diff --git "a/dev/encoding/vqgan-jax-encoding-streaming.ipynb" "b/dev/encoding/vqgan-jax-encoding-streaming.ipynb" --- "a/dev/encoding/vqgan-jax-encoding-streaming.ipynb" +++ "b/dev/encoding/vqgan-jax-encoding-streaming.ipynb" @@ -5,7 +5,7 @@ "id": "d0b72877", "metadata": {}, "source": [ - "# VQGAN JAX Encoding for 🤗 Datasets" + "# VQGAN JAX Encoding for 🤗 Datasets in streaming mode" ] }, { @@ -13,14 +13,14 @@ "id": "ba7b31e6", "metadata": {}, "source": [ - "This notebook shows how to pre-encode images to token sequences using JAX, VQGAN and 🤗 Datasets (in streaming or normal modes).\n", + "This notebook shows how to pre-encode images to token sequences using JAX, VQGAN and 🤗 Datasets in streaming mode.\n", "\n", "This example uses our YFCC100M dataset, but it should be easy to adapt to any other image/caption dataset in the huggingface hub." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "3b59489e", "metadata": {}, "outputs": [], @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "d45a289e", "metadata": {}, "outputs": [], @@ -63,7 +63,7 @@ }, { "cell_type": "markdown", - "id": "509146f7", + "id": "f26e4f18", "metadata": {}, "source": [ "We'll use the `validation` set for testing. Adjust accordingly." @@ -71,25 +71,17 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "28893c3e", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using custom data configuration default\n" - ] - } - ], + "outputs": [], "source": [ "dataset = load_dataset('dalle-mini/YFCC100M_OpenAI_subset', use_auth_token=True, streaming=True, split='validation')" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "33861477", "metadata": {}, "outputs": [], @@ -102,13 +94,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "6e7b71c4", "metadata": {}, "outputs": [], "source": [ "batch_size = 128 # Per device\n", - "num_workers = 16" + "num_workers = 16 # Unused in streaming mode" ] }, { @@ -132,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "6c8c8626", + "id": "0fdf1851", "metadata": {}, "source": [ "This helper function is used to decode images from the bytes retrieved in `streaming` mode." @@ -140,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "5bbca804", "metadata": {}, "outputs": [], @@ -155,7 +147,7 @@ }, { "cell_type": "markdown", - "id": "e89f4fb7", + "id": "b435290b", "metadata": {}, "source": [ "Image processing" @@ -163,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "7e73dfa3", "metadata": {}, "outputs": [], @@ -184,7 +176,7 @@ }, { "cell_type": "markdown", - "id": "287a2dd1", + "id": "1e3ac8de", "metadata": {}, "source": [ "Caption preparation" @@ -192,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "aadb4d23", "metadata": {}, "outputs": [], @@ -216,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "2566ff68", "metadata": {}, "outputs": [], @@ -234,12 +226,12 @@ "id": "e519e475", "metadata": {}, "source": [ - "Unlike when using non-streaming datasets, the following operation completes immediately in streaming mode. Samples will be processed as needed. We use a `batch_size` of the same size as the processing size to read as many items we'll consume in a dataloader step. We could use a different size, this way we do a retrieval per batch." + "Unlike when using non-streaming datasets, the following operation completes immediately in streaming mode. In streaming mode, `num_proc` is not supported." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "10d7750e", "metadata": {}, "outputs": [], @@ -249,19 +241,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "a8595539", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 5.85 s, sys: 1.23 s, total: 7.08 s\n", - "Wall time: 21.8 s\n" - ] - } - ], + "outputs": [], "source": [ "%%time\n", "item = next(iter(prepared_dataset))" @@ -269,8 +252,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "id": "da3d155a", + "execution_count": null, + "id": "04a6eeb4", "metadata": {}, "outputs": [], "source": [ @@ -279,43 +262,20 @@ }, { "cell_type": "code", - "execution_count": 17, - "id": "84f5805d", + "execution_count": null, + "id": "40d3115f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([256, 256, 