diff --git a/segment/seg.py b/segment/seg.py
index 04e63a4a92b999b1755528c0724b67ee0544491b..4c8d3f0e6b06119d4949c4157b8e19961daf1ca1 100644
--- a/segment/seg.py
+++ b/segment/seg.py
@@ -44,9 +44,13 @@ def segment_bf(well, thr=0.2, smooth=10, erode=10, fill=True, plot=False):
     labels, n_labels = multiwell.label(regions)
     print(f'{n_labels} region{" s"[n_labels>1]}')
     if plot:
-        fig, ax = multiwell.plt.subplots(1,2)
-        ax[0].imshow(sm, cmap='gray')
-        ax[1].imshow(labels)
+        fig, ax = multiwell.plt.subplots(1,3)
+        ax[0].imshow(well, cmap='gray')
+        ax[0].set_title('input')
+        ax[1].imshow(sm, cmap='gray')
+        ax[1].set_title('grad')
+        ax[2].imshow(labels)
+        ax[2].set_title(f'{n_labels} labels')
         multiwell.plt.show()
         
     return labels
\ No newline at end of file
diff --git a/segment_Nadia.ipynb b/segment_Nadia.ipynb
index 07aab4ee9f604a54c7c83a0f9a87777373aa52b0..f0226f2094c9e8ca8ccf37587c13dd3a9edd3e7b 100644
--- a/segment_Nadia.ipynb
+++ b/segment_Nadia.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,6 +20,7 @@
     "import seaborn as sns\n",
     "from functools import partial\n",
     "import re\n",
+    "from skimage.morphology import binary_dilation\n",
     "\n",
     "logging.basicConfig(level=logging.DEBUG)\n",
     "\n",
@@ -30,109 +31,120 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "PX_SIZE_UM = 1.6"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "['/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/24h/Diff-24.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/72h/Diff-72.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/14h/2iL-14h001.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/48h/Diff-48.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/39h/Diff-39.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/24h/2iL-24.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/72h/2iL-72.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/14h/2iL-14h.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/48h/2iL-48.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/39h/2iL-39.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/15h/Diff-15.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/24h/Diff-24.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/72h/Diff-72.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/48h/Diff-48.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/39h/Diff-39.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/15h/2iL-15h.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/24h/2iL-24.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/72h/2iL-72.nd2',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/48h/2iL-48.nd2',\n",
        " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/39h/2iL-39.nd2']"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "nd2_paths = glob('/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/*/*/*.nd2')\n",
+    "nd2_paths = glob(path := '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/*/*/*.nd2')\n",
     "nd2_paths"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
     "def parse_params(path):\n",
-    "    cond, container, hour = re.compile(r'REX1_GFP/(.*)-(.*)/(\\d\\d)h/').findall(path)[0]\n",
+    "    try:\n",
+    "        cond, container, hour = re.compile(r'REX1_GFP/(.*)-(.*)/(\\d\\d)h/').findall(path)[0]\n",
+    "    except IndexError:\n",
+    "        print(f\"unable to parse {path}\")\n",
     "    return {'condition': cond, 'container': container, 'hour': int(hour)}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[{'condition': 'Diff', 'container': 'Plate', 'hour': 24},\n",
-       " {'condition': 'Diff', 'container': 'Plate', 'hour': 14},\n",
-       " {'condition': 'Diff', 'container': 'Plate', 'hour': 39},\n",
-       " {'condition': '21L', 'container': 'Plate', 'hour': 24},\n",
-       " {'condition': '21L', 'container': 'Plate', 'hour': 14},\n",
-       " {'condition': '21L', 'container': 'Plate', 'hour': 39},\n",
-       " {'condition': 'Diff', 'container': 'Chip', 'hour': 15},\n",
-       " {'condition': 'Diff', 'container': 'Chip', 'hour': 24},\n",
-       " {'condition': 'Diff', 'container': 'Chip', 'hour': 39},\n",
-       " {'condition': '2iL', 'container': 'Chip', 'hour': 15},\n",
-       " {'condition': '2iL', 'container': 'Chip', 'hour': 24},\n",
-       " {'condition': '2iL', 'container': 'Chip', 'hour': 39}]"
+       "[(0, {'condition': 'Diff', 'container': 'Plate', 'hour': 24}),\n",
+       " (1, {'condition': 'Diff', 'container': 'Plate', 'hour': 72}),\n",
+       " (2, {'condition': 'Diff', 'container': 'Plate', 'hour': 14}),\n",
+       " (3, {'condition': 'Diff', 'container': 'Plate', 'hour': 48}),\n",
+       " (4, {'condition': 'Diff', 'container': 'Plate', 'hour': 39}),\n",
+       " (5, {'condition': '21L', 'container': 'Plate', 'hour': 24}),\n",
+       " (6, {'condition': '21L', 'container': 'Plate', 'hour': 72}),\n",
+       " (7, {'condition': '21L', 'container': 'Plate', 'hour': 14}),\n",
+       " (8, {'condition': '21L', 'container': 'Plate', 'hour': 48}),\n",
+       " (9, {'condition': '21L', 'container': 'Plate', 'hour': 39}),\n",
+       " (10, {'condition': 'Diff', 'container': 'Chip', 'hour': 15}),\n",
+       " (11, {'condition': 'Diff', 'container': 'Chip', 'hour': 24}),\n",
+       " (12, {'condition': 'Diff', 'container': 'Chip', 'hour': 72}),\n",
+       " (13, {'condition': 'Diff', 'container': 'Chip', 'hour': 48}),\n",
+       " (14, {'condition': 'Diff', 'container': 'Chip', 'hour': 39}),\n",
+       " (15, {'condition': '2iL', 'container': 'Chip', 'hour': 15}),\n",
+       " (16, {'condition': '2iL', 'container': 'Chip', 'hour': 24}),\n",
+       " (17, {'condition': '2iL', 'container': 'Chip', 'hour': 72}),\n",
+       " (18, {'condition': '2iL', 'container': 'Chip', 'hour': 48}),\n",
+       " (19, {'condition': '2iL', 'container': 'Chip', 'hour': 39})]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "list(map(parse_params, nd2_paths))"
+    "list(enumerate(map(parse_params, nd2_paths)))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def process_well(well:dict, plot=False, **kwargs):\n",
+    "def process_well(well:dict, donut=10, thr=.4, plot=False, **kwargs):\n",
     "    # print(well)\n",
     "    bf,fluo = np.array(well['well'])\n",
-    "    label = seg.segment_bf(bf, thr=.4, plot=plot)\n",
-    "    props = multiwell.regionprops_table(label, intensity_image=fluo, properties=('label', 'centroid', 'bbox','mean_intensity', 'area'))\n",
+    "    label = seg.segment_bf(bf, thr=thr, plot=plot)\n",
+    "    props = multiwell.regionprops_table(label, intensity_image=fluo, properties=('label', 'centroid', 'bbox','mean_intensity', 'area', 'major_axis_length'))\n",
     "    biggest_prop_index = np.argmax(props['area'])\n",
     "    label_of_biggest_object = props['label'][biggest_prop_index]\n",
-    "    mask = label == label_of_biggest_object\n",
-    "    bg_mask = 1 - mask\n",
+    "    spheroid_mask = label == label_of_biggest_object\n",
+    "    \n",
+    "    bg_mask = np.bitwise_xor(multiwell.binary_dilation(spheroid_mask, structure=np.ones((donut, donut))), spheroid_mask)\n",
     "    if plot:\n",
     "        plt.imshow(bg_mask)\n",
-    "    bg_props = multiwell.regionprops_table(bg_mask, intensity_image=fluo, properties=('mean_intensity',))\n",
+    "    bg_value = fluo[bg_mask].mean()\n",
     "    if plot:\n",
-    "        plt.title(bg_props)\n",
+    "        plt.title(f'bg estimate: {bg_value}')\n",
     "        plt.show()\n",
-    "    good_prop = {**{n: v[biggest_prop_index] for n,v in props.items()}, 'mean_bg': bg_props['mean_intensity'][0]}\n",
+    "    good_prop = {**{n: v[biggest_prop_index] for n,v in props.items()}, 'mean_bg': bg_value}\n",
     "    return {**good_prop, 'well_index': well['well_index']}\n",
     "    \n",
     "    "
@@ -140,413 +152,4173 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def process_nd2(path, plot=False):\n",
+    "def process_nd2(path, donut=10, thr=.4, plot=False, force=False):\n",
+    "    csv_path = path.replace('nd2','csv')\n",
+    "    if os.path.exists(csv_path) and not force:\n",
+    "        print(f'file already processed, reading csv {csv_path}')\n",
+    "        return pd.read_csv(csv_path, index_col=None)\n",
     "    meta = parse_params(path)\n",
     "    gen = tools.read_nd2(path, bundle_axes='cyx')\n",
-    "    p = partial(process_well, plot=plot)\n",
+    "    p = partial(process_well, donut=donut, thr=thr, plot=plot)\n",
     "    out = list(map(p, gen))\n",
     "    df = pd.DataFrame(out)\n",
-    "    ppp = path.replace('nd2','csv')\n",
-    "    if ppp == path:\n",
-    "        raise ValueError('unable to rename nd2 to csv')\n",
-    "    df.to_csv(ppp, index=None)\n",
-    "    print(f'saved table {ppp}')\n",
+    "    df.to_csv(csv_path, index=None)\n",
+    "    print(f'saved table {csv_path}')\n",
     "    return df"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### test single file\n",
-    "# process_nd2(nd2_paths[6], plot=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "from multiprocessing import Pool"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "scrolled": true,
-    "tags": []
-   },
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n",
-      "/home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages/pims/base_frames.py:472: UserWarning: Please call FramesSequenceND.__init__() at the start of thethe reader initialization.\n",
-      "  warn(\"Please call FramesSequenceND.__init__() at the start of the\"\n"
+      "209 regions\n"
      ]
     },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "3 regions\n",
-      "1 region \n",
-      "73 regions\n",
-      "12 regions\n",
-      "1 region \n",
-      "13 regions\n",
-      "9 regions\n",
-      "5 regions\n",
-      "1 region \n",
-      "9 regions\n",
-      "13 regions\n",
-      "8 regions\n",
-      "9 regions\n",
-      "1 region \n",
-      "11 regions\n",
-      "13 regions\n",
-      "6 regions\n",
-      "1 region \n",
-      "11 regions\n",
-      "5 regions\n",
-      "5 regions\n",
-      "12 regions\n",
-      "1 region \n",
-      "5 regions\n",
-      "1 region \n",
-      "12 regions\n",
-      "3 regions\n",
-      "5 regions\n",
-      "3 regions\n",
-      "1 region \n",
-      "9 regions\n",
-      "10 regions\n",
-      "9 regions\n",
-      "3 regions\n",
-      "1 region \n",
-      "1 region \n",
-      "11 regions\n",
-      "4 regions\n",
-      "1 region \n",
-      "18 regions\n",
-      "5 regions\n",
-      "1 region \n",
-      "19 regions\n",
-      "4 regions\n",
-      "8 regions\n",
-      "6 regions\n",
-      "2 regions\n",
-      "2 regions\n",
-      "12 regions\n",
-      "7 regions\n",
-      "1 region \n",
-      "9 regions\n",
-      "1 region \n",
-      "1 region \n",
-      "3 regions\n",
-      "10 regions\n",
-      "10 regions\n",
-      "1 region \n",
-      "1 region \n",
-      "1 region \n",
-      "6 regions\n",
-      "10 regions\n",
-      "2 regions\n",
-      "10 regions\n",
-      "1 region \n",
-      "16 regions\n",
-      "3 regions\n",
-      "3 regions\n",
-      "7 regions\n",
-      "11 regions\n",
-      "2 regions\n",
-      "2 regions\n",
-      "15 regions\n",
-      "17 regions\n",
-      "8 regions\n",
-      "1 region \n",
-      "19 regions\n",
-      "9 regions\n",
-      "1 region \n",
-      "7 regions\n",
-      "10 regions\n",
-      "8 regions\n",
-      "2 regions\n",
-      "1 region \n",
-      "11 regions\n",
-      "13 regions\n",
-      "3 regions\n",
-      "1 region \n",
-      "24 regions\n",
-      "20 regions\n",
-      "10 regions\n",
-      "11 regions\n",
-      "10 regions\n",
-      "1 region \n",
-      "2 regions\n",
-      "1 region \n",
-      "12 regions\n",
-      "7 regions\n",
-      "2 regions\n",
-      "1 region \n",
-      "7 regions\n",
-      "4 regions\n",
-      "1 region \n",
-      "10 regions\n",
-      "9 regions\n",
-      "1 region \n",
-      "6 regions\n",
-      "2 regions\n",
-      "5 regions\n",
-      "7 regions\n",
-      "32 regions\n",
-      "1 region \n",
-      "26 regions\n",
-      "5 regions\n",
-      "10 regions\n",
-      "7 regions\n",
-      "5 regions\n",
-      "1 region \n",
-      "5 regions\n",
-      "1 region \n",
-      "10 regions\n",
-      "6 regions\n",
-      "4 regions\n",
-      "1 region \n",
-      "44 regions\n",
-      "7 regions\n",
-      "3 regions\n",
-      "8 regions\n",
-      "3 regions\n",
-      "1 region \n",
-      "4 regions\n",
-      "1 region \n",
-      "15 regions\n",
-      "9 regions\n",
-      "9 regions\n",
-      "1 region \n",
-      "7 regions\n",
-      "12 regions\n",
-      "2 regions\n",
-      "19 regions\n",
-      "1 region \n",
-      "10 regions\n",
-      "10 regions\n",
-      "1 region \n",
-      "6 regions\n",
-      "10 regions\n",
-      "5 regions\n",
-      "1 region \n",
-      "3 regions\n",
-      "6 regions\n",
-      "3 regions\n",
-      "9 regions\n",
-      "2 regions\n",
-      "15 regions\n",
-      "3 regions\n",
-      "1 region \n",
-      "3 regions\n",
-      "14 regions\n",
-      "7 regions\n",
-      "1 region \n",
-      "8 regions\n",
-      "9 regions\n",
-      "11 regions\n",
-      "1 region \n",
-      "3 regions\n",
-      "10 regions\n",
-      "10 regions\n",
-      "3 regions\n",
-      "9 regions\n",
-      "4 regions\n",
-      "7 regions\n",
-      "1 region \n",
-      "8 regions\n",
-      "4 regions\n",
-      "13 regions\n",
-      "2 regions\n",
-      "1 region \n",
-      "6 regions\n",
-      "4 regions\n",
-      "2 regions\n",
-      "6 regions\n",
-      "13 regions\n",
-      "1 region \n",
-      "1 region \n",
-      "5 regions\n",
-      "13 regions\n",
-      "29 regions\n",
-      "1 region \n",
-      "2 regions\n",
-      "3 regions\n",
-      "3 regions\n",
-      "2 regions\n",
-      "5 regions\n",
-      "16 regions\n",
-      "6 regions\n",
-      "1 region \n",
-      "10 regions\n",
-      "5 regions\n",
-      "8 regions\n",
-      "3 regions\n",
-      "4 regions\n",
-      "5 regions\n",
+      "47 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "117 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "30 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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A4V+imlkxB4iZFXOAmFkxB4iZFXOAmFkxB4iZFXOAmFkxB4iZFXOAmFkxB4iZFXOAmFkxB4iZFXOAmFkxB4iZFXOAmFkxB4iZFXOAmFkxB4iZFesyQHJtl8cl3V1pGyvpGkkP5r9jKsPaLV8paWdJd+Vh35XUXpkHM2sijWyBnA/sV9d2PHBdREwBrsuP68tX7geckcteQqoXM4t0NfYp7czTzJpMlwESETcCT9c1HwhckO9fALy70r5W+cpc6mF0RPwpIgK4sDKNmTWp0mMgm0XEUoD8d9Pc3lH5yvH5fn17u1za0qw59PZB1I7KVzZc1hJc2tKsWZQGyLJaBbr89/Hc3lH5yiX5fn27mTWx0gCZDczM92cCP6+0r1W+Mu/mLJe0Wz77cnhlGjNrUl1WppN0MbAnsLGkJcAXga8Dl0r6CPAIcDB0Wb7ySNIZnfWAq/LNzJqY0kmRgWu0xsau2qu/u2E2qF0bl98WEdO7O51/iWpmxRwgZlbMAWJmxRwgZlbMAWJmxRwgZlbMAWJmxRwgZlbMAWJmxRwgZlbMAWJmxRwgZlbMAWJmxRwgZlbMAWJmxRwgZlbMAWJmxUor0/2HpPslzZV0haSNcvtESS9JuiPfflCZxpXpzAaZ0sp01wCvjYgdgQeAEyrD5kfEtHz7eKXdlenMBpmiynQRcXVEtOWHf2bNkg1rcWU6s8GpN46BHMGaV1ifJOkvkm6QtHtuc2U6s0Goy7IOnZF0Eql8w49z01Jgq4h4StLOwJWSdqCgMh1wFqSrsvekj2a27hQHiKSZwDuAvfJuCRGxAtImQ0TcJmk+sB2uTGc2KBXtwkjaDzgOeFdEvFhp30RSa74/mXSwdIEr05kNTqWV6U4AhgPX5LOxf85nXPYAviypDVgFfDwiagdgXZnObJBxZTozc2U6M+t7DhAzK+YAMbNiDhAzK+YAMbNiDhAzK+YAMbNiDhAzK+YAMbNiDhAzK+YAMbNiDhAzK+YAMbNiDhAzK+YAMbNiDhAzK+YAMbNiDhAzK1Za2vJkSY9WSlgeUBl2Qi5fOU/SvpV2l7Y0G2RKS1sCnF4pYfkrAElTgRnADnmaM2pXacelLc0GnaLSlp04ELgkIlZExELgIWAXl7Y0G5x6cgzkaElz8y7OmNw2HlhcGadWwtKlLc0GodIAORPYBphGKmd5Wm7vqIRlt0tbRsT0iJg+lOGFXTSzda0oQCJiWUSsiojVwNnALnnQEmBCZdRaCUuXtjQbhEpLW25ReXgQUDtDMxuYIWm4pEmkg6W3uLSl2eBUWtpyT0nTSLshi4CPAUTEPZIuBe4F2oCjImJVnpVLW5oNMi5taWYubWlmfc8BYmbFHCBmVswBYmbFHCBmVswBYmbFHCBmVswBYmbFHCBmVswBYmbFHCBmVswBYmbFHCBmVswBYmbFHCBmVswBYmbFHCBmVqy0Mt1PK1XpFkm6I7dPlPRSZdgPKtO4Mp3ZINPlNVFJ1zH9PqkYFAAR8b7afUmnAc9Vxp8fEdPamU+tMt2fgV+RKtP5uqhmTaxHlenyVsQhwMWdzcOV6cwGp54eA9kdWBYRD1baJkn6i6QbJO2e27pVmc7MmkMjuzCdOZQ1tz6WAltFxFOSdgaulLQD3axMJ2kWaXeHEYzsYRfNbF0pDhBJQ4D3ADvX2iJiBaRithFxm6T5wHZ0szJdRJwFnAWprENpH81s3erJLszewP0R8Y9dE0mbSGrN9yeTKtMtcGU6s8GpkdO4FwN/Al4taYmkj+RBM1j74OkewFxJdwKXAx+PiNoB2COB/wYeAubjMzBmTc+V6czMlenMrO85QMysWE9P45rZADFk/DhenrwZ0SoUwbCHn6Jt0SNrjfPwByfy4vYrUOvq1LZoBHz+8qJlegvEbBBYsf8b2Ofqe/n6hT/kHf/1W44/90IO+81NPPWRN6Khw2gdM4YXD9qVra98ml984puM2/wZeHI4Q4at4kuHXFK8XG+BmDWp5TN2Y+nebSD41u4/5Ym2Dfj0p45m1J8XctWk3Wn76nOc+++n8/Uj9meXjRay76j/x+zlO3HIyZ/lVT+6jW1XLqBlx9fw14s3LO6DA8SsCbWMGMHGRy7ioFc9yLihz/LYyjH8/Ki9GHH9LawCeOIJRswcx7s/dywKuO+B7bly4T6MvP1hxi77U8c/A+8mB4hZE2oZsxEzt/gjp3zvg4z/5aMg0brg9jXGaXv0MaYcs+YPvlf1cj8cIGZNavnqEYyd9zJtCx/utz74IKpZE4qXX+bptvVp+8xTtIzsv384dYCYNSENG8a8FzfjExOvp2XD0f3WDweIWZMZMnErnj1vJCdtfg2nnH8obX9dVj6zlhZae3BI1QFi1mTu/dzmnLf9Rez3w88x4T9ugcL/Z2sZNYr7jxrFJkOeL+6LA8SsyWy81bPse/WxTPjazURbW9E8WkaN4v7vTOWX+3yXU885tLgvDhCzJjRywVBYXX5SdtG/7cSv9vlPZnz/M4z71s3F83GAmDUh9eCXYC3TpvKtw87lHVd+mnHfvrlHQeQAMWtCUVhVqXX0aB4/pY07X9ya15y2pEfhAQ4Qs+Yisd7Qlax41eqiyed/bgfO+18XMvsbb6Nt8ZKuJ+iCA8SsiQzZbFM+uvVNDF3e/Y9uy6hRvPdf/sB7Lj+WDS++tVf608g1USdI+p2k+yTdI+mY3D5W0jWSHsx/x1SmOSGXsJwnad9Ku8tbmvXA6s3GMnHYk4y/8e/dn7ilhaEtq9jiD9HjXZd/zLKBcdqAz0TE9sBuwFGSpgLHA9dFxBTguvyYPGwGsAOpfOUZtSu180p5yyn5tl+vrIXZPwuJ+1eMY/iCJ7o9abz0Enc9N44VG/bejkcjpS2XRsTt+f5y4D5SVbkDgQvyaBfwSqnKA4FLImJFRCwkXYV9F5e3NOsFEew4fDH3fXYcrdtP6d6kbW3Mf3rjXu1Ot6JI0kTgdcDNwGa53gv576Z5tPHA4spktTKWDZe3lDRL0hxJc1amOlVmBrBgCYdddjTf2fcipv1kHi3TpjY8qYYOY8JGz/ZqdxoOEEnrAz8Djo2Izn772lEZy4bLW0bEWRExPSKmD2V4o100G/RWL1/O5OP+xOlHv58dRy5mx/PupXXqdg1N+/LbduQLW89mvad676ogDQWIpKGk8PhxRPxPbl6Wd0vIfx/P7UuACZXJa2Usu1Xe0sw6Nuw3c/jBsf/K2za4j/XPeoohkyd2Ov6Q8eMYeeKjfHfpPoy64f5e60cjZ2EEnAPcFxHfrgyaDczM92fySqnK2cAMScMlTSIdLL3F5S3Netfwq27lS1/4MEePu46h571EvHEnWnbafq3b6t1fx3qXvMyntryWxV/bjlXPl//zXL0uK9NJegtwE3AXUPv1yomk4yCXAlsBjwAH18pYSjoJOIJ0BufYiLgqt08HzgfWI5W2/GR00QFXpjPr3LOHvZGjTrqM5avXY2W0rjV8hFbydNv6XH3cHgy/qv3ff5RWphvwpS0lLQfm9Xc/etnGwJP93Yle5nVqHu2t19YRsUl3Z9QM10SdV5KMA5mkOV6ngW8wrhP07nr5p+xmVswBYmbFmiFAzurvDqwDXqfmMBjXCXpxvQb8QVQzG7iaYQvEzAYoB4iZFRuwASJpv3w9kYckHd/f/ekOSYvydU/ukDQnt3X7+in9TdK5kh6XdHelramvA9PBOp0s6dH8et0h6YDKsGZYp/67Zk9EDLgb0ArMByYDw4A7gan93a9u9H8RsHFd2zeB4/P944Fv5PtT8/oNBybl9W7t73XIfdsDeD1wd0/WA7gFeCPpHyqvAvYfYOt0MvBv7YzbLOu0BfD6fH8D4IHc93X+Wg3ULZBdgIciYkFEvAxcQrrOSDPr1vVT+r57a4uIG4Gn65qb+jowHaxTR5plnfrtmj0DNUA6uqZIswjgakm3SZqV27p7/ZSBap1dB6afHS1pbt7FqW3qN9069dU1e2oGaoA0fO2QAerNEfF6YH/SJSD36GTcZl/Xmh5fB6YfnQlsA0wDlgKn5famWqe+vGZPzUANkI6uKdIUIuKx/Pdx4ArSLkl3r58yUA2668BExLKIWBURq4GzeWUXsmnWqb+u2TNQA+RWYIqkSZKGkS7SPLuf+9QQSaMkbVC7D7wduJtuXj+lb3vdLYPuOjC1D1l2EOn1giZZp369Zk9/HTlu4MjyAaSjyfOBk/q7P93o92TSEe47gXtqfQdeRbp6/YP579jKNCfl9ZxHPx7Nb2ddLiZt0q8kfTt9pGQ9gOmkD+V84PvkX0APoHW6iHS9m7n5w7VFk63TW0i7GnOBO/LtgL54rfxTdjMrNlB3YcysCThAzKyYA8TMijlAzKyYA8TMijlAzKyYA8TMiv1/o63id+TzfN0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "64 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "71 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "66 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "73 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "77 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "82 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "114 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "42 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "94 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "102 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "25 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "82 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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8X9QMF8Z4NZxW22B/uV5kbACwvr4Oay2OHz+OcrmMRqPh+qfPrtVqgTY7nQ42NjYA9LUmaisUWtQn4/vZIuwDqBVOFNDdLB9an4yPI8EgiN1MHerg06gRSllhfgj9QNTGHcZY7ra/qgWo5BYGDcUMa8OPfgKAXC7nCLmOiURQGSoJJ5/lS728Tk1O42IOul58RrfbdWYRdeSzb9Vq1a1nsViEtRbNgWqv2pFqeMO0RdUcuDY6B8p0fH8UAMekrLUol8uuXbX1U6tLJBI7+qnmJzIBZYhXr14NmPg0pLdQKCCdTmNra8sx+0wm4xguzVD6flN7pU8pwsGgu7F50F24IxwpBuET1jAfhO9/oDSl5gpKU/xYmROgx4Y983b9UmLsS5W8LiysUZ9NqT1My1DJlQTDnw+2FRYBRUmcjlkyoGQy6cwSdMQqURw1UeFzVZJNJpNIJpMB8wuwHVZM4tbpdLC4uIh2u+0IKP0QarKjqUznBAjOv64350D9OMPs/UBQ8qcWR/MX159MPZ1OB8x2atLTsF0+g1FMbJP95rvKnBDeG4vFMDk5iXw+7+aGUOYQNo4IEYbhSJT79gkwEWbnD7vudg45zRNQ/0FYpu0wB5+ac3wtQa+n3T1MG6IjlP33NRCNRvLt2bxnmF2ZRJaScb1eD5wnQVGzkkrCd6tFDQPNP6lUyvk9SPxoe6d0rz4WEn76B5Qh+31kQprvh/Hnju2wfT5j2DHe32633Voy0kmZA69LJpOYmpoKmCMJ9ZGkUinHIJVBU9DhddVqFVtbW2g2m4H1qtfrWF1dDSTv5fN5FIvFQPh1WBRehAhhOBIaxDB/wzDTgZpR+LERPrEIcz4TqmnoPUog6BxkWKrfJvvBtmiWCGMynU7HOWJ1fAACfgP2RSVUNYcQyix4nRIvP9KKkVPpdNpJqONCKpVCJpNBs9l0DMIPNfUJGZPqqEUoEeZxvZe5AWtrazsYvjJV2utJiNXxzLngtbxeiTY1OfVb8DndbteFqvpRT4RmgiszorNbGQX9GWybzKDVagWY4ebmpltjMnvN3xkXgzCxWLSr+n2EI8EgCN985JuVfCkyzK8QRvT2Sgj960gggD5R5QfrE38yh3K5jFKpFJAa/TZ5v5pgtE1lfpSkNUIljJnp/Oi9vI6SLYmOmjRUuxolaIdn9I7vUOff6jtRx/IwoUHfkXq97pgO5y4Wi6FQKKDb7ToTEaN+OH4yIGutu5/n+Aw+hxpGq9UK+DE0RLXVasEY4zKhyew57364rQo0vV7PaVn0Y6iJrNfrJ/TpPOm86bj4frKtMBPavSLSTO4vHBkTk0/kwoghr+WHojbX3YjcnRJAJThA0OHrO5hVEk6n0wENxzdr8RjrEKn2QybhMwo1VanDd5jpjURNJWHO3zAGNw50Op2AmSuZTAaytkl4aZvnPLI8h+8bUcEhlUq5iKdqterm369nxPYmJycDa6lzvNtccL41o5t9YP8VqVQq8H6SMYZpdWyHmgrNWclk0jmpyYTInKrVqosG47XZbHZHm2SKflmYkSBiEPcVjowGoS+4Yph/QsMlw+ATGL2XoaO3I5TGGJf4lMvldpz3TURkEDqmsLpOuVwucFyje4C+OYXZ0MA2I/I1pmHalu+nUGah92rpj1EjTEtSswqlffZJJWMmx5EoK1MkI2bSHdDX4Kjtaegn2/RNW5pJriGpvumLEWeaPMc1VK2u3W6zGq7zGbA9P3pJtTwyHjJSag6sP6UmM2WAdIhnMhmXpa4mKvVHRYiwG46EBqHETdV4X0rWHz0f5hzU+/z/KWX6UKLFa5m0pJqB4naai2bl6m99Trfbddmx7EeYf4UYFsKq80SmoEyEGb60wyuDGgc4dyTGdPRyDHw2zVzUMnjv5OSkk5A5BmOMq43EOczlciiVSo44Unsgca/VaoFwYD6bEr9K/gTDXNlfX7Px517NPaoVAf0IKDq4df1VO+HYqXl1u10UCoWA5pVMJjEzM4PJyUlX58pai2w2i3w+j6mpKRfB5hdAjHDIYUw/yW6fcSQYhIIEtdFo7CDuKiETnU4HlUol8P8wQsw2hoGmCbWJ+yYehUqU/nk/tJL9UlMSn0OHrtqZw5LY1Myxm8alZgZlQoynJ+Hw4/XHgUKh4ArWAXAlN3zmr8xefSaqZfCHWcc81263US6XnSmGY1ItQTWVWCzmKsxOTEwEiK3Oa6vVcrZ8rdNEZsMie/yfCBMmlDlT6yD86DUdB81kHLe11lWK5fvQ6XRw7NgxGGOQz+ddRJPfrwiHGNaGZmDHp6bG+tgjwSD041Spix+FT3j1pdf9BoCg9L2biq1RPwp1DBN+33woEVf7M/tLJqDlEYharRZqLvMZFIkb29W2fCKg/VQnN9An0JR2OX/+PaMACVS9Xkej0UCr1UKlUsHm5iZ6vR4ymYyT3LUfWjm12WwGIow4FmpHJNitVgv1en2Hn4Dj4niN6Uct+ZoTo6w01DWbzTpTIO/361ipWcxfB65Xp9Nx4arUIDQiCkDAPEWtNZlMBkxPNLkBQKlUQiqVwsTEhDNNcv64lwSfHyEEh5RpJk71N/MzUtHBlMa7OdOR8EGomq6/CZbgDnNc+4xgrx+FT1RV0gyrBLtb3/V6JV7ATmnSJ/x++XCFRr2olqJalN7rzw+Zgl6zurrqzBBhDvVRQqVhjp2/GRXG8FVG8LCfdNrq2pIQcvMempL4HqjErA56fS6vpZaxtbW1g6kA/XDlhx9+GPV6HdVq1W0WRIYB9LPcwzRdPptCgUa1qYaqZlWuRSKRcKW+qRnz2ObmJtbX112582q16pzaa2traLVabr4jzWE44o8/iu6Lrx50N3YiPrBIsCRMMoXO61fG+sgjxSCAYPkEEgMfjOBgcbthjEWhpiY/Q1fNEj744fpVTzX+nP3mcT9SRjUS/7cSCkqjvF8dnGFmC58B+NEsqplQi+A1fr7IOMBxKEObmZkJEHeOQ4ksE+p4jOPmcT9slPkQDCjgc/12dR2oTZBosx80xW1ubuLKlSs7AgEo5fOd0LXmdWq64/vJZ+g6+Noko7N8fxsA5yivVqt4/fXXEYttl4zP5XLuuTSB0aQVYSd6r1486C6EonPljdtfNGIcCQYRls+gH7ofQ+8Tjt1CN7VtSqm0/zKpbS/hjr6NmR+hz8B87cG/l31SQkVpmUl0lIbVhOTPkUrLvg8kjOCTIXAPAr1mHKYIzdvgXgj0G9DHpBVRSTS1ei6JKsfHfvN6tp/P55HNZlGv151ZhqGg6oshU1FBgW1pJBmfsbKy4giz3sf5WlpaCjUxkVjzHta+0mKBhDJPmpZ4LxkNNxHieCuVigucoIny+PHjiMfjaDabLppOzVgRtmGPCOO07dbYq8MeCQYB7JRkdb9lgj4JmkgIlUT1f5UyAQQiUgiV4nZjFEoc6vV6IOLGh2oHYX/77dKfoETMNyupzVs1GvUv7PYM1U7CTGKjhk+YqSkxWsvXEObm+nuvs1RJmN+J7wilbErzzCvhhjr+uLrdrmMi3W6/DDmvUaIOIKC1qbaloatsU4mvOsFJmKlhaDkPtqE/wHbSIsfEXAiGvU5OTmJjY8PtecG+0leztrbmmIU6uA/c1GQMTDx+ZIjyocOYS4cfKS+VfnAahURQZfdffCWaalYJc94qUVIVfC9aBK+h41H7rFqOJjiFhZLqc1h+Q0t0qLRIYq7Jb8xOVhOGLx1r37SPvE7nehxSprXWhbWSCcZi/Yxk7k+tjL5QKODUqVOYm5tzdY24/rxW50Xns9FouM1+uEucL0QwaonrePr0aczOzrr/GV3Feklzc3OYn59HLpdz+1lYa13YLhBkMPpukTnUarWAA12Zgm9q5H0cG01wNBlxe1Tm29CZTQc7Nxvie0fN6KBhEkl0vvarEZ8Yr7PV4TahoiaZ2r++HAEcKQbhh+VpMpRmhbJmD6GRML4ZgFDfgEp5AEKJpt8vvUe1B0q27KdKur6krs5ShR+p5RNvbZOSuM8USHR8f45CTSEq2Y+LkLC/yryBfiQVw19JgK9evYpbt26hUCgE+q7SO8erzmlG+ADb2ke1Wg1I6sViEfPz887hHI/Hce7cOczPz7u1pJTOd4h9Y7l1DTtWv5FfRkT7RSe85kewDc6Hr2lR8q/Vaq5MeKlUCoQHs22Ok0xNvx8y1YOGbbeQfOoVmNnpsbRvPC0+cfI4jOzW6COWzcA+cGIsfTmKOBImJjqbfQneWuukQiYR8TrdRavZbLo8At6n4AfcarXcR0OVHthZtsInrJqZaowJbOBDiY/7DqtZKyzkVvumx8Oc0L4Jyd8323du+yY29k2JtErhKtmPGpyHZrPp9lgmMaRE3Ov1HFHe3NzEzZs3sby8HHAEUxrnfHS7XTSbTTcm1Zp0W1V18uZyOZw6dQorKyuIx+MoFou4cuWKs+XTX6HlLbQcdyzWzx8plUpYXV1Fs9l0Go0KDlwL7hxHU5ZGWun6hPmr/Pev2+1iaWnJmdAAOI0kFouhVCoB6G8CRQaijMvfLe8g0KvV0Lt0eSxtx48toHPtuvu/c+36znIgYse3rRZ6Xw5GMMVnZ9BdWR1L/w47jgSDoK3VhzoMaWrgR6TMxDezhG3dyY9cI0x8RuATWAX7x93YVBJUwhLmmA6LcgmLiFJNAQjWcOJ1fnu+E1+ZBu9RbYHX8D5f0xkl6IDn2rAfZFTG9LOiNYRU504ZPiVknd94PLgfhAoNfAeYRPfiiy+i3W4jn887CZ1VeqmF0GyYzWYxOTmJbreLmZkZLC8vo9frIZ/Po1KpOL8AzX3UwnRudUMkn5ETnH9lDOqA59i1rpQfrMB1zOVygaqyYTk39yOUOQAIrxVFO34sjo0//yTS610kt9qIP/0ybLuD7sMngYhBHF6ESfz8yPL5vJN0w6J0wkIFVeL0bb1h5hv/WiXYAAKEyHegktjp9WGEnP/r2Ggn95mVmh7ULKQEQYlOmHkqjAEOMzmNKxyShI/zTN8ANUJgO9oI2N4Tg7H8sVgMExMTbv01xt/3TbF8CKOYeE0mk3FJZyydzWuohTDxrFgsIh6P4/jx4zhz5gxisZhjLszYZwmMXq/nfAJkNJzzZrMZiBRTYu/7ITg/7Ivvo+B4yYx8f1KlUnGaDN9NFvHTCgNvSsTiiE+XUH/3g7AG6ORjaEz1f4AkMmfegXjLovBrz71pK5gfCQYRRkiBbcefRpWEmW8SiQRqtRoqlQoKhQLy+fwOQq7mCEqXvpSv+z/w+b4ZplgsBqQ4mr60NDgRxoDUX8I2eEyJHzUdXkvCoPkLYcX2VHvwCVNY//L5/FjMENb2t+rUaB+OiSY5JoQxGscY4zKBOa5UKoVsNot2u+32QOBcqSkql8vhxIkTOH/+fGAPCiKVSrm6TEpMJycnUSqVUCwWsbCwgFgshre97W1429vehmw2i8XFRUxPT+Py5ctYXV11+RaMZNPwXJ1r9RfpOY5L/RHK8Jj4trm56Zi/vgdaqwzY9l+paalYLCKfz7tM9qOOxOlT6Lxx7Y7uMek0Kt/0JBpTMXTT4ZFcfUYB9L71HZj6w6vorqzCDrTIw4q7mYtd2xtZS2OGb1rh36p+h4WM0uTA0gOpVCogdQHY4d/QGj0Es1CZdKQEVf9WM5RvM9b+qU+A7WtED/0VJIoqQZLo0Yfg26xJUNSnor4KnxmwPzyn0VK0548D/twoMaNzNR6Pu3Ia/n7KLGLI+SkWi87+rs+gNL+2thbIfaAZS9e63W6jVCqhUCggk8ngzJkzmJubw8mTJ7GwsIATJ064gngTExM4duwYZmZm8MILL6Ber2NxcRG3bt3Cc88950yW7XYb09PTqNVq2NragrU2UJSQ7yL7oqamsPDXTCaDcrns3iFloEweLRQKbs/qbDYbYBjc2KpQKIQKBkcN3aXlPV9rEgnEZqax/t88iMb03t7r+mwMjW8+i8z6GRT/zR/dbTf3BTaTGmluxJFhED5BVg3BNyP5RJaEJ5vNYnNz0xH5YaYe/xg/UvoWlEhRZad2Qcc5CQPt3ZRiNcpFP3wguF82rwPgwj7p/Aa2tSd/DNo/jl+1EzXp+KYKMkq1mWso7qhBkxHnSn0HQD/qiEwQgIto0lwIjkGz3VlyQ/fY7nQ6zsFNosroo3w+74gsHdZvectbkEql8Nhjj+HkyZOYnZ1FLpdDMpnEpUuXsLGx4e4zxuDhhx8GALzjHe/A6uoqNjc3sbq6imq16iqwkjn5UU26br7PwTcxNhoN3Lx505mukskkJiYm0Gg0UC6X3dqpf46+Fvo9GIZ9v1Rz3atUb7/m7Sg/kEWrYNBL3uEeMHGD+qzBxDueQOzqTXRX1+6mq2NH9/ylkbZ3ZBhEmPmIjjnmNvCDI5HOZDKOQOh+x/wYVQqnNBbGLICgVqGEO5FIoNFoOMmMDkMlCsyA5nHuHdHr9VytpUwmsyOcVc1NGhmlDEo1CiX2hDo01TmvEip/D2NW42IQwM5NjpRp+CY1EnZlogDc3HFt6XPwAwJUAyHRpO8imUy6+kof/OAH8cgjj+DMmTOYnJwMZDpfvHgRv/Zrv4bl5WXMzs6iVCqhVCohk8lgbm4OKysrSKfT+OAHP4hyuYwvfOEL6HQ6WF1ddeGyfD+VmWu0U1i0nb7zup7UjvS90VBeNb1RmInFYq5A4P2gQewF5l1PYOkd+XtuZ/EDk4i/ewKlC03Ef//ZEfTscOPIMAiFmob4kqs0RvWZBDmTySAej+P69etIp9Nun2H1Zag0TajtmM+lRsIPK5fLoVwuI5lMOkZBOzklWHVga3inZoPncjlH+BgBQ+ZGhhLmV1DHNM0xWgVVCYDWpSLUtKTHhpmjRgkSPJ/xN5vNgE+FfdYsa84VGTfNYQAwOTnpiCOwvXmUJhXqJj+tVgvFYhFPPvkkHn/8cbznPe/B3NycM/ktLy/j8uXL2NzcxKuvvopXXnkFW1tbWF1ddZsT5fN5pNNpF9H0VV/1VUilUi6IQrc1VUFG31ndOY/HaA5TMxQZKTVbagaMlms2my7yS98j3qda15sBjW96L8pnRkTqDNBNGay9NY253x9Nk4cZR4ZBNJtNZLPZAEEBtk08fvQGz/HDbLfbmJmZcVEk+nEMq5nE9hSUbkm4KZ2xamelUgmYvWgTZr/YLtspl8uuNg43gPGlSmAnoaZErTkY9LWwbhCAHVmzYY7pYU7qcUKd/SRwxWIRGxsbbt04zkKhgBMnTuDSpUvOlEffCBkxCb62Rz8DTUe8r16vu/fJmH4tpLNnz+Khhx7C/Pw8ZmZmUCqVUC6Xsbi4iK2tLXz+85/H6uoqlpaWXOkOYFtap8TOUh2pVAoLCwtIpVKYnZ1Fq9VCuVx25k9lfGQaGq3km5jURwHAZW8DcAILhRFm0mezWWdKYrvUpPkN+BGC+434wjy6i0vja//xR1E+O3oyZ2MGeO9XAU99eeRtHyYciUxqdc6SOJM4+CGnvlTK+7Wmvx+26TMBtk/4Jh0AqFQqTmJlmyydYK11+wVQwqTjkCo+o6lyuZzbGnJjYyOwMb1PtDl+jkX9FMC25qFmJY2o4vz4x5VR6LXDNKtRgMRUTT4k2DQzkbGeOXMGp06dcn0l89PMa4ap9no9NBoNF0rKAncklFwDMhNG9Zw9exbT09MoFApYX19HvV5Hp9PB0tISvvjFL+K5557D8vIyEokEpqenMTEx4Qg096gwxmB2dhZnz57FzMyMy1YuFAou2oprwxBmjXQa5qym5un7FjTvgzvr+Xkl/G4Ywst6U+zbQZqYTCKB5hOnx/qMpT8xM7a2l99VGFvbhwVHRoOg+s1ifCqJ00HpRx4plLlQqwhzcIe1oR8Zq2HSPJTJZNxm8ZTcmP3LbGBW26Q0z8ijiYkJt4Mby4YwFFfLILA/qVQK1WrVmVSUyKuzmnNCRsJn8z6F2uh1rP68jQONRiPgO1pcXAxI14VCAa1Wy2VQh+WadDodV2eIZhOaZSgp0x/BjYnU3FIqlZDL5XD8+HEsLCwgmUyiVqthcXERGxsbeOaZZ/D8888HKqRSQ9GaSMrg5ubmUCqVXFIa0K8lpaYfmtG4PvRNaL6EOqz5PK4RsL2RELUWale8T8uU812l5haLxQ48D8J2OkiM0Y5v0ml0U+NjgNYYJI4fQ+fmrbE946BxJBiEH8YZFrET5sQe1obuoeCbl3wJWwkuP7pYrF+OulAowFobMIukUikXluk7jq21zh9CRyGJQzKZxMbGhouh16xYbYuSIsegjmcyP9UW+FwSRSLMrKTMYZyMgX31tROOic+emppCuVx2kjvNQRoOy20/ue9BpVJxkUXMhWD5jPX1dSfpA32GOz8/j5MnT+Ls2bM4fvy4M71cvXoVTz31FC5cuIByuYx4PI61tTU3xzQp6s57yWQS6XQa7XbblXdhTSljDDY2Ntw8q0Oa7wK1KjJ8mgupFaggwGP6LgNw7wdNcMz5KZfLjjnNzc2hXq+PNfhgVxizndE8JhNX9+veierxMdeaMsDyh89h6mcOB4MwyVS/BPgIcegZhB/K6UcS0QE5zGeg0Hs0+kfPq8TGa/gR1ut1V7KAhIqx5oywUeLMj5ySL01RlF6ZpMTwWRIX/6PXPA1K1+w3zVe+M92vqaRSqPoj2JZvRlMn9zjMEJwvLTnBcbIvN2/eDJQtV2FApWxjDI4dO4bTp0/j2WefdZoBw0x1vZVZGmNw8uRJvP/978fJkydRr9extLSEtbU1LC0t4Utf+hKYs6BtMPqJvg+e63Q6aDQajoFnMhmsra2h2+2iXq+7Sq/qL1FCr0ET2ldqAD4D1/Ui41KTa7fbdVoTAyZ6vZ7zm4Ulb+4L7pApxJ94yx3v8LZ5Lo1Obvzms3bBjH1Phr1i1MwBOAIMIswGrvHuSkQZwRMGZQQkeFqQD9i5bwSwvW+BmqJoXmKUFCU1DZdVx7HalPl8rdlP6ZGmM46ZBFN/wiqrsszD9PS0Y0y+81Fj4nebZ9//4Js5RgWNBCMxZMQPM7c114Go1+uB/7k/A7UvtkttjnkIlUolEEKaTqdRLBYxPT2N6elpdLtdrK6u4uLFi7h8+TJu3ryJer2Oubk5Z0qi5lipVALVUBnSzD5TswH6tbkmJyeRzWZx7tw5AMDi4mJA8NC51Ugl9bmQuKvzXoMP4vG4yzynZkoGphnlAFwV2LD35DCi+/KFO7o+lsmgm7n9daNC/c+9C7lff/a+3NPi0DOIMOhHomYcPc7fekzDN/V+IiwElPezmieP93o9Jx0yYUqlTEqY+gFT+iTD4EdP6Q/YGZLpazjqS9H5YFgvx0VmolqTVnkNc7yrY1TnwDdPjQLqSPWlYp7T4ANlsjp+rimJHmsm3bp1y92nZkU+r1Ao4OzZs3jggQecBpbJZJBOp7G2toZqtYpSqeQYOJnE1taWc2BTe2M4bK/Xc4yCDIpSfTKZxKOPPop4PI5yuez8Uzp+X3PTKDyuj15PrZOhrmyP/anX6wGTFR3i1lrnyzpIJ/WecYfS+ca3PdmPMtonbJ1MIP3+tyH2h8/t2zP3C0eCQfg+hbCXOizsU6/lMf+DVELrm3Y04okF3TQBS4mO1tNR27/fR4axksCo+azVarn9tNmub3smcVQTma9ZtFot51DdbU7DGOJ+Q0uTsIS2zp2f70Gow10lZuai0IyjRFf9RHNzcy4RjhI2s+/ZRiqVQr1ed9FpsVjMJT+qFkqNkv0mo2LmNdeVPgAKD9QAVLBQ6Hg1L0XNjBpAwfDmfD7vzEqMkPNLnNMEdb8hPjGx5xIao0Q3Ex97SGi8NInuxuaYnxLEkQhz3Y3Q+dI0ENyIhpEsKrX7YYLMXfDNNyQK3OVMHaRKqIHtXcKazaZzUiuB172LKc2reYsJdhqdw/GRcCjTUybHa/z9IHheiYr+z5Ba9p/X+3M5LqjtXQku6yCpXd3XMhihpXt2sA4Ti/FpNVxdK0rek5OTzheivhmtbQTA+RC4pae+W2RqZPAqxXMMtVoNzWYTW1tbjklRS6RTmT9qWuK4aA5Sn5iGIGuEGjc24jvHcTE5UJlfGFM68kgejMybLI/e/u+j/r5Hxv4MH4deg+DHHcYk1F7v21PVhq/SNz8wEkwSCJ5XaLYua9lMTk6i0Wi4omvATomXRI+1kML8AZrdqpqLMghlYhyfVm4FsIN5qHRLDcjPmaA0rpsoaXvK9MYF9S1pPP7DDz+MY8eOYXNzE+fPnw9sx+kzCkrF2WzWrWUikXCmFYLj53O73S4WFxdd29VqFel0GisrK7hx44bzW6ytrbnoqUQi4SKD6H9Q4ULt/FwjZutTM8nlcnjggQfQ6/Xw7LPPolaruffD1wwBuLwJtu0HUDC8W6O1aA5jn7rdrtNkKBxRw6FGsx9IHD+Gla8/h8kLNZjPPz+253TX1hHrWPQS+2s6W3p3EfMYb+Jc6refGVvbw3DoNQg1LahPAEBAKlSpXj86MgoSCI0IoTTPWj6+WUP9B7yGxANA4MM1xgRszuyTz8D82kjUNuiQ1f5pJdWwyCQlspQgfU3Al6D17zA/hEb7jBu04ZMQGtMvkZLNZvGRj3wE3/qt34rp6emAH4X9YiIcI3WoDen4mHdSLBYDx+lUVj/C+vo6Ll++jOvXr7uidyS+bJeSPLU9JcREr9dzSY/cJ5pgaDST6OiT8n0v/BvYLqzna4/UOAg1bW5ubqJSqThHPH1kfEd6vZ5L4twv9GZKWPqaLi5+dwzL3/2B2+4NfdewFona7S8bOQyw9sQhSJwb8bweegZBUC33pWeGDqpJBggvac3zurE8r1XJmW1olEkymcTk5CRise29AsL8A+wrzRRquvClRJ8YKwEjMfTDd0nkNQpGI4JUS1BG6BMTH2FaDtsbF7OYnJx0e0xT0n755ZexsrKCVCqFhx9+GF//9V+PkydPBpihluoG4Gz6tVoNtVrNEXbOESV1NVdls1ksLS1hdXXVMZPl5WW3Daiat+jsVz9Ar9cLbGSkZiAyED5TcyEqlYrbB4PP8Pce4bvB3fT0HeAz/ERJ3keTaqPRcMyzXC4HikhaazE9Pe1MUfuB3ldewVs+U4WJW5T/ZB03vud9O/aLHhU62bE0e1ukt8aXN7RXxB86O9L2bssgjDE/aYxZMsZ8RY5NG2N+xxhzfvB7Ss59nzHmgjHmVWPMN8jxdxljvjw49ylzh28mN3PRYnX8iNRBqSYZNTOoFM+Pmx9ZmMnGTZBEGKlEz3vpT+A1DG8kA/F/fMcgj9Mubq114ZOFQiEgwTKEkSUk2AcSGGoo7LeOh4SBDObSpUv44he/iBdeeCFAaF966SU8//zzeOmllwLO1IE0PtJ1pVOVa8kooPX1dVy/fh21Wg2f+MQn8LVf+7Wu38lkEtPT004C1/VS/5BGsDGRjpFI3W4X6+vrWF1dxeLioovomZ6edkUTabJhIp5mT6vg4PuDuE68j1FV7XYbGxsbuHHjhiuxwnuz2axLluRa+sKDmpc0cZNmNTIzmp5qtZrbVIihrqzTVK1WcenSJVdTalzfrA/z8kV0G4OdAt9RQ+wtD91Lc0Ox8Lnx1XZSmK5F4cb291ybO3h5e9Tlvvcyop8G8BHv2CcB/J619hEAvzf4H8aYxwF8FMATg3t+3BhDneefA/g4gEcGP36bu4LhhECwbAaJbiaTCZT39iOWVIL2beyqCfjfAImNRrgww5UajTIFOgPV+UppltcqUVP7NYkSK86yr7607EdQaU0eZUZaz4h/U+qdm5vDY4895vphrcX169cxOTmJJ598EpOTk7hx44Zzsg6eN9J1JeHVfrfbbVy5cgVPP/00jDG4desWXnvtNbdGTE4MQ5gWpX4iPoeO7Fu3buHSpUu4du0aEokEpqamnI+BUjuFD5p6fDOQMh1/Hahp3rx5Ezdu3MDi4iKuXr3qzFgk3MztUDOg+qN0fvRvAO5dyWQyzpej5eH5flAgYpmYSqWiPoixfLM+eo0G3vojFXTLKcAa2ItX7qW5oei+dhG5pfFHaB3/TzeR+w9PYfYrdUxc6WDuS6PfefGgcVsdz1r7X4wxD3iHvwXA1w3+/hkAnwPwdwbHf9Fa2wTwujHmAoD3GmMuA5iw1n4BAIwxPwvgWwH85u2ez49eP0ANDTSDaI0wU48yBT/qiExkmANcwagP9Vek0+mAdKn7LKhDmRK9Rtsog1PzBTWgZrOJQqHgfCeqNXGrSD6TxILj9x3RaqYC4BzyxWLR2e15/8bGBh577DFYazE7O4uXX34ZZ86cwdraGud8ZOvK55KIkpmSCbz88suo1Wp44YUXcOXKFVeriuGwqikNi+4i41UTpAoAKysrAOBMjsww5rxrOQo6dc3A10R/E/dV0PeSpT247mRoq6urWFvrbzTDUh2cA10zZRI6nrD31C88SY2M9b8efPBBXL9+3b27dFCvra1hcnKSUVgj/WZ3Q+8rr+Cx759H5+ET6A38b+NA8d9/EY3vfM/YnNXJikXn0mUAQOwPvoR9zMsDANgPvB3mC+Nz9hN3awRcsNbeBABr7U1jzPzg+EkAuifftcGx9uBv//ht4Zt8SIBpZgF2FqsLyxng32H+CmA7+sjXIPywUZ8RkChQQvPr/rP/ZDDsj1+CmYyCobS8RqEOd985SkKpkq8fL89+kwARJKbtdtuZt7hLHsfmhRLf87qyL5w3+mw4zmaziQsXLuDSpUtubOon0lBPrj/Lmgxj+Gq6UVPTxYsXsbW15bYPXV1dhbX90u3ZbNaV2qCJRv0RrNbLtWT+CZkJ/QjUCOkfoIan/i7ffOr7p/w54DwRXHP+AH1BIJfLufu4b8Xq6qr69N4Y9druhu7iEswYS3wD/UKAx379CqpffRKbD46+pMjsb13EQWaRXP1IHme/MP7njNpoFsau7S7Hwxsx5uPGmGeMMc8wg5kfkxL7MOepOu40+kUdgcxi1et5j98O//ZzFtgmk6QoSZLYa10mlpymSULHQWmUBC8Wi7m9s/1++LkTqoFQ8gWCGwv5DE8Jj9rSNQdEGciw0hy4x3UFtmtQAdvlzXX9aHbz9+/wzYZkDvl8HtlsNmDHV1+UMm2a6arVKt544w1cuHAB3W7XaW7UEGu1mssd0PnQKCb2Nxbrl3Hn+0pTDkvDN5tNVKtVV8gvLMIMCJasp09Kczq41rreNGXy/eLPxYsXA/6TarWKjY0NxwCHBCDc0doGvlfsbfvP/UDn+g2kf+sZxBujDbJIle1Y97DYCx74wf0Jeb1bBrFojDkOAIPfnK1rALTA+ykANwbHT4UcD4W19rPW2ndba9/Nndr0Ix/GINTUoCUGtNBZp9NBoVAIRIGQiDAJStsiMefHyOxUSv6pVGpHnD3tvPyY1dyhDKJUKjnHMyu40lkZltWt4b4yV+7vMDOKmrzCnKkKag0AnIZG85onld/zuqqTX+dFx2AGTmn2lY55nVcdS6vVcsSQBJXStL/3gUrpzGt5/fXXAQALCws4efIkMpkMarWaC22Ox+PI5/PI5/OBUhrMlOZcTU1NBcp7d7tdF/Kq4+N76fupuO4k/NzHgf3nvGhUXyqVcowJgCu3Qc2QAon//6DNe/pmA98r9i90dk+wFvN/MMJqqxaY+a07qw01DoyjMF8Y7pZB/CqAjw3+/hiA/yjHP2qMSRtjzqHv2HpqYI7aMsa83/TfyL8i9+wK/ag1YYr/00yhvgV+kG6QsWBZcJUqKWmRiLBNjXAKY0QsL83IE4a/0gnN9tTkxI89mUw6JyJj+Gme0sQ9QomGmotU4gQQMC0Awb2pfeenmip4fmpqCsvLy7DWYmVlBVNTU0gkEpiZmSHDHdm69no9Z5sn41YzmPpoSMg5Pq1vRD8MpXMl1rp2GhrLn2w2i2PHjgHoF9U7f/48FhcXUSwW3V4dXAvuca4/LPZHrSOVSgWk9c3NTadlUADhb5qg/PfLZ9zWWtRqNVc1mNeS0Ot8qrbByKipqanAPJFpZDIZt5UtRvzNHgpIPkD3wusoXr+3QnoTVzuYfL2N2Rdq6C4v32vv7gmrf+0DSJw+dfsLR4Db+iCMMb+AvkN61hhzDcD3A/jHAH7JGPOdAK4C+AsAYK190RjzSwBeAtAB8DestaRS341+RFQWfUfXnh2Z/Gh827LGhCsR5f8kkCqR8z4fGoGkJheVvLTwH4lNOp3GxMSEK8dBR7OW4eZWqZT6mO2rzlZKvCRkfiilRmZ1Op1ATSh/POqAZxvUJIjz589ja2sLnU4Hzz77LE6fPo3jx4/jwoULWFpaQjqdxqOPPuqIzsDEN7J1pf1cTTQ0tbF0hEYe6RhIWHUOVDJnGDOFAU1IVKbItVtbW0O73cbW1hZeeuklLCwsYGZmBtPT08hkMqjX6y5jmmvIRLOJiQnE43Gsr68jmUxia2sL6+vrMGZ7D22+f75Zjxoa14zvrUj2gSAMZSiqGQJw2i/3fiCDfOWVVxyjazQaLrS1VCppmyP9Zg8D4oU8uuWy+z//Wy+g+d+/A63inTuts6s9ZH796bHtXXGnmHt6E503rt3+whHADLFBHhrk83n7+OOPB4gezUck6OpEVqKg9YZCzCQObFuzmIcxJN/kQ8ZB5lCr1ZwjmREjvV7PmbWq1aorwUCnNBkNbd/lchkTExMBp7lvViPBUUbG4z7DJJNR7cInMAoSIn32iy++iEqlMrKQkFgsZplQSOcy/TQMJeb8qulQGQrHQcKrYc8AnC+CTJ9Z20ycI0NWR282m8WpU6cwOTmJVquFqakptFotVKvVQCQVN346ceIENjY2sLm5iXK57MqOA3CbE9FsaIxBrVYL7A+i7xiFBDJJHacyB74nZIRqBuX99KfwXtaM4nM5P4OdEEe2rhNm2r7P/OlRNTdSxCcmgFPH0JovYP0tafTiJuBpSW1ZpMtdZG81sPL2PHoJg2TFYvrnv7hvJp1R4nftL3/RWvvue2nj0NdiIig5q9PUN5MAwXpG/Jj0GKFmKo0kIRENi2jSNshQALi4cxL5RqPhtAeajyqVimNYlJAp8WkpEM0KBrbNRmoKU8cm5yZMm1BGx76GaSQkPrzHn9cwjeteoY5Wzgs1Cl8DIuEPW0f1QehYVdtSE1WxWHTx/xqhRfNQo9HA9evXcf36dRQKBce4jh8/DgCo1Wq4du0aKpWKM2UmEglUq1Xnb9CifTTvcP7pRGffud5hmsNu66AOaQoYGvrLd4vBDtZaVxgwn8+7XRDfTOiWy8BLZcRfAhZenkfvxByW3jcBGzeIdSymf+lL6DWbgLU4dnkBjcdPIfX5F9E7gsxhVDj0DILED0Dgw1JJUits+kQcGG5S8iOV+NEpEVbHtQ+V0smIJicnXVgkSy7zWkqybE8jYYZpctQG6LcgUSXh8cei5ifOmRIb9lXnhZJpGHEK88GMAvQBMOuXxJ/9pZ2cfdZ+aH/CfDLUEvz173Q6LoR1WDtk1vQn6UZM09PTqFarKIvpwtr+RkfMWtaaXyrRK/HnGDW8V/uipcqBbSFG/SdcG7bF59CBrvtNMMGPmfpaduPNxiSI7uISsLiE40snUHvbCWSvbqIreRmdW4tI3FrEm3N2tnHoGQRfaDp8+TGpySWMOfCD90tbsE1gm4Go9MzjvilD2/Wf0+v1Asly+tFSMqaDUv0MJBJq/tLn0YzEYm2VSsUxHBYQZGkIElP2QTUGtsu5Um3DH2eYI9yfg1GAfVUTmAYFqB9JiacyWGUcah7UsumcRzrb19fXA/PD61gSvlAoOA2D57a2trC6uopbt24557A6fJUB0GxI57b2RbUdZXw637yfY6fTXTUMBlDkcjmnLWnlWPo2uM7UzBgyXq1WAwzryMOYu/YPdK7fQOr6jQPNaTjMOPQMAgDy+XzAjq4hpaphKIwxAYexXkNiMqwNmhVisZirwKlMiR8k7dBA3/RAIs0sXNqHE4mES1Di/xqGqBEmJHgamQRsl4pgFEyz2XTRLfF43G1ryego1Qq4lzYJJf0zvG6YiUk1o1GDvgZlav7YgW3Njn1LJpPOTMSEM2U26XTaScy8n1rXzMyMc8zT70ETE98DMnN9N7iOjDxSYt7rBTO7GcWmRF01BPok6D8DEKijpAEOyWTSaVlauI/t6Z7edJ7rng98PueIeQ80W7Ldow6TSsE2D0/+xf2EI8EgSNhUhedxYOfWogDcx65bcSrCzEaNRgP5fD4goTL+nNI//QfUaPjhp1IptzEMiT5DDYFtJqd+BPbDWuskPz6HDm06Gnkt2ysWi06aZfLT6uoqJicnUSwWA+YZZtKyv3ymOnrDoBLmqM1MJKJ03ipjoP/H1yyA7cqpdDSzLa4LpWcS31QqhUKh4PIctO4Vx6jvArPHeY4ElkRb3yU+l2tGKV2ZAdtQ01A+n3dChkZtsS9kDPybYavpdNoJHkx64zh1bw/tL5mwBjHwHRqXdrjfiJjD+HAkGASAXX0Bmr/AF14T4nwzk2oCCkrfDGlku8qAgKDjmHtEVKtVdLtdV4OfoYXK1NQsplI7sJ0lrWP0K5b6vgpKm+l0GqVSyVVC3djYwOzsrOuDmjC0Hb8PYQgzfY0K1A6UIfNZaivnXJOwcy9wv1/ZbBbFYtERavoSGG6qkrPmXfiRaWoGJCjlUwBQsxawnaQYZg7z57nRaARKhWsyIv1WrVYL6XQa2WzWrWGxWESxWHRboPI+MsRkMomJiQlsbm66/3VXOY6XQRRvVv/DYUP80YfQPj6B2H99Yej+2yadPhBGeCQYhH646jfw7eb0VfAYEEwW0/vD/AixWMwRWZZkpqSnfgUSCEautNttJ/ExO9p3JKrtnNqCxurrODguP39DwyypZei8FAoFFAoFVCoVvPHGG0gmkzh27BimpqZQLpddYpRGg4UxCT02Dgc1n6F/k1EoUVO7PueTgQRhpjHa22lC4/3ckEjDo9UPwDwDMllf4ifhZgIeoe+QOrhVGyIj0Sg1FgHkOxGPx53JkUyQDJEaYiaTwcTEhNNKGfkVj8extraGjY0NpNNp5PN5x0B0dzmC7VMYGdf6RrgDrG3g8g8UYb7hvSheBmafq6CXiiP2h8+5S2KnT6B74fV979qRYBAAnFTID1yzk4HwLUZ5H89TGvXr+vBjZNgiM2Tb7TbW19dRq9WQz+cxNdXf9qLZbLpyyZlMBjMzM67KK5/FZysB16gT+jC0D8PqHrHPlAQpOQLYUQ+o0+lgcnLSJUbduHEDm5ubOHbsmCMGu9RXcv1he36o5ahgjHHl02m317BWjfii01clb2CboZKR0sRH6Z/rrbupUYhgUp6OmcRcNT0tz+7PC4BAiLLPDHxTE5mNMg+OuVqtun4BcNoPr6/X664tXpfP59FsNgNRT+vr686BTf9JIpHAyZMnsbKyglqt5upMRRrE4UB3ZRWPfm8GtSeO4/L/AOCbmyj9aDFQ5mIYc4hPTAQSAkeNI8EgfDNHWI4CgIDjT+P8iUql4spjANuEWVV8llgA+oxgc3PTXUsHII+xJIOWxlCNgH0mwajX6ygUCs7Z6tvefajzVdtkxVeaPUhodK8IloPI5/NYXFzE66+/jrm5OZRKJTQaDRcpo9FK6pzmsXHZqH1pmYRZo5bUTwPAbSHKsXJ+CoWCK1lCIYJzRCbPaqrtdtsVCeS1ZNpMmOM5ZVKqDbL0t66H5j740Ul+yRNg5x7iZPzK3HyTm7XWhemWSiU3jtnZWVhrMTU1hTfeeMMJO4ywAuC0qlQq5UyPuxTri7DP6Fy7jtS163jsjydx/TuewJW/WseD9bcjsVHHtY/M4viPfD70Ptu5txIit8ORYBBEmN9AwQ9YwzgpdfPj0CQ1tqn2WNp0KbkeP37cfZzr6+toNBrIZrNOStfyCBqNo2YcxvRrv4BwM5dmQVMj8BkOpUKVbEl41JlPR+WpU6dQLpdx69Yt1Go1nDhxIiC9+kRCn0dH56hB046G3ZI4ahhpr9cLbBDEkN6trS1HfJm9rjkMusaMKuOYucOcanj6PC0OyXeHZkFmO1Oz8B3AvtnL11h9c4+a0dg3jXrS6D2ua7vdxurqqmN2hUIhoGHRtKTv5OrqKmKxmNufWiO9IhwedDc2cexHPw/z7rfh/CeSyOUTmPy54UG4vdp4N+A++D3y7gBhzEFfcpW69HqNNKJ2wGvDiDRB23C32983gKUXZmdnAxmxfAaJeaVSwY0bN1xNHtr+tbw1+0DioAxNzRHKyHiPX2sKCPpaFGQouVwO586dQ6/Xw+uvvx6aXxD2m+aLcUQxaRlrHQdNNSS2WpOJNnyeJ6Ohj4DXce00UZA/LIviBwBosUWNmuIPo8GUqZAg+++arpf6o/Qa/Vu1pzCGTcYF9N+jTCaDRqOB9fV1bG5uOoGE0W06j5pNba1FvV7H1tbWjv1GIhwe2Ge+grf+vVXULk/g+p/tID4zfSD9OFIMwgelKz+6idKYfqT8WHwTEK/XqBbe02q1sLGxgfX1dSQSCczPz2NyctJJ6fpxq5NyY2MD9Xrdxahr5rIfTaSOUwA7NAjfbs37+JvHGdHE61V74RxRmygUCrh+/XpgDn2o6UkjYEYJhojqXHA+aD6j70CJPBDMqqeZUE0yGq5KAk/o/hycS2UafE+AbSGDz+P2q2oi9Mus+++fMie+i8pIGInmh/Oy/Vwu53wKHFMmk8HU1JQLQFha6lfcP3bsmAuu0KQ+lh7f2tpySXX3Q4jr/YhYLof43Bw6l6/ikU9+Cek3Urjy1996IH05UiYmH0qgaV6ixEsVmpVUh4W26v0KlmVgLkWhUEA2mw3cowjzedDpXSqV3D1hzMm3uaszXYvxGdNPdsrn8+4YGYpKp2oyYzvKNGZnZ53t248C8s1O6pMYJci0SKj1eRoppoSS8JMleT9t65Toc7lcgAlRq1Bm7JcH73g2Xa0IzHlh6W+NMuPa+etApgcE96AgyACVCTOElWtOkyLNSKwDNT8/j/n5eZw/fx5LS0vOlElNVsOg8/k8Go0GqtVqICoswiHEw2fw6l8t4eFPLMM2mzj7A08hPlEIzfY2ydRYCwkeGQ1CiRQ/GJXI1RfAj5Mhk35oq09sALjEMqAvTS4tLaHZbGJ6etptZh+m/vswxqBYLLpEJvot+MGGXa8gUVTplgTRWusS+bQInd6rhJ7zQ/u8PpM5FjovyiiV4I3DVs0+6OZLw8JRgSBx9U0xnNu3vvWt+NCHPoRCoYBcLodSqRQoYMdaVmRCWsbCJ5hqFqLDl34phonSB+W/G/xbtRqt76U/1ArIyJRZ8IdVgin593o9VzTwtddeQ6/Xc6XGb9265fajZl7I5OQkjh075sbPNo4Kg4gvzOPW3/6ag+7GvqH3wit49O+/KAe66G5s7rzQGFS/+R1j7cuR0SDUkah19AEEJCdGI4VJ9AqVFmneAPqRRqurqwCA+fl5p9r7+y/oPSS+/H9iYgLlctnFqTNqSCOFfCekmpJ8k44yDd7rz4ESUDIQLeEBYKiGoIRWmcE4CQi1PTIlldDZR2bBs3aQJhzqvLBK64c//GG89a1vxeXLl7GwsIDLly+jXq8HChtyvPV6fcf8kbCruVDzGlqtFvL5vGMY3MWNTmGf0bA9MkA1obEvYSZE9UvxfjVf8R4mdDJ7XgsRksEmEgmXF9HtdjEzM4Nqteoi8Y4CXv4/zuBdj76Gjefeic1zaUz/1B8dmr0ZxoXe1hbiD5/bPffBWuT+/VNj7ceR0SCAYME5OhWBbQejmpA0F4G/w1RvRaVSwcrKCuLxuGMOhLZHydAYE9gZjB9vLBbDiRMnUCwWYa0N1MBRJuHHxJMwKaHy/RG81k+A0nBXZQR6jx8N5dvMdb40XHMc4Jpp0hjQDyTgJjzxeH+Lz7C9PHxpPJvNYmFhAVevXsXGxga2trZc2371Wn+Pa/XR6I5/uq84ncS9Xr/8CgUMap5sg3kXyuR9hqHCgZqgdM59h7av4WiIcz6fd5qMRnJVKhVsbm5ic3MTGxsbrn6XRqUdBS2iMF3DF198EKkXLmPicuu+Zw7ExrsXbn/RmOfiyGgQAHYQWUqdjBxi3SLf8aohrD6hoWReq9WwtraGdDrtEt94rxJJ2vJJhMlE/LDaRCKBUqmE69evI5VKYWNjA9PT0+5axrqrZAsgkKNAJqRSJ8NX1bSmhF6jZvy5GOaQZp+UebFP4yIgLCXB/jN3g9I5zSilUsmFqRIkxux3t9vF8vIyfuInfgK1Wg2rq6u4efMmAATyPVicLozock0YZksntxJ/ah6FQsE5gBkppZpCMplEtVp1x+j7UMbP9QgzTflM2Y9w4tjT6TRqtRquXr0KAG7u2BZ9GdZatye3jmtczH8vuJMEr9PfdQu9cgXddguJ/7w25p4dHhR/8Y8OugtHi0FoxIqaTzqdDiYmJnY4ov3oJD8SiB8TiUomk8H09PQO+7yvmfjPUBOQEoBCoeDKIoTV3ieDU8LMDxkIZvcSbMs3Oekc8V6dM985rvCZQth4Rw32Tx3xaosntra2XGE+3sPrVdpuNpu4fPlyYBx0gJM5hGkO/jzx+T6j5TqTMfAd0feLGkiY9uY/W8+reVD7r1qp7/A2xmB+fh7lchnlctkRf6BfGFKZnLXWlYWvVCpOM/Ij9/YTd5L921198zAFADCJxNgT4PaKI8UgCJW6Y7FYILnNz4MII25qhqnValhZWUEqlXLMQc1Reg8/VDoF+QHX63VndlATkbX9jFcmNKk5iWU6gL7Jg9U4fUIB7NxGVCObFL6vQX0LfK5/T5gUqWHBvn18VFBnM8enNZiA/rjL5bIjfHo8zJmubZOAc60Z1Rbm/6G5hj4RajUsCe5L3CzXQb9UWKE+JuIxr8KvH0XTmM4tj/t+BI10ymazTtjQfUZ0rflNGGMCu/SpSesgtYcIu+OwMAfgiDIIhTrydjOh+PfE4/1y2mtra4jFYpiZmXEJRb7zstfrIZVKYW1tzZWwoLRJQhFmyiFj4MfID5tRRZTihvWRkq8yBF9L8UG7PpO6tAxImHbhH2PbWpNoXBqE+mLIkBOJRCDLl8SMRJxz6EvdHAcJM7At9WsZDGoWbDsW6xdYtNaiXC47hzZ3pPPbB7a3hfUd251OB5VKxfWDFXqVePu+Hd+k5BNuzj+zzJmgycKN3JpWGRiZGp+tmmoqlXK+lLDnRThYxBfm+7vdHRIceQYBbNe436ukG4vFsLW1hbW1NVhrcezYsR37SfhgXL1KfeoL4IdGbcAn5n7Ek2oDmrfgS5U+4wtjDP4x7lVB+JpJWBtq2ybBJpMYF1SSVq2LhJSEjQX4NBCB4/CT4biJDokhCb3OHxkun0cpn9qS/8N21aRFf5PPrMk4yETCIsf4txac1PFo1JJu7pRIJLCxseGYhCbsaR0yMkQdk84pnzFMOIlwcOgurx50FwK4LxgEPxYlyhqK6hPEVqvl9hDOZrPIZrM7TAlKHEnAlInwo9fQy1gsFnCKGmNcdVj1GfADVSlZn6P91XBHdVSrX0I1AkbQ+Mf1tw/VwPxKr1pTapQIM3upGYTnSUQ5FkrlYRIwiaUSTGU8XFeasbjejDLjs/25UU2P7edyOVcgULUsPpuaAsegRB/ADuar+Q9aaBDYrlulVWvZPteavi71ofhjokmW8+yHSkc4BBiyH8RB4b5gEBpZRALc6/Vc7oF/7draGqrVKk6cOOHKEpDwAMFwQ3XyDpPyFer8s9Y63wKlOd9cowRFmRuTAfXZav7R+/dqWlMM00pIcEmMwpL7RgEdB23s1tqAH0K1BRI23qehxrS509THooz+7nC6Dsp02Lbvx2LbKu2rH8L3d/mRYMyZYOazlkNh+yw7znv9zHgyJDIJtq8JoL5mUigUXEkQmppY8JBC0zjXNsL9gyOVBzEMSkD5sYe9/LFYDOVy2e24xrBY1kzypTolnErcw5gDnYVqC6aER6Kk7ajZg3sI6zPVKc37hzED367Ne4aZk/Q5aloi4eV46HAfR7QL/T7cc5mES80hnDNuwUmC7ZuLuPMaNQS/cJ/vAwj7TfjmOb5L6vPQaCfOIftNpm6tRbFYDOQo+AyP/fejsnRTKA080DVlW36pDx0Htykls9c9uH3tMkKEMNwXGgSws8yEqtY8V6vVsLy8jMnJSbfzG/fsVSLigx/jbvb4dDrtavr4oa9hZi7tN2s8qb1ZiaBKtITvEPeJj54Le6a2oWMjgaPN3yego4JqC51OxzlblXBS0mWkmC8xU3NgtjvXU3dkU5CAkwlqqDTXSBmL9lX9SZwzfw1US+HWqNQSNB+B7wQFEp7L5/NIJBLY3NwMMBU1iZFZZ7NZp/3W6/XAM3SL1TDfjo4pYhARdsORYBC7mXQI/0XXYnd0Ji4uLiKVSmFubs59nP4WpYTaq/1+qCahMfzANoHV69TGzvvU36D2cX0+zVWUMpUo+Qg75xMzn0j4fSNh8303Gno6KvR6/VIR7JsyN2a4q7SuphaNruIWnNb2Q4eZCMcx+HNOJzbHzmNsW+tA6X2qxSkz8B3eapZqNBqBelL0EdH+DyDAkLSsh/aNx+iTMKafwf/II48gFovh/PnziMVibrtRMj4tQ65g/8NycyIcPGL5PEw2g+7KwTus7wsTUxiU8MTjcVdqYGFhIfDRKbQ2k9q4VYJX2zOrxhLDiHeYacpv19cS1Jzh26MVanba7flKuICdpTe0PT/MV5P3RgWVXuPxuDOJ5HI5V61Wn61mQ/6dTCYDzIRrMczcSAKtPh9qKVq6Qq8Lk7zDfCI6X/rD+/L5vNv5rdPpBMp7q/bDzYw4Di3XzufznuXlZayurqLX67ly3hQofKarmoRGaPlaVoQ7hxlxEEevWj00yYFHlkEMI3BhaLVaWFxcdPWVNCNVoVFKWjyOYDkIlQjpe9CP0tcyVOLVj121G57rdDpYXl52hIWEi8/z50AJ7W4fu3+OZhWeI9EyZrseFK8bh5RJWzuwbS/nzmhacJHaE5kIndHpdNpFhxljAqUt2G9qczS9sNSGEm7a5lmWgn1TLUGjzPzzmm+g/g72gfctLCxgfn7eRdxVq1XU6/VAPTEdJ+9lXah0Ou3eJfpddOOfZrPpdsLT8FnOk/+O3M5kGmFvSBw/hsv/4D2jb/iQMO4jwyDCon+GveD+tYuLi8jn85ient7h/NsNw2y0+nGxhIF+eNo/PwTS90f4zIYbwfj90N9+/LzOSdh9es6/ngSHW4uSSNI04hcFHBWUeKZSKRSLRWQyGVSrVbe3Af0UJPYkjMlk0mkaTGqjaUlrFun6caw06WhGMUNK1cfBPAZtx3coq1mRuS+8Tyu30v+1sbERIOLq/KdGxLYpGLAOFZMHU6kUHnzwQaRSKVSrVWxtbTltl9VlVQvqdDpoNpuBd8V/nw4bmn92DAR3TOiurePBf3ZxJG2Zdz0xknZGiSPBINQODCBgavDh+ysajQbK5TJOnToViCRShH0ovkljWL/89khE/DZVklXwo6VpQH/rR01pFggm2/kOZ22fyV3D4NvqSZSU+I0LYeYZ7heuDllluKxnlEwmkc/nHdFnrSa2p1FQ/Ft9PX5EkDJNdTL7jmgAzvTEjG36CTKZzI7wY/WbrKysYHFx0RF6FRTod2GkFk1e1DAZMZVOp5HJZJymBWwzcprY+MMcEGbWs086zsPooLYfeDu+5gf/+KC7sWfYZnNkmc+bbymOpJ1R4tA7qZWAqlnAh++M5O/r169jbm5uV/v8MCLqMwA1N2h7/v3aP9+8pLZhtglsM70wh7X21Td/KPyPXkMa/aQo/1oSLEb5qIY2DlOERuh0u12sra0FTHUavcOIKs5LPp9HJpMJEEKe030RSGyViao93p9P7kbHufBt98B2KDRNRXyumg+1Qq1qNLr+CprMJicn0ev1979Q5zUZXzKZRK1Ww4svvhjYbEmZAtv3zV7KIA8rTCKBhz71Kn7rM38Cc/jCQXdn3zHx8wdfvdXHkdAgiGGSvH+cHyA3c5+fnw+Yevxrh53z22aSEwmr/6GHaTma7GbMdhglCYgys7CPV80BvmlgL6YC9t9P9PIZJvvrFynksVGDc9dqtZwJhYy1UCgEGCr9BIzUKZVKTnOo1+sBjcrX0nQsvnM5LAAg7Ecdu4wMokO4WCzioYcecmVY4vE4FhYWMDs766KrNPqJzulYrF8qPp1Ou/pIq6urgTwUjWAzxriSIOrH8k2CiUTCPXc35rDbO39QePXT78RX1o5j7icOB3Oof8t7A//HBsU130w4XG/IEPhRQGEMQc/x/LVr13DixInAdTw3jKkQJDR6Dz8wjVLx+6iSpxL9RCKBW7duhW5Orwl6u/kUfOymxZAwqPajBE81Ft9f4jOEcWTcKgHT0hAAAtFJ6i/q9frZ8byeG9/QvMPQWZXidfxKMBnaqsSfBJhQJuFHMpHoz8zM4Ny5cy74IZFI4NixYy5xT02E/ja5FBDoJK9Wq85x768Lx83jNDsx4143RVLmqvMd5oc4NDAGf+tP/iekfnjq9tfuB4zBX/7Hvx44VPkzbz+gzhwcDr2JyZd6lBCGmT74Qa2srCCRSGBycjJwrZqgdmsnjFj6Jhdth5Iu4edHtNttzM7O7siY1uxrNT+FSfr+B69/+5qNz1y0TU3S4hj8trUSKcOCRw06qPX53AlNCTPHxCxn2vHp1OYezGqaUtOMvycIzTUaxcV54Hj5P4kvzVxM7qPEXi6XceXKFVQqFTeWSqXiSnHru8XNhBhJpXW89IfrpSYrHm+32yiXywHzGM1sNC1xTP6akYkMSyQ8SJS//X14rfYc0heXcCiqQ1mLn/6Hfw5FbJt9Jp5fPBx920ccCQ1CPxqV6n1tQAn40tISTp48GTiu1w6DtqnRJGGaBz8yPabbOarGodFAWoH0Tj/SYQ51nmN/fFu3MiYyPiYJ+r4d7u/tO8xHDRKseDzuosEoUdfrdUcAc7mc21KU41pbW0Or1XLEXP0N3NODDmQyD7XPc51U4qaJRvewJsPg7ncqHMTjcZTLZbz++usol8tu/4jXX38d6+vrAc2L7TGsNaxfZJhacJFmrVgs5krDAHAVXdX/wWg0DcXmGPjdAMEd+Q4DEg8+gD/9vf8fLn33w+i8ce2gu+Pg7+jWuXT5YDpygDj0GgSwXcFTnYe+FM/f8Xgcy8vLyOVybpMeZSC+mYntUEIklNkwmkSfxXO+eYb7P4Q50nmdFhYMuyYso1q1DPU9+L4L7Y8SAhI6jovVTmn6IBECtgMCdnPg3yuUYGniIs0nJHgkbgxTZrmUzc1NR1DVTMQ++0KF/w7QzKQaom6yo3PJKCBqD5xzleoZjkoGRCcyn0fmQhNSr9cLOKLZP0YzVatVx8SYkKnv6tTUFGq1mnvW1taWY46+aUs1RzW5HRbc+L8yuPjakzj7zJcPuisRPBweMWIX6BabwHacOBAe+3/z5k0sLCyERuH4GgCPaeROGANRhDmnta8kIr5mw799x7N+tGG1mIZBi8r515EoaX9arVZghzMSDzWZANv7Xof5I0YF9Qc0m01Uq1UA23kl6svpdDqYmppyyWI00fBvLdXOGlvMKSkWi26+WRJbo4IIaglMmOP8kWExlFYZsjJtzj+1l2az6YrlAXAFBDluEnya81QoWFhYQKlUCviJOp2OM6XlcjlUKhVn8qpUKq7ftVrN7YFB6LukPohxaIV3isTpU/gfH3oK537o/jfeNL75vbe/6JDhSDAIfvC0BfODAXbux8BY+mw2O9S56hN43/ntMxRlTGF9C2NAKsXu9fnEsMgl/4NWiVDNSr5jN2yPgzAix3OajzFOJkGipnZz+j1IwNm/UqnkfA4MdWXSHAk5AJTLZSfJc+zpdNqZjjKZjDNLWdsvjT09Pb1j97dEIoGFhQUUCgVnvqLmoRV6eYymHWajk+nqtarNaaCD/jSbTaytrTkTG9fI1x56vX4UV6vVcj4Zai++pqDmszAH9kFi8RtOAwB6z7+8b8+Mz0zv27MUuc/t3xhHhSPBIPgRGrO914JKV8oIFhcXXSayXyLBN02FPWeYr4GE0o9e4nnVVvxoJyKs7WF9CXNS+45H/dB9Iq5mC91HW2P0wxyZvV7PmeaazaYrbzEOMBkO2LbJV6tVR+RU8p+YmEChUEC5XEaz2XRmqEKhgFKp5MxUW1tbTkuq1+sol8suS7vb7WJiYsKFlqbTaRQKBSflJ5NJzM7OOkHk2LFjOH36tAthZR/JXJjnoOZH3WBpc3PTbe/JiCMyK406IgOwtp/YduvWLayvrztHvBJ5a7dLlGifi8WiW3dC379EIuES8XxT5UGi9U0b+LWbX3XP7dwuBFXrJd36C285kGzt3mBPjqOE2zIIY8xpY8zvG2NeNsa8aIz5W4Pj08aY3zHGnB/8npJ7vs8Yc8EY86ox5hvk+LuMMV8enPuUuQMxRstQq1TsR+9sbGxgZmamP7hYcGP4sOgjHzweVsGUUSpq5gAQKJHAPg0zL4UdV/iaQtiHTHOK+jHYrjry1Z+hES58zksvvYTnn38eL7zwAm7cuOGOP/3003jhhRfw2muvBfIiRrmuZPK6RjQVkXF1Oh0kk0nMz89jdnYW5XLZldTgNqS6W18sFkMmk0EikXCSfKfTwfr6utuFbXp6OpCxvLGxgbW1NSSTSXzbt30bPvShD6FYLKLb7eLixYtYXV0NlL1gvycmJnD69GlMTk4GfGQcGyV89pdrWCqVcPz4cTcP2Ww2sKe5lhPxy4awDV9LopCka63fCOeSzFWZ76jX9U5g0ml8x8N/jNa/OH77i2+DzvseG3ruwo++Hzd++RH3/9xn/gjZ339x6PWJUyfvqg/xiYm7uu8wYy8aRAfA91hrHwPwfgB/wxjzOIBPAvg9a+0jAH5v8D8G5z4K4AkAHwHw48YYivj/HMDHATwy+PnIXjqpyWZ0ymkZDHW8cnMZte37uJ3jVU00eg/70Gg0AvZrjVAapg3sxfQUhjCHo0qfvhmKf9Mp6kdS6fas586dwxNPPIG3ve1tWFxcRKPRwM2bNzE5OYknn3wSk5OTuHLlivZ5pOtKRsq+kaHRBEQn7tzcHAqFAhYXF53krv6bdru9I5eEZh8Sb+YZXLp0CZVKBfV63RHwXq+HUqmED3/4wy4UmYxlZWUF9XrdaSWMqJqamsLCwkKg+izXSc2e2g+g79DOZrMBcxPfaSbOJZNJF1BA/4KWAq/Vas6sZK1FuVx2mguZDBPm+M5q6K+arAbvx0jXda/ofM0TiJkeiv/xS/fcVuwPhrfx2W/+F2jURQu2Fr3B/iM7YAyu/sWzd9UHMzV5V/cdZtw2islaexPAzcHfW8aYlwGcBPAtAL5ucNnPAPgcgL8zOP6L1tomgNeNMRcAvNcYcxnAhLX2CwBgjPlZAN8K4Ddv1wfd3QwYLpVvbGw4xsEIFV97UJvwMNzunIY87qYRKMEidgsv9DUH/xz7zVh6nyiq6YCEV6ODtK/JZNJJyp1OB4VCAdVqFWtra3j88ccBADMzM3jllVdw9uxZah8jW1d1UqtTmOfYTxLXpaUlrKysuLHSuc3oK62Mq8x8YmICiUQCy8vLroqqPoNYWVnBpz71KVy7ds1lSfM6nVtGIjGaqtVqBcqTcJ41QoqEutPpYGNjwxXYI+Hudrtu9zm+w2xTo5dUcOEa03HPTHP/HdLgDt+0JHMw0u91r7j8jWncbJVgpWT+OPDD3/kxPPzsBeypupi1OPFPP39Xz+lceeOu7jvMuCMfhDHmAQDvAPDHABYGzINMZH5w2UkAOlPXBsdODv72j9++kyJlAtub0wPBbUI3NjZQLBaHllvwwxN9H0GYTVav4d/qDNbj/F+ZR5gPQj9iZSz6Afuag7ZBhsn2GKmjhEyZIwkoNQpW96Qjtd1uY2trC5OTk2i328jlcs7UoZE3GPG6qhYAbO/wxn7GYjGUSiU0Gg3cuHHDlbYmATbGoNFoOFs/cwi4PizPTkezrgcl9YmJCef7ePnll3H9+nVn2uKcaWVZ2v/r9bpLiKP5SjWJfD7v3hXf4a5Oco63Uqk4TYAMitVqfeg7yIQ8Y4J7WNDnoWZFzbvwMNJ13QtMIoH/9kNfwK/89gfuqY29IP65Z9Etl+/6OW9m7JlBGGMKAP4dgE9Ya3eb7TA7pd3leNizPm6MecYY8wxffj+5TM06iUTC1fSZmJgImFM0fFOjUPh/mHTG/2m+UlNNmJPb12h8wuebl1Sq9xkBj/uaAYAdfheaJrhdp5qy/HBZSuNMLuP5VquFCxcu4IEHHnDOWsKX6ENw1+vKOdAIK03mo2mmWCw6Yqx7NTNngeWzAbjcA010W1lZwfXr1wMRRbFYP18lm83i9OnTmJiYQCaTcclniUQCJ0+edCUzyJAAYHp6GmfOnAmt3Moqs/5xfRfy+TwmJyddvgLHzPWhA17DYsngeR0jksggGMnEfA2umV9aXs+Na13b2Js2ED99EsdTG3jkJ+++EqrdJboucS7cTGQSCWCIKyWWy911X+5X7IkFG2OS6DOHn7PW/srg8KIx5ri19qYx5jgArvQ1AKfl9lMAbgyOnwo5vgPW2s8C+CwAFAoFyw9MQ1xJ0PmSFwoFtNttp84DOwuZqQmCjj1+cOrs1XZlDhzD0N96XpmWryWo9qHJVr5piKaWsEgpSvTqd/Fj9pXx8DwjeBi6CmxXen3ttdcwOzuLqakpV0q7Vqshm806X4vMz8jWNRaLWfbRHzsZLMM+7SByhwyFjlZqUxw7Q00pPasAQC1ic3PTSewAUK1W3frQ1q++nlQqFfB5sACkMf3Ce2TS3FMimUy6Z/Nd9Cv1ViqVQPFEJtTpHhR8R2nO1HpVGsnn17EKC+3WwAvfBDW4b2TrOmGm9xQa1X3jOv6fn/1GnDw/nsJ8vaWV0OO2Z4duxjPUL/EmhtlFiuhf0H+jfgbAmrX2E3L8/wSwaq39x8aYTwKYttZ+rzHmCQA/D+C9AE6g78B+xFrbNcY8DeB/Qd9E9RsA/m9r7W/c5vlbAF692wEeAswCCH9bDx4PAOgiaGI4hX5gwi0AxwAUAZwH8ODgumhd+4jWNQTRuh44tP9nrbVz99QapZhhPwC+Fn3V8gUAzw1+vhHADPov0/nB72m55+8CuIj+i/Jn5Pi7AXxlcO7TGDCo2zz/mdtdc5h/Dmv/72BdvxSt69Hpf7Su9+e6HlT/b6tBHDQG9up3H3Q/7hZR//e33f1C1P/9bXe/EPU/iCORSR0hQoQIEfYfR4FBfPagO3CPiPq/v+3uF6L+72+7+4Wo/4JDb2KKECFChAgHg6OgQUSIECFChAPAoWUQxpiPmH7xsAuDMNpDAWPMTxpjlowxX5Fj+1q48B77f6DFF6N1HVv/o3UdgqO8tge9rgceljUkVCuOfmjdgwBSAJ4H8PhB92vQtw8CeCeAr8ixfwrgk4O/Pwngnwz+fnzQ9zSAc4MxxQfnngLwAfQzVn8TEl445v4fB/DOwd9FAK8N+jn2MUTrGq1rtLZHZ12ttYeWQXwAwG/L/98H4PsOul/Snwe8l+1VAMdlQV8N6zeA3x6M7TiAV+T4twP4zAGN5T8C+Pr9GEO0rtG6Rmt7dNbVWntoTUzDCv4dVuxb4cJRwux/8cVoXfcB0bruCUdubQ9gXQ8tg9hzobBDjnsuXDgumH0svriHto4aonXdW1tHEYdybQ9oXQ8tgxhW8O+wYtH0CxbCjLhw4Thgdim+ODg/rjFE6zpGROt6Rzgya3uA63poGcTTAB4xxpwzxqTQ3/HqVw+4T7vhVwF8bPD3x9C3E/L4R40xaWPMOfR35XpqoBJuGWPeP4gk+Ctyz1gxeN6/BPCytfZH9nkM0bqOCdG63jGOxNoe8LoeTif1wInyjeh77C8C+LsH3R/p1y+gv8NeG32u/J3Yp8KFI+r/QRdfjNY1WtdobY/IukaZ1BEiRIgQIRSH1cQUIUKECBEOGBGDiBAhQoQIoYgYRIQIESJECEXEICJEiBAhQigiBhEhQoQIEUIRMYgIESJEiBCKiEFEiBAhQoRQRAwiQoQIESKE4v8H6cjOaBRy74kAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "36 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "22 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "126 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "52 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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/r2kRhVoqlQoIJP3TcdJZy+eRTqedoOfzUaze17hVOHe7XWcZsU1CStTsdR7UkguzcDhP+XzePfNWq+UENn1Gg8EArVbLCUhep5Fu1Wo1ICQovHzLhe/tYDBwlmwsFsPKygrOnTsXaJ++HWDvUX4RzSAd8JwdCQGh8Ipi0gDcS0+mQDiIFI/H8fzzzyOTybjvGo2kmDQQ1Lb4GxeraroKTXABEhPnsWQyiUKhgFwuh1Qq5RgBfweAer3urqVFouPxmbPi0Aqvdbtdx2TJWAhl0DGfzWYBjBl/MpmEMQblctm1XywWHeNUzfQ20S53THxmGjGlRCc+teFCoeCEaywWQyaTwerqKubn53f4qfSzwoc+0VpqtVrOeuJzV58D29MABGrr6uvQ7wxs4DhUaFEY6DEqEYSJjDEolUoolUpunvgser0ems2me466Huhop+Xrn+NHqs2kkIjtj0IS0Z3TkYCYqD21Wq0dIYpkjGQmag3Qwrj//vsd7MLwTl0o7XYbqVTKabNkLAoPKOTAPvEYo2rUeZzNZh2D9xmEwhKEftj3dDrthCCvC4uRJ/TAPz4XxejV6kin08jlcqjX6y4EdjAY4Omnn0apVMLc3Bw6nY5zrBMPb7fbzkcx7Tml052ave9rILzF82j1kMnW63UHKflWV5jg930aah3wuwpyCgQeY0gu22FfNAS10Wg4i0dhT98C5JzweyqVcu8o3zsGVWxvbwcsCVo3FAAUtBzXrVu3sLW1tQPu8i0HH76cGRrM9BYJd00mnYZtT6oifxs64PmaeQuCL3Ov13OmO4BABIritFws1KJ4PbUyhY/IqBnSyOM01fldmYQKBt6r1Wqh3+87K4X9U2xb/RnU6BWiImxGnwkA54BVQaX+CRKP+1YFLZ5kMolOp+PyBag1dzodzM/PB5yvrVYLmUwm4Nwm85om0XnLkFT6Q1RT1/H5jKzT6WBjYwPb29s7gg2U+edyOSwvL7s50BwZtTB4HSOp/OeswiCdTgeYbhjGTwuDRBiN1gPfn0wm4wQ2ISr1FzUaDWSzWWQyGaysrODMmTMuj4eKgVoLhJvq9bpbHzxHx+0LjYgOjsKEgxkpC7NGMy8gfCxZtT/f4adYtFoICvuQweuCARBg9mReymjUac3ze70eUqmU0wQ1dJF/KryUaVDj12Q9hm9SgyXz0vBLtYyU1BdDSIyMjhYKGQkhJTItYwxqtRq2trawtLTknPS1Ws2FlU6bfB+KMSaQRKbarloOvnANizLSBMR+v49cLueeg+/b4X/2p9lsOitA+6Fzymep4ad8L9TfQcZOqzWdTgdCWdvttus/w3Y10q5Wq6FarTpFI5PJuCg4WlaZTAbFYhFLS0tOgVJfHa0zfdcjoTB7ZEbw6azRzAsIAIFFxJefi1UTu2KxmNP0eT4XB88FxsyUCWRkHFzYah2ok1NhD96j0WgE4vHJANhWu912FkkymUStVgssVAoKWjalUslBJ4y8oVCgdj8pBFTxb8Wou90uEokElpeX0Wg0kMvlUCqVnKY+GAxQKBQwPz+PXq+Her3uhKgv5KZF+ozU+vFxcQp++lJ8mMRnfPxOptpoNFAul13UkVpLPvSnz1Ad2nzH9Jx4PO78Iv5cqPCmr0GjwzQzWn1ntKTo52BQQ61WQ6fTwa1bt3DlypUdykOxWHTPcWFhAfPz826M+g4pDEWaSR/Ea5AG1eqOY7F9UMzulGZeQBhjHAPWsFIyXWqgXDTKRLTkAkNbgTGMRI2aixKAW/AKCZCBqTbGdn3sn32u1WrY3t6GMcaFTTIngkyMENJgMMxPiMfjqFQqSKVSyOVyLoM5nU4HHODqLPdhEI5VndmZTAbdbhdXrlxxEViEnqy17vdGo+H8IByXWlPTJibI8dnT98I5UKcvGbT/p4JbfS8+RFQsFl2bnCONCiKpcNF3ixAYLQI+e/oaVPlQa4QCotlsuvfMh8IoKBnpRovU95cwPyWZTCKXy7ns8O3tbedzUMe4hm8rRKkwbUSzS4PW4e9GOvNOavoIfAbAXAS1LshYEomEC2slFq8OX3UQ0w9BpsrflCHxdwocdSLrItOFPzc355zq1DSp1QNji4FRV/RNkEENBgNks9kAhMI8h0nhiopLE+tWSEzDW5mERUZYrVYdxMNwy1QqhUqlEgjTnOa8AmNtXB3nPsRExq5zpPOo5/N5qV9An7vOrwoGPjs+ez4fvYb9ZSit+o/8efC/833y/RVqKVYqlQAcyOdBeInWVDabdaU4Wq0Wrl+/7uaauRScWypT+sx4P9/aiWg2KL6ygv6tWwfukA6jmVchlCFQi6KWBIxhGmOM8x9wUfHlV/xYtUrmBvAcaoPVajVwrsbO06nKxcVFr6UrFAKj5qm/q8ZLjZlaqAoltWzUemF/lZmqoFK4hvcm01Dtmj4NZgCTMfJZNhoNF6a7H4yEuSOqkdOi8X0Rqu2rE9uHpbQsicJ3jUYjAGeRaYcxSr5Dvk+Lz4cBCQpZhQkbVS60HS37USwWnUDns89kMgEtn8X72O96vY6trS0X2UUoSS1sPi8flovFYkin0856i/wRs0eD8vZMCAfgiAgIZa4AAtosmSsdgNRESQwdVOvBd06y7ASJjkB/YXHRau6Fz7BVqyQsRtJwSNXK6QehsNMoKmq0W1tbAMY5GXp/dYL7cALvpQyWTmeF7ug/YZz93Nycg+RUUE2TFDJrNps7cgtIvq9FISZi+nqefw7H4Ica8xoVNnpvPUfbzufzWFpaCvi3NOmR1/j3oxNZAxWOHTuGUqkUEHTtdtspFqlUCisrK4F3qt8f1v3a2trC5uYm8vk8CoUCFhYW3FxSGeC86vWdTidQZyqi6VMsl3vV185S5diZFxBkmr4DVmEh1aaVaSocAIy1QGLvFCjE4HXh9vvDaqHXr18P+CD4u+/E1FLfCk349+NxX+Mnc9BkN4XFlpaWXD4CLSUNn+Vz0Ph73ku1a1oN6mNg2KaWbeD4qHlPG6/msyHsRWba7/dRqVScUuDDOPrMqCGzICIZOI+r1q1Qi0YUqUXlj1GT5nTe0ul0oG987gwH9gUN26dfCxgrFFtbW+65k6kz/JfWKms58f0gFMjs6Wq1ikaj4dYFx0cBn0gkXCg376v5IxFNnwayDcBRpiMhIMhIuJC4GFUjB4IRGRp5k81m3YLm4lCmT8cj2+Ci73a7+NM//VN33zCIg4uYCXvaby5GOii5wEnsBzDG4on5a39jsZgLv8xms455sy0yWPoofActx8XQXGstqtUqrLWO2RELZ+RXrVaDtdZlX+8HKdS2V2ZF5geMo4tUa9c/FaJ6T7ZBpqlwlu/z0OcMjBMrt7e33W/093COAexQEsj4/Tmv1WruOs13YdvM96B1CASjk6y1LtNdFQtag3wPtZyJjtN/TyKKSGnmBYRCKPxP7UlrBXEh6GJWmEbhFq3jxEVWLpcDUU7GDMsfpNNp3LhxI5CIVK/XndAA4DYjopDQvAUt0aHYtPaP/40ZZs+2Wi03Nk3my2az7h6KtavGSkGgjE7hBVogZDAsx8F+UkMm7s2Ni/abfAGhWr0fteT7ccjM/TZ4roazUsADCFToVQVArS/Op/aDpTbUr8BjqrDwN/VpaIiq+iPUquR9+T7SCmUEnNavorWYy+WwsrLifGDz8/MuCIMFCBV+VMszotmmeHG8Q1+8NH+g9555AQGMI3C4WDc3N13SEEs1MFaei45E5uHHoavGOBiMs6E1sieTyeChhx7aETGTyWQcjk/GwaQoapPavkIL7AvvpaQWDT/7YZyaEU5oTBljKpVyz0F9GcDOrHDNtFZIh8KE1kWz2dx3RkLGp/ehsFP/SLvddnkak9oBdpbW0N/4LtBJTsbOsatTWR3KhK6YpxJWo0qVGfVRqJ9DHdH6PqhjnNCSCovFxUV3Pd8xCst2u4319XUn/FXAK3yn8xsJh9mg22VR98VHag44N+JIhLkSKuBLz9r3hEXa7bar2Er4hI49Qi/qkwDGeDw1t2KxGMjEZRbx6upqIDqKGhnPpX9EF6aeq/VwqKlTcKjDmteQyPwZvkshQ/8IrQmFNIwxLpeB9+QzVMe8Rkaxfwx9VZyaApUhlvs1tz4DV02XsAthJbXGfAbHvqu1oOdroEGz2XTPQQUC7++374fF6nX6bPnsVDD74bLGGBcI0e12sbq6ilqtho2NjdDIJ8473x1/0ygVdtxfgj4JzVTnXKtlHdH+kUkk9rTZkEml9lybqXfj5t12647oSFgQJC48wiN+GQEyv4WFBQDjekvAWBv1FwuAwP4C9HXcunXLaeeaS8G2fKyZ9W80Y5cZ0LQE1AlOUgesmvy8jlYStUpaFlqOWrfd1BIbCs8pqUNWNdjcKPJCE78YMTNtJzUQhF/UWuIzUQiJwlIFStjY1Aehmrni97TE/OQ7/xnxfH/sPqTFeSD0w3vz/dFz2RYFOf08c3NzgTExeknDj9fX13dAUdZaZ43QWU/lIpFIOKhJ/TFcFwcBHb6Wyewxdygsi3pWaOYFhEaf0NTnfzJHhXW0WquGdwLB6CGWViaGS0ZPK+T48eOusioZDKEO1RjZh8XFRRSLxUABQWrhbIPMQ7VxZUzMv0gkEi6sFQDm5uYcAydTYfvGDLO2FeemxaQCDgiWMmcfAQQEINsE4GC0aSfJ+aRzqfcnce59K0bnAQgybl6nn/2oNs7F3NwciiOcV7V8Khx6X9/noffp9Xo7tvxMJpMu45mQEDAUEISALl26hOvXrweEGPMa2A6hrVgshnw+H1COTp8+7frP4oTpdBqFQgFzc3OB8iyEt7TycUT7Q3ebCR0/thr4Hsvn3efEieN31fZeaeYFBIAAtg+MhQYQ1PA0/pvfuTAoCBRrV8cjmSWxbmOMM9u50JW5DwYDh10z0YvH2Sf+sT0NY1Tznm1oYbZ8Ph/QULUfXNgUYEtLS258XPjMztY+E6tWhspnmM1mUa/XnXVBCEs1+WmTRhBRAOiYdewKv6nGr7CUD1X5pAJCxzM/P+922dNr1Qrxxx92P9XOeZxKBYWvQpv8zig3XmOtdSHWtJoYnEBrgFaj9jeVSqHb7botTHO5nHtHdE1QaYogptkm/z12obPGoHv22IH04cj4IMjwyIDJsGne8zjjx1kSWZkQ2yGkofAOz1VGpAsdGEMi/M2/LxcsGTH7qXkSJIUwyLROnDjhCssxqUpxY36nMOLndrvtIqk0skmhCDIFRsb44yJzpIBhFFU2m3XMa9rE/bPZb2W0+p+k4yEpo9ZjHF8YzOYz9vX19R3H/T7410yC76gQcDy0ErQdravl+zBUMNIaJoNnvkq5XA5AhFevXnWQER3o3PhJy6rQp0RozQ8KiGi2aIe/ge+btYh/5SIOokjKzAsIav3qbFPtX81yxfxJFBiq6Wt4KR3dzWYzsB2oEu8d1g8uZj8nQ2vxGzPcbIafNS+D0VJa8ZV4O/ewVn8ABWO9XnebEgFw5aIZCunnevB/WEa5Qm0aAso4/f1kJOojYJ98LT7ssxLfA9+q0Hb0XfEFgCbaTWL8k+7rR5nxWbK9sHH5GfAU4HREaxa1wolaoVdLw+tcUyGhT4ICg8QEuk6ns2s0WESzTYPR3u37TTMPMflOOWC8wBl+qVoRv6vvQC0QLmrWGmIbdPQpLONH2GguBPujeLTCStls1ml07KvunkYhR6iKjCEej2Nubs7tJuZHOlFD1agVCg0NX9XnxOt8IaCOU57DdukY9xPFpknqdFdn8aT7+XBbGCNXSMfXyLUdv00VMHpOGJylx/1r1Cr1z9V2NRJLay+p1cOSG5w3hchYKoNz6c95tVp1ClOxWHR+B95TIduIIppEMy8gVEsLc/4BwQ3lyaDJKNUxSIrFhiWSt7e3sbCwEND6ALikJIat8p5koJVKxS1wjS3nfdmebmG6uLiIfD4fwLOVMVP7I3PU5D7en4Kr2WyiWCxiMBi4XIVYbJhtTUcmsXP1jZD587kqkyKzoOXQ6XSwuLgY2AJ1mkTHq8902ddJAkDPYzsk3/cTFoE0qS1l+GG+H/5XITCpnxRyZPxqQeicsM+6ZwPLg+g7SahJoVJ16HMPCAoA9VOkUikcO3YMuVzOCc4TJ07gxIkT+x58ENHdkUkkgF3WXeLkfcHvD5xFfBTBOS2aeQEBjKNcKCw0Rl8Fg9YXomDQ7TLJnDudDkqlElZXV110iB/REebIo2WifWFtHOZH8DxaNWTWao0opAMAlUolwKjYDsfIgoS0brQsiEYq5fN5V6WTv/N6ZW7q1PfHSWbGENsLFy64PJBpkjJ5wnbsny9E2a/bafUaNhuWX+ELOR/+0fN84RJ2Le+p9+G7urCwgPPnz7u6SQpD6fMeDAbOWiPkSR+UCkzdSc8YE9hDfW5uzilLPE6nf61Ww9raGoDxjnsLCws4efKkyy2J6M4ocfxgHMTx5SXEdpmj3suvBL6X33EMrT/34FT7cKRUCDJMAAFnLDUz1YjJsP18Ab+8wmAw3E2N7QPB3AQSGVdOqjRyIdZqtYC/QKEj9RmUSiXHkIntE1ICgK2tLRw7dswxEQ1F1FIYKnxoeejueXwWWisIgAt3VKxdGTEZF4XNxYsXYa0NjHmapFFU/jFfm1fiuHwLhHPEz2EQUJj14f/Xe2hOiC8kKBA0YY5/amkSUlRoUv1Yug8521WBrsqL7l9Cq2N9fd0FK/A478WoJtbwSiQSuHz5cmhZkIj2Rv2t8oHc506T4gq/+STslOf0SAkIZkvTVG632+h0Os5Zy4VIoonN42TWmkugC44U5kwkQ1bN0hiDer2OGzduIJFIID+KU2YJhkKh4DS5XC4X8AfQUa2OZ8JGZByEd+r1Oubm5pBIJNBsNgNQFj+r1kirxtpx1i03AFImqXCHatMUMITHFCOfJvFeYX6ASU5lvVad08rkfbzfJ0ZP+fkN2rZCfT4jVQau75uOoVqtuvyUMIhU59AfP2EmzVOZZGGp4qChzn7QRjabRaFQQLPZxNramnsn92Ne73Xaa9bzQdN+lAmfeQHBxUoNTM3uWCzmzGQyG2rdLEcBjHeH08VOs52MmwtOhQzLXCgj5SJkP7g3AAUN+wLAMX6NTNIwWw1ZBYI+CS2BwT4SRkulUm7rSd6H2c6ajMdxE3ZQf4TPjJWRKYOkQ3/a2qY+8zDh7FsOyiB956oyaTJTtSSUODbNqdE+8b9Ge00iX4j5xH75z5tjDoPA+DkWi7lERW1PgzG0zyzHQWiKYcocB5P4ms2mWyeZTAbVGc7ijejwaeYFhGr3YTg4o3p8zUqvVU2T15DZqBap2an9ft/VfGICEpmTCq1kMonl5eUAXEJtnkKN12oSm/otFIYg02fILftOxhePDyvZ0nFJjbBQKAQYTb/fd7kghLpoXXQ6nQD+TMHra7j8zQ8d3k9Si2CSJTDJtxAGFfkCgJi/5n6EWSqcP5/CYCb/2rAoJp94f84rn7FGuWmRRwCu33xHaDHqHNHypJXEd4wRdKp4qP8koojCaOYFBABX40iZqgqDWq3m4B36JjTPQB2EAJwZTuLi4nEybGpeAJxGpolm/gLz8xV4DTU5/sYCg7w32+ECtnYYiUKGTthBrQ0KGgCBUg5krBonzz7zHIb8lstlFIvFHWG3fAak/QiH9C06IMjg2U9VEG6nsWsb/rk+rs/rNax5kiN6t2O6QZOvnNyuLSWNilPhDIyhQJ6jgQ88zr1C0uk0HnvsMVy+fBmXLl1y16vAoTXB6yM6GrT1/q/D8n/8M/RvbRzYPY/E20GMHQhm/VJbD3NkcuGQ/OQ5dc6qBr25uenCQTc2NhxTTafTO3aSU6cjmQ7zErj4aOEwmmVubs5BALyGi1QzoJURWGvdpkZ0rnPchNHohFdB42vWyhQoCLT/vKcKPh/jnyapZRSm9Ycx7DB4Jaxdv/9UAnQvBW1j0hgnWSe+tcCxhOVf6J/2T/0Y6l8gQ2euAsNfaS3Qx8VQVz1/MBgmNzIJjn0ZDAauRD77rSU4Ipp9StUGsLWDSZAjHQkLQvdHIAPudrsuB2B+ft5pgYrV81gymUStVgv4E1hzSSOOGo0GKpUKWq0W8vk86vU68vm808AnhYtS29UIEmV+tATqo+zHcrmMwWCAEydOBPByAI7B+74AYOx0JyOy1roS4uwD21Otk30kPs37ZbPZQGQU76+O6v2Cl/icSCoMNDDAZ8ga/TMJ7vG/sy2+F7RctA9h2v8kq0CFA+eZFicw9nmFQV5h0JlvMagCEgZX6TjV2c0CgE8++aSzEmlFKgSrFYenHb4c0f5R/uOfP5DyGkpHwoLQhcSCcqzfo3i/MmwATvMC4CJxyCCUCVBgUKvOZDKYm5vDqVOnHJbra4DU0FUIAOMwRD3GPna7Xdy4cQP1eh2Li4uhmDAXuzJ2ZWg+A2e/yewY6kgfA4VgGKylPhcfKiM0pUX/9mNeFU7SiKowiCgMVgo7pkxY75NMJnHs2DEUCoUAk9dnrf8njTlMEKkl6N/fv84XhiqAKcx0pzmf+J7488JxttvtHX65fr+P7e3tAFxYKBTuGYjpdkllrzma0rOYeQtCmUS73Q443/r9fkAAMGwVgMt54ELhcd3Xwce28/m8szgYQsscBRU+NO/Vkdxut12kkAorOohTqZTbwjSVSiGfz6NaraLT6Tizn/ehsKCfgVoqw04bjYYbD8dIpkFnNJkQsWeGuWrCnYZG6rNWhhWLxdDYpw3YVeD6/pwwDdz3H0zC/MMYeCaTwaOPPorv//7vx5NPPomPfvSjgVpEvtWwmzUSJoDUsvGv8+GusOMqFP28i0mQm0KQtCoZmLCxseEsV1qKhE4ZwHD69Gk888wz/rQcOYq//kG8/N5jyN0coPjRzx12dw6d4m88D9PuAi/cfVszLyC48KhtaxVVQk1kohqZodFNQLAAn5ryCu+k02nMz8+7wn3dbhdra2tO+ABwEI+WUQDgQgjp9GW/VWtPJBJuv2ndJ0BNfc2SZru5XA7dbtcx+XQ6jXa7HdivQfFkWkkqtICxs7PVark2GQ5MC4f9phBmG5OcwtMgHy7ymegkwQGEh7HqfzLehx9+GD/2Yz+GN7zhDWi1WnjwwQdx8+ZNt38D4T9ahyowwu6j959ksfh91v/qG/ChptuRtsE/+rnop2ABSPquWOZdc2du3bp15CGmWC6HF96/ikHSonHCoHD5rYh98Wt72sntXqX+c5eAwXTC0mdeQPiYv4aGAnBMrN1uo1QqBYqX+Q5XLXkAjH0HjUbDaefJZBIvv/wy0uk06vU6CoWCCyMtl8s4e/asy6gmY6Om7y82Ci2FvDY2NrC2tob7778fJ0+edOdpzDqZPwUjIQNl1Fzk3OBImRS3YNWYeM0c19wRQhJ8LvTdkFnR4b4fEFOYc1rHolr5JB+BT357/Dt+/Diy2Sw+85nP4Ktf/SqWl5edg9/aYXG7M2fOwFqLp59+GhsbG67QYhhpH9UnxOflh1fTMlTYZ7e+8zvnedK9i8Wiy5JOJpOO6bMyLDDe6xwYF0jkHhRHXkCsLGHASvoGePE7csi961GktyxiPYvFL2+gt5hHrNWF+doLd72Jz0FSLJ/HoF53//dMUxIOwBEQEGTayhiJsXe7XaeRl0olt8AURlG4xC+URscenboUNqlUCmtra87C6HQ6WF9fR6fTQblcRjwedwynVCq5xckF6edtkFnMz8+j3W5je3vb3ZN9Bca+ihdffBFnzpxxQoLjpnZLh2iz2XSWTL/fd051Ci8Voi+//DLOnTvnYuk5Xt3MSK0pP4FvvywIX/NW8iPReI5vYYQJGo1O42ZMn/rUp/Dyyy/j2rVrrnQ2rahCoYATJ07gzW9+M97ylrfg+eefx+OPP+7qZGnIs2+daF98XxUplUo5+Edrf/E69V/ws4Zf+3tiU0BQ0N26dctFOhF6zefzmJubQ6vVQq1Wc4KJMOS9UGqjv1oCLGAsYGMAYkDjPovGfQBgsPmWZVgDwGaR+a/ejqWvdZH+1BcPtc97oVguh+p73oz8J74QKhzsX3gbzB/+yb73Y+YFBIkMT3MUqA0zdFQdx5qNTEcrBYQu6larhWKx6DS/559/Hpubm0gkEm5XtWQyiePHj2NjYwOtVssJDC7kQqHg4KxGoxGAnzQMl4zowoULThhQy2eWLIUFs7jDcHgNtY3FYm5/ZSAoBBXGoLVCi4cRYBQUFC5hGb4+ZDItCoNl1Bk96b5hGrWSjj8ej7uKvb/zO7/j/CmDwcCVmuh2u6hWq3jiiSfQ7/dx5swZPPLII7h48SKeffZZFwygDJbCmm0xT2UvkUd6nPNJ2FDH4Bcx1N84xo2NDRhjXAkWMn6+D9wGl9FMDNSg0NlP6PAg6KX3FnDmt1tIrdWw9dZFbDxsYCXozlLPMUBrxeLldydw/rNF9CuVQ+nvXmnQaCD/8c9P/P359yfx+j8ywD6sS6WZFxCM62aIq1ZnTSQSqFarjtn5GrvGpKtWT2HBAnqZTAblchm3bt3CzZs3XfvEdIExsykUCq6kQavVwvXr17G2toaTJ08il8s57T0Wi2FzcxMrKyuOEdfrdaTTaXcOFyghFPoLzp8/76AlDYEkc9dwRTIPCkdqqWQUPIf7BzD+nUxOw1v5jCjcOI79Eg5s24ePFKPX3ydBLZPw/VgshkKhgGw2i62tLZTLZXS7Xbc3ggY9AMNkyBdeeAEbGxt48MEH8ba3vQ3lchmbm5uOecfjcZRKJXQ6HWxvb7t++JtM+WNi1B3fBT0nzCGuQoVQKN9vCghakWpVAuPS7twUiCHhjUZjRwj2UYeYbAyI/+cvow+g+AzQWvjzqJ31/FIDILlt0ClZwABXP/Bm3P/TTx3Ypjv7QUtfTOy7cACOQJhrLDasLJrP5x1mrMRKrLqIiKlrlqw6sblAGV1EDfrq1at48MEHsby8jEKhEChoRliAsM/m5qYrpZ1Op3H16tVAWWz6RLjIyWzJ4Hl/9oeO6na7HQjPpfbK/jNcldAaBd78/DyAcelwChAyDo1yoXNb/Q66Ox1/mxQ9sx/kWw5kpj6sov3z+6kMlxYgI8e4vwctN7WujDGurMrVq1dx7do1rK+vY2FhAWfOnMG5c+dQLBadH4hWpJIKszBYjEzbFyQKX+mmVirk1Yeh1iPhT46BgQzAONx6Y2PDrQfej+8UgySOIplEAs3vfBT9jIVJjqsbLH+lAXh88+wnGzj9k3+C1ScGgAVaqxbXfvitsF/31gPu9fRo6d8eTLTWbS0IY8wvAPh2AGvW2jePji0C+DUAZwFcBvDfW2u3Rr/9KIAfAtAH8D9Za393dPwdAD4MIAvgUwD+jt2DaqrJR5rkxEVIbVihJS4C/a8amCaAVSoVdLtdXLt2zYW5kmlSA8tmswEnLzHewWCAfD7vzHYy7FKp5Ool+Wa87hmhmqQWCVQMnUxSw1npgO/1eoHM2Lm5OVcUkElSZKC0GHjs05/+NC5fvoxcLof3ve99GAwGqFQqePzxx1GtVlEsFvGt3/qtrs1R/snFac0r+7ybw1kpzM+gpAIjkUhgfn4ei4uLLsRTr6XwZeQPr+v1etje3nbPaHV1FYlEAouLi87CqtfrLhcnzEcyaSwKofG7Wgp8R8nwgZ1bk2oItAoivgsa1FCpVFCr1ZDL5XDq1Ck0m03cunXLCZWTJ08638y01+x+U+xtD6H8xiIqZ2OAsTCppKtkGvvDp7B09l3YeNgAA2D+ImD+6CkMAMz9+ufRTz2GjbcatJYtXvzOHM7FDgbLnzpZi3hpHhjYULgsvrICrN39bfaiPnwYwHu8Yx8E8HvW2vMAfm/0HcaYhwB8L4A3ja7518YYIoI/DeADAM6P/vw2Q8lnIFxI1IyVMdB05sY51MxZE1+zhhkKmEwmceXKFVy9etVp74SsuOEK8xUGg4HTyHq9HqrVqutLsVjE9vY21tfXHbSj2h8wFkzAuJqnr+nzt7DzuT2qasQ8rlARBZzuREZnLDC0XB555BF813d9F4Dx7nVPPfUUTp8+jR/8wR/EqVOn8MQTTwAYZn6PmOpU51XhIzI93xq4Hel7QUGdyWSwtLTknLcsPcF2e70e6vU6arWas8bW1tYcHFOpVFAul7G1teWESKlUcj6aZDKJUqmEYrHo3sHdBJz20T+PlgUDLnSr2zCLilYCfU0ahME8IJaet9YinU7j1KlTbhz5fB6JRMKVlBkJmamu2f2k+Jsu4NYj8yj9+6/gzL95FktPWZiTx8cnWIv5X/485p8HTv+nDpZ+Pqhpz//K52Eo0w1w+dt2ohJHhda/6yG8+D+/OfS3/vr6VO5xWwFhrf0vADa9w98B4COjzx8B8J1y/FettW1r7YsALgJ41BhzAkDRWvvHIw3kF+Wa2xK1Ye5tAMAxb2WujEpSRk+NWqOMSDdu3MAzzzyDK1euuDa48Or1unPuNRoN1Ot1t4Cr1arTQrm46STkPtRMTqNGGlayQiEvdS7zPGYXk4FTY6RFo1uaAnA+C3VcdzodFyar2bWrq6vOX8G4/xdffBEPPfQQrLV46KGHcOnSJQwGA1y8eJHnTnVe1U80icFOwufDKB6PY3FxEYuLi25+t7a2UK/Xsb29jVarhWaz6YrVVSoV3Lx5E5ubm6hWqw7PZ/VTKgbZbBYLCwuBTXey2Wwgyiysr2HjCFN4gPEug347Ol6FIn1oEoB71/XaRCKB69ev4+rVq67/ANBoNFRpmPqa3Q+Kr6ygeaqIxQ9/DoNGA/2tLcz/8ufQ/zMvI8xaLP3bzyHx+1/aidNbi7OfHMNQNoEjm4G9+gfXcerx/UliJb1aAPKYtfY6AIz+r46OnwRwVc67Njp2cvTZP74nMia4iYrCJiTfSc3FxiJ5muVsR9FGg8EA5XLZRUIBw8qx6+vrLvwVGAqBWq3mkvLIUNlOtVp17eZyOVdFM5vNolgsBjKuAQSS17TuDpk6mXxYGQzVJK21rtItE970XMWr1XFLjdS3cBqNhosIy+fzLuKH+1xPe16BscN1EuP3LUQ9zu8UpIVCAffffz9KpVLAauD81Wo1Z4UxYXB7e9uNk1AU8wQqlQoqlYrLe5mbm3NJZ+vr69jc3AyEilJgTxoDEHRA+5aFCgtepzAjISTNreH5fjkYXt9sNnHz5k23zS4VisFgoO/L1NfstKn+370LV37oPFK/88W9OWd3Ocf80VNY+fL498SZU9Po4oFT79JlmD/+asAHM22atocqTBTbXY6HN2LMB4wxTxhjnmg0Gmg0Gsjlckin04GtErkYFQemE5ZOO2PGNYWuXbvmtOu1tTVcu3bNYfe5XA7GjLeK5OY+3AAegAsPzeVyzsFHa6VWq2FrawsbGxsuqY41dZicxD9eA4x9LBqaycWvzmo6SNmGOi7VuqBFQJhJy4+wimk6nQ4wfI2GouW0B834ruZVHbpkgJMEgPbDdwLT30BhDAzLvzcaDcdUuXkSK+hq/ofWtFLmSz/TxsYGXnnlFWxsbDjoEIArxaL9ZBBByLh3fOfcKUyqykBYwACvYf+1Vhav17L4wHA9lEol1z99H6gUhdAdza3Oaxf7s9varYfjOP0b16fWXuFjn0d6c2TVNY9O8pxS/NgqWu99B+JLC4HjiQfOTu0er1ZA3ByZoBj9pzvkGgAVx/cDeGV0/P6Q46Fkrf1Za+07rbXvpBORzBHYuZG9X5VScW3+p8+BDtxer+fyGphVSsGjlTApFNRZrouMsFOr1UI6ncb6+rqDgKix+5VVNRadGrQ6ztWqYCRKuVzG6HkHGKtCF9ZaJxQYAlmpVAKbxlhrA1Femn9B3DqVSjkHJwCHvU9zXikIORYywTBBoZ99bZzzn0qlkMvl0Ol0dsBFfuYyBagWCOQc0ZqhcGeSWb1eR7PZDDiR2Qf2o91uT6xb5VtIZOZ8D1Tw0VJQCE6FiL5/PEZBo+Ogv4WbBTHXhVATlSLc5ZrVeU0iHXbKXVG8NI/5Fyz6F1+cXqPW4vSHLgIA+jen4M09BLLVGuaeeAmDai1wvHNqYcIVd06vVkB8EsD7R5/fD+Dfy/HvNcakjTHnMHRsfWEEQ1WNMY+Z4Rv5PrlmV1LnKxeAloZQ7U3P84mWAvFnfqa1wegOLj7uAa0Zx2oxkMHyGCGrEydOoFwuBwrokRH7ES9kXCrIms2mY5as369ZuGQ0mhfB0Ff2ndFTqVTKaYka/ULmpAJmMBjg3LlzeOaZZ9Dv9/HMM8/ggQceAAC87nWvYy2fqc0rEJ6hfbvvSupw5lz4cJ4+XyafqcatAoHzwedLCy6RSKBYLLrwYLV4VOMPm+NJ/VYLym+LVh6DDPx9O9Qy1QgtChK1PJvNJjY3N2GMwfr6utsrOx6PO4saU16z0yZ75j40VqfvJ7Dbw+if+ML0GOpB0qDRQO/GzR35HLE/eHJq97itgDDGfBTAHwO4YIy5Zoz5IQD/FMA3G2OeB/DNo++w1n4NwMcAPAPgdwD8sLWWquffBPBvMXSCvQDgt/fSQeL8yhy1xj0XuUb+KNYOwDFDOo5brRZefPFF56j1y06QMSum3O/30Wg0nBZJJqvCg1s9MmeCx/2+KLzjWxfU4hV6YaY3gMAWk7lcDpcvX8ZgMNiRLEiBolE27LO1Fr/1W7+Fj33sYyiXy/i5n/s5PPPMM3j00Udx5coVfPjDH8aVK1fw6KOPAgBKpRLDQac2r5MweP/4Xt4PwmkAXCFE9VVpLohu+sR7UTlQ7ZuCg0mRhHQWFxf3JNj84yoEqOgwwME/nzARczY457T2tBQ451itLwZV0AfR7/dRLBZhrXUlOehLGwnLqa7ZadPGIyV0C9Nvt/vYQwCAV/7qG6ff+CFTTCpE3w3dNg/CWvt9E376pgnn/ziAHw85/gSA8Jis3e/vksC44Al9KHPlf00i4n+NHiqVSrh69SoWFhYQj8dd+CsTlYBx+QouPnVecsEq081kMpifn4cxBrVaDa1WCy+99BLOnz8fiGUns2ab7DOFHO/NY7wnmQwZHC2YTqeD++67LxDZQmZC3wmZgOLtxhh80zd9k3NY6r2+53u+JxBey/vm83nUarUHpzmvPjTI42GflcKweu7hQQtM/2gRUFAoM/X/9Plrm2tra+h2uygWi47JhvVLrbvd+s2++8KQFgIZu5/DEfZM1PLRsjJUHBgOTahQLdtRm1Nds9OmrTcCmelEbQYoudXEyT+IY/tcErFCAYNqdfo3OeI086U2gLEPQReTX6bBzxnQ0E4NIb169SpWVlZQq9Vw48YNB8twYTLqiaW56a9gopn6KQhXzc/PI51OO+y7Vqvh/Pnzrl/UZoEgU6CFoAtcM2GVwatTlc9AM7upbQLBWj3xeNxVc6WWzf4o7s/r9FlpX/eDFHP3YRL/3j5zVUZOZpfJZMCgBh0nz+P7wHtrlBiFg1pcFLLlchnlcjlQc2sSaZ/95zvpN/8ZazkVf/wquPU90ufAa31fBN83KgbM5zkKdPoTr2DaPR089SzSTwHHczmYVPL2FxwhmlYZkSORZ6+aHRcNIRzVhMLMfjoBKWRWV1dx9epVF5rKMhVqeZCZqMbPAnyMf9dwV8WrK5UKlpeXndamfdZcCK38au14QyM9BowFn46N7ah2rBYE21DHOp8jtVK1LJSB+iGUvN9+kjLLMGbKc8IsA/7GMFbmASQSCVdmQ2Ej+iE4Vs0nYfixvmOac5DNZgOVWElh/g4e94XJbvDZbpYC33NfaIa1rUoMLU2+R8lkEnNzc4Gta2edsjcNei++tG/t9992Hv3y9r61f5Rp9t8O7EwuUo1b/Q/Edan9Uaj4vgBqW3QALiwsBLRmRiYxjJDHM5kMisWiy9LW8hf9fh/z8/Mul4GMhUIMCDo3yUh00ftOVAomCgOOk1oio480TFMhBl7DchyK8WulWI5vEuObBJncLfkaddhx/3xlxjxG/xDhGGaa53K5QDQQx0GBoLWNKBxUUHKu0uk0CoUCTp8+7RzVk0gtxTAmv5ufJew3/a7vsC+M9P4ck56jVjeTBffiUJ8FWnmqDeMlmU6L4qV5vPTe3JFNlttvOhICwl9MysgUWtIoFv9alpvo9XoolUpoycYhzMhW+CAWi7lwSF2UFEBkKnQoWjuMHimVSlhaWnIlDYh7k+kzN8PPmlWLgQxfNWXVgMkEqKHS8a6Z19p/jZYiEyUMx7Huxtj092nTXp29YaR9isfjLvKMDmWOn+fSWmIkmmL8tBQ1gojPMZvN4tixYy5Dm/0MY+6TxhgGNYVZSfpfrQbOs0JCKgD0WipH+v5w7P1+3xUb1CJ+s0ybb0wjxkij2PQERf8vvh0v/c03jTccimgHzbyAmLQIlWFq5JJqT4R9NPqDFkKxWIQxxlWIVYgnFosFoAQNCdVFR8c0HaPVahVLS0tYWVlBKpVCs9kMLGBrrdv6UcuD8J6qzbL/6shVh7sKS1o0fiE35o5QOybTo2XESCcVTmFa+n5pmrtBSnshfRdWVlawsrLikh4JAyqDpXBQyMUP9aV1xWMUusYYXL58GTdv3tzByCdZCtrHSfCRL1j8UNmwe/nts48UAGpFUzFi0AWhtP32L02LTDKF2v0WL3//ecQvvA7rH3h0Otq+MXj53Rmktyzu+2x/b9nZr0GaeSd1mJal2Dpj/qlhUXNWfJ2Mlns4FAoFbG1tud3gcrmcK9TGDGrV2JgzQYbGTGNmePPzhQsXUK/XUSwWsb6+Hshc5TWaz6ClLrjouVEQrQgKJ2r9alGwDfow6Iyu1+sBp7Vi6QBchVrmcHQ6HSwsLOxIKgtjbvtFk5gtaZK2DQythze96U14+9vfjueeew5ra2u4desWALhyGxroQGHBzZpoaahApBDl+3X16lUXgDCpj7sJjLB+78agfZ8M4UfOqb4H7DsVI1rSfP816m5+fh6pVAo3b950pfJnmewjF4a7xJ20uPjXVmDjwPHl5bsvRveut+CBX3xl6Nu4F4SDMTCpFCxRgYffADx1983OvIAIW4zqLyDjVWctK27yPDJ9ak5kDplMBpVKBVtbWztCXQm/UAtX0557B1RHYXGtVgsPP/ywi2aiQGKSm/ZZsW1+52/0fZBxaQQK++Inc1ETZj4HCxPSSQ6MS6KrNaFWBgsh+nAWBQoF736RarNhjt0w8h3D29vbaDabWFxchDEG5XLZ5TaoRk5myeegIcfUuLknOMu/b25uOuXhTqwpX9P3nevsv/8MwsYZ5pxmmwqjcrzMr6DPxZ/XwWCAxcVFt/XqrFJivQIM5oAY3E5x/Q2/dugd0qNvQeKlNfSu37j7Ds4KmVH4NoZW19bDpakIiJmHmICdWaq+s5nH+EcNnMJCNa1MJoNut4tcLhewKljWW6OGqMF3Oh1X44kQEGEday3OnTuH++67zzk0B4OBKzlOwaPJV77zkLBXo9Fw1gv9JWTuKkjI1OkoZyguISaGvrK/6gdhn7VkNK0gFaoqELXMybTnlc9Aj+3mDwljsr1eD1/+8pfxmc98Buvr667siUaKAWMtnPATYRitw8RnxZIU1WoVlUoFjUbDwTRKfLf8cejvYWPUsUyCnCj4NVlTLQoVDABc2KrW/yKcmc1mkUwmsb6+jrW1NfR6PbzyyitOyZlV6r34Eh78eA2JhgFGr2Di9O1rBk6qR5Q4exo3/nzh3hIOADDoYzDyq9puB6Vf+/JUmp15CwIICgQg3KpQZzVhg1Qqhe3tbeRyOdRqNRfNUywWnbbdarVw5swZvPTSS6hWq66sBbcivXFj+CIRwmHuA52idGIOBgO3pSgjmVhplfkHGxsbLkHPj2cfDAaBAoGa+OdrmSpgCCU899xzOH36tNsAR+/Pc1qtloPLtN6T+jjIeNg/P2lumqQa8KS5DWOwiUTC1V0iI6xUKnj22Wdx69YtZLNZt/0rNwziNWS429vb7rmTCAcyWq1SqaBarQYYs98/Pt9Wq7UjCixMwO2V6DPiu6UBE3xeLLNSKpXcnh36HKkccT0AwUqxTBKddbJf/CrOXV7B4PQqNt9SxMbX34f5y1fGJxiDxOn70Tm1hNhn/2R4TT1YEytemocpFPDiX70fZ3/yaQRn6t4jbqB0t3QkBATxVU0A8p2/ylABuFLGm5ubyGazuHHjBpaXl11Iaz6fx9zcHL7yla+gVCphZWXFMZ1CoRCo7VMoFNBsNgOlwzVrlzkSZMR0BhLmYZ8ajQYWpO6LLmZqrBptopqkRiKxfWC4mc/CwgJOnz6Nubm5QB6AlkNPJBK4ceMGzp4966J3qFETgmg2m4H8De3jflEYtOTfk0I4nU67PS8YXKAlVuhHSiaTyOfz7p0plUrOeU24kM56wmwU+HR0891Qph+mpPg+pDCLx48CmyQM9V3mNYS1VJDqXzKZRC6Xc2G+mvdDK5Lj1UCOMEtslqm/vg6sr2PhSwg4qWNvfSPW31lC9RyQrBqc/OzwGK7ccBFPvb/4Nlz982n00xaDlEV/xq2mWaKZFxC+Fka4hwuXTJCMgdnFL774It74xjfi7NmzqNVqgRIVFCT9ft/tf7C6uorNzU1kMhmsr6/DWusYimrZGgVEhx8FS7vdRjabRTabdWGn7FOr1cLq6qpjSspg+FmdkJoI6GfK+gu72+06v0i320UsFnMQlG5J+oY3vAHNZtMV8Gs0Go6B0JejWudhMRAfb4/H4ygUCigUCjDGoFKpYHt7O5CIqEEF9DURcuNeDul02hWqoyWhltjJkyfxwAMPIJFIYGNjA7VazfVBGTcwhns00iyM4QOTt1blZ303eZ2OR/tAYpvtdhs3b950iggFKUvQM5ybz4Tl6qvVqttQ6rApvrSI7pvPYM9F5uQ5XPvmBbQXLWwC6JQsBl//Nrz4bVkkGgtIlQEzAGqnLBAbXpPaMveGU/qA6EgICNXQWIfJj0Qh0y+Xy7hx44aL1Llx4wYymQyOHTsGAK4EBxf6uXPnnBa4vLzsIKmLFy+i2+0im83i+vXrWFlZwdbWltt+stlsYn5+HktLS67MNzX7WCyGtbU1B2vQxM/lcoHQSmX+6ncgA2M0FplErVZzgoCaL58HAAerUUgSkiCcxutqtZrrR6vVcs9XLQ6/ztV+kx/aqVqyCuFSqYRut+v2Z/CjfQC4sSpjZ+XedDrtdodrNBpYXl6GtcOCiKdPn8bi4iK2t7fxuc99DmtrawHFICz5TK26SbTbb/F4HAsLC9ja2nLMWgMT9N3nbyoU6b+ixVGv1107GsTAfbSXl5cBwG3NOgtO6v7mFl74nvM4/wd3fu3Jf/UlxE+eQOWtx1B+XRxXvyULGKBbsDsL/A2AMz/9tXsSXoplMs4HMU2aeQFB8pPjiBer45qbsBNCoRZOPDabzQa0PWr3CutYa7G0tIRCoeDCHdfW1pzDsFQqOe3UGONKTXN/63K5jJWVFZdnQWZFq0NDVv0sX2AMWVAT5jFgWOmV25cCcLgyHebqCOd9lNHwHDIWChN+Z2gtSSGJ/bAkwuAafld/C+/PneG0dIj+15wGjeLh3tNUKLa2thycd+rUKSwuLmIwGO6w9sorr+DatWu4deuWY7SEJAHsqF+023PxHdNhMBqZugo0FQhhz4mkUCTnVmFYtbR5PRWPsH0yDo2sxYUPPo1XEwZh2230Ll1G7tJl5NNpxBdKsIvzuPhXl2BjALc+SjQN8tfsPVtSw8wXgdeigCCzI5Mldk4fQZgDsd/v48KFC2g2mw620dozXEDAeJFpxIhf6O/YsWNoNBpYWVlx+z4UCgW34b1WRWWfaOYDcAKEDm6ep/31cWzNcwAQ6DehJ+LxdKATQqBWSeGovgwVqrxfr9dDLpcLVCj1neP7Pcc6ZhUA/M45oXN1L8yN1zOqx9phmYnt7W2XMX3p0iW3fWgymcT169ddWXe2QYFOyCfsvmH+B+3HpHFrNByJ72JYprsqFPys/jeNdMtms+4dIZx08+bNAPQ2KzSN4nK23Ubvxk3gxk088PE3o72cRXq9ARuPIX7pFQzK25O3OzzitF+bHh0JAUFNmOGb6qD2zzlx4oTLg9je3nYMW2PB/cgVas/cMEh3HCOuz6qoTJzqdrtOoFDT7HQ6yOfzga1OgXHl0X6/72AgP4ua5Gf36rUAXJSSCkxaFbRWFIf3Y99brZZzXgJjy0y3GQ3rw34ICdWWOQcaCsx7drtdB5G02+0dGeokH4rRdnx/CiPNvvCFLwQ0d2Yh6zsyGAxchVi1SHlP/37anzA/jo7Rz4vhuVQw+Ez4fBR60/cm7P60Lqg08LxWq+XCoe9Vsk88jRTgBMK9CCsdBM28gACGC4qMEYBj+P6ioqUAwG0jSjNb8wB0ITH6iEyWC5HnacJZs9l0zJP4Pzexr1arTjBYa3H9+nWcPXs2sOsXtTwVSrQGdIFz8RMum5+fd85GapxkFvl83mmJdHYSWtNIJUJslUrFwQwAnKVBpqgwGJ/rfuRAkHgPFRI+Y+31eqhUKq4ve8X7JzFs/exj8H4IsrbLSCduU+v7PibdU/vFeaJAp5XgX0cojRYQ+0btHxjvya4VfNkG3wWFHWkVs1DfrOdARHT4dCQS5VgUr9FoBASFQjCEewgnqNNVFxJzGZQh8R7UzPxtSAeDgcOe9Xw6uMkEaH0YY7CwsOCuI0NnOCVw+yQxY8Z7DycSCRcdxT5QMBEu0X6Q4TOhDxjvMQAE94ugZUEB6WvGPGc/iH0mU/a1cR2T+oj0WYUxaf8e/K9Cx3/uHCM32FGrSX00rIQaRjp3Yc5zvbdavf62ob6QUqHo+2f0WfnOc57PyD+WqKfikM1mAz6niO4dik3JOpz5t4MLkxU4yRxJCoNQu+IiU/NdzXMfclDtnqTYMDXyWCzmNG7mR/AYLQ5qe3Nzc0440ErRon8UQAzPBcbF+Mic6BjV+jt+yC2FA/ulz4eMR/e2UN+ItcNQXjIqjVpSBrqfiXLqNA9z4PqMXH/XdsLIn+NJwliJz59Wlx9dFbaTnPZN+xMmJAhZah9868HPQeFz4jsZ5qT3fU2aL0OHtG99hcFfEd0jNKXy6EfCgqCAoLMNGC8OxrIzq1bLZOsCUjPbd/oRSlJNjoyV9XlIZKZ0+DF0lYtemWssFkOhUEA2m3XCS52L6pClBugvYC5uPgcKBPpACLWpo5ztaMVYrfSqfgkyCWqSYXj5fhL7MMlKUWtHLYowwbEbhTFCPUYmzfyRScwzTJD51o5/Dx9mUiEfRvQj6TVUKPQdoZISFmWmeRKM4FIrlkrFUcikjujO6TWzoxwXLndyA4JMi4uGSWmKYQM74Qr1MfB3AC7/gAxWIRi9H2szVatVvPTSS+h2u0in067sBks1pFIpt5sZx8G+G2OcY9vfuIV9VOcxr1EoiRv+8I/t9ft9bGxsBNpgu2S2FKJa44f9UIamz2C/NE1llmGM3p9HpUmMOUyITGLgPpGhagXUSe1q33yadK+99FWFkEYl0apRaI55QH75eH2X2b5G6vH/XoRrRK9dmnmIiS8/NWn1FQBwjjgyO99y8GEktkmmxyqdXDSs5knBQOsgmUw6xyS17UajgVqtFmDYdBKr/4BQFy0Rrc4aFt6qkI9GzXBcvkVDCMx3TIY5m8OEjxbjU2Hgwyv7QX7EFO/lC3SlMOhINe3d+upDQf71hIAU+lLhGha9pLSbYLjdM1TLloJBw5J5b1qDzWbTRSSxZpM+B0bfsa14PO4sbd1lMKKIJtHMWxBkHmoaa8aphnNSG9UFpRFEaiVoyQrNqaADW7VnJtTRz8Gdy+jE1ro/9Xod9Xo9sEeFZjErk9e8DF/DJWSkkVdAMNpHrSA6IJnMZ4xxeSAciw+FMfxRhU8YxKTbpk6TfAx9t3N2O77bOWH3uJ3Gz/cpLKLJhy/1et9S3c0imtRXvnsaaECrle+9Wgsansx+sFQ5x8BgBWstGo1GIJkuooh2oyPxhvh1l7ggNBsZGIciqranjFWjZbjA1HJQJy0QxL9ZpkG1WQoOhsI2m03k83ksLCy4qBHdZ4J7UDAJilnY9K2QKcRiMWfFAGOLQePn9TnQeqFlRIurWCzugJoUzlH8mTkS6gQlTUoOu1uioNtN+EyCkMI08r3CSGGwURhpiCgwVlZUSKg/yf/jGNUqCGPKvnAi46dFSqKCERb1pO++1tbSnB1aoywuSYs4oogm0cxDTMCY8auTFQjCAQoJ+AxeFw01ah4jQ2UYqGqZ6thjuChLNABwC3Bzc9MVgWN2Kq+lH6LRaLiielzIKvC03/F43NWS0tBU7hRHmE33gCAzUWe1Pj/1XagQpPCZFGrqR9RMk26H0yuUFIb/hwlL/5xXc28VqhQAvlAgEUqkQuJbikoq4NUR7gdNsO9UWFiZWJP4VDD5worn8Y85D3zXi8WiCxuPIKaIdqOZFxDGmECVU2DsOCazU83Ztw54vm77qcc0VFQ1N57DGHIuWFYEVSuGVVx5TzJv9iOZTKLRaODSpUtOs19dXXWbFmkiFBc3S4ur9slj7Cv3F7558ybm5+ddgT62RQuLFguFombQKiPkNSpAwpzD06IwP8luMNAkR/UkmoT7TxKe+j0sLDrsfox043gIO+r9wwQez9fjvkXCchm0cFUwqJ+LUCvnXkOqgbHPi31tt9uo1Wr7lt8S0b1DRwJiUrhFHYZklnRgkwmGMRFdDNrWbloozfF+v+92FPMjgNgehQhrInHbTyZeLS4u4r777nMb+ZCJKITAMZFRKMxQqVQCDJVjJqNgn3zYiPg121HrC0AgjFdzSOiIpyW1XxCTWgbKqH0raDf4KMxvorvw+e0qw/ctJ79d3+cQdq5mJ/sQkn9fTVhk6XifVDjFYsM8G24ly21s/eg4tV6o9NB6pYVCPxrbi3wQEd2OZt6CAMZRG6RGo+GgHMImLMVADVnxW27RyQ1xqIGtra25Y9ls1u0pTWeuMuxGo+EYj1bJ7Pf7bvcyZnMbY9y2l8x+5n4Dg8GwSBrLLpM5k4FopiswZkiEx7RKLS2eQqHgGA9hKQo3rSvFNjWvQrVM7Qs14f1yUJMUvplUTtu/vworH0rh+6BJkmqlabvati8EKSg1GMC/HoArJEjhMMlf4zvVVQCEtUuGT6vXt3R5Pued1iQwrhzAiDoqLrRKFLKNKKLd6EioEH79olarhXK57LT1WGxYNoDalZZp5oJiuQp1FG5vb+Oll17CCy+8gGeeeQaXL192iwcIbuBTLBZRKBQCmiQXWCaTQS6XCzAlY4yrB0VGzMqwS0tLrgIriWNj2C3j2xnaWywWd/gDlIFR6LG+jmYC8zPvsb297SwhPgv1XXAMLMWwnwLCL0etcIvCTbdzSPuOYApazZEJ81NQMIS1z/dOmbh/Lt9HOoMnCQh1ePPeun0t51tJfRWca83RUH9HKpXC0tJSqI+J7WQyGSwvL6NYLDqfXCQkZp/iF153+3PedGFf7n0kLAi+8NScqTGTeVFD52Ji/Lc6AI0xAasjHo/j+PHjSKfTSCaTqNVq2NjYwMbGBk6cOBFgDIyGovauNZeAsUVDxsuoEV7HhU1/AOPX2Rd1ijIbnJFIZHaEfHTcfC5kFPRTAHAQAhmG7rjHkg18tsokFbogrLFf9XrCtHjVosOYtn+9bw1oYAGfl0aaqXPYhxd5PdvjM6VvJqxPJH1uYRYKf/MtCb3WH6c+F1oDvq9GIUG1/IBxch2Ps06ZD7FGNNtkszthyB10a2tf7n0kBITmAijezwVMgQCMQ1+5QP09lpWpcEe4ZDKJra0tPPvss7h27RoWFhYCDEadgmSiuliJ6ZK05lK9Xke73cbc3JzTMCkgFhcXA8zQGOPKZ/B+quFRUOii1megjspkMuk2oqEmzHLl6l9QhuVrysYMy2v72vc0yWd4u/12O+iG37l3BBD0GahFOMnpzGNUNPYqHDkPKiAmWTk6LmvH0UlhwoPHqSyoVaznNxoN59tSi1sDEqy12Nractn/tH4imm0a/Mkztz1nv/aDmHmISc1sPUZnrCbFKW7PRdJsNh2WzuMkalbAMHy1UChgbW0N5XI5cJ6ez41/eB+20Wq1sLy8jHQ6HSirrHtDqHXBHevISHg/7nugApHMikKDz0CZn7873mAwcHtPE8emf8XXUMnIKEiVyeXz+X3Lg7gTR/RergeCUJ1afLQqfCezOqF9a4Lvnvo2WFJFiTCfFsXTtjm/fl99QaF+CZ1nYJywyP9aO4vCgMUh1X/CpM2FhQVXQJLPQoteRhRRGM28gAB2Ro5oVBMw3pA9DAYgtAOM9yoGgouTsMvKygqy2Szq9bpj7H7GM+/HxUVrotlsolAoOGz/+vXrDg7jfsq8r5YM8WGGUqnk7klIgFq/WkPqfNVwSWXmzJugRcP9B6wNhkWSfC2WTI9jmjapPyhM256k5eu5CuP4SoTP4Cf5MXxLatJY0+m020rWFyrqE9D2gZ0wnn8fHQ8FgJaG5zkagabPTsvQzM3Nucx+hk33ej2XhwPAFZjkuxBRRJPoyAgI/lfnm58wFwZFMDGN5C9Q+geMMSiVSnj961/vnNGqzTH71L+WGP/29rbLmRgMBiiVSs7y0Qqy9C+wbZr5TLRLJBKBTWTUt8JjDOcF4Grx0Mms4Z26gZCGPFarVWclKWShz5fWQy6X21HOYRpE4ZvNZkMhLP/7XkIyw+AcQjhadoXncuw6br89/Ws2m9ja2grAO5OeC69R6FMtC7/P2h9tX+eD75z6GfS3bDaLYrEYcFbTuiD8lMvlMD8/76DKyAdxdOjW3/i6A7/nzPsgrB2GmBaLRbRaLcf4yLTI2HyNXJ2uvsPRDyMFxs7f1dXVQNRRrVZDs9nE8vIycrkcqtWqY8L0h1SrVbRaLTQajUDdJk1aYy2d+fl510dNzOMmRbQY1GJh35TB8Xc6w/lseE9aQHwmrVbL1eUplUpOMNGf42vY7AsLu+1HzDytGwrESdqsj8dP8lf4/ee4wnxQfokWviMkX1gS5tPy7MrUfRh0Ut/8SLcwBk2LT5MYjRnnxfC9V+HFAAU+T77DDMKgojAYDNzuhxr6G9Hs0/FPX8dBF2efeQFB5k8HKzA2sSkASP6iI8Tgx/eTeJ5GqQDj7Rrp2N3e3kY2m3XbTTKzle3Nz8+7yCp1EpJpJxIJ51tgn8hYGFFEGIcMpFqtOsvFr0GlVgUFI7+rk9aHyHT3MuZz+JowGQ+JCYjTJj4L7vWsSYC+wFJBp31VZcC3Hvxr9Bz+Rg3bZ9IqKMIEkv+MdDx6nd8WLULOkZKOjWGvFFr0OZChs00qPKocMbSa0UoaZMDrqOSkUqnISX2EqHfp8oHf80hATMwZIFSgjjhgHIY6GAxQLpcDER+qiQPj6qxaAM93bGr4aKlUwurqKubm5tBoNBzDJWxDJqOLkDBSKpVymtvc3Bzm5+cd7st8ByC8hASzsFWoKA7NMd28edMJNGqOc3NzO7Rjhbt4/7D78hlxjITMpo1V019CprmbhaJhnDomvz0+H1pgQDjsRO3ah3PCBIVmKOt9tE3fua+CyLcWKKT5O+FH3x+Sz+cD76kKBRZ+5O+EF7e3t1GtVhGLxdxOgfRNsKqw5sOECceIIlKaeQFBrZr5AwBc6B61YQoCwieqjXIRAmPtzJhhpvPly5cDYZ9caMSrAbg2E4kEqtUqtre3sb29HcDNqa2xbd1qNB6Po9FooN1uO4Hg14BqNps7tNIw7FnHxHGvrq6i1WohlUoFajup5UJLBghaXwqr0ILSRDNaQWEO3mmQv1dGmFauApzHwhg6P3PzJkJ2+psycGX+k6yEMIez3z91VmsbnHsVanpffvcjiRhMQEWHglQDLFg8ktZIrVZzZbyZfMckUhWCxphAleH9mNOI7i2aeQGhDIIOU9UWueD9mkZAsE4Njys01Gq1ApmpbC8ej6NSqTjtn7WMkskklpeX0Wq1kM/nnRWgUVaDwSDA8OPxuNMGgfFOX6rVFwoFd61vHQHjjX20YJtqrrFYzEWrKNygEBRhCjIL9sNnfHxWDG/VgnDTJNWmqdn62rc6931H/aQ21XL0BYjOv58Qpxr6JGHgQ1uThAvJt07Uf6ShqT78RViP1pUPmTKyrFAoOOsRGEYnzc3NodfrOcEOAM1mc8fzo5IUCYmIdqOZFxAqDBjqWavV3G+ESzQyKKwN/UwT/g1veIMrgqcLrd/vo1gsOkuEWK46w8vlciCElhZHJpNxe1Az/FDxX60qq74DnwGRoWj+BBkDSccaBgMRTmNNJmBntIxaI8DYiUoGk06nAxbItMhnzH7kTiKRcFCZ9plj8P/YJoMFNMpHn0dYnoJvnfE3v7+TmKl/DecsbMwAHCSpQQX6jrM9Cme/oCD3EmFQBH0WLDUDjK0ztcIYdMH1sh/QYUT3Ft121RtjThljPmOMedYY8zVjzN8ZHV80xnzaGPP86P+CXPOjxpiLxpjnjDF/SY6/wxjz1dFv/9LsAQBVvJTmNstJuEGMFtrGxsYO5x8XHTCOF9eFygqoanLzv78vMYVBNptFq9UKQEW8jucz9pw+k0mhlL5lQMFC4VEfbT6uZcT5HLTkBvepSKfTDmJie7SCVHOuVCr4xCc+gY985CP4pV/6JTz55JOIxYZ7TnziE5/Ahz70Ifzmb/4mNjc3ncN0mvOq8yvtuP/xeByFQmFHcp9e52vEwBiiCUuuVEHgt6PauS9Awu4VBinR6mF4sG/BqOXnl87whRTzVGiNMkjCz39gYUJjhqVRKpUKWq2W29mQQpFja7VaaLVaLjptdO3U5zWiQ6YpTdVe1MIegB+x1r4RwGMAftgY8xCADwL4PWvteQC/N/qO0W/fC+BNAN4D4F8bY4iX/DSADwA4P/p7z+1ubkYYPRmmbglKRqLlBBRK4HdgnEzHdsi0idsz61mv8XFkYBzPrjt0kflw8WstfkJLZOaqrdMi8v0KAFyVWYbI6kZHdIRTs9corEaj4TJm2Z9YLObuo9Ff3/AN34D3ve99+Mt/+S/jqaeewtraGr70pS/h1KlT+MEf/EHcf//9+PznP48TJ07wGUx1XvW5+o7abrfrykIAk0NgOf8Kyfn+A51T/7tq/zqPk/oZZklQMPB94PvqB0j4obNqHfGYvkdUXPiZFgXH2G63US6X3e+1Wg3WWqysrGB5eXnHe0AFgu/Q4uLi1Oc1osMnk0ggcebUVNq6rYCw1l631n559LkK4FkAJwF8B4CPjE77CIDvHH3+DgC/aq1tW2tfBHARwKPGmBMAitbaP7bDVfOLcs2ulE6nHYTDBaf17Fkkb3V1NVBfX5PnNA9AMWRi+LorGInMWeEA30dADJ2fqd3HYrGAM11DW6nt9Xo93LhxI8BI2E8eMyMcmrt/8TwVOBRKwNDSqNfr7t5hmrQxw8KFx44dc9rqwsICqtUqLl26hNe//vWIxWJ45JFHcOXKFVy8eJGw3lTnFQhPiNNn5PdflQO17GhVco71XdFrOXda/jysHz7jvl2/faiLfVKhoH2f9J2fNZqOxSEpADjvdEjzP58Xgyb4XvB8lp9nuRg6wrEP8xrR4ZHt9dC7fGUqbd0RsGyMOQvgEQCfB3DMWnsdGAoRAKuj004CuCqXXRsdOzn67B+/LWmkjYb2EXoi8/bLWegOawwLpABQrJf/qWUDY+f49vZ2QNMjFOQzD9/aoPBRp7j6Uxjaubi4GOgD/5PB0xGugodQk/aH42LeB39Xp7VCJ0qNRgO3bt3CsWPH0Gg0cOzYMddOo9FAPp/ntVObV7WW+H0Szq/OYP8ca8eZ0rFYDMePH8e5c+dCfQA+Y1bGHWY1hFkZk34nZDQ/P4/77rvPWakaDKAKRpgTPUxQ8DnR2lRrMJ1Ou1BoChPChIQ3+e4A4+1y+S4wCx9TXq/7RfFi8TBvPzWt/CjRngWEMWYOwMcB/F1rbWW3U0OO2V2Oh93rA8aYJ4wxTzACY3QcQHAPgX6/7zJ9ieUrs1Q4h5v3aMSK+iMI3ZB6vR5KpZJjwIPBwME+tE50ofvaLi0S3o+RUYSE+Bv9GRSAbIu5FgB2ZFcHHqIdb1ivyVR8DuoIZb94bqVSwSc/+Um8+93vdiVGmO/h54pMmL9XNa8+sw/77yesSTsO0mGpDrXQwhz/bMOHknwhoPCk+pT887Qv6kROJBJYWlpyPjM/qkyv43FVOHSs7AutUb57zJjWUFf2g9cyEkor2KoVDAST+ELm71XNaxfTT6p0Nz9kh/qzP7Z6+5PuMdqTgDDGJDEUDr9srf3E6PDNkRmK0X/Wm70GQEXt/QBeGR2/P+T4DrLW/qy19p3W2ndmMpkAk+R/MgSt6qoMVsNjrbX46le/io2NjUASlSaq3c6BTCLz0D0dlKGEaafAeOc57TPHQqamBfTYp8Fg4CA2WhHWWreVqDIf9kejk7QPei410Mcffxyvf/3r3XaoDMltNBqoVqtOqI4E59TmlVov++UzSTJcZeI8lw7bYrGITCYTqJN18+ZNvPLKK6EJcL7m7wtOMlm1BCcd8+da4c6trS2394jel0xdhZEvrFTgqM9BnwshpMFggEajERCqtDDosyDkynYVduX7M815TSIddspUaDDaDOuw6A0/8uKh3v8wyNxOKpvhG/QRAJvW2r8rx/8vABvW2n9qjPkggEVr7d8zxrwJwK8AeBTAfRg6sM9ba/vGmC8C+NsYQlSfAvCvrLWfus39qwCee7UDnAFaBnDrsDsxgc4C6CMIMdyPYWDCDQDHARQAPA/ggdF50bwOKZrXEIrm9dBJ+3/GWrtyV6352G4I1vv1GJqWXwHwJ6O/9wJYwvBlen70f1Gu+QcAXsDwRflWOf5OAE+PfvspjATUbe7/xO3OmeW/We3/Hczrk9G8Hp3+R/N6b87rYfX/thbEYdMIr37nYffj1VLU/4Nt96Ao6v/BtntQFPU/SDOfSR1RRBFFFNHh0FEQED972B24S4r6f7DtHhRF/T/Ydg+Kov4LzTzEFFFEEUUU0eHQUbAgIooooogiOgSaWQFhjHmPGRYPuzgKo50JMsb8gjFmzRjztBw7kMKFU+r/oRZfjOZ13/ofzesEOspze9jzeuhhWRNCteIYhtY9ACAF4CkADx12v0Z9+wYAbwfwtBz75wA+OPr8QQD/bPT5oVHf0wDOjcYUH/32BQBfh2HG6m9Dwgv3uf8nALx99LkA4M9G/dz3MUTzGs1rNLdHZ16ttTMrIL4OwO/K9x8F8KOH3S/pz1nvZXsOwAmZ0OfC+g3gd0djOwHgT+X49wH4mUMay78H8M0HMYZoXqN5jeb26MyrtXZmIaZJBf9mlQ6scOE0yRx88cVoXg+AonndEx25uT2EeZ1ZAbHnQmEzTndduHC/yBxg8cU9tHXUKJrXvbV1FGkm5/aQ5nVmBcSkgn+zSvtWuHA/yBxw8UWhaF73kaJ5vSM6MnN7iPM6swLiiwDOG2POGWNSGO549clD7tNu9EkA7x99fj+GOCGPf68xJm2MOYfhrlxfGJmEVWPMY6NIgvfJNftKo/v9PIBnrbX/4oDHEM3rPlE0r3dMR2JuD3leZ9NJPXKivBdDj/0LAP7BYfdH+vVRANcBdDGUyj+EAypcOKX+H3bxxWheo3mN5vaIzGuUSR1RRBFFFFEozSrEFFFEEUUU0SFTJCAiiiiiiCIKpUhARBRRRBFFFEqRgIgooogiiiiUIgERUUQRRRRRKEUCIqKIIoooolCKBEREEUUUUUShFAmIiCKKKKKIQun/B6XiuzdO5fKYAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "167 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "181 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "66 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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/TpnAN+P7kNSgQZWs1yS2ymSmayAiGdHHwBl4WehmAZe52S4DXnOPLTNdFUhKT6dn37WsWtcSIlWbl6vTgwsYNPV23h/yMN883JtQi+ZVun6TeCpzBNIa+EhEFuMFgn+r6hzgPuB0EVkBnO6eo6pLgWhmujlYZrpA8n9+NH/vMp1Gi6r+yEwLC+l6z0IGvXg77wx+hG5zdpJ760kWSEypKnUatyYczqdxQ00aQ6sW3hNVCjs25ZcT3mFHuB6fntGZ4ryN1bJdSU5m9znHUnD5NqYf9TS/yzmHzXdnEnrvCzvFm6CCnsa1AFJL7T2zP73+9BXDms0je29L2qdso13yDrKLmjH+5otJf6P6W3+SksqO8/tx/l1vMbDBci747yiOmLCbyOJlJGVk8MMpR7ClV8q+49jU7Urr9zbZaeA6yAJIAtk9bAD33P8064qa8+T9Q2nx+WYKspqQe2Iy7T8sIuWt+TVan+Ssziy/th1/G/pPthQ35KFJv6bH0G95sNOrzMw/ildy+tKsXgG3dZzDisI2vHzBaUSWlHVCztQ2FkASQFJGBrm/PZLxNz3J57u78f7IAfDZknhXax857ki6TFzBQ20/YObutjw04QLaTltOeMtWJBRC+/XinGfeY8atg0mbPS/e1TUVUJuuRDUBJLdvR8EzKczu+QCjs4dScEtrmF97ggeAzvuSNUPbc8pZN9Lqk620WvoJ0V5wLS5GFi7jv5uPiGsdTc2y8UBqiU1nduYfPV7g9Il3sOecvej8r+JdpZiKc9bT/KlPCS9dftC0pObNGNhsJVK7D2pNFbIAUgskd8lkwKiF/Cn3LDr+dSHh7TviXaVAtpzZlR+lr6Pemu3xroqpIRZA4khSUomcegyNn9vB6Jb/Y+njPyKyZ0+8qxXYtiG7uXPpMMLLV8W7KqaGWB9IHOWN6s+ztzzMir2t+M39t9Ly2c8OvVApJCWVvT85im3dUymuD7uyimnULp+0V5vQ7Pl5aHFxFdbcv2FB+vUm+5zGPNb/KcaMv7LKr5A1tZcdgcTRnhbKmNXnMXnIIFo+/ulBF2lJcjKh3j3Iv+AEkjt2KHU9kpLK6nHH8tdJj9HromUU9tsN9cK0b7yDqX94kJzbjoekkJtZkOQq+t1ICpF3w4mMmT6Vi4e+y6jXR9B21pqqWbepE+wIJJ5USA8VUbBm8wHFSRkZbBn2I1KGb+T33WZyROo2bsoeCr9uHfPq03W39ef1ix/k59Nuo9sfFpNVsBgAyezEjc+cz5vXPsAFa25jV/skGvx0Ex0ytvPNGz3oMH5u8COTpBB51w/guZsf5pfvjeaIO9fRbeNnVNNxjqml7AgkjhquVa5p9x6hDm29gqQQe84+nrQ36jPp938lf08a4+4eweAn72B855kUZ7Y+eCXHH8kDI57mzNk30/WehUQKCgCQtDS2Pp7CXzJnMmd3D74/ew//uv5BNuY2YWleW16/9gHWjvUdmVRQ/vnHMeOWBznvk2s44oYVaP4uQj27EerZjaT6NgTD4cICSBw1W1ZAfqQeiEBSiPW3D+Bvj05gbyTETaOvo92vVpAx7TOKGyhvF/QgtDJ337Kh1q3YeP1JHDdpER/n96D3nzccMJShiDCw9SpGfXMRz4/9BSdlrWLwrFvoee2XZI1Yw+kfXc+E3z5JqEunQHUPpwkhlKaNCth5Ri/2vNaSe2a/xO9mTyfvt30r+9KYOsKaMPGksK6oGbq7gO0XH89Lo8bzizk30mvMctK27x+esF7v7Tzy1SA6bfauDQn17Eajp7cypu1ELv/kcro9WgzrDhxUKLK3iJnfHM1jx09l5V9a0T5lGzmvdUcLCwkXFtJuRgrhAcF/P5o8P5fzmt7Bwzc8Seb4HczZ3YurnrielIFb2NErTKtDr8IkAAsgcdYstAsyGlD/kg1cvPhyjrh1KeESo4GFkiJEvmlIUsOGaLdOtH58LQMbr2DcNVfS7e0Fsf8hGwnT/aoVPNrpHDQ1GSkoJHX14n1BKZyaxKq9rYg0bUhS/fr7mj6A16zRSNn/vI2EafPop4x/6zwK2zYifdl6OqWvJ3dgeuyx50xCsgASR5v71qdr6iZ+6NqcmzNf5P67LiGy++A/oRXsSeWOX81kweBMTsj4Dzl7m/Pi6J+T8m7Zf6qL7N4NpYxYlrbd6+68Zeo0pm4+gY/eOxFRSOmxk+4tNrN4WWd6/b/VhL//vvQNqBJetoLkZaB9etLlmWyuaLyM+1/5TflfBFOnWQCJA0lLY/PF/Zh4+2NM3PgTwvWSODJ1E9u7h2gYY/6ud+5kRovTAVhFd0I535Ocu6BSdUh5ewGzTu3N7gE/J+enSUSaeNduRFZn8FV2Bm8Oe5ihza4m85KdZaaJAEju0J42k9fTs34eT4wYRtMPbaD9w4X9G7eGhVq3IufJ5rzR7ynuzT2TnJGdYFUOK5/K4tSslaw7pfiQX9hqlxQi584BPH7VRO4761dEVmaT1KUz5H1PeOfOg2Zf+/uTeOSSyTx05W8Ivbew5utrKi3ov3HtLEwNyzuvK2/0e4rTn72dDec2JLJ4GZH8fNq+kE6SRBCpBR0IkTCdX85jTySFb69qwdppR3DPnOkkzWpA0lEH/9t2T/sirv3EgsfhqDKDKvcUkUW+204RuUlExonIel/5EN8yY0XkOxFZLiJnVs0u1C3bjgxzU/ZQuvzpi30XhUlyMmvPVvKL0tFwJM419OiGjVwz5wpSM3dRtDeZS6dfx+XtPuaoKd8Q6t3jgHlTNyWTkmaXkB2OAgcQVV2uqn1VtS9wLFCAl9oB4JHoNFV9E8ClthwO9AEGAxNFJNhVTHVYvVYFfPF11gF/mtv6m+N484y/8eWrvWpNwuvI7t10v+5zOv7qK7pctIisMZ8y4cYLGJSxlF2PFB1wsVj9PCEtrSiOtTXxUlVNmEHASlUt648Q+1JbqupqIJra8rASCkVI2+jruxYh6YLvuWjxFXT4+6K41as86r2/lMfWD+K6rHdJatpkX3lyQe3uRzPVp6oCyHC8xNlR14nIEhF5WkSaurL2wDrfPKWmthSRkSIyX0TmFxHnDsVqUNTY10yRJBqn7aE4koTurR1HH6XJH3IkE7Ne5p5pF1G8IffQC5iEV+kAIiKpwDmAS5TI40BXoC+QC4yPzhpj8Zg/XYmcmW7X5gZE0nwBJBImb1Ynxh85g6TMjqUvWAvs7BTiqW0D6PLotwdcZFbYROzascNUVRyBnAUsVNWNAKq6UVXDqhoBnmJ/M6XcqS0TmexNomGbXd7/X5wO/1rDFz9kQlpq/CpWTgXhVAgd2HW1KzNMm4x8JKX2199UraoIIBfia75E8+I6Q/HSXYKltgQgfUOIkT0+JtSq5b4yLdxLfjg9jrU6WKhXdzbcfhIbbj+JUK/uADRZVcwVzT4md1IzQi3317/JsiQmdHuJncP6xau6Jk4qFUBEpD5e+spXfMUPiMiXIrIE+AlwM1hqy6h2n+zhZw2WsWZEt31lO0/twsCG30JRLTkVKsLKcfV4YfTDPDHqMdr+M5fkzh2pN2sBwx+5jZf6Tua7W/fXv83Ur7ktexhbz9tdxkpNIqrUpeyqWgA0L1F2SRnz/xn4c2W2Wdclf/QVw+aP5KkrH+PyjNGkbhd+ev487lt1FulrcuJdvX06NN/OsGk302ZuhAcfmsiIhy+l02+30/7NPD4b1Zmi5vuDXXj7DnJn9KHj0HVe06yWX91sqo5diVrDtGgvWXfs4pI3RhHuuIcfjvyB1xcdTcq9TeN/CXsJSWGoP3MuI/9+PbOPe5KVk7qQPjmf49LX0vGNA7tN628MUxyxj9Phxv5MFwfFq7LpfkN2vKtROlXWbGrG4DMWsur+DNo9Op/Tm97Ou5c+yNZIMsMfuY02r39+wCIFLUNYF+rhx34yTEytZ6ZxQ6t3KRjY0ztq+sMCLhl5M7defA1tHv30oJHXC9or67c0tubLYcaOQExMjd/+hqnbjyO/QzJpeE2v1Dml5LsVocGRW9m5omns6SZh2RGIiSm8cxcLtneCs7eQP/wEdp0/gMipx8S81iM5qzNjjphD80V2OdnhxgKIiS0SZu3LXWiUXkjqFXmcMGYef50ykW8fPoakBg0OmDXn7HZENIkWH9Ses0imZlgAMaVqPeETUs9YS9qZa1g2KINzXrmZ984dz7rnMklu22bffLsyI0zOGUjxusPuwuLDngUQUzZVb+zT7TvoPvYLzn7kDl7sN5mtTzfYdzVq06+FpmkFSJI1YQ43FkBMuWlhIW3++im/vf9mpvR+lh9erM+3TxzPCSMXsjds/fGHI3vXTcWo0vLJuVxccBs7uwhpwLuvHku7j/cQKj447aZJbBZATMVFwjSd8il20tZYE8YYE5gFEGNMYBZAjDGBWQAxxgRmAcQYE5gFEGNMYBZAjDGBHTKAuNwum0TkK19ZMxF5W0RWuPumvmkx01eKyLFurNTvRORRqRVJYI0xlVGeI5Bn8FJR+o0B/quq3YH/uueHSl/5ODASbzT27jHWaYypYw4ZQFT1A2BrieJzgSnu8RTgl77yg9JXulQPjVT1U1VV4FnfMsaYOipoH0hrVc0FcPetXHlp6Svbu8cly2NK9NSWxiSKqu5ELS19ZbnTWkJip7Y0JpEEDSAboxno3P0mV15a+soc97hkuTGmDgsaQGYBl7nHlwGv+coPSl/pmjn5InKCO/tyqW8ZY0wddci/84vIVOA0oIWI5AC/B+4DpovICGAtcD546StFJJq+spgD01eOwjujUw+Y7W7GmDpMtJbn8WgkzXSADIp3NYxJaO/oywtUtX9Fl7MrUY0xgVkAMcYEZgHEGBOYBRBjTGAWQIwxgVkAMcYEZgHEGBOYBRBjTGAWQIwxgVkAMcYEZgHEGBOYBRBjTGAWQIwxgVkAMcYEZgHEGBOYBRBjTGAWQIwxgQXNTPegiHwjIktEZKaINHHlmSLyg4gscrcnfMtYZjpjEkzQzHRvAz9S1aOAb4GxvmkrVbWvu13jK7fMdMYkmECZ6VT1LVUtdk8/48CUDQexzHTGJKaq6AO5ggNHWM8SkS9E5H0ROdmVWWY6YxLQIdM6lEVEfoeXvuEFV5QLdFLVLSJyLPCqiPQhQGY6YBJ4o7JXpo7GmOoTOICIyGXAL4BBrlmCqhaCd8igqgtEZCXQA8tMZ0xCCtSEEZHBwJ3AOapa4CtvKSIh97gLXmfpKstMZ0xiCpqZbiyQBrztzsZ+5s64nAL8UUSKgTBwjapGO2AtM50xCcYy0xljLDOdMabmWQAxxgRmAcQYE5gFEGNMYBZAjDGBWQAxxgRmAcQYE5gFEGNMYBZAjDGBWQAxxgRmAcQYE5gFEGNMYBZAjDGBWQAxxgRmAcQYE5gFEGNMYBZAjDGBWQAxxgQWNLXlOBFZ70thOcQ3baxLX7lcRM70lVtqS2MSTNDUlgCP+FJYvgkgIr2B4UAft8zE6CjtWGpLYxJOoNSWZTgXmKaqhaq6GvgOON5SWxqTmCrTB3KdiCxxTZymrqw9sM43TzSFpaW2NCYBBQ0gjwNdgb546SzHu/LSUlhWOLWlqvZX1f4ppAWsojGmugUKIKq6UVXDqhoBngKOd5NygI6+WaMpLC21pTEJKGhqy7a+p0OB6BmaWcBwEUkTkSy8ztK5ltrSmMQUNLXlaSLSF68Zkg1cDaCqS0VkOvA1UAyMVtWwW5WltjQmwVhqS2OMpbY0xtQ8CyDGmMAsgBhjArMAYowJzAKIMSYwCyDGmMAsgBhjArMAYowJzAKIMSYwCyDGmMAsgBhjArMAYowJzAKIMSYwCyDGmMAsgBhjArMAYowJzAKIMSawoJnpXvJlpcsWkUWuPFNEfvBNe8K3jGWmMybBHHJMVLxxTB/DSwYFgKpeEH0sIuOBHb75V6pq3xjriWam+wx4Ey8znY2LakwdVqnMdO4o4tfA1LLWYZnpjElMle0DORnYqKorfGVZIvKFiLwvIie7sgplpjPG1A3lacKU5UIOPPrIBTqp6hYRORZ4VUT6UMHMdCIyEq+5Qzr1K1lFY0x1CRxARCQZOA84NlqmqoXgJbNV1QUishLoQQUz06nqJGASeGkdgtbRGFO9KtOE+Rnwjarua5qISEsRCbnHXfAy062yzHTGJKbynMadCnwK9BSRHBEZ4SYN5+DO01OAJSKyGHgZuEZVox2wo4B/AN8BK7EzMMbUeZaZzhhjmemMMTXPAogxJjALIMaYwCyAGGMCswBijAnMAogxJjALIMaYwCyAGGMCswBijAnMAogxJjALIMaYwCyAGGMCswBijAnMAogxJjALIMaYwCyAGGMCswBijAnMAogxJrDyjInaUUT+JyLLRGSpiNzoypuJyNsissLdN/UtM9alsFwuImf6yi29pTEJpDxHIMXAraraCzgBGC0ivYExwH9VtTvwX/ccN2040AcvfeXE6Ejt7E9v2d3dBlfhvhhjalh5UlvmqupC9zgfWIaXVe5cYIqbbQr7U1WeC0xT1UJVXY03Cvvxlt7SmMRToT4QEckEjgE+B1q7fC+4+1ZutvbAOt9i0TSW5U5vKSIjRWS+iMwv8vJUGWNqoXIHEBFpCPwLuElVd5Y1a4wyLaP84ELVSaraX1X7p5BW3ioaY2pYuQKIiKTgBY8XVPUVV7zRNUtw95tceQ7Q0bd4NI1lhdJbGmNqv/KchRFgMrBMVR/2TZoFXOYeX8b+VJWzgOEikiYiWXidpXMtvaUxiac8ybV/DFwCfCkii1zZXcB9wHSX6nItcD6Aqi4VkenA13hncEaratgtNwp4BqiHl9rS0lsaU4fV+tSWIpIPLI93PapYC2BzvCtRxWyf6o5Y+9VZVVtWdEXlOQKJt+VBcnbWZiIy3/ap9kvEfYKq3S+7lN0YE5gFEGNMYHUhgEyKdwWqge1T3ZCI+wRVuF+1vhPVGFN71YUjEGNMLWUBxBgTWK0NICIy2I0n8p2IjIl3fSpCRLLduCeLRGS+K6vw+CnxJiJPi8gmEfnKV1anx4EpZZ/Gich6934tEpEhvml1YZ/iN2aPqta6GxACVgJdgFRgMdA73vWqQP2zgRYlyh4AxrjHY4D73ePebv/SgCy336F474Or2ylAP+CryuwHMBc4Ee8PlbOBs2rZPo0Dbosxb13Zp7ZAP/c4A/jW1b3a36vaegRyPPCdqq5S1b3ANLxxRuqyCo2fUvPVO5iqfgBsLVFcp8eBKWWfSlNX9iluY/bU1gBS2pgidYUCb4nIAhEZ6coqOn5KbVVt48DE2XUissQ1caKH+nVun2pqzJ6o2hpAyj12SC31Y1XtB5yFNwTkKWXMW9f3NarS48DE0eNAV6AvkAuMd+V1ap9qcsyeqNoaQEobU6ROUNUN7n4TMBOvSVLR8VNqq4QbB0ZVN6pqWFUjwFPsb0LWmX2K15g9tTWAzAO6i0iWiKTiDdI8K851KhcRaSAiGdHHwBnAV1Rw/JSarXWFJNw4MNEvmTMU7/2COrJPcR2zJ149x+XoWR6C15u8EvhdvOtTgXp3wevhXgwsjdYdaI43ev0Kd9/Mt8zv3H4uJ469+TH2ZSreIX0R3q/TiCD7AfTH+1KuBB7DXQFdi/bpOeBLYIn7crWtY/s0EK+psQRY5G5DauK9skvZjTGB1dYmjDGmDrAAYowJzAKIMSYwCyDGmMAsgBhjArMAYowJzAKIMSaw/wORwMEScTXwvQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "84 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "68 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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gk8nsCyOhxq1zofOnwiJKyKkQVH8Sr6WfRq0qddCrIOV4KWPlH7V8P3oMgBMe2l9CZoRzfGtXncUUZLVaDY1Gw1k3FEi06uhLy02xaX3nOYbpdBqdTgdXrlxx81kqlVCpVJBOp9092Rc/6CKmfaDxQhdrvSUdOMR0p6TOQGKx/iJVLc6/BgjDLlGQgloRymTJIKmFkbLZLE6dOoXxeIzNzU2k02lUKhUUCm6bB2d90CnuWyhkSIQX+v2+O4cwGJkSNcNEIuHuQeghmUw6hsS29Zl1HJTJa2gpMINsNEKMEJYyuf0gY4xzxlO79+dJ+5rNZp314Wvoe/VTYUR13Op4KbPnNcBMYQBmVqHOJZ+BwikIAgeb8TeFv/R+tVot9IzVatVZI9lsFrlcDu122wkvzgfb4v9WqxUSnFRIeL7603Q8YwER081o4S0IYMbwyXQZpqqaPmEbWhgAQjCDwjA8349GUe2S19DhyeupyRObz+fzDg6ggzSdTocEFoWLMha2r/dXuIXhl+l02mmP1FDVKTkcDmGMQb/fdwxKneeqket9leER01YGx/YVEpknKTzDyB91znNc+DsZXDqddpCL+huUaAkpvKbwjA/VALPoODqUOQZ8z1KplHvvfGiKzwOEhQHDVfU8Qjt8Hr0H55dwJIUg33tGNlFp4LsJTAIMaH2otdVoNLC9ve0c3/r7rfxKMcW08G8IX+Zer4diseiYISECOiqp7ZKB0iGnOQG+s9mPjiFzArCLsapmRiYeBIFzLhKn39rawqVLlxxz5X2AmUNaYQ06IskMKRzIoOlD4bMwqolCh8ywUCg4xqEMXWEEH5rhMY4hGZU63jlm+0HEwAeDAXZ2dtzcqeBXoeqHJauV4TM7hd58oaz38Bm7+hxoTSSTSRQKBRSLRdfnTCaD48ePO8tO76sMmuPp98eHPWnBMqRZfTDsF53f/KxtEwbUcev1ei4Sa21tzfkm+K6poIpJ6Cj5Zfa5rwsvIIDJoib2qsIgCuvny9/r9Zx2pdok21PHtEIByiiAifZPZk+ntGqPZJ5k6rlcLgRH+dFMGl3DfmlyFSOUrl+/vit/Q+PmB4OBgyKiciFI1LT1mDpo2baP4fM+ZFDzZiRqrZAZayiowoJkeJzzZrPpmChJ/Tu+YCfx3Yjyp6gPi9fxT/tJKzSfzzsHM8eO7wqA0Byr9cqAiSjhpFYTAPR6PWcZajADgJA/IZVKoVgsolQqhd4JtlksFnHq1CksLS25sGGOEYM1YppR4h4rNxwkJcu7Nq6bKy28D0I1aWCyaPL5fAguoMXA8+mQI4NV56Dv0FWt3seTGcqqeQ7qiAZmWL46lxnmqtotHdXE2TVmnb9r/5aWllxUkfaHC5zWRjabdSGxFIy0JvznUeHG40DYQT8ej5HP5934azLbPEmFEfumIZnsF48TfgFmUBz7B8Axb9XMFX70oRefOZP894Btttvt0G+tVguvvvqqE1QU7oR5/PFV/4P/Hql1q/3lH5MI1anN3/gecd6DIEC73Xb9KJVKyOVyuHr1qsvYpyCOndTRNG42D7sLt01Bo7Gv7S+8gCBjzGQyIUck/xTL5YIkLOMvdC0roYxdIQ3mNigkAGAX0/J9FQrjkJlRaI1GIxeSShxb+8I+kjHQ2lCG5vsT2Laez7BIFQA6RhwDTc7T8aEAUo3ZL2syL6J1QvIhPcXINbudz6JCgu1pW/zPdn3/DO+h74/fhp6rigTfyXa7HRIGFP7ahg9Zaua2Lwi0f/l8HsYYtNttF56qPij1d9Fi1XGispHJZNDtdmGMQT6fR7FYxM7ODnq93q5xi+no0t3kWtwOHQmIiQ66IAgcA+SLrX4EhYZ4nWqoCuuQGP/uMxH1SZAJ9Pv9yHvyXlH94r273a47xto/CoOQkajwIVMik85kMo5xkZkrU+h0OiGrSOEnYAJFtFqtXRCLatosuZHNZh1kwSS7eVKUJeM7jjVaJ5VKoVwuo1KpIJvNOvw8ylKKuocyYl+wRGn8viPXHzNl6DrP/v31PdB21cpRgcZ78RnJ2BmEwTYUal1ZWcHx48fd9ZlMJhRiy5BXQlE+/BXTYlJyqYrk8fVbn5hIIiERlPOkI2FBEEpJJBIuo7RcLoe0Wx9CIFELvhnjAGYOUGXK6tA2xoRKZui5dFCToeo12q/BYOAWL5k8F3q323WZ3dqG5ifwenU2q4/Bh4GUyRFjZ50lFaSq5VLw0CkO3LKg210RmaBi7Hwuhdw4L9Za9Ho9nDhxIgTPKKzE5/K1fyVf+GiyoG9dMEpIkxx9axEI+z80wY6OYNX8abFoe2oN8rm3t7fd3DFIQf0UbKPX66FWq7lz+L6o34LQYxAEqNfrzqJYJAe1yWZhpwpYTBMKavXbc0KPg32Dmo6EBUFsdTAYIJvNolwuu5ebDEQZpWpkft0d1TZ5Pf+rxkeHsmqFXGx0qmqWc6vVcvfgeQoLATNHM/vO5xqNRrhw4YKzUBR6IWn0jm/BEBYrlUruXhryqyUjNDJIx4ljSGGi2m1Uf+ZBbJeCSSOo6DxV4ddqtXDjxg3nvCXTBML1q3gdSQV2lGLAY9SyVcv3FQv/GmXq1PA1PJcJjwpX+paJb9ko3GatRbPZdBCT3ms4HLrj7D+VFK4LhkozZ4SKlu/0PmyKhcNi0uK8IXsQF4RCOGQEiUQCW1tboQXiRzXtpUkC0fWLADht3fdBMEu22Wyi2+26c0ulEtbX153WpvdnvzT8lIuVVoi11oXwArOCcTwv6jm0/IPWhaJQIoOlkNsLr+c4cJxJes1ekT/3QhREGv+v1lM2m40M3azX66jX6yFnrfp9fIiR9wIQeh5/HHyBQH8BNW8fEtN8DXVC8zyFwFi65MyZMwBmxREpSHQuOdaq3fO5NKiBEXXJ5KTsN3NF1E8zHk8KUrJQI+9BpSmGl+ZEif2zxMwhW3kLLyDIIMgo+VKTsaysrISK95F8pzQwW5AKYWhyETWufr/v6uEQFlDGUSqVHJbLvqnGy/8UAow44sLk/VutFrLZLLLZLM6dO+ec2YVCIVR6w1rrMq3ZD60vxXvwWXQs/KgXX5ONIt9hux+aZpRPgMyOzJmMWQU3r/W1ey2WSAarDNyHkXxHNhAWuhwHMn0lnXfN7FerK51OO99Nv99HtVrF8vJy6N3z/SH6bBTQfI95TOEsHqvX69jY2HDObL9drf6rwobWREz3RsnK/oXFHnYdp4V/OxSTVq1KMWRq2FwYyhj2csYZM0kuYvE2bVfDIjVTl4tKtXOtw6M+C2beEmLQkgcUFBRs/B4EARqNBsbjSZlwLmhCF7QUFMbQ5DY68LV/ZFLJZNJBMtpPjrEKBI4zGdB+RDLtBdewj3xutTL8vvEaH5JR8oMF0un0LizfZ+63sjrJbNWK8KGiVCqF9fV1N3b1eh2XLl0K+S/UalMFhO+gfqdwYD8ZtMF3kudyzDSM2tpJBYBWq+Uqv66vr+P8+fP3OItfn5RcC2/SFtTqh9ST3WSy2dtzbN8mLbyAUAtCF786aRVqAODgH57nY+7abrFYDBVAIzOv1+swxriyyYrnKybPhawRQ1z43W4XFy9eRKvVcv4G3lu1XEYOBcGkGix3faOQ4TkKAamfgPBBPp93cfB6H9+xqmGvPB7FFNPptAvlnDfE5EM2fEZmC/Mcf7z4PDqnvpXh+1pIqoXTAe1bFHo//a6f8/k8KpWKq3jrCxzelyVZkskkWq2WK9edTCad9s5nUUXGV3Qo9KPKrvs+CQCuNlOn03H9o1JQLpddgp//bDHdHtkFKcXtk0lnMHrXW2BPrM6tzYUXEKTxeByCjHShWGudzwBAyHlJilpYvJYMVc9ZWVkBEM5P0AVMGEQFhC62VCqFbreLN954AxsbGyFNWTF1XttqtUKRUfy/s7PjSjwwoka1yXw+j1qtFnIos66Rhu8S4uIz89n0z/dT8Jp5Ww/aB/2s478XHMRxUR+JPoP6LjSIgEyUmyLxOr8PPjyl/eBnvod+zS36o1KplMv2fuyxx0L7PNBy5Xk+g6YlSStEqwGoE1z7zV0LucscI90493SYc1yokDAsOqY7o3GnAzz1ew67G7vIBgEyl2tI1Fpza3Phw1ytnSSCNRoNp0VpiGCr1cLS0lJIKy4UCrsWEs1xkuLw6hdQfwcAVCoVBzXpdbyW2qPGnZNRl0olvPWtb3XJZ4qdDwYDl7GcSExqKVFAtNttt9ERHeYqqAhL9Xo9F5YKzPaUZsG5arXq8Gcm6vH5SPpdmQWPZbPZXcJvHsT2NEOdTJpbbHLvAiAsHIC9Q291rDQiS/0MbE/nj4JEBaVarT4MplnptOCMMW5XuE6ng3q9jsuXL+8KUVWLkW37AlMtPX7mcYWgGN6qAt0PlCBE1e123XjT4tgP4f/1QMkXLmLhCnmPAwQvvTLXJo+EBUHmQMydZIxBtVoN+RCoofkUFYlDxqHn+1q0Dykpo+LmQOPx2MFUfjJTPp93jFyZEzNl1WlMjZ8O2n6/7/applapfgcyDVY47fV6rh9MouM9r1+/HhIGZAwa9eI/P4BdDHae5N+X48b4fo1e03P42Yd+yOQV39/Lr+D7XdgG/R8qOIDZBlEUELT4uNkPlYiNjQ23Y1u9XseFCxfcfg20Ihie6vsf9LOWwqCyw0KR6nvgvWlFa5mNSqXiIqeY5c1+q58tpjun/S5xcStKTCHCfb/PgdzlHojwCIuiqaUA7GZgCgfoeT4zUkaihfAIw/BexHEZbUTtnQyfbXU6HfR6PQdxAHDbO5I5+IXzeDyZTKJcLoecn91uNwQxENpgIpQyMEZfUQMmNk7rwRiDEydOhMqWq5ZJYaPjxf75ePw8qVKpuPuTaIWxxpH6EXx/A8fF7yPnRMNTo/wKe8Freg7hPO4QB8zgt06n4+aY1O/3d+WRkHyhpYqEVlblbxTwFJpqRbLPWu4jClZVwea3Xa1WFypZLqbbp5uFvyZyOSSPzccPcSQEhI+5Rp2zl5muGpma5vyvJTioUWqIJXFbaoh6HeGCRqOBjY0Nt7GLLmi9R6/Xi0wO4zGGt6ojNcq6YZYtNWa1PCiImHSnkVoKqdCa4L01UoukkWLzJo6RCtkov8TNLJe9LBv/WJRQiVIofAGi19F/oW02m0202230er1I4eP7Mvib7h+i8J4mV+r9aTUy6U2j3hjWqtYP34FWq4XLly+HcnrG43HIjxVDTEeTbmbBmGIB4zlFVi28gFDsX19mdTTqQmToKc1ydTArw/ahFTJ7TUjS6CVCA2SuwCzXIp/PI51OI5/Pu/NUS/TzH9hvao2DwQCtVssxcd7/6tWr2NraCiVPEUIj4yZzJWbP/mUyGbRarRB2zbIWCjP5lkNUuY790jKbzWYkzML++PO2lyXj523czOpR4eBbJPrdh1+4Z7a2r5boXgInypKlw1h9VhquTY1fhTaZP/ci1xBWtsvcnUQi4TLNCVXxvvRpdTodbGxs7Ivwj+lwKdjanlv+xMI7qelo1N28FEunFsRyx36BOkIyQJj5UYPiMTJLH+5Q3Jn30kXM8gxctIptk1Fr+8YYVwxPHYjccpNMg/fWfIdOp+Oc2epU5f00lFZ3GiMsxvM3NjawNo3lZtu+pcbn953a8yR1Bmuf1dKhdURhqI7jKEhFfQ6+RXIzqEy1ft957AsNH86KageYQYi+81shMLVyNeqIv9PC5LmMVvKvqVQqqFQqqNVqTkHhO6Y+MmAm7PRYTItLiWIR40MKrV14AaFQijIOWgsazQGEM5gBhPaD1oWnSWhR2cXKULg4WdOGUFGhUHCLjBq8hl+qxqblv+kzIKZNK4LE+Pm1tbUQo2CyG8/P5/NuxzAm5fV6PZRKJQyHQ6ysrKDT6YR2qCP2TEZKa0TvQ+Gngm4/5lXHWDVyjlGUI1nP5Weer9nHe0FTUf4qat/cA7o53Q+AQQiJRMKFElOxYMHFer0eCj7Q++hnfZfYBz6bZsyT9LtGMWk5EvpGADjFQZ+f7zffW84t4dLY/3A0yKQPj00vvIAAZg5mWhNaaVXDJH08W81qkh8+SM2ZbQdBENK2id/TkU0cOp/PY3t721kQTDyiAOF+1a1Wy1kY7DMXq2ruKkC05APP0d8IbXW7XeRyuZAAymazrl7UsWPHQmPXaDSQz+eRy+VCGdpkuLRagN11jOZN6gBXJSCKsfrJkL42TvLLYvgWg69gqHJRLpdd8lq/30c+n8fJkyedYL1w4QJGoxGKxSLK5bJjyBcvXsTW1lbI56TPppAi+7tXJjstII3eUn+R+iiAiQLCHItWqxVqm5YHLQg+e6VSccqR+lTuZ0pWKhh3e7DDAWAMBu97G5KDMcxwjMTTX56clEgideoEhufXYFMGif/ypUPts9JhZmofCQEBzOK5aTaTtM4MAFdKgRq/OqV9/wH/+7kV6pjkYsvn8+j3+9ja2gqV7E6lUtje3saVK1ecRjcYDLCysuJCTS9duoRv+IZvAAAnbAg3+fkVqlVS+NBqYIE2Ckmt0knnJDcPUo2TArBSqThsWvtAy0JJndn7ScYYVyKEu7bp/BCmiYJy9nJq74X/K6VSKVSrVQRBgEKhgOXlZSe0uQsbw1VHo5GDL4vFIlZWVpyScubMGYxGI9Tr9V2+iyhfhlLUuT7EpZaH73cYDofY2dmJFExqyfJ5KRSY3X0zyO2+oEQSo/c8gcZ6GtlagNwnfxt44lFkt/tItPsY59PgCKVOHseN956DnepDx9q/G/bZ5w6t64tCCy8g+BIz+SudTmN5edktJo1OolDodDouLJYaGTDDqFU7JgNiaQveU+GV4XCIzc1NV3F1PJ4U2hsMBmg0GqjX645pUysj9LC0tIQzZ84gCAJsbGzg2LFjIctF4S86xQkDqJDQsUgkEi6ZThkC+0pBxXj9kydPuvDLQqGAbrfrBBOFBXBrhjZv0jwOWkQkdQD7lp7vF+DYEG7xy5P71kYikUC5XMab3vQmJ1QBuCRFRizt7Ow4uE+tP+L3uVzOWY4XL15ErVbbdT/foc2++ufodRTYtAh85Yah0GT4FPIK1/Hd0vErlUpYXl5Gq9VCt9sNhdbeTzT+1rcCY2BYSaGzNlk7vdUkcgkD89WXMe50diW5ja5ehxmfdwJi8/EyVtKPw3z2tw+283dJyePrCK7fmHu7Cy8gCKcwtp+Lh8xTTXBgVoun2WyGkojYViKRcNCMOnJrtRrW1tacL4MMmwJmY2MDW1tbTlMfDAZOCHHHLzIDZn5vbW3h2rVrWFtbw/LyMtLpNDY3N7G2tub64kc7+fCCCg/FqrPZLLrdrusDMAsdZaIUk/Fo/VAI0vpRBz2vJ7Pxo8f2S2hoP9iXvQQVI8YYlKCwYiqVclq+Xx4bQOh9Mca4PRqoeJDRAnC1sHRMNNy4Xq87x286nUalUsGpU6fQ6/VcJJnv0I6CmkgK87GfftSeCkYm6HW7XTfX/npQa4IhstlsNhTVdr+GuDbO5xyjJ1ljkDh3GtiuAdPcJgCTDXmsBewYa5+8iODkCtpni+iuJLD9WAHHr5zF6OIbB9r/uyGTm/+uj8AREBDGGIfpk3koDsvfi8ViCEff2dlxpbO5ry+dwvl8PoTNa4gqmS0XXLfbdZsBEZ4JggCrq6uhUFIKlmKxGMot4A5etVoNJ06ccPek4FGtmPCRmv/EwH0hR8c0x4bnUivkrmG5XM6FMzLSisxP8xxUk9RMYj1vP+Z2PB67ZEQKR9WkFZPnNdSe/SiuZrMZ8kGpM5jXca6q1aor7W6McVvCrqysIJ/PY2NjwwltjXgLgsnGRVtbWyiVSigUCqhUKpH5DiS1XPh9L/hLrQSFm/TdHAwGzmrlO+S/T741AUwCNprNpoNONZv7fqHko2+GTQDFq0P0VlIIstNxTgLb71zH6ifD0UCJUgnjaVDC6PIV4PIVFP5rEqXHHsbmO5ZhM+kDf4a7of0SYgsvIIBwDoQPFwFwW4HypS+VSlhbWwuF8REm0MWUSqXcLnUMMyWkQw2UwoEL8vTp026x9no9tNttl4dA+Ib3oQMRmCzqzc1Nh3sDs/j9Xq8XymolA9RzNOTUx5apHaqzmUyhXC67TF/i6RQI/NNSJTzP13znTQoPKVMHwhFMtA401JfXkBHS8tL8FyAc1kxNOpFIYGlpyY0Lx47FGQFga2sLOzs7LlKMUWMcO2rtDCGmUsJ3iO8Wx5bvi2/N+laEH7mkVgUZPf1WOl6+X43X+RCXHwm1X4L/0MgYbL1zDdn6GJmPfxH5lWVs/qFHkRhZZOtjlL50GaNr10OXUDhAx2EcYPzcC1jNvgX9c8tIXTDh37+O6EgICDKHveL0rZ2UHCiVSm6hEYtPp9MOCqAzlzWLfGxYzXJCOgBcfZ319XXXti5eMg3V9ukbKRQKGI8ne04z65URM71eD1tbW9ja2sK5c+dc+xqqqotftVJ1QqrloUyBxdkUAuO4UbAwYottqP+Dbe8XFaYbrTcajT01au03mRuf0U8kUyHKkGAyRs5XsVh0Gj/rPTHUt91uu9IZDB/mXLLMCSO//PdpfX0dZ8+eBYDQLnS5XC6UQ6MOd/Wr6Pyp1aNzruOgIdvK/HkeLSuN2FOhViqVnAV1v9D4W56ATQDlz7yEwFqMz51EYmix8rGXEGzXMBrfobX02y+i/sF3oPydb0fmV7+wP51ecDoSAkIXP7VfHiOTYPRSJpNBv99331WD15252K7Gg7Pt4XCIbrfrYCfu9EZGSydvJpNxmiKZebPZRD6fdyW3h8Ohw82DYFKA78aNGzh79iySySQajYaDrVKplIM2/I2BoiqqkgnoZkS+daROTmrawAyOUiZCxzYZJh3v+0VaR0s1XV+L5txEad/qV2A7GhLqR7MtLS2hVCq5eWW46nA4RL1eD2WjU/BoFj3HhsoB3y0mMa6urmJnZwedTsddE7XvBPus0JT6IkgKS6kyAyCUr8K21CdD+FTXCp3TzO3RmlxHmUw6g/qbcjDjSSaxyWYxXMlh5fPXEWxu3VWbdjRCcgg0T6ew/uYHEVx4dc69Xnw6cm+HOutIjGChtkeYSDfd6fV6qNVqLuad2iChGS4YAC7T+caNG27DoHw+70pD0FFOXwMZCvuQy+WchpZMJl3ZbuLV29vbrkw5nZunT5+GtRZLS0uuffpWfE2yXq+79rjAGbnF61QYUkNXjVu1bVoOhEL83Iv9IGNMaN8OX/hFQR/+nPswCeE4tbzUv7O8vIxyuYxut+ssOgDOR0UrUPuiPqJMJoNKpeIEgta7Go1GaLfbrrqw7t6n74nvvFZ/i+9rIYMHwtVdKagqlYoLnFBfgwodvUatKb9szFEmk86g997HYSyw+sVtBABsv4/Up7542yW5TTozyZPwKNMcY1g02Hj3Cay+cQX2PrK4bocWvhYTMNtXWaECanb0FxBPV60tlUqh0+mEdmWjdqkLh4yFYZIsvEenNPeX0CqdwMwCGQwGzlFMhttsNh3T1Q2J6vU6Wq2W82msra3h/PnzbjETYyb+zTbISIIgQLlcdjAJn+v69evY2NgIWUfGTHYQK5VKLrlLQx/JlGgF8RoKBj7rfjgyVbNWGIm/RUVN8Tj3e+b1hE+iHMP8XywWcfr0aQf5UCi02220223nOyJT98OctXovrQgVcBQYxWIxlDTJa3XHN30eWjpq+fCYzolCfRwDjgMtJHXOAwhBn4QV/TbvBx9E9/1PoLOeQuViD8FXX7yrNmwQTCKaPCr+py9i5WMvT6KiHnvzPfb06NGREBDqSOXiUYavGLSGaNLZS4iICVBc6Ors46LjHgzcw4F7LWhyEbFkYIbnAwgx9yAIHGRDRsvj3W4XzWYT169PHGbj8TiEBVOTJzP3mYMKIzIyOk7p+yBOznh+xu/7vgYVeHw2CuSoiJx5kmZ/K9S0F1GoUNABYWdulLOW87q+vo7l5eWQQ54wjApCfR+owatF1+/3Q0EAqmCwbW5Jqn3hZ/9eKjz4LAqhKlwGzCyawWDgdq3jOKjCo1YDrRj13UT5OI4ipU6eQHd1GpHYvwdFZhwgWa3sOmyDAMHGBgBg660VIHH/5Y3cjBZeQCgez7LKtA4Gg4ErXkbtLJ/Pu4U4HA6xurrqFmEmk8FgMHC7jqnWpguGGqUKCZZhUPOdzJvx+dTmKDDo3CwWiy7KifsyaBSR+lh4jcImjPlXwajjk06ncfr0aZw4cQLlcjmklRNS434R1CYJr3APbo4J7+9r9fMmH8pRBr9Xlq9CSrpfhDJ2nsf/xkxCfdfX15HP552gpLXGe+ncck4J4zCogMKVvir6pZiVTasimUyiUqm4Xfx8a8ZnzKr1cxzUf6awFPs6HA7RbredssPx5NrQ7VBpSVBZ8Qs5HmWqf/N5AIAZT3Z5u22KYPTjdnfXscF3vt1tzmMNYN+1eFuN7ictvIDwYQVgVnZDMVRi/Yz3V9xX8V0KA18jo5k+HA5RqVRcSCXvo6G0ZOyEOVTLYylnRsVoSQtgIsCWlpYATKJ4dnZ2nKWjGiAZGSOudNtSMgUyS1oN29vbjoHRYiHk1uv1nLZJ7ZvWlcbYaymT/Q6DJOPSQoW+05pzyP/MmyDUo05cPZfEaxhYwOxyPyRW4R4KczLbTCbjNoxSHw+FRiKRcFFx7XYb6XQaS0tLOHny5K5wa2D3Ln7qj+B8KIxK/4OOA48TYgXg+grAQVsqiK2dJE8Wi0WcOnXKRf0dZSpdbMOMgZUv79xRzaKoDXeifBCjQgLj3/MQzFSO7jyaR+r0qUg4ahEo+eh8YbAj4aSmlkwLQpPSmE1KyISLhguXOQAUGmQEPE4G3+12XfSTZuOSSWgmMzCLq+fvGorLRUuhwnt1Oh1cvnwZuVwO9XrdwSU7OztOuABwQo7MkJovBQTLPRM2oDAgvs7xojDJZDJYWVlxlgh/V0HL5yYspULWDy+eB6nPRbV3WgW+A1qtIv5OaApAqMqpvjcA0O128dJLL2FnZ8f5HKhw+D4bCnhltLQK9Z3gb9xz4erVq64fDKV98MEH0Ww28eyzz+LSpUshKE+hLZ98qI0Wox5XaFE/83eOhwo5dXjvN3x4UGSffQ7Hrp6aJLndyXXDAZLLywh2dm56XuE/PguMA6yOfjc2Hy/DGmDjveeR2zmD/C8+cy9d3x9KzRcCW3gLAphFZZAx1ut1t3BZMoHmOJnyxsaGu4ZOY4atAnDav8amk1GxFIdq8+oIBGaZrvyszlwKLWrIo9EIjUbDFXXbmb6UGxsbGAwGLs+CgkvrS9FnwgXP3A7ds5lwAhk6YStCb35UC4/TWtAtMxn/70do7ee8UhsnE1M/kw93qc9Jt1n1w0FVsPAZmUWsc65hsoSNgBn8ohsFqcVF64zlNba3t0NJfOvr6zhx4gTOnj2LRx55JLTJjyb1qb+DpNCjQk9+cAaVIhU4aonqnNOypAW0s7PjIviOOt2pcCDdSjgAAKa5E8nLm7NDSaBzLAnztrfc1X33k4KvvjhXP8mREBDcjL3b7cJa6zJWWWYil8uhXC67c9PpNFZWVpwGnc1mUS6X3YY8Go1ELZwLkZr1YDBwMAMFDBkFmQOwG4ZRRs19pamRahJaoVBAp9NBvV53TIn9U/iLjCWZnGwqpNZPNptFp9NxORkUWGSwtAh4T80HYJZ3oVAIZXwTv+b99wtmisLVaT0kk0n3PBw/ZXSK0atDNsqnwbHLZrMoFAqhCCjuK83zmKfCulW0CKmlcxyYYEgLRC1W9fMMh0OUSiU89dRTOHXq1K7n5xhTCHLudC5vNl76npAoCDiPfA+Y9d9sNpFIJFzAxlGHmAAg8fjv2vd7jI+v7Dq29fhup/ZhU+qBc5HO9rulWwoIY8y/NsbcMMY8J8dWjDGfMMa8NP2/LL/9gDHmgjHmRWPMd8rxtxljvjL97YfMbaouZPKa20AhAMzqHW1sbDjIBpjtTsakIN+RB4Sjh4jlN5tNB12xppHGmftOR0IyZEQMi6Ufgkxe75lITIoJrq2toVqtuoVMmIhCioxIk/0IIXH3OI100bwFOrpZJqLZbIa02GeffRa//Mu/jI9+9KMuUa/X6+E3f/M38fGPfxxPP/20i/enD2Oe86oWAe9Nhk9NV/1PfB51SPvWAhmlLzTUb1QsFl1ynL5ftAxoYWhFVTONBspkMk7IcNwTiYSzfugTWV5edsEROzs7KBQKOHfuXKgvCvGoEPbDVfV51ZKjIMhmsygWi87i4HtTq9VQq9VCQrTT6aDT6aDdbsNa6/Jj5r1mD5p6J4oIvu3Jfb1H45GICCcz2WtikWhwdvX2LKPbpNuxIH4cwPu9Yx8G8Clr7cMAPjX9DmPMYwA+AOAt02v+hTGGqtC/BPAhAA9P//w2I8naSeJZtVp18f8a7ZPJZLCxsYHr16/j6tWrDu4hRq+ZxISiyIzUQc3dxKhZ5fN5h/2zkJue75ev0E179PrBYICdnZ1Q+YxkMonTp0+7xc/7X7lyJeQMJ4PgPZvNptOGqeEqs6OWDcAJPo244XOPRiOcPXsW3/zN3+wEZiKRwEsvvYTl5WW8733vw7Fjx/DCCy+gUCigXq/TeprbvALhaCUfTuJxlin3j6uvgs/O/9om54Z+h2PHjrkxoxBS5SGdTocCDSiQKWyZf8ByHABcBNvS0hLW19extLSEYrHoSqlcvnw5BOeo4AJ2b3REgZXNZkMOc30mzWXxrQC+L7SyaEUkEgkXInzlyhUH0WHOa/agqfDcFVz8A1mM3/3WubZrpmOefOQh9Mt77HG+XJ3rPe+VEr8x342ObikgrLWfAbDtHf4eAD8x/fwTAP6IHP9Za23fWvsqgAsAnjLGnARQsdZ+1k7e5p+Ua25K1LB0m8+lpaVQZU4ya4aiqjORWpeGyAJwsAU1d15LEz+TyTg8niWhiftOx8Ul0AGzTFfFt+nAJCyWSqUcFHby5Em3Gxwd5GYancIFzp3faDmReZHJsx/6XzVvmUPHMBiJs7q6GioxYq3FtWvXcO7cOQDA+fPncfXqVYzHY1y7do0Mc67zynurZuz7D4CwMFBoRSO6ohy+mptAiK9cLrvQXlorhIdo8VE4kPg+abt09JbLZSQSk8KMa2trOHXqFHK5HF577TUnpFn2Xfupz6Zhy/zO+1M5qlarkb8TDuP7TkVI22Pknu6DTqVn2s5c1+xBU+vJM7AJ4NJ78nNr02Sz6H/HWzH69rdh41vW9zxvvF2b2z0Xke42ium4tfYqAFhrrxpjOIKnAXxOzrs0PTacfvaP314np4Xl1EFIxtnr9XD8+HEsLS05hppOp1Gv17G0tBTC1oFZFiowiw5RjW5rawvlchknTpzA9vZELjLzdm1tzWHLXOiEdugHAOAyqylQcrkcjh07hu3tbYzHY1eugeGSqVQKtVoNTz75JBqNBoCZwGm1WlhZWXFMkfCL+geSySRqtZqrCOszWY4Jr/UdnNzbglATI7CoPZOZzHNetY/spwo31sjiXPnf/aQ2tukTIT6+C6lUCidPnnRZ1IxcU+uLVgUFtUJQmmNAZWV7e9u9V+12G6lUCu12G8eOHcP6+jpefvllvPbaa+6Z1Vmt1qIKPI6BWi98vzTZj/k9FJ6+RcH+shQLy9N746+1oueyZg+MEkkMSgmk2wajkkXq7BmM3rh06+uimsrlMB4MkTp9EjvffAaD0s0RteKNYFYN9j6leYe5Ro2ovcnx6EaM+RAmpq2DeYjzc5vFUqmEVqvloo2oEdJxTU1bLQprbShySbOqmWXMSKdUKoVKpQJjDDY3N9HtdkOaJePM2T4dyLQ6AISERK1WQ7vdDmXZVqtVJBKTvaIpkIh9c7Fz1zhlPhRMGqJJa4ZZsxpl5eP6FKzE2zlWAEL7akznYq9puqd59X0QAJymq9YQ++ILSDJE1cQ5FspwOf7NZhONRgOdTscJ6FQq5QQE+8IABbZLAc/S4GYaXsvkSMI0lUoFyWQSrVbLvY+lUgmJRAJXrlxxuL8KQj9HgaQCJAgCPPzww7DWYnV1FRsbG3jmmWdcH0+dOoW1tTVcu3YNQRCgVqs5q0itNL7jKhi4P8q9zq3Oaw6FvdrcHxoHqPzM57B8bBWjR87A1hu3fWlydQXB1gwcqf3RJ5DqWfSWErs2HPIpEQDFz71627Weosj+3ieQrPcwLqSR3G6FigGaVArD3/c4ss++hKDZPLRy43crIK4bY05OrYeTALjX3SUAZ+W8MwCuTI+fiTgeSdbaHwXwowCwtLRkGZqpFTOz2SyGw6HTfNXk1nh+XqtlMsgYyNzp8FNnMZ3Dal0wioo4tLXWYdtMaKMJzx3fuLscF32pVHKlH9544w0MBgOsr687Rk0fBZk9HctaQoNaopZnIKNVyIb9Vi1UsWtqpGRGHNN8Pu9qWI3HY1eNdp7zmkgkLPunNY60YJ72G5hBO+qA1tBjFTqMJuM7ML0/Op2OK9rI64FZ3gCP06pi6C0hQOa7MOKJFgoLQDabTfR6PSwtLeG5557D66+/js3NzdAz+YmIPqTmP9e73/1uvOMd78AjjzyCH/uxH8OXvvQl199yuYxqtYpWq4UgCJyVqg58Rt9xz28NaJj26Z7WrM5rxawcCicLNrdgNrdum2GnzpzG1reeRfWnJ4BHoljEsGAwLEQrRMkBME5PHNO5+hiVX79w11ViSRf/QB6jUg7WANUXy1hXAZHP48bbszjZfxMSzz5/+0UCzXz3rrjbMNdfAvDB6ecPAvhFOf4BY0zWGPMgJo6tZ6ZwVNMY803TSIg/LdfclPiC84Wm5g/Ahe5pjDcXdCIx2woUCGv8FBgaFgrAQSsrKysol8vI5/MolUpYWVlxi7DRaDhoiNE1rMBKrV2zpWu1mmPk3Mc4nU5jZ2cH+Xwea2tr2NrachVGVaNkHwmpcXErtEKLQvtDxsBx0SgZQnQaIsl2T5w4gddffx3GGLzxxhs4efIkEokETp48SY11bvNKwUCByixntQQozDSTmHCKD1GRaG0oVEWhQyWB/h1aAxwrts93iNVf2VahUHAWJst5q4BIp9Oo1Wpuj4+XX34Zr776Kra2tnb5iigE+Bw67+o7GQwGeP311/Hwww/ja1/7Gp5++mkXJUer8oUXXsDm5iZ2dnZCFpi2x/Gm4OR2tFOa65o9VLqNHIDko2/Gjfeeg03OhEHjD968hMbqr17A6pcm1knl48/fs3AAgBOfC2ATFumWwalfDu8IN253cPr/ehbmN798qBVkb2lBGGN+BsC3AThmjLkE4O8A+McAfs4Y830AXgfw3wOAtfarxpifA/A1ACMA32+tpVD/C5hEROUB/Ofp3y2JTJKVMlUbpBbPha/Mj2Y/I4eoBWriGOELLTUBAJVKBf1+3+H06kzmDnIKi7AUhsafb21tufLgy8vLri1ghhszvLNaraJerzuMnQuZi5nXqfORzEW1RTIy5jVEMVAKx89+9rPY3NzEYDDAxz72MTz00EN45JFH8IUvfAEf//jHUSgU8NRTTyGRSKBSqbBk+tzmFQjvfKbPwfnlOXxeMuKNjQ2Xa0Ih4rerBelIKnzIgAuFglMe9DpaiazMqgEKAJwiwS1mNRiCc7axseGEXpQTXf0N2nf21ZhJJN6v/dqvod/v4ytf+Qq2t7dx+vRpXLx4EadPn8a3f/u346d+6qfQaDRCtZd4T90lcTQahbailfGZ65o9VLK3TuqsP34MNgEECSBRKCB44uE9o5QAwFhMCvZtbuJY8i0IGrcPY92Mcr/yRbyp9TgyX3kNo61tJL7xGzD+by/ApFK4/L88hVM/+Ft33uicoSgTxUQWiZaXl+173vMeAHAwDBk74QatdtntdrG9vY1qteoWNSEHdX4yC7ZQKIQqriYSky0pCQ0Nh0PUajWHTTcaDfc/n8+7UNNsNrsrjp6hisePH8fq6iq2trbQ6XSQzWaxvr7uLJ5ut+vgMs4HIS513BJmo2Ck4ANm+D0tDgpBMgGNZgHgrCAAKJVKaDQazjLznccA8OlPfxo7Oztzi4NPJpNWfSj637cQ6I/hH2EjrU8k7Yb2fPDbABBKmiNkRI2aGe/JZDK0uRDftXK57N43QoWbm5suYunVV19Fp9Nx/giOt0Ye6fNxbnW8fRiKSgehT0KAa2trePOb34xnnnnG5e2cPXsW4/HYwVoUDnwvKTxoKU1zJeY2rxWzYt9pfv+8mrtnSq6tAXYc0vhTZ8+g++hxNM5nkO7YPWElkhkDKx/57H53VW5oYJ54DPZLX3WHEoUC7HAUWS9qL/qk/fkvWmvffi9dWfhaTIQ/iAETH/aZPi0BVrgcj8cumUzDQikwcrmcK8YHzBLYgiBAs9nE6uqqM+O73a5josViEYlEAteuXQMANJtNt/kMHZO8BxOnmMjUaDRcjLy1Fjdu3MD6+rpL/tOifNpnMgmW4wCi9zDe3t5GoVAIZcjSquE1JDK0SqXiYLvr16/j5MmToWie/SafUepn35cCzKK79Div02O+4qOhstzAib4eYwzy+Tyq1SpKpRL6/T5qtZqL3lpbW8PS0hK63a6DmbrdLm7cuIHt7W3nvKYFyxwV9pPzp0LCfy5fSCrx3bbWurDWRCLh9gBR/8kTTzyBdruN69evYzweu31Ams0mms1myJrxhdP9SK3f+yB61SSqL3eRuVLD6JXXMHrjEvLDIRrn33RT4WAskBgBxSu3z5TnQtaGhAMAbP/xx1F5pYvE018+0K4svIBQ7ByY1dahM5maNR3DxWIxVHqDjt56ve6ihbrdLrLZLCqVSiiEkxopmRAxXkJbLOG8s7ODEydOOI2MUUzUTAuFAra2tpzPgSG6DzzwQKi2EsNmWU/K9xNoeQ5CBcAMftBrALioGTImTRLk81CrrFarrl0y1OPHj++CQdRZOm/ifRlFpUxLtey9LAx1KlMAjMdj1Gq1Xdi+5jwACIW4MlGRpbtpldHSe+SRRxAEAV588UX3vrH0SqfTcZFMLGXBOWR/FRqMss58i8ln2gqr+mOhORSj0QgXLlwIhccSVtJijxqwcb8LiNJvvorud78ZO4/mkXgoj+rpZdikwc75rDsnOQSC6c66mZaFGVukuhal567B1psI7iAyar/o2KffgO127ylq6m5o4QUEmZjCAXRaa6YsnZfFYtExA0bpcAtRMgBaD8DM9NcS2MYYF6Gi0AyF1NLSkitdwdBWAM7qoP+CGdX0N1hrXRisOk0pJBjFZK11oZSsvUSBQOzdZ35ktCSFEigcGCFFwcHx9Y8pVr+fRAZVqVQcnKfWgzJDP6KMpBYUmaUvaIDw3s56Pt8lOquDIECj0UClUsHx48dRKBRw+fJl3LhxA1euXMHq6iquXr2Ka9euuXkk7Eghp+UyKJz13nfClHl9lCNbLSVaGS+++KKzGPks+XzeZeADEz9UtVoNOc/vVwo2NpAcPAQYYPWTr6L7u8+gu55GqmeR7oyRGIyRf+ZlBI+eRbLexfiV14GxhR0NMVqgsbnd3I7kUvWOyp7fihZeQJDxcZFQUGj0C/F+/g5MFhbDTMlUy+WyW6xMqqOvgVokGbcWAgRmFgwhBEJNy8vL7jot4338+HEH45AJ0+ohA9akJk1k0+qs+ny6ZaUPjTE7lrHtdIRzDMksKQwo2FTQkgHxfmRO+6FlqjbMgoM8HuVg5vl+FrWWy9DnVGYaxVhVEPHd6vf7aDQaqNfrqNVqLmSUEBwr8bL8Sj6fD+0+qMKH46mRSr6A8C0HJV7LKDW1Gn2oSoUEMMnSr9frrv9BELiMb2DyLi8vL6Pf7zuL536m5a82gJffwKjZRPradWSnEKwdDGCSSQSjEfC5nQPXzu+UEuXyLRPzXvv+t+DsP/q8q0J7r7TwAkI1MMI/wKxiqYZ90pFHbdDXuKkx0rdA4UPNis5JMtsgCJwgIHRDhqzRUIwIodObzFz3kej1es66YbQSFz41TuZvKOTF0FVq/+p09mEmPd7tdl00kzJaPoNvGamTXzfi2U94iQyS+1SwVhZ/989lf6IsiL2+qzWi0JT+bq1FvV53JU/I7Hd2dty9mQtCxzfHULOao6KR2Ce9r/73o7f0OravlqZaJzo3+nyEJhnQQcGqTnv6q+53iAkAxl/+Wvi7lLe3Mn+LTqaQB24hIB788dcwLhbmluG98AJCiUyaG9qkUil0Oh0XaQLA7QOt2bcAdiXHKRNmQhgXC6OH1DFOH4eGC3a7XaTTaZRKJQct+VAInZf0O5DhK3ylfWI/e72e28JUk98oWJQoRNU5rWNC+Iz3VEajNBwOnbDzmc+8KYop6n00CsvvB59BmZuG/fJcP9PaZ756bzp/db7V0cz58esg+U5z3+GuVo8+g//8UVaQb00p3ORbDWwzCAK88sorLpKOz9psNt17SEEcVegvpsWl4PqNW55zt3tj7EULLyB00VBrp4ZrrXX+hEKhENLI1XlH0gig0WjktEJGP9FxS6ahGi0w276UC29ra8uVXOB1FCosO84oJi0JAoR39VL8n9FL9EWooKNDncX72L7CJQCcFeUzWJ9BRjl/VcBFXTdP0ufjeCjDouDmb8rUVWNmW36/NcrrVs/g+ypUSJB8YaWCW627qHtFwUt7/c7ABB9S9IWWPr+OCd9ZjpsqBjrv/UNMwIrpaNDCCwiSjy9zgabTaVy+fBnlctltEgTM8gjUh0HtPJfLodVqOViK2bFcXIR0/IS6breLXq/nYuEZ0sr+qbNbtV1CQWpNcLGSmbOPAFzVUQqCXq+HSqXifB28nkJE/QjKQKKYY9RnzY/wGex+QUxsH8Auq4vjzeRDTUTzrQc/G1nLiUQ5230Nnc+vlX9JanX4DJ0Ci4zb9yXoffywYfZf/SlR+3Lzmqg/vVafX2FXflfIkPkbumFSTDHtRUdCQKgWpNg5MNGWT58+HYoV96+hpqdwDpOpADh/ARDesIXlxTudjvu90+lga2sL+Xweq6urro/cZY61kzQ6io5UVoqlD4KOcIXFGLbJv0Kh4Prpa5A85n+m9cCx4PnEpH1MHkCIWaq2ud9EyA4IM+TxeByqLss++laG71Pgsb0YtgoXH16hP0eLO/rt6rUKPSqDj4LA/Gfms9JqZd4CgEjrF5gJC1Z2ZdCDn4TnKwEUYIQ4qWgoDBVTTFG08FuOGmNc6QrfgUsmrkxSd5CjZk4nqCbU8dzRaOTCSHk/MmrVXGlZkBkQClDcmxFUhK1UQyfDYAYrrR8WqONCpVWgWdn0h/gYtR9fz/MVWlEIyhcUfF4NoyRGfRDCIZFIuNBj3l9DNLm3tzI9/ewLATI9XzD4DmJloLREqVxQAPlw1s3aAGYlYbSUOtv3+8LP1OBZRC/KslEYUiPgtFCjvg8Kgaozm22xb/S5xD6ImG5GC68+cAEvLS2FKnmq85YRPowiUoye+Qj8zutbrZbLaNaYctUMtQw0f89mszhzZlbkUuslMVuW14zHY2cRjEYjrKysuEgr+iSYF0GYiIuXCVu0QhSiYlkO37/AMhvKoNgX9scY4xK7mDuiWLd/nW+xzJOsnUQwaaiqX0PKGONCd2lJ+f4IzpcfsbWXVh0lRPxkNLbp509EPQMzm5m3QujQd1Lzuyok7XYbQDhPg/3V8i1R/iK1lBTq4vMlk0lXWp4lYXTO1cEeU0xRtPAWBDArF6GaMXMFlBjVBEwWXKfTQRAEbjtRtkNNi98V0+X9fA2c2C7hIQ2hTafTaLVa7lwNwaWFwtBaauiMuWcCE5+FDF4tGEIJFHJqkSjxuOLNPM6+0n9BaIdtdjqdECRG2gsmuVdSH4MP3ajVQytLtWlezzHW89ln/5h/D302FU4Kaenc+20plk+mTGtPM5nVKoiyftRqUqLg8YWVL+z894c+G76HDNNmzg/fxyifU0xHh8wBQYMLLyCoLXIRUhPudrtotVqhomu0FsgEaTnQkZvP50ORHtSOyfj5Xc1y3dFMk7kIxzBOvVqtugJ4tAgoIG7cuIGexF6zDUbptFothyUTRuP92U9CabSQ1KdC8sNa1ZdC3BoIF66jxlssFkPwhvogfEE8r3nlfdhXfmccP+e11Wq5KrpRDlkKebXCfFJ4R89RBu5bCQpZ+edzPLXUB7V9tSLVgR1l0fBdo2DSc/nO6TG1EIDJ3HANqHXN+b1x44bbREiFB+G9WEAcTTqo/I2FFxDqAyAzIc5KYbCxsREK+9SSE9z1i8yEC4LXA3DMV4u3KWRBZqnQjS5CMvZ8Pu+czdQA6cxWRu77EAiz6CY2xJwp7CjcaAmwfz50pjAXMLMqCHtoopwfTcO++Q7qKIftvRL742uyvE+xWHShwnQa83cKbu0n5ybqj+37DNq3CFRD528+0wbCkKMP/+hY6Xn6bHovCha9jlaTD2/5VgivpTNf3+1isegSQI0xTrFgImcymcT6+npo7mM6ghQh4JMPvwn973rHXJpf+LeDWCy1bWC2ETsT11ZWVhyzpYaUyWSws7ODS5cuoVAoOCHB8D4yUjJQ1d6phbE9LjR/tzO2x4XKNrSP1lqX1EfmrMlX4/EYKysrTgDwnvos1A6VGdLfwFwMPocycmWgqnGrZdBqtULjTfhBGYfi6PMmnwlScGolXqVkcrIhkxY45HmcAwBuzElRTH8vy0HJ91WQGGWlGr6S3su/vw8T+dcxC5pjEyXsVLj5gr9YLGJ5edkJmkwmg+PHjyOVSrltV3O5HM6ePRs7qY8YJdfWQt9H73lyl5B44W8vofDyzlzut/ACApgsMm7bCUyYCjU3apRqcpPB0iFHeIe1h4i/B0Hg9pKmhaK4PWEnXbB6reZX+H4SQh+8tzp7FQIicyekQAZNwUL/g2r81FwLhQJOnDjhNMJer+cqd2r2tI6j73jViCZaKnqtrwXPk1hAUeEmCrF2u41utxtyWvsM2mfO+j5QeYiyCpR86ynqd98XoffSfvnn7GWFaY6G3pvjPBgMXNSaOuEJufnzQocz2+x2u2g0GiHH+/b2ttsOlWPXaDQOJFotpvlRsLkZ+p7+ja/s2iTogZ80CF68MJf7LXwUExBmpMrkqDWSUWu0zmAwQLVaxdLSkttHwRjjSn3Tqdxutx0kpYXxGB1F64JWieL3ylCMme1ToRnAyhioHTKDle2xKB8wi5En8f5+JAzbYx8ooDTSixYS21UrhEyKQlQZkjJiPvd+YdU+xEVNmMxdLQgKUgYiqDWn0BhDZDlv+psyYh1DXyvX39TvoVFDhIiAcKSYWnJR1oXvJNf21EnO3/x+7eVk57kMD2axyWQy6bZI5b36/T5efPHFWEAcNdK1mUpFbiCU/uQX53a7I2FBsGw2AFdWmaRZz/yr1yflblutFjqdDowxDlbitYzo0AVPRkxYhxo8hYsWP2PtpUKh4BajOp7JnIija5IeHZyEiXiub32Q/OxswjDWWreTGJ+pWCy6zHBlTH50jjIb+jGUSfoQ037QcDh0gon34TMxAo1MT/0OtOCU0avfRXMG/PBVPqd/TCOifCvLZ9IUtL7/xGfsvnKgAmevRDy+f36osgp3v08qBKOEDmEm9afs5cyP6ehQYspb9vUe+36HeyRCRIRo9ioboJmslUolFPbHxd/r9ZBOp92WkMAM76d2yUWoWc4aiUJzXrOSFTfv9/suj0Gja3iPbDbrwjsZWgrMYvHJnMjYyOR8ZqJ4s57LZ9Y2fVLmqr4JbUMZ0n6RzwAVgtGSJDymTJm77/EZ/WijKEcx51cZpDLWm0FqUVq8XqPn+PPlP2dUe3yPCLmpANnLD6LMXsOvacVWKhWMx2O3kxzvwz7HWdRHm+a1N/bNaOEFhPoWqH3rb0w6oiOZ+Dv3a9bQTh7X3+lM1jBUzUngJvTUtMmU2RfWdmKRPjIHDVFkGQ76JGq1mus3FzgFBzCLZWfIpK99qiBjfzVnYmtrK5SLoU5nCh8fTlKB5vsE9stBrRo+icKWkCKJY8rnzufzTkDoH9uIsg50fwy1TFSZ8LX0KEGhgoEChRadf41q+aq1+0KD32nh+qGyDPtlOzo+fIc014b7pjPSTS0wWsh+AEBMMfm08CqEMjHVrPmit1otF16qIZ1cPGQqXBQk3dITQMivQEY5Ho/R6XTQ7/ed9qoLUK8hs/NzKoil03Jpt9shRzCFlPoAtD97lb0g0/azhyn4FHohIwVm0VXsI4WHhhFr9BOv2Q/S+yh+7/ePRCZnrQ1pxQB2MWWFfRQm1IAG3heYaf17aet+274l4AtePV/Jh4ZYaoUWm5aOUT+HrgG2wefhMR9mG48ne1K3Wi20Wq0QFEsLbb/gw5j2lxKFAsYHUGhx4S0IAC6rWLOnWaNneXnZMXFlMt1uF7VazS0eMnguLDJ5xoVzoTDZibuEsbBZtVp19yEMwGgZQkrsY5TQ4QJdXV11iU1kKnTK8hg1aHVY+zAGEMaZOS4sr8A2AYQiXHgOxwLArrGJcoLOm1R7V7gHmFlQygh5fqlUcuUjVNv3yffbkIH6gkTHz3dW85woJq/vVC6XQ7Va3WUh+FCV/zx8D7VNKhPcM51zSEuAwkJ3GOS+IdxHhOO6vLyMBx98ECsrK+7apaUlJBKJ0C5+MR0xMgYv/NBjkTkQ86aFtyBI2WzWMToNVQUQSozjwmX5AZrlZBBkCsViMZRcB4RDUYmDMwqEjm6Nimo0Gm7rUv7O9qjpsj0KAN6XkVZkTtTsWaeJkU3qw2DbvnPUZ4Z+vgjbVbjItxK0YB7/q7W2H+QzeBVYZJbKYJkU5j+Dj9Urk/Yd4BSECg+p45jX+WPs+wz4me8jK+jqb7yO74OGZvvPr8+uVoRCVxSQvV7P5fVYax28qeNEJWljYyNU70kFszEm3hPiKJK1ePgjo13hrftBC29BaMQHmYYPeVg7ix4iNsv6SypUKCxIdOBZa13xPNWuc7kcMpkMms0mOp2O2/hHi7MxOY6+DVomjMIhaZiuOs6BcKaw1m0qFAohAbWXE1YzrikUKID4nLRGNJyS48lzeJyfKTT2Q0BwXjXBy4d4lEnz+Tm2HAu1vLRtXqcWpPoddA8NPVcFh/6mv/vRTq1WCxsbG7vgI71O76eCSS0oXkflhFYnnzGfz+Opp57CQw89tMs3kUgkUCqVUK1WkU6nHaT5xhtvOAFh7WRrVeZC7IdlGNPd0dafe9cdRSWZ3/zy/nVGaOEFBInMwt9li85ils4gk9Y4eBbG63Q6LgpKE8SokTFRjRo+q2lmMhkUCgWUy2U0m03nlGb2M53l1MYIN7HPXMAsO87wWzJpzWGoVCqO4SusQEFEoaPMhf3XPAgKTR9+0agX1ZQJd/E3whjM29gvrNp3MmuZCfqNWBKc74HvgNaEuCgHt0aCqWBWZ7VGALFdxf99JzjJ95HxGIUXhTbfL95Pd0XkXKig8JUCvtfXr193DJ+Uz+dRKpVQLpdx8uRJLC0toVKpuFBsKi8633yXYiGxGLT+9CbsYHdOA+mNv/XNB9ibGS28gPBNYnU0k4FxMT7//POhypa8lgtIS25wJzdu3M7MUwqPQqGAra0t1Go1jEYj1Ot1t5hpQdApzQxtYv9M5CKTV6G2ubmJ4XAYKttRLBZdSC21XWViZF5kcMrEjTGoVCrOssnn8w7SYPtk9ryG0JYfpUQGRQHFKK39imTyNXhmVrMfiUTC7RRIjN/H8RUaUgbL83xtnYzWx99pZfkWqgpTjVCj4ND/UaQRUj605Dug1UrWNvX3Cxcu4OrVq+7ZADjFh++VMSbkV6NF7Wdi79e83i4l3/zgod170Sh4/qWbFuBb++3D8RctvICghu0XoANmAgCYaO07OztOS1cnLwWIRuzweK1WC90vl8uhUCig3W47JlMoFJBIJLC9ve3MdAAuBDaRSGB5eRnFYtFVjS0UCqHQVUZAkekR0iIUxNwMf0c6avAcA9UCFTbJ5XIOmiAplq2Z1OpvUGJ7WntKM8vnSb6A4rjp/gcUGix14mP8ClGxTTJZP8lOI9Y4jvpdIRe1FlRQa/v+uWpdqAWh1gHngkIamEUlqeDXKDq2SaGmfjRCc4PBwMGgzWbT+a+410gikXD5PMyP4PsXlSdzUPTa9548tHsfNcr9p2cO5b5HwkmtexYDs1pMJC64d77znSEtUnMDyMwBuMgkLnRGdzCRjiGUCkcNh0OUy2WXB6HMhfkNTOTT3d+AcOE+Zc4ai27tLCua9yMT9JlLKpVCq9Vyi5zP3+12UalU3HNqnSPVqFUj9X0bHI9MJuOEJAXGvIn9oDAnY6NvJwgC1Ot1Zx2pFq7CguPDOWXODMdKtXhNEqRz1xcsKgz9pMIoWIbn+5FQVEp0Dn1/i0JjjIjS0vI6Zyoc2AcyeJaMYUkNYKYgUOAwH6JarYYiog6Lzv6D3zq0e9+XlEgC4/kK/IUXEMRrATh/AOspEV/lNqDc59lPAqImWiqVAMyqmG5ubmJlZcWFseZyOedPoD8DmJXzJgTBbGmeqxouGQH7SmZBZ6PCBkyWIwRABkSMWXF0n2jVKHOiANOsaDInP4yVx1WD1HPpuN8vJ7Uxk6zhIAiccFVmxc+dTie0A5vCTyRfCye8ptCT7wD3hSSfn31T4annc758xkrLsN1uO4VG62tpngWvJYxHZUEtIj1H789+RjH2lZUVFItFXLx4MQS/EhZVoUuBE9PRoNSJ4xhdu37zk+YsHIAjICCAGVbNonyMTgLgmC8wg3H4GZg5iBmyqmW5V1ZW3CIljEJtlhqWDzFQM+S2n9wInsxJLRuFxmjiK1yjSXBM9KOwIFzEdpmx7ZfVIBOL0mxVIKhg0OxhjWKicFCsn5r2fpBi+Np/WgHq/KXQV4atmrTOFQUOx1vHiOT7K/hfHcLqD+A9+F/9GlFWnkarRc0L/6sFqO+Hjr9vOVCI6HvHwAxtG4CD1tQS5LsWC4ijQ8FO7VDuu/ACghqXH5ZH6KfT6TgYIZVK4cqVK672PRcgC/wRUyfe3Wq1kMlknCbL0hpkSOoQV00zmZxs5ajZvMvLy2i1Wk648D4AXBQLGYrmZjDCRLU8XfhkOro/tloEwIwZ0GoBEGJOmiXta79kbvqMygD96rLzImOMswDZL/abVUgb01ozLDZHB3GUo5r+G2ACt6hQIcyiEWC+g1wd9eoD4hwp+ePH8admrtFM2l+1znRs/SAC//l4T/aNn6nwUGHR6Dg/+IBzqNuq+lZVTItL9pDyVY6EgODLnEqlHLxExqD1ixKJBFZXV0OaMqu5kkEYM8lqZu0lxpEzQe3ixYsolUqOSVGwqHCi34HMhyGxrLFEpkGGTe2QsEe/33f3UwamYZaq0ZOIKauWr981DJbaqB+pQsan8JUKPgpUaqgUdr4WPI95jXLKMotaGSm/+zCURmlp4IJCSlHOYzJiFYS+wFD/Afvmw1o8V++hW5Dq3PmRUWrRqD9Cx0OFg5bj4FyvrKxgZ2fHlYLh+dxgyxiDTqfjBB4z/nUr3phiuhktfBQTF1MqlUKn03EVU8k4+Nt4PHZVVrXgGZPb2A7j6vkb6zgBcIuOWH6tVnNmOxc9i+2Nx2MXPmvMbFMiP7LGt0hoVezs7CCZTGJnZweZTMadp9cqU6I1oHCHHy7J/wAihQDb0/P5m1oYGqMPIOTPmRdZa13JcwpjWkla64pjomHBOhYUgnwmZbTa/263G4JtKDiVCRO+oY+JTFQFC0NFabGwzwpP+WGl+v4YY0Lvo8+kFTKj05rbhTLCi07sWq3mfFuc63w+j2KxiGKx6LL5mdsDTKyxUqm0S/mIKaYoWngBobBHLpcLlRggtVqt0B7Fqu3qZjzFYjEkcIbDIRqNBobDIXK5HOr1uquimkgk3CKjZshSGUtLS6FtS8kYmPnMxC5qgtzJi5TJZHDmzBnHxGnlaN8p8NSRqRnAZOh8Nj47MXFlPhRa/EwGSf+JCgAtm87x3w9Gwmchk+dzK1yoCXBR16uwUOuDTJhjplaGz4D5fBxrtTzUz+ELEr+P9BlxNzjf4gDClpr/XGo5anBBp9NxSopaLcYYF8bKZ83n86hUKlhbW0MymdxVMZjvI3fq0z7FtNiUfMujqP3pdx34fRdeQCi+Dsx2YSNmS+1czwUQ0j5pajOBjdqpQkfUUqnNU/MiFEBBQ0ZD3wGjmXZ2JnvAqibPsEIm49E6YDtBEISyhIEwQ9b6PurEJUPl85NRREEwyqj86BcKSf7mh4My6ms/opiA2bauo9HIQSFnz55FuVwO+W98q0EdwFoCm78TkgFmOQTpdNoVv+PYM7dAhYs6rBXmYlv8T6tEQ5o5t3yX1OrRNtvt9q5gAwoczlkymcTS0hKA2SZZjJZT3wWfJZlMYnV11VnH3HqWCou2Wy6XQ4UvD4KSjz1yYPe63yh1+hRe/HABmdbBW3wLLyC4CLSEdTKZxNWrVx2TIBEeUI2OTKhQKLhCZ9S4KCQGg4Gr/Eotq1AohLKX9R4A3E5y5XLZZVNvb2+7e6pzWPchUIasSWiaGa0MnaQROmxPI1V8jdXHv6Mcz3wWQiJ+sUEK0P2CIphcWCwWHXxz5swZlMtlN14shKe1jFRQqkCm9UChwDYUsqNgiBIEvr8CwC6hAcwi0tTZS2GtMFbUntkqxPx7aXIfFRRar6wIcPz4cSwvL7v3mjsfFotFWDvJpbl69WrIKqVVrJF6+jzzpt53P7Xr2At/YXlf7nW/kEntdgcnikUAgB0M8ej//BoKv/D5g+7W4gsIIKz5coGfP3/eMXguVmpSPrMk0261WiFtjpvOUPgQpuKOb2qBALPFTMuAfhAyWDJuZcbMbFUrgXBTEASoVqshmEUjikjsQ6/Xc9qghssqFALMNH51ZLPP2rY6S/kcqglTY90PC4KCUyGiZrOJ5557DvV63Y2h3l8ZskJEvu8lyukbBAGazWaICfN3ZdIAQr8Bu3cbzGQyTjHQ8/lZ50f/dOzVSa4KjT4bw3U5XtyiVWllZcVl7dfrdVcyhlYMrRw+R6/Xc+tgPywIWylg59HdzO7hv/zs3O91P5H1Qo5NKoXBL64CxiDY2EAwRSgOmhZeQPgRJsBMYCiOSh8BFzbxdWp3ZMAsW6EVWHmuOhO5YElkOoRlOp2OY9bU5uhwpdBKp9POamHkE4WJCjXfaohiyEwAVMbCZ1fmo8yI52kOCI/r81Koso88Z3NzE6PRCIVCYe7aZhAErtIoIZTxeIxGo+HGkQKY4bAqHDhutBb4HAr36POp5aBKgmryFJhqUahDm5aXllhhO0A4t4Jt6p8KOr6Xahn5znMVQHTkN5tNbG9vh/Jl1GLVcGm9r1qgjUbDRTPNm0yjg5P/Z0SG9D4kcd03ZMyu0t02CPDKhRMwBwgDRtHCCwhgFkqoUIcubmpLwAxGUO1f4aZisRgy8+nco1NPNVKW3Wa7qqGr9aJQFvtLRs8EN3UWMgrLj1PnNT7kodqwJjeR0fjJgXwOXqtMS3FrCgS/bAnvVSqVkM/nsb29Pa+pDPWdUWf849ixcCGtBzqQgXCVU7V2KCgoxFUAq8BUCIfkM3C+Q5xzzi3Hsdvtug131PehYcpsV4MV9LjvU2G4NYUG/U+8Np/P47HHHnPCulKpoFgsotVqYXt7G9vb227DIAqNqHLtVKz80NiYDo/e+BsRzmdr8chf+MJNC/gdBN1SQBhjzhpjPm2Med4Y81VjzF+eHl8xxnzCGPPS9P+yXPMDxpgLxpgXjTHfKcffZoz5yvS3HzK3+XYqk9NkJzJGTeZSTY8MWyNOWMVVMWrFZpmo5QsktqWZucrQyfjpeNYyC/zcarUAwAkMFV7UHPX5fOeoH26qw6dWhGqGvIe11oUAJ5NJNJtN/MZv/AZ+9Vd/FZ/+9Kdx4cIF18fPfOYz+MQnPoFf//VfR6PRwLFjx9ifuc0rx42lNHzhSuauSYP5fB7lcjmklfv+BX1uFYScIz8SyLeMlHmr4FChr/OSzWadD0WhUB/u8y0V/3gul0OpVHJRZXy/aRmMRiO8/vrroXphWuKd40CLrN1uo91uu990TLlHOqP65r1eY7ozeuBfPB/9wz75iO6EbseCGAH4q9ba3wXgmwB8vzHmMQAfBvApa+3DAD41/Y7pbx8A8BYA7wfwL4wxtJP+JYAPAXh4+vf+2+mkLjb+aUEzavuqhauDUDUodXYrk6DmqYyZbfPeJGqTig9TGyfEpEKLn1UQUCjxs8bFq5Djfdk3Jt/5YZHKYH1S6IRVXxOJBJ588kl8x3d8B97znvfglVdeQaPRwMWLF3Hs2DG8733vw9raGr72ta/ps85tXvmM3IODDtlcLofl5WXnmyEcxhwSPp+G/nL8eT6jh/wx0jnXjPYoUshJs9LVagVmpSxUsPkWgio4hM94LJVKoVQquWfW6r/5fN69141GA9euXXPPwgCCpaUlZ23R4i2Xy1heXg6VlvEF5HA4RLvd5rjMdb3uRe3/7p1IPvLQvTRx5Gj8rW+NdEArRfkX+t/1jv3q0h3RLQWEtfaqtfa/Tj83ATwP4DSA7wHwE9PTfgLAH5l+/h4AP2ut7VtrXwVwAcBTxpiTACrW2s/aySr7SbnmZvePXGgKz5Bx0sGs/gH6GrSKqpaeoAWh8IBGuUSFiBKnV6ZMrYzlIejb4D2stVheXnaLVdtjoTYKB0IAhAHUR0ArwI8s8uvqKDMjMyW0Ze0kA31lZcUxt3K57HYge+SRR5BIJPDAAw/g6tWrLmRy3vNKJm2tddFCTECrVqsoFAoumY77QWj4Khm41i/S0FWFoziHZJQ6dwq7+c5phbEUtuNx7sFArd8v1c3z+S4tLy/j/PnzDk4qlUpOKDSbTRdqzfecyXhq6fA95iZEfD/oF2FFYfaJ7476nay16HQ67Ofc5vVmtPMnWnj+r9+/0Uz2XY/vOmZG9q5gosLTL86jS/dMd1RqwxjzAIC3Avg8gOPW2qvARIgYY9anp50G8Dm57NL02HD62T9+q3s6OGJ6r5CWTyZBnJib92hEExCuTQTM4v65cKLuG4XfK2TDY2yXi1OFGbVbtWoopChofAtpPB6jUCggnU67/Sp4vi8YoohtGDMpK0LNdDweu0Jt7DuFUaPRQLVadXH9hHY08QvAGxHzd1fzSsFLIZFOpx1T29nZcc/J/nKzJ1bspcXmO5rZNoWOJr/pORoiy/eATH8vBu9/Bib+CA1j5pzymTQSie2m02m3OVS1WsWNGzfQarXcu8iSKWTglUoFpVIJN27ccGOwtLTk9n9Q38poNHJ5FqxyrM+juS7yHs9tXm9G57/vEmwwxv2av91bzyLvHbvV1qCpNz2A0Suv7ToeTBXNw6bbFhDGmBKA/wDgr1hrGzeBI6N+sDc5HnWvD2Fi2qJQKOxatMrk+Z8WQK/XQ7VaDS0aP6+AiW5K6gTlIlbNUrVAaqG+ABkOhw5D9h3k1EwV6qEDloteidmuvrWifdg1mNaiWCyGsraZOMVnYWkRMmRrLX7rt34Ljz/+OCqVihunXq/nNFstWxExf3c1r7QUGEmmIafcLpalJbLZrNufWa0vjWJTbJ9Cme+FzrcKlSgfhM41+6MQlQ9PBkHgggL4rlQqFRcGe/36dTfWQTAptc17MG/HV2R4Ln0MJ06cwLlz55xPgT6uRCKBZrPpFBM/W77VarmIOUY2se+3oLue1xz23lc5qNVvdd+FJ5NKwaRSGMsaI+V/8c429UkuVVH9N3Vs/d559W7+dFtRTMaYNCbC4aettb8wPXx9aoZi+v/G9PglAGfl8jMArkyPn4k4voustT9qrX27tfbtuoUoEA4l9MstjEYjV0dJ+r4Lf+VxZQ6EYLh4uZD5m5ZU0GukzwDCGc88V6u3qj+AGrNi0tquQgQ6Bj6cpP1hgpSOF6+hsNENeT772c/i3LlzWF1dRS6Xc+VMGA7JEuPTNuc2r5wvOnopDIm7a/a6ZjmrT0gdzhQy9G1wb2vW3uJ3Qjpqharw95mnQjL+/PhWLX+jkrC1teV8DAo9cVMfYwxOnDiBY8eOOUWCNaAolAglvfzyy24eBoMB6vW623uCyZ4azabBFBr+rQqT0NzmNY392VxqUciORpHCwSeTztzynKDeQO2P7UYvFonMHprh7ITJm/8TALattX9Fjv8fALastf/YGPNhACvW2r9mjHkLgH8L4CkApzBxYD9srQ2MMV8A8Jcwgah+BcA/t9b+yi3u3wSwGIDc3dExAJuH3Yk96AEAAcIQwxlMAhOuATgBoAzgJQBvmp4Xz+uE4nmNoHheD520/+ettWv31BpN473+AHwLJqblfwPw5enfdwFYxeRlemn6f0Wu+ZsAXsbkRfkDcvztAJ6b/vbDmAqoW9z/2Vuds8h/i9r/O5jXL8XzenT6H8/r/Tmvh9X/W1oQh03GmGettW8/7H7cLcX9P9h2D4ri/h9suwdFcf/DdCQyqWOKKaaYYjp4OgoC4kcPuwP3SHH/D7bdg6K4/wfb7kFR3H+hhYeYYooppphiOhw6ChZETDHFFFNMh0ALKyCMMe83k+JhF6ZhtAtBxph/bYy5YYx5To4dWOHCOfT/UIsvxvO6b/2P53UPOspze9jzeuhhWXuEaiUxCa17E4AMgN8G8Nhh92vat98H4EkAz8mxHwTw4ennDwP4J9PPj037ngXw4PSZktPfngHwLkwyVv8zJLxwn/t/EsCT089lAL8z7ee+P0M8r/G8xnN7dObVWruwAuJdAD4m338AwA8cdr+kPw94L9uLAE7KhL4Y1W8AH5s+20kAL8jx7wXwI4f0LL8I4L0H8QzxvMbzGs/t0ZlXa+3CQkynEV1AbFEpVLgQgBYujHqO05hzIbS7IXOT4ovYn2eI5/UAKJ7X26IjN7eHMK8LKyBuu1DYgtM9Fy7cLzJe8cWbnRpx7G6f4dCfe04Uz+vttXUUaSHn9pDmdWEFxF4F/xaV9q1w4X6QOeDii0LxvO4jxfN6R3Rk5vYQ53VhBcQXADxsjHnQGJPBZMerXzrkPt2MfgnAB6efP4gJTsjjHzDGZI0xD2KyK9czU5OwaYz5pmkkwZ+Wa/aVpvf7VwCet9b+0wN+hnhe94nieb1jOhJze8jzuphO6qkT5bsw8di/DOBvHnZ/pF8/A+AqZhuqfB8OqHDhnPp/2MUX43mN5zWe2yMyr3EmdUwxxRRTTJG0qBBTTDHFFFNMh0yxgIgppphiiimSYgERU0wxxRRTJMUCIqaYYooppkiKBURMMcUUU0yRFAuImGKKKaaYIikWEDHFFFNMMUVSLCBiiimmmGKKpP8fE/mpGa4ase8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "81 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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XQamf4HLV54OoGS4nP5/SvfpStF8BG/fbwul7vctxrSbz7y29uW76Ebz/ymDazfgCVq1hty/nUVpFAEiuW8cud29rZZSE525TdoOB9bwhzqXwAFLPEj26s/T4XRl43AIu63YvS0vacOeyUTzw2kheeecgWr1byO5FM8GM2rYZlDTaNd3MF83yfRzENQgPIPVFYs2Zwzlz/CT+q8VjnLtoDKdd/2u6vLKC5NLl9ClZCWxrPdSFZBNxXfcXOOimC+k2JfrpUe7XRsu5RZQUfuanf12d8wBSTzRkEDdfcid/LTqQRy8aTf7rs+hQvLROA0Z5rV6cw8gDL+LuIybyrwP6kbQcftBqDuuTzRn/rxPp+XeRP+MTkmvXeTBxdcIDSD3IKSjgs0uNYsvl83HdaTrzvYp/dlzHSjdvpt/FM/nzTYdTunY9ADP6/IzFY1oz7shXOfSgeby9uR+3zR5Jj3sTJN6Y0QC1co2Zn4WpY4nOnZh/fXemHXwrBzx0Mb0un5oRR/vcXdqz9bs9WX5gU8447hUG5i/nz6eOQf+ame6quQwQ9yyM31S5juS2ac2Sq/bn0CkL+cd//Zlhky6kzzWzMiJ4ACTXfEFiygx2u+LfvHn8Psz7uhutrl9Gorvf08nF5wGkjiwZN4i3Tr+J+z/en5PPuZB+F86MfreSgZLzP+aZaw7l0u4vsWliHrkdOqS7Si5LeQCpA7ltWnP4T6by47kn0/VnS8h/YRq2dWu6q1Wlgsf+w1nXXsBf+j3C8p/1TXd1XJbyAFIHVh8/kF93eIuShzpmbKvjW8xoP3EaP3lvLBv2qM9zQ64x8wBSS4ke3fnx+W9w2fLRtHt+XrqrUzOlSWxeAU3bbUl3TVyW8gBSGxILft2dE1rP4NM/7kFyw4Z016jGLMcoKfaz+S4eDyC1kNuvD7ce/QCHvXM+LSZl5zUV33QsoXSN37jaxVObmyr3Dyktyx4bJI2XdKWk5Snlo1PWaVSpLZf8uCOdczfQ57YkVpJ94whKJNh7j0Jo8w3Ka5Lu6rgsFDuAmNnCkNJyMDAE2EyU2gHg5rJ5ZvYSNM7UlsV7beK8BSei6Vk29hFYMsnMWb35x6hb+WjC3iR267HjlZxLUVddmIOBxWa2pIplGl1qy7wmJXwxq2NWtj4AMGPA5fMZ+exFPHHUbYx8cR4bTxhOTkEBSvi4iNuxugogY4BHUl6fJ2m2pImS2oayaqe2lDRW0nRJ04vJ3OspSktzSOy+EXKytyGV3LCBvuOn89szxrHgqy7ce8PNDHl7Pc3faMvGE4anu3ouw9U6gEhqAhwNPBGK7gT6AIOBlcCEskUrWL3C67yzJTOdZhfwxNB72XxMjX9CkFlKkyTemMHKI5tyzvkX8PLt36d5opiu5y3ysRFXpbpogRwBvG9mRQBmVmRmSTMrBe5lWzel2qkts0WviYXc+flIjr76dRI9uqe7OrWWXPMF+c9Po/1f32XJTf3Zt80Sclo0S3e1XAariwByIindl7K8uMGxROkuoRGmtixZvoK3/z6E01vPZtOeXXa8QhZpuXgDa4pbgvxMv6tcrUbKJDUHDgXOSim+UdJgou5JYdm8xpjaMtGlMz8+7R/c8sVwWrz/Wb3eLKihqaSUQc2XM7dLX1i3Lt3VcRmqVgHEzDYD7cuVnVzF8tcC19bmMzPJklN6c3ubJzn5ootoseo/6a5OndLaLwFYdWB7OmTnWWrXALx9GlPOXgM465QXOX3hz2n5/Mx0V6fOlawq4qZ5h7J+YGm6q+IymAeQGHL2GkD/+xexb7NPsFs7ZvxP92Mxo3huKywvM26I5DKTXy1UTbn9+lA0qiPrBhoXHfoiQ/ILueDK82jz4tR0V63e5G6t6My7c9t4AKmOYXvyowenMCS/kBuWH8GEaT9g18dzaDM5M+53Wl9KWjTebXN1wwPIjuTk8umFomfe51w87lyaTplF3+Ls/OVtTRW3TpLYmL1X2br652MgO5Do1oWbhjzJuU//kiYvv4cVf5PuKjWcPCNvo3djXOU8gOzAlv6d6Jz4kt5P72SpInNy6dlzNTnF6a6Iy2QeQHagaN+mvL+lJ7kfL0t3VRpUbtvWHNVlDm0WZfW1fq6eeQCpQk7z5ux55AIeKNyf5Lov012dBmU9OtM1bx2t5vlVqK5yHkCqUDxsAFd1f57i5zpA6c51JN7StQXzv+4Ky1aluyoug3kAqcLqffJ57+td6fziZ+muSoPb0j7BnC+7Zk+aCpcWHkCqYAm4u/BASpZn9V0HYtncRSzd0BZL7lwtL1czHkB2oHvL9ajJzndTnU27JVlT1KpRXyjnas8DSBWarzJ+3+1FvjpqcLqr0rBycunVfyXNCne+wOlqxgNIFdpPXsQtqw/m9KufIzlqn3RXp8HkNMmjf+vVtF3g3RdXNQ8gVUh+/jmF5+3OmpICfnrHyyRH7hxBRM2a0anJBpqv2omuunWxeADZkWlzeOPM/VlX0oKf3vkyDN8r3TWqV8prwuc/GsDQFp+QWOc5c13VPIBUx9TZvHHm/gC0n7CU3E4d01yh+pHo0pnCh/tz3xU389tZx8GnS3e8ktup7TCAhNwuqyV9mFLWTtJrkj4Oz21T5lWYvlLSEElzwrxbJWXXr7Smzub+q47myu4vsOC/e5GTn5/uGtWpROdOfHFfS+4a8jC/uPbX7HrSYko37WS//3E1Vp0WyANEqShTXQJMMbO+wJTwekfpK+8ExhLdjb1vBe+Z8Vo/MZ3Dn72IKUdPYNHEAY2mJaJEgoUTunJ9/6e57PKxtL/3XUq//jrd1XJZYIcBxMzeAtaWKz4GeDBMPwj8KKX8W+krQ6qHVmb2rpkZ8LeUdbKGlZTQ/9LZHHnXb5l0wB0su7s9OS1apLtatbb14ME8dsDd/HrC2RQ82njvsObqXtwxkE5mthIgPJcdiitLX9ktTJcvr1Amp7Ys3byZ7jf8hxNuu5gn9/4rW/cfkO4q1Upu27a0uHQ5f1xxOJ0fmpPu6rgsU9eDqJWlr6x2WkvIgtSWpUm6T5zPCxv3ZPXQDKxfNSmRYMHV/fjDbs+x8vrdKd24Md1VclkmbgApKstAF55Xh/LK0lcuC9Ply7NWcv16Hlo8jO8ctYCcgoJ0VyeWzUfuw/NH3sIp944n/4X30l0dl4XiBpBJwKlh+lTguZTyb6WvDN2cjZKGh7Mvp6Ssk53MaPJUW27sMYnlZ+4JOdl171AlEnx52kYuXHw8u/55lv/mxcVSndO4jwDvAv0lLZN0BnA9cKikj4lSW14PUfpKoCx95ctsn75yHPBXooHVxcDkOt6WBtfuyVkc9f6ZPPKrCXz856HkduiQ7ipVixIJlo8fxkOD72fd33r46VoXmyzDjzyt1M7208Hprkalcjt15KOL+/D88RM4b9EY8k8vpWRpBt/+UGLFb/bn8XNuYvRrFzBg/DwPII7X7ckZZja0puv5lai1lCxaTZ/fTePkqy/if/o8xeaJuRndEskZ1J9bzrqb0a948HC15wGkLpQmaT9xKudc9yvu7vd3FtzUAzXNzLMzKw5px6wtuzHwis88eLha8wBSV8xof980jn7wYv4x6laWjR/S8EFEItG7J0XnH8DiCcP56vj9trvQLaeggG7HFHL79FGUrCpq2Lq5Rskz09Wl0iS9b5rLYXuM44VzbuTnI08lce8utHxtXv1dYyGRPGhvlh+UT0n/zVw9JDq59c6Gfow77h/ccvEhvPGv4eRuFb33+4wbej3F+X/6Vf3Uxe10fBC1HuS0aMHnY/Zi918s5LJuL/GX1aOY+ve96f7sMko+W153d3iXWHvacG75/V/425rv8dq0vWg9L5euk5dTunoNW0YOZPmIBMkWpVG9toqu75TSbNKMne4u865qcQdRPYDUo5zmzdkychCrTvuaW/Z5nA2l+dxROIqvHu/CLg+9j22Nf5l+ondPFp7TmceOu5VTPzidXc9aTfLzz+uw9m5n4gEkk+XkkttnN9bu1xGd9DmPDXqQUU9eTL/LZlb/V68SuX1788Xwjqw+sJhrRjxDLqVc8cQY+kxYQHKdJ4By8XkAyRI5LVqw8Ibv8NbRExj16G/oc/mM7RN2SyS6dqG0bSsAStrks7lrPisOK+H2g/6XVcVt+MvHB1H8dnt6PLOS5KJP07QlrjGJG0B8ELWBlW7aRP/fzmFE4kLeOOGPHNr9PLo82ZT8L75hfZ98vjx0M1fs8wLrk835ZEsHWiW+puibVjRZ34lL7voFuz66hA7LPwIzfBTDpZu3QNIkp6CAZWfvSZ8jF9O/VRFbSxOUlObyz2V9yHu1NV1eWYmt+xKsFPt6K6XfFPvAp6s33oXJUkoktl0vkkxSunWr/7DNNTjvwmQpKynBSkrSXQ3nYvErUZ1zsXkAcc7F5gHEORebBxDnXGweQJxzscXNTPdHSQskzZb0jKQ2obynpC2SZobHXSnrZHdmOufct8TNTPca8B0z2wv4CLg0Zd5iMxscHmenlGd9Zjrn3PZiZaYzs1fNrOzihalsn7LhWxpLZjrn3PbqYgzkF2x/h/Vekj6Q9E9JI0JZo8lM55zbplZXokq6HCgBHg5FK4FdzewLSUOAZyUNIkZmOuAeiC5lr00dnXP1J3YAkXQqcCRwcOiWYGZbIWoymNkMSYuBfjTCzHTOuZhdGEmHA78DjjazzSnlHSTlhuneRIOlnzTKzHTOuR23QEJmupHALpKWAVcQnXVpCrwWzsZODWdcDgSuklQCJIGzzaxsAHYc0RmdZkRjJlmfmc65nZ3/nN8555npnHMNzwOIcy42DyDOudg8gDjnYvMA4pyLzQOIcy42DyDOudg8gDjnYvMA4pyLzQOIcy42DyDOudg8gDjnYvMA4pyLzQOIcy42DyDOudg8gDjnYvMA4pyLzQOIcy62uKktr5S0PCWF5eiUeZeG9JULJR2WUu6pLZ1rZOKmtgS4OSWF5UsAkgYCY4BBYZ07yu7Sjqe2dK7RiZXasgrHAI+a2VYz+xRYBAzz1JbONU61GQM5T9Ls0MVpG8q6AUtTlilLYempLZ1rhOIGkDuBPsBgonSWE0J5ZSksa5za0syGmtnQPJrGrKJzrr7FCiBmVmRmSTMrBe4FhoVZy4AeKYuWpbD01JbONUJxU1t2SXl5LFB2hmYSMEZSU0m9iAZLp3lqS+cap7ipLUdKGkzUDSkEzgIws7mSHgfmASXAuWaWDG/lqS2da2Q8taVzzlNbOucangcQ51xsHkCcc7F5AHHOxeYBxDkXmwcQ51xsHkCcc7F5AHHOxeYBxDkXmwcQ51xsHkCcc7F5AHHOxeYBxDkXmwcQ51xsHkCcc7F5AHHOxeYBxDkXW9zMdI+lZKUrlDQzlPeUtCVl3l0p63hmOucamR3eE5XoPqa3EyWDAsDMTiibljQB+DJl+cVmNriC9ynLTDcVeIkoM53fF9W5LFarzHShFfFT4JGq3sMz0znXONV2DGQEUGRmH6eU9ZL0gaR/ShoRymqUmc45lx2q04Wpyols3/pYCexqZl9IGgI8K2kQNcxMJ2ksUXeHfJrXsorOufoSO4BISgA/BoaUlZnZVoiS2ZrZDEmLgX7UMDOdmd0D3ANRWoe4dXTO1a/adGEOARaY2f91TSR1kJQbpnsTZab7xDPTOdc4Vec07iPAu0B/ScsknRFmjeHbg6cHArMlzQKeBM42s7IB2HHAX4FFwGL8DIxzWc8z0znnPDOdc67heQBxzsXmAcQ5F5sHEOdcbB5AnHOxeQBxzsXmAcQ5F5sHEOdcbB5AnHOxeQBxzsXmAcQ5F5sHEOdcbB5AnHOxeQBxzsXmAcQ5F5sHEOdcbB5AnHOxeQBxzsVWnXui9pD0pqT5kuZKuiCUt5P0mqSPw3PblHUuDSksF0o6LKXc01s614hUpwVSAlxkZnsAw4FzJQ0ELgGmmFlfYEp4TZg3BhhElL7yjrI7tbMtvWXf8Di8DrfFOdfAqpPacqWZvR+mNwLzibLKHQM8GBZ7kG2pKo8BHjWzrWb2KdFd2Id5ekvnGp8ajYFI6gnsDfwH6BTyvRCeO4bFugFLU1YrS2NZ7fSWksZKmi5penGUp8o5l4GqHUAktQSeAsab2YaqFq2gzKoo/3ah2T1mNtTMhubRtLpVdM41sGoFEEl5RMHjYTN7OhQXhW4J4Xl1KF8G9EhZvSyNZY3SWzrnMl91zsIIuA+Yb2Z/Spk1CTg1TJ/KtlSVk4AxkppK6kU0WDrN01s61/hUJ7n294CTgTmSZoayy4DrgcdDqsvPgOMBzGyupMeBeURncM41s2RYbxzwANCMKLWlp7d0LotlfGpLSRuBhemuRx3bBViT7krUMd+m7FHRdu1mZh1q+kbVaYGk28I4OTszmaTpvk2ZrzFuE9Ttdvml7M652DyAOOdiy4YAck+6K1APfJuyQ2PcJqjD7cr4QVTnXObKhhaIcy5DeQBxzsWWsQFE0uHhfiKLJF2S7vrUhKTCcN+TmZKmh7Ia3z8l3SRNlLRa0ocpZVl9H5hKtulKScvD9zVT0uiUedmwTem7Z4+ZZdwDyAUWA72BJsAsYGC661WD+hcCu5QruxG4JExfAtwQpgeG7WsK9ArbnZvubQh1OxDYB/iwNtsBTAP2J/pB5WTgiAzbpiuBiytYNlu2qQuwT5guAD4Kda/37ypTWyDDgEVm9omZfQM8SnSfkWxWo/unNHz1vs3M3gLWlivO6vvAVLJNlcmWbUrbPXsyNYBUdk+RbGHAq5JmSBobymp6/5RMVW/3gUmz8yTNDl2csqZ+1m1TQ92zp0ymBpBq3zskQ33PzPYBjiC6BeSBVSyb7dtaptb3gUmjO4E+wGBgJTAhlGfVNjXkPXvKZGoAqeyeIlnBzFaE59XAM0RdkprePyVTNbr7wJhZkZklzawUuJdtXcis2aZ03bMnUwPIe0BfSb0kNSG6SfOkNNepWiS1kFRQNg38APiQGt4/pWFrXSON7j4wZf9kwbFE3xdkyTal9Z496Ro5rsbI8mii0eTFwOXprk8N6t2baIR7FjC3rO5Ae6K7138cntulrHN52M6FpHE0v4JteYSoSV9MdHQ6I852AEOJ/ikXA7cTroDOoG16CJgDzA7/XF2ybJu+T9TVmA3MDI/RDfFd+aXszrnYMrUL45zLAh5AnHOxeQBxzsXmAcQ5F5sHEOdcbB5AnHOxeQBxzsX2/wEQzd8YnI4S7gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "40 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "20 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "84 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "31 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "42 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "33 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "171 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "46 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "73 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "134 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "88 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "148 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "172 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "141 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "54 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "44 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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V/lOplLufTIAoFouYmpoKaHc6b3yW+rFisZjTZgqFAnK5nDOJUhtgv3yfExkx/6fmoW1qtVrunfqdqdakJkv9DugHUUa8WxNTBA9hfsJUah8acndw130Qt4uwj55Qs1MYQdX7qNLz7263i0xmsO+4RkWpb0HvV78DF6XPMJTYNJtNZLNZZ5KiBE9NiFEsNC/oO9iu3UJNC/5xPpd2806nE2BA+m5tV7PZDJjfxk1M1EbO0FuOabVaDRBBOpqNMS4qiHNF7YBRbgCwvr7u+tRutxGPx5FMJp1mx76qRK3fF53nfD6lfv7PtuncKYOrVCoBLZLmo2aziW636zQERjDxOyIDi8fjmJ6edtdTG9R26xwz1LVWqzl/ChCeP6NaR4Q7QMg6sK1RFeEnHxOhQYwyKfHj95mDb6el5AVsEQUSJt6v13LR6zF9tvooVBIPM4EQlFj5PhJen8n4xHiUj8LvL+/1nepKVEiE9T5KwzTJAAjVrPbCHKHzSqc6w08p8QKD8d/c3ESz2QwQNkrNHEdGigFweQY0+3C+lZn6DmUeo1bH+eRc6txwvMkIaC5qNpuo1Wqo1Wro9XrI5/MuuowEvNFoIB6P4/jx465NPuPhc5PJpGOObEsqlXJtIsPnOPnMg9FWvikvjDFGGBNi8VtfMyGYCAaxE3EaZXLxr/F/SKCVmHPxtdvtgCRGyZFmGGUEKq2ptK0ahu9QVKKmEVij+ulHrIT1V5mdjpmausIYqi9NUiLl88IirMYN9p0MglFD7DfHncd1HpUAktHRxKNEl/OTTCZdchqZiZpzfJOiP9ckwvo/n9Hv99FoNAI+gmaziUaj4frGe1qtFjKZjHNEa9AEcyva7TampqbASgJkJuqs5rdDrdAXjkaZS/l/ZGYaP0z88DCIA29iUoSZksLUZb1Oo5gYAaTx/yRMlLZUovcJO59HhsGMZDU1+NdqG9vtNvL5vHu/X0bBX9zNZtNFr/jt8aEOcB0HYMvEpNAQWTq3SSi1XXsJvoMmJtXMSAR1flW6JrEnMybRpkRN/wmZCJmQMcaZeJhH4reJoFagTl1lCnw2TTw+kWb+AhCU7uPxOFqtFpaWlgKRVb6Pw1qLcrmMfr+PQqEAAI4B+YTfD0X2fS+8LsLe4zDlT0wEg1AfgQ81U4Q5mRVcyATt1yQkDO9kLgQlV16rIa5KdMlkgO25GkrglPn47ffNXdRmdoOwsFo+W00ibI9Kq2qHV6bqm7b2griopuL7cACgUCggFou5vAy/P4xEI5FlFJLmf6gZUAmm9lfNS2ScPsHWqDfeM8o/5jM134wJwGkRbDeZIq+jdlOv1xGLxZDJZLaVEfH9b35Oj84Zx1XbsRvzZYT3NyaCQYxiDjwH7Fw7ySeguhBVylaHo+/Q1vO8XtsWForpO1qpPYRJxRpO6Uec7GYsfMaXSCRQq9VC8wL8MVK/CJmiH367F05qAAHTCyV7/t9oNFy4qM4J72V2spqHlOERWjZDHddqOuQ5IJhTQv8B26TzRGZDn40SXCXIZEjpdNq1k9qJ9of3s12M0GKAQzweRz6fBwAXZsvn8VtmP24VtKHvjRBhFCbCB7ETc1ApUCUkXSyEEmV13iqhVGlWi+4x+7ZarQZ8Fvpb38FnkwD5beR9vj+E79L/Vbr2fQw+GNq5sbER0HgU6pj2HbE03wBwCVvqMB4nKEUrYc5ms445WWudw9hPEtPQWyXKmr/AvquWwTnmeV6rgoI+VyPafOKv/ivVLPgcNUUR/N70PM1l6XTaaVXsP9vG6DY6vclAeA+fk8vlkM/nA23UcdNQ4b32LUWYfEzkF6Iftpok+JuSlWZMk+CqCYcLUO33vtquJg1dVPpeZTZh0hsZFQmNzzT8PoX1UUNT1aTF9wIDAlGv11GpVAKZyGHt0Xb7fhhqSzRtUPIdJ3yTFvtRLBYD7dYEQ43GUb+SmhbVNORHkvFdnA+tcaQRROqEps9Cnf3KYFhIUM1ImgGt3xHDVlXL4Y9GblGbIjFnsUBjDGq1GsrlciCYQAUiNZf5pijmYvDeSIOIcCtMBIPwiaV/jASNNmISeBIIdVT6Dlk/Akg1CJW8eV0ulwuYO9gWvs/XPKzdSpRSrUDNHmyjH0ET1n+GX6pkSJDoFIvFgC3d98/49nkmyPG9vJfmlb3QIJR4khmxcikld/Up0AfhCwNhJj1GKakmoRI17/PnUSV61nhihBAJtZYNV61DfVCqcfiajv5o8UnmxGioL02amuvB5MF0Oo2jR4+6Z9E81263XWY514IKNvx+NK8iwgHDAWLcE8EgFP6iJvwkIo3SCVuoaocGtiRadWqSEKvk6hMHMo4wTYUL3Jfi1VG8k99BGRafxb0E/EgWXs/icX7uh6/9UIpkX1jKQe3kmog4bh8EmRmd8WRiGxsbrhQGJXv1HaiZSLUwjikzmFU7CfMPsV9kJNQ6eZzhsMCW2YmMgN+NSvk6d7xOTTm+NM/+UliZnZ3F8ePHXbZ1q9VyJWHYPjKOfn9Q96lQKLhvg+XP/UAHfrNkMBpqO8p0G2HMuN28CHNwyPLBacku4S92X5L3CSEJGyUyawehrsx3YORSq9Vy0Utq+1XiQHBRszibSpJqulJC4DumldloYT1iVARTo9HA4uLiyLHxzTZhBJL/k9ioL0UJcJgmNS4oAVMnfavVcuW32WYNBQW2Vy7ldbpfCDUwFqnjvFMLyGQyOH36NJ566qnA/Wqy4fP1fdZuFT8k4fa1GPVj6Jj7ZkVK/L1eDzMzM3jooYcCGoqGUWvdsH5/EPm0urrqCL5Gb5FZcp8L1Y61H4cZMak3tq+IxRF/6L7bu6d/cDS7iWEQSmx9hy3P839NciNGOWtJoJaWltx1XJhhZhyVNrkRjZqDVPLW9mkEFK/zo098k5Y6Prnoe70erl+/Hlps7VbRTTpOJBjqf9DxUC2H/RknVCPT0tscCy20p87ksOfwe6DkTU2D1VNZl4lF/MhwqtUqVldX3bs1u101GP1h1BLNOL62pptRcfx9jYeEXM91u12sr6+7tmvwBJmDRjfpHJGZqJ+KGhcZmmoyOv6HFbbR2O8mDGD7wI3V/W7FHWMiwlxVClPTET96mosIrXdD6UnVbQBOczDGoFwuI5/PY3l5GSdOnHAmCiXY1D6stc5erO/j4vU1jkQi4WLYSST8+kdcqOonUShhoRTM/32nOp9zq791bJXxat6HMpFxQwmyL2VzjGOxWCCEVB3H2ka11VMC17DkbDbrnMCU2K21WF1dxdramvtWdFOfer0eIOLq/GYbGIGl3xnHj9+KD2U2RLfbxY0bN5zpSLVLEnkycg1Fbjabrs/KZPWbIBMJ02QPsxZhQ3KO9gXWordR3u9W3DEOvAahHzgQngzkEzLalbkAwpLbaPc2xjiCTwe0H7aqPgSVpnUx8n8guMcB7cZKXNgvzZBW3wnP++PAZ3OxK+PwEeacVpC4aqgr20QG6fttxolkMolcLrfN8axOZdWg2E9l3GwfCSdNh1oQkff4kr5GkqnWpFFFaipU7cZ3lPOYr3WohD6KYbBflUoF1Wo14FvSe/SbYjQSHdaEjp2WEfHNruq0jxBhJxx4DUIJtH7oau/17fVqNlHTic9kSIwzmQyOHTsGIJhty3t9Cd2XJtUcFBZaqdDQWz5bazJpBIxPjKhd6Pt4jlATF8cizJmtUAkT2NpsiH6ZvSAklJbVfq+2ex2TMOLK8eB5mn00sbFWqwWcunQ8J5NJHDlyBCsrK84sFYvFAlvN0meh7+F7yQjYD22fChOqJflMTaF+At6jwk0sFsP09LTbL1u/D2pE1FQZBaXJeawaS42DIb6HUoMwJtrsZ4w48BoEobZzf8EBWwvXj+BgtqpKdJSieEwXtTITLjY+n1AnM7C16Y8SZv6tmcwaEaQ/KuX5jEGJj5b74GLnNewT26rjNWo8w0pQKNFlv8LqPL1XULMifBMgsD3qyNc0dP4IRvuwPxoNxGfm83nMzMwEpOh4fLBpkq/lUcvSb0Qd32HjonMW5sPyNU/OaSqVQqFQcEyZ781ms8hkMk4jYvivatD5fN6Z5VQj9bUf9bEcRsSy2f1uwqHCRDAIddgBwTIGKs2pU9VfoCTqykT8heQTHC4szQPwzR6En5mskUJ0Qo5ysNPxrYRJmQqP6d+ZTCZgVlOmFaY1KJSpcuwozTPxSwmjH2E1LtAJrWZCZYZqiw9rf1i/1PekBF6jgTY2NnDp0qUAk4rH41hYWAi8l/OlWdypVArz8/PI5XIBgszxJEjwdd6UMagZTfvD+dDNjlhuxDdT6lay/E7pD2OGNXMnGo2Gy5Fgn/fCt7Tf6A/3C5kYHPDS4BP3hfgqOxCsXOlLxnQu+1FMasPntf45Mg1/u1M1VfkMhc9ShqSOabbTj0LSNqtNXJmeDyUY2tadmINK5SQobB/37NZrwwoMjgNqkqM/QseAjJX/qzZEoUC/A/b93nvvdT4oSuGpVModAxAglOxft9vFyspKICmOtn7OM/MOqtWq2+JTNRH9oS/H76//PWiJE0Y35fN5tyVpv9/H+vo6rl275sxJQHATKGstSqWSi6zSHA3VOJTJTJoPwuxBNv+BwAEKaQ3DRDEIYwalBoAtJ6zWwgkj2L6kTpDAKFEnVJugJKex+VxcZDo+s1JfAiU8vcY37fA+NaNofxkhpcxD+8MqtZo5zXYqfN8F6/uouavf77vnafvHDb6LfpWpqalA+QffFBOPxwM1inyNqt/vY2ZmBh//+MfxyCOPuDEjoeY2pGriY//p2K5UKo7RcFc/netUKuV8G61WC+l0GvPz846ZqM+k3W6HRkL5362afNSkqXNCLYDneC3zeDTCiQKC7r3Nb2xqasoFBtAENylofcvjMIkD7zI9dDjwDIKLkwub1Sy1Iiuwlejkq/skMmp2ArDNQaohnj5hVSLOhc66OiTYdI5SOvRt43wuSzzzeRo9419PJ6MyOTUr0SbtL/Td2pdH2fzp7CXh2St7NQliq9XCjRs3AtucajQS26r2dCWyRK1Ww9raGk6cOBFg8uq7Uv8BzTd8VzqdRjweRzabdQXvZmZm8OCDD7qtRPnNtdttLC0t4cqVK4HAA7aV/fN9WwTnzvcldLtdlEolbGxsBMxuOk/qT/F9Viwlw++dfVNGpLvrTYoWkax0ED8yP9Znxufnxvq8w4gDzyAI/ZB1D2M6a9UvMcqByQVLAqTQ2jRqz+f9jHBhW+h85vN8sxfhm59YCkNt7WROvgah96lErURHsZNNWU0c2lZN6qNUTWan2bvjhkqwdCbHYrGAvd3XBDWElH1RbaJWq+G5557DtWvX3HtIMFk6nD/UjIrFonMA08zGiCY6jR999FFMT0+7iqvUdur1upPs6acKc0qzv2w3o418Myev801nvqapjDKZTLp9M+iQT6fTyGazrv3FYhHpdNol0ymTnRTEXjiPXmljfA80Bhsfe3h8zzukOPBfiC4QJRrMdmbtICWyKmWrc1lrLwFbWa8k8mq71nuVcZA4qwTmMwH1P/gbCOmzfae0329dwOpj4TvYZ7UvK9SkpFqAz9DUd+OP815pD2QQvhlJE8E4jiTa/lj4mlW328Xly5dx8eLFQARWr9fD0aNH8cQTT7is6m63i0wm4zKvu90u6vU6+v2t8NtsNoter4crV66g0+m4UuTz8/MoFovOyc4+zM7Ohhbz02/YWuveQwe477/wvymOjWpDFCyoAfHaeDzutilNJBJoNBrOBMbnUkC5VUj2QYLttGGHPpYAjIF5+vE7eKDFzEs333vDDjkmwqjnS879ft85DLX2DOGr874zmgvJP+/btX1Cqc5pJbxkArrRTiwWQ7Vaxfz8drWYhFjt4T4B5LPVZu1HcwHYVlPK74cSUT8Ci88KYwiUvNUsM26Q+GtmuFZtDTPBhUnkytRJ4KkBkHmyn/V63VU0pbRNbVSrAU9PT6PX66FarWJtbQ2tVgtzc3POt0CBgtnZQLDEC4m3ZluruVPbrd+P+ke032pW5HmaAGu1WkCTrVQqgcx9JuBx3PxIu4nHbQgxsUwGiMfRr9XQe/3SHjbqcODAfyG6oIBgPgSwFepHou0TECUsvoNXz/tmCz4D2DIDaRvU5tvpdAKOZD6HdZr0Hb62oURQ++wTBo6BVjTle9RfoKVI2FbC1wb02fR18EednnuRVGXMIIO9WCy6/AMyTLWX8+8wGzyfw7BOJbSaRQ0Ab731Fp5//nlUq1WXWEZmQs2RSXRkiPfeey8KhYIzSabTaeRyObTbbVfaQs1ElUolMFZ+xrI6qqlB+X4v9bmpycr3uei3wXZbO3COc99qay1mZmYABJM7qVmF1SybOFgL++Jru78+FsPGdz2O+My0OxSfmT68UVLvEQdeg6C0pH6BMNMOGQn/HuUXoKStNnA/lp0LWUMxuasZr+e1wMCpq3ZzZVjsgxJq3zfC9tBkpM/XnAY6HXmORJTx9sDW3hg+I1Uok9Q8CEKlU+3vOKGmGRIrti3MKatz7ZsdaarxTSdaZoMaAwWKbDaLWGywg93U1BRWVwcF1YrFopuHqakpPP3003j77bfR6/UwOzuL+jDOvlKpOBOOOvPZpn6/H6jtpN+bgu0L02h1PDQXh8ycTDA7TA5TPxbnkMKL+ucoAEySk/pOED+6iN6NFQBALJcbaBrxOFrTBje/51HMvVpBrNHB2tk5xNsW0198Df1KZZ9bfbBw4BkEsN1kROhHHuYH4L3qaM1ms47Z0JzgEyQguK2klgInSHAosa6srGBqagoAsLm56WzAvvlplMTGxR0Wmur3l+3jJkTKRPQ+Fi0Me5bfV59I+SGz4wYd0yRgvvNc2wCMDgNOp9MuEorXss9ag0ufQSc1xy+VSuHee+9Fv993UXKlUglLS0v4uq/7OnzgAx9AvV7H7OwsqtWqu2d9fR3Xr19Hs9lErVbb9h2Gtd3/llWIUOGE0AgnMkI1XfX7fZcfod88tT/116ifSQWvw4ra02eQvXEUpt1F6fHpwLluBlh5qghjAWuATt6g9yc/iNxKF5mrFfRfvbBPrT5YmAgGAWyp57SNawlj9SuE+R9GmXb84+qMTiaTbic42qmJTqeDcrnspDo6iinBUrIkEcpms6FEQn/7SVVcuLSnc4H7fgS2V8H71a7uX8tx830fOj76nHGDY692d98MR/jaoLbx+PHjWFtbc3uFU9oOMx9Sezhz5gxisRhu3Ljhnj8/P+/yDdj3er2OCxcuIJfLoVaroVQqodFoIB6P45FHHnECws2bN5FIJFAqlQKSvpoBfQHH75Nqv/4Y8F7VCnTuqBEog2HEEk2OdKjrfE68eclD/Mg8MDeD3htvAgBMz2LlyQISTSC30kXlngSsJ2fq/50cUD6TwOa9szjafsA95/2MiWEQXAyUdNXkBAT9BST2PsEjNBLEf4c6sCmJMnywUqm4KpqU4Eh0uCgBOCJBkwYzef02syieTzyU4Pu7oxEqoao06DMQZSqqbfjP5HE/IS+TybiS2+MGCaFf4tonjlp+nX3g33Qg0wfk13jS+5nnEIvFcOzYMczPz2N1dRXGGNy4ccM5cwuFAhKJwT7QtVoNS0tLjhE0Gg0cOXLEldwAgGq1ivX1dZw/fx5Xr14NfH/aVyXwao4i+H2wL+rP4PiEfdfUbjWIgwyEwg59J5zjVCrlzGWHBiaGlW9exJFiBrFqC9WTCUy920Xu995Ab6OM1p/9MFpTtzapWQOsfPMiCg/NIVVqwzz3tfdtAcCJYRBAULKmJKTSmTHGJVtRvR5lY9XoI15DMxA1CUrg+jcT5Ky1mJqaclEsdJIyP2J9fd0Rq1KphHw+j0Kh4CJn+ExfKlYooVZG4fcrzFSgx5So+mOp0m6YTZomoL0G7fi+9A0M+pLP52GtRbVaDTDEytBm7JsAdVxZLoPJb+VyGd/4jd+IEydO4Mtf/jIuXryIarXqQllnZ2edCZHfAmsbNZtNlMtlvPLKKzh27BgWFhZw3333ufFrt9tu7pXpMRGP/eQxNQGx3apt+kEV2jcyfz8zn+fpC/N9DppPcpi0iN7qKvrxB7Hy9BSMBRa/XEb/pXPoAUAsjnZx9/6WfhzYvCcB3JPAbOYsEv/hq+9LJjExDIIfsxI631SzsbGB9fV1nDhxIhCVo2YoX8XWhceF5kcCxeNx3Lx5E71ezzEg2q+5kMmUGAGTzWZRq9WQTCZdaQY6FNkPSrxKlP2aObq4NQxT4dustW+qMWhZEv72pVFqNSzhwGftFSgx8908pn3I5/NIp9MB8w2JH6XqMNMOx5CZ0e12G/Pz88hkMpibm0Oz2US1WkWtVnOJdKymWiqVnF+BWqCW4OD5er2OXC6HxcVFfOQjH8Hx48fx7LPP4sqVKwFiTGbAekkk1voNsc1kGP53qQxHvw9GVOmc6zgyACGXywHYioTzfTqTCJNIwHa7SJw8AZvfquQabwH9l865//vf9MQ28xKRaAC5m11UTyTQD5GFSg+nUMw/jcyvPD/u5h94HPgwV2D7PtTA9g1fjDGYmZnBiRMnMDs7G5CyrLXOdqxObC44TdCiOYXSYKPRcASI8fKxWMyZlciAyDxKpRJWVlacg5gF3bhr2MbGhiMSYRJzmKRPyVMJexjxJiFSu7M6J8OgBIJjQYYUNu7jhBJBdcL6beM8sB4WI3iMMSgWi84U6EvE7EOv18Pi4qIbg/vuuw+VSgVvvPEGlpeXA1vMdrtd1Go1t5cEx4RVYJl4xvLaS0tLePXVV3Hjxg3cf//9OHv2LB599NGA3wmAi9TSZ4Y55snwNPxVw17VpMkEQpo29Tqa7ohut4tqter8JmQkk84gYtzvORbDyh/d2qv9yK8H/Qema2EsMPVOF0bknZm3Opj//KtI/9oLmHqng1GonIwj/tD9Y237JGAiGIRGXQDBzWXCfBBcMCQQXFhKkBX9fh+bm5totVouioVaQiKRwPXr19FqtVAsFl0iXLvdDiRi+Q7JbrfrtIWpqSkcO3YM09PTKJfLrpJoGNH2I6vU36IET00PNAOp3ZshkABcGQu9xx/bMPiO8XFD7ep8V5gppVarYXNz082rElDNhlcpWus5dbtdvP322yiXy7h+/TpWV1fxxhtv4MqVK46Rk6BWq1XHxDXHplKpuDb0+323eU88Hke5XMYbb7yBXq+HRx99FI8//jjuv//+bWY+9Tv4moDOhwoeZJq8juYya60rp6H30iehwhDnT5NKycAm3cTUO38RANC9chVH/mATyToQ6wHtrzsVuM783stY+Mom0r/+Ao68XEO6bDH/agPJ33zRhbZm31jBkZfrMCPkoZvfeDSQP/F+wESYmHQB8aNWYqILTgmlMg2VTDUChFpDvV53tWsoQZMQtNttFx9PDaLT6TgTBBc0FyujnyiZJhIJVKtV5PN5dDodbGxsOH+FZl8T6kxuNpsBcwoJiPaHSVLNZtOVh9AqrCQqtzIZqXmD7/eLBY4TahMnAVQzE9vpM3Yy0GazGZDKVTJm9Bm1js3NTcTjg9Lib775pqv5xEgzYKsel/qZKHGTqcdiMWxubqLZbLrvZXp6GtVqFV/72tewuLiID33oQzh37hwuXboU6IsfMOHPgx/FRLOgFttjIb5+v49yuRwwp/E70IAOMku2nY56vybYYYB98TXMnc8hNj2F5e+6DwuVx4BXLw1KdFhJqPv9r2H6xRRspx24v/v2uzDvXkPqvqdDndndDNB/4BTwYvludOdAYCIYRJjkqzZUElkftNv7YYZK1AG4bFnG1BPtdtuFT7IwIAka7fSs68OoE99k0O12HXHi/9ZapNNpNJvNQFlpEgEyAD+/YZQjmeNBO7tfjFCfwWfqc3yfjl6zV0REGbjvc1AnK9uvfpR0Oh3YJU4d3Go2jMVirhwG35dMJpHJZNBut5FMJjE7O4uNjQ3k83mXT8HoHo3s4jfGkuEAXJJcNptFMpnEtWvXcPXqVczOzrosZdUQ2AYSeH6X6jfyw47JCNkHaoXUEDSLnt+mX4HXF5gYMFEuHy5CF8vl0G800G+2ANyH1aemkPzAH8L8c8vovvV24FqfOfD+2rd9cMdIp3iphr3ZIWU8MOl0eM2qO8REmJg0qgPYKq7Hc1y8fkQTABd5pE5XnlcTjm/77vf7rp4/JX1Ko1Th1cbvm4X86BKapXSfYzIkrSRL4s62hm06o31j330Hr1btVPihsD7xV8m12+0GCOJeQJ3O6pynn0ejfoAtYsfx1cgxmoTi8cHucEeOHAm03xiDY8eO4dixY8jlclhYWEAmk3GOeTrD+U4yRzXxUWPhfLMOFivGttttTE9P44knnnDF+/T7VS3NF1o4P8pYdOMhNTMSGv6rGwrp98PvFRiYG40xTiiaRCSOHd12LD47i/U/9fXofNuTaP7xJ2HNIFy1XTRY/thxJM6cvuVz+/U6Yp2dhaGVbz5+x+2+G4gNAxHGhYnQIHTxsEaQSlsktL5k7Tt1VVKj1K/mC0rwXJCVSgWNRsM5JJmtOz097ZyObJOaEcgMtDQHFzDrBLVaLWdD1o1gbkWMlakRfjVXMrxblcpQUxKvo0kCGBDtSqWyZ4SE2hMZrxJ/jqESUo6nanm9Xs8FAcRiMZw5cwbvvvsustksTpw4gc3NTVy9ehWbm5tIpVI4evSoI/7FYtF9SxwDCgS+X8B3/DLslT4vSuPr6+uoVCrOIayaArC9fDsQZAo+wyajVxMV28T5JaNXjUy1QJoYOb43b97E+vp6wIl90JG45xS6V64ilsvhyicfwInfOgL7B1s1mBrPPIBOHti4f/sGV6mKhd3YnbaUf20Zm6dPjTyfKR/szPNeqTTW592SQRhjfhrAnwCwYq394PDYHIB/A+AMgLcB/BlrbWl47kcAfApAD8Bfsdb+xvD4kwB+FkAWwBcB/FV7B7YLmh3IEFqtltsVTRcSzTeUEElcNJmK0pUyDkr/9XrdhazSXk0pVaNpKMmyxpMudjIzYKvSp/o3mCXtawZsi/YD2F6o0NdQFH68vV8U7o033sDa2hqSySTOnj3rzEnnzp1z7/zABz4QcMobYy6Nc15VmtYwVTWb+AycY9FsNmGtxfz8PD72sY+h0WigUqngoYcewgMPPOAIJrcRzWazOH78OO6//3689dZbzmSYSCQwPT3tzIl8J78DgmNObY9jzr0WWq0Wms0mrl69itOnTzuhguZF9QFw3tV/EsbElXFpO8jE1QRIpkAmxvWRSqWcP4zRc37ww16v2TuCMWh/+5OwMYN0qYV3v6mA6bdOojEfg40B8dUNZ+qJZTLYPBO+82F+pY/CF19Gb5fJnv31DcxcWsTmfanQkNdO1gDGvG9yInZjO/hZAN/hHfthAF+y1j4E4EvD/2GMeRTAJwA8NrznnxpjOMz/DMCnATw0/PGfORLqgNQF5dcaUibBDeWBLUK6sbEBYKAZZLNZ5zOgb4EaBYkwjzebTVecjcxFVXuaGLhAR+UrpNNpFAoFWGtdNBMjjNh+H5qzoYxM+zvKJ6FEwyd2R48exeOPPx449u6772J6ehpPPfUUpqencfXqVcRiMRfyiTHOK5kOx1glYDJSv7gdk9dI/Obm5vCxj30Mn/zkJ/G93/u9+NSnPoVyuYzFxUWk02lcvnwZb731Fur1uhtHOpXJmKnJMYyZ79V9q/k9UJoncebcZzIZHDlyxCXJJRIJPPPMM/j6r/96t00p+8VvTvuWSCRQKBTcNxtmegK2NDx+C5xXCjpMBGTmPjD45ijoJJNJzM/PI5VKOe1hOOZjX7PvFY3vehorZ1NY/VASV/+LAvoJoPRwHL2Mwelfuobu1a1NobCDhpv/tZfQv41KAPbB00g++yKKV8I9De2iQfyBM7t+3qTjlgzCWvufAKx7h78bwM8N//45AN8jx3/RWtuy1l4GcAnAM8aY4wCmrLXPDSWQn5d7doRGtnBBkDBS0tRrlcj6ZphUKoWNjQ1XVI8mJa3+SZtvLBZzkUd8r0r6atLhO2nfVU2GRCcej6NQKACA21CekrrviFZHt2Z7a84FiUWY5EkfgjIefyymp6cDJrBYLIa1tTUcPz6wsR47dgxra2vu+LAdY51XzSRmGzXnJMzkpmWqi8UiHn74YSSTSXz4wx/G2bNnnZP5zTffxIULF9w99XodN2/exNraGprNJgqFAvL5vGMO1ERJpOlboDSu5k2WQOc1wJYQUq1Wsby8jDfffBMrKysB4YZtIbNRk5DuuaG/1c+i4as6nxwnZTAaXlsul1GtVpHJZNxmRd7YjnXNjgNrj4YbN07+27fQvfxO4Fi/VkOqsl24SlUsbKuFWC636+1FzflB/kTu5Svh5/sA1jZ29azDgDv1Ph611i4BwPA3M1ROAtCRvTo8dnL4t3/8lqA6TPjOPS4yLlSanfzyA5QY6dAkfCcgfQR0RtNEA8CVb87lcu55Go+vph8SFK3mShMJiaD6H/h+/iYjVKhG5EfAaH94r0YiKYPj7mIKMjMSGUb/AFuMTzCWeVUi6feV0UoqUWswADAwM50/fx79ft/VGjLG4N1333UJcOp0B4Cvfe1rWF5edqbBdruNzc1NFzRAc6JGTvF74ByTgdM8SR9Eo9FAs9nExYsX8bu/+7u4dOlSoAR3WAQa38USIr4vi3s9aDIg54vmP2sHYbjlcnmbdkIGp4IHf8s2umNds+PAwstB/0isB8xc6qG7tBx6/dzvXEWqGvyG5v79GwCA7pOPYPnPPLKr9/ZbrUEkUHd7aXYAmHu9OXY7/0HGuJ3UYfFhdofj4Q8x5tMYqLYuDl/zCoBg6WtKWbFYzO1RTZs2f3q9nlvQtVoNmUzG1URSItVut5HL5QKEMp1Oo1wuBxgLJVx1jpOR0EzBRc1oHLaPbWfUjdqR1RykDENNbLVaDTMzM87ZqiGxZEQEHda+tuNrFTyezWadY5rXhJmw3uu8qiOV76AwoHOmpjISekrW6+vrePbZZzEzM+OKKS4vL+Py5ctYX193Nn5+Q+12GysrK878Qoma/iMlrKpdcv44Jiy5kcvlnNmoWq2iXq9jbm4OyWQS1Wo1EFWkoCZw5MgRHDlyBMvLy26XOzJlDbDQUG01xTUaDecsbzQabj7V7NjpdFAoFAKarTrkR+C25lbnNYPxRNGkv/gC5jLfgPVH4jAWOPUbJfRfPj/y+u6Vq5j9dyWs/tkn0I8DiSbQWxsYPkofyCC/vDvncufbnkR9IYFeKjzUNfXO2i3DXE06jfjiArrXloD+yDGeCNwpg7hhjDlurV0aqqIrw+NXAdwj150CcH14/FTI8VBYaz8D4DMAUCgULBDc+yFMxSbxVGJIMwA3dScxIoGghK/RPNQo+HdYvSQSHmbbksCrc1NLMquW0mq13K5lYf4Ttsl3zhIsOqcFBXlcNQuFRikBCGVElIhLpRJSqZTbAwPYXghvHPMaj8ettovt0baHlbVm0ACwVT7i/PnzeOihh/D888/jlVdeQaPRcAJCPB53xff4PPUpcOz4PCXGmluhwQhq59dy6hQCaDbk/byXc8Tw25MnT7o9speXl7GyshIg3sok1celAQiaexOWDGmMQaPRALD13arDfTj372nN6rxOmbmxeW+Lv30RpYc+gOO/39iRORD9Wg3xJtDPA7HuVjMWnivBvv7WaMmFMCY0CkphK9VbPqP0X59FutxD9vgs8Pwrt2z3Qcadmph+GcD3D//+fgBfkOOfMMakjTH3YeDYen5ohqoYYz5sBhTgz8s9t4QWz+MC517G+sFLVEbATxFWX0hj2dWeT4meOQubm5vo9XqYm5tDLpfbRtS5ELnYNMpIwzK1Eqz6DnwiyX6qWYUMjCaHML+DRrWwz9pfvSfMGW6Mwfz8PG7cuAFjDJaWljA/P++OD9s91nlV347OG6X0MKcs51WZydtvv41f+ZVfwe/8zu+4/Zi1X61WC7VaDc1m02Vfb25uolarIZvNOt8DvycmQupYa0QVI9o4rnS253I59Ho9XLhwAe+8804gcon5ENZabGxsYGNjA1euXMELL7yAa9euoV6vBzRJCjr+3hbGBEtp0FzJb4nfCMGcGjWHclwkv2Tsa3Yc6K2XcO9nryH223+w63vmf/UCYl2gXTAwTz+OxJnT6OeSoYlxPhJHF0eei3WAI1+rO61kJKzF3L97FdkvPD/xzAHYXZjrLwD4FgBHjDFXAfwogL8P4LPGmE8BeBfA9wKAtfY1Y8xnAZwD0AXwl6y11LH+B2yFzP368OeWIOFQSV+lNt2Ck+BC0Vo6vhmITmv1Ewz74AhUsVjExsaGC3nlQmNbdC8HNX8Q/l4Pm5ubrl1TU1OBCCUSdt9pTU1GiboyD/ZNGRMJKs0rymA5bufPn3ebHj333HM4ffo07rnnHpw/fx7Ly8tIp9N47LHHYK1FPp9HIpFAu90e67xqOKtC+0wJWc+xBhKJ+bVr13D9+nV3H01HZPQ0D5IBUPNjkEAul3NjSik7m81uK7HONmnyGxl/LpdDoVBAtVrFhQsXsL6+HjB9Tk1NoVqtolqtotlsotFooFQqIRaLuZpd/L6pcXBe+c3Rx0KTmWoJyjypQQFw5lQGRfAbYCTT8N6xrtmxwdptDulboVcq4chLFaw9UcTq2QJgC4h1gLldFGLd+KYzI88tfLm0613mDtO2pSZMmjxIKBQK9rHHHgsUxvPNK1wYtCVzsWuGNYmHgkRU95DmvZSulpaWsLm5iUKhgKNHj7oEKDVhqEMa2DLJ9Ho9TE1NodVqOSdkoVBAv9/HsWPH3DVhZUKAYBVbtS/7iXKKUWVH9HmESqVKbNh/ai8A8NJLL6FSqYyt9GcikbAcC/2hAEANiMyTUAeummDY9nQ6jWKx6BgECSVDPE+ePIkbN24EthvVYn2M8qEmSQbFTGsALuKI5VIWFxedGevtt992iXlaC2lqagqNRsOV8fD9BSTwrKekmiTNVn7ioGqfZCb8NjTPx69lxTXRaDSogY9tXqfMnP0G89FxPW7XiD/yIHqvX9r6f34ON7/zEcQ6FnO/dh69HRLl4vNzaD9xBqWH0yNLgh/70g30Lr417mbvKZ61v/Sitfap9/KMicikVmc0CSrLdxPKAHw7PE0G6uhVE4zauYEtaRGAIyCdTgeNRsOp+HRAqjmHoNTYbrdRr9fdPsazs7NYWFhwWdYaYqtQxkYoEVep1nfg+vkOOn4a2qh/q/TK/ynFhkVTjQOqHZDgUrJXAqn+GN+EyP3FSdQpJMTjcXzkIx9BuVxGrVZzyXJ01s7Pz6PX6znHMr8DMn4KGWyDmhb5bfD+48eP46mnnkKn08GLL76I69evBxLu+OyNjY1ATSRlCjq+vjbFuWHtKY4Ns7h5jPOlJWg0UkxDindwTh94JO67F2g00a9U0a/V3PGVb1oY7CR3+Tp66yX01tYxfbmJzdOZHZlD4p5TuPkt96CTH/3OI680Jo45jAsTwSD8PAU174Q5ZdUEowuQi0aJMqOeKL1pEhTDPuPxODY3N1Gv11EoFNDpdNw+xTRVxWIxF1XSbDZd+Y9qtYpkMonFxUXnkPSdr+pgZrvJ8GhOI2EMgzo2SeiVCPmMwv+b/+vzR43tOEFC5W/2ozuhaVIi28nMZT0ObI1DLpfDRz/6UWSzWbTbbTz//PO4cOECisUiZmdncfbsWXQ6HVy4cAFLS0tuEyhGtdH8xVBfJqE1m02XMR2Px3HixAmcPXsWx44dc3kXGxsbrt2q7eh86PfMPmv/+ZvMxY+WYxs5HtSwqPVo+DTrhVETU1/XQbcehGH1m0+gnxxsCFS41kb61SvA/Mzg3JNFxJ54BLnVHnLvVlA6k0EvM2Aq3XeuwsQMYrOzAz/CMLpo+eP3wO7giU2XLcx/fmnvO3ZAMREMAthaMGpuAbbb6H1JE9gqz+Ff0+v1UCgUnNNyfn4ejUYDxWLRLfB4PO5yF5rNJtbX1wMhqjRV0GfR7XZdDSdqAqyeyaQsEkAgSJhVI/AXrzqr1TwRdl4JziiHOCVk1T5UQ+FxEp1xQxmXSrhKxHzTGtumJbh5TiXya9eu4XOf+xy+8zu/E/Pz85iZmcHp06exsLCAZ555Bo8++ihKpRIefPBBXLp0CV/96ldx7do19Pt9ZLNZ5HI59PuD3AQAbq6p4RhjcM899+DRRx9Fv9/HV7/6VbeZkI6VP7d+v1UrVGbia0oKn2FrCRXOKZkro+XUDEdmod/RJOHIFy6g9PFH0JoyKD2UQuy+B2DjcKahXmqwuU/l5AwA4OhzG0C7g9gHH8LmB2bQTRvMf/F19NbWkTh+bEfmYCwwdfmQ7dt9m5gIBqHEzi9MB2wvE81rdfHxmC4+EkXu/EYC0Ov13P4Q8Xgcx44dAzAo1VGpVJxphGYkYGvhMakskUhgZmYGyWTSmZTCVHu1F6u5iH317c2jFrVvjvIZimpGHBuNcNIx1MgiAKFmsPcKXyPSvAvfFKb3ANg2rxpGyjl46aWXUKvV8PDDD+PMmTN44IEHMDs7i1OnTmFzcxNra2tYXFx0pqNarea2CeW81mo1NxadTgfz8/PIZrOYnp7G6dOn8dhjj+Hll1/GhQsXsLy8HNjD2o/OokCi88OwWe1LmKbI6zW8levAj2zSOkzGGJfcSXOcfv+TyCB6pRJmPv8SNr/rQ2jMGfRvQcE6s1nEXz4PXLuOmcq9sJsVF4nUWy8h3r4PvVT4vQtfrcK+eC785PsEB77ct08gAQTMD0oY1Bnnlz4Ok8aArQgi2sJTqZRzRDPCZGNjA91uFzMzM5iZmXE1bxg2yfbUajUkEgksLCygWCy6/Y1ppvIZBM0DNHFoP29lK/Zj7zWkVZ+jTmd9tj++vIaEYy+0hrA+MASUBJRMgglqyhSouflEVAkor6UGcPHiRVy+fBmx2KDSKzVGCgPcpnZ+ft7VyVpdXcXa2prTCGhqPH36NKanp10E2vT0NDKZjIui0mx+Ro+pL8NncDpfvsYQdg0Q/D6o4fK5uu8Fn8V5V3+HaluTiH6zialffgm51VszuNIjacQffgAA0L38TiBM1bZaSNZlLVi47UjjLcC+8MrEJ7q9Vxx4DUI/YjoQ/Q+bEq6aSeirUAajkqlKUFrvSJ9Rq9UwPT2NWq2GqakptNttl7VLUxKJWTwed0Xg0um020SGORC+L4Rtoq2bffUJX5gPICwPQjUONR+QiGgS1U5QkxSwFf8/bhhj3HhxD2ifgfnzrEyPRC8eH2yfyb07VDNqt9solUrY2NjA4uIiPvjBDzqin8/nEY/HXWSSZr0zsi2VSjlzE/1L9Xod586dQz6fR6lUQqlUQqVSCZTdMMYgn8+7/SF0/Difvm9FiTav0Rwefr+++ZDhvsym5nP9gAP1O/jBDZOIfrOJqd++hPqffnjH60ZFJSXOnIZtNDF1qYrWk0XEW8CR/3wDSMTRPlpEcqOJyRyZ8WIiGAQ/aA3fVEKv0rZG3vjRPmQkatLxJalyuewckvydSCSwubmJfD4PY4xbjKlUCuVy2ZV85qJjW7VOkx9qqP0gM9OQV22vLvhR8DOv1V8Tpl0oAVGQ+Go0jM80xgFKvkxg852wakbh/2ybmskAOJOfOm6PHz+OSqWCer2OBx54AKdOnUK1WkWxWMTi4iLK5bLbNpRJcnQwT09PI5/Po1wuOw2iVqvhwoULqFareOutt9DtdvHiiy+6b2xqasqZdwA4hqelwX0BICyaSTUJ9olzqcxEiT4ZmGoQ6mfIZDIoFouunAfHiFulThJMcmur0P6tspoBFJZ76L0xKMCHWByN73wS2S88D1utob9Rhr2xgqP1h4HVEnqrqwCA+HlMPHOIT00Bu9sCY0cceAbhq96M+PGd1mpq4n2qWvt2d4LmA3XeGTPYcYuSmW6sQjtwMplENptFsVgEAGde0sgk3zeiDIQMTSU4P39BCZ7Cj3bS4z4TDdOcVEvS69RsRexVtEu/38fm5uYtfSr9/iBXYWZmBrFYDKurq67cBX90e08ALsnvlVdeQaVSwcrKitMSFxcXcerUKSwtLQEYzP8777yDK1euoFwuO4d0v9935eHZlnPnzqHVarn9QBh9RVMYNRmasNRHAGwxYzU9+eY+/eG3q9oDBQrVLAA4M6WapjTcmhnm+r6woo13HbH4bZlxKt/zh1D4t18GgFturRnrAfkvnd8i9v0eCr//NnoAejfX3HW9c2/cZqMPPkyxMBYGceB9EMDWPs5ajwbYHh7o2/mZAMXFqE5XSqg07/CcbkFJZqC2bz+blYucUiif64PF5NRZ6UMJMyVnxun71/klO9hfJaw+8/AZJqGSq9YA4piGmfXeK+jn0IJ8Kv0CW3MyNzeHhYWFgLNc2+f3w1qLV199Fevr60in09jc3MRzzz2Hd955B6+//rozS505cwYvvfQSnn32Wbz77rsABtrI6uoqrly5gs3NTVd0T7OgtQ8kwuVy2QU2+H4zX0igcBHmgwjLqyFT52+GVbMciBaD1G9C1w2d1RynXq/nChruJ2KPPnRb1xc+95Xg/0vhaynRBI7++rvbspp7N1ZCrz9s6F4bWRLttnDgNQggGC7om4XUFGNtMCGI5337O+31NGFoUhoXKp3PWs1TTTdaRVXNIyqh836Gyqom4puN/AgeEs5cyB6zqlmw3cyjYI6GmmJ4Tp31yjh5v7ZFx3yvY+b9iBplXoz2uXr1KmrDxCjtAwmc77u5efOmizxaXFzEb/3WbyEWi6FUKqHb7eL69evY2NjA5z//ebz66qsuwY5mGo6DOnlVC9PzlNI7nQ6mpqaQy+Xcjnf6XYSFoip83wu1FC32yDFhqC/bxO+M3yXzcBhV55up+Oz9dlTvtnzF1g2y0dKpk8j/xtcQ+9bHUTuaQD8FxJtAdq2H/Jcvozs0GUW4c0wEg/AXvybM+fZdLZnB6/xYf2UqZBb0E/C8bmOq7/YdfFrawvdnkFnxuunp6VDGoM5oP4Pa7z8wINjM7iYB5Xu4paUWkwvzObAv6isZNfZ+TalxgGNIJuqbVDgm/X4fy8vLbq6Z06JmGE0yVMIXi22Va798+TI++9nP4tSpU1hYWMC1a9ewurqKer3uzDPUaPwx5/hwHLWNdApT86rVao5Yq9aq3wUZizJv9l011kQi4frCtpE5sL9sm2p/sVjMaZO+hq1j7H+vkwabz6J/tYn0F19AbmEBWJyDffc6+pUK3t+xR+PDgTcx6QdONdpPRiKh1GM+YVctg7/95DBuHcoFqRK3hjDqe3yNRaEMRomYzwDYLy5cPQ7AJYT5+Qx87tramovCIRHzy1CPsvWrFKoZ3SR6vqlqXFBTCAmbMiIyPhJhEm4liCRyGp3DueO5Gzdu4OLFi87nsbi4iIsXL+LcuXNYXV11Gogy/lHgM/3xUObUbrcDGyHxuH53nCPWjSJD0W8gnU5jdnbWhd6S2PubKKkApKY6Mj5rrcsEDwsRnmRo7aUbf/JB9F57/VAVyjsIOPAahErYJFpqa/cJXFh4H+/V6A+1E6v6rmU3rLVoNpvIZrPO7stNi3ShafSRn8hH4qB2YX0f26amglGMwk+2I2FgCK46LtWn4Ed8jRpf/30cH/X7jAtKNNWE5Ttt+ZtMXpPL9Fn+3/pbazVdvnwZpVLJjQ2ZL02JahpSxuprAjzPa3w/g99H1Xh0TLVarZ5nCXHfsezvaeH7blQ70fdTW+O5MM1mknH0C29GWsMe4MAzCGB7DoOCxFnNJXQazszMBK71CYnvqNUyzoTW1u/3+6hUKshkMigUCuj1ei7RbWpqyhHjeHywlSXLHCjCspKVIVAj4rV+OQyfeLONmhSoz1Utwjcv8be2W8co7Ng4oZsdsV3KzHSvD0rcU1NTKA23fPQJLImgP4f6nDfeeMONC49pAIIyV9Y06vf7KBQKzgeiGgufkclknOlHJXrC12gBBNqu5lIywXK5HCDkeo2auFTr4jnOGwtG0qem14UJDJOK94vz+W7jwJuYCDURcRGq4813tjI6iVsxqpYBbLfrE74EqiYkRr9o1ViamfyIIY2o0neFEVwuahJ6X6MBtpf+VgK0m0Q2EgSfKHAcdWy1vUqUxg0WR6SZhJVz1Sehmh7NgNYO9qiYnp4OaF6ZTCbQP+6DwHeoRqJjphK5alS+BqBjqfcBCJhv9DiZOktvK3H2x5QMUoMc+v1BmK/vBwp7BiOgVONmO30tba9MhxEOFyZCgwC2CLaahCgJ+ouSdldrbWATet8Xwf+1ro3a731i2uv1AttdciHSoQ0MFi4jT7TtSuh85zmJAn0gwGBvaJaDUAYX5sQmlIn4ETcKJX56nRI+JaYa/TJO0LfAd9N27wcfsE3MYGfYpmpFvV5vmz9hYWEBGxsbbpwrlYqrBMvxUsag49XvbxUFBOBClHUMdRy53weZj/ZBw091nNU/Re0nzATItvqChrZFkwVV01Szqmo+ESLsBhOhQai0pBL9TgSN+QpcGNzLIWxxqBlGfyt8k4IvhSqUgfHasPO+ecHfGEcJCv0PjMNXs4pqU9RetI0+UfAZlo6LMllfoh4n1FaumhCZG0td+GPIMSGz0Ix4P4y4Wq1uK63Od+uzeIx9pdbhf1PqSNYx1bHS57MdbJvu6aD3ZbNZV99L7yO4yx2JfSKRQKFQCJQN51wzfFv3geD2vGHBG3uhGUY4PJgYDUIjbPhR++GZSkSY8Mbie8ViUbdY3PZ8nxD5EjV9Cr7t2n83sdPObv57/YWq5gkN6R31PF+jUALkZ/OGvd9/tm7HSuwU3XOnUGbEXBNrB5VH6aANCwNlXxhIQI1PJfBEIoFyuey+F0Z5MaSVBJVE12eGGv6r34YytDCEMbSwCDr9zSg8n0nrdxGmVfG4aiC8ngKFmiPJXDRkNtImIuyEidAgSOj4wfuSO9VqLV+hi437OfBaf5FzUakTj2YDSpLpdBqNRsOdD5NIdbGFEXM/FyHMbMACcYxe0feQEKr24GsS7LP2y7fnsw2+BE2CqJIpf4+7YJ8xxhU0NGZQuG9hYQEAApsB+RFhGsLa6XScpqh9i8VimJmZCWytyZpDsdigQm+hUHB9zefzARu/FlhUqJnGNxX5bdA5ZsVa9YOoGbDRaKDRaGzL3udz+H2rKbVWqzmNKZ/PO99NLpdzPhf2nzWifK00MjdFuBUOPIOghKfEWyUfTZjzNQr6F5SQhkl/Ku3x+lgs5gg1r8nlcu69SkB8m3IYw/DNU2yLEnY/45vXaCimDzUvEZVKJdQBqoRNmaQ+V+3XLBuxV4lyLImdy+XcNrI0j/jZxqP6o+U6dOyq1WogwU3NWNwVjs9RYsl5CquT5PsQlMByHnxGxev4mxoF+6+bWWUyGeRyuVBtLZlMIpPJuPs5PtZaNBoNNJtNty0uMGCyHEf1Q9D05LctQoQwHHgGoc5UjTmnVKWOTpU2eSyRSITut0DTC6UrPl8rXiYSCbdpjL+QVBpUcKH6xIJ98aEOTdZ38osD+nsk+0yB5jeCppewd/pEj2OrvzUsdC/BMhBM9iuXy66/vhbDCDK/JhH3ZTh9+jRmZ2fdmNNEBQQL11EL0KJ8lMZv5VfwM6PDGIiCz2g2m45Yq1ChYbXWWtRqNVhrXbRT2Demjm32QZ/JaDj9XjhebNNemAv3CvHZ2f1uwvsaE/Gl6AJQbQIIVsZkLX/NrKa5AAgWiNOSBjwHwNU+4uJmUp4S8jCHrkYZjYo0upUUrtIy+6XvABBgkhqpoucZ7hn2Tl/r0XeGhbj6fR4XSDhbrZbboIl+nqmpKdcubuKkErcS6UQigYcffhjf+q3fiunp6QCjpM+I7/NDWznHvjmJCXn+ePkMxDfr8ZxmRus537mtpjsKPWRUKuwUi0UUi0VXEJJt0erB6XQ6YFLjMwjVvP3IrbuG29RC4/NzqP7izN605aDggAcJTASDAIIEzS+XrBIwAEdEyBhob6Y9mGo6NYewiBWCkTRh2dFqdmC7KP2NcqD7YLt9Z6ISrTA/hEKZ4Y0bN3b0j2gUDseK4bWac6GhuHtBSFRCV6fzkSNHcPLkSadFnDp1CkePHoW1NpDlTAbT6XSwvr6ON998EysrK84hTUbtE3sSYt7rE33fIU0tlEwqlUoFTGNkWnSC6738Wxk5GUeYv0K/PZagj8fj+MN/+A/jySefDCR++uZJfZauCzVf+gLA3Yb9yBPu79iwTP5O6G9W0fupo3vZpH3F+n/zEbzx/zy5383YERMRxaRmI3XWaeZ0t9sNbPMIwB1TiZ/EWCtf+lIh39lutx1hUOKiRE2ZSa/XQ7VaxfT0dKD9XLRhC9qPilITmEZtqX+C/fDbQuesEgHfv+JXbQW2mIRqZ8lkMuD72AuzBKuOAluRU61WC+++++62nAbu0KaSP8fqnXfewfLysvMrMNeBJixqhZubm+69YbW1CD+iidK5RgWpgEDBo16vu32p1cbvCxOEHzLrmxA5v6VSyWVE637osVjM+TD4Xl9g4velm1f5WuTdgnnua1v/7MKEaTttFD77+3vYov3F7Pk6CtdHbIh9QDARDALYXlwPCGYss6xFp9PZlpGsqj8XDu8hSIT5TN+RF+aA1gXNd7Hkht5DKVT7oYzFj0YyZhDnT6lUzRBsl5qV+LdKy3671ZmvTFCjhXwtIx6PBwoFjhOUphOJhCPk9Xo9kK/S7/dx9epVZDIZZDIZ54Bl39RnkkgkUCwW0e123e5pJLx8vt6jz9E26THeo8RXCTTHJsxf4X8/nANCtZpkMhkoWx6LxVxtrX6/j3PnzjnTKRD0MfHb8Ut3+1qp9kfn8q6amXTtDsuWvJ9hnnsZB5s9TJCJiVDCCGxF/nCBanIVFyEL7AEILD4gmEuhJRl8ounb4UkANCM6LBSU92h2tr9AVbOh+SOMifj7NvP6MOKtEjCAgONczW+qtaiGwfs00mbcaDab2NzcdFE4jLBhcUS2qVarue1AlXizlAbnqlgsuvnjfDDDWjUSrYHkE0hfAKEgwHs479x+lt+Fn8zm+4W0CKNqgIlEAkePHnVtZ9FAdWhr+DErs/Kd1Kr4HvZdQ1tVg9k3/0OEicREaBD8wH0zj/ojgK3IJUqnSsR1oeg9YaGIBBebL3Xq+3yzj7ZXr93Jcc2FG4vFXDKf7iVBMARSzVBkSv6ub76ZSRkcxy0szJXlRMik/P6MC8q41N5PjYB90kgtlYQ5NySCNL8Ag134fIe0jnOYJqEE3L8vrN0MiFAiHOZbUDOUL8FT261UKm4cGBhx7NgxGGNw48YNVySQ7Wy3204b4Tfjv9P37/BeP1t/P30S70ckzpwGmi10l2/sd1N2hYnTIFSCDHM+kjCELX5ip72fVdNQgqpRJny+Lji10d/uotMcDSZU+cRFpXzVDBjv70uEo8wlek6fQ2io76gchHGATFDnhr4OSvzKOAhl5KxQSls8tQO/HDj7paY1/uY7feLuCxA8RgJfr9fd/eoXUx8J2+kXC9R7kskkqtVqoKhkPB7HiRMn8O3f/u04efKk02DIJPk3zU5h5b3DTKKqOfnjGeHu4PInT6H4uc6Bj14iDrwG4RMIn1ipFOSHhurfXOidTgfZbHZbBq5/n/9+MglKjmQyuymnsZuyGyrdqmbAc2y/zxTpEPe1ljC/ifZFx0PzLMiUNE9kr+LmlfmRuJEB+lI5w5hJ5NgHtn1hYQGdTgcbGxtOGtf3+CY7jiUlcD7TZ55si+ZA0IfFSCMVSniPChh6XsNSNRmQ2lAmk0G5XMbLL7+Mzc1N3Lx5E8YYt4WoH24dtj60nTqO2v9RpskIe4t7/s7vofyFDwB2fb+bsitMhAbhm2sUKhVyMaipSYkiAJccpc8epWqrxOir6kBQ+qIU7/sN9Pow+PfxnSwNAQQ1GJUSwyRGbbtvLiExpOZD34Lu2OZnEPsmuHHCd+YqsWQftM/MuFamTwZRqVRQqVQCjFWZHbOQ1QSp+3X4/g3em0wmQ0tt67gpoeZPOp0OhFSTwR0/ftwxllwuF9iDRDWgarWKc+fO4ebNm4ESGmGMX8eCGdc+g/THPNIcxovE8WO7vva29+HeR0wEgwC2F8/zoYSG5gbfJq/qv0p4KnEx+kWfqUwojFDzXhIVYicTjfpHfImv3x+Upua7qe3sBG3LKLMSTVg0wfgMTEMi/QSucUPNKUq4dQz4o9VKdYy1rY1Gw2Ur++0mQ1BGq1qSP37URDl+JLx+GzW6ie/hOTqtNbIun8/jxIkTWFhYQCKRcM54P2yZmhSrv7J/vqbim6o0Uk4ZrZ+45wsyEd47Lv74USA2WhCcVEwEg/BVan8x8bhP2BW++QXYIshKAHO5XOAa31zlEwNCCYPatfmMsPaELdL19YHqefLkSXc+l8uNjDy5FRPy+0eCZ611YaM0a83OzmJ6enpbvP9eSJtkfCzroVK9X06D0rgSY463mlxY7E7nigS6Wq0GtIt+v+9KWyiDAoKaQa/Xc5FDzInxw0eTySSy2WxgHjSDP5vN4vTp08hms7h69SpqtRqq1SrK5bKLTON9fK9u/kPNgv3mMV8z4Dv9bVONMYFy33vB8N+vaH38aQDAgz+wBPQP36anB55B+LZ1HtPjGiLqS46jtA7fVMPfPiEOc1LqMwhGBpGQqW1aHd87od1uY21tbdt1O9VGUju3zzB98xolcDUvqUZFosdNkbTNe6VF+NqYzyS0LpO2xx8jOm1934UyaZ0/LXbn2/L1GyAj5f4TOsaqXfjCgr5/enoamUwG7XYb165dw40bN9z+EOqH4XsTiQTm5uYCZjFgUHJDc3fUh6FMzdeMyWB8ASfCe8fVjw5rhh3SLU8PvJOaIKFT6SnMhDTqb59QED4DUgIyKkpKNQ+V1Hwiru8ZVSJD7empVAoPPPDAtueEPVvNB740aYxxzmWt/EnNQcNqY7GYkzpbrZbTfvwicOPWIji+zIZXoqump1ar5fqiOQ8Er2ehQw375W/VUtRxq3Oo5iZexzFVbcD3yXD8mKimEUV81sbGhivtoeGn9I30+32XA0JzEM1LmhOhxJ+Ocr7DZ3b8RnbStCO8dzzw1w5vpjcwARoECbMSWF/6CTOj8Dolnj5RV0lTVXj6BsKe7VcZ9f0Ho0wyYdqDb/IIM0WNut+v6eNLv2qKULOH79RXMwSv0fv3qsxGLDbYl4GMkTuk0VRCgkcbPSVuMjrdS0JNMTRLGWPcc5l050v5vk9B/+d4qLnQLxQIwDmV1WfB8dW2VCoVZ9KjzyAWi7ld7/gutqPZbAZ2D+z3+84P4c8ta0/5oHYYVro8QoTd4MAzCGArTNQPgRylMRA+cfeJucI3dfCYLi4950cm+eq7mqt2a8cP0zBGQTUdnxGos5nvZoYutQQ+Qx2/JIIqEe8V2GbNcicRJCMgkWQf2B+txkvNkhJ4KpXCqVOnMDc35wgtncRkFEqg+RM2t6rN8Icb8yijiMViLiJJCzaq+SnM7MPf+jxgywfC8eB3n06nXdt9nwf/9r9j/R22biYJiVMnJyZ/4LDgwDMILnpgK7M2LAxSr98Jer2GmPolJviOsG1F1fSw03tUc+E7w0JsibAQWf+Zep1Kv4RGtZDBsQ18rr93s08otHyImmfGiX5/ayOkdruNWq0W8Juw/7wmFos5m3y323VRSzoeJNAPP/wwTp8+jVarhVqt5piHMcYRVp173RTKj6wiM9Iy8mHaRjqdRiaTQbFYdGOvZh2NzqLjnPtBcH74o/409WNRa6I2xft8/wuhfpXDgPM/dGrAJCLcNRx4BqFOVppIWFnTJ7C3Wgy+5KQSJeFHBfm5BEBwMyIeD9NmfBOOtlX3RlbsZGZSIq/P17BdEpgwJqDFCBleq5IuQ0H9rUd3qwHdDqgRKAMuFAqB/Tgo3adSKWSzWRdJpE5dJfS9Xg/1eh2vv/46lpaWAs79MB+Qr3nyR/07o0yXPlOiIHPkyBHn66HWQR+GlgvR+VIGxuPMkAbg5pORWJ1OJ1SzUuc4EfaN+f2ZFHzgxy6ie21pv5vxvsLEOKm54ICB3TeXy23bPnEUcQ1bCGGLxlfPfcI76j49fiuGxfbROanHwyKVfCJGYsicBi1WyPM0izEpUCVRLYLHPtKcxMgmHtM9DvYCJGhKOGdmZtBut12Ej/qKuB1pv9932qTey35cvXrVjZMy0+npaWxsbAQSBHmO7YnH4+45NLlRUwG2NBpePzc3h1gsFtibgteTQZHY8xtmlJafc8PzfjSSMhItA0/4plTtj2/uJBMaFTZ9kNFbm4zs48OEW2oQxph7jDH/wRhz3hjzmjHmrw6PzxljftMYc3H4e1bu+RFjzCVjzOvGmD8mx580xrwyPPePzS71X1YZJYNgPX//dt/c4puiFGGLgwtITQO6+FRyDGMaKoX67yHhHvXuUWGsWuJB79MKq9ouEgD6EvR6Na3V63W89NJLePHFF/HCCy/g2rVrjgC/+uqrePHFF/HKK68E9k0Y97yy3zTjVKtVNJtNp934Jh+VtLWvPhHUyqq8ntqAmgd1zDQZTqVuDWENc3LTt8P76T+hX4R1rchwuDMc36/mKt+HoGPga43aF95DTUW1K/3mVLjQKdqLeY1wOLAbE1MXwA9aa78OwIcB/CVjzKMAfhjAl6y1DwH40vB/DM99AsBjAL4DwD81xtCj+88AfBrAQ8Of77jVyylV0bmqHzdLCviJdMBoB68vjY/SLnwir5Isr/GfGfa/tofmlLCy4GFQCZv9NEP/gv9OSti01fN63qMaBn0M999/P5588kk88cQTWFpaQr1ex9tvv42ZmRk888wzmJqawtWrVzWkcmzzynFgljjbX6lUkM/nAyVRrLXO50BmoZvjaBKYmp+UOff7fZTL5UC2Nc/xHob6qv+BBQH128rlcs4Jvra2hvX1dVhrUSgU3EZFvl9Mo8FU8+E5Y7Y2JlKzn3531JrI/PwigQo1l/naA9vAto17XiMcHtySQVhrl6y1Xx3+XQFwHsBJAN8N4OeGl/0cgO8Z/v3dAH7RWtuy1l4GcAnAM8aY4wCmrLXP2cFX+fNyz0hwAZA5qJbQbDYDvoBhGwEES3GHPc+3PfNv/1q9Z6fz+u6dmAewc4E/dcSrvZq//c2D6I/hMYZdsggfbeAkMmxbNpvF9PS0e0Ymk0G9XkepVMLx48cRj8exsLCA1dVVJ51ijPPKseE8sW2a9wBsJYMpkdbSEeyjStn8rXs293o957DW96v/ghK3/mbuAv+nFpDP552W0G63Ua1WsbKy4q5R53WhUMCxY8cQiw329GBpcv1e+E1otV62DcA2pqft5zNUs9Dv2v8uQxjKWOc1wuHBbfkgjDFnAPwhAF8GcNRauwQMmIgxZnF42UkAmj1ydXisM/zbP74jVGrXMgSqOlPCpr2YHz/tyb5GwMXn/z1Km9DfYYzCvzbs2E7OZ+2rzxT0XvZRzU5KQHgPzUKaDKc+C44NjzUaDdRqNeTzebRaLVfag34eGZsr0tz3NK8cG2u3KsbSRFOr1QIOWkrzfp803JVzx+vT6bTzobRaLXec34Ta+X3znpZ09/0UxhiXz8B31Ot1Z0riNfzN/aw1c91nAP1+H7Ozs6jX64H36Xepzng1FbJPug5GjbPvq5Jvf6zzGuHwYNdRTMaYAoDPAfgBa+3mTpeGHLM7HA9716eNMV8xxnxFI1304wa2nIxcFH5RO9qj5bmhf+v1Yed8k9FODGUURvkYFDQJ6EL2JUkSLyWYhErOALaZ5HwThzGDBMTXXnsNDz74oIsg0hBKNUuE4I7nVQkgiR7NLkrQyRzUTKMSN5mEtldNMvl8HvF4HNlsFtlsFlNTUwFfg/aNdZ/4LP7m33w3zVR0NvN9PK/SPjWM5eXlgN9MhZZ+v++YYpjJVBmAMgjVGvi/b1YLTIr33e7w/d7xvHbQCrskwoRiVxqEMSaJAXP4V9bazw8P3zDGHB9qD8cBsBjJVQD3yO2nAFwfHj8VcnwbrLWfAfAZACgWi1YXKB3Ufn0en0iQwBSLRWceCNMk9PeoYzuMi7Z5x3s0t0Cv5zE6O5k9q9ItHc4a8UPCxqgXZSqqcXB8KKlrG9vtNs6fP4/jx49jYWEBwIBI0vzBmk3CZMY2r7FYzCpB0/wClcQ5DvF4HHNzc2i1Wq6kdalU2rYvtDJV+jiSySTS6TSazabLRibzVImepiv23zfZcE8GTe5Tws350PfTgV2v1wNRUozE4rehzmwfbIc6u3Ue/UxpZS46xp7fQTG2eZ0yc5MVGhVhR5hbScFm8CX+HIB1a+0PyPH/HcCatfbvG2N+GMCctfavG2MeA/CvATwD4AQGDuyHrLU9Y8wLAP5HDExUXwTwf1lrv3iL91cAvH6nHTwAOALg5n43YgTOAOghaGI4hUFgwjKAYwCKAC4CuH94XTSvA0TzGoJoXvcd2v57rbUL7+lplDZG/QD4Ixioll8D8NLw548DmMfgY7o4/D0n9/wNAG9i8KF8XI4/BeDV4bmfwJBB3eL9X7nVNQf556C2/zbm9Q+ieZ2c9kfzejjndb/af0sNYr8xtFc/td/tuFNE7b+7z71biNp/d597txC1P4gDX2ojQoQIESLsDyaBQXxmvxvwHhG1/+4+924hav/dfe7dQtR+wYE3MUWIECFChP3BJGgQESJEiBBhH3BgGYQx5jvMoHjYpWEY7YGAMeanjTErxphX5dhdK1w4hvbva/HFaF73rP3RvI7AJM/tfs/rvodljQjVimMQWnc/gBSAlwE8ut/tGrbtjwI4C+BVOfYPAfzw8O8fBvAPhn8/Omx7GsB9wz7Fh+eeB/ARDDJWfx0SXrjH7T8O4Ozw7yKAN4bt3PM+RPMazWs0t5Mzr9baA8sgPgLgN+T/HwHwI/vdLmnPGe9jex3AcZnQ18PaDeA3hn07DuCCHP8+AD+5T335AoBvuxt9iOY1mtdobidnXq21B9bEdBLhBcQOKgKFCwFo4cKwfpzEASiEZnYovoi96UM0r3cB0bzuChM3t/swrweWQey6UNgBx3suXLhXMHex+OIunjVpiOZ1d8+aRBzIud2neT2wDGJUwb+DihtmULAQZsyFC/cCZofii8Pze9WHaF73ENG83hYmZm73cV4PLIN4AcBDxpj7jDEpDHa8+uV9btNO+GUA3z/8+/sxsBPy+CeMMWljzH0Y7Mr1/FAlrBhjPjyMJPjzcs+eYvi+nwJw3lr743e5D9G87hGieb1tTMTc7vO8Hkwn9dCJ8scx8Ni/CeBv7Hd7pF2/AGAJWxuqfAp3qXDhmNq/38UXo3mN5jWa2wmZ1yiTOkKECBEihOKgmpgiRIgQIcI+I2IQESJEiBAhFBGDiBAhQoQIoYgYRIQIESJECEXEICJEiBAhQigiBhEhQoQIEUIRMYgIESJEiBCKiEFEiBAhQoRQ/P+1AIu6MqvFEgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "68 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "158 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "268 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "199 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "50 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "67 regions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/72h/Diff-72.csv\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>label</th>\n",
+       "      <th>centroid-0</th>\n",
+       "      <th>centroid-1</th>\n",
+       "      <th>bbox-0</th>\n",
+       "      <th>bbox-1</th>\n",
+       "      <th>bbox-2</th>\n",
+       "      <th>bbox-3</th>\n",
+       "      <th>mean_intensity</th>\n",
+       "      <th>area</th>\n",
+       "      <th>major_axis_length</th>\n",
+       "      <th>mean_bg</th>\n",
+       "      <th>well_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>85</td>\n",
+       "      <td>965.253241</td>\n",
+       "      <td>767.897964</td>\n",
+       "      <td>609</td>\n",
+       "      <td>418</td>\n",
+       "      <td>1323</td>\n",
+       "      <td>1107</td>\n",
+       "      <td>7408.651191</td>\n",
+       "      <td>320769</td>\n",
+       "      <td>680.109033</td>\n",
+       "      <td>7975.792294</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5</td>\n",
+       "      <td>148.557732</td>\n",
+       "      <td>1912.479906</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1707</td>\n",
+       "      <td>361</td>\n",
+       "      <td>2038</td>\n",
+       "      <td>4450.818148</td>\n",
+       "      <td>54121</td>\n",
+       "      <td>420.108939</td>\n",
+       "      <td>4541.789530</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>102</td>\n",
+       "      <td>1312.694088</td>\n",
+       "      <td>784.463503</td>\n",
+       "      <td>1031</td>\n",
+       "      <td>471</td>\n",
+       "      <td>1594</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>7462.055734</td>\n",
+       "      <td>238922</td>\n",
+       "      <td>590.365999</td>\n",
+       "      <td>8395.604081</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>29</td>\n",
+       "      <td>1930.407481</td>\n",
+       "      <td>1945.761068</td>\n",
+       "      <td>1833</td>\n",
+       "      <td>1860</td>\n",
+       "      <td>2034</td>\n",
+       "      <td>2038</td>\n",
+       "      <td>5554.653397</td>\n",
+       "      <td>25773</td>\n",
+       "      <td>223.398143</td>\n",
+       "      <td>5351.871473</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>44</td>\n",
+       "      <td>1321.819158</td>\n",
+       "      <td>752.484108</td>\n",
+       "      <td>1225</td>\n",
+       "      <td>559</td>\n",
+       "      <td>1454</td>\n",
+       "      <td>905</td>\n",
+       "      <td>7772.525818</td>\n",
+       "      <td>34356</td>\n",
+       "      <td>388.836214</td>\n",
+       "      <td>8060.033643</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>44</td>\n",
+       "      <td>1163.130278</td>\n",
+       "      <td>699.542091</td>\n",
+       "      <td>894</td>\n",
+       "      <td>422</td>\n",
+       "      <td>1460</td>\n",
+       "      <td>991</td>\n",
+       "      <td>7189.213555</td>\n",
+       "      <td>216698</td>\n",
+       "      <td>544.745291</td>\n",
+       "      <td>8036.819330</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>9</td>\n",
+       "      <td>497.134171</td>\n",
+       "      <td>903.649252</td>\n",
+       "      <td>393</td>\n",
+       "      <td>766</td>\n",
+       "      <td>612</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>6815.016641</td>\n",
+       "      <td>24998</td>\n",
+       "      <td>262.524267</td>\n",
+       "      <td>6918.452257</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>15</td>\n",
+       "      <td>746.956859</td>\n",
+       "      <td>441.247115</td>\n",
+       "      <td>510</td>\n",
+       "      <td>221</td>\n",
+       "      <td>889</td>\n",
+       "      <td>774</td>\n",
+       "      <td>7311.894042</td>\n",
+       "      <td>36137</td>\n",
+       "      <td>709.518846</td>\n",
+       "      <td>7373.631980</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>555.443010</td>\n",
+       "      <td>976.403848</td>\n",
+       "      <td>292</td>\n",
+       "      <td>642</td>\n",
+       "      <td>828</td>\n",
+       "      <td>1526</td>\n",
+       "      <td>6728.636701</td>\n",
+       "      <td>122442</td>\n",
+       "      <td>836.762144</td>\n",
+       "      <td>6919.922045</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>18</td>\n",
+       "      <td>897.312908</td>\n",
+       "      <td>919.822587</td>\n",
+       "      <td>605</td>\n",
+       "      <td>646</td>\n",
+       "      <td>1177</td>\n",
+       "      <td>1195</td>\n",
+       "      <td>7158.095493</td>\n",
+       "      <td>225232</td>\n",
+       "      <td>546.775851</td>\n",
+       "      <td>8038.372092</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>34</td>\n",
+       "      <td>904.223649</td>\n",
+       "      <td>825.550338</td>\n",
+       "      <td>596</td>\n",
+       "      <td>567</td>\n",
+       "      <td>1223</td>\n",
+       "      <td>1139</td>\n",
+       "      <td>7475.297171</td>\n",
+       "      <td>169256</td>\n",
+       "      <td>660.321975</td>\n",
+       "      <td>7549.294455</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>7</td>\n",
+       "      <td>616.620327</td>\n",
+       "      <td>869.621831</td>\n",
+       "      <td>297</td>\n",
+       "      <td>448</td>\n",
+       "      <td>955</td>\n",
+       "      <td>1236</td>\n",
+       "      <td>6812.325101</td>\n",
+       "      <td>313238</td>\n",
+       "      <td>731.666515</td>\n",
+       "      <td>7390.769470</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>45</td>\n",
+       "      <td>1126.449677</td>\n",
+       "      <td>1249.030620</td>\n",
+       "      <td>887</td>\n",
+       "      <td>1019</td>\n",
+       "      <td>1251</td>\n",
+       "      <td>1551</td>\n",
+       "      <td>7512.774233</td>\n",
+       "      <td>48497</td>\n",
+       "      <td>640.601014</td>\n",
+       "      <td>7493.552145</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>28</td>\n",
+       "      <td>1589.267414</td>\n",
+       "      <td>430.204509</td>\n",
+       "      <td>1511</td>\n",
+       "      <td>348</td>\n",
+       "      <td>1662</td>\n",
+       "      <td>526</td>\n",
+       "      <td>8246.344087</td>\n",
+       "      <td>7408</td>\n",
+       "      <td>205.365855</td>\n",
+       "      <td>8238.885808</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>4</td>\n",
+       "      <td>779.020550</td>\n",
+       "      <td>831.291671</td>\n",
+       "      <td>467</td>\n",
+       "      <td>427</td>\n",
+       "      <td>1084</td>\n",
+       "      <td>1125</td>\n",
+       "      <td>7148.810594</td>\n",
+       "      <td>242331</td>\n",
+       "      <td>614.566890</td>\n",
+       "      <td>7816.638436</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>29</td>\n",
+       "      <td>847.049102</td>\n",
+       "      <td>989.977050</td>\n",
+       "      <td>534</td>\n",
+       "      <td>676</td>\n",
+       "      <td>1150</td>\n",
+       "      <td>1323</td>\n",
+       "      <td>7032.117258</td>\n",
+       "      <td>262311</td>\n",
+       "      <td>605.720085</td>\n",
+       "      <td>7666.480719</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>10</td>\n",
+       "      <td>824.476269</td>\n",
+       "      <td>986.533357</td>\n",
+       "      <td>505</td>\n",
+       "      <td>686</td>\n",
+       "      <td>1156</td>\n",
+       "      <td>1264</td>\n",
+       "      <td>7151.981313</td>\n",
+       "      <td>256376</td>\n",
+       "      <td>610.168475</td>\n",
+       "      <td>8009.430220</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>5</td>\n",
+       "      <td>696.085635</td>\n",
+       "      <td>981.845691</td>\n",
+       "      <td>425</td>\n",
+       "      <td>691</td>\n",
+       "      <td>1005</td>\n",
+       "      <td>1276</td>\n",
+       "      <td>6761.454670</td>\n",
+       "      <td>212308</td>\n",
+       "      <td>553.206677</td>\n",
+       "      <td>7324.354038</td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>26</td>\n",
+       "      <td>677.828986</td>\n",
+       "      <td>822.634078</td>\n",
+       "      <td>398</td>\n",
+       "      <td>505</td>\n",
+       "      <td>979</td>\n",
+       "      <td>1141</td>\n",
+       "      <td>6942.742131</td>\n",
+       "      <td>254172</td>\n",
+       "      <td>595.522194</td>\n",
+       "      <td>7717.452127</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>25</td>\n",
+       "      <td>1073.243609</td>\n",
+       "      <td>709.123924</td>\n",
+       "      <td>788</td>\n",
+       "      <td>425</td>\n",
+       "      <td>1395</td>\n",
+       "      <td>958</td>\n",
+       "      <td>7690.537531</td>\n",
+       "      <td>68889</td>\n",
+       "      <td>774.906952</td>\n",
+       "      <td>7804.829114</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>26</td>\n",
+       "      <td>1264.784169</td>\n",
+       "      <td>1543.564791</td>\n",
+       "      <td>270</td>\n",
+       "      <td>1052</td>\n",
+       "      <td>2034</td>\n",
+       "      <td>1872</td>\n",
+       "      <td>7134.095610</td>\n",
+       "      <td>411308</td>\n",
+       "      <td>1823.866202</td>\n",
+       "      <td>7179.542416</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>58</td>\n",
+       "      <td>1063.017439</td>\n",
+       "      <td>323.486089</td>\n",
+       "      <td>733</td>\n",
+       "      <td>32</td>\n",
+       "      <td>1382</td>\n",
+       "      <td>615</td>\n",
+       "      <td>7209.345780</td>\n",
+       "      <td>265157</td>\n",
+       "      <td>619.318072</td>\n",
+       "      <td>8034.129739</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>14</td>\n",
+       "      <td>629.086149</td>\n",
+       "      <td>798.557298</td>\n",
+       "      <td>470</td>\n",
+       "      <td>502</td>\n",
+       "      <td>886</td>\n",
+       "      <td>1020</td>\n",
+       "      <td>7075.065147</td>\n",
+       "      <td>74278</td>\n",
+       "      <td>563.354279</td>\n",
+       "      <td>7180.105042</td>\n",
+       "      <td>22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>22</td>\n",
+       "      <td>978.596985</td>\n",
+       "      <td>882.558048</td>\n",
+       "      <td>881</td>\n",
+       "      <td>730</td>\n",
+       "      <td>1059</td>\n",
+       "      <td>1104</td>\n",
+       "      <td>7615.267116</td>\n",
+       "      <td>22421</td>\n",
+       "      <td>430.600230</td>\n",
+       "      <td>7572.875097</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>22</td>\n",
+       "      <td>983.728598</td>\n",
+       "      <td>1055.708494</td>\n",
+       "      <td>605</td>\n",
+       "      <td>751</td>\n",
+       "      <td>1188</td>\n",
+       "      <td>1250</td>\n",
+       "      <td>7497.431911</td>\n",
+       "      <td>74314</td>\n",
+       "      <td>638.404208</td>\n",
+       "      <td>7515.385932</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>27</td>\n",
+       "      <td>863.613296</td>\n",
+       "      <td>612.133914</td>\n",
+       "      <td>574</td>\n",
+       "      <td>307</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>898</td>\n",
+       "      <td>7278.519270</td>\n",
+       "      <td>235084</td>\n",
+       "      <td>566.233659</td>\n",
+       "      <td>8113.891563</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>19</td>\n",
+       "      <td>1102.120105</td>\n",
+       "      <td>617.455687</td>\n",
+       "      <td>777</td>\n",
+       "      <td>272</td>\n",
+       "      <td>1312</td>\n",
+       "      <td>865</td>\n",
+       "      <td>7675.928978</td>\n",
+       "      <td>73794</td>\n",
+       "      <td>694.449146</td>\n",
+       "      <td>7820.212046</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>13</td>\n",
+       "      <td>1291.187952</td>\n",
+       "      <td>637.559010</td>\n",
+       "      <td>979</td>\n",
+       "      <td>364</td>\n",
+       "      <td>1602</td>\n",
+       "      <td>932</td>\n",
+       "      <td>7430.579866</td>\n",
+       "      <td>246355</td>\n",
+       "      <td>593.889402</td>\n",
+       "      <td>8222.919539</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>43</td>\n",
+       "      <td>1254.053266</td>\n",
+       "      <td>510.559813</td>\n",
+       "      <td>1029</td>\n",
+       "      <td>182</td>\n",
+       "      <td>1617</td>\n",
+       "      <td>730</td>\n",
+       "      <td>7629.639578</td>\n",
+       "      <td>74607</td>\n",
+       "      <td>757.729250</td>\n",
+       "      <td>7676.960973</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>19</td>\n",
+       "      <td>1514.854476</td>\n",
+       "      <td>554.803520</td>\n",
+       "      <td>1208</td>\n",
+       "      <td>270</td>\n",
+       "      <td>1806</td>\n",
+       "      <td>850</td>\n",
+       "      <td>7252.173233</td>\n",
+       "      <td>243603</td>\n",
+       "      <td>572.720309</td>\n",
+       "      <td>8001.872870</td>\n",
+       "      <td>29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>26</td>\n",
+       "      <td>1491.465651</td>\n",
+       "      <td>593.612282</td>\n",
+       "      <td>1185</td>\n",
+       "      <td>319</td>\n",
+       "      <td>1797</td>\n",
+       "      <td>890</td>\n",
+       "      <td>7243.775985</td>\n",
+       "      <td>249805</td>\n",
+       "      <td>579.142335</td>\n",
+       "      <td>8062.444204</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>14</td>\n",
+       "      <td>947.988791</td>\n",
+       "      <td>814.157862</td>\n",
+       "      <td>641</td>\n",
+       "      <td>496</td>\n",
+       "      <td>1237</td>\n",
+       "      <td>1118</td>\n",
+       "      <td>7229.789893</td>\n",
+       "      <td>266479</td>\n",
+       "      <td>633.036959</td>\n",
+       "      <td>8089.846802</td>\n",
+       "      <td>31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>64</td>\n",
+       "      <td>1065.166432</td>\n",
+       "      <td>909.414732</td>\n",
+       "      <td>738</td>\n",
+       "      <td>553</td>\n",
+       "      <td>1378</td>\n",
+       "      <td>1226</td>\n",
+       "      <td>7292.415614</td>\n",
+       "      <td>287108</td>\n",
+       "      <td>670.461900</td>\n",
+       "      <td>8083.554627</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>10</td>\n",
+       "      <td>679.505267</td>\n",
+       "      <td>764.231494</td>\n",
+       "      <td>556</td>\n",
+       "      <td>513</td>\n",
+       "      <td>989</td>\n",
+       "      <td>1035</td>\n",
+       "      <td>7264.197552</td>\n",
+       "      <td>48701</td>\n",
+       "      <td>635.614548</td>\n",
+       "      <td>7371.478277</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>2</td>\n",
+       "      <td>435.457385</td>\n",
+       "      <td>979.762724</td>\n",
+       "      <td>10</td>\n",
+       "      <td>267</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>1884</td>\n",
+       "      <td>7146.975711</td>\n",
+       "      <td>877029</td>\n",
+       "      <td>1780.246049</td>\n",
+       "      <td>7094.268496</td>\n",
+       "      <td>34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>31</td>\n",
+       "      <td>755.448967</td>\n",
+       "      <td>959.337786</td>\n",
+       "      <td>423</td>\n",
+       "      <td>608</td>\n",
+       "      <td>1073</td>\n",
+       "      <td>1296</td>\n",
+       "      <td>6985.016477</td>\n",
+       "      <td>288890</td>\n",
+       "      <td>688.382605</td>\n",
+       "      <td>7567.649248</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>23</td>\n",
+       "      <td>636.133174</td>\n",
+       "      <td>1159.554046</td>\n",
+       "      <td>402</td>\n",
+       "      <td>794</td>\n",
+       "      <td>942</td>\n",
+       "      <td>1569</td>\n",
+       "      <td>6652.650590</td>\n",
+       "      <td>134996</td>\n",
+       "      <td>901.023355</td>\n",
+       "      <td>6593.463067</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>97</td>\n",
+       "      <td>1175.525349</td>\n",
+       "      <td>1410.988673</td>\n",
+       "      <td>862</td>\n",
+       "      <td>1066</td>\n",
+       "      <td>1455</td>\n",
+       "      <td>1744</td>\n",
+       "      <td>6634.826687</td>\n",
+       "      <td>286655</td>\n",
+       "      <td>640.985479</td>\n",
+       "      <td>7341.889910</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>11</td>\n",
+       "      <td>722.896518</td>\n",
+       "      <td>979.219833</td>\n",
+       "      <td>244</td>\n",
+       "      <td>569</td>\n",
+       "      <td>1162</td>\n",
+       "      <td>1282</td>\n",
+       "      <td>7050.953311</td>\n",
+       "      <td>189530</td>\n",
+       "      <td>936.398404</td>\n",
+       "      <td>6941.116010</td>\n",
+       "      <td>38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>45</td>\n",
+       "      <td>850.056338</td>\n",
+       "      <td>1098.246876</td>\n",
+       "      <td>529</td>\n",
+       "      <td>750</td>\n",
+       "      <td>1169</td>\n",
+       "      <td>1411</td>\n",
+       "      <td>6912.678924</td>\n",
+       "      <td>285119</td>\n",
+       "      <td>618.706010</td>\n",
+       "      <td>7490.357340</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>13</td>\n",
+       "      <td>723.060984</td>\n",
+       "      <td>743.484148</td>\n",
+       "      <td>598</td>\n",
+       "      <td>462</td>\n",
+       "      <td>1059</td>\n",
+       "      <td>1043</td>\n",
+       "      <td>7182.861341</td>\n",
+       "      <td>57753</td>\n",
+       "      <td>645.679908</td>\n",
+       "      <td>7213.071586</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>15</td>\n",
+       "      <td>989.028919</td>\n",
+       "      <td>877.399765</td>\n",
+       "      <td>648</td>\n",
+       "      <td>495</td>\n",
+       "      <td>1335</td>\n",
+       "      <td>1189</td>\n",
+       "      <td>7488.104868</td>\n",
+       "      <td>173657</td>\n",
+       "      <td>824.792371</td>\n",
+       "      <td>7643.909310</td>\n",
+       "      <td>41</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>11</td>\n",
+       "      <td>734.561990</td>\n",
+       "      <td>1042.023683</td>\n",
+       "      <td>368</td>\n",
+       "      <td>742</td>\n",
+       "      <td>990</td>\n",
+       "      <td>1298</td>\n",
+       "      <td>6821.333422</td>\n",
+       "      <td>105308</td>\n",
+       "      <td>700.631949</td>\n",
+       "      <td>6874.723870</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>37</td>\n",
+       "      <td>844.740511</td>\n",
+       "      <td>1156.127065</td>\n",
+       "      <td>505</td>\n",
+       "      <td>811</td>\n",
+       "      <td>1197</td>\n",
+       "      <td>1479</td>\n",
+       "      <td>6887.726020</td>\n",
+       "      <td>308117</td>\n",
+       "      <td>666.146115</td>\n",
+       "      <td>7562.052786</td>\n",
+       "      <td>43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>77</td>\n",
+       "      <td>793.607875</td>\n",
+       "      <td>821.607081</td>\n",
+       "      <td>476</td>\n",
+       "      <td>483</td>\n",
+       "      <td>1131</td>\n",
+       "      <td>1142</td>\n",
+       "      <td>7032.205694</td>\n",
+       "      <td>312566</td>\n",
+       "      <td>666.854871</td>\n",
+       "      <td>7783.099288</td>\n",
+       "      <td>44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>103</td>\n",
+       "      <td>1061.324970</td>\n",
+       "      <td>733.597121</td>\n",
+       "      <td>755</td>\n",
+       "      <td>396</td>\n",
+       "      <td>1373</td>\n",
+       "      <td>1071</td>\n",
+       "      <td>7287.958772</td>\n",
+       "      <td>281315</td>\n",
+       "      <td>627.446101</td>\n",
+       "      <td>7976.216124</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>1</td>\n",
+       "      <td>772.356685</td>\n",
+       "      <td>128.598739</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>1566</td>\n",
+       "      <td>281</td>\n",
+       "      <td>6887.278240</td>\n",
+       "      <td>205380</td>\n",
+       "      <td>1558.609174</td>\n",
+       "      <td>6821.450816</td>\n",
+       "      <td>46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>11</td>\n",
+       "      <td>545.317008</td>\n",
+       "      <td>859.945248</td>\n",
+       "      <td>305</td>\n",
+       "      <td>710</td>\n",
+       "      <td>863</td>\n",
