:121(__subclasscheck__)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/asyncio/events.py:36(__init__)\n",
+ " 28 0.000 0.000 0.000 0.000 /usr/lib/python3.12/typing.py:2187(cast)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/inspect.py:2896(args)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/threading.py:627(clear)\n",
+ " 2 0.000 0.000 0.000 0.000 /lib/python3.12/site-packages/traitlets/traitlets.py:3486(validate_elements)\n",
+ " 2 0.000 0.000 0.000 0.000 /usr/lib/python3.12/threading.py:302(__exit__)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/threading.py:314(_is_owned)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/threading.py:311(_acquire_restore)\n",
+ " 2 0.000 0.000 0.000 0.000 /core/interactiveshell.py:3493(compare)\n",
+ " 4 0.000 0.000 0.000 0.000 /lib/python3.12/site-packages/zmq/eventloop/zmqstream.py:538(receiving)\n",
+ " 2 0.000 0.000 0.000 0.000 /usr/lib/python3.12/queue.py:209(_qsize)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/inspect.py:2919(kwargs)\n",
+ " 2 0.000 0.000 0.000 0.000 /core/interactiveshell.py:1277(user_global_ns)\n",
+ " 2 0.000 0.000 0.000 0.000 /lib/python3.12/site-packages/ipykernel/iostream.py:255(closed)\n",
+ " 10 0.000 0.000 0.000 0.000 /usr/lib/python3.12/inspect.py:2808(kind)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/threading.py:308(_release_save)\n",
+ " 4 0.000 0.000 0.000 0.000 /usr/lib/python3.12/inspect.py:2796(name)\n",
+ " 4 0.000 0.000 0.000 0.000 /usr/lib/python3.12/inspect.py:3089(parameters)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/asyncio/base_events.py:543(_check_closed)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/inspect.py:2888(__init__)\n",
+ " 1 0.000 0.000 0.000 0.000 /usr/lib/python3.12/asyncio/base_events.py:2017(get_debug)\n",
"\n",
"\n",
"\n"
@@ -534,36 +605,38 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 16,
"id": "f0f671ac",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
- "profile_code -- 1 1 -- 0.00032 0.79024 -- /tmp/ipykernel_8787/3679460054.py:19:profile_code (profile_code)\n",
- " convolve_im2col_naive -- 100 100 -- 0.00211 0.78992 -- /tmp/ipykernel_8787/3311625431.py:45:convolve_im2col_naive (convolve_im2col_naive)\n",
- " im2col_naive -- 100 100 -- 0.29408 0.78693 -- /tmp/ipykernel_8787/3311625431.py:23:im2col_naive (im2col_naive)\n",
- " _prod_dispatcher -- 200 200 -- 0.00018 0.00018 -- /core/fromnumeric.py:2974:_prod_dispatcher (_prod_dispatcher)\n",
- " prod -- 200 200 -- 0.00065 0.00448 -- /core/fromnumeric.py:2979:prod (prod)\n",
- " _wrapreduction -- 200 200 -- 0.00134 0.00383 -- /core/fromnumeric.py:71:_wrapreduction (_wrapreduction)\n",
- " <dictcomp> -- 200 200 -- 0.00025 0.00025 -- /core/fromnumeric.py:72:<dictcomp> (<dictcomp>)\n",
- " <method 'items...ict' objects> -- 200 200 -- 0.00017 0.00017 -- ~:0:<method 'items' of 'dict' objects> (<method 'items' of 'dict' objects>)\n",
- " <built-in meth...tins.getattr> -- 200 200 -- 0.00052 0.00052 -- ~:0:<built-in method builtins.getattr> (<built-in method builtins.getattr>)\n",
- " <method 'reduc...unc' objects> -- 200 200 -- 0.00155 0.00155 -- ~:0:<method 'reduce' of 'numpy.ufunc' objects> (<method 'reduce' of 'numpy.ufunc' objects>)\n",
- " _get_indices -- 88200 88200 -- 0.24745 0.40406 -- /tmp/ipykernel_8787/3311625431.py:1:_get_indices (_get_indices)\n",
- " <built-in method builtins.len> -- 176400 176400 -- 0.08453 0.08453 -- ~:0:<built-in method builtins.len> (<built-in method builtins.len>) +++\n",
- " <built-in method numpy.empty> -- 88200 88200 -- 0.07207 0.07207 -- ~:0:<built-in method numpy.empty> (<built-in method numpy.empty>) +++\n",
- " _is_out -- 44100 44100 -- 0.08270 0.08270 -- /tmp/ipykernel_8787/3311625431.py:14:_is_out (_is_out)\n",
- " <listcomp> -- 100 100 -- 0.00021 0.00021 -- /tmp/ipykernel_8787/3311625431.py:30:<listcomp> (<listcomp>)\n",
- " <built-in method builtins.isinstance> -- 100 100 -- 0.00007 0.00007 -- ~:0:<built-in method builtins.isinstance> (<built-in method builtins.isinstance>)\n",
- " <built-in method builtins.len> -- 200 200 -- 0.00010 0.00010 -- ~:0:<built-in method builtins.len> (<built-in method builtins.len>) +++\n",
- " <method 'reshape' ...ndarray' objects> -- 100 100 -- 0.00037 0.00037 -- ~:0:<method 'reshape' of 'numpy.ndarray' objects> (<method 'reshape' of 'numpy.ndarray' objects>)\n",
- " <built-in method numpy.array> -- 100 100 -- 0.00049 0.00049 -- ~:0:<built-in method numpy.array> (<built-in method numpy.array>)\n",
- " <built-in method numpy.empty> -- 100 100 -- 0.00019 0.00019 -- ~:0:<built-in method numpy.empty> (<built-in method numpy.empty>) +++\n",
- " <method 'flatten' of...y.ndarray' objects> -- 100 100 -- 0.00087 0.00087 -- ~:0:<method 'flatten' of 'numpy.ndarray' objects> (<method 'flatten' of 'numpy.ndarray' objects>)\n",
- "<built-in method builtins.len> -- 176600 176600 -- 0.08463 0.08463 -- ~:0:<built-in method builtins.len> (<built-in method builtins.len>)\n",
- "<built-in method numpy.empty> -- 88300 88300 -- 0.07226 0.07226 -- ~:0:<built-in method numpy.empty> (<built-in method numpy.empty>)
"
+ "profile_code -- 1 2 -- 0.00565 0.15479 -- /tmp/ipykernel_1225166/3679460054.py:19:profile_code (profile_code)\n",
+ " convolve_im2col_naive -- 100 100 -- 0.00141 0.34204 -- /tmp/ipykernel_1225166/3311625431.py:45:convolve_im2col_naive (convolve_im2col_naive)\n",
+ " im2col_naive -- 100 100 -- 0.19314 0.34022 -- /tmp/ipykernel_1225166/3311625431.py:23:im2col_naive (im2col_naive)\n",
+ " _prod_dispatcher -- 200 200 -- 0.00004 0.00004 -- /_core/fromnumeric.py:3323:_prod_dispatcher (_prod_dispatcher)\n",
+ " prod -- 200 200 -- 0.00032 0.00215 -- /_core/fromnumeric.py:3328:prod (prod)\n",
+ " _wrapreduction -- 200 200 -- 0.00066 0.00183 -- /_core/fromnumeric.py:69:_wrapreduction (_wrapreduction)\n",
+ " <method 'items...ict' objects> -- 200 200 -- 0.00006 0.00006 -- ~:0:<method 'items' of 'dict' objects> (<method 'items' of 'dict' objects>) +++\n",
+ " <built-in meth...tins.getattr> -- 200 200 -- 0.00028 0.00028 -- ~:0:<built-in method builtins.getattr> (<built-in method builtins.getattr>)\n",
+ " <method 'reduc...unc' objects> -- 200 200 -- 0.00083 0.00083 -- ~:0:<method 'reduce' of 'numpy.ufunc' objects> (<method 'reduce' of 'numpy.ufunc' objects>)\n",
+ " _get_indices -- 88200 88200 -- 0.06253 0.10034 -- /tmp/ipykernel_1225166/3311625431.py:1:_get_indices (_get_indices)\n",
+ " <built-in method builtins.len> -- 176400 176400 -- 0.01397 0.01397 -- ~:0:<built-in method builtins.len> (<built-in method builtins.len>) +++\n",
+ " <built-in method numpy.empty> -- 88200 88200 -- 0.02384 0.02384 -- ~:0:<built-in method numpy.empty> (<built-in method numpy.empty>) +++\n",
+ " _is_out -- 44100 44100 -- 0.04596 0.04596 -- /tmp/ipykernel_1225166/3311625431.py:14:_is_out (_is_out)\n",
+ " <built-in method builtins.isinstance> -- 100 100 -- 0.00004 0.00004 -- ~:0:<built-in method builtins.isinstance> (<built-in method builtins.isinstance>)\n",
+ " <built-in method builtins.len> -- 200 200 -- 0.00003 0.00003 -- ~:0:<built-in method builtins.len> (<built-in method builtins.len>) +++\n",
+ " <method 'reshape' ...ndarray' objects> -- 100 100 -- 0.00018 0.00018 -- ~:0:<method 'reshape' of 'numpy.ndarray' objects> (<method 'reshape' of 'numpy.ndarray' objects>)\n",
+ " <built-in method numpy.array> -- 100 100 -- 0.00027 0.00027 -- ~:0:<built-in method numpy.array> (<built-in method numpy.array>)\n",
+ " <built-in method numpy.empty> -- 100 100 -- 0.00015 0.00015 -- ~:0:<built-in method numpy.empty> (<built-in method numpy.empty>) +++\n",
