLr9fzhS98If973/tezv33398NJy6HuWvXrsZFixZVf9AxTcYp4/wxYao0pZrE3XnycegkAu9JZAGDSYpLfFxq+6GIwu6moaSf+UMyobA8bdQnkw6mqKCrKmbdg7fh8wTo236IQ89sp21XPYqs0N/az0v3vMAak4nMNYuQrDHFqSmvDPegL26YjXYDVRvm4Iqlio0M+Pivu7bH2264Yy2p+eMCJwKSJGKMeRZSs+2EAhFGx4l7goIiJ6aCjQ2EQLBRd+ZsPMNuVFXFlmrDN+bF4rAwryIjoT2ZNhq3a7/nzqOdFM4opPS0mTizSwkHZSLBN7VbmsSyFiWJ3MoidAaJrqPtBH0BcspysDgtDHUOxed366NvUrtiwuDb0+3IkSBKeBTQ2MaZMzIIxr4LMd3JhbddgyCY8YyECAej2DOsCCK8+KvneOhrv2fGsnk4zWmE323E6HRw/K0+wt5BnJkO0vPTkfQ6jm47Qv6cMgqvPJtdjdpOuSzHzpU/PIuOw/3sf62JtNpyPr3m22y981Ga3jlMSm4eFocdvydEQVVGPGwAmuuag30UzckhEozSOuQne205EbMeRS8iFTmoXFVG4+bE1LepD51nJIDfF8Z5UQ2ionDF49/lwTO/StXCSn74yr+fYmAD7QPe1Mmu7GSQFVVsG/CmVuU5P3DJyCeeeCL9scceOz71uCiKOJ1OBSAcDgvRaFRIJt+7du3auLFetWqV75ZbbonT+s877zxvQ0PDh0osf/rpp50zZswIjO/Cc3JyksbWL7300riAwdKlS31PPfXU1BLnHwtOGeePCVONc7Ll5knlLnMCAZIkxjmZjvIHwUdpx6VkmsInqoCRDKJAQJBwLpvL6pXzkPxBMBkQFIXDD/yVxpfeoffdZuZ859OIBv20SiCTpSxz5+XFqx2BpkcYv4wkoDdP/xm07N6LTicQDSlYnJnxsEI0HODJHz8ca6X1o8SkwwKeIO2H2gDIry6gu6ELW6otPp5RT5BAWGbfyx1ccvsN8Wvtf/l1HBnZuAYDpOXaWH3dxchRGVVViIaiKNEomcWFuGKvxZK5Z9B//F1adjfQd3y6p9FkM5Gak8pY/xgFMwo59tZRWvY2YbQaOfOmi7AuKyQU1HTPVUXFaE9h4PhE2cgtD+1h55MvMNDWz+w1i5m5bCE99R48A8fobeqkZtlcdjy1mWgkylDnEI5MbWHTfeA4rY9souiqtQCk2ow4Mqyku1wc3vwK82evx1iYjzU/g9b9x3nl/sdYfMkZ5FbWJRjmcaTl2Bg6Poo/Fg5yP3oIQRSoOLcSJcOMKqtIejFecCQ128hA+zBT6zdUnF9NILYwC0h6vrjtlyyty8PqTHSd/6siEJFPqsxiIHxy7SYjGAwKnZ2dxurq6unl5tC8Q3V1dTM7OjqM11xzzcDq1at9ydqN45577slYtWrVR1KysaGhwSgIAsuWLascGRnRXXrppSN33HHHNG3tyfjjH/+Ycfnll8eJF11dXYYZM2bMtNls8o9//OPuc8891/te538QnDLOHxOm6hzLSSzs38PgnrrCFESBSDBENCzHJSRVFaKyjHlKDq5OEkmWVrtyVp4WN1XHx6fS1udOuJ7drMdilFAR4nm1ep2IUYgVz1BVLaYenE7s0hv1PB5+FlWFsD/E8b1NPPq9Pye/v0lLhbCsgtGojUuQGO0couNIBxzpQI1EGWjrJyUnjarF80jJzkdVVHyT2Ohtb7Uxqyodr15EVlR0k8RIdHoJUScSDkaRJAFBEhFFgWNvHaJlbzNLL19DdqmZkT6tP0fGhDb05O9AbwjR1zKhsZ+S5cQ95MLv8vPyn9/EOKsCTyCKIEDnsURDVDTndNyxn7vRaiDamzI+CejMgErcMIP2bDkzsvC79yX0UzK7BFVV2fuSJmc5uTKZqqpULKjkyEu7ePlnT2BPd+AZ1r7bc2+8jJwyLfQx2tPJK/f+Oa6YVbvqXHpaPKTnGqnf1s5AWz99x3uZf/58Bjs0t7Zr0M3ZX7+c/GWz0WekgF7CO+ji+e+9iDPNxpsPv85IzwiOx16n7ltXs/QbV1H/2j6qF1ex85m3KJzZSclpKxPms+LcSnQVqehGg7S+2oJvQHtnq4pK098asadZ8Az7Scu1Y3EYGeo4zsv3vUQ4EGbp5auRjPkIgkDd1XNxWyZeczpJYOm8UqzGU6++cZj10klVcjIbTq7dZPT19ensdvsJi0XodDrq6+uPDg0NSRdccEH57t27TQsXLkyqUvT888/b//znP2e8/fbb9ck+/6CIRqPC7t27bXv27Dlms9mU5cuXVy1cuNB/8cUXJxVc+MY3vpEjSZJ64403jgAUFRVFWltbD+bk5Mjbtm2zrF+/vuLo0aOH09LSPhK501NP6McE79EBRv7WiKrEdicWHftefBpF0YonKLJCekEGT0T+mnBe0Bvg2oxPxoUlVFWlemkNl377zIR2/S19CSUgVUXFNeDiNzc8m9DOZDPw2Xsu/FD34A9GpxXqAG1XPLW2sbqzS3NFxjCUYcF4WR1VSwrjnkZRJyErKi5/iM5BP3J+Huf95jYWVGWik0RefKdDE8jo6qetoxfzojqEWCxQEATEqIwYTbxuNBRhqGOQoY5B6s5cGd+BGa16DIYxDm95B7/HT8e+bVjSbMy68SKEoYk+wsEoT//kTcb6Jy14BRBErUDHjqde4+Kv3xj/SIwtaqwpVlJzHAiigru/EVFUySrJpv1QG4qscGTbEWpX1tG4s4GIxUzIF9bqKk9ZkEl67TtUY8og4hSPw7gof8I9h2V05lxWXXsx2/7yEgaTnpI5pTTuaiA6ie0+7u42281kl2Zz5M3D8b4mp+IF/WH8MaKVI90aN8wAg60HSC+Zw0BbE5lFGTgzHehNBvZv2k/N6TM4slUT2slZNINIeioRFYRAmDduu5eecQO/og7vqI+6ZTPQH2smZHZSWFscj6GP9Y9iMIaJhI2IepGZG+bgNkqEIwqOTCtZl83E6o9w/KUm/IM+UMEz7CfvtFx63u1luMfN0Te2EfJrC6i3n9xM5cIa5l1xDi6zFF/mmfQS1fnOU4Z5CoqzbKOHOkYL38u1LYmCUpJl+8BSlFarVQmHw+/LrMvIyJCXLVvmef75553JjPOuXbvMN910U/GLL77YdCL38wdFQUFBeMmSJZ7c3NwowNq1a1179uyxJDPO99xzT/orr7ySsm3btkYx9hIwm82q2WyWAZYvX+4vKioKHT582PRhCWBTceop/ZgQ9kfxDk92MxvxjCR+55FQZBrtVBATay4DSbfYiixPb5cMf9f2PPnhqS57mF6u0D3kp7dpiMolE2Q0fyjK3uYhRjyJsfFxgzTeQ8gb4Jnbf8+V/3ErniGtmIQzx45r0IdrwIfJZJ+4bmwstStOwz08iUDliyCHfPQd14hZ7kHNE9byTgM6o56S2eUUzJyPI8MRl/ic6BSUSWSsnoZjWNNKUWQV93CQBRcsoXHXUfb+bRcFM/po3d8c/y5MNhOFM4uwpdrY94omJ/nwFXdQvbyWRXd8HkPnxDOQX5VBd+NUd27ipItJFkKgudJ1Oh0LLlhMy7uNcYlKAEknUTqnlOa9muhHyexSjm1P5KzIk4xz55Fm8mcuAlUhHJApm1eG3mhAEAXkaBiDYYCjuxoZ7hoiszATfUSlavEsTLaJCmM6i5EwoESibLvl7rhhFgQBnUHiwe6HMJiN7HjyMPtfaaZy0WI6D7fF4+ND7Q2ULF1C7gV1uCcrmglarrjbpCN3/UwCO7sw2E2YZ2Xhi8jMPL2Io//1EsNdifPYtLuept315FTkMv9Ta0hZOQ+T1UDlpOIpp6DBqJfkilxHbzK29jgqch29H4YMlpmZKcuyLPj9fmEqC7qnp0dnMBjUjIwM2ev1Cm+88Ybja1/72rQ4TVNTk2H9+vXlf/jDH1pnz56dhFgzHT/5yU8yAb797W8PnqjNunXr3Bs3bszxeDyiyWRStm/fbv/iF784za391FNPOTZu3Jizbdu2BrvdHp+Dnp4eXVZWVlSn03H06FFDW1ubsbq6+qTGdzI4ZZw/Jkw3sEkaJTFyyezhVBf5iY4lHccHifOexFggub2fapxhuuvd449MM8zj7RJ2hzFjHXRF8MQUuCYvdFRVm9sZZ8ygObb7cmZnEJ2SEqUq098lIX+IkD/EkTcPIACBorlJ7nDCeBXOLCO/poaR3iB6QwSQsaY6cQ9pLmGdXki496A3SNvBNqzOROEKvd6IrmmEplhJy9gIp1138s5XlGS8Q82YnOXT5lKJ9PLupt24h1xULKhgsH2iDK493UlGcRGp+ZoIi6Kq1K6YRzjg1VL7BK3+tqJoCnGCJBAYa+botv34xnxULa6K1zk2WU38eOudIAi07Wvheyu/yapr1+H3GLGnG5kVCOAd9fD0Z35B4cxC2g9p8qQzl8+k/XAHxbVFHHjtAA/c8GtqV66kYZdmtEPeMaLhaHznDeAadqMvt2OXLSAKSJkW5JEAkt2ArJdQVUhfWYIoCLj8WgjTG5Gpvmo1ux/dMk00x5piJSUrhS13P03q42/w2T99Pel3fQoTaVJT85wlUVD+3jznFStWuDZt2mS75JJLEnYnnZ2d+muvvbZUlmVUVRUuvvjikauuusoF8LOf/SwT4Pbbbx/87ne/mzs2Nqa79dZbiwF0Op16+PDhYwAXXnhh6c6dO+2jo6O67Ozs2d/85jd7vvKVrwzV19ebzzjjjPeM/2ZmZsq33HJL/7x582YIgsBZZ53luvLKK10A//Zv/1Z88803D65YscJ/2223FYXDYXH16tVVMJEytWnTJtsdd9yRL0mSKkmSunHjxvbs7OyPTLDllHH+mDDVWCUjfyUlhCVhKyYzMsmMYbJzP6hxnixmoZcESnNsmmtehaGeIcZ6R0HUSjjGfbxRmbDPjc4QAVWIGW+BqTQ4UVSxm3WEIwqhKbujrmODDD12CFEUSZ1p571gS7VQu6KWkpVzmHnlalQVXIfbifqH4nMQE3VkxhkzQRQoP3cxqiLHQwqqrCCIAinmVNTwhDSqEAu5myxzKZ5VBahYnRbMdistu3fzznPb4mUUTTYT1hQb2aXZCcSsqkWVCalMAEaThZYEw0zSBVvQH0BvCNN15AAtexuJRqIsvVRPYd0sRJ0eVVYYaG9n68Ob4ue0H24npyyHgfYBjBYjc89ZjKImFmgoqDHw7F0Pxv+eubyWhrcniowU1RXhG/NNG1fN6TPwjgaQwzI9Db2Iki4+x57hEM6sbA5t0eoamO3muIeiM/bQHH1L27G//eRbhP0yljQtNz/gns7padvXwsAXf83ccxYhmYrivIOC+XnkrCpl2BeOpwCa9FpNaaNeZMgNVz35fV798r10HetEVVV0Bh3pBRkYzQYWXbiIeWfPY/6CqZXNTmEy5pSk9c0ocA60DXhTA2FZbzZIkZIs2+iH2TFPxpe+9KWBu+66K2eqcV68eHHg2LFjSRWSbr/99viO9/HHH28H2pO1e/7555MWmOjs7DRcc8017+uGv+mmm0ZuuummkanHY9cEoKOj4/DUzwGuvfbasWuvvXYs2WcfBU4Z548J/S2NdB3W0nXGdz3Fs7S8Z1VRya0oJLtyNk/+SJMTRACDMcrbT75EQU1BbIcDNecuoPSyVWw71Bt/Z/qOtvL6Tx8lryofYoImi64/l6yV8xAlKS4CofeFaX+hkb98ZxOiKCJKAqevr6OwNjthrJOLIaiTjul0ErNKJqoZPf3Yqzz+g78knDuZdDSOmtNrqH+7HnvqJSzntHh/GU4Lq+ZYCIWjbDk4UUf31Xe7sKtQuLI0vmD5xA+vIeoKIulkLf4uxAyuCh31bbQdOM7C264gmqGxqD3dg7z5Wy1nXNsVTrxPjDYz8/9zIm48Gd4XGxnpSqyNbkszI8sOsivyUWQVRRbobhqOs+FtqZpBVhU1nredX51PSnYq3hEPrkEXVUtqqV66MF7QxGQzI+knyGQh7xhtB/aiKjGN65i626bfbKdsbhkNO4/F2xqsNvpa3fEv5u3HX0gYb8gXii86Ap4Ax989RvHczITd9vvJf9pSJxZEkxd0nfU9PPT1vxFzVnDuzdeiRGX87gCiqBAOBUjPS2e4Z5hoRGbm8lq6jnVidlgY7U185+15cQerritDjuq0+DtQtbgKvVGPHFUwmA20H2pj59NbWXn1J5FliZpLZ+LPtOCNER3HEYzIBCMyRp3mWg8ZjGRVF5Cak8JA+wAZhZkcfuMQN977BepWnFga9hQSYdBJyodJl3ovnHHGGYHdu3e7o9EoU3OdPy5s2bKl+f1bfXxYvHhxVWdnp0Gv139o1+X7zpQgCCZgK2CMtX9KVdUfCIJwF3AhEAZagOtUVZ22ihAEoQ3wADIQVVV1wYcd7P8ljPYNJwj9T0VKTiZj/X5ggjuQmiXRuj8xHbB81Vx8Cvh8E5kIEX8o7j4chywrBBRAmfCqOCUR12Ciq09Vkr+mT+YJSh7jnr5btzqtWmm+fS18f8U3mLV6CaI+lSWXziSjOBW9SUd4Su1lu8NEIHci59SmL+fJ9T9KiI2Oo3BmEQD9B1pIP0szzukLJ4pyCKKQPHctCazplgTjbLToCfsjREIygiAy2DFCSpYVq9PI1of3xEl4h99MXEx3N3Qz0D6IPc3GSM8IFQutuOLEM5VsqyEhvqyTxtjx328mzkG6nZAvRHdDNyWzS2g72IbRYkIyZMVd9qVnllH0+V9iGHNpgimhCO/c/SRtB9vi/XQcbqNsXh0KiWUiEzDFa+OoLODTP71Rc3kDZ6Li392Kr8uP3mjEPeQj+P/ZO+8wu8pq/3/2Pr3OnDO9ZHrLlDTSSCEmpAKhcymiiEBQrHhVbOgF9SeoCOhFrwUL0gVBCAZIaClAeq8zk+m9n9723r8/9pkzc2bOTCaI3qvm+zzzJGfvd7/73eWc9a71rvX9esN4B/toPXoMRZYZ7Oqno04ldFr+2UspuGE1L3/s+7h6Xbh6XZTMLaXlWDMZhRkEPAEc2U5EMQSih4DbxYwVMzj0pup1ixqRpLQkhrpVj3qos5a0slmQbYOwhC8YIcmsG0eeU/vCVmo378OSYmf/S+9jSbLw2d98npd/+hLf2XTPOcP8fwRf/OIXP1SD/38dO3fuPHXmVpNjKtOYILBCURSPIAg6YLsgCJuAzcDXFUWJCIJwP/B14K4J+liuKEpixop/UYSDk1cdiAmoAROZzWEPI65dglC1kojUOdE6cKL64ylCjiSyeOPP4R3ycmJUtUN2WRkRSeaFH25DqxMpPi8HfamT0CgKUWFsP5JMUnoSmUWZBLwBTLZhhaQRekudaYR7QExzxjzm/Jr8GFNX6UdmsvQHt4EgYDZo8QbChKN1yZqwhKDXYE814+pVJ0nObAsddYMYLToGu9UlK6vDxGCXG3tqMn6PD4tjPHFFWl4aKTkpnHhPve6xSxFjH0+iFY3kjGTcfW5cva7YBESWZOwpevo7VK/dkmPDBYSSVVERbTDI8R2ql21xWMmvjkZnlBDmJINKVypAJAQXf/5jvPLTP5JVko1Gp6Fsflm0IgA695wkb+Vc9HmZSEAYMDgdtO7pA/wYTBFC3jbaj7dTt0f93cksyaJkbhlhUaTghtWEZYX1D36a3136bQD8Hj+l88vobe6hu6mb7qZu5IhM/d66WGQjJSeFvrY+SueNrHMDDA65mHl9Db6whBiR4WgPvrIU0jOt9LuDRKLvdtehhhihC6jv3mDXAPdtvX/8DT6Hc/gnwhmNs6LGkoYX1nXRP0VRlNdHNXsfuPrDH94/LyIJBBxGIyFd4BTJRhKtQSdu9zdkaidAIs95Ksngo8cRCcucfL+F7D4fpmlJaCx6wimmWNhUURSMgwHcu7rpb++nv33cchD5MwoAeOfBP3Pp4pkoiup5iVoROSSTkpNBcmYmUkSm5oYL1DppFEKREFoBDEMBBG+Ytm1NeAcDZBQ6cPd50Gr9HHx1NzmV1SRn2umsd0WvO4JWH2HWuvXo9BGC3i7gKKJWpOS8EgY6B+lp6qanWV0mK51fxszViwn61QmFIIDOqCU5Y4T0Iuz3k1UymjFRIDnDQcuxFgB6mrqpuqAKWVLob2sBUWUZ81j1cTe98619mO1mfC4f3gFPLGu7Eg2pBfGMjM4sM1kl06i8YBbvPP4qkTG83uV7TpGrsSBYdChagaBrpKLl5I4dNB9tBKBkbimdpzuwJltIK8jDYM1F0+MlnGIm7HQw9+olDDZ2UbenlrYTrZjtZiqXVtHd2EXA449bctDoddz4+Ncw52dSsvUgr3zzdwAMtfXhb+vGbLbTveU0rh4vqR1uzBeVEpEVHBY9A94QC25ezZ4/70Bn0FE0u4jZq+ew6pbVnMM5/LNjSgsAgiBogL1ACfCIoig7xzT5JPDMBIcrwOuCICjALxVF+dUHHew/E2Zcv4Kcixep636CKjghCER1mQVSk8yUFWXGHVO78zi1O6Ph2ejC8eylldTMyo6z27UWkU9u/F7ss6Io2FLtiFFpxWHk5xqZ+f1VakZu9NxGiy5hFvaZ/GlJkrFcuoyPXboMIdpeE4jQ+ORhsioWMnyZgiAgMBTnOcuyPO4EiqxQ/6QE9VwAACAASURBVOZICL/dosOcbESRFFo6PViTjROOZbjOcKijH4PPT8CkGkGNVkMkFEGSRKypJQAYdHaC6iAwtHkQFIVTm+JVoAbbWzn61jv0tqjGtW7vKbLLcpEjMgoKg20OhrqHKJq3lDcefQpRFJm1ejaefrdKQZhmp6epG0EQ+M9n72Le5edTv6uVV/9nV+wcRouBwa6RJQZHpp2Ouo64cThzRsRNupu68Qx4KJhRSF9LC5klJlUsJRwheLIJRZZRIhK7fvcaAW8AR6aDgc6R/BcpHEGjkRDFEOGwKfoMRRZcuY7+jiAX3voJdLogb/z2eWwpFnQGHY3vHkLxagn49GiMGhZsmM+6m84j6PXzyYw/RMftwJpsoWh2MXV766hevpz+zhDhTg/+7i4OPvpX5ECI06OWZ3wuH/1tfeRV5dPXNhLdvObu67j8rqtp6vNzrGUQx7I5bNgxi/pn3mTXE2/y9NX3suDyCzDYVNrk3qZBpmtEhmQJjUZgQVkqWjGdj//gJtbevi7GxnYOHxx+T1BzdHuTwzsY0FmSjeGqJfkDJqvhnGTk/wKmZJwVRZGAWYIgJAMvCIJQrSjKEQBBEL4JRIAnJjh8saIo7YIgpAObBUE4oSjK1rGNBEHYAGwAyMvL+wCX8n8L5vxMursnzuQ3ZtiwZ8T/mDiyk2MhymFc910zJmM8a57GZiGUPCZsatbTO6ZMaUahE5s5nnZ2rCLTmbbH9gtCzGGLkYrAuPIlAK3eRkZhJj6XV82MliMIOglhOHitwGC3m+QMS8xgBb1hgt4wZhtodWHCwQgf+dhFDHR0EPD6OfneCfQmA/MunY/P5YMD6rne+e4fueD+2wlKCuu+cANSQME9KMRC8LWv1ZJbkUrrCXVVRaMTsTpNeKK824Ios/vlLQx2DZKam8odj34evVHPPavvji1NdJxqY/qSSva+/JJ6/YpCf1ufylIGmO1mqpdVc9U3r6VqxUwAMosnWe9VOxm/aUxExJJs4dh21RM+uvUQokbk+hsX8fztD447NrM4i5qrlqK3mjjy0rsYrQZObH+TnqZuCmeVUHReFa6ekdP63SH8CFQureTwWwcJ+dWchrTiPKquW40m1YzGbkBn1KIz2vjyn77G6/+zid6WXg5sUW/+kmtX0t+pHte66xg7nnmFgCfA2k9fR3JONvte2R4bX0pOSix5rmLRdE7tPMWlX74SnVFPcbaOYy1quopPEXHMKsH9U5Wc58DrO1lwdT5Eq3u0IQmTQUOvK0g4IrOiJpurv3bN5Pf6HKaEd54+lLl/S11WJCTF1tK2P3dk2uyVJR3LrptxTjLyH4yzSp1TFGVQEIS3gbXAEUEQbgIuAS5UJiCKVhSlPfpvtyAILwDzURPMxrb7FfArgLlz53648dj/BZzJE020RJwoXD3VULLyNzBjy4qCZoISrvee3caOZ7aRnJNCxo0Xxe3XGxO/Ptlzcyj7+F00bN7Na997kq1Pvpqw3Zy1C7CmVcRt2/HMCzFaSYBP/fKzrLhlFeFAGJ1BB4LA0996jP2b9lK+sJywx8c7d/6M5Q98hrAthY7WHsZNM0Z9lMIyiqyw4PLpeAcDmCwK7/xBNQwPHnkEg9VET2NXXM6AoBHpaujEnmrH1eui/PwKTrw7MonyuXxMqy6gcvmM2DaDZQwN8djbm+AhmqwmKpdURncrmGxm+tr6Rt4BBfo2vZfoVlJ57XIs51UgK5Bz2VK2fvnnsWSt2t0n6GxoY/6lFxIOJ8Ud13S4MWaYAYZ6+nBpwmgkmeRRY5x/xSLKz5/Obbk3AZBdXUDJJfPRGqyEXG4e33A/GcWZzFy5BJ/HQFZpFSbbfvxuL7YMB9UfXcmCr9+AaLfy3rd+w6zVs3j1kY3kVORiSUtCGpLQJKsZ48ayAuZetZg9z+8g6AsS8bdjzSyh9LoaBiw6ZuUk0dDlIdVuGMeodg4fDO88fShz919PjiMhiYQkcXj7BzXQE0lGAvT29mpuvPHG/JMnT5oEQeBXv/pV48qVK+OyWCeTjMzJyamxWCySKIpx9c9TQSAQEG688cb8Q4cOmQVB4IEHHmi55JJLxrGDvffee6ZPf/rT+T6fT8zNzQ0999xzp4cpOieSnPyHSEYKgpAGhKOG2QSsBO4XBGEtagLYMkVREp5cEAQLICqK4o7+fzVw7wcZ6D8dzvCbkUh9ZVhAIW5bgiSshPOghIQmkw8iGJZo7nZzutPN/LJ0HDZD3P6Wo808/LGfkD+jgGu+cwNdRhNajao65fFH8EoyFVdWcuLPakJOwbICLNUZuCMSHiBt7fncumwWz9z4A9xd40sOrU7nuG1jb8tHbroQENAZRyIAiixTNLuIk++rdbp5VXlsuvVHeAc9aLRaalYsQhHsar2rTk/AF0Zr0MTC7ma7nnmXVcbu280P3ErNypkYrNHwuMXELX/9f4gmPYrBwK7vPYbP5aNu+1FmXrEYX198ja7ZbuaCG5fHPdOhbi8pOfYYDas5zcz0daXDV0D32/vJLsuOLjmoWtstx1vobhwhEymZWxI3OZNlmdcfeJ7CmYUMdA4w2KVOKpJzU3HMrSAQbSrJCqvu38Cvln4xdmxWSTZv/PZFkjMcRKW5QQCbw4bRaiTgUdeX5UCQ97/1KIIoUpefTui6pZx32fkEghF0yVbu2PR9mvbWkrZiLhFZIQKYMk3IskxHbTvl5/sBE+6+AEuuW0dQCFJ28xoCkoJGr8HT0cfRtw8D4O51Ubu7lpTcVLwDHtb/9+cIDbjpO3Ka4JAXnUHP2jtuwOpMxuUJE9QIOHVa2vp8LK3MSPgdOoezh98T1OzfUjepZOT+LXVZC9ZXdBst+g9NMhJgw4YN01avXu169dVXTwcCAcHj8YzLgJ1MMhLgnXfeOTVMwXk2ePDBB1MBTp06daytrU27evXq0nXr1h0fmw902223Fdx///0tF198seehhx5KueeeezIffvjh9skkJ/9RkpFZwB+i684i8KyiKBsFQahDLa/aHP2SvK8oyqcEQcgGfqMoykVABmoYfPhcTyqKktiN+hdDToqFVLuRUDDCye1NI/XDgkBECnNk616aTFq1TlkBZ04KFYsr+cbG78T66KhtY9df3qfhwGk0Og16k57Vt19EQYaV9GSTmmkLSJKCXivGMlhBXdPV68QJ15dbejwcbOiPUUPuq+vlgposdKOyyPNqCvh53a9JyUsDQaAAeG1PSxyBSCDdQsXl0xFz7XjCEu4xpU8Bk4lLH9jAEzeq2bNavZbkTAdWh4WUaRau/96Vce2/OndrjH0rqywHUTs+ca7hQEMsGxug+WgzlUsqaT2uJlPV7dpHy/EWBEFgxSevp7clfkzeoVHhf0Fg3Rcujdsf0eoI2qN1vzIs+c4ncJ1qZvl3b8avM9D05Gv43QE1lUAUsSRbsDqtdNa1q6VqskJf2xADnYPI0QihOd1CJDwyjrCs0H4qXlfeaBlZZy+YUUDdnvhSPFuKDXefm4aDDTgyHeTX5OPuc+PMS8PnDSCaRo6XIhKOLGes1lgQRXIqCmg70RjXp8lmIugNUrm0Eo1WGyMUAQi4fPzkhfeYf+NySjZcHh2EnfQL5yIKQux9c7f2UDq/jHAwjCKHYhNTWdYiKy61JtpixKTX0N85vqImsyiThgOnaX1zL+4BH0c2vo+oEbnsKxvoa/MjyQFySlNw+iPU1DiwmXTnDPOHiKPbmxyjQ9mJEAlJ4tHtjY7z1pR9aJKR/f394s6dO23PPfdcI6j6zkajcdw62WSSkX8Ljh07ZlqxYoULICcnJ2K326WtW7ealy9fHudsNjY2GtetW+cBuOSSS1xr1qwpe/jhh9unKjn5QTGVbO1DwOwE20smaN8OXBT9/2lg5t84xikjIskcaIjP7h0uT9r9wLNEQpERr1MZ8UAVRYl5nkuv/wgz1oy73Dgce7uBymWF47zj4XVbAUixG1EA76Cfl8ckICVnmHjpx7+P21a1rJqFVy9hVtaIN5ldms3v7vxN7LMtxc6q2y/CbjFgH6V2l2i9eDSxSKJ2WU4z++pHvmfeYIQjjf3kpVtJsRtjl5aSH880tbQ6ky0HRoyKrCj4Miw4DRoIJ1h/DkZQXBoKZhTR29qNp98TE6qwJFvHucom6whRh1anpbepl6HuAIqsIMuqEMi0qjIOvB6vyFS3t47S+WXU7jqF1WmNlVVJIReMqfdVzjD3j4xaXtBrBXRGHRTmMkwgOvO29eTfsCbWRhDgJzc/TMO78WRHi665EK0xV20z9r6MySMY7b0CJGc6qEq2AurkzWg1sm/T3tj+gc6BWALYUM8Qxa/vxFKUA7Iatu/r7kdv1FGxaDqpefk4c7JRZD0pOfs49MYuyhaUE/KrNdWKonBs2zHWf/Ey8mcUsPFhdW3dkmRGlmUEbfxYw5JCepIBTyCs5hGkJlG7Sy2vCvqClC5MRxSG2Pr4JsLBMMl/3c2qH9yKXFWI6A2TnJXKYEcvQ1E2saNbj3Drz24nd+1CTnd7sGcm07z7FAdefYuC2Yvw9Ps5ubOVC8vTsJs/lN/lcxgF72BgSlKQnoGptRuNySQjT5w4YXA6nZFrrrmm4NixY+YZM2Z4f/3rX7fY7fYJv6GJJCMvvPDCUkEQuPnmm3u+/OUvT7lkd+bMmb6XX345+bbbbuuvr6/XHzlyxNzU1KRnNPkEUFpa6n/yySeTb7zxxsHHH3/c2dnZqYcPJjl5NviXYghTFGjsdieUDX7zsTcJ+c7MSV4wu4jq1RMbZ0VWePOP+9GZdBTPy4371U1kJKdazpSwdnlMqNpkmziD+Wyh0YgsLE/j/ZMjvPAtvV5aer2smZODQZ/41TAbtExLs9DS4wVJRhuRiRi0eAIR9BohWrYEem+I0NEeGg52osgKhbOraTz0UlxfifSnU8pyKNVoVIINWeGXd/6GzLxq/KO8XUE0sfYz17P35S3x/Xn8TF9cyYl3j6MoCnqTHo3ejDzmZyEc9HKT41oUWSGnIpcf7PyJ2i/q86trV7/72qCEoTuAV1YwGDRErCrH8zhFLgVW3ncbv77gzolv+FiBE4NqZEw2E6m5qThzUjgYTbTSGfUMtPfTdGSEaCa3Ihe9SU/IH0Jn0KMz6PG5PIgaDRkFWbz2o+fi+i9bUEZXQxfeQS/pxfMZ7JYAP3kz5pBRPI1tT74SNxkA+Oh9n0DUamg82EBPczeuXhfTF02ndvMenE4L//Ht69DqtSgKNDV00xWIIAgCJo2G9MJsgt4A3kEf/qF6dr/07qgbJCKdcnHivb2EAhHmrb8cQQSTTWDfK2/gd7lYedtafGGZui4PRZ+4mOJPXMxbn3mQwfZjVC1fTGqOg+qlBRPf33P4wLAkG6ckBWl1TK3daEwmGRmJRITjx4+bH3744eYVK1Z4b7755ml333135sMPP9yeqH0iycgdO3acKCgoCLe1tWlXrFhRVlVVFRj2cs+EL3zhC73Hjx831dTUVObk5ATnzJnjSRR6/+1vf9v42c9+dtoPfvCDrLVr1w4Os36dreTk2eJfyjjrtCKLKjJo6HLTMeCPU09KROaRCGfiog74QsiSwqZf7OSGLBuOXPukIbapclsn5t6O/2yym8e1+VuQ7jCTkWSia0g1kjaTlvNK0uIM87gJhyBQlZ1E9552Ona2gghp68sRTnvoPtiBRq/Bnmahbn98mZA1JZuyhTWcev9wbNvpffWc2HaUiqVVsW0Lv3wtnQPxRtvmCXP0iYOxz4qs4HNpsSTbaDw0Ei0TxHgRitJ50wmHVE9ca9CQmpOEIICnrzM2MRhdjy5JMkNdHky+CP7BAMHT/Rzf1xHLBRAEyF84DU91ekycYxiyLLDgiuVodFqMFjM6kwF7Sio6gwlFkdn/0l8JPRsk4PYT8PjJLc9F1Ij43X5ajrfgGRj5PbE7bQS88Yaz9UQroiiy5o7b8LtDsfEoCmSXOnj62w+RCKJWg1YXIhJWJwOuXj+OjLRxhnnOusVs+fXrCKJC6/GW2Hq2PS2J3pZeXvnx81z5n5djMicR8Pi557zPUTS3gplrV+HxhKhYsoqCpfm4Oz301fZx2VdmEAm5QRHRGe30tqrXl5RmibHWBXyw8Kr1ZBYngyhiNWm4cGY2O453EgjJrPzFl+j96w40Gg1VSwrQnZN6/Lugakn+wPbnjkybLLSt1WvkqiUFH6pkZEFBQSgjIyO0YsUKL8C11147cN9992UmajuRZGRBQUEY1LD0xRdfPPjee+9ZpmqcdTodjz76aMvw59mzZ1dMnz59nFzl7NmzAzt27KgFOHTokOH1119PhrOTnPwg+Jd727OdZrKdZtr7fWw/PhJhEDVTM85n8nT9gyPP7slvb8GRbWPVrbNoP94c9aIFRFFN8BFEkZA/RPn5OZispug2AU//AAUzC6JWT1Vkyiwa/06GA/Gefs1/LGPniS5ArVuOno6MJBN5GZOLRSRC9+l+OjaexNXjJSnDyrI7F4/Lfh0O0wOEghGOvnWafZtO4XONjM2+o4WG2pEQeX+ri+zSFNpHbRvq8VM093xsKXb2bXo3dp//3yX3cN+un5BdroZ/7SbdOOMs23ToDUFkSUMkIqKmPohkFk+LM85WhxXfkC9G+TnYNUDFUjshv8rL3HlaXfIwmUfC78PzqkhIoulgB5t+vhOD3UBaZRpJ83MxNQ3h7VaNiaJA43stzFyYG2NkEwUBIRThwK/2YLDmkVOWQtupPjJzhsu3vOhNWo69M7KWC5BRkB6X7BUJS1z2lU/FnmnYP8QrP3sq7pg5Fy0mOIq+0mQzcOXXlmFPM8cZZ7PdjG9Ijcy5eoYQBAVRJyKH1fMNdDTH2l72lVuJhDT4PWHef/49uhvbY4ZZZ9THdJ+1Oi3WFPUdO7njFCF/iPYTzaQXqFFEW5YVoTqdzBkZ2HOTMGdaCHW4qX27kdxyI0arAXORA3OWjfpNp/B2edHqNXQ1DtLVqK7NL7i6CotFz/wsCxuf