From 8c239fdc434791f6938fe0203c05b375b6d9fdee Mon Sep 17 00:00:00 2001 From: rasbt Date: Sun, 24 Nov 2019 23:41:13 -0600 Subject: [PATCH] make gradient easier to read --- ch14/ch14_part1.ipynb | 265 +++++++++++++----------------------------- ch14/ch14_part1.py | 4 +- 2 files changed, 85 insertions(+), 184 deletions(-) diff --git a/ch14/ch14_part1.ipynb b/ch14/ch14_part1.ipynb index d6de04aa..3695b016 100644 --- a/ch14/ch14_part1.ipynb +++ b/ch14/ch14_part1.ipynb @@ -27,19 +27,21 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "The watermark extension is already loaded. To reload it, use:\n", + " %reload_ext watermark\n", "Sebastian Raschka & Vahid Mirjalili \n", - "last updated: 2019-11-03 \n", + "last updated: 2019-11-24 \n", "\n", "numpy 1.17.3\n", "scipy 1.3.1\n", - "matplotlib 3.1.1\n", + "matplotlib 3.1.0\n", "tensorflow 2.0.0\n" ] } @@ -51,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -73,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -83,7 +85,7 @@ "" ] }, - "execution_count": 3, + "execution_count": 45, "metadata": { "image/png": { "width": 500 @@ -106,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -119,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -155,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -185,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -219,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -254,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -282,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -328,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -337,7 +339,7 @@ "TensorSpec(shape=(None,), dtype=tf.int32, name=None)" ] }, - "execution_count": 11, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -355,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -382,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -391,7 +393,7 @@ "True" ] }, - "execution_count": 13, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -402,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -421,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -442,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -462,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -481,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 60, "metadata": { "scrolled": true }, @@ -539,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -582,7 +584,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -615,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -628,7 +630,7 @@ ], "source": [ "# verifying the computed gradient\n", - "tf.print(2*x*(w*x+b-y))" + "tf.print((-2)*x*( y-(w*x+b) )) " ] }, { @@ -642,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -666,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -679,7 +681,7 @@ ], "source": [ "# verifying the computed gradient\n", - "tf.print(2*w*(w*x + b - y))" + "tf.print((-2)*w*( y-(w*x+b) )) " ] }, { @@ -693,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -726,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -757,20 +759,20 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential\"\n", + "Model: \"sequential_5\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "dense (Dense) multiple 80 \n", + "dense_20 (Dense) multiple 80 \n", "_________________________________________________________________\n", - "dense_1 (Dense) multiple 544 \n", + "dense_21 (Dense) multiple 544 \n", "=================================================================\n", "Total params: 624\n", "Trainable params: 624\n", @@ -791,17 +793,17 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "dense/kernel:0 True (4, 16)\n", - "dense/bias:0 True (16,)\n", - "dense_1/kernel:0 True (16, 32)\n", - "dense_1/bias:0 True (32,)\n" + "dense_20/kernel:0 True (4, 16)\n", + "dense_20/bias:0 True (16,)\n", + "dense_21/kernel:0 True (16, 32)\n", + "dense_21/bias:0 True (32,)\n" ] } ], @@ -824,20 +826,20 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential_1\"\n", + "Model: \"sequential_6\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "dense_2 (Dense) multiple 80 \n", + "dense_22 (Dense) multiple 80 \n", "_________________________________________________________________\n", - "dense_3 (Dense) multiple 544 \n", + "dense_23 (Dense) multiple 544 \n", "=================================================================\n", "Total params: 624\n", "Trainable params: 624\n", @@ -881,7 +883,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -902,12 +904,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 72, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -943,18 +945,18 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential_2\"\n", + "Model: \"sequential_7\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "dense_4 (Dense) (None, 1) 3 \n", + "dense_24 (Dense) (None, 1) 3 \n", "=================================================================\n", "Total params: 3\n", "Trainable params: 3\n", @@ -974,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -985,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -996,12 +998,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 76, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1042,24 +1044,24 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"sequential_3\"\n", + "Model: \"sequential_8\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "dense_5 (Dense) (None, 4) 12 \n", + "dense_25 (Dense) (None, 4) 12 \n", "_________________________________________________________________\n", - "dense_6 (Dense) (None, 4) 20 \n", + "dense_26 (Dense) (None, 4) 20 \n", "_________________________________________________________________\n", - "dense_7 (Dense) (None, 4) 20 \n", + "dense_27 (Dense) (None, 4) 20 \n", "_________________________________________________________________\n", - "dense_8 (Dense) (None, 1) 5 \n", + "dense_28 (Dense) (None, 1) 5 \n", "=================================================================\n", "Total params: 57\n", "Trainable params: 57\n", @@ -1094,12 +1096,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 78, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1144,26 +1146,26 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Model: \"model\"\n", + "Model: \"model_1\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", - "input_1 (InputLayer) [(None, 2)] 0 \n", + "input_2 (InputLayer) [(None, 2)] 0 \n", "_________________________________________________________________\n", - "dense_9 (Dense) (None, 4) 12 \n", + "dense_29 (Dense) (None, 4) 12 \n", "_________________________________________________________________\n", - "dense_10 (Dense) (None, 4) 20 \n", + "dense_30 (Dense) (None, 4) 20 \n", "_________________________________________________________________\n", - "dense_11 (Dense) (None, 4) 20 \n", + "dense_31 (Dense) (None, 4) 20 \n", "_________________________________________________________________\n", - "dense_12 (Dense) (None, 1) 5 \n", + "dense_32 (Dense) (None, 1) 5 \n", "=================================================================\n", "Total params: 57\n", "Trainable params: 57\n", @@ -1194,22 +1196,9 