+       "      <td>1203</td>\n",
+       "      <td>6452.621311</td>\n",
+       "      <td>59030</td>\n",
+       "      <td>713.531578</td>\n",
+       "      <td>6327.205847</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    label   centroid-0   centroid-1  bbox-0  bbox-1  bbox-2  bbox-3  \\\n",
+       "0      85   965.253241   767.897964     609     418    1323    1107   \n",
+       "1       5   148.557732  1912.479906      10    1707     361    2038   \n",
+       "2     102  1312.694088   784.463503    1031     471    1594    1070   \n",
+       "3      29  1930.407481  1945.761068    1833    1860    2034    2038   \n",
+       "4      44  1321.819158   752.484108    1225     559    1454     905   \n",
+       "5      44  1163.130278   699.542091     894     422    1460     991   \n",
+       "6       9   497.134171   903.649252     393     766     612    1028   \n",
+       "7      15   746.956859   441.247115     510     221     889     774   \n",
+       "8       9   555.443010   976.403848     292     642     828    1526   \n",
+       "9      18   897.312908   919.822587     605     646    1177    1195   \n",
+       "10     34   904.223649   825.550338     596     567    1223    1139   \n",
+       "11      7   616.620327   869.621831     297     448     955    1236   \n",
+       "12     45  1126.449677  1249.030620     887    1019    1251    1551   \n",
+       "13     28  1589.267414   430.204509    1511     348    1662     526   \n",
+       "14      4   779.020550   831.291671     467     427    1084    1125   \n",
+       "15     29   847.049102   989.977050     534     676    1150    1323   \n",
+       "16     10   824.476269   986.533357     505     686    1156    1264   \n",
+       "17      5   696.085635   981.845691     425     691    1005    1276   \n",
+       "18     26   677.828986   822.634078     398     505     979    1141   \n",
+       "19     25  1073.243609   709.123924     788     425    1395     958   \n",
+       "20     26  1264.784169  1543.564791     270    1052    2034    1872   \n",
+       "21     58  1063.017439   323.486089     733      32    1382     615   \n",
+       "22     14   629.086149   798.557298     470     502     886    1020   \n",
+       "23     22   978.596985   882.558048     881     730    1059    1104   \n",
+       "24     22   983.728598  1055.708494     605     751    1188    1250   \n",
+       "25     27   863.613296   612.133914     574     307    1143     898   \n",
+       "26     19  1102.120105   617.455687     777     272    1312     865   \n",
+       "27     13  1291.187952   637.559010     979     364    1602     932   \n",
+       "28     43  1254.053266   510.559813    1029     182    1617     730   \n",
+       "29     19  1514.854476   554.803520    1208     270    1806     850   \n",
+       "30     26  1491.465651   593.612282    1185     319    1797     890   \n",
+       "31     14   947.988791   814.157862     641     496    1237    1118   \n",
+       "32     64  1065.166432   909.414732     738     553    1378    1226   \n",
+       "33     10   679.505267   764.231494     556     513     989    1035   \n",
+       "34      2   435.457385   979.762724      10     267    1102    1884   \n",
+       "35     31   755.448967   959.337786     423     608    1073    1296   \n",
+       "36     23   636.133174  1159.554046     402     794     942    1569   \n",
+       "37     97  1175.525349  1410.988673     862    1066    1455    1744   \n",
+       "38     11   722.896518   979.219833     244     569    1162    1282   \n",
+       "39     45   850.056338  1098.246876     529     750    1169    1411   \n",
+       "40     13   723.060984   743.484148     598     462    1059    1043   \n",
+       "41     15   989.028919   877.399765     648     495    1335    1189   \n",
+       "42     11   734.561990  1042.023683     368     742     990    1298   \n",
+       "43     37   844.740511  1156.127065     505     811    1197    1479   \n",
+       "44     77   793.607875   821.607081     476     483    1131    1142   \n",
+       "45    103  1061.324970   733.597121     755     396    1373    1071   \n",
+       "46      1   772.356685   128.598739      10      10    1566     281   \n",
+       "47     11   545.317008   859.945248     305     710     863    1203   \n",
+       "\n",
+       "    mean_intensity    area  major_axis_length      mean_bg  well_index  \n",
+       "0      7408.651191  320769         680.109033  7975.792294           0  \n",
+       "1      4450.818148   54121         420.108939  4541.789530           1  \n",
+       "2      7462.055734  238922         590.365999  8395.604081           2  \n",
+       "3      5554.653397   25773         223.398143  5351.871473           3  \n",
+       "4      7772.525818   34356         388.836214  8060.033643           4  \n",
+       "5      7189.213555  216698         544.745291  8036.819330           5  \n",
+       "6      6815.016641   24998         262.524267  6918.452257           6  \n",
+       "7      7311.894042   36137         709.518846  7373.631980           7  \n",
+       "8      6728.636701  122442         836.762144  6919.922045           8  \n",
+       "9      7158.095493  225232         546.775851  8038.372092           9  \n",
+       "10     7475.297171  169256         660.321975  7549.294455          10  \n",
+       "11     6812.325101  313238         731.666515  7390.769470          11  \n",
+       "12     7512.774233   48497         640.601014  7493.552145          12  \n",
+       "13     8246.344087    7408         205.365855  8238.885808          13  \n",
+       "14     7148.810594  242331         614.566890  7816.638436          14  \n",
+       "15     7032.117258  262311         605.720085  7666.480719          15  \n",
+       "16     7151.981313  256376         610.168475  8009.430220          16  \n",
+       "17     6761.454670  212308         553.206677  7324.354038          17  \n",
+       "18     6942.742131  254172         595.522194  7717.452127          18  \n",
+       "19     7690.537531   68889         774.906952  7804.829114          19  \n",
+       "20     7134.095610  411308        1823.866202  7179.542416          20  \n",
+       "21     7209.345780  265157         619.318072  8034.129739          21  \n",
+       "22     7075.065147   74278         563.354279  7180.105042          22  \n",
+       "23     7615.267116   22421         430.600230  7572.875097          23  \n",
+       "24     7497.431911   74314         638.404208  7515.385932          24  \n",
+       "25     7278.519270  235084         566.233659  8113.891563          25  \n",
+       "26     7675.928978   73794         694.449146  7820.212046          26  \n",
+       "27     7430.579866  246355         593.889402  8222.919539          27  \n",
+       "28     7629.639578   74607         757.729250  7676.960973          28  \n",
+       "29     7252.173233  243603         572.720309  8001.872870          29  \n",
+       "30     7243.775985  249805         579.142335  8062.444204          30  \n",
+       "31     7229.789893  266479         633.036959  8089.846802          31  \n",
+       "32     7292.415614  287108         670.461900  8083.554627          32  \n",
+       "33     7264.197552   48701         635.614548  7371.478277          33  \n",
+       "34     7146.975711  877029        1780.246049  7094.268496          34  \n",
+       "35     6985.016477  288890         688.382605  7567.649248          35  \n",
+       "36     6652.650590  134996         901.023355  6593.463067          36  \n",
+       "37     6634.826687  286655         640.985479  7341.889910          37  \n",
+       "38     7050.953311  189530         936.398404  6941.116010          38  \n",
+       "39     6912.678924  285119         618.706010  7490.357340          39  \n",
+       "40     7182.861341   57753         645.679908  7213.071586          40  \n",
+       "41     7488.104868  173657         824.792371  7643.909310          41  \n",
+       "42     6821.333422  105308         700.631949  6874.723870          42  \n",
+       "43     6887.726020  308117         666.146115  7562.052786          43  \n",
+       "44     7032.205694  312566         666.854871  7783.099288          44  \n",
+       "45     7287.958772  281315         627.446101  7976.216124          45  \n",
+       "46     6887.278240  205380        1558.609174  6821.450816          46  \n",
+       "47     6452.621311   59030         713.531578  6327.205847          47  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### test single file\n",
+    "process_nd2(nd2_paths[1], donut=20, thr=.2, plot=True, force=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from multiprocessing import Pool"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3 regions\n",
+      "14 regions\n",
+      "9 regions\n",
+      "3 regions\n",
+      "4 regions\n",
+      "25 regions\n",
+      "13 regions\n",
+      "10 regions\n",
+      "73 regions\n",
+      "5 regions\n",
+      "8 regions9 regions\n",
+      "\n",
+      "13 regions\n",
+      "7 regions\n",
+      "12 regions\n",
+      "21 regions\n",
+      "10 regions\n",
+      "13 regions\n",
+      "9 regions\n",
+      "7 regions\n",
+      "6 regions\n",
+      "5 regions\n",
+      "5 regions\n",
+      "11 regions\n",
+      "5 regions\n",
+      "6 regions\n",
+      "11 regions\n",
+      "10 regions\n",
+      "11 regions\n",
+      "5 regions\n",
+      "10 regions\n",
+      "12 regions\n",
+      "3 regions\n",
+      "10 regions\n",
+      "4 regions\n",
+      "9 regions\n",
+      "9 regions\n",
+      "19 regions\n",
+      "12 regions\n",
+      "11 regions\n",
+      "6 regions\n",
+      "18 regions\n",
+      "3 regions\n",
+      "4 regions\n",
+      "19 regions\n",
+      "5 regions4 regions\n",
+      "\n",
+      "9 regions\n",
+      "7 regions1 region 8 regions\n",
+      "\n",
+      "\n",
+      "10 regions\n",
+      "18 regions\n",
+      "3 regions\n",
+      "6 regions\n",
+      "7 regions6 regions\n",
+      "\n",
+      "3 regions\n",
+      "9 regions\n",
+      "10 regions\n",
+      "13 regions\n",
+      "10 regions\n",
+      "6 regions\n",
+      "17 regions\n",
+      "6 regions\n",
+      "1 region \n",
+      "12 regions\n",
+      "1 region \n",
+      "16 regions\n",
+      "9 regions\n",
+      "10 regions\n",
+      "3 regions\n",
+      "34 regions\n",
+      "7 regions\n",
+      "15 regions\n",
+      "25 regions\n",
+      "11 regions\n",
+      "10 regions\n",
+      "6 regions\n",
+      "11 regions\n",
+      "9 regions\n",
+      "7 regions\n",
+      "19 regions\n",
+      "9 regions\n",
+      "14 regions\n",
+      "10 regions\n",
+      "13 regions\n",
+      "9 regions\n",
+      "7 regions\n",
+      "1 region \n",
+      "15 regions\n",
+      "25 regions\n",
+      "8 regions\n",
+      "10 regions\n",
+      "11 regions\n",
+      "24 regions\n",
+      "11 regions\n",
+      "20 regions\n",
+      "12 regions\n",
+      "6 regions\n",
+      "7 regions\n",
+      "10 regions\n",
+      "7 regions\n",
+      "11 regions\n",
+      "2 regions\n",
+      "9 regions\n",
+      "8 regions\n",
+      "4 regions\n",
+      "7 regions\n",
+      "10 regions\n",
+      "5 regions\n",
+      "18 regions\n",
+      "6 regions\n",
+      "3 regions\n",
+      "15 regions\n",
+      "14 regions\n",
+      "6 regions\n",
+      "5 regions\n",
+      "26 regions\n",
+      "26 regions\n",
+      "5 regions7 regions\n",
+      "\n",
+      "10 regions\n",
+      "12 regions\n",
+      "9 regions\n",
+      "2 regions\n",
+      "14 regions\n",
+      "27 regions\n",
+      "5 regions\n",
+      "31 regions\n",
+      "3 regions\n",
+      "44 regions\n",
+      "8 regions\n",
+      "4 regions\n",
+      "7 regions\n",
+      "15 regions3 regions\n",
+      "\n",
+      "10 regions\n",
+      "7 regions\n",
+      "10 regions\n",
+      "4 regions\n",
+      "10 regions\n",
+      "36 regions\n",
+      "7 regions\n",
+      "19 regions\n",
+      "26 regions\n",
+      "1 region \n",
+      "12 regions\n",
+      "6 regions\n",
+      "4 regions\n",
+      "14 regions\n",
+      "8 regions\n",
+      "15 regions\n",
+      "10 regions\n",
+      "43 regions\n",
+      "3 regions\n",
+      "9 regions\n",
+      "7 regions\n",
+      "2 regions\n",
+      "6 regions\n",
+      "3 regions\n",
+      "4 regions\n",
+      "15 regions\n",
+      "8 regions\n",
+      "3 regions\n",
+      "10 regions\n",
+      "12 regions\n",
+      "8 regions\n",
+      "11 regions\n",
+      "42 regions\n",
+      "1 region \n",
+      "9 regions\n",
+      "13 regions\n",
+      "9 regions\n",
+      "10 regions\n",
+      "25 regions\n",
+      "10 regions\n",
+      "6 regions\n",
+      "12 regions\n",
+      "8 regions\n",
+      "11 regions\n",
+      "13 regions\n",
+      "3 regions\n",
+      "4 regions16 regions\n",
+      "\n",
+      "6 regions\n",
+      "10 regions\n",
+      "9 regions\n",
+      "4 regions\n",
+      "3 regions\n",
+      "6 regions\n",
+      "4 regions\n",
+      "5 regions\n",
+      "29 regions\n",
+      "2 regions\n",
+      "4 regions\n",
+      "5 regions\n",
+      "13 regions\n",
+      "7 regions\n",
+      "3 regions\n",
+      "18 regions\n",
+      "5 regions\n",
+      "10 regions\n",
+      "10 regions\n",
+      "8 regions\n",
+      "8 regions\n",
+      "2 regions\n",
+      "9 regions\n",
+      "4 regions\n",
+      "13 regions\n",
+      "5 regions\n",
+      "9 regions\n",
+      "6 regions\n",
+      "4 regions\n",
+      "12 regions\n",
+      "7 regions\n",
+      "5 regions\n",
+      "16 regions\n",
+      "3 regions\n",
+      "13 regions\n",
+      "7 regions\n",
+      "6 regions\n",
+      "11 regions\n",
+      "1 region \n",
+      "10 regions11 regions\n",
+      "\n",
+      "7 regions\n",
+      "8 regions\n",
+      "9 regions\n",
+      "13 regions\n",
+      "6 regions\n",
+      "5 regions\n",
+      "10 regions\n",
+      "7 regions\n",
+      "3 regions\n",
+      "8 regions\n",
+      "6 regions\n",
+      "12 regions\n",
+      "6 regions\n",
+      "12 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "9 regions\n",
+      "13 regions\n",
+      "14 regions\n",
+      "3 regions\n",
+      "4 regions\n",
+      "18 regions\n",
+      "12 regions\n",
+      "45 regions\n",
+      "7 regions\n",
+      "7 regions\n",
+      "7 regions\n",
+      "1 region \n",
+      "16 regions\n",
+      "10 regions\n",
+      "6 regions\n",
+      "5 regions\n",
+      "13 regions\n",
+      "16 regions\n",
+      "30 regions\n",
+      "16 regions\n",
+      "8 regions\n",
+      "13 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "3 regions\n",
+      "5 regions\n",
+      "15 regions\n",
+      "6 regions\n",
+      "9 regions\n",
+      "9 regions\n",
+      "17 regions\n",
+      "9 regions\n",
+      "4 regions\n",
+      "14 regions\n",
+      "21 regions\n",
+      "7 regions\n",
+      "14 regions\n",
+      "10 regions\n",
+      "13 regions\n",
+      "6 regions\n",
+      "26 regions\n",
+      "9 regions\n",
+      "13 regions\n",
+      "2 regions\n",
+      "4 regions\n",
+      "8 regions\n",
+      "5 regions\n",
+      "1 region \n",
+      "9 regions\n",
+      "11 regions\n",
+      "13 regions\n",
+      "17 regions\n",
+      "15 regions\n",
+      "8 regions\n",
+      "19 regions\n",
+      "6 regions8 regions\n",
+      "\n",
+      "7 regions\n",
+      "26 regions\n",
+      "2 regions\n",
+      "9 regions\n",
+      "8 regions\n",
+      "4 regions\n",
+      "6 regions\n",
+      "11 regions\n",
+      "10 regions\n",
+      "10 regions\n",
+      "13 regions\n",
+      "5 regions\n",
+      "5 regions\n",
+      "6 regions\n",
+      "10 regions8 regions\n",
+      "\n",
+      "5 regions\n",
+      "10 regions\n",
+      "6 regions\n",
+      "5 regions\n",
+      "7 regions\n",
+      "4 regions\n",
+      "6 regions\n",
+      "12 regions\n",
+      "6 regions\n",
+      "17 regions\n",
+      "7 regions\n",
+      "9 regions\n",
+      "8 regions\n",
+      "7 regions\n",
+      "4 regions\n",
+      "18 regions\n",
+      "11 regions\n",
+      "3 regions\n",
+      "14 regions\n",
+      "7 regions\n",
+      "4 regions\n",
+      "13 regions\n",
+      "5 regions\n",
+      "16 regions\n",
+      "4 regions\n",
+      "3 regions\n",
+      "5 regions\n",
+      "10 regions\n",
+      "17 regions\n",
+      "16 regions\n",
+      "8 regions\n",
+      "2 regions\n",
+      "21 regions\n",
+      "11 regions\n",
+      "3 regions\n",
+      "5 regions\n",
+      "3 regions\n",
+      "4 regions\n",
+      "7 regions\n",
+      "7 regions\n",
+      "11 regions\n",
+      "2 regions\n",
+      "10 regions\n",
+      "5 regions4 regions\n",
+      "\n",
+      "11 regions\n",
+      "12 regions\n",
+      "13 regions\n",
+      "3 regions\n",
+      "4 regions\n",
+      "5 regions\n",
+      "6 regions\n",
+      "5 regions\n",
+      "7 regions\n",
+      "6 regions\n",
+      "12 regions\n",
+      "16 regions\n",
+      "11 regions\n",
+      "3 regions\n",
+      "3 regions\n",
+      "3 regions\n",
+      "3 regions\n",
+      "5 regions\n",
+      "8 regions\n",
+      "3 regions\n",
+      "13 regions\n",
+      "5 regions5 regions\n",
+      "\n",
+      "4 regions\n",
+      "5 regions16 regions\n",
+      "\n",
+      "9 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "12 regions\n",
+      "18 regions\n",
+      "13 regions\n",
+      "7 regions\n",
+      "2 regions\n",
+      "11 regions\n",
+      "6 regions\n",
+      "28 regions\n",
+      "5 regions\n",
+      "10 regions\n",
+      "16 regions\n",
+      "4 regions\n",
+      "104 regions\n",
+      "5 regions\n",
+      "11 regions\n",
+      "7 regions\n",
+      "11 regions\n",
+      "3 regions\n",
+      "13 regions\n",
+      "5 regions\n",
+      "2 regions\n",
+      "6 regions\n",
+      "9 regions\n",
+      "6 regions\n",
+      "9 regions8 regions\n",
+      "\n",
+      "8 regions\n",
+      "12 regions\n",
+      "14 regions\n",
+      "3 regions\n",
+      "14 regions\n",
+      "82 regions\n",
+      "6 regions\n",
+      "6 regions\n",
+      "22 regions\n",
+      "19 regions\n",
+      "16 regions12 regions\n",
+      "\n",
+      "5 regions\n",
+      "11 regions\n",
+      "9 regions\n",
+      "8 regions\n",
+      "8 regions15 regions\n",
+      "\n",
+      "7 regions\n",
+      "6 regions\n",
+      "14 regions\n",
+      "10 regions\n",
+      "5 regions\n",
+      "15 regions\n",
+      "17 regions\n",
+      "11 regions\n",
+      "27 regions\n",
+      "32 regions\n",
+      "2 regions\n",
+      "10 regions\n",
+      "14 regions\n",
+      "4 regions\n",
+      "30 regions\n",
+      "6 regions15 regions\n",
+      "\n",
+      "10 regions\n",
+      "26 regions\n",
+      "6 regions\n",
+      "24 regions\n",
+      "8 regions\n",
+      "4 regions\n",
+      "27 regions\n",
+      "12 regions\n",
+      "8 regions\n",
+      "10 regions\n",
+      "10 regions\n",
+      "16 regions11 regions\n",
+      "\n",
+      "16 regions\n",
+      "13 regions\n",
+      "8 regions\n",
+      "9 regions\n",
+      "4 regions\n",
+      "25 regions\n",
+      "7 regions\n",
+      "5 regions\n",
+      "6 regions\n",
+      "12 regions\n",
+      "8 regions\n",
+      "7 regions\n",
+      "20 regions\n",
+      "9 regions\n",
+      "8 regions\n",
+      "3 regions\n",
+      "5 regions\n",
+      "22 regions\n",
+      "18 regions\n",
+      "2 regions\n",
+      "17 regions\n",
+      "6 regions\n",
+      "24 regions\n",
+      "5 regions\n",
+      "18 regions\n",
+      "10 regions\n",
+      "14 regions\n",
+      "2 regions\n",
+      "15 regions\n",
+      "28 regions\n",
+      "10 regions9 regions\n",
+      "\n",
+      "5 regions\n",
+      "19 regions\n",
+      "9 regions\n",
+      "20 regions\n",
+      "12 regions\n",
+      "6 regions\n",
+      "15 regions\n",
+      "17 regions\n",
+      "1 region \n",
+      "13 regions\n",
+      "17 regions\n",
+      "4 regions\n",
+      "6 regions\n",
+      "4 regions\n",
+      "10 regions\n",
+      "18 regions\n",
+      "6 regions\n",
+      "19 regions\n",
+      "33 regions\n",
+      "15 regions\n",
+      "1 region \n",
+      "7 regions\n",
+      "11 regions\n",
+      "12 regions\n",
+      "25 regions\n",
+      "3 regions\n",
+      "15 regions\n",
+      "14 regions\n",
+      "12 regions\n",
+      "12 regions\n",
+      "11 regions\n",
+      "3 regions14 regions\n",
+      "\n",
+      "5 regions\n",
+      "26 regions\n",
+      "25 regions\n",
+      "15 regions\n",
+      "3 regions\n",
+      "55 regions\n",
+      "20 regions\n",
+      "9 regions\n",
+      "11 regions\n",
+      "2 regions\n",
+      "11 regions\n",
+      "15 regions\n",
+      "9 regions\n",
+      "18 regions\n",
+      "66 regions\n",
+      "12 regions\n",
+      "7 regions\n",
+      "5 regions\n",
+      "21 regions\n",
+      "6 regions\n",
+      "26 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/72h/2iL-72.csv\n",
+      "2 regions\n",
+      "11 regions\n",
+      "7 regions\n",
+      "36 regions\n",
+      "29 regions\n",
+      "40 regions\n",
+      "19 regions\n",
+      "3 regions\n",
+      "32 regions\n",
+      "16 regions\n",
+      "7 regions\n",
+      "15 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/24h/Diff-24.csv\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/48h/Diff-48.csv\n",
+      "7 regions\n",
+      "17 regions\n",
+      "21 regions\n",
+      "37 regions\n",
+      "27 regions\n",
+      "23 regions\n",
+      "12 regions\n",
+      "5 regions\n",
+      "13 regions\n",
+      "4 regions\n",
+      "7 regions\n",
+      "6 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/48h/2iL-48.csv\n",
+      "11 regions\n",
+      "8 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/15h/Diff-15.csv\n",
+      "1 region \n",
+      "10 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/14h/2iL-14h001.csv\n",
+      "9 regions\n",
+      "24 regions\n",
+      "11 regions\n",
+      "10 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/39h/Diff-39.csv\n",
+      "1 region 14 regions\n",
+      "\n",
+      "1 region \n",
+      "1 region \n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/39h/2iL-39.csv\n",
+      "2 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/72h/Diff-72.csv\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/24h/2iL-24.csv\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/14h/2iL-14h.csv\n",
+      "1 region \n",
+      "1 region \n",
+      "12 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/24h/Diff-24.csv\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "4 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "21 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "6 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "3 regions\n",
+      "2 regions\n",
+      "2 regions\n",
+      "14 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "8 regions\n",
+      "1 region \n",
+      "26 regions\n",
+      "1 region \n",
+      "18 regions\n",
+      "1 region \n",
+      "29 regions\n",
+      "1 region \n",
+      "3 regions\n",
+      "2 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "2 regions\n",
+      "10 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "9 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "11 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "10 regions\n",
+      "1 region \n",
+      "14 regions\n",
+      "32 regions\n",
+      "1 region \n",
+      "6 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "11 regions\n",
+      "4 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "13 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "9 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "12 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "5 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "21 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "7 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "7 regions\n",
+      "55 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "3 regions\n",
+      "53 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "15 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "6 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "10 regions\n",
+      "2 regions\n",
+      "2 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "4 regions\n",
+      "1 region \n",
+      "16 regions\n",
+      "10 regions\n",
+      "68 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "15 regions\n",
+      "1 region \n",
+      "4 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "6 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "24 regions\n",
+      "1 region \n",
+      "16 regions\n",
+      "5 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "14 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "25 regions\n",
+      "1 region \n",
+      "3 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "13 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "8 regions\n",
+      "4 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "23 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "5 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "2 regions\n",
+      "5 regions\n",
+      "1 region \n",
+      "11 regions\n",
+      "1 region \n",
+      "10 regions\n",
+      "3 regions\n",
+      "2 regions\n",
+      "2 regions\n",
+      "17 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "22 regions\n",
+      "4 regions\n",
+      "7 regions\n",
+      "1 region \n",
+      "17 regions\n",
+      "1 region \n",
+      "12 regions\n",
+      "1 region \n",
+      "4 regions\n",
+      "4 regions\n",
+      "29 regions\n",
+      "1 region \n",
+      "6 regions\n",
+      "4 regions\n",
+      "5 regions\n",
+      "1 region \n",
+      "4 regions\n",
+      "2 regions\n",
+      "1 region \n",
       "6 regions\n",
+      "2 regions\n",
+      "2 regions\n",
+      "8 regions\n",
+      "13 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "5 regions\n",
+      "8 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "4 regions\n",
+      "1 region \n",
+      "15 regions\n",
+      "4 regions\n",
+      "1 region \n",
+      "4 regions\n",
+      "3 regions\n",
+      "3 regions\n",
+      "2 regions\n",
+      "22 regions\n",
+      "4 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "3 regions\n",
+      "2 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "2 regions\n",
+      "14 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "10 regions\n",
+      "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "26 regions\n",
+      "1 region \n",
+      "9 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "5 regions\n",
+      "1 region \n",
+      "11 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "2 regions\n",
       "1 region \n",
-      "9 regions\n",
-      "4 regions\n",
-      "4 regions\n",
       "1 region \n",
-      "11 regions\n",
-      "7 regions\n",
+      "1 region \n",
+      "23 regions\n",
       "16 regions\n",
       "2 regions\n",
       "1 region \n",
+      "1 region \n",
+      "2 regions\n",
+      "10 regions\n",
       "4 regions\n",
       "1 region \n",
+      "30 regions\n",
+      "2 regions\n",
       "1 region \n",
-      "13 regions\n",
-      "13 regions\n",
       "1 region \n",
+      "2 regions\n",
       "1 region \n",
-      "8 regions\n",
-      "8 regions\n",
+      "4 regions\n",
+      "1 region \n",
+      "20 regions\n",
+      "1 region \n",
+      "1 region 1 region \n",
+      "\n",
+      "1 region \n",
+      "1 region \n",
+      "10 regions\n",
       "13 regions\n",
       "1 region \n",
+      "1 region \n",
+      "3 regions\n",
+      "1 region \n",
+      "17 regions\n",
       "2 regions\n",
-      "11 regions\n",
+      "1 region 1 region \n",
+      "\n",
+      "1 region \n",
+      "9 regions\n",
       "3 regions\n",
       "1 region \n",
-      "10 regions\n",
-      "6 regions\n",
+      "2 regions\n",
+      "1 region \n",
       "1 region \n",
-      "6 regions\n",
       "4 regions\n",
+      "2 regions\n",
+      "22 regions\n",
+      "3 regions\n",
       "1 region \n",
       "2 regions\n",
       "1 region \n",
+      "2 regions\n",
+      "8 regions\n",
       "3 regions\n",
-      "6 regions\n",
       "3 regions\n",
+      "11 regions\n",
       "1 region \n",
-      "14 regions\n",
-      "5 regions\n",
       "1 region \n",
-      "5 regions\n",
-      "13 regions\n",
-      "7 regions\n",
-      "7 regions\n",
       "1 region \n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "12 regions\n",
       "6 regions\n",
-      "18 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "6 regions\n",
+      "1 region \n",
+      "5 regions\n",
+      "2 regions\n",
+      "2 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "4 regions\n",
+      "1 region \n",
+      "10 regions\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/48h/Diff-48.csv\n",
+      "3 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "15 regions\n",
+      "1 region \n",
+      "1 region \n",
       "5 regions\n",
       "1 region \n",
-      "6 regions\n"
+      "1 region \n",
+      "2 regions\n",
+      "20 regions\n",
+      "1 region \n",
+      "1 region \n",
+      "4 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/72h/Diff-72.csv\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/39h/Diff-39.csv\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/72h/2iL-72.csv\n",
+      "1 region \n",
+      "1 region \n",
+      "1 region \n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/15h/2iL-15h.csv\n",
+      "1 region \n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/39h/2iL-39.csv\n",
+      "2 regions\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/48h/2iL-48.csv\n",
+      "saved table /home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/24h/2iL-24.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "try:\n",
+    "    p = Pool()\n",
+    "    fun = partial(process_nd2, donut=20, force=True)\n",
+    "    p.map(fun, nd2_paths)\n",
+    "except Exception as e:\n",
+    "    print(e.args)\n",
+    "finally:\n",
+    "    p.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/24h/Diff-24.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/72h/Diff-72.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/14h/2iL-14h001.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/48h/Diff-48.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Plate/39h/Diff-39.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/24h/2iL-24.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/72h/2iL-72.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/14h/2iL-14h.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/48h/2iL-48.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/21L-Plate/39h/2iL-39.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/15h/Diff-15.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/24h/Diff-24.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/72h/Diff-72.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/48h/Diff-48.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/Diff-Chip/39h/Diff-39.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/15h/2iL-15h.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/24h/2iL-24.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/72h/2iL-72.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/48h/2iL-48.csv',\n",
+       " '/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/2iL-Chip/39h/2iL-39.csv']"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_csv = glob(path.replace('nd2', 'csv'))\n",
+    "all_csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def read_csv(path):\n",
+    "    df = pd.read_csv(path, index_col=None)\n",
+    "    meta = parse_params(path)\n",
+    "    for n, v in meta.items():\n",
+    "        if v == '21L':\n",
+    "            v = '2iL'\n",
+    "        df.loc[:, n] = v\n",
+    "    df.loc[:, 'mean_signal'] = df.mean_intensity - df.mean_bg\n",
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:numexpr.utils:Note: NumExpr detected 12 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n",
+      "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n"
      ]
     }
    ],
    "source": [
-    "try:\n",
-    "    p = Pool()\n",
-    "    p.map(process_nd2, nd2_paths)\n",
-    "except Exception as e:\n",
-    "    print(e.args)\n",
-    "finally:\n",
-    "    p.close()"
+    "df_all = pd.concat(map(read_csv, all_csv), ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>label</th>\n",
+       "      <th>centroid-0</th>\n",
+       "      <th>centroid-1</th>\n",
+       "      <th>bbox-0</th>\n",
+       "      <th>bbox-1</th>\n",
+       "      <th>bbox-2</th>\n",
+       "      <th>bbox-3</th>\n",
+       "      <th>mean_intensity</th>\n",
+       "      <th>area</th>\n",
+       "      <th>major_axis_length</th>\n",
+       "      <th>mean_bg</th>\n",
+       "      <th>well_index</th>\n",
+       "      <th>condition</th>\n",
+       "      <th>container</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>mean_signal</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5</td>\n",
+       "      <td>999.316072</td>\n",
+       "      <td>1078.783522</td>\n",
+       "      <td>863</td>\n",
+       "      <td>960</td>\n",
+       "      <td>1133</td>\n",
+       "      <td>1199</td>\n",
+       "      <td>9761.597894</td>\n",
+       "      <td>49109</td>\n",
+       "      <td>264.557460</td>\n",
+       "      <td>8602.634335</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Diff</td>\n",
+       "      <td>Plate</td>\n",
+       "      <td>24</td>\n",
+       "      <td>1158.963560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1062.165219</td>\n",
+       "      <td>1056.069031</td>\n",
+       "      <td>943</td>\n",
+       "      <td>924</td>\n",
+       "      <td>1187</td>\n",
+       "      <td>1181</td>\n",
+       "      <td>9664.677006</td>\n",
+       "      <td>46617</td>\n",
+       "      <td>253.823692</td>\n",
+       "      <td>8671.860696</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Diff</td>\n",
+       "      <td>Plate</td>\n",
+       "      <td>24</td>\n",
+       "      <td>992.816311</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1147.094568</td>\n",
+       "      <td>1128.215780</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>1010</td>\n",
+       "      <td>1284</td>\n",
+       "      <td>1236</td>\n",
+       "      <td>9748.339293</td>\n",
+       "      <td>43461</td>\n",
+       "      <td>257.469696</td>\n",
+       "      <td>8732.722469</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Diff</td>\n",
+       "      <td>Plate</td>\n",
+       "      <td>24</td>\n",
+       "      <td>1015.616824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5</td>\n",
+       "      <td>974.709915</td>\n",
+       "      <td>1066.458695</td>\n",
+       "      <td>852</td>\n",
+       "      <td>949</td>\n",
+       "      <td>1102</td>\n",
+       "      <td>1205</td>\n",
+       "      <td>9780.608017</td>\n",
+       "      <td>45104</td>\n",
+       "      <td>242.269858</td>\n",
+       "      <td>8646.007628</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Diff</td>\n",
+       "      <td>Plate</td>\n",
+       "      <td>24</td>\n",
+       "      <td>1134.600389</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1293.138584</td>\n",
+       "      <td>1021.020979</td>\n",
+       "      <td>1150</td>\n",
+       "      <td>864</td>\n",
+       "      <td>1419</td>\n",
+       "      <td>1171</td>\n",
+       "      <td>9711.531422</td>\n",
+       "      <td>53195</td>\n",
+       "      <td>316.865519</td>\n",
+       "      <td>8809.588777</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Diff</td>\n",
+       "      <td>Plate</td>\n",
+       "      <td>24</td>\n",
+       "      <td>901.942646</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>960</th>\n",
+       "      <td>1</td>\n",
+       "      <td>961.729116</td>\n",
+       "      <td>1177.681585</td>\n",
+       "      <td>841</td>\n",
+       "      <td>1068</td>\n",
+       "      <td>1068</td>\n",
+       "      <td>1289</td>\n",
+       "      <td>6445.725222</td>\n",
+       "      <td>38522</td>\n",
+       "      <td>229.376233</td>\n",
+       "      <td>5585.603966</td>\n",
+       "      <td>44</td>\n",
+       "      <td>2iL</td>\n",
+       "      <td>Chip</td>\n",
+       "      <td>39</td>\n",
+       "      <td>860.121256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>961</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1246.749342</td>\n",
+       "      <td>1268.886688</td>\n",
+       "      <td>1153</td>\n",
+       "      <td>1184</td>\n",
+       "      <td>1336</td>\n",
+       "      <td>1361</td>\n",
+       "      <td>5196.824432</td>\n",
+       "      <td>25090</td>\n",
+       "      <td>182.814743</td>\n",
+       "      <td>4390.509096</td>\n",
+       "      <td>45</td>\n",
+       "      <td>2iL</td>\n",
+       "      <td>Chip</td>\n",
+       "      <td>39</td>\n",
+       "      <td>806.315336</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>962</th>\n",
+       "      <td>1</td>\n",
+       "      <td>975.328729</td>\n",
+       "      <td>1286.664329</td>\n",
+       "      <td>912</td>\n",
+       "      <td>1217</td>\n",
+       "      <td>1041</td>\n",
+       "      <td>1357</td>\n",
+       "      <td>4281.593927</td>\n",
+       "      <td>14261</td>\n",
+       "      <td>141.708194</td>\n",
+       "      <td>3753.182931</td>\n",
+       "      <td>46</td>\n",
+       "      <td>2iL</td>\n",
+       "      <td>Chip</td>\n",
+       "      <td>39</td>\n",
+       "      <td>528.410996</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>963</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1243.333813</td>\n",
+       "      <td>1180.404243</td>\n",
+       "      <td>1149</td>\n",
+       "      <td>1091</td>\n",
+       "      <td>1336</td>\n",
+       "      <td>1269</td>\n",
+       "      <td>5187.057726</td>\n",
+       "      <td>24322</td>\n",
+       "      <td>181.256777</td>\n",
+       "      <td>4420.658366</td>\n",
+       "      <td>47</td>\n",
+       "      <td>2iL</td>\n",
+       "      <td>Chip</td>\n",
+       "      <td>39</td>\n",
+       "      <td>766.399359</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>964</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1429.089664</td>\n",
+       "      <td>1282.278911</td>\n",
+       "      <td>1351</td>\n",
+       "      <td>1208</td>\n",
+       "      <td>1507</td>\n",
+       "      <td>1358</td>\n",
+       "      <td>3799.962353</td>\n",
+       "      <td>17744</td>\n",
+       "      <td>153.139912</td>\n",
+       "      <td>3156.140831</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2iL</td>\n",
+       "      <td>Chip</td>\n",
+       "      <td>39</td>\n",
+       "      <td>643.821522</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>965 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     label   centroid-0   centroid-1  bbox-0  bbox-1  bbox-2  bbox-3  \\\n",
+       "0        5   999.316072  1078.783522     863     960    1133    1199   \n",
+       "1        2  1062.165219  1056.069031     943     924    1187    1181   \n",
+       "2        3  1147.094568  1128.215780    1022    1010    1284    1236   \n",
+       "3        5   974.709915  1066.458695     852     949    1102    1205   \n",
+       "4        4  1293.138584  1021.020979    1150     864    1419    1171   \n",
+       "..     ...          ...          ...     ...     ...     ...     ...   \n",
+       "960      1   961.729116  1177.681585     841    1068    1068    1289   \n",
+       "961      1  1246.749342  1268.886688    1153    1184    1336    1361   \n",
+       "962      1   975.328729  1286.664329     912    1217    1041    1357   \n",
+       "963      1  1243.333813  1180.404243    1149    1091    1336    1269   \n",
+       "964      1  1429.089664  1282.278911    1351    1208    1507    1358   \n",
+       "\n",
+       "     mean_intensity   area  major_axis_length      mean_bg  well_index  \\\n",
+       "0       9761.597894  49109         264.557460  8602.634335           0   \n",
+       "1       9664.677006  46617         253.823692  8671.860696           1   \n",
+       "2       9748.339293  43461         257.469696  8732.722469           2   \n",
+       "3       9780.608017  45104         242.269858  8646.007628           3   \n",
+       "4       9711.531422  53195         316.865519  8809.588777           4   \n",
+       "..              ...    ...                ...          ...         ...   \n",
+       "960     6445.725222  38522         229.376233  5585.603966          44   \n",
+       "961     5196.824432  25090         182.814743  4390.509096          45   \n",
+       "962     4281.593927  14261         141.708194  3753.182931          46   \n",
+       "963     5187.057726  24322         181.256777  4420.658366          47   \n",
+       "964     3799.962353  17744         153.139912  3156.140831          48   \n",
+       "\n",
+       "    condition container  hour  mean_signal  \n",
+       "0        Diff     Plate    24  1158.963560  \n",
+       "1        Diff     Plate    24   992.816311  \n",
+       "2        Diff     Plate    24  1015.616824  \n",
+       "3        Diff     Plate    24  1134.600389  \n",
+       "4        Diff     Plate    24   901.942646  \n",
+       "..        ...       ...   ...          ...  \n",
+       "960       2iL      Chip    39   860.121256  \n",
+       "961       2iL      Chip    39   806.315336  \n",
+       "962       2iL      Chip    39   528.410996  \n",
+       "963       2iL      Chip    39   766.399359  \n",
+       "964       2iL      Chip    39   643.821522  \n",
+       "\n",
+       "[965 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_all"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_filtered = df_all.query('area < 300000 and hour< 50')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(959,)"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.unique(df_all.area).shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='mean_signal'>"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "sns.scatterplot(data=df_all, x='hour', y='mean_signal', hue='condition', style='container', )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='centroid-0', ylabel='centroid-1'>"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "sns.scatterplot(data=df_filtered, x='centroid-0', y='centroid-1', hue='condition', style='container')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='mean_intensity', ylabel='mean_bg'>"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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jF7tcjeaKIqfIjpQQ7Gtm5f5McopO92z6a88xHulev1TblpTc07akLxiXQ21jHd0Cdqv64J8zEjL3nuxzcLly0b3pI7DmwPBvVUT65tkn+wRWh4FTYOM0tRX2x0tw8wQIb6CE0MInlPDI3AdNBynvqy3fqLQojfqpdCgTu8Gon5VG0vNViB8KlmClifiVX/Gqs6EFyQVw3A7y1i+7OJJjpVqwD4/3bHDR9hGX68x/5F27dqVr166nHQNMmTLloq6r0VyKFDtd5BQ52HYkjwKbgzaxoaw7mM20lUm43PCf7vVIyiw64/iCYidmo8DhUrYEIcquSntB5KXAJx3Ut/0RP0DSspNCJCgGbnxfCYC0bWrrquY1KhdWSSFyfJ7Fr0K7u+GXZ5UW8/MjMORrmDEQhn0DSX+rFPFVm8C6yUoLMZhUPq2DK6BWF5Vm/tf/U8kazX7KG6xqUxUl/y+gBckF0r9F9XI3rGs0VytutySz0I5bSgxC4O9tZOX+LMbN2IDV4eKp3g15+9ddfLvhpJv95OVJ3N3lZLqPdrVCqR3uR0aenfpV/agR6stXY9ohhGD+piMk5xTh51UOH3lSwuoJ4ChSr+TVsHWeOmeywMDJqvZHRomCcAkvnJ7d9zgH/lSp4Y9jy/UUqCpW87YapaRgfqrKn7X0vyqdCiiNJOE5mDNKvT+upfhWOZkA8l9ACxKNRlOpZBfZ+XXbUT5cvJfkbCvRIT7c360ufl5Gqof40KluGD3jIpmyPOnEmKFtYrg+LoJih5tBrWMY0CqaLSk5bEnJ5aHr6/LjplS6v7MMu8uNj9nImE61uP+6pgT6lE9FQITx5HFx4ckYjia3Kk0h45SqokXHyo7zADAYT28zeatgxNREsPUHBBzbAz7BKs/Wsd2ePk4VS5KXAg36KCHiV74JGc8FLUg0Gk2lUVDs5Itl+/lk6b4TbcnZVp7/fhsz7mzHM30a8v3GI3yydB/jb23KgYxC/C0m2tYK5VBmEQ2iAqgT7seO1HwOZhbhcLlZvjeTCX/tPzGf1eHioyV7aVwtkN5NL8IhpjBDufn6hKgsvBsmqzTtVepAy1FwYJnyklr4xOljdy1UOa+2/3D6ufq91NjjhNZWNhVnsSpWteVbVcv9wUTlDSbd4BuuCmKtnwpRzaH3WxDVrFKECGhBotFoKpECm4MJy/af1v50n4bMXHuIeSW2suZvOsJPD3Tif7/u5tnvtvLRbS2Ytz6FOesOk1/spFvDCB7r0ZD/+35Lmdf67M99NK0ehDAI/LyMBPueh/2g8JiK+bBmg8OG9AvDdd8GDNZjiIJURExbZQfxC1PxIKeStV/Fdlz7uKpY6PbYQ6PiVTndrwep92H1lXH+x4fVNlnzITBjgNI8MvdAnW6qX3CM+tl7vBIsZ9J2/iW0INFoNP86TpebXKud/ccKcbpLB90GWkw0igrkpR+3l2rv36I6X685xKJtRxl3XV2W7srg6zWHTpyfvfYwK/dl8vbA5izfu/K0a+ZYHazYn8kTczdza8vqPHtDHKF+5yBMirJh/RRY9pYqbSsMiCa3Yuz+inLND62tggUTnleeUi2GwaKnT5+n8Bg07Ku2oLKTlNBw2tRr2LdgNEHOYfj5MWXj6P8JLHtb2UwALCGnz2kwAmVsjf3L6DgSjUbzr5JZUMynS/cx8LOVWO2neyrWjfAn8VDOae29m1Tl2/XJAFzfKII56w6f1udQVhEpOUU0rnZ67ESX+uEn4k2+3ZBCcvaZPb4AKDyG3DgDefBvFRvitKl26YYt3yDWfK6CDAvSIKCqCiLMTYY610Pbu0/aPoQBmg+F8Hrw+wsq79Xy91TOLZdd1RCZmAC/Pq8KW3V/GTo+AHt+gZ0qDRJBMRBY7ezrrUS0ILmEOHz4MNdddx2NGjWicePGvP/++wA8//zz/P7774By/V23bl1lLlOjuWCyCot5YOZGluxK59WbmxIXFciMO9vxyk1NaFlDfePOtToJD/AuNc5sFPh5myiyuxACbA73aZrMcXan5RN3iiCpEerLLS2qMz/xyIm2w1lnESRuN6z4EJF/BLHmi7L7rJ/iSaooVUZds49y+d21EJoNVjaNEd/DmN9UssTZI1Qerl+egdZjlOtuQFW1JeZ2KhfeeWPV+aAYWPGRuk5kExVTEhB55vVWMnpr6xLCZDLxv//9j5YtW5Kfn0+rVq3o3r07L7/8cmUvTaMpF9Lyihl3XR3C/b3JsTp45rst7D9WSJDFzLD2Nbjjmlj+MzuRmFAfwvy9yCy0c2+XOnSPi8TllnSPi2Th1qNYzAZMBlGmMKkXEcCQNiG0iQ1hc3Iu7WpVoWWNYIZ/ueZEQKK3yUCLGmVsFR3H5VA2Eb8mSksoi+I8tQWVuhXqxaiEjWnb1LnYTlCvh4oRcZ0STX94DfR8XW2DGb2gx6tqrvQdKho9KBryUlWkvJe/srkERl3I4/7X0ILkQtk8B/54WamyQdFqf7TZoIuaMioqiqgo9QcTEBBAo0aNSElJ4c0339TZfTWXLcdjRNLybBzNtVGrih8Ol4sNh7J5MKEeWYV2qvh5sXJ/JjuP5vHlqNYEWkx8PbY9W1Ny2ZtewK2frqCKnzcTRrYi8XAOv25LY2jbGkxfdbDUtWqH+dEmNpSfNh9haNsaDGpdA4B8m4OXb2rMR4v34uNl5MleDalSln3E7YTiAsjYDdc9AxumqQDAIxtO71uvF1hzod71sHbCSSECSgAUHjtdiBzHYVU11/3CVdoUWzZENlX2EJOXimz39lOC5jJAC5ILYfMc+PFB9ccAkHtYvYeLFibHSUpKYuPGjbRr144ZM2aUy5wazb+Nyy3Zl1HA7ZPW0KpmCCM6xLL3WAH1I/w5mGnlzUUrcEsVOze4dQx3dqpFsJ8XNrsTP4uJuhH+PDJnEwAZBcU89e0W3hsST0qWlbqR/jSuFsiUFUnk25z0alKVoW1rkJ5vY2DrmFJeWQHeJjrHWGg9vAlukwU/71O8nOxW9X+86hOIaARB1eHwavX/7OUPO39WMR0nJqwKnR6CVZ9ChwcgrKHK2rt7kfLISk2ENnfCig9OfyiWYPAJhbZ3qVgQUAIFwK9KuT37fxMtSC6EP14+KUSO47Cq9nIQJAUFBdx666289957BAZWfMI1jaaiyCwsZtDnKxncOoaaVfwYPWUtrWuG0KFOFWaW8LhqVDWQe7vWIbPAjlNKlu5MJybUh+V7s0rNtystn8Gfr6JRVADvD2lBfEwQj3SvT2wVP/ZnFGA2CFrVPKUCYEE67PkNtn2Lj9lXGcIj4kp/aOenwKcdlEbSchQgwGiEb0Ype8bgr1RNkIN/q/xYUc1UnEf1VvDzfzyZdvtB+3uVLST/qHo1uVWVwj2OMEC/DyGoBvhcOf/bWpBcCLnJ59d+HjgcDm699VaGDRvGLbfcctHzaTSVyYaDOXgZDXSuF86ISauREno2qcrk5QcA8PMyUi3Yh4+HtWDG6oO0rBHKgxM2Yne5GdAqGuMZ6ofsSM0n1+rA38tEkI+JpGOFxNcMOX27Kv8oTO6t4jhODP4RmgyAXv/12CB8Yd0UJRyaDlbvq7dSBaW6PAXrJ8O6SdD5cVX+9s83lAdXaiJsmXty3vTtKoVJn7fh2zGqFsgdC5RmsnmO0kJaDFNbWRVcH+TfptIEiRDiP8CdgAS2AHcAvsBsIBZIAgZJKbM9/Z8GxgAu4EEp5S+e9lbAFMAHWAA8JCu6GlRQtFKDy2q/CKSUjBkzhkaNGumsv5orgkOZhbzYrzFZhcUMaRPDT5tS8TIZcEvJKzc1Jj4mGCFgd1oBHeuE8cTczdhdKo/UX3sy+O8tzZi99vT/tWbRQaRkW2lbK5RGZbj6AqoS4d/vlRYix9k6F5oNhD1/qFK1DftAyxHKsG7yVltNzmKYP+rkmBXvqz5Ht0Cv8SpJ4qkcXAGdHgH/CGSdBERgdfCPVALmCqZS3H+FENWBB4HWUsomqIiaIcBTwB9SynrAH573CCHiPOcbA72AT4Q4kezmU+AuoJ7n1avCbyDheeXqVxKzj2q/CJYvX8706dNZvHgx8fHxxMfHs2DBgtP63XDDDURHRxMdHc3AgQMv6poaTXljtTtJz7Ox+2geneqFs3RXOtNXHURKmHRHG+xON58Nb8X1jSIJ8DFjd7r5detRfLyMpOcXn5gnLa+Yg5mFjO1cu1T+waqBFl68sTGNogLwNp3lI8yWA5tmnvl84kwVBDjtRgiOVTmyJibA552RtjxY8lrp/kc3ebyqYlTK9zORmwL3LEf0Gq9sKVdBPaHK3NoyAT5CCAdKEzkCPA109ZyfCiwFngRuAmZJKYuBA0KIvUBbIUQSECilXAkghJgG9AcWVujKj9tBytlrq1OnTmWW1u3Tp8+J46VLl17UNTSaisLpdpNX5KDQ7sLmcLEnvYD7Z248URF2bVI2329M4Y9Hu+CW8NuONP7ac4zoYB/GdK6N2pwozSs/beeBbvVY9FBnEg/nUCPUl2rBPuQW2fl2fTL3d6t32piTCHCepWqp06pSi9zwPyg4quI/AKREFOedrH1+HCnhr7eh3/tn96aKjAP/f6cOyKVCpQgSKWWKEOJt4BBgBX6VUv4qhIiUUqZ6+qQKIY7/NqoDq0pMkexpc3iOT20/DSHEXSjNhRo1alz8TTQbVG4eWhrN5UxRsZP8YicFNiffb0xh0vIDTL6jLU/M3UzJ70VCwOcjWmEwCEZOXMO+jIIT52asPsSPD1xDyxohbDh08gPcLeHjJXvpWj+cvWkFBPmYuW/GBrxNRube2+Hs2XzNPlC3B+z8sezzjW6E/ctUPY+N06HLk8rLKmOXivEw+6o08SXZ/QuyyQAVRFi3O2Lvb6XPRzaGkFrn+uiuGCpraysEpWXUAqoBfkKI4WcbUkabPEv76Y1STpBStpZStg4PDz/fJWs0mjLIyLex9Ugek/8+wMKtqXRtGME9XeqQnmejsET6k37NoljyaBeiQ3xYuCW1lBABsLvcvPrzDv43sBktawSfaK/i58XHw1piNhno0aQqC7ak8nSfRvz4wDVEh/iefXGWQOj+khIIpxLeQEWMd7hPpWaPH6Z2FxreqKLIiwuUkfy0OYMRNa9BBFVH9P9UJVz0C1cuvW3GqpK3/lff50tlbW1dDxyQUmYACCHmAR2BNCFElEcbiQLSPf2TgZgS46NRW2HJnuNT2zUaTQVzrKCYB77eyKoDJV10d/NEzwZUC1Y2xLoR/jzeswH1IvwZMmE1M+5sy5JdGWXO99eeY5gMgncHxyMlFNqdSAnVgr0J9bPgdLtpFt0cb9N5JCkMrgH3/A1/vAJ7f1VaStPB0Li/Ko3b7XlwFKqqhO4Seb8a3wo9XkUGVkOs+FClkK/dVdVAD6iq+viHK6+utner95bA022nVwmVJUgOAe2FEL6ora0EYB1QCIwCxnt+Hk/ePx/4WgjxDkqDqQeskVK6hBD5Qoj2wGpgJPDhv3onGs1VhMPlxulyYzQIpq1MOkWIKN78ZRe/P3ItM8e2IyO/mB2pedidbj4Y2oJjBXYiAy1lzu3vbeJIrg2z0cAtn67AIGD8rc2oFaayPZgMBs5mWy8To1nVC+n3gSr+ZC+A1M0wrZ9K0x5aSxnYT2Xbt1C9NaLdWJVPy+0Cozf4n1Lvw+R1SefA+reoLBvJaiHEXGAD4AQ2AhMAf2COEGIMStgM9PTfJoSYA2z39B8npTz+9eFeTrr/LqSiDe0azVVIns3B0VwbU1ckkZZn47GeDZi28mCZff28jLjd8Ox3W9l/rPBEe90IfyaObMXAVtHM25DMqWmyRnSoSVSwhaRjhbw5oBnX1AkjyNeMn3c5fExZAlXW3qx9yhW3xUiIaQcbz5I1YvXH0OzWkxqI5oxUmteWlPIF4IVTmotR2klZ/V8DXiujfR3QpNwXqNFoAJWn6tv1yaXqg4ztXJucIkepfrFVfKkR6kubWqFMW5VUSogA7E0v4Os1h6kX4c8HQ1rwxi87OZxlxcdsZEjbGEZ2qIlBwLX1K8jjySdYBRqCigOxZsPms7gH5x89g8VVcyo6sv0SIikpib59+7J169bKXopGc4Jcq4OXfypdZGpfRgHNo4PYlJxLnXB/Xrgxjlyrg51H87muQQSjp6wtc64FW1L5bHgr3li4g2f6NCLUkw8r1N8LL6OBKv7eZY4rdwwGJVhqdlLpU8qiWjwY9EfkuaCf0hWO0+nEZNK/Zs2F88u2o5wa3jRj9SEeTKjHKz9t560BzXho9kYOZ6mYjdrhfvh6lW0Q9/UykllQzCM9GnA014bTLakT7k8Vfy/MRgMOl5uUbCtBvmasdhdGgzijTeWiMRiVC//f75ysQliS61+6bJMo/tvowlaXGC6Xi7Fjx9K4cWN69OiB1WolMTGR9u3b06xZM26++Ways5WffckiV8eOHSM2NhaAKVOmMHDgQG688UZ69OhRWbeiuULItzlPHIf6eREXFciRHCvrD2bz2fBWvLZgxwkhArBwSyoDWsWUNRUjO8RiMRup4udF69gQOtapQtUgC2aj+igqdrhYfzCbB2du5M6p68izOsoM0j1nbHmq2NSZ8IuEMb9CtRYn2wKiYNB0FcWuOSe0ILnE2LNnD+PGjWPbtm0EBwfz7bffMnLkSN544w02b95M06ZNeemll/5xnpUrVzJ16lQWL178L6xacyWT0DCCKn5efDS0Be8Mas7A1tG8NziextUCsZiMrD+YTYC3iVEdY/n4tpb0bhpF+9qhDGgVzfGci0aDYFi7GnSsU4WtKbk8NW8LAqFqnpfA32Kmc70w1iVlYzEbCQ/wPq3PcXKK7GQXnqHeB6gSuN/dA18PVkGGZQkkoxHCG8KwufDwFnhwI9z9p0oJb7lysvNWNHrP4xKjVq1axMfHA9CqVSv27dtHTk4OXbp0AWDUqFHnlF+re/fuhIaG/mM/jeafqB7iw9TRbXn+h61sKFFLvU1sCO8PaUG9CH/eHNCMmWsO8+L8bfh5GxnatgZ3dIzl3i51SM+34WM2smRXBr3e+wu7y837Q+IJ83aBNUfZKgCkxF1cwIq92fxw/zVsPJTNgWOFxMeYSwmTPKuDXKuDJ77djMsteWdQ87KDE9dMhF0/q+Pv7lbCwi/s9H5w5nbNOaEFySWGt/dJY6PRaCQnJ+eMfU0mE263ypRqs9lKnfPzu7LSVGsqD39vM4u2JpUSIqByZ327IZl3B8dz34wNHPLUQM8ogP8u3MmQNjHc3aU2z3y3hQPH1DmTQXD/dXXoXi8QDq9S+eqGzlIZcrMPYPh6EP0GfYUMrUZUkAWD24nI2q8qFfpHIpvcwu5ML6atPMjKfWrL6sX523h/SIvT3YR9S9g3LEHacF6B6Cd7iRMUFERISAh//fUXnTt3Zvr06Se0k9jYWNavX0/btm2ZO3fuP8yk0VwYOVY7324ou9bOpsM51An3PyFEjmM2Cortdqoa8/n5zjiSiiwcK7BTP9KfAIsJX3chzLpNFYSbMQBueBdmDYXCDAyzb4O7lhFg8YeMA/BZR1U4ChCrP6P20J8JKpFjq4qfV9l1S5oOBLdDZeO95qGTmo+m3NGC5DJg6tSp3HPPPRQVFVG7dm0mT54MwGOPPcagQYOYPn063bp1q+RVaq5EnG43As5YYKpqkA/bUkp7PIUHeDNnWB3C987B5+t5YPYlrv29UDcBfH3A5QKbA26bA1/doup7fHm9GuxbBYbOUfmx3E5Y+fEJIQJAzkF88w/SP74xARYTBgG3X1MLi7kMLzG/KtDxgXJ6EpqzISq6BtSlSOvWreVxb6fj7Nixg0aNGlXSiq4s9LO8/EnPt7F87zG2peRxU3w1lu7K4H+/7cYgwGw0UOx0YzYK3ry1GUE+ZkZPPfn/9N2oejT/cyyGo4mlJ21/H3R9GqQLlo5XJWx3/qi2t44zehFEt1NxHm43/PYcrPyo1DTusUtI82uIxWzEz9uE1/nk3tJcFEKI9VLK1qe2a68tjUZTiuSsIm6bsBovo5G+zaPIszm5tn44XRuE89FtLZlxZzuqBVmYc3cHrqkbRtPoYOqEK5tcTKgP0e6U04UIwJrPVa4rnxBVttZVDKs+Ld1nweNQ6MnVajBAu3tU/+NEt8EQHENUsC8hft5aiFwi6K0tjeYqJc/qKFXPI9/mwO2WPPPdFp6/MY61B7PIszl4et4WAi0mvrqzHb9sPcqX+7NY8FBnnpi7mUCLmf/r24ivx7Zn0t8HSM8vxjftj7Iv6HapLLpGL3AWwS/PQscHVQ2Q9uNg9SdKS5l3l4rj8AmCwGpw3yo4vAZ8QyGsgUrbrrmk0BqJRnMVklVYzP9+201KjgokTMuz8fqCHVgdbrzNBnal5dM2NpS3ftkFQJ7NyWPfbOL6uEiO5Fpp+cpvrD6Qxb1d6xBoMRMZaOGRHvX5v76N8IlpXvZFhVDCwBICwgQ9X1cR5WN+VXXSR/8CGTvgxvdVCVxQ0ecBVSGuH8R2uiprfVwOaI1Eo7nKsDlczNuQwtQVSfyxI43PhrfiP7MT2ZNeQIDFzAPd6vHsd1toekMcWSUC/g5nWbE53MSE+pKaayMy0JtgXzMGjyHe22RUtUKimkFobcjaX/rCjW8FrwAVBGg0KkN7QRoU50Gn/8Dc0XBoJaRugaFfA9qF/XJBayQazVWGxWzklpbR9GgcSXK2lb4f/s2e9ALa1Q5lTKdapGQXkWd1YjglovzZGxrxy7aj7E7LV0GAQRZcRTnk2xzKE8uaozr6R8DoX6Hl7VCvh0o5ct3/QZ83T7rgCgM0GaCO10yAj1orISIM0PH+s9dE11xyaEGi0VyFWMwGXr+5aam28Tc3Jczfm6ggH9rVrkKu1UG1oJMJEz/7cx83xVdj4sjWJB0rZMJNEUT8OAK/4nQ4tkvFhRSkQ2Em2HJUmdvrX4S7lmJt9xC5IpBip4uiglxk8lpo0BtajlKT2z0p52/+HKrU08GDlxlakFxiLFq0iAYNGlC3bl3Gjx9f2cvRXIHk2xyk5dkYOmEVcDJGZMSkNaTmWqkb4c+9XWozY9VBXuzXGLNRnU/OtjJuxgZemL+NsABvClwm3M5iDF9cB192h9C6gFAFpL6986Rbr8mCQwrunLqWKcuT2H0kC8z+EBStbCIlObwaUhPVy1H87zwQzUWjBcklhMvlYty4cSxcuJDt27czc+ZMtm/f/s8DNZpzpMDmYGdqPkt2ZqjtrFqhrP+/6+nWMILkbKuncqEkJtSX5/rGsT+jgFl3dWBImxjiY4JpWTOEZ29oRHahnRf/SCev0/8pO4cwQLenYcFj6n37cRA/VMWB2Avx9zbxeM+GvP/HHlJsXhBeH76/T3ljCQPEtFULXDtRtflX1VrJZYT+TV0ETqeTnJwcgoODy6Xmx5o1a6hbty61a9cGYMiQIfzwww/ExcVd9NwaDYCvl4lQPy/8vI28fnNT6kX40++j5bzavwnXNYigR1wkgT7KPlEnwp/wgJrYHC4e6V6fvekFrEnK4uFZiYT5e/PVLWEEf9UfR93eGGPbY9i1ELZ/D/sWQ9/3lBtv1n5Y9hay2/NMWLaPDY+0QDht4HSqwERhgJs+hvAGkPi1EiQGI3j5K4O85rJAC5ILZNOmTTz00EPY7Xa8vLx4//33ad78DG6P50hKSgoxMSfrOERHR7N69eqLXapGA6haHw6XmxqhPiBCmbn6EG8s2umpgLiNOXd1INRTobDA5sDfYibQx4xBgNXhYsSkNbg8hdatdhcZDgt+1zzK9sgbiQ40E+bORHR6RBWK+na0umidBGhyC4bs/Xw+oA7G7++Go5uRdyyCITMgfYcSPD+Mg/6fQs1roEZ7XVDqMkNvbV0ATqeThx56iIKCAux2OwUFBTz00EO4XK6LmresdDVnqsWg0ZwPqblWnp63hZd/2s7RXBt5VgdTVyaRa1V5rLILHRQUu5BSkllQzLu/7yE930ZGfjHv/r4bKeH6RhFEBHhTL8Ifu8tNit2Xv0JuZmWqJMXhjwhvBO3vURrFca55CNZMQEzpg3HqDbDnVzD5IIxe4HLClrnw97sqjuTnR9T5Sb0h51AlPSnNhaA1kgsgJycHu710QR273U52djZhYRde1yA6OprDhw+feJ+cnEy1atUueD6NBiC3yMFLP25n0daj9IiL5HC2lTumrMXhklQLslBgd5JZaOfWz1bw7T0d8TEb+H1HGsv3HsMgoKDYxdjOdXimTyOMhelYKGZXcRWaBRbibTaQVmTG3+IFRekw7SYVwe4TAtZsmD0chs+D4nzYv1QlZbxjgTq/93fYOA28A1WOLYBJvcCeD0c3qwh2s0+lPjvNuaE1kgsgODgYL6/Sfu5eXl6EhIScYcS50aZNG/bs2cOBAwew2+3MmjWLfv36XdScGk2x03VC263i78WxAjsOl5s64X58N+4avrv3GoJ9zRQVOym0Ownx82Ly7W3YeTSf7an5TLq9DVWDLET7uqi+7TPCZveluSORgFk3YfrtOVqEC6r5C1WFMDsJ6nSDe1dC+3tVsOGeX9QWFyiBkpusbCO1u8Ktk5QQCWuoXqMXwYDJUKuLFiKXEVojuQBMJhPvv//+aTYS40UaB00mEx999BE9e/bE5XIxevRoGjduXE6r1lxp5NscmIwCH7MJp8tNsVOlfM8vdnIoswiTUVA92AeTUXB/t3oYDYIiu4u4qAA+GdaSZtHBRAZaCPeXfHtPR+wuN/Ui/Cmw2gky2LimThUOHCvk5Z+2MXlIfYxePnDt48gjG/GfMwDC6pPZ5VVe+TGZV/uHUqdmR7hjoUqF8kk7GPM71Oqq8mv99Q60uVMZ06f2hbFLILIx1OsJJstJw3pYQwiOBW8d1X45oQXJBdK8eXP++OMPsrOzCQkJuWghcpw+ffrQp0+fcplLc+VRYHNiMkJ2kYMRX67h5X6NaVEjmIOZRdw1fT2fDm/Ji/O3sTYpG4AgHzPvDY6nRqgPNUJ9cbgkQ75YxWfDWxHmr7Rqg0FQK8wPt5SYhCTQehjDt3cwbdAMcryqIgvSMX49AHq8DsHRiPxUtZiiTKqY7XwwuAVSACYzBFaHyb1VDq1lb6nsvb89DwMnQepm6PWG0lD8I9QcpwoMoxGMWohcbuitrYvAaDQSFhZWbkJEozkbh7OK6PX+Mg5kFLHxUA570wsYNXkNn/25nwGfreRQVhGLth4loWHkiTG5Vgd3TluHEILR19Tipvhq/PhAJxpFBZZKwW4wCExGA9gLMfgEQkgtjFP7UMV+hDBvNzhs8NXNKnVJaG14ZAdUa4nhzzcJN1uJCLBA4TH4vDPkHoZWd0DRMVj9KQz7BnzDIPEraHwz3PqlzuB7haE1Eo3mMsBqd7ElJZfkbCs3fvQ3n49oxfN943j5p+28/8ceAMZ0qkWNUF+e/HZzqbEut2TS8gM8d0McEYGWsqZXOIqVO+7XA+GWiapU7fYfYPVnMGiaKovrcqi0J1NugJs/g+CaJ+uFmLyg7d3KLtLlCXAWw/wHlZHdEggDp0FA5Jmvr7ls0RqJRnMZ4ONl5Np6YbwzqDlOt2Ty8iQaVw+kpHd48+gg1iRl4S6j6OnutAJsDvfZL+KyQeomtS01Z4QKLvz9BSjKBEeR8sZK3wlfDVCBhlP7qbYTiwxR7r/XPq6OA6oqYdOgN9TvBYFR5fIsNJceWpBoNJcJXiYDtcL86FC7CvddV4c7p6xDSmgWHQTAo99s4roGEfSPr37a2PqR/ljMBqUlpG1X21DHyTmkPKksQdB8EHR/BZw22PqtMpwPnAw7f4LgGOWyW+QZGxB1sm7IcXxCVM2R4/iGKnuI9sC6otGCRKO5DLA7XWw7kseQCavwNhtwuyUOt5vR18TyxcjWvDmgGS63pMjuxNertM3OaBCM6VQbb5xwJBG+6Ao/3K80jawDyjg+5QbIPghOh0pdcgIBBjPkp8H0/irAcOwSValw8HTwi/gXn4LmUkXbSDSaywSjQSAEdK4XRly1QBY+dC3rD2az62g+nepU4e8nu7EnLZ9vNyQD4GU00K1hOIPb1FDp4F2FkH1AaSW7F8LM25RhPC9FBQXaC5F7f0f8/iIYvZD1eiJ2/ghzRsLgr9T2lMuutJI7fgafKpTaW7Plqa0u34uLp9JcfmiN5BJi9OjRRERE0KRJkxNtL774ItWrVyc+Pp74+HgWLFhQiSvUlDfZhXZyrQ7sTqUFFNgc5FodOFyl7RleJiMNqwaw7InrGNgqBinBIKB97VB+257Gg7MSySyw0yw6mGVPXMc3d3dg4+Ot+PR6bzrX9MYrYytOpxNn/d4qpxXA4VUnhciQGWrLK6weePkjR3xPTvd3cPd4XRnKQ2tB1WYwoZty6fULB0OJj4/8NPjhPmVbyTrwbz0+zSWCFiSXELfffjuLFi06rf0///kPiYmJJCYm6hiTKwSXy01qrpUpKw5wJMdK4uFc0vKsHDhWyP6MAhZuSeVYfjE2x8ltJi+TkYgAC4E+ZgqKnfR4dxm3fbGa6asOsu5gNjd+9DdbUnKJDLTQplYoFiO4f3kG4w/3If9+lz1puRwqMKqIclMJ760qdcDsByGx4BeJ+z/bSXTXwWw0QL3uyHtXqi2vX56Fhr1Vlt7igpPjpYQVH8COHyHpLyVQirL+tWepqXy0ILkI8vLy2L17N3l5eeUy37XXXktoaOg/d9Rc1rhcbtLyitmekkvXBhHcMXkt21Jy+GHjEdYcyCI5u4gAi5lXft5O4uGcUsIElCvwR0v2Uux0cyirqNS5V3/eTmaBKgjlNHjjqp2A2L2I/JrdSSkUxJqzlTuul6/alhIGaDoA/CNBgJjUE+fR7TSPMGLJ3Yfhk7awYararhrwpap62OQW8PY/eVEhlKH+OF4BpRM3aq54tI3kAlmyZAnPPfccRqMRl8vFK6+8wnXXXVch1/roo4+YNm0arVu35n//+99F5/TSVC42p5t1B7Px8TJQNdBCm9hgujWKpMe7yyh2urm3Sx2SMgtZuPUoGw5ls/Cha0uNL7I72X6k7C8vu9MKcHnyankZJLIglcKH9+L/5yt07doTUZSuEiIOmQl+VcFsgaIM+P15pC0PcfdSvNwumN4fQ51u0Pc9RPI6MJpVwsUz0Xo0uN3Ko+vax0oLFs0Vj9ZILoC8vDyee+45bDYbhYWF2Gw2nnvuuXLTTEpy7733sm/fPhITE4mKiuLRRx8t92to/l38vE0kNAqnTrg/7/6+h2f6xGF3uZg+pi3eJgOf/rmPhVuPUjXQwow72+PvXfr7nq+XibhqgWXOXT/SH6PHAF4o/FgcNYb/W5BEUvxjpOQWq3Qlu3+BnT+DX6hy6xUCUtYj9v6G/GGcytibthUOrYAaHaD7y2cXIgB+YXDdU9D7TRU/ormqOGeNRAiRD5wa6pQLrAMelVLuL8+FXcocPXr0tLQoRqORo0ePEhhY9j/4hRIZeTISeOzYsfTt27dc59dUDk43vPTjdv7cncGRHCt3XFOTMH8LDaoGsDk5F4DrGoZjMZ3+Xc/Hy8iD3eqyen8mh7KsRAR4Y3e5ySly8NwNcVTxFKcyGATtaoXRsn5N/A127A4n9H5DufcW5aiyuNc8rITEyPkwpQ8i6W91kWot4IZ3VDbf4BrnfmMG/d30auR8fuvvAI8D1YFo4DHgC2AWMKn8l3bpUrVq1dOKWLlcLqpWLf9vYqmpqSeOv/vuu1IeXZpLm6zCYtLzbQDk2RzkWR1kF9pxudw4XW5euakxtcL8WJuUhRAGPlm6j83JuQT6mPAyGpi55jA/bU4lz1N8qiRhJis/3N2ShxLq8tu9zZh/Txu+u68jzaKDkFLFk/jYMvDf/S2hFOJlz8UvfT3iyEawhKhAwuZDYeVHkLFdxZSUDBr0DlT1ROaNhUMrVWS7RnMGzkeQ9JJSfi6lzJdS5kkpJwB9pJSzgfPetBdCBAsh5gohdgohdgghOgghQoUQvwkh9nh+hpTo/7QQYq8QYpcQomeJ9lZCiC2ecx+If6GkYGBgIK+88goWiwU/Pz8sFguvvPLKRWsjQ4cOpUOHDuzatYvo6Gi+/PJLnnjiCZo2bUqzZs1YsmQJ7777bjndhaYiySos5oX52xj2xWqO5FjZeDCb+ZuOcO2bS9idXsAfO9IwGQVP9GxAFT8vIgK8STycTdVAC9PHtGPCyFZ4mwws2JKK+5TKmfaCLMT6KRgPreC+DhH4r3mPqkW7qBdqxuzIJb+ggEKrA/KPIn55RqVx37cYMWOAEg5OK2ydC7OGQqvbla1k/gNwbA9ENoGgGDjwJ6z4UOXYWvyqyrGl0ZyB8zG2u4UQg4C5nvcDSpwrI7vPP/I+sEhKOUAI4QX4As8Af0gpxwshngKeAp4UQsQBQ4DGQDXgdyFEfSmlC/gUuAtYBSwAegELL2A958V1113HggULOHr0KFWrVi2XLa2ZM2ee1jZmzJiLnlfz75NV6ODXbWkUO92MmrSGa+uH8+XfKr7ii2X7GdCqOgeOFfHYN5sotLt46tvNfDKsFV4mA0iYn5jCV2PaUSPUl2DfU4qoGQ24vbyxfDdcbUGlbcMQdyMmgwP3by/j1fk/mL1DyPaKImTAZIR0gr0IbngXdv2sYkWqtYIxw1RwotkHqjaHXuMhoCpSGBBf3QJB0cpNeMgMMPlWxmPUXCacj0YyDBgBpHteI4DhQggf4P7zuagQIhC4FvgSQEppl1LmADcBUz3dpgL9Pcc3AbOklMVSygPAXqCtECIKCJRSrpSqBNy0EmMqnMDAQOrXr1/udhHN5U+NUF9mjG2Ht8nAnvSCE0Kke1wkN8VXw+pw8/XqgxTaXTyUUI/PRrTiw8V7eGR2IsVOFxazkS+W7ccly0i06BOMbDlKxX0kr0O2HIVI34lhck9MjXpjzN6P5dCfhHhLRGRjtT216EnIOwIdHoBZw+C7sSAA/yqw7w/o8his/QLMvohlb8HtCyDhBQipBX++Bb/+n9JsNJoyOGeNxGNMv/EMp/8+z+vWBjKAyUKI5sB64CEgUkqZ6rleqhDieCKf6iiN4zjJnjaH5/jUdo2mUvEyGWhYNYCecVWZv/nIifb/u6ERo6esJT4mmOdvbEzPxlXp0iAcKSWv3NSEg1mFxFULJDq0Pnanm6ig05MdOgoykYtfx5h3BBl3E2LtF6rGR1Q8MjgGseMn+HM8xN0MCc8j+32ImHojLHtTvQA6PQrJ62DJa3DD/2D6zScN691fAuEFSJh7Bxxcrsb4VVHp4TWaUzhnjUQIUVsI8aMQIkMIkS6E+EEIUfsCr2sCWgKfSilbAIWobawzXr6MNnmW9tMnEOIuIcQ6IcS6jAz9zUpTseRZHcxPPFJKiADcOXUdbw1oTmquDQH0bhpFkI8Xwb7exIT60ja2Cr5eJqoGWqgR6ktZJj+z2QtTbHucI3/GdcO7yISXICga2e05hNOhikhFt4brX4DdixD+kdD5kZMThDeEDvfCgWVQkKbcfbOToF4PaDESpAA/j3mypEZUlnak0XB+W1tfA3OAKJSd4hvg9E39cyMZSJZSrva8n4sSLGme7So8P9NL9I8pMT4aOOJpjy6j/TSklBOklK2llK3Dw3V1Nk3FciTXyjPfbUUI6NOkKu8PiT+xzfXZn/sY27k2w79cTVahvdQ4d4liIqdGtJ/A6A11rkcERuFyuaF+L2RANcSckcjiHGSjG6HvezBzCNRNAGsu/FXCSSNjJ6ydpOJDSgqq7q9AYDUI8GwE+IbCLROg4Q2q4mFrba/TlM35CBIhpZwupXR6Xl9xYUZ2pJRHgcNCiAaepgRgOzAfGOVpGwX84DmeDwwRQngLIWoB9YA1nm2wfCFEe4+31sgSYzSaf518q4OCYgcxIT5MHNmahQ925oUbG2O1O5k5th0NIgN4pk8jXl+wA18vE1KC1eGksNhBRr6Nb9YfJs9aTJ7VzlerDqp0JyW9tooLkMd2I2yZGFI34p21G+ETBMlr4cgGxNeDYMssmHaTEhiJX0P6NrAXqG2psUvAy09tfRVlKmO92WNIn3YjFKaXvl5wDbjlC2WI99dfwDRl8482EiHE8eRPSzyeVLNQAmQw8PNFXPsBYIbHY2s/cAdKsM0RQowBDgEDAaSU24QQc1DCxgmM83hsAdwLTAF8UN5aFe6xpdEAOF1uVefcQ0a+DbtTkmd1EORrokn1QIrsLo7mWbmmXjgOp5u593Zgx5E8XurXmBpVfHn/913c3aUuydlFxIb5USvMD6+iNITTxtKdx+gTFw5F+8ESDCZvyDmE8KsCuSkqgjxjJ5gsiKjmcOP78ONDiN9eUAtqebvKoyUl9HwdolqonFrDvlVCZMNUVU/kodmw6ClVyGrnAmg5UmX8PY6X37/6XDWXH+dibF9PaXvE3SXOSeCVC7mwlDIRaF3GqYQz9H8NeK2M9nXAFRGlZ7PZuPbaaykuLsbpdDJgwABeeuklsrKyGDx4MElJScTGxjJnzhydb6uSKSx2sulwDnUj/bGYjDjdbt7/fQ+Hs4t4uncjhBCMm7GRFjWCual5NYxC8OT3W/lseCsaVgtEuiVuKYkJ8QUkh7KKWL0/k7taBWL5qh8U5zL59l8wOZJgUi+lGQyfB0Yz0uVELB0PeckqJbzJW1U0rNZSJUs8Xv62VicVN5KfDrW6wle3wF1LVAp4rwBlE6neCtwOaH8fNBkANTuWFiIazTnwj1tbUspaUsranp+nvk4Y24UQ3St2qZcehw8fZsWKFRw+fLhc5vP29mbx4sVs2rSJxMREFi1axKpVqxg/fjwJCQns2bOHhIQExo8fXy7X01wYx/JtJGUW8sDMDRzJsZKcbUVKia/FxCPdG1DsdPPi/G2EBXjRq0lVwgMt/LgphUGtYzAI8DEZcbjc7EkvoH/L6nibjNSN8Kdd7SpsSS3EWScBirIwT7wO8WV3tS3V0JMaxysAYbIAbhVAuH2+MpiDqmCY8CJc6/Gs+v5ecNiUQDmyCUbNVxpJSE0IiVH2E78wVTI3rD7U7wk+wf/+A9Vc9pRnYpw3ynGuS5q8vDzuvvtuhgwZwjPPPMOQIUO4++67LzppoxACf3+VntvhcOBwOBBC8MMPPzBqlDIdjRo1iu+///5ib0FzgWQX2vl82QHybU4WPtSZqoEWPl6yh+wiJ2M71SLAYuLZ77ZwX9e6DGtXg+FfruaR2RtJaFSV6xtFYnO4Scu3UuyS/JB4hMwCOxkFxcxPPEKtMD8e//kQGW2eQNbuqgSIwwqNb1HZdYUAe76yZfR8A0YvUjaOQ6vAYILrnlX9o1vBsLkqGj3/qBImTfpDlbpKYzGaVXZeQ4kNCUugTv2uuWDKM418hacmuVR4/PHH2bx5Mw6Hg+JiVfth8+bNPP7443z++ecXNbfL5aJVq1bs3buXcePG0a5dO9LS0oiKigIgKiqK9PT0f5hFUxEUFjvYn1HAF3/tZ+qKJN4e2IwZqw+x+kAWWYUOXr25CfPWJ/PB0BaM/HI1GQV2ip1uujSIwGwU7E7Lx8to4FBWIW1iQ/hzdwYbD+VQI8SCUwIIpt7eCkvhfpW6/TgHlqoSt3Yr2AshuCZYApTx++vBYMsFpBIMS/8L3gHwYCKMWwu2bFWP/Z5lqgaJRlMBlKdGckEeXJcbhw4dYuvWrTgcpXMPORwOtm7detHbXEajkcTERJKTk1mzZg1bt269qPk05cOxgmIWbjlKRKA3L/aLw+5y8+CsRFYfyKJuhD8v3dSYUZPWMGl5Et5mI37eJoqdbm5rG0O/5tXw8TLy9LzN1Azz5dpqbqoU7GLSiOb4eglevdaHz/qGE+BtpE6gm5DZ/cBegLzmYWSLkara4MQE8A1W21D9P4XfX4Tv74HBM5QxfNlbSoiYfWHI1yqz7/f3wI6fYOBkEFrb0FQcOufzeZKcnIzZbC7znNlsLjd7SXBwMF27dmXRokVERkaeyAKcmppKRETEP4zWlBd5VgepuVayC+3UCPXFz8tE//jqhPt7Uyfcn5Y1ghneviZz1h0ms8DOrLva8+aiHexKU6Vol+05htMt2Z9ewHM3xiGs2fjPGYBhUk8iC/cwvX8Vwmb3xTS1N/7OLLKtLpy93kJe+7iqjd71KeQtE+HGD1Qt9Ixd4HZCp0cgc5/a6qpTwj+ldleIaAwd7lc2lIhGKs2Jtn1oKpDyFCRJ5TjXJUtMTMxp2shxHA4HMTExZZ47FzIyMsjJyQHAarXy+++/07BhQ/r168fUqSoF2dSpU7npppsu+Bqacyff6sDldmN3uHn7l11UD/Fhd3oB36w7TIifmbcHNuPJXg35fftR2sSGcnvHWCIDLRzMLOLeLrVJaBRBcraVkZPWEFctiGnLk1iwLR1H8+HgtBE0qy8+k7qBNRtH3d4IASG7v8FZ81poPQYhJQLPnnG1FsrGEV5fpXUXAm77BpLXw475yu5hNMOuBbDyQ+WZ9eBGaNBHx39oKpzzspEIIToCsSXHSSmneX7eUq4ru0SJiYmhSZMmJ2wkxzGbzTRp0uSiBElqaiqjRo3C5XLhdrsZNGgQffv2pUOHDgwaNIgvv/ySGjVq8M0335THrWjOQmGxkyKHk1X7s2gTG8rL/Zvw4MwNrE3K5p1B8bw/pAWjp6ylsNjJV3e247uNKVxTN4yn523hs+GtWHcom1EdYzGKbYzsGMvPW1JZtvcYmUVB3DRsMPLYDsTGr5RBPLYTpuufhe/HIfKP4F2cDy2GgdOuEimu+kRFlSc8BzPvgJR1MHQORDSELd+o7azBXyk34K8HwZa50P5eZVA3lq09azTliZDy3EwbQojpQB0gETgeDCillA9WzNIqjtatW8t169aVatuxYweNGjU6p/F5eXk8/vjjbN26FbPZjMPhoEmTJrz11ls6EzDn9ywvRdLzbOzPKCDb6mDS3wcodrqZfHsbNh7K5r+LdnIgoxAfs5FCu4tejavydJ+GeJkMjPhyNTaHmzl3d0BKyZqkLDrUroIEnvt+K+Ouq0uzcCPGrH0w4xZl+wCVqn3QNOV91aC3CjQsyoIDfykX3ak3qPdGL2V0r9oMbv4cFjyqStu6XbBuMuSnQNenVa6tkJqV+gw1VyZCiPVSytPi/85HkOwA4uS5DriEuVhBcpzDhw9z+PBhYmJiLkoTudK4nAXJsYJiXp6/jesbRdKmdijJWVYm/LWfo7lW3hkUj1tKHpi5kd1pBdSL8GfWXe0xCcEbv+zkrmvrYDDA3LWH2XuskDs71ebP3RnMWH2Qr8e255Mle3mnfx0MH7VWsR8tR0JwLCx+WdUEeWizSm3idsKAScoesm0ess1YxPT+aoEGk+pnzYZ9S6BuN9g8G1oMh8NroVFfpYloNBXAmQTJ+WxtbQWqAqn/1PFqQQuQK4eCYgd2h8Qo4MneDXFJeHhmIiaT4K7OtQkL8Oa2iasxGwRfjGrNHZPXsi+jgOV7j+HnZeLBhHoYhMBiFnywZB83Nosi3+agba1QEg/n0OPdZdzSojrCXgS3fA67FsE1D8Hh1R4toopKWxI/TNk8pt2kNJUR3yG+v/fkQt1O+OttZUwXgNkPal8H/lHQ5OaTebM0mn+R8zG2hwHbhRC/CCHmH39V1MI0mn+LgmIHKdlW8osdJGUWYXW42X00j1dvbsKDCfX4bmMKQz5fRUZ+Ma1qhmC1u/jP9fWQwMOzE6kd4UdhsROArUfyuaNjLEYhaFEjmCp+Xrx/c10GxlflWL5VCYfQukqD2PMLfHO7EiL1uivDeUCkysob0QhGfA9/vwcp69V21tDZKiPvuknK4J57GCb3gph2Kq5ECxFNJXE+GsmLFbUIjaaykFJS7HAT7GvGIAyMnbaO29rWoG+zKDIK7Dw0cyNv3NqM7CIH+TYnDyTUw9tkIDLQm7cGNCOz0I4BQaRXIVuTC/i/BYeZf/81mOy5FBdlUtMHfBa/wBud76XYFI6wZSGlRHgFqvxXXZ5SqUmEQRnPJyaATwjcNhs2TIPWd6hcWN1fURrLyB9hwxQleOxWFcFu9PqHu9RoKpbzqZD4Z0UuRKP5t8ksKKaw2InFbCTxUC6v/LydD4a24GiujY+X7mNzci6fDm+Fn7eJpMxC0vJsFNicBAZbOJpnpVn1YNLyrVQ15WOecxtNa3bhj7vvRtozEMvfx+voVsStE5EJz2PY/Qs+9Xogvx2DcNlh0HRkfgaieiv47Tno+V/lsttiBGycDl/2UIvcv1hpIl7+KgOwdMN1/6fiQpoPUltbxvJMUKHRnD/n/BcohGgPfAg0ArwAI1AopdRuSprLhqO5NrzNAqMwYHO4EKiUDD9uOkJytpVxMzbQqmYIP21OJcDbhL/FRGGxkz5Novj0z33cNnEVfz52HW634FB2IR1i/BCJUzAcWY/PkfXgLkLYC2HjdDX37kWIzL3QbAg4rIgjieAqhrUToUo9mD9OLaz9/SpqPeEF2Ps75HtMkW3vVp5armK1fVUSbVTXXCKcj43kI2AosAdV++NOT9tVi8PhICsr64wBiheCy+WiRYsW9O2rsr2++OKLVK9enfj4eOLj41mwYEG5XetqIyXbygs/bCU5y8re9AJe+3knxS7JJ0v28OwNjejZuCqpuTZ+2pyKr5eRz0e2Yn96AeH+3jSLCeLJXg15tk8jlTvR5WLWmsOsT7GSGNIbd5ux6iKrP1MaBSA7PIAwecHBFWAQsO07uHe5MqhHt0ZIF3R8ADo8oJImFhyFpa+fFCIAv78AxReXDFSjqWjOSyeWUu4VQhg9RaUmCyFWVNC6LmmOHTvGhx9+yG+//XairUePHtx///2EhYVd1Nzvv/8+jRo1KpVJ+D//+Q+PPfbYRc17tWO1u1iblMUzNzTijx3pFDtdLNiayuoDmbzavwlCQESA94n+3iYDvl5GXpq/nUd61KddrVDiY4JxuSUPz07kf4Oak1DHj6PZeXRvXB1R9wXY9TPkeSo9V6mDaDMaPmoDj+2FL6+HzL1QnKtsInNHK9vHPSuUJmLNVOPWTVI2ktG/wJoJSnP55VmVP0ujuUQ5H0FS5KlmmCiEeBPlBnzVlU47duwYt912G7m5ubhcJ2tqL1y4kBUrVvD1119fsDBJTk7m559/5tlnn+Wdd94pryVrgGKHiwCLiQ0Hs2gWHUSBzcngNjHMXnsYXy8jU1ceZPqqg/h7m2gTG8KQ5sE8O28L7wxuTmSgBYuzgFcWHuSvvZnUCffDKF30DTuK0WzBZPeCZR+cFCKg8mCtn6pK22bsVIkWZwyElR+rF0CPV5Xw2fmzqm5YlA39P4MqdZS9pOvTEByjtsV0rizNJcz5bG2N8PS/HygEYoBbK2JRlzIffvjhaUIE1JZUbm4uH3104bt9Dz/8MG+++SYGQ+lfy0cffUSzZs0YPXo02dnZFzz/1YqUklybg1phfrStVYXvN6bQICqAJ3rWByA1z0aQxUyAt4lv7+3AF7fWoHvKJ3x+Sw1CfLwQ1iws6z7l2Y4WokN8eOHGxjilEe+qcfimJ+K1fS5i7RfqWu3vg/jb1IWXvwdHNqgtK6MZOow7uaiqTaHpQPjzLTiyEdZPgSq11fGyt6E4XxWdajNWRbprNJcw5yxIpJQHUSFQUVLKl6SUj0gp91bc0i49HA4Hv/3222lC5Dgul4tff/31gmwmP/30ExEREbRq1apU+7333su+fftITEwkKiqKRx999ILWfrWSb7OTlFlISraVIB8zEnjo+noIwO6UPNGzAa/9tIOwAC/+eLQLdQJcGOcMx7B+MtUXjaGqxUHImv9h+OstwmbfyLTBtXhi7ma8jBKzPQd2/Aj1eyGrtUB2egTRejQ0G6y8r2p0gJi2ytuq8JhK9Q4q4eLRLbDiI2Uzie2stI+AKGh4A/R+Q5XWBV0vXXNZcM6CRAhxIyrP1iLP+/irLSAxPz//nPoVFBSc99zLly9n/vz5xMbGMmTIEBYvXszw4cOJjIzEaDRiMBgYO3Ysa9asOe+5rzbsTjcAOUV2lu89htloIKvQTsfxi9mbXoDJYODLv5O48aO/uT4ukmVPdGH1/iyGf7ma9ckF2Ds9AQYjImUdhv/VxeDRNlwtR+PExJhOsfgYXAijCW79EukfCUNmIepcp1K3B8UogdD9ZSVEgqKV0dxlh15vKPuHJRjWTlApT4Z8Df4RqvBUjXYQEquEjUZzmXA+W1svAm2BHAApZSIqE/BVQ0BAwD93ghPlcs+H//73vyQnJ5OUlMSsWbPo1q0bX3311Yk6JADfffcdTZo0Oe+5rybS82ws33uMgmIHAoit4o/bLcm1Oih2urlr2noemLmRL/7aj83hxulyk2dz8fD19XiqdyOqh1ehoGpbXANU2n6cqgKmu81YZPv72Jdnon8NG75H14B/VSVwMnaoSoQFaSoHVsYumDUMpvaFeWPBlgM3fgj9PlTlc5f9D27/CYbMhL/eKS00TBYtRDSXHedjbHdKKXPFVfxHbjab6d69O4sWLSpze8toNNKjR48zFr66EJ544gkSExMRQhAbG3vRpXyvJJwuN24p8TKp6n95Vgd3TFnL9tQ8PhjSgqbVg7ht4mpsDheLH+2CzdmIV37awd97j2E2Cubc3Z4QHzPCYMBshLY1g3BZcwk0upH7S8ffiiMbMOGmdTUzYs4TkPQn3LlE2S++uwdhL4B7V0LqJpg1VAUORsaDyUdl7t35k4pAXzsR6vUAvwhY9SnE9VNR7RrNZcx5JW0UQtwGGIUQ9YAHgavO/feBBx5g5cqVpxncjUYjQUFB3H///Rd9ja5du9K1a1cApk+fftHzXYkUO1wUu9wczbURW8UXL5ORYoeLR3vUZ+y09cxcc4gZ0k1WoZ3hbWMwCMGRbOuJ8S63JCO/mEAfMxYDBMs8DE432NMRf3+B2DBNdYztDIdWIOr3hPwjiLl3wKDpkJcKhWnw08MwaCpgVBl8o5qrrSm/MBg4DZCw/AOV7sTsq157foVlb0LCi8oIr+0gmsuc8/kq9ADQGCgGvgZygYcqYlGXMmFhYXz99df07t0bLy+vE6/evXtflOuv5txxuFzsSS+g65tLKHa4OZJr40iOlaETVxMZ4M3bA5pxX9e6PJTQgMGto7k/oR5TVyTx5fIk/L1NDGodjVvC2GnrOZxlxSTtyJSNsOhphG+YSjsC0GEccsCXMOonaD5UeVYd2wNTb4Qj62HmEEjdCIWZKuDwvSaQlwK3L1TCJjBKCYp9f6go9Dv/gLuWKPvI/iXKdcU3pBKfpEZTPpxPPZLWwLOUrpAopZTNKmZpFUd51SNxOBwUFBTg7+9frttZlzsVXY8k1+pg7NS13NIqGrcb2tYK4dE5m0hoGEHf5tVwuCS3fLIcoyflu8kgcLkl9361gWlj2hLia2bxznQm/nWAefe0Y/LyJO5r4YXP7CEwcDIUpoPTCvYi3DU7IdwuhEEgrTmI1Z/Cxq9OLuaGd5QmMv8BleL9po9VeVvf0JN98o6ALU+lRBGoGBMvPwiqXmHPSKOpCMqjsNUu4DFUXRL38XaPW/BlRXkJEk3Z/BvP8miujSkrDvDZn/vpWKcK/3dDI6oG+TDwsxXcd11dtqbkMnl5EgYBbgl3XBPLo93rszstnz3pBbSqGUqMjx3Dwb/Z5d2E2PAA/Nz5KheWLQ9ZrTli/kPg7Y8cMAmx5RuIu1mVuf1mlFqE0Qyjf1WVClM2QL+PVNS6f8TpC5bypBG95LFGcxlxJkFyPltbGVLKH6WUB6SUB4+/ynGNGs05YzRA42pBhPl7sTstn/u/3sh9X63n9ZubsjU5lwcT6hEfE4zb8z3JYjLy46Yj3PLpSvy9zZicRZh3fod57gjiNjyPn8ULsehpmHsHuO0Ipx152yzs/SfA8vfh2G4lRL4drYRAZGNVb/3rgSpzb1Q8IJXXVVmUFBxaiGiuMM7H2P6CEGIi8AfKTgKAlHJeua9KozkFt1tSaHdSaHPibTbicks61Qvj+/uuIT2/mHFfb0ACc9cf5tGeDVi6M51NyTknxs9YfZCZd7XnpX6NiY8JwstooLhmN3yCYjDs+FFl3HVYVQxIvZ5Igxmb24zRywTt7oVt81SerK7PgH+kqgfy23MqvYl0qfxY8x9QnlkNbjg9U69GcwVzPhrJHUA80Au40fPqWwFr0mhK4XZLkjILue7tpaw6kMWe9Hx2Hs0n4X9/cjTPxozVB/lqTDue7NWQPk2rgYTH5m7GIASfDGvJXZ1rk2dzcvf09fSLr0aQjxcGtwOvvAMw4jt1EYfHo+v2n5FOG2JCFyyuPMxrPgOjGdnwBqjRUQUQxrRVGXkb3wJjlwICWt2uDOqhtUGc23axRnOlcD4aSXMpZdMKW8llSEpKChkZGYSHh1O9evkYTnNycrjzzjvZunUrQggmTZpEgwYNGDx4MElJScTGxjJnzhxCQq4ebx+bw8XutHwyC+08+s0mbmlZne82pOB0S3an5ZPQKIJ1B7N48tstPNCtLo2iAnhrQDOEENQK86N5dBBGg6BH40hemr+N3WkFzBzbDkNkI1jweOmL/fIsossTMGgaYu1EWPUJJP0NN32ktrGO7VFFpqo2USVunXZI364E0UOboLgQvLQ2orm6OB+NZJUQIq7CVnIZsX37doYPH86gQYN4+OGHGTRoEMOHD2f79u0XPfdDDz1Er1692LlzJ5s2baJRo0aMHz+ehIQE9uzZQ0JCAuPHjy+Hu7g8KHa6cElJu1pV+GBIC1xuyTfrknG6JS/cGEdano2IAG8aVA3EYjbw4eK9DPp8FZuSc9mSnIO3yYDFbKB7XAR1wv15qndD7u5SGwvFiA3TVa6soBhVHz0oBnb+qLar/COh3d0Q3gAO/g0fxCshEtsJqrdUAYfbvoeN0yC6DdTpBvYi5YmlbSCaq4zzESSdUCnkdwkhNgshtgghNlfUwi5Vtm/fzl133cXOnTspLi6moKCA4uJidu7cyV133XVRwiQvL49ly5YxZswYALy8vAgODuaHH35g1CjlKTRq1Ci+//778riVS55ip4vNybmsPZDF2gOZBFhKK9BRQRb8vIzUCvNn+Z4Mpt7RFoBDWUVMXZHEiA6xRIf4EOrnTZ0IfwJ9zFQx2ehX3wdvLy9ocgs0uRU58geIiIPB06HJrVCrM0zsBtt+gFsnnbygEHDLRBXNfmiVEjJ/vgErPgSzRQsRzVXL+QiSXkA9oAcn7SM3VsSiLmVef/11bDZbmedsNhv//e9/L3ju/fv3Ex4ezh133EGLFi248847KSwsJC0tjaioKACioqJIT0+/4GtcTjickuV7Mqji742/j5k7p67DZBB8Oqwl9SL9Gff1RmLD/DmUdozBbWL4fmMK/+kSTXSIDwC/bTuKsOWQX2RjxqqDuAozEambETMGQlEm0u2G7q+qZIoTE5SNo+lAmD0cvAOhTleYe/vJBUkJ394JCJXePbyB8ti69nFd9lZzVXNeaeTLelXk4i41UlJSOHDgwFn77N+/n5SUlAua3+l0smHDBu699142btyIn5/fVbWNdSpeJsEtraLZm16Aj9lIn6ZVmX9/J7YdyePTYS2JiwogPsJIk4LlWAqP0KOuL3cFr+WXMfWoG+5HfJhELB2Pf/4+BjcJQP7yLMYqscj+n8LRzYi/3kZ6+yO+GaVyXiWtUHmyrNkqrfumWSe3s+5fe3Kba9fPSqj4hUHLkeBXpbIflUZTqZxXqd2rnYyMDMxmM8XFxWfsYzabycjIuCDje3R0NNHR0bRr1w6AAQMGMH78eCIjI0lNTSUqKorU1FQiIsoIeLsC8TIZKbK7ePSbTfiYjUwf05apK5KYve4wS3en89WYdvg48zCum4R/7ot0iu2Keets3FFxfDE8HltBDgZHAYZJPalSpQ7kJiN7vIJw2WHPHxA/HHF0C3LE94hDq1SMiJQQ0x6S/oIuT4K3P9TvpSoWDp0NW7+FiMYgnWqR5jPEjWg0VxE67eh5EB4e/o9FqxwOB+Hh4Rc0f9WqVYmJiWHXrl0A/PHHH8TFxdGvXz+mTlVpzadOncpNN910QfNfjgT7mHm0R32sDhcDPlvJ7HWHCfXz4uV+TXC53RQZAuC22WAvwLxtDq4bPmDSgRC2Hy2kWlQ1DH3eApM3pG5C3jYHtsyFmYOh+WBw2+HgcoQwQs1rIKim2qoa8hUkvKBsH82HqUj1oixlG2k+RGkmJVOgaDRXOVojOQ+qV69OrVq12Llz5xn71K5d+6JcgT/88EOGDRuG3W6ndu3aTJ48GbfbzaBBg/jyyy+pUaMG33zzzQXPfzmRU2Rn3oZkhratwTfrkjmUVQTAuOvq8PuONBwuyWPXRlC88kt8jF4w/HuMQdW53eXE6BuCsOeA0wlDZ8Ff/0O4nci9v6pcV/PGQqN+ytvqy+4w7Bu48zc4tBKm9Yfh30KXJ1TJ29yjqjSu2UcVqdJoNKXQguQ8eeaZZ7jrrrvKNLhbLBaefvrpi5o/Pj6eU/OAgdJOrnTybQ4CLCr5pZQSl1vSI64q7/66+4QQAXj7l91MHd0WP28jJuHEUK8rsu0oyD6I+Kg1xuueRTQdoIpIzboNqtSFG9+HjTMR/T+Db8eorauQmrBrAeQchMm9oNVo+PsddZGMXVCzo9JmAqrqVO8azVmo1K0tIYRRCLFRCPGT532oEOI3IcQez8+QEn2fFkLs9bgf9yzR3srjirxXCPGBqODKW3FxcUyYMIFGjRrh7e2Nv78/3t7eNGrUiAkTJhAXp0NtLoSM/GLeWLSLjPxipJQcziril21HcUmY5dnO+uORLjzeswFWh4vxC3cQGWhBSglrv4TUzSoupDgPsehJVQNk1m2QvkPV/8hNgeYDlXuuj+fPasHjUKsLtB6jtq7+elvFhwyeAdGtVVJGS5AWIhrNP1DZGslDwA4g0PP+KeAPKeV4IcRTnvdPegIhh6DqoVQDfhdC1JdSuoBPgbuAVcAClJvywopcdFxcHNOnT6+QyParkTybgzcW7WDu+hR2pObyev9mDJ+0moz8YmaNbc+MMW0J8vHCyyS4Kb4aVQO96VgnjBAfM4a0FMSWObD9e+SI7xDF+ZCTBO3GKoN41n4Y9bPSPnIOwcqPYcd8FXAYWB0OLofIEsLf6KVsICafSnseGs3lRqVpJEKIaOAGYGKJ5psAT7FspgL9S7TPklIWSykPAHuBtkKIKCBQSrlSqnz400qMqXCqV69OfHy8FiLnSb7Nzu6j+eTblOOC2SB4pHsDGlYNoLDYRbgxn2e7RXFLi+o0rmqhXXUvMnOySfjfMt7/ZSv96nkTbCrG6LIiAqshh8wElx0x/wHo+Tr0Gg9fJEB4Ixj2LTht8HEb8A5QhvOAqspuMmQmVG2mNBNhgGotVUzJl9dD1j5wu//hTjQaDVTu1tZ7wBOUqG0CREopUwE8P4/7uVYHDpfol+xpq+45PrX9NIQQdwkh1gkh1mVkZJTLDWjOn6O5VnakFhDka2bZ7gyyC4tJzrbiZTLwxq3NmHZLVUK/SuD6wp95o28tfLN2IN5pRHvzXu7pGMULPWMxf9gMy56f4MBf8G4cRLdCthgJN38Gaz6H3MNQmAE/PgCbZsJXt6itq72/q3iREd9DYDXw8lVbWaC2s0Z+rwINXU6VIl5qQaLRnAuVIkiEEH2BdCnl+nMdUkabPEv76Y1STpBStpZStr5Q91zNxZGaY2X9wWzcUnLvV+tpFh1MZqGdQ5mFpObamPDnbkz2XLDm4P/3axjn34tx6g1gL8CZtoMOsQFsT7OSm/AmYvMc+Psd5dK7+zdEw97KLrL8PUheDwOmqJiQxBlKy+j9FvgEw+Q+qlTunFFKU2nYF/6zTdlKLEFw3TNw30oIawDGyt751WguDyrrP+UaoJ8Qog9gAQKFEF8BaUKIKCllqmfb6ngukGQgpsT4aOCIpz26jHbNJYgbSb3IAN5ctJMNh3K4ffJabm5RnchAbxbvyuDnrRm0iK7LHbcvwPjl9Rh2/QyAvP5FvBr1ob1fFXC5cPs3hbodVbBgXipien8IrglDZkD2AZUvy5Zd+uLeAarkba/xsOgppbF8fx/c+oXSTo7jGwroGBGN5nyoFI1ESvm0lDJaShmLMqIvllIOB+YDnjqmjAJ+8BzPB4YIIbyFELVQOb/WeLa/8oUQ7T3eWiNLjLnqSEpK4uuvv/7HfkeOHGHAgAH/wopKUy3IhwCLkad6N6RdrVD2ZRTw9q+7eO6HrYzpVIvXb27CzS2qUVBUOnOAqFIPQ2oi4pP2CFsWxoBwWDsBZg1FBESqCPTwBuBfFUbMV/XWZw1Tg+v3UvaPH+5VNdObDYKhM8ESDN1f0infNZpy4FKLbB8PdBdC7AG6e94jpdwGzAG2A4uAcR6PLYB7UQb7vcA+Kthj61LmXAVJtWrVmDt3brlc0+Vy/XMnD0IILCYjAN3jIk+0e5uMWMxGOsYGEZS/h6DZN4HbibvxrWD2BSTs/kVpFJP7wC/PwurP4dhepC0PGT8M+rwFPz8CBiP4hqngwb7vw60TYcjXygsroCqYfCG2Mzy8RW9faTTlRKULEinlUillX89xppQyQUpZz/Mzq0S/16SUdaSUDaSUC0u0r5NSNvGcu9/jvXVZMm3aNJo1a0bz5s0ZMWIEBw8eJCEhgWbNmpGQkMChQ4cAuP3223nwwQfp2LEjtWvXPiEUnnrqKf766y/i4+N59913SUpKonPnzrRs2ZKWLVuyYsUKQAmcJk2aADBlyhRuueUWevXqRb169XjiiSdOrOfXX3+lQ4cOtGzZkoEDB1JQUABAbGwsL7/8Mp06dTqvKPuswmIyCuxsTs7l9QU7EAKqBVnItToYOWkNZi8vhG8Y+IXj7vEaa5u+gH3kz/DTIyrKvMkAKEiD7d+r2I7bfwSfUDi4Aj5sCd2eA58gJSAe3KjSxHsHQK1r4ZEdENUczN5qrCVQCxGNppzQ/0mXCNu2beO1115j+fLlhIWFkZWVxahRoxg5ciSjRo1i0qRJPPjggydqkaSmpvL333+zc+dO+vXrdyLB49tvv81PP/0EQFFREb/99hsWi4U9e/YwdOjQMqPmExMT2bhxI97e3jRo0IAHHngAHx8fXn31VX7//Xf8/Px44403eOedd3j++ecBFcX/999/n9c9Wh1uUnOsbDiUgwQ+uq0lLWKCeXh2IttScvF2F1HsXxXLXX8ipJuGxiCEKxDGrYajW5RQOI7BDE47oiAd3A6VDv6XZ5TNwycEfEtk5NUBhRpNhaIFySXC4sWLGTBgAGFhYQCEhoaycuVK5s2bB8CIESNKaQv9+/fHYDAQFxdHWlpamXM6HA7uv/9+EhMTMRqN7N69u8x+CQkJBAWpehpxcXEcPHiQnJwctm/fzjXXXAOA3W6nQ4cOJ8YMHjz4vO8x1M9MrTA/bm5RjaFtY0jOLAIp+e8tTQkzWQnc/zOiTjewBMDaKQQ1G6yy7uYfValM1k9WdUIiG6ucWLOHwx0LIa6/CiRsMUwHEmo0lYAWJJcIUkr+KbtLyfPe3t6lxpbFu+++S2RkJJs2bcLtdmOxlJ3yvORcRqMRp9OJlJLu3bszc+bMMsf4+Z3/t3wfs4nwAPD1NjJvfTL1glyEWHMI8K+Ov8mIiGoOhekq5cnqT6B2V2UjKUiHkFglRIbMUMbztV/C0U1gMKl8WCZvndJdo6kkKt1GolEkJCQwZ84cMjMzAcjKyqJjx47MmjULgBkzZtCpU6ezzhEQEEB+fv6J97m5uURFRWEwGJg+ffp5Gcbbt2/P8uXL2bt3L6C2yc6k0ZwPDpdk3oYj1PF30PnoNHwmXoMxZZUShr8+B1/dCg16Qr9PILKpcscNra3sHHf/CcveVgGG8bfByB/B7KeEiEajqTS0RnKJ0LhxY5599lm6dOmC0WikRYsWfPDBB4wePZq33nqL8PBwJk+efNY5mjVrhslkonnz5tx+++3cd9993HrrrXzzzTdcd91156VFhIeHM2XKFIYOHXqikNerr75K/fr1L+o+/bxNXNcwnOrmQozGOHC78P1mCATVUDEgYfWVAX3rd1C/uwoaTN8OX92svLFMFjB6q4SMYfVUmhPCLmpNGo3m4hCXsZPTBdO6dWt5qtF5x44dNGrUqJJWdGVR5rOUUmXeBdzWXMTaCQgpkUYz4vcXVR/fKjB2CVhzwZ6nYkHu/hNSN8M3I5WGMnwuFGXDpJ5qvtG/qPgQg1auNZqKRgixXkrZ+tR2rZFoKp7cZKVZhNQGgwGDdEPczVCYgVj8ysl+thzksV2IpOWw4n1oOUrZRep0g2HzlJHdP1JpJqN/UYKkSl0tRDSaSkb/B2oqltxkmN5fVSHM2q+SJ85/AGw58Pe7Ko17WD3o/BhIN2LmEKiboHJf1bxGbWN5+0OtzhDgCWI0GNWYKnXVsUajqVS0INFULFLC7T9DeEOYM1zZOxKeU5HnXZ+C9uOg/6dgCULe+D7U64X0CYZ6veC7uyE/Rc1jNJee12DUQkSjuUTQW1uaisNZDHkpMGekSlPiGwaHVkHmXoi9VqVpb3gD0ssPsfJDRPxw5PUvIP3CES1ugxptVRyJRqO5pNEaiabisBepQMKCNGXrcNnAZIbCTKVh+ATD/qUIlwOGfwf5RxCWQAy+oSqle/VWJ8viajSaSxYtSDQVh2+I2rrq/KiqCfL1ENj/p6qHnrUPPukAQdHgcql8Wt1fgYCoyl61RqM5T7QguYQwGo3Ex8fTpEkTBg4cSFFREQD+/v5nHZeTk8Mnn3zybyzxzEi3qix4/LgoU9lH7AUQGAP2fGVg3zBVGdlnDYPifLX1lboRklfD2olgzanMu9BoNBeAFiSXED4+PiQmJrJ161a8vLz47LPPzmncxQgSp8uNu0QskdPtxuk6zxKz0g0OK+QcVCVqncWqeFRBGhz4E35+GDbNUUZ3Lz/Yv0QJmLZjoW73k3aQP9/QwkSjuQzRguQCWbhwIX379qVNmzb07duXhQvLtwxK586dT6QnOU5BQQEJCQm0bNmSpk2b8sMPqobXU089xb59+4iPj+fxxx8H4K233qJNmzY0a9aMF154ocxrOF1ujuTYsNpduKXE5XaTU+Qgu8iO033uwsQtBVIYwVEEx3ZD4TGo2gwwKNuIyVuleC/KAneJNC32Qsg9pIpS9XhNCZl63XW2Xo3mMkN7bV0ACxcu5LXXXsNmswFw9OhRXnvtNQB69+590fM7nU4WLlxIr169SrVbLBa+++47AgMDOXbsGO3bt6dfv36MHz+erVu3kpiYCKg6Inv27GHNmjVIKenXrx/Lli3j2muvPTGXyy3JKCgmx2on1+agVpgfNoeLIzlWQBWbCrCIsyeSlG6QbiRGnJgwB1RFePnDoUxkkxEIn2Co3xMe2QX5qTBziApMbHwz7F8KiV+Dl78qNBV/G8T1UzaSU119NRrNJY3WSC6Ajz/++IQQOY7NZuPjjz++qHmtVivx8fG0bt2aGjVqMGbMmFLnpZQ888wzNGvWjOuvv56UlJQyU8j/+uuv/Prrr7Ro0YKWLVuyc+dO9uzZU6qP0SAI8/cmyMeMlJL9GQVY7S5MBgPBPmZ8vYz/LEQcVsjaj1E6MUs7wuwLOYfAEohY8l/lneUdoIzuviHKsN7lSbjxAxj9K/iFQZ0EpYH4hkJwDS1ENJrLEK2RXABnqv9xpvZz5biN5EzMmDGDjIwM1q9fj9lsJjY29jSBBkrgPP3009x9991nnMstJQ6Xm6pBFpwuiZ+3CYvZQBV/L7yNBozGf/iOId0qHkS6kVn7lRDIOqC8s4qykNc9hTCU+PMKiILbF6h0JpZApYk8sFEFFeqtLI3mskZrJBdAZGTkebWXF7m5uURERGA2m1myZAkHDx4ETk8f37NnTyZNmnSiNG5KSgrp6eml5nI43ezPKGRfRiHVgi2YjIJDWUUcybHhhlIG+LIREFJLHTmKEBk7lRARBvALQxjMpSsaAvhVORkXckKgaCGi0VzuaEFyAYwbN+60IlEWi4Vx48ZV6HWHDRvGunXraN26NTNmzKBhw4YAVKlShWuuuYYmTZrw+OOP06NHD2677TY6dOhA06ZNGTBgQClBA2AwCAJ9zDhdbvZmFHIkx4pAEObvRVqeDZvddbJgltulXHmPH4PSJLz9IbB66UWG1FJlcL3P7rKs0WiuHHQaeQ/nm0Z+4cKFfPzxx6SlpREZGcm4cePKxdD+byGlxOWW7MsopNiphENUkAWDEBwrsFM73A+z0QBuJ9hyVQEpo1nFh1iClCeW0w6Ze5QmchyzLzvSHTRq3KSS7kyj0VQUOo18OdO7d+/LSnCciltK8m3OE0IEIKPATp0wPwJ9zEqIAEjAlge5KWqryparyt8Kw0khIgwqFqQgXbkAF+aCNVunN9ForhL01tZVitMlOZxdhEBQs4ofIb5eOF1uDmYVYSjprGU0KUO6ECoyPaCqR5AIJSiEQVU19K+qSuIi1LaW0N9RNJqrBf3ffpXgdkuEACEELrfEZBRUD/bB22TA18uEn5cRo0FQxc8LQ0m3X7dTBRi6XarMbUE6WILV1pZ/hHLhNZiVYPHyU8WncnaDJeCMa9FoNFcWWpBcBbjdkiK7E5PRgNloIN/mwMfLSJCPGYMQGAwCA4KIQG+M4pQgRIkSJlXqqBoiuSnK9RcJhlP+fAxGwKi0FI1Gc9Wg/+OvQNxS4nS5cXnSnEgkJqMBu9NNWp6NQ1lFWO2uE0LkOCaD4fQgRKNJbVuZ/ZTgCKwOZosWFhqN5gRaI7nCcEuJ1e7iwLFCqof4EGgx43JLDhwrxM/bRJCPihwPsJhLCZGzYjSVfazRaDRojeSS4ujRowwZMoQ6deoQFxdHnz59mDBhAn379i2z/5133sn27dtLtbndkmMFxbil5HBWERn5xezLKMThcpNvdeBlNFBkd+JwubkaXb81Gk35o79eXiJIKbn55psZNWoUs2bNAiAxMZEff/zxjGMmTpx4WpvJaKB6sA9uCfk2B+n5KoWKUQhqhfvhZRJ4m4w4XG68jAbOlk5Lo9FozgWtkVwADoeDBx54gAceeICioqITxw6H44LnXLJkCWazmXvuuedEW3x8PJ07d6agoIABAwbQsGFDhg0bdkKT6Nq1K8cDK/39/Xn00Udp2bIlPXt0x+woHcke7OeFl9GA0WAgKsiCr5fp3Le2NBqN5ixoQXIBPPLII2zYsIENGzbQp0+fE8ePPPLIBc+5detWWrVqVea5jRs38t5777F9+3b279/P8uXLT+tTWFhIy5Yt2bBhA506d+bJZ54vdT6zoJj8YicutxuT0YBRCxGNRlNOaEFyERQXF1NQUEBxcXGFXqdt27ZER0djMBiIj48nKSnptD4Gg4HBgwfjdLvp2udW1q9ZiVEI6oT7E2BRBvbkrCLOt/ihRqPR/BNakFwAb7zxBmZz6boZZrOZN99884LnbNy4MevXry/znLe394ljo9GI0+k84zwmg4GoYAsGg4HaEf74ehmJCfEhwGImJtSXf8oOr9FoNOeL/li5AJ588snT7CEOh4Mnnnjigufs1q0bxcXFfPHFFyfa1q5dy59//nlO491uN3PnzgVg7pzZdOvSGYtJxYWYjAaPMDFhNOhfuUajKV+019ZF4O3tjdlsvigj+3GEEHz33Xc8/PDDjB8/HovFQmxsLP379z+n8X5+fmzbto1WrVoRFBTE7NmzSwUXmrQqotFoKgidRt7D+aSRdzgcJwzrb7zxBk8++SQA77zzzmlbXv8W/v7+JwpZVTbnm5Jfo9FcHug08uWI2Wzmww8/PPG+5LFGo9Fcbej9jiuES0Ub0Wg0Vx+VIkiEEDFCiCVCiB1CiG1CiIc87aFCiN+EEHs8P0NKjHlaCLFXCLFLCNGzRHsrIcQWz7kPxGlZB8+dq3Gbr7zRz1CjufqoLI3ECTwqpWwEtAfGCSHigKeAP6SU9YA/PO/xnBsCNAZ6AZ8IIYyeuT4F7gLqeV69LmRBFouFzMxM/UF4EUgpyczMPK2evUajubKpFBuJlDIVSPUc5wshdgDVgZuArp5uU4GlwJOe9llSymLggBBiL9BWCJEEBEopVwIIIaYB/YGF57um6OhokpOTycjIuPAb02CxWIiOjq7sZWg0mn+RSje2CyFigRbAaiDSI2SQUqYKISI83aoDq0oMS/a0OTzHp7aXdZ27UJoLNWrUOO282WymVq1aF3MrGo1Gc1VSqcZ2IYQ/8C3wsJQy72xdy2iTZ2k/vVHKCVLK1lLK1uHh4ee/WI1Go9GUSaUJEiGEGSVEZkgp53ma04QQUZ7zUUC6pz0ZiCkxPBo44mmPLqNdo9FoNP8SleW1JYAvgR1SyndKnJoPjPIcjwJ+KNE+RAjhLYSohTKqr/Fsg+ULIdp75hxZYkylYnO4Sr232s+cH0uj0WguZypLI7kGGAF0E0Ikel59gPFAdyHEHqC75z1Sym3AHGA7sAgYJ6U8/kl9LzAR2Avs4wIM7eVNZkExU1ckkVWosgLnWR38uDmV1BxrJa9Mo9Foyh+dIqWcyS6y88Q3m/ltRxo9GkfyzsB4Zq09xKs/76BGqC9z7+lARKB2j9VoNJcfOkXKv4TJIOjeOJLfdqTx67Y0Eg4vJS1PaSata4bo5IkajeaKQ3+qlTMBFjO9m1Tltf5NAE4Ikb7Novi/vnGE+nlV5vI0Go2m3NGCpAKQEgqKSxvXi+wuzuCZrNFoNJc1WpCUM7lWB3PWHea/C3cCUCvMD4DFO9N5at6WEwZ4jUajuVLQgqSccbslW1NyAbilRXXm338Nbw5oBsCBjEKcbq2VaDSaKwttbC9nQvy8eP7GxrSrXYWejauesJkEWEy0rBFCRID22NJoNFcWWpBUAKF+XtzasjpeJpWgOMBiplvDCLxNxn8YqdFoNJcfemurgvA6RWhoIaLRaK5UtCA5B1xuSfEpKU+Kna4z9NZoNJqrCy1I/gGXW5J0rJDNybkn8mel59v4cdMRcq32Sl6dRqPRVD5akPwDBzMLueXTFQybuJrNyblkFhRzx+S1PPbNZmavPayFiUajuerRxvZ/wN/bRFSQhZ1H8xk2cRVh/t6k5towGwVNqwfhpVOeaDSaqxz9KfgPRARamDa6LXXC/XG4JKm5NgCm3tGW+JhgfLy0LNZoNFc3WpCcCwJKKh5CgMloQJVA0Wg0mqsbLUj+gfR8G3dMXsvutAJMBkFEgDdSwvCJq9lSwgCv0Wg0VytakPwD+TYnh7OLMBsF08e0ZcFDnWlYNQC7y82apCyKne7KXqJGo9FUKrqw1T/gckv2ZRSQWVB8wiaSnmfj9x3p3NC0KkG+Oi28RqO5OtCFrS4Qo0FQJ9yfGqG+WMwqOj0i0MLNLavjY9bR6hqNRqMFyTlgNAiMhtJCQwsRjUajUWgbiUaj0WguCi1INBqNRnNRaEGi0Wg0motCCxKNRqPRXBRXpfuvECIDOFjZ6zgDYcCxyl5EJXK13z/oZ3C13z9cus+gppQy/NTGq1KQXMoIIdaV5ad9tXC13z/oZ3C13z9cfs9Ab21pNBqN5qLQgkSj0Wg0F4UWJJceEyp7AZXM1X7/oJ/B1X7/cJk9A20j0Wg0Gs1FoTUSjUaj0VwUWpBoNBqN5qLQgqSCEULECCGWCCF2CCG2CSEe8rSHCiF+E0Ls8fwMKTHmaSHEXiHELiFEzxLtrYQQWzznPhCXUYlGIYRRCLFRCPGT5/3Vdv/BQoi5Qoidnr+FDlfTMxBC/Mfz979VCDFTCGG50u9fCDFJCJEuhNhaoq3c7lkI4S2EmO1pXy2EiP1Xb7AkUkr9qsAXEAW09BwHALuBOOBN4ClP+1PAG57jOGAT4A3UAvYBRs+5NUAHQAALgd6VfX/n8RweAb4GfvK8v9rufypwp+fYCwi+Wp4BUB04APh43s8Bbr/S7x+4FmgJbC3RVm73DNwHfOY5HgLMrrR7reyHfbW9gB+A7sAuIMrTFgXs8hw/DTxdov8vnj+iKGBnifahwOeVfT/neM/RwB9AtxKC5Gq6/0DPB6k4pf2qeAYeQXIYCEWVrvgJ6HE13D8Qe4ogKbd7Pt7Hc2xCRcKLirqXs7301ta/iEf1bAGsBiKllKkAnp8Rnm7H/+mOk+xpq+45PrX9cuA94AmgZF3iq+n+awMZwGTP9t5EIYQfV8kzkFKmAG8Dh4BUIFdK+StXyf2fQnne84kxUkonkAtUqbCVnwUtSP4lhBD+wLfAw1LKvLN1LaNNnqX9kkYI0RdIl1KuP9chZbRdtvfvwYTa4vhUStkCKERta5yJK+oZeOwAN6G2bKoBfkKI4WcbUkbbZXv/58iF3PMl8zy0IPkXEEKYUUJkhpRynqc5TQgR5TkfBaR72pOBmBLDo4EjnvboMtovda4B+gkhkoBZQDchxFdcPfcPau3JUsrVnvdzUYLlankG1wMHpJQZUkoHMA/oyNVz/yUpz3s+MUYIYQKCgKwKW/lZ0IKkgvF4WHwJ7JBSvlPi1HxglOd4FMp2crx9iMcjoxZQD1jjUYPzhRDtPXOOLDHmkkVK+bSUMlpKGYsyCC6WUg7nKrl/ACnlUeCwEKKBpykB2M7V8wwOAe2FEL6edScAO7h67r8k5XnPJecagPrfqhwNrbKNUVf6C+iEUjc3A4meVx/UXuYfwB7Pz9ASY55FeW3sooRXCtAa2Oo59xGVZFi7iGfRlZPG9qvq/oF4YJ3n7+B7IORqegbAS8BOz9qno7yTruj7B2aibEIOlPYwpjzvGbAA3wB7UZ5dtSvrXnWKFI1Go9FcFHprS6PRaDQXhRYkGo1Go7kotCDRaDQazUWhBYlGo9FoLgotSDQajUZzUWhBotFoNJqLQgsSjaYS8eTdivuHPv3/qc8FXnuBJ719sBDivvKeX3P1oONINJpLHCHEFFQg59wKmj/WM3+Tiphfc+WjNRLNVYsQItZTaGqip+DSDCHE9UKI5Z7CQ22FEH6eAkVrPZl7byox9i8hxAbPq6OnvasQYqk4WcRqxtmKL3n6tvYcFwghXhNCbBJCrBJCRHrm7Qe8JYRIFELU8bwWCSHWe9bQ0DN+iqfw0QohxH4hxABPe5QQYpln/FYhRGdPe5IQIgwYD9TxnH9LCDH9+H16+s0QQvSrmN+C5oqgstMI6Jd+VdYLVSvCCTRFfalaD0xCZVW9CZXK5HVguKd/MKowmR/gC1g87fWAdZ7jrqh03tGeOVcCnc6yhqVAa8+xBG70HL8J/J/neAowoMSYP4B6nuN2qBxLx/t947luHLDX0/4o8Kzn2AgEeI6TgDBOr5nRBfjecxyEqqViquzfl35dui/TBcgejeZK4oCUcguAEGIb8IeUUgohtqA+YKNR2Ysf8/S3ADVQGVg/EkLEAy6gfok510gpkz1zJnrm+fsc1mJHFX0CJdS6n9rBU46gI/BNCUXHu0SX76WUbmC7ECLS07YWmOTJQv29lDLxbIuQUv4phPhYCBEB3AJ8K1W9C42mTLQg0VztFJc4dpd470b9f7iAW6WUu0oOEkK8CKQBzVEagO0Mc7o49/8zh5TyuNHyTOMMQI6UMv4Mc5S8tgCQUi4TQlwL3ABMF0K8JaWc9g9rmQ4MQ2VsHn2O69dcpWgbiUZzdn4BHjhu5xBCtPC0BwGpnm//I1BbRhVFPhAAIFVRtANCiIGe9QghRPOzDRZC1EQVF/sCVdKg5ZnmL8EU4GHPNbdd5Po1VzhakGg0Z+cVwAz8f3t3iNNQEEVh+D+WXRB2wAoQ7IAFVHQNTReBIk2wWByaBTTBlRZYBKKiAn0R8wSUpCGZQgn5PzfzzB11cue+ZFZJnoc1wDUwSvJAu9Z6+8EaboHJMOw/oXUK4yRL4IU2z9nlDHhMsgAugKuPH6tqDcyHQfzlsPdKezPkZq8n0b/k77+SvkhyBDwBp1W1OXQ9+tvsSCR9kuSc9gjVzBDRd9iRSL8gyR1wvLU9rar7Q9Qj7ZNBIknq4tWWJKmLQSJJ6mKQSJK6GCSSpC7v5uRHf2yBalsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=df_filtered, x='mean_intensity', y='mean_bg', hue='condition', style='container', size='hour')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 71,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='mean_intensity'>"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "all_csv = glob('/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/*/*/*.csv')\n",
-    "all_csv"
+    "fig, ax = plt.subplots(dpi=300)\n",
+    "sns.lineplot(data=df_filtered, x='hour', y='mean_intensity', hue='condition', style='container', )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='area'>"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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1vJ0kTZ48WZdccklafc8880zNnTu3q9ze3q6HH3447dhXXXVVWom0mpqapOTQW2+9lXaMkXTmmWcmlV966aVhi1VQUKBvf/vbabVNTVi9+eabfbbdtbNplx//+MdpJzudTqeuuOKKrnJDQ0NGCbnvf//7abcFAAAARoK1Vo2+kNbXeeUNRmVl1dQR0raWgEKRuBxGqirxaHJ5ofJcPHLE4LV0hPWXN7bqa396Qz98ZI2e39CoaLy3K+37Vlbg1hmH7a3ffe5w/eSMQ7RwZjXvSyDLOKYv94zrpa42wzFS21f20mZNSvkQY0yhtdafZoxjBhgv9bX53crzlLgDa0CdyblDUqr7ipWLawJy0nPPPadYLNZVXrRokaZPT83DZ+7FF19MKp977rkZHS13wQUX6PXXX08a74ILLhiwX0FBgT7xiU+kHWfWrFnavHmzJMnv98vn82Xl/qBYLCafzyev15u0S23Xa929++7w5cznzZunioqKtNpOmTJFhYWF8vsTP9rr6/s+mXTFin9/NmPixIlasGBBRvM6/vjjk8ovvPCCFi5cOGC/mpoazZgxI6NYAAAAwHAKRmLa1hJQoPMuqEAkqnpvSJFoIkFQ5HGqqtgjl5OH/RicWNzqra2temptrV7d3Nx1/GMmjKQ5+4zT4pqJOnJahdy8H4E9Csmo3NPaS11RH/V9SX2i6UttYK3daYx5W/9OirgkHStpeZoxFqaU/9ZP279Luqifvv35uJLf529aa+t6a5iLawJyVeoum3Qe8KejeyJJkubPn99Hy96ltn/ttdfS6jd9+nTl5eWlHae8vDyp3NbWNiLJqJaWFj388MP6v//7P7399tvauHGj4vH0LottaelxaumQmT17dkbtx40b15WM2nWvVaoPP/ww6a6o/fffX1u2bMkoTuqdZB9++GFa/Q477LCM4gAAAADDJR63avCF1OANyVop1rk7yhtIfBjN6TCqKvGo2MMjRgxOoy+kp9fV6el369TgTf9o8+4qivK0aNYEnTh7giaW5g/xDAEMFf6kyDHW2g5jTLuk0m7Vh0l6NoNhDk8p97Wz6mEl79D5gtJI3BhjDlTy0X8dA/R7SlJAifurJGmeMeZAa+17A8WStCSlPNCZWbm4JiDndE8SSImdJEMhdZfMAQcckFH/Aw88sN/x+pKaXBqI2+1OKkcikYz6ZyoWi+kXv/iFbrzxRvl8PT6fkJa+kj5DYXd+/fr6tdu6dWtS+cUXX9S0adMyn1w3zc3NabWrrq7erTgAAADAUOgIRbW9NXEEnyT5QlE1eIOKdX4erTTfpfHFHjkd3AuFzMTiVq9tbtZTa2v1r49aNIhNUHIY6fAp5VpcM1Fzp1TwPgRGAZJRuWmlpM90K1+kNJNRxpiJKX0l6YU+mv9Z0g8l7brJ/QxjzAxr7YYBwlyZUn7AWhvsq7G11m+MeVDS+SljfKG/IMaYAySd3q0qKul/B5hbLq4JyDlNTU1J5UyTEX1J3b1TVlaWUf+ioiK5XK6uI+vSTT5kchTgSItGozr33HP14IMP7tY46e6gGozh+PVLfY8NBa/Xm1a7kpKSIY8NAAAApCsWt9rZFlBLR+KDW9F4XA3ekDpCiSP63M7EbqjCPB4rIjO17UE9va5OK9bVqdkfHrhDL6pLPFo0e4JOnDVBlcWeIZ4hgOHEnxq56X4lJ5T+0xjzf9baP/XXyRjjkXSvko/p8ymxi6cHa+0GY8w9kr7YWZUnaakx5oS+EjHGmP9Q8s6esKTr+5tXp+sknSNp18fZlxhjHrbWPtZHnHxJd3fOaZe7rLX9npGUi2sCxgJjhuYTUNYmfxxrd8cdqnll0y233NIjEXX00UfrzDPP1Ny5c7XPPvuoqqpK+fn5PY4aHM3rTz1ibyikvr8AAACAPU1bIKIdrQFFY4m/u7YFI2r0hWQ7P1tWXuhWeVGeHKP47/oYWZFYXK9sSuyCemtr66DGcDqMjpxaoU/WTNSh+4xjFxQwSpGMyk33SfqepEM7y0bSH40xR0j6qbV2Z2oHY8zxkm6WNCflpZ9Za/u76ONaJXbq7NqWMF/SCmPMl7sfOdeZ6LpI0k0p/W+y1g54CYe1dqMx5leSvtOt+kFjzLck3Wmt7XpqaIyZJekPnXPZpUnpJYhydU1ATqmsrEwqp7sDaSAVFRVJ5ba2Nk2aNCnt/h0dHV27oqSh27GVLeFwWDfeeGNX2Riju+++WxdeeOGAfdvb24dzasMu9T120UUX6Y477sjSbAAAAIDhFYnFtaM1oPbOu6BC0ZgafCEFw4kslMftUHWJRx6Xs79hgC7bWwJ6al2tnnmvXm2BwR0tv1dZvk6aPVEnzKpWeWH69ywD2DORjMpB1tq4MeYsSf+UtOviCSPpckmXGWPelrRRiTuLKpS4U2piL0M9KelnA8TaZow5Q4ndU7v+VDhG0jpjzBudccokfUxSVUr3JyRdncHSvi+pRtLJnWW3pN9IutoY8y9JXkn7dcbq/hGJsKTTe0vCjZU1Ablmr732SiqvW7dOp5566m6Pm3pXz/r16zVr1qy0+7///vv9jjfaPPfcc0l3PZ1//vlpJaIkaceOHcM1rRExYcKEpPL69euzNBMAAABgeDV3hLWzLaB4XLKyaukIq8UfkbWSMdL4ojyVFbhH9ckHGBnhaFwvfdiov6+t1dodg/uAosthNH96pRbXTNBBe5exCw/IIXvuJRXYLdbaDyQtkPR6yksOJXY/nSHpc0okQVITUVbSnZLOstYO+NEFa+1KJXYSNXSrNpLmSjpb0mL1TNosk3SOtTY28Gq64sQ6x7s/5aVqSZ+U9FlJhys5aVMv6T+stX3de9VXrJXKsTUBueSYY45JKq9cuXJIxp07d25S+aWXXsqof2r7I444YrfntLt25x+MGzYkX5f36U9/Ou2+mf7a7WlqamqS7gx7+eWX077zCQAAABgNgpGYPmzwaXtLIhEVjEa1tdmv5o5EIqowz6l9Kwo1rjCPRBT6taWpQ3c+/6EuvPtV3fT0+kElovYpL9CXjp2mpV84Ut9dPFOHTB5HIgrIMSSjcljnkXLzJF0o6WUlkkz9CUj6s6T51tqvWmsDGcR6UtJBkn4nqb9j/VYpkeQ6z1rbke743eL4rLXnKJGkWdVP02ZJv5V0kLX275nG6YyVc2sCcsWCBQvkcv17c+/y5cu1adOm3R732GOPTSovW7ZM8Xg87f733ntvv+Nlg8eTfKFrKBRKu29ra2tSuXtyZiBLly5Nu+2eyOl06oQTTugqh0KhHt9fAAAAYDSy1qq+PagP6n3yh2KKW6sGX1DbmoMKR62cDmlCqUeTxhXI7eTRIXoXjMT09Lpafecvq3XZsjf1+Ns75QtFB+7YTZ7LoU8cWK2fnXmI/ue8j+m0OXurrMA9cEcAoxLH9OU4a21U0h+VuDOqTImdPdMkjZPkUeIYuBZJayS909l+sLHqJV1sjLlCiWPtpiix66pD0nZJb1prd/9pcSLWg0rcrzRNiSPsJkkqklQraYukf3a/c2k34uTcmoBcMG7cOH3uc5/TPffcI0mKx+O6/PLL9fjjj+/WuMcdd5ymTZvWldjaunWr7rjjDl188cUD9n344Yf16quvdpVLS0t12mmn7dZ8hsK4ceOSyjt3pn+6Z+qdV++9955OOumkAfs9+uijeuGF0b958+tf/7oeeuihrvL111+v008/vccxkQAAAMBo4Q9Htb0loGAk8aG7jnBUDd6gop1nvJTku1RZ7JHTwY4U9O6Dep+eWlur59Y3KBBJ+3CgJPtVFumkmolacECVij08ngbGCn63jyHW2jZJ/xiBOGFJzw53nM5YmyQNSTJogDg5tyZgtPvBD36g//3f/1UkkjhN9IknntA3vvEN3XzzzXI4Bv70XiAQUDgcTtrt43A4dMUVV+gb3/hGV92VV16pww8/XEceeWSfY73//vv62te+llT3la98RaWlpRmuauil3nm1fPlyLVmyJK2+hx56aFL5tttu05e+9CUVFRX12ef111/XF77whYznuSdauHChFi1apKefflqSVF9fr0996lN6/PHHNXny5LTH8Xq9evzxx3XeeecN11QBAACAfsXjVrXtQTX5Ep9xjcXjavSF5Q0mPpPschhVl3pUmMejQvTkD0f13PoG/X1trTY2ZHwokCSpwO3UcQdUafHsCdq/upijH4ExiL22AIBRaebMmbr55puT6n71q19pwYIFevbZZ/s8Xm/16tW66qqrNGXKFL355ps9Xr/00kt11FFHdZW9Xq8WLVqk22+/vccRd9FoVH/+85/18Y9/XPX19V31+++/v6699trdWd6QmTt3roqLi7vK9913n77+9a/rmWee0fr167V58+akr+6OOuooTZkypau8YcMGLVq0SO+++26POD6fTz//+c+1cOFCtbS0qKoq9Vq90emee+5JSjy99dZbOuSQQ/Tzn/9cjY2Nffbzer167LHH9KUvfUl77723/uu//mskpgsAAAD00B6MaH29tysR1R6MaEuzvysRNa7QrX3HF5KIQhJrrd7b2a5f/WO9Lvh/r+r2lR8OKhF1wIRiff0T++ueLxypy47fXzMmlJCIAsYo/pQBAIxal112mTZu3Khbbrmlq+7FF1/UJz7xCY0fP16HHXaYKisrFYvF1NDQoLffflvNzc39julyubRs2TItWLBAW7dulSS1t7fr0ksv1Q9+8AMdddRRqqysVEtLi15//fUeCYmKigo98MADKikpGfoFD0JRUZG++tWv6qabbpKU+AfFbbfdpttuu63X9tb++3pBp9Opn//85/rP//zPrrqXX35ZNTU1OuSQQzRz5kwZY7Rjxw69+uqrXck6l8ulP/7xjzr55JOHcWUjY6+99tITTzyhT33qU9qxY4ckqaWlRVdeeaW+//3va9asWdpvv/1UVlamUCik1tZWffjhh9q8eXPSr2VFRUW2lgAAAIAxKhqLa2dbUK3+xGkS4VhMDd6wAuHE0Wp5LoeqSzzKdzuzOU3sYbzBiJ59v15Pra3TR83+QY1R5HHq+AOqdVLNRE2r7PtkDQBjC8koAMCodvPNN+vAAw/UN7/5Tfn9//6LclNTk1asWDGoMadNm6ZVq1bpM5/5jN54442u+vb29q4j23ozY8YMPf7445o5c+ag4g6XG2+8URs2bNBjjz2Wcd+zzz5b69ev1zXXXNOVXLHWavXq1Vq9enWP9gUFBfrjH/+oT37yk7s97z3FoYceqjfffFPnn3++li9f3lVvrdW6deu0bt26AcdIvX8LAAAAGE4tHWHtbAsqFreysmr1R9TcEZa1kjFSRWGexhW62aECSYl/26zZ0a7la2v1zw8bFYnZgTv1omZSqU6aPVHH7D9eHhdJTgDJOKYPADDqXXTRRdq0aZO+/e1va6+99uq3rcfj0aJFi3Tvvfdq3rx5fbabNGmSXn31Vd1zzz065JBD+h1zxowZ+vWvf601a9bscYkoKbHmRx99VCtWrNBFF12kww8/XOPHj1deXl5a/X/4wx/qySef1Mc+9rE+25SWlurCCy/UO++8o7POOmuopr7HqK6u1lNPPaXnn39ep512Wr/3Zu0ybdo0ffnLX9bf/vY3vf766yMwSwAAAIx1oWhMmxo7tK0loFjcKhSNaVuLX02+RCKqwO3UvhWFKi/KIxEFtfrDeuhf23Txn/+l/3r4Ha1c35BxIqok36XT5kzS7ed9TD894xB94sBqElEAemW6HyEDAJkyxtRIWrOrvGbNGtXU1Ax6vGg0qg0bNiTVzZgxQy4XGzmRvjVr1mjNmjVqaGhQW1ubCgoKVFlZqQMOOEBz5sxRQUFBxmNu375dq1atUl1dnVpbW1VSUqLq6modccQR2m+//YZhFXum9evXd/06WGs1YcIETZ48Wcccc4zy8/OzPb0RE41G9frrr+uDDz5QU1OTvF6vCgsLVVZWpv3220+zZs3SxIkTsz3NPvGzFgAAILdYa9XoC6uuPShrpbi1aukIqzUQkbWSw0jjiz0qK3Bne6rIsri1emtrq5avrdUrm5oVjQ/u2fChk8u0uGaijt5vvNxO9jtg9AhH4/qo2S+HQ9qvMnHH9sGTy7I8q5Gzdu1aHXTQQd2rDrLWrh2J2DxxAADknIMOOij1D9bdtvfee+vMM88c0jFHowMOOEAHHHBAtqeRdS6XS0cffbSOPvrobE8FAAAAY1wgHNP2Vr8C4bgkyR+JqqE91LXDpdjjUmVxnlwkDMa0Jl9IK96r1/K1tar3hgY1RnmhWyfOmqBFsydor7LMP+QJYGwjGQUAAAAAAACMMvG4Vb03pEZfSNZKMWvV6AvJG4hKkpwOo6oSj4o9PP4bq2Jxqze2tGj5ulq9trlZg9kEZSR9bEq5Fs+eoCOmVpDUBDBo/GkEAAAAAAAAjCJt/oh2tgcUiSayC75gVA2+oGKJzVEqLXBpfJFHTgf3Qo1F9e1BLX+3TivW1ampIzyoMSqL87Ro1gSdOHuCqkvGzpHsAIYPySgAAAAAAABgFAhGYtrRGlBHKCZJisTiavSFusru/8/efYfZdZX34v+uXU+bmTNNvbnIVnOVbMs2GDvGkiEUG4yNGy25weTJBQK5CSnEkHuTS4DwyyWNGkyMjDvggHHH4CYhSza2JdmWLatPnzn97L5+f+wzZ4pmNGdGU8/5fp5Hz2hv7bLOaE6Z9a73fVWBeXURRA11JodJM8DzA/x2fy8e3tWBFw72YSKdoBQBnH9SEzavWYBzljUymElEk4rBKCIiIiIiIiIiolnMDyQ6MhZ68w6kBAIp0VdwkCq4kKWoQ2NMR1PcgBAMINSSo6kiHtndgcdf7UCq4E7oGvPrTWxaswDvXD0fTXFjkkdIRBRiMIqIiIiIiIiIiGgWklKir+CiPW3BDwZK8nXnLXhhMhSiuoqWOgOmxmyoWuH6AZ59sweP7GrHS0fSE7qGpghsPLkZm9cuwJlLGqAwiElEU4zBKCIiIiIiIiIiolmm4Hg4miqi6ISNoGzPR3fOLm9rikBLwkQiwum9WnGwt4CHd7XjV692Imt7E7rG4mQUm9fOx++tmo+GqD7JIyQiGh3frYiIiIiIiIiIiGYJ1w/QnrbKJdd8KdGbt5EpekNK8jXGDWaz1ADL9fHMG914eHcH9rRlJnQNQ1Vw0anN2LxmAdYuqmcpRyKaEQxGERERERERERERzTApJbpzDjoyVjnolLZc9ORsBGEyFOKmipaECV1VZm6gNC32deXw8O4O/Pq1TuQdf0LXWNEcw6Y1C3DZ6fOYQUdEM46vQkRERERERERERDMoa7loS1uw3TDqZHkeurJOeVtXBVrrTMQMTuVVs4Lj4Tevd+Ph3e14ozM3oWtEdAVvX9mKzWsW4LT5CWZBEdGswXcwIiIiIiIiIiKiGWB7PtrTFjLFsP+PFwToyTnIWuG2IoDGuIFkVGdQoUpJKbG3M4eHd7XjN3u7YJUCkON16rwENq9ZgEtOa2HQkohmJb4yERERERERERERTaMgkOjK2ejK2pASkJBIFVz0FhzIUiyiLqKhOW5AY0m+qpSzPTz5Wice3tWO/T2FCV0jZqh4x2mt2Lx2AU5pTUzyCImIJheDUURERERERERERNMkXXDRlinC9cLGUHnHQ3fOLm+buoLWhImIrs7kMGkKSCmxuy2Dh3e145k3euD4E8uCWr2gDpvWLsDbTm3hzwkRzRkMRhEREREREREREU0xy/VxNFVE3vYBAI7voyfnlLdVBWiKm2iI6jM5TJoC6aKLX73aiYd3t+NwX3FC16gzNVy2ah42rZmP5c3xSR4hEdHUYzCKiIiIiIiIiIhoinh+gM6sjZ6cAwAIpERfwUGq4EKGyVBoiOpoihtQFfaFqhaBlHj5cBoP727Hc2/2wAvkhK5zxuIGbFozHxed0gJDY8lGIpq7GIwiIiIiIiIiIiKaZFJK9BVctKct+KVARM7y0J234IXJUIjqKlrrTAYZqkhf3sFjezrw6J4OtKWtCV0jGdVx+ep52LRmARYlo5M8QiKimcFgFBERERERERER0STK2x7a0kUUnbAnkO356M7Z5W1NEWhJmEhEODVXDfxA4oVDfXhkVwd+u7+3HHwcDwHgnGVJbFqzAOef1ARdZYCSiKoL3/GIiIiIiIiIiIgmgesHaE9bSBVcAIAvJXrzNjJFD1ICQoRZL41xA4pgSb65ritrl7OgurL2hK7RFDdwxer5uGLNfMyvj0zyCImIZg8Go4iIiIiIiIiIiE6AlBLdOQcdGavcByptuejJ2QjCZCjETRUtCZMZL3Oc5wfYfqAPj+xqx86DfZhIKyhFABuWN2Hz2vlYv7yJvcKIqCYwGEVERERERERERDRBWctFW9qC7YZRJ8vz0JW1YbthlEJXBVrrTMQMTsPNZe1pC4/sbsfjezrRW3AmdI15dSY2rZmPd66ej+aEOckjJCKa3fguSERERERERERENE6256MtZSFreQAALwjQk3PK24oAGuMGklEdgiX55iTXD7B1Xw8e2d2BFw+lJnQNVRHYeFITNq1dgLOXJlmekYhqFoNRREREREREREREFQoCic6sje6cDSkBCYlUwUVvwYEsleSri2hojhvQWJJvTjrcV8DDuzrwxKsdyJSCi+O1qCGCTWsX4PdWzUNjzJjkERIRzT0MRhEREREREREREVUgVXDQnrHgemEJvrzjoTtnl7dNXUFrwkREV2dymDQBtufjmTd68Mjuduw6mpnQNXRV4KJTWrB5zXysW9zAjDgiokEYjCIiIiIiIiIiIjoOy/VxJFVEwfYBAI7voyfnIF/aVhWgKW6iIarP5DBpAvZ35/Hw7nb86rXO8v/neC1rimHz2vm49LR5qOfPABHRiBiMIiIiIiIiIiIiGoHnB+jI2ujNOQCAQEr0FRykCi5kmAyFZExHY8yAqjALZq4oOj6eeqMLj+zqwGsd2Qldw9AUvP3UFmxeuwCrFtQxC4qIaAwMRhEREREREREREQ0ipURv3kFHxoYfhFGnnOWhO2/BKyXPRHUVrXUmDI19oeaKNzpzeGhXO37zeheK7sSyoE5ujWPzmgV4x2mtiJucWiUiqhRfMYmIiIiIiIiIiErytoe2dBFFJwAQ9hLqztnlbU0RaKkzkWAgYk7I2x5+/XoXHt7djn1d+QldI6qreMdprdi8dgFOnZeY5BESEdUGvmsSEREREREREVHNc/0A7WkLqYILAPClRG/eRqboQUpACKAxZiAZ06GwJNusJqXEq+1ZPLyrHU+/0Q3bCyZ0ndPn12HT2vl4+6mtiBrqJI+SiKi2MBhFREREREREREQ1S0qJrpyNzoxd7gOVtlz05GwEpRhGwtTQnDCgqyzJN5tlii5+9VonHtndgYO9hQldI26quOz0edi8ZgFWtMQneYRERLWLwSgiIqJRDG5A+453vANPPvnkzA2GiIiIiIgmXcZy0Z62YLth1MnyPHRlbdhuGJXSVYHWOhMxg1Nos5WUEq8cSePh3R149s1uuL6c0HXWLqrH5rULcNEpzTA1ZkEREU02vpMSEdGctWLFChw4cOC4xyiKgoaGBiSTSaxevRrnnXcePvjBD+KMM86YplESEREREdFsY3s+2lIWspYHAPCCAD05p7ytCKApbqAhqg9ZpEazR6rg4PFXO/HIrnYcTVsTukZ9RMPvrZqPTWvnY2ljbJJHSEREgzEYRUREVS0IAvT19aGvrw9vvfUWHnzwQXz5y1/GJZdcgm9961tYvXr1TA9xXJitRUREREQ0cUEg0Zm10Z0LS/JJSKQKLnoLDmSpJF99RENzwoSqMAg12wRS4sVDKTy8qx3b3uqFH0wsC+rspUlsWjMfG09uZulFIqJpwmAUERHVpN/85jc499xz8eMf/xhXXXXVTA+HiIiIiIimWKrgoC1twSuVccs7HrpzNlwv3DZ1Ba0JExGdJdpmm56cjcf2dOCR3R3ozNoTukZTzMDlq+dh05oFWNAQmeQREhHRWBiMIiKiqvHjH/8YGzduHLLP93309PRg586d+OEPf4itW7eW/82yLFx//fV46qmnsGHDhukeLhERERERTQPL9XEkVUTB9gEAju+jJ+cgX9pWFaA5bqI+qs/kMGkYP5DYcaAXD+/qwPMHejGRJChFAOcua8TmtQtw3oomZrsREc0gBqOIiKhqLFiwACtWrDhm/ymnnILzzz8ft9xyC/71X/8Vn/70pyFl+JuMZVn40z/9Uzz11FPTPFoiIiIiIppKnh+gI2ujN+cACEu89RUcpAouSr8OIBnT0RgzGKSYRToyFh7d3YHH9nSgJ+9M6BotCROb1szHO1fPR2udOckjJCKiiWAwioiIasqf/MmfYP/+/finf/qn8r6nn34aL7zwAs4555wZHBkREREREU0GKSV68w46Mna5p1DO8tCdt+CFyVCIGSpaEiYMjf2CZgPXD/Dbt3rx8K52vHgohYl0glIEcMFJzdi0dj7OWdrIACMR0SzDYBQREdWcv/qrv8I3v/lNuK5b3vfII48wGEVERERENMflbQ9t6SKKTgAAsD0f3Tm7vK0pAi11JhImp8Rmg6OpIh7Z3Y7H93QiVXTHPmEEC+oj2LR2Pt65aj4a48Ykj5CIiCYL33mJiKjmNDU1YcOGDXjuuefK+3bv3j2p98hms9i9ezdef/11dHd3I5/Po66uDk1NTVi3bh3OPPNMqOrsaYycy+XwzDPP4OjRo+jq6oKqqpg3bx5Wr16Nc889F4rCFaNERERENHu5foD2tIVUIQxo+FKiN28jU/QgJSAE0BgzkIzpUAQzZmaS4wV49s1uPLK7Ay8fSU/oGpoicOEpzdi8ZgHOWNLA/1MiojmAwSgiIqpJS5cuHRKM6u7uPuFrvvLKK7jrrrvw8MMPY+fOnfB9f9Rj6+rqcNNNN+HP/uzPcPLJJx/3updeeil+/etfH7P/17/+NcRxfum69dZb8aUvfem413744Yfxj//4j3j66aeHZIoN1tLSgj/4gz/AX/zFX6CxsfG41yMiIiIimk5SSnTlbHRm7HIfqLTloidnIwiToZAwNTQnDOgqF1jNpAM9eTyyuwO/erUTWdub0DWWNEaxec0CXLZqHhqi+iSPkIiIphKDUUREVJOknEgV8tHt3LkT69evr/j4bDaL//iP/8Btt92G73znO7jpppsmdTxj6e7uxvXXX4/HHnusomP/8R//Ed/73vdw//3345JLLpmGERIRERERHV/GctGWsuB4YdTJ8jx0ZW3YbvhZX1cFWutMxAxOf80Uy/Xx9BvdeGRXO/a0Zyd0DUNVcPGpzdi8dgHWLKw/7oI8IiKavfhuTERVw/M8dHZ2zvQwasK8efOgaXP7LeTw4cNDtltaWk7oekH/sssSIQROOukkrFy5EvX19dB1HX19fdi1axcOHjxYPq5YLOLmm29GJBLBNddcc0JjqNQbb7yBzZs3Y9++fUP219XVYf369Zg/fz5838f+/fuxc+fO8mPr6enBFVdcgQceeACbN2+elrESEREREQ1nez7aUhayVphd4wUBenJOeVsRQFPcQENUZ+BihrzZlcPDu9rx69e7UHBGrxhxPCuaY9i8dgEuPW0eEpG5/fsnERExGEVEVaSzsxPve9/7ZnoYNeGBBx7AokWLZnoYE9bX14cdO3YM2bd69eoTvm40GsWHP/xhvP/978fll1+ORCIx4nGvvPIK/u7v/g733HNPed8nPvEJXHLJJZg3b94xx995552wLAsAcNJJJ5X3X3DBBbjzzjtHHU8ymTxmX6FQwNVXXz0kEHX66afj7//+73HVVVcd08eqra0Nt956K7773e8CABzHwU033YQXX3wRixcvHvXeRERERESTLQgkOrM2unNhST4JiVTBRW/BgSytDauPaGhOmFAVBqGmW8Hx8JvXu/Hwrna80ZWb0DUiuoJLVrZi89oFWDkvwWAiEVEVYTCKiIhqzle+8hU4jjNk3xVXXHFC1zzttNNw5MiRinoqrVu3DnfffTe+9KUv4ctf/jKAsGzfv//7v4/Y42nBggUjXicSiWDFihXjGuf/+l//C6+88kp5+13vehfuu+8+RKPREY9fuHAhvvOd72DVqlX4/Oc/DyAs2/fFL34R//mf/zmuexMRERERTVSq4KAtbcHzwxJ8ecdDd86G64Xbpq6gNWEioqvHuwxNMiklXu/I4eHd7XhqbxcsNxj7pBGcOi+BK9cuwNtXtrCsIhFRlWLnRiIiqinf+ta38LWvfW3Ivosuumhc/Z5GUl9fX1EgarC//du/xZlnnlne3rJlywmNYSxHjx7F9773vfL2ihUrcO+9944aiBrsc5/7HN797neXt7ds2YL29vYpGScRERERUT/L9fFmVw6HeovwfAnH99GWLqItZcH1JFQFmFdnYmljjIGoaZSzPPz3747i03e+gD+793d4dHfHuANRcUPFu89YiP933dn4/649G5vXLmAgioioivEVnoiIqkZ7ezv2798/ZJ/v++jr68POnTvxX//1X3jmmWeG/LtpmvjGN74xjaMcoCgKrr76arz00ksAwl5OXV1daG1tnZL7fetb3xqSEXbrrbciFotVfP7nP/95PPjggwDCcn0PPfQQPvaxj032MImIiIiI4PkBOrI2enPh59dASvQVHKQKLmSYDIVkTEdjzGBJvmkipcTutgwe2tWOZ9/ogeNPLAtq9cJ6bF4zHxef2sIAIhFRDWEwioiIqsb1118/ruNN08SWLVtwwQUXTNGIQrZtI5vNIp/PQ/b/5lwyPCtpz549UxaMevTRR8t/V1UV11xzzbjOf9vb3gZN0+B5YWPop556isEoIiIiIppUUkr05h10ZGz4QfjZOWd56M5b8PzwmJihoiVhwtBY8Gc6pIsunni1A4/s7sDhvuKErlEX0fB7p8/DprULsKyp8gVxRERUPRiMIiKimnTRRRfh29/+NtatWzfp137llVdw11134amnnsKuXbvQ3d1d8bl9fX2TPh4AsCwLO3bsKG8vXboU3d3d4xobACSTyfI5b7755qSOkYiIiIhqW9720JYuouiEGTe256M7Z5e3NUWgpc5EwuR01lQLpMRLh9N4eFc7tu7rgRfIsU8awZmLG7B57QJceEozdJXBQyKiWsZ3byKqGvPmzcMDDzww08OoCfPmzZvpIVRMURTU1dUhmUxi1apVOP/88/GBD3wAZ5999qTf68CBA/jsZz+Ln/70pxO+RjqdnrwBDdLe3g7Xdcvb+/fvx0knnXRC1+zt7T3RYRERERERwfUDtKctpArh51VfSvTmbWSKHqQEhAAaYwaSMR2KYEm+qdSbd/D4njALqj1jTegayZiOy1fNx6Y187EoOXZ/WiIiqg0MRhFR1dA0DYsWLZrpYdAM+tWvfoVLL710Ru69Z88eXH755Whrazuh6wTBxOquj6Wnp2fSr5nNZif9mkRERERUO6SU6MrZ6MzY5T5QactFT85G/8fihKmhOWEwq2YK+YHECwf78PDudvz2rV5MJAlKADhnWSM2r52P81c0QeP/FxERDcNgFBER0QnyPA8f/vCHhwSiIpEIPvShD+Hyyy/HunXrsHjxYtTV1SESiUBVB5r03nbbbfj4xz8+5WN0HGfSrzm8/xURERERUaUylou2lAXHC6NORddDd86G7YafMQ1NQUvCQMzg1NVU6cxaeGx3Bx7d04nunD2hazTHDbxzzXxsWj0f8+ojkzxCIiKqJnxHJyIiOkH3338/XnrppfL2qaeeiocffhgnn3zymOdmMpmpHFpZS0vLkO1Nmzbh4YcfnpZ7ExERERH1sz0fbSkLWcsDAHhBgJ6cU95WBNAUN9AQ1SFYkm/SeX6A7ft78fDuDuw80IeJLC9TBHDeiiZsWrMA65c3QlX4/0RERGNjMIqIiOgE/exnPxuy/Z3vfKeiQBQAHD16dCqGdIz58+cP2X799den5b5ERERERAAQBBKdWRvdubAkn4REquCit+BAlkry1Uc0NCdMBjemQFu6iEd3d+CxPR3oK7hjnzCCeXUmNq1dgHeumofmhDnJIyQiomrHYBQREdEJ2rt3b/nv8Xh8XH2rnn322SkY0bHq6+uxdu1a7Nq1CwCwf/9+7N27FytXrpyW+xMRERFR7UoVHLSlLXh+mIeTd8KSfK4Xbpu6gtaEiYiuHu8yNE6uH2Drvh48vKsdvzucntA1NEXggpOasHntApy1NAmF2WpERDRBDEYRERGdoFQqVf57fX19xeVE3njjDTzzzDPjupdpmrDtsJ57/9dKbd68uRyMAoDvfve7+OpXvzquaxARERERVaro+DiaLqJg+wAAx/fRnXVQcMJtVRFojhuoj+ozOcyqc6ivgEd2teOJVzuRKZU/HK9FDRFsXrsAv7dqHpIxY5JHSEREtYjBKCIiohPU2NhY/ntnZyf6+vqG7BvNn//5nyMIgnHdK5lMoqOjAwDQ1tY2rnM/9alP4Zvf/CY8L/yF9F/+5V/w0Y9+FGvXrh3XdYiIiIiIjsfzA3RkbfTmHABAICX68g5SRRey1KQoGdPRGDNYkm+S2J6PZ94Is6B2t02sL62uClx8Sgs2rV2AdYsqX2RHRERUCWWmB0BERDTXnXXWWeW/+76Pr33ta2Oec+utt+InP/nJuO+1evXq8t8PHDiA1157reJzTz31VHz84x8vb1uWhXe/+93YvXv3uMZg2zZuu+22cZ1DRERERNVPSomenI3XO3LlQFTO8nCwN4++QhiIihkqljXF0MLeUJPire48vv3rN/HRH/wW/99jr08oELW8KYb/8faT8cOPn4/PbzodZyxuYCCKiKqOH0gUHA9Za2J98+jEMTOKiIjoBF133XX47ne/W97+v//3/0JRFHzhC19AIpEYcuxrr72Gv/zLvywHolpbW9HV1VXxvS677DI8+eST5e33v//9+MIXvoCzzz4bDQ1Df2lMJpNIJpNDzv/GN76Bbdu24aWXXgIAHDx4EBs2bMCf/umf4pZbbsHSpUtHvG+xWMQzzzyDBx54AHfeeSe6urrwsY99rOJxExEREVF1y9sejqaKsNww89/2fHTnbBSdcFtTBFrqTCRMTkWdKCklXjiUwp2/PYg97dkJXcPUFLx9ZQs2r12A0+fXMfhERFXF8QI4XgDb82F7AWwvgB/ImR5WzeMnACIiohN0+eWX413vehd++ctflvf9/d//Pf7f//t/OP/887Fw4ULkcjm8/vrr2LNnT/mY1atX45ZbbsFnPvOZiu/1h3/4h/j617+ObDb8pfO1114bku002K233oovfelLQ/YlEgn8/Oc/x6ZNm/Dqq68CCANN//AP/4B/+Id/wMknn4xVq1YhmUzC8zyk02ns378fb7zxBnzfr3icRERERFQbXD9Ae9pCqhCuNPelRE/eRrboQUpACKAxZiAZ06Ew4HHCdrdlcPtz+/HK0YmV4julNY7NaxfgHae1ImZwWpCI5rZAylLQaSDw5HhBuSTscLoqYGoqDE3A1FUAgMLacdOG7zpEREST4I477sAVV1yB559/vrwvl8vhiSeeGPH4s88+Gz//+c/x6KOPjus+ixYtwl133YUbbrgBqVRqQmNdunQptm/fjltuuQVbtmwZ8m/79u3Dvn37xrzG8IwrIiIiIqotUkp05Wx0ZuzypF+66KAn76C/LWrC1NCcMKCrnOk7Ufu6crh96wE8f6Bv3OdGdRWXnt6KTWsW4NR5ibFPICKahTw/gOMHsN2B4JPrjxx1EgIwNAWGpiBS+mpoKtQRFkW0JsypHjqVMBhFREQ0CZLJJJ5++mn8wz/8A/71X/8Vvb29Ix53+umn4xOf+AQ+85nPwDQn9oHnXe96F1577TX86Ec/wuOPP47du3eju7sbhUIBQf9v/mNIJBL40Y9+hD//8z/H1772NfziF79AX9/xf7FdtGgRLrvsMlx11VV473vfO6GxExEREdHcl7FctKUsOF742bPoeujO2bDdcFLQ0BS0JAxm3kyCw30FbNl2EE+/0T3uc0+fX4fNa+fj7StbESllABARzXZSSri+hO35Q7Ke/FGmOxQFMDV1UNAp/CNwbOBJCCCiq4joCqK6irip8fVxGgk5Ws4aEVEFhBBrAbzSv/3KK69g7dq1E76e53nYu3fvkH0rV66EpvGXGJo7bNvGtm3bsGvXLvT19SGRSGDBggVYvXo1zjjjjJke3oiCIMBLL72E3bt3o7e3F6lUCpFIBPX19VixYgVWr149aj8pmnv4WktEREQTYXs+2lIWspYHAPCCAD05p7ytCKApbqAhqrMH0QnqzFj48faDeOLVToynzUnC1HDZ6a3YvHYBljfHp26ARESTwA/CMnthxlOpzJ5/nDJ7moCpqjD0sNyeqSnQRqmzpyoCUUNFtBR8iujh8bX+/rRr1y6sW7du8K51Uspd03FvzjgQERFNMtM0cckll+CSSy6Z6aFUTFEUnH322Tj77LNneihERERENMsEgURn1kZ3LizJJyHRV3DQl3fLE4b1EQ3NCROqUtuTfCeqL+/g7h2H8NAr7fDGEYVau6geV65dgAtPaYapcZU/Ec0+rh+UM52cCsvsmbpSCjoJGKo6au9BU1cQ0VREDKUUfFJZInYWYjCKiIiIiIiIiIhGlCo4aEtb8EoThnknLMnneuG2qStoTZgsc3SCspaL+3cewX+/dBS2V1npbQA4a0kDbtq4HKsW1E/h6IiIKielLPd2Gvg6epk9tVRmz9TCwJOhh4GnkfSX2RuS8aSpULgQYk5gMIqIiIiIiIiIiIYoOj6Oposo2D4AwPF9dGcdFJxwW1UEmuMG6qP6TA5zzis6Ph546Sh+svMw8qXvbSVOn1+Hmy9cjrOWJKducEREY/CDob2d+r+ORAhAV8Pyev19nSKaAnWUMnuaKspZTlE9zHpi5ufcxmAUEREREREREREBADw/QEfWRm/OAQAEUqIv7yBVHCjJl4zpaIwZLMl3AhwvwC9facM9Ow4jXXQrPm9Fcww3b1yO81Y01XzfEyKaXq4fBpps1y9nPI1WTlQoKGU6KTA0FZFS8Eng2NctIcJjI6XAU0QPS+1pU1xmT5be1PhaOn0YjCIiIiIiIiIiqnFSSvTmHbRnLASlRe1Zy0VP3oZXStiJGSpaEiYMjX04JsrzAzz+aifu3H4Q3aWAXyUWNkRw0wXL8baVLaP2TCEimgyBlMf0dnK8AKO1sdNUlLOdwq+jl9lTFAxkOpW+mpoyrWX2XD9AZ9ZGX96BIgSWNEVRH2GW73RgMIqIiIiIiIiIqIblbQ9HU0VYbhiFsj0fXTkblhNu66pAc8JEwuQ00kQFUuKpvd3Ysu0A2tJWxee1JAx8+LxluHzVvCnPEiCi2tNfZs8eFHxyjlNmrz/QZOpKOfikjhIg17WBMnv9GU8zWWYvCCS68zY6M3Y509eXEkdTRdQvYDBqOvBTBBERERERERFRDXK8AB0ZC6lCWCbOlxI9eRvZogcpw4nHxpiBZExnNs4ESSnx2/29+NHWA9jfU6j4vIaojms3LMGVaxcyE42IJoUzKNOpP/jkj5LupAwrs2eOUWavP9AUNQYynmZTKddUIcz8db3w8Vqeh768i4UN0fI+mnoMRhERERERERER1RApJbpyQ1eHp4sOevJOuURfwtTQnDCgMxtnwn53OIXbnzuA1zqyFZ8TN1Rcfe4SvO/MRYgaM5dBQERz1+Aye/2BJ8cLyq/3w+mqKJfXM3UVhqqM+tqvKiLs6WSoiJSCT6amzNq+S3nbQ1u6iGIp09f1A/TmHWQtDwrf3qYdg1E06YQQOoCLASwDsBBADsBRAC9IKfdP8r1OAnA2gEUAEgDaABwA8KyUsvIOoGPfp+oeExEREREREdWejOWiLWWVyzAVXQ/dORu2G85SGpqCloSBmMEpo4l6tT2D27cewEuH0xWfY2oK3nfWInzgnCVIRPi9J6LKeP7g3k5h8Mn1R446hWX2wgyniDZQZm+0zFdDU0pl9hRESsGnuZKpaXs+2tMWMkUPQJj5m8o7SBXdUYNyNPX47laFhBC3AfjoJF3ugJRyRYX3bQXwZQDXAWga5ZhnAXxDSnnfiQxKCHENgM8BuHCUQ3qFEHcB+FspZfcJ3KfqHhMRERERERHVHssNJ+ayVjgx5wUBenJOeVsRQFPcQENUn7Ur3Ge7t7rz+NHWA/jt/t6Kz9EUgXetW4APrV+KxrgxhaMjorlMSgnHHwg69Zfb80du7wRVAQxNLQedjDHL7IVBp8E9nmZTmb1KeX6AzqyN3rwDKQEJiUzRHZL5a2jKqH2xaGoxGEVjKVZykBDiXQBuAzBvjEMvAnCREGILgE9KKfPjGYwQIgHguwA+PMahTQA+BeADQoiPSikfHs99SvequsdEREREREREtcUPJLqyNrpzdnlirq/goC8/sDq8PqKhOWHOyYnH2eBoqogt2w7iqb1dqHTBvSKAy1fNx4fPW4p59ZEpHR8RzS1+IMvBpnLwyT9OmT1NIKKp0LWw3J6pKdBGqUGnKgJRQx3IeNJnd5m9Skkp0ZN30JGxykGnvOOhJ2fDKfWE0lWBloQJXVVwsLfyHn40eRiMorGMme0jhLgUwE8BDF7CIwHsBLAPQBLAOQBaBv37jQDqhRBXSSkrCkULIVQAdwF497B/6gLwAoA0gFNK9+p/BZ0P4GdCiHdKKZ+u5D7V+piIiIiIiIiotqQKDtrSFrxSyaa8E5bk62/WbuoKWhMmIjp7E01EV9bGndsP4rE9HQjGUfbp7StbcMP5y7CkMTZ1gyOiOcH1h5bYc7zguGX2TH2gvJ6pCRjq6GX2zFKmkzko46ka+wCmiy7a0wPlZ23PR3fOQdHxAYRZYk1xE/URDUIIZkXNIAajqtOfAfjSBM7bAOCeQdsSwH8e7wQhxBIA92No0OYZAP9DSrln0HEmgE8C+DoAvbT7vQD+D4C/qnB8X8HQoI2LsKzdd6SUzqB7rQHwPQyUuzMB/FQIcYaUsm2sm1TjYyIiIiIiIqLaUXR8HE0XUbDDiTjH99GddVAoT8wJNMcN1Ef1412GRpEqOLhnx2E8+HIbvHFEoTYsb8TNG5fj5NbEFI6OiGaj/jJ7thuUv9qeP2ogW1UQBpx0BaaqwtDDwNNIhACiRhhsKmc8aSqUKs92LTge2tJW+b3OCwL05B3kLK+cRZaM6WiMGcz8nSUYjKpCpX5C4+4pJIT4wrBdv5JS7hvjtC8DaBy0/SyAd0oprWFjsgF8UwhxEMBPBv3T54QQ35ZSHhhjbCcD+Myw3R+SUv5s+LFSyt1CiMsBPI6B4E0zgFsB3DLG46nWx0RERERERERVzvMDdGRt9ObCtY2BlOgb1rCdE3MTl7M9/OSFI3jgd0dguZWvrF+3qB4fuXAFVi+sn8LREdFs4QdySIm9/h5PIxEiLB9namqY8aQrMFUF6ihl9jRVIKqrYfBJUxExwiypWuJ4AToyFlIFF0D4XpcqOOgrDLzXJUwNzQmjKjPB5jIGowgAIISI4tieRd8f45yVAD46aJcD4GPDgzaDSSl/KoT44aDzTIQBlU+MMcRbMZB9BAC3jRS0GXSfohDiYwBexkCG0x8IIb56vABbNT4mIiIiIiIiqm5SSvTmHbQP6pWRtVx05+xyc/uYoaIlYcLQODE3Xpbr479/dxT3vXAY+dIK/EqsnJfAzRuX4+ylyTnfj4WIRub6pYCT65cznkbLmBQKYGpK6U/Yq8nQFAgc+/ogRHhspFReLww+KdBqOLgyvAciAGQsF715G17ppZnlZ2c3BqOo3zUAGgZtpxCWqjueGwAMfmbfL6XcW8G9/hFDAz7XCiH+eLSATylQds0I1zguKeXrQoifAri2tEsrjfn/HOe0anxMREREREREVKXytoejqWI5U8f2fHTlbFhOuK2rAs0JEwmTU0Dj5foBHnqlHXfvOFRegV+JZU0x3LRxOTae1MQgFFGVCKQsZzo5g/o7jVZmT1MxkO1UCjyNlqWjKCiX2Ovv7WRqStWX2atU/4KLjowNv/QNL7geenI2bDfc1hSBloSJRITvdbMZ/3eo3x8M295yvGygkquHbf+gkhtJKfcIIbYBuKC0Kw5gE4AHRjllM4DBXT2fk1K+Wsm9SmO6dtD2B3D8wE01PiYiIiIiIiKqMsPLFPlBgJ6Cg2wx7JUhBNAYM5CM6aM2t6eR+YHEE6924MfbD6Era1d83oL6CG64YBkuWdnKMohEc1h/mb3BJfaOV2bP0MJ+TqaulINP6iivu7omygGn/gAUM1ZHl7VctKet8oILx/fRk3PKWaqKABrjBhqifK+bCxiMIgghTgFwybDd3xvjnAUAzhq0ywPwzDhu+yQGAjcA8C6MHri5coRzK/UUwrH1/6yfI4SYL6XsGH5gNT4mIiIiIiIiqi5BINGdt9GZGShTlC466Mk75RJ97JUxMYGUeOaNbmzZdhBHUsWKz2uOG7juvKW4YvX8mi6hRTTXSCnh+rKc6dQffPJHSXdSBpXZMyoosxfRw8BU1BjIeGKgujKW66MtbSFneQDCBRe9BQeZ0oILAKiPamiOm/yeziEMRhEQ9jYa/KzdKaV8cYxz1g3bfklKmR/HPZ8dtr12HPd6rtKbSCnzQoiXAZwz7F4jBW6q8TERERERERFRlchYLtpSVnmFftH10D2oTJGhKWhJGIgZnO4ZDyklnj/Qh9u3HsBb3ZVPA9RFNFy7finedcYCmBr7kxDNZoPL7PUHnhwvKAc2htNVUSqzJ2DqKgx19DJ7qiIQ0ZVSX6cw+GRqCst0ToDrh1m/ffkw61dCIlVw0VtwINkDcc7jp5MaJ4RQMbTXEQB8v4JT1wzbfmOct35zjOsNtnoS7jU4cLMGwBMjHFeNj4mIiIiIiIjmOMv10Z62kC2tEPeCAD05p7ytCKCpVKaIk5/j8/LhFP5r6wG82p6t+JyYoeKqsxfj/WcvYuCPaBby/MG9ncLgk+uPHHUKy+yFGU4RbaDM3mgl3wxNKWU5KYiUgk8Mipy4IJDoztnozA5k/eYsDz15u/x/Z2oKmrngYk7j/xxdCWDxoO0igDsqOO/UYdsHx3nfA8O2m4UQjVLKvsE7hRBNAJpO8F7Dj185ynHV+JiIiIiIiIhojvIDia6sje5cODknIdFXcNCXdwfKFEU0NCdYpmi8Xu/I4vatB/DioVTF5xiagveeuRAfOGcJ6qP61A2OiCoipYTjDwSd+svt+SO3d4KqAIamloNOxphl9sKg0+AeT3ytnXx9eQcdWQuuF76xWZ6H7pwDywn/I1VFoDluoC6iccHFHMdgFH1i2PZ9UspUBeclh213juemUsqcEMICEBm0uwFA37BDh9+nMM7SeSONrWGU44bfqxoe07gIIeYBaB3naadMxr2JiIiIiIhoQKrgoC1twSutCM87Hrqzg1aI6wpaEyYiOsvDjceBnjx+tO0Atu7rrfgcTRHYtHYBrl2/BM0JcwpHR0Sj8YOB3k4DGU8jR52EADRVIKKp0LWw3J6pKdCUkTOYNFUgoqsDGU86y+xNh7ztoS1dRLEUdHL9AL35gaxfIYDGmIFkTB81U43mFgajapgQohXAe4ftrqREHwAkhm1X3tlz6DmDAzd1U3ifwUa6z2TeazY9pvH6YwC3TtK1iIiIiIiIaJyKjo+j6SIKtg8AcHwf3VkHBSfc7l8hzsyc8WlLF3HHbw/i1691YZQWMcdQBHDp6fNw/fnLsKA+MvYJRDQpXH9oppPjBccts2fqA+X1TE3AUEcvs2eWMp3MQRlPo/WCoqlhe2Hp2UwxDDr5UiKVd5AqDmT91kU0NMcNaPy/qSoMRtW2jwAY/On1TQC/rvDc4QEVawL3LwJoPM41J/M+x7vmZN9rNj0mIiIiIiIimgM8P0BH1kZvzgEABFKib9jkXDKmozFmsEzUOPTkbNy5/RAe3dMBP6g0DAVcfEozbrxgOZY2xaZwdES1TUo5pLdTf/BptKeqpgKGGgaSTFWFoYeBp5EIAUQNdWjGk6ZC4evnjPH8AJ1ZG715p1x6NlN00ZN3EJSS3KK6iuaEwazfKsVgVG37+LDt/5RSVv7JbKiJnDebz5nOe03nYyIiIiIiIqJZREqJ3ryD9oxVnozLWi66c3a570nMUNGSMGFoXCFeqXTRxb07DuEXL7eNmlExkvXLG3HTBctx6jyu+SSaTH4gYXv+McGnkQgB6GpYXs/QlFLwSYE6Spk9XQtL8kUNFRFNRcQIs6RodpBSojvnoDM78D6Xdzx05+xynyhdFWhJmIibDFdUM/7v1ighxEYAawft8gHcNo5L5IZtRycwjOHnDL/mdN5nOu81nY9pvP4dwD3jPOcUAD+bpPsTERERERHVjJztoS1VhOWGs3O256MrZ5ebtuuqQHPCRIKTcxXL2x5++uIR/OzFoyi6fsXnrVlYj49cuBxrF01KS2aimtZfZs92B4JP3ijpTkIBItrgMnvh3wWOzWASAjC1sKdTRO8PPiks5TaLpQsu2jNWOfBoez66cw6K5dKzQFPcRH1EY4+uGsBPM7XrD4Zt/1JKeXQc51dj4KYaH9O4SCk7AXSO5xy+URAREREREY2P4wXoyFhIFVwAgB8E6Ck4yBY9SMmm7RNhuT5+8XIb7ttxGFnbq/i8U1rjuHnjCpy7LMnfb4nGKZDymBJ7jhcct8zeQMAp/DpavyZFQbmnU//XiK7weTpHFBwPbWmr3P/QCwL05MP3uX6NMR1Jlp6tKQxG1SAhRBzAdcN2f3+cl0kP224d5xgSODagkqrgPjEhRFxKmR/H7eZVcJ+R7lUNj4mIiIiIiIhmiSCQ6M7Z6Mza5T5Q6aIzpF9GwtTQnDBGnaCloVw/wCO7O3DX9oPoKwX3KrG0MYobL1iOi05p5uQ2UQUGl9nrz3oarQSmEIChiXLAqT/4pI7yXDM0BRFdQVRXYZaCTyxLOjcNX2wRSIlUwUFfYaD/YSKioTnO97laxGBUbfoQgLpB2x0Afj7Oa+wdtr18nOcPP75XStk3/CApZY8Qog9A46DdywDsOYF7DR/7aPur4TERERERERHRLJCxXLSlBkoVFd2wX4bthrNzhqagJWEgZnCqphJ+IPHka52447cH0Zm1Kz5vXp2JGy9YhnecNo+r8YlGIKWE68typlN/8MkfJd1JUVAOOPX3eDpemb2IPqjMXukrn4tznx9IdGVtdOcGFltkLBc9g/ofmrqC1oSJiM5+XrWKn3Bq0/ASff8lpaw8hz00PHBy6jjPP3nY9u4x7nXRsHuNJ3Az/F6jnVuNj4mo5r355pvYtWsXDh06hGw2iyAIkEwmkUwmcfrpp+OMM86AYRhjXmf//v046aSTytsf/ehHcdttt03JmD/2sY/hhz/8YXn7rbfewooVK6bkXkREREQ0tSzXR1vaQs4Kf+32ggA9OQfZ0rYigKa4gYaozgydCgRS4rk3e7Bl2wEc6itWfF5TzMC15y3FpjXzuRqfqGRwmb3+wJPjBeVgwnC6KkoBJwFTD7OeNGXk55OqiDDbyRgIOpkay+xVGyklevMOOjJ2OWBZcD30DFpsoasCzXETiQhDEbWOPwE1RghxGoC3Dds93hJ9APDKsO0zhRAxKWWhwvMvHuN6w/9tcODmQgD/XclNSiUJz6zwXtX4mIhq0rZt2/C9730PDzzwADo7j98GzTAMnH/++bj++utx3XXXobm5eZpGSURERETVzA8kOrMWenIOpAQkJPoKDvryA6WK6qMamuMmswIqIKXEzoMp3L51P97sqrzKfZ2p4Zr1S/DuMxZyNT7VNM8f3NspDD4dv8xemOEU0RSYugJDVUftYWdoSingpCBSCj4x6Fv9MpaL9rQF2w1Tn2zPR2/eQb7UJ0oRQGPcQJKLLaiEwaja84lh209LKV8b70WklG1CiJcwEBTREAa5HqnwEpcO2/7lcY59CMAfHefc43k7hv6cvyCl7BjpwGp8TES1Zvfu3fjMZz6Dxx57rOJzHMfB008/jaeffhqf+9zn8KlPfQp//dd/jZaWlikcKRERERFVs768g/aMBa800Zt3PHRn7fLEb0RX0MJSRRXbdTSN27cewK6jmYrPieoq3n/2Ilx19mLETU5/Ue2QUsLxB4JO/eX2+kulDacqgKGpiJSCT0ap3N5IwjJ7arm/U9RQEdFUKAyo15ThGb9+EKC34CBT9MqLLRqiOpriBhdb0BB8N64hQggVwEeG7Z5IVlS/n2Bohs7HUUHgRgixCsAFg3blxzjvYQBFANHS9oVCiFVSylcrGOPHhm3/ZIzjq/ExEdWE733ve/if//N/wrKsY/6trq4Oq1evRmtrKxoaGtDd3Y329nbs3bsXxeJAaQ/btvHP//zP+OUvf4lXX63k6UhERERENKDo+DiaLqJQWhXu+D66sw4KTritKgItCQN1EX0mhzlnvNGZw+1bD2DnwWPaMY/KUBW8+4yFuGb9EjRE+X2m6uYHA72dBjKeRo46CQFoqkBEU6FrYbm945XZ01QxqK+TwjJ7BNcP0JGx0Jd3AYQZv6mCi96CA1n6sYubKprjJgyNmXF0LAajasu7ASwctJ0FcM8JXG8LgL8B0L9c4gNCiJVSyr1jnPcXw7bvllIeO3tcIqUsCCHuBXDzsGt8/Hg3KZUkvHrQLg/AHWOMrRofE1HV+8pXvoK//Mu/HLJPURTceOON+MQnPoGLL74Yun7sL6LFYhGPP/447r33XmzZsgWeF67qGSmgRUREREQ0Gs8P0D5ogi6QEn15B6niQEm+xpiOZIyrxCtxsLeALdsO4Nk3eyo+R1UENq2Zj+s2LEVzwpzC0RHNDNcfmunkeMHoZfYUwByU5WRq4rhl9sxSplP/1wjL7NEgQSDRnbPRmbXL72k5y0NPfiDj19QUNCcMxAyGG2h0/OmoLX8wbPtOKWXlhZaHkVLuFUL8EAOl/wwAtwkhLh8tECOEeD+GZvY4AL5cwe2+BODDAPpnkz8mhPiJlPKBUe4TAfCD0pj6fV9K+ebxblKNj4mo2j3wwAP4q7/6qyH7Vq1ahbvuugtnnjm8vdpQ0WgU73nPe/Ce97wHf/3Xf42/+Zu/wd133z2Vw63Ibbfdhttuu22mh0FEREREY5BSoifvoCNjISitCs9aLrpzdrkkVsxQ0ZLgKvFKtGcs/Pi3B/Hka50IRp5jP4YA8I7TW3HD+cuwsCE65vFEs52Uckhvp/7g02jPCU0FDDUMJJmqCkMPA08jEQJhab3BGU8ss0fHMbzsrOV56M45sJzwTU5VBJrjBuoiGrPmaEwMRtUIIcR8AL8/bPf3JuHStyLM1GksbV8E4DEhxB8OLjknhDAR9kj6p2Hn/5OU8sBYN5FS7hNC/D8AfzZo971CiM8B+I6U0hl0r9UIH9tFg47tQWUBomp9TERVad++ffjoRz8KKQc+lZ933nn45S9/iebm5nFda+XKlbjrrrtw5ZVX4qtf/epkD5WIiIiIqkzO9tCWKsIa1Li9K2eXJ+h0VaAlYbJfUQV68w7uev4QHtnVDq/SKBSAC09uxo0XLMPy5vgUjo5o6viBhO35xwSfRiJE+LpiamqY8aQrMFUF6ihl9nQtLMnX39cpYozeC4pouJztoT1dRLH0nub6AXrzDrKlPlFCAI0xA8mYPmrGHdFw/ERUOz6Cof/fr0gpf3uiF5VSHhZCfABhD6T+jJ2LAewWQuwAsA9AA4BzAbQOO/3nAL44jtt9AcBaAO8qbesA/gXAF4UQOxGWHTy5dK/Br4IOgKullG21+piIqtVf/MVfIJVKlbeTySTuv//+cQeiBvv4xz+OSy65ZBJGR0RERETVyPECtKctpIthST4/CNBTcJApDEzQNcUMNHCCbkyZoov7dh7Gz19uG3UCfiRnL03i5o3Lcdr8uikcHdHkcv0AthsMCT6NFnwVChAZUmYv/LvAsa8pQoQl0iKl8nph8EmBxjJ7NAGW66MjYyFTDN/TfCmRGlZ2tj6ioSlu8GeMxo3BqNrxiWHb35+sC0spnxRCXA3gNgwEZwSADaU/I/kxgP8hpfTHcR9fCHEtwgyh6wb90zwAV45yWieAj0opn6r0PqV7Vd1jIqo2e/fuxf333z9k3ze+8Q0sWbLkhK99yimnTOi8119/Hb/73e9w+PBheJ6H1tZWrF+/HmecccYJj2migiDA1q1bsW/fPhw9ehSRSASLFy/GJZdcgtbW4fF0IiIiIhrN8J4ZEhKZoouevFMu0ZeIaGiOG+y1MoaC4+FnLx7FT188goJT8a/QWL2gDjdvXI4zliSnbnBEJyiQspzl1N/byfGCUcvs6aooBZ0UGKXA02ivIYqCck+n/q8RXWF5NDphnh+gM2ujN++M+h4XM1Q0Jwxm2NGEMRhVA4QQFwNYNWiXA+BHk3kPKeWDQoh1CMvGXYeBEnfDbQXwdSnlfRO8Tw7Ah4UQ9wL4PICNoxzaC+AuALdKKbsmeK+qe0xE1eSf//mfEQQDqyfnz5+Pm266aUbG8vOf/xx///d/j61bt4747yeffDL+7u/+DjfeeGNF1/vYxz6GH/7wh+Xtt956CytWrBjx2CeffBKXXXZZefvWW2/Fl770JViWha997Wv47ne/i0OHDh1znqqq2LRpE77+9a9jzZo1FY2LiIiIqFaliy7a01Y5e6foeujO2bDdcHbZ0BS0sHH7mGzPx4Mvt+GeHYfLpZ4qcXJLHDdvXI71yxs56U6zSrnMnhvA9gPYrg/XHyXbSQCGJsoBp/7gkzrKz7ShKYjoCqK6CrMUfGLvOZpsUkp05xx0Zgd6H+ad8D3O9cKfZZadpcnCn6AaIKV8Bhghj3fy79MJ4FNCiM8gLGu3HMACAHkARwC8IKV8a5LudS/C/konISxhtwhAHEA7gAMAnhncc+kE7lN1j4moWjz00ENDtj/+8Y9D1/VpHYPv+/jsZz+Lf/3Xfz3ucfv27cNNN92E5557Dv/yL/8y5b9At7e3413vehdefPHFUY/xfR+//OUv8dhjj+Gb3/wmbrnllikdExEREdFcZLk+2tIWcqXAiRcE6MkN9MxQBNCcMFHPxu3H5fkBHt3TgTu3H0JvvvJfaxcno7jxgmW4+NQWljykGSWlhOv3Zzz5paynAP4o6U6KglJ5vYEeT8crsxfRB5XZK31VFf7M09RKF1y0ZwYWWtiej+6cg2IpY1VVgKY43+No8jAYRZOuFDD51TTd6y0AkxIMGuM+VfeYasHRo0en/B6LFi0a85hUKoVCoTCl40gmk4jFYsc9xrZt9PT0TPgelTzW6XL48GHs27dvyL7f+73fm/ZxfOYzn8G//du/AQCEEDjzzDNx8sknwzRNHDhwANu3b4fnDaz4/Ld/+zesXbsWn/rUp6ZsTLZt4/d///fLgShFUbB+/XqsWLECjuNgz549eP3118vHu66LT33qUxBC4JOf/OSUjYuIiIhoLvEDic6shZ7cQLmivoKDvvygnhlRDc1xkxPGx+EHEr/Z24U7th1Ee8aq+LzWOhM3nLcMl62ax+8vTbvhZfb6+zvJ0crsaQKmqsLQRbm/k6aMnMGkKiLs6VTKeIro4fGc6KfpVHA8tKUtFOww6OQFAXryDrLFgfmLxpiOZMzgazBNKgajiKhqve9975vyezz//PNjHvPP//zP+PnPfz6l47j11lvx3ve+97jHvPzyyyeU/VLJY50uzzzzzJBtIQQ2bBitndvU+MUvfoHu7m4AwB/+4R/i1ltvPaZf1ZEjR/BHf/RHePDBB8v7vvCFL+AjH/kI4vH4lIzr29/+Nvr6+gAA119/Pb72ta9h8eLFQ47Zvn07PvWpT2HHjh3lfZ/+9Kfxtre9DWvXrp2ScRERERHNFX15B+0ZC16p1Fbe8dCdtcultyK6gpaEiYjOnhmjkVJi674e/GjbQRzsrXxhXjKq49oNS3HlugXsu0XTwvODcrCpP/h0/DJ7CkxdgamGXw1VHTVrz9QVRDQVEUMpZzzx55pmkuMF6MhYSBVcAGHgNVVw0FcYWGjB3oc0lRiMIiKiOefIkSNDtufPn4/GxtHauk2N/kDUv//7v4+a6bR48WL87Gc/w8aNG8uBn0wmgzvvvBN/8Ad/MCXj6g9Eff7zn8fXv/71EY8577zz8Jvf/AZXXnklnnrqKQCA4zi45ZZbyttEREREtabo+DiSKpbLEzm+j+6sg0K5XJFAS8JAXWR6S0PPJVJKvHAohR9tPYC9nbmKz4ubKj547hK898xFDPLRlJBSwvEHgk795fb8YOTjVQUwNBURTYGpqWH2kzbyz2ZYZk8NM540pfRVhcKMEpol/ECiK2ujO2eXg04Zy0VPzi4/B7jQgqYDg1FERDTn9Pb2DtlOJpMzMo4bbrhhzJJ7mqbhy1/+Mt7znveU9z3xxBNTFowCgPXr1+OrX/3qcY+JxWK44447sHr1auRy4UTB008/jZ07d+Lcc8+dsrERERERzTaeH6A9Y6EvP7BSvC/vIFUcWCnOckVj292Wwe3P7ccrRzMVnxPRFbz/rMW46pzFSJicoqLJ4QcDvZ0GMp5GjjoJAWiqQGRQX6eIpkAdpcyepopyeb2oroZZUiyzR7OUlBK9eQcdGbvc36zgeujJ2bDdcFtXBZrjJhIRvgbT1ONPGRERzTnDe1/NVDDqi1/8YkXHbdq0CYZhwHHCZs0vvPDCVA4LX/rSl6CM8svTYEuWLMEf/dEf4Rvf+EZ532233cZgFBEREdUEKSV68g46MhaC0jx11nLRPWileMxQ0ZIwYWgsVzSafV053L71AJ4/0FfxOZoi8O4zFuJD65cgGTOmcHRU7Vx/aKaT4wWjl9lTALMUcDJLWU+6qhy3zF5/4Cmih6X2WLqM5oqM5aI9bcF2wzc02/PRkxvI9lUE0Bg3kIzqDKbStGEwioiIaAJOPvlkrFq1qqJjdV3HKaecgj179gAAOjs7p2xcjY2NuPLKKys+/oYbbhgSjHr66aenYlhEREREs0rO9tCWKsIaNEnXlbNhOeG2rgq0JEzEma0zqsN9BWzZdhBPv9Fd8TmKAK5YPR/XnbcMrXXmFI6Oqo2Uckhvp/7gUzBy3AmaChhqKXNJVWHoAoY6cvkxRUEp4BRmO0V1FaamsMwezUmW66MtbSFneQAAPwjQU3CQLXrlbN+GqI6mOLN9afrxUxUREc05TU1NQ7bT6fS0j2HNmjXjOn5wT6upHO/69euhaZW/vZ911lmIRCKwLAsA8NJLL8FxHBgGV6gSERFR9XG8AO1pC+liWJKvf5IuUwgn7YQAmmIGGmL6qNkSta4zY+HO7Yfw+KsdowYCRnLJylbceMEyLEpGp25wVBX8QML2/GOCTyMRIgwem6Uye2HwafQye7oWluTr7+sUMZRRe0ERzSWuH6BjUMlZCYlUwUVvwYEsPX3ipormOLN9aeYwGEVEVeuBBx6Y6SEAAD772c/ij/7oj6b0HpWUqTvjjDNmzffkRDU3Nw/ZTqVS0z6GwcGlSuj6QKNrz/Mmezhlp5122riO1zQNK1aswKuvvgoA8H0fPT09WLhw4VQMj4iIiGhGBIFEd85GZzZs3i4hkSm66Mk75RJ9iYiG5rjBMlyj6Ms7uHvHITz0Sju8cUShLjipCTdesBwntcSncHQ0V7l+ANsNhgSfRvv5EgoQGVRmr7/knsCxgWMhwpJ85YwnIyzLp/H5TVVm+PsbAOQsDz15u1yy0tQUNCcMxAyGAmhm8SeQiKrWokWLZnoIAMJA0Uz1NBrMNM1Z8z05UcMfR3t7O1Kp1LR+nyvpyTQT6uvrx31OQ0PDkO3e3l4Go4iIiKhqpIth34z+zIqi66Era8Pxwkk6Q1PQmjARNZgdMZKs5eL+nUfw3y8dhT1KdspIzlrSgJs2LseqBeP/fErVJ5CynOXU39vJ9oLy5PlwuipKQScFRinwNFqgWFFQ7u00uMcT++BQtevLO2jPWPBKQSfL89CVdcp9olRFoDluoD6qH+8yRNOGwSgiIppzLr744iHbUkps374dV1xxxQyNaPaYjF+4+EsbERERVYPhfTO8IEBPzkG2tK0IoDlhoj6i8fPPCIqOjwdeOoqf7DyMfKnhfSVOn1+Hmzcux1lLk1M3OJrVPD+A05/x5AewXb+coTGcEIChiXLAqT/4pI7ynDQ0BRFdCfs6lYJPLDlGtSZne2hPF1Es9Tl0/fD9LWcPlJxtjBlIsuQszTIMRhER0ZyzdOlSnHTSSXjrrbfK+371q18xGIWJ9aMafs54SxASERERzSZ+INGZtdCTc8ol+foKDvrybjkLoz6qoTlusnn7CBwvwC9facM9Ow6Xe2tVYkVzDDdvXI7zVjQxuFcjpJRwfTkk08n2AvijlNlTFJTK6w30eDpemb2IPqjMXukrn7NUyyzXR0fGQqYYBp18KZHKO0gVB72/RTQ0xQ2WpKRZicEoIiKak6688kr8x3/8R3n7Bz/4Ab785S8P6c1Ui15//fVxHe95Hvbv31/eVlUVTU1NkzwqIiIioukxvGRR3vHQnR3omxHRFbQkTER0luQbzvMDPP5qJ+7cfhDdOafi8xY2RHDjBcvx9pUtXIFfxQIpYbv9GU8+bD/s7zRqmT1NwFRVGLoo93fSRil1rioi7OlUyniK6OHxDGoShTw/QGfWRm/eGbXvYcxQ0ZwwYGp8f6PZi8EoIiKakz772c/i29/+NoLSJ6/29nZs2bIFH/vYx2Z2YDNsx44d8DwPmlbZW/zvfvc7WJZV3j7zzDNhmuZUDY+IiIhoShQdH0dSRRRL5eQc30d31kGhtK0qAi0JA3WR2l64NJJASjy1txtbth1AW9oa+4SSloSBD5+3DJevmscV+FXG8weynJxSj6fjl9lTYOoKTDX8aqjqqIFJU1cQ0VREDKWc8TRaLyiiWielRHfOQWfWKged8o6H7pwNt9T3UFcFWhIm4ian+Wn2408pERHNSaeddhquvvpq3HfffeV9n/vc57Bp0yYsWrTohK795ptv4pRTTjnRIc6Ivr4+PPTQQ3jPe95T0fF33HHHkO23ve1tUzEsIiIioinh+QHaMxb68mE5uUBK9A0rWdQY05GMGSzvNYyUEr/d34sfbT2A/T2Fis9riOq4dsMSXLl2IXv1zHFSSjh+MFBizw3g+D78YOTj1XKZPQWmpobZT6NkYYRl9tQw40lTSl9VKHweElUkXXDRnrHgeOET0vZ8dOfscp8oVQGa4ux7OBFSSgRSQhmhRChNLQajiIhozvrKV76CRx99FJlMBkAYiPngBz+IBx98cMJ9j37wgx/gq1/9Kvbs2TOZQ51WX/rSl/Dud78byihlMPodPnwY3/nOd4bs++hHPzqVQyMiIiKaFFJK9OQddGQGVotnLRfdObs8kR4zVLTWmcy6GMHvDqdw+3MH8FpHtuJz4oaKq89dgveduQhRg2Wg5ho/kOUsp8H9nUYiRJhtMbivU0RToI7y+4WminJ5vaiuhllSLLNHNCEFx0Nb2kLBDjN7vSBAT85B1vLKx3CRxcQEUuK5N3tw1/ZDePvKFqxfwX7Z043BKCIimrNOPfVU/OAHP8AHP/jB8r6tW7fi7W9/O+68806sW7eu4mu98cYb+Ou//mvcfffdWL58+VQMd9rs2LEDf/EXf4Gvfe1rox5TLBZxww03IJfLlfddfPHFWL9+/XQMkYiIiGjCcraHtlQRljuwWrwrZ8MqrRZnyaLRvdqewe1bD+Clw+mKzzE1Be87axGuPmcxyxzOEa4/tMSe7QbwglHK7CkoZTopMLQwi0lXlRHL7AkRHhspBZ76ezyxTCPRiXO8AB0ZC6nCoEzfgoNUYSDTNxHR0Bw3uMhinPxA4jd7u3DP84dwqK8IALA8H+csT87swGoQP5kREdGc9oEPfAD/+3//b3zxi18s79u1axfOOuss3HzzzfjEJz6BCy+8ELp+7C/OxWIRTzzxBO655x5s2bIFnucdc8xc09jYiL6+Pnz961/H0aNH8dWvfhWLFy8ecsz27dvxqU99Cjt27CjvMwwD3/rWt6Z7uEREREQVc7wA7WkL6WI4UecHAXoKDjKF8DOcEEBTzEAypjMjY5i3uvP40dYD+O3+3orP0RSBK9ctwLXrl6Ixbkzh6OhEuH6AouMPCT6NEneCpqKc7RR+FTDUkbPcFAXlTKdyxpOmsMwe0STzA4murI3unF0OOmUsFz2DMn0juoKWhImIzqzUicjbHv79yTfKi1gAoC1tYdeRDE5trZvBkdUeBqOIiGjO+5u/+Ru0tLTgs5/9LGzbBgAEQYAf/vCH+OEPf4i6ujqsWbMGra2tqK+vR09PD9rb2/H666+jWCwec71YLDbdD2HSfPKTn8RDDz2EF198EXfccQfuvPNOnHfeeVi+fDkcx8GePXvw2muvHXPeN7/5zXFlkhERERFNlyCQ6M7Z6MyGE3USEpmii+68A1maV+Jq8ZEdTRWxZdtBPLW3C6PEJ46hCODyVfPx4fOWYl59ZErHRxNXcDykCi4Kjn/Mvw0us2fqSjn4pI4SpNW1gTJ7/RlPo/WCIqLJIaVEb95BR8aGX4ogF1wPPTkbthtu66pAc9xEIsIp/BNRH9Xx7nULcf8LR4bsf3h3O9531iIuYJlG/EkmIqKqcMstt+Btb3sbPv3pT+NXv/rVkH/LZrPYtm3bmNeIRqP49Kc/jS984QtTNcwpZ5omHnzwQWzevBkvv/wygiDAtm3bRn38uq7jm9/8Jj75yU9O80iJiIiIxpYuumhPDzRwL7oeurI2HC+cqDM0Ba0Jkz2MhunK2rhz+0E8tqdj1CyZkbx9ZQtuOH8ZljTO3cVZ1UxKiazlIVV0y88JAIgaAwEns9TjSeD4ZfaiRinwpCkss0c0zTJW+N5mDyo325NzysFlRQCNcQPJKDN9J8tVZy/Gz19qg+MPvHYe6i3ihYMpnLucvaOmC4NRRERUNdatW4cnnngCzz33HL7//e/jgQceQFdX13HPMU0TF154Ia6//npce+21SCaT0zPYKbRw4UJs3boV//iP/4jvf//7OHLkyDHHqKqKK664Av/0T/+ENWvWzMAoiYiIiEZnuT7a0hZypYbtrh82cM/Z4baqAE1xE/URjRN1g6QKDu7ZcRgPvtw2ao+gkWxY3oibNy7Hya2JKRwdTZQfhNmAqaJbzqAQAqiPamiI6iOW2lMUINofdNLCr6am8PlCNIMs18fRVBF5Oww69ZebzRa9com+hqiOprgBlSUxJ1Vj3MCmtfPx85fahuzf3Z5hMGoaMRhFRERV58ILL8SFF14IANi7dy927dqFw4cPI5vNIggCJJNJNDU14fTTT8cZZ5wxYj+p4VasWAEpx7GsdJgnn3yy4mNvu+023HbbbRO+FxCWGvzyl7+MW2+9Fc899xz27duHo0ePIhKJYPHixbjkkkswb968E7oHERER0WTzA4nOrIWenFMuydeXd9A3qIF7fVRDc9zkRN0gOdvDT144ggd+d2RIT4yxrFtUj49cuAKrF9ZP4ehoolw/QKrgImMN/PyrCtAQ09EQNcpl91RFIG6W+juVgk+GxmwnotnC9QN0ZCz05cOehxISfYXSe1vpJTtuqmiOm3zujkO66OJnLx5BwtTwgXOXjHn8B85ZgodeaUcgJc5emsQVa+bjbae2TsNIqR+DUUREVNVWrlyJlStXzvQwZoyiKLj44otx8cUXz/RQiIiIiI6rL++gPWPB88NZ97zjoTtrwy1ts4H7sSzXx3//7ijue+FweaV9JU6dl8BHNi7H2UuTzJSZhSzXR6rgljMBAcDQBJIxA3URrVyCz9AUtCQMNMYMKAzOEs06w3seAkDO8tCdt+CVXrJNTUFzwkDM4DR9pXpyNu5/4Qge2tUOxwsQN1VcuW7BmN/D1joTf3LZqTilNQEvkFAY95t2/CknIiIiIiIiohlTdHwcSRVRLPXKGN47Q1UEWhIG6iJjZ7PXCtcP8NAr7bh7xyGkCm7F5y1riuGmjcux8aQmBqFmGSkl8o6PVMEZkt0WNVQkYzrigyZZY6aKloSJhiifE0Sz1fAFFpbnoSvrlPtEqYpAc9xAPZ/HFevIWLhv52E8urtjSCnavO3jFy+34UPrl455jctXz4fjBTjYW5jKodIoGIwiIiIiIiIiomnn+QHaB5Ut8qVEX95GelDvjMaYjsa4AYWBEwBhGcMnXu3Aj7cfQlfWrvi8BfUR3HDBMlyyspXlDWeZQIb9oNJFt5wFKASQMDUkYzpMTS3va4jqaEmYiBrMDiSarXK2h/Z0EUUnDDo5vo/e3ECmoxBAY8xAMqbzva1Ch/sKuGfHYTz5WidGa4f4sxeP4r1nLmL29CzHYBQRERERERERTRspJXryDjoyFoJSAkjGctGTs+GXtmOGitY6E7rKGjpAGLB45o1ubNl2EEdSxYrPa4ob+PB5S3HF6vnQ+L2cVTw/QLoUhOqfXFWUMODUENWhlepHKUr4/8heMkSzm+X6aE9byFph0GmkBRb1EQ1NcYOvxxV6qzuPe3YcwtN7uzFWB+900cUju9vxvrMWT8vYaGIYjCIiIiIiIiKiaZGzPbSliuUyZLbnoytnwyqtINdVgZaEibjJ6QogDNw9f6APt289gLe68xWfVxfR8KH1S/DuMxaWM2todrC9sB9U/4Q1EP7cJ2M66iIDmRK6JtAcN9EUN5jNRjSLeX6AzqyN3rwDKQEJiXTRRW/eKS+4iBkqmhMGX48r9HpHFnc/fwjb3uod13mP7u7Ae89cxDK0sxg/3RERERERERHRlHK8AO1pC+liqSRfEKA77yBbHChb1FQqW8RJpNDLh1O4fesB7GnPVnxOzFBx1dmL8f6zF43ZyJ2mV8HxkCq45V5oABAxFCSjBhKDgq9RQyn3g+JzgWj2klKiO+egMzuQ5ZuzPfTkbbhemMfDBRbjs+toGndtP4QXDqXGdV4ypuPqsxfjXesW8nVzluMzgYiIiIiIiIimRBBIdOdsdGbtISvGe/IOZGnyLhHR0MKyRWWvd2Rx+9YDeHEck3GGpuC9Zy7EB85ZgvqoPnWDo3GRUiJreUgVXThe+AMvBBA3NCTjGiLawLRcXURDS505JDBFRLNTuuCiPWOVn9e256M7Z5f7RKkK0BQ3UR/RGBwZg5QSLxxK4e7nD2HX0cy4zm1JmLjm3MV455r5zDqbI/gOR0RERERERESTLl100ZYulleIF1wP3VkbTmnb1MIMkKjBCSQAONCTx4+2HcDWfZWXJdIUgU1rF+Da9UvQnDCncHQ0Hn4gkSm6SBVd+KWGUEIA9VENDVEdhqqW9yVjOloSJiI6nwdEs13B8XA0ZaFYynD0ggA9OWdI2c3GmI5kjOU1xyKlxG/39+Ku7YewtzM3rnMXNkRwzfoluOz0eewtOccwGEVERDSHXXrppZByrFaeRERERNPHcn20pS3kSpNzrh9O1uXscJsrxodqSxdxx28P4tevdY3ZoL2fIoBLT5+H689fhgX1kSkdH1XO9QOkCi4ylov+j+iqAjTEdDREDailn3dVEWhOGGhmRiDRnGB7PjrSdrnUbCAl+goOUoWB53oioqE5bjA4MgY/kHj2zW7c/fwh7O8pjOvcpU0xXLt+Cd6+spXBvjmKwSgiIiIiIiIiOmF+INGZtdCTG2ji3pd30Ddosq4+qqE5bnISCUBPzsad2w/h0T0d5eyZSlx0SjNuvGA5ljXFpnB0NB5Fx0eq6CBvD/SDMjSBZMxAXUSDQPjzbuphNmAyqkPhc4Bo1vMDia6sje6cXX4fS1suenM2/FKp2Ujpec3sxuPz/AC/fr0L9+w4jCOp4rjOPbk1jus2LMXGk5uhcBHLnMZgFBERERERERGdkL68g/aMBc8PZ+tytoeenA23tM3JugHpoot7dxzCL15uK39/KnHuskbcvHE5Tp2XmMLRUaWklMjbPvqKDmw3KO+PGioa4zpi+sCUW9xU0VJnoj7Cfl5Ec4GUEr15Bx0Zu7xYIO+E72v9pWZ1VaA5wT5vlfICiR88u7+cXVaJVQvqcN2GpVi/vJGZ1FWCzxYiIiIiIiIimpDh/TPCJu5OeVtVBFoSBuo4CY+87eGnLx7Bz148iqLrj31CyZqF9fjIhcuxdlHDFI6OKhXIsB9UuuiWg4lChCW6klEdpjbQD6ohqrMvGtEck7FctKetcpDZ9nz05BwUSu9rigAa4waSUZ0BknGI6Cref/Yi/NdzB8Y89swlDbhuw1KcsbiB3+Mqw2AUEREREREREY2L5wdoz1joy4crnH0p0Ze3kS565VJGjTEdjXGj5kvqWK6PX7zchvt2HEbW9sY+oeSU1jhu3rgC5y5LcjJuFvD8AOlSEKq/qqKihAGnhqgOTVHK+5riBprjJgyNvWOI5oqi46MtXSyX2/SDAD0FB9lB72sNUR1NcYOlZifo989YiPt2Hh5S0nSwDcsbce2GpVi9sH6aR0bThcEoIiIiIiIiIqqIlBI9eQcdGQtBqTJZxnLRM6h/RsxQ0Vpn1nwTd9cP8MjuDty1/SD6CpWXJVrSGMVNFyzHRac0Mwg1C9iej1TBRdYaCCTqqkAypqMuopeDrbom0Bw3OVFNNMe4foD2tIVU6XVaQqKvUOp3WHpfi5sqWhJ8XztRMUPDe89chDu3Hxqy/6JTmvGh9UtZhrYGMBhFRERERERERGPK2R7aUkVYg0oXdeVsWE64rasCLQkT8Rrvn+EHEk++1ok7fnsQnVm74vPm1Zm44fxluPT0eQxmzAIFx0Oq4JZLcwFAxFCQjBpDesREjbAfWgNLdhHNKUEg0Z2z0Zm1y5lPWctFT96GV3ram5rCUptj6Cs4+