+ " time -- 2 2 -- 0.00002 0.00002 -- /usr/lib/python3.12/asyncio/base_events.py:738:time (time)\n",
+ " _run -- 1 1 -- 0.00001 0.00009 -- /usr/lib/python3.12/asyncio/events.py:86:_run (_run)\n",
+ " _process_events -- 1 1 -- 0.00000 0.00000 -- /usr/lib/python3.12/asyncio/selector_events.py:750:_process_events (_process_events)\n",
+ " <method 'flatten' of...y.ndarray' objects> -- 100 100 -- 0.00041 0.00041 -- ~:0:<method 'flatten' of 'numpy.ndarray' objects> (<method 'flatten' of 'numpy.ndarray' objects>)\n",
+ "<built-in method builtins.len> -- 176603 176603 -- 0.01400 0.01400 -- ~:0:<built-in method builtins.len> (<built-in method builtins.len>)\n",
+ "<built-in method numpy.empty> -- 88300 88300 -- 0.02399 0.02399 -- ~:0:<built-in method numpy.empty> (<built-in method numpy.empty>)\n",
+ "<method 'items' of 'dict' objects> -- 201 201 -- 0.00006 0.00006 -- ~:0:<method 'items' of 'dict' objects> (<method 'items' of 'dict' objects>)
"
],
"text/plain": [
""
@@ -614,7 +687,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 17,
"id": "a5e123ac",
"metadata": {},
"outputs": [],
@@ -713,6 +786,18 @@
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
}
},
"nbformat": 4,
diff --git a/_doc/practice/py-base/tri_nlnd.ipynb b/_doc/practice/py-base/tri_nlnd.ipynb
index ad4018a3..f5b24de9 100644
--- a/_doc/practice/py-base/tri_nlnd.ipynb
+++ b/_doc/practice/py-base/tri_nlnd.ipynb
@@ -11,7 +11,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 21,
"metadata": {
"collapsed": true
},
@@ -29,7 +29,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 22,
"metadata": {
"collapsed": true
},
@@ -49,16 +49,16 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[(35, 98), (89, 80), (65, 87), (8, 92), (0, 96)]"
+ "[(35, 106), (50, 111), (32, 103), (18, 102), (78, 105)]"
]
},
- "execution_count": 3,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
@@ -84,7 +84,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 24,
"metadata": {
"collapsed": true
},
@@ -103,7 +103,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
@@ -112,7 +112,7 @@
"[0, 0, 0, 0, 0]"
]
},
- "execution_count": 5,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
@@ -139,14 +139,14 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "1.26 ms ± 79.3 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
+ "599 μs ± 50 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
}
],
@@ -166,7 +166,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 27,
"metadata": {
"collapsed": true
},
@@ -178,14 +178,14 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "1.04 ms ± 53.8 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
+ "1.11 ms ± 88.9 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
}
],
@@ -203,14 +203,14 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "48.3 µs ± 2.4 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
+ "23.6 μs ± 2.33 μs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
]
}
],
@@ -237,12 +237,12 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAGwCAYAAAC6ty9tAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjUsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvWftoOwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAfWNJREFUeJzt3Xl8VPW5P/DP7JM9gZCNNUDYZAeJQXDNNVhulVotWq8o5aK1pdVSl+JF8KIt/my1arWl3l7Xq2JtlXoVuaUoLjUEQRBZZQkGCNkIyWSd9fv7Y+acOWcyk0ySOTPJ5PN+vXiRzJyZOTOEmSfP83yfr04IIUBEREQUB/SxPgEiIiKiSGFgQ0RERHGDgQ0RERHFDQY2REREFDcY2BAREVHcYGBDREREcYOBDREREcUNY6xPIFo8Hg8qKyuRkpICnU4X69MhIiKiMAgh0NTUhLy8POj1XedjBkxgU1lZieHDh8f6NIiIiKgHTp06hWHDhnV53IAJbFJSUgB4X5jU1NQYnw0RERGFw2azYfjw4fLneFcGTGAjlZ9SU1MZ2BAREfUz4baRsHmYiIiI4gYDGyIiIoobDGyIiIgobgyYHhsiIiKtud1uOJ3OWJ9Gv2IymWAwGCJ2fwxsiIiIekkIgaqqKjQ0NMT6VPql9PR05OTkRGTOHAMbIiKiXpKCmqysLCQmJnIQbJiEEGhtbUVNTQ0AIDc3t9f3ycCGiIioF9xutxzUDB48ONan0+8kJCQAAGpqapCVldXrshSbh4mIiHpB6qlJTEyM8Zn0X9JrF4n+JAY2REREEcDyU89F8rVjYENERERxg4ENERERxQ0GNkRERAQA2L59O3Q6Xb9ets7AhkhjdpcbLrcn1qdBRNTBZZddhrvvvlv+fu7cuTh79izS0tJid1K9xMCGSENOtwfFT3yE6zeUxvpUiIi6ZDabIzYoL1YY2BBpqL7FgVP1bfjydEOsT4WIokQIgVaHKyZ/hBBhn+dtt92Gjz76CE899RR0Oh10Oh1efPFFVSnqxRdfRHp6Ot59912MHz8eiYmJuP7669Ha2oqXXnoJo0aNQkZGBn7605/C7XbL922323HPPfdg6NChSEpKQmFhIbZv3x7hVzo4Dugj0pDH9yYjhPfNrj//FkRE4WlzujFpzf/F5LEPritBojm8j/annnoKX3/9NSZPnox169YBAA4cONDhuNbWVjz99NPYuHEjmpqacN111+E73/kO0tPTsXnzZpw4cQLf/e53cfHFF2Px4sUAgBUrVuDgwYPYuHEj8vLy8Pbbb2PBggX46quvUFBQELknHAQDGyINeRS/PLk9AkYDAxsi6hvS0tJgNpuRmJiInJwcAMDhw4c7HOd0OvGHP/wBY8aMAQBcf/31eOWVV1BdXY3k5GRMmjQJl19+OT788EMsXrwYFRUVeOGFF1BRUYG8vDwAwD333IMtW7bghRdewK9+9StNnxcDGyINeRSRjVsI/ocjGgASTAYcXFcSs8eOtMTERDmoAYDs7GyMGjUKycnJqsuk/Z6++uoruN1ujBs3TnU/drs9KltO8H2WSEMeRb27G6VvIurHdDpd2OWg/sBkMqm+1+l0QS/zeLyrP5ubm2EwGLB79+4O+z4pgyGtxM8rT9QHBZaiiIj6ErPZrGr6jYQZM2bA7XajpqYG8+fPj+h9h4Oroog0pMzYuJmyIaI+ZtSoUSgrK8PJkydRV1cnZ116Y9y4cbj55puxZMkSvPXWWygvL8fOnTuxfv16vPfeexE4684xsCHSkHLppYcZGyLqY+655x4YDAZMmjQJQ4YMQUVFRUTu94UXXsCSJUvw85//HOPHj8eiRYvw+eefY8SIERG5/87oRHcWvfdjNpsNaWlpaGxsRGpqaqxPhwaIr6ubcNVvPwYAfPHgv2BQkjnGZ0REkdbe3o7y8nLk5+fDarXG+nT6pc5ew+5+fjNjQ6QhVSmKGRsiIs0xsCHSkDKY8QyM5CgRUUwxsCHSkOCqKCKiqGJgQ6QhZZaGGRui+DZAWlY1EcnXjoENkYaUSZoIrKIkoj5IGlbX2toa4zPpv6TXLnDwX09wQB+RhjjHhij+GQwGpKeny1sKJCYmcsPbMAkh0NraipqaGqSnp3eYVNwTDGyINCS4KopoQJA2kZSCG+qe9PR0+TXsLQY2RBpyK8pPrL8TxS+dTofc3FxkZWXB6XTG+nT6FZPJFJFMjYSBDZGGWIoiGlgMBkNEP6Sp+9g8TKQhDugjIoouBjZEGhJcFUVEFFUMbIg0xDk2RETRxcCGSEPK6hN7bIiItMfAhkhDHuVeUeyxISLSHAMbIg2xeZiIKLoY2BBpSLWlAuMaIiLNMbAh0hCbh4mIoouBDZGGuKUCEVF0MbAh0hBXRRERRRcDGyINKbM03CuKiEh7DGyINKReFRXDEyEiGiAY2BBpSJmkYY8NEZH2GNgQaUiZsWEpiohIewxsiDTE5mEiouhiYEOkIU4eJiKKLgY2RBpS7RXFjA0RkeYY2BBpSLWlAldFERFprkeBzbPPPotRo0bBarWisLAQO3fu7PT4N998ExMmTIDVasWUKVOwefNm1fVCCKxZswa5ublISEhAcXExjh49qjpm1KhR0Ol0qj+PPvpoT06fKGpUpShmbIiINNftwOaNN97AypUrsXbtWnzxxReYNm0aSkpKUFNTE/T4zz77DDfddBOWLVuGPXv2YNGiRVi0aBH2798vH/PYY4/h6aefxoYNG1BWVoakpCSUlJSgvb1ddV/r1q3D2bNn5T8/+clPunv6RFGlXAnlYY8NEZHmuh3YPPHEE1i+fDmWLl2KSZMmYcOGDUhMTMTzzz8f9PinnnoKCxYswL333ouJEyfi4YcfxsyZM/HMM88A8L7xP/nkk1i9ejWuvfZaTJ06FS+//DIqKyuxadMm1X2lpKQgJydH/pOUlBTyPO12O2w2m+oPUbRxVRQRUXR1K7BxOBzYvXs3iouL/Xeg16O4uBilpaVBb1NaWqo6HgBKSkrk48vLy1FVVaU6Ji0tDYWFhR3u89FHH8XgwYMxY8YM/PrXv4bL5Qp5ruvXr0daWpr8Z/jw4d15qkQRod7dO4YnQkQ0QBi7c3BdXR3cbjeys7NVl2dnZ+Pw4cNBb1NVVRX0+KqqKvl66bJQxwDAT3/6U8ycORODBg3CZ599hlWrVuHs2bN44okngj7uqlWrsHLlSvl7m83G4IaiTrnEm6UoIiLtdSuwiSVlkDJ16lSYzWbccccdWL9+PSwWS4fjLRZL0MuJoolbKhARRVe3SlGZmZkwGAyorq5WXV5dXY2cnJygt8nJyen0eOnv7twnABQWFsLlcuHkyZPdeQpEUaUuRTGwISLSWrcCG7PZjFmzZmHbtm3yZR6PB9u2bUNRUVHQ2xQVFamOB4CtW7fKx+fn5yMnJ0d1jM1mQ1lZWcj7BIC9e/dCr9cjKyurO0+BKKpUc2wY2BARaa7bpaiVK1fi1ltvxezZszFnzhw8+eSTaGlpwdKlSwEAS5YswdChQ7F+/XoAwF133YVLL70Ujz/+OBYuXIiNGzdi165deO655wAAOp0Od999Nx555BEUFBQgPz8fDz74IPLy8rBo0SIA3gbksrIyXH755UhJSUFpaSl+9rOf4d/+7d+QkZERoZeCKPLUWyrE8ESIiAaIbgc2ixcvRm1tLdasWYOqqipMnz4dW7ZskZt/KyoqoNf7E0Fz587Fa6+9htWrV+OBBx5AQUEBNm3ahMmTJ8vH3HfffWhpacHtt9+OhoYGzJs3D1u2bIHVagXg7ZfZuHEjHnroIdjtduTn5+NnP/uZqu+GqC8SLEUREUWVToiB8W5rs9mQlpaGxsZGpKamxvp0aIB46h9H8dt/fA0AWPkv4/DTKwtifEZERP1Ldz+/uVcUkYbYPExEFF0MbIg0xC0ViIiii4ENkYa4pQIRUXQxsCHSEFdFERFFFwMbIg0pMzYDpE+fiCimGNgQaUidsWFgQ0SkNQY2RBpSNgyzx4aISHsMbIg0pNpSgRkbIiLNMbAh0pB6jk0MT4SIaIBgYEOkIWXDMEtRRETaY2BDpCGWooiIoouBDZGG3NxSgYgoqhjYEGlIcEAfEVFUMbAh0pBHEcwwY0NEpD0GNkQa4oA+IqLoYmBDpCFV8zAzNkREmmNgQ6QhweZhIqKoYmBDpCE3S1FERFHFwIZIQ8pYhquiiIi0x8CGSEPK8pNgKYqISHMMbIg0xC0ViIiii4ENkYaUc2zYY0NEpD0GNkQa8nBVFBFRVDGwIdKQKrBh8zARkeYY2BBpSLUqihkbIiLNMbAh0pA6Y8PAhohIawxsiDTEjA0RUXQxsCHSkHpLhRieCBH1GUIIvLfvLCob2mJ9KnGJgQ2RhpRLvFmKIiIA+J8d3+DHr32Bm/9UFutTiUsMbIg05OFeUUQU4L8/LQcAlNe1xPhM4hMDGyINKWMZzrEhIgA4ea411qcQ1xjYEGlIcEAfESkoM7cWIz+CtcBXlUhD6t29GdgQDXTHaprlr/Mzk2J4JvGLgQ2RhjxcFUVECl+eapC/ZhJXG8ZYnwBRPFOuhGLGhoj2nm6Qvw6cbdXY5sQt/12GqsZ2DM1IwJ+WzMbgZEuUz7D/Y8aGSENsHiYipX3KwCbgl53d39Rj3+lG1DTZsaeiAWXl9VE+u/jAwIZIQ9xSgYgkQgiU1/qXeAcGNk3tLtX3Lr5n9AgDGyINcUsFIpLUtzjQ4nDL3wcGNs12dWDj9niicl7xhoENkYaEakBfDE+EiGLum3r1/JrAwKYlILBxufnLUE8wsCHSkLIUJZixIRrQTvkCm7QEE4COWdzm9sCMDd8zeoKBDZGGlG9MLEURDWzf+CYOS/NrOpai3Krv2WPTMwxsiDQkOKCPiHwqfBmb0SECm8BSFN8zeoaBDZGG1KWoGJ4IEcVcRZcZG66KigQGNkQa4pYKRCT5pt671Dt/SHiBDVdF9QwDGyINKTM27LEhGrjanW5U2+wAus7YpFq9mwIwY9MzDGyINKSMZTigj2jgklZEpViMyPRtkxD4y47UY5OeaPZez+XePcLAhkhDyt/IuKUC0cB18KwNADBicCIMeh0A7/uDcgyENHlYWg7OjE3PMLAh0lDg7t6cZUM08NS3OPDL9w4BAOaNzYRBp5OvU8YuLQ4pY+Obc8PApkd6FNg8++yzGDVqFKxWKwoLC7Fz585Oj3/zzTcxYcIEWK1WTJkyBZs3b1ZdL4TAmjVrkJubi4SEBBQXF+Po0aNB78tut2P69OnQ6XTYu3dvT06fKGoC35f4PkU08Kz73wOoabJjzJAk3F08DgaDP7CRghchhDygL5UZm17pdmDzxhtvYOXKlVi7di2++OILTJs2DSUlJaipqQl6/GeffYabbroJy5Ytw549e7Bo0SIsWrQI+/fvl4957LHH8PTTT2PDhg0oKytDUlISSkpK0N7e3uH+7rvvPuTl5XX3tIliIjBDw9/AiAaenb5duh+65gIkmA2qjI3bI9DqcMHu8siBTLo0mZironqk24HNE088geXLl2Pp0qWYNGkSNmzYgMTERDz//PNBj3/qqaewYMEC3HvvvZg4cSIefvhhzJw5E8888wwA7xv/k08+idWrV+Paa6/F1KlT8fLLL6OyshKbNm1S3df777+Pv//97/jNb37T/WdKFAOBfTXssyEaeNpd3gAlO9UKAHKPDQCcqGvG9HVbcccru+XLmLHpnW4FNg6HA7t370ZxcbH/DvR6FBcXo7S0NOhtSktLVccDQElJiXx8eXk5qqqqVMekpaWhsLBQdZ/V1dVYvnw5XnnlFSQmJnZ5rna7HTabTfWHKNo6lqL4RkU00LT5dvS2Gg0A1IHN/+z4Bg6XBx99XQsASDIbYDJ4P5qZ4e2ZbgU2dXV1cLvdyM7OVl2enZ2NqqqqoLepqqrq9Hjp786OEULgtttuww9/+EPMnj07rHNdv3490tLS5D/Dhw8P63ZEkRS4xJtvVESx86dPTuDdfZVRfUwhBNpdvsDG5P3IVZaiMnxLuyVJFiOMvsCHGZue6Reron73u9+hqakJq1atCvs2q1atQmNjo/zn1KlTGp4hUXAdSlEsmRPFRLWtHY+8dwgPvPVVVB/X4fbI86ysZm/GRq/XQYptpBVQkmSr0b8cnHNseqRbgU1mZiYMBgOqq6tVl1dXVyMnJyfobXJycjo9Xvq7s2M++OADlJaWwmKxwGg0YuzYsQCA2bNn49Zbbw36uBaLBampqao/RNHGUhRR3yBN9W11uLs4MrLanf7fZqRSFODP2rgDftlJZsam17oV2JjNZsyaNQvbtm2TL/N4PNi2bRuKioqC3qaoqEh1PABs3bpVPj4/Px85OTmqY2w2G8rKyuRjnn76aXz55ZfYu3cv9u7dKy8Xf+ONN/DLX/6yO0+BKKoCAxluq0AUGy5f9sMVMBRPa3anN5DS6wCTYpm3lJWxu9SBVrJFkbEJSPFWnGvFKzu+6XAbUjN29wYrV67ErbfeitmzZ2POnDl48skn0dLSgqVLlwIAlixZgqFDh2L9+vUAgLvuuguXXnopHn/8cSxcuBAbN27Erl278NxzzwEAdDod7r77bjzyyCMoKChAfn4+HnzwQeTl5WHRokUAgBEjRqjOITk5GQAwZswYDBs2rMdPnkhrge+f3FaBKDacitSIyyNUQYaWpIyN1WSAThcssFEHL5312Dz2f4fx7r6zGJxkxrem5Gp52v1atwObxYsXo7a2FmvWrEFVVRWmT5+OLVu2yM2/FRUV0Ov9iaC5c+fitddew+rVq/HAAw+goKAAmzZtwuTJk+Vj7rvvPrS0tOD2229HQ0MD5s2bhy1btsBqtUbgKRLFDjM2RH2DQxHYON0eeeWR1tqcUuOwQXW5FNg4AgKbZIsRhhCrohpanaq/KbhuBzYAsGLFCqxYsSLoddu3b+9w2Q033IAbbrgh5P3pdDqsW7cO69atC+vxR40axdH01C8EBjJM2BDFhkvRiOuMYlNuuxTYGNWBVGelqFAZG5evNOUMbMwhlX6xKoqoPxJCsBRF1EeoSlFRDAzkwMYckLHxlaXszo6lKOUmmUpScMbApnMMbIg0EiypyDk2RLHhVJWiopix8ZWalCuigNA9NinW0Bkbp+97BwObTjGwIdJIsKXd7LEhig2nqhQVg4yNKXgpKrDHJslsCLkqSvre6eL7SGcY2BBpRPnLlvRGxd4wothwBayKipb2LpqHO/TYWE0w+hbguNwsRfUEAxsijSgzNkZ98GFcRBQdgauioqXrwCZwVZQhZI+NdN4MbDrHwIZII8rAhpvaEcWWK2alKO9jJXSx3FuvA6YMTcOc/MGdrIpij004erTcm4i6pnxPMvqGgXFLBaLYUK+Kin4pyhLYY6NTZ2yWzx+NVd+a6L3OwFVRvcGMDZFGgpWiGNgQxYbTE9uMTVc9NtL3ALqeY8Pm4U4xsCHSiFC8d0rNgCxFEcWG0xWb5d7y5OEulnsb9R23WwhcFcWMTXgY2BBpRNVjY2TGhiiWXB5P0K+11tVyb2lAn1GxxYO8Koo9Nj3CwIZII+pSlJSxidXZEA1syixNNHtspFJTqObhYKWo0JOHuSoqHAxsiDQiDePT6bwrHgBmbIhiRRkMRDPjEbLHRqdeFWUM1mMTEIBJfULRLKX1RwxsiDQixTB6nU7+DYx7RRHFRqxXRYUsRbk6lqJCZWzcHvbYhIOBDZFGpOyMXucNbgBuqTCQHTprQ9mJc7E+jQFLVYqKYo9Nm7zcO3gpSuqbUWVsDB1XRQkh5MAmcBsGUmNgQ6QR6T1Jp9PJgQ0TNgPXbS/sxM1/KkNjqzPWpzIgqUpRUQwMupo8HOx7Y5BVUbHa66o/YmBDpBGp7GRgKYoAnGt2wOURaGhzxPpUBiRnzPaK6nzysES93Lvjqij1qi6+j3SGgQ2RRvw9NoA+RM2cBgYhhPxhxN+2Y8OlWhXVB5Z76wICG9Vy747vF8pghqWozjGwIdKIW+6x0cmrothjMzC5VR9K/BmIBYdqVVQ0l3t3PnlYEmxAnypjw1JU2BjYEGnEo1juLf12JhjYDEihSgoUPbHK2LQ5Op88HOz7oBkbd/B+G+qIgQ2RRqQgRq/XKUpRsTwjihV3jPYpIr+Y9di4Ol/uLTEZgg/ok95HXPwZChsDGyKNeOQeG52csWEpamBysRQVc8osR99cFdVxSwXAHxSzFBU+BjZEGvEoe2x8/9O4KmpgYsYm9tQZm+j8GwghutzdW6LqsVFkb+Smc09slqv3RwxsiDQivQ8pB/RxS4WByaWaR8IPpVhQLZeOUo+KXRGAdLUqKliPDRAqY8P3kc4wsCHSiDJjE2pEOg0MzNjEntMV/cBAKkMBYWRsgvTYAP6MDYPj8DGwIdJIsC0VmLEZmJS/bUdzqTH5OWMQGEhlKINeB5Oh8+ZhZV+NMpsTLGPj8giWtTvBwIZII8G2VLj/r1/hZ2/sjd1JUUy4QizbpeiJRY+NlLEJnDoMdL7cW6/3z76SzjXwnJ0cGxASAxsijcgZGz2g/GXt7T1nVClqin9ulhFiLhY9KqGWegOdL/cG/BmcYBkbgH02nTHG+gSI4pU0f0K5V5Sk3elGi90FABicbIn6uVF0qZZ78wMpJhzu2JWiLMYgGZtOmofl793+gCZw9o7T5QH41hEUAxsijSjn2OgC3sRsbS5c8usPAQBHf3l1h/o7xRdVtoBLdWNCVYqKUnApTx0OlrEJkaHxf69ecBAYjDHzFxrfTYk0Ir0hKbdUkJw63yp/3epgWSrecVVU7MViwJ2/FNWDjI1BvV9UYDDm4M9RSAxsiDQSbLm35HyrIxanRDHCcfix54xBKcoeYuowoJ5VAwTrsZECG6l5OPY9Ni63B60OV9Qft7sY2BBpRChLUQHXnW91Ko5jz0W84waGsecMWC4dDVKPTbBVUfpOVkUpv/f32MS+FPX9P5Xh4kc/QLO9bwc3DGyINOJRbIJZ3dSuuq6hxZ+x4dC++MdSVOzFJGPjK0VZjEF6bHRd9dh0vioq2tsqeDwCu785j/OtTpxWlNL7IgY2RBrxNw8D5bUtquvqFaUobowZ/1iKir1YLPeWgg9zsMAmsPRkCJGx8QRfFRXNHcoBoLHNKQdZbX28L5CBDZFGlD02lY3qjM25Zn9gwzlb8U+dsWEgG21CCFWzbbSGJNo7C2w6ZGyCf+/P2MS2FHVOkWVu6+NzuBjYEGlEGnmu1wHFE7NV19Ur3iS4zUL8U8+xYSQbbYHl3qhlbHz/1uYg4xw6mzys/F7qrXEGm2MTReea7fLXdmff/hlmYEOkEeWWCr++firWXzcFV0zIAgDUKd4k2GMT/1SThznHJuoCA5lobanQaSmqk72ilNeHythEO0BmxoaIVJtgZiSZcdOcERjimzJ8jhmbAcUZgxkq5Be4r1K0e2yCDeDsUHoK0XMjZfuikXXad7oB33rqE3xytLbDdcqMTV/vseHkYSKNyFsqKN7AEszeZZ/nuSpqQFH12PDfO+oCs2TRCi6lwCbYqqgOy707DOzzrYpyS5OHAwObyD+HLfurcPCsDe9+eRbzC4ZACIHlL+9Ctc2O+QWZ8nF9PWPDwIZII8pSlEQa1KXsuWDGJv6pVkWxFBV1HVYURbvHpovmYb2uY6BjDFwVFYXmYVu7d75Wk9379xcV5/GPQzXyOUr6+ia+LEURaURZipIkmjsO6uIv8PGPu3vHVuDMl2j9GzjDbB42dnK9O8Ryby3m2DS1ewfv2dq8f2/ceUq+7kClTf6agQ3RAOWWV0UpSlFBJpCyFBX/XFzuHVMdtyPoGBQ43R7sqTgf0aXgnS73VgY2Adka5WX+LRW07xOSApumdiea2p14d99Z+Trla9jXS1EMbIg0otxSQZIQJGPDwCb+ubncO6YCA5lgw+2e/7Qc3/n9Z3i1rCJijxvuqqjAFVLKy0JNHtYi69QklaLaXdiyvypkANPm6Ns/wwxsiDQilaKUPYHBMjbssYl/sdhZmvwCX/Ng/wanfNsEnDzX0uG6ngo3sOk8YxO95mGpBGVrd6G8zvs6ZKVYOhzHjA3RACX9UhhsVVSw4yh+KcsI0WpcJT8pKLCa9PL3gZvPSkPnWu2R+9DubECfscseG/VeUe6AUpQWmT9/xsaJhjbv19OHp3c4zs7AhmhgUm6pIGEpamDiXlGxJb3myoxp4P87KVBodkRu5+rOMjbK94WwMjYdJg9r12Njd3lQY/POrZkWJLBhxoZogBJBVkWxFDUwud3ssYklKbBJNBsVl4XK2GgQ2ATL2Bi66LHxXe/2nXs4y70Ds1Dd4fEIVVAn7eA9LCMBmcnqchQDG6IBSnrf0XFV1IDHjE1sSUGMMmMaOI3Y7vJ+WLdEsBTl7GSOjTJj09lk4lC7ewf+HNldbnzr6U9x98Y9PTrXJrsLyrjoVL03sElPNGPU4ETVsX198jADGyKNhD/HhoFNvFNNHtaghECdcwUpRQX2OkmZtJYIlqLCXe7dnVVRUp9QYObvZF0rDp21YfP+qh6dq9RfI2nxBS/pCSaMykxSXReXc2yeffZZjBo1ClarFYWFhdi5c2enx7/55puYMGECrFYrpkyZgs2bN6uuF0JgzZo1yM3NRUJCAoqLi3H06FHVMddccw1GjBgBq9WK3Nxc3HLLLaisrOzJ6RNFRbAtFazBSlH8BT7uMWMTW9JrbjHq/btmB2Y8fKWolkiWosId0BdGj43UgC4FZ4E/R1Jg4nB5ejS8T+qvCZSRaEa+L7DJTDYDANrjbXfvN954AytXrsTatWvxxRdfYNq0aSgpKUFNTU3Q4z/77DPcdNNNWLZsGfbs2YNFixZh0aJF2L9/v3zMY489hqeffhobNmxAWVkZkpKSUFJSgvb2dvmYyy+/HH/+859x5MgR/PWvf8Xx48dx/fXX9+ApE0VHsC0VgjYPM2MT95QrWthjE31SKcpk0MsBQ+C/g5RdaYlgmaXT5d66rjI26lVRUsZG6hMKzDjZFBmXngRnoQKbtEQTbpg1DItnD8dPrywAEIc9Nk888QSWL1+OpUuXYtKkSdiwYQMSExPx/PPPBz3+qaeewoIFC3Dvvfdi4sSJePjhhzFz5kw888wzALy/1T755JNYvXo1rr32WkydOhUvv/wyKisrsWnTJvl+fvazn+Giiy7CyJEjMXfuXPziF7/Ajh074HQ6gz4uUawFWxUVtBTFHpu4p2xU5XLv6JOyG0aDTu5n6VCKcmmQsekksFE2Dwdb7h2qx0b65SgwMFMGJs09eA62to6fpQa9DqlWI7JSrfh/10/F7JGDAMRZYONwOLB7924UFxf770CvR3FxMUpLS4PeprS0VHU8AJSUlMjHl5eXo6qqSnVMWloaCgsLQ95nfX09Xn31VcydOxcmkynoMXa7HTabTfWHKJr8Wyr4L7Ma2WMzELlZioopKYgxG/RyQBG4RYHUPNzqcEfsl43OSlFdLff299h47yNwyXrgqi5bLwMbaeNLpfQEU9CMc3s8NQ/X1dXB7XYjOztbdXl2djaqqoI3LFVVVXV6vPR3OPd5//33IykpCYMHD0ZFRQX+9re/hTzX9evXIy0tTf4zfPjw8J4kUYQE21JBr9fBEvDbG1dFxT9lj43LI5ilizJHkIyNI6CJ267oS2mNUEai04yN3n9ZsFJUx9291RmbwF3ilRmXSJWi0hLViQOpcbndFUeBTazde++92LNnD/7+97/DYDBgyZIlIdftr1q1Co2NjfKfU6dOBT2OSCvBtlQAOpajmLGJf4FTYwOXGpO2pEZhk0EPkz5UxkYR2ESoHNXpcm/FRSZDkIyNPMdGmjws9diEah72n3NThAKbjESz6ntltqgvZx6NXR/il5mZCYPBgOrqatXl1dXVyMnJCXqbnJycTo+X/q6urkZubq7qmOnTp3d4/MzMTIwbNw4TJ07E8OHDsWPHDhQVFXV4XIvFAoul4x4XRNEib6kQENkkmAw4D/9vV334/YEipOMMEgFLt959qTdUzcMGveoyiXIlUbPdhaxePqbHI+TH6GpVlEHfdY+NFAwnhuix6W3zsK29Yykqo0PGxv9LWbvTHXT+Tl/QrbMym82YNWsWtm3bJl/m8Xiwbdu2oMEFABQVFamOB4CtW7fKx+fn5yMnJ0d1jM1mQ1lZWcj7lB4X8PbSEPVFwZqHgY4ro7gqKv4FlhsDywikLSkoMBl0cnYk2IA7SWsEekiUgUfwUlRXPTbBV0VZQy73VvTYhFjh1BlpA0zllOG0BHXGxmLUyxnovtxA3O3fGVauXIlbb70Vs2fPxpw5c/Dkk0+ipaUFS5cuBQAsWbIEQ4cOxfr16wEAd911Fy699FI8/vjjWLhwITZu3Ihdu3bhueeeA+BdCnv33XfjkUceQUFBAfLz8/Hggw8iLy8PixYtAgCUlZXh888/x7x585CRkYHjx4/jwQcfxJgxYzoNfohiSd5SIeA9LTCw6c0YdOofOmRsWIqKKmkootGgD7oqSpldASKzMqqrwEbfxXLvUKui/KUo9c+UcsBej5qHfbcfmpGAumZvwiAwY6PT6ZBgMqDV4Ua7o+/+DHc7sFm8eDFqa2uxZs0aVFVVYfr06diyZYvc/FtRUQG94p187ty5eO2117B69Wo88MADKCgowKZNmzB58mT5mPvuuw8tLS24/fbb0dDQgHnz5mHLli2wWq0AgMTERLz11ltYu3YtWlpakJubiwULFmD16tUsN1GfFWxLBaDjtgpsHo5/Hff54b95NEn9NMpVUc5OZgtFYvqwsrQVfHdv/2VBe2wCVkVJP0PSHJvAjI2yebhngY33NkPTrfjS15Kanthx1bHVF9j81ycn4HR78MvvTAkamMVSj6q8K1aswIoVK4Jet3379g6X3XDDDbjhhhtC3p9Op8O6deuwbt26oNdPmTIFH3zwQU9OlShmgm2pAAAJZvV/OwY28Y+lqNiSV0Xp/auilP8G9oBJupHYL0q5AWbgLzeAOpMbTo+N9LdUigqcLqwsRfVsVZQvY5OeIF+WHtA8DPh/MXtlxzcAgOtmDsOc/EHdfjwt9c3OH6I4IG+p0CFjo/5vx1VR8a+rDQxJW1IpymTUw+QLIpT/JvaA5csRKUW5/H09wSgzNp3PsfE1D7vVzcOd9tj0qHnYe5s8RWATuCoK8C/5lhyobOz2Y2mNfflEGgm2pQLQsRTFhE38C8zYcFuF6JJKUSa9zl+KUvwb2F2BpajINQ8H668B1BmbcPaK6rjc2/v9gcpGpCWYVKuamgMyTg2tDhj0OqRYgw+0BUJlbDoeH9gjeKCy7w2/ZWBDpJHQq6JYihpoAsf3s8cmupyKOTbGIM3DHQKbCGZsQgU2qoxN0Dk2vlVRbilj4/07yff+0Wx34VR9K77z7GcYNihBtZKrWRHktDvduOLxj5BiNWL7PZcFLYsB/oxPXheBTeD09IN9MLBhKYpII1K8EvjLmLRDrv84fsjFuw49NszYRJUUFBgNepiDZmwCSlGRaB7uImPT1SaYoXb3LshOhkGvQ32LA+98WQmH24MTtS3q81dkbL4514r6Fge+OdeKcy2OoOfS7nTLgVFeeoL82IOTOi7OCczYHK1p6tFu4lpixoZII3LGJuBN67a5ozA4yYxth2vwydE6ZmwGgMAptwxsokvZ7yJlSpyeKGVsQgyxU5eiQg/wk1ZFSZmbFKsJBVnJOFzVhFd9DbyBlJOHKxvb5K9Pn29TzamRnKpv9d63xYiMRBNWL5yI+hYHctKsHY61BpTSnW6BfacbMCwjMejxscDAhkgj0n5AgZnfwckW3HZxPvacavAex7gm7gWbPEzRI2Ujki1G/yaYiuAyMOPQGslVUUE2vgW6bh4ONXnYqNdh+vB0HK5qQmVje9D7VgZmVYpjzpxvw/Th6R2OL6/zZnxGZiZCp9PhtovzQz6vwB5BALh+Qyl0OuDGC0fg3pLxGJTUsek4mliKItJIqC0VJFLvDTdEjH8demz6WOo+3rX6SksJZoOcQemsebgnq4oCddVjo1ru3ekcG/XkYaNBh2lBghPA/0uU8vzPKgKb0+dbg97um3Pey0cNTgp6vZIysBk9xH+8EMDrOyuw6Nl/xjwLzcCGSCOhmocl0uXcUiH+sccmtqRVTklmoxxoOFRzbNQZmkhuqWDu4XJvo2JZuhBCztwY9XpMHZYW9D6H+MpMqsCmwV+KqqhvxQ9e/Bx3vLJLNfG8/Jw3Y5Of2XVgo1zuvXj2cADAhJwUPHfLLEzMTcWyefkxH9jHUhSRRkSIAX0SqfQe699uSHsuxV5FTrfgcu8ok3brTrQY5Mm9yiXRgf8eUcnYKN4XOu+xEar3CJNBh3HZKbCa9Gh3euSfKQDITU9ATZMdDpcHDpcHZqMeVTZ/xubDwzVy+epYTTMKslMAACelUlQYGRuHIvt4S9FIXDw2E2OzkmE1GXDlxOw+sUUMMzZEGgk1x0YivXH1hTcC0pb0wSQtle2rPTbPfHAUb3xeEevTiLhWRcYm2eL9N1D2oUiTh6Vheq2RXBUVonlYp9PJ7wFd9dgoe7Sk/a4m53mzNpeOGyJfl6do3pWeX6UiY6Psydlx4pz8tVSKys9M7PJ5nWv2bzydaDZi8tA0uaHYoNfJy+ljKfZnQBSn3F2UoqSAh7+8xz95HL5vqWzg3lF9QbWtHb/5+9dY+86BWJ9KxEnLt5MsBiRZvBkbVWDjy65Ik3YjuqVCiIwN4O+/C9pjY/CvilKWLqWAZ8UVY3HpuCH4xdUT5OvSE81yqajZ7oIQQtVjo7TjRD0A71JvaeVUOBmbUEvG+xKWoog00mUpij02A4aUsZEaL/tij400oK3d6f0gNfWB37wjRVrllGg2yoGNstzk8M2xGZRkRk2TPaKbYIZaFQX4GojdkLd5UJK3fnCrS1FSYHPZ+CxcNj5LPu/6FgdSrUYkW4xodzrQbHfB1u4K2S+048Q5PP9pOY7WNEEI71LvwWGsZrp03BDs/uY8hmUkdHlsrDCwIdKINLokcI6NREpDc1VU/JNKT1Jg4+iDpah2RQNtu9MdN4GNw+WRy0LeUpQvY+MInbGJyHLvLkpRgNRb4wnabCtd5nB7VKXLYMeOHJyI+hYHUnyBTV2zN7CRlnqnJ5pgMuhR22SXz+lciwPr3j3ovw/fUu+u3H7JaOSlJ+CSgswuj42V+PjJJeqD/KsYuCqqL2lodUQ9YyINWbOG2MCwL1BO321zuvGLv+7D+vcPxfCMIqNNkbFIMBsUGRv/5VJgM8g3Fdzh9vR6mm44pSjprSHYlgrSnk2nz7fJ/zZGvS5o8DFtWDoAID8zWZWRkkpMOalW+f6GZSTgwvyMDvcRbMPLYKwmA66fNQxZqX1jGF8wDGyINCKthAm19FG6mFsqRE95XQtmPLwVd/7P7qg+rksuRflmqPTBOTbtTv85napvw8bPT+GPH53o96v2pMyM2aCH2ahHUrDmYV/goCzFKDeV7AkpsLF0EthIjbbB3iOGZiTAYtTD4fLgZF2r7/jg7yX3L5iAt380F1dPzpEzUs3t/oxNXnqCXDqaPjwd104bCgD46RVj8bPicdDpgG9PzevJ0+yTWIoi0oj0YRYqpc9SVPT97oOjEAL4x6GaqD5uf+ixUWZs6hUNonaXW14i3R9JPSaJvoAmOUjzsBSEJJgNSLUaYWt3oaHVGXT7gXA53OqVVsFIWdtgPTYGvQ5jhiTj4FkbDlfZQh4nnfeMEd4sjPT8PjhcgzrfCqacNCumDUvD5q/O4urJuVg4NRdXT8mRd/v+9/n5cqYnHsTPMyHqY6S9XUJmbPRcFRVteysaYvK4csbG3Jd7bPw/iPUtdtXlYVYpUNXYjie2HsFtc/MxKS810qfYI9LS7URfUBmsedguZ1cMSEs0wdbuQmNb71b/hFOKksrUod4jCrK9gc3Bs97AJlTGRinF6n1+b+85I182anAiFl84AtdMGyr/DEpBDYC4CmoABjZEmnEp9nYJRloVxVJUdHg8AifqWro+UAPyHBtT75d7u9weNLT1LpsQjLJ5uL7FGfTyrtz+yi7sO92Iz46fw6f3XxHR8+spael2ou/DO0WRsRFCQKfTyXNsLEY90hPMOIU2NLb1shQlNw+HXhUlz7EJEbAUZCUDAA6dbfId33X3yPcLR6KysR1JZgNy0qwYMSgJN80ZAaDjztzxioENkUak39K7ytgwsImOozXN8tdhLP6IGCFEREtRd7+xF+/vr8K2lZdiVBgj8MOlzNicb3UoLg8/sNl3uhGAt+G1r5AyNklmdcbGI7xN0olmoxyEWIx6pCd6MxkNrZHpsel0jo08oC/4MWOzvJOB5VJUGBmbOfmD8Oc7irp1rvGGzcNEGnF30WMjxTv9vTmzv1BOWhUiehOflVNjI7Hc+0hVE9wegeO1zV0f3A3qjI0ysAkvCFO+nkNSIptN6g1pnyipTyjRbOiwWaTUX2Qx6pGaEP3AJtQvP2N9GRvppY2XJfha46tEpBFXFz02LEVFV1n5OdX3gTs6a0UZuEqlqN4sJZbOO9Ln3x6ieVh5eWcq6v07Rw/vQ8PbpH2ipNVQOp0OSWapHOV9bv5SlAHpvsCm16Wo7iz3DvEeMXKweouDKyZk9eqcBgoGNkQa6arHxt88zMAmGgIbh6MV2CgzNtLKnN6UoqTsgj3MgCNc6ubh7peipDIUoH7OsRaYsQHQYcm33A+jKEVFqsfG0uWAvuBbKgAdMzT3lozv1TkNFAxsiDTSVY+NvNy773wGxK26ZjsqG9tVvTX2bvSO9IZbUXaSluL2JiiRArJwS0Rh36/i9VD22NjDfJyvzvgDm1Bj/GMhMGPj/Vq9MkrZPJwml6IisyrKZAzdFzM2Kxl6HZDfyR5N9y0YjyEpFvz1zrlxt3pJK3yViDQSbo8N59hoT/rQzc9MwtmGdrQ53VHM2PgfR+qx6c1jSx/CkQ7MVD02zf4P9bawMzYN/tv0ocAmWMYmcJaN3GNj8q6KAnqesfF4BP5+sAo1Td7heJ2tinryxulY2zKp0ym+P7psLO68dExY2x2QFwMbIo101WPDLRWiZ7+vTDJlaBrqWxy+wCZKGRtF5k7qsQk3CxKMVOKIeI+N4pyaFDNewi1FHThjk78ONxiKhsBVUd6vAzI2Uj+MwTvHBgAaehjY/OWL07jvL/vk7zvrsTEZ9GFtTcCgpntYiiLSSJdzbNhjEzX7zvgDG2nEfaRLOaEoS5LSY/c0qHK5PfLPS6TPP1STcDiPY3e5VcFQawR2xw7k9gica7Z3fWAA/+RhZY+NunlY3v7A5C9FNfZwVdSHh9VTrTsLbEgbfMWJNCJvgtnFlgpM2Ghvvyqw6X05qDukzJ1Rr4Oll6Uo5e0i3zwcKrDp+nGa29WBTLvTE/ES6y/+ug8X/vIf8kyXcMmThxUZm+SA5mG7Yl+n3jQPezwCpSfUq+86292btMFSFJFG3F00D0vpZWZstFXbZMdZX+PwBYqMTbRKUcrNUP2P3fvAJuIZmxD3F85y7yZfYKPX+Zvh25zuiDa77jnVAI8AvjzVgAk54W/XIE8eNnfM2HScY2PwNw+3OfHNuRZ4hLc3qzM1Te14c9dpjBqc1GH+DTM20cfAhkgjyt/UgzGwxyYqjvkmDo8YlIhkixEWU++Ci+6SAldjBEpRyttFL2PT9eskBTZDUiyotnnLRa2OyAY20oaO0v2HK1iPTcfm4Y7Lvd0egX/57cewGPT45P7LkR5iw6zS4+fwk9f3yOcHABeOysDnJ89775MZm6hjYEOkEeVv6sFI73dcFaUt6QM71bfpn1yKinKPjdGg7/VjK28XbmB26KwN7391FndcOqbTQKM9xP2Fs/qqye7NUqRaTbC1udDmdMuv+6PvH8ahszb86dbZPZ6c63R75ExIla29W7cN3CsKUPTYODqWoqwmA8xGPRwuj/xn+5FaDEmxoMXuwlUX5Mj3c67ZjuUv71JtqAkAJRfkYEnRKBypasLkoX1jM9CBhIENkUa6Xu7NjE00KMflK/+O9qoob49NJEtR4Z3/b7d+jb8frMboIclYNGNo6PvuRY+NlLFJthqRYDagzelGq8MNp9uDP31yAi6P8H3Ip4V1zoHOKZafVzd2L7AJuirKF9g0tXs3wnQoAhsASE8woabJn4F5Zcc3+PJUA1wegZd+MAeXjhsCAPj99uNotrtwQV4qfvmdKbjxuVK0Oz24dNwQFGSn4NvTevBkqdcY2BBppMtNMHUc0BcN9oDR9r3tc+muSK6KUpeiwjt/KdNxvouBc12Vog6dteGJrV/j51eN69DjIgU2KVaTPKun1eHCN+da5efvnevSs8CmVhFkVDd1M2MTZI6Ncodvh2IKtPQzkp6oDmx2f3Ne/vr+v+xDitWImia7HDTdv2ACpg9Px1/vnIsamx0F2SndOkeKLAY2RBrpssdGmjzMyEZTyqmygH+/puj12PiX/StXZAkhuj2fxNGDjI1UJulqGnBXzcM3bChFs92FU/Wt2HL3JerHaPcGTylWo7z6qM3hVgUHyuCku5T9K1WN3eyx6WTycIvdrXre0r+P1EAMeHeCl5KqGYkmVNnaoVyYddHoQZhfkAkAuCAvDRfkdev0SAMMbIg00lWPTai9ok7Vt8Lu8sg7+1Lv2KU9e3wfWnLWJEpD5JyKQY1SKUoI7+XmTsbtB6Ne7h1eYCZlFbqaLRN6jo33cilAUm52KZEzNhZFYON0y43bAFDTzaZfpVpFYHOuxQ6n2yOXeO0uN07Vt2JsVscsiRACrc7Qe0U12134vLweAJCTaoXJt2eTcq+rf52ah//9shJz8gdh1dUTsO7dg5hfMATzxmZi/5lG/Ou0XA7Q62MY2BBppKsem2CrojwegfmPfQgA+Oqhq5BiNQW9LYVPCmCkoCLac2z8PTZ6OajyPr6720uBe1KKkkoxUhNtKJ2VooTiZzQnyKRcKehJsRrljFirw43jtYrAJkIZGyG82Z+8dO8O4g9u2o8/7zqNV/+9EBePzQxy7t6vlRmbZEXz8DtfVgIAFk71Bygn61rkY1cvnIj0BBOWzcvHqMwkvP2ji+Xr5uQP6vFzIu1wHRqRRrreBNP7t/JDQ/nmHzgPg3rGHtAYKjfwRiljo/w5UC797UlgpVoVFeb5S6WYzvZvEkKELkU53aqVSJnJlg7H2KTmYYtJVYo6rsjY9KoU1aTuD1Kej9T/8tnxug63k1Y96XSA1dixFFXXZMfWg9UAgG9P89eQRvnm1qRYjchOteLhRZPly6jvY2BDpAG3R8i/KYbqsQk2oC9Ymp96xx/YBJSiotxjYzLooNP1bkhfd0tRHo+/FNPSSSmqs/tqd3lwpKpJ8X3HAKlJ1WPjDRpaHS4cr/VnPmq62fSrVBewlYK0Msrl9sj/Zw5UdpxIXO7LvCSYDHLpF1BmbNxoc7oxfFACpg3zNzb/+vqp+NepufjrnXN7fM4UOwxsiDSg3NHZYOhqQJ//MmVgo1ytQT3Xcbl3bLZUkDJ3venxUZaiwmkebnO65QC7s+bhzubq2J1uHK32Z15sQbYaUJaiEnwZm5PnWlXzXSJRipJik2pfxuZMQ5vcw3QwILCpONeKH736BQBg7hh1iSonzarqYVs0faiqT2ZsVgqe+f5MjOPqpn6JPTZEGlBmYUz6zveK8oTI2LjcXC0VCdKHdsfl3tGeYyOVwgxAuysqGRtllqaz5uHOtk1od7rxdbU/Y9PU3vF+/Mu9/c3DX/n250oweefa1DbZe7QSDPCXsQqyUnCkuglVvkbkE6qMkB21TXYMSfGWyta9ewC1TXZMyEnB499TD5QxGfTYctd8fHm6EeV1LfjXqbndPifqu5ixIdKAUxGUdLUqyqPosTmtCGyczNhERIdSlNxjE/05Nt7z6EUpqps9Nq2KhuHOMjZS9ifY+P92pwdfK3plpKF2Sv5SlH+OjZRBmT0qw3u+Lo/ci9NdUsbmAt8UXyljc0LR5AsAB8/a4HR7UNdsx4dHagEAz3x/hmr5tsRo0GPWyAxcP2uY3PBM8YGBDZEGlBmbUD020sWhemxcnG8TEfJU2RitipLKkkZD16WoLyrO4y+7T4e8L1UpqtsZm84CG+99JVuNHX5eWx0uHFVkbBxuT4fXrlluHvaXotp8z68gKwUpVm9xoLYHfTZOtwfnfY30k/O8fTBSYFNe16w69tbnd2Laf/4d97z5JdwegenD04MuA6f4xlIUkQakDzO9DqqmRSWDrmPGpoIZm4iL9ZYKHXtsQgdW1/3+MwDeJdXzCjI7XK8c0Of2CLjcHhg72X9JucS71d5JKcoXhFiNejhMBjTbXTDodXB7RNAsi63dqcpyBCtFSXLTrMhKsaCp3YUam73bgUZ9i3dFlEGvw1Rfg+++041oaHXIpaiCrGQc9WWVWh1ubPdla747M/QWEhS/mLEh0kBgX0UwgQP6Aie1MrCJjJClqBjs7h3u4wdbuhzsNl1lbZQZm5bOmod992M1GeSAJSNRXb7JTLYg1Zd5sbX579fjEWh2KLZUMKt/X85Nt8p9L7XN3W8glvprBiWZMXNEBibkpKDZ7sLzn5bLq57+dap/qbbUFGwy6FSX08DBjA2RBgJ/Sw9Guk5K2Jw+r17qzebhyOgwxyZWu3vrO88YKftWzobY6DEwsLE73fLS5WCUPTadzbFpl4cYGmD1BdQZiWbUKTafzEqxoLHNCVu7S+6pAbzBk3TqKVaj3GMj8WZsvEP9lNOHm9qdaLa7kJuWEPK8AGDvqQYAQHaqBXq9DnddWYA7X/0Cz24/LgeN3y8cgW/OtWBCbgr+7aKRePjdQ5iUl4qMJHOn903xiYENkQZcAb+lByP32Pg+FQJn2CiXjFPPSb0ssV4VZTAElKICAqs2Rc/NmYa2oPcVeM5dZZ2UGRuH2wOHyxN02rFcijLp4XJLGRt1UDAkxQLhOzdleUoqQ5kM3hk9HUtRCcjyZWyUs2x+8OLn2He6EZt+fDEm5qo31ZS0Olx4attRAMB3ZgwDAJRckIOJuak4dNbmO08ThqRY8MTi6fLt1l83JcQrQgMBS1FEGnAHNIwGow8Y0BcY2DhczNhEQmDGRiq1hJq0G2mBQW6oVVHKmS9nzocIbALOuatZNoF9NaGyNlJJy2o0yM2/KVajKuOYlWKRm4CVGRvlzt46nU6+PeAN3rNSLMhK9QY20jLt2iY7Pj95HnaXB7/ffjzk+T/38QnUNtkxYlAibrlopPc+9Tq8cNuFuG3uKIzNSsZtc/M7fQ1o4GHGhkgD/iW+oX93CJxjE/hhxoxNZPhXRQVOHo5Wxka9GapF3l1c/fjKRt8zDW1osbvk0f+SDqWoLjM26sdodbqQho5Ln5UZG7fHe34JZgOsRr18H0NSLDjf6i1NKWfZNNu9QY5UEktUlKKyUqwwGvTyoLsvfNsflJWfk495b18lbp8/Gi0OF8pO1MPl8WBoegImD03D7z/0Bj33loxXZZpy0qx46JoLOn3uNHAxsCHSgNQf03kpSr0JpnL/G+V9UO90NXl4+5EavFL6DX513RRkB9ngsbec7vAyNi0B2ZWjNc2YPjxddVlgMNRVxibwPkNthGmXAxuDPAk7wddILAU2WSkWVPl6f5TTh22KFVEAVBmbnDTv63nhqEEw6nU409CGU/Wt2HHCH9h4BPDtZz7tcE56nfe6KyZkcYAedQtLUUQa6GoDTMAf2EjjaqoDAhuuioqMkJtg+i5/6bOT2Ha4Bv84VK3N40uNuYF7VTlDl6IAqGbHyPfVzYxN4OyakKUop2JVlO/8Es0G1ZLuISlWRSlKkbFRzLCRbifJS/cGNkkWo7xUu/T4Oew4UQ8AWHH5WCT5js9MtuCaaXlYUjQSg5PM8AggLcGER6+b0qNpxTRw9SiwefbZZzFq1ChYrVYUFhZi586dnR7/5ptvYsKECbBarZgyZQo2b96sul4IgTVr1iA3NxcJCQkoLi7G0aNH5etPnjyJZcuWIT8/HwkJCRgzZgzWrl0Lh8MR+FBEfYJy48NQAktRUsZmkG8lh5MZm4gIuQmmL+CQhr8FZjcipcmuzmj4M0aBpaiOGZtAgcFQl6WowIxNiG0VlKUoKeOSYDbKQSDgLUWl+ib42kL02Ei3k+Sk+lc8FY0ZDAD4332VOFbTDJ0O+Pf5+dj3UAlO/Opb2LW6GE/fNAPrrp2Mf6y8FPeWjMcry+YgS4MsGsW3bgc2b7zxBlauXIm1a9fiiy++wLRp01BSUoKampqgx3/22We46aabsGzZMuzZsweLFi3CokWLsH//fvmYxx57DE8//TQ2bNiAsrIyJCUloaSkBO3t3jf6w4cPw+Px4I9//CMOHDiA3/72t9iwYQMeeOCBHj5tIm2Ft9zb+7dbCAghUN3obawcluH9MGCPTWTIGZMQk4cbfWWVzibz9oac0ZACmxBzbAIzNseDBTbu7jUPBwYyofaLanf5s0pS5iXFaoTVqOyXsQTN2EiNxNKMG2WPjZSxAYCi0d6Bg58c9c7omZCTivREMwx6XYchlhlJZvz48rGYOiy90+dHFEy3A5snnngCy5cvx9KlSzFp0iRs2LABiYmJeP7554Me/9RTT2HBggW49957MXHiRDz88MOYOXMmnnnmGQDebM2TTz6J1atX49prr8XUqVPx8ssvo7KyEps2bQIALFiwAC+88AKuuuoqjB49Gtdccw3uuecevPXWWyHP0263w2azqf4QRUvg7JJglKui6lsc8m7eQ9O9gQ0zNpEhBRDSPkhSxsblm9yreWAjZWwsUsYmePNyYP/LuZaOGenAbRi6ztgENA+HUYq6de4ofL9wBK6bOVQ1FXtIikXOykg9Nk63B299cQaAPyAP1mMDALNGZsgZTINehzsuGd3puRP1VLcCG4fDgd27d6O4uNh/B3o9iouLUVpaGvQ2paWlquMBoKSkRD6+vLwcVVVVqmPS0tJQWFgY8j4BoLGxEYMGDQp5/fr165GWlib/GT58eFjPkSgSwumxUQ7ok8pQmclm+YPBxR6bXhNCyAGjnLFRlFfsLmVgo00pSgpskgNLUc7gzcNSgCCtQFKSVnhJWZUul3sHZmxCNA8rS1HjslPwq+9MQW5agqpJOMliRKovsJEyNi99dhJHqpuQkWjC0ovzfc9PD6klRjl8L8FswN3F43D5+CF4Z8XFWDSD2x2QNroV2NTV1cHtdiM7O1t1eXZ2NqqqqoLepqqqqtPjpb+7c5/Hjh3D7373O9xxxx0hz3XVqlVobGyU/5w6darzJ0cUQeH02CgzNlLjcHaqFSa9P6NAveN0C3kqrhRQKHewrm9xyHOEtMrYNMnNtSbfeXReihqekSifWyDpNlLZJ9yMjXR8qB4b6bEDpwY3BewTJZWibO1OnGu248l/eHsh718wQZ7yq9PpMHJQIixGPUZnJqlu/+PLx+KFpXNwgW8zSyIt9Lvl3mfOnMGCBQtwww03YPny5SGPs1gssFgsUTwzIj9nGD028l5RQqDK11+Tk2qFyei93NHFhxZ1TVnukQIKo0EPo14HlyKgBEJnM3pLzthYAntsgjcPDx+UgNIT3qDC6fbAZFBmmHyBSoIJlY3tQXcIV5IyNkNSLLC1u0IGb9IUX2mfJUlTQN+P1Dzc1O7Csx8eR7PdhclDU/G92eqM+J/vKEKT3cUtDSgmupWxyczMhMFgQHW1ellkdXU1cnJygt4mJyen0+Olv8O5z8rKSlx++eWYO3cunnvuue6cOlFUhbMJpry7t0fIpajsNKt8GzYP954yo2FRDHiTvlZuOtraRZDQU83toVZFBZSifEFIblqCvN1GYDlKKl9JAUZXGZtmu3+4HqAuTf1l92kUrd+GneX1OOZrVJ4ytPNMivQczjS04X92fAPAm60JbP7NSrVizJDkDrcnioZuBTZmsxmzZs3Ctm3b5Ms8Hg+2bduGoqKioLcpKipSHQ8AW7dulY/Pz89HTk6O6hibzYaysjLVfZ45cwaXXXYZZs2ahRdeeAH6Tj4wiGJNbh7urBTl+xH2CIFq3+CznFSrXL7igL7ekxuHjXrVLBRp+q8yY9OmdY9NYPNwhzk23iAkxWpEum+fpoZWp+oYfynKF9iEnbHxNvEqm4lfKT2Js43teODtr+AR3k0mu1paLQU2gHfvqaLRgzFvbGantyGKtm5HBytXrsR//dd/4aWXXsKhQ4dw5513oqWlBUuXLgUALFmyBKtWrZKPv+uuu7BlyxY8/vjjOHz4MB566CHs2rULK1asAOCtx95999145JFH8M477+Crr77CkiVLkJeXh0WLFgHwBzUjRozAb37zG9TW1qKqqipkDw5RrAWO0Q9GOaDvrO8DNifNO4Ie4KqoSJCXehvUb3VScFGt2G061FTe3vB4RJDm4c5LUckWI9ITvYGLss/G4/E3Qqf5MjbtnWRsPB4hl56GJHszNtKAvjaHGwcqveWnzrI1Ty6eDrNRj/9aMhsAkJ5glvtwpg1Px2PXT+XwPOpzut1js3jxYtTW1mLNmjWoqqrC9OnTsWXLFrn5t6KiQpVNmTt3Ll577TWsXr0aDzzwAAoKCrBp0yZMnjxZPua+++5DS0sLbr/9djQ0NGDevHnYsmULrFbvbw9bt27FsWPHcOzYMQwbNkx1PkLwzZ/6nsAx+sEYFB8IZ327OeekWnHat2cUJw/3njyczxQ8sKlRZmwiVIp66h9H0e5y4/4FE1TNuv4em+ClKCkASrIYMSjRjBNowXlFYONQ/DykJviahzs5Z+XzkUpR0vnsPdXQoTl9ytD0DvexaMZQLJyaK/f5mI16/M+/z0GL3Y35BZkMaqhP6lHz8IoVK+SMS6Dt27d3uOyGG27ADTfcEPL+dDod1q1bh3Xr1gW9/rbbbsNtt93Wk1Mligl3GJtgKvsSKqXAJs0Kk+9y9tj0niNg6rBE2ipA2WMTicnDLXYXfvuPrwEASy8eJf8cmAw6xV5Vne8VlWwxyk239b4em99vP4Z39lbKx6aF0WMj3Z9eBwxK8h7/7r6z2HFiK6YFGXwnbXkQyBSQ7Zo1MvSYDaK+gI0qRBpwKT7QQlGWqVoUJQOWoiIncJ8oib8Upeyx6X3G5lyzP8NytqFd0ThskrMbXZWipIwNADlj8/yn5Thc5d07Sq8Dksxdz7GRfqaSzEbVLuF1zQ5sO+ydFK8MZiZ30ThM1F8wsCHSgNsdTo9Nx8sSzAZF8zAzNr0lBQ/mDoFNx4xNq9Pd69J2XYv//s42tsnLpZMVgUXIAX1SIGIx+DM2LU40tDpQpwiYzEY9rCG2ZZCcaWjDU77MUaLFoNqYUunekvHITrXgwlEZcrmKqL/rd3NsiPoD/5YKXTcPK1mMejn1z4xN70nBgyVg8JzUc9OomKzr9gjYXR7VjtbdpcrYNLbLG0KqApsQQYmyFCWVjs63OuTmXvn2RoP8fIJlbOwuN2757zKcqG0BAMwYnoFExcaUU4elYd/pRiSZDSgaPRgf3Xt5pz+nRP0NAxsiDbjC6LEJzOZIS5KlJeJsHu69UKUoaduCQG0Ody8DG2XGph1ZvmXWyVZlxqZjKUq5ginJYkSGVIpqdeB4rTqwMRv1Ift0AOAP24/jRG0LhqRY8MT3pqFo9GAcOtskX//ft16Iv+09g/zMJO+wwp4/XaI+iYENkQbc4fTYBGRspA8rbqkQOXZ512p1YDNlaDpeR8dtVlocvZuWq9y4srKhDWOGeLcUSAlWinJ5IISATqfrsHpqUJK/xyYwY1Pf4pCDr4ZWJ2qa2rHqr1/h4FkbGlqd8mqotd+ehPkFQwAAk4em4oeXjsG47GQMSbHg3+dzA0qKXwxsiDTgDKPHJrASJX3gMWMTOY4QGZtQE3Z720Bcp8jYVDW2+/eJsnYsRQnhLTc+uOkruZnXoPeunlKuijruKylJ3B6BiTmpMOp1OHjWhut+/5k8IkCycGouFk7Jlb/X6XT4xdUTevXciPoLBjZEGnCH0WOj0+mg13kH9AHqvYwABjaRYA+x3HtcTjLMBr1qNgzQ+40wA3tsAqcOe8/FH2TVNdvx592n5I06k8wG6HQ6xaooZ4eMDQCMGJyIn15ZgCe2fo3T59uQZDZgwy2zMHJQEtISTfJycKKBiKuiiDQQTo+N93rlmH/fEDRuqRAxoUpRFqMBYxQbPg72ZUhC7X4drnOKVVHVtna5OVmZsVHuLr6zvB7KhVhSACT12DTbXaiobwXgnfSr9KPLxmDmiHTodMCj352K+QVDMGJwIoMaGvCYsSHSQDg9NoC0Msp7rFyK8gVDTvbY9Jp/VVTHAHPkoER5V+vsVCvOtTh6XYpSZmxcHoGTdd4ykrLHRqfzlpvsLg9Kj59T3T7Rd1yK1QiDXif/HKUlmPD7m2fipud24N8uGgHAm9l79d8vQk1TO0YOTurVeRPFEwY2RBoIp8cm8Hp/KYpzbCIlVCkK8JZzJNIWBS297rFR78Z91FdGUpaiAG+GqLKxHZu/Oqu6XMrO6PU6pCWY5L2ixmYlY2h6Aj6+73LV8QlmA4MaogAsRRFpIJweG0A9y0ZeFcUem4gJNaAPAL7la661mvTynJfe7PDt8QjU+0pR0nJyqak32aouD313lnfPu6aAbRwciuXb0q7ZU4am4WfF43p8XkQDDQMbIg3IA/oMnf8XU8Y90tA1KbBhj03vhVoVBQDTh6dj4+0XYevPLpUn8/amefh8q0NuBJ+Um6q6LjBj828XjZSD3gSTAXdc6l1+Pb8gUz7mqRun4/DDC/C/P5mHeYrLiahzLEURacDtlpqHe16KcnITzF4LNaBPctHowQDQZWDj9ggcr21GQVZyyB2tpRk26YkmDB+UqLouxap+q81OteJbU3LxzpeVmDosDfdeNR6TclNRNGawfIxOp+vVsECigYoZGyINSEFJV6WoYIGNPKCPGZte66zHRkkqRbWGKEX9+v+O4Krffow3d58OeR/SDJvBSWZcMm6I6rrAjA0A3HPVeMwvyMSPLx8Lo0GPa6cPlScVE1HPMbAh0oDbE17GRqfqseGAvkiTl3sHWRWl1FnGps3hxqtl3wAA3v7iTMj7kFZEDU624JKCTBSN9mdfkq0dA5sRgxPxyrLCDkEQEfUOAxsiDbjk5d5dzLHRdZxjw00wI0de7h2iFCWRAxt7x8Dmva/OyhOEd56sR0Oro8MxDpdH3tMpM9kMnU6HB741Ub5emktDRNpjjw2RBly9WO5t4nLviAm3FCXtwt0asFu22yPkbI30/fYjtVg0Y6h82e5vzmPFa1/gbGM7ACAz2QIAmDIsDU/fNAPtDre89xMRaY+BDZEGwl7urUgk+EtRHNAXKe3O0Mu9lZLkjI2/x+ZIVRPufHU3TtS2wKDX4boZQ/Hm7tN4a88ZjByciJomOz44VIO39pyG0y2QYDJg+KAEVdBzzbQ8DZ4VEXWGgQ2RBlxh9tgEnWOjZ49NpEhzZLJTO2/KTQjSY7P+/UM4UduC9EQT/uNbEzE2Kxlv7j6Nj7+uxcdf16pu/60pOfj19dOQFKRJmIiii/8LiTTgjkCPjRDe++kqOKLgGtucqLJ5y0MF2cmdHpsYUIqyu9zYccK73cHryy/CxNxUCCFw29xR2HHiHJraXRicbMYFealYNH0o5uQPCrkMnIiii4ENkQbC3VJBrw+9Kkq6H4Oes0x6QtoVOyfVilRr5xtDBpaidp88j3anB1kpFkzISQHgXcH20DUXaHjGRBQJXBVFpIFwe2wMnWypAPhLWtR9R6ubAHSdrQH8paj6FgcaWh34+GgdAGBeQSYzMUT9DDM2RBoIt8dG+ZkpTx5W3Mbp8gCWyJ/fQPB1tTdjU5CV0uWxuWkJMOh1ONfiwGW/2S4Hl5cUcMYMUX/DjA2RBsLusVGWonzj85WXcVuFnjta483YjAsjY5OTZsVr/16I8dkpaGh1orbJO0X44rHco4mov2HGhkgDzl7sFaXT6WA26OFwe7itQi8clTI22V1nbACgcPRgvPfTefjb3kq8VHoSM4anY0gK02VE/Q0DGyINuMPcKyrYcm/A20DscHO/qO44fb4VNz63Awun5OLHV4yVV0SNzeo6YyMxGvT47qxh+O6sYVqdJhFpjIENkQakHhtjd0pRium4UkDEUlT43v7iDE6fb8MfPz4Bm28LhJxUK9ISOl8RRUTxhT02RBoIdxNM5dXKjRr9+0UxsAnXh0dq5K9f31kBALh6Sk6sToeIYoSBDZEGpBJST0tRUmDDUlR46lsc2HOqAQCQm+adMnzjhcOxeuGkGJ4VEcUCS1FEGnB5erIJpqIUZeC2Cp1xuT3448cnsOPEOYwanASLUQ8hgAk5KXh9+UU4VGVD0ejBnEFDNAAxsCHSQI+WewfL2HBAH07Vt+Lzk/UYlGRGVooV1bZ2/GH7cew8WQ8A+MQ3TA8ALp+QhYwkM+aO4TJtooGKgQ2RBsJd7q0LslcUoGgedg3sjM3O8nrc9sJO1eaUkmSLET+6fAxO1bfir7vPwC0EvjU5NwZnSUR9CQMbIg2Eu6WCEP6MjLIUJTcPD+CMjTKoGT0kCWaDHrVNdpgMeiyYnIOlF4/CyMFJAICf/cs42NqcGBvGlGEiim8MbIg0EG6PjbKHRl2K8t7ONcB6bHacOId7//Ilxmen4LPj59DqcGN+QSb+a8lsWE2hNwPNSrEiK8UaxTMlor6KgQ2RBsLtsVGuelIP6JOWew+cjM25Zjt+8voe1DbZcaq+DQAwb2zXQQ0RkRIDG6IIE0KE3WOjzNgo+23kHps4z9i8u68Sb3x+CnsqGuARAq0ON8ZmJePy8UPgdAvcv2ACgxoi6hYGNkQRpmyL6arHJlRGxmyUVkXFV2Bjd7mx73QjbG1O7P7mPH6//bjqeqtJj9/dNAMTc1NjdIZE1N8xsCGKMGUwYjB0HtiEClz8GZv+XYpyuT348nQjJg9NxZb9VXjgra/QErDCadm8fFw3cyh00CEjyYTctIQYnS0RxQMGNkQR5lakbEz68HtslIxxMHnY5fbgh//zBf5xqBojByfi9Pk2uD0Cmclm5KRZ0eZwY/n80bhxzohYnyoRxREGNkQRpsyydNVj4wjRQ2PqZ5OH61sc+OjrGgxJtsIjBI7WNOOjr2vx8de1AIBvzrUCAK6fNQyPfXcq9F28LkREPcXAhijClBmbrntsQgU2fX8TzDaHG/88VofGNif+35bDqGmydzjGoNfh19dPxcFKGwwGHe69ajyDGiLSFAMbogiT+mb0OnT5IR6yFKXv21sqeDwCd766G9uP1MqXDctIgNmgh16vw9ghySjITsYVE7IwY0QGrpsZw5MlogGFgQ1RhPl39u68vwboLGPT9wb0VZxrRbLViEFJZvx++zFsP1ILs1GPSbmpmDkiA/eUjEOimW8pRBRbfBciirAWuwsAkGDuev5KqIyMtLu3I8bNw5UNbdi09wze2VuJw1VNMBl0GJuVgkNnbQCAR66djO9dODym50hEpMTAhijCzrU4AACDk8xdHhsqYyOXoqKUsRFC4NNjddh18jwyUyxISzBhT8V5vFL6jRx8GfQ6ON0Ch87aYDLocMclY3DD7GFROT8ionAxsCGKsHpfYDMorMCmqwF92mVs7C43LEYD6lsc+MGLn2PvqYagx80ZNQjfmTkU35qcixN1zThQacMVE7KQl855M0TU9zCwIYqwc90IbELRekuFg5U23PRfOzA+JwUpFiP2nmpAgsmAkguy0Wx3o8XugtWkxw/m5WN+wRD5djNGZGDGiAxNzomIKBIY2BBFWH2zrxSV3IvARsPl3kIIPPS/B9DY5sTO8noA3mblN39YhMlD0yL+eERE0cTAhijC6lu881zCydhkJltQ12yXS08SaafvNkfkAhshBD45WocdJ85hZ3k9rCY9ki1G1DU78LN/GceghojiQtfrUYN49tlnMWrUKFitVhQWFmLnzp2dHv/mm29iwoQJsFqtmDJlCjZv3qy6XgiBNWvWIDc3FwkJCSguLsbRo0dVx/zyl7/E3LlzkZiYiPT09J6cNlFU+EtRli6PfWXZHFw+fgjeunOu6vIRgxIBAMdrm3t1LvUtDjy25TB+tfkQFv9xB5Y8v1PeePL2S8Zg813z8fIP5uDOS8f06nGIiPqKbgc2b7zxBlauXIm1a9fiiy++wLRp01BSUoKampqgx3/22We46aabsGzZMuzZsweLFi3CokWLsH//fvmYxx57DE8//TQ2bNiAsrIyJCUloaSkBO3t7fIxDocDN9xwA+68884ePE2KpP1nGvHsh8dgd7m7PngAqu/GqqiJual4YemcDtmSibkpAICvq5vg6WYDsd3lxkufncQL/yzHdb//J36//Tie+/gEdp6sR4LJgKsmZeOOS0bjR5eNQVaKFZeMGwKdjtOAiSg+6IQQ3XrXLCwsxIUXXohnnnkGAODxeDB8+HD85Cc/wS9+8YsOxy9evBgtLS1499135csuuugiTJ8+HRs2bIAQAnl5efj5z3+Oe+65BwDQ2NiI7OxsvPjii7jxxhtV9/fiiy/i7rvvRkNDQ6fnabfbYbf7R7zbbDYMHz4cjY2NSE1N7c5TpgC3/HcZPjlah/9aMhv/Mik71qfT5yx48mMcrmrCyz+Yg0vGDen6BkG43B5MWvt/cLg8+PjeyzFicGJYt/N4BH6ycQ/e23dWvmxYRgKKJ2ZDpwP+ff5oDOVqJiLqR2w2G9LS0sL+/O5Wj43D4cDu3buxatUq+TK9Xo/i4mKUlpYGvU1paSlWrlypuqykpASbNm0CAJSXl6OqqgrFxcXy9WlpaSgsLERpaWmHwCZc69evx3/+53/26LbUOSkj0dDqiPGZ9E0RWRVl0GPskGQcPGvDoSpbl4HNh0dq8NA7B9Bid6Gu2QGTQYfLx2dhUJIZP79qPIakdF0WIyKKB90KbOrq6uB2u5Gdrf4tPTs7G4cPHw56m6qqqqDHV1VVyddLl4U6pidWrVqlCqikjA31XqvDW4Jqc7IUFUgIgfO+wCYzuXfBxITcFBw8a8ORqiaUXJCjuq7N4cZnx+tQVl6PhlYH3vrijGrmza+vn4ZFM4b26vGJiPqjuF0VZbFYYLHwt1QtSFsGSAEO+dnaXHKAkZFk6tV9Tcjx9tkcrrLJlzndHry64xv87oNjcmZI8p0ZQ7GkaCQSzUaM992WiGig6VZgk5mZCYPBgOrqatXl1dXVyMnJCXqbnJycTo+X/q6urkZubq7qmOnTp3fn9Po1l9sjzy7p6+SMDQObDup8S71TLEZYjF3vFdWZCTneWvLhKm8DcVl5Pda9e1Depyk3zYrLJ2RhSLIFozITce20oV3uJk5EFO+69UlqNpsxa9YsbNu2Tb7M4/Fg27ZtKCoqCnqboqIi1fEAsHXrVvn4/Px85OTkqI6x2WwoKysLeZ/x5rWyCkx56O/YceJcrE+lS0IItDi8GRuWojqSt1PoxXA+iZSxOVHbgjm/2oab/msHDp21IT3RhEcWTcbH912OX31nCn72L+PwnRnDGNQQEaEHpaiVK1fi1ltvxezZszFnzhw8+eSTaGlpwdKlSwEAS5YswdChQ7F+/XoAwF133YVLL70Ujz/+OBYuXIiNGzdi165deO655wAAOp0Od999Nx555BEUFBQgPz8fDz74IPLy8rBo0SL5cSsqKlBfX4+Kigq43W7s3bsXADB27FgkJyf38mWIrdIT59DmdGP3N+dx0ejBsT6dTrU7PZDW0bX6ApyBxuX2wKDXBV0ifa65943DkiEpFhRkJeNoTTPqmu1Ithjx7Wl5+PlV43rdv0NEFK+6HdgsXrwYtbW1WLNmDaqqqjB9+nRs2bJFbv6tqKiAXu9PBM2dOxevvfYaVq9ejQceeAAFBQXYtGkTJk+eLB9z3333oaWlBbfffjsaGhowb948bNmyBVarVT5mzZo1eOmll+TvZ8yYAQD48MMPcdlll3X7ifcl7b7Mh90VnZ2ce6NFEcxEcipuf1Hf4sBVv/0IY7OS8eLSObCaDB2uB8KbYdMVnU6Hv624GF9XN8PtEbggL7XD4xERkVq359j0V91dBx9N0lyYOy4ZjVXfmhjr0+lUxblWXPLrDwEA35qSg9/fPCvGZxRd7391Fne++gUAYOHUXPzuxhmqEtAzHxzFb/7+Nb43exgeu35arE6TiChudPfzu390q8Y5KWPT3g96VtQZm75/vpF2oNK/Qum9fWfxty/PqK7vznYKREQUeXG73Ls/aetHpShlX81AXO59oLIRgLfUdK7FgTc+PwW704M/fHQcP7miANsOebcWyUu3dnY3RESkEQY2fUC70+P7u+8HCi12/zkOxFVRB31LrR+65gL8dOMe7DhRj72nGtDu9OCeN78EAAxNT8C10zkcj4goFliK6gP8paj+lbGJx1KUEAJ//Og4bnyuFHXNdtV1dc12VNvs0OmAKyZk4eIxmQC8/24JvqZevQ546sbpSEvo3XA+IiLqGWZs+gD/qqi+HygoMzbxVooSQuD/bTmCDR8dBwD8bW8lls3Ll6+X+mvyBychyWLE9bOG4dNjdQCAl5fNwZGqJgzNSMDsUYOif/JERASAgU2f4C9FaZOxcbg82HKgCnPHDO71/BNlxqY/lM66o6y8Xg5qAODTo7UBgY23v2ZSnrcrf8HkHFxzOA+jhyThwlGDcCEDGiKimGMpqg+QS1EaZWze+6oSP319D37zf0d6fV8tjvjN2PzjoHfrjylD0wB4Ax2Hr6FbCIHS497J0Bfkea+3mgx4+qYZuLt4XAzOloiIgmHGJsacbo+8aaJWGZvKhnYAQEV9a6/vq9Wu6LFxuuHxiLgZ5f/x0VoAwPJLRuM/3zmAcy0OrH//EM42tCN/SBI+OVoHo16HKydmxfhMiYgoFAY2MaYs52jVY9PU7g1G6gN2g+6JloAsjd3lQYK5/0/DPdvYhq+rm6HTAfPHZmLu2Ez875eVeOGfJ1XH3XVlAcZlc+dsIqK+iqWoGFNmaewaZWya7U4AkQlsAveHiof9ok7Vt+JveysBAFOHpSMjyYz5YzPl6y8clQGzQY+5YwbjzsvGxOo0iYgoDMzYxJgyY6NVM26zL2NzvtUBIUTQzRvDpVwVBXj7bPratp11zXYMSjQHLZGda7ajor4VM0ZkoM3hxrp3D+D1nafk6y8t8AY0JZNz8JcvTmPmiAzcVzIeTo8HRr0ehjgpuxERxSsGNjGmLkVplbHxBjZOt0CT3YVUa89nrARmaPrayqh391XiJ6/vwW1zR2Htty9QXXe+xYGFT3+KKls77rh0ND75ug4Hz9qg0wE6AAa9Dgun5gEA0hJM+PMdRfJtLfr+X24jIhoIGNjEmLIUpVWQYGv3ByP1zY5eBTbBMjZ9RWOrEw+9cwBCAP+z4xssnz8aeekJAACX24NVb32FKpu3kfqPH50AAGQmm/HUjTMwbXg6nC4PMiKwKzcREcUOA5sYU25L4PIIuNweGA2RbX1qVgY2rQ6MQlKP7yswY9OXtlV47P8Oo67Z20fkdAv8duvXuHT8EHxwqAYfHKlBQ6sTJoMO180Yhjd2ncKowYl4+QeFGDE40XsH3LeSiKjfY2ATY4FZGrtLg8DGrs7Y9Ebgqqi+sq3C1oPVeLWsAgDw0yvG4ukPjuHN3afx5u7T8jFpCSasXjgRN8wejmXz8zE8IzEuVnQREZEfA5sYCwxs2p1uJFki+8+iCmxaexfYSHNsrCY92p2emJeiWh0u/P1ANdb8bT8AYNm8fPzsX8bh4FkbPvq6FuOyUzB3zGAUT8zGrJEZctDIJdtERPGJgU2MBZZy2iPcQCyEQFO7U/6+t0u+pYxNZrIFp8+3xbQU9X8HqvDgpv2oafJuVjlteDruXzABOp0Of7r1wrgaHkhEROFhYBNjgbNr7BEOFOwuD5xuIX9/vpeBjdRjM1gKbKI8x0YIgX8eO4enPziKneX1AICh6Qn47qxhWHZxPsxGfxmPQQ0R0cDDwCbGAveHivS2CsoyFACc60Vg41AESUOSvauHopGxaXW4sHrTfnx5qgFGvR5HqpsAAGaDHsvm5+OuKwtgNbFXhoiIGNjEXGDzbaQ3wlSuiAJ6l7FRroganGTxXRaZ83W6Pfj8ZD1mjshQBSk1tnb85PU9KPNlZwDAYtTjpjkjcMelo5GblhCRxyciovjAwCbGAjM0kd5Woak9chkbqb/GbNQjxer90VEGZs9+eAzPfHAMG2+/CNOGp4d9v0II3L1xL9776iymDkvDTXNG4JOjtaiob8XBShs8AkixGPHwosnQ6YCiMYORlWLt8fMgIqL4xcAmxjo2D0c2Y9Nkd6q+P9+LVVHSiqgkswGJvmXS0vl7PAIvfnYSbU43Xio9iSeGTw/7fjftPYP3vjoLANh3uhH7Tn+lun7miHSs/fYF3QqWiIhoYGJgE2Md5thEuGdFKkWlJZjQ2Obs1RwbKWOTaDbC6gtspFLU/spG1PpWJ209UI1DZ2344HANll48CiaDHl+eakC1zY60BBMGJ5vx/v4qnK5vxemGNnx+0ltmurVoJL483YgWuwvfnpaHibmpmJCTguGDEnt8zkRENLAwsIkxu6vjgL5IkkpRIwcnYt/pRjTZXXC4PKrVQ+E412zHb7d+DQBITTAh0dcHI5Wi/nGoxv+YdhcWPftP2F0eNLY5YWtzYuPnpzreqcK3puTgwX+dFPHhhERENLAwsImxDs3Dkc7Y+MpHQ9MTcKDSBrdH4HyrA9mp3etRuf+v+/DR17UwG/X46RVj5YBJKkVtO1QtP86ZhjY5QHvps5NwuL1fzxqZgZqmdpxtaMf8gkwUjh6MtAQT5o3NZFaGiIgigoFNjAU2D2u13DvVasLgJDNqmuw429jercDG7nLjk6N1AIBX/70QF44ahHe+rATgXSn1zbkWHKj07pL9y+9Mxm0vfI5kixFZqRacqG0BAPzr1Fw88/2ZALzNwjodZ8wQEVHkMe8fY4HNwoGlqd6SMivJVqO8jcDhs7Zu3cf+M42wuzwYnGTG7JEZAKAqRT30zgEAwLyxmbhsfBZeWTYHb/1oLn6xYAIAwGTQ4b6SCfL9MaghIiKtMGMTY1IpKtVqhK3dFfGMjbSdQrLFiAvyUvHpsTocqOxeYLOz/DwAYPaoDDkokTaPPFBpg8sjYDbosfbbFwAA5hcMAQAUZCXj4WsvQF56gn8HbSIiIg0xsIkxaW+o9ESzL7DpPGNz6KwNQgCT8lJRXtcCt8eDsVmhN3SUSlEpViNGD0kCAByobOzWOUqrli4cNUi+bHxOCjKTzajzrbL60eVjMDYrWXU7nU6HW4pGdeuxiIiIeoOBTYxJy7vTE02oqO98VVS7040bNpRCCIEdD1yJ637/TzhcHuz8j+KQO4JLy71TrEZckJcGADh0tgluj4AhjL2UPB6BXb7AZk6+P7DJTLbg0/uvwK6T51Hb3I5rpg0N7wkTERFpiIFNjEmritISTAA6XxX1zblWOQPz6dE6nG/1lplO1LZgyrC0oLdp8h2fbDEhPzMJCSYD2pxulNe1dMiwnKhtxpAUC1Ks3nNxewReKT0JW7sLiWYDJuWmqo63mgyYV5DZ3adMRESkGQY2MdYuZ2zMvu9DZ2zK61rkr7cd9s+NOVHXHDqwUTQPG/Q6TMhNwZ6KBhyobFQFNn/bewZ3bdyLJLMBl03IgscjsLO8Xt6C4erJuZwxQ0REfR4DmxiTApl0X8ams1VRJ8/5A5vtRxSBTW1LsMMBAM12f/MwAFyQl4o9FQ04WGnDtdO95aMaWzse3LQfgHe68Hv7zsq3T080YcXlY3FL0chuPS8iIqJYYGATY22KHhug84zNSUXGpk6xNYIykyNptrvwy/cO4sz5NgCQN62cPjwD/7OjAq+VVeCKCVk4eNaGV8sqYGt3YfLQVPxiwUTsr2yEyaDHxJwUzB41qNtTiomIiGKFgU0MeTwCDl+zcFoYGZtgAQzgLUUF+tXmQ3h9p3cbg0vGDcHoTO+KqG9Py8WfPz+FnSfrsfi5HfLxKRYjfnPDNEzISWXfDBER9Vv8VTyGlCugpB6bT47W4cbnSnGspqnD8cpSlFJ5bQuEEPL3x2ub8YZvb6bnbpmFl38wR+6PsRgN+OMts+RAZ+qwNKz99iRsv/cyTMhJ7XjnRERE/QgzNjHUplgBJWVsAGDHiXr8YfsJPP69afJlrQ4Xqm32oPfT4nCjtsmOrFQrhBBYv/kw3B6B4olZuOqCnA7HZySZ8b8/mYeGNieGpidE8BkRERHFFgObGHG5PXIDsNmgR5Jvkq/kg8PVcLk9cqblZF0rAG8vjsWoR7XNjvREE9ISTPjmXCuOVDfB5RF4rawC/zhUDYNeh/sWTEAoSRZjyNk3RERE/RU/2WLkV5sP4/l/lgMAhqRYYDGpq4LnW53Y/c15FI4ejH2nG+R+mVGDk2A1eQOb/MwkObC55b93qm7/yKLJ8t5QREREAwUDmxgQQuD/DlQBAK6bORQ/vHSM3ESs9Mbnp/DXL07jz7tOy5flZybBajJgx4l6ObDZfqQWAKDXAWajHj8rHoeb5oyIzpMhIiLqQxjYxMDJc60409AGs0GPRxZNRqLZiGM1/pVN3505DH/94jTe2nMGAKDTAYOTvPsyzS/IRE6qFf88VodrpuUhM9mCvacaUHJBDn5wcT5MBh13zyYiogGLgU0MfHqsDgAwc2Q6Es3ef4Iki7/H5hdXT0BZ+TnU2OyYPSoDdxePw+yRGTjf6sCgJDN0Oh0+vu9y+fi3f3RxdJ8AERFRH8XAJgY+PeotHc0b658Xk5uWgIevvQBDUqwYkmLB9nsug1sIWIz+gGdwsiXq50pERNSfMLDRWJvDjYr6VozLTsbvtx/Hho+Ow+6bLnzxWPUgvFuKRslfGw16/uMQERF1Ez87NXC8thn/OFiNtAQTfvfBMZxpaMPVk3Ow5UAVpDl6GYkmTB2WHtPzJCIiijcMbCKsxe7Crc/vxGnfHk2S9/d7V0H969RczBqZganD0mHQs8mXiIgokhjYRNiv/+8ITp9vQ2ayBcMyEjBjRDpGZyZhzTsHMHJQItZfNwUpVlPXd0RERETdxsAmgl767CReKj0JAHhy8XTVZpJXTsxGWoKJ036JiIg01KNNMJ999lmMGjUKVqsVhYWF2LlzZ6fHv/nmm5gwYQKsViumTJmCzZs3q64XQmDNmjXIzc1FQkICiouLcfToUdUx9fX1uPnmm5Gamor09HQsW7YMzc0dd7WOhW/OteCujXuw9p0DEAJYNi+/ww7ZeekJDGqIiIg01u3A5o033sDKlSuxdu1afPHFF5g2bRpKSkpQU1MT9PjPPvsMN910E5YtW4Y9e/Zg0aJFWLRoEfbv3y8f89hjj+Hpp5/Ghg0bUFZWhqSkJJSUlKC9vV0+5uabb8aBAwewdetWvPvuu/j4449x++239+ApR9Zfdp/GlY9/hL/trQQA3LdgPFYvnBjjsyIiIhqgRDfNmTNH/PjHP5a/d7vdIi8vT6xfvz7o8d/73vfEwoULVZcVFhaKO+64QwghhMfjETk5OeLXv/61fH1DQ4OwWCzi9ddfF0IIcfDgQQFAfP755/Ix77//vtDpdOLMmTNhnXdjY6MAIBobG8N7omH6pq5FjFn1nljy32Vib8X5iN43ERHRQNfdz+9uZWwcDgd2796N4uJi+TK9Xo/i4mKUlpYGvU1paanqeAAoKSmRjy8vL0dVVZXqmLS0NBQWFsrHlJaWIj09HbNnz5aPKS4uhl6vR1lZWdDHtdvtsNlsqj9aGDE4ER/8/DK89IM5mDY8XZPHICIiovB0K7Cpq6uD2+1Gdna26vLs7GxUVVUFvU1VVVWnx0t/d3VMVlaW6nqj0YhBgwaFfNz169cjLS1N/jN8+PAwn2X3jRicqNl9ExERUfh61DzcH6xatQqNjY3yn1OnTsX6lIiIiEhj3QpsMjMzYTAYUF1drbq8uroaOTk5QW+Tk5PT6fHS310dE9ic7HK5UF9fH/JxLRYLUlNTVX+IiIgovnUrsDGbzZg1axa2bdsmX+bxeLBt2zYUFRUFvU1RUZHqeADYunWrfHx+fj5ycnJUx9hsNpSVlcnHFBUVoaGhAbt375aP+eCDD+DxeFBYWNidp0BERERxrNuDVVauXIlbb70Vs2fPxpw5c/Dkk0+ipaUFS5cuBQAsWbIEQ4cOxfr16wEAd911Fy699FI8/vjjWLhwITZu3Ihdu3bhueeeAwDodDrcfffdeOSRR1BQUID8/Hw8+OCDyMvLw6JFiwAAEydOxIIFC7B8+XJs2LABTqcTK1aswI033oi8vLwIvRRERETU33U7sFm8eDFqa2uxZs0aVFVVYfr06diyZYvc/FtRUQG93p8Imjt3Ll577TWsXr0aDzzwAAoKCrBp0yZMnjxZPua+++5DS0sLbr/9djQ0NGDevHnYsmULrFarfMyrr76KFStW4Morr4Rer8d3v/tdPP3007157kRERBRndEJI+03HN5vNhrS0NDQ2NrLfhoiIqJ/o7ud33K6KIiIiooGHgQ0RERHFDQY2REREFDcY2BAREVHcYGBDREREcYOBDREREcUNBjZEREQUN7o9oK+/ksb12Gy2GJ8JERERhUv63A537N6ACWyampoAAMOHD4/xmRAREVF3NTU1IS0trcvjBszkYY/Hg8rKSqSkpECn00XkPm02G4YPH45Tp05xmnEY+Hp1D1+v8PG16h6+Xt3D1yt8WrxWQgg0NTUhLy9PtWVTKAMmY6PX6zFs2DBN7js1NZU/7N3A16t7+HqFj69V9/D16h6+XuGL9GsVTqZGwuZhIiIiihsMbIiIiChuMLDpBYvFgrVr18JiscT6VPoFvl7dw9crfHytuoevV/fw9QpfX3itBkzzMBEREcU/ZmyIiIgobjCwISIiorjBwIaIiIjiBgMbIiIiihsMbHrh2WefxahRo2C1WlFYWIidO3fG+pQ09dBDD0Gn06n+TJgwQb6+vb0dP/7xjzF48GAkJyfju9/9Lqqrq1X3UVFRgYULFyIxMRFZWVm499574XK5VMds374dM2fOhMViwdixY/Hiiy9G4+n12scff4xvf/vbyMvLg06nw6ZNm1TXCyGwZs0a5ObmIiEhAcXFxTh69KjqmPr6etx8881ITU1Feno6li1bhubmZtUx+/btw/z582G1WjF8+HA89thjHc7lzTffxIQJE2C1WjFlyhRs3rw54s+3t7p6vW677bYOP28LFixQHTNQXq/169fjwgsvREpKCrKysrBo0SIcOXJEdUw0///19fe+cF6vyy67rMPP1w9/+EPVMQPh9frDH/6AqVOnygP1ioqK8P7778vX98ufK0E9snHjRmE2m8Xzzz8vDhw4IJYvXy7S09NFdXV1rE9NM2vXrhUXXHCBOHv2rPyntrZWvv6HP/yhGD58uNi2bZvYtWuXuOiii8TcuXPl610ul5g8ebIoLi4We/bsEZs3bxaZmZli1apV8jEnTpwQiYmJYuXKleLgwYPid7/7nTAYDGLLli1Rfa49sXnzZvEf//Ef4q233hIAxNtvv626/tFHHxVpaWli06ZN4ssvvxTXXHONyM/PF21tbfIxCxYsENOmTRM7duwQn3zyiRg7dqy46aab5OsbGxtFdna2uPnmm8X+/fvF66+/LhISEsQf//hH+Zh//vOfwmAwiMcee0wcPHhQrF69WphMJvHVV19p/hp0R1ev16233ioWLFig+nmrr69XHTNQXq+SkhLxwgsviP3794u9e/eKb33rW2LEiBGiublZPiZa///6w3tfOK/XpZdeKpYvX676+WpsbJSvHyiv1zvvvCPee+898fXXX4sjR46IBx54QJhMJrF//34hRP/8uWJg00Nz5swRP/7xj+Xv3W63yMvLE+vXr4/hWWlr7dq1Ytq0aUGva2hoECaTSbz55pvyZYcOHRIARGlpqRDC+0Gm1+tFVVWVfMwf/vAHkZqaKux2uxBCiPvuu09ccMEFqvtevHixKCkpifCz0VbgB7XH4xE5OTni17/+tXxZQ0ODsFgs4vXXXxdCCHHw4EEBQHz++efyMe+//77Q6XTizJkzQgghfv/734uMjAz59RJCiPvvv1+MHz9e/v573/ueWLhwoep8CgsLxR133BHR5xhJoQKba6+9NuRtBvLrVVNTIwCIjz76SAgR3f9//fG9L/D1EsIb2Nx1110hbzOQX6+MjAzxpz/9qd/+XLEU1QMOhwO7d+9GcXGxfJler0dxcTFKS0tjeGbaO3r0KPLy8jB69GjcfPPNqKioAADs3r0bTqdT9ZpMmDABI0aMkF+T0tJSTJkyBdnZ2fIxJSUlsNlsOHDggHyM8j6kY/r761peXo6qqirVc0tLS0NhYaHq9UlPT8fs2bPlY4qLi6HX61FWViYfc8kll8BsNsvHlJSU4MiRIzh//rx8TLy8htu3b0dWVhbGjx+PO++8E+fOnZOvG8ivV2NjIwBg0KBBAKL3/6+/vvcFvl6SV199FZmZmZg8eTJWrVqF1tZW+bqB+Hq53W5s3LgRLS0tKCoq6rc/VwNmE8xIqqurg9vtVv1DAkB2djYOHz4co7PSXmFhIV588UWMHz8eZ8+exX/+539i/vz52L9/P6qqqmA2m5Genq66TXZ2NqqqqgAAVVVVQV8z6brOjrHZbGhra0NCQoJGz05b0vML9tyUzz0rK0t1vdFoxKBBg1TH5Ofnd7gP6bqMjIyQr6F0H/3FggULcN111yE/Px/Hjx/HAw88gKuvvhqlpaUwGAwD9vXyeDy4++67cfHFF2Py5MkAELX/f+fPn+93733BXi8A+P73v4+RI0ciLy8P+/btw/33348jR47grbfeAjCwXq+vvvoKRUVFaG9vR3JyMt5++21MmjQJe/fu7Zc/VwxsKGxXX321/PXUqVNRWFiIkSNH4s9//nO/DTio77rxxhvlr6dMmYKpU6dizJgx2L59O6688soYnlls/fjHP8b+/fvx6aefxvpU+oVQr9ftt98ufz1lyhTk5ubiyiuvxPHjxzFmzJhon2ZMjR8/Hnv37kVjYyP+8pe/4NZbb8VHH30U69PqMZaieiAzMxMGg6FDZ3h1dTVycnJidFbRl56ejnHjxuHYsWPIycmBw+FAQ0OD6hjla5KTkxP0NZOu6+yY1NTUfh08Sc+vs5+ZnJwc1NTUqK53uVyor6+PyGvY3382R48ejczMTBw7dgzAwHy9VqxYgXfffRcffvghhg0bJl8erf9//e29L9TrFUxhYSEAqH6+BsrrZTabMXbsWMyaNQvr16/HtGnT8NRTT/XbnysGNj1gNpsxa9YsbNu2Tb7M4/Fg27ZtKCoqiuGZRVdzczOOHz+O3NxczJo1CyaTSfWaHDlyBBUVFfJrUlRUhK+++kr1YbR161akpqZi0qRJ8jHK+5CO6e+va35+PnJyclTPzWazoaysTPX6NDQ0YPfu3fIxH3zwATwej/ymW1RUhI8//hhOp1M+ZuvWrRg/fjwyMjLkY+LxNTx9+jTOnTuH3NxcAAPr9RJCYMWKFXj77bfxwQcfdCivRev/X3957+vq9Qpm7969AKD6+Roor1cgj8cDu93ef3+uut1uTEII79I0i8UiXnzxRXHw4EFx++23i/T0dFVneLz5+c9/LrZv3y7Ky8vFP//5T1FcXCwyMzNFTU2NEMK7LHDEiBHigw8+ELt27RJFRUWiqKhIvr20LPCqq64Se/fuFVu2bBFDhgwJuizw3nvvFYcOHRLPPvtsv1nu3dTUJPbs2SP27NkjAIgnnnhC7NmzR3zzzTdCCO9y7/T0dPG3v/1N7Nu3T1x77bVBl3vPmDFDlJWViU8//VQUFBSoli83NDSI7Oxsccstt4j9+/eLjRs3isTExA7Ll41Go/jNb34jDh06JNauXdvnli8L0fnr1dTUJO655x5RWloqysvLxT/+8Q8xc+ZMUVBQINrb2+X7GCiv15133inS0tLE9u3bVcuTW1tb5WOi9f+vP7z3dfV6HTt2TKxbt07s2rVLlJeXi7/97W9i9OjR4pJLLpHvY6C8Xr/4xS/ERx99JMrLy8W+ffvEL37xC6HT6cTf//53IUT//LliYNMLv/vd78SIESOE2WwWc+bMETt27Ij1KWlq8eLFIjc3V5jNZjF06FCxePFicezYMfn6trY28aMf/UhkZGSIxMRE8Z3vfEecPXtWdR8nT54UV199tUhISBCZmZni5z//uXA6napjPvzwQzF9+nRhNpvF6NGjxQsvvBCNp9drH374oQDQ4c+tt94qhPAu+X7wwQdFdna2sFgs4sorrxRHjhxR3ce5c+fETTfdJJKTk0VqaqpYunSpaGpqUh3z5Zdfinnz5gmLxSKGDh0qHn300Q7n8uc//1mMGzdOmM1mccEFF4j33ntPs+fdU529Xq2treKqq64SQ4YMESaTSYwcOVIsX768w5vcQHm9gr1OAFT/N6L5/6+vv/d19XpVVFSISy65RAwaNEhYLBYxduxYce+996rm2AgxMF6vH/zgB2LkyJHCbDaLIUOGiCuvvFIOaoTonz9XOiGE6H6eh4iIiKjvYY8NERERxQ0GNkRERBQ3GNgQERFR3GBgQ0RERHGDgQ0RERHFDQY2REREFDcY2BAREVHcYGBDREREcYOBDREREcUNBjZEREQUNxjYEBERUdwwxvoEiIh66rLLLsPUqVNhtVrxpz/9CWazGT/84Q/x0EMPxfrUiChGmLEhon7tpZdeQlJSEsrKyvDYY49h3bp12Lp1a6xPi4hihLt7E1G/ddlll8HtduOTTz6RL5szZw6uuOIKPProozE8MyKKFWZsiKhfmzp1qur73Nxc1NTUxOhsiCjWGNgQUb9mMplU3+t0Ong8nhidDRHFGgMbIiIiihsMbIiIiChuMLAhIiKiuMFVUURERBQ3mLEhIiKiuMHAhoiIiOIGAxsiIiKKGwxsiIiIKG4wsCEiIqK4wcCGiIiI4gYDGyIiIoobDGyIiIgobjCwISIiorjBwIaIiIjiBgMbIiIiihv/H9n61tCzCqPrAAAAAElFTkSuQmCC",