3])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "item['image'].shape" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "08b124a8", + "execution_count": null, + "id": "dd844e1c", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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LQZRU0CtzdlsnnqTCsgqkFiBVpSpHZMxE8Z4bHVkNAdZME/5pB9xX8Uyh5yq6t5yPZTZj2+zKYfYlZtSPB1hS927DLHn1wP59XpIoJvxIDQEFvNczYKG3Fpk+aviYWRPu8CiPLtuP7qqFx6cCeCKwx0tApUCBLMy9e2+/1h2U9fDMiPAqVJaIqRbq3owCUSkiXukepqBqjvDwiRRHZUZIgSImgkL4qEpVbdZAgLK09tPzc6d8NNtikAz38JiNpDYreVUTAvQRJETomUYuzb48Pa1rv12vxMwFqYVuuvQuIjEcmc+Xswh706ZqrYFFOnL72LZnnju5V+a+iRgqDCWqvWlT7tvIyKbiikoUS9uRNoiPSG/z4rSNcfN9P6+L9jVB3z1j3PZbFM7nJYMAPKmpTRvpSZBS5FBsQRNZup1619Y+tu397fvSF4q570uzjCywIIlU0a4WVUgvD88kpKve9p2sLhQKIhkBAY6aIikkNVhSxwaYoVBUK5P151CfwFHmUYjPQfOBh85FduQq/1Jncy7oSE5Gxo9dc6CumXcuBogHdeIHWeMeWSoTpWwEPWJuwDtQX4+i5gj5c6/f4aZ5nVZSSjmi570jfRxgqOO7MckXiQKFQqnExAK6tt6Xpa1bjYwiqSpjH01FIayZBVFKmsDMCuUVVTnBBJBZEemkRHhVZWGCZNKEZIzorY9t24eL8Ny7mnpGZIzhJrYsi5KIyBKWmAkLRDXTqvB9D7McVJHMzHClGLFvHxV719asmdmqSuHajZVCbmMLqb52UxWUkE0lMpuqNsUddsl0lPnYVFEZwiL14+P6Ol4BmJqZLmJNW0G6Se9tH1GiSfE9M70Sqtasbe6VaNlErLeeIxdtSUlU7mNdugqXZirCSiOa4OXl9PL88vb26iPa0/J+3d/9NotfNWsqsSfKATY1tVaVt3GbFXIigVKZfATce8EhkCwUUsTG8Jl8e+SE3UDkDH7z8U38oe458SwjZ9KaWTPDuedJR/o8C/J7z7mQQIlMOPUHNMlJzakSkaya+f1E/efvnZ0rFVNhRMjsityznhxHL06FoFTmkdjJHXOk3GtlGgyZXkkp1dmmeTQjChMUImgigVk9CKsYpWoqLREM2T9GGmni+5hXb4RUZISIMaHQINJ9El6SaWpVhaxRGZzZEwWYBZqn+zaE0JJw37eNWc3kzK6twWpZ133fMKrKWaLF/XbziK9fvyJy3/cm2ZuZCsNjKxgVtS6LkRWpKmvvXbskmFCpU1+WpkJRrdOizlrW1Vb4dSdAlCCNGp7FolClRKyws3ZlOy9LRAJNVt1028ZWLIp2gTED3tdzj9V4o9nwMZRk++nyYv302x/f9vRtH+GpZii0fuq9RyWFUeWJ3uzp+Xw5nXyEvH3IL7+0bufzqsT1ervt3pvtXfzDxaSkdNFLW8t9hItYFM6npZlGRgnDGIMTfqSwUIioDFFxYkKpiehUAKKS7gANmhPJlRRRgpjLbv7AEWuRRyitps3DPbOpMo+1JNTZ1FcRUcmMedxkBICZvkcEQG0NqIqRKKpRtKoO7kfN3oQSopCKLN6Lk0JLjcxEUVCsKMiDXTKR5zvhj0JbzPZ9uIeKQCQ/sT4AZAGZRQpFRYl7uXz/vFHVhF6RjtY7yYwwVW12HEQECM8EkajIyKN2kayabXabJZEIinqka5hH69LN941Vl/PJVKr8en2nCeVIc/dtZ1/M+peXlxgjt81ELr2LhgmbCCoZA3uYyrqsJ1ukIzrOy9pVMaIyzaw3672ZiCpKcq+szGatndaxDyDNbF3Pm29Amdks1/falgmuk6f1BGjVmsgorwKyrIisPQakuQMIz4r0p/VUwm9vH6//+Y+CBKFC613EqnA+9fPTE4j/9v/9v5H5/OVlXftPX7/89a9/uV63f/ztHz7OmaOporWM+Hi/Xt/ftbiu3Zo+vzx7DqaQLSNFrSK2fSdKhNYbZbFtu25jUoApAuqIo4umqolaW4vhrTWobBmP6lhU20yDs44q8c/50YMplJnAAYbiXtQ+FsU9pTkYGY8u2NwOVZPndGQ+rAIoIhAxoRbrQNN/4OgkG6UAj2EipTLpxskf7bkHDHn8NWEZaSJsmlme8Wit/YBNM4UwmalYzG6FqkIkSQj7ugj19fou7vMTCumZNulxx6aBmc7SobeGKvfIDE48VFXIbmai123LqtZUrWdFVxPgvPSXyyVibGOrPYEqd6nsrYsa9sHKs6k17a211sPdDBUupCpu7++m2lq7tN67gcBqa29GQhIpfVnX3giosDUVK1aEe1NZT6dt29/f30kRkfN6EkCICq/I3ntWjcyoaCYKO9p60gG6l1alh4Z4wlTM1m/fvy0mGbWPYKRv47aPUJ7OT0oBsJ7Wy/O6rP3799eI8fPXn798eU7W6by8Xl///f/7d9/ip5fndLx/+2NEiGg3bUBEqWZGPj+d1C6//fHbcBdSUBlZmZmDFGXrS5vImbu7e3lMGjDuZMdZuGxVYAWqLQuqRs4AX7NnMPvNj1h4TxwOpnXMlaMiNNZRCj/AxrkZHj/EH+25YwuB8vizCLMAYi48NZ2lZyVYSdxTqvt/B5+ZAiJQ4043vdcjf6JOGCIx4SEe3FMe2dS9P0VkIdJRVUjee4BiArCyWuuttfft6pFddeZ5kfMkOVpjZk2buUd6IkqqZioEID28UsmgVJYKtWQxs2Y+kqjeWm8G5Nh3j2GtEWlCYbOSqsioVWmZqqx9q8zzsl7OXaSQmeEnclFt1vq6yAQ3hEbR8qpQ08v53E0z3USWtc1dUWarWdc2k+qqcs/z6aRA7mOCWEQl0VrbA0qs1tUEihE+IlSrlczotqru24Dk8/N5QgN///tvjHo5X9aetdjwrKjTeb1cngvj/f39/eP9119/fX56aibX/bZtV6V+f/22vW8vz+e12/Xb2Lbbcr6c1jUveX27vcZG0Yj9688/e27/uH1rrWVBwct63vyamTPHFaK1JsLM3Pe9UFQVFVZ6pJCIWta+jT0rTTSysg7AMqOEooCAifwE/BwssHkITFI3hRXFOyFnMgAofIBCj34WHlgNRSieVRVmP0DYCUm5OwuTM3KkOTPDr5z8t6YWlTXZrEd5QtQUveBPCgHSWFLHzimCDB68tAPIUWRW5YiSqcOomkqWufM8c4wBcmktwkUgnaiKKPdRWaKmXQFGZo1EMisjUmS+WxYwxpigl5CnpU/+UWaCSlSl77fEvhWiNapAIKxSwqSU2i+nhXJu0tcuhYyQ8hjs58VjROyXp/XcFqKW3kR1D0czhrOorZ3W07KYiUZUt5mI1akvEzGsQDc7n08At30oUimZUaWtL1GxxSgVawJSG8P3sbuKrK1lYJ7rilZEpC9p67Ls+7597F8u52atxHRZPsb42LcqaWJIp5WRX14up/N5eLx9fHxsb+/+2k69tLLq++ubXp4uX77Irc+ItitvDJVqXTLG9eOqAaMUMDKIVFGlUFmZY9uLEOSIoQIRDE+hCqhATJRaYNIq3UTSK3ymDpWVQnaTiaMjIbMQuC+qz5oNFioKj6xDKD+kCIjKO+MIFDkwm6MnG5UEJR8c6YNFVlWlwtnsBhFZKAgJyKzADxRqNnYn0DUpGHG02+7tbxCwKupstkehUia4hOOaOTtZFEgVGURlIZNm+z6qiqh0p1k3GxURAzwQhixQNXJG+4zhiJz6hUBl1JTdqKiq9aZ97oFCzc2tbelLXq9StazaFEKpxsrs1gQigtPSWpl5rppLIyXMWhXNVMVQaV2fv/xkjYtYpzZIAc1adRt7CJqwRO/UmQkGVpnK0rqITXZfJXx3r0ig0q31vrYgjSKq29Wzsq2dZDHa2iykIhT0rEBIMySK0U89Ro4RpJyWzoyopOnbx+uevvQeVfDdRG63jwJ6PzEyxiiR8/Pp5tf39zf3sNYpGiICS9zCR4cIqq3Whme5qMTuuWejXseWEUSxcmltn/yizHVdVHSMkSKt9chRlZUupPKI0vu2ZQZEVM6pzAwRypHAJyminMfLlLEl78yFR5VJEQB69KEmqTuPs+L4lgedrgA+/vlA/yVy/7GGH7UEslDArKcrq+zQ5SBREQN3Ml+gDm7PHeSsqppwFsCqH2Q4EZlHxZS0VUbVvPx7Wwp5YFUAUHb0yKgJjJwA8r1jh5oQMiQ8piJkXjs+VdjHB61qTfvBnS1WCAFhIw3Vzn3crrFHXxpZuZdZW5strS+tPZ1Oiy4apbX3rjRF1Ww2q2mEm0lfeubYtt36wjbrcw1W1/Nkb7PkAUoUahI4wn1ZlyRGBoRd29pO1hrSmWUU9PRtT60l0jNMu6iaqKoic7vdJsnHhCVMVrdeiHf/qBgvT08TXnjbrtvHxipFCMLT9zGKlp5TaJcRr398Xy8vy9K2/ep73t42g13O5//j//w///G3v//x7R9AQVWaGeps8vvb6x+/f//LL4tqS15HDL+z9wGwSkhrzayZ2nk9v39cQW2tRvhk46hSoBRR2nDPSiH0Doof4bgqwgGoMKM48aRZGkyQ9Hi6OXVr82QQO2qDI7nnIa6asClVcOfLTXbfJCAd8fxHqc3Zn0PlLI9TxCukAlnIUtbkRLGYB4jzYxkfJOrHCYDjomdpgiyvYBFVCUh96ifPBA8CFkXU1KJ8kjciY4R7OJCiB5n8gFthlYma8oU8Vv2nQiTSKTWVpKowkKAAGqnlhX01Pp2W89JFySYmamqmaiIN6BRtWGTRBpqk5+x3Xi5LVbtt2/v7q5k28OP63oTL2gPVTYXt+nEldV1W601JVAlrthBJE1CFYkJRqhTg7ktriWSx996133x7OrcJkGcVCXgBPC1nH56BZV22sUMoJu61tJY+Tots+6DW2k1Y+z7assrSrtEqEbursArb9aZqpnp7f/MQVenszG3pTUS+f/9+3W7Lec0xKooyQ6n2tlhrrS3uewIUZcXwkaiujQUpVMR2vblIeFYgM1QmEXYm4qisiiTZxDJz7BtFms6Gpre2mLWPj4/J4KqaApY70Xr2OEk9cqTgpELk50TpThG4B80/tdPur3t9fKTljx/9cXzMg2WCUrjXurMquG+auXsepbaIfCJbwjJz5jx1/0VZMbtRpBz9AJlq3dnrPM6iYM1OCZdWWVKU4mOnBirGngmhKlUm9W/ySTN+KASymtmyWg5HBE2VVIqJmqiSLz+d//LLz6cmt/fXiKHrSjCHx9hhuuhJAMnUJoBXRaFESxWQEOD5+QxwWddLb9hdpuICOaUL5/W0Lus+exegmfaufqMEm7V0VzGBzJgBkWZtaqEojOODiKlUFauUEx1JmzlVychA8bxeItJzNxFZlsj9entXtcvl1JqF5+//+P2WZNraLZ1v2/eKiKpT64XyMSIqKwPYgz//9PXc19vH9X/8x79TpJ/X9z92H26tmcd124VKaEZmxKRA3/ZthF/Op069bpERZPVmCvN9q6yuy8AOpWJigJVeGQXAzFiUKWmqEoEA7iMzlqVX1j4GeRgmhM9e7A9ODwG50zYT6REPoOkgINeROAA4dCEEhTVdCFhqiqJHZB0ycaD0ELySVBHVSmQd5TUZ8iBe5zwLPmccM/uaKZCQVsy5G1HILIqihJOJAcyKhyiWHGzUqCmYJ7PESY2qZCm7qlQlKjITEeVZVc5Iqmm31raPD6K0qWcwCyxrs5+nerHFVDIX6NoaIqTitC4v6yk/rq85xGC9N+uZIard2uW0nNe2Lktl+XbLpOjsVfjlctHGiIEsoj7eXm+ItfXzckLCOCmwsp5OXVuz7pE+Nm3NqNba5BM3sUx4ONVURKiEmFAplQmBJ7SgYIGsAGCtwTClutaaGRNp3aQyowKq4ad2GtstK1WrLzYkTi8nv9Z1eGSOwvfbvsCW0ynZKkto/8v/+pfv76/v23bdru1J/7f/7a/78N//+OYea2/ckkWayGLMHLft+vq2LKcx/G1733xEZQFWomaobbiztHeIoUBRSwmjRkCKbekATOLjYyukmkYEkk0liayyZsiK8GVdVAUfNTnNmUiWzw7vUf0Wp0h/opjzhDyAIlRVoObRP6VbE6TJyZQnZjHJO1Vb7myf2RAQWsmhH8ziHn7ArxE2u2mZWUHwh4L5zncWVRFmFapMdKp+tAKFqE8MfQLWZLYTUJMTIe6Ta3qIOWh6SBwAj8pwZFRVU4WAqp4xdY9jDFFm+PAAmJkmULGmrAyWTmXtk/bFTJHI0VQa0FqDdjF6uo+cAaU1O59OQGTtKnq+rJPBeF6X6+2jkD58XZeldQG2besKAhERIy7rZVlOAJqaCk/reYwYps1UADGIGiG9r6T4bPxyitNhoJIBWrfe+74PSuFhJ2PqfnQ0MxBTOoeiommTKpCyVKMO7CPHTFL7uvTCzT9u1+vN/bZvnmHLKon392tv/XRef3/9HpGFambbdnOPc1/f9rff/vabCddleb1eh1QWrDUf/vr+TqWYjv0malaTojx1KmXKQo1wUfGIQi7WRzCQ6UWhWWs9ImKqM2YHisRcSmICIsJF2ul8qr2u+z7GqCT1gBCrcGDqqAnUzNPgoPhnohBIiOAu/BOxg11RFCWQVYipBr4H8rozLo5kmkcvVe7KgUmcmLQ3KPngXlQdPeaZyd8TKjvytnSUzNr7h46B5EFovROh71oyEZ1nmKku1kZERj4YS5ORkRU2lbwZ275VxdpbpmdMOW+aWhOVypipooosq1Hgrk1OpzORXbgui6cD0luPLBEsTZsKKsAJPOS2ba21prXfnBkiRKVmaiUSJ2unpWXmGM629HVt0prq0rupEIkuy3JGJApMQUYVt23vfWm9FR4lHaatR2bqpH722doMquAo13IqGbKChKhqk5xfp6RkiUAhMKny4eE5dsegZO3X23XbpdAXPV/W3tbb7fbrX3794/vvr2/f+nq68PTtjz+QoWozJ2PXMbwTZg2SruOuLfF1OUXYuZ+3GCOiQFE5Xy4Q+bhet02W0zpVTVEDQO/Nw/d9pPCgpEVu2yYiZjbCIVTV4T55PpOY2ZfGzs3H5NaCWkd+gZr+JbinOlWP/lLNVX+0eB8Zf06/FlXqkVN51Wy5/cneJys/K1iMUNWpySIPwPTYt7jXuHV03O41+YH921Fk4NgWWSkHeI1wT5RQTSiUyKqqSYajkFWsMrXeO/b9Y3eSasbKyvRxzarhx6+sGiKI2EWwtAZHb6211s0UDjExaaqLShMiYcRqplp0l6rJwCZ5WS4i9fK8mvJ2e5tCLY9gASnw0m5Pl5M17WblkZnWdOk93L1wXs7W+23bKkPVpCJ9eLi1RdSmGZiYsjDlnSxW1iRXY4qPqgSEHMfkDGn31n5FRO/LZJip2twYMk0txiHw0m5qsu07Izzyet1Zsq7L9bbFNmIfzOy99W5ANVPrdv1+60u7XT9IzfQpQn19e1/7enl++u3vfw+UmRXzL395+ff/+M/NhyiqsjyXvviOPV1aX/uSVaIC1Jefvnz55ev/+3//e7ivawcQ47AzmAStAih3alrNUvUwZYjMeUOycvjI3SnVTD1ydoker9l4Onhz9SgN7hx93GMrj2PgR6Fb/yQM+FQDT3SV4CQ4ZuLP7kYqWlPnkXkQm+5bgD842BM1hc2gVSU8mHxJ5YHFV1EO1kZiksYVlAk1Tt4lsipz33d353R6ixhjZ4WIRLiaPT89mem+bSpARjNrZufzuvYGYFFMeQcyhFThuqyn3uYyXLuJQNgTHCPbuT0/rapJjN6sFFUlBaWcl95VRHm5nArZtaXEaV0v6wlV+7aP8NvuanqW84pFDUg3LVEWI6NMOyEqaiKu2WxRsWBNbJSkqKkePjkzBE61ByGRkVlrsyps265qvbfrdRcWVFSFsAhkRUU4CqS1XnUbu5/OJ9+537Yc3tRExcy229aXJZHfX79T5HQ+/fWvf/3b3/5BPU+49unp6fZxu4Wz2fly+R///b8vT+eff/76+x9/vL6/Dx/r6dRbf7tdI7ItS+t9WVfP/LhdjxxAxcxev7+dTy/d9NvHW0SIyNQf1t1oLTOzQlpL5Az/Qu77TqDLUgXibvjCCPfIeRTwQf6Roy5gVKD4YCML6l6iVh58jak1RMSdbyy8Uy9+7ICqgkxXrkN/7BGq2lpzd9x7w4eq68+ynYMqTRSppEVqRIkqRdNdKMiajiU5JaZybIJpflWZzYxkloBNe5/miYS7x9FrYAWkJm+7sG83FQCOwvPL5afTy5fT83b7uH28q8jmWbf6+uVlEXk6nc6tm6Qwemu363Z+OlPw9vZ2Op9+OV2+np/72kF8e39VITUVNMi5L5P6SaBxWXtnJnqtfSVUVFQFLGqKaWsdm/sYIta0ocBmFPExKLJjbOnG1mxRGnz3HElChWSGsDIxD2tBeiopdI/FWjojXUWL6THcXUpb67FXoqZiqYstonuqpz+tT9tpWGvxfpMRAqytoRuZZogY67kvi75d99Pp9G9//TVyfPv2Hnu2pa3n9eP2fr1eMzIFjtIRr398Y8baLIqsLJaQq7SC+lav9dZ7/+uv/5bur7/9nsSB/JaX2HLqC4nCbbvFdY/hIKSZT2+GiiJHBigrjcKIyHCooBViqqZKmckUakTKLEAjoxJzkxRnSZkoFdGDMndEemszpky/F1QERZDkwV6uyVUWMu+qlZmGJergpwEi4j73WLISgNonFfIESlFHh4401TbLapJ50I7uXKWaGrGavb254epuduJVRWbk7Xa7S90OjAlgVmaVsMbYbzeez8uXl5cvz0/n0/rx/f3b998r3LcbVZ9enp8ul/Patep8Ol2WpWJz98vT6fn5JX0X5U/ty/Pz5Xw6adS3b/8oQMxO57NqIbKJfXl5ISoimmpTMzWRJKDUST+dCcnSWmuNKkILs5mpZoRENTM2JkqgIKQmZeZwcpoaC5JGUTWpjIht26xJa2sgl9YbxAmKQKQQNcv3AhLlWUgzaZiOV2HQQBrl6Xz54/X79eOjdbucz2UqvVm35bRu+/j+27fv33/XjmXp+z6Eren6+no1683W4blvG1DX2205re5RWSbWW9tGZN29EAMgtu12fb/+9PWnr+cvX15e/v6Pf7x/e/UBUjKzwm2KU0SMZErVlnX0kLKyvGjTJVCRaK2ZWcS43a7aZGmnzAFk773Gvm2baBezjIkxPurGew90ojFkZh1I6HQ7eyD0Mul5d0La3W9nwp0FlBTudilqqnern4gg2ifzgB9iGhztsQfjiBQx3muFzPzB65uXCIhwQlTzfDmfz2Mf++1W925DZt62TVUeTYfKyozhoyqbabN2Pp9/+frltC7p/p//8R/X1/cv58tlXZ5fni+n9XJeC3V9/dZMUfv+waVxXVtvbelns3NmIGPpbVyvrx+vy7LOtPrSbe0LARVdtJnJZOlW5Nj3JjppPUgWal36DRsEInAfSKoKKchUCmTa6JGEQqvAmuwTV1Nh94gSqlmXJaP2fZ9rq7GZWMZuahhhlISATAgKZZaRAqiIVZM4IpdAxUxbH+G9zASi8vzyZOf15p4klCa2Y+zb5rlfzqv7GHuKLMK8Xb+dzlFRje35cvGx7dd3Zu63W+xDoaB6OjwI3bY9op4uT2YW+/r927ft9rGsC4Dr65tIb2acT3lmZ6qISfiVvEfDKeBilRQNUpwWJiRnkiKZqWqt9TFCOcPNnbvAmSNN8c2RUz3WNB4FwedXHa3Wf+qZTqLm1M7MNgEOSOYHAfteLUwGEVg/3IoeVe4nqAb2YOE9qpNHYSE/UFtOxf7Hx0c9joiseztvWtjiDijl9C/J8Ingbrfb//jvH71peqy9/fTTy9O6fDmfF/KkzQTW7H/9y39Zlubh28f7eWnPz+fFlslUF1F4YgypWPv65eWLijRrp74Q1VrLTI+YerTZYBclsiqKRhU1s8rgVLSVqECppjbbh2amrXlGVkGITB+lFC3KAVhPkZqoaniq6HpaCW6