diff --git a/.DS_Store b/.DS_Store index 942c245..dcf1250 100644 Binary files a/.DS_Store and b/.DS_Store differ diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..f303061 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.pythonPath": "/opt/homebrew/bin/python3" +} \ No newline at end of file diff --git a/flab_techniqs/.DS_Store b/flab_techniqs/.DS_Store new file mode 100644 index 0000000..5008ddf Binary files /dev/null and b/flab_techniqs/.DS_Store differ diff --git a/som/.DS_Store b/som/.DS_Store new file mode 100644 index 0000000..5008ddf Binary files /dev/null and b/som/.DS_Store differ diff --git a/som/2018_som.ipynb b/som/2018_som.ipynb index 26775e5..796eb49 100644 --- a/som/2018_som.ipynb +++ b/som/2018_som.ipynb @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": { "colab": { "autoexec": { @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "metadata": { "colab": { "autoexec": { @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": { "colab": { "autoexec": { @@ -247,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": { "colab": { "autoexec": { @@ -281,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "metadata": { "colab": { "autoexec": { @@ -308,26 +308,25 @@ }, "outputs": [ { + "output_type": "execute_result", "data": { "text/plain": [ "(-1.0961287719704085, 1.0895693266045632)" ] }, - "execution_count": 14, "metadata": {}, - "output_type": "execute_result" + "execution_count": 6 }, { + "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" - }, - "output_type": "display_data" + } } ], "source": [ @@ -386,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": { "colab": { "autoexec": { @@ -439,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": { "colab": { "autoexec": { @@ -477,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": { "colab": { "autoexec": { @@ -510,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "metadata": { "colab": { "autoexec": { @@ -1184,9 +1183,8 @@ "views": {} }, "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" + "name": "python394jvsc74a57bd0b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e", + "display_name": "Python 3.9.4 64-bit" }, "language_info": { "codemirror_mode": { @@ -1198,9 +1196,14 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.9.4" + }, + "metadata": { + "interpreter": { + "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e" + } } }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/som/ando_som.py b/som/ando_som.py new file mode 100644 index 0000000..6d1ca42 --- /dev/null +++ b/som/ando_som.py @@ -0,0 +1,25 @@ +import numpy as np +import matplotlib.pyplot as plt +N=100 +L = 2 +D = 2 + +def gen_kura_data(num): + #num = params.num_samples + np.random.seed(0) + z1 = np.random.uniform(low=-1, high=+1, size=(num)) + z2 = np.random.uniform(low=-1, high=+1, size=(num)) + + X = np.empty(shape=(num, 3)) + X[:, 0] = z1 + X[:, 1] = z2 + X[:, 2] = 0.5 * (z1**2 - z2**2) + return X + +X = gen_kura_data(N) +#fig = plt.figure() +#ax = fig.add_subplot(111, projection='3d') +#ax.scatter(X[:, 0], X[:, 1], X[:, 2]) +#plt.show() + +Z = np.random.rand(N,L) diff --git a/som/ando_som_training.ipynb b/som/ando_som_training.ipynb new file mode 100644 index 0000000..a95c926 --- /dev/null +++ b/som/ando_som_training.ipynb @@ -0,0 +1,61886 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 28, + "source": [ + "#拡張機能のインポート\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.animation as animation\n", + "from IPython.display import HTML\n", + "\n", + "N=100 #データ数\n", + "D = 3 #データの次元数(観測空間の次元)\n", + "nodes = 10 #潜在空間の一次元あたりのノード数?\n", + "L = 2 #潜在空間の次元数\n", + "K = nodes**L #潜在空間のノード数\n", + "T = 50 #総学習回数 ここは変えて良いのかな? これがepoch数\n", + "seed = 0\n", + "tau = 50\n", + "sigma_max = 2.0 #シグマの最大値\n", + "sigma_min = 0.2 #シグマの最小値\n", + "np.random.seed(seed)" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 29, + "source": [ + "#観測データ\n", + "def gen_kura_data(num):\n", + " #num = params.num_samples\n", + " np.random.seed(seed)\n", + " z1 = np.random.uniform(low=-1, high=+1, size=(num))\n", + " z2 = np.random.uniform(low=-1, high=+1, size=(num))\n", + "\n", + " X = np.empty(shape=(num, 3))\n", + " X[:, 0] = z1\n", + " X[:, 1] = z2\n", + " X[:, 2] = 0.5 * (z1**2 - z2**2)\n", + " return X\n", + "\n", + "X = gen_kura_data(N)\n", + "print(\"Xのシェイプ\",X.shape)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d') #三次元マップの描画\n", + "ax.scatter(X[:, 0], X[:, 1], X[:, 2])\n", + "plt.show()" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Xのシェイプ (100, 3)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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gkwQTE1bK8k1MY0zp2KdGZ5jxCzYUm8JJQKefV3omuXZj6YLPa7ERu59VhjsooW0y44jzkeSRiKxcxDrgRsqPI8uVbrd7Xiu5JEnXA/8GaIH/FEJ8K8Hj9gGvAB8UQhxOdtwVQfLY2ndk9jzdDjK3201zczNVVVVs3LhxluHffC+4QrMOfyDAmGWc0pISfLKWcmNqH587IKOTJIQASQKjXoPbn96Na6UgcrhDpHFE7CpXUlKC0WhckhKagqVqUFEccMfGxti7d29UubK7u5vHH38cv9/P9PQ0hYWFqR5XC/w7cA0wBByXJOlxIUR7nMd9G3g61XNedpIns2XSarUpr+RjY2N0d3ezdevWWR+uIoiZT+ZbCEF+cJqm/BAjoUKmfWDQCT7xtgZsTj9uf5DyfCMmffxjN5bmEBTg8gcx6LRMugLsbFreVTwTddx4xhEOh0OV8gaDQbRaLXl5eQSDwUWf0LqU2vXIcl1kuXLDhg0MDQ1x5MgRbrzxRm6++Wa+/OUvp3LI/cAZIUQPgCRJvwYOAO0xj/ss8BCwL9VzXVaSpyJNVTTJcyEUCtHR0YHf708Yns+X5H6/n+bmZjQaDX9+UT364hrc/hA1hUZeODPJkbZxNBKY9Vret7uGumIzNYWmqPdSV2zmklo9ZxxeOic8lOcZ6OwbQjMtqCgri2uisBRh7mIo0ZT9fENDA6FQiK6uLjweDydOnFDbSUtKSubt/joXlpLkidRuubm5rFu