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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w3PQG5uuf2Fj4vc/8UbAtOc8624Mr4L0mMKtL7mtme/M1E+UhuhB5xUecpWFQpaybLvJxcjLyycvj6fvIVJoPnsCIvjfRsnHZbqQEtk397QKc0FqfBMje8XIIcKiI/mGYNyEpPaWg+WDzL8Ns/Y07WB/bhcMXE2hRS775RUEjR45kwoQJTJs2DT8/P7KysoiJieGVV14hODiYiIgIpk+fzu23385ff/111Z1oT5w4wSuvvMLUqVNxdnbmmWee4Z577mH37t0limn06NFs2rSJd955h7p16zJ79mz69u3L77//TpcuXYiOjmbw4MGMHDmSadOmYTKZ2L9/P7Gx5imBhw4dYtSoUTz//PN88MEHJCcns2vXLst5IUQFs3Me6qJ519jOhmN0Ti96V1sPZR7Be8n529Lf9+I+qHvj1ftoDWsLTI4yu3Ie0hLB1cu6Pb6IcjZxhdRkjf7HPJU2v+TCN1Yq0tmt8OcsOLqm4LnY05CebE5k89v/HXjacXlQ7Cnw8IOsLPO04LT4gn2iT8CW92DAu/a7rxCVXHLkWeq2qV58R2FX/tXcC904yb9a6UpVDrilEwNu6VSqa5SULYlqbeBcnuPzmEszFKCUqgvUB34ufWjZ8iWqtxt240MS/1l3hPkPdbHbba4n9SavdnQIAJx+Z2Dxna7Bc889x/jx463avvzyS8vHJpOJjh070qhRI3bu3EmXLkV/H8XExLB9+3bq1q0LmKcSh4WFcfr0aerVq2dTPHv37mX58uUsWrSIkSNHAtC3b1+aNWvGm2++yQ8//MDhw4dJSkpi1qxZuLq6Wvrk2LNnD4GBgbz11luWtrxrdIUQjqe15p9De0i8dJx2v011TBB7v4HQbgV2sLVy5RxcOVv4OZ1lTnYDmkL4HnB2g5DOcHil7TFcPmxO2vI7sBj6vQ2UYEbUHzMh7UohcZpg/yJILWSUNnw3eNhx7VTMKajd0TzFN/FS0f3OyAwXIfJKj4/C3zfY0WFcd661BE1FZO8VzqOApVrrQrflVUqNA8YBhIbaOFxcpyt4BkKSeUqNp0pjt+ujLDjZh3lvVMPTxw8nz+oot2oY3X1w9qyOm3cNPH0D8PbxxdfTBV8PFzxdjJW9hqOwUWEJ3MqVK3nrrbc4fPgw8fG5T8OPHTt21US1SZMmliQVcjdtOn/+vM2J6o4dOzAajQwbNszSZjQaufvuu5k7d67lPm5ubowaNYqHHnqIm2++mWrVqln6t2nThosXLzJ27FhGjRrFjTfeiIeHh033F0KUj60fP0T3GPusfLlmf30NrtWg31tF9wkvZkbI1plwYhNklaKsxJ75BduyMuGD5tDvHduvU1iSmmNVEaUWIg9hU6mdwBbQ8DZwrw4//7vofjHZdWzzf91cvM3rWvPeNz0ZXORnsxAALqTL396iVGxJVMOBOnmOQ7LbCjMKmFDUhbTWc4G5AJ06dbLtkarBCB3uh99yN1JwViYedloLmUBM9qsQydqVy7oaR6lGLNVIcKpOiksN0twCyPQIAu+aOPkG4149mBo+Xvh7uRDgbd5owmiQf1iVVVBQkNXxH3/8wZ133smoUaN4+eWXCQgIICMjg5tvvrnYzZZ8fX2tjl1cXICSbdJ08eJFqlevjrOzc4E4c6buBgYGsn79eqZNm8Zdd90FQL9+/fj444+pW7cubdq0Yfny5UyfPp2+ffvi6urK3XffzYwZM/Dz87M5FiFE2Th4+KDjk9Qc22ZBxwchoEnh58Pzrd00OENWnhISx9aVWWhkJMOPk8ru+hbF/InRoCc8kL329dRvV+8bY97RuMCa167j4OD3uYmsNpnX+IbeUPJwhaiCXJWUkxSlY0uiuhNorJSqjzlBHQXck7+TUqoZUB34M/+5Urv5BTi2HiL+LtHbPFQadVUkdcne4CALSM1+5ZktlKUV0XhzWVfnuPblZxVMgmddsqo3xDWoCb7B9Qjx86ZRkBcBXq7ydKiCy///Z9myZYSGhvLNN99Y2q5lQ6RrFRwcTGxsLBkZGVbJakREBNWr567d6NGjBxs3biQpKYmNGzfy9NNPM3r0aEuN2KFDhzJ06FDi4uL48ccfeeqppzAYDHz11Vfl9rkIIQqRcAnTmsJ3sb1mrj7QZRz8VsgUWltseNk8WliY4xusj3s8C7+WYJTTUZTBnFSb0orvW5zaHXM/rtUO8whsEcntue2wbbZ5lDmvWh0g9kxuogrmUVdJVIUAwFlJDVVROsUmqlrrTKXURGA9YAS+0FofVEpNA3ZprXMWrowCFumy2I7X2Q2Gz4cFQyD+vN0vb1CaAOIJUPG04AywD1Iwvy5A2h5nTusgtuk6nHJqyBW/1hjrdKZVvZp0CK1OSHX3SpW8ltXa0IoqJSXFMhKaI2/SWta6dOmCyWTi+++/Z8SIEYB5neyyZcu46aabCvT39PRk6NCh/PXXX8yePbvAeV9fX+6//342bdrEoUNF7WkmhCgXsafRs7rSJvPqsyx+MrXniK5DunYmWEXTun1XQjNOcuFCODh70DQ6XxLk4Qe3vgRuPrBxSsELdhkH3jXNGxcFNIU/PoLk6NzzxzcUTEiL0i4MTm0xb15UWj61C99IyR56vQYhneCrEv4Oq38LnPrVuq12h9yPXb3NX8PLRwp/f8w/sK6Qzadqd4S4s/D30ty2/KPVFZBS6gtgEBCptW5VyPlbgR+A7KFklmutp5VfhKIqSE9Lxcel+H5CXI1Na1S11muANfnapuQ7nmq/sArh3wgm/WWeehN1nOQrUSRciSYlIQZTchyGtHicMhJwyojHNTMBr8w4XLDPkxxXlUFTdZ6mnAf9J0RDRpSRg3vqsTarGQedmpNVpzu9OjTl9hZBeLpKceOK5Pbbb2fOnDk8//zz9OvXjy1btrBo0aJyu3+7du0YNmwY48ePJyYmxrLr7+nTpy0Jc85mS0OGDCEkJIRz587xxRdfcNtt5hGRmTNnsm/fPvr06UPNmjU5evQoK1as4LHHHiu3z0MIUYg9C1DFJKkT0iexOst6lG3LrT3xruFB05yGuT2tp5a2GApGJ+j+JBhdrBOlwJYwYLr1Tbo+Ch+2hCTrslvF8qgBvnWhy1j7JKrjt0BKrLlcS2n0fh025SkgYHSF9veDZw2YsMNcFsZWHR8smKjW6mB9XLtj0YlqYbyDwSfYemQWil//WzF8BXwCLLhKn9+01oPKJxxRFUVfCqdBoNRQFaVTuTIqJxfzlJrQG/AArrpdgdbmLeQTI9GJEaRfiSQ55iLpVy5iir+IITEC5+QI3FIv45lZ8hIfzspEO/UP7Qz/AKvJOPsh2043593vu5LUaCi9OzShZ7MAS5F14TjDhg3j3//+N59++imffvopPXr0YMWKFbRs2bLcYpg/fz7PP/88r776KgkJCbRt25Z169bRuXNnwLyZUmZmJi+++CKXL18mMDCQO+64w7LLb7t27Vi7di1PPfUUsbGx1KpVi4kTJzJ16tRy+xyEENa01iTtXYHX1fp41+KKe084m1tG5damAdTxy1cmoN/b5pHCrEwwOJmTshxtw8z7NOQkobe9QgFOrnDz87D2hZJ9Ep0fyS4FdwcEtYaIA7nnqtc376qbYuPvyLo3gae/+dX2Hti3sGSx5GhwK9zwOOxfDJEHzW1dx5uTVDCPfra623ok08MfvAKzN1LKw68hNB0AHUbnbvDUbJA5ycyr00OwdyE270jc5RHzf2u2BmU0r08Fcymb5BjziHgFpbXeopSq5+g4RNUWF3mehkGSqFYlD738Eat+3UWgXzX+XvlJudxTlcVMXVt06tRJ79q1yyH3LsCUYS7UnXAJrpwj5dIxki4ehegTeCScxiPTxiLl2ZK1KytMN7LGYygjB/ZhUJtgh04NPnz4MM2bN3fY/YXIq7jvR6XUbq11+RbqKkMV6medsKv//XmazmsH0cxwruDJkV9D1DFoPZwY55r8sDecM9HJNAjwZEjb2lTzcC74nrPbzBv7NOkDwW2tz0X/A4d+MK+nLGrtqdbmPue2m8vMFKdOF2g22PwQGMy/B/d9a66ZWr0etB1lbju0EgKbmRPWjBRzAnvhLwjpCJePmWupegebRy7dszegy0yDfYsgMxUCmsH5HVCzrbl0TU5NVjdfcwzheyCwOSRcBFM6dHjAPB034VJuTdTWI8wjzDnSk83laS4fNV+nXRg4e5pL4MRll97xrgmth0O1EEhPgoMrzPG0vhvccndVz/36b4ejqyHLZJ5inHDJXK/VioLQruZk15j9//Cb4eZR79odzCOsod3MDw6K4cifddmJ6qqrTP1dhrkc4QXgOa31weKuufbARX0+tpC6tuK6tHv1fF7pZiQkUOqo2kOcawi+Ho4dX9yy62+8PNx5YPKHRSaqccmZ+KblWabp6g0dH7zmJEgSVVskx8Dlo2Rd3E/S6V0Yzm/HM7GQIuf5ZGnF6qyu/BQ0hoeH9qd1SCG/GMuBJKqiIpFEVVQF6ZlZdH/nJ37JuBdPZb25T2r9XriNriA7AIsKqwInqj5AltY6USk1APhIa924iOtYyg4+MeXdjq173VV2QYtK5ff//YcvHmiB0WhwdChVwrUkqlGx8Yx/dQZz33iKGr4+donjdHgEgx77d7klqvLdYwsPP6jbDcMN4/Ee9Tmez+2HZ4/B8PnoLuNJ9W1U6NsMSjPYuI33Lz/KljkTmfzdTi4n2GG3QiGEEA71819HeTFtZoEkFcC1R3mUXxGibGit47XWidkfrwGclVL+RfSdq7XupLXu1P/u+8o1TlGxuegMSVIdbMHy9cSGn2D+svWODuWayXfQtfIOgpZDUQPexe2p3TBhJ1m3TCbdo2aBrkalmeC0ktEHx/DkjPn8dryEm10IIYSoUAI3TeJu45YC7eOqzUE1uLW8wxHCbpRSNVX2eiWlVBfMfytGX/1dQliz14am4tpExcazauNmZg8LYtXGzUTHxTs6pGsiiaq9BDTB0PMlXJ49CMPnk1aj4NTG5oZzzM+czB/zX+X99UfIynLMtGshhBClcOlvOqTtKNC82tSF9u1LsButEA6glPoWc837pkqp80qph5VSjyqlHs3ucjfwt1JqHzATGFUmpQdFleYiNVQdasHy9QxqqGga5MaghqrSjqpKompvRidoORTXCVvNCat7kNVpZ2VistO36C3v8cKy/ZgkWRVCiIpPa/j9Q/hyIMzpXmiXGJcQ7ukaWs6BCVEyWuswrXWw1tpZax2itf6v1nqO1npO9vlPtNYttdZttdY3aK3tULdIXE8yMzNwN9iwoZsoEzmjqQ90NK9LfaCjT6UdVZVEtawYDOaEddJ2slqPLHD6OecluO39kjdXH3ZAcEIIIUrk6BrYNBXO/F5kl7A+N1LNvZDdfIUQ4joSdzmC0ABPR4dx3coZTfX3Mm++5O/lZJdR1bDnptMt7AWOng4npOcY/rtsgz3CvarKVUe1MnKvjuGuudDiDjKXP4pTRoLl1DSnr3j8z2r8GDqewW1rOTBIIYQQV3VkdbFdnOp0LodAhBCiYouJOE+nwKtVmBZl6Zcd+7hwMY2FBy5atdeK2sczDw+/5ut++97zpQ2txCRRLS/NB+F0/1KyFgzBkJkKmHcFftf5M+5a1pDmwXfSKFAKIwshRIV05o+rn+8w2lzjVAghrnPJkWep30bqpzrKys/ecHQIdiNTf8tT6A0YRn6DVrnPB3xUCu/yEY8v2E5iWqYDgxNCKKX6KaWOKqVOKKUmF3K+rlLqJ6XUfqXUL0qpEEfEKRygiL1kOqd+yuRGK+GOmeUckBBCVExJUeeoE+jr6DBEFSCJanlr3BvV7y2rpvaGEwyNm8/kZfuRjfWEcAyllBGYBfQHWgBhSqkW+bq9ByzQWrcBpgFvl2+UwiEy0+HKuQLN35u6cxlf3HwKLTEphBDXJafMFFxdZL2+feminpdWGOb47BukJKqO0GUcukk/q6ZHjT9y9sDvrNx3wUFBVVyDBw+mdevWRZ6fOHEivr6+pKWl2XS9EydOoJRi3bp1lraQkBAmTy4wgGZl7969KKX4/feiN1MpzJw5c1i5cmWBdlvuaS+ZmZkopZgzZ0653K+S6gKc0Fqf1FqnA4uAIfn6tAB+zv54cyHnRV7aufoAACAASURBVFV05Rxo6x0sd2Q1ZVrG/QD4e7k4IiohhKiQXJTMELQ3Y2YqadpYYZNVrSFNGzFmL2+0F1mj6ghKoYZ8ip7dHZVoXuhsUJq3nP/LI6uacluzQLzd5ElUjrCwMO69914OHTpEixbWA1wmk4mlS5cybNgwXF1dr/keP/74I/7+ZTMqMmfOHDp16sQdd9xRbvcU16Q2kHfY7DzQNV+ffcAw4CPgTsBbKVVDax1dPiEKh4g5aXV40qMNI2JyHzL5eV77zx4hhKhqXJAaqvbmaYohKRFSndwA5ehwCqExZibgaYqx61UlUXUUzxqoobPg62GWplaG0/RL+ZGPNtXhlUH5Zxxev4YMGYKHhwfffvst//73v63Obd68mYiICMLCwkp1j/bt25fq/ZXlnqLUngM+UUo9CGwBwgFT/k5KqXHAOIDQUKmrWenlS1TDDda7tNeQEVUhhAAgKysLF2RE1d4MaLxN0YX8xVG1ydRfR2rUC1rdZdX0rNMS1m7dzZFLla8ob1nx9PRk8ODBfPfddwXOLVq0iMDAQG677TYAwsPDGTNmDPXr18fd3Z0mTZrw2muvkZFx9ad7hU3D/fjjj6lTpw6enp4MGTKES5cuFXjf9OnT6dSpEz4+PgQFBTFkyBD++ecfy/mbbrqJffv28d///helFEopvv766yLvuWjRIlq1aoWrqyuhoaFMmTIFkyn3p9K8efNQSnHw4EF69+6Np6cnzZs354cffijmq1i4mTNn0qhRI1xdXWncuDEzZ1pvCHP27FnuvvtuAgICcHd3p1GjRkydOtVy/sCBA/Tt25fq1avj5eVFixYtKvP04nCgTp7jkOw2C631Ba31MK11e+Dl7La4/BfSWs/VWnfSWncKCAgoy5hFeYg5ZXV4SgdZHdfwlERVCCEAEmKjqeXr7ugwRBUhI6qO1vdt9PGNqDRzYuqlUpls/JopKxrx3fgbUKoMhvenVrP/Na/F1Cs2dw0LC+O7775j9+7ddOzYEYCMjAyWL1/Ovffei9FoBODy5cv4+/szY8YMfH19OXLkCK+//jpRUVHMmjXL5vstW7aMSZMmMWHCBAYPHszmzZt55JFHCvQ7f/48kyZNIjQ0lCtXrjB79my6d+/O8ePH8fb2Zu7cuQwdOpTmzZvz0ksvAdCoUaNC77lmzRrCwsIYM2YM7733Hnv37mXKlCnExMTwySefFPh6jBs3jhdeeIEZM2YwcuRITp06RXBwsM2f4+zZs3nqqad49tlnuf322/npp5946qmnSE9P57nnngPgvvvuw2QyMW/ePHx8fDh58iTHjx8HQGvNoEGDaNu2LQsXLsTFxYUjR44QH19pH7LsBBorpepjTlBHAffk7aCU8gditNZZwEvAF+UepSh/sdaJ6okM64cPNbxk6q8QQgBER4RzY00ptyjsQxJVR/MOQvV+DVY/a2kabNzGN2d/Z8XeOtzZXqpfAPTv3x9fX18WLVpkSVTXr19PbGys1bTfdu3a0a5dbi3D7t274+7uzqOPPspHH32Ek5Nt3/JvvvkmgwYNsiSIffv2JSIigq+++sqq30cffWT52GQycfvttxMQEMCPP/7IPffcQ4sWLfDw8CAgIIAbbrjhqvecMmUKvXv35osvzLlPv379yMrKYsqUKbz88stWSehzzz3HAw88YPmca9asyerVqxk7dqxNn19mZiavv/46Dz/8MNOnTwegT58+xMbG8uabbzJp0iRcXFzYsWMH33//Pf379wegZ8+elmtERERw9uxZ1q1bR/PmzQHo1auXTfeviLTWmUqpicB6wAh8obU+qJSaBuzSWq8EbgXeVkppzFN/JzgsYFF+4q0G1tmf4GN17CcjqkIIAUBS5BkaNKggAyKi0pOpvxVBxzHo4LZWTa85zec/qw+SnC7z/AFcXFwYNmwYixcvtpTw+e6776hbty7dunWz9MvKyuL999+nefPmuLu74+zszOjRo0lJSeH8+fM23Ss9PZ19+/YxZIj1hq7Dhg0r0Hfr1q307t2bGjVq4OTkhKenJ8nJyRw7dqxEn19GRgZ79+5l+PDhVu0jR47EZDKxbds2q/Y+ffpYPg4MDMTf39/mzw/MU3ojIiIKvV9cXBwHDx4EzEnwiy++yPz58zl3zro8R0BAALVr12b8+PEsXryYyMhIm+9fUWmt12itm2itG2qt38xum5KdpKK1Xqq1bpzdZ6zW2ratpkXlFn/R6vCSzi1k72xU+LjJM18hhABIijxLaFD14jsKYQObElWlVD+l1FGl1AmlVKH1NJRSI5RSh5RSB5VSC+0bZhVnMKIGvGfV1Nxwjr4pq5n326ki3nT9CQsL4+zZs/z555+kpqbyww8/MGrUKKvp0e+//z4vvvgiw4cPZ+XKlezYscOy7jI11bYtsyMjI8nKyiIwMNCqPf/xqVOn6Nu3L0ajkblz5/LHH3+wc+dO/Pz8bL5X3nuaTCaCgqzXvuUcx8RY76Lm62tdSNvFxaVE97x48aLV9Yu639KlS2nXrh1PPvkkoaGhdOjQgc2bNwNgNBrZsGED/v7+jBkzhuDgYG6++Wb27dtncxxCVHiZaZAcZTk0acVlcv/91fB0LZslGkIIUQnp1AS8Pd0cHYaoIop9DKyUMgKzgNsxl2vYqZRaqbU+lKdPY8zrtbprrWOVUoGFX00UqU4XaBsG+761ND3jtISBv95EWJdQArztuAaqBGtDK5KePXsSFBTEokWLuHjxIgkJCQV2+12yZAmjRo1i2rRplrb9+/eX6D6BgYEYDIYCI4T5j9euXUtaWhorVqzA3d28cUB6ejpxcQX21rHpnkajscA9IiIiAPDz8yvxNa8mZxpxcfcLCQlhwYIFmEwmduzYwZQpU7jjjjs4d+4cvr6+tGjRguXLl5Oens5vv/3GCy+8wKBBgwqMvgpRaSVYb6IWRTVMGC3HPZvJrzshhMghpWmEPdkyotoFOKG1Pqm1TgcWUbDI/SPALK11LIDWuvLPAXSE3lPRLl6Ww2oqmcezFjLzp+OOi6kCMRqNjBgxgiVLlrBw4UKaN29O27bWU6ZTUlIK1FP95ptvSnQfFxcX2rRpU2An3eXLlxe4l9FotFr3umjRIrKysgpcr7jRTmdnZ9q3b8+SJUus2hcvXozRaCx2fWtJ1a1bl6CgoELvV716dVq2bGnVbjQa6datG1OmTCExMZGzZ89anXdxcaFXr1489dRTnD9/vjJvqCSEtYT8035zHxqNu7kBU++QUmJCCJHDRcmSNWE/tiysqQ3kHR45D3TN16cJgFLqD8ybkEzVWq+zS4TXE++aqFtehI2vWppGGX9h4M4/ONm9Hg0CvK7y5utDWFgYH3/8Md9//z2vv/56gfO33347s2fPplOnTjRo0IAFCxZw+vTpEt/nX//6FyNGjGDixInccccd/Pzzz2zatMmqT69evXjhhRcYM2YMY8aM4cCBA3z44Yf4+FhvtNKsWTM2b97Mhg0b8PPzo0GDBoWOkL7++usMHDiQsWPHMnz4cPbt28fUqVN59NFHS7Sbry2MRiOvvfYaEyZMoHr16vTq1YvNmzfz+eef8+677+Li4kJ0dDSDBw/m/vvvp0mTJqSkpPDee+9Rq1YtmjZtyp49e3jppZcYOXIk9evXJyYmhunTp9OxY8cCXwMhKq34C1aHkdnrU4e2q8W/BjR3RERCCFEhaa1x1jKiKuzHXpspOQGNMe+IGQZ8rpTyzd9JKTVOKbVLKbXr8uXLdrp1FdP1UXSNxpZDg9JMMixh+vqjDgyq4ujWrRv16tVDa11g2i+Yk70RI0bwr3/9i7CwMDw9Pfnwww9LfJ/hw4czY8YMvv/+e4YOHcrff//N559/btWnXbt2/Pe//2Xr1q0MGjSIxYsXs2zZMry9rbdlnzJlCk2aNGH48OF07tyZNWvWFHrPAQMGsHDhQrZt28bgwYOZOXMmL7zwgtXOwvb02GOP8eGHH7J06VIGDRrEkiVL+PDDDy2laTw8PGjRogUzZsxg8ODBjBkzBh8fHzZs2ICrqyu1atUiICCAN954g/79+zNx4kRat27NihUryiReIcpbRHwqm3bstWrL2Uipf2v7PjwSQojKLiUxAX8vZ0eHIaoQlbODapEdlOqGeYS0b/bxSwBa67fz9JkDbNdaf5l9/BMwWWu9s6jrdurUSe/atav0n0FVdHgVfHevVdOgtDd4/dH76Fi35DupHT582FI+RAhHK+77USm1W2vdqRxDKlPys65y0lrT+4NfGRk7l3FOqy3t0zNGMMs0lO3/6kWQj2wYIq5dVftZt/bARX0+NsXRYQgHOnf8EK0iVzHilpbFdxbXB1dv6PjgNe84aMuI6k6gsVKqvlLKBRgFrMzXZwXm0VSUUv6YpwKfvNagrnvNBqJrtbdqetZpCW+vOUxxDxaEEEKU3tmYZP65nESQirVqj6A6NX3cJEkVQoh84iPO0jDIu/iOQtio2ERVa50JTATWA4eBxVrrg0qpaUqpO7K7rQeilVKHgM3A81rr6LIKuspTCnXbK1ZNPY370Ge3seFQhIOCEkKI60dCqnlDkJrKujTUJe1HmxApZi8qN6XUF0qpSKXU30WcV0qpmdllCfcrpTqUd4yi8km6fJa6Ne1bpUBc32xao6q1XpNd4L6h1vrN7LYpWuuV2R9rrfUzWusWWuvWWutFZRn0daFhLwjtZtU02flb/rPmMBmmrCLeJIQQwh7iU80bggSRb0RVV6dtnQJbMAhR2XwF9LvK+f6Y9x5pDIwDZpdDTKKSy4iPpkY1T0eHUaiouETumjyH6CtJjg5FlIC9NlMS9qYU3PaqVVNnwzEax/7KdzulRqUQQpSlhNRMDGQRrKwnB13SfrSXRFVUclrrLUDMVboMARZkD0RsA3yVUrKDmLgqF9JR6pqXI5apBau3EnvpHPNX/eHoUEQJ2FKeRjhKve7QpB8cy63087TTUu7f2I2h7Wvj5Wr7/z6tdYX94SGuH7LGWlQWCamZBBONa56agNHaGw+f6nSuL1PbRJVXWGnC2oBVYWGl1DjMI648MeVdWve6q9wCrEjenhhGYmJCgXYvL29e+uRbB0R0bUr7ebgqU1mEVWpRcYms+nUns4f589iqnYwe1L3CjvwKa5KoVnS9X0cf34DS5um+zQznaJ/yJ59vqc/Ttzex6RLOzs6kpKTg4eFRlpEKUayUlBScnWXrelHxxadkUNdgvSfAWR1EWJdQnI0yGUkIAK31XGAuXN+7/iYmJtBg7McF2k/Oe8IB0Vy7nM/j0rmTmEy5See5Ra/w8oODik1YnVXFrKG6YPVWBjUy0DTQlUGNUpm/6g+eubePo8MSNpDfthVdYDNUy2FWTU84fc+8304QGZ9q2yUCAwkPDyc5OVlGtIRDaK1JTk4mPDycwMBAR4cjRLESUjOpq/IlqgRxT5dQB0UkRLkKB+rkOQ7JbhPXAZPJhKt/qOXl7OVHg7EfFzramiMtNQUfl3IM0kY5o6kPdDCPoD7QwZNVv+6UtaqVhIyoVgY9noW/l1oOWxtOc2v6n8z4qQ5v3dm62Lf7+PgAcOHCBTIyKubTLlH1OTs7ExQUZPl+FKIiS0jNKJCoNmnWlkApSyOuDyuBiUqpRUBX4IrW+mIx7xFgNRoZGxXJyw8OAirfNOCSiom4QIPAileaJmc01d/LnPL4ezkxqJHhqqOqUXGJjH/na+a+dL9MEXYwSVQrg6AW0GIIHPrB0vS803f03dmZh7rXo5ENPxh8fHwkQRBCCBvFp2bQKV+i2rxlWwdFI4R9KaW+BW4F/JVS54HXAGcArfUcYA0wADgBJANjHBNp5ZMzGglYRiKhYk4Dzr8mNTYqkvDTxzFllnxQIy7yfIWsofrLnmNciExj4YFIq/ZaEceKTFTzbrwkU4QdSxLVyuK2KejDq1Da/JSuniGC4epn/rOuFp8/0MnBwQkhRNVS2NRf/Bo4Jhgh7ExrHVbMeQ1MKKdwhIPkX1u7/5PHcPUPJfnSyRJfKyXyNHW7VbdneHax8v2JJeovGy9VLJKoVhb+jVAdR8OuLyxNTzot45ZDPdh5ugGd68kulEIIYS/xKemSqAohbOLl5W0ZMY2NisTZy/w3mdGtcm1iaXTz4MJXT5EWfxlXnwCr9uKkxFwiuEaLsgzPoiyn5tqy8ZJMDS4/splSZXLLi2jn3B8WASqe+40beWvNYdkkSQgh7Mg36SQeKs1ybHL2Ao8aDoxICFFRvfTJt7z51Sre/GoV1f0DaTNxNm0mzqbl2PcdHVqJtBz7Pm0mzsbJ6IyXm5Pl5U46J+c9gZdX0VN7nXU6xnLaEb2saqLasvFSVFwifZ6YQWT4WanJWg5kRLUy8a6JuuFx+O09S9NYp9V8dbYv6/6+RP/WUotbCCHsoXfSKqvjtMC2eEgtaiHEdaBaDX/e/GpV8R3zcMlTc7osldXU3Ki4RPpMmkFYi9yNl6q5GehYPZFPl23m1YfMm2LNXvYLKiWGm5p5s+pXmRpc1iRRrWy6TYDtcyA9ETCPqt5n3Mh/1vnSu0WQ1PcTQojSSkugT8bPVk0Zbe93UDBCiMok7zTg/O2OVtjmSfs/eQyjm0epR39ddPlUlSirmqgLVm/lclQ0n+9w5buD6QDEJ6WSkpJKjfA9vPrQIKLiElm28U8+GeDOlM3J9GzqIhsulTFJVCsbDz/o/DD88ZGl6Umn7/k+ugff7jjLA93qOS42ISo5pVQ/4CPACMzTWr+T73woMB/wze4zWWu9ptwDFWXrn5/xJLdO9WVdDa/WQx0YkBCisqjIJWjyb56UU0rn0qJXrJLrkibVmZkZuBtNdouzKDmjqYtHmON7oIMnIxaXflQz57qbHg3lsVXJLJn+FFprRrzwEbMHBfHYqmSiryQxe9kv9KqTQdcQDwY1ziLJlCGjqmVMEtXKqNsTsOtLSIsHwEcl87rzV7y6wY+BrYOp4eXq2PiEqISUUkZgFnA7cB7YqZRaqbU+lKfbK8BirfVspVQLzCUc6pV7sKLsXNiLXvMieSf5rsrqxoNuUj9VCFH5HZz3LKbU5ALtpanzGnf5EvUCvK7pvSXZmOhaaqLact/CRmkBq7ZZSzazfNOffHOHC84GxQNtXRixNImeTX1lVLUMSaJaGXkFwM3Pw8ZXLU2DjdvYm76SN1YH8eHIdg4MTohKqwtwQmt9EiC70P0QIG+iqoGcgsTVgAvlGqEoW4dXwXf3kn8l6lGnZihZnyqEqAJMqcnUenCGVVta1FkSN8285mvGXDpP56BrS1RLUrP0WmqiFnffT5duZvP2fVajtEMXbsdoUCwb5WNp6/HZVgbWz0IpJw5dNk9zbhsEX+6Kp1Vsye8vbCOJamXV9VHY9y1E5v4N/YzTErr/1YPfOtSmR+OAq7xZCFGI2sC5PMfnga75+kwFNiilngA8gd7lE5ooF9s+LbT5tFuzcg5ECCFKJv/60xylGSm1VfLls9RvU/IaqiXdGKkkNVGvNlKb9753/e8PDDoTpcxJqb+XEwHOqbQOMlqN3LqSzsoTTvxyMW/q5ESrhv4lrtUqbCeJamXl5AIjv0Z/3hOVegUAT5XGaOMGXlkRxPqnbsbN2ejgIIWocsKAr7TW7yulugH/U0q10lpn5e2klBoHjAMIDQ11QJiixEyZcKZgqYE47Umie20HBCSEELY7f+o4Tt7+BdrjLh8v83snRZ2nTlCjEr+vrDZGyrl2USO1ee8b7JZOVHIWnT8+j5+3OwDhUansDoc1p3JHbp3cvGgWKElpeZNEtTKr0RDV41nYOMXS9KDTer6M7sfMn47zQj8ZBRCiBMKBOnmOQ7Lb8noY6Aegtf5TKeUG+ANW85C01nOBuQCdOnWSIseVQdTRQpujtQ/ebi7lHIwQQpSMVoYCU3oBznzygOVjLy9vYqP+IS3qrFUfo7F0AxtOmSm4OJcspci7MVJUYiabj10h7sh2u2xMdLWR2vz3Tc9SvNXbnXd2e7D8/adlU6QKRmqZVHYdx4BbNcthdZXIJKflzN1ykiOX4h0YmBCVzk6gsVKqvlLKBRgFrMzX5yzQC0Ap1RxwAy6Xa5SibITvKbT5x6xu+HvLBnVCiMrvpU++pbp/ILXrNbZ61azToFTXvZYaqnk3Rlqw6wpJqRn4qBRun/gh0VeSShWP9UitwbI5UmH3HdLUmfbBTtxSK92qn6gYJFGt7Nx8oJv1NITRxg3U1ef51/IDZGXJYI4QttBaZwITgfXAYcy7+x5USk1TSt2R3e1Z4BGl1D7gW+BBrbX8I6vsIo/AyoLTueK1O99k9uLujiEOCEoIIewvp85r/ldp6ry6UPIaqr/sOcbCA2m0m3mJT/6I5dkbXTh4KZms5JhSJYw5I6YPdDCPjD7QwZNVv+60JL/579s1RBGTksXARlj1ExWDTeP0NtQWfBCYTu40uU+01vPsGKe4mm4TYc8CuGLeB8ZZmZji9D9Gn32Rb3ac5f4b6jo4QCEqh+yaqGvytU3J8/EhoHt5xyXKUHoyfHN3geZvM3vyn8xRfDq2Nzc2KrjuSwgh7Km8NkOy98ZKWVlZuFDyEdWctZ4ffLMBwnfTp403d506i4ure6lqkxZXwib/fbu3yJ2VOOjSFSk1U8EUm6jaWFsQ4DuttawwdgQXD+jzb1jyoKXpFuN+epn28O5aZ/q0CCLIR2oACiFEAX8vszzky5GhjbybORJP30BJUoUQ5SIxMYEGYz8u0H5y3hM2vd+gDAXWnua020NRibS7mxuTBrS86nuL2oE373rR6CuJPNTehSfWJtOzqcs1J4y2lrCxZ6kbUXZsGVG1pbagcLQWQ6FeDzj9m6XpVaev6ZPWhqkrDzL7vo4ODE4IISogrYn7dRa++ZpnmwYTiw/d6lQr9G1CCOFIRSWNEd/+C9+AmlZttevWL9E1ihrBLSqR/ufziVy6knbVeIvagTdn9LOam4GTUUk08XdiUGMTSaaMax5VtXVXXtm9t3KwJVG1pbYgwF1KqZuBY8DTWutz+TtIyYYypBT0ewc+6wHZlTLqGSJ4xLiaWX8PZdOhCHq3CHJwkEIIUXFcPLKd4CuHrdpGpb/CtqwWALQNyZ/CCiGE411t9PXNr1aV+holoZQiLrPondGvtgNvzqjmnG1XIDMdHzcFQC0fzaAmrjINV9htM6UfgXpa6zbARmB+YZ201nO11p201p0CAgLsdGthUbMVdHrIqmmS03Iaq/NM+eFvktJKvoZACCGqqvB9m6yOfza1sySpAG0kURVCiGJp72