"text/plain": [
""
]
@@ -277,12 +277,12 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -305,12 +305,12 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -333,12 +333,12 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -363,7 +363,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
@@ -372,7 +372,7 @@
"[148, 403, 1096, 2980, 8103, 22026, 59874, 162754, 442413]"
]
},
- "execution_count": 14,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
@@ -385,12 +385,12 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -400,16 +400,18 @@
}
],
"source": [
- "df100 = mesure(\n",
- " tableaux_aleatoires(map(int, map(exp, range(5, 14))), 100), sort_with_nohist\n",
- ")\n",
- "dfM = mesure(\n",
- " tableaux_aleatoires(map(int, map(exp, range(5, 14))), 1e9), sort_with_nohist\n",
- ")\n",
+ "h100 = list(tableaux_aleatoires(map(int, map(exp, range(5, 14))), 100))\n",
+ "df100 = mesure(h100, sort_with_nohist)\n",
+ "hm = list(tableaux_aleatoires(map(int, map(exp, range(5, 14))), int(1e9)))\n",
+ "dfM = mesure(hm, sort_with_nohist)\n",
"df = df100.copy()\n",
"df.columns = [\"n\", \"d=100\"]\n",
"df[\"d=1e9\"] = dfM[\"time\"]\n",
- "df.plot(x=\"n\", y=[\"d=100\", \"d=1e9\"]);"
+ "df.plot(\n",
+ " x=\"n\",\n",
+ " y=[\"d=100\", \"d=1e9\"],\n",
+ " title=f\"Nombre d'éléments uniques\\nd=100: {len(set(h100[-1]))}\\nd=1e9: {len(set(hm[-1]))}\",\n",
+ ");"
]
},
{
@@ -445,7 +447,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.6"
+ "version": "3.12.9"
}
},
"nbformat": 4,
diff --git a/_doc/py/c_module/serialization.rst b/_doc/py/c_module/serialization.rst
index 0a250319..bdbba6c5 100644
--- a/_doc/py/c_module/serialization.rst
+++ b/_doc/py/c_module/serialization.rst
@@ -57,14 +57,9 @@ La sérialisation passe par une étape intermédiaire qui revient à
convertir tout type de variables en une séquence de listes et
de dictionnaires puis à la convertir sous la forme d'une séquence d'octets.
-.. blockdiag::
+::
- blockdiag {
- A [label = "variables"];
- B [label = "dictionnaires, listes"];
- C [label = "séquence d'octets"];
- A -> B -> C;
- }
+ variables -> dictionnaires, listes -> séquence d'octets
Le format :epkg:`XML`
intervient lors de la seconde étape. Il est assez *verbeux*. La séquence
@@ -309,13 +304,9 @@ qui est convertit ensuite en un programme qui permette de
sérialiser, désérialiser et accéder à une information précise
dans le language de votre choix.
-.. blockdiag::
+::
- blockdiag {
- A [label = "schéma"];
- B [label = "code python"];
- A -> B [label = "compilation"];
- }
+ schéma -> compilation -> code python
La suite est dans l'exemple :ref:`l-example-protobuf`.
diff --git a/_unittests/ut_examples/test_numpysex.py b/_unittests/ut_examples/test_numpysex.py
index 90345dc0..f4f17320 100644
--- a/_unittests/ut_examples/test_numpysex.py
+++ b/_unittests/ut_examples/test_numpysex.py
@@ -12,7 +12,7 @@ def test_numpys(self):
def test_numpys_types(self):
dt = numpy_types()
- self.assertEqual(len(dt), 19)
+ self.assertEqual(len(dt), 17)
if __name__ == "__main__":
diff --git a/_unittests/ut_faq/test_faq_numpy.py b/_unittests/ut_faq/test_faq_numpy.py
index 2e3b0800..9e22a665 100644
--- a/_unittests/ut_faq/test_faq_numpy.py
+++ b/_unittests/ut_faq/test_faq_numpy.py
@@ -7,8 +7,7 @@ class TestFaqNumpy(unittest.TestCase):
def test_missing(self):
pi = math.pi
fpi = to_float32(pi)
- if fpi == pi:
- raise AssertionError(f"not possible {pi} ? {fpi}")
+ assert abs(fpi - pi) < 1e-7, f"not possible {pi} ? {fpi}"
if __name__ == "__main__":
diff --git a/_unittests/ut_tools/test_blockdiag.py b/_unittests/ut_tools/test_blockdiag.py
deleted file mode 100644
index e6123802..00000000
--- a/_unittests/ut_tools/test_blockdiag.py
+++ /dev/null
@@ -1,53 +0,0 @@
-import unittest
-from PIL import Image
-from teachpyx.ext_test_case import ExtTestCase, ignore_warnings
-from teachpyx.tools import draw_diagram
-
-
-class TestBlockDiag(ExtTestCase):
- @ignore_warnings(DeprecationWarning)
- def test_draw_diagram_png(self):
- code = """
- blockdiag {
- A -> B -> C -> D;
- A -> E -> F -> G;
- }
- """.replace(
- " ", ""
- )
- img = draw_diagram(code, fmt="png")
- self.assertNotEmpty(img)
-
- @ignore_warnings(DeprecationWarning)
- def test_draw_diagram_pillow(self):
- code = """
- blockdiag {
- A -> B -> C -> D;
- A -> E -> F -> G;
- }
- """.replace(
- " ", ""
- )
- img = draw_diagram(code, fmt="pillow")
- self.assertTrue(img, Image)
- self.assertEqual(img.size, (832, 200))
-
- @ignore_warnings(DeprecationWarning)
- def test_draw_diagram_svg(self):
- code = """
- blockdiag {
- A -> B -> C -> D;
- A -> E -> F -> G;
- }
- """.replace(
- " ", ""
- )
- img = draw_diagram(code, fmt="svg")
- self.assertTrue(img, str)
- self.assertTrue(
- '`_
- :param module: ``'blockdiag'`` (only available value)
- :param fmt: can be a filename or a module name (``'pillow'``)
- :param options: additional options for :epkg:`blockdiag`
- :return: graph
-
- ::
-
- blockdiag {
- A -> B -> C -> D;
- A -> E -> F -> G;
- }
- """
- if module == "blockdiag":
- import blockdiag
-
- module = blockdiag
- import blockdiag.parser
-
- parser = blockdiag.parser
- import blockdiag.builder
-
- builder = blockdiag.builder
- import blockdiag.drawer
-
- drawer = blockdiag.drawer
- else:
- raise ValueError("Unexected value for 'blockdiag': '{0}'".format(module))
-
- if fmt in ("pillow", "png"):
- ftype = "png"
- elif fmt == "svg":
- ftype = "svg"
- else:
- raise ValueError(f"fmt={fmt!r} should in ['pillow', 'svg', 'png']")
-
- fontmap = _create_fontmap(
- fontmap=options.get("fontmap", None), # noqa: SIM910
- font=options.get("font", None), # noqa: SIM910
- )
- tree = parser.parse_string(graph)
- res = _build_diagram(
- module=module,
- builder=builder,
- drawer=drawer,
- tree=tree,
- code=graph,
- fontmap=fontmap,
- type=ftype,
- antialias=options.get("antialias", True),
- nodoctype=options.get("nodoctype", False),
- transparency=options.get("transparency", False),
- size=options.get("size", None), # noqa: SIM910
- )
- if fmt == "pillow":
- from PIL import Image
-
- image = Image.open(io.BytesIO(res))
- return image
- return res
diff --git a/teachpyx/tools/profiling.py b/teachpyx/tools/profiling.py
index 534f7cd0..5296fc3a 100644
--- a/teachpyx/tools/profiling.py
+++ b/teachpyx/tools/profiling.py
@@ -439,7 +439,7 @@ def add_rows(rows, d):
if verbose and logf is not None:
logf(
"[pstats] %s=%r"
- % ((clean_text(k[0].replace("\\", "/")),) + k[1:], v)
+ % (clean_text(k[0].replace("\\", "/")), (*k[1:], v))
)
if len(v) < 5:
continue