3jmuvvZZ//Md/TOdmWgsMRvw8BFwU+QBJkmqB9wDvYKWTPJ3ad7ILUSlh1dbWUl9fn/Dx6faUA9jtdtra2li/fj2yLONyuWgoDevCuydcPNE6RmWBEX9QcKx3kpND02yozOPi1SXcuq8OTUTmPs+gxe8V7KzNxzZh4fiQhrzcMkwzM/T396sEUPa+K63WOh9otVq1Bl9ZWalWSsbGxujs7MRoNKp6+0SdZelgqVfyuZpTlD15Gu8p3gNj7xD/CnxZCBFK57NacpJnaiQRwMjICH19fSmVsNIhebyJKBaLJer5ky4/EhI6jYY2yzQaCWQBlQVGXuqZZFtdAdtrz20ZLG6ZYCDA5MwEZaWlVBrMDDoF1+1YC4QFGpOTk4yMjOByuWhtbaW0tFQVqJyviNyTx7aTKvv5vr4+tTVTIf18bLaWeiVPRPJ5ZteHgMg6cR0wEvOYvcCvz3KmDLhRkqSgEOLRuQ68pCTPxEgiCH/Ap06dIhQKsX///pT2eqmSPBgM0traisFgiJqIEqt4K883IhAEQjIufxAZiQKTDq1GgwTYXYGYkw5gtdnYua4eg9HIpNNHrl6i0+JCK4VDeiWh5XK5WL16NXa7nc7OTnw+H4WFhSoBMrG3XQmtprGlKiVr3dHRQSAQUPXmqb7nlUJyt9tNXV1duoc8DqyXJGk1MAx8CPhw5AOEEKuV/5ck6afAE8kIDktE8kyNJILwXbKlpYW6urq0VHCpkNzhcNDS0kJjYyM1NTVzPr+xNIf37a7lkTdH0CAhhMzm6nwCIRkBVBaGVyKlnFdlDLJ1TS0Wl4zG4yEQDOEPSjxzagJZQFmenoM7qjDrtWpCKz8/X204UbTnSmivTD5JR4YZi6XYDqSqeIvMWitz25T3PDAwAJDUHmop1XXJSJ5uCU0IEZQk6U7CWXMt8N9CiDZJku44+/f753uui07yTIXnQghGRkbo7+9n27ZtaTfkJyP58PAw/f39bN++PW6oFU+7/s6N5VzUWIzF4eWhN0cZmHQjSRIHdlTRVJGLz+fj5MmT4T7wkiL2r6tl1CUIyDKnRh1MzLgpzwvfDIanPZwed7KzrnDWaykCFMUfLTK0n5mZIScnRyX9Sgvt55tbiPee7XY7FouFrq4uDAbDLBPMpSzXLUK4jhDiKHA05ndxyS2EuC3V4y4qyec7kigWkiSp7qaphuexSFRvTzX0T3STyDPpyDPl8YWr1zHjDWLQacgxaNWk3YYNGygrK+PEiRPotRKbqsNf/ukxB0bduQvSoNXiCaSWM9Dr9VG1aqWXfLFC+4UgUwnEWL251+tVV3lFRur3+5fMrGGuXvKVZP0Ei0RyJTw/ceIE27ZtW9CX7HA4cDqdVFdX09DQMO9jxVPOud1uTp48mTQzD8mnoGg0EkU5eoQQDAwMMDIyEjUnLfb568pzeXbCiUmnIyQEvmCIVcXxHzsX4vWSL0ZoP18sVpXAZDJRU1MT5RRz8uTJqBudEgkshglmsnD9giZ5ZO3b6XTO+zhCCIaHhxkcHKSwsJCqqqoFXSyxK7ES9inCGVkWjM94gXCGXHmtCYePo63jTEy7qNJ52LIl8UUbCoVoa2tDo9Gwb9++qIsglrjbagvweP20jDrRaSSu31xObdHCBzekGtr7/f7zxv4pGRSnGIPBwI4dO5BledFNMJOV0FaKvxtkkOTxbJkUtVq6IWMwGFTJsn//flpaWtLWr8finAWUTFdXF06nk337wq4w3kCI7z17hrYRByDYXlfIX79zHS5/kL8/0oHDG0QjZF50uqisneCaTbPnoClRQV1dXdyOucgL3R+UGZx0U5yr58P7aqPCduWxmcp+Jwrtp6ammJycVMt0ixXaL0e9P54J5tTU1CwTTMXueT7np9gxx0NknXwlIKPfaqw0VafTpU1yxT4pMsOdjrQ1ETQaDT6fj9dee43S0lJ2796tnuejJ0ZpGZ6hsiDcA/zm4DRHWscoyTEw7Q5QXWQiGAwR9Lv5bfPYLJIrVs5btmxRL6xYKMT1+EP890v9DEy6CYVkKguMfOKS+ijjisUiRWRo7/f7KSgoQKfTLWpovxJEPTqdblb/uLLKOxwOcnNzo0wzUkGyxNsFuZJL0uxxRFqtlmAwmFIDvRCCwcFBhoeHZ2W45zvmKBIejweLxcK2bdtUVZmCHptbNYGAsES1x+qisF6PNygz4wlg0kpIAiIXWCEEPT09TE5Osnfv3jnfp0Lyl3ps9E+6qS00hYcxOvz8scvGTdsqZ30ei42lyNqvBJLHwmg0Rg21UKIbZVBjpF9cotV6rsSbz+dbUTPzFjX1muoKrAhQ9Hp9XPukZO2mTl+QJ5rHmHD62FZTwJVNZeqFpRDRZrNRX18/i+AAjaVmWoan1dXUGwgnwV7tnWJg0kOfzY1BK1GkD3HrZWEyBgIBWlpayMnJYc+ePUlXPYXkNqcfs+7c+8vRa7C6/LMeu9iIR77FyNovFcnne1OMl7hUusoUE8hI0wzl2pxrT76UpbxUsOwkn56epq2tjdWrV1NdXZ32cbyBEF97tJ3+STc6jcTvOyYYnvbykf31+P1+WlpayMvLUw0N4+Hg9mraRx10W1xoNBLb6wopyTXQemKMvQ2FDNu92D0BSs2C67dUqKKZdBxZFZKvLsvlWJ+dQrMOWQhmfCEuL5u9f1tut89MZe2XiuSZUrvFM8FULMgi/eA8Hk/c11vu7y0eFpXkOp0uIbEiS03J3E3nCtdbRxwM2j1U5IdD5aAsePjNEW5Yn8+p9jbWrVtHZWUlo6Oj6ujZSIzP+Pj27zoZsXsJyYIP76nlwI5qHnpzBI1GwmzQsa4iD48vgHNmmrGxMXp7exOKZuaCEII9q4qZcPr5Y+cEoZDMxY1FXLKmOOpxU17Bg6+P4gpKNBSbeMeGMnJT7F1fLMSG9pHmEXOF9ucbyWORaKjFyMgI7e3tCffz6b7nZIYRkiR9BFB6Vp3Ap4UQJ1N6D2mdSfITjfo50QqsDB8wGo0puZvOFa6HZDmqfUcjgdfnp629nT1nm0uUc4l3o/jX359hbMZLRb4RX1DmN68Ps6ehiNVlOYRkQUgWaCSY9gSpMYUYHR1l3759addeFSNIjUbixq2VvGNDKQF/AGNMD7rbH+KPgz6qygQV+UYGprw81T7BLbviRznLhVjziESh/Vx710wiHskDIZnHmsfpGHfSUGzmll3V5BgWVj5ThlqMj4+zYcMGQqGQOsnF5XJx//33I4TAYrGojTjJkKJhRC9wpRBiSpKkG4AHiGlFTYQlD9cVJdjatWtTDnXnCtc3VxdQaNZjc/kxaiVsMy721Zi49OL9s+rUsSQPyYJuq4vKs1GAUacBCYamPFyypoSbt1dxpHUMWRYUa9xcVSuxa9euOe/SwZCMTps4dFVgGR3BYrGo7aWKFfKk209QBqNeonl4hl6bB28gRLFZx9s3lGVsVczkCjtXaD8zM0NLS4taqlssQU4syYUQfPfZHl7qncKg1XC8z07ziIN/vnkD+gTfTzpQsusmk0m1hgoGg8zMzHDPPffwoQ99iFWrVvHTn/40lcMlNYwQQrwU8fhXCHeppYQlC9fjtW+mCq1WGzfUBsg36fjmwS381/Nn6By0cPPWMv7iHVvQxnyR8aIBrUaiNNeA0xf2XpdlgRBQkmtAkiQ+tK+Oy1aZaW0/xZ6tm+nq6kpIjB6rix//sRer08+qEjOfuXI1lQXnMqzKSi7LMu3t7ciyzNq1a7Hb7epoo8LCQoQpn5AsaBlxcnrCg9MbJCAL7vt9D3ZPkPeusBU9HiJD+5mZGTZs2IDD4chI1v7MhIs+m4fqQiNbqs+VqWJJPukO8GqfneIcPZqz+ZDus89dX7HwGna8EppOp2Pnzp00NDTwzDPPpFMRSmoYEYNPAk+mevBFD9f9fj9+v5/W1lbMZnNU+2aqSJZdl12TXFU8zWev2JuwPqkMi4/F596xlm8+1YnN5UeWBddvqWRDZZ5a0hsZGeGKi3aTk5NDV1dX3GM7fUG+/2w3AkF1oZHxGS/f/303/3TzpqhV3e/3c/z4cSorK6mvrycYDJKbm0ttbW3U6let9/HkoJ/pAOi1WmqLTARDgt+2jvPOjWUUms+fWeVCiJRD+2RZ+0dOjvHD5/qQpHAp8wO7q/nkpfW4fCE0MR1oQoQdF6KuSEma5cKwkPcV7zqO1K2ncZ2nYhgRfqAkvZ0wyS9L9eCLHq67XC6OHz+uJsDme5x4JJdlOcr2aa4LJNGNYmNVPv/6gW0MTXkpMOlYVWJWV1tgljw1HsamvXgDISrOimlK84yMz/iY9gQpzQvXWf1+PyMjI2zdupXS0tJZd/nI1e8Kt5uekMzJYSeFBkHA48InNORoDdgcnvOO5JHkm2/W3ukL8sPn+tBqJLQaCVkIfnFsmN+2jKPRSJSYtHxy2zmdQmmunt31Bbw2MI1Rp8EfEqwuMbO6NDPNK4kiOmWscppIxTACSZK2A/8J3CCEsKV68EUjuZJ8sFqtXHzxxQvqDIpHco/Hw8mTJ6mqqmLt+g38tmWcgUkPa8pzuGFL5ax98VytpsU5BopzwmRU3F5ramqSNq0oyDfpkAkn6bQaCX9QRiOhJnmGh4eZmJhg9erVap1+ruPqtFrev6Oc7kk/3qCMXm8gVwPVeRKDPV1MDgiVCPP1SlvK+vVcr5Nq1t6ny0WSUIdhCAEuf4his55Ckx6by8d/vOHn8t3nDEm+fO06fvP6CB3jTlaVmPnIvtqM7Mfnwjw70JIaRkiStAp4GPhzIURnOgdflHBdqU/r9XrKysoW3PoXmxmfmJigs7OTzZs3U1hYxD89eZrX++3odRL/2ynoGHPyxWvWRV1cqZhGpCJPjYfKAhM3bavit81j4f0fgo9dvAqjTuLUqVP4fD7q6+tTHjkkSRLbavL4+xvX8z+vjeAPCmoKDdy0rZIt1QUEg0EmJydVrzSz2awmtlaS0grSv5kkCu2nRvrQygGcfgmzXoM7KJBAnSOfZ9Qw4fLjCcjqzdWo0/DnF6Xt0LIgzKeXPEXDiK8DpcD/Oft5BoUQe1M5fsZX8snJSU6dOsX69evJycmhu7t7wcdUQm0hBF1dXczMzKjNJQOTbk4MTlOeb4iQjk4y4fSrtXPlGIlIno48NREO7qhme20hU24/lQUmKnO1vP7665SWlrJx40b6+vpm5QQsDh8d4y60GonttQXkG7X02zz024OUVQbZWV/ElpoCHN4gJr1WvXh1Op3qlRZJBMU2SVFoLfWY4kRYiI9AZGj/77VOvvRwOxanH50kKDAIAgEfEmH5sVmvwaRf/HLdXIKX+baZJjOMEELcDtye9oHJMMlnZmY4c+YMe/bswWQy4fV6F9xYAuGVPBAI8Nprr1FcXMyePXvUCycoC2KvIQmQ5egvIhHJg8EgLS0tmM3mlOSpiSBJEmvLc4FcZmZmOH78DZqamtSmiNjOsoFJN/c924MvICMQPNlmweUP0jrsJBAKUH/Kz3fft4XKAtOcQxljiaCMNVLGFOv1enWVT2WO10rG+oo8Hv7UPrxBGaNW4oEX+ni82YLb70OWQ/zZRj2jIyOL7pAzl/Bmpc1BgwyTvKCggH379qkXj9KgslAovcG7du1SlUcK6ovNNJTk0GN1kWPQ4vKH2FKdH7WKQ3ySO51Ompub55TUpovR0VH6+vrYuXNn1JcdS/InWsZBCGrO9pAf65tifMZHXbEZnzfEyIyP7/1vL98+uCmt148da+T1erHZbPT09ODxeCgoKKC0tDQjN9/lgCRJmM8KiO64Yg3Xbq5i0u3HFHBgEj5kWV50h5y5OtBWmisMLMKePHJ1WGiLqBCCvr4+xsfHycvLm0VwAL1Wwzdu2sgvXh2k1+aiqSKPj+yvj/I8h9kkHxsbo6enZ15+cYnOtbOzE7fbzb59+2ZdVLEkd/uCGCKSQB5/CI1GQnP2MzTrNQxMehZ8XiaTidraWrVMNzMzg81mw2az4XA4qKiooLS0dN591YsFWQg0KZzPmrIc1pDDyIgbWTap/fyxWfvIQY0FBQULeq/JXGGU6G2lYFFLaIoAZD5QpK8mk4m9e/dy/PjxhI8tMOv5q6vWpHQuyp1eIWO68tR4iaRAIMDJkycpKipi586dcS+gWJLvW13ML19xoNNpCMkCoz7s8aZsMzwBmS010SGnEILXB6d5pWeKMYef1SUm9jYUs702P6WLNtJMIRgMUlpaSjAYVPuq8/Ly1NB+oXPJ5wur088/P32GU2NOCs06vnj1GvauKkr6vNgQeq6sfUdHx4IEOcn83S7ocD1TUIwjlC4vIURGuntkWeb111+npKQkqTw1HpQbReTzlI60devWzalVjpXVXrGuFI/Xz/PdUxj1Gr563VoefG2EtlEnwWDYTOLud0bfuI7123nozTGGpjy4/CFaR2Y4NebiwI4qLl9XktZ7gXAmu6ysTP2MnU4nNpuN1tZWZFlWJbeLMdIoEf7xyS66J1wUm3X4gjL/+OQZvnrtWl7smcQTkHlHUymXrC6e9d3JsjxnSJ4pQY7yWpl2al1MLKribT4YGhpicHAwqjMtE8e12+243W42bNgw73BKIapywY+Pj9Pd3Z1SR1rsSi5JEu/YUMY7N547l30NxXRZnPT0DbB3XZXqVKPgeP80Oo1EQBYU5+gZtnvptrr46auD7K4vSKtTLfamGel73tjYqFomjY+Pq2W6xbZ99gdluiwuisw6JEnCpNcy6Q7wz0+fIc+oQ6eRaB52EAgJrlwf7QuQThdaMkFOstD+Lb0nh/n7k4VCIdrb2xFCpNSZlg4GBwcZGhoiJydnQfslZV8vhODMmTNqKS+VkD+Vz0WnkdhUlY/OYYjaryvQaySCcnh4w9iMD7c/hNmgwTLj41evjfDJS+tT2semgkjLpNiVz+/3U1hYSGlpaUbLdHqthEkfVqcZdeHPy+0PUWDUUpIT/oy1viBHWi0LInks0g3tzyenVliCcD129YsHZWhhfX09tbW1GUsAKZ7qyo3j1VdfXdDxJElScwV5eXlRPnGpPDcdm+V4eHtTKb02D4GgjN0TwKzXotNoWFuey8CkB7s7MGe5bb6IV6abnp5Ws/Z6vZ6SkhJKS0tnlenSfZ2/fuca/uWZbnzB8M1sTZkZuzuoJuIE4XbiWGSynzxZaG8wGDAYDHHHMb8lVvJYKBn2RF+AkuVOZWhhOlBkr+nIU5NBlmVOnDiRVpusgngkn8vkMt4Noakyj7+6soE/ddk49OYoZbl6KgtMVBca6Z/00DHmoDDHQGOJOWnovpAch1arVVc2ODfoQCnT5efnU1paqq6M8eD2h3jozVEG7V42V+Vx07ZKdBqJy9eWsKrYzBmLC28wxKMnxxib8TE646WqwIhRp+Xgjtmf/WKZRsQL7bu7u3E6nZw4cWJWaD8fkqdgGCGd/fuNgBu4TQjxRqrHX/RwXSF5bEirzAjzeDwph7ypSiQVeermzZvnvNDSgcViYWZmhu3bt6dsBhCJyM9Fee8TExNRq2B+fr5ahkxEwvpic9jGWa/l9YFp9FoN3RNuTHotw9M+Bu0+uiwurt1UntQgIVMRU+SgA8UjzWazMTg4iNvtpre3N+r9BUIyX3/iNGcm3Oi1Eq/2TdFtdfOFs4nGhhIzdUUm/vqhdjSSxO5VhQxMuXH7Q3z+7au5ePXs73SpfNU0Go3aQ15TUxMV2n/84x9ncHCQQ4cO8a53vYvGxsakxztbYk5mGHEDsP7sv4uAH5OiYQQs0UoeK4jxer2cPHmSiooKNm7cmNLFpujX59r/CSHo7e3FarXGlaemsnWId0xF8qqEo/OBQtzIctv+/fsJhUKqaaBSxgqFQnOuBpIk8Z4dVawry2Hc4WfY7qE4R692p407/AxOedhQufRhY6RHGsCrr75KTk5O1PubErn0TLgoydGHvxMheKF7ktsvrVffw4w3yIw3QHle+DvcWJmPLUaqHImlcqBRXkspMUaG9ocPH+byyy/H5/Nx991385vf/CZppv7YsWOQxDDi7M8/F+E7/yuSJBVJklQthBhN5XwXneSK97oCZZXdtGmTGu6lAkW/nojkkfLUvXv3xv3ClcRZqheD4iJrMpnYs2cPra2tC3IF9fl8HD9+nLVr11JRUYHf75/lkOpwODhz5gy9vb0MDQ3NWuUVaDUSO+vDRHq2YyJqjpp0tiNuuaGsrpHv7/SwjcN/6mdk2oPL66UkR49Opwv3f0eccp5Ri1Grwe0PkWPQEgjJyEIkzDkspfVzosVGo9Gg0Wj467/+a+6+++6UjjU8PAzJDSPimUrUAstD8kQ+b0IIuru7mZqamlcTyFzquVTlqanOKIdzE1EaGhrUIQ/pPD8WMzMzWCwW9u3bR35+ftybhSRJFBQUUFRUREFBAYWFhVGrfH5+vkr6yO1NU0Uuz3dPMeXy8+bQDO5AiAKzjo1VeQmz7UvhKhpLPJsrwH1/HMEX1GDQ6bB5QoSQ0Us+mgqhv6sd51lJrtls5jNXNPDDP/bjCYSQZcGte2upKoh/3ayE2eTz+UwTPCf2lymbSsTDkqzkPp+P119/nYKCAvbu3TuvO24ikqcjT02VpEq0ocxJUzCf8mCk7VVlZWVKElrldeKt8jabjebmZgCV8PXF+WyvDfK93/cgBJTl6jnSakGr0XDdpsQlw8Ve+WJJfnJ4Bpc/SFW+iUKTnj6bG3dA5iMX1/GB3TUE/d6oLHZRURFfvaICnzaH0jzjLN1AJFYCySH96b11dXWQ3DAiJVOJRFh0kvv9fjUJNp+ElYJYgiozzVwuV8qJu2QkV7TyExMTcaONdFfySIeZDRs2MDExkfJzY6Gs8gUFBaxevZpAIIDNZlNX+T6PEZ0IEkRL25gLIQSHXh/h2o2ZM39MFYGQzM9eHeIPp60EfV4+XzzJJWtK0EqSuiTptRrqi81oNBJ/tj/c823Q5ZCTk0NdXR2yLKvddK6pQXw6Hb6zktvc3Ny4irelJHm815JjLKhSwb59+yCJYQTwOHDn2f36RcB0qvtxWGRnmP7+fqxWK6tWrVoQwSF6Jff7/Zw8eTKhPNXi8DHp8lNTaKIgwippLpIqE0l1Ol3CPX06K7nf7+fEiRNUVFTQ0NCA3W5Pq06e7LF6vZ6qqipVkurtGGWirQ+7N4hJC0KjpdfmpmV4hu1156IRWQj6bB5OWf2IfC+b4xBmofjlsWEePTlOnlGDKyD41jM9fOuAgV31BZTmGrA4fWHlXkjwyUtnD4eE8HcVWabz+XzYbDb6+vpwu91RZTq9Xr+kJE+0J3e73WknZs8m5pIZRhwlXD47Q7iE9vG0XiOtM0oBkiSpCSuDwcDq1asXPMcMzmXXp6enaW1tjerVjsTjJ0f56SsDaKWwF9jXbtjAttqCqGPEQqmpK3PKEyHVldzhcNDc3DzrHF8dcvOjkycJyYJrN5Vz4+ZStBkgmCRJ7F1TgfT8CLqQBkkrEQyGKDbI/O5YK7qZYrXx5IXeGd4YtDNl89PpsmL3a1hXnsubQ9MA7KorpLLAiHz2JpOugq57wsUTrRa0GtBrNBh1Ej5Z5vWBaTbtr+Xv39XE06cmmPEG2VNfyK76QnqsbvxBmbpiE3kJ6vtGozFqHnnkaGIIf4cOh4PCwsJFj1wShevz7SVPwTBCAH+V/pmGkXGSOxwO3nzzTXUq6djYGC6Xa8HH1Wg0jI+PMz09ndDSeXDKw09fGaDApEOv1eD2B/n205387LY9aDVSXJIqTjap1NRTWWG7B0Z4ubWbzRubKCk91xrbPOLk0dMuassKMWglDr8xgkEjuG7z7AhnPnv/XKOOd6wv5aU+O2adhuJcPR6/zM7NldTVGLFarXT0DPJUb4BVpbkU6AVGnYYnWsbxBGU1s/1sh5WNlXm0jTrQaCQuW1OCQScx7QnwQvckYzN+ynL1fP4da9hcHZ1f+OWxIX51fIQJpx+BwJdrIFcLIJFn1DI45WHaE+TmbZXkGnUEZcF/vjRA+5gTrSSRY9By55WNCZNrkZ9P5CijQCDA8ePHGR0d5fTp0+Tm5qo3tfm4/CRDIpKvREkrLALJhRBRDRuZGDscCoWYmJhAq9XOqWu3OHxoJUk168sx6LA5/Th9QQrN4Zqsci6K5fLo6KjqZJMMySykXm4+zQ9eGEMy5nBkZIBttXb+5tr16LUaTo660EcYHuQZdbw2MM01G8tmhZnz1f9/YE8Nw9NeXP4Q3oDMqhITl64pIcegpaCggNyyWl5zDiAI0DbhIzA+zpgbCnP07F5VjF6npXl4hm6Li6pCIz02D7/vsKKVICCfszjutcKnHmzhxi3lmPU6dtcX8EjzGH84bUOrkcgz6pj2Bphw+vEbJSoLtfz81SH+4WgXRr0Gs17L//ngVpz+IK0jDmqLTEiShM3p55ETo3z6isa03rder0ev17Np0yaEELhcLmw2G+3t7QSDQVWRVlRUlJGQPtHWYCW6wsAikLywsJBAIKD+vFCSK6G02WymrKxsTjFMTaEJWYAvKGPUaXB4w+SecPr43rNnGLJMcvEa+NjlhXR2dCCEYN++fSl/8Yn640OhEK2trRxucaMz51GaZ0AIwYnBaV7snuSqpjIKzq5cEK4H+4Ih8g3h2r+SyJEkaUEXYWWBka9et45emxutJNFUmYdRp2HC4eP/PN9Pn82DwxukJEeHLOnIz8/BJwXw+gP0jVopNGqYdMj4QxJWdwCnL0hIgCzO1WvE2X92T5A3BqfZUl3APz3VhcMXUv/