3I7eacexsJqPLC0nxf7hRY3OIR4mq0GavbKkI1G29jBmryzp+CDJYJNJRubl5UUyMzNDBw8eNMycOTP4+uuv28vLy8cZx4kkI10ulyhJEg6HQ3a5XOJbb71l/+Y3v9kOU5OMdLvdoqIo2O12+YUXXrBrNBrlvPPOG3f+trY2bU5OTkSSJL7zne9k3XLLLd0wdcnJD4p/OeM8jGynmYJ0K43DtcZT9JwnqAiLwTcU/+wG2t08e+82Dr72YowXeCye8DwXl22846l3aDzYGNemYvF0xsKSlsw1D38aQRQRRYG0GcX4ghG8/kgcdbTbF0YUBKalT52Eoau+jzd/v4++KK+0q8fL3pePj2QxM37detN/v0/zkfHvXnttH5lFzpjxA+hpGcKSbMQbncxodRH6m+vpONVAVmU+lRfPx1mcgzU7hZYASD0epqVZmZZmpa7dFXd9XgXEFIUt9z+BVqdl5WevpPDaZbRv1aHZuAMprHq/7j43RbOKaDjYgKIotJ1s5vVfPMZHbroCV+/Ic9WbnSSlOxnq7o9FVLrq+tj0c5Vbx5RsJPm8bFwRmZQrpnPTvGnx0REBXtvbGuMHt+nEcVGO/nY3ueWptJ7sTZiFPxa+IS8DnSOTEpPNyrxLl7Fn47ZYiV3qtBx8npG+Lrh+JslZNlAULvvPK9j+9FaCvjBpBel0N3RhMBtRBCj++AJ8GvWrbur2cupFWPbxm0AQ0BnMDHSq72168XSOvH0AS7IFe4qd/s5+2k61cd7FC0nKrOQXG16MXadWr8PVM8jB117m+t9+FV2qDUkn4vJHoMyJXxRofE6t0W49qRrw6lXFDEoyqVdMp8AVpO7F4wzHLQ6/fZrmo13Mv7yIP93zRw69oUZK1n/xMpLW1pzx/p3D34bhMqmxdc5avUb+W+ucJ5KMBPjZz37W/NGPfrQoFAoJeXl5waeeeqoRpiYZ2draqr3iiitKACRJEq666qq+q6++2gUwFcnI9vZ27Zo1a8pEUVQyMzPDTz75ZMPwvtGSkb/97W+djz76aDrARRddNPD5z3++DyaXnPww8C9rnAFmFTpRFGjt81KzfgG7HttyxmPO5DmP9hhHo3R+Fad2HsU35D0jdWdCJAiNp2Q6uOYz68Zt332ym45R3qUnEMHlD49b7x70BPEHI8iKgs2kp73Pi9moYaDHz4mNJ1TDLBITidj5l+PklKeRU5E2LpkMYM3t8/n151+O26Ezaii9dDpyugXXM0fwRUOW4UCE5DQLId8QvU11HH5zH7IsY89ycuUfvhHL9A0BXX6Jrvo+FEWhectpBg51kFaTiZhsJJRkQNaK6KKJYpFwBG2aFXdExrZoJqu+cR2v3vN4bDynD5zGZDPFwtaKoiBqtNhTdbh6fZhsBkx2I+s+cyNH33kP74Dq3bt6vSRnWBns8pBWlY5rVEZ6oqjLRFM9NToCBpMOSZKpXlZIZ30nmcWZKArojUZ0BgNJGWnklOUSCYdjBk+jEZCihtzvDmFKKmDGhUEObn4fS7INndEQI9JNy0+i8Lzs6EkFPnr/zVz+jev541c2EQnLlC/SozNowOCPGWYgJv8ZvTnx5XZymLyqPCJhCZvTSigYRqPVAxosdgOCRiDk9xEJBmMThqHufiSbHk9ERisrpNuNyMDQwc6Ypz6M0PEeDGkWfIR4939exN/rJrdyOpGIXe2rx8u7fzrMkbdHREXq99ahnWLU6xz+Niy7bkbngvUV3Ue3Nzo8AwGd1WEMVy0pGPggHvNoTCQZCbBo0SJ/otrkqUhGVlZWhk6ePJlQcnIqkpHl5eWhxsbGhHKQoyUj77777u677767O1G7iSQnPwz8SxtnvVbDgrI0ZkecdD8ztfXas/Wch2F2lDJrbSlaXYRIoJ+M8wrobupg2yMvgaIgyQqaSQgTzqYwZKplJIGQxO7a+OTFVLuBXncQ07ICyi4sQucKcuzJQyiSwtJrZ5BVljohU5jBqmfVhnls/uVuRJ1I2foKpCwrnogMYYniqys5/IvdAGi0EZoP72H3y+/G9eHq6Efp6IGM1HH979lZz+Cuo/iGjAx11QNgTzWTekkZYc/IZCTrgpmxzOlpa+Yjfu9JZElm5V3XklFdoGZ1SzL+rkGUIQMDbR5sTm3Mk/e7g+gtOooWLMDrVkO8rh4vg12q5dOnmBH0IlajDhDo63Yz0DhI0BtSDZsCmiE/RknNHrdl2Vhz+zz62lw07O/AmWWnr83F1bcsI7M0lR1PvYOiQNfpTtZ/6RMM9ah3OLs8wu6XR1i0qogA8aVjtpRkSuZVUr5oKUO96rtXtmAaq26fN+49MJh0mGwG3P1+fC51XdqRM3a5I/7pylIArS4ECATcI6xnAPk1JeTPWgzAYI8XvSHI7pdexe/2kVmcGZOo9LV0ITiTsTvtdEf5uHuOHmHn8y+SkptGTnkBerOR5t0iAY8Mci8HX1HfE1fvEBWL5oAgotUZ0OrSufQ/b2XvK5uxJhv50h//c9x7cg5/PxgtevmDlEtNhnOSkR8M/9LGeRh6rYYNP74FX6+Ld554e9K2iVi6RmMi4zyMSFhL/kfmQVUa0xZUcsvVy9h+shdBFMhPt5KXbk3IDnY2dZuaD6nEMxCRCZh1zP/kHGbMzMZgGQm9j00EC0UkTne4Oa2B6k/MRuMwMuALwygPc0hWyFucybG/vMOB13dROGu8uL3eYkSbnRbzEEGdEA28uYc3f/gsAW+AFbdcTyQ0nMDkQ3rxBJFgYpKdMCKLbl1H+RVLiNht6iQous9Wlo9FJzL437tw98evY2edl4MyPZU0XSUnmgdQCh3Ysq2kVWdgdJhwhyIEQmqUZKjbQ/0fDsQdb7LpY4lZWTfMpHRpIUVhiT0bT44b4+Lrl3Hy3eO8+ou/Rj3VaAnfWOUqUQZpxDib7Xp2v7Sf86+6AovDRNg/iKe/h9YjPfz+iwdipCrDL9Syj1047jrlyFi2NAWtLsRAWz2CKLLrzwdiyWfTo0srH/n4evRGAwaLGasjhbbaPpRIJ288rmrdGC1G2k62xbp84sb7mbN2AcXnL8KyJJ+IQUPqxYuxPfEm7adaaT/VysxVc9EZswCRpIxp5FYW4hscIjkjmcNvvk9fWx8zVswhOUetESxd+BGqLyggfUwp3zn8c+KcZOTZ49/COIMqivDFP9xJdmk2L/74Bfye8WU8cGaVJd/Q5OVYOXOzEavTY+U2flELATXMfbhxYOLs7bMwuFPNPE+IBKf32wwYxtSPDieChSWZxi43tW0uwtEEJpdBg1mSEYURVUq5d4C6p95gz3PbYolOo0k1hrHgplUERxlmaWCIAw88y/G3RxKm0nK19LRpiATVZCTvYABRm8q6O67ntf95hvw0C4pBT58rgKLAjJvX4pOFcSVOAN5w4smWIKjXGAhLnGpX192nXVmF73A3PWOWJaREYdVRpxpWBNNoRRZcPp2dL45nEBx+ZqMnYcqYgmtRDKPReJFCqtH39svMWnMxrj4/rj4/R9/cEiccMRYHN++naO6K+LGHIvQ9exRFlpEllSBFo7OQkl+DxS6wb9P74/ox2rLwuYIE/IAQIBJo5f3n34rt1yQghrGnpdFV109JfjJKQRLuXUfJLsvBlmJFEETkcBhJUu/7UI+fsoUL2fvKphgNqs6oZ87N6+g9MoQUjJCV72D6wn9+jv1zOIcPin8b4wyqTOP137mBdZ++iM9W3RFjohqNyTxnAVjxyfMwWHQc3FI/bn9GdQaGeTlxTF1jcaJlgEhAZsE1S2k73BCbDBx56xBfmxelW4xSOkb/iyCKnH/1YtZ/6QpAFbSoKXBE96vtFGU8u7bdnIAzIMEkYNAboqFziKKseN5lRVZ4+1A7vuB4chFfUCLVbiAYltCKIoGQmV3PvBPXpq+1F41WQ8WiCgY6B3H3uTj85+2IisK0j67B6PXy5Ef/nypkEcWXnv4qW2YezQAAIABJREFUC69eDIpA44F2DrxWiy3VTHK6lYoLCvjEw9chCALBkMTJVjX3QhQEDDoxoQjHRAh7Q4w1MelakbaIREQcY+gnmTjJsowclmJc3LPWlpJdnsIL928lEpRw9XoxmHUxJa3RYZOxvOm1O3fTdLgx9jl3eh5Fc0ey+M9Ulje6HGsYkqTgdyWO9liT4idkx3ccp2bFDFqP7sLmtOMd8tB5ykckFGLW6lkMdQ9hsBgIByOIGgFFUjDa7JhsNrJKS/B7w0iDQTQtfbz01V+TlpcWk9EEWH5TPpLswGDWImoNzFm7hEgoQlJmBhlXziEoiCQXZpJq1vORmdnneLPP4d8a/1bGeRjJ6cl8d8v3eOgTD9EwStoOoK9lvGcyOmtZ1Ios/egsqpYV8uKPtsUSxJzFTmwX5BNKIFQxGpIiIFQUUVJeSLHPj+z2cezRVzi0ac+kxxXNKR5RgxKHRRtHj1EY5xQb9VrmFKeMiVEr6FFo2H9arQtGNfANLjeFY4wzokB1ThK763pRxnjrVqMWSVJw+6Nept5A0eIqTu9QM3R1Rj3Lvn49TTuO8P7vN8eO05sNBFxeHBY9AVEVjRieYNz3/gMUnlcyfEE0H+lSM32jkWJRJzJ7nUpXq9eNjEerEQglYCeL3ZuoIQHILU/F6wqSlJfMaFOm94d5+5d7uPmBizAnG2PesD8Y4Y0D7RR8SqWsfGbdXYT9QfKr8zm9/zQZhRlsf+KP484548LzePGBqJKSXoMjJ4ey5TPROw04rXYUWSanbAnJ2VWxKIW7tz7OOCuKuqY9fH8uvOVj9DSrZU7T5mQjzspEiVK0CoKASSsSlGQEBDQCPH/lt5Ei6vO59aefZv6V54Mw8jq8+du9LL/55rhxm21hXvnp45TNL+PUrpHIXMWiCur31WOymZAlmWCU0Gf9nTcx1AtttQNkFTtp2NuGVq9h7aevo2H/oTjjvO3Jv3LBR9djSc6hv90NpCBowdULaQEJTOr9GgyEae/3kZtq4Rz+sXD3uTRvPvamo7+jX+fMcoZXfHzFgC3Ffk4y8n8B/5bGGaBwZhH3vv5dHrn9vzny9uGEXkciCsxhOHOTuPknF7HzhWOcOtBB6toSAglEKiaCIAgIFjOixUz1l66laW/thKVYkFid6kwQRYHctPHlVdpBNz+86f64bbYUGzW7HiRt1Bqfu8/H5gd24O7z4cxNwlGeipRtQzFq8IckPHJ8+HfFjz5F5yXfwNfv5obHv4aUmcbMomxy5pZjzUrBaDcTtloISQoDXjV0+9XdP2NGeSau7kFSCzLi+sssSeHQKM3n03vbmbW2bNz6vOAL49vWhHfAH3tYRqsBe6YVd48Xg1FLJCyTnG6JlfWIu1tJikYfEASEaAijo7aXlFw7jhx1otIzOEJmIysKGp0W/5A3Zjg7T3dSOKuQhgOxKgxEUSQtv5hwtCQ5EpJImV3A/NVqmdqwvEjzr/cwumbMYIpfBsgozIm7VikixyItuqo0wlpRpaEFUFQRirCkvrEaUaC/fdREU1BiEw6Ahj311O06iRSJP6ffq3rTo0v/YKSKwe/2k12aTXvteBKnSFhCq9cQCUkIgDnZQtUF1dTvqyPgCRAJRxjsbMeeHl9Oa7LqEcMyRJlbLUYt/Z7gOeP8D8bv7/pd5safvZwV8o+Qhvzxm49Nu+Rz6zs+cf/N5yQj/8H4t65RSEpL4ht//iaPdT3O+qj4QVp+WswnPVOanaARWXh1NVd9Yxl/S62BaDJStmzGpG3OlC92NimBiTLS3X1u3D1DcW1efeR9hrq9yJJCb9Mgta/X0fCH/QTeakTwjy8XiyBw+Y83cPH3b0bJSgNA57RhmlWOlJGKkmyL0XsOw5aWhN5sIG2MYQbILI5Xreqo76d+V+v4857so6uuH0+fH0+/+tfbPEhoKEBPwwABb5hISIq77r4WF+7GQU5va+L01kZqtzWRVezk7ScO4B0MUL+rlVAwwqkT3RjcQYyDAYwDfsKBKDvXKENntJri1tdzpk8jHB7hCB/bfhi5ZWnklqeqf2Wp6AzxBjGvuirus7vfR0q2WnYkhhM88dGMeGN2DXYO0HKkiR9f9X1+8cmH+MVtD/PW7/8UzdQedS9DEitvvZSBrgGc2U6sTit6k36SXImRM/ndwdjSQvuJI+x/dTdHtx6hcEYh5edXYEuxse/Vnbh63YgagaxiJya7AVlSqHv6MJFtTRjb3eAKku38cNnwzmFy/P6u32X++YfP54w2zAAhf0j88w+fz/n9Xb9LyNw1FXg8HmHevHnlkcj434zvfve76aWlpVUlJSVV9957b8Lsv56eHs2qVauKy8rKKmtqaqbv3r079mXr7e3VrF27tqiwsLCqqKioasuWLZPO6Cbqq66uTrdgwYKyoqKiqpKSkqrvfve7Zz0WgEgkwvTp0yuXL18e0564/fbbc1NTU2d++9vfHv8jNwn+bT3n0dDqtNz20AbW3r6WkMWCJxDGbNBOOYNaI0u0P/4q9oXV6Auyz9g+za76TjMKU9BrRRBgzW+/QMMd6/j28m8kPKbkDOpjiXi9J9qeyDgLgoA9PTn2ub1lEH2mFRriSwUVBTpO9lKcaYUKtRxKpxFItugZ8ISw1hSTNqecPk8wev6Re+gLShi8IYKjssLNUarQ4dDu6JHZ0iyY7Ya42vJ3nztCwexsxKh6lmEgwOkEBtuWYp50wqLRCgx2x8nGIggQcId48cdqeVP5+dM4+Z7K7qcxaKj4j0pufPZuFCDUM0D9TT8CVOnDgDeAM9uJPS0Jo8UUC0frdH4GO5vpeE/GYErD3eOJZVh7xzCh6Y0jkp22FDv/8Y01PP6dN/AMqGvGIX+EPr+L5HQLkcYBmBH/XZcnyWZ89Au/omxBGafGJZGqz8dgN5Ccl0Q4GKF2y37aR2VjA/hdIS689ZNodRo0OglR8zo6g4763Xtx5qQRCUp4JAOiVk9GcSkmSwU6kxnfkJehHjdDvQPkV+dxbNtRZFlCljQIooBWK+J2B0GB9mM9cKwHs93A6gvGZ/qfw98H7j6XZuPPXp5UMnLjz17Ouuquq7ttTtuHJhm5e/du42OPPZa2b9++40ajUV62bFnZFVdcMVRTUxOXdfutb30ra8aMGb7NmzfX79+/33jHHXfkvffee6dgapKTU+lLp9PxwAMPtC5ZssQ3MDAgzp49u/Kiiy5yjWUMm2wsAN/73vcySkpK/B6PJ5bS8stf/rLVYrGc9X07Z5xHYdr0PHpdAd440I5eK+KwGnBa9SRbDSRZ9egTZKm2HGniwevup/VEK5r/+SvLv3gFGZcsQUjQFlSisvMrE0xCtRpKF1RMOLYzlXhNeFyCbZZkC6s3rEWWZGRJJhwMI4oCu158l4s+fxmKonCi34c4I4Mis57Tb9RjTDaiSDLBaPlQ2952sgodiA2DaO16erLVetpIUMIXlHBY9Ax6Q3gD4Tij277xFPYsG7bSFBAFIklGiDKbDRvooD+IgoCo01J1aQVDw+VrioJOp0HUCjFPzn+yFykiozPrVJKM6Ph8Q37cfWqimdluQNSJhCMy2eWpaHUaQr4QnafjJx4Wpwmrw4gsKzgyrDTs7yAtL5me5kEyazJwmw0MB6VN5pEJ8/BY+tv76W9X+QgyS4pBTGKgo5l9m95HZzCgt478biSa9+l0I5OWOWtmY002k5KTFDPOoFJ2DvV4cfX5WFKVgZxhoWPAT1iS4yoNtAk89e6GbgRBiE3OLvzqfzDj2gvwRmRkRSEQkel9ejNBv39cMtestWtw9QUIByV0uhD9Hf34hnxkl+Uw2NVP+6kRY77+zk/h91pIzppOcvQnv69pP0e3HqJkXilHtryKOcmKVr+MSAj0Ji0hfwSRXmp3HyK/upiANxCnUHYOfz+8+dibjrEe81iE/CHxrcfedFz6xcs+NMnIw4cPm+bMmeOx2VSDv3jxYvczzzyTXFNTE0dDePLkSePXv/71TlB5rltbW/UtLS1ai8UiT0Vycip95efnh/Pz88MADodDLi4u9jc3N+vHGueJjp82bVqkvr5e99prryV9/etf73jwwQfPyktOhHPGeQwcVgMaUSAUkeka9NM1OOLdWI1anFYDDpsBq1HHidf38ItPPkTIrxoEKSKx5cfPUbLtMPO+9lE0aY5x/U9mY7c99faE+z7ImvNojDaQSRkObv35HQn3gSq96Y2Wf4kVKdSUOnEpCghgEwR8x3sJdbhpf/YIQV8Yo0VP3rpSAikjP6YD3hCpNgOD3pDqVUfXmA1WPR3He+g4rv7wd6SYSfvGMqxOM/W7a9n005fY8aftlC2u5LzvbwCLTv2LIi3VgiiKRCT1O5hUmoJg0pJUngpmPYN7VSMx/8ISLElGFFnBnmoGrcjmva0xLepknYbwa3X01fYxc2UxeqOWnIo0NBoNJ95rxpFuJRSIoDepX5GQN4R51H0K6/WkFGbS19CZcOL09mMvU7m0mmPbEhIQkZqbhN6opW0U/7jRZiY9P53upm7mrJurjjPNEkeNFAlHqFiYR/2BdnJz7ITtBsKSjN8bwmrTIyAyLdWMWSuQ9MSXURSFjT/bSE9bHx/53GUklU1Tn7iioEuxo2hFfP4Rvu66tw/ScqQJW4qNmavOI79mBopgYKh75HvQeuxAjLvbkeng6Nb4a/QNdSIF1RwOgyWDSERLZmk1R7ceIhIM09vaC629lC6cjz0thaFuL2FvE++/oGb7t51oYfnHlrLg0gUJ7905fLjo7+ifkhTkVNuNxmSSkbNmzfLfe++9OZ2dnRqLxaJs3rw5aebMmd6x7aqrq/1/+tOfktesWeN56623zB0dHYbGxka9RqNRzlZycqK+pk2bFou5nzx5Un/s2DHzsmXLxiUiTXb8Zz7zmWk//OEPW4eGhhJ7ZmeJMxpnQRCMwFZUl0ELPKcoyncEQXACzwAFQCPwH4qijKNLEwRhLfAwKvXRbxRFue/DGPjfCxpRYFF5OtuPd43zOj2BCJ5AhOZe9f1p210fM8yjUbfzJK0f+wGrvnUD9sUzY+FxUUQNYyeAoigIeh1pJdmxUqph70oQBNDrCETrbwODHlWQQBkJUauCCVHBDUHAlmqPq0c9mzXp+g43GgEkBUIRmdgVKqC36nGVp5BUlYb/tTqCdf0EvCFOPXeUklUlWGvSETUCwbBMfzS0HR41sdAZ4185d5+Pp+7egtnm4S8/fjq2/eS2o8x2eRHt8UtIkWhfw6VOUrYNIcWEC0CWEWerrtqefi+Xlo2wkAXDUswwA/jCEnkrCnGuLqaowEFOquq9u3q8nHivmbbaPjKLHGi0IrnlqTjm5iCadIQVBU8gQkRWuPxXX2L/b15h8drZLL5yEaf31/PQTQ/S3aQy/UVCI+9G2YJCcsorcWRaySxOISnVjCAIdNT3YbQa6GkexOY08YkfXE7t7lNkl6pJUys+NptQMMLxd5spnZfD+eun01rbx6wLi9Fb9WgDErOzkrAkGceta1cvq2bfa/tInZaKs2IalsWz0Oo0hCUZo06DNxhh9N0Nd/TQEpWpdPe5ScnNwTvoRsGNTg+KokOKaPEMqCyM2WU5hAMhSueVosgKdXtVUqbOulqOblWz9vVGPQuuuIDORvWejPbu927cTPn51QR9AQ68vjtu7CfePX7OOP+D4MxyTkkKcqrtRmMyycg5c+YEvvCFL3SuWLGizGw2y5WVlb5EDGL33ntvx4YNG/IqKioqKyoq/BUVFT6tVquEw+GzkpycrK/h/UNDQ+KVV15ZfN9997U4nc5xRn6i45966qmk1NTUyNKlS30bN248exWiBJiK5xwEViiK4hEEQQdsFwRhE3Al8IaiKPcJgvA14GvAXaMPFARBAzwCrAJagd2CILykKEpCPtT/K8hymqnOd3C4aXKFtERJPsMIePy8/LVHmXXxfCo/fxWixcwl8/Mnbh+SGCosYM3vv55wvxd4fZ/qFe793h84/urkpVdP+f4cP1amZqC9/jCn2oYw6TVoRQF3YOR7pdMIuAPq99MdkXGsLqHv9C6Q1XIlU4mTfm/8ZEUe8tC4dT/u7kECQx5Ss0rHnTPoCyOF4yebsiwztOc4jhVzY9vEiIS33cWrW06rFJ2ygqYyFWyGsV0CEApL6HVqv1qNiF4rxsQq7CYtPkkhOKY2umJpAQaLnk0/3xkLe+vMOjTLC1D8YQw6kRSrHkEU8Oo13PCTDZRlq5nd1ctqeOTYz6ndXcsbf3iD0/tPU7W0itL5ZVz11asS5jBkFacA4MgYyaovi+YXhEMSfW0uSuZkM/+SClKy7YiiQHrB+IhMIqTkpLLqk6tZ9cnVSJJMfZcbTyBCmt3I4SY1/B7xBjH2+VEEOPHUG3HHNx86FjO4cWMuzSKvKo/2U+20h0feD2e2E4PZEFf5EAqE6Gtp59h29SsvSyP3e7BrgIH2bkIBmYKZahZ+b3Mn7v4hepr/LnTF55AAKz6+YuCP33xs2mShbb1JLy//+IoPVTIS4M477+y98847ewE++9nP5uTm5o7zdpxOpzwcupZlmWnTptWUl5cHPR6POFXJyTP1BRAMBoWLL764+Jprrum/6aabBs/m+Mcff9y5efPm5JycnKRgMCh6vV7xsssuK/zLX/7SkKifqeCMxllRXbPhb5su+qcAlwEfiW7/A/A2Y4wzMB+oUxTlNIAgCE9Hj/s/bZxBDW+fCVNJGDvwyi6a9tWy4r9ugoUTG+cPCxWLpkdrUONN8Wjpx8nQEo0K+EMSggCpNpWL22LQICvq9mGEJJnMmkxEjUDKojxkrYg+pBCRFFKSjOi1Iqf2n+LV+58lOT2Z7LJsJKcHjRim+chxcitKEXVOIhGBgLuT/Jp8mg6PBHEPPfs2lYEQWTUVCF6Z09GM6tFSlCWp5gmN88GGPuYUp6LRiCiKQk2Bg6PNAxSk2yjKsiNJCgfq++gdCpDhMNPY6SY1yUjR3ByqlhZwdFsjAEWriomIkGQ2ICsKkgKD0SQ1Q1hGkUfKlAa6/DSf8FN5wQVc8eUbyKv84PSTOr2GzEIHmYVTM8aTQaMRKctOIhSRkGSF6jwH9Z0u3Md6OPXKKfRGLXv+vCPuGK1hJIqpN+qpuqCKgc4B0vLT6WnqJhKOd4j62/sRNSIV51dQNKuI0wfGLTNitpspX1iOLMlYHVYMVit6y0jy17zLLHj6XWj1OoZ6vCSlnSun+nvDlmKXLvnc+o4///D5CSUjL/nc+o4Pkgw2mWQkjMgx1tbW6l955ZXkXbt2nRjbpre3V2O1WmWj0ag8+OCDqfPnz3c7nU7Z6XTKE0lOTiQZOVFfsixz3XXX5ZeVlQX+67/+a0LZx4mOf+SRR9oeeeSRNoCNGzfaHnjggYy/xTDDFNecox7wXqAEeERRlJ2CIGQoitIBoChKhyAIiX6FcoCWUZ9bgX+KWNVkpBbDmMxzHo2BjgGev/0hSjOszLl43pnroj4gUnNTufed+9TwNgmytEf9f+x+ARjwBHF5RxIlFQV63UHsfX7a32vBsbIIRoWlTXoNtmUFuIMRhsIShCUWlqeR7hgpg5lTshKluY0Xf/RnzMlmjm1/Pravfm8tRouR9MJMmo80Mn3xiFwlqMl2LUeauPwrn6I/KqfYXttHdmkKIX+Y1Nwkll87AzEB2bgsK4iigBi91zqNSE6qNRa+BtBqYMH0dN480MZre1uRZAVdh4jdpCNQk0b5zAxMwGBEQpHBE4wQCEk4rQaQZOSdbfzp8B5qPjoTTYaFnpdPkj8jk7TCZDJyk5k2PY2IrDK3TSZ68o/EcFJjRrIJf0iiSa86Q6FAhIs/fyMN+/dHs8kBRWH26tkMdg2yZsNaLrrj4lg/Pc3dPH3v07zxuy3I0TV3QRCQJTnmJVcuqeTY9mNI0e9SSnYKp/efJhwMUzCjgNrdtWSV5JJVMWKctToTnkEvIHNkWyOLr4wvJzuHvw+G65jH1jnrTXr5b61znkwy8tJLLy0eHBzUarVa5aGHHmpOS0uTIF4y8sCBA8ZbbrmlUBRFpbS0NPDEE080Dh8/keTkRJKRE/W1efNm64svvphSWlrqr6ioqAS455572q699tqhqY7lw8aUjLOiKBIwSxCEZOAFQRCqp9h/ol+khNFVQRA2ABsA8vL+9zl1HVYDoiBMWp5yNmIVAPdd/j1W3LyS2x65A43+w8/FO2/9/Jjhn8hTVsb8O4zWHg/7T/chK5Bs0eMLhgmGZXTHezm6oxlFVvA9f4xp68sJ2g0Y9eqPvDs44j0pisLuZw8zd1UpGUVqjbIgCDGaVEemk/ZT8ctBAW+A5iONABzfcYyVt67GbDejM+jQ6nVo9VqKzitmx3PHY1zb7bV9lMzJZt2nFxCeoP5Woxm5D2dCRFJVwwQBrAYtbl+IspwkirOTON40QH+HOv6CdCtpSSaCYYlAqpk9b6nj9vV4IUmP84ICfC0uFq0rV+ktgUiUVlVUzv59+XvCoNNQnpNEJMfFMKu5e0BDb0sv3Y0jjkPJ3FLWfmodhTML445Py0vnc7/5PFd85UoeuOFH1O+rR9SKaLSaWB7Gse3HWP7xFVx+19V8ec4XyCjOY+mN8wl5B3jrsY343T6UMU+o9WQv5iQDvqEgp3a3njPO/0B84v6bO6+66+rut0YxhC3/+IqBD+Ixj8ZkkpF79+4drxRDvGTkypUrvU1NTQkzKyeSnJxIMnKivtasWeNRFGXv3zKWYVxyySXuSy65ZNy1ni3OykIoijIoCMLbwFqgSxCErKjXnAUk0rtsBaaN+pwLJFysVxTlV8CvAObOnfuBZbY+LNhMOuaXpvL+qZ6JG52NkpRWQ+q0VBr21aPTCGhFAWmU4ddpBMwGDQJqIpg3GDmjCMdYVC8fL0p/ptpnRVE42TzIqY4RnvFBbwiLUYvNqCNc7ETZpoaaA54Qp/90lPIrKgmlm2Prt8P9aA520bCzlYb3Wymek82SG2ZiSzGz+vZ1vPm7Lfz/9u47Os7qTvj49zddvXfJqu42bsI0F8AEEoeQLIRgyGYTSCFA8kJOEhJS9s3m3ZOzOSm72TcbSEJLsm8gCZCFBAw2hGqq7BiwJdtykS1Z3eptNDPPff+YR6MZaUaWbFkaje7nHB2PnqL5zaOxfnPvc+/9DfYOkJKVQndb+JXQEtMSyS7J4WPfvH5cy37/K/W014+et+bKhSFrmEvQv5FWdQtHgE3Lc3j/eCduj4+u/mEMBcdb+8hNj6eiIAWLRTja0svC/BSGfQZpZjd64dc28pf/2MWRHYdZ5FoMWQns3VELSrHisjJS8/zjQqxRlJTHKihNp3RVLkf3NuFwuuk4eSrQhX3tNz7OeZedN+GHisLFhfyvB+/kK2vvwufxsfqK1fR29AY+HV5+ywfIW1zI/Y2/4zd376CjaQiIY8NNN+FKsNHddMy/IElFBsMDHgyfwpXoYKDbzVDfMEP9w7gSHBGfX5teSelJxplMl5rIfCwZGezWW28t3L59e+odd9wRsbs8nMmM1s4CPGZijgOuAH4IPAV8Gvg3898nw5z+DrBQREqBk8A24KapBDibCjMTiKvrCLnPGmyyLaHilSV856nvkrUga7QAAgS6XAHsTgtXVy4ILF6x+0g7R5qn9uErPnmSNavxJ9P3XjjCezsOM9DjJjEjjsxVubgXpGC3CnEOK+09bnBaWXnLWmqfqCbOacOZYKf6T/sou2QBsiwTZfHfz7Xvb+foW6OLgRzZ04jNbuXyz1VSuKyI8nUVHNl9GGeCk+WbVlD7zqFxI92LV5aw5KIl2C3+bvnhoOTrNIt42J1W0nKT+PvOWj68MAObzTLu96CUvz3mUwpDRU7UVgGbCM4EJ8uKUklw2qlp6KK2qYe+IW9gvnt2iovMZCe7qlswlGL94ixcDhs2l42Pfn0jrUc6aDUM2vuHEQvs3XmYvTsPc82dF5NbkoYrI3pXu7LZLZSsyCU53WCgq5MPvPgDKtZV4HBNPiGWrirj209+h8d/+BhtJ9pCakKPLMnqTHSFFCZxD3hwD3jILl9Mz6lBTh4crTuebn6o6e8eomr7ATZ8fOLV87QJGYZhiMVimdUGz3wrGRnsl7/8ZQP+huo4hmEIhF9gcjIfY/KA35j3nS3AH5VSfxWRN4A/ishngRPA9QAiko9/ytRWpZRXRL4EPId/KtWDSqn9U3xts8YiwuUr83itppXugfFTpiabnG/9+RfJCbM8ZTgjP3NdeSYOm5WahvGDBr/8yzv89w5FEIv/nL6+IQ60DvJmTQtKgUIFWt6JLltggJeIkJ7kZNhj0NDYQ3ebfwBYZ2MvXreP8qIUOg3lT8ymbiukZMbTcnh0BO1QWz/XVK41V+pS7O1wM3b4z+G9jSS+20iiS2gy12J297vZ/8o+4pPjWbphBVnFpfR3dvHmn1/kVGMXq8yWmscwEPxTpk5Wt5JXnsHyS4pZckERjriJp1uKec995MOPYSbpkZ6K0V4D8BoGr9W0khRnZ1F+MsuKUmnvGQrMy4532ugb8tIVNAr91X3NrFuYSXqSC4vVQu6iTKRzgLqDbZReWsbRvx0lf2EGOQtSiUt0YBhGyIeyaJKYGse6qxYC40fRT8X5V68nLjmeb23+ZmCbzWHjzcdeIz0/g9K1FRHOFIb6Qv9vDfT00Hp4N+6BIQ7teo4LrrkXu2PKU2w1v31tbW3LsrKyumc7QWuhDMOQtra2FCBsN/lkRmu/B6wJs/0UsCXM9kZga9D3zwDPTCHmqJLgsnPFqnyaOgfYd6KTnoGgqX6TyM2L1i9ixabJ3qIPtTAvGbvNQn1bXyBZAKTnpY8rp+dMSaCnqYGe7vHlAUUISbbN5rKR1jEvoPfUAO89sJvyD1TgLh6tUGWrbufE4dCpLRWVBdgcI9OfhLUfXkxqTiLP/NdofeBlN6+lzeOjxxCG+kPjGugZICkjm2F3IjnleXz0awsu2jEOAAAaaklEQVTpbBni7b8e5IKPLAGPwfsvHiUhxUVmUQoLt51568kigkXAxmh5Tf918X+/fmEmhxp7sFktOO1WNi7LRQROtPWxv74rpPse/CPWd1W3cOHibLJS/Quv5KbGcdmKXA71eRhenEnDwXYe//GrfOgL5wemS8W6inUVbNy2iVcffQWA4hXF/OZrDwL+a124dAEL168hraAAu9NJV2sfFptQsCgTpRQ97f30dQ7hcRsceqsmMNBs5wM72Xrb1ojPq0Xm9Xo/19zcfH9zc/MK5nkthShkAPu8Xu/nwu3UK4RNgtUiFGYkkOC0setAKwPmICiZRGto442bz/h5XQ4rSwpSKM1OZMfek4Hu9akO/JUInyLCNfwNQ7F+Uwlupw2lFG1HO3hl14lxxznjx3d7llUWsOXmtbzwmz0s/sgSus0k6PYpbvrdN/nvm34QOPaDt29j2B2Pd9hHR1MvGQXJKGOQvX87wrqrFlJ/oI3Vl5cHfQCYPmN7PBJcdtaUjSbQkcFuFXnJ+JSipr4LERlzjx3ePNgaSNBKhJREJ5dctYjhS8v4ww9eouVYJzse2k3x8hxWbiolNScRa4RFaGKBK8HF1x+5m7LVZfz3d38X8oFMKUV99XHqq4/zsbtvpe1EH0kZ8XQ09jJsFlHJLknF51NYBK784nU8+4s/AdB+ciDs82mnt27dulbgmtmOQ5s6nZynIC3RyQfXFNDWPURb7xBv+CaebpWQmsDVX776rJ/XabfywTWF7DvRSZzLOuWpWBH7ssJMQbr+25eSlpcc+D43PZ6GtQ0c3ePvlk7OiMfusvH8A1U4XDZK14VOjfQ4bSy7/QL6xkxFk+I8bvjFnbiPuUEU3W3D+Lyjx3iGvTjj7Wy4bjkH32lgwdKsc5KYp6KxY4DmzkGWF6VhAMMeL4ebevEaipLsREqyE3HYLIFBaCMDvxxOG1fffiFDfW6evvctdj9XS9X2Q6RkJbD+6iWsuiy2izpce/d1IPCbbzw84XEja5+PaK3romhZNvXVrSSkpnHeFesBwetx0ny0g9yy9PA/SNNikISrUDTbKisrVVXVxCtgRYOu1i4e/f4jVL+6n7r36kL2JWcmc9u9t7P+Ixdgd07f/TKPYeAL8yvzeH1srwo75oDMZGdIt/aI9EQHvgEvg8c6Of5KHZtuWMnSTaFTZgaHvbx3+BTH/nIAp0/RXNeJz+NvQVptFq75yiUUBC20Mej28vL7TeO6gn0d3dQ+8AzxyeHvbS65sIhlG0qwWoWipdnjuu1ni6EU3f3D/qU/laK2qYfBYR9bzssPzF32KYXHUBg+I1Bla4RSinf/dpS3nz7AQI+buEQH1351I1lFKeGeLmYopbj/rl/RWNvIsb3H6Gjy3xa55mtfZKDHE2gtj5VfkYHFKoG62yMKl2Rxwz2bo2o6WrQRkd1KqcrTH6nNBbrlfBZSs1P54s9vQynFvbf/gl1/fI3ejl4sFgtff/RuVm1ZPe3PaRPh+PvNNB/tQBkKw+dPCrZkB5lFKaP3wYNqMNqtFjLDrKJlKEW3YUBxCoWfXk1icWjL5FT3IFW17Xh8irSSNGqfrQ3Z7/Ma1DZ04chLIjPVhYgQ57Rx5dpC3jzQQnuPG2NwiKanXmXX/c8yPDjMllsKx9U6trtsbLphJfHJLmz22W0tj2URCVktLislDouEdo1bAKdFEOv4/04iwqrLy3DG22k93oXhM8IumhJrRITP/+xWAF5/fBf/cfPPEIvgzEykq2Wi6Yn+uc75Fek0Bo1zaDjQxqG3G1h8QVHkczUthuiW8zTy+Xy881f/Av4XfvTCc/Y8bz5Vw2uPhQ7wy12ciePSkrDHZyU7aQvXck5wjFsLe3VpOkXZiRxu7KbGnFecbLWw7763Qwb8x2fGUfaJlfSYhSiWFqawsHC0HjRK8fTDf+OJex6it310DvXiC5dSuPw8PMNmyUWBjR9f6R8EFqOUUrQc6yS3LD1kqc/5YnhomNcOttFhziFPtFlwnejBbhGUgv6uAdpO9CAorDYrjYf9s27yKtJpCkrQabmJfPzrG0nJSoz0VPOabjnHFt1ynkZWq/WcJuURq7eUU1vVQEtd0DSrCT5kRdoTbvveYx109LoDlbcAenwGKz9bydC7TVzx2fPpau2j2e3lSNvo6ngHT3aTmugMjF5GhCM794QkZoCDb9bQcKCeC6+7mtTcbK68uZK88ti+lygigful8y0xg39d7g3Lc3nqbf/Awj6vQdaaXFaWpIMIfe0DPPz17WHOs2N3WvGYK8N1Nvdx4K0Gzv/QIizW2B1Yp2mgk/Oc5EpwsHpLBc89MNq7MFEHSKTR2pE2K6WoyEvmcNCqYUuXZpF9UTEIZBSmkAE09wzRb45cNxQcae4ZTc5Af08/IkJw70zximKSMpJYdlEOl396S0yPXtZG9Q95CV5p9XhLH4sKUnE6rAR/TMwpTcVmt2FzWDi+rwVHnI203EQsNgtxCQ68wz48wz6ccfp9o8U2nZznqMUXFPHWX2roavW3cO0OKwsidPfF2S3+6UFmPYORZO1yWEiOG50S5fb4WJCdSG56PCda+0hw2nA5rJTnJYUUswgISu556XGU5yYz8qdWgMs+tYVT9e20nWijYHEhN//oZsrWlBOfHK8H9swzyXE29vzz/SifQd7qcsrXluM0q7QFf660O2w0HGynYFEmielx9HUMMjzYR155Oj3tAwx0D/HIv77IpdvOo2TlhNUBNW1O08l5jnK4bFz/jc08+I1n8XkNMvOTWB1hsYtItZwnqvHsslvod3vpd3vx+AyS4hy4nLbACGVlKFxdboYsivOW5FCU7f9gYAA2c8DUpTdtpnh5ERkFGQz1u8lakKWT8jx1quEU1X97F4Cal9/nRRFOvnOQK2/bSlL6+JKYJw+1Y7EKjjgbyoDWE13klKRx8vApNl6/kuZjnRQsysTu1H/CtNik39lzWEpWAmWr86itOjnlIhnhBCfrrNQ4clJdtHQN0TPg4YV3GynNSWJJUSruXjcv3P8O9dVtWKzCYGkaSZ9ZR2pBslmJCexmDi5eWYLFYiE58+zj0+autvpTLN2wBqvdisVqJTU7A0dcPtUvHeOCa8PXqzZ8KmTKVWdLH4O9bjqbelFAR1MvOSVnX+ta06KRTs5z3KrLyqYtOQcTEZYtSKO1qymQsI+19NJY30X9n/YH1kM2fIrmwx3sfuYgV33hfAzlX8FMKQUiUbumtDazGmsHyCoNXYK1o9lNRqGdruY+ChZnglIkLkhlYYU5QNAsWiLKv068CNS9dIyWuk6uvGWdbjVrMU2/u+e44uU5/hWnJugtPtO8nRTvoCw3KVAdSylFz6vHA4l5ycUL2Pyp1djsVixWC1YRFP6qWtFcJlGbWe5BD9WvHw+7b6B7iCd/+lrg+/xkJxnnF9AdoU53fGYCx6tbGOob1slZi2n63T3HiUW44jNrMQBPhD9oE91bPp2lC1Ipzk6ie2AY8fjo2qBIy07kwOsnSE6LwyoWbOa0Fp/yL5Ki7ytrwZo6Blj4jyt58Zu/HrfPQikwes+jsaqR3pM9FF63nH7P+OVxrXYL3d1uavc0svYDkSpdadrcp5NzDBAR/yhpAW+E/u1I6XLs9sEhDzX13YHlu5PibFQUpJJo1lPOz0tm2eZSNn9yNc4Ee+B8K0TNkptadOlwe/HYLZzYf4zB3sGQfYnpKSRkhA5I6G3qo/v1E6RdVETvmGVgBzr851dtP8iqy8r0VDwtZul3dgyxWQRbmFarivAVbp/ba9Bwqp/69n7qW/qofeYQ7+2opeNk6GIi9ng7KP8byKrvLWsT6Oxzk5WexL++9G8ULCogJSt4XfHwHyYb9zRB1/hV7QxzRbqe9gFq3hhfLU3TYsVp/6KKSJGIvCgiNSKyX0TuNLf/QUT2ml91IrI3wvl1IvK+edzcW5NzjpnOZZtd7QMceb2eVx55j0f/9/PsvO9tDu06jt38EKDcXgyPgUV3Y2sTUAoaTvWTVJrHHb/6EosvXByyL5IDj+0j2T2mupmvA6ulE6t08vpjL4VUNtO0WDKZbm0v8FWl1B4RSQJ2i8hOpdQNIweIyE+A7gl+xmVKqfYJ9mvTRERwWsAd4f7zlBijXYqGT3HwrXoOvV0PPsWSi4poqetiQVBFKk0LZ01ZBnWtvWSlxHGiZ4A9z+4Z3TlBdva5fex7+O8sv2N9oHt71yPbGegZLTVZuCSbrbdtPWexa9psOW1yVko1AU3m414RqQEKgGoA8Y/++QRw+TmMU5uCkQTtU5HvQZ9OWoIDS3EqqcUpdB0f/dylFFQ9ewhXooOSFTnTFbIWwzKSnGQkOelu72P/6618+K6bA2MVcisyqbx6pTn4QRCBHfdu5+CbNYGRjAceaKO/2z9joHRNGftfHi368sJDO3Vy1mLSlAaEiUgJsAZ4K2jzRqBFKVUb7hz8N5V2iIgCfqmU+tUZxKlNkYhgE/9KXuHqP5+OzSq09fvI/PBi8gI3P/zrZJdnJ5KUGocjbvrqVGuxrbu9nzefPMDwoNDbMVoJLafMRnJO6LKzp042s3eHv7pbanYq+1/ei8ftCewvWlaEZ8iDxWphsG+I5qNN5JblzcwL0bQZMulRPCKSCDwO3KWUCh4ddCPwyASnXqKUWgt8CLhDRDZF+PlfEJEqEalqa5ug3qs2JRGLXkzSsM/Ao6DfYzBsKAa9Btit5KTGnf5kTTM54+wM9g4y2NuDze7BavPfKw7XsRNcuaurtYtFFyzCEbQGfHt9O81Hm2msbaShpp4d9+845/Fr2kybVD1nEbEDfwWeU0r9NGi7DTgJrFNKNUzi53wP6FNK/Xii4+ZqPedoNOwzMCLsCzf/uavPzSv7mgM1oG0WyEuPJz89AQE8PoPUBH83paZNRevxVj5XcgsA5esWUrDsYhYsz8aV4MDnNfB6fIgIjQdqeP6Bp0LOXbZhGdWvVQPgSnAx1D8U2Jeak8qD9Q9js8/vmaG6nnNsOe272byn/ABQE5yYTVcAByIlZhFJACzmveoE4Erg+2cZszYFdoswbKiwE1aCt40k6tREJ9eY1YI8Hh82myWwqIhl5EsPztbOQEp2ChddezFvPPE63a1dFCxuZbDHwYn9wyHH2cbMXV5y8VIsVgtLL1lKza4anAlOytaW+3cqRWpuGlXPVM1ILXVNmymT+ah5CfAp4P2g6VLfUko9A2xjTJe2iOQD9yultgI5wJ/NP+424PdKqWenK3jt9PzX/swGhTns1pAzgytOadpUOeOc3PQvN/HGE6/TXt/GK7/fzqabtoI1K/TAoN685ZtWcGzv0cAI7YTUBAoXF7L/1f0hp1S/up8Vm1eQmBq+bKqmzTWTGa39GhEWmFJKfSbMtkZgq/n4KLDq7ELUzpZFOO2gsMmkb52StbNVvKKEyq2VtDecwpngpONkPVnFHk4erDePEFKyUyhdXYoyFEf/fiSwqpjdZadsbQWH3jyEMz50zMNgr5t3/lrFZf946cy+IE07R+b3TZp5wib+UdaR7j1P+udYznZ4mabBHfd/mXs2fIMNN2zAZrfx8N0Phexfeskyju09Nu68omWlpBWs5oLrVof9uT5f8jmJV9Nmg07O84CIYB+zMMlkkuzY1rTXUDgs4i/jN50BavNKRl4GP3z9R9S9e4yWulbyFxWE7HcmOCk5rwTDUKAUyiwZmZKVNOHPrd19kis+vfZchq5pM0Yn53nCX8bRP+c50l3o092dVqfZr2mTlZaTRm9hL+8+/y6Nh06SvzCf5iPNGIZBSlYKde/VjTuns6mDdR9ZEfFn6sIrWizRyXkeseAf1BUpwY7dHu5PnaEUFvNYPTBMOxs5pTkULS8ia0EWAz0DGIHlYsO/Q0eKXkQSl6in92mxQ5cSmkcsIkTKp5HS7PhKVroClTY9nHFOVmxeye333cHw4Oh0KmeCi5JVpRSvLCGnLDew/XTJ2ZXomHC/ps0l+q/sPCIi2EWwWwSLhCbkSPOgPR6f/94f/lZzS9cgw16DAbd3JkLWYlxOSQ7rPlTJjf/ySQCWb1pOzWvV1L17jOPv1+FwjS4R6/V48ff9GPhXAzZADEQMUAauBJ2ctdihu7XnGRHBir8Gs1IKz0jijXD8vuOdNLT3k+CyYSgYcHu5bEUecQ7rjMWsxb6N2zby5L//D8f2HsM9MFrHOSk9idLVZYhFsNqsvPK734U932qzkpr1EeCiGYpY084tnZznMRHBYfUnaYV/NPbYJD0ySKxvaLSlfKrPTVFGPEopfd9Zmxbpuel4hjwh5SCBwJKd4E/Akfi8PjIK0s9ZfJo203S3toaIYDG7u0e6vC0CVoH0JCepCQ6sQSNh3z/egcenmI6S0Zo24vJPT1x11uf1Tbg/u1jXFtdih245awHBXd4jFuWnsCg/hc4+Ny/ua8LrUyTH2TnVO0RKvC4ZqU2fG767jad//jTDg+6Ixyy9eCkIiMWcM6BGHxcuKZqxWDXtXNPJWZuUtEQnV64u4EBDN2vKMkJa0po2HeKT4nls4HE8bg9v/Pl1nr1vO/te3hdyTO07tebAsFCZhZksWL5gpkLVtHNOJ2dt0hJddiorMmc7DC3G2Z12Nm3bzKZtm9mz8yBv/PlAYGrBC79+KOw5m27arMc/aDFFJ2dN06LWYK+Xwb7ROdDh6s8Xryzhxu/dNJNhado5pweEaZoWtRZWhq67HSY3s/X2rTjj9OpgWmzRyVnTtKiVvSCV/IqMwPfhWs4Wq/4zpsWe076rRaRIRF4UkRoR2S8id5rbvyciJ0Vkr/m1NcL5HxSRgyJyWES+Od0vQNO02PbBz5/PxutXYHdaySsvDNnniHOSUVgQNmlr2lw2mXvOXuCrSqk9IpIE7BaRnea+f1dK/TjSiSJiBf4L+ADQALwjIk8ppaojnaNpmhbsLz9/gxUbS1hy4QKOv+svG2l32skuzmbLzVeQmJaqB4NpMee0yVkp1QQ0mY97RaQGKJj4rID1wGGl1FEAEXkU+Cigk7OmaZOy4eMrOFHdStGSLO55/GvUvVfHovWLSM5M5uBb9VSszZ/tEDVt2k1ptLaIlABrgLeAS4Avicg/AVX4W9edY04pAOqDvm8ALjjTYDVNm3/K1+RTvmY0AWcVZQHQ0dTLwspCrDZ9z1mLPZN+V4tIIvA4cJdSqge4FygHVuNvWf8k3GlhtoW9OSQiXxCRKhGpamtrm2xYmqbNQ8pQpOUm6sSsxaxJvbNFxI4/Mf8/pdQTAEqpFqWUTyllAL/G34U9VgMQvKZeIdAY7jmUUr9SSlUqpSqzsrKm8ho0TZtnxCL6PrMW0yYzWluAB4AapdRPg7bnBR32D8C+secC7wALRaRURBzANuCpswtZ0zRN02LbZO45XwJ8CnhfRPaa274F3Cgiq/F3U9cBtwKISD5wv1Jqq1LKKyJfAp4DrMCDSqn90/waNE3TNC2mTGa09muEv3f8TITjG4GtQd8/E+lYTdM0TdPG06MpNE3TNC3K6OSsaZqmaVFGJ2dN0zRNizISjWvSikgbcHyWnj4TaJ+l554OOv7ZpeOfXXM9fjjz11CslNLzUGNEVCbn2SQiVUqpytmO40zp+GeXjn92zfX4ITZeg3b2dLe2pmmapkUZnZw1TdM0Lcro5Dzer2Y7gLOk459dOv7ZNdfjh9h4DdpZ0vecNU3TNC3K6JazpmmapkWZeZucReR6EdkvIoaIVI7Zd4+IHBaRgyJyVdD2l8xte82v7JmPPBDLmcS/TkTeN/f9p0RRWR8RWSUib5jx/UVEks3tJSIyGHTN75vtWMOJFL+5L+zvI5qIyGoRedO8xlUist7cPleuf9j4zX1z4fr/Iega143UMZgr1187B5RS8/ILWAosBl4CKoO2LwPeBZxAKXAEsJr7Qo6dg/G/DVyEf6307cCHZvt1BMX9DrDZfHwL8H/MxyXAvtmO7yzij/j7iKYvYMfI+wH/2vgvzbHrHyn+OXH9x7yWnwD/PJeuv/6a/q9523JWStUopQ6G2fVR4FGllFspdQw4TPha1bNqqvGbJT6TlVJvKKUU8FvgYzMY8uksBl4xH+8ErpvFWM5EpPjnxPsJf3W5kdZ+ChHqrkexSPHPlesPBEr0fgJ4ZLZj0WbXvE3OEygA6oO+bzC3jXjI7F76bjR1CweJFH+B+Xjs9mixD7jGfHw9UBS0r1RE/i4iL4vIxpkPbVIixX+691O0uAv4kYjUAz8G7gnaNxeuf6T458r1H7ERaFFK1QZtmwvXX5tmk6nnPGeJyPNAbphd31ZKPRnptDDbRoa0f1IpdVJEkoDH8de5/u3ZRxohkOmNf6LXNSMmej34u4L/U0T+GXgKGDb3NQELlFKnRGQd8D8islwp1TMjQQc5w/hn/bqPOE38W4CvKKUeF5FPAA8AVzB3rn+k+OfE9Q/6/3wjoa3mqLn+2syK6eSslLriDE5rILTVVojZRaaUOmn+2ysiv8ffPXbOkvM0x99gPh67fcZM4vVcCSAii4APm+e4Abf5eLeIHAEWAVXnMNSwziR+Jng/zbSJ4heR3wJ3mt/+CbjfPGdOXP9I8TNHrj+AiNiAa4F1QedEzfXXZpbu1h7vKWCbiDhFpBRYCLwtIjYRyQQQETtwNf6uzGgTNn6lVBPQKyIXmt3x/wREan3PuJGR7yJiAb4D3Gd+nyUiVvNxGf7Xc3S24owkUvxE+H3MTpQTagQ2m48vB2ph7lx/IsTP3Ln+4G/pH1BKBW4/zaHrr02zmG45T0RE/gH4v0AW8LSI7FVKXaWU2i8ifwSqAS9wh1LKJyIJwHNmYrYCzwO/nivxm6fdBjwMxOEfrb195iOP6EYRucN8/ATwkPl4E/B9EfECPuCLSqmO2QjwNMLGf5rfRzT5PPAzs/U2BHzB3D5Xrn/Y+OfQ9QfYxviBYHPl+mvTTK8QpmmapmlRRndra5qmaVqU0clZ0zRN06KMTs6apmmaFmV0ctY0TdO0KKOTs6ZpmqZFGZ2cNU3TNC3K6OSsaZqmaVFGJ2dN0zRNizL/HzhVE+TV59i3AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "ax = df.plot(column='HR60', scheme='QUANTILES', k=4, \\\n",
+    "             cmap='BuPu', legend=True,\n",
+    "             legend_kwds={'loc': 'center left', 'bbox_to_anchor':(1,0.5)})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['[ 0.00,  3.21]', '( 3.21,  6.25]', '( 6.25,  9.96]', '( 9.96, 92.94]']"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "labels = [t.get_text() for t in ax.get_legend().get_texts()]\n",
+    "labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Quantiles             \n",
+       "\n",
+       "   Interval      Count\n",
+       "----------------------\n",
+       "[ 0.00,  3.21] |   353\n",
+       "( 3.21,  6.25] |   353\n",
+       "( 6.25,  9.96] |   353\n",
+       "( 9.96, 92.94] |   353"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "q4 = mapclassify.Quantiles(df.HR60, k=4)\n",
+    "q4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "labels == q4.get_legend_classes()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Note that in this case, the first interval is closed on the minimum value in the dataset. The other intervals have an open lower bound. This is now displayed in the legend."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Overriding numerical format"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = df.plot(column='HR60', scheme='QUANTILES', k=4, \\\n",
+    "             cmap='BuPu', legend=True,\n",
+    "             legend_kwds={'loc': 'center left', 'bbox_to_anchor':(1,0.5)},\n",
+    "          )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = df.plot(column='HR60', scheme='QUANTILES', k=4, \\\n",
+    "             cmap='BuPu', legend=True,\n",
+    "             legend_kwds={'loc': 'center left', 'bbox_to_anchor':(1,0.5),  'fmt':\"{:.4f}\"})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = df.plot(column='HR60', scheme='QUANTILES', k=4, \\\n",
+    "             cmap='BuPu', legend=True,\n",
+    "             legend_kwds={'loc': 'center left', 'bbox_to_anchor':(1,0.5),  'fmt':\"{:.0f}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The new legends_kwds arg `fmt` takes a string to set the numerical formatting."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## When first class lower bound < y.min()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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XdwNg2w5CwH2ff5Shh84QSgQxKiZGyURRBW/699fRu6OTtsGWS/yEz0cIsU9KuecFd+BxWfEsVw+PK5DpTIX5QpXt/UsX6xNn0pimTawmOk0hH32fuJ7KuSzD953EVgRl0yZu2BRw029006ZiOQxuSDL01DjRqs3MSJZy1E/bdT3MPjnO/X/9KC29CTLjefSygWM7dUGbmi5wdGgOYJmoN4p+JKhRNWyqhiuqibCPXNkkGnL/52tiO5ersGNNclmBflUV9PUkGK1F3mqqwq6rukCI+hhs20FVl463VFJRki8bGLYDQY3wtd1EBMQOz6A8M4oa8hFoi5A3HBAgHYfyo4/z9Dd+BsD8RJrPPvbXhAIqJyaylHWLpliAPWta2DCY5PiJufoxF4+/5ea1DD00TCVXJZoMY5RM3vJ/76VzYyutA00v/AP3eMXhiauHx6sEx5EoFyhD6EhZL1doOq4YzBd0jowukAj7Cfs1KsMZxL2nyNQs0nUfv46qALGmicGP7eHIvgmGhtIkEkHW7eyord7iCqJTMSl9/wQ5w6bz6k5y65oJrGvmne/cTFNXjKbuOD//uyc48L0hvvcnD9B3dRdNm1vJIlEUcBx48KdniIT9dHXF8ftUogEVVVVQFWVZGcBs0SDsV5aJMUBZtzlyboGtAy1LlS6E4I7bN2FZNqqmnBdpq5s2h4bnSSWCdLdG8WlLZRH/4Q+/wqaPvA2hKPg1BUUIytkKI78YIXM8Xe9DKII1793KiQZhBZg5M0N2MsOagRRHzy0QCfooVU0OHJpioCvBLTeuOe9zqhZ1Ii0hUru6MAMKqbCfNTf2o0pQVC8z8krCE1cPj1cwh47NEA75iMcC/OLxETRNIRTQuHHvAKGARrZkUKyatDaFUAWotcL3LfEgeyJ+jp5bIJ3XiQQ1gjvaad2SYurZKTbeuRllYxK/pmA7kvZUBN/OTgLxALojURqqM8VCGmZJZe1t6xj52Tks3eKGm9Zg6hZNg0maogEcy+HEz84BMHl0lmpeZ03V4vW/ew3X7enh9Kk0B//3fvZ/+RnkR3bzwM/OEIsF6NqQRAg33cevKRSrFvnpIs+enica8bNuSwpFUcDvCqdVW6BcbdRQgZtGxPJ8WFtKjo0sYDuS6UyFuVyVpOpw5sFnGT0ywk++9K+Ee1L0/9r1GJaDNG2OHZnB2tFO795ejOPzzDw2inQk1aiP2Bv3cuvaHp66+14cy+SDf/1xvvdHD/Fb//Re1vckSGcqjMwVMSyH7943RDwW4PZb19HduZR6s+VNg7Tu6OAb3zuKadr8m7dtRDdsUsnIr+Lr5PEr5KLiKoQIAr8AArX235ZS/pkQ4hvAxlqzJiArpbxqlf3PAQXcgi+WNyfg4XFxbMdhNlfF0ARP/fIcSDcP0rYlfr9KtDNGSyxA1bApVExM26EzGXGrKtXQVIXtAy2cHM9h2DaWI1nzkV1seJ+BHvbVV5vZvb4VRVHo64xz+Ow8pmkjBGzsTnBmMoftSKoRP81vHqRlbx8n/+4pSifTqH0Jjo9muG5TG4qm8MH//g5+9Oc/RdMUxg/PEGoKunmbiiAuBZP7JgHQVUExFaJateha1wKqwLAchGGjThQIFnRiQKFkcOBpd/m2VGuY3v4m9Kif8dkife3RZVbqorDODM3RMtjCyEiW5mQI3Vyyfn1CMDaa5b6/f5CJg6cB+Nc//xc++sarCUeDnD42j15bDk4J+5nvitL91nUUzmWYrUUv09XLG/7g/Wx7yzZMzUd3Bu751I/ZfOsgXdvb2d7fzOPTY7SnIlR1i3B4eVqNlJKhU2kMw+amG/rp6Vo959Xj1c+lWK468CYpZVEI4QMeFUL8q5TyfYsNhBD/FchdsAe4WUqZfo7tHh4eNWxHcmQkU4/W3barm8d+OowQ0NkRY8euTtJFg5lspb5PvmTgOJL25hCaptZfn8lWyJaNZX3HUhEUy0Y3bHqTkaU8VSnRFEEi7EcREAn52b2xjcl0idE5NxrXcSQLozkWvvAk0f4Ene/awlTCrcObGc2y+91befIfD4CEicMz/PTB04xMFQgEVHb8zh5kxaJ5exuh+RLDZzIsjOdp6YqBA9lD0xz62kEAIq1hAjf3o9fsUNNyCEYD6FKSKVXpJ7oskUjiCpevLcx9Pz7J+GSeXdd0I0KuuEUCGk/+/Cy6YbPnkx8k+L++x5lHDhFtibJnQ4pgNMSu9SkqVYtffOUZivunke1h9Jgf9XW9dMUC7NjWjq5bPPK4wsR4kb7BJKm3DpKcaOOJu/fR+ssm7vyLN3PNVV38y3eOsLa/ieZEiEbGJ/M8vX+SVDLM7p2dl+cL4/GK5HlFCwshwsCjwO9JKZ+svSaAUVwBPrXKPueAPc9HXL1oYY/XMrYjefLkrGvNATvXJgnWVk0RgGHaKIpgPl8lWzQwLJtibc5yoC1KZ93F6BZXmM1W6tvjIR/5ikki7AMEubKBX1PwqQo+TZAtmUjDxjiepjyc4Q0fu4Zoa5hTE1nm8zrWqXnO/fAEju2g3TJIpuhadB3DWaYOTWObDoqmkFrTjFExib9xgImae3nvzWup2kuWZAB48rERkBCyJYUfnMA2lmzvrt1dzK1r4qpd3UQTQcqmu23P+hRaQ0DU7GyRQ0emyed1FEUwMeUugK6qgj3X96EGVMZOpRkbW4pObgqrOIcP8+G/+s1lFnBpocw/f+z7NHXFyEwWMMomqc0p/Ouauf239jB0co5oxM/xE3NUqxaRqJ+m9ig+RXDqHw6w8a3r6NzWTmdHFL1qk2hIrZlPl/jW949hIXnfnVsvuyt4tWjhffv2tWmadjewDa/c7eXEAY5YlvXR3bt3z67W4JLmXIUQKrAPWAf83aKw1ngDMLOasNaQwP1CCAn8Tynlly9wjI8BHwPo6+u7lGF5eFxxuOXv4Kq1SaqmTcDnBv1IKZmdLXLs+ByKIrjpxjW0NYeZyVTqc6PgzrUu3S4L2prDtDWF2XdqFr9PrUfeWraDX1MJ+1XKho1tO8RCIa7f1EJ6eJ5/unsfACNPjfOe/3ob69cmWdtu8+X/536MsoWiCcQvn6Y4s0BxLosdXo80axaw5eALaWh+FTWnIwIKUgiks/xGXgde98a1WGWTwwem6H7fNmy/gjJXpjqRZ/rgFK9/z1b0sI+qZZMI++hoDqNpCo4jqegWju3wxFNj9YpHHW1LgtWcCDJ6Ok0mqyORdHfGKJYNstkqoXmd2ZN+Dt5zjJ3v2oIQAsd2uP8vf0E5W6V1fZKmXZ1Iy0GZL3PHb+1BC6hEwn4sy+Htt2/iiX89wZHhDGfPZdBUhY7tbYyey/D42QW2bWtnzWCSeNRfF+/9Xz+M8vQ4t/2XN/3K5lg1Tbu7o6NjcyqVyiiK8srLu3yV4jiOmJub2zI9PX038I7V2lySuEopbeAqIUQT8F0hxDYp5WKV6Q8A//Icu++VUk4KIdqAB4QQQ1LKX6xyjC8DXwbXcr2UcXl4XCmUdYuTkzm6kmHikQCKqhBWFRzb4czwPPsPTjEz67pm4zE/E3NFyrq1rJSfdCT7D07R2hxicDC51LmA3Rvaao0kumlz5FwGhEPZsPHVxKozGQYBybUtvPkPbuCBv/klvniA5r4mEKBqKq//6DU8/IXHcSyJlrY4+uCzCFVl8P078YebiKxvoRzxwVieiQeH4egsHTvbKe1sRypi2WroibBrRWtBlaphUbIlVIGACmubGXzjAHrUdes6EnJlE59WpaxbzGQr2I7kxP5JfD6VTVtSJNuilPI6mXyVVHOY8ZoFu0ilatHdkyDgU1n4wQn0osHP/8dTTB6Z4frfvJrTvzjH6LNTDLxnC+M1Y9bnU7jr029AC7qXynXrkgigWtA59rWD6Hmd1vUtaAGN+fEcN/7hXvLHZ5mfK7Ftazsz2QodzWGkIxk7MMVNv72bdWteeC7rC2CbJ6yXH0VRZCqVyk1PT2+7UJvnFS0spcwKIX4G3AYcEUJowLuA3c+xz2Tt/6wQ4rvAtbgBUh4eHjUWijrZkkGparG1vxm/X2UuW2EiXWL89HxdWAE27+hkrKEiUcivkk+XGT41T7E2T/vRrjiB2nzjsqL3QiClu+ya5TgEfSp+v8La9nh9uTYhBJveup5yIoDVEmJioUxPW5RspsJZHHpuX4+ZqWJsaOH6N+0iEdbQ9DInv/MQ7R17sWScrmQYANWvoFiSze0xdN0EVUEaDlbZrAdpmLbk+pvWMDeR5+QJd/aovS1CuWLRJiV9nXGCfo2JuSLpvA7oboGJkI8tu7sxLIeQX6Vi2LS0RXhdcg2PPHTm/JMsJceOuh68zreso/JPh8BxKC5U+D8f/R6heJDWgSbWb0rR3xzi6PFZsrkqP7hviHVrWuiOBWhb38roaAY1oLHrP96IUzHJHJzGniszdyJNz7pWPrStg8eeHKMtEaznt+Zni1imzcabzk/PeYlRPGF9aaid1wu62i8lWjgFmDVhDQG3An9V23wrMCSlHL/AvhFAkVIWao/fAnzmeb4HD48rBiklpiPJFHVKVYvuljABn0pXc5jJhRJl3aZQNojhZ2S2gONA77okVkFncqGCAKZPzNG6pa3eZ6VscvjgFFJCQkIkr3Pg4TPsfvM6NL+2rEKRdGStQD4gobctQjLuBt3MzhZJJIKYjuTMZA6rxX19cqFMsWpy8MlxFjIViPjoWNPEfE3wc2WLwoO/5MgDzzJx5By7f/ddTCTbGLihj8zZDJNHZ1kYy3HHZ2/lgWcnKBYNhICrr+tF+FWkIylmKyykyySbQziOZGa2RLIlxO5N7fX1WiPBJs5M5jEs141dNSwMy313mqoQ0Nwavvn5MrF4AJ+qMFerrNTdFWNicsmSnSrqDPzOHtLZCn5HEkqXqMyUqOSq9GxoJd4V56qdnZQyFR77l0McuvcUj0zkibaGaV2fJPWezQhNpTqU5sT3huja0sbGmwaYOjzN2MFpbvzda1FUpR50FW+Psuaansv8bbr8SClVW9IskT6BMFVBRghhX3xPj5VciuXaCXy1Nu+qAN+UUt5b2/Z+VriEhRBdwN1SytuBdlw38uKx/llK+ePLNXgPj1cbpuMuPxYJ+Tg5kWN0rkgi7KejKUQqHiJXNkgmQiiKYFt/C4fOLqBbDs7TU/jPZqjmdYaB9j9+A8GBJjTVnctctz7JubMZQudyjP5yjNH7z3DqnuN0bEpxzQe2k+hJAG7thXOzRfyawsaeBJGQuzh3oaDzox+fRErJlt1dsKKgQS5fJdMQnVzIVEgokLXdVXH0gitimakFhr55P+t+78OMPTNRD1C663+/i2AiyLayyRPPjCMlTJ3N0DHQxNFnJ0m1RuolBgG6OmJsa7iBAKgYNgu1GwOfumSPG0fnOPLICOrGFmYaxq2qgq6OGLph07c+Sd/GFGbZ5NQz41Qsh2zJoFy1KAPqzQOsnS5RHM9z/+ce5dZP7SXRHWfkiTGO33Ns6X3Plui7cQBnusTMg8NI0yaaDDHy7CThVJi+29az5toenrjnKPQm2LW9g3gsgBCCW/79dS/4e/OrwHScDlvSSd0ak1iSXlXIKZ+iTL+sg3sVclFxlVIeAq6+wLbfXOW1SeD22uNhYOeLG+KrE9t2+O6PhhDCdbMJIRAKKEI0vAavu7bXLTB+EceNEKsuc/mKYuXwVqsldGxollOn53GkRFUV1m5JIYT7W/ZrSr0ikACaowH6UtGXdMy/amxbYjgOtu3QGvNTrNqYlk3VsuhsjdIplwJdVEuinl5g/tQ8mA6VbLW+zdceoaRb7rxl1SLeEWNnZ4x0ZimucH4kS24qz82ffN3SAGrBNYblMDZbpKspjOZT+NG/nqBcMYlG/QRUhWDYh+1IilULmdepTBVIWhLhSNR0mdJYnvmRLE29CaI72gjt2MzQzw6x603X09q8hsTZHEZ/E8FYgDv+/FZUv0q+oLN7VxdrBpp56plxzo5mmaotaj4zW2T3nm4KBZ1UZwzNpzLQ21S3WgGiIR+be5s4PpbFXKgyd/9pJvZPoRcM/GEf0c2t553rgS0pqqaFIQHbQToO818/CgKar+kh3BFhOqBiWQ6zR2Yppl2B/9pvf5fBG3pBQve2djLjOcrZKs09cWFtZ1YAACAASURBVOaPzDL97aP146y9aYBtH9uDlQwxJyXRZIi+gIpIBFnIVgiHfEgpl0U4v9KoCWv3KpsUW9KN4/BCBbZYLIqbb755w+OPP35C05ZLzuc+97lUOBx2Pv7xj88/Vx933HHHmhMnToQ+9KEPpf/sz/5s1ejcS+UjH/lI72OPPRYDqFaryvz8vFYoFA4cPXo08O53v3twdHQ0UC6X97+YY4BXoeklQ0oYGX+u1F+Xva/rx7kE0RTyovr7K2HlotXPRWO7xf1Onp6vR3Y2JYLkK0uRropg2bnwN+RrXimMp4tMLLgX8ETYX4/0LS6eBwHVXJUHPv8oo/snsWpFDXp2dizrx9IUVn5xHNvBtzlF6NlJKjMltr9tA2/8D69zo41rbQzLJhHyUSjonDg8w0MTeWJRP/FogMHBFlr7Eui2RC+bqIqg+PBZjv9giNY1zcyedgv8t29IkhnJuuOoGFinM4TsEG997wfITZXIz5QQquCGu3bRsTmF4lOYny9z8PA0lmkTDGqMT+ZxHMng+iTJVAQtqLmLnYd9VB0JusWpiRyb+5uXpco0RQPsWZ9COJK7P/coesGgdU8XiWu6KElQ0iVs3JvXaEBDt5z6zRuAvegaljDx1DjBeIDgWwaJOqB1x4mlIkwNzSEdiZ43GDvk6kmoOcjau66ici7L1M/PAdC6qZXNv3EVZsyP0BQcy0GWDcZ/eJKZqJ/QVR0cPzmHbUtMy+E33rfjFVmJqeYKfs6kW1vSqblxM85ztVuNL37xi63veMc7MiuFFeCP/uiP5lbZZRmjo6Pavn37opOTk4ef77FX4ytf+crY4uPPfvazbQcOHAgDbN26VR8aGjoWDodXNSafL564vsyov6J6oisT7l+K/i+lX9u+cKvzLPPVy+i+arEMi6GvHaBatVyLbGcHDDYD4GuYnwslAvhCWl1YV5LoT2DVhLXxlFUWqpway8KN/WwaaOZNb91QbyMdyUS6xMRCCSkhENSwal4C25ZMTLuik+iIImrfydLTkwzdexLHlviCS5eKuTMLRFtDxFJRZk/PU0xXSA22kJtyRbV/Vxdv+fQbCLWEkFLy5FNj7DswVd8/1RqmoytGV28TluIGENuWg245hAMq5dr7dqRkct6d163qNmu74iBE3QJ83xfexsPfPcaUXyGbLtNqS5QHh1EFxLvjhJpDcN3yec7y2eyy59W8To/tkH7oLNVaFSZfUCOSDCMbzm41rzNaNmhf10zrTJHNd12FEfWzWJ4j4FepjOQ4fvc+SgsV+j64naHDyw2908MLr0hxtSXNXDwHVrElzZrgOS3M1fjmN7+Z/PrXvz682rY/+IM/6IpGo/ZnPvOZmWuvvXbj7t27i48++mi8UCioX/rSl87ddtttxVtvvXXDwsKCb9OmTVv+9m//dvS2224rPt8xXIhvf/vbLf/5P//nycvVXyOeuL6GeClF9VL7thuKCKzcx7EdFiYKKMItlh6yJPRcGSuFVHJVhCrIjuWYPOberPsTQeI1cQ0GtGX5qdf9xlUU58oIRWAbFr6Ij+63rAMFop1RzLyOEKBG/cRrUcFaIshVu7oAiMUCzOcrBDWVaNiPBKqmRTSooZsOjpSs39xGqWSSag0zO1vCcaS7WLcisM9lOfjV/fUPae5shlhbhMJsCceWxNqizJxI49iSrm1t7Pk322nqjtPUl6hbmqZp88MfDdVdv4vMpcvs2tCKJc4zvlGEWyEqVzYoVq168QuA6niOrde5OfCzc0XS+SrTAaU+Rl0RVPM6yf4mZo7Nsf1DOxr6dY+VObVcG7SASuXZKZyG76VZtchO5AlG/fXX2vf2k64dY+t/uH5ZMQyA/KEZ9v1/T+LUbh5tvwoN+ccA0egrc61WifRdvNViu+d3x1utVsXY2Fhg48aNxsVbg2VZ4vDhw8e/8Y1vJD7zmc903XbbbSd/+MMfnn7729++fmho6NjFe7h0Tp486R8fH/ffcccd+Yu3fv544noFUaqYnJ5cckUnwn4GakXDn6+wXupPqLFQ+qUc492/vrX+2HYcyiWToyMZECBsyblzmfp29QowXY89fIa2NS38n9//IV2b25g8Nke0NUykJYRoUJaVi90kuuJMDc3h1FaGEarA/54t2I5kpmjAgSkS8QBa4+LaPoVYNERZtylLyamJPOs640TC7s3Kuu4m0rkKw9N5HAdMJBuv7kSzJRMTeSSSmdEcAvDldYLRAIoqEIpAURW23nUV/v4mQKIAG2p3VdKnkBWQncjy7B/9hGhrmMRAE+039LKmv4k1W93AJE0RdYt7MebAkdASC9DX5tYKvv/BUxRLJppPIZLXqQ5nQXWPr2xvY2S6gKYK8nmdfNWivzeBWV8SThJ523oQgt4d7Si9cYx8lWQqis/nzudHuuJ0xwKum0RCoieGlgjhWDbZo3NgObVCHgLNr9J7Qy90xfB1xeoTklNnM6S6Y+5NRG26Znr/FF1b2xAI/FE/3Rta6bYdyrqF40hCAR+tbWFKFZNI6JK07FeGQJiX8ut12z0/pqentVgsZl28pct73/veDMANN9xQ+vSnP+2/WPsXw1e/+tWW22+/fVV39eXAE9eXCKHA7/27a9wnq3xvF0Vp5RJije7VldKy8vnKbkMBN9dvkYBvdbeibtocOJ2mvTlEW1OIUEBjZLpQ709K6G1zl+c6731d4Pni+7nQT7RUNTEth3BQw1ebSy3kDf75m4fqbeJR/3n7PHWqcUqm0bYT7FibZCXj6SLzi0XWge5khNZEcNUxPdd4f/L5R+h+12YcIZY1DPoXz7Gsu7ElENBUrlrTct6SZ5n5ab75+a/x7/77/0WydyngRgI4EqEoS4NpQFEEiipwapclaUviET+ZQsN762si4FPqxek1VSBWdLT/2Qn6exPEY0E6OmK0JkK0JkLYthvQNJurYqqw+/X9jA6lGZ9cuolv3phk7hnXY7b9N65C9iXQa286HtKwHOm6cGs3AMG2KLZt40uGSL5jI/rizYPlkAhqBIMaQb/GQkGnVDUJ+FQCPoVoUEMIQVW3GD6XqU8dBCRwaJqmtc1khjN03raOqcxSRDEhjULRZH5h6bWW7ribLgRM1RaB37W3r+7qTrxpgJH9Sy7q7jf0I4TAHs8z/o+HaBtsYbZh8fj+D++gFNRwLAfHkfXUnuHaTWBLU5BqtkLpifFlpRsD13ezfVc37e1Rjo9lUBGEQ36e94TlrwBVkLEkvTy3a9hRBZnn2L4qkUjEMQyj3u/v//7vdz/wwAMJgNUs0WAwKAE0TcO27ctyd32hY95zzz0tX/jCF0YuxzFWwxPXlwoh3KWyXgSNInsp05ErL+zOBcKLF/ubzlSYzlRQFbGs0g9Ad+r5zw0913jH5kpkijpXrU3i05barXgDy57OzBbpGFy9mo2irC6MpuVaC4s40nnOca3Wx8mHzzD82Cilkknn+7Yu22Y5zrKVVhapGjZnpgusa1herLBQYP/9+5g6PekKa8P7UwDZsG7ayrEJIbjzs2/m8X941rWOJPjOZtn8a+splAw6uuPkTQvDcgjqFmP3nsQsmXS+d4tb4ciSOLZDIa8zfDbDrTcPLjuOqiqkEkGma+k1uuUsG08qGSaoqXVxzZ6eJ3xNV8N5E5Rr0cptTSEiIR9Bn8bOb32Aw2cX3CIVlo2R05mfK/PsTIHf+cg1qKpCZzLC6Yks6byOZUvikQALC2VGR7N0tkXrlZU2Xt1J7KYBqsBaRaD6zne1mubFUzAbv1ayYc5fVcTSb6Z2g1BaqDTuiuNXyebcKO1oxEcoqFGpuarbUxFm5tw57K73bCFesph4epzBWwcJd8X5zvePsXljihv39pOvmEwulOl/BUa/CyFsVcipC0QLA6AKpl5IMFMqlbJt2xblclmEw2H5xS9+cQKYeDHj/Yu/+IsUwJ/+6Z9eNBgKYLVjHjx4MJDP59VbbrmldIHdXjSeuF7BXDB1Z4WqrRTWS2XFkppLli/LLdrGR42WurHiwrhCW7FMB7+mYFgOkYBWL9MXDmpEG1xry639C9/srvYuG1ubVZPH/n4fh+4dwrElm67vIZGKMjq3NGe4obuJgF+tuQNd6/X4WBbTsmlrWm4hP/Ojpxk5MsJdX/w9qoaNUFxXqCLcUV4smK1rRwe73rMNf9jHqUfOMXdmgat3LV3/ckWd42NZxu87xXBtLVVbt2FvD7PpJWtu66Y2NJ/rLUinS2SyFXyayv7DUzS1hAkkAghVIZkMMzGWo6czxuRMESkl/f92B7M/OUP/WwZRfQoBnwoIqoYrMD5NIVlb+UWw5FHI5av84N4h8jVLW1XFsvfbHA2QzuuYtsNCvsovHznHZC2oKtkSore/GX8i4EYOA4YjMXSLaqZCtWRimjaaptCUCBKreTwEoGoK4ZC27LufqM11VsoGZcOmqyMKOR1KDV5OxfVQtPQnaOlLYFRMKrpFurrUplhr39MZZ24qR3CmRIdhuVWvDINy1M9dX303M9kKZ6cLXP/6AZ59apSNgy309DYR0FR000ZTxSsuEt6nKNM4DsvzXAHXYn1Rea433nhj7v7774/eeeedhYu3vjhDQ0OhvXv3vqigpq9+9avJd77znQsv1gB6LjxxvYIp6xYnx7OY6TJnvnW0ri4S6QqqcOfTNnx097LIyPXdbv3VRuEZnspTNSwk0JuKEq8FyTQigMn5EtmSgZSSoE+lWnOVLaacjM8VqZo2Pa2RZVZHMKixbY8rHI4tOX1kBqEInKpFsjnEYFdimTCvFPPF11pifjRV4EjpCrF/+Vd8tf0W0QIaB75/vP5801vWIxRBKhHEkdKdT9OU8yZIr16bxNdoBS2+/o7r8e/ejOHAgWE3kCYS0CjpFpoi6GuLkkyEKFdN8iUD03YQCFrjASJhP0IRrH19PwA9u7pWt7yrFlMNbs7JQ9P0bV2e73l6eJ69N/Th86mUKyY/aSgNODFZwO9TGBhoxjIdOtuj7nmvidpE1aLvQzuwWsPYlkPVdJCGzeipeTRNwWqLsK4rcd57P31qvi6si5SKOtFoAAm0JkJoqsLUfIm25hDveNsmvv6tQ6iqgqooKEF11Zu+o4dn6o/9fgW/T6uXfAR3aiFfXHoeCKp0lF1R1LM6x4dcY6djosD80Vk63zjgNlQFyb4mxg4saUjPR3ch/So+TUGkKywYFiUB41N5uoTCme8s5boCDOzpBiFQF5fw0wS/fscWykUDvyJojvgYmSth2g5tK5aieyXgU5RpTcrZVSo0vShv9ic+8YnZz3/+8x2rievf/M3f1CN1n3rqqROLjzs7O62JiYnDABs3bjROnTpVP9ljY2P+u+6663m7qC903JcKT1xfKqR8znCcRutuJau6fC/htcW79cULuO1IFgo6UcPm7JOrVqhE0RQ6P7xj+Wu1u7nGS1tZtyjUVlSp6Bax8PmxBrK2LVe72BWEWbfSFpc2rNQW9z4xnkNVBNffvAa/qqLbNtWaaw7Hqc9trelvYv0qEcOrWaESiEUCxCLLozIvdO7OE6qVF/N68fbntjKElJimK+aOI11hl5Kh6SIrPcim7d5QWI5keLrAfL5KvmIus7QiIY3IKmNcOd6j3zlKYaZES2+CZF8Tlm4xO5LFCvvoCPoolg2KRQPdsDENG59Ppbe3id/9yDUcHJrF9in4hGDi3AInV0TRdnfG6ku3zc6XGNiQpGQ5YEuGj8/VXaULmTJ9PQl6epqW3fzs3t3N+nVJ/vEbBxFAe1uU2XQJLaAxPJljoCNONOxnc01shQKbNqZ44mn3e2qYNoNbWunpTODXFCrpMoe/eYQO3UZLhaE/gaoqZLIVhHBzpjVNobBC0LUGa7lxeU231KHOwveHQFVQhWB+ZClNp/fXNzNVe49SSiKPjZOfKtB3y1q07W10RP3MJUNU5pfcyKP7J6mmy6Raw6QSIfxq7YarvfY9EYK+VJRCxUSvrXj0SkMI4bjpNpcvmHDv3r2Vp59+Om9ZFpcjeOinP/3p6cswrPNYLCKRTCafd+DWanji+lIhxLIf82pcqjP2QnOu5+0vYEN3gqZogKdOuEVMtvY3E5Tw0AX6XhlQdcExNDQbni4wl6sSD/uwVuStWo2pNhJsKZftv3g425F1yyToF1iGXLbfIovBKRcdHxc+nxcS4pX7WRWL9/2/tyMd+NnfPYnAndNzHInPp17wXA2dnuf+h5cXik/EA/SvacZxoFwyaOqI0hR3Rd+wln67Up7vvl/pHl8c58r3cuKBM+Snl3vH2ja1MpvXoba2aUtziHBI4+GfD3PLzYOEQj4UVWBqbtlEG0n7QDPTU0WqDWkvE1MFduzsINYSRrcdSpZDwJb88rHl8R+plggPPDxMqjXMQH8Tvd0Jmlvcov3xRJC91/UxfDbD5FSBatWip6+ILxHg4PA8va0RulNRZudL/OQnp0jEl26KsrkqreEgPbU5yooQnPnpWQA6bhwg7XdFc7G0YKZWvaqjLYpl2W7hBtupr4ML4NTqEEspyY3n0QIq1bkyYwddazXZl8AybEwgHVTr87DttmSydqMx+tAw3UUD+8M7uPY/3kRpOMP+Lz+NbTgoAY19x2bIlQzyBZ21isrIL85ilE12//pWNrx1HWXdoiUWOG9K5Ernk5/85PPOj/1Vs1hE4nL154nrFYQQgpa4O+933aY2bNstuSZthxt/55oL7ATVWurBIrbtnBcpvNLtV6iYCAH58vKbvHh4eZqBVTSYGsvVRSwb9WM7kmRvAmnY2KZNrmggVYG6OI/aYEFeqrheDLsW3CNUQSK+NDfaKLK+qJ+Ora6Z8YEvvQPTtLn3vhNMThf40Pt20NS0uivPWcV9GY34OVS7aDc1hWjripGrVT2Kh3w4UmLZEkWBRMRHZ3MEKV3nvCLgxFgGnwOFbJVsvsoN1/cts6D1kkG8LUow6id9LlMXjsaxOI4km6uQzblu3pmZImsGmkEIon6VzLxr9aEqqA3BTG2pMDt3drJg2PV8zu39zYRDPpKxAK2pCMGAhm1LnnpmnInpAmMTecYm8iSbQ7zvvdvrxz95Ol2f/51fKGNnKgz0JNDWNrNQ1NFNm2LJcF3jBZ2ujhjzC2V0w0Y3LPJFHUVVOPjNI/XxdWxsZWBjCyeOzhIO+Za5n6dnl99shIIaO2pLvClrk7zh+j4cx8F451bu+eP768IKMD+awxf10/WeLUyUDEJBjZbmEEK3UQMqtm6jRXyobRGkZVP1qWgbk1z/334NtWwyOVngwPGlynzixDzTtZzmasWoR76v74zT2RLGkRJltTspjysCT1yvUIQQaJr7wxWqwtXvveCygzx5fKYuMomwj9msG0Hs7uz+86mCxArhXM0kXHmpsE2H2bmlgLxq1ULXTc6NLK+U094WpWfT4lzhUi+5mmuusV/HkTzx5ChHT8xx094B1q9vXfXYi5w4NcfCQoV9B6YIBFT2Xt/nuu5anzty88GHztSDbEq6icwvnZPamUUIKDdYfMlmt+j+RMNaopu2tWEqgnBAxacqlHULn6ZQNW2qpk1XS5imhnxV07TJFHNMn55nYrKApinsfV1/fbuUkrO/HGW8VprPF9Lo2dlGfGMS//ok3VJy9Lh7IW9PRZmaKTLQ18TAQHP9I/PZcPBZd9qpw3TQHz6LX1Xo3N7Gbb+5Gy2gkSvqnJ7Ks32gxS1NCPT3L/WhqHDNnm6OHJ/Fqll5larFzHyZqWwZ3XRItkUpp8vEiibFo7PMj+bIaArXfuoGxGALs7kqihAMDiY5MTTH5HQBRRE0JYLomsKxsSyKgHLDhxvf0YYObNrdDVWLqmGRzVbx+xSMFX74RCxIOLgyr1Qlm82SnVheO6Dnjo3kmwKYIY2umJ+pmWL9c+z8tfU4eZ1yb5zJssnsUxOsW5ckFA8ggxqmKqjoFm2pMO1tURxHUk1XycYDBGMBol1xFitD65aDImoR+p62XrF44vpScZE5V4CJdPE8l+DK+rrAqqky8YiPePj8ii8vJO630TVaNW1y5fOnHKJBbVm1HKBeGagRRRHEQr56NK0vtnxuNl/Qicf86Mbygi227TBTyy90HEl7KlK3loslg2jE7UdKybe/d7Qu2IsRqMvSWFY8P3VmoS7mum7z8M/P8tZb1tH6HOJq2w6zDWumzuR0jIXVrWijsnS+bNshUHVoP1cr5tETR/G7Lka3rJ9dE9gLuwWNmlAtCpZtOxw9OsNVO93yr3pB5yd/9Ui9vVmxsBRB5HW9bOtvJhr2c92eXvwBlUOHp0kvlCmWDKpVk2BNaDra3ffeZjpM/egktunQs7ODmz9+PVpAq0czRwMa3/meGwzX3Rlj08YUbW1L583v12htCTE9W2LHzk6iyRCz+Wo9XSnRFqH4aJWzDy1Vv3Msh+JwFtntpi05UpLsjJKYyJMvupWntu7uqs/BOxJir+9jk2kzdM/x+gfsSAkBlS27ujh+YAqjap0nroHg8nnNiYPThJuCjB1YimfxJ4Kk3rOZ6bwOVYty1aK7M0bAr+I4kmBAQ4sFmJsvodd+G5blMDdTJHsqTTTiJ9eQW33bmzcQiwXgxrWc/vlZBt8w4BbxkJIzk3kiNVe1IyWm6a6p+0rBW3Lu8uGJ60vFJcy5Ts5XsJzlF4OwX6VsLP8ux0M+8pXlgrfOF0eGL2EYtf+NOa8rXbzRsA9z8UL2PNJyVnt/jiPrgU8Aql9lz3U9PPPkOIoCH/utaxDKUspMsWTwtX926+3mctX6OBqZT5fq4iqEoL+vqS6uPt/5ofSNo7Jth8nJ86ubrdzPMG1GZ4soQjB+Zr4+tudDHNCemmTiRHqpoMDTE3RuakXtitXbNX4WIb9Kbyq67IZgZM61llrbohQKOhvWtTI42FLfHogHuen3ruHn/+NpAISmsO69W9GhbmGGal6GaMSPaTqk58s89ssRbn3TOgAiER+vv2UtC09OMFkTpDf/4euJtIQRuAFsQ2MZLFvSN9DMgWcnWchUOHxslp6uODe9YYCSaTOXr9K3pY2Bre6i54blEPcviYXpSPretmGZuIaSISb2TdI5kACfimM7GIZNrqDTURPunetqXgxZK68pJY8/Okr31jZ8tsQf8UPNjV4pm/R2xEgfniG2WNFKEUjbwToxz+GsjupTOPHTs4wfmiGUCNC1pc2tJNUZw9rZzkx+eSBUVbeo1m6AWpN+xqcKxKJ+YjGV9GIQk4D+ngTBWu6rYdgEAxqT4zk2bUohhWBdw+LoflVha9//z957h8lylmfev7eqq6tzmu7J8cycnI+OMhJIIAuwQAgBRgQhg6VdDJ+xd73X2uv12mvvZ+NrjddhMcmLDXw2C4ggE0RSlkDpKJyc5kzOPalzd4X3+6Nqerpn+gQlkOHc13VC11RVV5p63ud57+e+49XPAkdT+tWCi5ZzLy8uBtefIxQF1kq2XGhou8AW1up6n/rckw37XoWAvVd0I9xgE3Q1blUFipXVg/PrqjsPK5yWQAHOuMDJZqVlU1pyegenJjK0bYiDR8GyJbpPo6szylWXd6Gumcutzu0KuOzaXip5g4PPTlKuGWDkyyaZfJmg38vIdIYDzzr94B3tYXRdrSP7rM1a8yWTXVd2V23+MrM5hocWnbnomrnmqYUC6YxTuIu0hDArFqlkgGyuTKlkoXsUvO41Wqnmzdx7ioXTC0hb0tkWQu2KUIj7SF7WgRbWMReLNG9JEWkLo/o1t91p9Q51JoNEQzqGaVMum1imxaGDM6i6imlZ7NnWwuuu7l13byWw8y1bOVQ00BRBKhGg7Hd+lQslw+kpdRnfYxOrcpi2XL02qqrSkQxRuqSNfX6N2UdG+PFfPcobf+9avHE/x0cXq2Q1/xqFq6VMieF0HiFAUxR0n1Ktdvi8KssFA59XdeY2TYke8vKmv7+JQskAj0pFgbDuIZsu8OzB6WqGDpAvVMjmKhw+PA0IVI9w23MEk0dmmToyS78iKLsDOGnZHH92ikLBoC3mY/zzjlOYL6JTypQZB464n72u0lKsLcypRxxiVi5dILZYRL2iA6tm0FnLORDuQLmUrZBYksypzrJISGd0YpmWVIhrruhGVQS2hF3bmjGlrLveHiHWza9KHEnIVwN+XpZzZ8OnPvWpxN/8zd9UraBOnjzpf/TRR49eddVVL4mE8cADDwQ+/OEP94IzYPuDP/iDydtvv30J4PLLL9906NCh4Pe///0T1157beGcO7oAnPdMhRA+4GFAd9e/W0r5R0KIPwbuBFZUMv6LlPJ7DbZ/I/A3gIpjov7xl3rQvyhQX8Iv1tmy4hdaFnZ2s7rVSj/qZZtTKIoTgGxbcuJkms6OCJEaMtDcUrFqXo2Eo0dWexD3XdqB5vVU9725N14392XbkvRykXzBoLMrSs/GJqcMqKtc8/p+NnXGmJzKEI34sIQj1KAqjryfbcMV+zvYubMVr9dTd87liomiKtUWjBWSkHT/au6IEkwGGcuUSJeMOrnIFZQsm8Jikbl0AU1T8GoqmXwFsWZgkJ3MMuX2XcazZSpxH+WWVWWrXVd3o0V18gBFY115f2I+j6IIjo4sInEym+cPr76/EmEfsXg9iWplawvIuJn1Qq7M9oiXaHOIyfkC5lyeDa1hgn6N1t44wZYQukch7pbxZ+dynB6cR2gq+D2oYS8TR2aRtuQHf/UYW//9pfi8Hiy7gqoo+Nc8pwMbmyhV2a4mOk4/cjlXQY3q4PY3a6pCVypAeyKIEHBsbJHlvIEiYEtPAtHXxK4drXzlG4fJ5Sr4dJW8G6Qf/skorc1BpmedCoVf92C7jOCjn3yS/o9cBsDSVI6Cu41dc5ilTJlYR5iliWz1sx7Q6NrdWkdiAlgaz7Ah28xoxEtQU4g2Bet4AuYT43iOzFEpmwwaNn2/eSnzuQpDo0v4fR6klNz3sMNk3r4lRWtHmOao38meq2z5NYFVSixL8mqoCP88L5iiBQAAIABJREFULefOhg9/+MMLH/7whxcAnnzySf/b3/72gZcaWAH2799fOnTo0FFN0xgZGdH27t277bbbblvSNI0nnnji5GWXXbb5pX7HCi7kbMvA9VLKnBBCAx4VQtzr/ux/SSn/8mwbCiFU4JPADcA48JQQ4l+llC+ru8GrEhfgbJ6M+qrzayu/erUv4JU9eFUFv6/+VikCsoXKmmXiZRQFdyk7QqCqgsGhBU6eTvP66/oJN3L3WDNO6GqNrBN9KJRNcsUKmbxBplDBq6nkSwYtffHq/Fos6KWnNYxQBB0dUQCWsmWkxGHXCnjXrTtIJgJ1RtqZfIVMvkKhbJIvG2zvSSClpFzT8uBRRHXwAJyTqam5pU3DqL8/dadcs/3i6DJdO5qZCq5ef8u20erWr9++YtgcG11aZSyv+XlmTamy/rud+W3bdlSistkyetxfDXrHxpbY3BmrTieUTJt0vsKBe45QKVvMuyzsbRubOP3Zp6s9vl1v3sSSG7Qv3ZSqzmn3dcYckpwqUBRB2bDwaiq5nFPWX0EwoLFxazNqUMPrUehoClZPrKMpxFJ6FmW2wOBMEdEWRKgqu7Y3MzKeIR73sbBYolI2KZedFighnF+lkK4yNe6U99PH0/i+cpjmGweYnsqSDGoUchVUlxPgCWroCT/B5hDLU1mkGw70oBePptL5pgHUZJCsKsgVDNoDGmf+6Tn0kJflfIXItb0oQQutUsGMRDHyZcquMEXnJe2UyiaFlZ7vkom/bHHltb0oiiPKUiuP2Siolg2bhVyZkM+Dz/vzj64/T8u5C8EXv/jFxC233LJw/jXPj3A4XL05xWJRrL0/LyfOG1ylM/Ra4bdr7p8LTZAuA05LKc8ACCH+L3Az8IsfXFfeCudARwNCzYX2tFYMi2dOp+uW+TSVPQNJKkWDR/7+yepyPajRMpZxipLC2aMEFI9w6r8lk/MOoaWj5nPPt49xy83bCK4RkaiVHdy1vaVexEhKDo8skisa9VmmaRPxa46Unrt+JKDhW6OqtDL6t8smva1hUsnV7HA+U2RkJodh2nX7Pjy0gCybVCwbEFim5Yi31w1SXBUpNyDpmoJl2fS2hDkwXj9P6/Nr9aQyAV3v30WgK8Kxrx2h6zXdZNawqdeKTzjBvP5O1s2FU48X8muv6/XXzLIl0wv1sqkVw2JqTV/s4nSOwmKp+tmT8GMCQZ+nTq5w7f51r0N6CoW83PbOnfzfuw8hJeQLBmdOphnY3UJ/ewRLSrILRQbvH+T0oyNMH1mVg419YDc5N+tsawujJwK0uT2y0rJ5/vExpHQGEVq6SPPlHcw+MUFsS5LCQIKDLls6bNhk7jmOkfCz4bad5PyOOcAM0LU1yeTXj9LS38TEYafKEHznVso1soa2K2u4EkDHHhrm+KlHmJ9Io6gK/nCAvfvfQLwtxuzxOSoHJmm+ohO5NUkwrBOL+x1fV1uCLWlPBBoG1ZVJAZ9XpT1xAYSJnxFeTZZzjXDPPffEv/GNb7xswhH3339/8K677uqdnJz0fvrTnx7StFfGpeiC8nQ3Az0ADACflFI+IYR4E/BRIcTtwNPAf5RSrpWk6gDGaj6PA5e/9MP+xcUFl3UbrFheLPKt//wDyrkK0yfqA+9at49atL22F8INf7QOy5kyJ0+m2eH2gwIoUlIb2poS/ro0LF8y60hOKwj5PJQMi0qNEEW+tN6dyrIl0rJZmsnz9SfGSTYFUBUng2rriCDWuOnIisXx49NVYYEV7N7XjurOs8qSyZnBBZp7Yni8KhG/xubuuDMgEoIbb9jIwv/3LL6xDO03bKBi2o2NEGxJ//t2YSX8xAXEJYAAwyT7+DgeNzNp39NK1w5nCimXr3Ds+BxKxEu0WvZ1RB1uvXkbhmmTzpXRvSpnJper9mwr7T8Ip6ze3hquHq9t2pQXS3XTBXMzecojiygOgwwJtBWcgYySCiJDXjzzBfretoVoKoiiKlSGlygtFNlx8xaQsjoPvRIZVsaMAa+HoF9DEYKmRIB337qTpeUSqpvZCk1hZDYHUrJcMBA7mtm8vZmZ//B95AoLumawMjWVZcPmZFVLePzkfNUdx7YlM36Vliu7uOxXBjh4ah6zhmymlkyQUJwvcubLh+h62xZw58eV5iBX/+WNnPmXQ9X14zmD6dpnxr/+NZhoTTA/kca2bPJLOaIDGslNrdgHZ6jkl5h9fBweH0f/4F7yXpX+zUmnhO5RmJ7NsbhYZPNAEq97/4U4l+r1zxevJsu5tbj//vuDfr/fvvTSS0vnX/vCcP311+dPnz595JlnnvF94AMf6HvHO96xHAgEXkyjxTlxQcFVSmkBe4QQMeCbQogdwKeAP8W5K38KfAL44JpNGz1PDU9CCHEXcBdAd3f3BR38LzNkg8toGRYjBybxBjU6d7VW+yDBKYkJhWqJDCDaFUXxqmh+j5PF1sC2ZV1ZNxTWaW4JogjB0OgSY5MZ/AENXfewbWOSRCJAW9hHwmWb1uVoZ3lsS4ZVp/CkqQoDbim4FieOzfJczbmk51e5BtGEn2DNi9IqGBx+bgqvVyWVCmLZEgWJrqmcODJLNKpTqViYpk02V6GlJ4plSzJFg+HpDL2tbnuIZaMfmWP0KTdT8ntWg5z7r+b1kFssonqCTM3mqsEAICwli/ccXz3OoJewa/StAMeOzdLbE8PSlFXbOWCbK3hQOJ1maiqLHvety4LAyYTG17CggwGtOmcJ0J6pMP3ICJUGrVV9t25jLFcm1RRATfjxbmpCCMHMv55g5sAUr3vfHizb5tTgPKgKwg0S0YDGcsFA8yh0N4dIRf2OpnNTgESTk41VKhZHRhYomzZRt8IhgZKAbe/azhE30Flr1L2GTswRbwri9Wvr2NyWJZmcyNB7/QbM4/VmKDJXf35mpgxNzqClszdOyZZsePtWxh4bJRD3UTyapn0gwWTC4Q9MFg26b9vB6JdXhSoUtb7q8NDXvs9dD/4V8Rv60QFhS57/68eRAoZGllhaKhGL6gQCXo64x1cqm+zf097w/r2a8LO0nDsbvvjFL8b+7M/+rB3gs5/97PAKoeif//mfE29/+9tflpLwWuzbt68UCASsp59+2v9yEJjW4gWxhaWUS0KIB4E31s61CiE+B3ynwSbjQFfN506goWCylPKzwGcB9u/f/7KPIn7WaEQ4smwby5LVl7ObdNTpnzbcF06wq5UWrFQspGXVZIirDbKVvIFVM9fYvjWFZVpEW8Isz6zOQe36vddQsaXD9zXrj7dYMQl7VoNWW28Mf6pxKct2s5WentU2g2LZdJ1TxFml3tZeovam9eU0gPw5WmJ03YOmCmdOtmJRzlVIJgIkm4N4w16EpqIIgVcRGEdnmJlZ6zDlfJ9ly6omMjjmAWNPOazkpekck2tukccjaEmFmEkFsG2b/r44wyNLqB7Ba67swcpVuO/uVROAp796mEvftweAH93vVLiGR5ZoagnhD2tINzO1bOkwYycyHD0+x/YdLegxHSNnsDCbR9dVXndtHyNTGYIBL/maefe1z5wsGg0Dq0dXuf7du/jS1w5WNZwTCT+FpyY586NB3vA7VwFg5AwO//kjFBZLtG5vpvuOPZhuedgwbcbncq6Yv0V7MojXozrTFYOrVZPaY7LLJlYNQStZNJn2Cla60QzD5ohbuu0umiTHMi7F2ZlXVjwKxmt7ufq6DQDMjC6TzZSw4346NiWcQZ0Ez9gyLWNZ9LAX0zDB66G4XCLUFKBcqFBYXGJhbJm2bSmmXAWlMaBrVytjB6cRHsmZ5+urkP1Xbq3+vwygCHb+5qWMnl4g4NfI5SssuoInXq/Kvl1t9PXEX/WBFfiZWs6dbb3bb799aYW1uwLLsvjOd74Tf+CBB47XLr/lllt6f+u3fmv2uuuue8EB8fjx497+/v6KpmmcPHnSOzQ05Nu4ceOLLlmfCxfCFk4BhhtY/cAbgL8QQrRJKVfsOG4BDjfY/ClgoxCiD8dP793Ae16eQ391QzSYc51fLnFmut4Yor8tQmqNrF6jOdapyQzf+m7dM0Yi5mOhpvQZCa4Gw6ljc7RsaqJSMJgbWsQomQ5JaEcL4wdnOBcifo2AKySwgk53nnOpJgB5lMa2ablChbG5PMvui99j2hSXSuhhL0rN3F0+Xai+fKWEoeUyZt6gq7teqP+G6/u5/rUbyOUr2JakYljMpPPYukrZtDHcDEiRVF1PpmdzbN6cIpgKYCtQsiQD21uIxjKcckvmqiqQSn0v8ErGPndyNUCMfesYLXdegmnZVXH+Fds525Z4vQpvvGGjQ8Bx3XGklIy/ro8TDw6551dTAq15BmxbUqwZfCznyiQiPpbc+7oSbFawa0cLfp/Glr4mNvck+Po/Ps20YSGEWCc+Yiyur6QpHoU7v/puvEEv7W2RavZ76tQ8ydYQQhX0X+1k2GPPTFTnY6ePzBJ9cJjQzZvRNQWP4rTHDM/miAQ0Dg8tOO1ZJdOZx195FkoGVCwmhxeZms6RrNEPFkGNRMhLuWRQKlvM14h0VJZKTK9h9aqaSpdhU3IfoUhzkPHxZUprPF5TYZ35n4xRKRgsHk8z8IHdjN59jFxNxUPakuJiqc6sYezQNC2bmpg+mebmO2+nMF9G1Z1z8UX9da1bADLk5bXX9ZOez+P1qmiaildTSSUDLGfKJF9F86rnw6vRcu7ee+8Nt7a2VrZt21YX/I4dOxbo6up6UeL69913X+imm25q83g8UlEU+YlPfGK0ra3tRZetz4ULyVzbgC+4864K8FUp5XeEEF8SQuzBiQPDwL8DEEK047TcvFlKaQohPgr8AKcV5/NSyiMNv+WXABdAID77tg2Xrinlmjatm5PV+dbMdI5iDeM02Bqi79072XDnJdgNXrwriAS9qKpS952hgJdE2KwGV0WBSzY1180lray/kC1XAytAZqnEsaOzJJsCxGI+dJ+Hctni9On1xEPTsNcFV0VREAr12r5eleGZ+t9V26ofWJ84MUcyHaB7UxNCcwJxtCXE1R0R0pMZThxPk5stEG51iGVlw2ZuNsvi4VmWRper89TSkvTtaK4LXj5V4bEHHAKk7vUwPZvDrFhI6QRpoQh63rABYj6mn50kO55hYXiRpt44d7xvX1XBajFXZqzmpb9yLfftaWOn0YJlO6bnpmVjWTa7dq52TAhFMHfPCVL9CdT+OIppIE2bvE8lCySu72Pzr+/lzNePMvbYKF17WnnzH17nCDCA+/KX1flUr0eh9Y69/OCRYTwehbhhE2l2BlWxjjBbruom416nMnZVaUjgqEqZuQrPPzNJW2uYtr4YQlMxCwaHn52qioMs5Q18qQCluQJztqQyX8CjKrS3hSiWHBlDw7QRfXEGwjqVXIVytkwlW8GuWKAKvJqCYdiEIzr7r+ji0YeG6u77nEeQ6I4yezzN4tgyM98+iVle/y4Oxv0s1kogSsjPF+nZ285ojY2fgyxtw0t4+uKoiqArGaSzKYhHVWhrqScmlsomqaZ/O4F1BT8Py7lz4aabbsredNNNdRnFwsKC0tfXVxoYGHhRwfUjH/nIwkc+8pFXpMy8FhfCFj4I7G2w/P1nWX8SeHPN5+8B6/pffxnRaJ70wlUjGilArPlcNpk+kaZrdytGyWTWDV6q7sE2LXbesZfKihxh3EdQU/GrguWCgb1QQBZNjOk8pzNlOn9zPe/s9DeOMvTkBFd8YC99V3RVR/GGZXNsZLF6TGtVZ8Zc6cH0fAHdqzI1la2bG1xBc8Vm8quH+fo3XDK5y+K59sOXkRpoWnM5GpTd1wRXj+o07k+eWaS9P0EwqCFwWouam0Ms/3iIwkweM+hF0VS0gMbRvMHBb6/+Prdva2by6CxeU1KqEbdfemKc9uUKkxGNcMjLQw8Pka7JvMIhL5v2tRN7fR+x1/ehCDCDjgeu322XKhYNnnp8jGyuwtVX9xCO+Ai6vcC1JfZzwaxYTB+agRqf02v+/A3Yfg3hVShZko3v3cU1791NamNTHdGsuTnIc25fbSLux/KqzGVK4JKYihWbjNtn6vF5iLZH6GwLc2x0kVy+wsTEAqWiia8/wY7eOGNnFmgrmnB6gZGHhmm+ZQuZxXrVLdOyCV7bRtQwmXczdtOyGR3P4PEo/Nrbd5CeLxCO6AzN15fwhYCoX2Op4PTKrpDkevriDJ9ZoNkGdTqHVTBQPCoIhyk/M7iAWTZp35Zi0i0DB2I+vEGN5o1NmCWThTFHbCM3XyDW1pjdN/mDQa74vWvobQ2f0+zcp7+g2bZXFV7tlnOJRMK+9957X3Rbz7lw+eWXbxobG/NqmvayTEv+230KfkHQMOA2Wu8CYqtwVxp7fppUf4L27S2O28yeVooC5BoRhHzZRMwXOfK/nyC/UKyWyDp3tdIIudk86cEFDt1zjIlnp1BUQe9lncQ3Jur6RwUgymZVGN6o6/ujYWAFUA2LyWNz65abrtBDrlCpmpZnl0vYZdNpARISzetB1z20pIJVIpZtS2ZcMYDegaY6PV9ZMBj/6Vjd9zQPNFUHJCuYPDZL584WSuMZ6IkiSybGmUWGfzTI8mSWzg/uZXI6R/N5MhVbwsRMhkFXWlHTFKSkKgzf2RrG+wJfyrZlYzeQi7QjOqYtwS2Xh8I6qbZI3ToCaG+PoGkKzckgUzNZomEf3Z0Ryu512tiX4MZ37KCUK7uuOxIEbO2J8617jlav7Zt+ZSO67mHTphQ//G2nBb7zVzdxzA1k0YjOcqaMtCXi1Anu//x3ecNtt5DY2ceCutJPDW9/61ZicX9VOGMqU6RU8+xI6bRvrVzPFXR3RCndN8TEgRo6h3AGRooiGHcHHpNH5+ja1crMYNrxla3xOI61hwklgyAlqq7Sdk0P+TOLhOM+bMumsFjiho9eQVsDb+GLOD/+LVjOPfHEEydfzv1dDK6vEEZGFnnk8dWXdzIVINkVxV/TNK5I+PEPTzlB0s0omhJ+bnzDxrp9CaCrK8pv3nVZNdOdOD7O/3jTf3OyRwFCKPTs7MNHOwBzbttNZEOcgquilLHsdR03sslPuC1MLr1amqwUKnz3j9Y7wK4I1I8cmGTEfZEduPsIuz+wB9/+9tV9Atj1QbX6s7OMJXQk5BsHXY/bLzo6m6uKIsyPLjM8vEpevPbqHnbuaKWvM0Z6vsDpM/MMDq3+fB2xpEFQQkr8EZ1itrxaUZAwc3qe9g/ugUKFpQdGOPXD00hb4mvyU3JPyNNA43gt0nMFTtbM5Xa2rwa88/nqWpbNoaEFp41GOBKUihD81g8+sHLo1XNAEUwuFBh3jQdq9atX5vMlEAhoRMJ6NcAvLpcolszqHObG/ibCbWHC7lMzMp3lxEknYLZ3R5mZy6NIySOffYqeHS1072/n9b9zFePPTZHa28bi8ALRsI7fr5GfTDP01Xs5c+CUcxy2wvx3TtJ+WQfzbSFuv/0S9DVCKRvboxwcXnDunSWxTacsXIsV9nLPr+9leSJDbjoHAlpf04OyqQl1qUT33lZQBPZcAQG0eRTGDq5RaZrMsjTpXIeut25mTldJbkow8fln6dzRwgc+ezP+cL0M5EVcxLlwMbi+QihXLNILqwFL93kIrpHa83mUdb2YmkdpnMuuzG267xazYrAwUT8Y/Pjjf4mCh3/9wx8zN+gEltrMZnBwnshsDn/Ay5ZdrZRNCwWI9ESZOjRDpCNMpWiiBjRGnpvCWBPsOrY3NzzXQkSnOJ4BCaGojj+m09sTp83N5qSEpckMQz8dQx1eot20kW7GuTKo8JRMhh4abrj/aFsYAWzpjlEsWxwaXiDREqJUNJiecUQRDh6eYeeO1mrmMzDQxNDQgsOqlpJoIoBUYDFXIVs0sBs43AT74oiQl7hhMXfGIYEBNA0kkAKWHhwhfXwORVOxyiaBtjBLrvDAUjqLOHWKYDTA9Xe8Hk1zWoEMy2bIDV7ldZmpbPC/xoQ2S8oayUF3PYEjjEF9FUMAnakQ5YrJ+Ogyh06kefrREaSEN1zfX3W1EWv0bgN+rao8BBCscSI6+r2T5ADZF6W8UGJifAmvlASen+XIqXmO3HOc5IY47/3Mzez41c2YhsWBwfmql+vCYweqgRXgyJNP0da0nbFHRwmlgiy8eTOWz0PYrxEN6VRMi7HZHCNHZjEMu+rZumNnK3rcDXKGRa4kqtcnuTWFlvCjXdFJOluGTIlk0r9arg94aJ4vMvnMJMneGPmFYpWTEN+WwpcKYvbHmc45g6t0pkxyUxPv+PivoK8RTbmIizgfLgbXVwhrM7QLLf9e6FSHba5vbxGKIJQM8Z5P30w5V6GSN8jM5/nWo8OA0yu46BJGaglHTW/cyOVbU+i9Mcpuva34Vz9laai+rW3327Zy3W9d6cx3uoQcKeGeR4apuMcTj/l4z7t2gRAka0qlhZifh/7b/Wc9n67djUvR4Mz3SRxiU8DnlhF1lUANO3ppuYRpWNUsF6CvL7EuUHUknTahcirEhr9+M4oqyAMZJLYiMKVEkxD49klO//A0sS1JFrenSD82RuemJrIhjURYZ+7zz1JaWCZ3n8PPWyyUOPj9p+nbs4EP/OGt1e+zbFm91tFUgKuv7XWOx23HSqoqI989ybd+9/soHgVFEXTubkEP68Q7onTtd7sjXsAs0MqqhcUSh9dkaD+6f5B3v3NnleXd1RlBKIJSyUQIaI+GHds8n4eSAsdGF1Gl5Md//RN8YZ2B9+/muGtI3j5XRPo9tG9vZm5wAdu0WBxdJt4Tw6Op3Pq2bXztG0ewbEnzr17PJUE/LbsGKM4vE8n5SR93ni9/c4CJQgXTrbBEg14CXpWlosHmPW1U8hWedku4hw9N09MdQ/MoDA4t0NYSJp4M4Ev46bxlC3JwgYnJVd5MeqGIT/dQKpu0hXTGvubM56eHl6quOJnZHPqVncxlypCtl5y89s79v1SB1TBtdXqpEK+Ytub1KEZrLLCoeZSLlnMvAheD6yuEdeXPl7lz12zQOyrEisOMQA/r6GGdUEsQ3OB6NlhSQncUo+YYd/3Hq8gemuHZzzzN9hsHuPz9e6gUDJo2JOq3tW2uEXDf/YMAbN6UXC+SC3i8Kr6wl1K2AgKiLSGWXSm+zis7SW5OMnFktuEc4uzJNK3bmt1TE6yYCfVsbKK1N4ZVtigXKzzx1DiXX9aFp2ZuudFl9+kefLqHqNteNDqTpbRQqE7k5TJlMj0Ret63CztvoAa8BIPeatuKzFdo7k+g+uBHn3y0bt/namssuaIKy4WK84BI0AIac2vUtIyiwdTxNKFkgHf97a/i0T2UMiUO/uH9jvqR6gRh1auy71NvRfOttk3Vnu/S6QVaJ3PMtQWxhCAS0Qn4NR5/fIxIVKe5LYyiqVWReo8qCAY0Zuby+P0ekqWYm93ClrdtQe2JcbImcBHUGHtoGH9Mp3tvG1PH5rj7d+/lzq++G4SgqSnIB967hyefGmd+sUjH/v1M+RTsSBN20EvX1b14JWgJv9MqtqLnbNpMuaz0smmD7qnaFgKMjC7R0RZGSpiczjI5naWjPYJt25imvS4DT8R9zKULTH1lVaUJHEccr19jw1s2M9JAx7mtJUTf7vZ1y39RMTidaZ2Yz7fZcrUVZ2gm29XRFJzqb41ctJx7gbgYXF8haF6F9o5IVTAiFPIiSyayJpUqmTZNri/VyssxWDIZH1+1CUNKvLqHluZ6ur8/5GPTZZvqlh156CCXv/3q+gORko6uqGsT5/Rg6l612kZRi2JllZRUlpLd1/ezbW87yf5EVfduMVNyBPhLBgPtUWYWC1iawuVXdWMaNtFUENOy64QxBKAHNO74wq384OMPM3lkjtxCkbatKYQi6L51O5aucs2+diZ/NMipb5+oO67v/PH97HrLFnbdvBVfRGdrT5wjrpNM2bRBFag+jQPPjFIum1yyr4NIRMe2JYVcBY9XxeNRXGk+ZV02W15TBViYy6/2D3sEZMt1FnhYktnBBaIdIXzhAJZhYhkWqqoSjSX5wu13E+uMEIz50UJe9Ot6a2+I87dhgS2df9feBzd7sk2bz7/na85h6B5aNzVVyTkr+Or/8x2u/tA+zIpNtD1MaqAJ27KZP7PI4NePsDyVI94TI/qWTYzP5MhkykxOZ9mzr53iXI7ZQ6d47r//I7ZlIVSVvX/0EecYiiYrPTrqYgktpBPZ2MSWuJ+jh2cIA8vPO96oesDL9Mk0laLJhis6V89USn5432B1UNKWKeN5Kk3i0g6mZBkZ1snmKpAt01oyaemMoGgq2WwFNVyfLYaiPlKpIHPuQGDtGKZScSQQ5+YL9HZFKVcsZtN5R9lpOkdnewR56zZGvnSwfruiQe5omlv/4LX4fB50r4quO/826uH+RcXgdKZ1LJ1fJyJhS5SV5S82wL4Yy7l3vetdPc8//3xQSsmGDRtKX/nKV4aj0ehLagkCsG2bj33sYx3f/va344qiyA9+8INz//W//tfZz33uc/E//dM/7ejv7y898MADL4uO8cXg+gohFPPT1r+a5fk8Co/dX88gj4d15r5+rG6Z2Z/gnjWj6I62MG9767a6ZaneFk4+WU9u+9Fnv78uuNoSWvvq2zo8ar07zApUhbqoE4z68NSyYIVgeDZL2bDRPArL+Qqjc3kifg3To4BHIZ0tky3N0xzx0+kOCFZ26fF5GHpyorq7KZcZ3GnbCFRKAppu7Kdpa4rT/3qc9HEnozOKJj/9wrM8/qXniLQE6buii6Zf6a9TrFrJeI+dTHPsZJoNvXHm0nnn5e3i6us2ULZton4vXamgyzSGDS0RBtpE9TjtgSSPPDbC0RNzeFRBa3PIUZxyr9kKK9vTFOTyj/8OCV1iTM6xeH8aZD05xh/1cf3NmxE4g6xwwIuYL3Lwi88xdXh2XTm89bU9zP3UydDsGnlAs2wyfXI94bKcr3Dvnz9MJW84TN7rN5CdK9RJXypRnbnF+jnmYMxHybQJ97ayPOuCQP/0AAAgAElEQVS0SnXv34xXU7nlLVuJxXx4PApHHhvmvv/xMDtu24lpS/wJPzu2t7B8Ms3oXA6rYlPMlEn1xVEUBU+Tn6VcmUhQZ2mpyOzcqlFAKekn83COzLdP0PXaXkRruHp/pmdySFuylClRLlv0dMdo6ohUfYallGze3comW2IZzndOTGdpSYUwLZs5d263tTnI8Njq4DQc8qJ7PYSiOhWvit7kp+yancfaw7zmjn1svX4Dyi9RIF0Lw7TVifn8OS3nJubzbd2p0KymKj8Ty7lPf/rTY4lEwgb4jd/4jc6/+Iu/aP6zP/uzl5w9/93f/V3T+Pi4Njg4eFhVVSYmJjwAd95552JbW5v5iU98ouV8+7hQXAyurxDWSdFdwDpn39f6ZaIBu7SUO7tF2csNw7Q56Rpxrz28smFTse11yy/kdKUEuiLs+92rKRcMlg/NMv7oMOljaaQtWZ7K8dw3j7HdqxLc345YYZiu2XkmU6q+uH0+D5dc0UXJDcaLyyXu+/7qwOQ979pJPB6oZkOKoqLrTokyFvVRNiyWXGk7RUr0NSzoJUOBVDOdezXKyyWkDb6wl3KugjeoMdCxRhQj5mfq8CwA6ZElmnpiRLYkybWHKZgW1kMjQL0ohlAFwe4oXo/C4vAiZtEk2hbGF/KSdXtRkXDsvjN1Adsf0VHLFtGCwaxbLm9rC2O4JXC9Oc5b/+qjEE+QK9tUDItwREcRgue+cYSHPvUUTXtaMcI6ldMLqCEvJ4cWaJovEYj6CScDKB6F8UMzxPvjRK/v47hbeWmL+/m1W3cyOr7EwYPTtHRG2bi9mdP/cojFI7PEW0ME/B4KRZPOtjDjU6sl55HRJUZGl+jtiVGpWORyFQa2pkBTEKqCN+Zj29ZmjhydPdfjRDZXoaga9O9yBDna/vB1PPQ799K2OcW7/ueN+BrZJ/6SYXqpEK8tBTeCLVGmF4vxrmTwZ2I5txJYbdumWCwqL5eM5D/8wz80f/nLXz6jutrRHR0dr4g6E1wMrq8Y1krRNQ6uL37/jYJrMfvSvIRFQ57qi4PSiJn1QnYtHKF3fVczW/a0oJYtpKYgJEz96wlmnhjHd2qe9vftQmjqumtZ1wfZE6u6rbgHt/pfRayzhgMoPz9Ds2kTyBsYcT+tqRAIUMsmZz5zoP673H2XCwZzZxySTqIrysLYMj63vGlLSa5QoWLa/PTIDB0f2seKOlL2kVHsZIDFXJmmmI/oWzeDJZG2xDZssG209jATZZM84N3bQvOJedLH0yxPrRe90Xweggk/+cUiTd0xxg/PwMk0ms/D5rdtIdSfwKiYTouLLfF1tld7VgEefugMy98/TWY6R+qyDiKXtHN6LkfLaIbc2DItu1sZue8MtmmTncvjjzoBanFwkYUfDxF7fR8AIb+XSNRHZ9bPoYdH8b9zO1ZbCG8ywOzpBXJfPUzfNT2ENzbVBdYVxGM+Zmfz1fnTZ54cRwiHMayFNGxboqqiagCQCukszuTX1Yx37G5z+n6Bkiq44W/fzLbexMXA6qJi2hfkuVYxrRfszfZSLOfe8Y539D7wwAPRgYGB4qc//enx829xfoyNjelf+tKX4t/97nfjiUTC/OQnPzm6c+fOVyQruRhcXyGsy1wbRNKXMoGwdiSnqCpm2cA0bcc7UjrfadkS3c1YVo5AVRWUBopmu/qa6gg5UsLMYqHuXRXwevBpshrMJI4JuUc4SjvSbaK0zPUDQo+m8Fs/vAMAs2QyezLNT/7xwLr11sKwJcZKH6mA3Fye9PASDC9x4uCTTJwaIdbWxMabXkN8u6PxWyiu/i6fPJHmypYQ5oq3QU3m6VEVFEWhYliori6woghmDk4zc3Ke9jdsQPWqTLnzoLFaq7KaixWTkKmR0gvE/RSXS5TzFZ798WmUvhjFioUARte42bCnhYI73+3VPUzpDdR/asr4UoJoClLJ10v0pfrjYFMVR+jcVaMjLaF1c4qpxyeY//Jh/FGd4rJzThtu3UZrq0PuUidzTH35MItuabVybTeL6TwdYZ3FkSUy0zmWJ7P0Xd5JZibnlGiXSuz8tR3EdrWgRHSkppCZWeLuv/s60USYhcMmRg789w/R+t6d9N+2k8kDk7RvTTH08AiJ0WXk/ra6Z3r7zhaiqSBGweD4kVmy7vWXEg4dnCYc8pLNVUjE/PgDHtTRDKP/cgizYtJ1/QYm4zpCCC67qhurhuCmKoJtA6lXhUn5qwVej3JBUoJej/oztZy7++67h03T5I477uj+/Oc/H//Yxz72koUoKpWK8Pl88vDhw8e+8IUvxO64447eAwcOnDj/li8cF4PrK4S5qSwnn5usas36vSqeHwwibTcjsSQ0B/jYj+6o2UpgFA0+9bZ/Bqi2vJjbm+Hm+jnX7HSe11z/9jrhcW9A4zP/56m69Xw+Dx/6wCUv6hxKFYuh6fUZhSLWZ+bpYaeMt4JI2It9mcXGgWQ1qAtVwZaSQtEgvVzCSgXY/h+uYlNHFFVReOKEU+ITcwUWZnIoW5JV0QAhHL9T7PqmplismedGnmZuZI7tH3pblTyj6ypdFYuFpyapFAyOPjONL+yl462bydQoNVUMi2/+69Fq2XcFYTeYT/74DG0fWlX/XOkLVXQoV9IIM0zzVBEPoLSGmDuzgLRh/OA0XbtbmDw6h+VVnVYXZX1lQFUFtr06WFlbkGjg/4Bh2szFdTrfspnJe0/i0T00b0gwdXwOq2bgkHWzUS3gIdYaZuz5qerX15acK2WTabe03BHUqoEVIH5qkfTGOOrwMpHmEIGojur1MPL0BO3bm6vBO7I1RWVFlL9Y4Vv/7n8xcdwJ8lfcdA263kLXzhbUkWXyfg9NfTFm3DnkwkKROIIl93pcemU3hiIomzaBsJct+9pQTMmRg1Pkss6gKZur0N0TY3RkCbko8T86gukOQMbuO0Pz1hTJGzZgqqva116PQlcyeDGwrkFrLLA4NJPtOldpWBHYrXH/K2Y5dzZ4PB5uu+22hb/8y79sfTmCa0tLS+U973nPIsD73//+pY9+9KO9L3WfZ8PF4PoKoVI268g0QkJpDVHJqtjrejeEIuoCJpwl63WD9HlxIeucBWeb5mhUzl57jJlshcmpHAMDyeqysmFxemK5qrK0+j31X2QWDZ7+zNNs+shlpIuGIwIR9ZHNllnOlGkKrFan5qadF/j2N19B1tZYqQeUyxZW3mDZJRYVXfbvzPE0qkchNZCgtD1FIOqrK4lWz6fGgk+eWkRpC2LbkqVchUpynhMPPU/5kRKdO3sxAltxaOCg+T0ke2L4wjpDrmXdY3/yIO27Wuj80D5KNUG8ozXMxLrBy5qKhBBOq9Qa2LbEVgW9V3WTPjFfxyJWVEGqP1ENXs0bmphY465j15xffnABdjSDlJQrFqmBBJpXdQY0hsWmosnUyTTZdJ5wKoSwJfEdLaj+1fuw4nZkGSbfuP3j1cCqKCqReBO3/+93o/o8PP7EGM8dmqZpbzv20BJdK1KbQ0uE9rXRva+tKnHoXA3H7cdWBdsu6WB6aBG/30NTe4SyadPZn2Dme6c4MVfvPjZ7bI7ZY3PEOiL03tCPd3czXp+Hjqbgumv5yw7No1gdTcGpRmzhFXQ0BadeDJnpQi3namHbNkePHtV37NhRtm2be+65J7Zx48YSwAMPPBD427/92+ZvfvObwy/0WADe9KY3Ld17773hzZs3z3/ve98L9/T0vGJElYvB9RWCfcHsnQva2fpNLzBorqcVvXQ02qPd4HiUNePVYtlcF1jBzUrrFjj/5EpGVZmndqDilL0lRW2CU487IvvRrhbMtT2yDV4FZsnEBKaem6YNmNmYWL8SIN3MLrIhjjoQx86W8eQyCNMgkIySmXOyu4DPX3dBjKLJ7JkF9GB9K4n0KOTn8pyo6WltdB1rGdBKpUz2p0/jv/aqdQOQ9uUy6acnKS6VaN2cJDOzysr1Rn2oHRFaW8OAxAKa97aiFM06w3fbdr2FVUFoKsfsc9NM5yq0bV0VuPf4Pbzzb34VhCB9ap6v/Pb36Lh5MxNSIgMe7GPPkZ6Y5tO3PMjWy3cSpIPN/VeyaccuDtz/E6656Y0snClw3/96DO+VXRx3tZu92TKWYdfJEKYyZQoJPyWvilAEvqCXXNEAr+ooUUlJ76YkihCOlR1OK1br6zdw5v4z6xTF9JCXYMzHsa8dIfjAENf9/jUN7/VFrLbZrO1zVQT2S+1zfaGWc1JKbr/99r5cLqdIKcXWrVsL//RP/zQCMDw8rPv9/hf9UvuTP/mT6Xe84x19f//3f98SCATsz33uc8Mvdl/nw8Xg+grBXvNib5R9XugT0jAGX2BgXnsc50OtGIFHCFrjflfvQJKdK5BfKDjlTUUBxQnywgZP3iDsbme5LvDqmoArBPi9KoZVb/wuBExMLHPsqQkURdCXOnd2EQp68e5uRetpZ8e7rkJKiTljIvLGqqwiAo8t6djRDAJSl3c5JXlLIqWNtBxbOF9Mx1hfQEDZ3UpwIIFAoIe8dIS8nP7aT3nyy/eT6k4BEIyG2bxrH4W0WUcsatvSXNcKA2AHtLrAejbYBYNAqciZb/2QwcePYxomV/q9dN94NYrXiy0lcjzL6A8Hq9ukhxaJtYdZns6h6R7aL+9kNFTPPWnvTzD6j89WP3fubGHqyCrTNtkXp7wygKl5tjq2N5PLV7Asyez4stP369aqMwUTtSXCqXseBmD0+BC9bY57kV8G2XfZG1g442SUJx8cprNiQ4fbr51dz2+ZOzXP0t89QccVnYwnfNWb0tMTo39LimzJrLaQeT2On6zXo7JcqHD5H1/Hsf/9JPOjSyAd39pwMohH9zBwVRe9+zsY2NxYvvMiHPS3Rqa7U6HZ6cVivGJamtejGq1x/+KLyVhr8UIt51RV5Zlnnjne6GePP/548GMf+9i5KeLnQDKZtB588MGXpY/1fLgYXF8hKENLxJ6bwW2lBCDVF3cCqpSEuqIUNiX42jccj3kBeAtZHvvrr2AZtqPEIwS733olm999OYeHVqcbjOFljn75IPFOV/hdQt+bNxLa3VonbC4NmyPPTfHlrx50xN4VuPLybro6o3XHWivmLmuWqR6F3tZVcfmn7hviqX96tm7bOtKMi/btzUwemcV6pwLX9FX3Fwnq7O7XMUyL58+sns8zp9J4BQxsSVYPYNev72OpbOF34qTzvndPbXl4kfnBRV7zzusxYo7ObP4nYxz+sqPAs7a07vFrdN61f/1NAmYPz9SZdIMj+FH2KiRa4ti2xHSVgIp5J4tu6ergkte9Fo9HY+rQKjs4GPdTzJYoLhVJbk8R3NfuyDAI0PwavhqikpqtYB2epc01WEcIpJBMffsE0Q4fJx45XF1XT8SYXqwATkCS36vvbzZKJrbLLq4UDZZPpJH7WtebFZwDvhrRhtpx29z4Ml/85+eqz0XyvbsoWzZkyugS4ske2vu7mBwcAwQdO5tZGF3GG/CSW2MZN/6TUSLv3EYBqoGzbWsKVVOQlsSjq8ydWWTkwWFCt26lCOy9pB0l6KXsEvVWUHGrFF6XrFTRFCLdUYJNfjLTOcKpIGPPT/Mrv30lXbvP2cJ5ETXQVMV+Me0258LLaTn3mc985mVhDa/F5z73ufjHP/7x9p07dxbOv/aF4bxnKoTwAQ8Durv+3VLKPxJC/E/gLTi/8YPAr0splxpsPwxkAQswpZSN33K/YCjOF0ifOvsz6k0GWMiUgdWSf0xWGHquvh1s43W7HOeVUg3hrmySPlPPLeixJWUpoWYuzSuollVXIGVjleMLyYMblX5Fg5YbPeSla1crc6fn+drHvkvi8g6WAxqXX9pJMhnEq6mYVu2+JIGAhhZebY3w9EUZ++8PIq3136n3On2jmcFF/Jc4L07/5lW/VyEuvCoQCul1wVX3qlTKlmPYLQRz83liEZ2gz8ND334Mj+aht38ni6M5nEfawcLYMsszWfwRH7l0geYtSSZKq2XKlpCXmZrstrVsMf7AUN2x+CI6ZsmiMGey+7WX8vxDT6GH/KhbNldL3lu2pghe24s3V3E6eQyLoa8dqRo1AMyfWaRra5KpmrnpBmLX9d/dEeHKuxzimyIEG4Hl0wukM2XwqmSyJUplC89iCfPkPElbUlooMj6Roa9rPzd+5N2kbtzM8//vwxSXyxSXy7RuTjIzOIcWkUhDgLeCvZCmNRBD5Cv07G1jxDUlF4ogEPNRcOfGI2NZlC0J/FEfZdOmZFgEdc868ZOZh0eZPTCBHvEx/JNR9KCXN/6n13DgG0d451/ceDGwvkrwarecu/POOxfvvPPOF0zYOhcuZBhRBq6XUuaEEBrwqBDiXuBHwO9LKU0hxF8Avw/857Ps4zop5flrYr9AsBrI2tVCNFKEaVDqbbTehc63NhSfeAnN2I0CXaNQXc5VmKwpOar9caZ0lW995ziqKhjoSxBMBqpasg2/S0qCMT+x9jCVkoHX7xidSymr8oBqTSYo4v5qxprakGDGHdi07G5l4K5LEAJ0TaVYMVmpSEvLxuNRiIS9ZNwyZTLqZ2Iuh66rLLmm4aGgl0WjSKQ5QTGbB219lSzSHCSUClbPe921X3vZG9ybYNxPKVOmmCnTuWEDzz/0FLZpE9Yki25MicT9WEDFbQlSKxYTriCFL+QlucFR49Isid/vQVUUhICshJ737GTkXw4R7wijeBTatqSc+ydh+USa+CVtKC2hVb5AzOeUgoGEECTmipSns8y4ylmx9jCRbj9aMEjyxs2YtmTvRy7jkT9w7ArLRYNAm+D0s0c4c9hxxNk2vYO8vqn6DIeTAbLpAm1bktV5XgAjW2L7pZ0OucmWLE9lkc0hEjGd5YJRpSFkhxaqghzgKFYVFoq8929uWn+BL+IifoY4b3CVTi1mhS2huX+klPKHNas9Drzj5T+8f7uwGniZ1qKRCESjedkLXW9dDweNg/BL0TlpGNQvhLdVs51lSU6cnqc9VyGa8KN5VTxBbbVvVkrsksnYWIbcfIHc/PoqTcoNIMfvPsLuHc1O6VURKKpw+npTAVpSAaQl6bmutyogYFimI/pfMrEqFoMn0+QLBi2pIPlMmYQlKT08TNOmJgJhnbEVj1vTIioE+/7w3xNFEFkqsTh4BqFC66YU+YUimZkcGbedpXVLiqarOrHdiy0Ar0clFlnNzDXKxDpWSu4SAQTjPuZH3OuU93DDe27GNAwWD56AjY6OtNSUumuee24ab1Cjkjco5SrVEn2rEBTX6PMGwjrBrgiJPW0M3XuyjjEMkDy1gM+n4fGqCFVQqnFOMp+aZNR1SWrdnGRuJM2ZoQPEd25A37WBSraCGtSoRHQ2XNtDYSbPtDvH3NO9l/5d23jusZ/S0txPZXH1exVN4cr/ci3e1hDNz8/w3P9x+p6L6SLmXB4Z1Bg8liaTLZNaLuHf2YItIezzkC2Z9L9xI2ceHkHVVFo2Jujd38muX63X3L6Ii/h54IIK4EIIFTgADACflFI+sWaVDwJfOcvmEvihEEICn5FSfvbFHuy/JXS9fgPRKzpc002qpuYrn0MhnRtqzLIBJg9NwIfeV7fskhv30N+frHmfSqZ0D9f8+RtWPgLgi3jBX1sGhGRYZ+Bdu1bnfYXA51MbBtjzBV3btlGu6uSKqzqr+5OGzfNPjuPfmapq5woBWsmCmsy1IdtZSo7VSNf5dJVAwOu0uyyXCAfOLgazMuAozhfxli3KbgYrVAUMmzIw3+EYfLcFNHw4Ad5wW6EOrSEbKdM5vI+OMuUGR+V4mnhXlLAtQUrspgCFxSL+S9tJf+0o84qgd38HpUwJIZxyZmbGMel+y3+7jg2v6eH04AIn7lvlTfh8Gks1rViBkM7SRL2YRCi5SuTKzhbwBnRSG1qxbFDcsrBp2sixjNPva0vO3HsKo2g6ikw15W1p2vgBvyVZcOfhywLiN/Qzki0TvG0nCRsmvnWMYFhH1VSWDs0gbUkaiUdTeO11G3jD6/qxigafca3aggk/3qAHfzNMPD3B5jtuYtGUFLIlAvMFxr97ErtiMXt6oXoslYKBNxhg477NIBymtxCCK27fw/5372QmU2J0