NmLR6AIgY9cuGLM49975iL87MWjsD0fl6xsxTXrl2B5c3zqB0qzQm1/QiSiWWekD+9SVt7Ul4iIxhYEwTH7OHlCRESjcbxw1Xh/03E/CNCdD0sXAWFvnKaYgWSstifjAynx3Js92LLtAA71FSs+rzGm47rzlmHTmvlcdT/DpJTIWh5SRReOF35eEgKIGxqScQ0RbWAarS6ioaXOHBKYIqLZT0qJVMFFe8aCV+r7VnQ9dOeccp8oTRFoZr/D4+rO2bh/52E8vKsDjh/AUBW898xFaIwbxz2vPqrjM5evxEktcSxKRqdptDRb8B2TiGYVRTn2ly/f96Hr/ABARDRZfP/YGt0jvf4SEVFtG75qXEIiXXTRk3fKpYsSEQ0tcQNaDQdRpJTYeTCF27fux5td+YrPqzM1XLN+Cd59xkJEdK66n0l+IMv9oPxSQyghgPqohmTUKAcJhQAa4waa4wb/z4jmoOEZvo7vozfnImcPLK5oLC2uqPV+h6NpT1u4d8chPP5qJ7xgYPG44wf46YtH8PGLTxrzGhef2jKVQ6RZjMEoIppVhBBQVXXIRGmxWEQkEpnBURERVZd8fuhEmaZpNb2SnYiIjpUuumhLF+F64URTwfXQnbXhlLZZuii062gat289gF1HMxWfE9VVvP/sRbjq7MU1X9Jwprl+gL6Cg6zllct0aSrQEDVQH9Whlj4fqYpAS8JAU40HXonmKsv10Z62yr3ffCnRl7eRLg489+sjGp/jx3Got4B7dhzCr1/vQjBKAaNfvtKOD567BPVRLiinkfFTDxHNOvF4HJnMwC9z2WwWjY2NMzgiIqLqks1mh2wnEmwUS0REIcv10Za2kCtN2Ll+gJ6cU141ripAU9xEfaS2FzK80ZnD7VsPYOfBvorP0VWB3z9jEa5ZvwQNnKibUUXHR6roIG8PLII0dRH2g4poEBClfWHQNRnVobCPF9Gc4/kBOrI2+vLOkAzf3ryD/srlMUNFc8KAqdX24orR7OvK4e7nD+HZN3swVhONouvjv186ihsvWD4tY6O5h8EoIpp16urqhgSjCoUCHMeBYRy/7iwREY0tl8vBsqwh++rr62doNERENFv4gURn1kJPbmDCri/voK/gDqwaj2pojptQa3hS/mBvAVu2HcCzb/ZUfI6qCFyxej6uO28pWhLmFI6OjkdKibzto6840BcGCCeik3EdMX1giixuqmipM1HPfjFEc1IQSHTnbXRl7XLQKWd76Mnb5YxfQ1PQkjAQMzg9PpJX2zO4+/lD2L6/8kUXAPCb17tw/fnLWOaQRsRnGxHNOvF4fMi2lBKHDh3C8uXLoWl82SIimqhcLofDhw8P2aeqKmKx2AyNiIiIZoO+vDOkkXvO9tCTs+GWtiO6gtY6s6ZXjbdnLPz4twfx5Gudo5YnGk4AeMfprbjh/GVY2MAm7TPFDySylotUwS33NxEi7HeWjOrln2shgIaozvKTRHNcuuCiLTNQZtb2fHTnbBSdMCrFDN/RSSnxypE07nr+EH53OD2uc5tiBq4+dzGuXLuAgSgaFWd1iWjWUVUVdXV1Q8pIOY6DN998E/X19aivr4eu61AU1vElIjqeIAjg+z7y+Tyy2ewxGVEA0NDQwF/CiIhqVMHxcDRloeiEpcrCCTunvN3fJ6euhrNDevMO7nr+EB7Z1T6kUftYLjy5GTdesAzLm+NjH0xTwvMDpIsu0kW3HEBUlDDglIzqUEu/TyoK0BQ30Bw3YWj8HZNorhr+nuYFYZnZ/j5RQgDJqI5kzKjpDN+RSCmx82AKdz1/CHvaKu+BCADz6kxcs34JLl81n6+hNCYGo4hoVlq4cCEcx4Ft2+V9QRAglUohlUrN3MCIiKpIfX095s2bN9PDICKiaeb5AdozFvryLoCRG7k3xnQ0xo2aXd2cKbq4b+dh/PzlNjheMPYJJWcvTeLmjctx2vy6KRwdHY/t+UgV3PIENADomkAyqqMuopd/pnVNoDluoinOiWmiucz2fHSkbaSL4XtaICX6Cg5Sg8rMJiIamuMGdJXBksECKbFtXw/ufv4w3ujKjevcRQ0RfGjDUlx6Wis0fl+pQgxGEdGspKoqli5div3798PzvLFPICKicamvr8eiRYuYFUVEVEOklOjJO+jIWOUeGhnLRU/Ohj+okXtrnVmzE3YFx8PPXjyKn754BIXS6vpKrF5Qh5s3LscZS5JTNzg6rrztIVVwUXQH/t8ihoJk1EDCHJj+ihoqWhMm6qMs0UU0lw3vdQgAactF76D3tIiuoCVhIqKz9OZgfiDx9BvduPv5QzjYWxjXucubYrh2w1JcfGoLA/k0bgxGEdGspes6li1bho6ODuTz+ZkeDhFRVVBVFQ0NDZg3bx4nYIiIakjO9tCWKsJywxk62/PRmbVhl7Z1VaAlYSJu1uY0ge35ePDlNty74zAyVuWL4U5qiePmjcuxYXkj31dnQCAlspaHVMEp9zgTAkiYGpIxfUifs/qoVtM/40TVon9hRWfGhl+qwZl3wl6HTqlPlK4KNCfMIYFoCoNQv3q1E/fsOISj6WNLuB/PqfMSuG7DUpx/UlPNZk3TieMzkohmNdM0sWzZMriui3Q6jXQ6Ddd1IWXl9dqJiGqdpmlIJBKor69HLBbjZBkRUQ1xvADtaatcvsgPAnTnHWSLAz00mmIGkjG9Jt8fPD/Ao3s6cOf2Q+jNOxWftzgZxY0XLMPFp7ZwUm4G+IEs94Pqn4wWCtAQ0dAQHSjFJQTQGDfQHDeYGUFUBTKWi/a0VV5IYXs+enJOOZNVEWEPuIZobb6njUVKiTufP4iOjD32wSVrFtbjug1Lcc6yJL+ndMIYjCKiOUHXdbS0tKClpQVSSkgpEQSV124nIqpFQggoisJfGoiIalAQSHTnbHRmbUgJSIST9z15B7L0MToR0dASN2qy14MfSPxmbxfu2HYQ7ZnKV4e31pm44bxluGzVPJYnmgGuH6Cv4CBrDfQ301SgIWqgPqpDLX3mURWBloSBphr9+SaqNkXHR1u6iLwdBp38IEBPIVxY0f9a0BDV2QNuDJqq4Jpzl+LfnnxjzGPPXprEdRuWYt3ihmkYGdUKBqOIaM4RQpQnWImIiIiIaKh00UVbugi3VK6o4Hrozg6ULzK1sIdG1Ki9TBEpJbbu68GPth0cV5+MZFTHtRuW4sp1C2q2n9ZMKjo+UkWnPBENAKYuwn5QEQ0CorQv/NlORnUonJAmmvNcP8zuTRXC7N5ASqSKDvoKbnlhRdxU0ZKo3V6H43X56nm4c/tB9IySDXzBSU24dsNSnDa/bppHRrWAwSgiIiIiIiKiKmC5PtrSFnKlnkeuH6An5yBnh9uqAjTFTdRHtJrLmpVS4oVDKfxo6wHs7cxVfF7cVPHBc5fgvWcuYpm3aSalRN720Vd0yiW5ACBmqEjGdcT0gSmtuKmipc5EfUSfiaES0SQLAomunI2uUnYvAGQtFz15G14pJl3LCytOhK4q+MC5S/Ddp/aV9wkAF5/agms3LMFJLYmZGxxVPQajiIiIiIiIiOYwP5DozFroyTmQsrRyvFBaOV6axKuPamiOmzVZvmh3Wwa3P7cfrxzNVHxORFfwvrMW4+pzFiNhcupkOvmBRNZykSq48Pr7QYmwrGQyqsPU1PK+hqjOyWiiKiKlRF/BRUfGgueHz/+i66E7NxCU1hSB5oSBOgafy/ryDn7y4hEUHB9/ctmpYx6/ac183PP8IWQsF5eeNg/XbFiCpY2xaRgp1Tp+oiIiIiIiIiKao/ryDtrSFvzSpH3O9tCTs+GWJvEiuoLWOrM8gV9L9nXlcPvWA3j+QF/F52iKwLvPWIgPrV+CZMyYwtHRcK4fIF10kSm6KP04Q1HCgFMyqkMtlWlXFKA5bqIpbsDQWJaLqFpkLRftaQtWKejk+D56c245u1cIoClmoCGmQ6mx7N7RdGYt3L/zCB7Z3Q7Xl1AE8IFzFmNRMnrc8yK6ij+94jQsSkaxoD4yTaMlYjCKiIiIiIiIaM4pOB6OpiwUnbBeke356M455W1VEWip0ZXjh/sK2LLtIJ5+o7vicxQBXLF6Pq47bxla68wpHB0NZ7k+UkW3XF4SAHRNIBkzUGdq5UlnXRNoSZhojBk1meFHVK0s10d72kK29BrgS4m+vI100RvI7o1oaIob0NgXCgBwNFXEvTsP44lXO8uLUQAgkMC9Ow/j07+3csxrnLuscSqHSDQiBqOIiIiIiIiI5gjXD9CRsdCXD5u5jzRp1xjT0Rg3am7leGfGwp3bD+HxVzswaG5uTJesbMWNFywbcyU5Ta687SFVcFF0/fK+qKEgGTMQN7RB+1S0JkzUR2uv1xlRNfP8AB1ZG335sMSshES66KI37yAotYmLGSqaE0ZNZveO5EBPHvfsOIyn9naN+j73q1c78eHzlmJeHTOeaPZhMIqIiIiIiIholpNSoifvoCNjlSfpMpaLnpwNf9CkXWudCb3GVo735R3cveMQHnqlvdxjqBIXnNSEGy9YjpNa4lM4OhoskBJZy0Oq4JRLSQoBJEwNyZg+ZMK5PqqhJWEizp5dRFUlCCS68za6snb5/Wx4iVlDU9CSMBAz+PwHgDc6c7j7+UN4bl/PmMd6gcRPdh7BJ99xyjSMjGh8+IwmIiIiIiIimsVytoejqWK5ebvt+ejM2uVtXRU1OWmftVzcv/MI/vulo7C9oOLzzlzSgJs3LseqBfVTODoazA/CjId00SkHT4UCNEQ0NESNcgBVCKAxbqCFmRBEVSlVcNCeseB6YdApLDFro+iELwyqAjTFTdRHmAkJAHvaMrj7+UPj6n0IANv29+ITbzup5han0OxXW59UiYiIiIiIiOYIxwvQli4iUyz10QgCdOcdZItDm7knY3pNTdoVHR8PvHQUP9l5GHnHH/uEktPn1+Hmjctx1tLk1A2OhnC8AKmig6w1UEZSU4GGqIH6qA619HOrqQLNcYM9YYiqVN720JYe6HPo+gF68065T5QQQDKqI8mecJBS4qUjady9/RBeOpIe17nNcQMfOHcJNq2Zz0AUzUoMRhERERERERHNIkEg0Z2z0Zm1h/TR6Mk7kKWskkREQ0uNTdw7XoBfvtKGe3YcRrroVnzeiuYYbt64HOetaKqpoN1MKjo+UkUHeXsgWGjqAsmogUREg0D4/xDRFTQnTCSjOpQan4Amqka256MjbZdfswMp0VdwkCq45QB1XURDU9yo+eCJlBLPH+jD3c8fwqvt2XGdO7/exDXnLsXlq+fV/PeRZjcGo4iIiIiIiIhmiXTBRVumWC5hVHA9dGdtOKVtU1PQkjARNWqnhJnnB3j81U7cuf0gunNOxectbIjgxguW4+0rW6AwCDXlpJTI2R5SBXdI2cSYoSIZ1xHTB6agEhENLQkDdRF9JoZKRFPMDyQ6sxZ6ck456JS2XPQO6nMY0cP3s4heO+9nIwmkxHNv9uDuHYewrys/rnOXNEbxofVL8Y7TWms+o4zmBgajiIiIiIiIiGaY5fo4miqWM0lcP0BPzkHODksY1WIfjUBKPLW3G1u2HUBb2qr4vJaEgQ+ftwyXr5pXU5ljM8UPJDKWi3TBhReEs85CAHVRDQ0Rvdz7SQigIaqjtY6Tz0TVSkqJnryDzowNv/R6kHc89OQGFlXoqkBzwkSixvocDucHEk/t7cLdOw7jUG9hXOee1BLHtRuW4sKTmxmEojllzj/rhRB1ABoAjOsTppTy4NSMiIiIiIiIiKgyfiDRkbHQmw9XjwdSIlVw0DeohFF9VENz3KyZCScpJX67vxc/2noA+3sqn6BriOr40PoleNe6hTA0BqGmmusHSBddZIouSnPOUJSw70tDVIeqKOV9zXETzQmW4SKqZumii46MBdsNU59sz0d3zin3iVIE0BQ30BCtrT6Hw/mBxGN7OnDvjsNoz1S+0AIIex9eu2EpzlvRWNPfQ5q75lwwSghxCYAbAVwEYBXGGYQqkZiDj52IiIiIiIiqR2/eQXvaKq8ez9nh6nHXD7ejuoqWOqOcWVILfnc4hdufO4DXOirvlxE3VFx97hK878xFNVW+cKZYro9U0UXO8sr7dE0gGTNQZ2rlkoiGpqA5YaApZrAfFFEVKzo+2tIDmb1+EKCn4CBb9MqLKpIxHY0xo2YWVRyPIoAHX24bVyBq3aJ6XHfeMpy1pIFBKJrT5kxARghxEoAtAC7o3zWDwyEiIiIiIiKakILj4WjKKq8WH756XFMEWhImEpE58yv7CXu1PYPbtx7AS4fTFZ9jagred9YiXH3OYvYemgb5Uj+oouuX90UNBcmYgbihDdqnojVhoj5aOyUliWqR6wdoT1tIFVwApczeYimzt9QXKmFqzIocRgiBazcsxVceenXMY89d1ohrNyzB2kUN0zAyoqk3Jz7ZCiHOAfA4wnJ8AmFmU7/Bfxej7B/+b0RERERERETTavjEnS8l+vI20oNWjzfGdDTGjXJ2SbV7qzuPLdsOYNtbvRWfoykCV65bgGvXL0Vj3JjC0VEgJbKWh1TBKWfsCRFOMCdj+pCsvfqohpaEiXiN94EhqnZBINGVs9GVtcvvXVnLRU/ehleKVZu6gpa4yWzVUVx4SjOWNkZxqK844r9vPLkJ165fipXz66Z5ZERTa9Z/QhBC1AO4D0ASAwEmD8CzAPoAXFXaJwH8EEA9gEUAzgFgDDqnE8Avp2PMRERERERERP2klOjOOejMWghKq8UzlouenA2/tB03VbQkzJpZPX40VcSWbQfx1N6uY1aSjkYRwOWr5uPD5y3FvPrIlI6v1vmBRLroIl10yj+jQgEaIhoaogNZDkIAjXEDLYnaKidJVIuklOgrhH2hvFJwuuh66M455T5RmiLQnDBqOltVSjlmVqgiBD60YSm+8ejrg/YBbzu1FR9avwQrWuJTPUyiGTHrg1EA/hjACgwElR4G8HEpZbsQYjkGglGQUn68/+9CCBNhb6m/KZ3fCkAtnTuQU05EREREREQ0RbKWi7b00IbunVm7vK2rAq11JmLGXPj1/MR1ZW3cuf0gHtvTgaDSKBSAt53aghsuWIaljbGpGxzB8QKkCg6y9kC2nqYCDVED9VEdammCVVNFuR+UViMBVKJalrVctKctWKX3Lsf30ZNzyn2iFAE0xgw0xPSayewdridn4/4XjqA7Z+Mv37V6zOMvWdmKO7YdRFfOxmWnt+Kac5dicWN0GkZKNHPmwqfdP8ZAIOoFAO+TUrpjnSSltAH8pxDiXgB3AdiMMDglAXx0isZKREREREREBMcL0JYuIlP0AIQN3bvzYUN3IMwoaYobSEb1muirkyo4uGfHYTz4chu8cUShNixvxE0bl+OU1sQUjo4KTtgPquAMrN01dQWNUQPxiApR6nwQ0RW0JEwkY7Xxc0tU6yzXR3vaQtYqvZeNUF62PqrVdGC6I2Phvp2H8ejujvL72xudOZw67/jvW6oi8Nl3rkRLwsR8ZvtSjZjVwSghxMkAlpQ2JYAvVBKIGkxKmRFCfADAcwDOBHCTEOKnUsqfTO5oiYiIiIiIqNYN76UhEZY768k75YbudRENzfHamLjL2R5+8sIRPPC7I+UV9ZVYt6geH7lwBVYvrJ/C0dU2KSVydhiEsr2B/5u4qSIZ0xHVB6aMEhENLTVeeouolnh+gI6sjb68M+S9rDfvlMvNxgwVzTVcovNwXwH37DiMJ1/rPCbT9+7nD+Gv3j12dtTaRQ1TNDqi2WlWB6MArB/0914p5WMTuYiUsiiE+DMAj5R2fRYAg1FEREREREQ0adIFF22ZIlwvnJUquB66szac0raphVkltdDQ3XJ9/PfvjuK+Fw6XyzhV4tR5CXxk43KcvTTJzJsp4gcSGctFuuCWV/ELAdRFNTRE9PLEshBAQ1RHa52JiF79P7NEFC6o6M6HCyr6g04520NPzoZb6hNlaApaEkbNlJcd7q3uPO7ZcQhP7+0etefhc/t6cKAnj+XN7P1ENNhsf9VoKX2VAH43wr8Pec4LIcxSeb5jD5TyMSFEG4CFAC4WQiySUh6d1NESERERERFRzbFcH0dTxXLQxfUD9OQc5OywrJGqAE1xE/URreoDLK4f4KFX2nH3jkNIFSovbLKsKYabLliGjSc3V/33aKa4foB00UWm6JZX8SsKkIzqaIjqUBWlvK85bqI5YUCvgew9IgqlCg7aM1Z5QYXt+ejK2bCcMCqlKgJNcaMm3stG8npHFnc/fwjb3uqt6Ph7dhzGn206fYpHRTS3zPZgVHLQ37tG+Hdr2HYMwIjBqJIXEQajBIANAB44gbERERERERFRDfMDiY6Mhd5SGaNASqQKDvoKbrmXRkNUR1PcgKpU98SdH0g88WoHfrz9ELqyx/u1fKgF9RHccMEyXLKyteq/RzPFcn2kii5ypZ4vAKBrAslYaVK51A/K0BQ0Jww0xQwo/L8gqhl520Nb2kLRGVhQ0Zt3yn2ihAiD1slY9b+XjeSVI2nc/fwhvHAoNa7zXj6ShuX6zCwlGmS2B6OcQX8fKa8/O2x7EYC+41xvcOh6wUQHRURERERERLWtN++gPW3BL6WYDC9jFNVVtNRVfy+NQEo880Y3tmw7iCOpYsXnNcUNfPi8pbhi9fya6J01E/K2h76CM6RXV9RQkIwZiA8qrxU1VLQmTNRHazPbgahW2Z6PjrSNdDHMYg2kRF/BQWrQgoq6iIameO1lSUop8cKhFO5+/hB2Hc2M69yWhIEPnrsEV6yZX/WfAYjGa7YHo1KD/n5MR7dSL6gCwowoADgVwK7jXG/wNZpOeHRERERERERUUwqOh6OpgRXktuejO+eUtzVFoCVhIhGZ7b9unxgpJZ4/0Ifbtx7AW935is+ri2j40PolePcZCzlJNwUCKZG1PKQKTjkwKgSQMDUkY/qQ73lDVEdLXe32fSGqVX4g0Zm10JMLs3olJDKWh96cDb8Uu47qKpoTRs1l9QRSYvv+Xty1/RD2dubGde7ChgiuWb8El50+r+aCd0SVmu2fON4c9PcloxyzG2HJPQB4O4CfjXSQCJf3bBi0a3yvKERERERERFSzXD9Ae9oq90HypURf3ka66JVXkDfGdDTGDShVnl3y8uEUbt96AHvahxcrGV1UV3H1OYvx/rMXMfgxBfwgLBGZsdzyZLJQgGRER0NMh1bqByVEmJXWnKj+rD0iGkpKiZ68g86MXc7qzTthVq9T6hOlqwLNCRMJs7Zep/1A4tk3u3H384ewv6cwrnOXNkZx7YaleDvLzRKNaba/suwufRUAVgkhFCllMOyY7QiDTALAjUKIL0opR6oNcD2GlubbN+mjnUOEEKsAnIUwyBdF2H+rE8AbAH4npax8adux19YBXAxgGcIeXTkARwG8IKXcf2IjP+ZeJwE4G2GJxgSANgAHADwrpay8W+7Y96m6x0RERERERGOTUqI756AzayEo/TaasVz0DFpBHjdVtCTMql8J/XpHFrdvPYAXx9E3w1AVvOfMhfjguUtQH9WnbnA1yvGCUhBqoB+UpqLUD0ovB0Y1VaA5YaA5bnKylKgGpYsu2tMWHC984xqe1asqQGPMQENUr6lynZ4f4Nevd+GeHYfHVWoWAE5ujeO6DUux8eTmql+EQjRZZnUwSkrZKYTYC2AlAAPARgDPDjvsXgCfAiABzANwhxDiZillOfNJCPFOAP9eOkYAcAE8PfWPYHYRQiQBfAbAJxAGVUbjCyFeBHCvlPIr47h+K4AvA7gOo5RBFEI8C+AbUsr7Kr3uKNe5BsDnAFw4yiG9Qoi7APytlLL7BO5TdY+JiIiIiIgqk7VctKUt2KWeO5bnoSvrlLd1VaC1zqz6TJ8DPXn8aNsBbN3XO/bBJZoisGntAly7fgmaE+YUjq42FRwPqYKLgjPQXtvUFTRGDcQjKgTCidGIrqAlYSIZq60JZiIKFR0fbeki8nb4WuEFAXryDnLWQFZvMqajMWbUVKBaSomHdrXj3h2H0Zm1x3XuqgV1uG7DUqxf3sjXVaJxmgufmB9DGIwCgN/HscGoJwG8DGBdaft9AI4IIX4DIA1gFYBzAPS/OkgAP5ZSjq/73BwnhPgQgP8A0FzB4SqA9QizpioKRgkh3gXgNoQBweO5CMBFQogtAD453gwsIUQCwHcBfHiMQ5sQBik/IIT4qJTy4fHcp3SvqntMREREREQ0Ntvz0Z62kCmG2SZ+EKA77yBb2u4vdZas8hXkbeki7vjtQfz6tS7ICs9RBHDp6fNw/fnLsKA+MqXjqzVSSuTsMAhlewNFY+KmimRMR1QfmOJJRDS0JAzURZiNRlSLHC9AR2agtGwgJVJFB30FF/01pxKmhuaEUfVZvSMRQuDpvd3jCkSduaQB121YijMWN1T1ez/RVJoLwaj+zCcB4GNCiL+VUpaX/kgppRDiTxAGrfofTx2Ad5f+PjgIJRCWovvCdAx8thBC3ArgSyP800EArwPoAhBBWH7uDADxcV7/UgA/RZi91k8C2ImwHGISYUCwZdC/3wigXghx1QilF0e7jwrgLgz83/brAvACwuDjKRgafJwP4GdCiHdKKSvOhqvGx0RERERERMcXBBJdORtdWbvc1D1ddNGTd8qTd3URDc1xA1oVT9715Gzcuf0QHt3TUe4rUomLTmnGjRcsx7Km2BSOrvb4gUTGcpEuuPBK/x9CAHVRDcmoDkNVy/saojpa60xEdPaDIqpFw9/HgDDLtydvwyvNppq6gpa4iahR268T1563FC8dSY953Ibljbh2w1KsXlg/DaOiqeYH4cIOmhlzIRj1awCfB9D/Sb8VQPvgA6SUTwkhbkSYxRIDhiza6v+7QNjj5z1Syo6pHPBsIoT4PI4NRP0YwP+VUr48wvEKwjJxHwSwuYLrLwFwP4YGbZ4B8D+klHsGHWcC+CSArwPoX5r1XgD/B8BfVfhwvoKhQRsXYVm770gpnUH3WgPgexgod2cC+KkQ4gwpZVstPiYiIiIiIjq+dMFFW6YIt9TEveB66M4ONHU3tbDcWTVP3qWLLu7dcRgPvtwGx69ofR0A4Nxljbh543KcOi8xhaOrPa4fIF10kSm66I8JqkoYcGqI6lCVcJpEUYDmuFmzGQ5EFGZO9hVcdGQseH74glF0PXTnbNhuuK0pYe84ZkyGzlzcgFUL6vBqe3bEf7/olGZ8aP1SvrdVASklCo6PrOUxEDXDhJSVr3Ka7YQQyxBmPb0PwKJB/7QXYfbJP0kpxw55VwkhxFkAnsdA0NEFcIOU8t4Kz9eklMd9hgohvo+wB1W/ZwFcLqW0Rjn+KgA/GbTLBnC6lPLAGPc5GcCrGAj6AMBVUsqfjXJ8FMDjGNp/6dtSyluOd5/SuVX3mKaSEGItgFf6t1955RWsXbt2BkdERERERFQ5y/VxNDXQT8P1A/TknPJkhaoATXET9RGtasvy5G0PP33xCH724lEUXX/sE0rWLKzHzRuXY93ihikcXe2xXB+pgjtkwszQBBpiRvhzWCqaYWgKWhIGGmMGlBrq9UJEQ2UtF+1pC1apn6Hj++jJOeX3NUUAjTEDDTEdSpW+jw0npazoPfv5/b348s93l7cVAVyyshXXrF+C5c3jKhxFs5DthQGorOUNyfQ2dYG6iI46U4OqKIjoClbOr5vBkU6vXbt2Yd26dYN3rZNS7pqOe1dVMGqw0sR9EkDfaEGEaiaE0ABsA3DuoN2fkFL+YBLvsRLAHoQ9pgDAQfjDu3eM824D8NFBu34gpfzEKIf3n/NDAB8ZtOs2KeXHxzjnNIT9xPoznDyEQaJ9xzmn6h7TVGMwioiIiIjmIj+Q6MhY6M07kLLUT6NQ6qdR+jW5IaqjKV69Td0t18cvXm7DfTsOIzuOlcKntMZx88YVOHdZsmoDdDMh7AfllCeUASBqhP2g4sZAYZuYqaIlUd0BUiIam+WG/Q2z1kB/w96Cg0zRK7+P1Uc1NMfNqn0fG647Z+P+nYexv6eAv79q3ZivkVJKfPbuF3Gwp4DLVs3DNecuwaJkdJpGS1PBDySylous5Q3pr6goQH1EQ11Eh6kNZLnrmsCyphhixlwoIDc5ZjIYVbXfZSllEUBxpscxgz6EoYGoxyczEFVyAwaCNgBw/1hBm5J/xNDAzbVCiD8+TuZRFMA1I1zjuKSUrwshfgrg2tIurTTm/3Oc06rxMRERERER0SC9eQftaau8SjZne+jOWeV+GlFdRUudMWSyopq4foBHdnfgru0H0Vdqbl+JJY1R3HTBclx0SjODIJMkkBJZKwxCuf5AP6iEqSEZGzph1hDV0VJn1NSEGREdy/MDdGRt9ObC7g4SEqmCi97CQH/DmBEGrQ2tNkp3tqct3LvzMB7f01Hurfe7w2mcvTR53POEEPifl61EfVTDvLrINIyUpoKUEnnHR9ZyyxmBQPh+GjNU1Ed1xAy1nFksBFAf0ZGMh9lR/EwzffgJpnp9ctj2P0zBPa4etl1RsEtKuUcIsQ3ABaVdcQCbADwwyimbEfYC6/eclPLVCsf4AwwEbgDgAzh+4KYaHxMREREREQEoOB6OpoooOuFsne356M45KDrhxIWmCLQkTCQi1fmrsh9IPPlaJ+747UF0Zu2Kz5tXZ+KG85fh0tPn1czq+qnm9feDslz0t+cSCpCM6GiI6dBK/aCEAJriBpoT1RscJaLKBIFEd95GV9ZGUHrdyNkeenJ2OZjdX76zVoLWh3oLuGfHIfz69S4Ew4p/3bX94JjBKADsCTWHWW5/H6iB91Lg2DJ8/aKGisaYjmSserPeZ7vaeGWqMUKIUwG8Y9Cu/QB+Ncn3WADgrEG7PADPjOMST2IgcAMA78LogZsrRzi3Uk8hHFv/z/o5Qoj5UsqO4QdW42MiIiIiIqIwE6g9bSFVygLypURf3kZ6UCmjxpiOxrhRlf00Ainx3Js92LLtAA71VV5ApDGm47rzlmHTmvnQ1dpYXT/VHC9AquAgYw2URdRVgYaYjvrIQD8XTRVoThg1VV6LiEaXKjhoz1hwvfBNy/Z8dOVsWKXFFaoi0BQ3aqZ8576uHO7ecRjPvtGN0RrQvHI0g11H01i7iH0Nq4kfSGRKZficQWX4VAWoG6EMn6YKNMYMJGM6IjoXdcy0qghGCSGSAOoQ9sA6OMPDmQ0uG7b9uJz85mDrhm2/JKXMj+P8Z4dtH6/J0PB7PVfpTaSUeSHEywDOGXavkQI31fiYiIiIiIhqlpQS3TkHnVmrvIo8Y7noydnlFbTxUv+dagy2SCmx82AKt2/djze7Kv/Vps7U8MH1S/D7ZyzkxM0kKTgeUgUXBWegfJCpK2iMGohHBkoHRXQFLQkTyZheExPKRHR8edtDW9oqZ/C6foDevFPuEyUEkIxW72KK4V5tz+Du5w9h+/6+io6/+/nD+PL7GIya645Xhi9uaKiLaseU4WuI6kjGdCRYhm9WmZPBKCHEVQDeB+DtAFYA6P+tQWKExySEWAFgWWkzL6XcMeWDnFnnD9t+DgBE+My7HMCNCDN4FiP8fnUD2AvgMQB3Sin3V3CPNcO23xjnGN8c43qDrZ6Eew0O3KwB8MQIx1XjYyIiIiIiqklZy0Vb2oLthlEny/PQlXXK27oq0FpnVm0po11H07h96wHsOpqp+JyoruL9Zy/CVWcvRtyszu/LdJJSImeHQajBTdTjpopkTEdUH/geJyIaWhIG6iL6TAyViGYZ2/PRkbaRLg5k9KbyDlJFt5zRWxfR0BQ3qnIxxWBSSrxyNAxCvXgoNa5z93fnkbVcvrbOUaOX4VNQH9GQiOhQBwWaYqaKxpiBhqjOrOJZak59uhRCbAbwTQCn9u+q8NRTADyKMFjlCCEWSSkrC6HPTRuGbe8pBeS+D+D3Rjh+WenP5QD+TgjxXQD/S0pZOM49Th22Pd6MtAPDtpuFEI3D/1+EEE0Amk7wXsOPXznKcdX4mIiIiIiIaort+WhPW8gUw1XjfhCgO+8gW9pWBNAYN5CMVmfmyRudOdy+9QB2Hqz8V15dFfj9MxbhmvVL0BDlhN2J8gOJTNFFqujCLzUxEQKoi2pIRnUYqlrel4zpaEmYzEAjIgDh60dn1kJPzoGUgET4etKbd8qT8VFdRXPCqPrXjf7s3rueP4Q9bZUvrACA1joT15y7BO9cPR+GVt3Bumrj+QGytjdiGb76iI5ERBtShk/XBsrwsbfi7DdnglFCiL8F8LcIA1ACGFISVOI4gSkp5eNCiD0Is1EMANcB+NbUjXbGLRy2HQOwHUBLBefqAP4YwIVCiN+XUraNclxy2HbneAYopcwJISwAkUG7GwAM/41p+H0K4yydN9LYRsvPHX6vanhM4yKEmAegdZynnTIZ9yYiIiIiOhFBINGVCxu790/gpYsuevIOZGkuoy6ioTluQKvCVeQHewvYsu0Ann2zp+JzVEXgitXzcd15S9GS+P/Z+/Mwye77vu99/06dc2rvrl5mBjOYngaBwUaCWAfAYKFIiZREaqFEigRX2LITJ5af3ORGTm4SRdeykzxJbmI5yU3s2L52JAfiBpIiKVokTYkyTWIHBgSxECCxzvTM9Cy9VNd69t/945xaZ3q6e9BLVfX39Tx4BlWnTtWpnpqqrt/nfL/f9BYe3e7ghxHlhk/F6VQupAwYz1mMZ6z2EPWUEc+D2g0VDUKI9dFas1j3OFvptJWtewGLNRcvmRNlpRRThTSFEa9cjbTmyTeXePjpOV47X9vQvgfGM3z8jhned/2ekfysH1WR1jTckIrT285WKSikTQoZk3xXJXurDd9E3h75fw+jZij+tpRS/zHw95OLrRDKBZ4CKsCvreNuvtR1H7/KaIdRpb7Lf0QniKoTP/dvAyeBPHAL8DeB+7v2uQ34qlLqvVpr/yKPUei7vP4puL37dAc3xS18nG4Xe5zNfKxBek4b9XeAP9ik+xJCCCGEEGJbrDR85ivN9mD3hh9wvuq2L6dNgz3F0aw+OVNx+MJTJ/j+T88RrXNSsALee/0ePn3XIfaPZ7f0+HYDxw8pN3xqbtC+zjYVpZxNMWO2Z1jYpsF0wWYiZ2NI+yAhRGKl6XNmxWlXgbhByELNa8+JShm0W4+NYkVvSxhpHnltgYefmePE0qWaNV1odjLHA0dmuO/wtLRnGyKOHwdQNSfo+R0mYxsUM/G8p/42fJM5mzFpwze0Bj6MUkpdC/xDekOovwf8Y611Uyk1y/rCqD8jDqMU8B6llNJar/NX9eGhlEoD/ae0HUz+/AnwQa31XN/2Z4E/Ukr9XeKfdcs9wH8B/HcXeaj+QMW5jMNtAhOXuM/NfJxL3edmP9YgPSchhBBCCCFGluOHnC4328Os/TBioea2L6cMmMynGcuM3vDqpbrHl56Z47svnSFYbwoFHL16ks/ePcvsVH4Lj270tYaplxsejt9pI5S143lQ3Wdw59Ippguj+ToUQly+phdyeqVJI/nMCqKIxbpHzQna1ZWlnMVEzh7phfcgjPj+T8/z5WNznF7Z2BLZ4T0FHrhzhrvfMYkh769DIQgjqk5AxfHxw87vL2YKimlpwzfqBj6MAv4bOsfZBD6gtX78Mu7neeJF/wxxFcm1wM825QgHy2r/Kle4eBDVprX+Q6XUlcB/2nX1f6qU+l+11mvVxV5OsDfI+2znY23ncxJCCCGEEGLohZHmbMVhqR7P1Ii0ZrnhUW502qONZy0m86O3gFdp+nz12ZP86xfme2YprOXWmRIPHp3lun2b1VRhd4q0puoElBteexGt1Uaof6FsPGsxXbTJ2cOw9CKE2C5eEHG24lBuxI2IIq0pNzyWuz7DCmmTqcLot/L89ovzfPnYSc5X3Q3td+P+MT55ZIbbDpUk5B8CkdbUNN1dlQABAABJREFUkzlQ0oZvdxvov82kyufDdBbef/8ygyi01lEyN+q25KobGMEwSmvdUEpFQP+n1T+6VBDV5f9N3LKvNYNoEvgQ8OW+2/WHU5fT26F/n4sFXtv1ONv5WNv5nDbqn3Dh3/VargG+sUmPL4QQQgghxKq01iw34nZGYVINVHMCFuoOQbK2kbVSTBftkTt7tuEFfOO503z9uVM9CzlrufGKIg8eneXdB0tbd3C7QBBGrDTjeVBhkgEqA0oZi/GchZnMg1IKJvM204U0tjnai8hCiI0JI81C12xDgIrjs1R3259hactgOp8ma4/WZ9hqnpsrbyiIunWmxANHZrjpwJiEUEPA8UMqzbiN7Xra8OXTqXZLSmlnO5oGOowC7qOz6F4nXih/O07TCaMOvM37GmR1Lpwh9H+vZ0etdV0p9afA3+i6+n1IGLWZjzWwYZTW+hxwbiP7yIe/EEIIIYTYDg0v4HS5SdO7+EwN01BMF9IUMoP+NXdj3CDkWy/M85VjJ6k4wdo7JN4xnefBo7McmZ2Q39nfBjcIWWn4PT97K6UYz1mMZax2WygzpZgq2Ezl0yNXjSeEeHtaJ1KcrTgESUVl0w9YqLm4fnzZNOL3kGLG2slD3XYPHJnhsdcX17zdXVdN8sCRGa6/Qqp7B50fRtRWa8OXsShmTOxUJ2y1TYOJnEUpZ8tJHLvAoP+WflXypwae0lpvrGbzQpWu/x/ld68yvc/vrNb6rQ3s/wS9YdSNF7nNSt/lPRu4f5RSBS4MVMrreJycUiqvta5v4OH2ruNxLvZYo/CchBBCCCGEGGp+GHFmpdPOKNSapbpLpdmZqTGRi1u5jNK8iCCM+IuXz/LFp+dYqnvr3u/KUpbP3H2I+w5Pj9TPY7s1vIByw++pQktbBhNZuyfwzNoG04U041lLQj8hxAWqTlzN25ot54UhizWvPdvQUMSVIDlrV75nX7OnwJHZCZ45vnzBNgXce3iaB+44yNV7ZFT6IFurDV8xa5KzOp+dhpG04cvZ5KUN364y6H/b3WHAmU24P2OV/x81PwNmui7Pb3D/032Xpy5ym1f7Ls9u8DH6b7+ktb7gk0drvaiUWgYmuq4+BLz8Nh6r/9hXu34UnpMQQgghhBBDSWvNQs3jXNUhStqirTg+SzW33SYtn04xXUiP1EyNMNL84NXzfP7JE5yprH+Q+3QhzafvmuEXbtgnlTmXSbfmQTX9nnlchbRJKW+SMTtLKMWMyXQxLbMshBAX5fgh8ysOtaSqMowilhpez4kUY1lzpKspw0iv67l94shMTxhlKHjfdXv52JGDzEzktvIQxdvU9EKqzoVt+LJdbfi6Q9ZCxmSiVVk8oq97cWmD/ltTdyVUehPurztUuTByHx0vAe/vurzRirL+22cucpv+4OTwBh/j6r7LP7nEbV8G7u17rI0EN/2Ptdq+o/ichBBCCCGEGDpVx2d+xcFNziR3goDzVa992Uop9hTT5OxB/0q7flprnnhjkT958gQnlhrr3q+UtXjgyAwfvOmKkQrltlMYaSpNn3LTb88iUypeKB7PWu12QkpBKWcxXUiTsXbHPBchxMb4YcTZisNyPa7m1WjKDZ+lhodOMu6cnRrpuXLnqg5/+uwpfjJf4X954NY1A6kb9o9x88FxfnK6wvtv3MfHbj/IFeMXW4oUg8API6pOQLWvDZ+VUhQzJsWM1fP7SNoyKOUsSllpwycGP4w63/X/Bzfh/m5Z5b5HzfN9l0sb3L//9hdr3vpi3+WblVI5rfV6vzXdt8b99W/rDm7uAb65ngdRSuWBm9f5WKP4nIQQQgghhBgabhByZsWh0uycSb5Q86gmZ5YbCibyNqURaommtea5uTIPPXGcV8+tfxRsPp3it24/yK/ffECCkcvkhxHlhk/F8duVCikDxnMW41m7PVQ9lcxymczbEvgJIS4qijQLdZdzFbf9flJzAhbrbnvB3jYNpgv2SJ1I0e10uclXnj3JX71yrh3sP/b6Au+5du0pGH/7564hm4R0YvBEWlNz4jZ8Tb+rDZ8RVw+PZUyyF2nDN5kf3de7uDyD/mp4I/lTAbdexlydNqXU7fS2/Xv27R7cAPs28Zyt1rezq5VSGa31ens83NR3+WT/DbTW80qp5+mEIiZwP/DddT7G+/ouf/sSt/0O8B9cYt9LeQ+9r/Mfaa3PXuyGo/ichBBCCCGEGAZRpDlfczlfjRfxLnYmeTFjMpW3MUcoDPjJfIWHHn+LF09X1r5xImMZfPiWK/nIbVdKi7jL5Pgh5UbcVqjFNhWlnE0xY6KSr9KtheOJnC3thIQQqyo3PM5UHPwgDmCcIGCh5uF48QdYylBM5m3GMubInEjR7fhinS8fO8kPXz3f06oN4OFn5rj/8PSaz3tmUtrxDaKGFwdQNbfTXhLiNnxjGYu8tOETGzTov7k+BVSAImABfxP43y/zvn636/+Pa62Pv81jG1ha69NKqcfpVN5YxG37/nydd/HBvss/XOV2X6O3QudvsI7gRil1A3B311X1Nfb7N0ATyCaX71FK3aC1fmWtxwJ+u+/y19a4/Sg+JyGEEEIIIQbWSsNnvtJsL+LVvYCFmtu+nDYN9hRHqy3aG+drPPTE8YsObF+NaSh+5d37+fgdBynl7C08utGktabuhZQbHo7fmQeVtVOUchb5rjO3c8kssvGstROHKoQYEnU3YH6lSTMJnfwwYqneqeZVKm6lOpG3exbsR8Vr52o8/Mwcj79xsYZKsbcWGzz91hJ3veNi4+jFIPLDiErTp+oEBNH62/BN5KR6WKxtoMMorXWolPpz4FPJVf9AKfV1rfXcRu5HKfUR4NPE1UIAX9jEwxxUf0RvG7jfZR1hlFLqPcBdXVdFwLdWufnngN8HWt8KP6qUulZr/eoaD/Nf9F1++FJVW1rrhlLqK8CDfffxNy71IEqp64CPdF0VAJ9f49hG8TkJIYQQQggxcBw/5HS5Sd2N2734YcRCzW1fThkwmR+tQODkcoPPPXmCR15bWPc+hoIP3LiPT9w5w96izNDYqEjH86BWmp3ZFkrFbYVKOYu02ZkHNZaxmC5KSyEhxKVd0FJWa8p1j3Kz0/JzFKt5W16er/ClZ+Y4ts4TKr70zBx3XjU5klVhoyKMNDU3ngPVfcLGpdrwlXI2EzlLPjPFhiit9dq32kFJxcmLxC3nFPAm8GGt9UvJ9tnkOgCttU717f/bwP8J2Mn+TeAdWutz2/IEdohSKgW8ANzYdfXf1Vr/o0vssxd4DLim6+ovaq0/tcouKKX+JXHFWstjwPtXC2KUUr8BfL3rKg+4bq1KNaXU1cArxFVeLb+htf6zVW6fAb5HbyD3z7TWf/tSj5PsO3LPaSsppd5F18yqF198kXe96107eERCCCGEEGKQhZHmbMVhqe6hdRwWLDc8yo3OIl5rzsBaQ8+HxbmKwxefnuN7r5y9oIXRpfzctXv4zN2HOFDKrn1j0SMII1aSEKr1MzcMGM9YjOcsTMNoXzeZt5nKp2WwuhDikoIw4lzVbX9+aeKwe7HuESXr91krxVTBHqlqXoirS58/tcLDT8/x/KmVDe07lbf5w4/fwpTMgxo4q7fhSzGWMXva8LVO5JhIWtpKG77h9dJLL3HTTT1Tem5qZS1bbeCjS631K0qp/x34T4grm94BPKuU+hPgYWCpfx+l1AzwS8C/T1zl0/rXoYE/GPUgCtpVZf8J8Wyi1m/Uf5iEd39fa91z+oJS6gPEoV13ELUM/N4aD/UHxJU6E8nle4G/VEr9+90t55RSaeIZSX/Yt/8frqdlotb6DaXU/wb8Z11Xf0Up9bvAP9dae12PdSPwL+gNbRaBf7DW44zwcxJCCCGEEGJHaa1ZbvicWXHag81rTsBC3SFIZmFnrRTTRbtdrTLsluseDx+b4zsvnulpdbOWu98xyWfunuUd0/ktPLrR5AbxPKhWmyyIWwuVchbFjNVeVLNMxVQ+PVKhpxBia2itWax7nK047dCp7gUs1ly8pKWslVJMF9LkR2yWn9aaZ44v8/Azc7xyprqhffeNpfnY7TO8/8a90r5tgKzahs+M2/CNZTonbEA8q7KUsynlLPl7FG/bwFdGASilDODbwC8SB0qKTsu99s2S6xwgc5HrFfCnWuuPbfkBDxCl1H/EhXO2fOAJ4BTxzKJbgdm+23jEFWj/Zh2P8T7iGUjdjcs1cAx4AxgHbgf29O36r4Hf1FqHaz+TdrXXN4EP9W06BzwLVIGrk8fq/jbhAR/QWq82++pij/U+Ruw5bRWpjBJCCCGEEGtpeAGny525Gm4QslBz25dNI17EK2RGYxGv6vj86bOn+Obzp3GDaO0dEjcfHOfBo7PccMXYFh7daGp4AeWGT8PrfBXL2AalrE2ha3E4axvteVDSMkoIsZaVZnwShRd0f355NL1OS9mJnD1y7ymR1jz++iIPH5vjjfP1De17cCLLx++Y4b3X7ZGwf0Bcqg1fHECZZMzOZ2XKUO05UFl7NE4QEh07WRk1FGEUtFuU/RPgt+kEUd0VT/Rd17q+dfn/Av621jpgl1FK/Q7wD4HcOnc5C3xUa/3YBh7jV4A/5sJwZjVfAP6W1npDn2hKqQJxhdAn1rnLOeCva62/s5HHSR5r5J7TVpAwSgghhBBCrMYPI86sOJQbPhDP1Viqu1SanXYwE7nRGe7e9EL+7PnTfO3Zk9S9dZ2fBsD1+4o8eHSWW2ZKW3dwI0hrTdUJKDf99kKxUpC3TUr53oW1YsZkupjuCaaEEGI1TS/k9EqTRjLHMIgiFuse1WZnWbG1WD9KgUsYaX746nkePnaSuaXGhva9airHJ+48xD1XT43Uz2RYaa1p+iEVJ6De1YZPqbgSfSxjkc+kUHTa8BUzJqWczVjGHKlwVfSSNn3rkMzr+ZtKqW8D/2/gptVumvzZmjH1OvD3tNZf2PqjHExa6/9TKfVd4O8DvwEUV7npGeCfAv+r1npDDWC11t9SSt1E3DbuE3Ra3PV7AviHWuuvbuT+ux6nBnxSKfUV4O8CR1e56RLwJeK2jOcv87FG7jkJIYQQQgixHbTWLNQ8zlU7LY1WHJ/Fmtu+nE+nmC6kR6LlixdEfPvFeb587CQrTX/d+81O5njwnlnuksHuGxJG8ZyWctNvt3xUCsayJuNZCzuVal9XyllMF9IjN79FCLE1vCDibKVzEkWkNeWGx3LXXMNC2mSqYI/E51eLH0b81Svn+OqzJ5lfuejI9FVdt6/AJ47McKd8lg0EL4ioOj4VJ2h/RgLYpqKYsShmzAva8E3kbUpZC3OEXtNiMA1NZVQ/pdTPE7ftux+YAaaIW6otEFf2PEbcZu3b622ZthsopbLAfcBB4Aridm/ngR9rrZ/fpMewk8eYTR6jTtwS8Eda6zc34zG6HusdxC3sDgB54kDtOPBo98ylTXickXtOm0Uqo4QQQgghRLeq4zO/4uAmbWCcIOB81WtftlKKPcU0OXtozo1cVRBGfO+Vc3zx6RMs1Nb/q/r+8QyfuXuW91w7PRIVYdvFDyPKDZ+K01kUThkwnrMYz9qkkp9lylBMFWym8rYsrAkh1iWMNOerLgs1t/3+UnF8lupue65h2jKYzqdHrm3Zd148w5eemWOh5m5ov5sOjPGJOw9xy8FxCaF2WKsNX8Xx279vARgGFDIm4xmrZx6ntOHb3aQy6jJorf8t8G93+jiGjda6CfzlFj+Gxzb93SRB0KaGQas8zsg9JyGEEEIIITaTG4ScWXGoJC2MgihiseZRdeLLhqJ95u2wL1pFWvPDVxf43JPHN3QG+XTB5pN3HuL9N+yVkGQDml5IuelRdzvnmdqmopSzKWbMdouhtBXPgyplLQxpESWEWAetNcuNeC5Uq4qk4Qcs1lxcP748anMN+712vrahIOr2QxM8cOQg7zowvoVHJdaitabhhVSdgJrbaR8pbfjEIBvod1Gl1G3Ag11X/SOt9cmdOh4hhBBCCCGEEL2iSHO+5nK+Gp9NrtGUGz5LDQ+dnJxbzJgjUaWiteapt5b4kyeO89bi+mdpjGctPn7HQT50035sc7h/BttFa03dDVluej1neWftFBN5i5zVWc7Ip1NMF9OMZaydOFQhxJCqOnEI5STvMW4QslTvBN+GgomczXjOGukq1o/dfpC/+MkZojWaZx29epIH7pjh2n2rTf8Q28EN4gCqus42fFnboJSTNnxiMAx0GAW8F/h/Es+BOkM8T0cIIYQQQgghxABYafjMV5r4QbwYUvcCFmpu+3LaMtgzIvN6fnyyzEOPH+enZ6vr3idvp/jI7Qf58M0HpA3OOkU6nge10vTxw848qELGpJTttBlSKg75pguj1zJLCLG1HD9kfsWhllTuhlHEUsOj0gzaLfrGsiZT+TSpXVBlecV4hvdet4d/+9MLx5MbCu4/PM3H75jhqun8DhydgK42fE0fN+htw1fMmIz1teEzU502fKPwO5gYHYMeRmW6/v95PawDroQQQgghhBBihDh+yOlys332uB9GLNTc9uWUAZP5NOPZ4a9UeeVMhYeeOM7zJ1fWvY9tGnz45gN89PYrKUq1zroEYcRKEkK1TvQ2jDhwGs9a7bO8DQMm8zZT+bRUmQkhNsQPI85WHJbrPnDxSt6cnWK6MDrvL34YYa2jGubjd8zw/Z+ep7XwmjIUP3/9Hj52+wxXTmS39iDFRV2qDV/OTlHMWOTTvW34xjIWpbxFMS1t+MRgGvQw6lzX/y/u2FEIIYQQQgghhCCMNGcrDkt1D63jKpblhke54bfPJh/PWkzm7aE/m/zNhTqfe/I4T765tO59TEPxwZuu4IE7ZpjI21t4dKPDDULKDb89WwzASs7oLmY6rbEsUzGVT4/Ea0sIsb2iSLNQczmXtJMFqDkBi3W3XYFpmwbTBZucPehLpetztuLw1WdP8uyJZf7Jp+9YM1ybmcxx7+FpnnxjkV985z5+6/aD7BvLXHIfsTU6bfh8wk4RFGkracOXNkn1tOFLMZFLTtyQNnxiwA36O+zprv+f2LGjEEIIIYQQQohd7GID3mtOwELdIYiLochaKaaLdk+bmGF0utzkc0+e4Ievds4QX4uh4P037OOTd86wVxbv1qXhBZQbPg0vbF+XsQ1KWZtCurNUkbUNpgtxlZ2c5S2E2KjlusfZqtNuH+sEAQs1D8eLV/lThmIqb1PMjEYlyanlJl8+Nsf3f3a+/Xn9vVfO8qGb9q+579+49yr+1v3vYKqQ3urDFH3CSFN14hMzutvwpZI2fMWLtOGbyNmUcpa04RNDZdDDqMcAF7CB23b4WIQQQgghhBBi12l4AafLTZpeZ8D7Qs1tXzYNxXQhTSEz6F8vL+181eWLT5/gL18+u+YQ9273H57m03cfYmYit3UHNyK01lSdgHLTx0sW25SCvG1SyptkzM5rqJgxmS6me4IpIYRYr7obML/S+ezyw4iluteuwlQKSlmLibzdrsAcZm8t1PnysTkeeW3hgs+wrxw7yS/euG/NqhmphNpeWmvqXkjV8dttjqHzuVjMmuTsC9vwTeQtCtKGTwypgf6tTmtdUUr9G+DDwD6l1Pu11t/b6eMSQgghhBBCiFHnhxFnVhzKjXi2Rqg1S3W3PeB9VBbyyg2PLx87ybdemCfYQAp1ZHaCzx6d5Zo9hS08utEQRro9D6p1pr5SMJY1KWXt9jwTpWAibzOVl4HrQojL4wYhZ1YcKs04dAq1plz3KDc77WSLGZOpvD0SLc1+drbKw8/MXbKl7Lmqy7/72Xnef+O+bTwysRrHb82BurAN31gmDpou1oavlJM2tWL4DXQYlfg94JeANPC/KKXu01pXd/iYhBBCCCGEEGIkaa1ZqHmcrTjthbsVx2ex5hIliyb5dDzgfT1D0QdVzQ342o9O8Wc/PoXjR2vvkHjXgTH+2j1X8c79Y1t4dKPBDyOWG3ElQuu1lDJgPGcxnrVJJSFmylBMF2wmR2RxWAix/YIw4lzVbc801GgqTZ/Futf+7MpaKaYKoxF2v3R6hYefmePZE+V13f7Lx07yvuv3SpixQ4IwouoGVJ2gXRkM0oZP7D4DH0ZprX+ilPpd4B8D7wK+q5T6tNb6zR0+NCGEEEIIIYQYKVXHZ37FwU3CGScIOF/12petlGJPMT3UA94dP+Sbz5/mq8+e7GmLs5bDews8eHSW22ZK0hpnDU0vpNz0en6+aUvF86AyZrvlUNqK50GVshaGLJAKIS5D6wSKc1WnHTrVvYCFmtueE2Wl4nay+SFv+6m15scnV/jS0yd48XRlQ/u6QcjZisOBUnaLjk7001pTd0MqTu98xEu14RvPWpRy0oZPjK6heBfWWv9TpdQZ4F8BdwEvKaW+Anwd+BFwTmtd38FDFEIIIYQQQoih1d/WKIgiFmud2RpG0j6tlLWGdnHEDyO+8+IZHj421249uB6HJnN89u5DHL16amif+3ZoLbotNzvhJUDOTlHKW+SszvJDPp1iuphmLGPtxKEKIUbESsPnTMVpV5rEMw09msnCf8qAyXyascxwL+xrrXn6rSW+9MwcPztb29C++8czfOyOg/z89XuHupp5mKzehs9gLGNSyFjtymCAXDrFRM5mPGtJ5ZoYeQMfRiml+k9VU0AG+EzyX+t2G7lbrbUe+OcuhBBCCCGEEFspijTnay7nq267rVG54bPU8NDJAsqwz9YII81fvXKWLzw9x/mqu+79rhjL8Om7D/Fz1+6RxaFLCCNN1YnnQflhZx5UIWNSynbaDrXO+J4upMna0nJICHH5Gl7A/IpDI6m+DKKIxbpHNTmhAqCUs5gY8hk7YaR5/I1FHn5mjjcXNnYO/sxkjgfuOMh75DNsW1yqDd9YxqKQMXva8Flmpw1f9/VCjLphCGS63zF18l//9UIIIYQQQgghNmCl4TNfabbbGPW3NUpbBnsK6aGdVRBpzaOvLfC5J09wqtxc936TeZtP3jnDB27cJ2eRX0IQRqw04xAqSr6lG0YcOI1nLcxk+LphxD/TqXwa25SfpxDi8nlBxNmK065ujbSm3PBYbvjtuXSFtMlUwR7q9+8gjPjBq+d5+JmTG/r8Arh6T55PHJnh6NVTGENcDTYMIq1prNKGr5A2KWRM8l1tjVsnZUzkbQpD3jJSiMs1LK98TRw+vd130db9CCGEEEIIIcSu5Pghp8vN9jwfLwxZrHXm+7TaGo1nh7OFmtaaZ44v89ATxzd0JnkxY/LxOw7yK+/eL2cpX4IbhJQbfruFI8RneJeyFsWM1V78tEzFVD7NZH64KxOEEDsvjDTnqy4LNbcdOlUcn8Wa226DNuwnUEDcTvZ7L5/jK8/Ocbay/kpegBuuKPKJIzPcMTsx1C0Jh4HjxwFUzQnaJ2MAZGyDYiae99Tdhi+ftOEbkzZ8QgxFGPUDOtVQQgghhBBCCCEuQxBGnKu6LNY8ID6jd7nhUe46o3w8aw11ePDCqRUeevwtXj5TXfc+WSvFR267kt+49QA5exi+Iu+MhhewXPdp+p2zvzO2QSnbe4Z31jaYLsRhpiyICiHeDq01S3WPsxWXMFn1b/gBizUX148vm4ZiupCmkBnu9+9/89IZvvDUCRbr3ob2u/ngOJ84MsO7rxyX99wtFIQRVSeg4nRa0gKYKShmLIoZEzvVCUJt02AiZzEubfiE6DHw79Ra6/ft9DEIIYQQQgghxLDSWrPc8Dmz4rQX82pOwELdIUhyhayVYk9xeNuo/exslYeeOM5zc+V172OnDH7t5v381u0HGRvSKrCtprWm4gSsNP32DAylIG+blPImGbOzpDCWNZkupMlL6yEhxCaoOj7zKw6uH7/3uEHIUr1TxWsomMjbjGetkWhHN7/ibCiIOjI7wQNHZrhx/9gWHtXuFmlNPZkDdbE2fMWsSc6SNnxCbIT8yxBCCCGEEEKIEVV3A+ZXmjS9zmLeQs1tXx72M8qPL9b5kyeP88QbS+veJ2UofvldV/DAHQeZKqS38OiGVxjp9jyoVoCpDBjPmIxnO7NYVLIYPJW3h7o1lhBicDh+yPyKQy1pBRpGEUsNj0ozGJkq3ov5zVsP8M3nT7eD/9Xcc/UUDxyZ4fDewjYd2e7T9EKqjk/N3VgbvvGshTFCr0khtsJwfuMQQgghhBBCCLEqP4w4s9IZ8h5qzVLdbS/mKQWl5OzdYTyjfH6lyeefOsG/++n5dfd0NxS877q9fOquQ1wxntnS4xtWfhix3PCoOp1FXzMF49lk1kXyWkkZiumCzWTexkwNZzWdEGKw+GHE2YrDcj3+3NJoyg2fpYaHTvKZnJ1iujC8VbyXUsrZfPBdV/BnPz59wTZDwc9du4eP3XGQ2an8Dhzd6POTNnzVDbbhK+XskXw9CrFVJIwSQgghhBBCiBGhtWah5nG24rTDhJVkyHuULObl0/FinjWEIcJizeWLT8/xFy+fbVfsrMe910zxmbtnOTSZ28KjG15NL6Tc7LS/AkhbKp4HlTFRqOS6eB5USc7+FkJskijSLNRczlXd9udWzQlYrLvtUCBtGkwV7KGd6+cG4brmBn3ktiv51gvzBMnnW8pQ/MINe/nY7Qc5UMpu9WHuOq02fJVm0DMPcbU2fIaRtOHL2dKSVojLJP9yhBBCCCGEEGIE9M/XcIKA89XOkHcrpdhTTA/lYt5K0+crx07yrRfm8cJLtzDqdvuhCR48OivtjC5Ca03dDVlueu3XDMSVB6W81bMAl0+nmC6mGcvIbC0hxOZZrnucrTr4Qfw55QQBCzUPJ2klmzIUU3mbYsZEDWEV75kVh68cm+PJN5f4p5+9Y80AY7qQ5gM37uN7r5zll995BR+5/Ur2FqWSd7O12vBV3U4VMEC2qw1fd9V4IWMykbMYy8iJGEK8XcP3LUQIIYQQQgghRJsbhMyXHarJfI0gilisee3LhoLJZMj7sC3m1d2Arz93im88d7rnrOW1vHP/GA8eneWmK8e38OiGUxhpqo5PueG3z75XKl5sK2Wt9tn7rUHs04U0WVvmQQkhNk/NDTjTNc/QD+PPrZobf24pBRM5m1LOGspWsnNLDb58bI5/97Pz7ZlDf/7CPA8cmVlz30/fdYhP3XWIyby9xUe5u6zWhs9KKYoZk2LG6qkYT1sGpZxFKStt+ITYTEMZRiml7gHuBW4EJoBxYCPvDFpr/f6tODYhhBBCCCGE2A5RpDlXdVmoxa2NLjZfo5gxmRrCuT6OH/LnL8zz1WMnqSaLk+tx9Z48f+3oVdx+qDR0wdtW88OIlaZPpem3F0dbLYdKWYuUYbSvm8zbTOVHcy6LEGLnOH7I2YpDpRm/r4daU657lJt+u0JlLGMO7Ty6N87XePjYSR57beGCeYbfeO4UH77lABnr0uH+hIRQmybSmpoTUHX62vAZcRu+sYxJtq8NXylnM5GzhrKKXIhhMFT/spRS/wHwnwNXv527gXXPuBVCCCGEEEKIgVNueJypdFob1b2AhZrbvpy2DPYU0msueg0aP4z47k/O8qWnT7Dc8Ne938GJLJ+9e5Z7rpkayrPot5Ljh5SbPjWnE+pZpqKUtShmOlUHlqmYLqSZyNmkpA2REGITBWHEuarLUt1rnzxRafos1r32PMOslWKqYA/d5xbAK2cqPPzMHE+/tbzqbSpOwHdeOsNv3nrlNh7Z7tTw4gCqdkEbvhRjGZP8RdrwTebidpDShk+IrTUUYZRSKgd8Afg1oPWu0Ho76X6XuFjItNZ2IYQQQgghhBgKjh9yqtyk4cZn+HphyGLNo55cThkwlU8zlh2u2T5hpPn+T8/x+adOcK7qrnu/vcU0n77rEO+7fq8EKH3qbkC54fecDZ61DUo5m3zXGd9ZO8WeQpqx7HDOZBFCDC6tNQs1j3NVpx069Z88YaXiIHyteUqDRmvNi6fjEOq5ufK69vnas6f4lZv2S9XpFvDDiErTp+oE7Ra0EJ9oUcyYFNMXb8M3kbN7rhdCbK1heaf/F8CvJ/+viQOm/lAKeoMn+rarVbYLIYQQQgghxEALwoizVZelmgfErWeWGx7lRqe1UWtRZZhCmUhrHn99kc89eZy55ea695vIWXzizkP80jv3ySJSl0hrqk5AueG1Z2IoFbcjKuU686AAxrLmUC4ACyGGw0rD50zFwQviFMoNQhZqbntOVMqAyXyascxwBeFaa549UeZLz8zx8nxlQ/umUor5lSazU/ktOrrdJYw0NTeeA+X4Uft6acMn1hSF4FbArYGRgsK++E+x5Qb+X55S6leBT9IJlSrAfwt8lfj4X02u11prQylVBA4Qz5T6beA9yb7ngL+mtf7u9h29EEIIIYQQQlw+rTVLdY+zFZcwOdO35gQs1B2CpOAla6XYUxyu+T6txbyHnniL18/X171fMW3yW3cc5FffvX8oWzltlTDSrDR9VpoeYbIepwwYz5iMZztnfSsVzyOZLtg9wZQQQmyWhhcwv+K0K3iDKGKx5lHtahU6kbMoDeHJE0++ucTDT8/x2vnahvbdP57hgTtmeN/1e4ZyFtagaXgBFSegvo42fK0TMiZytlQA73ahD85K/J9bpae+xW/C1DU7dmi7ycCHUcQzoiCuaqoA79VaPw+glJrtv7HWugr8NPnvj5RSvwH8X8Ae4JtKqU9qrb+2LUcuhBBCCCGEEJep7gbMrzTbZ5H3n1VuGorpYprCkFW2vHR6hYeeOM5Lp9d/RnnWSvEbtx7gN2+9Uip5unhBRLkZL/K2FuTMFIxnbcayFqlk0c1MKabyNpN5WxZChRBbwgsizlYcysm8v0hryg2P5a4K3kLGZCo/XG3RwkjzyGsLPPzMHCeWGhvad3Yyx8ePzHD/4emhCt4G0Vpt+MYyFqbReV1lrLgtbSlnDdXrTWwy3+kEUH7fyU+BB14DcqUknBLbYaB/i1dKjQH304kq/5tWELVeWutvKKV+Gfi3QB54SCn1bq31m5t7tEIIIYQQQgjx9vlhxJmVzoJeqDVLdZdKMw4clIKJZIHFGKIzfF87V+OhJ47z7InVB7z3s1KKX333fj52xwzjQzYHays1vZByszMrDCBtKUpZm0LGRCUd6tOWwXQhTSlryVB2IcSWCCPN+arLQs1th04Vx2ex5rYrNdOWwZ5CeqgqWoMw4vs/Pc+Xj81xesXZ0L6H9xR44M4Z7n7H5FB9Tg+aS7XhiwMok4zZWdpOGardsjhrD89rTWwyr94JoIK+f7u+A14tbs8XunFrvlyJ3ilAYisNdBgF3A204msP+JeXcyda62eUUv8t8D8CWeD3gX9vU45QCCGEEEIIITaB1przNZdzlc6C3kqyoNca/F5Im0wVhuus8rmlBp978jiPvr647n1ShuIXb9zHJ+6cYbqQ3sKjGx5ax4ty5YaPG3QW5XJ2ilLeItc1FyOfjls3FjMS4AkhtsbF2sg2/IDFmovrx5etlGIqn6aQGfTlxw4viPiLl8/y1WdPcr7qbmjfG/eP8YkjM9x+qCTt4C6T1pqmH17Qhk+puEp6LGORz6TaJ10oFQdTpZw9dPPHxCbROq5sagVQkd+1jbgiyq3FIVQUrHo3YnsM+qfBoeRPDbyotV651I2VUqbWerVX1T8G/gGQBj6qlPodrbW3eYcqhBBCCCGEEJen4vjMlzuD3p0g4Hy1d0FvTzE9VAO3z1QcvvDUCb7/03NE6zzhVAHvvX4Pn77rEPvHs1t6fMMijDQVx2el4bdbEykVt7sqZa327CelYDxrMV1IyxnhQogtVXF8zqw4uH6njexizaPhxdWaRjKfrpS1hioc+O5PzvC5J06w1NjYcuGtMyUeODLDTQfGhur5DhIviKg6PhUnaIebALapKGYsihmzpw1f1k7a8GUtaT+7G0UhuJUkgKqADru2RV0BVL13mzLALoBpQ31h+49bDHwYNdH1/29dZHt/8JQBLjpFUGtdV0o9BbwHGAPuI27dJ4QQQgghhBA7wg1C5stOe7B7/6B3Q8Fk3mZ8iBb0luoeX3pmju++dKZnrsNajl49yWfvnmV2Kr+FRzc8/DBipelTafrtMM8woJS1GM9apJJFOcOAqXx66CrmhBDDx/FD5lccaslnVBhFLDY8qs1OBct41mIybw/ljKSaE2woiLrrqkkeODLD9VcUt/CoRlerDV/F8dvBJsSfa605UK0TLkDa8O16oR8HT045mfHU9TtmFIBbB68az4Hq3maYkC7EIZSVi8/eCVwJo3bIoIdR3cdXv8j2/ulie1gljEqc7vr/g5d7UEIIIYQQQgjxdkSR5lzXjA2NptzwWWp46GQ9ZixjMlVID82CXqXp89VnT/KvX5hvV3itx60zJR48Ost1+2QxD+LF3nLTby/2QjygvZSzKabN9vwR2zSYKthM5myZByWE2FJ+GHG24rBcj9tfXewzK59OMZVPY5vDG4p/8KYr+Mqxk1Td1Vt5KeDew9M8cMdBrt5T2L6DGxFaaxpeSNUJqHX9nNtt+LIW+bS04ROJwO203/P6lvxDPw6l3BoEzd5tKbsrgJJK+0Ey6GFUd9h0sXf4GhDRmSs1A7x5ifvrfsfa9/YOTQghhBBCCCE2rtzwmF9xCML4rM26F7BQc/GD+PKwDXpveAHfeO40X3/uVLtF03rccEWRB4/OcvPB0tYd3BCpJ/Ogmn7nZ9hqQ5Tvas+YtVPsKaQZy8qinBBia0WRZqHmcq7amWVYcwIW6y5+8hmWToLxYWoju5qcbfLrtxzg80+duGCboeB91+3lY3ccZGYytwNHN9zcIA6gqqu04RvLmO2KX5A2fLua1+gEUP0hk+/EoZRbg7BvppuVicMnuwCmzBsdVIP+SXGy6/+n+zdqrSOl1BvA4eSqI8APLnF/13fv/vYPTwghhBBCCCHWx/FDTpWbNNw4bPDCeMZGPbmcStqtjWWtnTzMdXODkG+9MM9Xjp2k4qx/IPQ7pvM8eHSWI7MTuz5MibSm6gSUG157YVcpKKRNSrne9kRjWZPpQpp8etC/xgshRsFy3eNMpXPiRDzL0Gu3U0sZiqm8PTSfWQ0vWFdg9us3H+BrPzrVPjHANBTvv3EfH7v9IFeMZ7b6MEdKGGmqjk/VCXCDtdvwmalOG75hOSFHbAKt44CpFUCFXa0yNZ35T349roZqUSpuu2cX4iooQ34/GgaD/rf00+RPBbxzlds8TyeM+i3gH13sRkqpG4Cb6YRQZzfpGIUQQgghhBBiVUEYcbbqslSLv1xHWrPc8Cg3/PaZ5q3Fl2FoyReEEX/x8lm++PQcS/X1z9a4spTlM3cf4r7D0+1Wc7tVGGlWmj4rTY8wWZ9TBoxnTMazndlPSsFE3ma6YPcs2AkhxFapuQFnVpo0vfjNyQ/jWYatlmpKwUTOppSzhuK9/HS5yVeePckjry7wTz97B5N5+5K3L2RMfu3m/XzjudP88rv28dHbDzJdkCqL9Wq14as4fvtkG4hfNzk7RTFzYRu+sYxFKW9RTEvF764RReBWOgGU7qqsjzT4SfWTV+/dpgyw80kFVB4M+d1o2AxDGFUGSsCkUmpWa3287zZ/DnyUOLA6qpT6rNb6T7pvoJTKAv+STps+DTyxhccthBBCCCGE2OW01izVPc5W3HZLmpoTsFB3CJLv1Tk7xXRhOGZshJHmB6+e5/NPnuBMxVn3ftOFNJ++a4ZfuGHfUIRtW8kLIsoNj6obtINIMwXj2bi6IJUswpkp1Z4HJe2JhBDbwfFDzlYcKs04dAq1ZrnustLsvF+NZUwm88PxvnR8sc5Xjp3kB6+ep9UV7ms/OsW/d/871tz3o7cd5NdvOcBE7tLBlejotOHz2ydZAKStuA1fMd3fhi/FRM5iXNrw7R5hkIRP5bgSSne9UKIwCZ+q4Dd7txmpTvWTlYsDKTG0BjqM0lprpdQPgA8nV/0K8H/23exrwP8G5InDpj9WSv0CcUi1AtwA/EfAtXSqop7VWr+2xYcvhBBCCCGE2KXqbsB815nlbhCyUHPbl01DMV1MUxiClmtaa554Y5E/efIEJ5Ya696vlLV44MgMH7zpinalz27V8OJ5UN0ztdKWwUTWJp/pnCGesQymC2lKOUvODhdCbIsgjDhXdVmqe2gNGk2l6bNY94iS9eCcnWJqSCo0XztX4+Fn5nj8jcULtn37xXk+dsdBxtdoLVjIDP5n8yBYrQ1fKmnDV7xIG75WVZ204dslArdT/eTVereFfhJA1cDv+/0yZXUCKDMbl9CJkTAM767foBNGfZK+MEprXVZK/ffAf08cNhnAX0/+a1HJNgVEwH+9xccshBBCCCGE2IX8MOLMikO5Efe0D7Vmqe5SSc4sH6b2Rlprnpsr89ATx3n1XG3tHRL5dIrfSs4q382LTVpram4cQnUv0uXTKUo5i6zV+TpeyJhMF2yKmeGYvSKEGH5aaxZqHueqTjt0qnsBCzUXP4jP5bZSamhm1b08X+HhZ+Z45vjyqrdxg4hv/vg0nz06u41HNlq01tS9kOpF2vDlbZNi1iRn97bhG89alHIWBWnDtzt4jU4AFTR7t/lOHD65NQjd3m1mJg6f7AKY0hpzVA3+p0lc+fSfEgdJE0qpQ1rrE323+Z+AO4hnRrWqn7rf3XTX5b+ntf7uFh6vEEIIIYQQYpfRWnO+5nKu4rbbGa04Pos1t73IV0ibTBXsoagSenm+wkNPHOeFUyvr3idjGXz4liv5yG1XDkXF11YJI03F8Vlp+ARJbyiloJg1Ge86S7y1QLenmN7VoZ0QYvutNHzOVBy84OLVuykDJvNpxjKDHR5orXn+1AoPPz3H8+v8vPrm86f5zV3+OXU5HD9uw1dz+9vwGYxlTAoXacM3mbcZz1q7vkXvyNM6DphaAVTYNU9UE1c9eUkFVOh3tikVVz2li/H8p5SckLMbDPw7r9a6DNy8xm0ipdQngd8Ffg8Y77uJAo4D/y+t9Ze34jiFEEIIIYQQu1PF8Zkvdxb1nCDgfNXF9Ttnlu8ppsnZA//1izfO13joieOXPLO8n2kofuXd+/n4HQcp7eL5Gn4YsdL0qTT99nwSw4jbFcaLcUb7uql8emiCSSHE6Gh4AfMrDo2koiWIIhZrHlUnaN9mImdRytkDHSBorXnm+DIPPzPHK2eqG9q3mDE5s+JweG9hi45udARhRNUNqDpB+3cciMPKsYxFIWP2tOGzTEUpK234doUoArcSh09uBaKga5sGvx5XP/m1eB5UizLi4MkuxH8a8jrZbQb/29A6aa1D4H9WSv2vwHuJZ0SVgGXgx8CTWndPPxNCCCGEEEKIy+cGIfNlp72I17+oZyjaZwUP8pnlACeXG3zuyRM88trCuvcxFHzgxn184s4Z9hYzW3h0g83xQ8pNn1rXYq5lKko5O64qSJp02KbBVMFmMmdjDPAirxBi9HhBxNlKp4VspDXLDY9yw29X8xYyJlP5wQ7JI615/PVFHj42xxvn6xva9+BElo/fMcN7r9sz0EHbTtNaU3dDKk7vnENpwycIgySAKoNbhe5l9igErw5eNW7T173NSHXmP1m5OJASu9bIhFEtWmsf+MvkPyGEEEIIIYTYVFGkOVd1Wai57WHv5YbPUsNrf/cey5hMFdIDv+B1ruLwxafn+N4rZ9vVPOvxc9fu4TN3H+JAKbt1Bzfg6sk8qKbfWazL2galnE2+qwoua6fYU0gzlpVFOiHE9gojzfmuzyuIW8gu1dx2q7WMZTBdGOx2oWGk+eGr53n42Enmlhob2veqqRyfuPMQ91w9NfCfyTvJ8eMAqu4GF2/Dl7FIdX2G5dIpJnLShm/kBV6n/Z5XozMdhyScqsUBlN/s3ZayOgGUmY1TSyEYwTBKCCGEEEIIIbZKueExv+IQhPEX7v5h72nLYM+AL+oBLNc9Hj42x3dePNOea7Qed101yWePHuId07uzvVGkNVUnoNzw8MPOPKhC2qSUs3raFY1nLaaL9lC0ZxRCjBatNUt1j7MVlzB5j2/4AQtVFy/otJCdyqcpZAb3PcoPI/7qlXN85dhJzlScDe17/b4iDxyZ4c6rJuREgFW02vBVmn77Mw3ATEExffE2fBM5+4LPOzFi/GYngPL7wl/fiUMptwah27vNzMThk10AM719xyuGyuB+4gghhBBCCCHEgHD8kFPlZnvOhheGLNY86snlVDIHaCw72MOXq47Pnz57im8+fxo3WH8X85sPjvPg0VluuGJsC49ucIWRptzwqDidwe3KgFLGYixrtdtaqaQ141TBloU6IcSOqDg+Z1YcXD9+s3KD+POq1XLNUDCRtykNcAtZNwj5i5+c5avPnmKh5q69Q5ebDozxiTsPccvB8YF9fjsp0prGKm34CmmTQsbsqe5tteGbyNsU0rKMPJK0jlvstQKo7pBJEwdSXi3+L/Q725SKq55aAVRqsH8HFoNB3kWEEEIIIYQQYhVBGHG26rJU84CLz9ko5SwmBnzYe9ML+bPnT/O1Z09S71p8Wsv1+4o8eHSWW2ZKW3dwA8wLoiSE6syDMlMk86AsjGSh00yp9jwoc4DnrQghRpfjh5wuN9snSYRRxGLDo9oM2p9X41mLyfxgf1795ctn+VePv9Web7Vetx+a4IEjB3nXgfEtOrLh1mrDV3OCnra8GdugmInnPXW34csnbfjGpA3faIqiuL1eK4CKgq5tGvx6XP3k1+J5UC3KADsXh092HgyJFsTGyCtGCCGEEEIIIfpcrMVRzQlYqDsEyXfynJ1iupDGNgc3fPCCiG+/OM+Xj51kpbn+hb3ZyRwP3jPLXVdN7sozyxtePA+q+6zxtGUwkbXJZzqD21uzVkq5wa0wEEKMNj+MOFtxWK7H7/Ga+KSJ5YbfnmOYT6eYyg/251VLpPWGgqijV0/ywB0zXLuvuIVHNZz8MKLmBFSci7Thy1gUMyZ2qlPFa5sGEzmLcWnDN5qiMAmfyuBWab9BtLZ59Tig8hq924xUHDy1Aig1+O8j6xYFcPpHEDhw4LadPppdQcIoIYQQQgghhOhSdwPmV5o0vU6Lo4Wa275sGorpYnqg29UEYcT3XjnHF58+wUJS1bUe+8czfObuWd5z7XS76me30FpTc+MQqruFYT6dopSzyFqdv+9CxmS6YFPMSEsaIcT2i6Jkfl3To+p0Kp+qjs9i3W2fNJE2DaYKwzW77uev38sXnpq7ZHs+Q8H9h6f5+B0zXDWd38ajG3yR1tTdgKoTXLQNXzFrkrMubMM3mbfJD/DvNeIyBV6n+smrEffdS4RBXP3k1ZLZUF3bUlYSPhXAysYvlFHhVuGtR+H178HZl+LnPnEVHP07O31ku4K8ywghhBBCCCEE8RnEZ1ac9hnZodYs1V0qSYsjpWgP7h7UoCbSmh++usDnnjzO/Mr6h71P5W0+ddch3n/D3l3XZi6MNBXHZ6XhEyRVcEpBMWtSylrts8ZbC3Z7imkylpwxLoTYXlprqm7ASsNnpdlpFQvQ9AMWal57TlTKUEzl7YGfY3gxVsrgt26/kn/2gzcu2JYyFD9//R4+dvsMV05kd+DoBlfTC6k6PjX3wjZ8YxmL/Cpt+MazFoa04RstfrMTQPmN3m2BG4dPbi2uBupmpuPwKV0AM7N9x7sdVk7C8cfi/84831v5BbD8Fiy9CZPv2JHD200kjBJCCCGEEELsalprztdczlXc9uLeiuOzWHOJku+qhbTJVMHGGtCgRmvNU28t8SdPHOetxcbaOyTGsxYfv+MgH7pp/1C0b9pMfhix0vSpNP32wl3KiH8m41mLlBH/PAwDpvLpgf77F0KMJq01dS+MZ9c1g3bbWAAvDKm5ATUnwAs6QfognzRRafrrCsh+8Z37+NIzc+2TQ0xD8Yvv3Mdv3X6QfWMjtkj+NvhhRNUJqPa14bNSikLGXLUNXyln77rP/JGmddxirxVAhX1VhV4zDqC8GoR91fJWthNApeztO+atFgVw9idx+HTiMSifWHufn30Hjv7O1h/bLidhlBBCCCGEEGLXqjg+82UHL2nLFp9d7uL68aKObRpMD3iLox+fLPPQ48f56dnquvfJ2yk+cvtBPnzzAbL27qrycfyQciM+e7zFNhXjOZuxjNmeB9X6u5/I2XLWuBBiW7Xm1q00fYKukCGIImpJC7ZWFVTLWMZkMm8PZHXrqeUmXz42xw9ePc//8anbOVC6dFVT2kzxkVuv5PNPneBDN13Bb956JVOF9DYd7WCLtKbmxK+Bpr92Gz4jOcliIidt+EZKFMXznVoBVBR0bdMQ1Dst+KLO6wRlgJ3rzH8yRug14dXh5NNxC765J8GtbGz/n35bwqhtMEKvOCGEEEIIIYRYHzcImS87VJ34y3sQRSzWvPZlQ8FkPm5fowbw7HKAV85UeOiJ4zx/cmXd+9imwYdvPsBHb79y1807iudBeThdC7hZ26CUs8l3hY25dIrpQjoOpgb0714IMXpaQflK02+fIAEQRhE1L6Tm+O3ZhS05O0U+bVJIm6QGMDR/a6HOl4/N8chrC+0K1K8cO8l//P5r19z3V969n/ffuI/xIWw1uBWaXkglacPX3aIxaxsUMxaFtNlTDVfImEzkLMYy0oZvZERhJ3xyK72t5qKoU/3k1Xu3KSOufGoFUGrwAuvLVpmPK5+OPwbzP+4N5Tbq+KPxzzYzvnnHJy4gYZQQQgghhBBi14gizbmqy0Itbsmn0ZQbPksNr/29fSxjMlVID+TCHsCbC3U+9+Rxnnxzad37mIbigzddwQN3zDCRH6E2LGuItKbqxCFUq4VR6+zxUs4ibXaqwsazFtPFwa6CE0KMFjcI2zOguoPySGvqbqf6pTt8yFgGhSSAGsQqKICfna3y8DNzF/2c+qufnuOTd86wd412exkrtevn812qDV8xY1LMWD3tY9OWQSlnUcpKG76REfpdAVQV6HoziIJO9ZPX6N2WspLwqRC34huVk2uiEM6/0pn/tPzm5tyvlYXDH4BmWcKoLSa/ZQshhBBCCCF2hXLDY37Fabc8qntxSz4/mbWRtgz2FNIDu/h1utzkc0+e4Ievnu9ebrgkQ8Ev3LCXT955aFfN2Qha86AcnzBZ31UGlDIW4zkLM5kHpZIKuKmC3RNMCSHEVvHDqF0B1fQ67bM0mrobUnMC6l5v9UvaTAKojDnQs+teOr3Cw8/M8eyJ8qq3CSPNV390it957zXbd2BDZNU2fEZ8IsVYxiTb14avlLOZyFlyMsWo8J1OAOXXe7cFbhw+uTUInN5tZroz/8kcod/5/AacPBZXLp14Apzy5txvdhL23wLXfwgO3Aozd2/O/YpLkncpIYQQQgghxEhreiGnV5o03HhRxwtDFqoejWQRMGUopvL2uoaq74TzVZcvPn2Cv3z5LNF6Uyjg/sPTfPruQ8xM5Lbu4AaMF0SUGx4Vp9OmxUopxlutipIzg82UYqpgM5Uf3Ao4IcToaAXkK02futsbQDW8OICqeUFPZy0rpeIZQBlroKtctNb8+OQKX3r6BC+eXt+Mlr/4yRkeuOOgzIHq0vDiAOrCNnwpxjIm+b42fMWMyUTOppgxpQ3fKPDqnQCqP2Tymp0WfKHXu83KdgKo1AhVvtfOxZVPJx6DUz+CyN+c+91zI8zeA1ceiRPelAlThzfnvsW6SBglhBBCCCGEGElBGHG26rJUi7+4R1qzXPcoN/32Qk8pFw/1HsRAotzw+PKxk3zrhXmCDaRQR2Yn+OzRWa7ZU9jCoxssDS+g3PDbASPElW4TWZt8JoUi/vvNWAbThTSl3ODOAhNCjIYw0lSSAKo/YGj6AVU3oOYERF0BlGkoCpm4Bd+gVum2aK15+q0lvvTMHD87W9vQvtOFNOdr7q4Po/wwotL0qTpBz+e8ZSZt+NIXb8M3kbMHukJOrIPWcdu9VgDVHbZowE+qn7x67xwkpcDKdWZAGSOytK8jOP+zzvynxdc2535TaTh4BGbvhUNHITcVXx+4sPzW5jyG2JARecUKIYQQQgghRExrzVLd42zFJUwWd6qOz2LdJUiyipydYrqQHsizzWtuwNd+dIo/+/Gpnhkia3nXgTH+2j1X8c79Y1t4dINDa03NjUMoN+j8nPLpFKWc1dPGqJAxmS7YFDODWf0mhBgNURTPqWu1Ce0OoNwgpOrEwVTQyc1JGZBPx8FD1h7sAArikO3xNxZ5+Jk53lyor71Dl5mJLA8cmeE91+4ZyJNAtkMYxZ9dVad3TlirDd941iRjShu+kRSF4FaSAKoCuuuNIIo61U9eo3ebMjrVT1YOjMF/n1iXwIFTz8bt944/Ds31z0K9pNx0XP00ey8cuD1uXygGhryLCSGEEEIIIUZG3Q04XW62F3jcIGSh5tL04sumoZgupimkB++rkOOHfPP503z12ZM9bZzWcnhvgQePznLbTGlXVPu0qg3KTb8dNioFxaxJKWthp1Lt60o5i+kBngMmhBh+WmuqbsBKIw6guiud3CCk5sat11rzCSGe55dPmxQzJlkrNRTv3UEY8YNXz/PwMyc5VW5uaN+r9+T5xJEZjl491dNqbrfQWtP0QypOQL2rSk4pyFgXtuFTKg6mJnI2Y1lzKF4fYhWh36l+cqvQPfUzCpLqpySA6t5mmJ3qJysXvyhGQX0BTjweVz+dOnZh28HLNX0dHEoCqOnrRufnNYIG7xuYEEIIIYQQQmyQH0acWXEoN+I2J6HWLNZdqs140UcpmMjZlHLWwC2E+WHEd148w8PH5trHvx4zkzkevPsQR6+e2hULVX4YUW70VhukDBjPWYxnLFKGkVwXz4OazEsbIyHE1qm5cQXUSqMTjEP8XlV1fWpOgNcVQCkFedukkDHJ2amB+yxajR9GfO/lc3zl2TnOVtwN7XvDFUU+cWSGO2YndsXnVD8viKg6q7fhG8tYmEbncypjGZSS31Xk82uI+U4ngPL7qgcDLw6f3BoEfaFuyu4KoLLbd7xbSeu45d7xR+MAauFnm3O/KQsO3BGHT7P3QH7P5tyv2HISRgkhhBBCCCGGltaa8zWXcxW3HVCsND0W61777PRC2mSqMHjBRBhp/uqVs3zh6TnOV9e/wHfFWIZP3XWI9163O9ocOX5IuRG3tmqxTUUpGdzemgdlmwbTBZuJnC3D3IUQW6LhxQFUueEThJ1wIYiipPVagNvXXjVnpyhmTHK2OVTv2Y4f8t2fnOVPnz3JYn1j1Qs3HxznE0dmePeV47suhGq14as4fs9rQRkkAVRvG76UodpzoIahTaNYhVfvBFCB07vNdzoBVNj3+56VicMnuzA67eQCF07/KA6fTjwO9fObc7/ZiU7105V3jE5gt8tIGCWEEEIIIYQYShXHZ77s4CXzgpp+wELNxfXjBcJWODFoMxYirXn0tQU+9+SJDbU6mszbfPLOGT5w476BC9Y2m9aauhdSbng9MzWydjwPKt/1d5pLx/O/xjLSykgIsfkcP2wHUF7XfLowmVtXS2b/dM+HylopChmTQnq4AqiW7//0HP/ikTdZaa6/WhfgyOwEDxyZ4cZdMruwpbsNX83pnDihVPxaGMtY5DOp9skTSsXBVClny2fXsNI6brvXCqCirn8rmrgiqtWCL+q8JlAqbrvXmgFlDNbvqJetsQQnnoATj8HJZy4M5C7X5DXJ/Kf7YM/1caorhtqIvOKFEEIIIYQQu4UbhMyXHarJgk8QRSzWvPZlQ8XBzXjWGqgFHq01zxxf5qEnjm9o6HsxY/LxOw7yK+/eT9oc7bOmI62pOgHlhocfduZBFdImpZzV8/zHsxbTxcELG4UQw88NwnYLvu5APNKaelIB1fTDngAqbRkU03EAZQ75CQNp09hQEHXP1VM8cGSGw3sLW3hUg6fVhq/iBD2tGm1TUcxYFDNmTxu+rJ204ctaQ/8a2ZWiENxKEkBVQHfN94yirgCq3rtNGZ3wycqBMQK/y2kNS28k1U+PwblX6Jl5dbkMCw7cGlc/HboHile8/fsUA0V+axdCCCGEEEIMhSjSnKu6LNTilnwazXLDY7nemSE0ljGZKqQH7kz0F06t8NDjb/Hymeq698laKT5y25X8xq0HRj5wCcKIlWY8DypM1n2VAaWMxXiuM1NDJUHjVMEe+WBOCLG9/OR9qNzwaXqdhWSNpu6G1N2Amhv0BFC2mQRQGXOkKlbvvnqKQ5M5Tiw1Vr2NoeDnrt3Dx+44yOxUfhuPbmet1obPaLfh6z1xImUoJvJxG76MJZ9bQyf04+DJKceVUN2BSxSAWwevCl6jd5thds1/ysW/wAy70IP5H8cB1PHHoHZ2c+43Mw6HjsKhe+HgnWDnNud+xUAa7W80QgghhBBCiJFQbnjMrzjtGR11L27J5yfD4dOWwZ5CeuAWen52tspDTxznubnyuvexUwa/dvN+fuv2g4xlra07uAHgBiErjfis8hYrpRjPWYxlLIxk8cZMKaYKNlP5wQsahRDDKwgjKkk1Zt3tDaAaXhi34XMDdNcYKCulKKRNihkL2xydAKqboRQfv+Mgf/gXP7tgm2kofv6GvXzs9oMcKO2OmS1ax6+HqhP0zC9UqjUTzCKfvrAN30TeppiWNnxDJ3A77fe8Wu+20I+rn9wqBH2tllN2VwA1Iv82nDKceBKOPwonnwZ//e2lL2niqqT66V7Ye+NoVIuJdZEwSgghhBBCCDGwml7I6ZUmjWSR0AtDFqoejeSs9ZShmMrbAxfaHF+s8ydPHueJN5bWvU/KUPzyu67ggTsOMlUYkSHWq2h4AeWG3/57hDhQnMjaFDKdr6lZ22C6kB64lotCiOEVRpqqE1dA9Vc6Nf0gmQMVtKs0IX5/LiYzoAbtpIeNWqp7TObtNW/3nmv38PmnTjC/Es9+sVKKX37nFXzk9ivZW8xs9WEOBDeIA6jqRdrwjWUtimmTlLThGw1eoxNA9YdMvhOHUm4NQrd3m5WJwye7AOYI/O6mNZSPd6qfzv2EnjT+cqkUHLglDp9m74WxA2//PsVQkjBKCCGEEEIIMXCCMOJs1WWp5gHxnI7luke52WnJV8rFbW8GqVJmfqXJ5586wb/76fl1d843FLzvur186q5DXDE+ugt8ujUPqunjBZ2FjULapJQ3yZidr6fFjMl0MU0hLV9ZhRBvXxRpqm6QVGL6PQGUG4TUnICq6xN0jXlJGZBPmxTTFll7uAMogLmlBl8+Nse/+9l5/ueP3cJ1+4qXvH3KiKuj/vkP3+BDN+3nN2+9cl0h1rBrhZVVJ8AN1m7DZ6ZU+/eRYQ8qdxWt44CpFUCFXtc2OvOf/HpcDdWiVNx2rzUDyhiB31OiAOaf78x/qpzenPtNF2Hmbpi9D2bujH9mYtcbgX8xQgghhBBCiFGhtWap7nGm4hAla0BVx2ex7rYXCXN2iulCeqDaIy3WXL749Bx/8fLZnrOn13LvNVN85u5ZDk2Obn/8MNJUmj7lpt/+2SgFY1mT8ayFnUq1ryvlLKYHsN2iEGL4aB3P9iknAVTUdXK/G8QzoKpu0G73CvHJAfm0STFjkrVSI1GR+cb5Gg8fO8ljry20T5J4+Jk5fv9X37nmvu+7fi93vWOK8QGrPt5sWmvqXkjV8XvaNV6qDd9YxqKUt6QN3zCJInArnQBKd6XPkQY/qX7y6r3blAF2PqmAyo9GSzm3CnNPwluPwsmn4ue8GcZn4sqn2Xth37tGI6wTm0peEUIIIYQQQoiBUHcDTpebOMlAcDcIOV9zcbz4spVSTBUGq1pmpenzlWMn+dYL83jh+tuY3H6oxGfvnuXaNc5MH2Z+GLUXgVtVCCkDxnMW41mbVLJ4lzLieVCTeRtL2hoJId6muhtXYK40/J6TA/wwSmZA+bh+53qlIG+bFDImOTvVnlU37H56psqXnjnB028tX7DtyTeXeGuhzlXT+Uveh5UyGM+O7vuyG4RUmvFrovsjPG0pipmLteFLMZGzGJc2fMMjDOIAqrkcV0J1t5yLwiR8qsazkLq3GalO9ZOViwOpYVeeiyufjj8GZ17YpPZ7Blzx7s78p9LM279PMdIG51ucEEIIIYQQYlfygoizFYdyI26DEmrNYt2l2oxneSgFEzmbUs4amEXCuhvw9edO8Y3nTtP0w7V3SLxz/xgPHp3lpivHt/Dodpbjh+1ZLC22qSjlbIoZs31muW0aTBdsJnI2xgC1WhRCDJ+mF1Jueqw0/Z5KpzCKA6iqG7RPbGiJK15McrY5UO1e3w6tNS+ervDwM3M8N1e+5G2/fGyO//yXb9ieAxsgq7XhSyVt+IoXacPX+h1EqnaHROB2qp+8Wu+20E8CqBr4jd5tKasTQJnZ+BfQYRYFcPalzvynlbnNuV87Dwfvgqvui//MjG3O/YpdQcIoIYQQQgghxI7QWnO+5nKu4rYrZ1aaHot1r91OqZA2mSoMTsWM44f8+QvzfPXYSapdYctart6T58Gjs9xxaGIk2/m0WhyVG167sg3is8hLOYu83fnqmUvHbRZHve2TEGJrOX7IStOn3OidQxdqHbfgcwIcP+yZD5W1UhQyJoX06ARQEL8HP3uizMPPzPGT+cq69vnhqwt86q4GBydGt01sy6Xa8OVtk2I2rorrbsM3nrUo5SwK0oZvOHiNTgAVNHu3+U4cPrk1CN3ebWYmDp/sApjp7TvereLVYO6pOHyaeyquCtsMYwfiyqfZe2H/zdJ+T1w2eeUIIYQQQgghtl3F8ZkvO+0FxKYfsFBz262TWlUzOXswvrL4YcR3f3KWLz19guWGv/YOiYMTWT579yz3XDM1MFVdmynSmqoTUG54+GFnHlQhbVLKdc4ub83XmC4Ozt+pEGL4eEEUV0A1/J7gO9KahhtSdX0aXm8AlbYMiuk4gBq11mqR1jz55hIPPz3Ha+dra+/QZf94hnLD5+DEFh3cAHD8kKpzsTZ8BmMZk0LGareMhfgEism8zXjWGqmwciRpHQcvrQAq9Lq2EVc9eUkFVNj1e5tScdVTK4BKjcCJMZXTcfh04jE4/ePeeVeXSxmw952d+U+l2eGvFBMDQb4FCCGEEEIIIbaN44ecWXGoOnFVURBFLNa89mVD0V4IGoQzkcNI8/2fnuPzT53gXNVde4fE3mKaT991iPddv3ckF7SCMGKl6bPS9GmNZDEMGM9YjOcszGTGhlIwVbCZyqexzdFaBBZCbA8/eb8pN3yaXmeRVaNpeCE1J6DmBj0BlG0mAVTGHJjK2s10fLHOo68t8INXFzhVbq69Q5fZyRwPHJnhvsPTI/v5VE0q47y+NnxjGYtCxuxpw2eZilJW2vANhSiKK32clfjPqKtCPdLg1+PqJ78Wz4NqUUbcWs4ugJ0b/qqeKIRzL8PxR+HE47D81ubcr5WN2+7N3guH7oZMaXPuV4guQ/6vTwghhBBCCDEMwkhzvuqyUItb8mk0yw2P5brfXkAcy5hMFdIDsTimteax1xf53JPHmVte/0LfRM7iE0dm+KV3XTGSC6BuEM+DaoWHAFZKUcpZFDOdmV6WqZjKp5nM2wPx9ymEGC5hpJMAyutpqwbQ8IOk2iVAd1W7WClFIQmgusOGUXFiqcGjry3ww9cWmFtqrL1Dn8N7Cjxw5wx3v2Ny5Cp1tdbU3ZCKE1fGtUgbvhEQBkkAVQa3Ss8/+igErw5eNW7T173NSHXmP1m5OJAaZl4DTj4dVz+deCIO5DZDYV+n+mn/LZCyN+d+hViFhFFCCCGEEEKILVVueMyvOARJG7e6F7fkaw2ZT1sGewrpgTgjuTV346En3uL18/V171dIm3zsjoP86rv3D8Tz2GwNL6Dc6F3ky9gGpaxNId35Wpm1jfY8KFncE0JsRBRpKk5cAdVf6eQESQDlBD3t1lJGHEAVM+ZIvvfOLTd45NUFHnltgROXEUAB3Lh/jE8emeG2Q6WRe192/DiAqjlBu0oXVm/Dl0unmMhJG76BF3id9ntejbjvXiIM4uonrxa34uvelrI6AZSZHf62crWzcfu944/B6ecgWn+b6NUp2HtDPP/pqvtg4h3D/3MSQ0XCKCGEEEIIIcSWaHohp1eaNJKz2r0wZKHqtQONlKGYytuMZQejX/9Lp1d46InjvHR6/cOes1aKD996gI/ceiX59Gh9vdKteVBNv93qqHWWeSlvkjE7z7eYMZkupnuCKSGEWIvWmooTsNLwqTh+TwDlBnELvqrrE3QVR6WM+H2okDHJWqmRC1ha/sn3X+PbL5657P1vnSnxwJEZbjowNlI/oyCMqDoBFcdvzyoEMFNQTF+8Dd9Ezu6ZYygGkN/sBFB+X/AauHFVlFuDsK9lspnpzH8y09t3vFtBR3D+lSSAehyWXt+c+zUzcPBIHEAdOgq5yc25XyEug3xTEJtKKWUB9wGHgP1ADTgN/Ehr/dYmP9Y7gFuBA0ABmAeOA49prTfjdIHW44zccxJCCCGE2EpBGHG26rJUi4dJR1qzXPcoNzsLjaWcxURuMFq4vXauxkNPHOfZE8vr3sdKKX713fv52B0zjA9ImLZZwkhTafqUmz5hcqq5UjCWNRnPWtipVPu6Us5iekCq2oQQw0FrTc2Nqy0rjk/UVenkha0AKmhXz0IShKdNiumk3doIhSuruXZvgW9fxn53XTXJA0dmuP6K4qYf006JtKaxShu+VmvGvG32XD+etZjI23KSxKDSOm6x1wqgukMmTRxIebX4NqHX2aZUXPXUCqBSQ/47mN+EU8fiAOrE49Bc/++il5SfjsOn2XvhwG3DH9SJkSHvyCNIKfX3gT94G3fxr7TWv73Bx9wD/APgE8BFI3al1GPAP9Jaf/VtHBtKqY8Bvwvcs8pNlpRSXwL+ntZ64W08zsg9JyGEEEKIraS1ZqnucabitBcXq47PQs1tt1XK2SmmC2lsc+d7988tNfjck8d59PXFde+TMhS/eOM+PnHnDNOF0fpi74dRe3G4FRqmDBjPWYxn7Xaro5ShmCrYTOVtzBGciyWE2Bp1N660XGl0gm6I33tqbkDN9XF93bNPPp2imLbIpVMjN+doLUevnuIff//1np/VagwF91wzzQN3HOTqPYVtOLrtsVobvoxtUMzE85662/DlkzZ8Y9KGbzBFUTzfqRVARUHXNg1+Pa5+8mvxPKgWZYCdi8MnOw/GkC9n18/HlU/HH4PTz/aGbW/H9HUwe18cQE0dlvZ7YiAN+b9eMQiUUh8C/hjYu8ZN7wXuVUp9DvgPtdbrb8IfP04B+P8Bn1zjppPA7wAfVUr9da31v9nI4ySPNXLPSQghhBBiK9XdgNPlJo4fp05uEHK+5uJ48WUrpZgqDEYbtzMVhy88dYLv//Qc61jjA0AB771uD5+66xAHStktPb7t1vRCyk2PuttZ+LFNRSlnU8yY7YHvactgKm8zkbMxZJFPCLEOrfeXlabfU+kURnEAVXWD9udES85OUUib5NPmyAUKp8tNHnltgYMTWe69ZvqSty1mLG6dKXHs+MUrJRTwzgNj3H94mnuvmWYyb2/BEW8/P4yordaGL2NRzJjtCl0A2zSYyFmMSxu+wRSFnfDJrcSt6Lq3efU4oPIavduMVBw8tQIoNcQnv2gNCz/rVD8t/Gxz7jdlw5V3xOHToXviaighBtzOfxMUQ00p9T7g60D3bz0aeBZ4AygBtwHd74ifAcaUUr+pte79rXP1x0kBXwJ+pW/TeeBHwApwTfJYrd9W9wHfUEp9QGv9yG5+TkIIIYQQW8ULIs5WHMqNuKNwGEUsNjyqzXj4vFK0ZzXs9FntS3WPLz0zx3dfOkOw3hQKOHr1JJ+9e5bZqfwWHt320lpTd0OWmx6u3/n1NWunKOWsnnZH+XSK6WKascyQt8IRQmwLxw9ZafqsNP2e95dQa+puQNUJcPywZz5UxuqqdBnBAOrR1xZ45LUF3liIz1+9+eD4mmEUwP3XTPeEUQq4cX8rgJpiakQqdKOu18bF2vAVsyY5q7cNX6vd76jNaxwJgdcJoLwa8ZJaIgzi6ievlsyG6tqWspLwqQBWdrgrewI3rnpqBVD1TWpylJ2E2XviCqgrb4/nQQkxROQde3f4FPDEBm5fW8+NlFIHgT+lN7R5FPhbWuuXu26XBv5D4B8CrW+wvw78d8DvrfOY/kd6QxufuK3dP9dat+tZlVLvBP4FnXZ3aeDrSql3a63nd+NzEkIIIYTYClGkWai7nKu47QXFlabHYt1rt+grpE2mCjbWDrdyqzR9vvrsSf71C/N4wbrOGwLi4e8PHp3lun2jNXejkiwSt844VwoKGZNStnNWeWvexnQhTdaWM82FEJfmBRHlpkel6dPsqnRqzfqpuvGsn+4AKm0aFDImhbS5458Tm21+Ja6AeuS1Bd44f2EDlRdPrVBueJRyl65milv1vca1+4rcf3ia+0YogIK4cq7q+NTc3jZ82a42fMZF2vCNZy2p0B00frMTQPmN3m2BG4dPbg0Cp3ebmY7Dp3Rh+IOVxmIcPB1/PJ4D1f9cL9fU4aT66V7Yc91wV4nttCiIq/Hc6k4fya4lYdTucEZr/dYW3O8/ACa6Lj8GfEBr3fNuq7V2gf+vUuoE8LWuTb+rlPpnWuvjl3oQpdTVwH/Sd/XHtdbf6L+t1vonSqn3A9+jE95MEc/Q+tu79DkJIYQQQmyqiuMzX3bawU7TD1ioue1ZH7ZpMF2wydk7+3Wj4QV847nTfP25Uz1nWq/lhiuKPHh0lpsPlrbu4LZZEEbtSoXWgp9hxIHTeNbCNIz2dZN5m6n8YMz1EkIMLr/rfaXR1eZTo2l4ITUnoOYGPQGUlVLtVmujFkCdWXGSAOo8r18kgOoWaXj8jUU+dNP+S96ukDH5v//mXRRHqDLVDyOqTkC1rw1f/NowKazShq+Us+VzaZBoHS/qtwKo0O3d7jXjAMqrXTgTycp2AqjUELeX1BqWXo+rn44/DudfXnuf9TAsuPK2OHyavQcK+zbnfncjreNQ0KvH//UHhEpOuNpuEkaJy6KUuhb4611XecBv94c23bTWX1dK/auu/dLEgcrfXOPh/oBO9RHAH18stOl6nKZS6reBF+hUOP17Sqn/SWv9xmr7jeJzEkIIIYTYTI4fcmbFoerEA6eDKGKx5rUvGyoOMsazFmoHW6u4Qci3XpjnK8dOUnGCtXdIvGM6z4NHZzkyO7Gjx7+Z3CCk3PDbf0cQL/iVchbFTKd1omUqpvJpJvP2yLXIEkJsnjDS7QCq1vf+2vDjNmt1N2hXyAKYRidkGLWZPmcqTtyC79UFXju/riYzbY+8urBmGAWMRBAVaU3NiV8fTf/CNnxjWZNsVxu+1skS0oZvwERRPN/JWQGnApHf2aYBv9ZpwRd1nQSkFFi5OHyyC2AM8d9p6MHp5zrt92pnN+d+MyU4dDRuv3fwjvjnJS5PFMQzyLw6+PXe1yLEFXiteWRWUo1njU4r7kE3xP/6xQ77NND9W+Sfaq1fXcd+/x96A58HlFJ/Z7XARymVBT52kfu4JK31z5RSXwceSK4yk2P+7y6x2yg+JyGEEEKIty2MNOerLgu1uCWfRrPc8Fiu++0z3scyJlOF9I4GGUEY8Rcvn+WLT8+xVPfW3iFxYDzDZ4/Oct/h6R2fa7VZGl5AueH3VIRlbINS1qbQtbCXtQ2mC+kdDxCFEIMrijQVJw6gqk5vpZMTxAFDzQkIuwKolKHiWT8Zk4w1WgHU2SSA+uFrC7x2bmMBVLcXT6+w3PCYWKNV3zBreMnro69CbrU2fIWMyUTOYiwjbfgGRhR2qp/cCnSPSY+iTvWTV+/dpoxO+GTnh7u1XLPc1X7v6bgl4WaYeEfcfm/2XthzAxij9V65rVqtIL36hX8/KgV2Lnkt5i4MQ+0CjM9s37HuchJGicv1kb7Lf7SenbTWLyulngTuTq7KA78E/Nkqu/wy0H06wONa61fWeYx/RCe4Afgolw5uRvE5CSGEEEK8LeWGx/yKQ5C00ql7AQtVt91aJ2PFYcZOLjaGkeYHr57n80+e4Exl/f35pwtpPn3XDL9ww76RqAbSWlN1AspNv91CUSnI2yalvEnG7Hz9K2ZMpovpnmBKCCFatNZUnKA9Y647SHCDTgu+7jZrRlLlUsiYZK3USAXcrQDqkdcWePVtBFAt1yczoCxjiBfoV+GHEZWmf8Hro9WGr5ixelo0pi2DUs6ilJU2fAMj9LsCqCpx2VMiCjrVT16jd1vKShb8C3ErvmF9D9Aalt+CE4/FFVBnf0LP87xchgn7b+nMfxpbuzJSrCIK49lkrfZ7UV8nhFQ6DkOtXPxf90tRpeJt6XHIjMWvW7Ft5JuH2DCl1BXALV1XBcCjG7iL79MJbgA+xOrBzQcvsu96/ZD42Fqv89uUUvu01hfU0I7icxJCCCGEeDuaXsjplWZ7DogXhixUvXalTcpQTOVtxrI79wVOa80TbyzyJ0+e4MRSY+0dEqWsxQNHZvjgTVeMxMySMNJUmj7lpk+YDIRSCsayJqWs3X6OSkEpZ+14eCiEGExaa2pu0Jkv11Xk4IWdAMoLOouySkE+bVJMm+Ts0QqgzlUcHn09DqB+dnbzAqh7D0+xt5jZhCMcHGGkqbsXacNnJG34Mhe24SvlbCZy1o7PlxQJ3+kEUH7fzLPAi8Mnt3rhzB0z3Zn/ZA7x6zr0Yf7HSQXUY1Cd35z7TY8l7ffuhYN3xlVi4vIEbtfspyY9Z0koozOLzC5Aqu99xczEfxeZsXj7CH1WDRt5xxeX46a+y89rrS89nbPXY32X37WBx3p8vQ+ita4rpV4Abut7rIsFN6P4nIQQQgghNiwII85WXZZqcZu7SGuW6x7lrjPjS7l4jsNOVRNprXlursxDTxzf0Bnq+XSK37rtIL9+y4GRCGP8MGK54fW0zUoZMJ6zGM/apJIv2ilDMV2wmczbmCMQvgkhNle9K4AKuipZgihqt1hz/ahnn3w6RTFtkUunRqa9abeXTq/wX/7pC2/7fq7bV+D+w9Pcd800e8eGeKF+Fau34UsxljHJ97XhK2ZMJnI2xYwpbfgGgVfvBFD9IZPX7LQ9C93eba1F/3QBUkPcZtJZgbkn4/Z7c09dGMJdrtKhuPJp9l7Y987hnpG1k3SUVD814tdi6PduT9nJ7Kd8PPOpp/rJiF+jmXFIF+PQVAwE+dewO/yHSqnfB24EpgAfWASOA48A39Fa/3AD9/fOvsuvbfB4Xl/j/rrduAmP1R3cvBP4q4vcbhSfkxBCCCHEummtWap7nKk47bPhq47PQs1tzwHJ2SmmC+kdbaPz8nyFh544zgunVta9T8Yy+PAtV/KR264cibZ0TS+k3PSou52zz9OWiudBZUxU8m08nbRQLGVl9oYQolfTC1lp+pSbHn5XpVMYRdTcOFxoer0BVM5OUUjHAcMotDa9lOv2FSmkTWpusPaN+1y7NwmgDk+zbwQDqFYbvqoTEERdbfjMpA1f+sI2fBM5m1LOGolq5KGmdVzd1Aqgoq7FfQ34taQFX1/bM6XiVmetGVDDHK6UT8SVT8cfg7Mv9s65ulzKgCtu7sx/Gj/49u9ztwr9pPqpFs9+6vn7UfHMJyuZ/WT2BaGpdFz5lC6CXYxLMMXAGeJ3D7EBn+y7nAYKwCzwc8DvKaWeAf4rrfVfruP+DvddPrHB4zned3lKKTWhtV7uvlIpNQlMvs3H6r/9tavcbhSfkxBCCCHEutTcgPlyEyc5890NQs7XXJxkIdJKKaYKOztf6I3zNR564jjPHF9e+8YJ01D8yrv387E7Dg79gHitNXU3ZLnp9VQo5OwUpbxFrqv9UT6dYrqYZiwjPfCFEB2OH7Zbena/j4Q6brFWS1qsdVe4ZCyDYsaisAsCqG5WyuDo1ZP85cvn1nX7w3sLvOfwNPcenuaKEQygwihu4Vh1/PbvChCvwRczcRu+7rmErTZ8kzmbrD38lchDLQrBrSQBVAV02LUtSqqfkvlP3dtalSWtuTvGkP49RgGceSGufjrxGKyc3Jz7tfMwk7Tfm7krDkDExmkdh07tKjyvd3vKil9/diGufur5HFJJ9dNY3ILPGr333lEkYZRoOQJ8Vyn1PwC/r7W+1GS+Ut/l9f12ltBa15RSDtD9LjEO9K8s9D9OY4Ot8y52bOOr3K7/sUbhOW2YUmovsGeDu12zWY8vhBBCiO3lBRFnKw7lRnxmbBhFLDY8qs243Y5SMJmzGc9ZO9aG6eRyg889eYJHXltY9z6Ggg/cuI9P3Dkz9HM5Ih3Pg1pp+u1B8EpBIWNSylqkzVT7uvFsPA9KFv6EEC1eECUt+LyeSqdIaxpuSM0NqHu9LdbSpkEhY1JImyNVybJYc3n09QVePVvj7/7S9Wve/v7Dey4ZRh3eU+D+a+MWfFeMD/dnzcVorWn6IRUnoN7Vhk8pyFopxjK9bRqViudDTeRsxrLmSM0PGzqhHwdPTjmuhKLrH3gUJNVPSQDVvc0wO9VPVm545+q41bjt3onH4zZ8bnVz7nfsyk710xXvHu4KsZ0UBZ3Xn1e/sPrJynba7/W31zOsTviULg5vSLqLyb+a0XYK+BbwFPAysARExK36bgd+Dfjlrtsr4PcAA/ivLnG/hb7Lzcs4tia9wc3FTiHYrMfpttqpCqP4nC7H3wH+YBPvTwghhBADKIo0CzWXc1W3vbi00vRYrHvtFn2FtMlUwd6xhchzFYcvPj3H9145S3Sp06T6/Ny1e/jM3Yc4UMpu3cFtgyCM2jNcWs/fMOLAaTxrYSatRwwDJvM2U/mdbZ8ohBgcrfePctOn0dXOU6NpeCE1J6DmBT3rf1ZKtSugRum9JA6gFnnktQVenq+0r//YHQeZncpfct9bDo5f0Krvmj157j+8h/sPj2YABXGAWXVWb8M3lul8BkFcPVeSNnw7z3c67ff6Zx8FXrz479Yg6FtSStldAdQQ/+5UOdVpvzf/fG+V1+VSBux7Vzz/6ap7YfzQ8AZ0O0nreCaZV4//659PZqTi1nvpZPZTf3s9u9AJn+zc9h232BISRo2mp4hDpr+4RIXTY8D/oZQ6Anye3lZv/6VS6gmt9TdW2bc/UHEueqtLawITl7jPzXycS93nZj/WID0nIYQQQogLVByf+bKDF8SrkE0/YKHm4vrxr422aTBdsMnZO/NVYbnu8fCxOb7z4pmeRbC13HXVJJ89eoh3TA/3r0ZuEFJuxIuALZapKGUtiplOhZplKqbyaSbz9q5qnSWEuLgw0u0WfN1VLAANP54BVXOC9gkHELcyLWZMChmzXWU5ChZrLo8lAdRPugKobo+8trBmGGWmDO65eorXF2rcf3ia+w9Ps398iBfrL6HVhq/i9LZwNIy4Ere/DV/KUJRyFhPShm9nefVOANW/wO87nQAqdHu3WZl4gd8uXFh5MiyiEM69FLffO/4YlPunZ1wmKxe33Tt0Lxy6CzKlzbnf3SYKOpVPfj3+++pmZuNgyS5c2F7PMOPgKZ1UQKUkvhgl8rc5grTW39rAbZ9RSh0FHgeu69r0Pyql/rXW6zqVYAPnqg7FPtv5WNv5nIQQQgixizl+yPyKQy0JOYIoYrHmtUMPQ8FUIc1YZmda69ScgD/90Un+7MencYP1D5O++cpxHrxnlhuuGNvCo9t6DS9gue7T9Du/fmdsg1LW7pnVlbUNpgtpxrOWtEASYpeLIk3VCSg34/fy7gDKCeLwqeoEhF1vqSlDUUibFDMmGWt0QoSlusdjry/EAdTpyppfmh95bYFP33VozffR33nfNSNb7dNuw9cMeqq/utvw5TMpFJ02fMWMSSln79jvCrue1nHLuVYAFfld24gX/Vst+KLO3ylKdebupAvD217Oq8PJp5P5T4/Hs7A2Q/GKOHyavRf23xLPKRIb11395PedR69SnfDJzl/YXs/KxcFTZmy4W0SKNQ3pu4/YTFrrJaXUp4BngNa/9huAnwf+8iK71PouX86pQf379N/ndj7Odj7Wdj6ny/FPgC9vcJ9rgNWq6IQQQgixw8JIc67qsFjz0Dpu07Tc8Fiu++2Fy7GsyVQ+vSMVNk0v5M+eP83Xnj1J3Vt/S5Xr9hX4a0ev4paZ0tYd3BbTWlNxAlaafrtSTSnI2yalfO9Z6GNZk+lCmnxavsIJsZtpram6ASuNuI1ndwDlBmG7Aqo1Yw7ikw0K6bgCKmulRiZE2GgA1e3kcpPjiw2umr50ddQoBlGtNnwVJyDsqkC2zbhVYzFj9rThy9pJG76shTmCP4+BF0XgJuGTU+ltPxdFXQFUvXebMjrhk5Ub3tk61flO9dP8c70h22VTsO+dSQB1D0y8Q8KPyxGF4Dc6AVT/300qnbz+8nELyO4fsUrF1U+Z8fhPCQB3DfkmIwDQWj+rlPouvTOkPoiEUZv9WAMdRmmtzwGrT2i9iFH5IiOEEEKMouW6x5mKQ5AsSta9gIWq216kzFhxlc1OnB3vBRHffnGeLx87yUrTX3uHxOxkjgfvmeWuqyaH9veQMNLteVCthUBlwHjGZDzbmdOlFEzkbaby9khVMAghNkZrTd0LKTe8eI5cV6WTF3YCKC/oBAtKQT5tUkyb5OzRCaCWuwKolzYYQPV75PWFNcOoUXGpNnytOVDdrRpThmIiH7fhk8+fHRAGSfhUjiuhul/pUQBuHbxq3Aate5thds1/GtLqEh3BuZeT6qfHYOmNzblfMwMH74yrnw4dhezE2vuICwVu1+ynJj1nRCgjrn6ykuqn/vZ6ZjYJoMbi1+gwvj7F2yZhlOj2HXrDqJtXud1K3+U9G3kQpVSBCwOV8joeJ6eUymut6xe57Wr2ruNxLvZYo/CchBBCCLFLNb2Q0yvN9uB6LwxZqHo0ksqjlKGYLtgUM9t/FmIQRnzvlXN88ekTLNS8de+3fzzDZ+6e5T3XTrfnJg0bP4xYbvS20zJTMJ61GctapJLn1fr7mczbcha6ELtYwwsoJxVQQVelUxBF1Ny4BV93sACQT6copi1y6dTQvlf2W254PPb6Io++tsCLp1bedt/62ckc9187zc9du6Gv/UNHa03DC6k6F7bhy9kpihmLfPrCNnwTeZtiWtrwbbvA7bTf8/rOOQ79Tvs9v9G7LWV3BVBDOtPMb8DJY3H109wT0FzenPvN74HZ++Lqp/23Du98rJ2ko97qp7DvBLKUHQdPdj6ugOqpfkqq8zLjcQs+097WQxeDScIo0e2tvsur/Wb2at/l2Q0+Tv/tl7TWF3zSaK0XlVLLQPfpCoeAl9/GY/Uf+2rXj8JzEkIIIcQuE4QRZyoOy/X4i2KkNct1j3JXK6eJnEUpZ297S75Ia3746gKfe/I48yvO2jskpvI2n7rrEO+/Ye/QBjNNL6Tc9Ki7nfY5aUvF86AyZnshMJ1UqpWyFsYOtEwUQuw8xw8pN3zKTQ+/q9IpjCJqXkjN8Wl6vQFUzk6RT5sU0uaOtFvdCssNj8dfX0wqoFaI3mYCNTuZ477D09x/eJqZydzmHOSAcoM4gKr2teFLW0kbvrRJStrwDQav0Qmggr4ZO74Th09uDUK3d5uVSWbvFIY3YKmdi+c+HX8MTj97YchxufbckFQ/3QNTh6X65nKEXu/sJ939maM61U/p/IXt9VLpuPIpnVQ/GfKeInpJGCW69X3yrdpCrj84ObzBx7m67/JPLnHbl4F7+x5rI8FN/2Ottu8oPichhBBC7BJaaxbrHmcrTrt9U9XxWai57cH1OTvFdCGNbW7vl0KtNU+/tcRDTxznrcXG2jskxjImDxyZ4UM37d/2Y94MWmvqbshy0+upXMjZKUp5i5zV+SqWT6eYLqYZ24FKNSHEznODkJWGT7nZ20It0pp6UgHV9MOebkgZy4jnQKXNkQwQ/uuvvcDccv8SxcYcmsxx/+Fp7js8zaERD6DCSFN1/LhaLuhtwzeWMSn2teEzU4pSTtrwbTut44CpFUCFXRXims78J7+vAkWpuO1eawaUMYTLuTqChZ8l858ehcXXNud+U2m48o44gJq9B3JTm3O/u4nWcejkJbPHwr7OBSkrrnpK58HMx4MI21Tcei89Fv9pZbb10MXwGcJ3L7GFpvsuL6xyuxf7Lt+slMpprde7unDfGvfXv607uLkH+OZ6HkQplefCVoOrPdYoPichhBBC7AI1N2C+3MRJFjDdIOR8zcVJzpy3UorpQpp8evt/9f/xyTIPPX6cn56trnufnJ3io7ddya/fcoCcPXxfV1oLguWGT9CaB6WgkDEpZTuLgUrBeNZiupAma8tCoBC7jRdEyew4r6fSKUpaq9WcgLoX9ARQaTMJoDJme7bcqLrnmmnmnpnb8H4zE9l2ADU7NdrzoMJI0/DiFnzdlbetNnxjWSueF9bVhm8sY1HKW9KGbztFEbiVTgClw65tGvyk+smr925TRtL+LJm/Ywzh7wqBA6eejaufTjwOjcXNud/cFBxKwqcrb4/nQYmNiYJO+OQ1Lqx+snJxBZSdv7D6zrA61U/pMal+EhsyfN/uxFa6u+/y6YvdSGs9r5R6nk4oYgL3A99d5+O8r+/yty9x2+8A/8El9r2U99D7Gv+R1vrsxW44is9JCCGEEKPNCyLOrDisNOMzZ8MoYrHhUWnEcyGUgsmczXjO2va5Ia+cqfDQE8d5/mT/uMzV2abBh28+wEdvv3JHZlm9XX4YLyxXmn67nZRhxIFTKWu1WyIZBkzmbaby21+lJoTYWUHyPlFu+u2ZfgCaTgBV84KeNUErpSik48qW3fSecf/hKR5eZxh1MAmg7t8lAVTdjQOo1hzIltXb8KWYyFmMSxu+7RMGSQBVBrfau9AfhUn4VL2wBZqR6lQ/Wbk4kBo2jcWk+ukxOHXswhaDl2vq2k710/R1w/mz2Ulax60gW+FT0Ncy2zA71U9Wvi9gUnEolR6LQ6hhnU0mBoKEUQIApVQG+Gjf1d+/xC5fo7dC52+wjuBGKXUDvaFXfY39/g1x+8DWO909SqkbtNavrPVYwG/3Xf7aGrcfxeckhBBCiBETRZqFmsu5qovW8SJmpemzWPfaLfoKGZOpvL3tZ86/uVDnc08e58k3l9a9j2koPnjTFTxwxwwT+eEbbOz4IeWmT83pDIe3TEUpa1HMdIJAy4wr1CZ2YF6XEGLnhFH8Hl1u+tTd3kqnph9QdQNqTtB+/4b4fbGQiVvwjUoLtZWmzxNvxDOgPnb7QW6ZKV3y9ldN5bmylOVU+eKt+q4sZbn/2mnek7TgG+UqnzDSSfXThQGUZap2u8b+NnwTOZtSzhqZ19DAC1xwkgDKq/VuC/0kgKqB39eAJ2V1AigzO3wzjrSOW+6dSNrvnf/p5txvyoIDt3fmPxX2bs797iZREAdPXj1u/Rj1vn9gZjvhU397PcPshE/pseGszBMDScIo0fJfAFd2XQ6BP7/E7T8H/D7Qejf6qFLqWq31q+t4nG4Pa61XnWCttW4opb4CPNh3H3/jUg+ilLoO+EjXVQHw+TWObRSfkxBCCCFGyErT58yKg5fMg2j6AQs1F9ePVzdt02C6YG97e7vT5Safe/IEP3z1POudMW8o+IUb9vLJOw+xb2z42qvU3YByw6fpd77Yt4bA57t+/lk7xZ5CmrGstEQSYreIIk3VCSg3PapObwDlBiFVx6fmBgRd64IpA/Jpk2LaGpnWnZWmz+NvLPLoawv8+GS5XTW6r5heM4xSSnHf4eme6qgrS90VULs3gLKTACrfF0C12r+WchYFacO3PbxGp/1e0Bec+k4cPrm1C6uDzEwcPtmFC1ugDYPAhdPPwYnH4iqo+rnNud/sRBw8zd4Tz4GyRnvW25YInKT6qRa/BrupVNL6MX/x1o9WrhNA2aNdZSp2joRRI0Yp9SDw3Y20blNK/S3gD/qu/mOt9fHV9tFav6qU+lfA30yusoE/Vkq9f7UgRin1G/RW9njAP1jHIf594JNAq1/Lbyulvqa1/rNVHicD/FFyTC3/Umv9+qUeZBSfkxBCCCFGg+OHzK847eqbIIpYrMWLnBAHO1OFNGOZ7V18Ol91+eLTJ/jLl8+2FxnX4/7D03z67kPMTAzXIkOkkwXmhocfds2DSpuUcr3D4cey5o7N6hJCbD+tNVU3YKXhs9L0LwigakkFVOu9A+L37nzapJgxyVqpkQgPKk2fJ96MA6jn5soX/Wx47I1F/vZ7r1mzZdz9h6d55NXz3H/tHu4/PM1VIx5ABWFEPWnX2H2iA1w6gCqkTcaycRs+qbzdYlrHi/ytACr0urYRVz15SQVU6He2KZVUoSQBVGr42hHTXIYTT8Tt904+fWGbt8s1eXVn/tPeG6X93kZFYdfrrhFXQ3VLpZO2j/m4vV73W4RKQboImfH4z2F8XYqho7TewLdGMfCUUt8H7gK+DDwMfF9rXV/ltkeA36O32gbgFHBEa31mjcc6CDwPTHRd/Sjw73e3nFNKpYlnJP0hnfAF4H/QWv/eOp4WSqn/GfjPuq7ygd8F/rnW2uu63Y3AvwDu7brtIvBurfX8Oh5n5J7TVlNKvQt4sXX5xRdf5F3vetcOHpEQQggxOsJIc67qsFjz2i35lhsey/XOQudY1mQqn97WBahyw+PLx07yrRfmCTaQQh2ZneCzR2e5Zk9hC49u84WRZqXps9L0CJNWWsqA8YzJeLbTDlEpmMjbTBfsnsVCIcRo0lpT90LKDY9KMyDsej/0w4iqG7fw9ILO9UpB3jYpZEzy9mgEUFWn1YJvkR+fLPf8HFbz33z4Xdx2aOKSt2mtV43Cz2g1QRglFVDhBQFU2lLkkxZ8dqo3gCpmTMYyFmMSQG29KErmP63Ef3Yv9kc6bn/m1sCv9bZBUwbYuTh8svNx27NhojUsvxmHT8cfg3Mvw7rr3y/BMGH/rZ35T8X9b/8+d5vATaqf6nFFXvfafut1ZxXiFnz9rzsz22m9Z+eHry2k2BQvvfQSN910U/dVN2mtX9qOx5YwasQkYdR7u66KgFeBt4AV4vZ7U8AtwL6L3MUS8F6t9YsX2Xaxx3sf8Qyk7oodDRwD3gDGgduBPX27/mvgN7XWfQ1LV32cFPBN4EN9m84BzwJV4OrksbrfST3gA1rrH67ncZLHeh8j9py2koRRQgghxNZYrnucqTgEyVn0dS9goeq2z6rPWAbThfS2zoKouQFf+9Ep/uzHp3D8aO0dEu86MMZfu+cq3rl/bAuPbvN5QXRBmy0zBeNZO14ATL7AmynFVN5mMm/LcHghdoGGF7fpXGn67fdoiKtWa25A1Qlw+94jc3aKYiaubDFGYPGv5gRxAPV6XAG1ngCq2y+9cx//j1+4douObrD5YUTdDai5wQWfpWnLSCqgUhcNoMaTeYQSQG2xMEgCqDK4VdBdf09RmAQB1bgSpXubkerMf7Jyw1flE/ow/+M4fDrxGFQveY76+qXHOu33Dt4pLeA2SkdJ9VMSQHVX3UFc/dRqvWfl+qqfjLjqKZ0EUObwzWcVm28nw6ghi+XFZTCA65P/1vI94Le11ifXe+da6+8rpT4C/DGdcEYBR5L/LuYLwN9ab2iTPE6olHqAuELoE12b9gIfXGW3c8Bf32hoM4rPSQghhBDDo+mFnCo3aSYzIrwwZKHqtWdGpAzFdMGmmNm+VhqOH/LN50/z1WdPUnfX/esOh/cWePDoLLfNlIbqzPamF1Juej3PNW0pSlmbQsZEJd/y00kgWMpaGLIwKMRIc/ywHUC15vYBhFonLfh8ml5vsJC1UhQycWXLKIQHNSfoacG3kcrYfo+/vsjvrKNV36jwkwqomnthUJmxjbhaLm22K20hDqDGMlYSQJnyObPVAq/Tfs+r0VMFFAZx9ZNXi0OB7m0pqxNAmdnhqzRxVuDEk3H4NPdU8vw2QWk2qX66F/a+88L5ROLSQq8TPvmNC6ufrGyn+qm/vV4q3VX9VABjd7zPiuEgYdTo+d+I2+zdB8yu4/Z14LvAP9Zaf+9yHlBr/S2l1E3Es5I+QW+Lu25PAP9Qa/3Vy3ycGvBJpdRXgL8LHF3lpkvAl4A/0Fqfv8zHGrnnJIQQQojBFoQRZyoOy/X4bMdIa5brHuWu2SMTOYtSzt62RU0/jPjOi2d4+Ngc5Ya/9g6JmckcD959iKNXTw1NCKWTBeVyw8ftWmjO2SlKeYuc1fnqlE+nmC6mGdvGQFAIsf3cIGzPgOquYIm0pp5UQDX9sGeNMG0ZFJPWaqMQtNTcgCffWOSRTQigAK4Yy3D/4WnuOzw9EgHdpfhhRM1JAqjgwgCq0HqdGL0B1Hg2br9XTEsAteX8ZieA6g9hAjeZD1WF0O3dZmY685/M9PYd72bQGsonOtVPZ1/qre66XCoF+2+Jq59m74WxK9/+fe4mWvdVP3m921NWPPcpnQczHw8dbFOd6qfM2PC9JsWuIm36RphSqgS8C5ghbsmXI66UKgPLwMvA8xup5lnHY9p0grAriMOuU8CPtNZvbtbjJI/1DuIWdgeAPHAGOA482j1zaRMeZ+Se02aSNn1CCCHE26O1ZrHucbbiECVrAVXHZ6HmtucT5ewU04U0trk9C5thpPmrV87yhafnOF91194hsW8szafvmuW91+0ZmkXGMNJUHJ+Vht9eZFUKChmTUtZqz35qLRBOF9JkbTm7V4hR5YdRuwKqVaEK8cy+uhtScwLqXtATQNlmEkBleitbhlXdDXjyzTiA+tGJtx9A7RtLc//hPdx/eJpr9uSH5iSFy+EFnRZ83QGUUnF73bgFX28AZRi05z9JALXFtI4X+lsBVHfIpEnCgNrFwwAr1wmg+itRBl0UwJkXkvlPj0Ll9Obcb7oIM3fHLfhm7oovi/UL/XjmmFe/sOUjKn7Ntdrv9bfXS9md8MkuSvWT2BBp0ye2hNa6DDy6zY/pAf92mx7rTWBTw6BVHmfknpMQQgghBkPNDZgvN9tn3LtByPmai5O0erJSiulCmnx6e35tj7Tm0dcW+NyTJzhVbq57v8mczSfvmuEDN+4bmoVYP4xYafpUmj6tdVbDgFI2bomUSr7UGwZM5dNMFeyheW5CiI0JkveDlabf055To2l4cQBV84KedUIrpSikTYoZa9tOFNgu//an5/hnP3jjbd3H3mKa91w7zX3XTHN4b2HkA6hWCz7vggAqadVop9qfK9AJoMZzcQA1yj+fHRdF8XynVgAVBV3bdBwGuDXwa/E8qBZlgJ2Lwyc7D8aQLaG6VZh7Mg6g5p5KWg9ugvGDceXToXvhipuG7+eyk7SGoNmpfgr6TvgyzK7ZT/m+gEnF17cCKCu7rYcuxGaRdwwhhBBCCCG2mRdEnFlxWGnGre/CKGKx4VFpxAskSsUBTylnbcsCldaaZ44v89ATx3lzob7u/YoZk4/dfpBfvXl/u4Jo0Dl+SLnpU3M6i1GWqSjl7PiM9OTnbZlxEDixjW0RhRDbJ4w0lSSAqrm9lU5NP6DqBtScoF2xCmAaqj0DKmMNx3ve5bj3mmn++Q/eYKP1UHuL6XYLvmtHPIByg7Ddgs8POz+pSwVQKUMxljUZz1oUJIDaWlHYCZ/cSm/FSRQl1U/VC6tRjFQSBiQBlBqyoHnlZFL99BiceX6T2u8ZcMW74+qn2XuhdOjt3+duEgWd8MmrX/h3Ymbj1ntWHqxM7zbD7IRP6TGZuyVGgoRRQgghhBBCbJMo0izUXM5VXbSOz7qvNH0W6157wbOQMZnKb18VzgunVnjo8bd4+Ux13ftkrRQfue1KfuPWA+Ts4fhKUU/mQTX9zlnPWduglLPJdz2HrJ1iTyHNWFYWCoUYNVGkqTpBXBXp+D0BlBuEVJ04mAq6iiNSBuTTJsW0NRItOrXWa763TeZt3nVgjBdPV9a8vz1JAHX/LgigHD9st+DrD6CySQCVT5ukun4GKUMxnrMYS0LMUf757LjAi4MnZyWuCuqOU8Mgrn7yaslsqK5tKSsJnwpxtckw/R1FAZz9Saf93src5tyvlY/b7s3eE7fhy4xvzv3uFn6z0/LRd3q3Gan459uqgOoPmKx8J3yyc9t3zEJsk+H45iiEEEIIIcSQW2n6nFlx2i18mn7A+aqLF8QLIrZpsGcb5xH97GyVh544znNz5XXvY6cMfu3m/fzW7QcZyw7+vIRIxwvP5YbXXjhUCgppk1LO6qnmGsua29oSUQixPbTWVN2AlUYcQHVXOrlB2G6v5gedxWlDJQFUxiRrpYY+QGh4AU+9ucQjry1gGor/8kM3rrnP/YenVw2jpgudAOq6fbs3gMrZKQppk1xfAGWmFGNJy9e8Pfyvn4HmO+CU4wDKb/RuC9w4DHBrEPQFAmY6Dp/SBTD7qlEGnVeDuaeT9ntPxgHcZijujyufZu+FK24evrlYOykKe+eNdbd7hPg11mq9Z/e111OpTviUHoOU/B4qRpu8woUQQgghhNhCjh8yv+K028IFUcRizaOaXDYUTBXSjGW254zp44t1PvfkCR5/Y3Hd+6QMxS+9cx+fODLDVCG9hUe3OcJIJ/NfPMJk4VkZMJ4xGc92qs6Ugom8zXTBHpo2g0KI9am5cQXUSsMnjDohgh9GVF2fuhvg+r3hQt42KWRMcnaq3bJzWDW8gKffWuaR185z7PhyO0gxDUXNDSisEbzfe800/6yrVV8cQE1x3+Fprt9XHOmAxfGTkNIJCKILXyP5dIp8V1tXiAOo8SSAykkAtbXcWqcFX9g3c8drJoFADUKvd5uV7QRQKXv7jnczVObhRNJ+b/7HvXOvLpuCfe+Kq58O3QsTVw1XVdhOa4WdXj0OO7tLbVUqDp2sQtyCr3+ulpntqn7Ky89d7CoSRgkhhBBCCLEFwkhzruqwWPPaLfmWGx7L9U5rqLGsyVQ+vS0zieZXmnz+qRP8u5+eX/ccEAX8/PV7+dRdh7hifPDPHPaCiHLDo9o1/8VMwXjWZixrtc9cN1OKqbzNZN7G3KZ2iEKIrdf0QspNj3LDJ+iqYgmiqF0B5Xi98zpydopixiRnm0M/H67phTz9VlwBdez4Ml544byYINI89eYiv3DDvkve10Te5r3X7WE8a8UVUFcUhz6gu5SmFwdQdffiAVRcAdUbUlpmHECNZSypqt1KWnfa7zkViPyubYBf67Tg665IUQqsXBw+2YULA4FBFoVw/pVO+73ltzbnfq0sXHknXHUvzByFbGlz7nc30FEcPPmN+M/Q792eSnda71m5+JfoFmVAugjp8fhPc8jCUCE20RC9EwshhBBCCDEcluseZypOezG07gUsVN32mekZy2C6kCZjbX01zmLN5YtPz/EXL5/tqQ5Yy73XTPGZu2c5NDn4/eobXjwPquF1FqHSlqKUtSlkTFSyItD6uZdylpy1LsSIcPyQlaZPueG326AChFq3q1scP+w5ab0136eQHo0A6pnjS/zw1dUDqH4/fHVhzTAK4O/+0vWbcYgDSWtN0w+pu3EI1f35qAwo2PH8p/4quVYAFVdAyZLalonCTvWTW4mDgPa2qFP95NV7tymjEz7Z+fjysPAbcPKZOIA68UTcfnAzFPbBoXvi9nsHbh2+qrCdFHrxa6wVQvVUPxmdajs7f2FbQzOTtN4rxv/J751CABJGCSGEEEIIsWmaXsipcpNmEop4YchC1WuHJClDMV2wKWa2vg//StPnK8dO8q0X5te1ONly+6ESn717lmv3Fbfw6N4+nSw0lxs+btcCdD6dopSzyFqdrzqFjLltP3chxNZzg7Ddgs/xO//+I63b830aXm8AlbYMiuk4gBr2ikjH71RAPXN8uSeEW4/n5srratU3aloBVFwBFa4aQOXTqfZJDBDPdGwFUNs113FXCv2uAKoK3XXcUdCpfvIavdtSVhIIFOJwYJgW/WvnkvDpMTj1o96qr7djz41x+73Ze2HymuH6mewkHYHfTAKo2kWqn+yk2i4PZj7utd2mkuBpLG7BZw5+W2shdsLu+s1DCCGEEEKILRCEEWcqDsv1+EtrpDXLdY9ys9OSbyJnUcrZW34Wft0N+Ppzp/jGc6dp+uHaOyTeuX+MB4/OctOV41t4dG9fGGkqTrwI3WqlpBQUsybjGas9+0kpGM9a7CluTwWaEGJr+WHUroBqdlVBajR1N2yHUN0BlG0mAVTGbM+KG1aOH/LM8WUeefU8T19GANUtiDRPv7XEz1+/dxOPcDC1AygnoO4FdJ+bYRi9c8K6A6i01Qmg5DNkC/lOJ4Dy673bAi8OBNwaBM3ebWa6M//JHPw2wm06gvM/i1vvnXgMFl/fnPtNpeHgkTh8OnQUclObc7+7QegnlU/1OOjsrrQjafXYar/X314vZXfCJ7sYv6kIIS5JwighhBBCCCEuk9aaxbrH2YpDlHx3rTo+CzW3veCVs1PsKaa3fCHU8UP+/IV5vnrsJFV3/YOtr96T58Gjs9xxaGKgW9e1FqIrTZ/WyeyGAaVksTCVLAAYBkzl00wV7KFffBZitwvCiIoTUG541N3eAKqRzPipuUHP2qGVUhSSAKoVTg8rxw85dnyZH762wDNvLfVUgV6OiZzFfddMc/+109y4f2yTjnLwaN15fdTdgO4OtYYB+aRCrj+AylgGYxJAbT2v3gmgAqd3m+/EVVFeHUK3d1urJVq6MFyt5gIHTh6Lw6fjj0NzaXPuNzfdqX46cLtU4qyX1nG42Wq/F/S9zgwzCZ8KcRDVEzCp+PpM0n7Pym7roQsxCiSMEkIIIYQQ4jLU3ID5crPdIsoNQs7XXBwvvmylFNOF9JYPNffDiO/+5CxfevoEy431t3c5OJHls3fPcs81UwM9lN7xQ8pNn5rTCdgsU1HK2RTT/3/2/jw4rmzP7wO/5+65AiCS+06CVe9V1auNrI1EtVpLuLtlSTP93FK3NC1LltRuyzMxmpDtkWfC2iIcMZbC0sxoYjwhy7Za01JLbbXUixVaLalHD6zlvdpfVb33qkBWcd8SJHK/+5k/zrl5l0wkQCKBvJn4fSIYIInMi0wg82bifM73+9P6t93QFCyWDewrGlCmfAYMQexlQpl+XO96A0mnnuf350AlEy6qwlCRM6CmXSJ4QYjvfiUq+L43JgF18WwNy0tCQE37jKyNCDlHbwMBpSpAST4+CvqggJor6KiSgNo5OBeCKRJQySo6DsCT6Se3I+r4IphMpUQzoJQpWsLs1IHrb4sE1K0PxOyhcVB7Kp7/VHuK6ve2SujH8ik7ZwxMis6SeLzpmaSdogvxZFVFCkqh8wRBbIcpOpMTBEEQBEEQxORx/RB3GzYaPbGYEoQh1rouml2xgMIYsK9oYL6o72jSKAg5fvtH9/Er372O+y1n8ytIDlRM/OFXT+B3Pn0g14uSHTkPKlk1WDAUzBcNlBJD4wuGiv1lE9WClutkF0EQGxOGHC3HR6ProWl7KQHl+KJireV48BPNo2oq4TI7Sxsh5/h//OsvUrOwHpf5hIB6ZsYFVJSA6o4QUEU9/fgoGHECatrTc7klDACnKQVUE+CJJ28YytlPcv5T8nNMidNPenF6Fv45B9a+FPOfrr0F1L8Yz3FVAzj6MnDiokhBlfaP57h7AS+Zfsok8BQV0Etx/V72caaXYvlkFHfvNhPEHmB23rERBEEQBEEQxA4Shhz1toP7LQeci5qoZs9DveP2N1iWLQ2LpZ2th+Oc460ra/h7717DjUe9za8gWSjq+NkLx/HvPXsot/V1IedoyUouL4jnQZVNDfPF9KJhtaDtSvKMIIidgXOOtpTOTdvrV50CQkB1HB8tx4fnx4ZBYZmKtRkU0Kam4tVT+/Dvvqw/1vXmCzreOLuIN5dqeObI3GwLKEcmoNx0ck5T48dHYUBAqTIBNf31jbkl8IR4stdFEgqJH07oy/STFFDJzylanH7Si9OT9vEd4PaHQj5df0ukocZBYSFOPx09T1VwWyUMAK8rH2Md8e8kmpWo38ukn5gayyezCqj03pIgdgp6dhEEQRAEQRDEJjR6Hu427P7A+J7n40HLgSsXSQ1Nwf6yiYKxcwtcnHN8cH0dv/zO17jyoLP5FSRlU8PPnD+Gf/9bh3NbQRSEHOtdF03b61dvMQWYszTMFWK5xxiwr2RgsWzQYiJBTCkdx8d6z0Oj6yFIRFm8IJQzoDw4Xvz/jAElQwooU811rehmeEG4pc0Ay0u1LcmouYKOi2cXsbxUw7MzLKCCkKPr+ug4wVABFc0Is7ThAmquoMPQ8rkJY+rxHZF+6q0DXua9ie8KMeC0xYyeJKqREFBTJFu6D2X93lvArfcHEzdPyr6zQj6dvAjsf1q8CSI2x3di+eRlHmNMFakmoyw+Zmse9aKo3zOrQlJN8WsLQUwTJKMIgiAIgiAIYgNsL8Cdht2fV+QFIdbaLtqO+LeqAPtKJqrWzlbEfXa7gV9+5xo+u93c8nUKuoo/8OIR/PSLR3ObHnL9UEqoeEaEpkLMg7J0qPJ7qqmsPw9Ky2mqiyCIjem5AdZ7Lho9L5V0CkIhoFqO35+3F1E0VJRNDSVTm2rJ4vohPrj+CCurdXz3q4f4Gz/3Eg7NWSOv8/LJBRR0NVVTGjFX0PHGmUUsn6vhuT0goNqOj64bpASUrjLx2LDUAQFVNGUCyiIBtWO4nXj+U1bGeHYsoIJMhbBuSTFQBjRz927vduAceHg1Tj/d/yFSqa4nRdGBIy8K+XTiDaByaPvH3AvwMD37KTljDABUM67e04tA8vTIFCmf5kQKStV39aYTBCHI52+lBEEQBEEQBDFBgpDjfsvGWtvtV/I96rh41I1nmVQLGhZL5o4uBK7eb+OX37mGD64/2vJ1dJXh3//WYfzM+eOYK+TzF+2uK6q5um680GrqChYKBkpWPFze0hXUyuaOz98iCGL82F6ARs/Detfrp0oBIOBcVPDZPmwvLRkKuoqynPMzzZLF9UN8eOMRVr6s492vHqak0spqHT9z/tjI65uaildO7cO/+/IBAKBqaXjjbA1vLtXw3NHZFlAdJxZQSSIBVbYGa/ZKkYAq6LmtoZ1qOBe1e5GACr3E5yASUVEFX1IOMCaEQDQDKptMySuBC9z5OJ7/1L43nuNac8CJ18X8p2Ov0CyireI7MvnUFX+SLxpMEcm6SHJm6/U0SySfrKr4PL2XJIiJMyWvBARBEARBEASxOzzquLjbtOHLmUUd10e95fRnGEWCZCcr72487OLvvXsNl6+sbfk6qsLwe755ED/3ynHUyvnbcZycD+MkFqZLpor5op6a71G2NNTKIh1FEMT04PqhSEB1Pdhe/DyP5vy0HG8g5WLqCsqmhoqpTXXy0QtCfHj9Eb4jE1BZmRKxsvpgUxkFAL/7GwdQ0BUsn9uPb824gGo7PjrDBJQmBZSZFlBMzg6rWhoJqJ0iDAFHyie7CfAg/bm+gOqkP8eUeC6PUQKUKanU7a0DN94R8unm9wYr356UhVMy/XQROPDN6fl+TBIeiu+/2xGCM/DSn1eNOP2kFcUwwQimiMeeNSdSUNOSwCOIPQTJKIIgCIIgCGLPwzlHy/Fxv+mgJxfDHD/AWtvtL46pCttxQXK3aePvf/c6fvtH9xFusQWGAfgdT+3HH371BI7M52/uQhByNG0xH8aXd4oxoFLQMF/QYahq///mCjr2V3ZW9BEEMV68IOwnoHoJmcDB0XUDtG2RdEkKKEOTAsrSplokCAG1jpXVB3h3hIBKcuVBB3caPRyeG32+fvnkAl4+uTCum5orRgkoQwqo0gYCSlTwTbe4zC2BL+XTukhCJevoQh9wOoDbAtxu+nOKlpj/VJyO9AnnwPq1OP10/3MhQbYLU4EjLwj5dPIiUD2y/WPuBQIvlk9eL/OzYCJFpkcCykhfVzUS6acKoNC5gSDyDMkogiAIgiAIYk8SJXUaPQ+NnodQ/t4bcI5HHQeNXrx4ulDUsVAyoOzQAsvDjotffe8G/uVnd/vCZiu8fmYffv61kzi5WNqR27UdogXqZs/rizVVQX+YvCoXCxQFWCyZWCwbU70oTRB7iSDkUkC56DhpmdD1RAVf2/FT64mjatamCS8I8dGNdVnBt4bOFgRUlpXVOv7g+eM7cOvyix+E6Eg5mZ2FZeoMJWO4gCpHAqqgz2w6bKL4Tly/57bTnwu8uH7P66Y/p+oieWKURU3aNBD6wJ1PgGuXgWtvA63b4zmuWQGOvwacvAQcf0V8T4jRcC7TT/Kx5Wfmi6l6XPGol9LpJzCZfqoKCaWPnsFHEES+IBlFEARBEARB7Bk45+i4Ada7Lpo9H0FC/PhhiLbj41HHRSAXUIuGiv0Vc8ckSbPn4R99cBP/5Pt3UjNVNuPF4/P4o6+fxFMHKztyu7aD7QVY73poO/HcCENjmCsaqFpafx6UoSmolQ0sFA0otMBIELknlCnH6PmdTDrZvhRQtt8/fwIiURoloKY58egFIT6+sY7vrEoB5Ty+gEry4fX1PSGj/EC8rrYdP1XbCEgBJSv4ooQsIJOzlhBQFYsE1I7gdmMB5Wfq6DxbCAKnDQQZQaBb8Wyeaak/s5vAjXdl/d53RfpmHMwdF8mnkxeBg89OzzysSRL6Mv0k/2TTT3ohUb+XeXwpeiyfzArVHRLEFENnS4IgCIIgCGKmiQRUoyeq4pICKgjjhbKeG/9SrKsMtbKJkrkzb5e7ro/f/Og2fuOjW1uqdYr4xqEK/ujrJ/H8sfkduV3bQcyDclMLjgVDwXzRQMmIv49FU0WtbAoxNQ1VPgSxh+Gco2n7aHQ9NG0vJaAcX6RcWo4HP3EaUxWgZIgEVEFXp/Z57gUhPr4pElDvjEFAlU0Nb5xZxPJSDc8fmxvTrcwfXhCis6GAUvozoJKbPEhA7TCcC8EUCajATXwO8fwnr5Oez8NYnE4xSiKtMg2s3wCuy/q9u98fU/2eAhz6Vjz/aX72ZfK24Rzw7Vg++Xb684oK6GVRwWeUB+v1jLIQT2ZVXIYgiJmAZBRBEARBEAQxk3QSFXx+kBFQsirI9oLU4qqpK6ha+o6JEscP8E+/fwe/9v5NNG1/8ytITtdK+PnXTuKVUwu5WtgNOUfLFhLKC+J5UGVTw3xRT9UtzRV01CoGigb9CkIQeSaqMF2XAipMrOO6QSSgfHh+fPKM5vlUTA1FY3oFFAB8equBf/PD+3j76loq4fkklExVCqj9eP7Y3MxWkXqJBJSTEVCWIQRUyRgUUFVLlwJKo4TsuAlDwGnGAoonZGrIAU+mn9xO+nNMkekUKaCmIYES+sDdT6WAehto3BjPcY0ScOxV4NQl8dGqjue4s0zoi+Sd2xFyM8xIfM2KH1/Zej1Fi+WTWQVUer9IELMIPbMJgiAIgiCImaHrxgIquVAacI6OI2qkhgmoYTu1x4kfhPhXP7iHf/C9G3jYcTe/guTInIWff/0kLi3Vdmxe1ZPgR/OgbK9fycUUYN7SMVfUocndrYwB+0oGFsvGVM+IIYi9QMfxsT4kQRqLBg+Ol55pVzJVVEwdRVPN1TlqO7xzdQ3/6gf3nvj6JUPF62cWsXyuhheOzc+2gJKzwRx/uIAqm1r/9QAQrwnR/KeKSQJq7AS+FFDrgNNKJ4LCQMqnlpjVk/ycosoUSlkkodgUPGbdNnDjuyL9dONdcX/HQfWISD6dvAgcfp7q97ZCMv3kZWofmRonn4bJTb0oxJNVlY89OicQxKxDZ1WCIAiCIAhiqum5AdZ77oYCKhqWnhJQmlwos3ZOQAFAEHL8uy8f4FfevY67TXvzK0hqZRN/5NXj+F3fOJiruiLXD8W8rUSqS1cZ5oo6qpbeX4zWVIbFsoHFkpmr208QRJoNz5+ywrTl+LDdtGgoGqpIupjaTD6/l8/V8Jsf336s65QMFa+dWcSbSzW8cHx2BZTri8dFJyOgGAMsubGjlBFQiiISUCSgdgjPlgKqKURTksCTAqoNeN3051Q9FlBaYTokQPOWkE/X3gbufJxOdD0pTAEOPBPPf5o/OR3fi0kSBuLxFAmoMJMgVU0pNktiDlTy28nUOP1kVaen+pEgiLFBMoogCIIgCIKYOnrRDKieBzexIBZGAsrx0XXTAsqQAqqywwIKEDVX71xdw9999zquP+xufgXJfEHHH7xwHD/13KFcLWZ2XVHZlZxvZeoKFgoGSpYKJlcaLF1BrWxivqhPdU0XQcwythefP5OVaqMSpJauoGLpKE+xgApCjp4XoLzJLMCnD1ZQK5uot52RlysaKl4/LRJQL+4BAdV2/NTrrRBQKsqWhrKhQh0ioOaKQkDR68EYier3nJb4GGTS1p4t5JPTBoLMY1izhCQwyoBm7t5tflLCALj/uRBQ198GHn09nuPqReDYK3L+02uANT+e484yvpOY/dRD6gWCKUI6GfKxla3X06xYPhllkn0EscchGUUQBEEQBEFMBdEC6np3UEB1nQAtxxsQULrK+guohrbzC4Wcc3x0Yx2//M41fHm/veXrlUwV/8FLx/D7nj+CgpGPOrvk3JjkDviSqWK+qKOgx79KlC0NtbKBikU7XAkij7h+iPWei2bPQ8/d2vnT1BQhGnawwnSnCUKOT26u4/JqHW9dXcOPP7Uf//GPnR15HcYYlpcW8RsfDaajioaK107vw/LSfrx0YnYFlOMH/Qo+L0jPBivoKkpDBJSqMFQLGuYK4jWXBNQY8XpCPtlNIZqQeKJyiNk8bkd8LvDizzEmUk+RgJqGFIrbBW5+T8x/uv6OmHc1DsoH4/TT4RcA1RjPcWcVHqbTT8nHFSC+f0ZJ/NFLmfSTIh5v1pyQUBp9rwmCiCEZRRAEQRAEQeSWjXbwRwuobcdHx/UHBFRUwbebc4p+cKeJX37nGr5/a+sLJ5au4Pc/fwTffukYylY+3poHIUez52G9F8+NYQyoFDTMF3QYqtr/v7mCjv0VE5aeD4FGEESMJ2e7NXoeuk6cauTg6LpSNrh+anRMJPB3I0G6UwQhx/dvNbCyWsfbV+qpWtHLV9bwp948s+l8q+Wl/X0ZVdBVvHZmH95cquGlEwtT+33ZDNsL+sniYQKqbMlqxsT3TlVETetcQUfJUElAjYswiJNPTmsw/RR4gNMBvPbg/CemZGb05OO9xUhad+P00+2PgNDb9Cqbw4AD3wBOXhICauE0JXI2I/BiqZl9XIGJx5VeBszSoNhUTZF8MiuAURHxSIIgiCFMwasSQRAEQRAEsZewvQBNuYBqJwQUB0fHiRfL8iCgAODqgzZ++Z1reO/aoy1fR1MYfu+3DuNnzh/DQjEfO0a9IMR610PT9vrfW1URwmmuoPd3wKuKmAe1r2TM7KIsQUwrSZncttNzPLqeqODrOD7CxBqjpjBUrMmcP8dFEHJ8KgXUWxkBleRhx8UP7jTx7JG5kcd76mAZv+9bh/HiiXm8dHxhV5K1k2CUgIpmgxUzAkpTGaoFElBjx+uJ5JPTGkw/hRzwOyI15HYG5ZSiCfFklkUFHcv545WHwIMfxvOfHl4Zz3E1Czh2AThxETjxOlDcN57jziqci8ed2x7+uFJ1kXqK0k+pilYm009VkX7SrV296QRBTC8kowiCIAiCIIiJ4/giAZWtkBq1gz9aQC2Z2kSSOTcfdfH33r2OldX6lq+jMOD3fPMgfvaV4zhQyccv7rYXYL3roe3Ei7eGxjBfNFCxtP48KENTUCsbWCgaNICeIHJEGHK0bB/rPRctOy3qbV8IqLbtI0icP1WF9WfoTWuyMQg5Pr3dEBV8V9bQ6G0tTbGyWt9URjHG8Iu/Y3Sd37RieyJV3LZ9+GFaQJUMDSVTRcnUUukxTWX9jQlFElDjIQxE8ikSUNk0kO8K+TQ0/STr96KatGmY/+T1gFvvxwmo3tY38IykVBPy6eQl4MiL0/G9mCShH8sntzuYftJHPK4UPZZPZgVQpvO1gyCIyUIyiiAIgiAIgpgIrh9VSLmPJaCiGSaTWkC937TxD753A//6h/eQWMfblB87V8MfefUkji4Udu7GbRHOOTpugPWum0qfFQwxD6pkxL8mFE0VtbKJqkUzQAgiL3DO0XJ8NLoiRZoUUBvN+1EY+gnSgj6dQiEIOT67HVXwrWF9iwIqyVura/iFLVT1zRI9V9baOsMFlEhAqanvia4lBRQtHY0FtxtX77kdDE0/OR0xq2dYSsUoieSTXpwOEdC+L8TTtbeB2+8Pzh16UvY/LQXURWBxier3RsE54PfiVJ1vpz+vaCL1ZEbpp0yqzigL+WRVhagiCILYJvSOgiAIgiAIgtg1YgHloecOmWHiDFZIRTv4y6aGgjG5xZdHHRf/8/s38M8/vZtazNuMV0/tw8+/fgKna+UdvHVbI+QyQdF1+4vUTC5Qzxf1VEXXXEFHrWLQIiRB5ISkRG70vNR50g1iAeX6GdlgaqiY2tQmWoKQ4/PbDaxcWcNbV+pY725vQbvr+bi13sPxheKYbmH+4Jyj50WvqUF//h8gGtzKhkgVF420gDI0BXMFHdWCRuf+cRD4sXzaMP3UATyZUknKKcZi8TQt6SfOgfoXcfqp/sV4jqsawNHzQj6deEOkoYiNCf1YPnkdkcJLohVi+ZSt11O0OPlkVgGVzgMEQYwXOqsQBEEQBEEQO4oXxAKq66R/Ie56fr8uKCugSqaKiqlPVEABQNv28Y8/vInf+vg2HD/c/AqS54/O4Y++fhLfOFzdwVu3NXz5M2jaXr+qiynAvKVjrqhDkzthGQP2lQwslo2pnR1DELNG1/WxLhNQfiLp5IehqOBzfDhe+twUnT+zaZdpIQg5Pr/TxOXVOi6PQUCZmoJXT+/DpbM1nD+5MLXVhKNIC6h0LWMkoMqWlJIYFFBzhcm/3s4EbkeIJ7spRECSMBSpJ7ct00+Zx3WUfooSUHmf/QQAvgPc/gD4Wgqo7tari0dS2AecfEPU7x19WcyDIjbGt2X1XhvwMuknpgJGUaScjNJgqk4vJtJPRUqaEQSxo5CMIgiCIAiCIMaOF4Ro9jysDxFQPc9Hy/HRGZhhInbwl818VEj13AC/9clt/PoHN9Fxg82vIHnqYBn/4eun8MLx+Z27cVvE8QM0uh6adjwPSlcZ5oo6qpbeX6TWVIbFsoHFkgmV5kERxMSJZrmt91x4iaRTEIZC4Dt+qt4UAIqGirIpEi/T+jy+37Lx6x/cwuUrdTwag4B65dQ+LC/tAQFl++i46ddURZEVfEMElKnHAmoWvy+7Sj/9FM1+8tOf9514Po+XTT8p8YwevTgd6ScA6K7F9Xs33wMCZzzHXVyS6aeLwP6npkPGTYowkGKzI/5kH3eqCZhlmX4qAMmXBKaK5JM1Jz6q+q7edIIg9jYkowiCIAiCIIix4CcSUJ0hAipKQA0IKCNfM0xcP8Q/+/QO/uH7N9F4jHkkJ/cV8fOvn8Rrp/dN/H5ESYpuQqKZuoKFgoGyFf8KYOkKamUT80V94reZIPY6kTxe73mppFPAOTry/NnzgtR8KEtXULF0lKdYQCXhHPgn37/zxNc3EgLqwgwLqFStbeLxoCQ2dWQFlKVHFXwkoLYF50IC2FI+DU0/dUZIAl0mVIrTk37iHHh4RdTvXXsLePDD8RxX0YGjL8n5T28A5YPjOe6s0hebHTEHimfEplEEdJl+ytbraQWRfDIr4vFH7/kIgpgQJKMIgiAIgiCIJ8YPQjRtXwooP/V7se37/RkmfsJNKdEMkxwJKEDcl3/9w/v4B9+7jnrb3fwKksNzFv7Iqyfw5rn9E10M5tE8qJ4HN1EnWDJVzBd1FPT4rX/F0lCrmCib9OsAQUySeI6em0o6hZyj60jh4KbPraamoGwJ4aCrU7CQ/RgcrFp46mAZX9xrb/k6hqbglZMLWD63f2YFVCgFVGeIgFIVoGQlUsUJAVUwFFQtElDbJvDk3KcN0k+eHadUvB42TD8ZJTH/aBoIXOD2hyL9dO0toHN/PMe15oETr4v6vWPnhZAjhsPDdPppoNbRlPV7cv5TKv2kCOlkzYkKPm1KHncEQcw89NsnQRAEQRAE8VgEIUdTJqDaGQHl+AFatrehgOrv1s6JgAJELdRbq2v4Z5/ewe2GvfkVJIslA3/41RP43d84AG2CC8LRz2O95/WH1DMGVAsa5go6DFXt/998UUetbNKiJEFMkChFmq0x5ZCJF9tH2/XBEylSXWX9BJShTZ+ACjnHnXUbRxcKm1720tnapjLK0BRcOLkgE1D7ZnLWUZhJQPGMgCpbopKxqKeXdQqGgqqs4KPZf08I53L2U5R+6qY/H6WfnI74OJB+MhKznwrTkX4CgN56on7vu2IO0ThYOC3q905eBPZ/Y3BmERETuLF88rqD6Se9INJPZmmwXk81ZfqpKkSUMiWPO4Ig9hQkowiCIAiCIIhNCUKOlu1hvTtcQEUJKC+IP8EyAkrJk4Bq2lhZrePylfpj7cAHgKql4Q9dOI6feu7wRBeFvSDEetdD0/b6Pw9VAeaKOuYKBlT5/VYVMQ9qX8mYuRQFQUwLSWmcFQvdRI1pmBBQmsJQkcJhGgVyyDm+uNvCd1bruLxaR9vx8Xf/5Gub3pflpRr+9ltfD/y/oSo4f3IBb56bcQG1QSJOU5NzFbMCSpUVfBoJqCcl8GT1nhRQPDMr0rNl/V53ePrJKIp0ijFEEuQVzoFHX4vk0/W3gHufI3W/nhRFAw6/EM9/qh7e/jFnFc7F48lty/RTJpmv6uJxZZYArSR2d/VhonbPlPV7urWrN50gCOJJIBlFEARBEARBDCUMOZq2SEC17CECypECys8IqMTA9DwJqHtNG5dX61hZrePL+48noACgaKj49ktH8ftfOIKiMbm30bYX9KVghKExzBcNVCytX9FkaApqZQMLRQPKDMySIYhpIwyj6kx34Bwa1Zi2hszRK5siATWNsoVzjh/da2HlSyH7s5Wn7117hOWl2shjHKhaePpgBT+61+oLqOWlGl45NZsCKgg5uq54Pe26wYCAKpviNdXS0q87RVNF1RIJqGlMy00czoUAcFpCQvm99OfDQCZUuoDXFv9OopmiYs4oy/TTlLzOBh5w52OZgHoLaD35jLYUZlXW710Ejr0ipBwxnNCP5ZPbRSoGCyYfVyUhODUzfV3VSAioKqWfCIKYOkhGEQRBEARBEH2ixdNGL524AYSA6jg+WkMEVNFQUTF1FM18Cai7CQG1+gQCChBS5w88fwTffvkoKtZkdjtzztFxA6x3XdhevGhRMMQ8qFJCjhVNFbWyibnClOzMJogZgnOOluOj0RUif6jEt9MpUoXFwiFPc/S2CuccX9xrY2X1AVZW11BvOxteduXLB5vKKAD4QxeOoeeFeOXUwkTl/06RFFAdJy05dJX1Hw/ZlFPRFAmouYJOSdcnwXfl7KcG4LSHp5/cthAEWTkVpZ+i+TzTkn4CALsB3HhX1O/d+K5IeI2D+RMi+XTyInDwGZGIIgbhXDyeovo9P3OOVLQ4/aSXMoKJicecWRUVfPrmVacEQRB5hl4pCIIgCIIg9jhhGC+eZgWUG8QVfK6frm4pmaqs4NOg5ih5c7chK/hW61h98GQCChAVWT/57CH8wQvHsa80mcHPIZfJiq7bX7xmcuF6vhjPA2EMqFo6ahVjJhduCSLPJGVxs+f3Z7cB8hwqBZSbTZHKyrVSzubobQXOOb6838Z3ZALqQWtjAZXke9cewfaCTav6Xj29OI6bmSuCkKPjxAmoJLrGUDaGC6iSGVXwkYB6bKL0ky2r9zZMP0Wzn4aknyL5NE3pJwBYvy6ST9feAu59mknfPCFMEfV7Jy4CJ98A5o5t/5izSujHySe3Pfj91wqxfMrW6ylaLJ/MKs3YIghipqDfVAmCIAiCIPYgnHM0bR/N3uDu/WjxtOP4cLy0gCoaQkCVzHwJqDuNXl9AXXmwvR2/CgN+1zcO4OdeOYGD1cn07/tB2E+nRRVeigLMWTrmijo0uWuWMWBfyUCtbFJNE0HsMl3Xx7pMQPmJpJMfhmg7ooLP8dILkJHEL5larlKkWyESUNG59v4WBVQS1w/xva8f4s1z+3fgFuaPIOT919OhAkoKyaSAikTlXEFH1dKgkYB6PHxXzn2KZj8lnoMcYj6PFyVU7PR1mRLXoxnl6Ur6hD5w9/si/XT9LaBxczzHNcrA8ddE+un4q6IijhiOb0sB1RYpuySKGs8UM0qDgkkvie+tVaWKQ4IgZpopemUlCIIgCIIgtkOyPqppewgT6zNeEMoZUN7UCKjb67GAulrffuXM6VoJl5Zq+B3n9uPQ3GQklOOLeVAtO54HpasMc0UdVUvvL15rKkOtbGJfycjVz4QgZp1oZluj58H145NoEIZouwHatoeemxZQRUPtp6Cm7fnKOceqFFArTyigkmgKw92mvfkFp5hRAsqQAqpEAmp8hGE8+8lpDgqm0I/TKW53sJpPs+L6PW3K0k/dNeDWB6KC7/o74j6Og+pRIZ9OXgQOfWu6pNxuEgaAl3hshX7685qVSdYlPsdUKZ/mxMdpqn0kCILYBvSKQhAEQRAEMcNwLhbFGjIBNVxADe7ez+vi6a1HPaxcEQLqqzEIqDNSQF06W8PRhcn18EcJi+TCpWUomC8YKJvxW/aCofTnQU1brRdBTCuOH6DR9bDe81LnypCL2rWW7aPnBamEqaUr/dTLtIkFzjmuPOjIGVB13GtuX0C9dGIey0v78drpfSiZs7cM4QchOq6ote15adlh6gwlU0PJGBRQ5UhAFfRcvdbmHt+R1XvNwQq0zdJP/YSKFFDTJFq8HnDnE+DW+8Ct94CHV8dzXKYAB5+TAuoNYO7EdEm53cR30nPFkid+pgJGAdDLooIv+9jSCnH1nlGi7zFBEHuSKXrVJQiCIAiCILbCqPklUX1U2/FhZ3bvF3QVZSt/Aurmoy4uy135X691t328M/tLWD5bw6WlGo7MT05A8WgeVCJhwRhQMjTMlzRYWvxWvWJpqFXMlJgiCGLn8IJQJqDcVNKJg6PjCOnQcf3UOqSpSQFlaVM72+dX3r2Gf/ujB9tOL2kKw4vH5/HmuRpePb04k+cuLwj7M6DszIaOSECVTQ2GmhZQFUsIqIpFAmrLhCHgtkT6yW4CQUaQhj7gyLlPw9JPuhVXpGnW9EiAMADqXwj5dPM94N5nQOiN59h6UdTunbgInHhNJHSIQXgo009SbgaZ779qxtV7ejGTflJE6smU6SdtMvNHCYIg8sTsvSMkCIIgCILYg0QCqtHz0Oh6KQEVJARUtj7K0hVULB0lQ83V7v0bUkBdHpOAOrtfJKCWl2o4PDc5AQWICqdmT6Qsop8TY0C1IBYoo4VLxoD5oo5a2YSl0/Bqgthpollt6z0PXSdezObg6MrUS9v1UyEMXRW1axVLn4m5bVfrnScWUZGAWl6q4bUzsyugogq+QQEVp+GSMpIxoGrpqBY0ElCPg2fH1XtD009JQZCRU6n5PMXpSj81bwnxdOt94PaH4nswLiqHhHw6eRE4/AJVw21E4MaPLa+bST8ponIvSj9lv4eqGaefzMr0iE+CIIhdYopekQmCIAiCIIgsnUQFnx9kBJScX2J74VTUR9142O3PgLr2cPsCaulAGcuygm9SM6CSREmLpu31fx6qAswVdcwVDKhywUJVGBbLBvaVjKlNVxDEtJCUwx0nnXTqeT5ajo+27acqTjWF9VOksyaKl5dqePerh1u+vJoQUK+fXkTZmr0lhlGVtpYhXk9LxnABJRJQGhQSUJsTpZ/sphAwWcEU+EJKeR3A7Q1PPxllkU7RJ7vp5LGwm8DtD4CbsnqvdWeMB2fAwWekgHoDWDhNcmQYnGfkppv+vKoLuWmWAK0EpJ7PTKafqkJCaeau3nSCIIhpY/beKRIEQRAEQcw40XyhAQEl50O1bR92Zn7JRju2J821tY6o4LuyhhtjEFDnpIC6uFTDoerkBRQA2F6A9a6HthMPtjY0hvmigYqlgclOF1NXsFgysFA0aOGSIHaQMIwqMl207LSAcvwALVs8X/3EWreqACVTQ8XUUTCmS0BxzvFVvYNFOW9uFK+e3gddZfASry1ZVIXhhWPzeHOphtfO7EPFmr10hReEIgnn+HD8TKWtofQr+DQlfj1VlCgBpaNikoDaEp4tkk+OrOBD4nHHEdfubZR+Mkrx/KdpST8FLnD303ju04MvkLrf20WzgGOviPTTideBwsL4jj1LBF48V8ztppN3YEJqRvV72Xo91Yjlk1ERT36CIAhiS0zJqzVBEARBEMTepuvGCSjPTwuojhRQvayAyuH8Es45ricSUDce9bZ9zKcOlnFJzoA6mBMBxbmYK/Oo56Z20hcMFfNFHSUjfhteMlXUKiaqM7igSxB5gXOOluOjIUV+VkBFIj8pYRQmBZSloaCrYFOUKOCc4+u1DlZW17Dy5QPcbtj4hTfP4A+8cGTk9YqGhpdPLAyko4SAmhMJqDOLMymgXD9OQLkJAcVYnCgubSCg5oo6ygYJqE0Jg1g8Oc3BBErgSTnQBrxeWhAwJkSLkZj9NA3wEHh4Na7eu/PJoFjbLnPHgaPnRfrp8IuUzhkG54Dfi9NPflZuavKxJdN1KcHExP+bFSGgpil5RxAEkTNIRhEEQRAEQeSUXjQDquelFsYCztF1fLSGCChDU1DJoYC6ttbFyhUhoG6OQUA9fbCCS0uLuHS2hgM5EVAAEHJR+dXoef1FbcaAsqVhvqDD1OJ5UHMFMQ9q2lIWBDEtRLP01rsumj0/NUvPC0K0HA9t24ebEPyMASVDnEOLhgpl6gSUmLe3slrHrfX0uXZltb6pjALiqj6FAS8cm8fyOVHBV90kVTWNOH6AjhNsIKBUUcdoqFA3EFAVU5sqSTkRvF5cvee2kUoBhRzwu3E6ZSD9pInUU18QTMnrZfu+EE833xMVfL1H4z2+NQcceRk4dkFIqMqh8R5/Vgj9WD65nUz6CYBWENV7eknUPCZR9Fg+mdXpeewRBEHkHJJRBEEQBEEQOcL2hIBa76YFVBgloBwfXXdQQEUVfIaWHwE1alH0SXj6YEVW8C3iQCU/AgoA/CDsi8NovVtRhHCaK+j9nfSKAuwrGVgsmbn5WRHErLFRlakfiuRLyx6c/VM0VFQskXyZNgF1bU2kTTc71/7gThNrbQeL5dGpiVdP78P/4Xcu4fUzi5vW+k0jjh/0K/iSSTjGgIIUUKWMgFIVhmpBw1xBR5kE1GjCIK7es5tA6KU/H3iA0wG8jdJPhVhATUvCx+0Atz8StXs33wMaN8Z7fNUADj0vxNOxC8DiWYDRe4iheD05/6ktaiCTKKqsdZR/soJJL8XyySju3m0mCILYQ5CMIgiCIAiCmDCRgGr0vNQCacg5unLHdsdNzzXRVdav4IvSNpMmWQt1eUwC6puHKri0VMPFszXsr+RvUcrxxTyolh3Pg9JVhvmijoql9xe1dY1hsWRiX8mASjVOBDF2NhL58Sw9D7YXps6jkXgom9pUPS+jutPvrD5+2vTylTr+wAtHR16maGj4iWdnK2lhe0F/Q8eGAsrUoCYkk6owzBXFhoKSMV01jbuO242r99wOBtNPydlPmWo+VY/n80xL+in0gfs/iKv37n8+mLrZFgyonRPy6eh54NC3pkfM7TZhEMsntyP+naRf7VgeTD8xNZZPZhVQaYmUIAhip6EzLUEQBEEQxASwvaBf52ZnBZQbL5pNg4D6qt7pz4C63bA3v9ImfPNwFctLi7h4tobaJjv4J0WUvOi68aKHZSiYLxgom/Fb7IKhoFY2MVfQaSGTIMaM40uR3x08j3Y2qDI1dVllamrQclJlulWurXX6adMnnbe3srq2qYyaFWxPbuYYIqCKhoqyqaGYEVCayjBX0FElATWaKP0U1e9l00++K8SA1xmRfopmP+XzdT4F50DjOnBTVu/d+UgIkHFSPhjX7h19GbDmx3v8WcJ3Yvnk20id5JkqUk16SVTwKZllT62QSD+VxOORIAiC2DVIRhEEQRAEQewSGy2ccggB1bZ9tF0/tWYTCaiSqcHS8yOgrjwQi6KXr9RxZ5sCikEIqEtLNVw6u7hphdSk4JyjZftYT8zwiubLzJc0WFr81rpiaahVzJSYIghi+3iyEnO966GXkMEcXMz+sQeTpHmcpbdVrj8UdaffWa3jxsPtLX4rDDA1BV4QTt33YatEAqpt+/DDIbPATA1FMz0LTNeYmAFV0FGic/bGuN24fs9tpz8XciGeIgEVZOSUqsfJp2lJP/UexXOfbr0PdB6M9/hGScx9iqr3qkdJjGwED+O5T153yOPLjOWmXhRvLCOYImY/mXPio2bs6k0nCIIg0tA7LYIgCIIgiB0kElDNnoeeuzUBpSmsXx2VNwG1slrHW2MSUM8cqeLS2Rou5lhAAUAQcjR7HtZ7HgK5uMkYUC1omC8Y/UVdxoD5oo5a2czNz40gZgE/CNG0fax3XXSctIDaTORXLH3q5rPdeBjPgLo+BgH13NE5LC/V8MaZRcwXZ2shlnMO2xOzwNqO3z9HA+KcXDY1lIzhAiqa6Vc0aFlkKIEfyyenKarpkvhOXL3ndZGq5mMsFk/Tkn7ybeDOJ3Lu0/vAwyvjPb6iAQefjav39j89mNohYgI3LaBS6ScF0Auies8oD9braZZIPllV8XmSfARBELmBXvkIgiAIgiDGjOuH/RlQ2Z37XTeuDQoTC6eqEi2c5ktArd5v4/KVOi6vruFuczwCalnOgNpXyveiqBeEeNR10bLjlIWqQM4QMfrVTqrCUCsb2Fcypq72iyDyShBytGyRgMpWlvY8Hy2ZfsmeRys5E/mPw3tfP8QvvfU1ro1DQB2Zw/K5Gl4/s4iFGRRQvX4FX5AWUApQNkSauGikBZShKX0BVTCm7/Gx43AuFv2dlqjf8zrpz4dhPJtnaDpFz6RTcv56GAbA2pdCPN16D7j76WDd4HZZOAUcvQAcOw8cfkF8X4jh8FBUOrod8RgbeHwZ8vFVBLSSONH1YTL9JAXUNMhPgiCIPQrJKIIgCIIgiDEwqjqq5wVo2RsLqLKp5WZhjHOOL++3+xV895rOto6nMODZI3O4JHfl511AAUDPDbDeSycwTJ2JeVCWBib7X0xdzIOaL+hQFNp1SxDbJQw5Wo6PRtdD0/ZSAsrxA7RsIab8xHx6VQFKpoaKOf2CQdeUJxZRDIkE1NlZF1A+guQIIimgypYQUAwkoLZMP/0UzX4aln7qiATUQPopSqdIAaVOwWOueUcmn94Dbn8o7vc4KexLzH06D5Rq4z3+rBF4sXzKzhYDi5N1RmmwXk81EumnCqDkXH4SBEEQAEhGEQRBEARBPDGRgGr0PHQT4gIAup6oDOrY6UWzaOG0bGoo6PkYjh4JqJXVOi6v1nG/tX0B9VwkoKZkUdQPQnTcAE3bg5OY51U0VMyXdBT1+G1zyVRRq5ioWvokbipBzBScc7QdH+tSQCWFveMH/fo1z48XwRUmBZSVn/PoOHjuyBzmCjoava2lMxiAZ49UsXxuPy6eWcTCFMj+x6EvoOQcsORrqZJ4Lc0KKFOPBdQ0JuR2FM7F4n9Uvedl5GcYxrOf3M6gnOqnU0pCROU9/WQ3hXSKqvdat8d7fM0CDr8okk9HzwMLp6kSbhScC+kUPcb8zPtNRZOPr7KcLZZ8fDHx/1ZVSCjd2tWbThAEQYwHklEEQRAEQRCPgZ8QUJ2MgOpJAdUeJqDkru28LJxyzvGjey2ZgFrDg3EIKLkrf1pqobwg7O+ytxMCijGgbGmYL+gwNbX/f3MFMQ+KdtcTxPbpOD7Wex4aXS9Vs+YFIVqOh47jw/HS839KifSLkoPz6Fa5vd7DWtvBt47Nj7ycqjBcPLuIf/bp3Q0vE9WdvrlUwxtTUHf6uHCeqbNNBHFGCShLCqgqCahBAk9W7zXER55+7wLPlvV7HSEKhqafyqIeLe/pp8AF7n0WV+/Vv8ikbbYJU8Ssp6MXRALqwDOinpDYmNCP5abbGZJ+KsTVjlnBpOiifi8SUAo9twmCIKYdklEEQRAEQRCb4AchmraPRs9D207vErZ9IZ+y1VGKHJyeJwEVco4v7rZEAurKGurt7Quobx2NK/jmp0BA2V6AjuOj4wZw/fQClakzlEwNVUuHJnfjKgqwr2RgsWTC0HK+A5wgck5Ugbne9eAH8YJ3EIZiBpTjw3bTz8uioaJiaSgaGtQpqsO8vd7D5dU6VlbruFrv4PCchb/58+c3fS1YXqoNyKjkvL03zixisTxb81DChIDqZgSUqgAlK5EmTgiogqGgWtBRtUhApeinn2T13kD6KUhU7015+olz4OFV4JaUT3c+AfztzbccoHpUVu9dAI68KOQIsTGci59BJJ+yPw9FBfRSnIDK1uvppVg+GTRjiyAIYtYgGUUQBEEQBDGEIORo9jys98QO/a3MLomqo/q7tnMioH4kBdRbV+qot91tHU9hwPPH5vsJqLlCvncEc85he3ECyg/TSQtLV1AyNZQMDboaL4joGsNiycS+kjFVC+AEkTdsL+jP00sK4EDW87VtH7YXpM6xBV1FWQqIaXr+3Wn0sBIJqAedzOdsXHnQwdKB8shjPHtkDvMFHes9D88cFgLq4tnZFlDZ11hVQf/nX9DTSxaRgJpLJFcJiPSTnZj9NDT91AGcSA5k0k9GMRYEeU/6dB4I+XTzPfGx92i8xzeronIvqt6rHB7v8WeR0I/lptsRwjOJZiXq97LpJ00IPlMKKJWWKQmCIGYZOssTBEEQBEFIIgHV6AnRlBVQUQLKCzLVUVJAlXIkoH54V1bwrdax1tm+gHrh2DwuTYmACjlHz40SUJlB90wkLUry56UmduQyBlQtXVY9abn4WRLENOL4QkA1ul6qAjPkHB2ZgOq6aQFl6goq8lyqqTlOYmS427ClgHqAKxkBleXyan1TGaUqDP/FTzyNo/OF2RRQjhRQbvo1VlNFmrg0VECp/RlQlFCVcA64bVm/1wT8Xvrz/fRTR6afsnLAFLVoRlmmn3L8eud2gTsfxQJq/dp4j6/qwKFvxdV7i0v5ToPlBd8Rj8F+vWMCpgrBGdU7KpmlR70o5VNFSKo8P/4IgiCIsUIyiiAIgiCIPU0QcrRsIaBa9hABJXfuDwionM0uCTnHD+40cXm1jreurG1bQKkKwwvHRAXf66cXUc25gApCjq7ro+MEA4ucTAHKhljkzP68VIWhWtBQLegoGxqUKUphEESe8OQ8vfWuh54bL3xzyASMlPnJ56ahSQFlpZOJeScSUJdX61h90N7y9VZW6/gP3zi5qeh+fpPZUtNEdG4eJiB1laFkihScpaWXJoqmEFBViwRUH98V8slpAE57ePrJbQt5k5VTUfrJKIkEVJ7TT6EP3P9hXL137/PB+7pdFpdi+XToW0LOEaMJg3i2mDus3tEEzLKc/VQEkqc5porPmXOigi/Pjz+CIAhiRyEZRRAEQRDEniMMOVq2j/Weu7GAcnx4/hABZWoomvkQUEGYFlAPu+MQUPNYXlrE62cWUbHyvVjgByE6MgHVddMLVZoqEmulIXNGdI31FznzUqdIENNINE9vveui46Sfg13PRysSUIl0oq6y/jy9aapZu9u0+zOgVu9vXUBlj7GVqr5pJwh5P5mafVyM+vmXTLVfwTdNcnLH4FzKp5ao38vO3tk0/WTFAkrLcfqJc6BxI67du/2RuD/jpHRAzn2S1XuF+fEef1bxncTspx4GdvroBZl+Kg/W62mWSD9ZVfH5vD7+CIIgiF2FZBRBEARBEHuCSEA1eh6atjcgoKLqKDchoACxOBZVB+VFQH3eF1B1POp62zqepjC8cHwey2dreO3MvtwLKC8IRcLC9eEk6r8AIZnKhoaSpQ7ssrf0eM4IDboniCcnDDmatkhAZZNOti8FlJ2ux1QVhoqcATRNz797CQH15RMKqCRPH6zA9sac8MgJkYBqD9kcoGtSQJnDBZSoRiUBBUAs/jstwG6IlFPS5HKIOrRoLk9WTjFFzuWRf7LVaHmity6TT7J6r3N/vMfXS8CRF6WAugDMHSMZshV4KB5jbkc8/oLMe0zViB9feimTflKEdLLmRP0epc0IgiCIIeT43QlBEARBEMT2CEOOluP350AlF03dIK7gywqooqGiYmkoGhrUHNS2BSHH57cbWLmyhrfHJKBePD6P5aUaXju9iLKV77eEthfNfwrg+mkBZeoKSqaKkjG4yFk0VVQtMf9pmhIYBJE3onNpoztc5rdtHy3Hg59wEKoSz9Mr6NOTQLzfjGZAjU9AXVpaxKWzNRyoWmO4hfkhCLmY/zREQBka6//8k+ffaM6iSKdO13ywHSEM5eynppBQA+knX9TuRfV72bo6zZJyoJjv9JPvAHc/idNPa6vjPT5TgYPPxNV7+5/Ot4zLE4EXyyevlxagYOKxpcvZT5qRvq5qJNJPFUDZ489ngiAIYlPo1ZkgCIIgiJmC8/SiaZj4ndoLQrQcDx3Hh+MNCqgoAZUXAfXZ7QZWVut4++oa1scgoF46IQTUq6cXUTbz+zaQc46eF4j5T44PP0zXJVq6irKpomRq0BILH4wBZVPMf6JFToLYHpwL0bA+5FzqBpGAGqwzjRIw01aB2XV9/Pnf/BRf3Nu+gHrqYBmXztZwaamGgzMmoKJ61Lbto+cNCqjodTQroMpSQFXo3CzEjN0UAmpo+qkr/jhtIHDS11VUkUiJ6vfyKlx4CNS/FDOfbr0P3P3+YMpmuyycimv3Dr8ovifE5nAu009tIaGCTMWzqouZT0ZZPNZS74mZTD9VhYTSZ+v8RhAEQew8OX3nQhAEQRAEsXVGLZp6QdifAZWtdSsaan/ndl4E1Ke3G7i8WsfbV9aw3tu+gHr5xAIuLdXw2ul9KOVYQIWco9uf/5Su+IrmdZVMFUVTg5pY4FYUiPSTpaNs5ePnSBDTTMfxsd7z0Oh6CBIiOD6XegMyvy+gcjJP70koGtrAa8TjcO5AGctLNVxcquHQHhJQph4noAx1uICqFvS9fW4OQ8CVs5/s5qBgCnw596kNuL3B9JNuSQFVEkmovD7HWneAm+/H9XtOc7zHLywI8RTNfirtH+/xZ5nQj9N1bmcw/aQX4vq9bL2eosfyyawIIUoQBEEQT0h+VyQIgiAIgiBGEAmoRs9Ds+enFk39MBZQtpteXCzoKspWvgTU929JAXV1DY1tCihdjQXUq6fyLaCSQ+67bpCq/lKUSECJhEVygVtTxfyZuYKOsqlNVfqCIPJIzw2w3nPR6HmppFMgz6WtIefSvKVJx8GlpRqufff6li+/JAXUpRkUUF4Q9mdA2d7wetRhAio6N1esPS6gPFvIp6h+D4kXuCj95MrZTxumn2QCKq/pJ6cF3P4wrt5r3hrv8TULOPx8XL23cDq/Ii5vcC4qH90N5ospqqjeM+Xsp2y9nlEW4smsUuKMIAiCGCs5fVdDEARBEAQxCOccHTdAY8iufT8UC2fDFk0tXUHF0lEy1FzUAwUhxyc31/sCqmn72zpeJKBEBd8+FI38vsWLdtgPmzGiqWKWSCmaMZOYjG1oCqoFDVVLz7VgI4hpwfbkubTnpRJBAReSuGX7sL20JM6bzN8K9baDt66s4aeeOwR9k/P/8lINv7KJjFraX8alpRqWl2o4NDd7AmqjJLGpK/0EXPL7yJhIp84V9ng6NUo/RfV72eqzQCZTvI6c/ZRJ4emWEABR+imPBB5w77O4eu/Bjwbvx3ZgClB7WqafzgMHnxUziYit0Z8v1hGPszA7X6wg6x3Lg/V6ihbLJ7MKqPQ+iyAIgtgZ6BWGIAiCIIjcE9VGNXse/GBw137b8dEbIqCihbM8CCg/CPFJIgHV2qaAMlQF50+KBNQrpxZyLaBcX+6wdwcXODcacg8ABUMRFXwFHZZOtTAEsV1cP8R6z0Wz56XOmSHn6DoBWo43kFKMJEQlJ+fSrbDWdnD5Sh0rq2v4wR1RFXZ4zsIrp/aNvN7xfUWcWizi67Vu6v/P7i/1BdThucKO3e5J4AUh2vbw87NliJ99yRgUUHMFUY9asTQoe1VAeb24es9tYzD91InlwED6SUuIgUI+00+cA4++ktV77wF3Ph5M2GyX6hGRfDp6Hjj6shAixNYIA8DviceY3xNpvCRMjR9jRmmwXk8vCvFkVcXfKXVGEARB7AI5fMdDEARBEAQhBFS0a39AQMnZFdld+xvt3J4UfhDik5sNrFyp450ra2g54xFQy0s1XMi5gLK9oF/x5AXp+TKWofRnQCUrngCgZKqoykVOQ5v8z5Agph0vCPvn0q4T75TnEHPa2rZ4nibPpbrKUJGiIQ/n0q0gBNQaLq/W8fmdwVk1K1/WN5VRgKjq+3rtOs7sL2H5rKjgOzI/owLK8eH4sYBiLN7IUTI1aInqrv58voKOirlHBVQYpKv3BtJPnqxFawtRxTPDDzUrMZcnp+mnTl2knqLqvd7D8R7frArpdPS8kFDVw+M9/iwT+uJx5XXFR98ZvIxqAmZZVO/pBSD5NGWqkH3WnPio6rt20wmCIAgiIr8rGARBEARB7Dm6biygUnNLRtRGmZrSr43Kw6KpH4T4+KZIQL1zdQwCSlNwIRJQJ/ehYOQzIcQ5R88L0HZ8dJwgVaEoFjhVlE11YIEzOeS+Yk1P8oIg8kwQ8v65tJ1JYXY9cS7tOD7CxFq5rjIh863BlGJeWZMVfJev1PH57Sb4iMu+89UavCDc9HXiJ549hB87t3/mBJTrx0lidwMBJeoXBwXUXFEIqD05n8/ryeq91mD6KeSAn5z9lJFTihbLJ704mEzJA15XJJ4i+fTo6/EeX9GBQ9+Kq/cWz+Xz+5BHAlfKJymggiEzRVVTVO7pRfEnW6+nWXH6yShT+okgCIKYOCSjCIIgCIKYKD05A2q95w4VUG3bR2+YgJKLpnkQUF4Q4uMb67h8pY53rj5EewwC6hVZwZdnARVykazoOHJhO/EzYgz99FPR1KAmFkD6O+z3esUTQYyRMORo2kJAtex00sn2hYBq2z6ChIBSFSGgKpY2NVWYDzsu3rpSx8rq5gIqSdcN8OH1dbx6enQ6aqFoYKG4/duZBxw/Tr4lE6r9DQKWhrKhpgSUqjAxn6+wRwVUGMTJJ7sJhBkB4LuiFs3bKP2UmMujmbt727dC6ItZT1H66d5nAA82v97jsHg2rt47/Hx+U2B5w3fS8ikc8l5Ss0TiSS8MF5xMEY89a05IKI1mbhEEQRD5gmQUQRAEQRC7ju0FWO+KRdPkDu0wElCOPzC3xNDindt5qG/zghAf3VjHymod7361ho6zvcUcU1Nw4dQ+mYBayO3CcBCKn1HHHfwZKQr685+KhgqW6IfRVCbr98Tn99wCJ0HsAJxzNG0fTZmCSj4fNxIRikwjli0NBV2diufio4SA+uwxBFSWldUHm8qoaWejilTGgIIUUKXMBoFIQM0V9L15fna7cf2e28Fg+qkDOB2ZTsmkn1RdSIG8pp84B5q3ZPLpPeD2h/I+jpHSfiGfjp0HjrwMFGf7OTYWOBfzt7yenPfUEyI0BUuIJwvQiuKNVvYy0UwooyT+PnAZgiAIgsgPJKOIscIY0wFcAnACwGEAbQC3AXzIOf96zF/rNIAXARwBUAZwB8A1AG9xzodk2J/468zcfSIIgpgEthf0a6OSQ9JDztF1ZL2bO3xuSZ4E1IfX13E5ElDu9gSUpSt45dQ+XDpbw/kcCygvCGX6KUDPS99nXWUoyfq9gp5+a2nqipwxouV6vhVBTBOcc7QTM/WSVXtuIARUy/FTSVPGhCiuRKJ4CmTDo64rKvhW6/j0VuOJBVTEqcUizuwvj+W25Y1RAqpoiPNzVkBFGwTmCjpKU/KYGBuBD7ituH5vaPqpA3gdIaqQif1qhcTspxymn3rrwO0P4uq99r3xHl8vAkdeiqv35k5Q/dtm8BDw7Fg8ZVN1gEg1aQXAKIiPWkHsHkhdRo2lU/QYpO89QRAEMUXQqsAehjH2DwD8bOa/r3HOTz3BsfYD+MvyeEO3QjHG3gLw1znn/+hxj585zs8A+LMA3tjgIg8ZY78K4C9wzuvb+Dozd58IgiB2G9sL0Ox5WB8moFyxaDpMQOVpbokQUI+wslrHd796OBYB9eqpfbi0VMPLJ/IroBw/QMcRC5zJAfcAYGisn4DK/owKhiITUHpu7xtBTCMdKaDWu15qJpsfhqKCz/HgeGllUzJVVEwdRVOFMgULlo+6Lt6OBNTtRqr680k4ua+I5XM1XFqq4fisdO9JbDmjr2378MNBAVU2tYGKVE1lmJMCalqk5NhwuyL5ZDeFZEoScimepIDKzuZR9fTsJzb5zTEpfAe4+/24em/ty/EenynAgWeAY7J678A3xTwsYmPCQCafujL9ZCP1ZhcQYkm3AL0k0k+aBWSfkv25YxX5+CuQfCIIgiCmGnoHsUdhjP0BDIqoJz3WTwH4JQAHNrnoRQAXGWN/D8Avcs4fqx+AMVYG8LcA/NwmF90H4E8D+DZj7I9xzv/F43wd+bVm7j4RBEHsFo4foCEr+OyEgOLgfbnRdoYLqJKZj7klrh/iwxuxgOpuU0AVdBWvnNqH5aVFvHxyIReSbRgb7a4HAMtQ+jOgDDW+/dHCZySg8pBgI4hZYcOZemGItiMSULablsWRiCiZGtQpmsf2S299jV//8Oa2BdSJfUUsL9WwvFTD8X2zJaB6rkwRO4MCqmTIitSMeNQ1hqolE1DmHvr1P/Dl7Kco/ZSZv+M7QlC5sn4vm35KVu/lLf3EQ2DtSly9d/f7g/WB22X+hKzeuwAcfkF8L4iNCf3EvCcpn7IoWjzrSS8Mf1ypRkY+0bwtgiAIYrbYQ+9GiQjG2DyA/8+YjvXjAH4DQHIyJgfwAYCrAOYBvASglvj8/w5AlTH2v+U8m03f8OuoAH4VwO/NfOoBgA8BNACclV8r+u3rIIDfZIz9Hs75yl6+TwRBEDuN44sF02bPQ89NC6goAdV2/VQjiaYwMTw9RwLq/euP8NZqHe9+9XCgju5xKegqXj0dJaDmcymgOOfoedHiZpBKW0TzRUpDBtwzBlQsDVVLR8XSoKkkoAhiXGyUKA3kTL2W7cP20vPaLF3pV5pOk4BKcnjOemIRdXyhgDfP7celpRpOzJCA4pzD9oR4bDt++hytAGVDSMeiMSig4gTUHvmVn3MhlaLqvYH0Uyg+77bl7Kdh6acyYBTzmX5q3Y2TT7c/AOzGeI9fWBCpp+hPebM9mXucwJPiSSafhslA1ZC1e1I+qfrgZTQrUbtXBjRj8DIEQRAEMUPskXemRIa/BjGTCABaACpPchDG2DEA/xhpaXMZwC9wzn+QuJwJ4BcB/LcAondgvx/Afw3g/7rFL/ffIC1tPIhau/+ec95/58cYewbA/4C47s4E8BuMsW9xzu/sxftEEASxU7h+KGeWuFMroBw/wAfXHmFldQ3f+3r7AqpoSAF1VlTw5TEl1J/R5froOn5q8be/uGloKJhqqt5JUSDnP+momBqUKV3wJog8stH5NHq+thwPXTctoExN6Z9P9RkQwq+fWcR/99urWxZSxxYK/QTUycXZSW2M3CQwQkAZmtIXUAVj8q+vu0LgCfE0Mv0U1e/1kE4/KUIQRPV7as4kgNMCbn8kBNSt94DGzfEeXzWBw8/H1Xv7zuRPwOUJ3xHzntye+JiVmYD4nuoF+bgqDq8yjBJ3kXxSaUmOIAiC2FvQK98egzH2ewD8CflPH8BfAPB/f8LD/WUAC4l/vwXg93DOU5l0zrkD4G8wxq4D+PXEp/4sY+xvcs6vbXKbzwD4M5n//oOc89/MXpZz/jlj7HcD+NeI5c0igL8I4D/Zo/eJIAhibMQLph56ieq6voCS9UFhQkCpipwBZWq5WCBz/ADvX3uEy6t1fO/rR2MRUK+d3oflpRpeOrGQy0XhIOT9n022clBVgKL8+RQNFQyD9U7VvTjgniB2GD8IZQWfh64z5Hw6ROjrKusnoPIou7M0eh7eubqGxbKBCyeHjmDtM1fQ8cKxeXx4Y33DyxydL2D5XA1vygTUrJyT+gJKzlEMEj/zSECVrcFztKkLAVW19oiA4lyIpUhAed3058NQJKIcOfspK6f6FWjR7J0cPYcCD7j/eZx+evBDYGuFG1uEAfufiqv3DjyTv/rBvMA5EDiJ2r2umAGVgolUUySf9AKgZJ+DLH68RQJq4DIEQRAEsbcgGbWHYIyVIOYTRfx1AB894bHOAfhjif9yAfzxrLRJwjn/DcbY30lcz4QQKn9io+tI/iLi9BEA/NIwaZP4Oj3G2B8H8H3ECac/yRj7q5zzqxtdbxbvE0EQxDjwglhAJRdMAaDr+f0B6mkBBZRMDRVTh6UrE18wtD0poK7U8b2vH6ZmWT0JJUPFa6cXcWmphpdOzOdSQHlB2J//lL2/uspQMlWUTA0FPf120NQVKaC0vVPvRBC7RBDyfgVfJzM7r+uJCr6s0NcUhoolZEQe6z6zNHse3r66hpXVOj65uY6QAy8en99URgHA8rnagIw6Op9MQM2WgOq6Yk5fVkAp8jV02CaBSEDNFfRcJIx3nCj9ZDfER56RAp4txJPbHZF+kvV7eUo/cQ48+jpOPt3+aPicoe1QOSzl03ngyMuAVR3v8WcFzkXaKTnzKSsCmSIq93QpoLQikE2IM0U+1iLhWRJPZoIgCIIg+tAKw97i/wbglPz7VQB/CcBrT3isPwIg+dvPP+acf7mF6/0VpIXPH2KM/acbCR/GWAHAzww5xkg4518wxn4DwB+S/6XJ2/xfj7jaLN4ngiCIJ8ILQjSlgOpkBFTP89FyfHTs9OKZmlg8K+iTT9FEAmplVQgox9+mgDKFgFpequHF4/kUUI4foOOIxc3s/TV1hpKsd8ouaBcMFdWCmAG1JxY3CWIXCUOOlu1jveeiZacFlO0LAdUeOJ+KRGnFykel6WY0ex7e+WoNK1/W8bEUUEk+ubmORs/DXGHIzJQEr59exP+breJQ1cLyuf1YXqrh1AwKqH6KOPF9UhSgbIma1KyAsqIE1F4QUP30UzT7KZt+CmT1XneT9FNZpp9y9NjprgE335cC6n2gWx/v8c0KcOSlOP1UPbL5dfYiPEyLJ98eIp9UKZ6KUkIVgOxDiamAWY4FlF7M1+ONIAiCIHIIyag9AmPsIoD/feK/flGmbZ70kD+d+fff3sqVOOc/YIy9i1iClQD8ewB+a4Or/ASA5BTitznnP9zibfzbiMUNAHwbo8XNLN4ngiCILeMHIZq2j/WuOyCgNlowVRhEBZ+VHwH1va8f4vKVNbw3JgH1uhRQL+RQQEXD7TuuWNj0gsRsESYWMEumWNxM3nbGhDisWhqqBT1394sgph3OOVqOj0ZXSP2kgHL8oJ8oTT5n83Y+3YyWLSr4Vlbr+PhmIzXbKEvIgXeuruEnnj008pjVgo6/+fMXcLBq5v7+b5UwIaCyc/pUBShZiU0cidXugqGgKiv4Zl5A+a6s3msATnvj9JPTEQmWJEwRqacoiaKOFp67itcD7nwcV+89+mq8x1c04OBzcu7TBaB2jmrghhH6CfHUE/OfeOZ8pagy8VSSEsoaPI6iZ+RTYXduP0EQBEHMECSj9gCMMRPA/wQgWmn6O5zz/3UbxzsE4IXEf/kALj/GIX4b6UTWT2FjcfOTQ667Vb4Dcduix/lLjLGDnPN72QvO4n0iCILYCpGAagypjLJ9sVjadnz4iXUhhWXqgya8YNhzA7x37SFWVut479ojuNsUUGVTwxtnFnFxaREvHMungIqrnTLD7RlQ0FW5u16FqqQFVFS/V7F0qNl6GYIgtgXnHB03wHrXRaPnpar23CAWUK6ffs6KStN8nE83o237eOfqGr6zKhJQowRUlpXV+qYyCgAOzQ1ZBJ4yQs7RdQK05UYBnhFQ5b6ASv86HqVU5wr6VFQyPjGcA24bsGX6KSuY+umnaPZTRk5pZiyf8pR+CgOg/iOZfnoPuPfZYHJru+w7E1fvHXqehMgw+vJJVjf6zuBlVF0mnopSQg2pcFTl48ysiI80Y4sgCIIgtg3JqL3BXwLwtPz7AwD/2TaP91zm359wzjuPcf23Mv9+9jG+1ttb/SKc8w5j7PsAXsp8rWHiZhbvE0EQxFCimSWNnod2ZpHM8YO+gMru2C/maMG054oE1MpqHe9f376AqpgaXj+7iOWzNTx/bA5azgRUEHL0op31bnpnfTTcvmRoKJoqlMTPRpWzZqoFHRVTg0ICiiDGTtf1sS4TUH7ivOmHIdqOSJU6mbltJVNFxdQHnrN5pG37ooJvtY6Pb6zDfwwBlWSrVX3TSl9AyRlQyddWTRUbHYbN6SsYan8GlKHl67VnrPiurN6TAipbi+bZQlC5ncHZSUyR1XtFkUpRcrKMwTnQvCWTT+8Dtz8Q92GcFGtCPB29ABx9GSgujvf4s0DgpuVT4A1eRjXj2j29CKhDHkNaQconmX7KU8qOIAiCIGaEnLyLI3YKxtjLAP7zxH/9nzjna9s87DOZf68+5vWvbHK8JN8cw9dKiptnAPybIZebxftEEATRJwg5WraH9e7WBRTLJKAmvWDadX187+tHuLxax/vXHsENtimgLJGAurRUw/NH8yeg/CBERyagum56V3hU7TRstoiuMZmA0lHKgTgkiFnE9gKsdz2s91x4iaRTEIZouwHatoeemz5HFQ21LyTynkxsOz7elRV8H21DQEUcrJpYXtqPMFuNNeUEIUfX9eVGgSD12qqrDCVTJFUtLf1rd9EUAqpqzbCA4lxW77WEgMoKptAXc5/ctpAIA+knK67f03KUfrIbwK0PRPLp1vtA6+54j68XgMMvxtV78yfyc9/zgu+k5dNA+oyJFJOeSD4N1Bcy8blIPuml4YKKIAiCIIixQq+2MwxjTIOo54t+zv+cc/4rYzj0Uubf1x/z+tcy/15kjC1wzh8l/5Mxtg/Avm1+rezlz21wuVm8TwRB7HHCkKNpi936LXuIgHKkgMpWRhlSQOVgx37X9fHdrx7i8hUhoJKy7EmoJgTUt3IooLwg7A+2tzNJCl1jIgFlqQMLm5YezxYpGDNc7UQQE8TxAzS6HtZ7XirpFHKOjkxA9by0kLB0BRVLR3lKBNR3v1rDd74cj4A6UDHx5rkalpf24+z+0syI8SAUP+/2kI0Cusr6c7+yNXulSEDN8pw+3xHyyW4IyZRMP3FIgdDZJP0k/+Ql/eQ7wL1PxcynW+8D9S8h7syYYApw4Jtx9d6BZ/Jz3/MA5+KxkpRP2VQdmBRPBZF+0oqAknmOMUUIp6R8yl6GIAiCIIgdh97lzDb/JeI5SB0Af3pMx53P/Pv+41yZc95mjNkAkoXwcwAeZS6a/Trdx6zOG3bb5ja4XPZrzcJ9emwYYwcA7H/Mq50d19cnCGL7hCFHS86AatregIDqOD5aGQEF5KsyKhJQK6t1fHB9TALqbA3LUkDlbUHY9uL5T9m6QVNnKJkiAZVd2IyqnaqFwc8RBDEeXD9Eo+eh0XNTSadQzm5r24OVbKam9GcCTYt0+OJeC3/uH30yFgG1vCTOt0sHyntDQGlSQJl7UECFoZBOUfXesPSTI+c+uV2AD0s/yfq9vKSfeAisXRHi6db7wJ2PRQ3cOJk7Dhw9L9JPR14UlXCEgIeistHvSQE1RD4xJZZPmvyTfW/HVPnYKseCMw+PL4IgCILY45CMmlEYY88A+K8S//XnOedfj+nw2XfLvaGXGk0PaXFT2cGvk2TY1xnn18rTfXoS/lMAf3GMxyMIYhcIQ46W4/fnQCUXRd0gruBzhwgoUcE3+R37HcfHu189xGUpoLa7IDpf0PHG2UVcOlvDczkTUJxz2F6cgEreV8ZEkiISUMnFy6g2sSpnQM3kwiZB5AA/EAJqveeh68SL5xyxgGq7fmp9VFdZPwE1jbVrp2slmJoCPyNatsL+hIA6N2MCKjpPZwWUIQVUKSOgovO0qODTcpe+HQu+A9hy9tPQ9FNX/HHaQOCkr6uocTrFKOYnAdS+L5NP74kKPnt9vMe35oV8OnpepJ/KB8d7/GkmDNLiybeBbJ2nokrxJCv3NAvInmYUTYonKZ/0nMhNgiAIgiBS5OTdHzFOGGMKgP8RgCn/630Af2OMXyIrVOyhlxpND8DCiGOO8+uMOua4v1ae7hNBEDMM50JANboiARUm1oLcIOgvoDle+hf6PM0siSqhVlbr+PD69iuhIgG1vFTDs0fyJaBCztFzowSUj+S4K8bEz0UIKBWqkhZQYv6Thoql5+o+EcQsEYQcTSmgOpm5ej1PJErbtp8612oKQ8US51NLn+50oq4qeO3MIv7ND7dWDrC/YuLS2RrePDdbAiqa1deWlYtJRgmoshRQlVkUUGEIuC0poFqDginwRe2e1wbc3mD6SbeEINCLUiLk4LHitoHbH8XVe40b4z2+agCHX4gF1OJZkeYhRFrOy8inLIoWz3rSC2L+UxbVyMgna/AyBEEQBEHkDpJRs8mfAfC6/LsP4E9xnv2tYKw8yephnq+zm19rN+8TQRBTzigBFc0aajt+apYJEIuOPMwsaTs+3r0qBNQ4ZpLMF3VcPFvD8tlFPJMzARUNtu84wUCNF1Mg5j+ZGopGuhpRVRiqBZF+KhsalBzdJ4KYJaJa0/WeO3SuXsv20HZ8+Il30aoClE2RgMr7fLao8vRH91r4xR/bvFX5zaXaSBlVK5tYXlrE8tJ+PHVwtgSU2MARDAioqCq1bGow1LSAqlia3CwwgxsFPDuu3nNaSP36EaWfXDn7aVj6ySjJBFRO0k+hD9z/HLj5vkg/3f/BkLlD24EBtXNx9d7B54YLlL1I4MWznrze8MpD1RBVe4YUUKo+eBnNSlTulQHN2PnbThAEQRDE2MnBO0NinDDGzgD4rxP/9dc55x+N+cu0M/8uPMExstfJHnM3v85ufq3dvE9Pwn8H4B8+5nXOAvjNMd4GgiAScC5qghqygi8poPxQLKC17EEBVdDV/sySSS+StW0f73y1hstjElALUkBdWqrhmcPVid+/JNGu+mG1Tpoq6ptKpoaCroIlOmZ0jclaJx1FQ52ZRV6CyBtJqZ+tNXV8kSpt235qVp0iky9lSz53c/z87Lo+vvf1I1xereO9aw/79+OnnjuME/uKI6/7wvF5lEwVnUQ1Ya1s4NLZGpbP1fDUwcrEZwqOCy8I+zOgbC87q0+RCSh1qIASCagZE1BhmJBPzUFhEPgiTeS2h8/w0QvxXB4tBwkVzoH160I83XwPuPORuN3jpHIIOHpBpp9eElV8hKhx9HsiJef3hIzKopryMSPl0zBhqRcTM5/KgEpLVwRBEAQxC9Ar+gzBxG/GfwtA9JvmVQB/aQe+1CyKm1m8T48N5/w+gK31s0jyvCBDENMK5xwdN8B610Wz5yNIyJtIQLUdH7abXwHVsj28e/UhVq7U8fEYBNS+ooGLZxdxaamGb+ZMQHlB2J8hk5WCusZEAspSYWnpt12WrqBa0DFX0Ke+4osg8syoc2pUa9q203P1otk/ZVmfmef3Oz03wPe+foiV1Trev/YIbjCY+Li8WseJV0+MPI6uKnj99CI+urGOS0s1vLlUw1OHZktAbZQgtgwFJUP8vLOz+qqW3q/gm6mkqtcT8smWs58G0k8y+eR2h6SfNCESovo9JQevYd2HonLvlqze69THe3yjDBx5Wcx8OnoeqB7NR+XgJOFcPDa8Xpx+CrOFLEwISr0AGHLuk5KtLGSxzIzST3l4TBEEQRAEMXZIRs0WvwDgdyX+/Yuc8zFvAQMANDL/3v84V2aMlTEoVNa38HWKjLES57zzGF/uwBa+zrCvNQv3iSCIKSJaLG30PDS6XmqxNEgIqF5GQFlyB3fZnPycimbP6yegPr7ZSN2HJ2FfSQioZSmg8rQganvR/KcArj+4q75kqigZ6bkiAFA01f4MqOznCIIYL13Xx7pMQPnBoNQfliotmfFcvTydc7L03ADvXRMC6r2vhwuoJCurdfzhTWQUAPzCm2dQyFSHTjP9zQKOD8cfFFD918/MrL65gqjfq5gzJKDCIE4+Oa0h6ScPcOTsp2z6iUmhkKf0k9cD7n4SV+89vDre4ysacPBZkX46dh6oPU2ChHORdkrOfMqm5JgiKvd0S84JK4h4afYyyco9fZigIgiCIAhiFiEZNVv85cTf/ymAVcbYqU2ucyjzb23IdW5zzpO/rXyZ+fzJLd/C4Zd/yDl/lL0Q53yNMfYIwELiv08A+ME2vlb2tm/0/7NwnwiCmAI6iQq+5GJpEIZouwHatgfbC1NVUqauoCIXS/UcCKi3rwoB9cmt7QuoxZKBS0uigu8bOdqRzzlHzwvE/CfHTyW9GAMsXUXZFLO5souaZVPMf6rO4mB7gsgZthf0BVRSFCfPqVmpn6dU6ShsTySgLq/W8b1rjwZE+CiuP+zi2loHJxdLIy9XMqf/10PXjyv4kgJKnKuVvmxMnqsVBf35TzMloLyeSD45rcH0U8gBXyaf3M6gnFK0WD7lIf0UBkD9y7h6795nQDikAm47LJwWM5+OngcOPy/u916Ghwnx1AV8G6k3pADA1LR40gtA9unTfyzJyj29QKkygiAIgtijTP9vG0SSZDLn9wL46gmOcXTI9V4C8FHi31lxsvSYX+NM5t+fj7jsDwBczHytxxE32a+10XVn8T4RBJFTum4soLxELVQg50O1bR+2FwwIqGgH96QFVKPn4Z2ra1hZreOTm+vYpn9CrWzg4tkalpdqeDpHAirkHN3+/CcfQWaTeMkQM0WKpgY1cZv7i5qWjrKV78VtgpgFHD/oz4BKzv8JOUdHJqB6Q86plZykSkdhewHeu/YIK6t1fO/rh48loLJcXq1vKqOmFdePE8TugIASmwWEbBwUUHNFIaDyXMW4ZcIgTj7ZzUFZ47tCPm2YfkrOfjJ397YPo3lbiKdb7wG3PxT3a5wUF+Pk09Hz4t97mdCP5ZPfE/OfsvJJ0YRM0opSQg1JySk6YJbj9JP+JM30BEEQBEHMIiSjiCfh08y/n2eMFTnn3S1e/9Imx8t+Lilu3gDwv2zlizDGSgCe3+LXmsX7RBBEjui5AdZ77lAB1ZECamCxVJMCysqHgHr7yhouXxmXgDJxSVbw5WkmSRByWb/no+umfx6KEgkoDcVMjZWmsv5g+/KsLGoSRI7xgrCfgOq58YwSDo6OE6Bti+dx8jlsaFJA5eCcOgrbC/B+QkBl6+Uel31FAxeXFvHKqX1juoX5wPGDfgWfFwxJq1oayoaaElCqwlAtzNi52u3GAsrtYGj6yemIZEs2/aTqcfIpD+knuwnc/iCu3mvdGe/xNQs48qIQUEfPAwun9nZCJ/TF4yeq3vOdwcuouhRPMvWkGUMuY6blUx5EJkEQBEFsRBiKmYe+LTbqqDpQWNjb7wl2EZJRxGPDOb/DGPsEsRTRACwD+JdbPMSPZ/79z0Zc9p8D+I9HXHcUbyL9GP+Qc35v2AVn8T4RBDF5etEMqGxdFOfoyh3cWeFhSAFVycFi6XrX7Vfwff9WY9sCan9FCKhLSzU8dTA/AsoPQnT6Caj04G1NFbVVJVNDQVfBEt0zhqagWtBQtfSZqLYiiLzjB2H/nNpx0gKq60ox4fqpsIeuMnlO1WFo+RdQl6/U8d2vti+gFoo6Lp0VlaffPFydmYRmNK9vmICK6hZLmbSqqjDMFUVV6kwIqMCP5ZPT2iD91AE8WcGXlFOMxeIpD9IgcIG7nwK3pHx68AVSt3e7MAXY/424eu/AM2LBaa8SuEJKRumnYEjNoWrG4kkvAuqQ9zdaQconWb23l7+nBEEQRH7xXSmdIvEkP2Y35wCiznh+8/mqxPahlZMZgnM+/7jXYYz9OIB/m/iva5zzU1u46q8jndD5j7AFccMY+waA1xL/1dnkev8CQA9xBeEbjLFvcM5/uIXb+Mcz//71TS4/i/eJIIhdxvaEgFrvpgVUyDm6ToCW4w0IKF1lqFhil/akF0sfdV2RgFqt49Pb2xdQByomLi2JCr5zB8q5WQTszxRxfTheetHX0BhKsr7L1NK7xAuG0p8rYul7fJA5QewCQcjRlAKq7aSTTj3PR0smS8PE01hTWH8G1LQ8T//P/+gTfFXvbOsY8wkB9cweEVBFQ9TvZetSNZWhWtAxV9BRMtTcvPY8MW4nrt7zMo+TMBSCwW3L9FNGMETppygBxSb4PoOHwMOrQj7dfA+484lYJBonc8fi6r3DLwJmZbzHnyZ8Jy2fQj9zASaEZCSe9MKQdJwUmEn5NOkEHUEQBEFEhKEUTVIyJaUTH7G5KwzF5UNPvFfoPSIZtUuQjCKelL8H4L8CEL0T/TZj7Bzn/MtNrvfnMv/+nznn9kYX5px3GWO/BuCPZo7xH436IoyxpwD8dOK/fAC/ssltm8X7RBDELhAJqEbPS4mNSEC1ncG6qGi3ftkaFB67zaOOi7dkAuqzMQmo5SWxIJonAbXRgiYAWIbSnwFlqOmfR8lUUS2IGVCTloUEsRcIQ46WLWbrNW0vde50/AAtW4gpPxFkVBWRYqyYOgrG9C2Unj+x8EQyar6g4+JSDctnF/HMkbmZElDRDEU/HC6gSqY2UJc6JwVUcdoFVD/9JBNQWYngO0JQuV0hG4alnyL5NOn0U/u+TD7JP71H4z2+WRWppyj9VDk03uNPC5yLhTevFwuogUU4lkg9FUTCScm8r2EKoEt5aZbF37OXIQiCIIjdxs+IJt8RG1qGpZwiOMTnA1ds1gmc+GMof5FQVCGjRokrYqyQjCKeCM75l4yxvwPgT8j/MgD8EmPsd28kYhhj/xukkz0ugL+8hS/3lwD8HIAo///HGWO/zjn/rQ2+jgXgb8vbFPE/cs6vjPois3ifCILYOWwv6O/WtxMCKppXEkmPXAuoK3WsrNbx2e3mtktxDlalgDpbw1JOBBTnHD25oNlxAgSZBc1oqH3J1KAlFloYA8qmmClSsTRoOZ4tQxCzAuccLcdHoysEVDLp5PhSTDh+auaewqSAsmSNZg7OO0/KpaUafu2Dm1u67HxBxxty5t6zMySgem50vh4UUCVDkwmo9Lw+XRMCaurrUjkXAsGW8mlo+qkj6/c2Sj+VAaM4+fST2wFufxRX761fH+/xVR049LxMP10AFs9O9v5OCh4Cni3mPbnd4TvAmZIQTzL5lD1dMDVOPJll+fiZjXMKQRAEMWWEQUI4ZaTTyJRTICv55J/QBXxPiqox1v8SY2GK37ETOeAvQiR1FuS/LwL4XxljfypZOccYMyFmJP21zPX/Guf82mZfhHN+lTH2/wTwnyf++9cYY38WwH/POe9rcMbYNwH8D/K2RKxha4JoVu8TQRBjwvFFAqrZ89Bz0wJqo3klmsJQkTMsJl0X9TAhoD4fg4A6VLX6FXxn95dysRAccvGz6MgFzTCzWTxKP2UrnRQFon7PEgJKmZHFXYLIO21HJKAaXS8ljL0gRMvx0LZ9uP4QMWFpKBpqbmbPZXH9EB9cf4SV1Tp+8tlDeO7o3MjLn91fwuE5C3caw8P1cwUdF+XMvedmREBFGwY6MkGc2jCgAGVDvHZmf86RgBIJqCn+dTbw5NynDdJPni3r9zoi5ZJKP0nJENXvqQYmRugD938gavduvQ/c/3z8u4sXz8XJp0PfmnzaaxKEgRBPUfLJd5Da8QSI3d1J8aRZg/JJ0dPySbNIPhEEQRC7B+eZOr2EeMrOwUxdD4mUk5uWTzzY+HpMEe+TVAPQDPE6qBnidox7wwyxJab43TsxaTjnNxlj34aYgRT9BnQJwOeMsfcBXAUwB+BlAPszV/8nAP78Y3y5/xLAswB+Sv5bB/D/AvDnGWMfAGgBOCO/VvLdtAvgpznnd/bqfSIIYnu4figr+NzHElB5mVey1nbw1pU1XL4yHgF1eM7qzyTJi4AKQi7kk+sPzONSZHVXWS5ossTpNJopMjND7QliSui6fn+2np+ozPTDEG3HR8senOVWNFRULA1FQ8utiHH9EB/eeISVL+t496uH6HniF+OCrm4qoxhjWF6q4R++H6ejqpaGi2drWD43ewJqaGI1IaBKZvp8bWhKX0BNYw0jALHo4XZi+eR105+P0k9OR3zMyinVSMx+KkwuDcQ50LgO3JS1e7c/HLwv26V8MK7eO/IyUJgf7/GngdCPZz1F8imLqouqvX76aYikU82MfNqDIo8gCILYfVIpJzstn0atSoR+QjQlq/W80ddT9Vg69f/o4s8whr2uErsCyShiW3DOf5sx9tMAfgmxnGEALsg/w/j7AH6B81HqeuDrBIyxPwSREPrZxKcOAPjJDa52H8Af45x/Z6tfR36tmbtPBEE8HrGA8tBz46d1X0BFqZvEWqmqiAq+ipUPAXX5Sh0rq2v44Z3tC6gjc3EC6nQtHwLKC0KZfgr6C74RuspQkvV7BT39VsfUFZGAKmjTvaOeIKaMaLbeeteD68cnz4BzORtIVJ4mZXJBV/tiP68ixgtCfHj9Eb6zWse7Vx8OnI8A4O2ra/hPfsfZTe/DpaUa/vlnd3HxbA1vLtXw3NEZE1C22DQQJF47IwEVJd2SAsrUYwE16dfVJybwZPWeFFDZXxU8W9bvdYenn4xiPL9no8WU3aD3SIinm7J6r/NgvMfXS8DRl+LqverRvZfWCbx41pPXGz4DQzWkeJLJp2GPCc2SlY1SQGkTTM0RBEEQsw3ncY1eslbPtwc31SQJuajSS6WcvK2lnDQDUGTKKSmd9mJl75RCqzDEtuGc/1PG2HMQtXE/i7jiLss7AP5bzvk/esKv0wbwc4yxXwPwnwF4fYOLPgTwqwD+Iuf8iX5TmsX7RBDEaLwgFlBdJ/0GqOv5/UHqwwRU2dQmvlO73nZwebWOy6t1/OBua9vHOzpfkAJqEacW8yGgXD/si0DHT6cmDI31E1DZeVwFQ5EJqCle0CSIKSSqNm1007P1Qi7SjC3bR89LpxlNXUFFPpfzOq9NCKh1rKw+wLtfPUTXHb0XqdHz8OmtBl44Pj/ycmdqJfzyn3htZgRUavPGFhOrli7O11MroDgH3LYQT3ZT1KolCQORjnK7gNeOh2dHaKYQDUZZpp8m9FjwbeDOJ0I83XofWBvzmFqmAgefjav39j8NKHtsacJ3YvHk9wbngAEy1VSMk0/DvkfR4yWST+oe+z4SBEEQO0/gp0VT4Gwt5RT46Wq9IJF4GsWwlJNm7L33CjMK/RT3OJzz38Zgk/STHOc+gD/NGPszELV2JwEcAtABcAvAh5zzr7b7deTX+jWI+UqnISrsjgAoAbgL4BqAy8mZS9v4OjN3nwiCSOMFIZo9D+tDBFTP89FyfHTs9C5uNbGIVtDViUqaBy2RgLq8WscPxySglpdEBd+pxWIuBJTtiflPbceHF6Tf6FqG0p8BZajxoiVjotIrElCGls8FbYKYRSKxv94dTJZ2nPj5nBRQhiYFlKVBz7GA+ujGuqzgW0NnEwGVZWW1vqmMYoxBnfxp94kJOUdvhICKUm4FfVBAzRV0VKdVQPmunP3UAJz28PST2xYCKiunovSTURLpoEmln8IAWPsyrt67+/3RcxuehIVTcfXe4ReERNkrcC4W7qLHgNcbFJFgMtVUBHRLzH1SsudDFkunqLJRmcLnDEEQBJE/opRTqlpPfhyVVgrla1xSNPVnOY2YIRmlnAaq9Yy9l47eY5CMIsaKFCb/dpe+1lcAxiKDNvk6M3efCGIv4ycSUJ0hAipKQA0IKFkjNGkBdb9l463VNays1vGje9sXUMcWZALqbA0ncyCgRs4TYaK2q2RpKBsq1MQiDWNAxdJQtXRUrPwmKghiFvGDEE3bx3rXTZ1Xk9WmbSc9W09Xo2rT/ArjvoBarePdq48voJK8daW+paq+aSNMJKC6GQGlKhDna1NDMVOZGiVW5wr6QJo190TpJ1tW722YfopmPw1JP0XyaZLpp+adOPl06wNRJThOCvti+XT0PFCqjff4eYaHYvGuP/OpN7ggxxQ578kSYk4rANnzA1OkeJLySR8mqAiCIAjiMQg8KZrc9CynYJMZSoEvE1GJOU7hJiknxgBFl6kmPS2fKOW0Z6GfPEEQBDHzRAulQkCld+TbvpBPbceHn1gvUphIQFXyIKCatkxArY1FQB2PBNRSDSf2TV5AhZyj6wRou4OLmf2B9oaGgqlCTdxWRYGc/6SjYmpQZmyRlyDyTBBytGyRgMomnTYW+wwVKSfymoDxghAfSwH1zldrA5sWHpeyqeGNM4u4tDQ7C/H9c7YjZkAlf/aamkwPZwWUKhNQg3Wqucd35dynaPZT4oHNIYWDFFC+nb4uU2SKRdapTWrxxWkJ6RQJqObt8R5fs0Ti6egF4Nh5YOH03tnZHA1p93pi7pNvI/XEAEQ1YSSe9KL4fmW/PYqWSD5NuKqRIAiCmF7CUIqjZMrJ3ULKKRys1PNdkZYelXJS1Ey6SaeUE7EhJKMIgiCImSQIOZoyAZVdKHX8AC3b21BA9edYTPCN072mjcurdays1vHl/fa2j3diX7FfwXdi3+SrcYKQ96ucsvNWVAUobjBPRNdYX0CVJvwzIoi9RhhytBwfja6Hpu0NnFfbto+W46XOq1G1acXUJz5bbyO8IMTHN9dxebWOt69uX0CVTLUvoF44Np/b6sHHIQg5uq5IrA4TUGVZs2hp6V8vi6aKqiUSUHlNwA0lDOPZT05zUDCFvqhci+r3sgs7Ud2aURKJl0m8VgUucO8zWb33HlD/YvRC0uPCFDHr6eh5IaAOPju5msHdJvTTqafAGZRPiiZkklYEjIJIxGVRjYx8snbn9hMEQRCzge8m5jclZzqNmPLBIeRSP+UUVes54vVtI5Ipp2ytHlXGEo8BySiCIAhiZhi1Uz9aKM3OHmIZAaVMUG7cTQio1TEIqJP7iv0E1PEcCCgvCPvzYmwvvSCmqwwlU0VpyG56U1ekgNJQNOitC0HsJpwLcbwuBVSYeOo6vpgB1XJ8eH58Xs1TsnQr/IvP7uJv/rur2zpGyVDx+plFLC/V8MLx2RJQbblpIPmaGtUslix1qICam8aZfb4jq/eaQjI9TvpJUUXtXiSgJpF+4hx49BVw8z0hn+58Mng7t0v1aFy9d+QlwKyM9/h5JfDEz9/vCfk4bJFPNWTtXkE8DoaJOc1KyyfN2PnbThAEQUw3YRjX6QVuWjqN2mQykHJKyCfwja+naPI1LVOtp+iUciLGAq3oEARBEFNNGHI0bZGAatlDBJSUH8mFUsbiGVATF1ANGyurdVxerWP1wfYF1KlFIaAuLdVwfGHyAkosVosFa8dPv1k2dYaSoaFkDlY2FQwV1YKYAZXXOi+CmGU6jo/1nodG10vNbvOCUJ5XPThePs+rj8sbZxafSEaVDBWvnVnEmzMmoKJNA9nUaiSgytbgObsUCaiCPj3fhzAE3JZIP9nNwVkJoQ84cu7TsPSTbkkBVZKVaxN4zHceiMq9m7J6r/dovMc3qzL5dF5U71UOj/f4ecV3hHjqJ5+GzMNQTSGe9IKo3VOHLK3oUk5GAmqvJMcIgiCIx8fPiKZojtNmKae+bErMcgqcwZmVSZiSrtJLVutRyonYYUhGEQRBEFNHGHK05AyooVVRowSUqaFoTnah9E6j1xdQVx50tn28U4txBd+xCQsozjlsL0THFRV82RSapSsomWIGVHLBMkqoVS1tuhYzCWKG6LkB1nsuGj0vdf4MQiGgWo4P201L5aKhomKJ1KI6pXPbFssmnjlcxed3mptetmioeP30IpbP1fDiDAmojWpTdU0KqMymgak9Z3t2XL03NP3UFX+c9qCc6qefZAJqEukntwvc+SgWUOvXxnt8VQcOfSuu3qudEwtWswznYhHP68byaaCmiImaPb0YC6iBxTomPm+WY/lEC3oEQRBEkmjGoO8MSqeRKadAVvLJP6G7tZSTqm9QrUebI4jJQTKKIAiCmApGzSpxg7iCz/XTb8ZKpior+Ca7UHp7vScq+K7UcXUMAup0rSQq+M7WcHShMIZb+ORwztF1Rfqp4wapFAVjQEFXUbY0lAwVqpIWUBVLw1xBR8XSp3YhmyCmGdsL0OiJelM3kV4MuEjItGwftpeuaIue02UznwIqCDm+f6uBlS8fIOTA//F3n9v0OstLtQ1lVNFQ8drpfVhe2o+XTsy+gDKkgMqmViMBJSr4NGjT8H2I0k92U0iorGAKfCGlvA7g9oann4yykAyTSD+FPvDgR3H13r3PRw8efxIWl4R4OnZeiChtxucWcS4W/5LyKbsAyBTxfYjEk1YAFGXwMnoplk96afAyBEEQxN4j2uSQkk5SPIVDkrb96yFdq5eUT6Ne+5kSS6Zstd6sbyghphKSUQRBEERu4Zyjafto9kQN34CAkgtpyaooQCwcRgtpk1wovfWoh5UrIgH1VX37AurM/hKWz4oE1JH5yQqoIOTouYGscvKR8E9gClA2RPopm0JTFYaK3ElfMTUoOVzIJohZx/VDkYDqeqn5bSHn6DoBWo43MCPI1BVUZEImjxIiCDk+vdXAd1brePtKHU1bJBt0leFPvXl603lzF88u4m9952p/b2lBV/HamX14c6mGl04szISA8oMQHVds3uh56UWNjWpTGQPKkYAqTMmmAc8WySdHVvAldwxzxLV7bmd4+ikSC5NIP3EONG4K8XTzPeD2R+L2jpPSATHz6eh54OjLQGFhvMfPGzwUj4lIPg2bscFUWbtYjOc+ZR/qTD42zIp8jBRpdgZBEMReJpVystPyaVRaKfQToilZreeNvt5ArV5UrUcpJ2K6IBlFEARB5ArO0wmoMLFesNGsEiA/Aurmo65IQK3W8fVad9vHO7tfJKAunZ28gIoWMoftpFcVoGRJAWWoYIlVHF1jqFpiIbNkqGC0eEMQu44XhP0EVC/x/OUQycYoXZoUUIYmBZSl5VLGBCHHp7cbWPmyjrevrqHRG9xt6gUc3/3qIX786QMjj7VYNnH+5ALKloblpRpeOr4AQ8vffX5c/P7rpp8Sj4AUUFIwGmpaQE1VajUMYvHkNAdnKwSeEE9ue3gKRi/Ec30mkQrqrYvavah6r3N/vMfXS8CRF2MBNXd8tiVKGIh5T25XfPQdpE5sgKxcLACarN3TrEH5pOgZ+TTZ92AEQRDEBOA8rtFL1ur59pBK1wQhF1V6qZSTt7WUk2YAipGp1tMp5UTMDCSjCIIgiInDuagLWh8poHw43uCskmghbZKLZTekgLo8JgG1tL8sBNTSIg7PTXbxI/r+d4YsZOoaEwkoS4Wlpd9SWLqCakFH1dJRMGhmAkFMgiDkUkC56DjpX3y7nqjgazt+am1eV+WMICudkMkLQcjx2e0GVlbreOvKcAGVZWW1vqmMAoC/8PuemQlZ7gUhOhsKKKU/Ayo7t2+qBJTXE/LJlrOfkjuJQw74MvnkdoeknzSReorq93Z7ro/vAHe/H1fvra2O9/hMBQ4+I6r3jp4HDnxjMvOtdovQj+v2vK7ckZ5B1ePEk14UC3wDlzHjWU9mWcyIIgiCIPYGgZ8WTYGztZRT4Ker9YJE4mkUw1JOmjHbr9cEIaFHOUEQBDERIgHV6Hlo9vzUnCE/TOzkdtMLaXmZVXLjYRcrUkBdezgGAXWgjGWZgDo0N9l5DbYXz39KzpAB4p30JWNwobpgqLLKKZ+L2ASxFwhDjqYtElDZpJPtSwFl+wgST21VEQKqYmmw9Pw9d4OQ4/PbUQXfGta3IKCSvH/tETqOj5I5+lefaRZRozZuWIYQUCVjUEBVLV0KqJzXpoZBunpvWPrJ6QDekPQTY0JERAJqt6zqOwkAAObISURBVCUDD4VwiuTT3e9vvkj1uMyfjJNPh18U93VWCdy0fBr2vVTNuHZPLwLqkOe+lkjEmRWqOSIIgph1opRTqlpPpp42SzkFTlo09Wc5hRtfL0o5DVTrGbOdUCaITSAZRRAEQewanHN03ACNnodG10sJqEAKqNYQAWXpCiqWqHib5KyS6w/jCr7rYxBQ56SAurhUw6Hq5AQU5xy2F6LjikVqP/FzYUx8/0sbLGSWTA1VOQMqjzVeBLEXiObrRfWmSQHl+KKCr+V48BPhKFUBSoZIQBX0/NVnBiHH53eaMgFVx3r3yRfv/ZDj3a8e4nd9Y/N01DThBWG/XtHxhwuosqlBU9Ln7Wj+U+7n9rnduHrP7WAw/ZSc/ZSRU6ouJEQ022e300+tO7J2T9bvOc3xHr+wIMTTsQvAkZeB8mw9tlP4Tlo+DVsw1CyZepJ/BnaWs/jxEKWfhgkqgiAIYvoJPCma3PQsp2xSeuB6vkxEJeY4hZuknBgTta6aEX+MhBOlnAhiKPTMIAiCIHacjkxANXoe/GBQQEVVQskFVCtRJTQpAcU5x/VEAurGo962j/n0wQouLS3i0tkaDkxQQIWco+dGCah0SoKxuAKxZKhQlcGd9NWCNh1VTgQxo4yqN3WDSED58Py0XC6ZGiqmnO2WQwH1g4SAerQNAQUApqbg1dP7sLxUw8snFsZ0KyeL68fVqUkBFW0ciGYnJgWUoqA/ty/XAipKP9kyARVmfv6+K+TTyPRTNPtpl9NPTgu4/ZFIPt18D2jeGu/xVRM48oKo3jt2AVg4PZu7qjkXi4ZeT8x78nricZGCCflkFEX6SSuKB3n2MkY5LZ8GLkMQBEFMLWEoxVEy5STl06iZTGE4WKnnu+I9x6iUk6Jm0k06pZwI4gkhGUUQBEHsCF1XLJIOFVCuWCi1vSAloDaaZbGbcM5xba2LlStCQN0ck4ASCahFHKhMTkAFIUfX9dFxAnTcdH0XUyDmP8lFaiXxplpVGKoFkX4qGzleyCSIPUDH8bE+JF0a17R5cLx0t33JVFExdRTN9HM7D4RcCqgvxQyoh1138yuNwNQUvHJKCKjzJxdyWTv4uEQCqu34qepUIaBkdW1m40AkoOaKQkDlTTz2cbtx/Z7bTn8u5IDXEcknrzs8/RQln3Y7/RR4wL3PROrp1nvAgx+NXsR6bBiw/2kpn84DB58VC16zBg9j+RT9yX4fmSJFY0F81ApA9n0IU2PpFAmovD7mCYIgiK3ju4n5TcmZTiPeL3IIudRPOUXVepvU8SVTTtlavd1OWBM7h9MCHn0NPPwKuP858Ny3J32L9hwkowiCIIix0XXjBFRyN37AuRimbvvoZQWUJgWUNVkB9fVaXMF3a337Auobhyq4JGdA7a9Mbgi2H4ToyARU103vEtNUkZIombKmC/HCja4xUeVk6blMUBDEXqLnBljvuYPn1hH1pkVD7adk8pxgdP0Qf+G3PhuYT/c4GFJAvTlDAiqqV2w7PrwgnW4r6CpKQwRUtHFgrqCjnFcBFfiJ2U/NwUUh34mr97wuUtV8jMXiabfTT5wDj76Kq/fufCQWw8ZJ5YgQT0cvAEdeAqzqeI+fB8JAyqeuTD/ZSL0pBIRY0i1AL4nKPc0Csg9lRZPSqSKFZIHkE0EQxLQShnGdXuCmpdOojR4DKaeEfALf+HqKJgRTtlpP0em1ZC/w8a8CH/3d+N9nfufkbssehWQUQRAEsS160QyonpdaTAw4R9fx0RoioAxNQSUXAqqDldU1XB6TgPqmFFAXJyyg+nNE3MFB9rrGUJZzYkwtvWBr6QqqBTHMfhYWcwlimrG9+NyafB5Hcr81JF0azdcr51xAJbF0Fa+c2ofLq/XHup6hKXjl5AKWz+3HhRkRULYnNg5sJKDKlpSLmeTqXFGct0t53DjAuRAPTkvU73md9OfDUHzebcv0U6aaL0o/RQkotovvGTp1mXySf7pr4z2+WRHzno5dEPOfqkfGe/w8EPrp1NMwgadoctZTUcqnIe+fVCMjnyaXMicIgiCeED8jmqI5TpulnPqyKTHLKXCG1LgmYEq6Si9ZrUcpp9mAh+K92vp1oHEDWL8BvPCzQPng6OvNH0//u313524jMRSSUQRBEMRjY3tBv4IvKaDCKAElUzhZARVV8Bna5ATUV/VOfwbU7cb2dzV/83AVy0uLuHi2hlp5cgIqWsTsuMFAwsDUFZRMFSVjUEAVTbU/Ayr7OYIgdhfXD7Hec9Hseei56XNr1wnQcryBc6upKaKmbYL1phvBOd+SHHlzqbYlGWWoCi6cWsDyUg0XTu5DwZj+c9YoARWl24oZAaWprL9xIJcCqp9+imY/DUs/deT8p2z6SRFCIhJQu1lN53WBOx+LmU+33hcVLuNE0YFDz8XVe4vnZm9BLPCkeJLJp2ELjKohqvb0gpj7pOqDl9GsRO1eWexaJwiCIPJPlID1nUHpNDLlFMhKPvkndLeWclL1Dar1hry2ENOJ2wbWbwKN60I4NeTfG7cGN7kcPf/4MqpFMmq3IRlFEARBbImNdulHi6Rtxx+YQ6SrrF/BNynRwTnHlQcdXF6t4/KVOu5sU0AxAM8cqeLS2Rounl3E4oQEFOccPS8Q858cH36YXsS0dBVlUx0YZM8YUDbF/KeqpUHL2eI1Qew1vCDsn1u7TrzDk4OjK+frtV0/9fu7rjJULB2VCaZLNyLkHD+628LKah1vXanjv/n28zhYHZ1iOH9yAaamwBlS1WeoCs6fXMCb52ZLQLVldW323F0yNLF5wNRS8700VVSnzhV0lMyc/QrHuZBLUfWe101/Pgzj2U9uZ1BO9VMvUd3aLj2mQ1/MeoqST/c+Gz1L4knYdzau3jv8vJAss4TvAH4i+ZRNtgGAasrkk5RPypDHb1S9GAkoWkQkCILIL5xn6vQS4ikc8jrQvx7StXpJ+cQ3SzkZw6v1djMxTewcoQ8078iE03UpnOTfe4+2fpzGjc0vM5dNRt17vNtKbJuc/SZDEARB5AnbC9CUi6R2VkDJRdI8C6hoMXRcAmp5qYY3zkxOQEXfdzH/yUeQWLdNLmJmd9FHg+yrlo6yNT31XQQxqwQh7wuotp1e/O56ooKv4/gIE89xTWGoWJM9t25EyDm+kALq8pU66u04DXF5tY5vv3xs5PWjqr4VmY7SVYYLJ/eJBNSpBRSN6f+VpefKTRtDNg+UDE0moNSUgIpm980V9Px9DwJPVu81xMfsIpIn5wK5HSEphqafyjIZs0upF86B5q04+XT7A3H7xkmpJpNPF0QFX3HfeI8/STgXO9v7tXvdIRVJTAi3SD7phSHpL5YQT1I+zVpCjCAIYhZIpZzkTKeoam9UWin0E6IpWa3njb7eQK1eVK1HGxRmAs6FWIoq9ZIfm7dHC8mtshUZZVYAax6w18W/KRm16+TstxqCIAhi0ji+TEB10wKKg/dTOMN26ZdNMctiUnM7OOdYvd/G5St1XF5dw93m9gXUs5GAOlvDvtJkKmKCkKPrDq8+VJRIQGkoGurALvqKlfNB9gSxhwhDjqYtBFTLTkt82xcCqm2nJbOqiHNrxZrcuXUjOOf40b0WLq/WsbK6hnrbGXq5lS3IKAD48af3ww9DLC/txyszIKCi9KoQUAGCpIBSgPIG525DUzBXENWpufoe9NNPsnpvo/ST0xEf85J+steBWx/EAmrcu1/1InDkJVELc+w8MHdidoafc55OPXm9wYolpsjKPSmgtCKQ3fDCFCkeo59/SbyBIQiCICYP53GNXrJWz7dHp4VDLqr0Uiknb2spJ80AFCNTradTymnWef9vAx/8f3f2a6xvQUYBoqpvzQXKB4Dq0Z29TcQAOfoNhyAIgpgUkYDKzikZVROlKaw/p2SSAurL++1+Bd+95vDF0K2iMODZI3O4tFTDxTOLWJiQgPKDEJ1+Air9Zl5TgZIUfwVdBUN6EbNa0FC1dBTzOEeEIPYYnHM0bb+fME0KKMeX59bMrCBFVmmWLfkcz9HzmHOOL+61+wmoB63Nz7lf3m/jbtPGoU2q+l47vYjXTi+O66ZOhLSAyqRXpYAqW0JAZc/dUQIqVzWEgQfYidlPQ9NPUkBld0kzRaSe9Gj20y7tavYd4O734+q9+pcYuQv7cWEKcOAZKZ8uAAe+Obx2bhrhYVo8+fYQ+aRK8VSM5z5lT1FMBcxyLKD04uwIOoIgiGkl8NOiKUjU6416nQz8dLVekEg8jWJYykkzZuc1c68TBkD7vkgiNW4AZ34cKG7yPr5yeOdv11aSUQDwU38FgAKsX6N09gSgswBBEMQexfXjOSU9d8icEjlQnedsl34koFZW67i8Wsf9LSyGjkJhwHNH57C8VMPrZxaxUJyMgHL9sJ86S87kAgBDYyiZQvxl67kKhiIq+Ap67pITBLEX4Zyj7fj982uyas8NYgHl+pmqNlNDRSZl8iagtnvOvbxax3+whXTUNNIXULK2NimgovTqMAFl6rGAys25m3MxJNppCQnl99KfD4N47pPXGaxo00w5+6csJcUuPI55CKxdkcmn94SICtzNr/c4zJ8Q8unoBeDIi0KwzAKhXJh0u+Jn7TtIGXNALNDoBUArCQmlWYPySdHF98SsxMk3giAIYveJUk6paj2Zetos5RQ4adHUn+U0OM+zT5RyGqjWM2gTwqxgN2PhtJ6s1buZFpLVI8CJN0YfKzuraZwUFsT7tblj4rG+mfTUi1LEEpOAZBRBEMQewguEgFrvDgqonhcMnVMSCaiyqU1sx3ayDurylbUt7cYfhcKAbx0VCag3zixifkICyvZk7WEmGQEAlqH0Z0AZavr7XjJVVAtiBpShUZ0BQeSBTkJA+Ynnsx+GooLPGRTNJVNFxdQHZgVNmmTqdGUM0v+dq2szJaM4jzdtdBwfYbY+Vb5mZgWUpUcVfDkSUL4r5JPTAJz28PST246FRZIo/RRVr+1W+ql9T8inm++JuU92Y7zHLyxI+ST/lA+M9/iTIvTjWU9eb/gijKrLxFNRSqgh749UMy2ftMnM0SQIgtizBF56flNSOo28ni8TUYk5TuEmKSfGxKYDzYg/RsKJUk6zQeACzTtA43paODVubP091vqNzWXU/DZllGoC88eE1Jo7Lo43dwKYOyrekxBTA505CIIgZpxIQDV6HrpOepGp64kF0radFVDxYtqkaqJCzvHF3Zasg9p4HslWURjw/LF5XDpbwxtnFzFX2P1BqCNniDDA0lWUTRUlU4OWmKfAZG2XEFAaNJUEFEHkgZ4rKk7Xey68RNIpCMN+ujRZfQoARUPtz9hTs7NVJkhy7t53vty+gNIUhpdPLODSUg2vnd43pls5OUIpoDpDBJSqACUr8ZqZEFC5S69yLuVTS9Tv+Zn5iltJP0Wzf7RdSj+5beD2h8BNWb231QqWraKawOHn4+q9fWdmY25F4Kbl07DFRtWMa/f0IqAOWR7QClI+yeo9GiRPEASx84ShFEfJlJOUT6NmMoXhYKWe7wKhNzrlpKiZdJNOKadZgnOguyYTTlI6NW4KAdW6O/qxsRW2MqvJmgPMqnj/uSEMqBzMCCf5sbR/Nt6fESSjCIIgZhE/IaA6GQHVSwioICugjMnOKQk5x4+kgHrrSh319vaqdiIBFVXwTUJAjVrAZAz99FPR1KAmvueKArGAaemoWBqUHC1aE8RexvYCNHse1nteKukUcC6SjraPnhek2q4sXUHF0lHOmYACgK/qHfz/vniAldUH2567pykML50Q59xXTy+ibE73rxphJgHFMwKqbAmpWNTT97NgKKjKCr5stepE8B1ZvdcQYie54MAhhYUUUFk5xZRYPhml3dkFHXjA/R+I2r2b7wEPfrj9RZIUDNj/VFy9d/DZ2Uj3+E5i5lN3eCWTZonEky7TTwNzEpisWpTySS8NF1QEQRDEePDdxPym5EynEb8Hcwi5lEo5+ZvX8SVTTtlaPZqbM7t8/x8C7/1P4v3BTrHVjULzx4F7n4nNLVGyKSmcqkdn4z0ZMRJ6Z0kQBDEj+EGIpi1qotp2+k2o7fuiJiojoBSZuJm0gPrhXVnBt1rHWmf7AuqFY/O4NEEBFYRiUbrj+ui66UXpURVOmsr66aeyqeVqbgxB7GXiGXtuKukUco6uI2WFm5YVpqagLJ/Leo7TjP/q87v4Xz6588TX1xSGF48LAfXamRkRUBv8TDU1mRrOCihVVvANzvbbdcJQzn5qCgk1kH7yRe1eVL+X3WGtWVI+FXcn/cS5GCAdzX268/H4F0wqh4V4OnYeOPKS2J07zXAufq5eT9Qner3BFBtYQjxZgFYUb0JSF1GEcOoLx/LgZQiCIIjtEYZxnV7gpqXTqM0WAymnSD65EEZqAxRNCKZstZ6iU8ppFgh9kWZq3AAOPAtY1dGX14s7K6KArcuoH/+/iPca1hw9Fvcw0/3bIkEQxB4nCHl/h35217btC/nUdnz4ifUJhWVkyIQE1A/uNHF5tY63rqxtW0CpCsMLx+axvLSI104vojoBAeUFoUw/Beh56QUhXWUoyfq97AKmqUcVThqKBr0sE0ReiBKm65mKUw6ZlrF9tF0/tYagq6yfgJqWeW7L5/Y/toxSFYaXjkvpf3oRZWu6z11ByNF1xetldgOBpsabNiwtfT+LphRQeZjf5ztiyLTTHJ1+ctqDMyUUVQqJ4u6ln7pronIvqt7r1sd7fKMMHH05rt6rHh3v8XcbHor5XZF48nqDC5hMieWTJv9kk5hMjaVTJKBoMYggCGI8+BnRFM1x2izl1JdNiVlOgTNkk0ECpqSr9JLVepRymn44F4n2xnVg/WZcr9e4ATRvxwm4n/wrwInXRh9ru7OaNqNYA+ZPiNu02XvIudmZIUs8OdP9myNBEMQeJBJQjZ6HdkZAOX7QF1BekJ5HVDI1VCYooIIwLaAedrcvoF48Po/lszW8dmYfKtbuCyjXD/v1TY6fXhQyNNaXftld8lGFU9XKyQwRgiAACAHVsv2hgn+jGXuawlCxhKyYeCImAeccXsA3lSTfOFTBYsnYdFNAHs654yQpoLJ1trrK+gIq+zONBNRcQZ9s4i0MAVfOfrKbg4Ip8OXcpzbg9gbTT7oVJ2I0a+eFhNcD7nwSV+89+mq8x1c04OBzQjwdPQ/UnpruxbgwSIsn30bqhARIiVgQiSe9IH+OmeMomhRPUj7puzTniyAIYlYJg8FKvUg6jUw5BbKSL5FyCvzNU06qvkG13nS/DyMkvgM0b8kZTjfkx+tinpPT2vz6jesANpFRc2OQUXohnuM0d0zIp/njQPWY2MxEEI8BySiCIIgpIAg5WrYQUC17iICSC6QDAkrOgCoaKpQJCajP+wKqjkfdIcOzH4OoDmqSu/FtT8x/ygo/ALAMpT8DylDjRTDGgKKh9gXUxHfQEwQBQAibnhegZYsq056bXrCPEqatgRl7QlZULC1XQplzjq/XOlhZXcPKlw/wyql9+FNvnhl5HYUxXFqq4bc+vj3wuWTq9PUzizMhoKLzdzfzs9Y1hrIxXECVogTUpAWUZ4uFiah+L7l4xSHmBLly9tOG6SeZgNrp9FMYAPUfyeTTe2I+wKg5Fk/CvjOieu/oeeDw82KhZFoJ/cS8p95gtSIgfmZ6MZF+GjJTQTUy8sna+dtOEAQxa3CeqdNLzHQKR/w+m0o5uWn5lN0UkoQpsWTKVusx+r1x6uEh0HmQEU7yT+seRsrIzWjc3Pwy1rx4X+C2R1+OKUDlkJjjNHdMyKb5E0JAFRdpMwsxNkhGEQRB5JQw5HKHvruxgHJ8eP4QAWVqKJoTFFC3G1i5soa3xyiglpdqeG0CAiparI52zwdh+vtd0FWULA1lQ4WamLPAGFCxNFQtHRVLg5bjmTEEsZfwgrAvmFqOl0o5ARsL/jzM2BuGEFBdXF6tY2W1jlvrcSf85Str+BPLpzd9LVhOyCiFISX9J1F7Ok6CkPcTrEMF1JAEa5QmnpMz/CZ2/o7ST7aUT0PTT21Rv+d2B3dk61YsJbQdlhKci529UfXe7Q82X/R4XIo1MfPp6AVRwVdcHO/xd5PAk+KpKz4Oq3BSDVG1Z0gBNWwXfH++lxRQmrHzt50gCGJWCINMwsmOq/ZGCYLQT4imZLWeN/p6A7V6UbXedL/XIjbgi38JfP9XRc1e9j3cuFjfwqwmxoRYuv8D8W9rLk45zcs/cyeA6mHxmCSIHYZkFEEQRI6IBFSj56FpewMCKtrR7frpN7klU0XZ1FAytYkJqM9uN7CyWsfbV9ewPgYB9dIJIaBePb2Isrm7L1f9Afauj67jI+GfwBSgbGgoGRoKpgo18f1WFMj5TzoqpgYlO6uBIIhdh3OOjpzx1LI92F56wT7gHD0nQMf10XXTCag8VJwOg3OOa2tdrFypY+XLtIBKUm87+OJuC984PHqw8dOHKvixc/vx/LE5vH5mEXMzLKAMKaBKeRVQXi+u3nPbGEw/SfE0NP2kyblPZSEvdjr9ZDeA2x+K2r1b74lh2uNELwCHX4yr9+ZPTu+uXN8RtXtuT3wMhrxPUk1xnyP5NOznpxfT8kmlX+cJgiBGwnlco5et1xuV2A05EGZTTt7WUk6aAShGplpPp5TTLBD6QPMOUKptnsgOXGDtys7ensb1rV3utT8tUvJzxwFr9O8FBLHT0LtXgiCICROGHC3H78+BSgooN4h36GcFVNFQUbE0FA0N6gSkRxByfHq7gcurdbx9ZQ3rve0LqPMnF3BpqYZXT+1DaZcF1KjFS1UBinL3fNFQwRJDGTSVoSrnh5RytFhNEHuZ5Py8bLIUEPV7XSdAxw3g+mHq81Gt5iQF/zA457j+sIsVmYC6+Wi4gMryndX6pjJKYQz/xU88PY6bOTH8IOxLx56XPoebupjhVzIGBVQ5ElAFfSKvpQiDdPVeNiETeLJ6ry1EFc/Y0n4yZhfST74D3PtUpp/eA+pfYlvVMlmYAhz4pkg+HTsPHHhm54XaTsC5WPRMJp8GhtDLn51eAAw590nJLlKy+GcbJdymeQ4WQRDEThL4adEUJOr1Rr1WRXObBv5s8rvtsJSTZkzn6xaRhnOg91BU4EUznNZvilq95m0hI3/qrwLHXx19nLljO39bmSoer5slmg4/v/O3hSC2CJ0lCYIgJgDnQkA1uiIBlayJ8oIQLcdDx/HheIMCKlognZSA+v4tKaCurqGxTQGlqwwvn1iQCah9KBq7+7LkBSE6sn4vu3ipqwwlU0XJ1FDQ07fL1BWZgNJ2/TYTBDFIGHK0Xb8voJxM+skPQ3TdAD1XJKCy1XyGpqBoqCgaaq4q+ADg2lqnX8F3Y4sCKslbV+r4k1uo6ptGonN42/EHEm+RgCqb2sAMv4olBFTFmpCA8npx9V42/RRywE/OfsrIKUWLBYVe3Fk5wUOxo/fW++LPnU/GXzMzd1ykno5dAI68KKTLtMG5SDslZz5lKxOZIir3dCmgtKLoxMxeJpJORknM+BoQVARBEHuYKOWUqtaTqafNUk6BkxZN/VlO4cbXi1JOA9V6xvQmdYkY35ay6WZ6ltP6DZFEH0Xj5uYyav74eG6nXpJVesczH4/t/EYkgtgBaAWNIAhil+BcJG/WNxBQ0Qyo7CJq0VD7C2qTElCf3FzvC6imvb0B5LoqE1BnJyOgRN2hqDx0/CGLl8ZgfRMAFAwV1YKYAWXptDOZICaNLWe5tWyRaOSpNjMx663nBOh6g2JfYUDR0FCQAkrP2Uy36w/FDKjvrNZx42F3W8d62HFxfa2LU7XSmG7dZIleLztDBZTSnwGV/Jkyhv4GgokIqDCIk092c3D4ue+K6j1vo/RTIa7f08ydva3t+3Hy6db7gL0+3uNbc0I+Remn8sHxHn834GFaPPn2EPmkSvFUlBKqAGQfdn2xWI7lIi1uEgRBCFmUnN+UlE4jr+fLRFRijlO4ScqJMUDRZapJT8snSjlNP2Eg3ts0bgwKp879Jz/u+hbq8Qr7hEjaTGwB4n1D9cgQ4XQcKCzQ+wNipqAzK0EQxA4SCahGz0Oz5yNIDB/yw7C/kJoVUAVdRdmanIDygxCfJBJQrW0KKENV+hV8r5xa2HUBFaUhOo4PL4h/BowBlq7065uyi5clU0PV0lAt6LlbrCaIvUZUpSnOmx68THWpF4ToegG6jo+uFwysDZv99JMGS1dylX4CgBuJCr7r2xRQCgOeOzKH5XM1vHFmEfPF6R5GPGrDhmUIATXsHF61dJmAmsAMP7cb1++5HQymnzqA0xE1btn0k6rHs4F2Ov3kdsTcp0hANbYwCPtxUA3g0PPx3KfFs9M3MyP0E+KpJxZEs92fiirFU1FKqCE7lRUdMMsJ+bTJrAmCIIhZJgylOEqmnKR8GjWTKQwHK/V8V2z0GJVyUtRMukmnlNOscv0d4If/VNbq3dy8cvFJ2Mr7JcaA+WPAgx/F/1dYAOZPCMk0dyz+e/UwyU9iz0CPdIIgiDHDOUfHDdDoeWh0vaECqu34sN3hAqpkqBMZnO4HIT652cDKlTreubKGljMeAbW8VMMrp/ahYOxemohzjq4r0k8dN0j9DBhLf69VJb14OfH6JoIg+vTcAC3HQ9sWs9yy6SdRvSee51k5pSpAwRDP80nN1tuMR10X//zTu7i8Wse1bQooBuC5o3NYXqrhjbOLWJgFARXVLmZSrAVD6SeGtcQ5XFGiBJSOirnLAirwAbcV1+8NTT91xO5Yt4uUnOqnn6LZTzuYfgp94P7nwE1ZvXf/89GLd48NA2rn4uq9g8/tfJpr3IS++BlF1Xv+kJ34qi7Fk0w9aUOeb6qZlk/T9n0gCIIYB76bmN+UnOnkbnwdDvE6mko5+ZvX8SVTTtlaPZq5N/0ErtjQspm0ad8Dvv53O3tbGje3drkX/rC43XMnhJiaxjpighgzJKMIgiDGRMfxsd7z0Ox58BPpmyAhoHoZAWUlKoUmJaA+vikSUO9cHYOA0hS8IhNQF07uroAKQo6eG6Dt+ug6PsLkOp8ClA2xc75oqqnZKarCUJHpp11fvCQIIoUfxInRtuOnzqWAqNnseQG6cs5bNpxg6QqKhoaioU5FnabjhfiV726h5mMDGIBnj1SxfG4/Lp5ZxEJpugWU68evl25CQEUp1mhm4jABNVfUUTZ2+RzudkXyyW4OVrCEXIonKaCyu3JVPT37aafSQpyLKplb7wkBdecjkcYaJ+WDMvl0ATj6EmDNj/f4O03gyuRTV3wctoNaNePaPb0IqEN+jdYKUj7J6j1V3/nbThAEkQfCMK7TC9y0dBq14SEM0vOb+vLJRWrTRhZFE4IpW62n6JRymnY4B7p1IXvWrydmOl0HWneBn/qr4j3HKOZP7Pzt7DwQj/HNNpqc+fGdvy0EMWWQjCIIgtgGXhDiQctBY5iAcgO0bR92ZsF0o5kWu3mbP76xjstX6njn6kO0tymgTE3BhVP7sLxUw4WTC7u6AOwHIToyAdV103UOqgKULCmgDBUsMaxB11h/93zJUHNX10UQewXOxWynli0EVC/zPA5lyrHr+eg5QapmExAyOUo+FQw1l+mnURyas7C0v4zVB+0tX4cBeOZIFW8u1fDG2Rr2TbmAiub4DRdQsrI2k2JNCqiKqe3eOTzw5eynKP2Uef30HSGoXFm/l00/Jav3djIl030oUk+33hcSqlMf7/GNEnDk5bh6r3p0uhb/fCctnwZ22TPx89ELUj4VhuyoT/w8o/QT7bonCGLW8TOiKZrjtFnKqS+bErOcAkfIqI1gSrpKL1mtR+fb6cftyjlOUjpFf2/cEK/NG9G4sbmMmjs+vttpVmSlXmaWU/UoJZ4J4gkhGUUQBPGEhCHH6v12X0IFnKMjd/QPCChN6c+AmpSA+ujGOlZW63j3qzV0nBFv/LeAqSl4RQqo87ssoEYNr9c1JhJQlgpLS7/EWbqCakFH1dJ3NbFFEESaZP1ay07P0gOknHCFmLK9cCD9VNBVFE0VRUOFqeX3ubzedbc0q2n5XG1TGRUJqOWlGi7OiICKHgPZOX4b1aiqCkO1IGpUy7sloDgXwiKq3htIP4Xi825bzn4aln4qA0ZxZ9NPvg3c+Tiu3nt4ZbzHVzTg4LNx9V7tqemZa8C5+P4k5dPALn0W1+3pBZFwUjI/K6aIIeSRfNJLg5chCIKYBcJgsFIvkk6bpZx8N51yCvzNU06qvkG1HqVLp57QF2mmxg1gXaaboqRT9wk3yqxvYVZTcVG8no+SWkkUTcilSDYlxZM1N10bbghiCpiS3yIIgiDyR9sVFVJROipbGWVqMgFlTU5AfXh9HZcjAeVuT0BZuhBQl87uvoCyvXj+k5uZHWLqDCU5vD67MF0wVMwVdFQLg58jCGJ3iOboCfngDdSVBpyj5wToeKJiM8isc+gqQ8FQUZLpJyXHvxDeXu/h8modK6t13G708Hf/5GubnnsuLdXwS299PfD/DMA3D0cCahGL5enefRmdx0cKKFODmqlRnSvqmNvNFGvgCfE0Mv0U1e/1kE4/KWLxI6rfU3dIGoYBUP9SVu+9B9z7bHBG1XZZOCVq945dAA4/L2TaNMBDwLPFvCe3O7wiKvo56QUx90mzgGyqkqlx3Z5ZljIxv+cegiCIx4LzTJ1eYqbTqNcTjkSyyU3LJ75ZyskYXq23Uxs1iN3n3mfA1ytx0ql5e/SMryehsQUZxZgQSfUv0v9frA0Kp/njom54WjbZEMQMQM82giCIJyRa2/DCsF8RZ2hxBZ+hTUpAPcLKah3f/erhtgVUQVeFgFpaxPmTC7smdDjnsL0QHVckoLILl5au9AVUUvQxBpRMDVU5A2oSEpAgCDH7p2V7/fk/YWYt2PZ9dJ0AXS+Ak0k/RXKiaKgoTShN+jj0BdSVOq4+SCdn3r/2CBfP1kZe/1DVwtKBMlbvi3RUJKAuzYiAipKs2fN40VBRNjUUMwJKU5ncRLBLAopzIZYiAZWdpxSGIhHlyNlP2UUV1UjMfirs3KJa87YQT7feA25/KG7vOCkuiuTT0QvAsfPi39NAGAjx5Mk/vo2BOKWixuJJLwj5lH1YKXpaPmkWySeCIKafMMgknOy4am9UWin0E6IpWa3njb7eQK1eVK1HKac9Qf1L4OO/v7NfYysyCgCe+kng5MVEyunY9GysIYgZh2QUQRDEmDA0BSf27f4bHNcP8eGNWEBlZyc9LgVdxaun9+HSUg0vn5jfNQEVco6eGyWg0umIaOFSCKh0dRNjkPOfNFQsfepmxhDELBCGHB1X1O61HR9OpkIzCMV8t54rKviycsrQFBQNIaAsPd/pJwC40+hhZbWOy6t1XMkIqCQrq/VNZRQA/PSLR7Hec3HxbA21GRFQbduHH6YFVMnQpIBK/4yjOX5zBR0lcxd+PYnST3ZDfMzu5vZsIZ7c7oj0k6zf26n0k90Ebn8QV++1bo/3+JoFHHkxFlALp6ZDvoR+LJ4i+ZRF0eJZT3ph+EwH1ZA/w7IUidbO33aCIIidgPO4Ri9brzcqlRJyIEwkm5LyabOUk2YAipGp1tMp5TTt8BDoPJBVejfij40bwO/4c8CRl0Zff36Ms5o2onVPPL43m9f03Ld3/rYQBPFEkIwiCIKYQlw/xPvXH+Gt1Tre/eohet72BdRrfQG1sGupriDk6Lo+Oo5YoE5uZlYUsXBZMjUUM9Vc0eyQakFH2dCgkIAiiF0nkg4tWyRfks9fDg7bC2T6yYfjpXfRKgwoytq9oqHmPv0EAHcbdl9AbTbjKeK7Xz2E7QWb1pr+2FP7x3ETJ0KUZI1ScEFGQJVlinWYgJorCAFVNHb4V5J++ima/ZRNPwWyeq+7hfTTDtW1Ba6ot4nSTw++wMjd548LU4D934jnPh14Zjp2qgdePOvJ68nZIxlUQ4onKaCG3S/NisWTURYLqARBENNCGErZJJNNgRN/HHZeTBLNbRr4s0m967CUk2ZQndks4LaFaErKpmiWU+AMv8769c1l1NyYZZQ1J5NNJ0Syaf44MHeCHoMEMeXQM5ggCGJKcPwAH1x7hJXVNXzv6+0LqKIhElDLSzW8dHz3BJQfiIREx/EHUlyaKmr2SqaGgq6CYXDhsmrpKO7W7BCCIPoEIe8Lh7btD8xv84IQXS9A1/HR9YKBMS1mP/2kwdKVqXgO323aooLvy60LqCSOH+L9a49waWnzdNQ0wTlHr1/BF6QFlAKUN9hIYGhKX0AVjB1O3fqurN5rAE574/ST0xE1b0mYIlJPRgnQSzsjbTgHHl6N5z7d+WTjBaAnZe5YnHw68iJgVsZ7/J3AdxKpp97wxVLVFD+fKPk0bFFKL6blk0q/9hIEkXMCP043BW7642ZzAcNwUDT1ZzmFG18vSjkNVOsZ05GWJTYm9EXF74BwugH0Hj3+8da3UI9XqonNH8NSyxuh6kA1IZrmj8Uznazq499OghgG5+I82j8/eo/3OCXGCr0rJwiCyDGOH+D9a49webWO7339aCwC6rVIQJ1Y2LU0ghfEu+az9V26xlA2NJQtbaAS0NIVVOXC5WbJAoIgxo/tBWjaHtq2kMfZ9FPXDdBzfXTcAJ6fTnGoClAwNBTl/CdtCtJPAHBPCqjvrNb7c5y2w5UH7ZmQUWkBlalSlQKqbAkBldxIsGsCinOx09eW6aesYOqnn6LZT5nXU82M5ZNe2JlFuPZ9UbkX/XmSxaBRmFWZfJIC6v/P3p+HSZKl5Z3oe2zzJfbc1+hasnqrqq7KrGJ6RSA1F2iYgW6GTUIa9kFC0pUeXWlmhEYgzdXckdByRwtaEBpgBiQhsQvEIhBrN4zorqzuruqFqsrKiszKzMrKzNjd3dYzf5xjbsfMzd3cI9wjPTzf3/NEepinuZl5hIdF+Pez9/sWTo13++NGSlV4DdtZ+qn4fYFQhS23AXh67pNVPJeITDqlCTaLfzMQQqaQONQt9Pxe8TSoNR6gzo+pZEpCnYwKVau9nnOngRBqLp7jZbepcGLCZDbYuAbcfD4vnrZuDBaRozLMrCZhqQth7r7c+3/zJ9X/FZNOcyf4O5uMBymz82MqnFIpn0S9M0XJfYO/eQghZMrohFpAvXIHf3D1Hjrh/v6InPNsvPuRo3j/o8dwcXX5wARUJ0znP8U9CYqaa2GuZmPO6xVQzZrdnQF1UPOqCCGKKE6w62sB5UeI4vwf7UEcoxWo9nvtMO75m77uWmh6SkjUnMORfooTiT98YxvPra3j46+tj0VAve3kAt5/QZ13Tywe3lk0XQHV6Z3lZ1kqyTpf6xVQNTcTUBO9kCAKdOs9LaCKRZewowRV0OqTfprTCZsJpZ+CXeDmJ7PWextr492+7QKn3qXE07lngKMXpnteh5Tq+2DOfCp+z4QFOA01w8ltqs+LrXiFlU89uWWCihBC7gNpMTSXbjJa6lXJgW5LvbD3Kv4qWWXZhXSTy5TTg8L1PwA+9o8mu49hklEAsPoeYOVhnXQ6r2/PqQtLCNkvPcLJSIJWCSdhaSHvqpS95arzZNq62ToE7atnBMooQgiZAlIB9bsvKwHlR/sUUDUb73n4KD5w4RieOn8wAiotWu76SkIVB9fXXRvzNRtzNQeOUTRKZ4osNlws1J1DMTuGkFnBlA1bnQjtQuvMJP25DiK0/RhhXEw/Cczp1nsNz4Z9yOa3/cvfuYJf/+wb2A32lzoFgLeenMf7Hz2G9184hpOHXEC1giwBlRRn+fURUHUtoBYnKaCk1K33tpWAKrbXSCIlnoIdlbTpST/Vs/Z7zgTST0kE3P5c1nrv9meri4ejcvQxNfPp7DPAqSerB3jfT5JYfY/S5FPU6S0SCDsTT25TfY+K3xbLMZJP85NLrhFCyDB0W+L5RsrJEFCD5v1J9Eqm2FcSKgmrZZXtZgXUrmzS9zFdcrhJYpWg3lzL5jdtrgFf8B1qzuMglsc8q6mMnVvqdWtXzFz8gu+Y/LGQ2WYswilNfxrCaVASVFjA4pnxPxdSCmUUIYTcJzphjD+4eg8ffeUuPj4GATVfc/CeR47g/ReO4alzByOgEl20VPOfCm2bBDDnOZir2WjWHNhG4ciyoNJPdRfzdefQFbAJOcyEcYKdjmqbud2JcvN+ANUetBXEaAUROmHS8/d+w7XRrNk6/XS4Cx9xIvcloh47MY8PXDiG9104hlOHWEAlhoBqFQSUbQFzdSWgirP8Gp5qpbpYn6CAinwlnzqbSjKZhToJLTp0+72inOqmn9LWbWN+6yOlaltz/eOq7d6Ny0q6jJP5k3ruk/5oLI93++MkifKpp9jvLRhYjpJJTlO33SuRabZXkE+H92eLEHJISeLeVFN6GwcVj5WqdZ7ZJspsGzVIVgmhzpO5ZJMhoKY5/UqGo7Ol5zetKeG0cU1Jp63Xy+ckPvJKtYxaOjf+42ys6HZ6Otm0vIreq0UI2SODhFPZz4FJqXDyVOKp6m99y1GpKMdTF0DZnvpb1GkwZX+AUEYRQsgB0g5ifPy1e/jdl+/g46+t97SvG5WFmoP3PHIU779wDO86t3QgAipOJFqBKmQXZ8hYViqgegfXO7bAQl0noGrOoWjfRcgskCZdtjsRdvwQ7SB/3omlRNuPsRtGaAcRomKYxBJaPvX+XE8riT4xVR3rxdVl/OKnb4607QtaQL1/hgTUrh/lzuW2Bcx3BVT+7UIqoJYa7mRkZJIo6ZS23itLP/l67lPQ6k0eOfWs/d4k0k/tdeD15zIBtXt7vNt354CzF1XrvbPPqALQtP7MxaGSTmnrvcjvXcf2dNs9/eGUXFHd/Z5p+VS2DiGEjJs4KqSbDOGURIMfm6aj+l25PwhhZckmyxBO6fK0nvPJ8MSBmtmUznAyZzl1Nkfb1jCzmuZPqtdRlSgtYteA5XPA0mrWTm9pVd3nzY+2LUKKmMIpKjlfDmISwsmuATY1yDTA7wIhhEyYdqASUL/78h18Ym1MAurRo/jAo0pAOQcgoKI4wW43AZUv/Dm2ats0V3LVvOdYWGw4WKy7qqUT31wRciAEUaKTT2r2U1I47fiR/nkOY/iF9JMQOv2k2+95zuG4Suzujo/nr23gubUNPH9tHf/Tl78dT55bHviYJ88uwbZETzqsyIXj83j/hWP4wIVjOLV0yAWUrwVUkBdQ6bm8XEDZ3RlQE3k9RL66Utjf6pN+aqkPf0cVCU0sWwmctP3euNNPUQe49els7tPdV8a7fWEDJx/PWu8df9v0DpSPA/29SJNPJYUEu5aJJ7dZ/qbfaQA1Y+bTJOZ1EUII0JtqMlvqVbVRTSIgKpndlAS9bWCLCCsvmcyk07Se48nodDaBe1dUyskUTtu3qlsuDssws5qEpUTSvStl/wksnMrSTWbSae4Y03Zkf+xXOOXOjXsRTvqjm3Cqs2XpIYC/BQkhZAK0ggh/cHUdH335Dj7x2jqCeJ8Cqu7gfY8cxfsuHMO7zh6MgAqiBLt+hJ0ggh/mj99zRLdoWbwyvuFZqgXfpAfXE0K6JInEbpC13iv+zMZJolvvqflPRTnl2qKbaKy7hyP95EcxPnNjqyufrt7Nt0e7fG2jUkY1PQdvP7WAF29s9fzfI8fn8AEtoE4vNcZ56AfKoDSr+r7bmK87qDv5twXNmhJQi/UJCKgkAYJtLaC2ewVTHKm2e+EOELR7C4ZuXbdvS2cMjfH1msTA3ZdU6un6J4A3Pl39ZnpUVh7K2u6dflqJtGkk8vPyqedqf6He+LvNTED1FACE+n9TPrFIQAgZF2khtCuZOnnhNKglHqDTUbpomkqntKBaJRMsJy+bzFlOFE4PBi/9KvB7PzDZfQyTjAKAE+9Qv4eXCkmnxbPTPV+STD/jFE7puZLC6YGGvyEJIWRMdMIYv/n52/joK0pAhXHFm58KFusO3vuoKoSmV+9Pmk6o0hI7ftRz/HXP6s6A8uz8L/+5mt2dG3JYUhSEHHb8SLfe0/OfTMkgIdEJs9lPfpj/ebaESrukrfcOosXnfpFSYu1eC5fXNnD52jpeeH1roOh/bm0d/917H6rc7qXVFbx4YwueY+HJs0u4tLqMZ99yBGeWD7eA2tXpp10/L3JcW2C+5mC+3nsxQXouX2q4439NhJ2s9Z6/jVyBME0/BXr2U1n6yZvLElDjLvJt3VTy6fWPqxZ8fq+c3BeNI0o8nXsWOHsJmDs+3u2PAylVEdeUTz2FWGGknhrl/fWFpb5PqXxy59iDnxCyP5KkN9Vk3g4SThK6iBoAUaRnOQWZhKqSVea8JrOYyvlNs0USqTST2VLvnR8Gjj46+HFLq5M/tq0b6viq/vb5I39l8sdCZpdUOOXk/LDCye49R+5LONXV5xROMwtlFCGE7INWEOF3Xr6D3/zcbXzu1jaiilZPVSw1XLz3kaP4wIVjeOIABJSUEu0wnRkS51pVCQHUXRvzNRtzNQeOUUwSApivOVpAOQeS1CLkQSdJJHaCqCugii0/o0S100znPxXryDXH6rbeq7vWoWibudkO8clrSj5dXtvA3d3he+G/8uYuNtshlhqDW4B98VuP420nF/DOM4uHQsr1IxVQOyXtVF1HC6iSNOtcmoAat4BKEkM+bfXOMYgj1ZKvO/upGNdr6CTNnHpTOk78bSWdUgG1dWO823fqwOmn1Nync88AKw9P3wwQmShBGLXV1z/q9H4PhK1SaG4zm/tUfBpCi8LagpZPzel7roSQ6SeJ83Obok4mnJKKQmgitWQyiqfd1noRBgonIQzZVJjdZHs8n80SUqq2epu6pZ7ZVi8VPibH314to5bPT+ZY547pdnrn1T6GkVGEVCGTvGAqJp0GQeFExgjPZoQQMiJbnRC/9pk38HPP38BHX76zbwG13HDx3keP4v0XjuGJM5MXUOnQ+l09tD4pzIpJ00/NmgPbeANmWVDt9+ouFuoOrANIahHyoNMJVfppuxP2tFiTUDK5peVDEOXPRbYFNDwHTT3/6TBI4yhO8Llb27h8bQPPra3jlds7VdcsD+Ty2jq++G0nBq5zYrGOE4uHcw5UnEh9McHwAkoINRtqaRIXE4RtJXo6evZTT/pJJ5+CVkn6ydFzn3T7vXG+OY0D4I0Xs9Z7dz4/vlkOgLo6/tjblHg6+yxw8p3qjfY0kcRKPIVtlX6KfOROKICev9UAHN12z6n3yifLzdrt1ebVeoQQMgxxWEg1GbOcetqAFkiS7Kr9JMzPcqp6rLB6JVMqniyHwmnWiHxg63VjjtP1TEAFO8NvZ5hZTfMn1WuqSpiW4Tbywql7e079HUTIXrifwsmpZ630KJzIACijCCFkRP7hr72Ef/W7r+5rG8vNLAH1+AEIKLNlU7GgbVnZ0PqmZ0MYlSfHFt3003zNORRJCkIOM3EisdOJsO2H2O5EiArtMoM4RjuIsevHaIdxTy255qp2mk3PRs05HOmnGxttXL62gctr6/jU9U20w4qh4CPw/LWNShl12IhilYDb6UQ9XytPC6i5EgE1rwXUwjgFVBJnySd/uyT9FAK+nv1UbPsmhHqTOon0k5TA+qvA9Y8rAXXzk+oq+3GyeEYnn54FzlxUyaBpIomydnupfCpiu1niyW0CTolAs2t5+cS5E4SQfkipi6CGZIo62edVFwEkUV4ymQXV4uzAIpYuolpGuqk7y4llr5lDJsDumzrhtKaFk/585zYq2y8OwzCzmiwbWDoLrF8t/39hAQunjBlOhnhqHqUIJXtjIsLJq5ZGReHk1LLEE4UTGQH+ViaEkBH5iidP7UlGLTddvO/RY/jAo0fxzgMQUGGc6PRT3FOwTIfWz9UcNNz8rwLPsXTLJgdNj78mCJk07SDGdifEth+hXZDFiW6l2QoitPy4Z5abbQk0PRtznoOGZx/IbLlxIKXEv/ydK/iDq+u4tTVeSXBupYFLqyu4eH4ZT5xdGuu27xeDBFTNFd0LCsx5fqaAWmy443tthG2VfPK3e9NPiQQinXwKdnvllOVk8mnc6afdN7Pk0+ufANr3xrdtAKgtqnlPZ59V858WT493+/slDvLyqawYYdeytntuE7BLfsc7RntEb75cUBFCHlyk7E01mWmnqvlNOdEU6llOuphaJasspyCZ0gKqy0Log8YLPwX83g9Mdh/DyChAiaX2uhZNq/r2nBJQi2fU65WQUaFwIjMMq4yEEDIiF8+v4NRifagC6pGmh/fpFnzvOL048UJxECXdlk1+YZ6M52QFy+LMkIZnqRZ8DRd1l39kEDJJolj9nKr2e1FuVhsA+FGMVqA+OiXpp4Zuu9es2T0/y4cFIQSu3Nkdi4iarzl46vwyLp5fxsXVZZxYOJwt94qkFxTs+BE6Yf58XnMtzNXsUgG1UE8TUGMSUEmcJZ86W72taKJAyae+6adG1n5vnKmaoAXcfF7PffpE/6uS94rlAqeezFrvHb0wXW/CIz+TT1G7vDDh1HXqSX/0pAOEklKmfCoTVISQB4sk6ZVMqYAqXmRQREK3zguAKNKznAz5VJVYMWc3FWc5ielvN0z2QBwC2zeADZ1ueugDqlXdIKr+fxykc6SqknUf/F4KJ7I3isLJFE8TFU6u0UqPwokcPHy3QQghI2JZAh968hR++KNXS///SNPD+y6oFnzvOL0Ia8Lx+04YdwuWxdRE3bO6M6CKBcumZ+sWfC48h2/uCJkUUs9pUwIqRDvIi4VYStV6L4jQDiJEhU40jiXQrNloeg4a7uFJP1VxcXUFL97YGvlxlgDedmoRF88v49LqCi6cmJ+Zr0moReWOH8EvEVDpDCjXaLMnhJrnt9RwMV93xvO1CFqZgAp2UZp+8nd1AqdQmLTdLPk0zvRTEgFvfj5rvffGi9Vtm0bl6KNZ671TT463deB+kFIVgYNWNvcpKT73tO1hU6WfnKbqw1tcJ5VOqYBi0YGQB5M46hVO6W3V/JtEn5PSgmkcqO0lwRAFVNErmcykE9uWzSZSqsTyxjXdTu+amuO0eV1JH/NClvrSEDLq/OSOdf6knuV0Tv08VHUKoYgigxiLcPJKEqGjCKe6egyFE5kSKKMIIWQPfOWTp3Myaqnh4uL5ZXz5E6cmLqCkbtu1o1vwmakKIVRqYq7uYN6zYVv5guVC3cFifcwzQwghPaQpxXT+U1LoPONHcXeGmx8mPemnpqfTT55zKGRxJ4zxwo1NXF7bwOVrG/jfPvIklhqD35xfOr+MH/v914ba/omFGi6truDS6jKePLeM+drs/Akbxgl2OhF2gl4BVfeUgJrzegXUkr6YYKHuwNqvgIqjTD75233ST7tAqFvwmXJKiEw8eXPjSz9JqYpUr39cCagbz6v9j5O545l8OnsJaKyMd/t7RSZqzkq37V67t32VsHTqrKFunYYytbl17F75xEIvIQ8OcViQTX6WcqqS+UmcFU6T0Jjl5JfI8ALCKoimwiwnMruEbWN+kxZPm9dU6mnY3+Eba9XrLJxSiaUk2ttxenOqjd7SOTXDKW2vt3R2ei5EIYeHcQunbjqUwonMJrPzTp4QQg6QS6srePLsEh4+NodnHlrBvOeg7tpYPdKcyP4SKdHyY+wEEVp+BLOrl7CAeU8VKxs1G7ZRaLIsdNvvLdTGULAkhJQipcSunv200+ltqxYnSbf1XiuIEBfqyq4t0NQpxrprTzxRuV+klLh6dxfPrW3g8to6Xryxhcg4MT1/bQNf9NbjA7fxyPF5LNQdbHd6CwkN18aTZ5dwaXUZF1dXcHqpDjHlX5NR6AqoQktVIYC6TkDN1Rw4xgUFYz+fB7tZ671igShJVOopFVDFN9Jp+ilNQI2rdVJ7I2u79/ongJ03xrPdFLcJnLmoZj6de1YVnqbhdZXEWj61dNu9DnoMtbD1vKc51XLPqQPFQ+/O5FrQ35vGdDw/QshkkLI31WTOcqqawZREet2wd5ZTlayy7F7J1C2gssw00yQxsHNbJZs2rmn5pD/ffXP/29+8Xr2O5ah5TIPElbDVOkvntXA6nwmoxgp/P5LRyAknc+4dhRMho8K/EgghZA9YlsCPffu7sXavhVYY4cb6/ueeFIkT2Z3/1ArybwhtC2jqdk1Nz4YwKlKOLbDYUC2b5jx7pgq4hEwTfhSr5JOWCmbtWEKq9JMfd9NPJmmrzKanfobdQ5BUXG8FeP6akk+Xr21go9X/jddza+uVMsq2BC6eX8Zvv3QHAsCjx+dxUcunt59aOBRfk1HopuX8CEEfATVfc3KJ1lRALTWVgNrX+bybftIJqOLVxJGv5FPQUlKkLP2UyqdxpZ8iH7j16az13t2XxrPdFGEDJ9+p5NPZZ4ETb5+OImkS5VNPUcnfEJajpVNTp59Kvua2V5BPvJqbkJkjSXTh05BMkdFeb9AMJoleyZQEWcqpSlbl5jYVZjmxCPpg8rn/CHz0/19dfN8Pm9eGW2/pvJJRjSNaNJ3PbpfOA4unp+N3Pjk89BNOcVCdwhN2b+vRUYVTd3ZTKpzqJS2XCTn88MxMCCFTRDqwfteP0Q7zAsq1BeZqNuZqDhpu/vRdcy19xbyDZlVfa0LInkgSiZ0g6gooUygAQJSmn/wYrTDqac3nORbmPBsNz0bDnX5RHMYJPnNzS7XeW1vHlTvDt0h7fm0DUsrK5/gVT57Gf/XwUTx9frmyrd9hJBWWxZl+SkDZmC9pqWpbAosNp5uA2vPrREollTpaPpWmn3Z1+qnVJ/00r2cQjSn9JBPg7staPn1ciahxF7SW35Iln04/pSTN/SYOtXRqK9lXnLMF6CteG0pAec3yVlZO3Wi7N6+KFYSQw08S96aa0tuy80XusbIgnAJjllOIgbJKCFWsNyWTKZ3GlXol00scqJlNG9eA428D5k8MXr++NFkRBQCbr6ufiaoC/gf+IvBH/6r6fUjIsEyTcHLq6nMKJ/KAwYolIYTcZ9L0xG6hXRMA1FyBOU+1a6o5+T9wGp6tCpZ1F3WXVycSMgk6YdxNPu2WpJ/aYYy2r+Y/BVG+4GMJdJNPTc+e+jltUkpc32h35dOnX9/sOScNy71WgNfutvDQscEi4PEzS3va/jTTCdX5vExANbSAmusjoJYaLub3I6DiUM996pN+CjtG+7028uknS4sQ3X7PHpPo2L6l5z7p1nv+1ni2m9JY0ckn/VFVSDsIIl+JpzT5VFa4s2vq653Kp7Krt9M0WiqgOGuFkMNLHGWpprSlXiqgqgqgaToqMYqmcaRSTpXtoSxjbpObL6RaLluVPQhICbTuZDOczNudW1lC7ov/KvDWLxu8reXzEzxQoWZBLZ9Xf6fUFwevPjc4gU8eYCicCJlqKKMIIeQ+0A5U8Xq39Gp5C3N9BtbP1Rws1tUV87PWwoqQaSBtj7ndCZVMKAimME7QClTrzFYY93S4qbkWmq6tBbI19emnnU6ET17fwHO69d6b2/7Ytv3c2nqljJoVBgmopqdeD3M1JzfTbywtVaXMZj/5W7q9nkGafvL17KfiG/Bum7d0vtAYfq/428CN55WAev0Tw81+GAW7Bpx5Kmu9d+SR+1tMlVIVk822ez2FDqGKEal8chslBQ1hiCctn9gGi5DDRTHVZIqnqhlMSdxnHkmg/m8QwioUT/UsJ8djm7IHiaClJFNROG1eK28HW2RjiPZ4i2fU662qxeMgaov5dnrp54tnxtcGmMw+pcIpnYFXIZwsu2Te3SjCyZzdROFEyKjwLxNCCDkApFQJip1OhN0gRpwMd7W8EMBCXV0tv1B3Ye93YD0hpId2EGPbD7HdidAO4lz6KdE/u6mAKsop2zLTT86h+BnthDF+6rnruLy2gZdubyMZ0MFnVBbrDp4+v4KLq8t4ZnVlfBueQjphrGZAdSJESa+Amq85aJYIqCUtoJp7FVBxqFvv6fRTscAZdnT7vVZ5+slrAu6cbgU3hvRTHAK3P5O13nvz8/srUvUgVOugs88C554BTj4+vtTWXpBSFfXCViafis9XWLrlXj2b+1Q8NwhLt9tLZeAcixiETDtSZnKpe2tIp6pzXxwZxdLCLKcqWWWZV+t7+VlOFE4PBlIC7XvA1k1g+4a63bqhP78BtO7ub/uba9XrWI6SRlUXmlgusHRWC6dzwPKqFk/ngPry/o6TPDiMSzg5Xj4ZOrJwMtJO/FuNkH3Dv1oIIWRCxIlEO4ixE0Ro+VGu4CssYN5T6admzYZlFCRtS2Chns0LsQ5BcZuQw0QUJzr9pD7igo3xIzWzbdeP0QnzcgrQ6UXPQcOzD2WLTNe28IufvontTsWbuCGwLYF3nFrAxdUVXFpdwSPH53Lns1mjHcTdlo1FATXnOVpA5c/priOwWNcJqNoe/vSWEgh2lHjqbKn2byZJrNJRQQsId3qvoHdqut3bvE4/7fP7IyWw/qpKPV3/BHDz+eGuuB6FhTNKPJ19BjhzqbpVzySRSdbeMGyr59ojn2wtnprZ3Kfil1nYSjrVFrR8arI9FiHTSJL0pprM20EzmCQyyRTpVFO3pV5YLatyc5vMwukQxVMy27z868Bvfb96bU6KYZJRgJJKqYyaOwYsrWrhdF59vnwemD/J1ywZjokIJ69aGlE4EXLfoIwihJAxkrb42vVVisLEtoC5uhZQng2B3mLl4n7aNRFCSpFSoqUlQpp+MomlEsetUInjqFjLt4RKPtUcNFz7UKSfBmFbAk+fX8bvvHRnT48/s1TX8mkZT5xdQtOb3T8npZTohEpe7vh5cTnoogLXMRNQe/j6RIFuvbcJ+Dv900/+bq+cStNPadpmHHOGWnf1zCfdem+/V18XqS0o6XT2GeDcs+qq6/tFEquvadBSt5GPHiNt2TrxNKcklFPvlU+WW5BPjQN7CoSQCpLYSDUZrfWijpJGAx8rs1lN3RkkYbY8SFYJoZIlZksoU0CNo1UqmW5kArTu5ZNNj3yRajk7iNrCZEUUAGxdV8dX9Tp89tuAZ79VCSi3OdljIrOBTHpFE4UTIQ8ss1s9IISQAyaIErx6Zzd3n+sIVays26g7+VNu3bWw2HCxWHfR8HjlGCHjJIwT7Ojk07YfIilcjOxHam5bO4jRCZOeWnPTs9HwbMx5Djxnut+sJFLiypu7eG5tHS/f3sFf/dDbK4X2pfMrQ8uopmfjqXPLuLi6jIurKzi1WB/HYU8t3baqfoRdPy4XUDV1UYEpoDzH6gqokc/pafqpo1vv9U0/pbOfStJPqXwaR/opbAE3P5W13lu/ur/tFbFc4NQTqvXe2WeAY4/dvyuok0i320uTTyXFPtvViaemllAlbQLtWl4+ce4FIfeXOFJyKddOT4unquJnkhiSKU05peKp4rHCKkimgnTiBWezT9TRrfS0bOq20tP3xUF+/blj1TJq0hdpCAuYO6H+DmksD1732GOTPRZyOEliQ8wXZ98NK5w8wHFHE062MbuJwomQQwFlFCGEjJmaK9Swes9BzckX1xqejaWGi8VG7/8RQvaOlBK7QawFVIhOmLdPcZKgFcT6I0JckFOuLbqznxoFyTCN3N3xcfnaBi6vbeD5a+vYMlrurd1r4S1H5wY+/unV5b7/ZwngsRMLXfn0tpMLhz4NVkUYq9dHO4zRLrw+UgE1X+9NtdZcJaD2dFFBFOi5T+nsJ2OnElqQaAFVbIMnLD1rSLff2++8kCRSs55e/4T6eOPF6sLBqBx5NGu9d+pd9y8pFAfZrKewpZMMBexa1nbPbQJ2ydfXaWj5NK++B+NIoBFCRsNMNeVa65W00yySRHnJ1C2aBr3Cv4iwetNN3VlOLLHMPDJRCeGe2U36tn1vtO1t3aheZ/4kVAR3n4M+68u6nZ7+SD9fPMPfY6SaaRBOTl1vg8KJkMMK/1IihJB9IgA0PKsroFw7+4NICGCu5mBRz4Ay/48Qsj/8SMmntP1eMd3UiSK0/Bi7QQy/IKeEABqu3U24TPvPph/FePHGFi6vbeDy2jpeu9fqu+5za+uVMurYfA3njzRxTW/n2HwNl7R8eurcEhbqs12QiOJEiycloMI4/+KxLHXunq/1F1BLDXe0mWFJks1+8rd6BVMSqdZwwY66Lbbmc+pZ+z1nn+knKYGt1/Xcp48DN55T0muczB3Lkk9nnwGaR8a7/WGJ/Lx8KiuWOHUlx1ydfupJaQk9d2tOf8yXCypCyHiRMpNLPcLJR2VhPo7yLaESI+VUJasspyCZDOlE4fTgcO+KalPbTTZp6VR2IcNe2b5ZvY7tAvMngJ03hljXUy30TOGUSqfawv6Pl8w2FE6EkAnDv6IIIWSP1Fz1R1HDdXB2OTudCgE9/8nBQt2d+UQBIQdFkkjsBFFXQBUFU6TTT+1AteArtubzHEvNfvJsNNzpns0mpcTavRYur23gubV1vHhjC0ExztWHy2sb+MjFc5XrffjpM+iEMS6uruDccmOqvx77JU5kTj4FUa+crLkWGq5KxjXcvICqpwmoUQVU5Cv51NlUkmlP6Sf9sd/iZ2cDeP2yart3/ePDFbRGwW0Apy+qmU9nnwGWVw++HZWU6usYtlWrw7BdknAQhniqA06zt8ghLNXy0JRPLIQQMhmSpFcyma31BiFhSKZIz3IKMglVJavS1nmOKZs8zm96EJCJ+p1R1SL2xvPA7//AZI9lmGQUACyczn53u01g8TSwcEalmtKPpfNKWvH1SwaxX+Fk1/S5k8KJEDI6lFGEELJH6q6N4ws13NnxYVsCCzr9NO85sCigCBkLnTDGtpZPu34+/SShBYMfoxVG8MNCukUATc9BQwuoaU8/bbZDfPKakk+Xr23g3m5Q/aASXryxBT+KK1uBfuk7T+1p+4eBREp0tHxqhb3JOEC1VFXyyUHD7W3N2PCyuX5DC6gkAYJtLaC2egupSQT4eu5TWfrJrWcSxKnvT+ZEPnDr01nrvTsvYd/tfUyEBZx4pxJP554FTrzj4NMCMgHCTiaewnZv2kFYmXxy9Efxd7SwM+mUCqgZlrOEHDhJrM5JuRlO+japSJgkUkumtHDqK9mU3jcIIXolkznLiT/ns03QUqmjslZ627eAr/h+4MzFwdtYPD354xwmGQUA7/4udbt4Gqgt8fVLBtNXOA3RirQonLrp0FGEUzq7icKJEJKHMooQQvbBqaU6Ti3V7/dhEDIzxInEjp+23gsRRvniuZrtE6nZT2HcU3euddNPDuquNdVpnzBO8Plb21359MrtnbGogiBO8OKNLVxaXRnD1g4HUkp0QtV6rxVEPTPDAMB1hBKTjoOGZ8EuvCG2LYH5moO5mo35+ghz/cJO1nqvNP3UUh/+Tq+csmwjgdPcn8yRCXD3laz13q1P9Q5J3y9L53Xy6VngzFNK3hwkSayTTy2dfuqgpz+nZWvx1NS3daB4GrAcLZ60fHL32faQEKKKnMVUU9par+pK+yQ2iqRhfpZT1WOFlW+nZ7u6TZRup8ef7dkliYHWHSWXzPlN6W1nY/Djt25Uy6iFM2M73B7cOZ1oOq1e/1Uzm068Y3LHQg4nUyWc6sM9lhDywEMZRQghhJD7SjuIse2H2OkoyWTWlhMpu4KhFcQ9csq2gIbnYE4LqGlvi7nTifBbf3gbl69t4FPXN9EOK94ojoBjCTx+ZlG13VtpjG2704iUEn6Un/tUdBKOrdqopsk4p/Dm2LKAOc/BXM3BQt0ZPf3U2VISqiiY4khJqXAXCNrl6SdvXrXY2W/6aecNJZ5e/wTw+nPVhbdRqS9nyaezz6jWPwdJEhnzntq9rQwBVWxOZz25DVUUKWJ7WvgtaPnEi0gIGRkps2RS5PcKp6oZTEmUl0xmW6jiebKIZeclU26WE0saM02wq9NMZsLpdZ14ulUtKwexNUQiaWEfKXJhqd+bC1o4LZ7JPl84o+Y3UZaSKlLhFAXG+XNY4eRkkonCiRAyJfAvtxlHCNEA8HYAbwFwBsACABfAFoC7AF4A8KKUch9/xeX25wJ4P4BVAKcB7AC4AeCylPLqOPZh7OthAE9DPa95ADcBvAbgY1LKsU0UncXnRAgh95MoTnTySSWgojhvEfxIyYVdP0anRDLUXQtNz0HTs0eb3zMFdKIY//y3r4xte+dXGri4uoKLq8t44szSoft6jEIQZcmndhAjKQZiLKDpOmjUbDRcC56d/1oIATQ9lXqarzmjzQ0LOyr55OsWfMj1i8za7gW75eknb04noPaZfgp2gBuX1TD11z8BbF7b+7bKsD3g9FOZgDryyMHOnYhDLZ508qks2WV7qtWep+VT2ZXkTt1ouzevZhMQQqqRslcymWmnQfldiUKhNNSznLSAqpJVllNIOKXpJrd6rg+ZPT75b4FP/hs1c3FSDNMez6kBzWMqgVWGNwcsnlXznBbPZLeLp4H5k5SlZDhKhZM+l44knIzz5rDCKTe7icKJEDJ5+JtxBhFCfCuAPwbg3QAeBVD1W2RHCPHvAPxjKeXze9zncQB/E8A3ADjSZ52PAfgHUsqf2ss+jO18LYC/BOC9fVa5J4T4CQDfK6Xs81fjUPuZuedECCH3A6nTTdsdJaDaQf5NVSKlbrsXoe3HCAtyyrFEt/Vew7OnPv00iGPzNZw/0sS1e609PX6+5uCp88u4tLqMp88v48TC7CY8wjjpznxqBzHign0SFtBwbDRrNhqu3dNWTwg122+hrtJPTdcefp5fEmfiyd/qlSJxqMRTsFM+p8htZLOHnH18j5IIeOMzwOs6/XT7s9UF3ZEQwLHHstZ7Jx8vTxZNishX856Ctrotm/9i1/TXU8unssKe28zLJ5tvcQjpS5L0TzdVtfaU0FfjB0CUzm0y5NMgWSVEVjTtFkuN1noHKb7JwRLs5Gc2ve1DQH1p8GMse7IiClBJq2E4/S51LLmEk76tLUz2GMnsMC3CKZ3f5NSYzCOE3Bf4Tm02+f8CODvC+vMAvg3ANwsh/jGAvzJKUkoI8SEAPwKgqnfL+wC8Twjx4wC+S0q5O8IxQggxD+BfAvjGilWPAPgzAL5GCPHNUspfGWU/el8z95wIIeQgCeMEO50s/VQUCX4UY1cnXDph0pN+anp2t73a0LN77hNvbvt4bm0dG+0Q3/Ds+cr1L55fHlpGWQJ4+6lFXFxdxsXzK7hwYv5Qy7hBxInspp7aYa+UVHLJyr0uRGEYUN21MK/l09wobRsjP0vjBC1VOEOuXyQQ6eRT0CpJPzlKlqTt9/Z6Fb+UwMZruvXex4Gbn1THNE4WTinxdO5ZNSujqiA4LqRUX7du271WSfFFqIKJ2wC8hkpA9XwtRSb60plPTE0QkieOelNN6W1S0WwhSbLZTd05JKl4qnisEAXJZLTVs1wWPmeVJAJ23uyd2ZTe+lv59U+8UwmeQUxyVlPKMG36AOCD3zvZ4yCzQxIbgmlcwqmm3hAMgsKJEHKIoIx6MGgBeAXAGlR7PgtKbjwJwGyCbAP4iwAeEkJ8rZRVzbsBIcQXA/hZAGb/EwngOQBXACwDuAjgmPH/3wRgUQjxYSmHu7xXCGED+AkAX1H4rzcBXAawCZUCu4hsTPVJAD8nhPgSKeXvDrOfWX1OhBAyaaSU2A1iLaBCdML8qTCWEm1fCahWECEuBkls0W291/BsWFP8xqkTxnjh9U1cvraB59bWcX1dyQLPtvDhp89UyrNLqyv4+U/2vxr35GINl1ZXcPH8Mt51bhlztdn8cy1OZG7mUxDlXxRCADXXQsNVr4mG2yufPEfJp3nPwVzNhmNXXB2atqBKxVMqRcr+5IlDwN8FwpL0kxD5VnD7SRO17qrUU9p6r18roL3izQNnLgHndOu9hTMHU5iQUqWdzJlPxT+RhKWEk6sFlNPsLbgIK5NOabtDto4hRJ2jupKpkxdOVW/jktiYORKqVnpp4qmqYCqsvGQqznIis4m/rWc3lQin7TeqX3Mm2zeqZdTi6f0dr4mwgYWT+XlNacKJkFEZh3AyU6FDCydzdhOFEyHk8DKb1Q2yC+DnAfwSgI8BeKGfIBFCvAfA3wLwQePuD0O1jPu7g3YihDgH4KeRlzYfBfCdUsrPGuvVAHwXgL8HNa8KAP4bvd/vGfI5/W3kpU2oj/EHpZTdfhJCiHcC+CFk7e5qAH5WCPGklLLy0qdZfE6EEDIpgijBdifEjq/ST0nhN00nitDyY+wGSjSY6SchgIarEi5zNQdulUS4jyRS4uqd3a58+syNLUTFgUUAgjjBZ25s4eLqysDtPX5mEa4tusmfhmvjXeeWcPH8Mi6uruD0Un34WUaHiERKdLR8aoUx/LD3T5OaK7R8UjOdilLSsQXma2rm01zNgecMeN1IqQq05gyisFXe5k5CF3M72WOK7apsN2sHt5/0U9gGbn4qa713b3wzxACoQsfJx7P007G3HkxySCZ58RR1SuSTrcVTU0uoBlB8qVtOPvXkNllkIQ8mUvammsyWelXXv8VRScFUp52qxIFlZ5LJ8Yy0k8sZOLPOnZeANz+XtdRLb/3t8e1jmETSwogyqrbYO7MplU5zx/m6JaNRFE5RkKVD9yKcbE+dT0cSTnWdkKJwIoTMFvyNPJs8IaWs6KGgkFL+vhDiSwH8KIA/afzXXxNC/CMppd/noYCap2RW3D4G4EuklJ3CPnwA/0gIsQbgZ4z/+ktCiH8hpXxt0DEKIR4B8BcKd3+dlPLnSp7PZ4QQHwTw68jkzVEA3wfgTw/azww/J0IIGQtJIrEbZK33ijIhThLsBko27Aa9cspzLD37yUa9RDRME+utAM9r+fT8tQ1stIb6tYrn1jYqZVTdtfFlj59Cw7VxaXUFbzu1MNUybq9IKdEJk1z6qYjrCNV2z3HQ8CzYhcSLbQktnpS0rLt9pEqSGCkcI/VUNr8kkVmKIJVPcdC7rhBKmHRnP+0x/ZTEwJ0/zFrvvfGiamk0To48Apx9Rgmo0+9SkmfSJJEhnto6jVH4Glq2Fk9NLaFK5mdZLlCbN+TTARw7IdNC2hIvN8PJEFCDZjBJ9EqmJFAppySsllW5uU2Fq/TZ+nL2SM/PVX97fe4Xgc/87GSPZWuIWU1uA2isAO11tSxs1WY2J5zSz0+r3yGEjAKFEyGE3Bcoo2aQYUWUsX4ihPizAD4CYE7fvQTgjwL45bLHCCEeA/DNxl0BgG8pSpvCfn5WCPGjxuNqUELl2yoO8fuQpY8A4EfKpI2xn7YQ4lsAfBpZwunbhRDfL6Xse/nxLD4nQgjZL50wxo6vBNSuH+VqzRIq6dLyY7TCCH6YL5pZAmh6TnfGzzQLl1Cnmi5fW8fltQ1cuTPSCMAuz19bB/Bw5Xrf9Uce3dP2p51OGOfkU9FNODbQcLPXhFOQT0Kgm3paqPeRT0mSTzqlKZxS8ZQUxJPfO+8pxbJ1UaCm5xbtI/209bqST9c/Adx4Ts+gGiPNY0o+nXtG3TaPjnf7ZXTlU/o1L/k62q4WTzr15Hgl69Ty8mk/LQ4JOQwkcW+qKb0tJjB7Hiuz4qjZVi9dHiSrhBjQEspV7fbIbJFEwM4bKnnUTTa9nrXT+/r/s/r3xTjb4/Vje8jmHl/4l9U8xoU03URJSkYkiQxZT+FECCHTAGUUAQBIKbeEEL8L4MuMuy8MeMifgJoxlfLTUsqXhtjV30Fe+Hy9EOK7+wkfIUQDwNeWbGMgUso/FEL8LICv13c5+pj/1oCHzeJzIoSQkYgT2W27t90JEUb5QlcYJ2iFMVp+hFYY91x4XeumnxzUXWtq281JKXF9o43La+t4bm0DL7y+CT8aauTfQK7ebeHujo+j8w9GgT2IVPKpFUTohHHPLDDLApquSj01PBuenS8kCQE0PVu13qur1ny510wS9xFPJSRxiXjqU+i1nEw6pbf7mXXS2QRuXNbpp08MX2gbFqcOnHk6a723/JbJFzPiIP91j0uudbJrWds9twnYJW8t0nRZKqA4U4bMInFUSDcZwqkqCZmmoxJDOKXbq3qssIz2eWbBVC9P6e9gskekBPyt3plN6e3O7cGJuK2b1TJqYYJzlCxHiaWFU9XrAsBD75/csZDZwRRO3aTTKMKppv5+oXAihJADgTKKmNwrLC8MWPcjheUfHmYHUsrPCiH+bwDv1nfNAfhSqBlXZXwZgKax/HtSys8Nsy99TF9vLH8NBoubWXxOhBBSSSeMsdUJsdOJ0ArinvRTK4jRDiLsBnGPnLItoOE5mPNsNFwbzhSnn3b9CJevbXQF1J2dQZ1oR+eho008fX5wi77DThgn3ZlP7SBGXJidJSyg4djd5FPN6ZVPdTeTT03XhpW+2Y8jNZMiJ0D6fI/iSLfXM8VTn2C47ealk1Pb/+yIOABuvaDa7l3/uJqxMSihMCrCAk68I2u9d+Idk5c4kZ//2vcUwYX62rkNLZ8aJVepi2yuViqfeCU7mRWKqSazpV7VDKYk1lfkl7TVqyqWCisvmXIFU76dnzniUKebjJlNpnQK95bcBqC2ceqJwevsNxnVWMna6BVvm0f5O4HsjX7CKQqqW5L2CKc0JVolnIQWTal0qlE4EULIGOBfr8TkLYXl0mbOQohTAJ4y7ooAfHSE/fwmMnEDAB9Cf3Hz5SWPHZbfgTq29HV+UQhxUkr5RnHFWXxOhBDSjyhOsOtrAeVHiOJ8ET2IY7QC1X6vrNVa3bXQ9BwtG6Y3/VTks7e28Hd+eVj3X81i3cHT51dwaXUZT59fnsk0VJxIJZ+CCO0wRlh4rSi5ZOXkk0D+9VB3LczXVeu9Oc+BbQlVPAh3gJ12NuupX4opDntnPPUr3navTjXF0xgKXzIB7l3Jkk83P9VflO2VpfNZ670zFyc7/0LquVmmfOop5ois3Z7bUAmnQltFCAtw5zL55M71rkPIYUHK/LwmM2EZ+agUznGUnz9iSqcqWWU5edlkznKicHow+P1/Dlz5DWD3zeri+l7ZGiK1u1Ahoyy3ZHbTaZWoWjit2uoRshemSTg5dXX/IXmPQwghhwn+ZUsAAEKItyIvUySA3+qzevFyqk9JKUe5ROtjheXHB6xb3NfvDbsTKeWuEOLTAC4W9lUmbmbxORFCCADVkq4dxtjpRNjqRGgH+aJYov9/N4jQ9nuFg20JzOnWew3PVjLhEPLEmSU4lkCU7C3BYlsC7zi1gEurK7i4uoJHjs/BmrE3qXGi54DpmU9BoXWhEICnWzE2dBquKJ88R8mnec/BXM2GI0MlPII2sKvlR7/WU5FRAE7lU1kRV5jFg3pWQBjnFdc7t5V4uv5xNfcpHaI+LupLOvn0jGq9N39yvNs3kQkQdjLxVyafhJUXT06jt4AjbCWevHktn5os1JDDRZL0pprM20HCSUJLJh+IIt0GKsgkVJWsMuc1dRNOHuc3zSJxAGy/oZJI27eAd3xV9bky3FWJqEmyXXqtaR5vDlh5SN2WJZzmjvH1SvZOVzgVEqLDCKdULlE4EULIoYYyikAIcRrAv0d+XtJPSimv9nnIOwvLL4+4y1cqtmfyjjHsyxQ37wTwn0vWm8XnRAh5gAnjBDuddPZT1NNOzY90+imI0AmTnvRTw7XRrJW3WpsmWkGET7++iSSReO+jxwauW3dtPH5mEZ+8vjn09s8s1bV8WsYTZ5fQ9GbrT6dEKvmUtt7zw95CgOcILZ8c1F0bduFNu2ML1XbPszHnxPCSDhBuAa02sNkql0kSxnwVI/VUVogQImuJ0k091cZbDJMS2L0NvPmHSjxd/ziweW182wdUwePUuzL5dPTRyRX0kjgvnqIOen7ILVuLJ91yz6kDxXqM5Sjx5M2rwqTbYNGGTD9JnJ/bFHUy4ZT0aefZfazMZo2kBdPuLKcQA4WTEIZsKsxuYsFztpAS6Gz0b6W3+yZyr5WHvwhoLA/e5iRnNaUMk4wCgK/7kYkeBplxyoRTrOX9SMKpZpxHKZwIIWRWmK2KChkKIYQDYAVKivzXAL4LwKKxyhUAf27AJi4UltdGPITXCstHhRArUsrcJcdCiCMAjuxzX8X1H+uz3iw+J0LIA4SUarbTdifCjh+iHeTf7MVSou3H2A0jtIMIUcEPuLZAw7Mxp9NP05r4SaTEK7d3cPnaBp5bW8fnbm0jTiQeOtqslFEAcGl1ZaCMmvNsvOvcMi6uLuPi6gpOLdbHefj3HSklOmGCthZQ7bBXFLmOei00HQcNz4JdaLtmW0KJJzvEnBWiDj1raLtVXmSQyNrrpYmn2O8jnqyCdJpAESGJgM3ras7T3ZeAOy8Dd19WQ+HHigCOPZaln049qZ7TJEiiTDyl8qmI5WSzntxG+bHYXkE+zdbrn8wQcVhINRmznPolL1OSJCuMJiEQGW31qh4rrF7J1L0632HBc5aIA5VqMiWTeRu2h9/W9o1qGbXfWU1FGkd6W+ktF7vyE7JHpkY4pZ9TOBFCyGGBMuoBQAjxvwP4C0Ou/hsA/pSU8vaAdZYLy4PW7UFKuSOE6AAwKxxLAIr9b4r7aY3YOq/s2Jb6rFfc1yw8p5ERQpwAcHzEhz06rv0TQkYjiBKdfFKzn5LCez8/irHrR93EixmMEEKnnzwbczUHrj29LVfu7vi4fG0Dl9fWcfnaBrY7vcXCq3dbuLvjV85turi6gh/+2NXusiWAx04s4OLqMi6truCtJxcObRvCfnTCOCefigEZxwYartNtu1d8LQgkWLAjzFkh5lP5FLRQmhBIZO98p37tq4TVO99p3MWEqKNmPd15ORNP966Mf95TyvxJlXo6+wxw9hJQX57MfuIwm/XUb96W7WnxpAWU7fau49Qz8eTNq6uICZkGpNTFTUMyRZ3s86piZxLlJZPZDqrfzLkUyzaKpYW2epzfNHvceQlYv5olnNLb3TuobL04LFs3gRODGmdACaNRsL3eFnrp7cIpdd4nZD8kUUE2UTgRQgjZP/xrmqT8PIAfkFL+6hDrFidqj3BZWO4xprhZmOB+TMr2M859TdNz2gvfDeD7xrg9QsgYSRKJ3SBrvVdsqRYniW69p+Y/FeWUawvM1Rw0PRt1d3rTT34U48UbW0o+rW3gtXutoR73/LUNfPAdg+fuPHS0ibeenMdDR+dwaXUF7zq3hIV6SZH+EBNEZvIpQlx4HVgW0HRV6qnh2fBsow2jTGBHu2iKAPNWgKYVoCFCCAkg1h8pSVIQT35/yWPZ5eJpnHS2lHC6+7JOPb0MbKxNbhA8oCTOmUuZgFo8O5lCSeSrtntBW93GJa3G7JoaHJ8mn8qK5m4zL59svhUg9xEpe1NNZtqpSgSks5pyg+61gBpq2L0pmVwlYy13vLPnyPTz+/8UuHF5svvYGmJW00JJMqp5VEumsyrZtKATTotngMYKZzeR/dMjnILsdmjhVGxNOoRwSv8OpHAihJAHDr4DJSkfAmALITpSyt+uWLcoVEp6wVTShmoV2G+b49zPoG2Oe1/T9JwIITOAH+nWe3r+k5lqkVDzftLZT36YL9xZAqrdmqcE1LSmn6SUWLvXwnNaPr14YwtB0aAMwXNr1TJKCIG//3VP7/FIp5MwTrqpp1YQ98wHExbQcGz9WjBmgCUxrKgNy2+jYQWYFwGadoS6Y8MqvlSSuEQ8laRxAFXk7Wm1N0bhl853uvNSJp3uvjz5we+Aem4nH89a7x1/2/iTElKqonzYztJPPUkOob6ubgPw9Nynnm+a0NJpLhNQLLKTgyZJeiVTKqD6nUNSJHTrvACIIj3LKcgkVJWsMgukxVlOLOLPBlIC7Xv5FnpbN9TnnU3g6360urC9eGbyMmp7iFlNtQXg/X8RmD+hE06n1HmekP0yduGUivsRhFPadpnCiRBCHngoox4M/hcA/7ux3ABwFMDTAD4C4I8BcAF8JYCvFEL8AIC/IGXZxPFS9tK/YJofc5D7OsjnRAg5BCSJxE4QdQVUEOXfJEZJgt0g7s5/Kr6HrDkWmlpA1V0LYkrf7G22QzxvtN67t1tRlByC56+tI5FyahNf4yJOJNpaQLbDGGFckE8CqLuWasNYU/JJpOIpaEO02mjAR9OO0ajZaDQdZJ7SVkWLoCieSpI4gCpKFBNP45QzSQxsXsvmO919WbXaG/t8pwGsPAScfValn06/S6WLxomUKu1kznwq/mALC3AaaoaT21SfF4tAwsqnntwyQUXIBIijXuGU3iZ9zh0pidSSyWj/FEfZfYMQolcymYXSGf9d8MAQ+b0t9Ez5NKjtqr8N1Bf7/z+g0kaTZO7Y8C3zHv/wRA+FzDCTEE62Bww8jVI4EUIIGR3KqAcAKeU9APdK/ut3AfwTIcQHAPwYgHSi6Z+FElbf3meTO4XlvTSkLj6muM2D3M9B7usgn9Ne+KcA/v2Ij3kUwM+N8RgIeeDohCr9tN0J0QrinvRTO4zR8iO0ghhBlBcPtgU0PAdNPf/JmdL0Uxgn+Nyt7W7rvVfe3BmrWV9uurh4fhntIMZcbbb+vImTLAHXDuMeQSkE4DkWmq6NRs1G3UrgxB1Y0TasVhsi6sATERquhabnoNG04VgOAEfPHtrOi6ekdyYXAF1gMMXTmOenRL6e72SIp7sTnO/Uj4XTwKknlYA6e0kVEseJTPLiKWqjZ5CXsDPx5DbV17tY07EcI/U0r4qdLPyQSRGHBdnkZymnquvXkjgriiZhfpZTv/NNirAKoskomloOX/OzQDfddCP7MOVT6+7et719o1pGLZa0xxsFp14+u2nxNDB/Sv3OJGS/JJEWTun8O2OOUxINJ5xSUU/hRAgh5D4yW9UasieklL8rhPijAP4AKjEFAN8mhPh5KWWZZJhFcTOLz2lkpJS3Adwe5THTmrogZJqJE4mdToRtP8R2J0JUSLYEsZr3s+sr+VCsU9dcC3O69V7Nmd70k8l/+OQN/PDHro5te44l8PiZRVxaXcHF1WU8dHTuUHwdhiGRSj61gxitMO6ZDQYAniNUAs6O0RShlk9tWFttQEZwLKHa8tUcNBZcuLanZrJELaDlZ/KprIgsRL7okPbzH2eLt86Wlk0vHdx8pyLCUqmno48Bxy4AR/VHbZyjGKGKRKZ4ivxe+WQ5SiY5Td12r6R4ablAbd6QT2zfRMaIlL2pJnOWU9XPZhLlJZN5hX6VrLLswpX5ZsKJb1dnlt/6fuD2Z6rTTfth6yZw/O2D16lMRgl1UUKZcFo4rWc3zcbfH+Q+ksS9gikV9vEQc/Ag1BxIUzg56Xl1FOFUz8snCidCCCFjhn/dEwCAlPJVIcT/AuAfGnf/DyhPvGwWlo+Psi8hxDx6hcrGEPtpCiHmpJS7I+zuxBD7KdvXLDwnQsgU0Q5ibHdCbPsR2oX0UyJ1+imI0PJ7267ZlhIPc56DhmfDHtijfTq5uLqMH/7Y/rZxfqWBi1o+PXFmCXV3NubfSCnRCRO0tYBqh72FW9cC5twY8wjRtHw4iQ/Lb3eLvLZQ8qkxZ6PhuqiJSAunLWA7FU8lhQwhjMHRaeqpNr55Kt35TgXxdBDznUycOnD00bx4Wnl4MlesJxEQtLLWe1FJkdV2lXhyG1pCeSXr1Az5NMer68n+kbJXMnVnOFXMYJIwRFNaLA0yATVUG6iCaErv4yyzw49MVIJp6yYQ7ABveV/1Y7ZeB9avTva4tm9Ur7N4WqebzqrPF87kb+dP8vxL9o9MShJNYTYDb5iLcSwnk/TFc6rl7lE46bmeFE6EEEIOCMooYvJvkZdR7xFCLEspNwrrvVRYfgtGo7j+PSnlenElKeVdIcQ6gBXj7lUAn93HvorH3u/+WXhOhJD7SBQn2PEj3X4vQpzki3x+pNqutYIYnZL0U0O33Utn/kwjcSLx0u1teLaFR47PD1z3LUfnsNx0sdGqmAFiMF9z8PT5ZVxcXcbF8ys4vjA7xaBOGOfkU+77LyVc+FiwQjStAE0RwEt8wEhICUC13HM9NKwIdYRAtAP4vko+lYonq1c62bXxFSBy851S+XTA850AoL6kpdNjSjoduwAsnptcwTsOgLCVpZ/K5tzYtUw8uU119XIRp6Hlk269Z7uTOV4y2yRxiXDSt3HFbD4JfSW+lkxpW720cDpIVgmRFUpzRVK9PC7BTe4fYQvYvtU7s2lbt9NLz321ReCbf756ewungZufnOwxb92sXqe2CHzrL7EYT/ZHVzZFeenUvR1iHLdl6yRTmXSqSjcBFE6EEEIOA5RRpIuU8nZBlFgAHgZwubBqUZxcGHFXjxSWPzNg3c8CMC+tu1Cy/1H21e+xs/icCCEHiJQSrSDWAipEO8jLgFhK1XoviNAOIkSF96SOJdCs2VowTG/66fZ2B5fXNnB5bR2fvL6JHT/CF731OP7yl75t4OMsIXDx/DJ+4/NvDlgHePupRVxaXcbF1RU8enx+ar8OoxJEZvIpQpy+PGQCO/bhyg7mrRBN4aMhAri2ft5SfQgAdUdgzopQt0LUEUJEPtDqk2YQVmG+05hbreTmO2nxdF/mO50qiKfHgOaxyRZcIj8vn3pm3uhikGskn3pEmFD/b8onpkPIsMRRlmrKtdbrVM9gSpKCZArU9pKgXKSaCCt/Fb45y8liofPQIxNg9042r6k4u6ndc51dOf6WSkd5gy9SwWJVe7wRcZv5RNPiWeDY4L9NAPB1S4ZDyizJlOjzZk42VZx7ATUP0naVbOq2JdWfW676Q3jwBvRjajphXcvmPtleecqaEEIImTIoo0iR4rvQssvQXygsv0sI0ZRStobcx/srtlf8P1PcvBfAfxhmJ0KIOQDvGnJfs/icCCETJohU+imd/5QUwih+pORTK1Bzf8z0ixBG+slz4DnTedV4J4zxwuubeG5tHZevbeD6ertnnctr60ikhFVR0Lm4utIjo04u1vTcpxW86+wS5mqz8adJGCfd1FMriFUyTiaw4zbsuIN60kFTBGhaIeqOBTf3/RdAkqBuhZgTIeo6+WTFAVB2Ya1ll4uncTFV850u5FvtjXu+UxEpVYE/bGcCqud5CyP11FAJJ6vw8ywswJ3L5JM717sOISZxqF57Zju9VDxVzWBKYkM0FdrqVV2dL6y8ZEpnOTmc3zQz3LuiWuRt3SwIp1uqsD4Otm6qiwMGsXB6tG0KC5g7Xj67afE0UFuiWCJ7R8oBqaaoWtYDSjZZjp7V5Bopp3R5iN/7plzqzm0yBBRf44QQQg45fEdBuggh6gCOFe7uGeogpbwphPgUMiniAPgAgF8dcldfXFj+pQHr/jKA/37AYwfxhci/xi9LKUuHVMzicyKEjB8pJXb17KedToROWEg/JUm39V4rMNIvGtcWaHoO5mo26q5dKW/uB4mUuHpnF8+tbeDytXV85sYWomRAayYAW50IV97cxYUTg6+Cfvr8MpqejSfPLqnZT+eXcWa5OG7vcBInKvnWCtVMsDCK4MQd2FEbtbgDJ2mjYYWoOTZqrmW0XnSAJIYVtlATARoiQl1EqFsx0nAUzNeR5RRa7dXH185NSmD3TS2cpmS+U9pmb1LznYqkLc6itp77VDJrS9iAW9fiSaefij/Kws4ST7V5dcX+FP68k/uIlIVUU6G1XpXsTeeMdAumhnSqklWWbQgnrzB3hG8PZ55f/MtA+95k97E9hIwqS0a5c5lc6iactHSaP8n2pWR/JJGRBi3Mbkoi9PTMLiIsfb50jHSok51Dh0k4p49zUuFUSDnxbwVCCCEzDt9tEJMPQrXmS2kBeL3Puj+DfELnWzGEuBFCvB3Au427dise9ysA2gDSauV7hRBvl1J+rmpfAL6lsPwzFevP4nMihOwTP4pV8qkTYcePcu9TJSQ6YTb7yS/IKSHQTT41PRuuPZ1JiPXdAJevKfn0/NoGNtqjXxl9eW29UkatND386+94z0y03osTmc196viI/VaWeoo7mJOq1V7dsVFrWKjZNoSwgSSCFXdgdXy4MkBdRGjYCTzXglssQKTFCVM8jatQnMTA5nVDOj0g851M4jBLnEQdLQNKXvuWnRdPTr1XPlluXj45dRaUSNYSL+qUiKc+LTZTJAqSKcgXUatkVXG4vTnLiS0hDzfBbm8Lva0b6vzzJd9X/fjFM5OXUVs3qtdZXgW+4Dvz4qm2yHMn2TvdZJOWTulyKpyqZFO3DZ6bzcDrzsJzhvsbrLt+WbLJYyqaEELIAw9lFAEACCEsAH+9cPcvSyn7TTr+cQD/M4D03ezXCCEek1K+VLGr/7Gw/O+klJ1+K0spW0KInwTwpwrb+NZBOxFCvBXAR4y7IgD/uuLYZvE5EUJGJEkkdoKoK6CCKF/wi5IEu0GMth9jN4x66oGeY2HOs9HwbDRcG2IKiypBlOCzN7e6rfdevbO7721evraBr3v2fOV6h1VEJVLJp06nA7+zi6jTgqPlU0O3NXJsgbproV634TkN2EkIEfuwQh+i48ORAeq2VIKqZsG1BJTVsPPDpp36eFtipfOd7r6ciadpmO909IJquTTpnxEzgdKVTn7/dmW2q1rtuQ2VaCqbwWDXCvLpAFJbZDpJ03Rmqim9jfv9GZ0+VmazmlLhZF6tP0hWCVEoerp5ASVY8Dy0JLFKqXZnN90EtvXt1uv9LxporJTfX2ThNPDGBLt8e3PDzc+pLQAXv2lyx0FmjyQuJJoK0qmyfbAwZjSZ7fRSaT/E310i/ZutT7KJsp8QQggZCGXUjCGE+PMAflJKeXOEx7gAfhD5dA8A/EC/x0gpXxJC/CiAb9N3eQB+RAjxwX4iRgjx1cgnewIAf3OIQ/wbAL4RQNqX4VuEED8jpfz5PvupA/hhfUwp/0pK+cqgnczicyKEDEcnjLvJp92S9FM71PIpiBBE+eKgJdBNPjU9G84Upp+klLi+3u7Kp0+/vtkj2faDZ1touDaklFMp3/aClBKB34bf3kXQ3kXY2YEdd2DJGC7UyduxBDzXQsPxULdCOEkEkXQgfB/Wrg+BBHXXRt2xUKvZ8NJe/+mVst35TrXxFS/87ay9Xiqe7sd8p+W3aOl0gPOdAPU80zk7pngqvRpaFCRgmj4r+Rl2Glo+aQHFIeEPFnFkpOgK4qmq6J6mo9ICahRkiaeqxwqrIJkK0mlGzrcPJMFOycwmfbvzxnAyp0h7Xc22c5uD1ytrjzcKwgLmT5W30ls8czDnejKbJHGvYDLl0zB/y9imYCqkmyynN9lcpDs3z8sEk7lM2UQIIYTsC8qo2ePbAfwdIcRPA/gJAL8ppdwuW1EI0QDwYQB/DcDjhf/+v6SU/7liX98HldRJL8N7H4BfE0J8h9lyTghRg5qR9PcLj//7UsrXqp6QlPKKEOIfAvjLxt0/KYT4SwB+0ExvCSHeAeCH9LGk3MVwgmhWnxMhpECcSJV88kPs+BHCgmAK4wStIOq23yvWsWuuhaZrY67moOZYUy9gfvC3r+AXPj30NQpD8dDRZnfu0+NnluA50yfhhkZKiNhH6O/Cb+8gbO8i8ndVEVnjQjmKumuhYcWoixCuDCHiDqy2D0BCACr15FqoNTzUXEuJplyrvdp4EgvF+U6pfLof852OPJIXTwc23ynKhFOaeuo3YFzY2dff/J6U/ugKlYry5jP5NMzV0uRwU0w1mS31qmYwJREQlcxuSoL+CbwUs/DZbannZoVTMhskEfCf/9cs4TSplqjbt9Q5eRDDyKjaQiaXFk4Di2cz+TR/nK9NsjdkYgimEulUdb4E1GsvN+fOlE5utWyCKJFMZsqJr21CCCFkkvA37WzSAPBN+kMKIV4GcBXABlRyZwHAWwC8E1kyx+QXAHxn1U6klNeFEF8DNQMpvUT4/QA+I4T4BIArAJYAXAJwvGQfxbaAg/ifoITZh/SyC+AfA/jrQojnAGwDeETvy/wTNADwkWGTYrP4nAghinYQY9sPsd2J0C4IpkSq9FMqoIpyyrZEN/nU9JxD12rusZMLwD5l1GLd6cqnp88v4+j8IW1LpsWTFbUR+bsIO7sI27vwo9B0TwAAISSaIkbDClAXITxEEJEST4A6MXuOastXcx3U6g0I12i1Z9fGk1yYtvlORy8o+XRQ853SNntxkJdP/ZIDltM7a6vf0HthqxSBW9e36Uyow/UzToag266xUy6cBrXEA7LCabeQ6mcCqupqfcspSCazkMq3Y4cWf1ulmZIEOPH2wetaDnDjMtDZmOwxbd0YQkadVue+hZNZsqmYcGK6iewFKbMkUzfRFOl2pNFwiT/Lzs6RZvs8S587K/8GFyWSqTC/iRBCCCH3Db77mX0EgMf0RxVtAH8LwN+VUg41vV5K+ZtCiI8A+BFkckYAeFZ/lPFvAHynlFWXmeb2Ewshvh4qIfQNxn+dAPDlfR52G8A3Syl/Z9j96H3N3HMi5EEkihPs+Gru03YnQpzkC41+FHeTT52wN/1Udy3MeQ4ano26O50tOd7Y6sBzLKw0B7cMu3h+eeRtO5bAO04v4uL5ZVxcXcEjx+dgHbYCvUy64smK2oi1fPLDGH6U5F8TMoEtfTQQoW6FaFhKPgEAjDqzZ1uoeR5q9Qbq9SasVD7Z3ngERuQD917Ni6f7Od8pFU8HNt8pMdqg+Zk4KC32F1se6pZ7/eRY2pIvlU5ug7OeZo0k6ZVM3duKnyEJfZV+AERp8TTIJFSVrEoLp44pmzzObzrMJBGwc7u8ld72TSWjAODUk8BX/ePq7S2ePgAZNcSFJyceB779VyhCyehI2ds+r3sb9U8nmwi7MK/J08mmdHmI86XdRzKl85sO29+rhBBCyAME/wKdPb4TwFcB+CBUomaYKsvnAPw4gB+RUl4fdYdSyv8ohHgCqm3cNyBrcVfk9wH8PSnlT426D72fHQDfKIT4SQD/HwDv6bPqPagWhd8npXxzj/uauedEyKwjpUQriLsCqh3k3XAsJdqBmvvUDiJEBXXspOmnmoOGa09l+qkVRHjh9U08t7aBy2vruLHZwX/33rfg6545P/BxK3MeHj42h1fv7A5c7+xyoyufnjy7hIY3nRKuFJnAitoQWjxZURsy7MAPY7SiGH6YIErlk4xhJwG82EfdClEXIWoiguf0Pl/XcVCrN+HVm2g05mB7WjyNA387a6/3IM53SiKjxV7aZi8oX1eUtDy0a32ukBZaOplppwZb78wKSZx/vZjCKakohCZSS6b0iv006aSl0yDhJESvZDJnObH4efiQUqebdOu84u3OG8Odj4cRQIBKH93+7P6O2cRy1IUDZju9M08P8bhD9LudHDzpzKY4ys9rSrRwKp3BaCCs3tZ5aQrU9oaTTel51WyfZ6aceL4lhBBCDi18Vz5jSCn/AMAfQLV6cwG8A6rV21kA81Ct4HYAbEG17rsspVwfw35vA/gzQoi/ANXW7i0ATgHYBfC63s+r+92P3tdPQs1XehhKuJ0BMAfgFoDXAHzUnLm0j/3M3HMiZNYI4wTbnag7/6nYZs2PUvkUoxMmPe+fm56NhmdjznOmcuZRIiVeub2Dy9eUfPrcre1MqGieX9uolFEAcGl1uUdGzXk23nVuGZdWV3BxdRknF+tjPf6JkcRd4STi9NZHkgBBFGM3StAJY0SxBJIYduLDSnzUkwA1BKhbCVxHwKvZRj3DhhQ2bK+hUk+NOdQbTbjuGMRTOt8pFU9p6ul+z3c6egE4ckDznVJZ0E07DdlmL00zOX2+D8JSwskptNkbpthFppc47E01pa31qto8JUnW1jEJ87Ocqh4rrHw7PTu9al8XUlkAPXwksUoxpYmmonQKBl+kMRStO+p1WnUuXTw9+rbrS/1b6c0dp1gio5MmmHpSTcFwsqnbBq9sdpM73GvScrIUU3F+07DCihBCCCGHEsqoGUa32vuU/jiofQYAfuOA9vUqgLHIoIr9zNxzIuSwIqXEbhBjuxNipxOhE+btU5wk3dZ7rSBCXJBTri3Q9JyuhJrGtnN3d/yufLp8bQPbncHF08/c3EI7iCtTTBfPr+BnLr+Ot55c6Kaf3npyYSoTYDmSKBNPURtW1IFIVLstKZVw9MMEnShGGIRaPAVwYh+1xIcrYniOBc+24NZsWMICYEEKB9KpQTh11Boq9dSo1+Da+/x65OY7vZyJp4Oe71RbNNJOBz3fyWivl4qnfumC0jZ7ff48tdysvZ7b0BKKbfYOJVLqYqiRjDOFU1UaJYnykslMOVV1TLbsvGTKzXLiW6OZI2oDP/EnJ7+f7ZvAykOD11k823uf5ehk0+le6bRwGvDmJnK4ZIZJonLhlEqnyrSfMOSS2T7P1a31hjhPCrvQOq+QcqJsIoQQQh5Y+I6LEELIVONHMXY6Ubf9XvGCzU4UYddXAsovyCkhgIZrY66mBJRrT9+bXz+K8eKNLSWf1jbw2r3WSI+PEokXbmziCx46MnC9x88s4se//T2Yr0/xr/4k7IonJZ86EIkRCpVAECfwwwS+30Hkt2ElPqzYh5eEqMkIjiXgOBbqrgXXsWFZDqTlIrFr6sOpKfFU89DwbNT2k4gz5zulqad7V5SAOUgWTqmUUyqeDmq+U9ouLTbSTnFQflW1sPLiyda3/WSoU8/a66XyiUPHDxdS9komM+00qCWeREE06VZ6qYCqKqZaTiHh5BkFVSZJDh1xqJKk5symrZvA0UeAZ75l8GO9eSXnJ31BwNaNahl14h3AxT9pJJzOAs2jfE2S0UjifJKpKJyGaS1pCqZuOz3jturPh7R1blmyyanxNU0IIYSQvkxxRYoQQsiDSJJI7ARRV0AVBVOUpp/8GK0w6mnN5zmWmv3k2Wi4NsSUpZ+klHjtbguXryn59OKNLQTFCNeIPLe2XimjHNvC/BTJOBH73aRTKp8ge1NgYZSKpxaioAMR+bATH45M4EBdXOvZNjxPwLNrsFwlnaRTQ6Svxm3Uat3XQ82x9uZoeuY7vQxsvHZ/5jsdvaDTTo8d3HynODRm9KTiqc98HssGbD3XKf2wa+XFLWFp4VSY78Srpg8HSdI/3dRv/leKhC6mBkAU6blNhnyqnN/k5CWT2VpP8PVzqJAS6Gxm7fNM6bR9U7U5LTvX+pvVMgpQ4ufNCcooyx1Odq08BHzBd0zuOMhsIBNDMJVIp6Qi/Qmo82NPCz1jhtNQsqnQOs9MNnEGIyGEEEL2CP+KIIQQct/phLGa/eRH2PXz6ScJiXYYo+2r+U9BlC9QWgJoeo6e/WTDmSLhkrLZDvH8tQ08t7aO59c2cK813hFw93aneKSclBCxr9rrxW1DPJUUUyQQhx2Efhuh30bktyDioFuEdKDqI6rtngvHq8OuNSB16imyPQhhoeaq10LDtVF37dHk07TMd7JrwNFHM+F09LGDme8kZV44pTOeBrbZS+c61ZSE6lekshxjvpPRZm/KhDEpEEe9qab0NukjJFMS3baxe9V+oLaXBP1lZooQBcnk5QurfN0cLuIA2L7VO7MpvQ3bo29z6+Zw6y2cAd78/OjbN2msZLOairdzxyhAyfCkv2eLqabu7TCyydatRs1Uk5F2qmzBLLIUU7eVnplyYhKZEEIIIZOBMooQQsiBEydSt90LseNHCAuCKYwTtIJIJaDCuKcOXnMtNF0bTc9B3bWmLv1k8vf/0+fxW59/c9A1/iOz0nRx8fwKLq4u4+nzy1huemPc+j7oiidzxlMbQInIkCodJcM2AiP5lBhRN6H/8VwbjteAW2vA9uqQdk19CIEIQN1RM8AanoWG4wwfqkliYOu6mu2Uiqe7L6sr9A+S4nynoxeApQOY75TE+VRLmmwpHV4usoRTbr5Tny+2Xeud78Ti1vQSh4Zk6uSFU9UMpiTORFMSGrOc/Oqiavfqe/MKfmOZHF5ad4H/8kOZcNp9EwPTbnth9031urMrfgcunqnelu0agqlkdpPbGM8xk9lHyizVlGgBn5NNg2eBAlAzl2ydZrJ0msnRaSfLG0I2wUgxlbTSsyn0CSGEEHJ/oIwihBByILSDGNt+iO1OhHYQ5+rdiVTpp1RAFeWUbQENz8GcpwSUPcyb8Cnh6Jy37/Kbaws8fmYJF88v4+LqCh462rz/Ak4mOfGUyqfSYqOUsGIfIuoAUQdhp4Mw7CCMYkRJYX3Lgu3Vu/LJrTUhjRREAqDmWCr15Nloug6GCsN15zu9nKWd7sd8p/mTveLpQOY7Rb1pp37JlHTweHe+kxZPpYcoMuFkznfivIjpopt4M9NNRku9qnaTSaTXTQuqRju9Klll2QXJZCac+FbkUBH5KiVqOdWCx3KBP/ylCR+QVGmr5dXBqy2eVreNI/lUkymcmkeZbiLDIaU6J5pyqZv61MulF3UYCKu3dV56TrS94VrVWm4h2WS20vMomwghhBAylfAdICGEkIkQxYlOP6n2e1Gcf2PuRzHaYYxdP0YnjHvet9ddC03PQdNTrdamjV0/gudYcCtMyMXzK/ip514fefvnjzRx8fwyLq2u4PEzi/f3ayCTXNLJitoQsY9S8ZQksGIfVuwDcQcIfURhB51YIoji3OtAChuJU4Pl1eB6Tbi1BrxaPVc/kQBc20JDvx7qng23SkZ25zsZ4um+zHdazaTTQc13ykkHQzz1S6ikcsCpG632+iRShJ3NdeoKqDoLXtNCkuiCqJZM3Rlf6fymAcVRiV7JlARZyqnqZyc3t8kQTpZLMXmYkBJor+fnNZm3u3cASODtXwn8kb8yeFu1BcCbA4LdyR7z1s1qGXXhS4BHP8h0ExmetIVeMdGUttcbRTb1zG4a8rxoOQOSTUMKK0IIIYSQKYMyihBCyFiQOt203Ym66SeTRErddi9C248RFuSUYwk0dfKp4dlTl36KE4mXb+/gubV1XL62gc/f2sJf/8p34tmHjgx83DvPLMJzLATR4GLuQs3BU+eXcWl1GU+fX8HxhQnPBupHEhvCyRRPfdZNxVOkb5MQQRzDjyR8Qz5J4SCxG4i9GoRbh1evo+bVUXPtnm4zjiVU2z1XyUjX7vNa6JnvpOXT9q0xfkGGwK4BRx8x0k4HNd8pybfXizpKQpSKA2M+RCqdnFr/gpjtFdJOTXXFNbm/JHFvqim9jStmxyWyIJwCY5ZTiIGySojsiv2ibLJdJkoOE5GvzpFp+7yidBomLTrMrCYhVOro7kv7P2aT5rF8omnxVPVjnPp4j4EcfpLIEE5BQT5FQ1y8IvIJz+7cJj3HaZjUZ5pCTpNNxZQTZRMhhBBCZhDKKEIIIXsmjBPsaPm07YdICu/d/SjGbqDEVCdMei4kbXpq1k/Ts1Fzpu/q+dvbHVxe28DltXV88vomdvx8n//n1tYrZZRrW3jy7BI+8dp67n5LAG8/tYhLq6r13qPH5w9ewCVRYb5TByLpJ56irngSkQ8R+xAyAqR6HQSR/kgSSOEgtmpI7Bpiz4Pl1OHWPDQcC3XXhlV4npaAnv+VvhZKCjA98520eLpv850uZOLpQOY7RVnKyUy9lCGsfHu9dNZT6etLqHWK852YZrl/xFGWauvOcNLCqWrWSJqO6kqmtHVU0L8tY4qwClfve/llJuAOB1IC7XtKLm3dzKRTetu6s/99bN8Ybr3F06PLKLtWkE1pW72zwMKpyUt+MhskcV62m6mmeIi0J4Qxr8kBnDTpmaachpRNudZ5hZQTf88SQggh5AGEMooQQsjQSCmxG8RaQIXohPk387GUaPtKQLWCCHHhvb5ri27rvYZnw5qy4mYnjPHC65vd9NP19fbA9Z9b2xhqu5dWl/GJ19ZxarGOi1o+PXVuCU3vAH8NJ2FhvlMHIimXGSIO1Tyo2NdzoQIAWRE8ihIEWkB1pINYeIjtGhKvhsT2IGwbdcdG3bVQd2w4hWSTgJoB1vRsNFwln3IvhcgH1l/Nt9m7r/OdLmSpp4OY75S2VjNnPPWTEJZTSDvVK9rsFeY7OXVefX0/KKaazFlOVTOYktgQTYW2ev3aMaYIKy+ZzKQT5zfNBrc/A/zcn53sPnZuq3NS1Wtmoc9cqbljmWwq3jaOUHySamSSb6HX/VxLp2Ha8uYSTW5vO72ql2H3fOplyWMz2TSMsCKEEEIIecDgX0iEEEIGEkQJtjshdnw1+6mYfupEEVp+jN0gRhDl009CAA2ddpmrOZXzlQ6aREpcvbOL59Y2cPnaOj5zYwtRUjEHwOD1jTZub3VwYnFwC6AveusJfMFDR3B66WDmVYjY7yadUvkEWS4zRBTAigOIpKPFkw+gIBlj1XLPly7a0kEklHSK654SHBZQdyzMOUosuYVkkwBQc23MaflUd+2s1uhvAzenbL7T0Qvqo7442f3KxEi++NlHv+du19QV1rk2e33+lLPcLOXk1nWbPSYKDozc7C5DLqYCqer1nRZUuwVWQzpVyaq0sNqVTGaBlX/6HwpkArTu9bbSO/9u4MIHBz92sY8AGvfxbd9SqdBBnL2opNXiGf1xGphnuokMQVc2RYW5TeltxXkQUMkjS0uhHunkVcsms71tVzKZ85v6XPhBCCGEEEL6wnekhBBCciSJxG6gWu/t+BH8QvopShK0ghjtQCWginLKcyw9+0lJh2lLP63vBrh8Tcmn59c2sNGuaF1VweVrG/iyxwfPrFhquFhqTKZoIaKOaq8Xtw3xVFKkkYCIg27aScQdWHGAongClHzqSAcd6aIjXQTCQ+J42VwYAdQcC/OujXqJfAKUnGp4DhqehYbjwBJ6vtPNl40ZTw/QfKckytrrpTN/4qB8CLqwCuKpPqDNHow2e039eZNXZB8ESdKbajJvB81gksgkU6RTTd2WekO0kCpexd8daO+w9dNhIWzrWU0lrfS2b5a34XTq1TKqvqzWm2iSVKjzeZWMOv9u9UFIESmzJFOiz31pwjOOqluSAroNnpu10zM/t9z+vzOzDfSRTGnSiXMSCSGEEELGDSsVhBBC0Alj7PhKQO36Ua4+LiHRCWO0/BitMIIf5gus6byfdPbTtKWfgijBZ29udVvvvXpnd6zb//wb25UyaixIqZNL5oynNspkkhJPRps9fVteHBeIhYeOTj21ExcBCkUcAXiOQN2xUXOt0vlenmOh6dqoezaatoC9cx24VRBP92W+04W8eDqI+U5xmJdOkd9/Xo9lZ7Kp22avzxXbwsra65nt9thmb3IksfF9NFrqRb4qpA58rMxmNaVt9cyWUoNklRCGbCrMbrI9tjE7DMgE2L2jhdON3tv2evU2imzfrF5HCJVCundl9O2buI3+rfTmTzLdRAYj5YBUU1Q9ww7QyWtzXlOackqXh/jdZ8qlspQTz6WEEEIIIQcKZRQhhDyAxInstt3b7oQIo3xRNIwTtMIYLT9CK4x7LtKvddNPDuquBTGFb+allPjbv/w5fPy1dQTR+Fq+eY6FJ84s4eLqMi6truD8ygRa78kkJ55S+VRavJZSyaZIt9mLA4jEL98sLEinhsSqoZM4aEkXndhCaAap9LfSLcin4rfYtS00XAtNO0FjZw3OG1o83X0JuPvK/ZnvdPRCJp0OYr5TtxWb2WavM6DNnpe110vFU982e45usdfI0k5OjYWzcZJefV8skCZhJp6qrs5PEkMypSmnVDxVPFZYvZIpFU+Ww+/1YWP9NeDFn8lk086t4Qruo7B1Y7j1Fk4PIaMEMH9Crbt4JrtNpVN9ia9BMpgkyic6zdlNSVSe/DURlj73OcY50MlE/DAXjqSPc9LzZyHlxNcwIYQQQshUQRlFCCEPCJ0wxlYnxE4nQiuIe9JPqvVehN0g7pFTtgU0PKc788eZsvRTGUII+FEyFhH10NEmLq6u4NLqCt55ehFeSVu6PSOTXNLJitr9U0xJAksnnRB3lITqk86QwoK0a0jsGqRVR1s66CQ2/ChGEPRu27EF6lo81Vy7p7uNYwk00cbc9lXUt16Bc+8VJZ/Wr96n+U6GeDqI+U5JbKRiOpmsKC22iUw42eZ8pz6vG7vWO9+Jsyj2hpS9c0VyV+UbRdNBySSTJMpLpm7BNaieW2LpNlKWkW7qznLin+FTT5pucmpKzgzC3wI+87OTPZ7tW+o1V1WkXzyrbt2mFk1aMpnSaf4kzzNkMF1BH2WC3RROVbKp2wZPC/bu3KZUOg1xDuyuX5Zs8pgMJoQQQgg5ZPBdMCGEzChRnGDX1wLKjxDF+aJBEMdoBar9XjuMe2oKdddC03O6s5+miTiRsCtnAQAXzy/jE6+N3gppqeHi6fPLuLS6jKfPr+DI3JjmBiSxIZxM8dRn3VQ8RbrVnuwnnuxMPOnbQNrwwwR+FKMTJbpolCU1HEvAcy3UHQs1185/PaWE27mLxd3X0Ni8Am/zFdj3XhmuRdQ4Mec7pfLpyCOTbw8VhwXxNKDNntBt9rrznWrquEtfnsJosZfOd2pwxs8wJHFvm6dcodS4Gn/U7SZxtr3u50bKqUq2Wk5BMrnq9WANeWU/ub8ELXVuS+c1bd0wZjfdUq+B93w38K6vH7ydxTOTP1YZq1lNCxWtYZ/+E8DFb1KtSpkMIf0wZX2ZdKq80EQYM5rMdnqu/nyIUoOwByebeA4lhBBCCJkpKKMIIWTG8KMYNzY62Onki7KJlGiHMXaDCG0/RhgX008Cc7r1XsOzh5I9B8mtrQ4ur63j8toGPnV9A//oj1/EiYX6wMdcWl0B8Grlth1L4B2nF3FxdRkXz6/gkeNzsPZbwEuiwnynTt/2eUiirngSkZrvJGR5UV0KR7XaM8QTLAdhlMCPEnSCGH4YQRYeb1lA3bG1gLLh2Pr5yRjuznXUN69kqaf1KxCdjf09/1Ex5zul4mnp3GTTI902e35+xlO/tEu3QKZb7Dl1VYgrQ9hZm73ufKc6C8MmPTNFzJZ5YV5AjZK+kzDkkhZMMlLblxEQG8vDpqPM2U3FWU6CV+ZPNUkMtO4oybRlSKf0dphz3TDt8RpH1GsiDvZ9yDncuXz7vGHOiY3l8R4DOZykct0UTKZ8Gua8ahuCyS6kmyynz4UXBsIqpJoKKSfKJkIIIYSQBwrKKEIImTGu3WuhHagCgx/p9FMQoRMmPemnhmujWbPR9GzUnOkqCLSCCJ9+fROX1zbw3No6bm7mZxBdXtvAlz0++OrwcysNHJv3cGentzh4drnRlU9Pnl1Cw9vH80/CwnynDkRSXpAUcQSRttiLA1iRDzOxZCItNyedpJ0VbqJYohPG8P0EftRGUqwpWUDdUeKp5lhwHQsiDuBtvYra5hXUNq+gsXUF3uarEPd9vtMFYO7EhOc7Jfm5TrGvWu2VFuOELpQZLfacekWbvbqRdmqqq7wfVJKkf2s8M83Up8Xk4O0WJVNsSCZ9W9U6r4hl66Kqvk1b65lJJ0rE6SbY1Ymmm72327dGT8wVGSYVKoSSRutXR9u2sNQ5MZVNxdvaAl9/pByZ5M+zRek0zLnQMmY02UXp5FbLprQtbU4ymSknlhsIIYQQQkgG/zokhJAZIklkV0S9dne3J/3k2gINz8acTj/tO/0zRhIp8crtHTx3bQOX19bxuVvbiJP+qYXLa+uVMkoIgYurK/hPn3kDc56Np84r+XRxdRknFwenqvpuM/a7SadUPqFPiklEAaw4gEg6ELEPKwoAlBeHpOUp4dRNPXmqOK6JYwk/jNEJA/hR0vu1EUDNsVBzLTQcG7WkhdrmS6htvora5iuobV6Bt30NQo5YqN8P922+U5RPO0V+/7SCsI35ToZ46tdmL22tZ853elCu7C6VSiXLo6aY+qWWZJQXUKNsV4hMLFlOr2xK77McFvoPOy/9KvAb/7/J7mOYZBSg5jGVyajaQjarqXg7f4Lzw0g5UhbEfir3A307hGS17Ew2daVT2lrPRc+AyB5EiWQqzG8ihBBCCCFkSPjOhxBCZpRIy4qmp5JPczUHrj1d7aTu7vi4vLaBy9fWcfnaBrY7w1+9/vz1jaFmR331U2fwpe84icdOLozcelBEHdVeL24b4qlE5kiolFOsW+zFHVhxAKC8eJ6mnLLEk9fT6itJoOVTDD9Mut/P7OAAzxGo2xbm4g0s7l5F7Y1XuvLJbb0x0nPdN935TrrV3kHNd0pFkyme+hXoLCeTTeltv0KasMvnO82auMilmKIBkmmElnYAkMjBkimO1M/SqIkVYeVFklUmmGwW9w8jwY4xs0nfvvXLgJOPD37c/MnJH9v2LSVDq1oyrr4HmDuWJZtS6VRbmPwxksNHT6vSknNvFalk785r8nSyKV0e4u8+u49kSuc3zdrvPUIIIYQQct/gO3VCCJlxji/UpkZC+VGMF1/fwuVr63hubQNr91p73tauH+Ol29t4+6nBKZu3HJ2r3piUOrlkznhqo1QmSZWOSsVTelteqBdIbC/XZk/atdLCjpRaPkUJ/LB3phcAuLbEUnAbS61XMb99FbWtK6htXIETbFY/x3HSne9kiKeJz3dKsplO3dRTvzZ7MFJOZpu9PgmmtCWfOeNp0hJt0gxqjWf+36hJuXQGSdomr9g2b68ppn6ppaJs4nymw0sSATtv9s5sSm/9rd7HLK9Wy6iF05M5XpMkBHbvqBTTIN751ZM/FnK4SGc2dc+7xudJhJ7+yUWE1ds6z3aNuU1DnBMtt7d9nplyomwihBBCCCEHBGUUIYSQiSGlxGt3W3huTSWfXryxWSpZ9srz1zYqZVTvQSU58ZTOeCoXT6mkMsRT4pdvFhakk5/vJAfNmpFAJ1KpJz+KEUT5r4tIQix1rmG5dRULO1cxt/0qaltXYcX3ab5T2mrv2GOTn+/UbbNnznjq12bPKoinulouTcGlbfYM8eQ0Ds9MCyn7t8ZLorxk2nOKqSiYTMkUj7ZdYQ2QS8aysFkMnRX87XyyyZRNO7dGk5TAcLOa5o6pYvuoM8iKCBtYOAksni1pqXeK6SZSTnoe7jk3B8PJpm4bvLLZTe5wbWAtJ0sxFec3DSusCCGEEEIIOQAOSfWFEELIYaITxvhnv/UKnl/bwL1WH4mwRx49PoeL51dwaXUZbz9dIaJkkks6WVG7f4opSWBp4YS4o8VTeXFTCsuQTnWdeKqYmyCBIE668qkTJd3DcKJdLO9cxeLuVSy2rmJ+51XUd67f5/lOWkDVlya73zjolU79WhNZtm6xV8/STI5Xvq6wlGgy5zs5jeksyiVxf8lkXkE/aku70hRT8TYaPR3Vtz1ecUbTFH6tyfi4/Vng1d/Oy6dgZ7z7GGZWk7CULNq8Vr1ubTEvmRZPZy315o6zvSPpxWxfmpvdlCabqgSrMOSS2T7P1a31hnjNpbMNu63zCimnafy9RgghhBBCSAl8x0UIIWTs1BwLn7o+HhG10nRx8fwKLq4u4+nzy1hu9pEPSWwIJ1M89Vk3FU+RTjzJfuLJzqWdEqemikhDEEYJ/CjpJqBkIuEF97CwcxUnd65iYfdVLOxeRb190POdPODIo7rVXjrf6WEldyaFlEaLPT+b8dS3zZ5nzHfS4qlf0c5yjflOOu3klLdDPDB6ZoGYbfMKkmmUtIhESXLJkErmbKZ9pZj6yCammGYbKVW6KU0aDuLeFeCT/2ayxzNMMgpQYmnzmnqNLpwqSTadVsLJm5/s8ZLDRyrm0yRTUTgNc342BVO3nZ5xW3XKTBO+ZckmpzZcOooQQgghhJBDAGUUIYSQsSOEwMXzK/hPnx1dsri2wONnlnDx/DIurq7goaNNiGLxO4kK8506fdvnIYm64knodntClidMpHAgHUM82bWRrpSPYolOGMOPEvhhiNruTSzsXMWR3VexsKMST15YMhdlktQWtHA6wPlOSWzMd9LSKQ76tCsSvS32nHqfNnvIklHmfKeqVNo46aaYSuYvFdvmjbTdpP/8pfRzmbbKG4EywST6SCfyYBCHwM4b5a30tm8AwS7w5X8bWH3P4O0snpn8sW7dUOeNKgH6vj8P2H8JaB7ja5nkkUn+IoCidBrmnGr1aaGXfj6UbCq0zjOTTYelVSwhhBBCCCH7hH/5EkIIqWTXj/DJ6xu4vLaBP7y9jX/wdU/D7icLNBdXl4eWUeePNHFJy6fHzyyi7hrFxCSEFebnO4mkPHEl4ggibbEXB7AiH0Af8WS5Oekk7dGvPo5jqeY9+T7szatobr2K41o8ze1chdNPkE2K+zHfKQ6z9npd8TSgzZ5dN+RTTRXiSsc7pW32CvOdJtGOqDTF1EcyjZpi6s5iivKpJXM5iUfbrhCDW+SZsokppgcPKQF/q1cybemP3TerX2/DtMdbOD2e4y1iOVmSaeGMOrdUpbSWzk3mWMj0I2V5qql7O4xssgHLK6SajLRTxd873blPuVZ6ZsrpAC+YIIQQQgghZIqhjCKEENJDnEi8dHsbl9c2cHltHZ9/YxuJEWp5+fYO3nZq8DD3p84tQ6C8UdhCzcHTq8vd9NOxeVVoFLEPEW3D2u105RP6pJhEFMCKA4ikAxH7sKIAQHnRSVqeEk7d1JOnCvYjkiRA2N6Cfe8VeBuvYH5btdlrtq7Dul/zncwZT5Oc75QW/FLhlCaf+hX60kKcmXbqd/W35Sjh5NSzGU/jaLOXJP1b4xUl08jbTSVSmWTaY4pJWP3nL3WXbc61IVm6yZzXZMqncHd/2x+mPd7ccXUe3cu5r7HSp5XeGaB5lOkmkiGlcf4OdLqpMGOvCmFrSeQo6WS5gKPTTpY3hGyCkWIqaaVnuxT/hBBCCCGEDAGrGYQQQgAAt7c7Xfn0/PUN7Pr9C4yXr61XyqjFhosLJ+bx0u0d2JbA208tdOXTo8fn4SS+aq8X34O1mYqnkn1KqJRTrFvsxR1YcQCg/Mr+NOWUJZ48VeQfFSlhte/BvvcynI1XUN98BXPbV9Ho3M/5Tlo8HXlksvOdkrgw30mLp35t9mwva5/Xne/U52tu10rmO/WZA9aPfq3xuu3z9H2jFsmTYmqppFXeqDOehDCSSn2STOnne3mdkgePyz8G/MG/wkgzwUZlmGSUZav5TFuv9/6f7Sq5tHAmSzgtptLplBLOhABZMjV3Tg8Kc/UqXuvCKsxrSlvopctDnFstt5BsMlvpeZRNhBBCCCGEjAHKKEIIeUDphDFeeH0Tz62t4/K1DVxfbw/92OfWNvCNX7Baud43fsF5JInEU6cbmLcC3WbvNqx7r6FUJkmVjkrFU3pbXnQVSGwv12ZP2ntM08gE7s4N1DavwFlXqafG1pX7PN9Jz3haPj/h+U5RPu0Udfq32RN2Yb6TFk+lX3KhZVNhvlO/xEM3bTRAMnWvgh+hCJ/Iwa3yupIpHm27uRRThWwipIw4ALbfyLfSe+JrgfkTgx9XX8JERRQwXDIKAN7yPqC9oSSTKZ2aRylXSUZ6/u45pwejy6ay2U3DJOksZ0CyaUhhRQghhBBCCNkXrJAQQsgDQiIlrt7ZxXNrG7h8bR2fubGFKNlbQfPzt7aw60eYqxV+jUipkku6xd4XrqgZT2iViSep2+sZ4qnPjCUJC9LJz3eS1t7a4og4hLf9GmobV1DbVOKptnUVdtwZeVv7Yu5E1l4vvZ0/Obmrr7tt9nwj9dQZ3GYvl3iq9Z97IWwtnMz5TnX1XMyr2zubJbOZwj2mmPqklrrL+r5RtztQMJmzmFi4JBVICXQ2+rfS230TPVLp7LPVMmpSs5pMtm6o4686H733z07+WMj0k2t9GhTk0zBpUmEIJnNuk57jNIzUTy+WSJNNxZQTZRMhhBBCCCH3HcooQgiZYbbaIX7z87fxqdc38fzaBjbaI87G6UMigU9dX8f7V5sQWjxZUbt/iilJYGnhhLijxVP5sUhhGdKprhNPexv+bYW7qG1e0eJJy6ftaxAHPd9p6XyveJrofKck314v6gBR0KcgaAxez7XZ63OleSqoLOMKdWFlUqmzAezeyZZHSXBIFKRS8WM/KaZ+LfJMwWSzFRMZjcgHdm4puWRKp/Q2GlFyD5NIWjyzt2Mto3EkP6/JTDgRkpLE2Tm9TDoNJZvSeU0O4OhUUzflNKRsyrXOK6ScOGeMEEIIIYSQqYcyihBCZoz1VoCfe/51/N6Vu7ixMd60z7E5B5dO1/AFpyw807gBb7OkcJ/EmXiKdOJJ9hNPdi7tlDg1VZwaFSlhd+51hVMqoLzWrdG3tR/S+U5HL6hWewcy3ynKUk5RoNvsBeXrCiu7Yrybdqplw9tT2RP56vNU1KRtkIStio7+iO0LTYnUk2QyZzGNmmLqk1rqzmAyhBMh++XG88DNT+bb6u3eGe8+hpnVNH9C/SwPM7vM9vKyKXd7erLnJnJ4kEm+hZ6ZXo37XchQIJdoMkWT/rzK8wsr3zavmGwaRlgRQgghhBBCphr+VU8IITOGJQR++rnXxzJRpGYLPHnCUfLplIPVRQvCTI4kUVc8Cd1uT8iodFtSOJCOIZ7s2t7m6cgE7u5N1Da0dNIfjr+xtye5V9L5Tql4Ooj5TmmbPXPGU1L+9VZXn2vZZOvUj2VlAijuAOGO+lwmWdIplVReI5NUgFrHLEj2pJgKs5jM2UwjpZjE4PlLTDGRcSElEOwArXvAwslqMbP2MeBT/26yx7Q1RDLKclRLzzRF1TyWn9eU3i6eUckn/pyQrmwqzuJLb4e4EMCyVbLJLpNOXrVsMlO4Xclkzm/aWwKaEEIIIYQQcnigjCKEkBljqeHi0RPzePn2zp4e/8iyhWdPOXjmlIMnjtvwbFVhEnEEEe4q8RQHsCIfQB/xZLnZbKeueBo9nVKc76TE06uw7ut8Jy2eJj7fqZB2ivyCDEq0AIoB4SjRZBnSCVCPC3bz204llVMHak11axYBk0Sno9q9aSZTNg1TvMzt1zaOb5BsYoqJ7JPIB9r3lGRKb1uF5fQ2bRf6Vf8EOPXE4O0eROu6Ydr0AcAf+58Bbx5YOKV+nsmDjZTGHL5AJ5rC7PN+Fy2YCDufZErb51mebqlXGW3qI5nSpJM3lqdKCCGEEEIIObxQRhFCyAxyaXVlaBm1XBN45pSDZ07ZuHTKwdGGBREFsOIORNCBiH1YUQCgXD5Iy1PiqZt68lRRa0SscBfe5quob77SlU/3fb5TKp/qy5PbZxIZ7fV8JY+iji4gatmU3kqZJYK6Rb9aJsXS9FLqrOwaUJszrmLX35c0tRS0VMu9ON3PMIPmDYopJjGgbR7TGWQ/JLGaR1YmlIr3FQXsMLTvVa+zeHr07Q7L3DElu448Mtz6Jx+f3LGQ6UPKAakmfX8V6fm5O68pTTmly1b1Nky5VJZy4nmeEEIIIYQQMgDKKEIImUEunWmiXzMpxwKeOGbjmdMOnj3p4NGFCE4SQMS7EFEH1kaAzGbkKaadlHgaooBlkpvvpBNP922+0yMq5XRMi6ejj05mhorUaaOwA4S7SgJFbX3rG7IpUUVHQBUGewa0F+ZuSKlTSlKno+xsVpKw1TbD3dFnPAmrf2qpeB8he0XK4YrX//l/BV759dFE6ai0hpBR+0lGOfXy2U2Lp4F5ppsItFRKk0yF2U1JlP1u6IewdKLJyVrndT93h0udpo9zUuFU+B1E2UQIIYQQQgjZB6wiEULIYUZKlaIJ20DYAvwW6nfexFP1GHUb6OhQ0fkFNfPp2RMJLh6J0BQt3W7PB3bLClwCie0Z0kl9jFyImqr5ThcM8TSm+U65NnbG7KRYt7kLW/p70xk8BL7Y0ihNPyVRlliKg6zVkuVkwsj21BXuAgD01fNl7ROFqGiRZ9w3qmAkxCTygfZ6/+RSetvZBr7lP1S/3pzaZEUUMFwyauEk1A9a+TkTc8d7Zzal0qm+zEL+g0432WScz03hVCWbum3wXOPc7xjSaYjfZ931y5JN3nDpKEIIIYQQQgjZI5RRhBByWJBSiw1DckTtfJE2Uf84AvjqhxPMWSE+eC7BuXoAkfhqnUI3HwkLMhVPjhZP1uhXQPfOd3oVta1XYUXtfT3tUUnmTkAcvQBx7LG9zXdK2yGZcslcTtvmpVeqy0RfzR6qNntpcbGnsJioBJNlZyIplU6pRErnQqWPTQuPtqeSFU5JC0RhDZi/ZCx390XIHkhioLNZ3SKvdQ8IRphX528D9aXB6zSP7O/Yh2GYZJTtAeee1SknQzotnFGiyuZMnAeaJC4kmgrSqVKoCmNGk9lOz9WfD/G2TdiDk02cyUcIIYQQQgi5j1BGEULINJIkOlljpmvaKL0iP0lUOirygbANb2sdIgnxtSc6gASO2TWIREkIKSwj7VTXiSd35MOzwha8zSvGfKcr8LbXDnS+k4SFePEccOwx2Mcegzim5jtZ/eY7daVSSZKpKJr67jRW851i4yMK9OMSo9Veor5Vlm0kkoy2dqnA6iJUsdFt6Dkenvo8LUAOkk1MMZFJ8Wt/A9i8rkRNZ2My6aTWvWoZ1TgAGdVeH269r/i7kz0OMr0kca9gMuXTMD8ftiGY7EK6yXLybVjLEFYh1VRIOVE2EUIIIYQQQqYYyihCCLnfJLEhnNLEU6f/uql4Sm9NqSEBkajokxQOEttDVF9E4taRODVVABsFKWH760abPZV48nZv7vHJ7o3E8hAuPYTk6AWIYxfgnngb7GOPwrFrWRu79KN1t1w2VbZAMui2P+woKZh+veNQCyeppZVOMVm2Ht6etkByyyWREEo2uQ390QQ8fWsbsokpJrIf4lDJlbLUUuseMHcMeP//u3o7d18BNq9N9ljb9wA8PHid/SSjbE89vnFE3TaPZp937zui2uiRBxuZGIKpRDoNulAhxTJmNNlF6eRWyyaIEslkppz41o0QQgghhBByeOE7GkIIOUjiqFc8xX75uklUIp7C8nXTNjxWHWEYIbFr2JUhIIGoXodjDyE20vlOm1dyM54Oer5T7M7BX3oE0fLDwMrDsI88jNqRs6hZyMulzevDFQdNZKIfH+fb7UWd7CP2gajfVe5CX8XuAk5Dt1IyBFLaDi+9dWtaOM0Bjr5lMZHsBZkAna3qOUyte4C/NXhbKw8Nt8/mkcnLqGHa4xWTUcJS8qhZkEplksmdo9glCimzJFM30RQBSaBvS2btFbHsTDZ1pVPaWs8FrMpoU4lkKsxvIoQQQgghhJAZhRUxQgiZFHFYIp6CPusWhEjk9y+M2a6eH1TLbtP2bwmQtNJ5LX3EFYz5TptXum327sd8p6h+BP7CKoKF84gXz8FaPAtv/ghqnoWmWUDuDChYSwn1xFPJFGUt87qpqETfFynRlBhXv/f7OgtLfX2785rquo2ebcxpSmcxWfn1HP05h8GTUelsAJ/6yXLRNK42ecMIIOCA2uMNcSxHHgY+9P2ZaKovsR0Z6SWd92fKpu5t1P9iDhNhF+Y1eTrZlC4PcU63+0imdH4T5SghhBBCCCHkAYUyihBCxkEU9IqnpE/hKwqMxJMPxJ3+CR+nlpdO9ugzIaywhfr6q2q+0+arqG28Am/7GoQc4irwMSEhEDWPI5g/pz/OIp4/C3duCXXXxrxrwS1eUW6mmLqyKZ3rlBjt+foU6NM2fd1WS/qxsFRBUVj6yvaaKjw6dZV2cuvZ17sMYWffF9v4/rC+SFL6tck79lZg9T2DH5vEwPM/Ntnj87fUz4XtDV5vP+3xUmx3cHLp6IXqbXhzwPn/av/HQg4/6Tm9K5jSVFM4XDvW7nnfaJ1nu8bcpiFkk+X2ts8zU06UTYQQQgghhBBSCmUUIYTsh503gZ1b5ekaCd3yzc/LJ1kinoTIi41UdpTNHRpE6y6atz6F2uYVLL35h5jfuYpm5409PbW9kggH4fwZhPNnEcyfRTB/DuH8acCuoe7YqDkSK7aEJyQgfSWT/CRrwdeVTcOmQGSWiEpnOckEgNCFR51SShNM3avUvay9Yb+vs+UUvid1tlF6UJGJkjhVLfIGtcl751dXy6j6sno9jisF1Y/2BjB/YvA6fZNRAmgsV7fIaxwBvHkW58nwpAmmnlRTMOTsv7QNXtnsJne4izksJ0sxFec3DSusCCGEEEIIIYT0QBlFCCF7JWwDW9fV5xIl85388oKysLI2bl3BURutYCsTYOsGcOcl4O5L+vZlWO11nB3LkxuO2G6gM3cG0fxZRPNnEc6dRNg4CgFAJDE8G5hzJDyxC0/sQMQJEFUVEw3SdnjpLQAkUgkrqaVTInWbQqf3saZ0qmqRlJOBaZs9tgJ7YNi9A7zxYkEu3TU+Xy8XyaMwTHs8y1ZCapj2dfs9lioZdfYigO/slUz1paw1KCGj0E2sFmc3pcmmKgkrDLlkts9zdWu9IV6Xabq1+3uhkHKibCKEEEIIIYSQicBKAiGE7JWoo27DDrCxBmWkCqRJnJx4GrGNTxwA66/lxdO9V5QMO0ACdxF+4yTC5inEcyeQzJ1A4s5DPW8JAcCxBebkNlzbgudZyJX0zC9POmupO3fJyt8nbHRb80WBbsWk2zEVEUIVD9OiYiqgLLe8dZ6welNodm2IwfPk0JBE+TZ5Rx8D5o4NfsytTwO//jcne1zDCqbmkfHJKMvtk2Baqn7siXeqD0KGJW2n2m2PWhBOwyT+TMHUbadn3FadqtNzfFmyyRm91S0hhBBCCCGEkPFAGUUIIftFJgCkkiJusyA5KmayFAl2gbuvGGmnl5SIKmsDOCEkAN9bQad+HGH9OKLmCSTzJ2DV5nvWdS0Jz7GUfHJs2HZBKJXeWnkZJ6UuVmrh5PuDi5Zp26VucdHT8qoEy9bfC0M62R7nOx1GpAT87ZLEUkm7vM5m/rEf/F7g0T82ePvjmI9UxTDJKEAdy91BKwiVTmoeAZpH+7fIa7JNHhkzMjEEU0E6xcFwssnq00Iv/Xwo2VRonWcmm2y+vSGEEEIIIYSQaYTv1gghZFzYHrB0bvj1W3e77fW64mnrxuSOr4RE2PBrR9GuHVPyqXECSfMEbM+Fa2vBIywIYUMKG45jw3U9eK6LmufAsZ28ZKpCJqqFYRKqNobdq+XLWvcJ1XbJ9tTcp654GtRmzyu02eOvuakn8nvlUj/JtFcpO4wE6jsfaYy07qnXepUcOv2UEtv9JFNjma9tMhmkLE81dW+HaFVp2fqcbaaajLRTZQpVZCkms8WqY6RfCSGEEEIIIYQcOljJIISQSZOb7/Rylnpqrx/oYcRWDZ3aMbTrx9CpnUC7cRJh4xgcrwbXceE6LmzLhqVTTKGwYdsWaq6DumOj5lpwR2lll7ZqisPBbfYAo3WekXjqe4W80OkzY96WwzkfU0USAe0NJU+qJOXv/zPgMz872eNpDYwZKSaVjLKcvFRKwurE5NPfNJljIaSbRI2ARJ+Tc7JpCOErbC2JHCWdLBdwdNrJ8oZredpNMZW00hs0248QQgghhBBCyKGFMooQQsZJHALrV7Ok092XVdu9sHWghxHVltF2ltGuH8fu3Cp2G2fhe0dguw4c10XNduA6FmpG0TABYAGouzbqjoW6Zw8nn6Q0xFOgZjwlAZD0a7Pn9LZY6jfDw7IBu27IJ91qj3XKg0dKINgZnFxq6RZ6nU0AEviTP6XayA3iINrjDTN/yW2q11bsD7fN+tLg9nhp+7zaAgvr5OBIz8emXEovBEj0cmkS1UBYhXlNaQu9dHkI8W+5hWST2UpvxLmJhBBCCCGEEEJmAsooQgjZK/42cPNTwBsvArc+BWxeB7ZvHuh8J0AAy+eBo48BRy8gOfIobmwFSLx5bN+6AgsJ4vmzcD0Xc44NuyCXBNBNPdVdG55dUSCU0mivF2TJp35t9szZTukV8H3b7HlGm72aklCc/TF5Ir+8PV6ZaErC0bbdulctow6qPV4VQgCLZ9TrOyeZjvaKpsYK2+SR+0d3RlPYK51GlU1ls5v6XRxgYjkDkk1DCitCCCGEEEIIIQ8UrKQQQsioXPkt4D/8BWD91YPdr+0CRx7piicce0wtu43uKiJJIF/+FABgqeHAtgTCptstnAsAnmOh7lqoOTZqttX/AnUZq5RTHAzZZk/LJMsQUIPa7Nm1TDyxzd7B88vfA9z6JBDsTm4fw0igSSejhF1dnE/5uh+e7LEQMgzdeU2GYIoN6ST7pE67CEMwmXOb9BynYUSqsPPJpmLKiedrQgghhBBCCCEjQhlFCCGj0lievIjy5jPhdPQx4NgFYHm1sogoBLBQd7DViWBbFgQkPNtCveYo+eRYveM8im324lClQ/q12bPsTDalbZf6HZewtXDSiSdb37JD0+ikbfIGtchr3wOcBvDV/6R6e7E/WREFDNceb6/JqNpiSWKppG1ebbF6bhUhB0kSZ4mmMuk0lGxK5zU5ataeZSSbhkmUCrvQOq+QchomHUUIIYQQQgghhIwAZRQhhIzK8Xeoot+oLcv6MXdMCydDPM2f2vNMjeWGi4brQMYuXFvAXqxlskjKLO2UhKpFW9zvSnvj6nq7pgqcTq1/YT9tyefUjVZ77p6ewwNFvzZ5ZaIpHuI15zaH2++0tMczk1F2LWuLVzaHqXu7rF5rhEwjMsm30Ot+rqVTpWxCIdHk9rbTq/r1kKZVuxcOFJJNbIFKCCGEEEIIIeSA4TtRQggZFccDjr8deOPTIz5QAEvnDOmk2+01lsd+iDVHALYWT50tXRwN+ssMYRXmO+kZT6VCTGTFzVybPV5JX0nkA7/1dwzJdHf86aSwBYTtXPvGUibdHg8YLhnVPAp8w48p0eQ29ixhCTkwurIpKsxtSm/j6m1Ytko22WXSqV+LUxNRIpnM+U28EIAQQgghhBBCyHRBGUUIIXvh9LsGy6jufKcLmXgqzHcaK3GgREfYBnZuq+Wd2yoJZTl5UVRss5decV+GsPLt9dJZTz29/h4ApFSipyy11LoHHH0UePJrB2/D9oBXf1sVsSdJe33yMqq2MLg9XvMoMHe8ejuWrSQtIdOClFmSKUlbl6afR8P9/Ao7n2RK2+dZ+pxbeQ4VfSSTce4mhBBCCCGEEEIOEZRRhBCyF069C8CPq8/dOWDpLLDyMHD2khJPQ8x32hNSqlk/UUelnqKOklBp2yeZKCGVYrmA11DHaLuqgCn6JJgsp5B2qj8YV9fHgZI3g9rjpf8X+/23s/qeahklhBI2u7fH+xyKtO4Bi2cGr1PWps/2DKl0tL9oaqywTR45XMhESaQkVrcy1p/H5fdXIezCvKY05ZQuDzGnLJdELUk5MSVICCGEEEIIIWSGoIwihJC98LYvB+pL6qO2CGxdV4XElYfGt48kVqIp6mgB5et5I7J33e58EBdo7qrCKAQAqdIpRTFm17L2et02ezP8K2HnNvDyr5eLJn97PPsYZj4SoGTOxGXU3ep1Tr8L+OD35iWTO8cCODk8dCWSKZL6CKdh5jSZCEsnmpysdV73c3e4tqTp45xUOBVSTvxZI4QQQgghhBDyADHDlUdCCJkgKw8pEbV+FQha+99eHGYpp6546jPfybIBu54XSXZNu6ckkytCABCA0wC8pk481Q9vmz0pVeqrKJROPanSaIPYfRP4L/9issc3zHwkoDyRtBe8+f7JpeNvq378/En1Qci0IBMtjgpSqSuUCvePirDU+VM4KrlkOeojt2z3tjbth+UMSDZ5w6WjCCGEEEIIIYSQBwTKKEIIOUik1POdtHhKk0/9rtpPr6rvzmuqq6vzy7ActV7jiFo3iVUrqeXz091uLw5VmzyzHV7Z5+176mtV5N1/ulpG7Xc+0jC01tX3UVQUoAcdi+2q9niDZjE1dJs8pzbe4ydkEvRri1cmnEZNLwGGXCoIJVEQS8IZXcILe3CyaRhhRQghhBBCCCGEEACUUYQQMjmSOEs5pR+xX95mDyJLODlG6qnflfV2DXAbxkdTFUmTBAh21Do77t6Ku+Nk945Kjw2aw+Rv7W8fw7THG1caaRAyVqm0+tLg9c6/G6gt9Eqm5lG2ySPTj5R9kkt9hFPp+W4QQgl3YWcSyVwuCqaRf1yEMdfJ1p87vcuUTYQQQgghhBBCyFihjCKEkHGRxGpWT3fOU582e8LWwkknnmx9W1pUFZlwcgz5dL+KpGabvKOPKgk2iJd+FfgvPzjZYxqmPZ5TU6In3B3fft25fFqpeQTAEIX3h79QfRAyLRRb4BWlUlE2jYowBJJl9Ukt2Vm6aS/b70ol/dF3mYKJEEIIIYQQQgi5H1BGEULIuEgilQQysd1MNnVb7fVpmSdsJXfcur5taEk14aRMEqk2eYPa46W3YTt73If/GXDiHYO3fSDt8Yac1dQ8AmxWyCjLHdwer3u7or43hEwj3fTSgLZ45v+PnKAUWiLZRmqpIJSEIYL2kl4aKJQKy0wTEkIIIYQQQgghUw9lFCGEjAWRDbDPtdnrcxW+7RXSTk2VlBoXUgL+DtDZ0B9b/UVTZ3Nv+5iW9njDJKMA4NSTwMKpwaLJm2dhm0wnMukjlvoIp1ERet6SsAHbzgSTcPLLaau8kbdvGwLJ1m3xBiwTQgghhBBCCCFkpqCMIoSQvWLphJPTAI4+BlhlEkMoOWXOd3IaKk0wSX7le4C135vsPoaRQJNMRrlNtf2F08Ot/0X/w+SOhZC9YAqlvsmlaI/pJRgt8AyJ1NMWL13eg4S1jKSSne7HLV/eS/s9QgghhBBCCCGEzAyUUYQQsle8OaC2CPhballYRnu9RtZm734UYevLk9/HJJJRlgM0VoDm0QEt8o6oddzG3o6bkEnRbY8Xoe+8JXNZDjFjLIcw2uJpiWQuFwXTqH4pTUdZOp3UbYvXZ5kpQkIIIYQQQgghhAwJZRQhhOwVIYAjjwBxoJad2v09HpPm0cnvY5hkVH1JFcpr80PMYToC1BZUQZyQaaEntVSSYuoKpj2kl4rt74pzmHLLe/jZsJwRBBN/9gghhBBCCCGEEDIZKKMIIWQ/CDFdEiplku3xUjpb1etYNvDtv6KK3YRMA930UllyqSic9tIeT5S0wCsRTqkkGjlcJAyBlLbIKyyb9zG9RAghhBBCCCGEkCmA1UFCCJlF9iqjhA00V0ra4pWkmdzmcNukiCKTRib9pVLZ/aOStq8TNmAbMkk4+eVUNo28fdsQSLYxd6nPMiGEEEIIIYQQQsghgxVCQgiZRYqzmmqLA+YvGaKptsg2eWQ6GNQWryfFtIf2eN3UkiGRcsLJyZatkYcvFRJKAwST5bA9HiGEEEIIIYQQQmYeyihCCJlFjl0Avvh71Aym008B3pApJkImhZQlIqmPcJKxWn8UhGUIJstog2cuGwmmURGWIZTMOUx9lgkhhBBCCCGEEEJIF1ZLCCFkFnGbwJGHVWLEdu/30ZBZpSe1VJJi6qaZ9pBeKra/E7YSPcJMMaXLe0gXWaZEso3ZS2XLTC8RQgghhBBCCCGE7BXKKEIIIYQopNQyqaotXnr/iOkliHw6SRTSSjnh5ACjdseDMASS2Savz7IYeQeEEEIIIYQQQgghZA9QRhFCCCGzjExKxFI/4RSPvn1hzFuyrF7BlFveQ7pI2CMIpj203yOEEEIIIYQQQgghE4cyasYRQtgALgB4J4AzAJYA+ADWAbwC4ONSyt0x79MF8H4AqwBOA9gBcAPAZSnl1THv62EAT0M9t3kANwG8BuBjUspwjPuZuedECDnEDGqL15NiGrU9nsgSSmZiqdsWLxVMaXu8UdNFoiCRbGPWUsky00uEEEIIIYQQQgghhx7KqBlECLEK4GsAfAmALwSwOGD1WAjxnwD8EynlL+5zv8cB/E0A3wDgSJ91PgbgH0gpf2qf+/paAH8JwHv7rHJPCPETAL5XSnlnH/uZuedECJlCpCwRSX2Ek4xHb48nLCOlZBlt6sxle+/pImEZAsmcw9RnmRBCCCGEEEIIIYQ8ULAiNGMIIf41gD8+wkNsAF8O4MuFEL8A4DuklG/sYb8fAvAjAE5UrPo+AO8TQvw4gO8aNZUlhJgH8C8BfGPFqkcA/BkAXyOE+GYp5a+Msh+9r5l7ToSQA6RfW7wy4TRyegmGXCoIpdI2eXtIF1UJJXN5L+33CCGEEEIIIYQQQsgDA2XU7PHWPve/DuAlAG9Afd8fAfAUALOC+F8D+G0hxBdJKW8Nu0MhxBcD+FkAnnG3BPAcgCsAlgFcBHDM+P9vArAohPiwlMNVYXXLwZ8A8BWF/3oTwGUAmwAe1ftKK68nAfycEOJLpJS/+yA/J0LIPpGyT3KpIJzSdUZNL0EoyZPOYCpKpbR1nq0TTSP7JaHb4OlWeMW5S8VZTGyPRwghhBBCCCGEEELGBGXUbHMZwP8B4JeklK8U/1MIcRbA9wL474273wrg3wsh/oiU1ZVUIcQ5AD+NvLT5KIDvlFJ+1livBuC7APw9AK6++78B8LcAfM+Qz+dvIy9tQqi2dj8opQyMfb0TwA8ha3dXA/CzQognpZQ3H8TnRAjpg0z6S6Wy+0dFGPOWLKtPasnee7pIlEilvst7aL9HCCGEEEIIIYQQQsgYEEP4BnKIEEL8AVT66W9IKT8+5GO+G8APFO7+41LKfzvEY/8VgG8z7voYgA9KKTt91v8wgJ8x7vIBvE1K+VrFfh4B8Dlk0gcAPiyl/Lk+6zcA/Dry85f+hZTyTw/aj37szD2nSSKEeBzAC+nyCy+8gMcff/w+HtEDTpIAtz6pPr/zkpItRx5RQuJBoJteGtAWL5diGrU9nigklMzkkimc0nTRqE9AVAilwjLTS4QQQgghhBBCCCFkSF588UU88cQT5l1PSClfPIh9Mxk1e3ydlPLqKA+QUv5TIcQfA/DfGnf/KQADZZQQ4jEA32zcFQD4ln7SRu/rZ4UQP2o8rgbg+5CXP2V8H/LS5kf6SRu9n7YQ4lsAfBpZwunbhRDfL6W80u9xs/icCDn0yKSPWCoKJ/35qAg9b0nYgG1ngkkUZjHtNV2Ubs/W7fG6c5cKy+ksJkIIIYQQQgghhBBCZgxWvWaMUUWUwQ8gL6P+6BCP+RMAzMrsT0spXxricX8HeeHz9UKI7x6QPGoA+NqSbQxESvmHQoifBfD1+i5HH/PfGvCwWXxOhEwf/drilc1kGjm9BKMFXkEolbbJ20O6yHIMqeQMXt5L+z1CCCGEEEIIIYQQQmYIyiiScrmw3BBCLEspNwY85iOF5R8eZkdSys8KIf5vAO/Wd80B+FIAP9/nIV8GoGks/56U8nPD7Esf09cby1+DweJmFp8TIZOn2x6vIJL6CaeRW8QKoy2elkjmclEwjeqX0nSUpdNK3bZ4fZbZHo8QQgghhBBCCCGEkKGhjCIpZb2tvJL7AABCiFMAnio8/qMj7O83kYkbAPgQ+oubLy957LD8DtSxpa/1i0KIk1LKN4orzuJzImRfJHFvW7y+wmkP6aXcvKWSOUzClEx7SBdZzgiCieklQgghhBBCCCGEEEImBWUUSblQWI4A3Bmw/hOF5U9JKXdH2N/HCsuPj7Cv3xt2J1LKXSHEpwFcLOyrTNzM4nMiJKObXhrQFs/8/5EFkyiXSqZQ6rbO20N6CcIQSMZH8b50meklQgghhBBCCCGEEEKmAsooklKcX/RxKQdWot9ZWH55xP29UrE9k3eMYV+muHkngP9cst4sPidCgM1rSiwl8eiPTdvXCRuwbSO15OSX03TTyNu3DYFkG3OX+iwTQgghhBBCCCGEEEIOHZRRBEKIeQDfXrj7ZyoeVkxSrY2429cKy0eFECtSyvXCsR0BcGSf+yqu/1if9WbxORECxGF+OZ2rZEqknHBysmVr5OFLhYTSAMG01/Z7hBBCCCGEEEIIIYSQQwVlFAGA/w3AKWN5A8APVTxmubB8e5QdSil3hBAdAHXj7iUA64VVi/tpjdg6r+zYlvqsV9zXLDynkRBCnABwfMSHPTqOfZMxIQRU/zsJNI8r2WMZ6SWxh/Z4wjKEkjmHyemdvWTz1wohhBBCCCGEEEIIISQPq4YPOEKIjwD4c4W7/5qU8l7FQ+cLy+097L6NvLhZmOB+TMr2M859TdNzGpXvBvB9Y9oWuR8IAdQXgc4m0Fzuv55lSqWCUOpZZnqJEEIIIYQQQgghhBCydyijHmCEEE8B+D8Ld/8qgH82xMOLQqWzh0NoA1gZsM1x7mfQNse9r2l6TuRBZPkhoH0PiANDOjmGYHJ0gooQQgghhBBCCCGEEEImD2XUA4oQYhXALyIvMV4D8CellHIPm5y1xxzkvg7yOZEHAcsC5o7d76MghBBCCCGEEEIIIYQQAJRRDyR6LtB/AnDWuPsWgP+XlPLNITezU1hu7OFQio8pbvMg93OQ+zrI5zQq/xTAvx/xMY8C+Lkx7Z8QQgghhBBCCCGEEELIjEEZ9YAhhDgC4NcAvNW4+w6AL5FSvjTCpmZR3MzicxoJKeVtALdHeYxguzdCCCGEEEIIIYQQQgghA+BU+gcIIcQS1EyoJ42716ESUS+OuLnNwvLxEY9lHr1CZWOI/TSFEHOj7AvAiSH2U7avWXhOhBBCCCGEEEIIIYQQQsh9hTLqAUEIsQDglwE8Y9y9BeDLpZTP72GTxRTVW0Z8fHH9e1LK9eJKUsq7UMLMZHWf++qXAJvF50QIIYQQQgghhBBCCCGE3Fcoox4AdOrmPwJ4j3H3DoAPSSn/yx43+9nC8oURH/9IYfkzB7iv4vYmtZ9peE6EEEIIIYQQQgghhBBCyH2FMmrGEUI0APwCgA8Yd7cAfKWU8mP72PQLheV3CSGaIzz+/RXbG/R/7x12J1rEvWvIfc3icyKEEEIIIYQQQgghhBBC7iuUUTOMEKIO4OcBfLFxdwfAV0kpf3s/25ZS3gTwKeMuB3nhVcUXF5Z/acC6v1zx2EF8IdSxpVyWUr5RtuIsPidCCCGEEEIIIYQQQggh5H5DGTWjCCE8AD8N4EuMu30AH5ZS/vqYdvMzheVvHfLY3g7g3cZduwB+dcBDfgVA21h+r97GMHxLYbl4zEVm8TkRQgghhBBCCCGEEEIIIfcNyqgZRAjhAPh3AD5k3B0C+Fop5a+McVc/DiA2lr9GCPHYEI/7HwvL/05K2em3spSyBeAnK7bRgxDirQA+YtwVAfjXFQ+bxedECCGEEEIIIYQQQgghhNw3KKNmDCGEDSVUvtq4OwLwDVLKXxjnvqSULwH4UeMuD8CP6PaA/Y7vq5FP9gQA/uYQu/sbUEIt5VuEEF81YD91AD+sjynlX0kpXxm0k1l8ToQQQgghhBBCCCGEEELI/YQyavb4PwB8feG+7wFwWQjx0IgffQWMwfcBWDeW3wfg14ot54QQNSHEnwfw7wuP//tSyteqdiKlvALgHxbu/kkhxJ/TLQnNfb0DwK/rY0m5i+EEETCbz4kQQgghhBBCCCGEEEIIuS8IKeX9PgYyRoQQ4/yG/lEp5W8Osc8vhpqBZAoUCeATAK4AWAJwCcDxwkN/AWqGVYwh0Kmv/4B8+0EAuA3gOQDbAB7R+xLG/wcAvkRK+TvD7Efv64sxY89pUgghHgfwQrr8wgsv4PHHH7+PR0QIIYQQQgghhBBCCCGkyIsvvognnnjCvOsJKeWLB7Fv5yB2QmYbKeVvCiE+AuBHkMkZAeBZ/VHGvwHwncNKG72fWAjx9QB+CMA3GP91AsCX93nYbQDfPKq0mcXnRAghhBBCCCGEEEIIIYTcD9imj4wFKeV/BPAEgH+OfIu7Ir8P4GullH9CSrm7h/3sSCm/EcDX6W314x6AfwZldn951P3ofc3ccyKEEEIIIYQQQgghhBBCDhq26SNjR887ej+AtwA4BWAXwOsALkspXx3zvh6GamF3BsAcgFsAXgPwUSllMMb9zNxzGhds00cIIYQQQgghhBBCCCHTD9v0kZlCC5PfOKB9vQpgrDKoz35m7jkRQgghhBBCCCGEEEIIIQcB2/QRQgghhBBCCCGEEEIIIYSQiUEZRQghhBBCCCGEEEIIIYQQQiYGZRQhhBBCCCGEEEIIIYQQQgiZGJRRhBBCCCGEEEIIIYQQQgghZGJQRhFCCCGEEEIIIYQQQgghhJCJQRlFCCGEEEIIIYQQQgghhBBCJgZlFCGEEEIIIYQQQgghhBBCCJkYlFGEEEIIIYQQQgghhBBCCCFkYlBGEUIIIYQQQgghhBBCCCGEkIlBGUUIIYQQQgghhBDy/7R358HSXnWdwL+/5E1igJDgsMUoCVtQQBhQJCUiYXMGlcVlVNQaAoopFxQdQcVE4gwjooCWYjmCQuIoUqIwAgoqglCIw5oIRFTCEoQoBAgEQhKS8Js/ut9Jv527dPe9T/e9tz+fqlu85/TZbtXJj/s8v37OAwDAYCSjAAAAAAAAGIxkFAAAAAAAAIORjAIAAAAAAGAwklEAAAAAAAAMRjIKAAAAAACAwUhGAQAAAAAAMBjJKAAAAAAAAAYjGQUAAAAAAMBgJKMAAAAAAAAYzKFVLwDY946dLFxyySWrWgcAAAAAAJvY4N7tsRu1G0J197LmAg6gqnpUkj9b9ToAAAAAAJjLo7v7FcuYyDF9AAAAAAAADEYyCgAAAAAAgME4pg/Ykao6McmDJqr+NckXVrQcRu6cI49OfHSS969oLTAU+5x1Ya+zDuxz1oW9zjqwz1kX9jr71bFJvmKi/Ibu/swyJj60jEmAg2scrJZyriizqarpqvd398WrWAsMxT5nXdjrrAP7nHVhr7MO7HP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+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "def read_csv(path):\n",
-    "    df = pd.read_csv(path, index_col=None)\n",
-    "    meta = parse_params(path)\n",
-    "    for n, v in meta.items():\n",
-    "        if v == '21L':\n",
-    "            v = '2iL'\n",
-    "        df.loc[:, n] = v\n",
-    "    df.loc[:, 'mean_signal'] = df.mean_intensity - df.mean_bg\n",
-    "    return df"
+    "fig, ax = plt.subplots(dpi=300)\n",
+    "sns.lineplot(data=df_filtered, x='hour', y='area', hue='condition', style='container', )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 78,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='major_axis_length'>"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "df_all = pd.concat(map(read_csv, all_csv), ignore_index=True)"
+    "fig, ax = plt.subplots(dpi=300)\n",
+    "sns.lineplot(data=df_all, x='hour', y='major_axis_length', hue='condition', style='container', )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 85,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='major_axis_length'>"
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "pd.unique(df_all.area).shape"
+    "fig, ax = plt.subplots(dpi=300)\n",
+    "sns.swarmplot(data=df_all.query('container == \"Plate\"'), x='hour', y='major_axis_length', hue='condition', size=1.5, dodge=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='major_axis_length'>"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(dpi=300)\n",
+    "sns.swarmplot(data=df_all.query('container == \"Chip\"'), x='hour', y='major_axis_length', hue='condition', size=1.5, dodge=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='mean_signal'>"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(dpi=300)\n",
+    "sns.lineplot(ax=ax, data=df_all, x='hour', y='mean_signal', hue='condition', style='container', )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([24, 72, 14, 48, 39, 15])"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.unique(df_all.hour)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
-    "sns.scatterplot(data=df_all, x='hour', y='mean_signal', hue='condition', style='container', )"
+    "start_plate = df_all.query('container == \"Plate\" and hour==14').mean_signal.mean()\n",
+    "start_plate\n",
+    "df_all.loc[df_all.container == \"Plate\", 'norm_signal'] = df_all.query('container == \"Plate\"').mean_signal / start_plate  "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
-    "fig, ax = plt.subplots(dpi=300)\n",
-    "sns.lineplot(data=df_all, x='hour', y='mean_intensity', hue='condition', style='container', )"
+    "start_chip = df_all.query('container == \"Chip\" and hour==15').mean_signal.mean()\n",
+    "start_chip\n",
+    "df_all.loc[df_all.container == \"Chip\", 'norm_signal'] = df_all.query('container == \"Chip\"').mean_signal / start_chip  "
    ]
   },
   {
@@ -554,32 +4326,117 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='norm_signal'>"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax = plt.subplots(dpi=300)\n",
-    "sns.lineplot(data=df_all, x='hour', y='mean_signal', hue='condition', style='container', )"
+    "sns.lineplot(ax=ax, data=df_all, x='hour', y='norm_signal', hue='condition', style='container', )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "df_all.to_csv(\"/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/all_conditions.csv\", index=None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='mean_intensity'>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
     "sns.scatterplot(data=df_all.query('container == \"Plate\"'), x='hour', y='mean_intensity', hue='condition',  )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='hour', ylabel='mean_intensity'>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
     "sns.scatterplot(data=df_all.query('container == \"Chip\"'), x='hour', y='mean_intensity', hue='condition',  )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -588,9 +4445,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'/home/aaristov/Multicell/Nadia/Organoids/Rex1Gfp/n1/REX1_GFP/all_conditions.csv'"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "csv_save_path = os.path.join(os.path.commonpath(nd2_paths), 'all_conditions.csv')\n",
     "csv_save_path"
@@ -598,13 +4466,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
     "df_all.to_csv(csv_save_path, index=None)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig.savefig(csv_save_path.replace('csv', 'pdf'))"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,