u8AUpydETDMlcUqPjD4Me9e8BXwh/UObLj3bw2asa0GrOZaNzjVomnIFZ70sIwbjDhzcQbsE16xNfA5IkkZeXR15eHg0NDeoYI6vVypkzZzAajVF2WPNBopr8W4bks15gjqGHyWCz2ejo6GDz5s04nc6kq1t1oYk7r1rN//ljL25fWERxxxWNfP3xDoKyjByQebTFyvCYlY9fuopVq1altX+L7QmHsHrvxIkT1NbWEtBBriSrj9VoJKwOHwDv3FDK/7aPMDLtBREWe7x/bx0Gg4FQKIQsy8iyHPX/80kmFZr17IxJtP3bc31YnH6qCwyY9Rq6LC4qTVCVb2BjVQF/6LShMxsxmHUwZcfpC4Z9885+3LGfuqKz8QZkJl1+pjxB9JqwQEecfYI/KCjN1dNjD6gEVxAICUZnvNQXm5FlQSAko9NITLoCXBoz/FEWgkdPjnOsfwqNJJFn0HL721YlVL7FQqvVRg0sVJpNIqfWKN10C7WIesuE67GYz0oeT57q8Xjw+XxJn/v2DeXsayxm2hOWRP6py4onEKIi34jD4SMk+2ifyaWhoSHt9xIbRitz3RT13ubqIH/ssmI86/YihGDt2ZE8JbkGPrUrD39BLSFZsK22gLKzkk2FyLIs43Q6sVgsrF+/PiOrvMMbZGzGR2V+WClWnKOnJNdAicHPpqpcNDo922rzMGi15Jt0vL2pnMMnxwmFZBKJ5pRfjzv82FwBfEEZSRd2SvX4Q4REuG20vsjIn7q9cZ9fV2RiQ2Ue79tdzWPN44RkwfbafG7eHj2Ao3PcxSu9U9QUGdFIEjaXn4dPjHHH5el/fwA5OdFlOqWbrq+vT228KS0tjVumSwaXy5URK7FMY8kUb6lCkacqtk/KhT3X+OJY5Bl1apZWr9UgEQ77/X4/eqOJHNP82jEj9+QjIyP09/dHJQE/enE9dk+A5qFpJAk+tK9OXVUlSUL43WwqEpSWlsYlrN1uV0U4ubm5ql1V5CqvkD1VwucYtOg0krqFCcmCXIOWtUU6LA4/RiN8YE8tO2oLsDr9/OyVQbZW5zE45cV9dm+PdC5eFwIMGvCGQMgyklaLSSvhD8nkGQ3otRpqC0189fp1/MUv40/WNek0/Mt7wgaVV6wr5W1rSgjJAoNu9nua8QbRSOey/AUmHRZH8pt9KojtI/f5fKpxhNPpVMt0JSUlUTqMROSf5/SURceKCtcVeaqSmY9EsnloibC7voBcyc/4TBC9zoAICG7fNz/DfaU82NnZidPpnGXYmGvU8dXrm3D7Q+g0knrRKl14TU1NWK1Wuru7MZlMahhpMpkYGRlhaGiI3bt3R2WElRxEZCivrPDK5zLXKq/XavjYRXX898uD4f20EFy3uZzNBhuNq2vIzc1RCRQIyWg1Gt65oYzmYQej017cgRB3XtFIfYmZKXeAl7ptdFpcvD44E7blCoUoN0v4hJbrNhazd3Upl60tIRAS+EPhsc/h1w3/t8is4yvXrDlrX332PZ4dfRQP5fkGxNlz02kkbM4Am6qiQ+JMSXSNRiPV1dVUV1dHKQyHhoYAom4I8bASrZ9gBYXryeSp8wn7fT4fp1pO8qUrq+lwmRkYs7K5wsi1m+c3k00IwfDwMBUVFXN6xCktnpErsSRJUVbJLpcLq9VKW1sbTqcTnU7Hpk2bEhooRq7eijuNQnpgzlX+kjXFrCoxMzLtpcisZ115Dq2t4Ux4ZB3cqNMw7vDRPDyNNyAzaPdi1Gn4jxcH+NLVa9hWk8/vO6zsWVVE76Q3vHcHJJ0OMzKXlvnQTXVzpnOC0tJSGouNdNu8ahSgkeCq9aVRllfJsLo0h5u3VXK0zYIsYFWJeVY/+XyUZskQT2GotJS6XC5aW1tVsY5SmXG73fO29pYkqQT4f0Aj0Ad8QAgxFfOYeuDnQBUgAw8IIf4t2bEXPVxP9uErVsbKyphInpouyRXRzIYNGygrK2MbMDIipbSvjwelL7qgoICmpqakj1cIHrmnjkRubi4mkwm73U5VVRVFRUVqnTc/P5+ysrJZjShuf4iH3xyhb9LDmtIc3rOrGrPJoL6OQnzl/7VarUr82iITtUXRZcLIc5KF4OXeKbyBEB3jLly+EEhhkmk1Et95tocffWBLuIymkbh+cznPdFixOvyY8rR8/caNbK8tiLJ9vmNTkH99E0bdoNNo+MQldXzybavSnkf2trUl7G0owh+UyTNqZ32WS9FLrtfrqaioUKtHjY2NUVNrBgYG6OvrY+PGjfN9ia8AvxdCfEuSpK+c/fnLMY8JAl8QQrwhSVI+8LokSc/E9J7PwrK6tSry1OLi4qRWSunoxuPtl9M9RiQUwYySrEkGhWzKxRfvfXm9Xpqbm1VPdCCqEWViYoKBgQE0Gk1YvllSyr8+P8Lp8fAQibYRB91WF1+7oSnpKh8MBtXHJCKDxx+i1+ambdRJgSnslAowMu1lS3U+zmAQl19me20Bbw5Ok2/WcenqYqoKjPzZ/nODBCNtnwuKirl6po9ht4ZKY4Bt+jG6u7yqHDWdbLZRp8EYZ8+uvOel1K3rdDq1TLdq1SpCoRAul4uuri6ef/55fvazn/GDH/yAtWvXpnPoA8BVZ///Z8BzxJD8rF599Oz/OyRJOkW45XTpSZ6KmCOZPDUWqazkiqe64jYTexHNh+SDg4MMDw+zZ88eHA4Hdrt9zsdHEjxRR5LD4VCjjNieeiVMdAoDM4ECNEKmWBPgtfZu3uiepjRXj0EykZunp2PMydiMj5rCcyt0ZKJS+Uzi7eWVSEOBTqvB6w+PbJKFhCzCfekghed/SxIlOXqu21xOeZ6ewSkvZXkGLmosirsyCyH4u6cHeG3QRUAGg05Dj6eAf95YqSa3kmWzg7JAKyWPBpe7A02r1XLVVVfx0EMP8S//8i9UVVXNxzC0Umk6EUKMSpI0Z7OHJEmNwC4gqXHhkq3kkQICxXY5kTw1HpKRPLJpZcOGDXEvjHQy9IpFk9/vV2eUO53OOZ+vkGmuRNjExIRq45xIONE57uSfnuzEHwrLzOqKzXz6iibyTnVgMoTfq8PhwBnUMDY6SrGhKqFNcrxV3ul04na7VWNKjUaDXiOxr7GQR5rHATDpJDwBgSxARvCFd6wh36TD5QtSW2RmdWkOZXmGhAQcsns5PujAHxQggdcf4o2BaWzBNaw7u8IpTSe9vb1RI5xy8gv5feckHeNOdBoN124qZ2tN4tLUcpNcgVInT2T7dPXVVzM2Njbr921tbQfSOQdJkvKAh4DPCyFmkj1+SUiurOxCCNrb25FlOW3b5bkImuqAg1RXcsWiqaSkJMqeKtHzYxNs8S58IQQDAwNYrVb27NkzZ2vsz18dRCNJVOaHV+jBKQ9dFifbaws4MTSNSWciaNBzcWMeZTlaTp06hd/vp6SkhLKysoTyTY1Gw/T0NO3t7WqZLlJ8U5qj47qNJbzUO01Q1lCSq+HqjWV84pKwLdOEw8eT7ROE5LDzzKbqPC6NM+ggEJI5OTSDPySQQU28eYMyLt+5Sktk00nkXv7wq92csQtWleWi1+Xw25ZxinP0s3IKClZCmykkd2p99tlnE/3pMUmSxhVLJ0mSqgFLvAdKkqQnTPD/EUI8nMo5L0m4rtPpcDqdnDp1iqqqqrSVZpC4hKZk5VMZcJAKyZUyXrwbRrxtSCoEl2WZjrMy2l27diW9IKe9waj9pyRJuPwh7n7nWo62jdNrc7O2NJfrt1Zg0GrUfeHk5CTj4+Nqk4ZSolMy9hMTE/T09LBz50515Y9c5XVaL+sr8riosQhvMDyyKd+kJ//sDPA/nZnEpNeQZ9QhC8GpUSdry3KoKjhHvpAsONpqoX3MMUtMIwS4A/E//8i9vBjW0lQgE/B5cU5PYZnxc7zNg6GpKu5efiW0mcKC7ZgfBz4GfOvsfx+LfcBZ19b/Ak4JIb6X6oGXZCUPhUKcPHmSrVu3zts9NVY3LkR4VrnD4UjLNGKukH9iYoLOzk62b98et4wXe5NIZf8dCARoaWmhpKSEhoaGlG5uFzUW83jzGGVne64lCbbWFGDQaTi4I36JRqvVRg1DcLlcTExM0NzcjCzL6PV6fD4fu3fvjlum02g0NJTl0WFx4wrIaCUNnmCQ3eVmdS9vd58zUtScle16Y0g76fJzZsKNWa9FK0Ho7FcmES4tJiiHR6HIrGfC6aeksICCgnwCJg+1FXlMT0/T19eHTqdTy5E5OTkrLlyfJ74F/EaSpE8CA8D7ASRJqiFs03wj8Dbgz4EWSZJOnH3ePWdbVRNiUUmuOK243W527tyZMXvkQCBAc3MzBQUFaQ04mCvc7u/vVz3YEtWqI1fyVAjudrtpbm5mzZo1aZlmfHBPDcGQzJ+6JjEbNNx16eq0nFcjmzQaGxvp7OxkenqanJwc1YZLKdFFrop5Rh3XbCrnzISLYEiwqthMVaFJTdo1lJjps7mpzDee9V2TKTRFX/CjMz7axxzkGrTkGDS4/OE2Vp1GosCkY1tNcm/9azaW8avXRhid9hGSBRsr89m1tgrd2TuEspdXfN6NRqPaYZjJyTvxMNdr+P3+ebe2CiFswDvj/H6EsGEEQogXiO/3NicWLVxXjCOMRiMVFRUZu9Mq4bQyDDEdxCO5LMu0tbWFjRcSOMJEPj+y/q38Lh6mpqbo6Ohgy5YtaQ+N0Gs13HbJKm67ZFVaz4uFYj+l1+vVufFCCKanp7FareqqqIT1ubm5FJj07K4vijqOkry7YkMFotPK4GTYL/0d64vJM2gIBAJqsvHE4DSluQamvUF0UjhE12klLmos4u/f1ZTUCx6gPN/IJy+tx+Lwo9dK1BSaohRxsXt5JdfxxhtvzFrlMy2SibRjPl+wKCR3Op1RxhEdHR0ZGXqvrODznSkeS3Kfz8fJkyeprKxMOU+ghK5zGfaNjo6q1YNkfeohWSSUdC4EwWCQ5uZmSktLo5pxJElS977r1q3D6/VitVrp6urC6/VSVFREeXk5xcXFs25gZr2W67dUEpTlsF/b2a48JaLxBYK4/EF21ebywz8N4vSFRx2FZEGnxUW+KfXLLbL/YC5oNBpycnIoKyujsbERr9cbtcorXWbFxcUZWeUz6dS6VFgUktvt9igiLrSnXLFz9vv9XHLJJfO+k0aSfGZmhpaWFlURl8o56HQ61aq5vLxc1Z3HnqfT6WT37t1zij0Gpzx879luBqc8VBeauPuda1ldlpnmBkVo09DQQGXl3BJek8lEXV2dKvRReq+7urpm6esV6GLmgCs3A51OZlVJDq3DM3jPzjKDcGuqyxfi9LiLnXWZG4WlIHJPbjKZVIFRZJdZb28ver0+qpd8Pqv8XNn1dJ1alwqLQvL6+vqoppSF9JQrXWlKi2AqCbZEUEiujBzeuXNnSk3+Soiu1Wq56KKLcLvdqu48FAqp4WF/fz9ms5kdO3bM+WX7QzL3PtnJjDdIRb6BKbeff3qykx9+cFtK4exccDqdqtAm3RyIoq6Lp68PBoOUlpZSVlaW0EdNo9Hwzk0VzHjDPumRkIVAh6zW5RdqkBF17ASJt9guM2WV7+7ujuolT2eVT5RdX8oJLuliSbLr813JlWmnyoADu90+55DAZJAkCY/Hw+DgYFrz12ITbMoAvIaGBgKBAGNjY+rwO71ej9VqpaSkJOGFM+HwM+0JUpIbfv1Cs55Jd4DRaW9Ud1a6UDzLt27dmpFuqMj3GQwGsdlsDA8Pc+rUqYT6+hy9lotLfeyp0tNsDbeqmnQattcWsKmmAM7eMJXPMxOETzW7HrvKK5bPkat8slFYicJ1l8u1Il1hYAlJHmkJlQqUclbkgIN0FGuxCIVCtLS0IIRg9+7dKV0UQgg1Akn0eK/Xy/DwMNu2baO4uJjp6WlV1WY0GtWyVmTWNc+oRSbsiKLXagjKAlkWFKSxZ43F2NgYAwMD7Nq1a1HMC3U63axBD1arlcHBQbXDrqysjKGhIYQQ/OcnLuXwmyO0jjhZX5HLh/ed07crJI/slQ8Gg0iShFarTZvw8xmRFGv5rKzyimNMUVERJSUls1b5TDu1LgWWjORe72yHkHiIHHAQW86ab0+5YtFUV1eH2+1OehGlInCBcxLVbdu2qV9wZHiohLutra1qWF9eXk5Bfj5/vr+On786hOKy9L5dNZSnaGkUeZ5/OmPjj62DGGQvn7pucQgei8g2zDVr1uD3+5mYmODEiROEQiEqKiqYmrTx/l3VfGhv/JlhEK2vj9TWp9orryAUCi34fcdb5WP38qWlpeedUyssYgkt6kVS3JMrhoh6vT5uOWs+Yb9i0aRYLg8MDKh/U4wIIs83VYIPDAxgsVgSikuAWWG9zWZTXUfWFBbyN5dX4pZMVBeaaZrHBNLfvD7MT17oRSMJdAYj/b/t5Lu3bElpXy8LQa/VTUgWNJblYEiz/TMSWq0Wi8VCfX09q1atwm63q+YYBoNBTVIm09frdLqoVV75rpM54mR62GHsKu/xeFRfOLvdTm9vL+Xl5RQVFamEX8hKnkovecRjtcBrwLAQ4qZUjr9i9uQej4cTJ05QX1+vzIea13EiobSc7t69O+oCm3T5+c7vuugYc5Bn1PG5d6xhX2NJyhLVzs5OgsFgymE/nJt4UlJewU9e6uf3L1iQ5CmurBYUrMplKDA7rJ8LwWCQn73YQ75JS35uDiAxOu3lxOA0l66de1qsLxjia4910DriQJLCLrfffd8WiszpJzUVnX91dbXaMhtLEKvVmpa+HsLftTIZJVmv/GIr3sxms7rKHz9+nLKyMiYnJ+np6cFgMGAwGOjs7FxIuJ5KL7mCzwGngJTLFEtC8mQrueLKumXLFoqKihI+LtUGE8WIwu12x205/c7vuugcd1KeZ8AblPnO787w/fdvpSrfkJJEtbi4OGGnWzL8v9eGebrdSkmukWBIz+/HQ+zZUkMo5J0V1seOK1bg9/s5cfIkkkZLjjlMcAAJSbV9ngsPvTnKyeEZCs6q1QanPDzwfD9funZdWu9F0Rk0NjYmVPSZzWbq6+upr69PSV8fi1QccZT9/FIh0v3V4/Hw+uuv8x//8R8MDg6i0+n4xCc+wY4dO9I5ZNJecgBJkuqAdwH3AqnNRmaJwvVEK7AiJx0fH09pwEEqK3kwGOTkyZMUFBSwc+fOWecSkgUdY07K88LDFsx6LW5/iDPjDirzShKbKng8qv9cstrzXDjebyffFDZX1Gm0OH0hTtv8XHRRQ9ywvrCwkPLycjVbr/jQr127lne5nTzVbiHHoMMXDJFr1LG9NvkNvs/mQRPRp63XSfRY05tyo5xHU1NTynPmk+nrk93c4u3lnU4ndrs9bIl9Nrmb6RLdXDCbzVx22WXceeeddHd3c9lll80nb5RqL/m/Al8C0lKCLVu4HgqFaG9vR5KklAccJMuuK0KVxsbGhF5bGimc3fYGZMwG7dnwXFBg1ic8B7vdro5SihxlPB8UmfVYZnzqgABZQGFEVj1ykKGSAFL2twrJN23aRHl5OX9xWSlFOXpe75+mNE/Pxy5eRVFO8pC7qSKXP3RaVZWWPyjYWJX6daOYXsxHsqsgUl8fOaV1YGAAh8ORUF8fCY/HQ1tbm1oyjOeIExnWLyZcLhdFRUVce+21cf+eqJf83nvvTen4kiTdBFiEEK9LknRVOue2LCRXst01NTXU19en1WCS6C6phPyxM8XjHeO6zWX84tVhDLqwWcJl60oSroBKaSqyPRPmn+y57ZJ6/va3HVidfgDqik1cncDYMDIBZLVa6ezspLq6moGBAXp7eyktLeWmDeXcurc2rXM5sKOK9lEHL/ZMIiGxuSqf29+Wmk7ebrfT0dExp+nFfBA7pXUufT2EE10tLS1s27YtKqsdzxEnMomn/D3TpHc6nXNuNefoJQdIpZf8bcDNkiTdCJiAAkmSfimE+LNk57bk4frU1BTt7e3qQIJ0oBxHCMFjJ0d55ER4RPOV9UY25zqThvxCCB7qCnDGOYZBp8EXCPHefbV89KLZNxohBD09PczMzERJVJ9qs/A/x4fwB2XevqGMT1y6Kq3M9JqyXL7/vq20jjjQayX2rCpKmg0fHh5mZGSEvXv3qnvXZGF9JCYcPr73+x66rS5Wl+Zw9zvX8rc3NmFx+AkJQVWBMaXppUpEsXPnzpRmx80XyfT1ubm52O12du7cmbBsFbuXjyX7fIZWzKVPd7vdc07ETYKkveRCiK8CXwU4u5J/MRWCwxI6w8A5v7TYbHeqUEj++44J/vul8PRSt9vNgydm+PKNm5NeeKfGHLRMBKkpNaPVaPGFZJ5sm+DPL6qP6t9TthIGgyFqX//GgJ0HXuyn0KTDZNLxu/YJcg1a/vyi9L7cinwj79iQPIuu3GgULXwkeecK6yNFOJJOz9883M7otBezQcuJoWn+5uE2/vPPdlKZZHpoJMbGxtSmm6XuworU109NTdHW1kZxcTFtbW0J9fWRiJe8m8/Qirmy+AsUw6TSSz5vLBrJI3uvZVnG4/EwNTWl+qXNBxpNuK3xpZ5JDFoJr9uJSa9HozfySu8UV2+aOyE24wmi02lxOpwYDAb0ej3+YAhfUFb3yH6/n+bmZiorK2fdmZuHZ9BKqK4t+SYtr/Xb0yZ5KpBlmVOnTqHVatm+fXtSJ9vIspUiwmlpaWHEEWR4MkC+2YBWK6HX6rG5/AxMeViXooR2cHCQiYkJdu3ateB5YQvB1NQUp0+fZs+ePeoiMR99PcxvaMViGUak0kse8/vnCGfgU8Kif2M+n0/VdW/btm1BpQ5lJTdrBdMOJ1XFuRgMRtxOHwWmuRNOoVCIhmIjOWYzmnADJKN2F9U5MNjbTXl5OTqdjra2NtavX682aUSiKEevOp1AeOBfUen8G2YSQWnKKS4ujusmc2rMwU9fHsThDXLF+lLev7smql01UoQzZHMiTp7A6/MhZBmNVoNf1mBIIUJVZtI5HA527ty5rA0Yk5OTdHV1zdoqzEdfH4l0hlYsoivMomJRSa7YLm/cuJHTp08v+HharRaHw8FGvYvXC/OY9gnw+Sgw6Xj/ntq4z4kMzcrzjfztDU382x96sLkEe9ZUcNeVDeBz0tvby9TUlCpdjPeFXrOxnD+ctjE87QEhYTJo+PgCjR1iodSe6+vr41YI+ifd3PNY2C9Or5X4xatDBEJywmiitiSXG7dW89QpCyEEkizYV61nuLMZm8kUV1sP57QGoVAoaSSx2FC2Icm2CnPp6+FcfTsvLy+tVV4hviLNjiS+grekdn14eDhqwIEiZJlvqC6EwGKxMD09zXWXX8olFwmO99uRgH0NxZTmzf7y400x2VKTzwMf2RGVHR8ctBIKhbjsssvweDyq4WFsg0muUce33rOJNwemCYRkNtfkU56XOa24y+WipaVlztrz6wN2fMEQZbnh96uVJH53akIluSwEvzw2xOPNY2gkiVv31vK5d6xm96pC+ibdrCrO4aqmUjSSFBXWR9apc3NzOXXqFEajkaampmUluMVioa+vL+1cQDx9vdVqpbe3Vy13lZWVzdktGLnKe71ezpw5w5o1a+IOrVipE01hEUmu0Wii1GZKqD0fkisWTcqey2AwUGaAG7ZU4vaH6Bx3MjLtZWNVntrplGyKiZIz6OzsxO/3q4kto9FIUVER69evx+12Y7FY1O61srIyysvLuWTNbBvihUKpxW/dunXOi0Wv0UQnCYUgNyK7/1jzGP9zbIhcg5aQENz/fB/FOXquapptjBFPW9/X14fVaiU3N5fKysoF3ZgXivHxcbWzbiE+AgAGgyHKMiodfb3i6R+5jYvcywcCAVXzsRKxaCRXPkz1hc5KW9PNzCp7+urqakpKSuju7lb/ZnH4uOfRdqbcfmQB6yty+Yd3bwqP6E1isqjse5XZZvEek5OTQ2NjI42NjepK0N3djcfjoaSkRG1SWOiXa7FY6O3tTcku6vJ1pRx6YwSby6+Wve686pzW/4+dNgxajXqz8wVlXuiejEvySCidVkNDQzQ1NZGTkzNrAms62vqFYmRkhJGRkUVJ9sVrQLFarXR0dODz+aL09aFQiBMnTrBu3bqoPI2ygsuyzBe/+EWuvvrqeQ87XGwsanY9EvPpIFMsmjZu3EhpaSlutzvqxvHTl/uZdPkpyQ1rzjvGnPy2eZSD2yvnrH8qEtWGhoaUzSAjVwJFgz06OkpHRwcFBQWUl5dTWlqa9qo3MDDAxMQEu3fvTmm1KsrR828f2MrRVgsOX5BLVhezo64w6u+BkAyEzyMkCwrNyb/meDr02Gx9qtr6hWJoaAiLxcKuXbuWJIpIpK/v6OjA7/dTXV0dN7pSCJ6fn8/3vve9t7YzDKRvAaUMTYi0aIq9UYzYvZjOlr4kSUKngdFp75wtosoEkU2bNmHIycfhDcadlDkXYjXYilFEvH18Iii+8T6fL6WBC5EozjHwkf3xO/Vuu7ieE4PTTLnDOu4is54PJkhKKkimQ5+rZXYuEc58MDAwgM1mY8eOHcuyTVC+26KiIt544w3WrFlDKBSK0tfn5uZSWlrK3/7t36LRaFY0wWEJSZ7qSq6YIU5PT8+yaIo9xrbaQh4/OYpZryEkC4Ihweaq+JlTCO/x+vr62LFjB//vpJUjLV0IYFd9IV+4eq1aK08Hkeqs9evXq00Xsfv4yIF+sizT2tqK2Wxm69atGV0NG0tzuP/D2znWZ0eS4G1rSijJTbxFUuShqerQ5xLhLDSs7+vrY3p6mh07diwraQKBACdOnGD16tVqVBOpr3/wwQe5