iq7ZMaClGIe4WMofyu5Qy9ardTCgRMd1NTDUJIpbWtv16uawozQTT/O1jc2/L6mP33bsaCUE/rU+X83nfMnM0Y/gI30/rksD7+6gKE2kq+20/n863rFEC08nbIXOSCNu6VoZ7+McHMhdrBc3CPga0EFBTMaUQPnUnEBGjIQNV01UACFDHGHOTzAR5226trap2vd4ILK1db3vsY/pBHRH2vuweK2r+4bEZ/rkV/Iky8/krvLsUPZb1J+oRzaTyKBvuAMwnoAlTYnDINZlplbPSPS6rImfpY3edR2Q8tkdEVFa3Bk6nbSxZYhLh8gNaRWYmS00E2PY9IxZT6fbzzz9fTidKdsO69JZF4NTt559/+rf/5S9vr6/bfvvl61+7cmL9wmX4dap+W9V6+kl1qYi1L6fWWVU5RLSoJlqoyJilCUWAUrKp3TM3iCyegUwzZakIM0tFRHV4gFS1iBCxdSESknU3p8ZhFR9u7FVVkdbaaV00ZfO9iUaMPssJJEgBJ+7oNes/gEyqdJsWtpPQcjqddr+BIS/L+8ctY/JjqjK/f/++LOvLy/Pr+3tvT2b9eruC43Rqt6tljNZUNcc2TLW1HlG26+3j+vLytQ93irNubx8kl2VZT+t22/brNiG829gAMkFl5PRmlGSKMGZ/wLT3nmOnCLMiQigmCiaLzoM4E+HpeTr1dZ1u+dJau223sY/Z/KlI0bvGMJNTyzXB+U9x/5/PgLvL4nF+zG8oZOUBK80u7afc5p+3zgGe4rHHHv9AyekiMfeAEVIJUUIqMzFFgZk5BiZTtsojWmvN2u26ARC1ooBelZGj3Gfbfb4ypuSxKqtRTuv55XT+6enpdOo/f31+ff02fLd+SowSqK5qC4r/+Z9/F6m+NjW13isZAVNe9CLEYoaM1rpJT4mlaaWzShOSkGZRFe6mqiJ2HF3H4SgiFFaImYlV5LhTw6JbIVnlTURExhhwWNdCCE1UCxmV0x9KRCvJabWbqC0pWpBz6+4ebErJvBkplAwIarAOywz34SHSUZ4V02ymdy3RdTmPEUoHc/jtur9p79vtQwElM+OyrqfLU7dWGU0xmF9eLq9vr4Ya+/7tt9//8uuv2rpo227j7fvb+/W7orqZgG/+B5Dh4+n8ZGx//P2/Lety229i6sj0kAoQkm1qXbexD/djjkJGITJzjBFVM17PKqDCW28JTKjmehtfvlzO5/P1eqVKgWwmxTyA83u2QUb4ZAqj4DFYdl/bkTX1XQcwSsxS9/Bp0EMpf29DTdhbMHGWMZ2DD3ejytzvO0c+o66PRkTexfvItLor0/jpuLnvm8O6TbIAuEfObk6mu+efjCZz/iHikM8LkO5tXf/y68+n1gwVY/9//u//S1AvL0+nvqxdVpVFFhb34ZJobaokSyC99wwIsEoj0Zsi2ZourTFNqii1toUphaklThqJe900/Rgf7nQxYXIQadpAxOBslguUmGhBCTB3j2dlxZEjikRlRVVNeE9UD7sLIJGcraJmbXKc5IDnZDZo5E7AqqwIF+UUNDArK30EyXVZxvvOTB/7vPemomtTFTut2PYmUGIfQ8h1WVD709Pl7e0NUe5x27Zfv3zp/fT99W3p43q9JqSfL/BQ4XUMoe7b9vXrl9///rfbvi/LWkAl3O/16eRBZo59zGJv8zmGo+0+aLrg8Lr6kQtk5qFnx3YbEUFwYjKmysmYAfcx3P3h4mb3IQ+H0vDol82hEJ+sPwGCU7p0oLE4XGjnJQwfqAlj6sOX4hHnp9XVj5+9x8FPa/vepxOxrjZVzOmRGcDsHd9d8+qogWpSd9Q+2TLOLZRTpZCZ7sc4GaAYdep2WZvBY9+tGQrnpf3lL79+uTyn7xn75encZNk+rhHeWu+iCkpJ7VmIbm1pTcdUKRQmVT92ETIhJYTGBAyKXZeqyPDZcUlAkHJAzjPIMDO9AoSaqkolEqVCQifJTwUqTCRBefhnKJkIL04rRxURHOBzxhxkM3NQNbXWVXSqVZElBZIZUSidTHphJApJ1YygTLcBURElmurXL89JeR3fgTLF+XS+PK1b7AZx5Lfvr1+//LLfdkTextbMWmsft9tt2/p6/vUvv+7bvu/79Froaz8vfb9dQfnj+7fz5fzz15/+9rd/rH25bvupn6Sfdx9ZebSVVMxsbmATPZ90ZOQtBYw9IgIiBUSlqvpUx1aZWWvt+/fvYwyd4w5yVGQVqyZrjbx3Z5P5QOVVlXWnqWFCrXxwHabn/6N1lcBUeNUDNyWmyAF1UOsenYK8o0O89yIeCdDDpmU+MpGj5DlY8IcZqQgezNX5GcwywnNqW44SXmZem+U+Zol8F0mYkE3r65en53M/n1oTNhETeX56Pq3LvIuLtdOypLOytn10FVvaqS+tnzIztqEoKi99zUwxQqDNMIZAW+8ylQ6iyIpIhKuKaaMcnK3TIirMqsyorHC03sfm+7afLmehQEQ5QWZR8hhJwpi4qooqFYWSmmSe+5EoMwiRQU2zhRAAokJhwCGsrCTMLHcvT5sGsUCJeDqQqgqVrEJEE021WXsv3X7+8vX1+v76/ffz6fzLL79s+6hM7mFKLv2PPzIjvn75uv/tP2IfodF6L9b7x0eJ/fTzVxHL3AvIcTs9nXzpe29JHb59+/7HpdnSLT0zqltrQh9eEByp3j0wixhNC+HVoCCrW3io6b4PdzczVKYfueSEd263m5k2aU0tcxgmaPkDsEeVpwMwtWlFoaKfDpW6Q6BHcK07F593cnM8ABw5bCgmMeWfKoC5AT6DN1Xl7nMTzC+6+3Eo1XR4VRE2ERlT+zsv6jELhISw4m7ffhw4x/n1IzMTEc7BQ/Z8bk+XtUldLqentY/3j59++vp0fnp7f1tUz88vYnVaznZZLucLczThqetlXcW6j6Fi52XpplrF+9gmFUFXozWxzx73805NDwE1UNWmvUXi7owECvuyeLq7z4Ty6GxBUVCqRxKzP1jThk30mO9CUqcAuqZB9iT/l/AQelvrIrrvt5QwPYKogBQdPlmKzKyYbjykmJRo1J6ZKtKXtvqqIqSsa/u41pfzRVtrprePDx+OigrPwGlZttvtL//lL7vv122LCFMrAam3223f96enp33bZ8bmPi7n87aP2xiZeP3+vV0uIvy43ViCqoiKY1CDqmp6+BgUehzSvEZQpMgSTVOKjLFn+rZ5zfteALL3VoVt20RNTCtLRT1KyIiITBGZCLxS1Wy6A0ZmZRyNpjr4bRNWPQq4Ys3JCAnIHdEH9K5pJCiiJD3iB6j6T6rfuwVizQN8+vBOE9LZ9PDyquro8CogkJXFwnF4ZXrELBFqwhMEoQVmBAW8zwKp+wS0bvb0dD4vRR+ta7dOyi8vL733dH95+tKAlWzrel6fbvvWVP7yl38zAdNRI3xjoWs/t6Vpk30XUKEmCsDVUBw+rGTKoCGlLJMqWoBVYZFmOvPK6SwOICTH2EX4fDkV0BpQWikilBKMEBRBA8vomVEEqygZoqDc/WqINDEVZgSqlGlNAzk8vBKP2CPMEYWCMpRmyiojGnoivGIbw0zK2hibV6gt3U6llWMz1mU5yXLa9zLKvt8+hot5JiTSTsvr9trPXZve9q0coq2CCdxu4+vPXz/e3z9uV6/cw18u53Vf3/5xA2yMuHXfK7bc+tIHroYlmcIZT0vBZqomJVWZNFmbbXtGxW1soJh0NbSSyB1iSI3ZkQoR6bQqGluf61nm8TKZoZyD+gopBUYWsjJS4SIGgGUUjhxCBeE1h4kVAKnZhEB4zMFzeUQ8EWCeIDNrxQNO/RPBrqaFo4qhkEj3SXFlVCHTZrqUVbMSUFFoAZjNbfCoMO4QzzSvOhp2s8bLRGap0dRY1RVP66Jxo8fl6dwyuzQzW5blvJ4zKrYtYj/rmrFL+mnp++1G07UpYEvX0+ksVYhUgWkjSeNRtleWZ9MmEN/jmNohhKBZb5TMXTKnSPBo30zey7zKEdbVmhEVNZlSIqpSJSXImJqf3jrmWArWMZPpjqbN7si0JxCw9f6o0trhaVQ5CboUrxDyfDnvY4wxel8wVRVREtWX9ePjDQmFCsb5fN5jz0wT2YmxbVlI3yMjK5ouFL6/X9t6qoiKuqyn/ba5j6rYNm9Lv13fn9fTT19/uv77Tan7Nm6320QDK8OabGOSlguzlsfB5yiZXv7VmhWqdWvQ23WLSuvdREe8f1w/mrXzsr5G9Ha6jcgIYgZgxyeRJIh9bOtyjuCk1cxF6e4lrDhsHAnIMVWohKaqySzMf//c/DogmQPGEGZV/HkSh4nV3QS07uy3f30Var7PYZtVVZk29fY4KI2HMrjyuAjeNwDuxfvsDs+iY/7G+d/MgLrycloua/PrbT2tJkwfl9NPv375+ctPL2/fvv/973/ryvWymMAQwkKM5dQXtRox5xR1USkio3b3QFtMSzCV+Z6mHUmSvS0FqE6JdNaseueFgM0M95FSBBYxDy9ytWZq+z66Nhi9qh6DoUTh6YdUSKYfeFN79ORJpk+1USnYVLPG4VqgQsg83EekUajQpSUwxpjowvAhphNoXheLqPRa+7pvW45oqpmyh5tZa4nNEeVjeAwzW9cF0NfXN/d9qXNGqMjalgwk4T6aqImEj8ObXzWq/vHbb+u6rqfltu2RsXslpvCit9ZzlDbVOWjHc2y7qKjZdbuORIw0WRSy70PIpXWSkdnUEiFAV8vimB6jB+/ft/1aVRDsYytCVCJ+NGInYWHO0hU5iPpmGl7bvuWc63hXpR9JDvnI5g8jrsw/UUNxmG8daOafWHP/s1flNPYgbc5FSEz/n3IfAHX2rikZPrfvY1PevbUyq5g1x5iZ6el8qQxFpe/f//jH09O5914o67a5v71//Pa3v7+/fv/5p6+Xk629m6CRh8wC1c0yS6EYvm9jtdatVeXuzjanJ5WCjSZQv5f40zA5EY5iTWUn5M7gyAl08tAmC2hUpaSHJNUUlJSqcFapNc6zPye7LK1pIY5xLHcE7SDclUhBVfaxFUvEishIBIFSytJ6VWY5RLaxk2i95eE9XFQ1sbFdlSpQ09Zbi+2Y3AagJPZtg1MatIkI3ffW1tNp/bhtT5TWesQrwHVpVIkPB2vt7f39++22994h9rSc367fJyoMSZ1jSVVJBLIRfWmFFJVZKc6ZFmbSYLE7DdYtMvfNmSFgelTl0lpRWR4l4eUeU/kugqza9m1KWn24iPbWx+7xsD0ED3L/rB4iMo/OWB0MfoIzyfk0i/LRLJjPeS70T3vgAcz8ODX+pyv/wf0/2smH436mTyzUpnQhM+Rwcb9XkoUf7qKHLGTSgQgKDZlSZSoq7M3a2iB3TInx2x+/SdR//a//9dStaQFuwt6tRjQzpfTebTlh93XpBzfFnZVtVesiMjWYwulUblo8kNmsUrNDdTKijnlC9OGHtkGhECCJJCvDQS7W5zg3M4MakSIqVM/xmIPQ1AqKApKHRC9zFr4VmXNqhqL10/C4jZ1kQlWkssbumGpAo4q571kp2nLOwkPKHHTQ2vBdKKenpxQOJKKEqtCxbYg6rSddn6B225Kiy7puw3tDeDWVa2YV1vOq16uQYx9CETHU2Lc9A6gowkTW1oeHA6aWqO3mJrmcTNyRNadR9HWdqtyl2agMFVHJ0iJVp+urmTZPJ6Gq8/mLzQkDYEELrGSJQG2xqSr+TNTJdGBKH+EeAniEFMxal5YIyPRxCBQEh8tEVsy28D0Oczbm+eeVff/rj2Lg8YX68S+c6ddxtlSZTpAChxLYClAZPrzmWBnGHRGaBxHJzMgKPZo80200x217fjqzMrN++fXfRLJyiGKM3W6IiLOdCWT67vtpWVQEmaZiol17RArZRRBMFjOJNKMbaGmqFSIUXRapyHQiOLH8DCmBT+86ByBqU74oKUIqxEqkpQdKaCKtd0HzDGR00YIeJDUiWSXZrc/nNI+nZApERMfwyphjrajozSJj3zfT9XKybb8WOGGQaft8L8Gz1Kqm64RUZYyY7q6iVjFuY4dhOZ884+Pq52XJvb7J72VivY9wRwJapfs21FB1Q8rXl2cN/eP9+7I0FTG1MUIKXW23ti7m4aOQBb/tGVNUlIComLBMrFsvy/LIcEduY2TWT18u4H69fbjT47aen6b5bJkEkRW3bYsYva2iKgaDeM6B0NXFsoJFExPRzLiOGHO6ERkRcudQiEjEBCm07tLzOkwXijMfD4hOO4aMyWjlQe7n3eVhbi0VqU+x/XEa8DBBOfoQvM8seuwSkvbols30ZrjL3BQTZK2ZV9XjTe8tBjmgqrvbqKq+fdx++en5y8vzHGUe+74YJwZ7MhPN77/9vmieTm1Rkd6l0szWZiRjOBFNmu/bnIOnBlXLqFKgKDOMxyCp89TEHKRXKAzfkSGsiYvNXmwgkDXHHGRkRRVqAgdACaiHnQfaHVlr3STU1EiOsZOS5RkhalkQ5UT9p++H390aAmlqva/HVAsVMzGx2Vs4CjhIFCL8OK9RNEZUIPfYBbKuy7L23TXKrUtbWpIqlkAxpTWKCqVp98BpWW4fQ6RO58UUvdv5dCrKb3//h4maQBtVmxARuW27CtVaXvf3jw9r3UQqs/emIm+vr468PF26+9vbe4zoqy22ZIzr7UPVTHkd3nqnKYnL+sLdx+5FimYN55wEQTUzD2RGImbIn/NvMhOo1qwy6lP2kvcpKcgokcIx/lCm6TTuCLzIYcvIH7mo8D4+47EyP00nuBcOP06Do3U5gT+1qnT3fIxJnb9KDklyzUiPyRz9VAQ/3ktF74Z0086Ku8fSDKLfX9/+8z/fz0/LZelQdtWnvhjSgFOzLnlqtpiupqdljTFiG6fL0tdVPOo2ytNMVRRMj6B1QguYRr/blq2ZtTkJnYyjzO3WAAVypqJZScG0v58gxHTmysxZMIsSx6hkEjCdJ2+Kch6991uXampteq8cuWNFQieBIjPR2jJGxrYtaw9GThnd0Tm7Txacp8JjSItoIHMe7ohCBuq6X8W4nJfX1+/ucXq6bPtIsPeVubnPLkW1bkqLSPehJouqj23p9pdfftlGfv/Hb5nu4Vmupll4f38HcLlcqrCPcUVVeAHjVk1l7e2PP34b4X2xde0+4v39Xe10Xk/usRMRm2oXVVHNKg83NeMMj1WVlGythWf4sVJk3plCeJBsyj2ystRYcrc6vG+AOR80Z5sY91kxB+NNc24YHH4n/9PE/r5K4xM7+rFbHgv4gDurZuSrqGLZLIBmjBdV7d3DD6OHzPqUaPFh93UcUCUolal3KwDW+tvbx7i9P53PI2L3uNi6tN5UF+Hz6fxyOnfmsrA3MyHCTWFiWoJIZBm1r4sQyUomSdWmYnNQPAtTjzELxczUElWNzDtOIDoVfQVKqYiCBCqLR8ccKjIZJCIUSYpGerlL02B5VVPVkqrqvWeGqogpqsZIUYNXIo2gVA4XwT7CbNGmUWNCUEphCQpCEUjWtMee0prJNo+oKMJjzC7kKM9Cg1KFJr5dRWnWR1ZGni/n67UAPa2LV5JSBTVVKj3KXYUq+vx0vpzPHvt1z6o9J2pAzhmemYXMZWkFRiI83r9/pymOhspQMS2Ul6SUct/209JHuHa7LEsVt7Gn+w53Hk6BYKqhkPcRXgfoPtmD1nRERIWyho9EUttn5mfJDweG6XM7ZSXz3X+UtJSjO/Yp5D9iMe5lRnxy9n9ss/ltjxxHeJgcTm5NVdkEN2d2n8fIowQ5XY3/Scg8hbCTZyTCyByYe6hUbfNRJs9fvhhKKE3b5Xw5N+0qX5/Wp/PSBUoIoKgYbqpLXwWGLEaaqKxoqSQDPrFInTRVzBkIaEYTsWPwG6f1txxjlqmFmgafs5EYqdaOVE8pDBJm0toSY/L8s5AiUNo8z2w2nIX7NoAyk0SMfWQkqVROv4kRMWeSJKldlMx0NQNzCnQAkYLUdJxN+GRE37mOVahKZKRPrpEltdnwUVXrenr/2EWzAbXn2G7/9r//l//23/6m2k/L6e32UQVWrb2PfdCxWHcf+3b99ctPX3/68o+//+dq3YNKAXXpXSkmso9RUYu1iFwaB+p22ygIH8W87lu7WIovp7a5++acXVmdtFCD8Hw62aZVkKRXlOjIvbcW4fshE5l7HhAxVRGKM1IVKrCaS3mehQUAepSjmJ6zc5AiSGYVpiFKkiWqVajJrQIB5BQs/jnV+TGKD1U4hm9jVg0z+RVVmdMkD8/uStjEmz6VDsQ0gLhP2ft8gjyOAs7JlSiadjNNpMPdUfhAcozzeV0vl666Nntali5NUaq1NFPlRCSb9nKKclFd+mKmHjs9TXWOEU8BOfeuzBlgqESCAqHUtEyqYKVNcDIKEFG5lz0lMh2Pj3GVosj0qlBdoxxVWTHfSsSW1grwCk+P8opQXeZQkKNXMGeIsijTdFDTE4A2kRRRmeKKiDnMR3L6yE2JTmsQcQ8UoMxxGBZEelWJ0se+j6FmZq2vy75tzWS/vSnrrj4hgIjIbV/MaNqbvX+ktnY62Xb7uN3e+9JLyMRpPVfVx77NvpvDSa7L2lqrCh/72PaMIJnp0Lpu1+enizS5Xd/hosLWbBtDzTIr4Kf1vGhvtLGPYxpnUdhqmqezkgUKyAwXLVMTQ+Xkv2mZRCYqpeZ8o1LRChwsm8oS0ceGi8kNmthbZcXMj+bOB6AqKXxw8P95xAZq0vjr0Qb9wYcjUY9TIyp/bIC6t4QeYvb6l9QfD+0C4cNLqKbTNquqfAxZbNy259P60/PT0/l87v3cdLFDIKeiptabKnA+XTr7ZGUJURnpgYySgtZkcyglanIGKYDIFHPJAYwlKKoqkOMChFQ1COdUAlUVoUJVJHOoqhp9DrLXBCguACdJUEWEloQUZNq+RKookKo1m0szPqiK2XFyHlrQmvcTAqroPkZlovWa+RDUuia4ewSyADGTcFEWYvu43U/5AuEZvfen5/U1R3qI5rKur6/votjGR9U4r2tSmlpmttY8PAWXl5+u23h9+15Vy7q+vb11W8YY7x8fQs1KBczMNIESa5XVtE+nw7WfRjkqK+t8Ol8/bmaNqH0fzFFRfV16ScsSxl9//vnbH99e61qpt/3al7ZHZuSkjR1U/eKdilzDvcBSIgpEuGdNGwkBmXcRKwHD4Uh1d4GjzZlEyKyAiB4q/7tfyr9IYX5k/DyIPAdLbS77nDY/859mY4goGu/MoXy89b+86eftcfz5mJ3KGB41tKBoNqdykmvrX5+fVtXL0i9NG6UZ58xJU5Wiqim1ElLTLr4qYpqEFTxRUnPQRslElmdKp1P5TyFMFVYxd3dUIZva1HMDyCxV6WbTLoBHbTR1wJ1CrxARaw0JEVK0phPBvQ2pqhOCFpn9S06J04QyH8fgPa0Hybr7fwg5DRdy+qkIElS1JhL7kZzK/LAF9yEqVdRuVnndNs1s1pdlvY6Pp6fniLpedzA99m3fVft5Xavq5l6kdLuN20VqPa3f39/M+nJat7Fbb9Zbf/8Y7k9PT+fz08f7++36kVmtrU+Xy/n0/Nvvr1mlyn14b60AM7tcLh6RI5e+hmeRJk2F+7ZV5NJtXfv7dssx0ge7NeqGEHA2ZTgb6sWsNApkGpwQLChq3JP4aeYz/ZTuY4JRKMlZi877eW+5zlFLwmnMDGxxyFEeusrHUVBV8mmmBh4Km2l3NqcvoTIcOJSuci8aCkfT909CMjM7Otj3zfB430NhHzmxlKY2tr2ZnU6n1frldOqqTeRyWk7LOu2ATITk0hcWq8qs84juUEKFMKUYaSyTaCgiZ9htzXqTRcVmoskDDp5sVhUe4zYJdjVTU7NjhR60wXupNAdR2PQSmG4EUJqIRNZ22663a9yP1/sdpoiY2Wf0jYf+qKYZQWYKWVGm1tQKKE6X5Rg+YvKTVOdlHtgD0Vo/rSdrzT1o6hV//PFd2Mh2Wp8zhGhCjRim6KtGOrKWZdHebvumTYG63a5RcX5+ut62JJ9eXiBC0aenJ1ObPEVVvZyXLy/PTW27bVNbM1li3RaA0+3Z3ccYvg+FmDUBy2vzPZV7jv/8x9+vvhVKhJfzWYFFtVtrrc1ZoyDnjR3D58GYFZM2BEFrrTVTPWLuPAdICthE2r1ATRzzZCIyIrIiI9w94k6H5o+kvWZa+CfrBx6b4Z4CTRTrYH1MS68pY6fI7h5VpGgJCnuE52Hh+6iscQ9adR9rM0+WiJhuqSbSWhPSVL5cnr5+eX5e7NlsLdFUpAp7b4tSmkgHWpah1tZOa59uLBWZUVPmItYCtZdnqy5t1d7J1bQTpjAByiNHZTC84kYOM7ZuwkKGKqWLkYbDBmygtKt1S0CtQbQJySRKTCGad8++KlfIKoukmi59OZENqUgRmFCnIxpJFMORkdaMgiwHEyIQQiAGMVBQkoEUkRHu6YGYzgratTLhfjmv0nSCWqw6tdWo+56GplAxQ7f15cn6Uqi1Lc1k+A3lNfbaB1NMV9+DUU99fWqmY5eKfbtSa33q0DCL1hJ1U8iXp+fn80XqmE81DcVOzSpj+GhqRoOXSSN0XU5JBEu0qZi19rHf3m8fiaGdl+ezmoz0CBLSW1dgbc1Em5oI3t/f9hwwIahZLSlqx1ROa3NowSPUznlKKEgRXrFt6SEgShRdIOnH/N+o0glVYHa2MjziXqep6kS6OQuGKmY9xJmJnJaVJnPEUxpAEZ1QY6VPtt1DPD832dxeIj+C30wSCLiUiJTn2Ic2vlzOX7+8PJ9WE0olo6xNo57WFEZIiVEUlOm4xRKZI+JlmvrS5m6jNqOK0VAVc0aDMDOEiZoGSyVkW0ymg0nmtPKzZhD2mS/FTKSqGBC23kTMfReRyQQVHpDm5FotrUlXFY6IAiJSKaZtgmMHJk32vkSQHIVU1daOGyNzSF0+PGXn8TxRjSrM4ebi00NAGOEk05iVvffbbQuP83rexzipQWRUbJl9XTO2yMGSZemtLRk+9t1HPD1fdLfbba/MHH45nbbbLcOXpZnp09K/mzXTdTFf+/X7ByrP5yXjso3sra1rt0VFasR+3W/7vq+9j9s2dm/Wn56fknUb2wHD8zC1nWqiQgVy3/eUJpBm1pclPfdtT0TvzYz7lMMJCGpiTIntEcIl4u56JTPhSd4lxJNyKDIjCinQ+5iZuwHJTKWOYvxzYvI5T8F9XA3vOe2E10kikxTDPZOtPJoIR1vi0wCzf81/5iGSmFyJrMxFLWIIbNU6NXm6nC6tr9CmUMG6WhcaIYSp9eXMOf0rXI8E8L6pFJOQ11qb1AkRtmaTwjHLollz4uCaZx7Ko7RZhRxKIfox6ICmaqZVRUJNs6yqSDNrooZJhUJ65WwkT0/JGVxURU1AJSGi27YXpqSltLWqHB5CpcCHVyUOa9gUVRHznBQ3UjAqxFTI4ek+RNR02XzzjKgyBYoxCq2W3ps2KVzHnu4q+vLycru+R+Tal76eI+I5cbtup9OpmCSXpTVTmlXVtu/r05nkx9s7gW4GT4W0bhGjtfVyPuf7NZCqEj6UIlQk093U1qVpBSoyvLcWuWeGqhWqMk1Y2ghE5RxI/fJ0ycjbbTv3J4gQ8XHdldb6ErebH20Z9cxiiSAyMyIzsjC5q3yMV6rDzGtCaviUjT8SkBmL5T5zYBoWPlbpP5WxjxU7i3Lcx3HXJDJX2aR3ejnzxw9/3gCfmw7/+u6q0x4WibpcTv/269en89IlRdBUO6lCFTSlkUaqCKE+Qk1VoVqNGn64Sy/LchBtVEV04l6t9d7VY5AUKg+ArERkID2TKBGlzDOpMoeCmA611niccDoHDCJAbRMUoiiloYoVxxy2u42xzjo9NcbmHiSqKCJ9PeWdIqXWiSyMubtACR9VSTnQ58zZAkNrDZKo6n0Fxdbz+Ph4/e2PbdsdyWU6yGBZzmTbx/BIiWEiZpbXq7v/5a8/v37//dvvr/3p2VprrU1FK4Gn82npuXu67+t6vlwufh/O2URWa7H7nldkisJ9jHETtvNpkTGGT2ikGu20nJ8vTz4Guyk0k12tLeZxy5ypCYXiEaI9q/ZtEp5ViYnRCGFNKxlNgMooo5RIQczsBpejGE2PpBRzrumYNv+fgyzJZE6v0kf8fWyAzwtyYnG8MyA+R+3H6/7jWVlmPwYBE7THxtKpjnp0tP/8ww+Q9cfqx8Gzq8pwX9b+fL48Xy6ryanbaV2R6Z7amqnwnu0J1CZdB8yM8Ox94v4KTB2CmPZmRgoIZmT6hAtEiHwMbZqmzU1RIiVshIBAFolmTaVFQZvNQsrT13WViXiqmYLUohz169ioCr3ffRGQmRj7Pq0Kxxj7vmdGX5+yagzPxLLY7H+RjBkjc+TscSE9MhzSVEQyy8tn42fbXVtXbdba09NzSr7t1/lZI8vMRPQ2NlHp1rbwediu6/Lzzz+/v14nPDL7k+u67n47nU+3bezbG8Uq86effpJmrx/v7p4ep75UZkWGDzFpS1OV8FAzDQTRzN4/rqK2WjufnsJubzHQeLuN2+3j9HK+nC/72McYIlSxMca8huFOSutt+mI8PZ2r8vpxzQpVKVKomJPepzlrZMz5XNPcrWoOQYs8cpjMfDgcztXy6ODiznH4HJ2Pr9z3xj+tz8fSna+JUxd/vA9IJAyZs1Au5mzay49Z2T9qlH8piAlaVqaHChvQej1d7NzkvDRW6ghUjYhV1Q7+AkmqqZpJpSgy6V7oqjNksigp1ibBT9Wy0oQAI30eM0oAJWbL0q7bVY3CZRujTBZrnKUkJVubPubJSAU5jTpSm83ihtSqFKlgUNiXc4bjmGcxR4EWUKYS6bc9UBCVKlxvHwdREHXdBohm576c6noN31FFBJhzMCJ6RgZ8Uo80giNdRDNGxFieLmKy7fvyodu4MYrpvnuq9mXZ96FSQD6f19u4fv/2ejm/LKffrvvH85eush7HUjXfRuUuElKy19Z679H1dju1yz/e/ibALz//8rd//4+47euX82ldez9db7tnUnDq7fv3d1St6yJNq0N6e2rnbfcbbtq1EKjqWaZ687FcTluMfcvM6G2hYN+vy6Ie3ta2bdu+vz+dX4pqrVvrv/3+fZOIyhghYs5t+rMr9JgEA6opp0/bMf30aGL+Uyx/4DzTZOUBxqhqyaE4A2Bmj3UfkUCKCYBxmNvKdBc96saCifCB7ucn8c5Rm8+JA/fsalbZ9WAaFWZOLiKmuJzWy9K7alMi01rvS197VxWlmBoi7lDxNM85CGrLsnjsrTUgo8LmAOfyfd9Vm5rgfjHCQ3qWRU6zQVBEp3v7YWAlB+t1zgeZfq4kt203096XCFdFJihz/muaCqxt+1ZFM9tzuHsxRWV4Rvh0yzEzjxxj/lU8PCoifX4zFMY5dLASky4/U5E5SqEmzOrlixpFskpElmWJzESC4bc9MnTR83l9jd3dz6ez53cOrxx77ioVWcggYWoeWzNLoaJu283dF+0Vufb+5ell2/YvL8+3j+vHx8eyrgDX5dSskfj6y0/bNpC4vd++f3+rKgpat+v1HUQnnl+eR+T376/Lsprxcjpt++YfsfZFrf32j7fX63VZl/V0RpU1iQTA8/l8fbu6R1usdTPT89MpmPs+HACKCZ2y+BFj94hHu/UI2D+0jmR4PFba5wz8kQX9OB/ulIjMnHYP86+q8ulgOObD3U8MAUpII3/88CdedD3+8PkQmX6JM7UVCCkUVkbv/ZeXLy+nc6M01KkvQq2afrLN7MD2M1EybX5xtLSEJEfEsqyqcE9TkSqEF6pNOr9AVTCtWuZ8YJUirC9RXoXeu88RB1kUYbEOdpyJTD2HTe3LzPdmV3Eyw+cVTAmStkYiQTWrApiFWpYVgIhWpY+AoPUJVKG3NgdpjrHNgemqBkFWRiCImSKz6CMzw5r13rcxwgcrKvP2kWa9ma3rWvu41qtIkQHEy/Pl7e2DpIkKsmKcTutPL5dv318ZOEbhilb6drsWc993s75YowhKudLIpVlFXq/X8+U8iYQRWXD33Uz3254VLy8vzf029kyfayMSt+u2ruv372/v7x8vz19a723pt30f27Ys60ltF2OiaTv/fLl+vK5rA0rEvv7y6+v3d4aL78VqjUuXhNwdzRuKEckKFamJ1M/YlTV9H3AAjD9q389Z0KPMFZG70wnmw50nw+eq9/jO2R2qaXLwcCCd8gBaVR3+7/knGh3uOdY/bYk7F26Sfo9Gw+Vy+fr8sppaVVNbVW05SVYzbc1MjUBGiIiRFRky1WaTs8YRvupSrCS6yPQYE2HrXQ4wMSkHKgbM2kNFDv5ba8uptTxGWc8HrVqlkOSx3Yg0nSrhmgz1zBCx2Rd3HyTVGiDILKUVihXp3XpTI+EeO3avTQTuERGtNVZVeYXoogDKE+Ck7mVihhdARKE0oPZ9qwxUmZR1+/3b2/u2W+tt6fuIjDHitr2