AuxxYcnYWr78C78v2J7PrfVJrVD8Gnmg+4eoOrNxfS3Fh4II1f9hwrr09BVFC2jKgWW1tQax2d53Ae8G7pQxPXpOfL8PdySIkBwFVl8p7zHIZdeZ33NxxjyuAWxVxACCGuD26Re62Of89qbflYKWgdIlN/hRCiOLXa3sKmvT8S1rOVVfvRMxF8sHAjP4+vBZh34B2xuOCUXpmGK4piy4hqsbUFlVLBeQ7vwFzaQTiChx8MmG7V1NZwkvHGVXy19RQHzl9xUGBCCFGxBCZYb7WwLyu3lmDjQC+8XEtWwF6IykIp1U8pdVQpdUIpNbmQ8w8qpS4rpfZmv8Y6Is7rSVmUjSkvtRs2Y8c/MQXaJ89aSh0vE6sOJQLWO/AKYYtifwtrrTOVUjm1BY3AFzm1BYFdWuuVwKTsOoOZQAzwYBnGLIrT6i449AMczn2e8JTTUjald2Dy8v38MKE7TkYpoSuEqOIy0yH+PLhXN7+ypWdmkZl4mcCM3MlBmdrAQV3PcizTfkVVJdUcKqacDYxyNjmKu3wJrQzERkXy+KAuGJSBajX8yzRxPTjvWVKjInn5wUFW7V5e3pZEOj8vL28MBgMJuFu1R8UlcujYaT7o48oTa2NZsD/D8ren7KwrbGXT42Ibagu+BLxk39DENVMKBn4AZ/6AZPOsbBdlMk8BvvA6834/xaO3NHRwkEIIUYaOb4SlD0FaPCgjdH4YBkxn89FI3lu4htXqSavux3QdUnG1HLetI4mqqLKkmkMFlrPJ0f5PHqPWgzMs7WlRZ6ldr7FllLWopNFWhV0jNSqS2ve+Tc06DazabdmkyVijLuciYqkTZH4ouGD1Vsbf6MfADtU4mngFaneU5FSUmMxrqqq8AmDAe7B0jKWpjeEU442r+GCDC7c1C6RJUMWfTiKEECWWmQYrHjcnqQDaBDvmkt7ybp5fksCHWZ+b5wflsTfL+g+zdjKiKqouu1VzEI5RWPkYe1zj5QcHFUhSbRXS9hbW71nI2P7VreqjQtFrU4uqr2pv5XUfYX8y/7MqazUMWgyxanrSaRn1s04z5Ye/0Vo7KDAhhChDh1ZCUmSB5o2rl9Eh+Xd6GP8ucG5DVifLx7V93WkWLA/yxHXNpmoOSqlxSqldSqlda5d+Xa4BioolqE599p837/ybs9Ovv5d5PKyotal566uWpfK6j7A/SVSruoEfgIe/5dBFmXjfeQ67Tkby2/EoBwYmhBBlZOfnhTYPjPyMuS4fFmh/J2MUsbVupW/LILo3qsHMsPY4yzp+UXXZVM1Ba52WfTgP6FjYhfKWHex/931lEqyoHJRSJOCO1ppf9hxj4YE0Os2KtLzyl5vJW1911a87ib6SVCZxldd9RNmQqb9Vnac/DHwfloy2NLUynOYx40qm/liNFRO64+Pm7MAAhRDCjuIvwLntNneflD6RlVk3Mr5hDV7q37wMAxOiwrBUc8CcoI4C7snbQSkVrLW+mH0o1RyETTxqN+f4ucs2lZuxrq+ayvxVf5TJGtbyuo8oG5KoXg9aDoVDd8LB7y1NTzh9z8aoTjz5rQdfPNgZpZQDAxRCCDs5v8vmrqeyglib1QWAHo0CyioiISoUqeZQseVscpSZEMWZTx6wtBuUgbQy3vW3tJs0hbbrwbodn9MkNPCq/Wxdw1paR89E8NnSjfz6WEiJ8sY2QwAAIABJREFU7iNrWisOSVSvFwPeh9O/Q9JlwDwFeJbzRww7+jpr/67DgNbBxVxACCEqgfDdNnVLcqrO7IB3uNm1Fv1bB3NTY//i3yREFSHVHCoue2yU5Kh7+wXWYn9UarH9rraG1Z6jnZNnLWVQQyAjBXC2+T5517TK6KtjSaJ6vfCsYV6vuvh+S1NDw0XmunzA5DW+9GwaiLuL8SoXEEKISuDCHqvDOO2Jr8q3JsknBM8n9/GuUX4FCiGEPSXgQVZWFgZD0ev8f9lzjAuRaSw8YL3pnT3rq0bFJbLr4ClOumkWH4ogoHoKBoMq9j5517Q+tqpko7wyEmt/8lv6etLiDmgbBvtyn5h1NRzh4YTPePo7fz69t4PlH7EQQlQqx9abZ42c2mLVPDnjEWY5f4RR5dnl/JbnQZJUIYSwO596bTjwz0XaNq5dZB9b1rCW1oLVW3n6lho8c3M1Pthiex3X0qxplZFY+5NtDa83gz+CujdZNd3n9BO+Rxbyn3VHHBSUEEKUwp7/wcIRsHWmVXOc9mRdVmeGp79GXNtHoPNYGD4fOowu4kJCCCFKo167m1i7t/CSu1Fxidw1eU6Z77ybMyr6QAfzqOYDHTxt2vH3Wt+X972yu7B9ySPl642TK4z8H1lzb8UQd8bSPM3pS0b9FsKyIG/u6hjiwACFEKIETJnwy9uFntqX1RBQZNbujO+dT5dvXEIIcRVvTwwjMTGhQLuXl7dD16mWlrdvDfZeySr0XHmNOF7rGtjSrJ2V3YXLhiSq1yMPPwyjFpI1rzeGzBTAvLnSHJcZ3LcqmF7Nh+Hr4eLgIIUQohgxp2DBHRAfXujpz0yDAAj0divPqIQQoliJiQk0GPtxgfbCdt2tbJKUFxmZJpydcvc+Kc3az5K61jWwtryvsHWols9toAd3fXmOtwcG8mgZf47XC0lUr1c1W2G48//s3Xd4VFX6wPHvmUkvpJJCICSQoPQWEURXlCJIW1GRKCKsLOrKqmv7YVlkRXd1XV1dcVXWiiBNRbooTVGQIlVAAektkF5JMjPn98ekTTJJhmSSSXk/zzNPcs899943LpvMO+ec97wNiyeWNIWpdF43/51/LWvDzDuukS1rRLOjlBoKvIF1y4b3tNYvlTv/b+CGokMfIExrHVi/UQoATPkw7zZIP1nh1I/xjzH95zAO6TYARAR41nd0QgjRbAXF92bbL4fp3yWmpM3eiOOE4dfUSfGhmq6BdXT/1/KjwsU/28qD2aTlFLDiQDYj4txkVNUJJFFtzjrfAuf2wPf/LmnqZDjB8P2P89rqd3js5u4uDE6I+qWUMgJvAYOB08B2pdQyrfWB4j5a67+U6f9noGe9ByqsDiyFlCMV2+//nnU/GTmkj5U0RbSQEVUhROPR2KcFx3bvx9oVG0sS1cr2Tc25VNCoig9VNiq8cechTp7LIzMrmzeHefLn1Wm08Pcj2olVjJsrSVSbuxv/ivn8AYxH1pQ09TMeIHXL4+zsNJ9eMbK3oGg2+gBHtNZHAZRSC4DRwIFK+icCz9VTbKK8bf+r2NbrHojoyvnMXTbN4ZKoCiEakYY0LbgmSbO3rz8Hc0tn5dlb+zmsHXzw1Wa+vLtlraYCX86WMLXdPqaydajLXp3Ka/O+hjM/MbxXAL9mO15lWFRNEtXmzmDEOPYj8t4fjndS6f6Dw43bWLngYSxPzpUta0RzEQWULVV4GrjaXkelVFsgFlhfD3GJ8pIOwOlttm1j3oOut1lPZ9puOB8RIImqEELUhKNJc/mENi/tAqs3bCYswJsIH11h7WdmziV8jKZaFx+6nAJNtSnmVNmo8D0j+qO1rvScrFGtHUlUBXj44H3P5+S+MwifzN9KmodfWsFXy+Yx9PfjXRicEA3SOOAzrbXZ3kml1BRgCkB0dHR9xtU8nPjB9jj2euh2e8lhhURVRlSFEPXgckYf/fz87Y6Q+vn5271HQ1c+oc387SdaqDwurP+IbW8/atM3OT2bsU++UevE7nIKNNW2mFNVFYGBGlcLFlWTRFVY+QTj84elpL05gCBzcklz6M7/cKDPKDq1auHC4ISoF2eANmWOWxe12TMOeLCyG2mtZwOzARISErSzAhRFzvxkexw3sOTb9zYd5URKrs3pcBlRFULUg8uZslvVWtNnJo5wSjzOXuu6/73HMF+y/n4tzE4tidPPz7/iM6K7kPrDp3bvU5ttYOzdx5FR2dpuH1NVRWCgRlWGRfUkURWlAttQeNscWHhzSVOC4VemL/iY5x6ZilGmAIumbTsQr5SKxZqgjgPuLN9JKXUlEARsqd/wRInyiWqrXgBsO5bKCysP2pzy8TDi7yl/6oQQzY+z17qaL+XSauLrAOQnnyQqJr7S+xncPSksLMTeO8eabh9TVlVTccuPlF5O38rUtJKwqB2H/npXt2VDmX63Ap8BV2mtdzgtSlFvwjr250LYtYRd+L6kbWrGv/h07VXcPaSvCyMTom5prU1KqanAGqy/6z7QWu9XSj0P7NBaLyvqOg5YoLWWkdJ6VGCykHWpEJWfSXDyoZJ2jSI1oBNk5/PepqMVrusQ7i9bbQkhGpWqpgU3Kp5+WCyWCs3OSPre/nwjvYOyCfQOAKoelXXWCK6of9Umqo5s2VDUzx94GNhaF4GK+hM2Yjp8UPp/3DCVTufvp7IzbgW92kW4MDIh6pbWehWwqlzb9HLHM+ozJgHztp7gH6t+oUX+eTZ7PWRz7rClFUP++WOl1z4zvGNdhyeEEE7VkLagKZs0F2ankp9s3bvaaDRWe61vTHeSd6+ok7g+37CTlJQ8lh4+TQvf0uUd9kZlnTGCW5naVhIWVXNkRNXRLRtmAi8DTzg1QlH/oq8m5+pH8N36eklTL8NhFs99mFYPfywVNIUQ9eZMeh7Tl+7HbNG84f5hhfN7LO3tXtcqwIsfpt0oo6lCCFELZZPmZyaOKJnue/7UUc4cPwxAWvIFlLbw00t3YFAGAkKsWxtqrXHD8clHjiZ9yenZBPsYWTi2LQ+syGXxK49U2b8up+1WVklYEljnMDjQx96WDVFlOyilegFttNYrnRibcCHfm6aTHHGdTdvtlq9Y8L9/cKnQbqFTIYRwjtxUcjMusvtECv+Z9wXd9CEGGHZxg2F3ha7rLL3s3uLPA+MlSRVC1Kvi0cfyr0Y3ZdcBZrMZz9BoPEOjcfcLptdTi+k9bSEBIaG8+NEKpr0+h9jWEQy68XqH71k26auuX2lhJEO1/R2RnJ7NrdPeISUjx+HzZSsJr/h2u805R38WUbVaV5hQShmA14CJDvSVLRsaC4OR0AlzSH+jP4H5Z0uaH8h6izfmduKJiWPlTaAQwvn2f4llyf34mPLoAfQA8LTf9X01hm1e/Qku87vI293IiG6RjLuqjf2LhBCijjSkKbvg/LWuZe+XlnwBd79gAIxePhX6bl+9ELekfRzRnbiYlkXLoKqf6ej2Mc4ojGRPdXus2jtfWSXh2m6FI0o5kqhWt2WDP9AF2FiUuEQAy5RSo8oXVJItGxoZn2D871lAwf8G4aELAPBUhdx5/GlWbe3E8L5dXRygEKLJ2fAiBlNe9f1Gv8W9Pcdzb91HJIQQDY4jW884O3EuPw3YXkVhgKz0VH79bglv3RLFpM+O8eXmX/nj8IQq7+3o9jF1URipusTS3nmtdaUJc223whGlHElUq9yyQWudAYQWHyulNgKPS9XfpsHYqjsFw1+HFX8qaWutkjn91Z9I7/I1gX7eLoxOCNHYnUrN5WRqLlfFBOOh86FMRd9KtYiCLrfWfXBCCOEEzt7PFJy/9YwzbV+9kJHxEBfmzdguHsz95qcqE9XLGSWti8JI1SWW9s4DdhPmtxZvYOO2PU4f8W2uqk1UL2PLBtFEeSfcRfqJHQTu+6CkrS972fDxY9zw4H9dGJkQojHbfCSZiR9tp8BkoXOrFiwbG4K9OpIF2kiy/5VEBHhjCGwD1z0O7vIhmRA1Vd22g0opT2AO0BtIAe7QWh+v7zgbI601ZrMJbbZgNpuwWCxkZqTT9q4X0RYLWlvAYkZbLJxcOIOzxw9jMVuwmE188NI0cnNzAY11AzQNaLy8vUm8/zG02Yy2mMjLyiT73FEubFuGm7sHGoXR2x+PoEi0ne1g6pPFbOLX75bw3B3WbWPu7B3IB28eISUjp9JE7XJGSZ1dGKm6JLmy8x5efiSnVUyYTZafmNDdQ7bCcRKH1qg6smVDmfYBtQ9LNDSBv/8nZ07sIipzV0nbDRfncWjDNXS4YbwLIxNCNFavfXOIApP1TdX+s5ns2n0Ce5+55/R+gFajXqzf4IRoohzcdvBeIE1rHaeUGod1V4c7qrpvctI5zp1LwVKUnJV+NVtfFjPaYk20tNlU9L0ZzCYsFhNYzFjMFrS5EK3N6KLkTVvMJV+t31vvpbQ1iTMoQINSGgWoouSueOW6omy77VeDwnqxLmpXRf2LkkSlyl1X9Byb45JnWdsNSuNuNGI0KNyMBtwMCkt2Cpf2f40yGFDKgDIYUQYDxoIs4k58XtRXYc5OJn7oZJQyYDAYwWD9emz5LBKDDxX1MzJ39Rba+psg7SiRfYaBhsK8bHIu/IIp8yIH5kyjEA8uaXcKDZ74hbXBN6IdEW3j8Q8Mruk/HRuVrX91N+cxMt6TEF93AEJ83enRyoPX569l5v2j7d6rLrePqU51SXJl54nqaDe2UY/N4tN9yS75WZqiWhdTEs2E0Z3QP3xK8hvXEKrTSpqjvn2MzOgOtGjfx4XBCSEaox0n0myOT/22v0Kimq59MfeWlahCOJEj2w6OBmYUff8ZMEsppbTWldYXCT/9DZw8gpvRgNGgcDcqa2JV9L2bQWF0NxSdL/1qNJb53qBwczMWfe+Gm9ELY7n+bkbrNY2poOP/lm+hXd+hFdqzdizjroGl9T6enL2G8Ct6V+h3zsuLPp3aAtYRwJ9+/pWXB/vy+JbduP/uNjx8rKN9ga3jSN/6Of/+Q+muDSaTmZNJaRw5u5kd61bwc5oFn9heXNn/Zjy9Kp+ZkpWeyoJXniDxyX/hFxBU4XxlU5bffXI8C/eeZOHe0yVtBYVGTv6wv9JEtS63j6lOdUny5SbRrvxZmiJJVIXDPANbcXjo/2ix6g48lHWLGl8uUfjJzTDin5DwBxdHKIRozAIvnarQdlfBMywKlSrxQjiRvW0Hr66sT9ESsAwgBEgu26nsbg7vPvcAU4Z0q6uYRZHiEb7YICOj4xXf/PQ1ba6rfM2+m5uRdlGhtIsKZchV1rZdh06z4LMZJBX6EN5jMO2698VgsN2xsrhq77ZVC7gx8QGH47vvn3Mrrsl1h+S0ZFrd+gKbZz1ATGTIZf3Mdam6xFIST9eSRFVcli5XD2bV/ke5+eQrJW3uFKJXPIoK6wTRfV0YnRCiMQvOP2NzfF/BXzhADD4e9lauCiFcrexuDhxYqkk/6dqAmqCCnEzSk5NIycixqTR7MaWAka0zWbzkM9L2b8JotP6eDPWvZD+vMnp2aE3PDq0xmcx8teNHVn/0Jble4bS/bgzhbWJtqvY+uGIJfW4eZ3dUtTKVFXo68u6f6PPwh+TlZNtMx3Y3Gghp4c2Kf0ykbUQwHu6Snggr+ZcgLtvgCU+x4pUDjMhfWdKm0LD0Qbj/B3D3cmF0QojGpr9hH78z7KV7wU6b9uM6HD8Pt0Y1xU+IRqC6bQfL9jmtlHIDArAWVRI1EOrvyf7/PWa3vTpJO7+hrV9hhUqzoX4t6Qg8lJIBUd1rtP7Rzc3IiL5XMKLvFWRk5zFv4ydsW5PHgRMXGdTWTFyYNyPjcy57VLUyBqMRjL50/lNpcU5tsVCYlcrRT/6P1/f5krP+MG7mS3hQgAeF+Bg1sWF+xEf4ERsZQlRoAG5ulX942eeBt0jOyq/QHurvyba3H6z1zyDqlySq4rK5uxnh5ld4dlEYL7h/WHoi5Qgc+BK6j3NdcEKIRuVqdZCP3V/GTVWsVHlShxHgKX+mhHCyKrcdLLIMuAfYAtwGrK9qfaqomqMJUvmE1mw2o7KS+O8IP/717XY8vf24mFo3RYcC/Lz504jeJKdnM/KRV/Foa+CllcdpH+HD0m+/uOxRVUcpgwGPgFA8vHzoMWRshfMmUyHP/2ksWRnpaFMBFlNhyUisj6eRKWNuoH24P/ER/sREhHAx8xJdprxW4T5rX55Cu/EV2yWBbdjkHYCokaFdIvn7qpHMzzlOotuG0hMHlkqiKoSoVqHZmpjOcP/YbpJ6XgeRhxdRXvJnSghncnDbwfeBT5RSR4BUrMmsqGPlE6bX5n0NZ37i5h4B/JKZUWmlWWeas3Izt3fy4NHfBaC15ofjl/ArSOWrD//FbY/Uf/V1Nzd38gsKufLPH1Q4d/S9PxNxywxOJp1hz7kT5B45TnJ6Nj+v/RyFBQPg5uGBb1AYpsJC4u+agbu3n80sHXsj3aLhkHcAokbcjAYevDGOuV8OsklULYfXYsjPAk9/F0YnhGjoctPO84n73+losL+mbb8lBgBfGVEVwumq23ZQa30JuL2+4xKlqtrfU2vNfS/NZfZTd1e6N2lN2atyq7Ubp7eud+pz7KlQhKlI+sXzlV7j7ulJRHQ7IqLbAfDF558TPrC0uKc5P4/8tHNorTm8ayuWvMyiLYUsKDTpGVl8sekAcZEBxEQG08JX9uhuSOQdgKixcVdFM39rN04lt6SN4SIABksB/PoVdJO/b0KIynkuf4DrjD9Xen6PpT0Afp5SSEkI0fglp2dfVnJZ1f6eAGnnT5Xs9elMlVW5fWnxj2SmJdMiKLTae1S2x6qfn7/dRLRYZUWYfnqpyi18q2T09MYnoh3KzYOwa2yrI2utyTiyi53BQ9l44jg520+g8zLxoBAPCvDERFSQN+3D/YhrFURMZDDenh41jkVcPklURY0ZDYpnR3Rm1Qd9uM9QWlgpb/3LeHe+BYzyz0sIYce5vXid2Fhll73a+um4n4yoCiGagDkrN19WclnZ/p0tzxwkPy+bt8eE8sAK6wirs0dV7SXVY65ux+vb1tLzpupngVe2xypYR01rksTWBaUUBqORtld0hSu6VjivtSYzNZnN50/z9aFjZG86jirIxlOZ8KAQL4OZ6BBf4iP8aB8ZTHREsLWOi3AaeQcgaqVvuxA+jxyF5cIqDMq6uN07/TDs+gQSJrk4OiFEQ3Rh/SzCqumzx2JNVGXqrxCisSuexns5yWVlI5vF61avCPNkRNylOhlVtZdUd4gO49JX22p976qS2Gcmjqj1/SsbzVW6Yi2E6iilCAhpSUBIS+jcs8J5i9lMekoSa8+dYuneY2Sv/RV3S35JxWJfN027MH/iIvxoFxlCq9AAjEaDnSeJysg7AFFrtw4bzOcfXMftbt+VtOV9/1+8JVEVQpSTkXoR/8NLqu2XRgsA/CVRFUI0csXTeGubXFa1btVZo6pVJdXBbpcwFRbg5l6/018NylDpKGx5lSXCVY3k1jguo5HgsFYEh7UCrq5w3lRYwPkL59h/7iR5W4+Rl3IAN0s+nhTiqUy08IT2YS2Ij/QnJjKE8GB/2Y6tHHkHIGqtb7sQ5kTdxy3nvy+p3umdfgiSDkB4JxdHJ4RoELQGpfh5+X/oT0FJ81kdzEMFU/nM8/mStgWmASXfy4iqEKIxc2ZyWdW6VWeNqlaVVA/uGsm6fduI73WtU57lqICQUF78aEWt7lHVSG5dcXP3ICyqLWFRbYHrKpzPv5THsfNn2Hn+BLmHTpCffhwPXYCnKsRDmQjyNhIX7k+HVoHERoYQ6O/d7BJZeQcgnGLCTf344cMuXG/cW9KWsWMhAcP/5sKohBCudnDHBvxW/gl/nUkg2fQvd/5T00B26Cv50HQTdxrXcVRH8m/TbSXnJVEVQjRmzkwuK1u36ox9VKH6pHpA9xjmz91UZ4lqVUWYmiJPL28iY+KIjImzez4vJ4uD58/w47njZO86hikntWQ01oNCwlt4Eh/pT1xkIDERIfj5eNbvD1AP5B2AcIqrY4N5vcWNXJ9TmqjqvYtg2HQwyMJy0TgopYYCb2DdW/A9rfVLdvqMBWYAGtijtb6zXoNsTCxmAlc9QKQ+Z/d0gTaywHwjAH8z3cNLpkTysZ1S5i/7qAohGqnk9GzeWLSBIF93Pt2Xb3OuJsllZetWnaW6pNrTwx1fc0adPd8Vo54NmbevP63bX0nr9ldWOKe1Jjsjje3nTrP+6DGyt5yA/CzriCwmPA0mWgf7WCsWRwbRNiIYL093F/wUtSPvAIRTKKVo2/928tfMwlOZAAjMP4vpwArcuox2cXRCVE8pZQTeAgYDp4HtSqllWusDZfrEA08B/bXWaUqp6moCNWumQ18TabGfpAIst/QjmYCS4/JJKoCvh/yZEkI0TnNWbqZ9kIERg691esGjuuDIiG33KF+STh0jvE2sK0IURZRS+AcG4x8YDB27VThvsVjITL3IpvOnWXXwGLnfHsVQmIMnJjwMJryUmbYtiysWh9AmLBC3BlixWN4BCKcZltCR1V9fy+/ZWNKWs+HfBEiiKhqHPsARrfVRAKXUAmA0cKBMnz8Cb2mt0wC01hcq3EWUKNwyu9I/MjstcfytcELJcYivByk5BRX6+cmIqhCiEapJpV9Xc2TE9vf94nn66zWEt7m/TmL4x9REu9vU+Pn5y4jrZTAYDASGhhMYGg5delc4bzaZSE9OYs25k+TsPE7OxV/w0AW4a2vFYj8PaBfmR4cIf2JbhRAZ0gKDof4rFss7AOE03h5GjsVPgsMbS9oCUnbB2d3QqofrAhPCMVHAqTLHp6lYxq8DgFLqB6zTg2dorb+qn/AamZTf8D6x3u6pRabredJ0n03bI4PiaR/mx53/22rTLvuoCiEaI2dV+m1owoL8MWT8XGf3z87Oot3kNyu021u7KmrO6OZGSEQUIRFRQL8K5wsL8jl74Sw/nztJ7g/HuJT6M+66EE9ViDuFBHoZiAv3Jy6iBbGtQmgZ6FcnhZ7kHYBwqmv6Xce3v3SzKaqU/9M8PCVRFU2DGxAPDABaA98ppbpqrdPLdlJKTQGmAERHR9d3jC6XeamQzG9m0drOuUJt5H3zsArtvp5uRLTwstsuhBCNSV1sI5Ocns19L81l9lN3u3xkto2/JicrA1//gOo7i0bJ3cOT8NaxhLeOBa6vcD4/L5cj50+zI+kkOQePU5BxDM+i/WPdVSEtfd1pH+FPx3at6VpxQNdh8g5AONVVMcFM9xrC9YVliirtWwzDXgS3+t13S4jLdAZoU+a4dVFbWaeBrVrrQuCYUuoQ1sR1e9lOWuvZwGyAhIQEXWcRN0DnMvK4Y9Z6lhUshDIfrmZpb/brGOaYBvOrrpi8+3q6EW4nUfXzbHhrZoQQoip1sY3MnJWbSTt/qt5HZu0lyLdcHcPbW7+hx6Dbqrm6cZFpx47z9PahVWwHWsV2sHs+NyuTfedOsT85na61eI5DiWp1lTCVUvcDDwJmIBuYUrYAiWg+DAZFSK/RZPz4XwJULgBeBWlw5Bu4criLoxOiStuBeKVULNYEdRxQvqLvl0Ai8KFSKhTrVOCj9RplA7dk1xlic/YQ6JFT0paq/eiXP8tusaRi/p5udkdPPRtgcQchhKiKs7eRceV6V3sJcufYSHLXbgdql6jaSwzTki9w/tRRItq0q9W9a0KmHTuPj38Lov0717rORLVXO1IJE/hUa/1OUf9RwGvA0FpFJhqtUQntWP5DP8a7rStpy9s+F29JVEUDprU2KaWmAmuwfij3gdZ6v1LqeWCH1npZ0bkhSqkDWD+Ye0JrneK6qBueI0nZtFNnbdrWmntXmaRC6RTfUd1bsWyP9fr4MD9aB3nXTaBCCFFHnL2NjKvWu1aWICulCHG7hMlUiJtbzbc8sZcY7p31AGazubahiybCkTS32kqYWuvMMv19se4vKJqp9i39eCfkZsZnlCaqHke/hpwU8A1xYWRCVE1rvQpYVa5tepnvNfBo0UvYcTwlh1EqyabtqI4EoE9sMC39PRnSKZyHF+y26ePtYR05feGWLkQFeZOTb+L+69vXSXEGIYRoLOpivaujqkqQB3eNZN3ercT3utapzzR6+XB+wbPkh9ru/ubn5+/U54jGwZFE1ZFKmCilHsT65s0DuNEp0YlGq2PCjfz2TSTtDdY9FI3aBD9/BlffV82VQojG7GRqLjHlEtXjOoJAH3cW3VdaWbB8olpc3beFlzv/N7Ti5uZCCNEc1cV6V0dUlyDf0COW+XM2OT1R7Tz5VY6+92de/GiFU+8r608bJ6cVU9JavwW8pZS6E3gWuKd8n+ZeCbM5Gdo1krlf/Y4nDQtL2gp/moe7JKpCNFlZlwpJzi4g2sM2UT2pw7itl20N4An92jJnywkAEtoG0SpQpvgKIUR5zl7v6qjqEmQPdzf8LBlorRvFzBdZf9o4OZKoOlIJs6wFwNv2TjTnSpjNTatAb34JH44lZREGZf2f2v3CHrhwEMI6ujg6IURdOJGSixEzbdRFm/Y/jh7IiKtsKwNOH9GJTpEtyM43Ma6PfHAphBD2OHu9q6McSZB7t23ByRNHaBUTX2dx1OdIqJ+fv93EVaYdu44jiWq1lTCVUvFa68NFh8OBw4hmr0/3Lny/tgu/M+4rbdz9KQyZ6bqghBB15kRKLq1UMu6qTCEM3zBu6VtxKq+b0SAJqhD1TCkVDCwEYoDjwFitdZqdfmag+I/3Sa31qPqKUdROcno2k2Z+jEbz8fRJNV7H6kiCPOrqOJ5ctabGiaojiWF9joTKFOCGp9pE1cFKmFOVUoOAQiANO9N+RfMzrEsEr625ziZRtexZgGHgc2CULXyFaGpOpOZUWJ9KcP1vMSCEqNQ0YJ3W+iWl1LSi4/+z0y9Pa92jfkMTzjBn5WaSz54g/ZKu83WsIQG+uGWdq/H1khiK6hgc6aS1XqW17qC1bq+1frGobXpRkorW+mFhMaI9AAAgAElEQVStdWetdQ+t9Q1a6/11GbRoHNqG+HIy7EaydOnaM0POBTi6wYVRCSHqyonkXNpKoipEQzYa+Ljo+4+B37swFuFkyenZLF2/jem/cyPEW7Nk3VZSMnKqv7AWYgINZKYl1+kzRPPlUKIqRE3d2DWGVeZyRaJ3f+qaYIQQdep4Sg5XqpO2jZKoCtGQhGuti4fAzgPhlfTzUkrtUEr9qJSSZLaRmLNyM9dHFdAz0o0xV7oT6m7dUqYujbk6lt+2ra3TZzhD8TTj8i9Zf9qwyfxLUaeGdY3gqbW/4w63jSVt+peVqEsZ4BXgusCEEE6z+1Q6s9YfZuuxVJ71+M32ZGR31wQlRDOllFoLRNg59UzZA621VkpVVtiyrdb6jFKqHbBeKbVPa/1b+U5ld3N497kHmDJEiiW6SvFo6svXmgnxcWdCdw+W/prDknVbq91zNTk9m/temsvsp+6+7DWtV7QN59JXW2sbfp2TacaNkySqok7FhfmTFtqbkxktiTZYK4Eqcz4cWAa97nZxdEKI2so3mZn66U5Op+XhSQFXqlO2HaJ6uSYwIZoprfWgys4ppZKUUpFa63NKqUjggr1+WuszRV+PKqU2Aj2BColq2d0cOLBUk36yfBdRT4pHU2OCjLgbFKG+itFXuLPpzKVq16rOWbmZtPOnarymtaVnPoUF+bh7eNbmR7BLKvE2b5Koijp3c9dIlnx3LQ8blpQ27l0oiaoQTcC+0xmcTssDoKM6aVvxNzAafENdFJkQwo5lWAtevlT0dWn5DkqpICBXa52vlAoF+gP/rNcoxWXbuPMQu3/N4f3tFpt2CwbMOyvfczU5PZsV327n7TGhPLBie7Wjr/YM7R7Fit0/cGWfG2scf2UcGQmtzy1sGkMcTYkkqqLODe0SydQN/XnYrTRR1ce/R6Udh6AYl8UlhKi9fWcyALhCneRLz+m2J6N6uyAiIUQVXgIWKaXuBU4AYwGUUgnA/VrryUBH4F2llAVrLZOXtNYHXBWwcExN91uds3IzI+IMXBHmyYi46kdf7bmuawwff7QZ6iBRdUR9bmHTGOJoSiRRFXWuY6Q/luA49mS1o7vhKAAKDTs+gMHPuzg6IURt7D2dgcLCLPeKf5xpJdN+hWhItNYpwEA77TuAyUXfbwa61nNowgWKR1MXjbVOo53Qy5exiy5/VNXNzYifzkJrjVKq2v61GXm0d21a8gX2v/cYnSe/6nDMdSEjJZkzxw/bbRc1I4mqqHNKKYZ2iWTe9wNLElUAds6BAU+Bu3flFwvRXOWkgOkSl0xmMvIKXR1NpU4fP8xQwz7iDWcqnmw3oL7DEUII4aDi0dRQP2s6EOrnxog4Q41GVfu1C+TXIwdoE9+52r61GXm0d+2Z44dJWfGa48HWEYu24Bkabbdd1IwkqqJeDOsSwR3fXsPTbp8SqIr29MpLg11zoc8fXRucEA1JfhbMT4TjmwDwKno1VIsBPCq2H+7yCPGR3eo7HCGEEA7auPMQZy/k8+k+25parZIqX9NamRFXx7P+y7UOJapCOEoSVVEvurUOICQwkAXZN3C/24rSE5tehZ53g3tDfisuRD3av6QkSW2sxub/lRnXTHF1GEIIIapQ03Wt9gT4eeOel+S0+wkBkqiKemKd/hvB+98PY6JxDV6qaCpj1jnY8T70e9C1AQrRUKQdd3UEtbLH0o6jPt2IC/NzdShCCCHqUVywG+kpFwgMCavX5xqNRgqzUytMHa7vLWyUtnD2o0fstouakURV1Jubu0bw/vdBzDUPYrLb6tITG1+GbnfINhZCgHXqbxmZ2occvFCAofoaFS6iMBoUx91i+Z///fzn5l54uBlcHZQQQogyktOzue+lucx+6u7L3oLGEWP6tuefP66h9/D63X4wok07ckPDePGjFdV3rkOBLSOk6q+TSaIq6k3PNkGEt/Dk7cxR3GHciL+y7r1IfgZ89woMe9m1AQrREORn2xzONI1nsXkAE6+JYcaohr32JwSQDWmEEKJhmrNyM2nnT9WoWJIj2kWFUrjyR6Dqyr5+fv52kzdHRkBrc21da8ixNVaSqIp6YzAobuocwZwt+fzHdAvPuH9aenLXPLjxr+Ap0wVFM5efaXOYra1VsduG+LgiGiGEEA1AbUdDi7eieXtMKA+suPwtaBwV5llI/qW8Kiv71mbks7rta1ypIcfWWMncLFGvbrjSum7hI/NQLujA0hMFWbBvkYuiEqIBKbAdUc0pqvkbE+L8NxRCCCEah7KjodVJTs/m1mnvkJKRY3P9iDgDV4R5lmxBUxeG92rN0V2NuyCgaDgkURX1ql+7EDzdDBTixkLzANuT298HrV0SlxAASqmhSqlflVJHlFLT7JyfqJS6qJTaXfSa7PQgyq1RLR5RjZYRVSGEaJbKjoau+Ha7TQJatk9xclo+qS2+fkIv6weeE3r5Vnqf2urXqS2pv/zo9PuK5kkSVVGvvNyNXNM+BID5phsx6zLVYZJ+hqMbXBSZaO6UUkbgLWAY0AlIVEp1stN1oda6R9HrPacHUm6NajbeGBS0DvJ2+qOEEEI0fI6MhhYnp//9bEOFpLb4+lA/64q/UD+3OhtVNRoNtCAbLQMPwgkkURX17sai6b9nCeVrS4LtyR/ecEFEQgDQBziitT6qtS4AFgCj6z2K8lN/tRetAr3xdDPWeyhCCCFcy5HR0LIjrp9/s4UborFJajfuPMSn+/JJeOtCyevTffls3HmoTmK+tkMopoJLdXJv0bxIMSVR74Z3a8XMlQcpMFl41zSSYcbtpSePboQTW6BtP5fFJ5qtKOBUmePTwNV2+t2qlPodcAj4i9b6VPkOSqkpwBSA6Ojoy4ui3NTfLLzpHCTTfoUQojmqajS0uHJvcZ92we4MbFMIZute9RN6+TJ20XYWv/LIZRVOqm3hppuvisPNslwq4Ipak0RV1LtgXw+Gd41kya4z7NZxbLVcydWGX0o7LJkCU74Fn2DXBSmEfcuB+VrrfKXUfcDHwI3lO2mtZwOzARISEhyf/6R1hUQ1B2/8veRXtRBCNEcbdx7i7IV8Pt13waa9VdIhHr1rSMlo6qKx/qRkZPOHnh78eXUOf7rWbDepLc9eUlrbbWz8fDy5beh19Jr098v/gYUow6F3P0qpocAbgBF4T2v9UrnzjwKTARNwEfiD1vqEk2MVTcj4vm1ZsusMAP8qHMtiz+dLT6afhLf6wL3fQHCsiyIUzdAZoE2Z49ZFbSW01illDt8D/unUCApygNK89pJ2x4wRL3eZ9iuEEM3RslenVnm+7Ijr4bRLKAXdw+GqN08T7G+tbVCc1FZ2fdmk1Fnb2FzZ0oOUpLOEhLe67GuFKFbtGlUHC4zsAhK01t2Az3D2mzfR5PSKDqRTZAsAtusr+drc27ZDzkXYMssFkYlmbDsQr5SKVUp5AOOAZWU7KKUiyxyOAg46NYJy61OzsL7J8HSTcgJCCCEqKrv+NHEZTFjlxqYkX7q0b8OOT2aw45MZlSa79qoJO2sbmzH94ji29ava/GhCODSiWlJgBEApVVxg5EBxB6112VKtPwLjnRmkaHqUUozv25anl+wD4JnCP9DbeIQQMko7HVwOw/4JBhlNEnVPa21SSk0F1mCdPfKB1nq/Uup5YIfWehnwkFJqFNbZI6nARKcGkV++kFJRououiaoQQoiKqhtxrYptUnqJtxZvYOO2PSwaa11HWrzGtSajqm3CgzAnyzY1onYcSVQdLTBS7F5gtb0TtSowIpqc0T1a8Y9VB8nKN3GRIAZcepV9XmW2pcxOglNboe01rgtSNCta61XAqnJt08t8/xTwVJ0FkJ9pc5hdMqIqH9YIIYSoufJrUcuubQVrUnrdu5v5Q2+/Kgs3XY5IHxOXcrPx8vFz6s9SE/+Ymkh2dlaFdj8/f56aNd8FEQlHOPVjeqXUeCABeMXeea31bK11gtY6oWXLls58tGiEfD3dGNMrquQ4Cx82ed1g22n3p/UclRAuVH5rGrwA8JIRVSGEELVQdi1q8XHZasIAKRk5vPNjhtO2sRnVO5ojOzY6I/xa+cfURE4d/w3PQQ/ZvHxu+ovd5FU0HI6MqFZbYARAKTUIeAa4Xmud75zwRFM3vm9bPt5SWndrbmYPrvMoM5N81yfQZQy0r1BYVYimp1zF32wtI6pCCCFqx16BpPLVhFOz8mjdwoDF04cdnzznlOf2vqI1b236CX43win3q6ns7Czc/YLxDC2dzWkqyKcg9QxpyRd4ZmJpfDLC2rA4kqiWFBjBmqCOA+4s20Ep1RN4Fxiqtb5Q8RZC2Bcf7k/fdsH8eDQVgA2WHqS4RxJSeK6008IJMP4ziO7roiiFqCfl1qhmSzElh2VmZnLhwgUKCwtdHYpo5tzd3QkLC6NFixauDqUCpdTtwAygI9BHa72jkn5V7vYgGpfya1E/XvGDzdrW5PRsxj75Bm+P8OGBFbmkZOTUqNJveQaDgUBDLhazGYOxYX3gqgFlcMPdL5h2k98sabe396twnWoTVQcLjLwC+AGLlVIAJ7XWo+owbtGE/KF/bEmiWoA7U/Om8Kn7TJS2WDsUZMH8RHhoJ3gHuTBSIepYuTWqOdo69VcS1aplZmaSlJREVFQU3t7eFP0dEqLeaa3Jy8vjzBnrxLMGmKz+DIzBOrhgV5ndHgZjrUuyXSm1TGt9oLJrRMNlby1q+QJJ9hLZmqxJteeGTmFsObiL9l0SnHI/0bw49O5Ha71Ka91Ba91ea/1iUdv0oiQVrfUgrXW41rpH0UuSVOGwgR3DiQnxKTneYrqCLTF/su2Ulwo/vFHPkQlRzwrsj6jKPqpVu3DhAlFRUfj4+EiSKlxKKYWPjw9RUVFcuNDwJphprQ9qrX+tplvJbg9a6wKgeLcH0QiVX4tatkASlCayE3pZk9YJvXxLtqpxhiG923F+1zqn3Es0P45M/RWiThkNinuuieFvy0s/rJ2WNIhv+2rUj2+VdvzxHeg1AYLbuSBKIepB+am/sj2NQwoLC/H29nZ1GEKU8Pb2bszT0B3e7aHsbg7vPvcAU4Z0rPvoxGUpvxa1WKukQzx615AqE1lnjKp6e3rgY0qv9X1qy+jlw9mPHik5NpkKseRl4d2ytQujEtWRRFU0CLf0jOIfq3+hwGSd7nsyNZetMQ/Q9+fPrNvUAJjy4D89ocNQGP1f8A1xYcRC1IFyxZSKq/5KMaXqyUiqaEhc+e9RKbUWiLBz6hmt9VJnPktrPRuYDcCBpZr0k868vXCC6vZZrS6RdYYukd5cPHuSlq1cszWln58/ZGeBV2nak5acinfL1nSe/KpLYhKOkURVNAiBPh7c1DmC5XvOlrS9tvE0Cwc8jVrxsG3nQ1/B0gfhzgX1HKUQdazc1N8sKaYkhLhMWutBtbyFQ7s9iKahukTWGW7pG8f0DV/R8pYpdf4se+xV8S3eV7V88SQ/P//6Cks4QBJV0WCMvzraJlHddjyVr64ZwrDOt8D+JbadD62Gc3sgsns9RylEHapQTEnWqDYHjoy+bdiwgQEDBtTqOREREUyePJkXXnihVvcpa9q0abz88svMnDmTZ5991mn3FS5V7W4PQlyOyNAAVHrDqsUlW9A0DvIxvWgwrm4Xwo1Xhtm0/eOrX8kf/gbE25l+suHvoHU9RSdEPSi8ZHOYhwcgI6pN3ZYtW0pe69evB+DZZ5+1ae/Vq1etn7Nq1Sruv//+Wt+nmNaaBQusM1vmz5c3fY2BUuoWpdRpoB+wUim1pqi9lVJqFVh3ewCKd3s4CCzSWu93VcyiaYjy1eRmZVbfUYgyZERVNChP33wl3x66iNliTUBPpuby0fZk7rtrMez7DD6/t7Tzoa9gx/tw1WQXRSuEk5nzbQ7zcQdkjWpT17dv6R7R2dnW6d/t27e3aa/MpUuX8PLycug5zkh2y9qyZQsnTpxg4MCBrFu3jr1799KtWzenPkM4l9Z6CbDETvtZ4OYyx6uAVfUYmmjiRl/Vlvd3rKPbDbe4OhTRiMjH9KJBiQvzZ/zVtovtZ60/QnJ2PnS5FaJ6216w6gnYI2tVRRNhsk1UC3RRoipVfwXwzjvvoJRi586dXHfddXh7e/Pmm2+iteaxxx6jS5cu+Pr60qZNG+655x4uXrxoc31ERITN9Nxx48Zx7bXXsmrVKjp37oyfnx/XX389v/5a3e4lVvPnz8fX15cPP/wQd3d3u6OqJpOJmTNnEhcXh6enJ61bt2bKFNt1aosXLyYhIQFvb29CQ0MZMWJEyT6kQoimoXtcK7KP7XF1GKKRkXc/osF5ZFAHWpSpzJaVb+Lf3xwCpeCW2eDhV9pZW2DJfbDszxW29hCi0THZTv0tHlH1khFVUcYdd9zBrbfeyqpVqxgyZAgWi4XU1FSeffZZVq1axauvvsqBAwcYPHgwuprlEUeOHOHZZ59lxowZzJ07l1OnTnHnndUvRzSbzSxevJhRo0bRpk0bBg8eXDINuKyJEyfywgsvMH78eFauXMkrr7xCVlZpdev33nuPsWPH0qlTJxYvXsz7779PbGwsKSkpl/8fRgjRYCmlCDLkYjI12m2bhAvI1F/R4AT5evDQwHheWHmwpG3+tpNM6BfDFRFx8Pv/wuKJ1iS12M45cGwT3LUYQuPrP2ghnMFUYHNYMvVXRlQvS8y0la4OAYDjLw2vk/s+/vjj3HfffTZtH374Ycn3ZrOZ3r17ExcXx/bt2+nTp0+l90pNTWXr1q20bdsWsE4lTkxM5Pjx48TExFR63fr160lKSmLcuHEAJCYmcvfdd7Nlyxb69esHwJ49e5g3bx7vvvuuzShqYmIiYN3/9umnnyYxMZE5c+aUnB89erSD/yWEEI3JoK6RbPx5B/E9+rk6FNFIyLsf0SBN6BdDTIhPybFFw/Mr9ltHBzqNhlvfA0O5z1nSjsGsBJgZBjs+qOeIhXCCciOqBSVrVOVXtSg1fHjFBHjZsmX07duXgIAA3NzciIuLA+DQoUNV3qtDhw4lSSpAp06dADh9+nSV182fP5/AwECGDh0KWJNLb29vm+m/69evx2AwcM8999i9x88//8zFixeZNGlSlc8SQjQNA3vGcmHvRleHIRoRefcjGiQPNwNP3dzRpu2HIyn8denPWCzaul713m8gxM7oqTkfVvwFvv+3VAUWjYu53Ihq0RpV2Z5GlBUeHm5z/MMPP3DLLbfQvn175s6dy5YtW/juu+8A6whpVQIDA22OPTw8qr0uPz+fL774gmHDhpGbm0t6ejpms5mBAweyaNEizGYzACkpKQQFBeHp6Wn3PsXTeyMjI6uMUQjRNHh6uONryqh2SYIQxSRRFQ3WkE7h9G0XbNM298eTvPPdb9aDqF5w33fQbZz9G6ydAR+PhLy0ug1UCGepZI2qh1F+VYtS5fdd/fzzz4mOjmbevHmMHDmSvn37EhYWVsnVtbd69WoyMjKYP38+QUFBJa8VK1aQlJTEhg0bAAgJCSEtLY38/Hy79wkJCQHg3LlzdRarEKJh6dnGj/Mnj7o6DNFIyBpV0WAppXjxlq7c+vZm0nNLF9+/+vUh+rYLoVd0EHj4WNesomHvwoo3Ob7Jup51/BdgkFEp0cCVr/qLOx5GAwaDquQCYU9drQ1tqPLy8kpGQovNmzevzp43f/58wsPD7RZPGjNmDPPnz2fQoEEMHDgQi8XCJ598wuTJFbcR69q1K2FhYXz88ccMHjy4zuIVQjQco/vG8dSaNUS2/ZOrQxGNgHxMLxq09i39WHRfP4J83EvazBbNwwt2kXmpKHk1GOGWd2Hyerj+/0CV+2d9dCO8EgfzxsKBZTIdWDRcpor7qMr6VFGdwYMHc+jQIZ544gnWrVvHc889ZzeJdIbs7GyWL19OYmIiAwYMqPC67bbb+OKLLygoKKBbt25MmDCBqVOn8vzzz7Nu3ToWLVrE+PHjAXBzc+Oll15i3rx5TJw4kZUrV7JixQoeeeQR9u7dC8DXX3+Nm5sbW7durZOfRwhRv1oG+WPIlO2nhGPkHZBo8DqE+/PKbd1t2k6l5vHskp9L1zkoBa17ww1Pw9Qd0PJK25vkpcLhNbDobnj3d3D4m3qKXjQmSqmhSqlflVJHlFLTquh3q1JKK6USnPZwixkstmX7C3DDU9animqMGTOGmTNnMm/ePEaNGsXWrVv58ssv6+RZS5cuJS8vj7vvvtvu+fHjx5Oens7q1asBeP/993nqqaf48MMPGTZsGI899hh+fqVbjE2aNIkFCxawZ88exowZw8SJEzl69CihoaEAWCwWzGazrGkToglp20KRnSHLskT1lKt++SckJOgdO3a45NmicZqxbD8fbT5u2zayExP7x1bsnH4SZg+A3Gr24guJg8juED8EOtwE3kFOi1fUjFLqJ6218xJAx59rBA4Bg4HTwHYgUWt9oFw/f2Al4AFM1VpX+YvM4d91Bbnw99KiMvnanSvyPyYq0Jsfpt14mT9N83Lw4EE6duxYfUch6lF1/y5d9buuzhxYqkk/6eooRCNw4Ng53volgB6Db3d1KKKO+Xm5kdgnusbrl2REVTQa04ZdyZUR/jZtM5Yf4Kkv9mK2lPvAJTAapmyEbneA0Xbtlo2UI/Dz57DkPuv04Dd7w5pnIDfV6fGLBq8PcERrfVRrXQAsAOxt6DgTeBmoupzq5TJXnPYLsoeqEEKIpqVjTAR5p352dRiiEZB3QKLR8HI38mZiT7zKvXGfv+0Ub288UvGCwGgYMxv+7wRM+sq6/2pVLCZr4rpllnU/1h/egN/WQ9J+KMxz4k8iGqgo4FSZ49NFbSWUUr2ANlrrlU5/up31qQCebjL1VwghRNOhlCLY7RKmwoLqO4tmzaGqv0qpocAbgBF4T2v9UrnzvwNeB7oB47TWnzk7UCEA4sP9efnWbvxl4W7KDqK+9s0hwlt4cXtCm4oXefhA237W19nd8NVTcHJz1Q/KTYFvppceG9wgrCO06mXdFsc72LruNboftLzC2sdsgqyzENDGumZWNClKKQPwGjDRgb5TgCkA0dHRjj2gkq1pyn8wI4QQQjR2N3Vvxdd7ttAh4XpXhyIasGoT1aJ1W29RZt2WUmpZuXVbJ7G+eXu8LoIUoqzRPaJoE+zDpA+3k5FnLT5j0fDEZ3vZ/FsKz4/ujL+Xu/2LW/WAP6yG7AtwKRNyk+Hw19ZqwCmHK3+oxQTn91lfOz8ubVcG6H4n+IbArrnWBDesE/S4y5rQtuoJ7t7V/1BHv4X1M8HNCwb9zVoYStS3M0DZTzpaF7UV8we6ABuL9rGMAJYppUaVX6eqtZ4NzAbrGlWHnm6y/WQ5XxePqEqiKoQQomkZ0D2WeXN+kERVVMmREdWSdVsASqnidVsliarW+njROUsdxChEBb2ig3hjXA8mfbTdZreZJbvOcCo1l0//2BePqt7g+4VZX8RBdF8YOB0yz8KS++HYt44Hoi2we65t24UD8PUz1u89A6D7OGuhpksZcCnd+hUFaOt0z7TjsG+xNRkG+OhmuPV96DgCspKsU5DdPOG6R8HTdo2ucKrtQLxSKhZrgjoOuLP4pNY6AwgtPlZKbQQer66YksPKjagWyNRfIYQQTZS7mxE/cwZaa5TMQhOVcCRRtbdu6+q6CUcIxw24Ioz/jOvJ44v3kG8q/Yxkx4k0+vx9La/f0YMBV4Q5fsMWrWDCUjj5I5z6ES4esiaRmWcg/UTNgszPgG3vWl+OMl2ChXdBx1FwcFlp+/FN1rW2WeesBaB8Q6HDUOvXYgW51mTYtyUYi0aV930GW96yVjjuM8U6LblVT+v+s3XNYq6f5ziB1tqklJoKrMG6zOEDrfV+pdTzwA6t9bKq71BLFdaoWn89y4iqEEKIpqhPTAC/HT1E6/ZXuDoU0UA5tEbVWWq0