//77MZvN3HvvvXg8nhWbWYcVFq4rXu0mkynu0ITYVtOP7K9jbNrDsT47AO/eXhl376m4zUxNTbFnzx5e6LHz2+ZxSnL1aCR4Y2CaXx0f4pOXNsx6brpQVr1E+/ji4mL6+/vjim0yhaoCEzdvT74NWagOPZEIJ92wXqnHu1wutm3btqwEDwaDnDhxgoaGhlnts3q9nsrKStxuN1deeSV33HEHTz31FFu3bmXTpk3LdMbJsWJWcsU0YtWqVar5QCxiRyUZdRq+fO06XL4gWo2E2TD77SgDBnQ6nSroOD3uRKtBFZDkGsPzvjON2H382NgYbW1taLVaZmZmsFgs89rHZwJWq5UzZ85kVIc+n7Beidx8Pl/Go5p0oRB81apVcfvjhRDcd9999PT08Itf/AKdTsdll122DGeaHlbEnlxpWlEsmlJB5JjgvARqN0WiWlFRwapV50QrVQVGQrJQs+/eQIiaBBMzMwW32612sxUWFs5rH58pKDr0uayrFopUwvqysjL6+/uRZZnNmzcvK8GVLHpdXV1cvwAhBD/4wQ9oaWnhwQcfXFZ5b7pY0nDd5/PNetzw8DADAwNpNa1EEjzRhaEIS9auXTtrIPx1mys41mfn9LgTjSRRmmvgYxcvTugM4TbYU6c72bBpC0VF4X1vuvv4TGFwcFDNXC/VhRovrJ+YmODYsWMIIairq8PhcCxatj4ZFILX1tbGrbYIIbj//vt55ZVXOHTo0IJr9ksNKcl4l3nPflFEAgrGx8dxOBysWxe2GBJCcPr0aTweD9u2bUvpghNC8OKLL7Jlyxby8vIS7t0U//EtW7YkFJYEZZnOcRchWbC2PHfBQw0SYXR0lF+/0sufxnUIYFN1Pl+9bl1Crb2yj5+YmGB82g2mAjbUV7CqqmxBBIjUoS/3vleZU28wGGhoaMBms2G1WhclW58MCsGrq6upqamJe67/9V//xVNPPcUjjzyyWJHWot7ZlozkNpuNiYkJNm7cGGXRtG7dupQuXkXBZrVaGRkZURNZFRUVUR1HQ0NDjI6Osn379iUTbiQ6376+Pl7rtfLLTplCkx6dRmLSHeDi1cV85br1cz7/2Q4LP/hDL/JZHf371kpcvLp4XvV4RdkXDAaXPSxW1Iu5ubmsXr066lwiw/rJyclFF+EoI7WrqqriEhzg5z//OQ8//DCPPfbYvNqjU8SifiFLnnhzuVycPHkyramkkRJV5UtXRAtKx1FhYaF6U4ntvV5qCCHo6Ag3kWiKahBiSFWgFZh0tI3OneSzOv388A99mHRaDCY93kCIJ4YFN15UxbR9Mq19vJJ4NBqNK4LgLS0tFBYW0tjYOOvvmcrWp3ouSktxIoI/+OCD/OY3v+GJJ55YTIIvOpZ0T+52uzlx4kRSi6ZIKFNMYhVskYKUQCDAm2++qTaktLe3U1FRMac/2GJBmdRSUFDA6tWrmTgzqerkJUnC7Q/RUDL3YMMJpw9JAsPZvnWTXovDGySoy2H9+tKU9/GKiKO4uDguqZYSyrmUlpZGJUHnQmy23mq1qtn6VBpMEkGWZXVoZaJKzuHDh/n5z3/OkSNH5hybdD5gyRgwPj7OzMwMl112WUqhV6pDDpQJnnV1ddTU1Kgthkr3ksFgoKKigvLy8kV3NFEaGWpra9XV4W1ri/ljZyFvDk2jlSSMOg13XrV6zuNUnp2k4gvKGHUaPP4Qep1EWUSnXSr1+L6+PmpqahJeyEsFJSyuqKhI6KmfDHq9nurqaqqrqxckwlFW8LKysoTn8vjjj/PAAw9w5MiRFdsjng4WbU8uhMDv96sOJ4FAAL/fz/79+1N6bioEn5mZoa2tjY0bNyYsvSmdZBMTE0iSRHl5ORUVFRkPv9xuN83NzXENJ2QhODXqxBMIsa4iN6UhBi/1TPIvz5xBlkGvlfjaDevZVV+U9HmhUIjx8XE6OzvRarVqI81y1eOV/EuixFYmoIT1Vqt1zrBe2S4UFxcnjCaefPJJ7rvvPo4cOZK2B+ECcH4m3iBs3Xvy5EnKysqor6/ntdde4+KLL57zOakS3GKx0NPTw/bt21MOp3w+HxMTE1gsFoLBIGVlZVRUVCy4VKXo4ZO1iaYLly+IzRWgLM+QcvY/UoceOYDRZrMteT1ekYfW19ennH/JxGsqhI8M64uKimhvb6eoqIiGhvjKxmeeeYZ7772Xo0ePpjSzPoM4P0kuyzJ/+tOfWLdundrI8fLLL3PppZcmfrE4Y4LjPaa/v5/JyUm2bds275qlcjFYLJaEmfpUoAhatm/fvuzJGUWHnsgfXtnHW61WdR+v3OQyDb/fz4kTJ+acrrLYUML6iYkJRkZGMBqNrFq1Ku5N7rnnnuPrX/86R48eXY7zPT9JDuEQNjJEfOmllxKSPJUxwUroL0kSGzduzFitV8nUWywWZmZmKCwspKKigpKSxBNVIFyuGxsbY8eOHcsukFBMJ1LVoSv7eIvFgtfrzWh/vN/v580332Tt2rVLvSLOghCC1tZW8vLyqKioUG9ySkeZ3W7H5XJxzz33cOTIkeXqCT9/S2g6nW5Or2pIPTwPBAJqwmTVqlUZLQVFZuoj7/5dXV3qxRGZqVf01m63e8l6nudCpA491WjCEQCvoZBNWyvRSWSsP97r9aouKku4p40LIURUTR5Qk5WBQICxsTH+9m//lpMnT3LTTTfR1ta2YJJ/4hOf4IknnqCiooLW1ta45/S5z32Oo0ePkpOTw09/+lN27969oNdMhmUV4KZK8LkkqplGZK02Xqa+vLycyclJjEbjgt1nMwFlwks6OvT/fLGfn7w8iE4jkWPQ8qMPbmPtHP3xFRUVlJWVJd3HK/mADRs2pNyDsFhQCG42m1mzZs2sv+v1eiwWC3a7nePHj6uehAvFbbfdxp133slHP/rRuH9/8skn6erqoquri1dffZVPf/rTvPrqqwt+3bmwqCSP9F5XoOy3UyX45OQkp0+fznhSKxVEmgGuW7dOdaoRQmAymRgcHKS8vHzZ9uKKDj1ywksynBya5mevDKKTJDSSxLQnwJcfaefwX+4DEvfHNzc3AyTcxyvVhU2bNi14XtxCochmTSYTa9eujfuYkydPcuedd/Lwww+zdu1aVW69UFxxxRX09fUl/Ptjjz3GRz/6USRJ4uKLL8Zut6OMSMrICcTBkq7kkWaOyRJsEPb5GhoaYvfu3csqUYVwGNrR0cG6deuorKzE5/NhsVg4depURjP1qSDWDz2dkLrX5kYI0GjD52jQahiye5GFiDsqKV49XhlXpOzj9Xp9WsYTiwkhhOo0m4jgbW1tfOpTn+LQoUMJH7NYGB4ejvIRqKuro7Ozsxa4cEgeDAbV1T1RUksIwZkzZ3C73ezZs2fZ97xOp5PW1taoMNRoNKq+YEqmPlKMMp9MfSqI1KHPp9GkrsiMJKGS2h+SqUxxFlo8n7uBgQGsViulpaXqnLLl+r4UObFer2ft2rVxP/uOjg4++clP8utf/5oNGzYsyznG+/Vivuaih+uR0Gq1TE9PU1pamvDiD4VCtLa2kpOTs+ym/nBuNI8yHjceItVY8TT1qWTqU0EmdOh7VhVyy64aDr8xgqSFHIOObx1M39VEsa92u91cdNFFBIPBee3jMwWlq1Gj0SRseurq6uK2227jl7/8JZs3b16S84pFXV2dOuwBwhUaYGQxX3NRS2jBYFANy2VZVu/8Xq9XDW8jVUmKY2htbe2ySzHhXFJrx44d87pYIzP1k5OTcTP1qULRxBcVFWVEhz445WHKHWBNWQ55xvTv9dPT02rJLlaMtJT1eDgX3QAJ7bX7+vq49dZb+clPfrLo2ey+vj5uuummuNn1I0eO8KMf/YijR4/y6quvctddd3Hs2LHzt04eDAYJBoOzEmzKzKrx8XFcLhelpaXk5eXR19fHxo0bl730AtDf34/NZmP79u1pE3LK7ecnLw8yOOVhc3U+f7a/DpNOo2bqbTZbWpr6QCCgSkNXws1PiW527NiRNOm4mPV4OOd6K8syGzZsiHvMwcFBPvjBD/LAAw+kJKteCG699Vaee+45rFYrlZWV/P3f/73aHXnHHXcghODOO+/kqaeeIicnh5/85Cfs3bv3/CW5olefK8EWCoXo7e1lcHAQg8FAaWkplZWVGbsI0kXknnfTpk1ph9i+YIi7ftPK2LQPk16D2x9i96pCvvGu6AtQWe0UTb1C+FjSKNFNQ0NDXFuipYZiyDEfb7hY0dFC6vFwLncTDAbZuHFj3OtlZGSE97///fzoRz/ibW97W9qvsUQ4f0l+6623AnDgwAGuvvrqWWGdEEJN3Gzfvh2tVqteBNPT0xQWFlJZWUlxcfGSOJko+YC8vDzWrFkzr5tM24iD/++3HRSZzwlnpjxBfvbRXRTlxFfFKZn6iYmJqEy9RqOhubl5ztloS4lUBw+mgsh6vKKrT2cfrwiS/H4/mzZtivtdjY2N8b73vY/vfe97XHXVVQs630XG+UtyWZY5duwYhw4d4tlnn2XdunW85z3v4dprr0Wv1/Pqq69SWload8VU9rMWi4WpqSkKCgrU/exiEF4JiauqqubdDgnQMebkK4+2U2TWIUkSshDY3UF+8fFdSccrK+ehuN/Y7XYqKiqor69flEx9OlAEQTt37lyUlt109/Hd3d14vd6ECUiLxcItt9zCt7/9ba6++uqMn2+Gcf6SPBKyLPPmm29y+PBhnnjiCdxuN+985zv5xje+QVFR0ZzPVe76yn5WSWCVlZVlpFyjjE1as2bNghV1QVnmq4+eomPciU4jEQwJrtlUzl1vn626SgSlq23Lli3qKj8zM0NRUREVFRVpRzZChCfAjs34WF+Ry6aq9ERFirvrzp07l0Sj7/f71a1MvH28UqrcsmVLXILbbDbe+9738g//8A/ccMMNi36+GcCFQXIFVquV66+/nj/7sz9jcnJS7fo5cOAA73rXu5KGpYrUdHx8HJvNhtlsVvez83GBUXrSE3VuzQeeQIjfNo8xZPeysTKP6zZXqB7vyWCz2ejq6pqV1IqNbFLN1AshuPepLp5ut6i/+/w71nDLrtR6u0dGRhgdHWXHjh3LYkMcu4+XJEn10I93PlNTU9xyyy3cc8893HzzzUt+vvPEhUVyZS8V6dra0dGhrvCFhYXcfPPNvPvd76asbG6HUiEELpeL8fFxrFYrBoOByspKVYWVDEpjRzo96YsJpWSXLCSO1NQny9SfGnPwl/9zEp0mnPgMyQJZCJ656xJ1jlwiKIMHl2suWSx6enqYmpoiPz9f7R+I3MfPzMxwyy23cPfdd3PLLbcs9+mmgwuL5HO+2NkbwOHDh3n88ccxmUy8+93v5sCBA1RWVibdk7pcLjWBpdPp1As/XiJneHiYkZERduzYsei2UKlgaGiI8fHxea2Yc2XqX+qe5J7HT0Up2gIhmYc/tY/yvMQJLmXwoJIQXW709fUxMzPD1q1b1a2K8r6Hhob48pe/jCzLfOxjH+Puu+/OyGs+9dRTfO5znyMUCnH77bfzla98Jervzz33HAcOHFA73N773vfy9a9/fT4v9dYhedQLnzWHeOihh3j00UcBePe7383Bgwepra1NSniPx4PFYsFisagXfkVFBUajkZ6eHpxOJ1u3bl32C1ixblYu4IWej9frVQkfDAbR5hZz99PjhM7aSHmDMlUFJg7/xd6EWwhl8OBy+7Mr6O/vx263Jzwfl8vFrbfeGjbOnJigtLSU//qv/1rQa4ZCIZqamnjmmWeoq6tj3759PPjgg1FKueeee4777ruPJ554YkGvxVuV5JEQQjAyMsJDDz3EI488gs/n46abbuLAgQM0NjYmJbySvFLEN2azmS1btiz7JMqF1uSTQcnU/+nUMPe/4cQZgNWlZu573zZWxXGMjRw8uGXLlhVB8IGBASYnJ9m+fXvc8/F4PHzoQx/igx/8ILfffjtwrtNxIXj55Zf5xje+wdNPPw3AN7/5TQC++tWvqo/JknyRIITAYrHwyCOP8PDDD2O327nxxhs5ePAg69evT/jlBoNBWlpayM/Px2QyYbFYCAQCqrHjUrtyKjp0g8GgnncgJCNJoFsEcoVCIcYnrEzZrHEz9YqwxO/3L7s/u4LBwUF1yxCP4D6fjw9/+MO8+93v5tOf/nRGz/nw4cM89dRT/Od//icAv/jFL3j11Vf50Y9+pD7mueee45ZbblGdgu+77z62bNkyn5c7f51hFgOSJFFZWckdd9zBHXfcgc1m49FHH+Wee+7BYrFw3XXX8Z73vCdKIKGoxurr61Xnj7q6OgKBABMTE5w5c0bV01dWVpKXl3jGeSYQq0P3h2S+9+wZnuu0IUnwvt3VfOKSzLvf1FRVUlNVGZWp7+zsJC8vj2AwiMFgWDEEHxoawmq1JpxV7vf7+ehHP8r111+fcYJD/G6x2NfYvXs3/f395OXlcfToUQ4ePEhXV1dGzyMTOO9W8rlgt9t5/PHHefjhh+nv7+eaa65hx44dPPfcc/zd3/3dnOW5YDCoaqzdbjelpaVUVFRQUFCQ0QtIsbGqrKxURTf//VI/v3l9lAKzDiHA4Q3yhavXcM2mxTcUVGyKvV4vQgg1Y70UPvWJMDw8rCYh4+UoAoEAH//4x7nkkkv44he/uCg3pVTC9Vg0Njby2muvzcfXLhuuzwczMzN8//vf5wc/+AFNTU1ccsklHDx4kN27dyfda4ZCIWw2GxaLBYfDofaHL1RPrziYxurQ/+rXzQzZvZjPlrRmPAHe3lTG31ybGbeSRFAcVBSDBUmSojL1Go1G9b5bKvebkZER1RwzHsGDwSB/8Rd/wbZt2/ja1762aFFHMBikqamJ3//+99TW1rJv3z5+9atfRYXjY2NjatXn2LFjvO9976O/v38+55QN1+eD3Nxc2tvbOXnyJCUlJRw9epT777+flpYWrrrqKg4cOMBFF10U90LSarVqNl5pkR0ZGaGjo2PeqjPF/yze8IXKfCM9VrdK8pCAioLF7cOOHDwY6YEW6QSjZOqXyv1GEd4kcrsJhUJ85jOfYcOGDYtKcAibkP7oRz/iuuuuIxQK8YlPfIItW7Zw//33A+GOssOHD/PjH/8YnU6H2Wzm17/+9YrY6sTigl3JE8Hr9fLMM89w6NAh3njjDS677DIOHjzIpZdemrQ+rexlx8fHsdvtKevpk/mhj0x7uftQKw5fCIGgtsjM99+3ZV593qkg2eDBeIj1qVemlGRKUz86OsrIyEhCgsuyzOc+9znKysr45je/uSIy/xlENlxfLPj9fv73f/+Xw4cP88orr3DRRRdx8OBBrrjiiqSKOUVPPz4+rhpCVFZWzmqbVHTo27ZtmzODP+MN0Dw0g06rYWddQVI12nwxn8GD8Y6hjKJeiKZewdjYGENDQwmlqrIs88UvfhGz2cx3v/vdC43gkCX50iAYDPLHP/6RQ4cO8cILL7B7924OHjzI29/+9qStj0IIZmZmVJmp2WymsrISjUZDT09PSuYKS4FMDB6MRSJNfarNQ+Pj42rzSyKC33PPPYRCIX74wx9eiASHLMmXHqFQiBdeeIGHHnqIP/zhD2zdupWDBw9y9dVXJyWrEAKn00lPTw82m42ioiKqqqpS1tMvFpZi8GCspj5SWx4vU2+xWOjv72fXrl0JCf6Nb3wDu93OAw88cKESHLIkX17Isswrr7zCQw89xDPPPENTUxMHDx7k2muvTRh+R+rQIw0hFD19RUXFkpanlmPwIJzrJbBarbMy9QrBE7WvCiG49957GRoa4ic/+cmyy48XGVmSrxTIsswbb7yhqqEaGxu5+eabueGGGygsLESWZdUPfdu2bbMuTI/Hw/j4eFR5qqKiIm0bpXSwEgYPwjlNveL1FgqF2L59e9zEnRCCf/mXf6Gzs5Of//zny9LiusQ4f0h+6NAhvvGNb3Dq1CmOHTvG3r174z4uWXfP+QBZlmltbeXQoUNqT7wkSezevZuvfOUrSUNLr9errvCyLFNeXk5lZWVG9+4rafCgAsVCqqamhsnJyVmZeoAf/OAHvPHGG/zqV7/KyBYn2fW2HPPJYnD+kPzUqVNoNBo+9alPcd9998UleSrdPecbAoEAH/jAB7DZbHi9XoqKijhw4AA33XRTSk4zfr9f7ZgLBoPqCr+QBpqVNHhQgc1mo7u7O6pfPlJ49L3vfY/x8XG8Xi/PPvtsRhqIUrnejh49yg9/+EPVJvlzn/vcos8ni8GikjyjmYxNmzYlnUpx7Ngx1q1bx5o1azAYDHzoQx/isccey+RpLDnsdjvXXHMNf/rTn3j11Vf593//d2ZmZrj11lu56aabeOCBBxgbG0s44dVgMFBXV8fu3bvZtWsXRqORrq4uXnnlFbq7u3E4HEmnw0bC4/Fw4sSJFWMACWGCK5NXI/MRivBoy5YtXHTRRQDs2rWLSy65ZM6ZYqkilest3nyy0dFFm1q05FjyzU68WVBLfNfMOMrLy/nMZz4DhJsY1q9fz1e/+lW+8pWvqD3xH/3oR9FoNGpPfE1NTVwRiV6vV0cRKXr6np4eNaxNpqdfSYMHFUxOTnLmzJk5XV5/8Ytf8OSTT3L06FHMZnNaN7W5kMr1Fu8xw8PDyzWrPONIm+RXX301Y2Njs35/7733cuDAgaTPT6W750KBJEk0NjbyhS98gbvvvlvtif+Lv/gL/H5/0p54nU5HVVUVVVVValg7MDCA0+mkpKSEysrKqMSVy+Wiubl5RQweVDA5OUlXV9eclla/+tWvOHToEL/97W/VnESmrolUrrcL/ZpMm+TPPvvsgl4w3iyoxarbriRIkkRtbS133XUXn/3sZxkfH+eRRx7h85//PDMzM9x4440cOHAgYU98rJ7eZrOp89aKioooKCigv7+f7du3L3lvfCJMTU3R2dmpbkHi4fDhw/ziF7/gyJEji+Kzl8r1dqFfk0uuLti3bx9dXV309vbi9/v59a9/fT65amYEkiRRVVXFpz/9aZ555hmOHDlCbW0tX/3qV7nyyiv55je/SXt7e8KQVSm/KfvYvLw8Ojs7Vcssq9WKLMtL/K6iYbfbOX36NDt37kxI8Mcee4wHHniAxx9/fNFuTKlcbzfffDM///nPEULwyiuvUFhYeMGE6pDh7PojjzzCZz/7WSYmJigqKmLnzp08/fTTjIyMcPvtt3P06FEgnM38/Oc/r3b3fO1rX1vAW7iwMDU1pfbEDwwMcO2113Lw4MGE/maRgwfNZrMqMZ2cnCQ/P19toFlKMYlyTnONUjp69Cjf/e53OXLkyKInB+Ndb5HdZAnmky3qOcXg/CmhZZFZzMzM8MQTT/Dwww/T1dXFO9/5zqie+PHxcXp7e+Nq4yP19FarldzcXFViupjiEoXgc+n1n3nmGf75n/+ZI0eOrJj6/TIjS/JYTE5O8sEPfpC+vj4aGxv5zW9+Q3Fx8azHNTY2kp+fj1arRafT8dprry3D2WYGLpeLJ598ksOHD9PW1saWLVvo7u7m6NGjSevJip5e8ac3mUyq+0sm9fQzMzO0t7fPSfDnnnuOr3/966qAKAsgS/LZ+NKXvkRJSQlf+cpX+Na3vsXU1BTf/va3Zz1uAXY8KxqPPvooX/rSl9izZw8tLS1p9cQDUQMpMqWndzgctLW1zUnw559/nnvuuYcnnnjigtrzZgBZksdiw4YNPPfcc1RXVzM6OspVV13F6dOnZz3uQiX5//2//5f3vve9lJaW4vf7+f3vf8+hQ4c4duwYF198MQcPHuTyyy9PaZV2u92qvFaj0agrfDp6eofDQWtrKzt27EiYIX/llVf4whe+wG9/+9uMtbleQMiSPBZFRUXY7Xb15+LiYqampmY9bvXq1RQXFyNJEp/61Kf4y7/8yyU8y6VHIBDgj3/8I4cPH+aFF15gz549HDhwIKWeeDinp7dYLAgh1BV+Lj294nqzffv2hNuG1157jbvuuovHHnuMhoaGeb+/CxhvTZLPJbr52Mc+lhLJR0ZGqKmpwWKxcM011/DDH/6QK664YjFPe8UgFArx/PPPqz3x27dvV+fEp9IE4/P51K6xRHr6VAh+4sQJPv3pT/PII49EecllEYW3JsnnQqrheiS+8Y1vkJeXxxe/+MUlOsuVg1AopPbEP/vsszQ1Nalz4lNpAlH86cfHx/H7/ZSVlZGfn68Oi0xU425tbeX222/n8OHDNDU1ZfptXUjIkjwWf/M3f0NpaamaeJucnOQ73/lO1GNcLheyLJOfn4/L5eKaa67h61//Otdff/0ynfXKgCzLvP766xw+fJinn36axsZGDhw4wA033JCSFDYYDDI0NERPTw8mk0ltkc3Pz49S6p06dYqPf/zj/PrXvz6vOwyXCFmSx8Jms/GBD3yAgYEBVq1axaFDhygpKYkS3fT09PCe97wHCF+YH/7wh7Oimxgorq1KT3x1dbU6Jz5eSRLCibqTJ0+ydetWcnJyVAdXRU8/MzNDfn4+t912G7/85S/Zvn17xs/7AiyhZkmexeJDGbRw+PBhjhw5QnFxMTfffHNUT3wkwfPz86OeL8syVquVu+66ixdffJGrr76aO+64gyuvvDLj3mwXYAl1cbthhBBz/XvL4sknnxRNTU1i7dq14pvf/Oasv8uyLD772c+KtWvXim3btonXX399Gc5ycSDLsjh9+rS49957xcUXXyze/va3i7/7u78Tl112mRgeHhYulyvuv1OnTont27eLF198UTzzzDPii1/8ogiFQhk/v6amJjEyMiKEEGJkZEQ0NTXFfVxDQ4OYmJjI+OsvApLxcEH/siSPg2AwKNasWSO6u7uFz+cT27dvF21tbVGPOXLkiLj++uuFLMvi5ZdfFvv371+ms11cyLIsnn/+eVFbWysuv/xycfnll4vvfOc7orOzUzidTpXgnZ2dYufOneKFF15Y9HMqLCyM+rmoqCju4xobG8WuXbvE7t27xX/8x38s+nktAItK8gveIW8+iHQTAVQ3kcgEUiI3kQtNySVJEi+++CKPPPIIe/fuZXh4mIceeojbb7+dQCDAu9/9bi699FL++q//mu9///u87W1vy8jrzlVCTRUvvvhiVAl148aNb5kSaiSyJI+DrJtINL785S+r/19XV8fnPvc57rrrLsbHx3n44Ye57bbb+Kd/+ieuuuqqjL3mXL4FlZWV6g11dHQ0oQZe6QmvqKjgPe95D8eOHXtLkvyCdatfCETWTSQplJ74z3zmM/T29vKRj3xkyV775ptv5mc/+xkAP/vZz+I6ErlcLhwOh/r/v/vd79i6deuSneNKQpbkcZB1E1nZ+MpXvsIzzzzD+vXreeaZZ1SL5ZGREW688UYgPH7psssuY8eOHezfv593vetdb12NRJJN+1sSgUBArF69WvT09KiJt9bW1qjHPPHEE1GJt3379i3T2WZxASCbeFtqpDKb+sYbb+To0aOsW7dOdRPJIouViKwYJosslh/nz3CFLOaHp556ig0bNrBu3Tq+9a1vzfr7c889R2FhITt37mTnzp38wz/8wzKcZRbnK7Lh+jIjFArxV3/1V1FjfG6++eZZTR2XX345TzzxxDKdZRbnM7Ir+TLjQhwblcXKQpbky4xEoppYvPzyy+zYsYMbbriBtra2pTzFLM5zZEm+zIiX+IwV1ezevZv+/n5OnjzJZz/7WQ4ePLhEZ7d4OHToEFu2bEGj0czZAposX5FFcmRJvsxIRVRTUFCguq/ceOONBAIBrFbrkp5nprF161YefvjhOWWmSr7iySefpL29nQcffJD29vYlPMsLA1mSLzNSGeMTOfb42LFjyLJMaWnpcpxuxvBWHXO9HMhm15cZqQhvDh8+zI9//GN0Oh1ms5lf//rXbwmd/IU45no5kEwMk0UW84YkSc8CVXH+9DUhxGNnH/Mc8EUhxKyNuSRJ7weuE0LcfvbnPwf2CyE+u3hnfeEhu5K/BSFJ0n8DNwEWIcSs1iwpHCb8G3Aj4AZuE0K8ke7rCCGuXuCpDgH1ET/XASMLPOZbDtk9+VsTPwXmasm6AVh/9t9fAj9egnOKh+PAekmSVkuSZAA+BDy+TOdy3iJL8rcghBB/AibneMgB4OdnO6ReAYokScqoG4YkSe+RJGkIuAQ4IknS02d/XyNJ0tGz5xkE7gSeBk4BvxFCZEUCaSIbrmcRD7XAYMTPQ2d/N5qpFxBCPAI8Euf3I4S3CcrPR4GjmXrdtyKyK3kW8RAvdZ/N0J6nyJI8i3jIJrwuIGRJnkU8PA58VArjYmBaCJGxUD2LpUV2T/4WhCRJDwJXAWVnk19/B+gBhBD3E94D3wicIVxC+/jynGkWmUBWDJNFFhc4suF6Fllc4MiSPIssLnBkSZ5FFhc4siTPIosLHFmSZ5HFBY4sybPI4gJHluRZZHGBI0vyLLK4wPH/A4UcH9ICz+wIAAAAAElFTkSuQmCC" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 30, + "source": [ + "#ノードが存在する範囲?の設定 テクニックドリルを参照(詳しくは)\n", + "#潜在空間を離散化する(潜在変数にK個の座標を配置する). \n", + "A = np.linspace(-1,1,nodes)\n", + "B = np.linspace(-1,1,nodes)\n", + "XX, YY = np.meshgrid(A,B)\n", + "xx = XX.reshape(-1)\n", + "yy = YY.reshape(-1)\n", + "M = np.concatenate([xx[:, None], yy[:, None]], axis=1) #変数表でいうζkに該当する\n", + "\n", + "print(\"M\",M.shape)\n", + "plt.scatter(M[:, 0], M[:, 1], alpha=0.4)" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "M (100, 2)\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 30 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/svg+xml": "\n\n\n \n \n \n \n 2021-08-23T03:16:30.002060\n image/svg+xml\n \n \n Matplotlib v3.4.2, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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+ }, + "metadata": { + "needs_background": "light" + } + } + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 31, + "source": [ + "#近傍半径を減少させるスケージュリーングの設定、ς関数の描画\n", + "def estimate_sigma(T, t, sigma_max, sigma_min):\n", + " #パワーポイントの式を参照\n", + " #sigma = ((sigma_min - sigma_max) / T) * t + sigma_max\n", + " sigma = max(sigma_min,(sigma_min-sigma_max)*(t/tau)+sigma_max,)\n", + " return sigma" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 32, + "source": [ + "#潜在変数を乱数で初期化\n", + "Z = np.random.rand(N,L)\n", + "\n", + "#データの距離\n", + "def distance_function(A,B):\n", + " distance= np.sum((A[:, None, :]-B[None, :, :])**2, axis=2)\n", + " return distance\n", + "Distance = distance_function(M,Z)\n", + "Distance.shape" + ], + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(100, 100)" + ] + }, + "metadata": {}, + "execution_count": 32 + } + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 33, + "source": [ + "def Reference_vector(t, T, Z, M, X, sigam):\n", + " #R_knの式\n", + " R_kn = np.exp((-1/(2*sigma**2))*distance_function(M,Z))\n", + " #print(R_kn.shape)\n", + " #g_kの式 K次元のベクトル このオプションで潰れるのを防ぐ\n", + " g_k = np.sum(R_kn, axis=1,keepdims=True)\n", + " #print(g_k.shape)\n", + " #y_kの式 エラー出る、ヒント:行列積、シェイプを意識しよう\n", + " H = R_kn/g_k\n", + " Y = H @ X\n", + " #print(Y.shape)\n", + " #y_k = (1/g_k)*np.sum()\n", + " #print(sigma)\n", + " return Y" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 34, + "source": [ + "#潜在変数の推定\n", + "def estimate_Z(X, Y):\n", + " Distance = np.sum((X[None, :, :] - Y[:, None, :])**2,axis=2)\n", + " k_star = np.argmin(Distance, axis=0)\n", + " Z = M[k_star, :]\n", + " return Z" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 35, + "source": [ + "#以下図をanimationで見るためのコードを書く\n", + "\n", + "#シェイプのTの部分でanimationを行う\n", + "history_Z =np.zeros((T, N, L))\n", + "history_y =np.zeros((T, K, D))\n", + "\n", + "for t in range(T):\n", + " sigma = estimate_sigma(T, t, sigma_max, sigma_min)\n", + " Y = Reference_vector(t, T, Z, M, X, sigma)\n", + " Z = estimate_Z(X, Y)\n", + " history_y[t] = Y\n", + " history_Z[t] = Z\n", + "f = history_y.reshape(T, nodes, nodes, D)" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 36, + "source": [ + "fig = plt.figure(figsize=(10, 5))\n", + "ax_observable = fig.add_subplot(122, projection='3d')\n", + "ax_latent = fig.add_subplot(121)\n", + "#%matplotlib nbagg\n", + "\n", + "def update(i, M, z, f, x):\n", + " plt.cla()\n", + " ax_latent.cla()\n", + " ax_observable.cla()\n", + "\n", + " fig.suptitle(f\"epoch: {i}\")\n", + " \n", + " ax_latent.scatter(M[:, 0], M[:, 1], s=30, alpha=0.5)\n", + " ax_latent.scatter(z[i, :, 0], z[i, :, 1], s=50, edgecolors=\"k\", c=x[:, 0])\n", + " ax_observable.scatter(x[:, 0], x[:, 1],x[:, 2], c=x[:, 0], s=50, 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" 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