Lo++p4Vr/+7NzD8wzOCPB3nyjx+k67W9ZJodfeu5dIHdqkrJMlEUwZbOKKoQvPbO/ex5yxZ84YuKSy8VxZKhHj0xF8/lDS0U1Ixtm1OLfp920XLuReCCgquU0gL2CCFiwDeFEDuklIcBhBB/AJjAP59l86ullJNCiGbgR0KI41LKh9euJIS4C7gLoLu7+0WcyqsLnpYgxtLZe6f1uJ9I1Fe3rJSKMj9YTwKJJiJ415RPRcBLZc3ck+7TyBbqWxH62iL417jfnE3g8PzChzXtMtJdVziCBmsxqymE20OYOcNp97Al2sp2wtk4u1QkEdVZcFWCSmWLUrlIQlMJA2rRpOfNG2Emj1EymDwyh0dX6b+qm3KhAm7cOvGl59l41yUYtmTDbTspmzbTFbMa0I8cmqnTrVVVQSjkJecyYz1I5h8YprBYJNQc4MbfvQbVq/L1//T9avVhaTxDx44W8i5DV0pJLu2qRAHeoEbX7lYue99uOvc6FmWtLfUuRuvQiD2+ZhDiC3mrJV8OziIUQee1PTz1iZ+s2zbWHqbz2l48fg/jPxl1/Fh/Mk56JkdyYxPhbSlGs2WW3K8olkwmgI6dLfz/7L13mFxnfff9OW16ny0z21falVa76l02LsgVV7CNwZhQQgImgSQvKU6uXKlPnrw4yUvgIU9MSCghhGowJjbY2NiyXGVLtmUVq0ur7WVmdno75f3jzM7O7M5Kq2IDZr/XpUvSmVPuc8+Z87t/7fsdenUEtUSs0dniYcPVS7G5LFhsCooioSgSN/3VO3n9fw6THE9x+hVzcXLjH3yMYdV8vhIHJzj66DGKWZW2O/sINboYfe50eXyx9Gle+slzAFx5+7tQp+xseO9KJItMU9DJ6VKvcR6wdwXI/dA05iMvDiLd3I02nc5QdSyySDxTRNXSrFsSZOsH1px5rhexIOx8oT/06uujYVXTyy+uZ18caF23OjRy+bb2Rcm5c8Q5lW4ZhjElCMIO4HpgvyAIHwZuAq4y5mGhNwxjuPT3uCAIDwKbMQukZu/3ZeDLABs3brz4zZlvMc7mCdZKfc5HFjFnvxpm8ILCvSVPYu7FDY48fZIjT57AUefAce3Sqo8tSu3FQ1unn9DWVqK7h9n3X3sZeHRu5XsOaN7aCq3uqu2Jh4+UyTYmgWs+cwm9NyxHK2hIigiCwPNf2cOpXUM09dajZYoc/ZeXWP67m8h7rAzNphYEKmdHK1XVbtnQTCpTwC9L7Pi+qUz0oa/chmJXSI4mq8P6okB8JInDayMbz9Pc28BQhWdeSBcJdvppXjtTPGOtIelXNaIaT7hiV2hZ1ViqKAeLQyY5mcaoGMrkz/bX/L6atnciLwuiG9B7aSvH7n+ZeMkzHn9jguRQgvA7OxietVCLnIiVDSuAGs1iaDo5TcdT8TwuvayDpr5GvnzndwDwdfpp2tpKnV3GSBV47b5n8YXdeC5pZcgw8HYHkF8bQU0XsQXsLLtlG5f88a1Y/B76v7YXpUti70Nv4G/1YvXZMDIFhOk8cquHJZe3c2KnybrUFMsTa3axfksrqlWiu87JcCyL16GUGbMWcWHY+UJ/6OVXh+eQSKiaLk5vP18Dez6Sc/NJw53P9T/96U83f//73w8mEgkpk8mU2x2y2axwxx13dO7bt8/h8/nU73//+yeWL19eOHDggPX2229fevr0aWvl/ueKhVQL1wPFkmG1A1cD9wmCcD1mAdMVhmHULF8WBMEJiIZhJEv/vhb42/Md7K8Szuc3XyunaWhzPcOaDEm1xnCW6xVVnYmpDCPRLMtbvLgc1Tm6yKkYP/37p6lf4mfLh9cRtYpIgkC+qJMtqBR0g3Ubmnh1zzAAy5bXUd/sIafq5ADH5mYuXxPipb/fSS46V1RA8s8N482etxXXdZv7VhoF3aCxO1gugAm2+9j/D8+RTxWwySL+Lc1M2mQMDARZIpdXkWWztUkAHHaZjRtLuqOGgfHJzbStb0IphdUFu8zln70GwSqhWyROfWMvhUyRsX1jtL2jnUKimirR4lTouXpplcGLJ3IE/faZ1iu3hUtWLil/nnp1lESLp5wuEASB6OmpsoA8mLnNSsOqazr//Wf/ytJ1XTQ19qGWfnWOege25XUUSs+PbkDvJzbx9O/9pHysr9nD6YcO4wjYq6IUVreFvF2mmFUxDIPB44d46VOPIYgCS1b1YPzGNXRe2k5B1RCcCld99homj0Rwrg+jGWZEwuayYOgGsaEErmwR7DLxdIGm67pRihpN13dR0A0sskg+mmFwr/mOzk7lGT08ibveQS5ZYMU965gaGmbktWMkh2I4LK20vm8loteKNV9EEwScsshEIsfqdv8FFectYgbZXFF69fXRM5ZVv/r6aHjzuuZxm01+SyTn5pOGOx+8+93vnvqjP/qj8RUrVqys3P6FL3yhzuv1qqdPn97/5S9/2f+Zz3ym5ZFHHjnR19eXP3To0EGHw7FuvnMuBAsZcBj4z1LeVQS+ZxjGw4IgHMNsz3m89JC/aBjGPYIgNAH/YRjGDUAjZhh5+lrfMgzj0QsZ8K8Kgh4bboeFYlHn0JGZKkgBEFSd4b1jxEoGwzDAVeegaWUj7/n7a8r7jh4b5elvP47nKTeSImGxW7j2EzcQ8tvxOS0z+qMldZBKwgjdMJClWo0y5hgm4llOjCbLnvGx4QQrOwNVIufBJQE+9s334mpwgiBQD+w+MlFFACG7LKxdF8bht5stE7PCxHmrxLp7NvHC35vBClEWcQbs2NwWGn123vOb1bzH33plpEwo72/x1KyWnjgeLVcDA0T6p2hZ1Uj0tFnZan19jGx/HAQI3t7LZHR67WfeazpTEVIXBNbe3ld1fk0SyTuV6Ymk6yNrybVvP/8AACAASURBVJ+O0/Ob68jJIlNPnKCQLZoLAUHE6lSweazEhxJmq5NuEI9lSEazFEpfgNtjq6L10w2D2GC1l63YZn6O9UsD5YKgaezb/3N0XefoniNMhidZu+0d6AURxQ2ZVBbZMZNm0FQdZ9BOuqRdiijg7vCSPBWvOqfVrlDMqbSsaiSXS/HQv/+o/JmkW3jk1A6WXr2U4M2lIiGngnND2Lz3ksMbOTnMlHqcfDaHa9AC3V0AZAUDm6qTzxQRbLJZrR2pWJiU5sYX9jCWiTDx4nGOvXGQ1x56AVESuf2r1zOUKuKSBJrDbiyazpJGDw6rtGhYLyIOHp7wV4aCa0HVdPHA4Qn/hjXht0Ry7mJKw1111VVz+U2Bhx9+2PfXf/3XwwAf/ehHY/fee2+bruuIs6nlzhMLqRZ+HZhjwQ3D6Jpn/2HghtK/TwBvWUJE03WOlXsJq325U987YIb6Sm6fUbmLMUOc3nPVEto2zUuxCcDBg+P0rmiY4xpOewQCpii2AaTTBfbPKqAJuq2MfXUWGcOaEF1XdNJWIU5uC0r804dmHH130MM1n7gBu03Bbpsp+KmVL60khqi1X8Bt41hFCDVX1OgfS9Lgs5uC3qXtrlm5w1UdAV49PvPS1w2Q3FYsilhlPKZhqDoJTaduqZ/UeIZcMk9yPE1yPI3VZZ3jqiqVfLWKSGwsRSydRzdMz143DOzdftg9VHXc6JFJwj11jByaxOa2lttyHFmVuKP6MT+bjq5WSUAhCsiKRKbJXe5qbblpGb6rZ7xQAXjkvp1MHJioOk/bVUsYDlTn1cv3Nis8q5S8x2k4/TZsq0PlVpmiliG5Y6ZPNjYS5akf/tg81mohsNxHoKfd/EIMg2w0h6xIhPsaEFs8SCEnVlHAtn+CiZeHCK+oR82rRAfiYMDgvjHWvHsZN/3+LTz8BfO8/vogRs4wWZlmzY/PaSmr/IhBDweefR2AdDLNsk8vIVTQGXn0GBNFHceuQXp/ewPaEh9aUSsLlmdipqEdeH2U7Z/eindLM+1TW/GFA5zcdYjdX3qAzg+/h1S6wOFjEZrDHpy2Rd6bi41UurggKbl0pvCWSc69FdJwY2Njls7OzgKAoii4XC5tbGxMDofDF0Xj9W31pBoGjE5laoZN9z12FC1/9qK3+u4ALRvnN66GYfDUs6dQLBJLlwarPqtl5Gq+yGstuuepqK2E3V37RX0+MKstfRwanOH9mIjnmIjn2NBVV1PjFEyShQavjfF4rqxSI8gi2YKGLArlthejoBEdSdJ/egrDgHBvPZPHZzELZebyDLtaPTRKonnvusGT//oiia4AmYp9BQHa39dHbMepqmPz2SLNKxsZOjAGBshWiUIN+TY5p3L/Ld/E0A0CbV7e/6+3mOfF/P6GJ0sLXU2nmNaIxHOIsohY4ridzRttAL0f38jTv//TmnNWC0JpfhWHjKfeiavOSX8pvC5ZRFKRLJMnZ3rafc0u7C4H2VQGxWZBsVvJxJKIskRLTwcnfzrMyZ8Ol/cPr6gnPpoiny6g9tZBaf58K+tpb/UwXKoyrsQVn9yGIF2KwwiRHDO9ffdSJ2O7h3G7rWz70DpEWcQwYHw0SayQNyX6LDINy1vJJ7OkE1m0XXsYHJypfNYEs9L34GCcQkHDen0XigBeRYanT6Gn8qy8aTl5VWc4lmX9776b9b8LP/jQZ4n9bAcr77qOYKOPlT31C57fRSwcLqeyICk5p8PylknOvRXScDVbH4Va1RDnh7eVcZUlkb5WP6OxDJFUvsrICqJIJaPOfDgbQUM+r6LrBo8+cYy7fHb8AfsZQ1Q1T7fAnOns797ucdTY6/zhc1vxOS1Mpc1Fpd0i0d3srTKstRYMLfVOBk7FOHUihiBA9+pGUtECg6enSqQMVk72V5N15eqdBFY1EN03U5MwdjTC8L5RmlaFytuW3rmKaKp6gdpa1Hn5hZnKU8OAYV3H47ISOT7T8mEOdibsWb+inolSG4osC9QFHICAEskQKxkbrcLb1nSDeDwHqo6eLTI1maG/f6ocOhcEzAVV2DXH4y4A4Ss7EBUJ0S4jWSXEgINmq4RgGGR/foJTeY1itkgxWyTQ6kUQBYoZlUh/nFwF167dY6M4S+BgaijFhs3X47p7FdkSW9e0HF1LyMWpL75U/SWVvjRBEvEYkCgNdypVQPbb5hjWxkta2ffIYQQBpgZSpGNmONkZsJMcT/Pqd/ez+b2rUHw2CtkiD37iIep66rBc0UE+r7Li9z7EsmV1TMWzjI+lqfdYsWdVNCDvVBiaZl5yW8usYSN5jcbru2ipd2IIAjarzNqlQQ72xyioOnf+159y7IEdiIpCX0/DvAu+RVwYepfXx559caD1TKFhWRL1vuX1b5nk3FshDRcKhQonT560LF26tFgsFkmlUlJDQ8NFazt6WxlXgDqPjTqPjUgyx77+mWdBWODXe7aQYaUH9e0H9uH327jh8iXE+6emm0nNwhnRLFLJF1RWLA1gcVgQS4Ur6lQOfal/pp8FA2/T3NaNYq7ayGy8ezuHB8x7EkrNpgLgdVpo8J+74R0fT3Hk9VHiiTw+r40b37UccRYZxXSYG0zt04MHx3ll7wiZipf/yIkYIxWFOJFolqaQi+GKbbFkHue6ME0eK8PPD5Rf/j/6s8e56/5b8LeafMd2qwyzjKtsEQkYZp9mxjAwBAFDEHC0eqqMq91tJZculJmk0tEsoYCDrKqZUY1SH2tT5aKr9Leq6vT3x3j0iWPY7DLhJg9NnX4mJzNVQt3HjkW4okRiASV1GVXnmSePY9Q7yjJyLU2esii61SKRfq06NeBrdFct5IqaTtPH1mMSSghY0wXi39lfdUzjpW1EK6IvdpvMbbf04nFb+T8VxtXiVCiUCCCyUzmcmC1IWmle5OGZ76Xto+tIGQbxvMqhZ/rJjCTLhlWQjHLVtCiLWEskGIMHx1HzGtH+OHopDeP1WvGG3dS3eAgEkrg8NlLxHIcOTdBid9Bkk/HXO3F7bRx8fZREIo8sC4xNpBmbSJMHtmxuxWaVWeKWeeL7z2Ov89JyxVo2b1qC17nYw/pmwW5TtHWrQyO1qoWnsW51aOR8ipnOR3IO5peGu1DJuUrceOONU1/96leDV199dfprX/uaf9u2bcmLlW+Ft6FxnUbQbaPRZ2dsqvSiqMFgVAtnE5vJzAplxmI5/vuhgyiPnyhrhs7Gp37yG0iWmak+8uRxXjlevQgM9zXOOc7d4OOD//opRElAEESa13eRK2hkC9WLq0zelBJr8NnPPPgKjI0leWrnyTKvbiKZ55VXh9i4oaW8z+y87aOPH+H0wNxWl5HRFKEGZ9l4AUxEMjgdCunSfDkBz8kpkv1x/B0+mra04mp2Ywk6GC+qaFNZ6nx26n02hiPpKm+5YECjIrHv2/sQZZFld/TSeEUHyddGGXz2NEbJ+8wm8jR0BRg/HgUDEqfjZL+zj/AtPQxX8Pxm3BasARv5aK78XIyNJnn0CbNlyOGw0NTuI6fqLFsXZsu0mkoF49LuI5OopQoyWylUSsVcRWMZmsNuhkaSC2qnKqYKjFdUIdttMqHLOxh95lT5pJawqyokfdklHXh9puTdxjtX8sZTJyjkNdwhF4mRFJJVRhCh77J2cqX7VNMFXn9lGOXOXvP/NolEiYmqsNRP/NURrC6FQ4efIzIcQdgFq67bjPfaK/jSV14uLz5FWaAwlcP68xNsvPcyLB4rSAKZvIaz3okoChzdbebmp3uMO1c0kNN0lq0NIxQ09r4yVJ6x/QfHGRiMs6nbzff//Ou8/vO9ANz8B7ey/fLlc+ZvERcX0202s/tcZUnUL7TP9Vwl52B+abjzkZy75557Wh588MFALpcTGxsbV999992Tn/vc54Z///d/f/L222/vbGtrW+n1erXvfve7x89+toXjbWtcAbrCJgPSRDxLy7ZWTvzs7HN3trBwpoYeKUCwr4HIgXEK6UIN6sOzG/ZakWV/o59bPn7tnO2HB6aIVXh32YJGNq/OCd+mswXyRVNNxG6ViSZyWBWJeDLP3teG56jB7No9RFPITXOzd04xFMC127v5j//cU7VNUURWr23C6raQenmQVCm8WSzq+Dw2lHQBa3+C4T3DxHUDe8DOur/dXhYAL2AKy8dGEhgYHDkwwcnTMZpbvVjsCqJNNqkNS4xNuqpjc1nJqTrKygZWfmA1+77xWnk848eiKA6Z4nRFsAGGJOBxWUikCthtMjaHgueu1SR3DcKUOY+JlOm9T8VzhEvtROXvpsbCTBCpqRcrmq24WC0yumGwsqeeyEiCZJPbNMA2CcEio9Q58LZ6QNXLE52rEEbP5lSyjQ4aNrcwvmsQxW1FsMiQN5+/+qCDzs6SBy3ApR/fxNoPruG/vvUacc3AubUZiyQS1I2yYTUncP4FpKLp1HX40FSdzp4eMI6giqBLEg67Yj6jORWhoDFZOkc+mkO2ymRUHUkXzCp2A0YHp8qe8jRio0msbitCUWPsx4dxJfIo3UHGLOa7PJ7I88ILUfY/PeOxH99zDOkiehOLmB+Xb2sf3byuefzA4Ql/OlNQnA5LsW95fex8PNZKnKvkHMwvDXc+knNf+tKXBr/0pS/NUdNxOBzGT3/603OqYj4XvK2NqyKJrGjx0RX28ORTpy7KObM1inAARptc0OTCDXhSBeqWBMiMJDn0ozdMvlzdmBNyrcI5dBYs9F1TKOocGapuvfA6LMQzBZq76+joaUDPq7z84mkMHd6xrY1w2DMvU5PVJnPt9iX87MkTSJLA6nWmUS1qBnlVZ83GFp57ynxWnQZY9o0zUsHSA5CNZhEiGQjM9bL3v3KKU88fIlPfTLxE0uBxW+la1YheMe+eNY1lLSH/5mb45mugQ99dq/B0+svUgLmpHMOGzshUDrfLUvakszkVq0XCvT5McML02hKJPFNx03N0OC3IsoDdIgMCsXiWyGSGfF4tsVMZZJL5ks4tOH02rt3eRTSW5mT/FAGfnUgsy+1X9hIKuTny5HGeNyA+kqT9N9YwlCuSAsIFPwPP9pfvy2UYc6oCFJ8Nf289wuZmhkq58e6uANds75qT67daZBx2hWSqQDqrksYUNKgUGJztMSuqjqe0yRrPM3pqOlfuYe2V15JeZ+bDpxI5ggYkf36SQqaAv8mDrhsUMgUK42l0rwWH117O3xuHI/DjI7ganLg7fAhWmYHjUZIFjVC6yOCL5rvOHcsghgoYgoDsciB1dXLrl+5l9/0P4LLJfOa//nDOc7KINw82m6yfT7vNmfCrIDlXiWkSiWAweM4FXJV4WxvXaSiSyDWf3EIhnufgE2f2Xs/Xc51GCgivD2MJuVF66rjiig4ODk6BINDos1Hvc9R0U8+la+/COvyq83zIIpdd1smyzkAVq9DsQiZV0xmNZJjSDba+ox2rXSGVVylWeCc5TWflkgCTO/sZ2jWIrSsw5+qyXUaoc1RVehmGQf8jL/CTv/s2uXSOqz77KVS3aRISyTyHXxuhYZ5FjQosu2k5oXe0U3TIVQVk1lYPPbLI80+eIJmq7gRo6/TjaXRhkUUGxlO4gnZ8PitNzT4cTgupgkpBNa85Fc/xygvViwS7TS4XFl1+aTvdK4Jomp/dJQm1SizbvpTh/ePs/fGhqi9vdn5fMQxyFc+GwyYT3dmP44ZuHE4LtlQBKZrFkp9k5xuRsnGdPqT72q459zknJG2AxwD7QAJBFBj+nyMUS/dhX2mGv1tuWoZolRHtMj6/naHRJM2JQlmgXbHJZgtPCS/8/U6at7YibAzT3BUAScS+tQX7EyeYGogzNRCneVMzOZ8VBMiHXLja3OSiCUbHDzH4zCkmBydZ/a5N+BubAIFlH38fK3vqaWhfFDh/O+CXXXKuEtMkEhd6nl8L4wogSiI3/unl+Fs8vPzd/RTOYiTnw+yc62y0d/rxhd3ll3xOFKCUIz05lqpdPQzn5rleiGxcrY1WaQ5d33Qhk6objMcyDE2my202migg6nq1AY7nmPz5SU48faq8QLHY57bFLb22i2LFJOQmpnj6f32TA0/tLW+r09NMyv6yhmk6U+S0TaLtfSs5/f39NHrtGIpIIlPEMAxs13eR042ac1ur9xYqirRUnaGSqHfv+mYiwwlShepK2rMVw01/HZIosmVDM7v2DM3dZzpqUfndzRqw3QBnXkNUNQxDQEwUGN/eQTxVIJ4qYNtxitRkhoF5xnFqzzBsbqrapqo6h/cMo5d6hA3dAKtEvstPUJEovlB5NnNsyYCddLYIeRVPukA4mmOgQntWlOc+f2LQxshYCn/Qgc1vQ31jEmeDleMnXkIQJdKvD+JpuxpBEIkl88h9HvZ+7sdMjZmesmKzcMknb2YkKaCqOo31Tnq66+a500Us4pcfvzbGFUwD+44Pr2fdLSv4ykd/SDY+twDpTJ6rALzzik4sVonX94/N+bypxUNju6+KhGA2BsZTkFfpuqKDaIXg+cCro3z7HrN532T+KV1TMNVmuq/oYP17VwHQGfLQEfKUx1Q5vko4ajTc1zLL6ZzKaDRNOOCs2m4YBvtOTJKrIZ+XL+p4HQpFTUcSBYpFC8dniX8nx9MIkkBzXyPpaIZsIs/gM/0IBnivWQKxOF9/91+RScywZ37mO3/C1jsuBQT6T8V47fVR3G4LXo+NFT312H9rI4IgUFQ1Bkr9qKJgtmFp8xjSWsgXNNyztrkViYhmIApCdS/rmVqtdB1D1VFLC6i1q8O0hN388MdvoKo6iWQeq0XCKLUEGZWnmvWcFF8dZaLimfC3+yhWGMuzFdvlknN77DVNL3vYs2FYqp+Pof1jtK0Lo+4fx++2UkgXUDNF8kWdjo1NZGI5FJuMVtRKJB1guBUEpwWp008gr1LIFrEaBq/+224UNxzdPdPb/M413ejtnVgtImJdkHV3XY2q6viWNNNz9Uo0QWQp4LHJrF1Sd+Y0yiIW8UuOXyvjOg2n3877/+l6HrlvZ5U0FkByYi5TVmXVrCiJXHZpB30rGnjo4TfIlPoFGxqctHYFy97dfNAB2r0E2jwEcipkVUZ/cpTTu86cSmhYNiM7J4hzaQ1r9aNaZImusMfsh2RmB9mA8ePRks0wzzSRKRKaZVwRBFqDLo6MxOfk92wWCU03yEy3higiDSsbGC+puEgWkeV3ryayb4xjj83UJUhWiWK6gNsmk/O5ySQy5XN/9sX/j84NM8Rf/QNxBkcSUIq0SpLA2rWmsVEqaBFFUaiiZJwNQaTM0dsSdpPOFgkGq1uXjKLGYztP8ZEPrsXhsJTHVChqvHZ8ko1XdCAisPven6EVNBydfpJHI/hCbp78wSGenHXNpo3NPPTIIXO+ZZHmOjuNa0O47AoNTsWkrAy7sXaUMqICSMMpqDCuJnPYDEm/984+CiUvu6PdT6DZjSCJZdtvkUWKmoEggIjAK3/5JKqqowDv/L1tdF3WPn0pDOCpHScYf3819aMgigx/ax/hnnpGDs0wTjX1NTB2NILikDE0UEuqTO0fXMNQvghjKcKNLo6fjKHIIm139jG1u3qx9cw/f4/L//gunCuXE41loXs5IpAANNUwlaKBVEEjksxT7714pCmLWBiyiZy0/7Fj/lQko7iCjuLK67pido9tUXLuPPBraVwBGrqCvO8fr+exzz3H6ddGqpr4p1GLQnAagYCDj3xwPS+9PMjx/hhL+hrNHOYCIQiCqb9qVwi9t5fJw5Nk5mnlAcq9m+cCQRSoq9GeI6cK/OT/faZqm91jpf3+W/BU0B0mU3l++uhhkqkCwYCdhpAbm9eKKIsUihq5WUNa/slNxP/sCfKJPFv//ArUgJ2WsAtfTx22gB3FaaFolynqBsmcCoLI3+z9V5Z21pMYn6Kuo7odKRRyse/gTITgxKkYa9aE5xh6vagxcDRKOl0of1c2q4zPazM9R0VCVQ18XtuM9NzJGME608BW9vKOjKQIBuz4A+Zn8VSh7GBqmGxUWrpYfjCmRpI0LC21/1TMu9Y+o9WrqjqBTj91K837m/aY9+w8VXUf0qxIg7PJQ7LiXjVNL3uv/rALJNEcRmmbbsxQN4qCQXpyJiIgQNW8jR6ZZOzQBNos73C8RFAjzaJnnJ7YYkbF3+KZ4UWuILRRVR1ZFimqOuOJKRKRU/RdvpLjrxwjl8qhFlWmDp7A01ctZm63yeiagVgyrjZFJJEtLBrXtxg7/u2l0J4HD4bVvFZeue78yu7WDe/pHbnyE5sXJefOEb/WNe4On533/O3VfOqHd7OhRN7uaXCVX7RnM2eCKLBlSyu33dp7VvKJM57HKhNaEzrLTmf++EI5u7KJPLkK424YBo/97CjxRB5dN5iYzHBg/xivPH+aoSMR9BohWM0wWHfPJtZ+bANa0DTqoseK1BWgGLCjuZSqfCuAp8FnioJ3zO3zDTVUE2uMjKU4fiI6536nRtOMjqVIpgqkSn8mIxlyuSLjE2lyeQ1V06u+o8lIhshkhsOHJzlyeJLDhycJNbh4+rlTpDNFjh+PUCxqnByawshr6FkVPVtEK5Tuu+L7UBxyFem+v81LZHZIs0ZouaXJTXN45o84i4FIXlFNr5lM5wn6zXmtqaBUcX+zYxuZaIbIySiP/NXPeeIfnuHJf3qWiQcPlSuFp1FUdZbestzUt62zY3Nbka0Suj7fwnHmOtlcsZwnH37sGV5+6DkO7NxP5+pOlm/rwR1088qPniMZTSEKEG50moZVN3jt5UFGj0UpJvKoeY26ReHztxQ7/u2l0K7v7GuuNKwAal4Td31nX/OOf3vpLC+o+ZFKpYRNmzYtV9UzsyB++tOfbg6FQqtnq9Fks1nhxhtvXNLW1rZy9erVPYcPH7bMd46z4ROf+ERLZ2dn37Jly3qvueaapZOTk+Uf3Z/92Z+F2traVnZ0dKz8wQ9+UF4db9myZZnD4Vi3c+fOc2Lq+bX1XCshySJXf2ora29eTt4mky2oWJWFK2+IukHqiRNYeusRQ2cRyQa8JcWVJSEPUim8afzJZUzcuoLvf6Y2P23oLLyqtcLC822vuQ4QwOab8RTGJ9M4PVaYFSY3DBgeSeL22ky1HEASwWVTSOVULEt8uJYFSZYKxipnMF/UMQqq2a9ZgqVkUKa9x8qhuT1WHHalqkL7hV2n6Wj3I5WMl55TOXGyOrQP4HZZzpijlERTFq5qCkTI5dRyOHd5d5DDJfUdWRLYtKmFS/7qSgxAm8ox9lnT+8/F8xRzKq6gA7vPhmyXy+HcoG6gDKdI28dJeKwkEvlyTj2dri6Oa6rgQbZ7rNx420r++wf7SJX2KxR0IoUsPo+VZCSLt6k6a3ym+33qX3bNCfVWwmaXCQQdaAWNzLOnq6qBAdK5IvYPrESWRCwIBJ4+haxIFF8fpaXeia7qiHEJj0WCDh/2y9Zh8XtJx5LEJ+OkxmK09bVzYOd+dFVDF2UEQUCWBDOKAQwNJxgaTuCwK2zrO+93+SLOEdlETtrz4MEzSs7tefBgeMsH1ozb3dY3TXLuXKXhznUcANddd13iX/7lXwYVReGTn/xk81/8xV+E7r///qE9e/bYfvjDHwYOHz58oL+/X7nmmmuW3XrrrftlWWbXrl1HNm/efM5MJovGtQJ17X7imQKvHo8gSwJuu4LLruCyKTjtSpUc2zQiJ2P85H89RfR0HPHHh+i9ow/HtpaaUmlghgpWtM1tUUESCfXOb0DP1iI073E1tlldCqtvWm4W42igqRqCIHDiuX7W3taHYRiMJHL4mz30WGUOHRzHbpcxDNP4APSfjLEiYCMbzWG1yWildZ6mG+SLOm6bQjJXJDeLTerw62P4fHaCDU4EUSCbLkApdF2uUM6r6IAgi6xb30Sy1DuJYeZdRZFywVFkNImmGVgsEoII+Zx5vUymUG5LcdhlRMkUFWgKu5EkgUJBY2y8euHgcii4nBY0Tcfvt3Hy1BT1dQ4mJjM0t/koWCQohUttFZ7q9FhSkQypiBmKbenwEbPJKEMpBl8coNUiMdows/CttW4TKjzXzk0tuFxWgn4HqfSMobPbZOLJPIlUgSuavdg8FqLJPKpuVPWwSjWKgeKjyaoVTN/7V9K0fQn5Uri5oOkknjxJLKfhaXCSqJgfyzs7yaYKFIs6VsMgFclQSBfxt3jIRrJV8nl1H11LNtSCL9SCr7St/miUkddGufrOLl773Ndx+N3In3gfKhIWi0ShoBFOq6T2j+HtClDMqTWrzRdx8bH/sWP+2R7rbKh5Tdz/2FH/pjtWvmmSc2+FNNxtt91WflC3bduWfuCBB/wADzzwgO+2226L2u12o6enp9De3p7fsWOH8+qrr645poVg0bjOgtumIAoCqmYQSxWIVfQN2i1S2eDaLDIjLw/yxD8+i1oq6tE1g/3f3U/j62O0f2AVgm9uzuhMy77DT8z//J2vcZ1GpVfo8Dt45x9cUvMzMHsjp42it9HJpQ2d5HQDAbCKApOjKdLxHAd3D5MvaNisMj2rGpEcMy/DZK6Ix66QzhXLhhZMozTtoQCcODLJbbf24nJZGTs0wd4HD3J4x0lCKxtp/a31IAkonpkQYb3HhiiK5fBjfYMLWZGoD7mRLRJD/TEwYP2qMA67+Xi7SxJ0rxydLOfFrbIIB8YZG0uxemUjFkWipcmDJE1w6GgEvyFQKGplz7owq+K2KIu4Qi5So6ma383gw0doXt3I4OtjM5NcgbqAA0WRGB6dIa2R7QqeRheJsRRLtpg0lF6PDZgxrqqm09NVx/H+GOE6B6JVRtV0cnkVh00xaTC9VmyShO/Pr8QwDPY8eJD4ZJre23qxtZRWQQZIJcrCfH7mqRx/bZTIyRh2j5WWjU1IvfVkZZFoRSWy9EaEQsmbdgUcDMySVHREczhKC6Ipn42MAIWuALw2iqbqTA5MwsAkyyYjeJa0Eo/naJrMMbDDLICKnY7Tv30p3Ze2z5nXRVx8pCKZhUnOhQ4PRAAAIABJREFULXC/Spyv5Fwl3ixpuK9//et1d9xxRxRgaGjIsnXr1jLpdlNTU2FgYMACvHnGVRAEG7ATUxhdBh4wDOOvBEEIAN8FOoBTwJ2GYcxRTRAE4XrgC4CEKaL+2fMd7FsBURToa/NVkf5PI1vi9R0vtfAkDk+WDWslxt6YIPr3O+n74BosqxrK4WURs3K0FgzDAEXE0+yerj6ZyZsJYChmERFANpZEUzWTLajkNZmFv4JZSSwIuOs8SPKMJ3QupnkkkkEUzAIZVTOYfoINwGKVcTU4qWtyUzgwxvhYmlxe5bXdQ/StbKS+yY0oihRVrWxQ1Yp83Wxlk2SqwHe+v49OA/Z/a9/MGPaN0ZIpIjiqf8/T9IDT3qLNa8PvUFAxDU+wxay+7Z/KsDU8k8ctqnpVwVle1eleUU9nbz0djW6CXtN7jidzHDoaYXg0SajBiSSJtITdNHf4sVrN/GC2qJn55T+6lIFHDtOzqZWeyzsYOxrhkc/uJDFm/kb1ihamzu46OpcF8XtthBtdeNxWBEFgZCyJzSYzMZnB7bIQ+tA6Rg5NEigZwe2XdVAsarxxdJLuJQG2bmhmaDTJmpUhrFYZTdNZUu/G6VDmpDFa14Q4+fIQngYnzjYv0soGkEU0TcciS+SKGpWZTSOSIVKSucsm8shhN4VkAQmoFyAvCqQxyJfC6f4WN2pBI9RTh6EbjB0xnRr9ZKy8qJAsEu1XdpAte8EzY9x9/wOs2L6e1pYVDLxU3Rs8dGB80bi+RXAFHQuTnFvgfpU4X8m5SrwZ0nD33ntvSJIk45577om+WddYiOeaB7YbhpESBEEBnhUE4afAbcDPDcP4rCAIfwr8KXDvrMFJwP8FrgEGgZcFQfixYRgXzH7xZiLottHZ6Obk2JmpMM+Uki1mVV779z20b22l8bYeBLvC5hVzi3amUVB14k0uVvzpZTU/TwGvHDOJ0B+/99/Z95OXau43jW9nflg9VhZmYHN5lcFIGqsiIgpClUiAJFL+f07V6VzRwPiY6W0IIvjqneX82TSMdIHo3jFyUzmKqQKFVg+zkS9ozG5EMnSD/KEItvWhqm2JWJbH3phA1w003aChyV0O1c7GdPWqOXYzv6eWqq4dVglVMyjOKszqWd6AzSrz08ePlYUILBaJUHeQdF5FkUTcdhlREMjJIpf8zlZa68zcc9vaML/19dsZOTTB/seOMnYsQsvqRsI99Wy9a3XNHH640cyb+r0zVd1NK8z0QFHViEazLO0MsHl9MwG/HVEUaKg/e14fwF3vZPUNy1h9wzI0XWckliWbV/E6LeVnu5BT0UrEKJEnq1tncocnGT0yNwroaPYQ7PQRG0gQU2d+I66gg/37nsZWt7m8TStoFIZTjEz3hVc8hFOjMQrRHClnDm93EETIjKYoxvNEx2eUexbx5mLldV2xnV/Z3Xqm0LBslfSV13W/ZZJzlbjY0nBf/OIXg4899pjvmWeeOTIdWm5paZn2VAEYHh62tLS0vLn0h4Zp0qefdKX0xwBuBa4sbf9PYAezjCuwGThmGMYJAEEQvlM67pfauAK4F5LvWUDBU/+LA0wemWTFR9bBGYzrxULPJSvIZ/LMNqWV7SZnwmTJK88XTQamaS5iq2IqvxQqjJGqG7S0ehFFgbauIIIAsmHmNr1OM0c9dizK69/eh8Nnw9/qxVLnIKTq5I9EsC31E3MqZA0DTyyP3Olj8uSMDuzgjpM0FTSs3X6ymsGRwxOEG6ul7JxuC/Zg7SK+EyMJuprN8WEYdDa66R9P0eizEwo40A2D48MJEukCPreNsWgar9NKZ2eA3p56DpaKf1b0NSIK4LJbTJYjwyBeKrKS9Ope1Ggix4HJFJatLVx19xraWrw1x7YQKLJEY4OLxoaFGdMzQRJFWoJOipqOrht0NLgZjqaZGEmyb+8oFkUks7O/+piKKINskWhZHSIdzeJpdJIYS82pGE9FMowcHybUOYQn2EghUipWq3jwfA1BbvnN3wAELA4J0WNnrHlGwq/jyk4KiTwFRSSeyJXC4ot4M2H32LQN7+kd2fWdffNKzm14T+/I+RQzna/kXCXOJA3X2dnZd/LkyQMLPdcDDzzg+fznPx965plnDrvd7vL93H777VN33333kr/8y78c6+/vV06dOmW78sorzzskDAvMuZY80D1AF/B/DcPYJQhCo2EYIwCGYYwIglCLBLQZqtjaBoEtFzLgtwqzPZpaWGg1cTqaZffnnqfZ76Bja8uCjPL5oK6ljr99+rOlkHKNKuGKf8/+XABS2SKZfLFq/3imgJBVObQvQkdPPYIyswi1yCIdy+rIFjWypZB1T6sPn2sm2Njd5EUYTbP7u/uwuizEHnxj5qKHJ1FsMr4mN6dPxGheWb34iJyMETkZo+lj68tybMOjKZpCbvIFlbqAgyu2tddk8tENyvq5AJIkEvTay+FfMPMUPW1+9h6fZM+RcXQD5GgGh1XGFXKxrcmNIkBG1dENyBZUCqqO265gGDqTp+Ls2XmKzdtacXhsHNk7Snubl/p6Jw1BJ63NHtRSrrpWgdEvAookggQBl5VCUSNeEi4oFHXaP7AKbf84piaxGSrr2NhMJpZlzU3LWf/u3vJ5EmMpnvvGq+x79GhFztlA13T2PLYLgA3XbsGaD5eNsKvOQeREHK2oU7/UT6w/jadFMd8SJahWmWE1A6rG/kMTXLq59a2Yll97TPexzu5zla2SfqF9rguVnDtXabiRkRHZMIxz+mF95jOfaSsUCuL27duXAaxfvz71rW996/TGjRtz7373u6PLli3rkySJz33uc/0XKjKwoKMNw9CAtYIg+IAHBUFYebZjSqh14zVXL4IgfBz4OEBbW9sCT//mwV2S2Dpj++o5Bjse+osn6Lu+m+1/cAniPLnXC8GGmzeXDfd8nqox6+9pTMazHBtJYBjgssnkChpFTSc1lubo0UkMAzKvDNO7JoRgk7GUxj9tVMF8Ge968TTrVodpmPa2BKFMM+kKOqqqSgGKOZVIiZVoaP8Yq25YhsWpICmS+UcWcPQ1sPPlwZkeytEkSzv9vOua7jl9s9OYtmULWSprJV5iAbNoLZNTaalzEA66GBhLko6aBqjRb8fntFJQNeq8NoZLIdNUsgBWmfZlQXKxHGvXNCGKAgagGqZxFY2FL8beCiiySGu9i3QFBehQUcMxniZRERkILa9j7S09NCytrnD3NLp41x9fxub3reJ//m4HY0cjCCJY7BYKWbN2Zc/PdnHzp+7g2j+8jG9+/EdYWzx4b+3BlsjT/8hh1IyKZ9YPbHAkgcMuk8mqHD0RWTSubyGu/MTm0S0fWDO+/7Gj/nQkoziDjuLK67pj5+OxVmKhknPnKg23Y8cO52/91m+dk/zc6dOn98/32X333Td63333XTSyjHMyzYZhTAmCsAO4HhgTBCFc8lrDQK2bHAQqfx0twPA85/4y8GWAjRs3XignwgXDYZXpafbxxuDUvPucy8tSlATcDS4mjkawiAKiOKPdCaCIgtlbi2kfcwXtnIkhVr5z1ZxtZ+t9NQyDoYkUg5EZNp9UTsWmSDisEkq9E+OImevN5VX27hli7fomDJelShHHMAziw0mOH49y7HiUpZ1+Lr2kHbfLyuqbezjw6FHy6QJ2n21eUXmb24In5GLjB9bM8axfPzLJZMUY168KV1FNChV/z8eqVQsCsLrdz4mxlLmYyBUxDBibyuF32wnXmcLfI9E0TUEnqmbgLKUMbr1xBQ8/epiD+8dYvTaM02Pl1X2jGAb09TXgK7UYSb9ERnU2wg0uOtt8nOiPETRgcjJTDgFvvWs1bevmMmJVItjm44Y/uYyvf+IhDB223nwZo/0D5dXd5js24Gv18tsP3MXXv7O33Ftsfc8K/BYJ+3CJUCLkJl/Q0HUDu00mk02Sy6nk8io262JTw1sFu9uqn0+7zZlwMSXnKnHXXXfFz77XhWPLli3LBgYGLIqinNMreSHVwvVAsWRY7cDVwH3Aj4EPA58t/f1QjcNfBroFQegEhoD3Ax84lwH+IlHvtXF8VKzKM57XeZb4uf1/X2OyP1WEByvVbRSLyLblDeX83ZHhOMPRTK3TzQuHZ2EEIiZlnsH+A2Ps3TdKJlvE7bLS1OrF6rMhiWBVROKZIkgCWy/r4PU9Q1gVUz1nz8tDdHfX4Q45EQQBwzBIjaU4XkEBePxkDEkS2X7lEgLtXhqXBRk7EkGxybSsCTF6aGJOpXV9Z4DmlQ0oJe7kQoXxtJaKlhRZxO+z8+q+EW4Iu5FL1dFV92eYHZ+aYXqk8/0iJAFkQcBqt9De4MJukTg9kWYwkiZXMDmFZUnA77DgdVg42B/DMAyWtfiwKBKyInHLjSsYH0+RVjUS2SKCAK/tH+W1/aPcfP1yQvVObL/EbEOSJNLR6qPZIiPG84Q/dwOh5UFky8Jfgg1dQW77u6t57r9288pzezn5+oyTMU1pqdiVcuQBzCK2fEFD6fRhSRcYGplxagKlFrZ0psie3QNcemnnhd7mIn7B+FWSnJuNXbt2HTn7XnOxkF9QGPjPUt5VBL5nGMbDgiC8AHxPEISPAaeB9wIIgtCE2XJzg2EYqiAInwIew0xxfdUwjAUnn3/REAWBdUuC7D8dI11DWWShnus1v7cNb2i2BkttTJ9zWZMXRRLpn5hbNfk7X/odFOlTpdYb85hMOs9wSuXQ6VjZeE57D3aLTL6oIQgmLZ7boVBUdcaiGeIJs38xGstSLGqs2dBMTjdMw1pCwTDwuK2Mjs2MJZ3Ms/3yznIu8dWCDlT/fk6cjBJu9+GWJWJDZji4mFMZ3DuKxanQurIR2rxo8RzDT50kHs3QsbbJVL0pSdppusHwUJxwyE3v8np6uuqwzFMdXDmHAjOLF71kZKcjBTNeO2i6zv6BKewWmZY6J+31LqbSeVKl79umSGSLWvn/AAf6o3Q1eXE7LIiiQCjkZiqVYyKZZ/mKeg4dnKAp5KaxzlGi9zu/hve3Ai6nhfVrzkjOsyB0bWsjV0zwg/u/Wt6mWBX6nx8m2pCgrmse+ThhhphkGpmJKGM/fIJ8KsvhqRSb37gfxbJIKLGIXy0spFr4dWBdje0R4Koa24eBGyr+/xPgJxc2zF8c7BaZDUvqiKTynBxLkslXvAgWYFvDPfW0nufLqznoQJIExqdypHIzxi4Q9s8x7HafzokjE+TStQQIBOKZme3RVL7m8JOpAs8/c4revgas/pnCn+RYusqwAixdEqjq2V2/tgmfx8ZPHz9a3rblsg5SRY2Cps/Rzy2ki+h1DsZkgcBSP82dPsaTeV56dZgt65tBM9h/cAyHXaE+6KSrowar1QIhCoIpS1e643JvcGkOe5q9DETSSIKAIous7ggAAuNTGU5NpMrtO9PIF3UOno7R0+LDWyre8rusrO0McFg1aGlyMzic5AcPv8G7ruoqt9u83dG1oYvL3n85z3xnJwCrL9vEM1/eY34oQKDdh311I1LIBVaJqXgOURRoDrkxgEQyTypdoKgJHHn2QJnP+PGvPM4Nn7xhnqsuYhG/nPjlXE7/kkEUBeo9Nla0+LBWkiAswHNdcdWS876uRZZoq3OxuiNgMgpNX/aczzRPYLTGiXTdYE1vI8ubvSxr9uJTJI4enZyzn7WG97hkSYCrrjBDeGvWN5ErhXULusElf35F1b7td/YRCZjhv+hUDlUyW3327h9FVXUGhhOs6QuxYlk9dfO02pwvTI3cmZu3WWS6w15spXuyyBIWWaQ56KStzlXuka2EYcChgSnipYWKgYDDprBlbRO33biCxnonsakcj+84wdPPnyISzaCdg2rSryJsTht//O0/4cOf/QiK1UKoYenMhwZET00x9OPDaJrO8GgKSRKJTuUYGk0yPJrE4VCw22Ssfg/X/sWHyodO5n95c9ZvNyQjCemhf/5R3df+5Kvhh/75R3XJSOLMYaJFzIvFSoFzgNuusLm7nql0nni6wNF5lUJMWF0WNryn94z7LAQWWWRTdz0nx5MmHd9FKpARhblrqzve3VcuxAHwu62cPB7lxCmzotfjsqAoEj9/+gQWi0Rn5yyPUhK5ZPsS8rPy1HqDk42f2cZwPIdowGimUCVuXtR0rFaJSze3cuR4hNZmz7xsVm8VJpN5oqk8nQ1udAyKqsZQNIuuG4R8dkJ+O7IklouopguXFEXixmu7yeVUfvL4UfbsHWH3ayN4PVY2r2tmdd+b3+/8i8Rtf3I7TS1L2fkfr9TeobTWS6aqoyzjE2lamz0MDCVwtrez5j2XgSCgeXyMjqfmqCQt4uLi6/d+LfTwF/8nXMjOkD78159/o/WmT9888pH7ProoOXeOWPRczxGSKBB021gS8vCO21ay/t0rqF8yN2Rp99q4/o/egX4eOqy1IEsi3WEvTYGL58U1tLi59J1L6FvViMUicdUVnTQ2Vr/AiqpOZ089obCL5pApNB6JZTEMeOyJYwwNVRfsLenwo9VYdOiJPBMvDTOeyDOazKPNmpemRhc3Xt2Ny2Wlp7sOt+sXXwRU77GxuiOA12GKN/icVvxOC06bzLImLz6nFZdNQS7lnSvpFf1eO+FGN7959zq2X9aJx20lnSnywu5BJiIX1Jv+Sw9BENj6gbVsuK2XJVtacFVEHhp/cx2xGvUL01BVnZYmN+msiu/qy/FddRnRHDz9fP8FyTou4sz4+r1fC/3wH37QXGlYAQrZgvjDf/hB89fv/dqbKjmXTCbFK6+8squzs7Ovq6ur73d+53fK3c8XU3LuhRdesK9du7Zn2bJlvdu3b++KRqMiwFNPPeXo6enp7enp6V2+fHnvN77xjWnNiUXJuV8EnH471/z+JRiGwc8+/zyHdpwkl8gjiAK3/MU76djQdNGvKQsCpwemGB1PoesGhm6g6wYWu4zXZ6MW0aEsCXgdcwtCdMMgp+nY/HbWbGslOKvoKpHOc3QogabrBOucHNg3VvW5phsMTaRxeW14nBYEQcCiSGzobuCNgRiJTBEjr5J6boAjPzmCmtdouG0F0VkhVkURuWxrGw6Hpaby0C8SoiDgdsz8lv1Oq1kYVhE9EDEFDWopIQmCwJq+RqxWmfGJNLpu/NIWN11MCILA1Z/eBsDhp0/y8D88gyCAzWMlUiECMPc4GBxOEg65GKnotx0cTnDkeJTlXcF5j13E+SEZSUgPf/F/zlgY8vAX/yd8+713jLsD7nPObSxUcu4P//APx26++eZkLpcTLr300mXf+973PHfeeWfiYkrO/fZv/3bHfffdN3DjjTemPv/5zwf/5m/+JvSFL3xheOPGjbl9+/YdVBSF/v5+Zd26db133XXXlKIoi5Jzv0gIgsB1/8+lXPN72zj+gklI9WYY1ulrTUykefHl6l7rprCbsKX2i8frUKqqf6fhtlfKpsHxkQSGYVDvszMSSXO6pOVqk0RenmVYXS4Laza1kNN03hiYorXeSXOd6fUKokBve4BXHj3C7n/fTTY+8zIVDkfw9wSJVbQkbdnQgsf9q0FzV4sNaiFV436vjRXddVVUib8uWLK1lXf+nxtIlnqIO5bXkYvlkEpEG+l0nslI1lwWltaFI6Mpwo0uRioK6Z576TShBuciJeJFxpPfeNI/22OdjUK2ID71jSf9t/zBrW+K5Jzb7dZvvvnmJIDNZjNWr16dmeb6vZiSc6dOnbK9613vSgHcdNNNieuuu27ZF77wheFKKsRsNitcjN/o238J/RZClES639FO9zveXDWPtatCNNQ7q7adV8SsxjEnRpOcGEmUDStATtO55IpOupcEuOdjm7jrvau4YvsSchVh0MHJdLm4Zxrju4erDCvA2IFxEo8dx2dAfdDBB25faVYHv40hCEI5X/jrZlgBFKvMqopq75yqE2rzsmljC5s3trBpfQvjE2nGJtJVxtSiSCgVeffYVI7DxyLoFyi/uIhqREeiC+pzWuh+lTgfybnJyUnp8ccf973rXe9KwPySc+c6FoDu7u7st771LR/AN7/5zcDo6Gg5LPXkk086u7q6+tavX9/3z//8z/2KcmHtX4vG9VcQNqvM2jlFMWd64ZzbC90wjDm53c5mL9de040kiwQCDjrCXqwVPMOGASOzSC/ymcJcHdNOPw1LA2zsDHD3Hat+bdpUft2RK2hVC8DRWJaiOlfYpLHeSXPYTXuLl/7BOIIo4PfaCAbstITdqKpe87hFnD8C4cCC1F8Wul8lzlVyrlgsctttty35+Mc/Ptbb21uAiysH99WvfvXU/fffX9/X17cimUyKlaxL27dvTx87duzAs88++8Y//uM/hjOZzAWthBfDwr+iWN5dx0uvDDFVIoGQZZEGb+1wmUUWscjiTJGxKf6KRRKx26ZFjqCoGjR4bfg9NiamstgUCYsiEg448NVgGap0wgIuK01BBxIzvMYrr+kiNZ4mMZ4m0OrlnfdsprEriMU5V3t0EW9vOC0SQ199FV038HUFCHUHUUoqUZVvSeX/b+/eo+OsywSOf5+55X5t0jRN06ZpC70s9LqAtrRLQcCKsLqrgruyurrs7kFRcfecVRH3uPvXAnoU9ywi4B72CLgKsmgBEQUVBCGV3mhp0rShTZO2aZM298zt2T/mTTqZzCSTZJqZaZ7POXP6znuZPO/bN/Pkd3l/P6+L1rYeaqqLKCz00dvrx+8PUV1VSHfPEP0DAZ546m22vHcRdQtL4/8wMylbb93a9T9ffbR2vKphX54vfNWtW8/7lHMf//jH6+rr6wfvvvvukeF0Uznl3Nq1awdfffXVJoDdu3fnvPDCC2NuonXr1g3m5+eHGhoa8jZv3jy5YfKiWHLNUj6vm7+8cSU/eGwnobBSXpZH/fz405slmst1vDlevW4Xg4EQg4EQwVAfeT4PPq97pM1RVQkPhFBVltaWUuk8vhMGPE6Hn1XXLKWyrozCygICAwGKqwotqc5SPR19tL7VDkDbruPsE+g6cJpLblyOpzTqj0LnhjzW3oPLJfh8blSVk6f6qKos4Fh7D5uuqOXEyV5qqovweu0xzOkqmlMcuuFzH2x/6j+eTNg+c8PnPtg+lc5Mk5ly7o477pjf3d3tfuKJJ1qi16dyyrljx455ampqgqFQiK9//evVn/70p08CvPPOO74lS5b4vV4vjY2NvsOHD+cuW7Ys6arseCy5ZrGS4lzq68poOtQ5tTbXGNHJtqTQR1mhj65eP/1DQXYeOs28sjwWVBYyOBjk1y81c/RYNy6X0NbcydVb6ikty3NmggGvk0Mr68sj4yknKFWb2aHrVB9z1szD5XEhbsFblsepshz27T/JpVfEnwUrHFb8/nMFlK4zgwwMBjlzdhAFOs8MUJXkxPFmfMPPscY+5+rL84Wn+5xrMlPONTc3e++///7qxYsXD65atWolwG233XbyzjvvPJXKKeceeeSR8ocffnguwLZt27ruuOOO0wC/+tWvCm+44YZqj8ejLpdL77vvviPV1dVJV2fHI5n47NiGDRu0oaEh3WFkhZYjZ3jy5/u5dFUVV26qi7tPsiXX2PcDQ0F2HRrdOdAVCrNnR9uY8WBXXDSHa7cuPTePKpEJuo0B+OXLh9i978SY9UvrIxPT73irDVUor8iPPNLkTL4Azj3pfE81HjjFkkWlXPtnS6zUGkNEdqjqhuh1u3btalm9evXYIdYS6Onscb306K/LOts7veXV5YGrbt3aNZUSa7RXX30175577pn39NNPH57O58R6/PHHS5qbm3PuuuuuSU07NxWXXXbZxffee+/R2GriXbt2Vaxevbou3jFWcs1yi2pLuHRlFeO170/1z6e8HA/V5fkjHZVUlaMHO0cS6/KLKti8qQ6P24XLJbhFUCKPmmTyNGtmZg35g+xv7Ii7rb8/wDPPHhh57831sGBx2aie6NEKC30caT3L4FDQkut5UFReFJ7K4zbjsSnnTFYSEa7ZspgwJJw4fLy21YksrCygqjSPvsEAGlZKxUVpSS7vNJ6iqMCHW2RkhKKQRga5sHZVE62zZ4gNV9TSODyIfxTpD0L+ua+hd1u6ONPVz6r1NWOG0ITISGVdA0GaDney7pLpz+YzC4TD4bC4XK60VlFeiFPOhcNhIdLNJC5LrhcAEYn00hUIJqjmT5TuYtf7/UGODj/jKpDnczO/onBkwuqKsnxWrJjL5o2LyMnxjBzvJv4AC8b0DgVRl9B1uAt/zGAmC0pyIH/041hnzw7R2txJ7ZJyBmMSbK/zLPWOne2sXlmFO8NG9MpAezs6OlZWVlaeTXeCvZCEw2Hp6OgoAfYm2seS6wXE4xIIj02wiX6j4pVoAyGlo3swclw4TO+JPk5VFrCgpoTyqGdfvT4PDLevioya+N2YaD0DAUqLc/nYt7ax/d9fZrBniP4zg+Mec+TdM1TNLwbv6OQZdu7t7p4h3mk6xarlc89b3BeCYDD4mePHjz90/PjxP8HGNUilMLA3GAx+JtEOEyZXEakFHgXmOR/4oKp+W0R+BAyPt1gKnFHVNXGObwF6gBAQjG1wN6nllkhv3VQI9QdpbDpNY9NpXC5haX05i2pLWLV8bmSi8UCIsEvweu131iSmQEf3INWLyrnuzo28+eO9HPz9kcjGcbrKvPXGUTa8ZyGBqBqRyr4goUAYRTn00mFWLKvAZaXXhNavX38SuDHdccxGyZRcg8CXVPWPIlIE7BCRX6rqx4Z3EJH7gPEal69S1aR7rJmpExFyXDCUgiHiNOozwmGl8eBpmppPg8LypXM40dHHwgXxn601Ztiy6mKOnxmgtMBHZ3+AQ2+0TnwQEAwpr7/yLhu31o9UD7c9f3BU1fKC+cWsvWnFeYnbmOmYMLmqajvQ7iz3iMh+oAbYB+CMcPxRYOt5jNNMwnCCDWniNtiJFOZ5wOemfE4+nafP9T5XjbR35frc1C0sS1XI5gJWnO+jON9Hd/cgbx46Tc0nVgORZom5VYWqnrgCAAANJUlEQVS8708XgAy3/wu7fraf42+fjAwBpnBieyMBZ+7XqmVzOLrr3COXe55vtORqMtKk2lxFpA5YC/whavWVwAlVbUpwmAIvOGNBfk9VH5xCnGaSRASPREqfU5lS1i3CWX+QZZdU4Y7pqFRdmkdRgQ+fzx6FMMnp7hnitR3H6A6F6e07N/BNyfwiimMGGPGf6OPYG8cAyC/N5fhbfkKBc/XHcxaVEPKHEbfg7w/Q1dZN2fzimTkRY5KUdGOFiBQCTwJfUNXuqE23AI+Pc+hGVV0HvB+4XUQ2J/j820SkQUQaOjriPxNnJk8mOWh/rGBYCakyFAwTDEf+FZdQlgGTmZvs4fO68Q/4kT4/RQrDXePiVaxEP8rVf2aQ6hVz8eSc+0Ouu6OPM+09dLV2c/rIWXZvj/ukhDFplVTJVUS8RBLrD1X1qaj1HuDDwPpEx6pqm/PvSRH5KXAZ8Ns4+z0IPAiREZomcQ5mHOFpjsDlckUmCK9w5tAMhZXCXI/1DjaTkpvrYfO6BTxwz+8BqLy4gv5L59I/4OeFF5sIhZRQKIyIEI75VmrdfZwFl1TROjyncEwnqD3PNbLpU+twe6xjk8kcyfQWFuBhYL+qfjNm8zXAO6oat4eCiBQALqettgC4FvjGNGM2k+B1Cf6wxn0cJ97QhwV5Xq5wZisJBcO43OcGhXANvyyvminIL8vjoivraPxdC4NdA8zvDeDq9tPU3T1qv+qY4WI9cwY51tpEblU+gyc8ePM8VC2bM7K9oCyP5tePcFGC4T+NSYdkSq4bgU8Ae0Rkp7PuK6r6LHAzMVXCIjIfeEhVtwFVwE+dL2cP8JiqPp+q4M3EItd+aqVXj8c16sjoGW+MmSxvjodNn1pL4+9a6DnZR89zTdRcvxSKfDF7nrvrpPQsb774Ov1nI53qrrzuQ5TXltC6e/Q4xa17TrBwTTW51lxhMkQyvYVfIcEAP6r6yTjr2oBtzvIhYPX0QjTT5RIm7NSUTPq1lGqmq3JxOfWXL6Cnow9vngc53ks9RZw5cgaI3GNng52c7H2bcEhp29HKQM8AAN5cLzWrqmnf14End/RX19BAgMbXjnLp+5bO9CkZE5eN0DQLeEQi869O93Nc0+0eZQxc/8+beOxz21l+VT1uj4uXv/fmqO2+yiGaGsZ2Uqq9dAntS8pgSfxHwE7mWJuryRyWXGcBEcEbM7BEMkkytjQbDCs+l6BJHm9MPEVzCvjr736Qk82nOXu8l7La0Y/RDNFJ3aV1hMMamXpOFVUoqShK8IkRBw91cs3m+vMZujFJs+Q6S0SmgYs885rs/K6xdILtxiSroDyPou4CWna00XW0m7IFxZxp60HDiq8yRMvuljHHdLV3suED1yb8TJs4wmQSS66ziItIp6RECTJ2fbyvqrAqLmdf69hkpqOkuoiKujKKqwrw9wVGhtsMh+M3YIQTzPE6LDfXvs5M5rBGilnEJUKifJgoTWrMCwSXy24bM33eHA8LV8/j2i9uJOAPjqwP6SB1qxez6JI6qurnjayfKLnm5VhyNZnDviVnERHBK4LXJZGp4qK2JXoONhQMjwxEoap09Q4RDIUZCoRmImRzgSupLmLJ5bVs+uQ6AFxlPbz5/Gu07DrMu3ta8OV6R/YNBUOIKqKKK+rl1kjbrJVcTSaxu3GWGZ5Y3e30IA4MV8Ul2L/lRA8d3YPk+tyowlAgxJrFc8ix0XBMCi3dVMP3/ulVet/qZah/aGR9UXkRi9fUIy7Bm+Mj8JP9cY93uYW8D6+cqXCNmZAl11lMRPC5I0lWifQGjk2yw9XIg/5zJdXuAT9zi3NRVWt3NSlRNq+MoQH/yGARw/a9sm9k2evzUfHe5XGPD4eU4oqC8xqjMZNhxQ+DiOByqouHq4xdEpl4vSjP64wlfG7/w8d7CIU07qDrxkzV1r8Zf9bKgN8/7vbiqsJUhmPMtFjJ1YyIrjIeVltRSG1FIT0DAXYePk0orOTneDg74Cff2rhMCn3sazez/bvb8Q8MJdynZtXcyNyvzj2qRP4QVGDOwpKZCdSYJNi3o0lKUZ6XDUsrONLRy7LqEnum0KRcflE+P+l/ksBQgNd++nuef+A59v5m76h92g+cIhwc20OgqLKAirr4IzcZkw6WXE3S8nweLq4pTXcY5gLnzfGy+eYtbL55C3/841Fef6t9ZFvfE3vjHrPy6npr/zcZxZKrMSZjDQZhYOhcZ7p47fyV9WVsdB7lMSZTWIcmY0zGWlpfPuE+a29agdcGkDAZxpKrMSZjza0ooDqqF7CGxxZdxdr/TQaaMLmKSK2IvCQi+0XkbRH5vLP+X0XkmIjsdF7bEhx/vYgcEJGDIvIvqT4BY8yF7fqrl7Lp8oV4PS4KY2bQ8eS48VQXovZcmMkwyZRcg8CXVHUFcAVwu4gMD4XyLVVd47yejT1QRNzAfwLvB1YCt0Qda4wxE/r5LxrxeFxcvKwCb1EOAG6vm/LaEt576xo8xbnWmclknAkbKlS1HWh3lntEZD9Qk+TnXwYcVNVDACLyBHATsG/co4wxxrHx8lqOHuumdn4xV9y9lVPNnVSvqCSvJJcDB0+zdPHE7bLGzLRJ9QIQkTpgLfAHYCPwWRG5FWggUrrtijmkBjga9b4VuHyqwRpjZp8ldeUsqTuXQEvmRtpgO7sGWFZfjtttXUdM5kn6rhSRQuBJ4Auq2g38F7AEWEOkZHtfvMPirIvbOCIit4lIg4g0dHR0JBuWMWYWUlXKSnMtsZqMldSdKSJeIon1h6r6FICqnlDVkKqGge8TqQKO1QrURr1fALTF+xmq+qCqblDVDZWVlZM5B2PMLCMi1s5qMloyvYUFeBjYr6rfjFpfHbXbh4B4Q6e8CSwTkcUi4gNuBp6ZXsjGGGNMZkumzXUj8Algj4jsdNZ9hUjP3zVEqnlbgL8HEJH5wEOquk1VgyLyWeAXgBt4RFXfTvE5GGOMMRklmd7CrxC/7XTMozfO/m3Atqj3zyba1xhjjLkQWW8AY4wxJsUsuRpjjDEpZsnVGGOMSTHJxDE5RaQDeDdNP74COJWmn50KFn96Wfzple3xw9TPYZGq2nOMGSIjk2s6iUiDqm5IdxxTZfGnl8WfXtkeP1wY52CsWtgYY4xJOUuuxhhjTIpZch3rwXQHME0Wf3pZ/OmV7fHDhXEOs561uRpjjDEpZiVXY4wxJsVmbXIVkY+IyNsiEhaRDTHbviwiB0XkgIhcF7X+ZWfdTuc1d+YjH4llKvGvF5E9zrbvSAZNKyIiq0XkNSe+n4lIsbO+TkQGoq75A+mONZ5E8Tvb4v5/ZBIRWSMirzvXuEFELnPWZ8v1jxu/sy0brv+Poq5xy/A47tly/U0cqjorX8AK4GLgZWBD1PqVwC4gB1gMNANuZ9uofbMw/jeA9xAZK/o54P3pPo+ouN8EtjjLfwv8m7NcB+xNd3zTiD/h/0cmvYAXhu8HImODv5xl1z9R/Flx/WPO5T7g7my6/vYa+5q1JVdV3a+qB+Jsugl4QlWHVPUwcJD4c9Wm1WTjd6YILFbV1zTyW/so8OczGPJELgZ+6yz/EviLNMYyFYniz4r7icjsVsOl7RISzLucwRLFny3XHxiZ4vOjwOPpjsVMz6xNruOoAY5GvW911g37gVM987VMqlaNkij+Gmc5dn2m2Avc6Cx/BKiN2rZYRN4Skd+IyJUzH1pSEsU/0f2UKb4A3CMiR4F7gS9HbcuG658o/my5/sOuBE6oalPUumy4/iZGMvO5Zi0ReRGYF2fTV1X1/xIdFmfdcJfqv1LVYyJSBDxJZJ7bR6cfaYJAUhv/eOc1I8Y7HyJVqd8RkbuBZwC/s60dWKiqp0VkPfC0iKxS1e4ZCTrKFONP+3UfNkH8VwNfVNUnReSjwMPANWTP9U8Uf1Zc/6jf51sYXWrNmOtvJueCTq6qes0UDmtldKlpAU4Vk6oec/7tEZHHiFQvnbfkmuL4W53l2PUzJonzuRZARC4CPuAcMwQMOcs7RKQZuAhoOI+hxjWV+Bnnfppp48UvIo8Cn3fe/hh4yDkmK65/ovjJkusPICIe4MPA+qhjMub6m8mxauGxngFuFpEcEVkMLAPeEBGPiFQAiIgXuIFIVWCmiRu/qrYDPSJyhVOdfSuQqPQ744Z7XouIC7gLeMB5Xykibme5nsj5HEpXnIkkip8E/x/piXJcbcAWZ3kr0ATZc/1JED/Zc/0hUtJ+R1VHmm+y6PqbGBd0yXU8IvIh4H6gEtguIjtV9TpVfVtE/hfYBwSB21U1JCIFwC+cxOoGXgS+ny3xO4f9I/DfQB6R3sLPzXzkCd0iIrc7y08BP3CWNwPfEJEgEAL+QVU70xHgBOLGP8H/Ryb5O+DbTulpELjNWZ8t1z9u/Fl0/QFuZmxHpmy5/iaGjdBkjDHGpJhVCxtjjDEpZsnVGGOMSTFLrsYYY0yKWXI1xhhjUsySqzHGGJNillyNMcaYFLPkaowxxqSYJVdjjDEmxf4f1OJhVjZyNjcAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = df.plot(column='HR60', scheme='BoxPlot', \\\n",
+    "             cmap='BuPu', legend=True,\n",
+    "             legend_kwds={'loc': 'center left', 'bbox_to_anchor':(1,0.5),\n",
+    "                         'fmt': \"{:.0f}\"})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BoxPlot               \n",
+       "\n",
+       "   Interval      Count\n",
+       "----------------------\n",
+       "( -inf, -6.90] |     0\n",
+       "(-6.90,  3.21] |   353\n",
+       "( 3.21,  6.25] |   353\n",
+       "( 6.25,  9.96] |   353\n",
+       "( 9.96, 20.07] |   311\n",
+       "(20.07, 92.94] |    42"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bp = mapclassify.BoxPlot(df.HR60)\n",
+    "bp\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['(-inf,   -7]',\n",
+       " '(  -7,    3]',\n",
+       " '(   3,    6]',\n",
+       " '(   6,   10]',\n",
+       " '(  10,   20]',\n",
+       " '(  20,   93]']"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bp.get_legend_classes(fmt=\"{:.0f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In some classifiers the user should be aware that the lower (upper) bound of the first (last) interval is not equal to the minimum (maximum) of the attribute values. This is useful to detect extreme values and highly skewed distributions."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Categorical Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = df.plot(column='STATE_NAME', categorical=True, legend=True, \\\n",
+    "             legend_kwds={'loc': 'center left', 'bbox_to_anchor':(1,0.5),\n",
+    "                         'fmt': \"{:.0f}\"}) # fmt is ignored for categorical data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/geopandas/plotting.py b/geopandas/plotting.py
index 9fef122c..9501f99f 100644
--- a/geopandas/plotting.py
+++ b/geopandas/plotting.py
@@ -5,6 +5,8 @@ import pandas as pd
 