bkuIKozs3orYUF8eXrCL3y7mlLSn5xYy8cPtzLqzJyO6tXL8hkqVrmctKzcVzu6EM7usX49+C4U59u/hLAfL5UWnt8PMENs2g7t1RDigNaQehVPbAA3uPtBrArQfCJ9Ptrad3Qn7Flmv63o7jPkf5KXB1nfB3QsS/gBeAdXHlXoMzIWwZ7610FTrBOhyK4S0t+2Xlw7zx1nj6HGn/Xs1MFrrVcCqcm3TK+k7wKkPr1D111qt2kv2URVCCNEEjbw6nseWr5FEVVTKkUS1unVbDqvRui0hqtElKoDP7r+GkbO+53SabXXeqZ/u4psDSfzf0CtpFejAWtHK+ARD3CDrq1jaceu61LQT1mm7gW0gKBYu/mKdRvzrarAU1vyZjrAUWkdayyvMha3vWF/27FsMsdfDxn9YR4wBNr8JPcdbi0HlpYNXC2vCe3YXpP4GIfHW78+Um+l6eA1seBHa9IVrH7EWnCrMhQV3WqdBn9pqvU/n3zv3Z29qyhdTkjWqQgghmrCgFj545Jx3dRiiAXMkUa1y3ZYQDUGQrwfzJl/NE5/tZdsx2z1Ql+4+y7qDF3j51m4M7xbpxIfGwI3PVn4+5TdY9zdrQusVUPQKLB21tJitxZwu/mot8tTnPuuU41VPWNe+1rVlU22Pc1Os62Erc3Rj1fc79aN1BLU8bbGO6vqEQOx1lx1ms1G+mJLsoyqEcDKl1O3ADKAj0KeyNfZKqeNAFmAGTFrrhPqKUTQvMUFGMlOTaREcWn1n0exUm6g6sm5LKXUVsAQIAkYqpf6mte5cp5ELUU7bEF8W3deP9zYd5YWVB23OZeebePDTnRw8F8ek/jGE+HnWfUAh7WHsnMu7JqKLdaTz5y+so5iZZ62v1N/qJsb6EtULIru5OoqGrUIxpeI1qjL1VwjhND8DYwBHCifcoLVOruN4RDN3W7/2vLr1a3oNkzEwUZFDH9VrrVdprTtordtrrV8sapteXFxEa71da91aa+2rtQ6RJFW40r3XxvKv27vTOqjiVN9ZG47Q+4W13P3+Vo4n1/Ea05oKjYcB/wdjZsPEFW4DfCYAACAASURBVPDQTnj6LExcCaPehKEvw/0/wF+T4c5F1uNRb8KoWfDAZnj2Agz7J/iF10+8kT2qPh97Pdy9xLH1r81ZhWJK1jWqMvW36Rs5ciRdu3at9PzUqVMJDAwkPz+/0j5lHTlyBKUUX331VUlb69atmTZtWpXX7d69G6UU33//vWOBF3nnnXdYtqxirTFHnlkX1q5di1KKAQMG1PuzGzqt9UGt9a+ujkOIYnGtW5J/9kD1HUWzVK/FlISoD0opbuvdmjE9o/jkxxPMXHEAk8V2SfSmw8kMe2MTjw3pwG29WxPo4+GiaB3k4Qsx11pfZXW4yX7/q++zFkdK2m+dXhze1bpuNC8NvppmXTcK1urAMddCwr2QfAgyTkPOBfAOsvZNPWZ9tn+ENfHVFmh9FUT1to4ABhYVRfttvbUoU8oRa+Gpwjzwawnd7oDrHrcWaxJVK19MqWiNaqV7AosmIzExkbvuuosDBw7QqVMnm3Nms5nPPvuMMWPG4OlZ85kgy5cvJzS0bqbWvfPOOyQkJDBq1Kh6e2ZV5s+fD8CmTZs4c+YMUVFR9R5DE6CBr5VSGni3qMaIEHWirZ+FnMx0fFsEujoU0cBIoiqaLINBcc81MbRr6csjC3aTkmO7BjCv0MwLKw/ywsqDXBcfyqODO9AzOshF0dYBo7t17auNWLj3a+t6SGUAY5lfAbVZP9r+RutL1Fy5EdXiqb+BPpKoNnWjR4/Gx8eH+fPnM3PmTJtzGzZsICkpicTExFo9o2fPnrW6vrE8s6CggC+++IKBAweybt06Fi5cyKOPPlrvcbiSUmotEGHn1DNa66UO3uZarfUZpVQY8I1S6het9Xd2nlWym8O7zz3AlCEdaxy3aL4Sr4vn3z+skum/ogKZUyaavOviW7LhiQE8NDCe2FBfu302HU5mzNubmfzxDuZvO0nmpTqu1utqbh62SapwvfJVf4um/gZ6S6La1Pn6+jJy5EgWLlxY4dyCBQsICwvjxhutHwSdOXOGSZMmERsbi7e3Nx06dOC5556jsLDq31n2puG++eabtGnTBl9fX0aPHs358xWrb77yyiskJCTQokULwsPDGT16NL/9Vrpm/tprr2XPnj28//77KKVQSjF37txKn7lgwQK6dOmCp6cn0dHRTJ8+HbPZXHL+vffeQynF/v37GTRoEL6+vnTs2JGlSx3Lr1avXk16ejpPP/00V111Vcnoanmff/45V111Fd7e3oSGhjJ8+HBOnSrdMn7Pnj0MHz6cgIAA/P396du3L+vXr3coBlfTWg/SWnex83I0SUVrfabo6wWsNUj6VNJvttY6QWudMGVsJTN8hKhGh+gwCs7ud3UYogGSd6qiWWjh5c6jgzvwl0HxzN16khnL9mMuNx1Ya1h7MIm1B5P465c/Ex/uz/UdWjK4Uxg92gRhNCgXRS+ahUqq/gbIiOrlm9FA1kPPyHC4a2JiIgsXLuSnn36id+/eABQWFvLFF19w1113YTRai2pdvHiR0NBQXn/9dQIDA/nll1/429/+RnJyMm+99ZbDz/v888956KGHePDBBxk5ciQbNmzgj3/8Y4V+p0+f5qGHHiI6OpqMjAzefvtt+vfvz+HDh/H392f27Nn8/ve/p2PHjjz11FMAxMXF2X3mqlWrSExMZNKkSfzrX/9i9+7dTJ8+ndTUVGbNmlXhv8eUKVN48sknef3117njjjs4duwYkZFVV26fP38+ERERDBgwgMTERB599FGOHDliE9NHH33EpEmTuOuuu3juueewWCysW7eO5ORk2rRpw/79++nfvz+dOnXi3XffJTg4mB07dnDy5EmH//s2ZkopX8Cgtc4q+n4I8LyLwxJNXGwAZKWn4h8Y7OpQRAMiiapoVpRS3N23Le1b+vLq14f47WI26bkVRyJMFs3Bc5kcPJfJO9/+RqifBzdeGcbgThFcGxeKt4dUYhVOVr7qry6a+uvdwNdPC6cYNmwYgYGBLFiwoCRRXbNmDWlpaTbTfnv06EGPHqVT+vv374+3tzf3338/b7zxBm5ujv1Zf/HFFxkxYkRJgnjTTTeRlJTERx99ZNPvjTdKt6wym80MHjyYli1bsnz5cu688046deqEj48PLVu2pG/fvlU+c/r06QwaNIgPPvgAgKFDh2KxWJg+fTrPPPOMTRL6+OOPM2HChJKfOSIigpUrVzJ58uRK75+Tk8Py5cu59957MRgM3HHHHTz++OPMnz+fv/71ryU/w7Rp07j99ttLRn4Bm/W1M2bMICQkhO+++w4vL+v6+iFDhvx/e/ceXlV153/8/c1JTkKAEJKQcJGLKEpARWxkhHqp4N0K6ojE1kqt1jpTnnE607GO/mqBWh2dx9rRWqfenkesgiIi1Op4w1sVL1QBFUQoF0mICbdwzT3r98fewMmNnJBzck7O+byeJw/7srL3d5198uWss9da+7B16y7M7DLgAaAf8BczW+6cO9/MBgKPOucuAgqAhWYG3ufEp51z/9fmQUUi4KrTR/Df7/2Fb138g1iHInFEXX8lKU04Jo8F/zSB5befx5PXjWt1huBQ2/bW8uyyEn48Zxljf/0qP5+/gpUllV0UrSSFFl1/dUc1mQSDQS6//HKeffZZnPN6ezzzzDMMHTqU8ePHHyzX2NjIvffeS2FhIT169CAtLY3p06dTVVVFSUlJWOeqra1lxYoVTJkypcn2yy+/vEXZ999/n3POOYfc3FxSU1Pp2bMn+/fv56uvvupQ/erq6li+fDlTp05tsn3atGk0NDTwwQcfNNke2jDMz88nLy+v3fotWrSI/fv3U1zsPc954MCBnHHGGU26/65atYry8nKuvfbaNo+zZMkSiouLDzZSE4lzbqH/lIZ051yBc+58f/sWv5GKc269c26M/zP6wNMeRKLpmKP6Uf/Nl7EOQ+KMGqqS9M4Y0Y83f/4d5t1wGv8y8ViG5WYetnx1XSPP/a2Eyb9/j4n3vsVtCz/jpc/KqK5rOOzvibRlX009KzdtbbJNY1STz1VXXcXXX3/N0qVLqa6uZtGiRRQXF+Pf2QLg3nvv5Re/+AVTp05l8eLFfPTRR9x///0AVFdXt3XoJioqKmhsbCQ/P7/J9ubrGzZs4PzzzycQCPDwww/z3nvv8fHHH5OTkxP2uULP2dDQQEFB08dmHVjfsWNHk+3Z2U1n/wwGg+2ec+7cuQwcOJDCwkIqKyuprKzkkksuYfXq1axYsQKA7du3A7TZhdg5x44dO9rtYiwikXdMtrF7hx7dK4eo668IkBZI4bThuZw2PJd/O+94du6r5Z21W3ltVTlvr9nKnpr6Vn9v/dZ9rN+6j6c+9MYu9c1MY2huT1IMBudkUnzqEE4bntPkg6ZIc4EUY9XmCk4K6VFeSyppASNT3cw7rgNjQ+PJ2WefTUFBAfPmzaOsrIw9e/a0mO13/vz5FBcXM3v2oSGDK1eu7NB58vPzSUlJoaKiosn25usvv/wyNTU1vPDCC/To4fU6qa2tpbKy471J8vPzCQQCLc5RXl4OQE5O58al7dixg1deeYW6urpWjzV37lzGjBlDbm4uAGVlZU26UB9gZuTk5FBWVtapeESk47531vHc+d6fKbqk7R4PklzUUBVpRd+eQaacPIgpJw+itr6Rjzbs4PXV5bzyxTeU7Wr7W/2d++vYud/7EPfJ15UsWr6FvF7pDOiTwTH9ejIkJ5NjC3oz4Zhc8nod+TMRJbFkpAXITmuExkPbalwafTKD+pIjiQQCAa688krmz59PaWkphYWFjBkzpkmZqqqqFs9Tfeqppzp0nmAwyEknncSiRYuajPl8/vnnW5wrEAg0Gfc6b948Ghsbm5QL525nWloaY8eOZf78+U0mbXr22WcJBALtjm9tz4IFC6irq+NPf/pTi+em3nHHHcybN4+77rqLUaNG0b9/f5544gkuvPDCVo81adIk5s2bx+zZszv17FoR6Zih/XNorHg/1mFIHFFDVaQdwdQUTh+Rx+kj8vjld0fx1poKnvxgE++u3dZi5uDWbNtbw7a9NXxWeuguT4pB4YAsMtICVNU2cHz/3nz3pAF8+9g8qusaqGtwfLRhBycPyWZQ9uHHz0piyA42Qshn/RqCeoZqErrqqqt44IEHWLhwIbNmzWqx/9xzz+Whhx6iqKiI4cOHM2fOHDZu3Njh89x6661ceeWVzJgxg8mTJ7NkyRJef/31JmUmTZrEzTffzLXXXsu1117LZ599xn333UdWVlaTciNHjuTNN9/k1VdfJScnh+HDh7d6V3PWrFlcfPHFXH/99UydOpUVK1Ywc+ZMbrzxxk53tZ07dy4nnHAC3//+91vsq6ioYNq0aSxdupQJEyZw9913M336dILBINOmTQPgjTfe4Ac/+AFjx45l1qxZjBs3jrPOOouf/exn5Obm8sknn1BQUMD06dNpaGggPT2d2bNnc+utt3YqbhFpakRugMpt5WTnFbRfWBKeGqoiHRBIMSYVFjCpsIA91XUs27STd77ayl9WllGxpybs4zQ6+GLL7oPrq8p2s/DT0hblMtJSuOPSE/mHo3PYUlkFwIlH9SEzqD/dRJOV1rShWkuqxqcmofHjxzNs2DA2btzYotsveI297du3c+utt2JmXHHFFdx3331ceumlHTrP1KlT+d3vfsc999zD448/zsSJE3nkkUea3GU8+eSTeeyxx5g9ezYLFixg7NixLFiwoMW5br/9dkpLS5k6dSq7d+/mySef5Oqrr25xzosuuoinn36a3/zmN8yZM4f8/HxuvvlmZs6c2aHYmysrK+Ptt9/mrrvuanX/5MmTycrKYu7cuUyYMIFrrrmGzMxM7rzzTp555hl69+7N+PHj6devHwCFhYW8++673HLLLQdnEB49ejR33nkn4I1jbWhoaHFnWUQ673tnHsfsd/7MqZe2PcO3JA87MLtgVysqKnLLli2LyblFIs05R3VdI5t37mddxV627qnh3bXbeOPLciL9J9YrPZWxQ7LZVVVHVkYaE47NZVhuTwqyMuidkUpNXSOZ6QGG5mSSGuh+86WZ2d+cc0WxjiNSws11m//nfAbvPDTz6TW1vyDtuHN57IenRjO8hLB69WoKCwtjHYZIE+29LxMt17FqkaMyOZ41K9F1w8Pvc+qPNNl0IuiVkcpV44Yc8Rgm3ZYRiQAzo0cwwHEFvTmuoDcA0ycMY+ueGkp27qe6rpF1FXvYvLOKt9ZU8FX53iM+196aet5de2hWvL+ua32GPDMwIKenN0b2W0P7UlPfQE1dI7uq6jjzuH6MGphF74xUju3Xq0mjdldVHa+tKqdHWoBzRxUQTO1+Dd7upmeg6YRdNS5Inrr+iohIkhmZF2BnRRl98zX7drJTQ1Ukivr1Tqdfb28yjvHHeLNN/ueFI/liy25KK6vo0yONvdX1PPjWOj79OrLPZXUOHK2PkQV448tDs2/2SAuQ0zOIGQzok8GKkl3U1h/q1nbuqAKKhvblohMHcFTfHvx96152VdWRGUxl+95aegQDnDiojxq0ndDDmjZUva6/wRhFIyIiEhvFZ4zkV28uZtzlP4l1KBJjaqiKdDEz44RBfThhUJ+D2yaOzGfZpp2kBozGRsf6bftoaHQ8/0kJ67fuIyXFyMpIZcO2fYQxf1OHVdU1UOqPgS3ZWdVi/2urynltVTl3vdz+w7iH5mYy5qhs8nqlM7xfT04enM3I/r27ZTfkrhRs1lCtIY1e6Xo0jYiIJJeB/fpglZ/HOgyJA2qoisSBlBRj3NGHZsksGuYtXzVuSJNy+2rqWb65kr019QQDKWzYto91W/dSvquaij017K+tJ5gaoHx3NTv21XZpHQ7YtH0/m7bvb7KtV3oqf/vlOaSnquHVlkBD08m4akhjX21DjKIRERGJndH5QbZ/U0pu/0HtF5aEpYaqSDfSMz2Vbx+bd3D97DbK1Tc08saXFXxZtod31m5l1ZbdDOiTwSlD+9I7I5VlG3fyVfke8nqls6+2nsr9dVGNe3BOZrdopJrZBcD/AAHgUefcfzXbfyPwU6AB2Avc4JxbFZGT17dsqGYG4/81ixfOOT1zVuJGrCaqFEkUxWcez22vLiL3in+OdSgSQ2qoiiSg1EAK54/uz/mj+3PTOSNoaHQEUlr/EF/f0MjyzZXsqa6nZ3oqO/bVYGaMHZzNJ19XsqWyiv219Tz5wSbKd3uNqV7pqQzMzqCuweGcY2OzO6jNnTw4O+J1jDQzCwAPAucCJcDHZra4WUP0aefc//rlJwO/BS6ISADN76i6NC4bq2+Sw5GWlkZVVRWZmZmxDkUEgKqqKtLSNBmayJEqyMkiZdfKWIchMaaGqkgSaKuRCl6j9kBX4+YuOKH/weUfnX40H67fQXZmGicO6tNkzOmbayr4/ZJ1ZKSlcPLgbAqyMthdVceKkl18+nUlY4fEf0MVGAesc86tBzCzecAU4GBD1Tm3O6R8T7z5qiKjVz6NDqqq9hNorOXfLzyR4f16RezwiSw/P5/S0lIGDRpEjx49dGdVYsY5R1VVFaWlpRQUFMQ6HJFubczADCpKN5E/aGisQ5EYCauhGkZ3uHRgDvAtYDswzTm3MbKhikgsZQZTOXtkfqv7zj4+n7OPb32fcy4qE0BFwSBgc8h6CfAPzQuZ2U+BfwOCwMSInf3Gv5KC1/oFKI7YgRNfVlYWAFu2bKGuLrrd2EXak5aWRkFBwcH3pYgcmWlnjOQXL/+Z/KkzYh2KxEi7DdUwu8NdB+x0zh1rZsXA3cC0aAQsIt2LmRFIoBtczrkHgQfN7HvA/wOmNy9jZjcANwAMGTKk+W6JgqysLDUMREQSSF52L1J3fxrrMCSGwnlexMHucM65WuBAd7hQU4An/OXngEmmvlci0r2UAoND1o/yt7VlHnBpazuccw8754qcc0X9+vWLYIgiIiLJ45SjelK+eUOsw5AYCaeh2lp3uOYzfBws45yrB3YBuZEIUESki3wMjDCzo80siNf7dnFoATMbEbJ6MbC2C+MTERFJKleeMZL17y9uv6AkpC6dTEnd4UQkXjnn6s1sBvAK3nj8x51zX5jZbGCZc24xMMPMzgHqgJ200u1XREREIqNvVibBvWWxDkNiJJyGajjd4Q6UKTGzVKAP3qRKTTjnHgYeBigqKuoe06uISNJwzr0EvNRs2+0hyzd1eVAiIiJJ7NShvSnZuJaBw0a0X1gSSjhdf9vtDuevH7izcAWwxOlp1yIiIiIi0glXnH48m5a+GOswJAbavaMaZne4x4AnzWwdsAM9WUFEREQkeWRkQ8/qWEchCahPTxiaXUZe72CsQ5EO6pHWuVGmFqsbn2a2FdjUgV/JA7ZFKZx4pPomNtW3bUOdcwkzVa5yXbtU38Sm+rYtoXJdPDCzG/xhZopBMSiGOIrhSMWsodpRZrbMOVcU6zi6iuqb2FRfaUuyvVaqb2JTfaUrxcPrrxgUg2KInHDGqIqIiIiIiIh0GTVURUREREREJK50p4Zqt+xb3Qmqb2JTfaUtyfZaqb6JTfWVrhQPr79i8CgGj2LohG4zRlVERERERESSQ3e6oyoiIiIiIiJJoFs0VM3sAjNbY2brzOyWWMcTaWa20cw+M7PlZrbM35ZjZq+Z2Vr/376xjrMzzOxxM6sws89DtrVaR/Pc71/vlWZ2SuwiPzJt1HemmZX613m5mV0Usu8//fquMbPzYxP1kTGzwWb2ppmtMrMvzOwmf3vCXt9oSfRcB4mf75TrlOsS6frGOzOb6l+LRjNrc1bT1vJODGKIWn4PN4eaWUPI3+XiCJ37sPUys3Qze8bf/6GZDYvEeTsYww/NbGtI3a+P8Plb5MFm+6OeC8KI4TtmtivkNbg9wuc/y8xcs3x/tB/T/Ud8YOdcXP8AAeDvwHAgCKwARsU6rgjXcSOQ12zbPcAt/vItwN2xjrOTdTwTOAX4vL06AhcBLwMGnAZ8GOv4I1TfmcDPWyk7yn9fpwNH++/3QKzr0IG6DgBO8Zd7A1/5dUrY6xul1zHhc51fz4TOd8p1ynWJdH3j/QcoBI4H3gKKDlOuRd7pyhiind/DzaHA3gjXvd16Af8M/K+/XAw8E4MYfgj8PorvwxZ5sNn+qOeCMGL4DvBitF4D/xxLgPf85T7AF8CLncnz3eGO6jhgnXNuvXOuFpgHTIlxTF1hCvCEv/wEcGkMY+k059w7wI5mm9uq4xRgjvN8AGSb2YCuiTQy2qhvW6YA85xzNc65DcA6vPd9t+CcK3POfeIv7wFWA4NI4OsbJcma6yCB8p1y3WEp13Wz6xvvnHOrnXNrukEM0c7vscqh4dQrNLbngElmZl0cQ1SFkQejngs6mIuj5VfABDM7D3gWqAOKnXMNR3rA7tBQHQRsDlkv8bclEge8amZ/M7Mb/G0Fzrkyf/kboCA2oUVVW3VM5Gs+w+/28XhI15yEqa/fpWcs8CHJeX07I1lel2TMd8n4t6Bcl0D1TQCt5Z2uFO33Qrg5NMPMlpnZB2YWicZsOPU6WMY5Vw/sAnIjcO6OxADwj35Oes7MBkfw/OGIl1ww3sxWmNnLZjY60gd3zr0LvA4sBE4Avuuc23tgv5k95A8LCXsm39RIBylH5HTnXKmZ5QOvmdmXoTudc64jF7U7SoY6Ag8Bv8b7D/PXwL3Aj2IaUQSZWS9gAfCvzrndoV+YJsn1lfAkdb5L9Pr5lOskYszsdaB/K7tuc84tCvMwLfKOfweqK2PolMPFELrSzntwqP86DAeWmNlnzrm/RzrWOPRnYK5zrsbMfoJ3h3dijGPqap/gXf+9/jjSF4ARUTjPOuAc4CbnXEmzfXPxhoZ8E+7BukNDtRQI/ebjKH9bwnDOlfr/VpjZQrxuDOVmNsA5V+Z3D6iIaZDR0VYdE/KaO+fKDyyb2SN4/fYhAeprZml4H9yecs49729OqusbAUnxuiRpvkuqvwXlusS+vl3NOXdOBI7RWt4Ju6EagRg6/V44XAxmFlYODXkd1pvZW3i9AjrTUA2nXgfKlJhZKt7Yxe2dOGeHY3DOhZ7vUbwxvV0p5rnAObc7ZPklM/uDmeU557ZF6hx+b4Uf4Y0Tvg7vtQ6N4R2/XNjH7A5dfz8GRvgzRwXxBmJHZKayeGBmPc2s94Fl4Dzgc7w6TveLTQe65Bu7LtZWHRcD1/izpJ0G7Arp0tJtNRuPcBnedQavvsXmzYx3NN43XB91dXxHyh9r8hiw2jn325BdSXV9IyChcx0kdb5Lqr8F5brEvr7dzWHyTleKdn5vN4eaWV8zS/eX84BvA6s6ed5w6hUa2xXAEudcJHsdtBtDs5w0GW98eVeKeS4ws/5+DsPMxuG1ASP2hYGZnQs8CPwYuBE4zcwu7PSBXRRnf4rUD95sWV/hfetzW6zjiXDdhuN987ACb3as2/ztucAbwFq8/t45sY61k/WcC5ThDawuwfumpdU64s2K9qB/vT/jMDP5xetPG/V90q/PSrykNSCk/G1+fdcAF8Y6/g7W9XS8Ln4rgeX+z0WJfH2j+FombK7z65fw+U65Trkuka5vvP/gfRFSAtQA5cAr/vaBwEv+cqt5pytj8Nejlt8P8x4sAh71lyf478MV/r/XRejcLeoFzAYm+8sZwHy8LqEfAcOj8D5oL4a7/Gu/AngTGBnh87eWB28EbvT3Rz0XhBHDjJDX4ANgQgTPPRqoBO4I2fYabcxujNdDPaxjm/8LIiIiIiIiImHxx31/iHdne5o70DI3OxN4G29Cpb80+x3nnAur/68aqiIiIiIiIhJ1HWmodocxqiIiIiIiItJNmdmjZlbiL5eY2aPt/o7uqIqIiIiIiEg80R1VERERERERiStqqIqIiIiIiEhcUUNVDsvMZpqZa+Pn6hjE48xsRlefV0QSm3KdiIhIfEmNdQDSLewCLmhl+7quDkREJIqU60REROKEGqoSjnrn3AexDkJEJMqU60REROKEuv5Kp5jZML+L2vfM7Ekz22NmFWb2q1bKTjSzD82s2szKzewPZtarWZlcM/ujmZX55daY2b82O1TAzO40s63+uR40s/SQY2T7U2Bv8Y/xtZk9EqWXQESSgHKdiIhI19IdVQmLmbV4rzjn6kNW/xt4EbgCOBP4lZltc8496P/+aOD/gNeAfwQGA/8FDMfvamdmPYC3gHxgFvAlcKz/E+rfgSXA1cBJwF3AJuAef/9vgQnAz4Bv/HOdeaR1F5HkoVwnIiISH/QcVTksM5sJtLhj4Dva/3cD8Jpz7ryQ33sEuAgY7JxrNLN5wLeAkc65Br/MlcAzwATn3FIz+wnwEHCKc255G/E44F3n3Jkh214A+jvnTvPXPwf+6Jx74EjrLSLJRblOREQkvuiOqoRjF3BOK9u3AAP95YXN9j0PXA8cBXwNjAOeO/DBzbcAqAdOB5YCE4FP2/rgFuLVZuurgKKQ9eXAf5hZA/C6c+6rdo4nIgLKdSIiInFDY1QlHPXOuWWt/NSGlKlo9jsH1geE/FseWsD/ILcdyPE35QJlYcRT2Wy9FsgIWZ8BvADcDqwxs7VmVhzGcUUkuSnXiYiIxAk1VCVS8ttYLwv5t0kZMwvgfWDb4W/azqEPe0fMOVfpnPsX51x/YAzwIfCUmY3q7LFFJOkp14mIiHQBNVQlUi5rtn453ge2En/9Q+Ay/wNbaJlU4K/++hvAWDM7KVJBOedWAv+B914fGanjikjSUq4TERHpAhqjKuFINbPTWtm+OWR5tJn9EW8s1pnAdcBNzrlGf/8dwKfAC2b2EN54rruBV5xzS/0yc4CfAq/6E5uswZvE5Djn3C3hBmtmf8UbR/Y54IAfA/uAj8I9hogkJeU6ERGROKGGqoSjD94EIM39EviTv3wz8F28D2/VwK+B3x8o6Jz7wswuBO7Em3xkNzDX/70DZarNbCLeoxxmA1nARuAPHYx3KfBDYBjQgPeh8ULnXMlhfkdERLlOREQkTujxQFUNXgAAAH5JREFUNNIpZjYM75ENlzjnXoxtNCIi0aFcJyIi0rU0RlVERERERETiihqqIiIiIiIiElfU9VdERERERETiiu6oioiIiIiISFxRQ1VERERERETiihqqIiIiIiIiElfUUBUREREREZG4ooaqiIiIiIiIxBU1VEVERERERCSu/H9Bmshco/7z3AAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "## compile:\n", "model.compile(optimizer=tf.keras.optimizers.SGD(),\n", @@ -1261,44 +1250,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"my_model\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "dense_13 (Dense) multiple 12 \n", - "_________________________________________________________________\n", - "dense_14 (Dense) multiple 20 \n", - "_________________________________________________________________\n", - "dense_15 (Dense) multiple 20 \n", - "_________________________________________________________________\n", - "dense_16 (Dense) multiple 5 \n", - "=================================================================\n", - "Total params: 57\n", - "Trainable params: 57\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "class MyModel(tf.keras.Model):\n", " def __init__(self):\n", @@ -1374,18 +1328,9 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0 0.00821428 0 0]]\n", - "[[0 0.0108502861 0 0]]\n" - ] - } - ], + "outputs": [], "source": [ "class NoisyLinear(tf.keras.layers.Layer):\n", " def __init__(self, output_dim, noise_stddev=0.1, **kwargs):\n", @@ -1442,44 +1387,9 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential_4\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "noisy_linear_1 (NoisyLinear) multiple 12 \n", - "_________________________________________________________________\n", - "dense_17 (Dense) multiple 20 \n", - "_________________________________________________________________\n", - "dense_18 (Dense) multiple 20 \n", - "_________________________________________________________________\n", - "dense_19 (Dense) multiple 5 \n", - "=================================================================\n", - "Total params: 57\n", - "Trainable params: 57\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "tf.random.set_seed(1)\n", "\n", @@ -1547,18 +1457,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[NbConvertApp] Converting notebook ch14_part1.ipynb to script\n", - "[NbConvertApp] Writing 19918 bytes to ch14_part1.py\n" - ] - } - ], + "outputs": [], "source": [ "! python ../.convert_notebook_to_script.py --input ch14_part1.ipynb --output ch14_part1.py" ] @@ -1580,7 +1481,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.7.1" } }, "nbformat": 4, diff --git a/ch14/ch14_part1.py b/ch14/ch14_part1.py index 262c9e39..eb4f284b 100644 --- a/ch14/ch14_part1.py +++ b/ch14/ch14_part1.py @@ -278,7 +278,7 @@ def compute_z(x): # verifying the computed gradient -tf.print(2*x*(w*x+b-y)) +tf.print((-2)*x*( y-(w*x+b) )) # ### Computing gradients with respect to non-trainable tensors @@ -300,7 +300,7 @@ def compute_z(x): # verifying the computed gradient -tf.print(2*w*(w*x + b - y)) +tf.print((-2)*w*( y-(w*x+b) )) # ### Keeping resources for multiple gradient computations