 import geopandas
 
+from distutils.version import LooseVersion
+
 
 def deprecated(new):
     """Helper to provide deprecation warning."""
@@ -663,11 +665,10 @@ def plot_dataframe(
         binning = _mapclassify_choro(values[~nan_idx], scheme, **classification_kwds)
         # set categorical to True for creating the legend
         categorical = True
-        binedges = [values[~nan_idx].min()] + binning.bins.tolist()
-        categories = [
-            "{0:.2f} - {1:.2f}".format(binedges[i], binedges[i + 1])
-            for i in range(len(binedges) - 1)
-        ]
+        fmt = "{:.2f}"
+        if legend_kwds is not None and "fmt" in legend_kwds:
+            fmt = legend_kwds.pop("fmt")
+        categories = binning.get_legend_classes(fmt)
         values = np.array(binning.yb)
 
     # fill values with placeholder where were NaNs originally to map them properly
@@ -742,6 +743,8 @@ def plot_dataframe(
 
         if legend_kwds is None:
             legend_kwds = {}
+        if "fmt" in legend_kwds:
+            legend_kwds.pop("fmt")
 
         from matplotlib.lines import Line2D
         from matplotlib.colors import Normalize
@@ -831,15 +834,18 @@ def _mapclassify_choro(values, scheme, **classification_kwds):
     """
     try:
         import mapclassify.classifiers as classifiers
+
     except ImportError:
-        try:
-            import pysal.viz.mapclassify.classifiers as classifiers
-        except ImportError:
-            raise ImportError(
-                "The 'mapclassify' or 'pysal' package is required to use the"
-                " 'scheme' keyword"
-            )
+        raise ImportError(
+            "The 'mapclassify' >= 2.2.0 package is required to use the 'scheme' keyword"
+        )
+    from mapclassify import __version__ as mc_version
 
+    if mc_version < LooseVersion("2.2.0"):
+        raise ImportError(
+            "The 'mapclassify' >= 2.2.0 package is required to "
+            "use the 'scheme' keyword"
+        )
     schemes = {}
     for classifier in classifiers.CLASSIFIERS:
         schemes[classifier.lower()] = getattr(classifiers, classifier)
@@ -884,10 +890,8 @@ def _mapclassify_choro(values, scheme, **classification_kwds):
             )
 
     if classification_kwds["k"] is not None:
-        try:
-            from inspect import getfullargspec as getspec
-        except ImportError:
-            from inspect import getargspec as getspec
+        from inspect import getfullargspec as getspec
+
         spec = getspec(scheme_class.__init__)
         if "k" not in spec.args:
             del classification_kwds["k"]
diff --git a/geopandas/tools/_show_versions.py b/geopandas/tools/_show_versions.py
index c977172a..500b5172 100644
--- a/geopandas/tools/_show_versions.py
+++ b/geopandas/tools/_show_versions.py
@@ -94,7 +94,6 @@ def _get_deps_info():
         "pyproj",
         "matplotlib",
         "mapclassify",
-        "pysal",
         "geopy",
         "psycopg2",
         "geoalchemy2",


Test patch:
diff --git a/ci/travis/37-latest-conda-forge.yaml b/ci/travis/37-latest-conda-forge.yaml
index 6fc455b9..80ff961b 100644
--- a/ci/travis/37-latest-conda-forge.yaml
+++ b/ci/travis/37-latest-conda-forge.yaml
@@ -17,7 +17,7 @@ dependencies:
   - rtree
   - matplotlib
   - descartes
-  - pysal
+  - mapclassify
   - geopy
   - SQLalchemy
   - libspatialite
diff --git a/ci/travis/38-latest-conda-forge.yaml b/ci/travis/38-latest-conda-forge.yaml
index 5e3ed7f5..d19642f2 100644
--- a/ci/travis/38-latest-conda-forge.yaml
+++ b/ci/travis/38-latest-conda-forge.yaml
@@ -17,7 +17,7 @@ dependencies:
   - rtree
   - matplotlib
   - descartes
-  - pysal
+  - mapclassify
   - geopy
   # installed in travis.yml, because not available on windows
   # - postgis
diff --git a/geopandas/tests/test_plotting.py b/geopandas/tests/test_plotting.py
index 88e50f70..69d75de0 100644
--- a/geopandas/tests/test_plotting.py
+++ b/geopandas/tests/test_plotting.py
@@ -638,6 +638,19 @@ class TestPolygonPlotting:
 
         assert ax.get_figure().axes[1].get_xlabel() == label_txt
 
+    def test_fmt_ignore(self):
+        # test if fmt is removed if scheme is not passed (it would raise Error)
+        # GH #1253
+
+        self.df.plot(
+            column="values",
+            categorical=True,
+            legend=True,
+            legend_kwds={"fmt": "{:.0f}"},
+        )
+
+        self.df.plot(column="values", legend=True, legend_kwds={"fmt": "{:.0f}"})
+
     def test_multipolygons_color(self):
 
         # MultiPolygons
@@ -888,10 +901,7 @@ class TestMapclassifyPlotting:
         try:
             import mapclassify  # noqa
         except ImportError:
-            try:
-                import pysal  # noqa
-            except ImportError:
-                pytest.importorskip("mapclassify")
+            pytest.importorskip("mapclassify")
         pth = get_path("naturalearth_lowres")
         cls.df = read_file(pth)
         cls.df["NEGATIVES"] = np.linspace(-10, 10, len(cls.df.index))
@@ -904,9 +914,9 @@ class TestMapclassifyPlotting:
             )
         labels = [t.get_text() for t in ax.get_legend().get_texts()]
         expected = [
-            u"140.00 - 5217064.00",
-            u"5217064.00 - 19532732.33",
-            u"19532732.33 - 1379302771.00",
+            u"[       140.00,    5217064.00]",
+            u"(   5217064.00,   19532732.33]",
+            u"(  19532732.33, 1379302771.00]",
         ]
         assert labels == expected
 
@@ -915,7 +925,20 @@ class TestMapclassifyPlotting:
             column="NEGATIVES", scheme="FISHER_JENKS", k=3, cmap="OrRd", legend=True
         )
         labels = [t.get_text() for t in ax.get_legend().get_texts()]
-        expected = [u"-10.00 - -3.41", u"-3.41 - 3.30", u"3.30 - 10.00"]
+        expected = [u"[-10.00,  -3.41]", u"( -3.41,   3.30]", u"(  3.30,  10.00]"]
+        assert labels == expected
+
+    def test_fmt(self):
+        ax = self.df.plot(
+            column="NEGATIVES",
+            scheme="FISHER_JENKS",
+            k=3,
+            cmap="OrRd",
+            legend=True,
+            legend_kwds={"fmt": "{:.0f}"},
+        )
+        labels = [t.get_text() for t in ax.get_legend().get_texts()]
+        expected = [u"[-10,  -3]", u"( -3,   3]", u"(  3,  10]"]
         assert labels == expected
 
     @pytest.mark.parametrize("scheme", ["FISHER_JENKS", "FISHERJENKS"])
@@ -933,7 +956,7 @@ class TestMapclassifyPlotting:
             legend=True,
         )
         labels = [t.get_text() for t in ax.get_legend().get_texts()]
-        expected = ["140.00 - 9961396.00", "9961396.00 - 1379302771.00"]
+        expected = ["[       140.00,    9961396.00]", "(   9961396.00, 1379302771.00]"]
         assert labels == expected
 
     def test_invalid_scheme(self):
diff --git a/geopandas/tests/test_show_versions.py b/geopandas/tests/test_show_versions.py
index 2e14a4db..fada11e3 100644
--- a/geopandas/tests/test_show_versions.py
+++ b/geopandas/tests/test_show_versions.py
@@ -37,7 +37,6 @@ def test_get_deps_info():
     assert "pyproj" in deps_info
     assert "matplotlib" in deps_info
     assert "mapclassify" in deps_info
-    assert "pysal" in deps_info
     assert "geopy" in deps_info
     assert "psycopg2" in deps_info
     assert "geoalchemy2" in deps_info