O8+Wvl9PTtm3X643Upst229fl9HT5cn2/3d7fl9VaW8LDmrW023jPGlWtYpxPT+HwHbYskTW23UwvT88QqUQ/LR4e4a1LhE+HxhDcfMuK0/mUEbmN17e30+Xy66+/fv/2/ePjA+Hn0+m0nnyMRfTltPrYt/BKXM6Xsd+WZfn27dvr6+9PT8/ruhaLKtJRgWXto6KJFrjdCjMLkUQcc44ObcosvQ6xBAioSN5j/+dliTv6Mtd9VaXfR7/cwfpPtTIOX5z7en681ZS4S1VFRuSh5XgcLo9S47GTZptwgp8qSh6W6EK5XC6mIplL03PrJqoqrVtf+lQzCCa1RkQUxGzItWbWWlWK6ZhLUCUrtal1k2Pm5KzdJz42NQ0xB6cBZaYk920fw8Pjzu+fTYbZLbEpYVn6WsU5nmySCR90wrtcoxNUaa33QnlEZEBk3rLbbRtjqEjvyxwT1XvHMWdkSuJyhE/VUt0VrtN5hibaTJpmHe7/MypnhgowG50j3P3wBM/MHGNsrbXW2no6PT19Idp2C7P1fHpmYV2X1tvtdiXr6el8Wk9Pl0vr5u7paWImEu6LdVPtbVHT1vvz85dffv61UKYG1Om0nE9rAWb6/PzczNbeCUbkaT1ttxuJ55fn0+m09I6qdVmezmcTPa/L9MlD1r4PVem9zwP2999/v96uUaEGIJU8n9Z17XOws2eg6unp6Xw6zVGnjxUNYg7UoMixH+4NXb+/HsvyIC48NoMd4HV4+BizMfxIiGfAfkTzz5V0oexRF2dmVbbWcB80gIeo7JPSjHN2QabXEOtSfRGemrVmprUoFKViypx2f6YmYEuKNlXaIqpq1qejUALau4o2I5BSCObIaGqKiQuFUBSm02h86qZR1ueqURMFpy2GYuS080dp8QCZwyM93N1m2eNDyGo25fzuIyJmboCaZKTsy0JhxCDKx960ZQQA632HeUKgzGiWkXtEtGUh2jYwspCMJArKyn13lVIJFFXcY3GKym6Sbu8fezNdnk/7LbfNWezny/466Li+b4ud+to8XICTLkvvKk1prL70n3pfpcnLy7MZ9+2KaqfT10CtbZWipC7LKdV6O33Bz9fttm27qCVzH9vS+um0VoUzIjX3BGsxwV6GOjWV1WL3EsmMijpJYyGGlxAmpBj609Nz3T6Upciln5D2fPlpXdZtu96ue1O9tKWYmSkiX5++/PbtexWWpb+9vX55fpaljauGes5pv9N2KjJ1OjbPUZz4wdWXOa0Iqow5flXDukQEKdqsqiRREzjSz70wUuye5TDj4EjPr6SUTYr/jIXH3Ks/Q06fa4CjHJmkSBrJU+s/nddFZDU9tbY2W5o104VqlIViVUpGZl+6NZ2MNJGaaNq6rq0ZZ0+iYqpYSGYlQVOru/8c8LgeIVHJzBLe/w6YGRRJgFCT6VEFkkqjHYIl4TRmyMw5xIFk7we7wcP3bYeCWpVZFahUMQCqxiNS8NGjKRZFmFGV1Oq9TTGaFDKZFelxu1116VTJLFUzscgws7BExeR1m3EbQfK0rD7W79//uF03/iSttRtvPrwtp8t5jcBwB2FzrD3qmFNUmM6qUaXQ/bpp05fnF25X33NZlr70bd+vt1tmlsfT5bxvW2Q8vTzv4yqUdW23/YZMIZ+fn1X0mm9iPcBt3+ck6eG7tLb2NbNU9Jdfv97+Y3Pfxm7np6dwvjx/+f7dXbQ1E6Go9mWd7WpUrq1BdOnNt+32/na+PLVmHLuAGRkEclYJh72Eu+fk/96ngD2W4rRayUjULHbvBIV7Uv2AcD4v3U9pT8wxniTlMSb1c/L0SHsev5KfXriPzFCdvRL5y09ffnlaX5b1eW3nLktri1rPMsKA9NH6MlWM85yJcBxjzypiqM5JpSFC1Wn7WBUJIQVN27y8ic/qQaW682GJWQlMYsikNmOOMdRp2pUTyFp6y7vZUWSqqJoeTUryDnZlYRAaOd/2kGmPOayzUKhxHyMJ1PChAjMtMjOGR9O2Lsttm1LAluW1J5CkZKXQqnLb9sHUZpUYvkFNe++C2pLk+fT/s/VnPZJtWZoYtqa99zlm5kNE3CE7q7JYxSo2SDWhpiAJICDxv+pBP0NvgiCIkgiIJUqgqsmqrqzszLxTRLibnWHvNehhHfOITNIucIGwsHB3c9vDWt/6hul0OtkIH1BamUp93a/LsrQ2WbiaBQIVMXAzT1dfhoYAiGx7X/eVAk3Vhgqxk7sHITyeZ0HYhjJzbbIhAULftHC5nM8G/TxPTALufd3CrFWRUoDlhosP87A+OoO3qQACChaU5+cHNVPTSgS1CFLFSjO5v47Rzex8ftYqL59ebOsFiYmxVb+c930w4Bi7u0F4Jn8FUlKyM7g63PFuw5wLMQ45CEDygY8yBhAsx5fZTOOfUiHiq+HavS+IN1gJESWy56A/maV9/bq3PXBsj4gA5By9AgnSuZSZqQI2wBJBbhBGaeZG6OFchYDMLMCZ8WgDDocVADBAQgikOLJmAZAPQJhyPAf5w1Arc9o8IxJTJMmPkClZhOEAGAQZ/gFMJFxa5VLQVVWJmIXdDAIDgqsk6SktvBPiaqdTkAC4at/3DYk87GBeRQQ6ILqBEDjBGHuR6tkLEXhGESMKS9cdMKQk4pSTZkygOSLWdYvQiEFQIF2kCd0CiC6XyxjQdz3NcJqnfd/XbruOCCQRqQXSDdiUi0CQlAyWFQYhCx36+unFA07vnvcxzJUAW5ujGpZ6u14vl9PlfB5jLEuP6GqBgYFYWHrfRZhrW67bpqOdz60WCxjuORLpfS+17rq5++PzxQ5FvGjHsfUmtRBvfVMdY4x93yGM0+2dqg6P8FkqWJh2QRSSCE1qNCA6QHfNRPI4GEH3dcgEiGrG95M9nSAi3hhBuS8QADIx8g3YJKK3ej6P7jfc38zuc+Gsa76qgt420NcoUF5PB4cVcK7lcZoqI1NMBIyOwEQsfDh/ESEAExMZgAcRFpYi4mGI6ZVKAYbhSODuGiDFhSkOD4/wUCJhZCQMh23f+c75T8rIW6a432kkSOSBJPR2p5E7ACFhgKl530d4CvdQpAztaYwc4amWUjQhDAgqAhYRASwQEGGM5ADmCkylTIUwgCIwEAkJDFQ7C4nwui/cysSsYUFIjm6aAzUJjIoR6IaBZO4U0USUHIDn6cwEqiMAitRWJ/NuqoQCQKXWU5Fdu/eVhEQaBrm5kEDsvQgHpKpft1331d1rra0x4oTqG+Evv/xyPp8IiUm63rr1Vot56OjENM3TsiylCIWH29SqefiwIhI6VFWKFBFAblJv+/707unDu+9+/uOnT5+uBrQsCwASCxDufWeI0mopjUiur7e99yqMOHW1x8fHeF1eF7c7BSXNURKrhzsgeay6u0j4MBaA0CNxFfOf3oWPXx5vB/qX9YxA97SyBD6JWNADUyOAx7e8N9F/cpscFQhzahsAwsEI42GulWKeylx9KqW0xqWkuzITYvgkwmZNJkBg5kLkQwNcWim1BAKGSjJvQIgZPXwoIrOUAHcIYY5wREn7eBFBjN43ZgGUFHjm26fjwQIEHIaODh4xdgUEJCdSN1TTwCIsIzXvIKVwRLhp4abqKDA0AMABzAcLB3BAcCEL5QSvHQM4DAETuiczK+ilipqGk5Sa6TJpJ4qUNkMMBi2QY1jQrmRGiEBqiINACbmUuvclHAhKBJTSmkaq+btaBJbauAoXNh+9W++9lMKVFSwnPOXUhnbc8Vx4H+reb9tLa3MNnmv7+eOyLDcKvlyepHGTBmZTma64jTHWbQ2MNs/LcosIxqhNUESVRo9wcB+NxZ0gsNay79uyXBn00sqmvvTCbo46IPbeaxFEKMIRzoLQvXdlLlUquDGsXYcRYdJpQkVK8l1IMJwi/E56+yIDiADiNPwJFvZw6gcn4g02zX/Fd0vj44vkIRlphqoRgEQCh4zyrUX482HwW4t8fC0kzgEYBGGcTycmqkhV5Hw6t1pB9ZhjIzKzEAsLEyEhUVbbQczJUHNwppIVBIuoGXuAAwkxS+/KCMF4lB+HIYIzyzSdWFjHgccTkZqmNiUCmYkgTf7JNXpXCEd2lCyhSxCLMDuaaauFCcfo4QCIaODmLHxQTIjBv1ymAGnOGkeqzBGVGQDOCGYeoSxibrXUbXSKqLUY2L51s3RPADXXUBJuk4SzqgGRAwwzP+y/2g7ex4aKAHCaL31oEJaCLAe2zVL6NvbebThTDvItmVlMtK5ba5WlkPtQ7bu2Sqfz+bYup/NJXW/Xddn36WFGxB8+fnJ7JWZTLVVKKbpvpbZlXcrpodvmHin8rtIQo/dRS3FXiGDCTx8/xu7n+dHJpqmFwkA3GAdizoyAADjPp3D4/PrqoefLOWKPAGb2o9imIjUCPOXBAen+lgvS02MDCRHM/R7KmGEZ94KeKHWzw/RI62DOTy1XcmZgm9s9mSbCXd6aBb+3C39GuIM/LY3e+gxCqCJTLeyd3QhKxqMWhCLCiMJSWYQ5s5GJSCi7HTksPQIx7p78hBFo6hAwtQmRVZ2QRMQj/Bj14VuvApDMfEzMHCIpovc8tggIAHOPGF37ljwLUzAMNwcUAGAR2rZtH95aS3JvtjyCBBEGx/Q5yRdmtq6bVEE8PlEAAGoRAWD5q+9qY6iHjT6maRYUjQhHs6PfQ3JOeX9QyueJuZIQ0m4R+z6GI3ipVW2s+57A9FTa3hckbKc5wtQ0EEYfhDJX7N4FmQDn2vp2m09tdAVoZqqKaQXnDr2PdiZknE8TMlGpr9c1lvVyPr9/er4tmw579/wcGHvfA7mW4upCRUlrBakTEjn5sNVVHW2eZ27FY0znuox139f5/Pi6b+QkzKk5VLPvvvtuva5977W2UAOAl9uqblSLiNRawtzUU7ydYP+BVsSXQggQ0eMQRWa5dP+gs9V861Hj/q9y9f45nPNVZZVL5ZjqBwDElynv1+3vn+Oh9y4kIOZ5YsQaPHORnMMhiggBCWYQUYZQ5LTPw1GEmQUAQyMokCjCuUgRiQAmKYSplkitrXBFSk8pA0hFP7qDGURYKVxK0THcnQojASEjMQAeUZURGDjVCSkrRcd8US3mpuqllH3fkSB5ywRhahDqSVoSYgIkBEdCQrnHIR9BC2gRh1EFAkZI4TG6qmVyTZ41o2tAMHI31T6kGIRDIWJMijUEOhIisYkABAgFSm1qu0VQAAYTERAAGDEyuAUWKdvew6JKQSTd+2k+3ZYXZn7+9vn15Xq9rWawbZ2ZS6vbtsfLp+d3T9voy7rOl3m3sGXTdX94uLx79yEMlu12Xa5Q49NtiYC/+NVfLstSp/nzp8/qMM/zbntpJ7TYlj1qO53Or8se4MJ4uy5lOrXWbvsGCQ5HuMHtdpvalIV9ZYkK19sOSClNJOIcxOKXWCJMxg5GYjNH3JuZpSUZExkcBinmTkAHCPqGkxLVu2191sT30GuCgACLiIN2Gi5ZNoVqZlDGfSDw5aB922qAROkwaRxYKAohhc6n0pq0UicuJykZHdtqYT40sEJFpCTuqRYeikRAQI4i4gZoEEdUKxNy4ruExAQBlvqTlJanVSQlmK8eRMGIIgUowsduIliKe045jntRCElNiSmA3A2JEcx1uEd6DYzhdFR9QIx9zxxsRkdiSYsyEkRsuS/iYE0D6GEVGhBugQxCYmAikkKNVMoQcwhGYHcI90BXHciUcgV33Ptu4UDCBSCwEFnAWM20h+liYNYJ+XrbmLjUxkwRgBTzNI+9L+vtdJoh9HKel2VxM0SYpqoKAAFMBkFFuun++llqcwRVYyE+TR706fNNZLucZiZkxt6NIXTb/vC7fymtfvj+Ow9Ylg0IBUqdptAxtdO6bubz3/z1374uV3yin374eF1eA8vUJhgQNggCEa6fb9P71kpJG2Mcva3ClXbtiWyCByI74nDHI+YQAR0xvcQ4PT/orQwGPOwbEDNuI43e6C0sCI7knqOEyQlOsoPjQPyPIh9QIEsdADAXEZDjakim0dtOQERCJgTDSP+PJiwUAJ2lBAYBSqAEMjJVBsrdGVI4iDScOP87boSkZ4dHIaYgDCQWJgg9MtvCvJQS5BGeb/WgNiBAwmKBrqFoyBQR3j3nVJE+WRjZ96j3sDAfpZSIMO+llFAnZgDsYxwUoLS8DlcbUhiRPv7yWVjmyyNyeHQ80mJAiqDI0G7mrRb3dHA62h4SQTsCtwIOdkYogECplbl5qNoCHu7IJIFCImQDTAjRfAB4gEZ0RDMf+9AeGzM/np8bNVUtUh183xcRejydl1e63V6KcLiGBwKOviOi24jAUoUqD9dSCjABSmvT2od5H30Zw5hn4tr78tP2+fn5/ePDJUwj/Lp2x0CQvq1PT48iZR97wWamZiui1ypjjNttVTdAuLx7uvX9xz/+IOV0Pjd0e11uptqkvH58mea6aY+IWlqb67It+7aRIHdiQBB2QMoA4ojwQIwAv3tCH1qcuNcqRwQGIpF4fFXSALg55YTnjTyHR8Xi8aXFfSuEsqU60CaPSE7OW/0Ddzqe320jEBEJ0LFWmVurksz7LHEiAFi4lJJmDY5pDHLEcQACpxIMEMkxsS1ME08iQi6iMQLg8K44hl1438oQkEpeOmh0dyHFUCWHWgsx5tkPQO73zJL7liZKUSWa523mASAMLByOEQRmTg4RY+jD05NwOWRNIO4BFsMUEakwM4EDCsc4EFQkKFICII5JHkJgH/n7JDNDJinkTkSTa4EQM4pAIqxSndQ8KzUH4tOJS2kiZb2t6+tm5uuyApOq4d14NIUuUqiUsm09fytmvu1jjGHqgEgEBx2p8hjDAztuQnieTlOpt+v68eNnUxBBC/38+dP333//+PQAr9y3sb5eHUKmyZBaK/tYXz79XKf24f27221hFtf44Yc/np9OfVMp81RrLeyg6gwQPnoEmsfPP3+8XM4h0Pve6uBS9mVFOOJpMJwAAVEQD7+dLwV7JHiIgXewHwDu5ugBabX+ZSDwVRX0hd18FBeQUtqvG4DcAJn5mv6OR2301lLkl3jDfyAwGA8St4cItVqKcMmkijddQXgRTiNqcw9QkUxvCQuLtMAnuEuZMyg5j+QjqybcESAQLA7ddPLe0mSG4KjLPV1EIdFdSC+MUiRCez9+SUTEjEkbjLhTQYD60FoLFXQ3MAgHYUaSKAAQxHU6nyFwvy1EIKVF2kC4BcRQzUJu6PDMTUOEgK6WKDFLhVAR0XCPaK2O7cYHzhZFpqDE5Ci7iCQhZTGbTT8RFZGYmnBpPF2X2957Uio+v7y8e/fufD69LLfRd+vGTB421TMXut22dd1MbZpOFsMtbQQ8wqdSln1frps5QKBZnOYJIpbbYmEYAhCZe0BEp9OJA7LbBqS+rX1bCgeDbtuSqKPa2PetbvTu6cO+6xB+fjy/XLexrcSMyK5W54YWqsZSAGGapnfv3q/XdVkWhpRKpJoDMUNUCYAxAixDuuBQnvzZI+ETPNx1v/Slb5xquO+MwysfAPkLRvK2VQ4qRAaEvSE/X7/i2AZ5DKdCH5GCmBHce98GCMLs7kHH3eQe5s4kTJK44XBrhSnHogFMaZCTA1QkQr9/0yza3AM9APDYFYgeDgHqkZ2CwMEJGmoGzkGE6eGTXPkIRwBkSTfPID6KwqSaawQJOwIzMPPYRkR6zqFZcMHT5TyGjmFUiodSLe4BSbKzjI/PbhiYhZFM1d0RKJEI4sKlqGmdWu9961ubJkRHinXZ901lbsIIELsOs85fyO7pNBCRxIeI8/n8dH6yP3pEXJ4e923/9PlljHF+uPC+9b4XklLKvg+RencDRiKZ51PXdbvuiIGIpnp+eDD3MXT4QGQEMB2X00zhw620ChlOAYCEtVYJ1LDuBua1ckxSvE1zW7tmZqEUeTc/RShTMAIB6lCRMMNhdppPC+7rssy1kWDvqok0IE2lbrZwhAAUJAT0ALDcDQfX935ug5oycK7jt7vhWO9fzv84nvEIuPs+HAKYvByyd/uiciEiIBRV/cKe/oojQQcbG4jY3Bw8LW+IKH0YSj0zVzAEdwsHNSpIlYExST4FqyAjQpAJYStUajkEmJz2/uShBJxvFBkdDMDdDJHq1IBQRMYYZokeMqOnL7kiEAUgBDghMmTzIO7hrqXwXWPJiHCEcxLmTISQqxMzAZm6gicAShpGVAgF0Le+EfE016E7Mw01MwegCAcKAOQoyKS2qSsRI0uEJkhMEabD3VV3lkpAGdIQEIRcah3DwzuTAAGEQlgQZHMWLgFWeY4wQGXScDew8+ncxyDgWqZ5HoSw7zdCdQguM5v72tUchpsCEZVWsQCqtyoZ62tuffSIQPcGINKgNjN1sGBstVUp+xi1VuJGNF5frpspMrdaTK1IrbW8vP4CDvM0mxo4tNYycmZdVoOgGm2C649LbWdXF0Lgeu37PoIAQAAcxtjX/UqC3CqhFXVb9wgwc8cwCI+0VoI7Ap8lNkaARSDRAfwD4pHJfmASkYOwDGDOICaicAu1XOvZdH7ttB5HPsBX5f5bhXRsFEzIG3N73QUEaplTyUlZZyQqIgBg924dAEwNCUgwEEolJAAPdMI8KxCYiaGAgqZwNyDbXRF2AzUTRApI9zp37GMgOLOIcIaAZdxfdupSBJHGGMxo5qFBLKBmmPKvzsy1VgCIgCo10AIQPCJgnuc4rs+wyAI2gy3IA5FAFQ5jOc/cX0pUjpEMkkhHCKg6KAN8UhHjMdYtiKU2HcN8pK8WoSMSgIFjJdYIC2UEA9Bh+96lIhEyMYmY27bvLELm+zZEuJTi7raPMVYITjv72qpI6dtGSCxCBH10FhYoZu4Q5v755eX98zuIuH582XWTqQDEUAWmvnc0UOsRfn44tVbw6QEQP396mefT+XzatnWa69RmM5VCXJgAK9e8J4d2ZKyV59PMcnODfdNSaG6zu/ShfetP31ywtX1fbsuNCpMwqHORTE5IxBMoMIABCcBcw8MBCRmJsk66DyDzmL33A3CMSnPdY9rkHC88aqQ8gMK/TLfy2UMl+Ab83+edX8ZJByEbDyA6GwDMfsUtaZWIyLVZgFqUxkCAHqoWNRARCFDI0+QHCdxNnUTMIpMpABCA0JPLUJnIMcJD7vodxMNXYmpTvgE/oE4b4REgjO5OkrW+eTgjMSAAmru7c6vZf5u7uwFpvj2hgohvlEESDIXEifPFEegKHsbEXYe7InJ4RBITc3QZltXzcTIdtF6U4N3U3d0sOcyUJPvw/IETGhdENQwEDK851U61GiMiFWEh2beeobQQ0Pe+7kubJD20VXezqLUxA1IQo5l1VXQqpyntAIi4CuroripIB6BWcd1GgD2ez4stqT/V9EWUOs+zmX36+NHdpmlaluu2rbUKoLs5ExZpzIxIDtb7PrT3LUztw7ff9c0By7YvM1NF5FI5KHqwIDowcjufr6/dbBORaZq2rUPapGRYxiEmleHmniZoB2JyH+GGHdbREBFvrNHjvI7DHOHP4Jw7wvT2N3gMwr7eAPEVI/ptqWVJlI5PCbgWFsADOEz2nlpgQDcTs4KMJGBuqiwUaBbISIhciBzMKBAy9I8JSnKPwYMQY8QIY6EigoAOoWqILlyY5aseJvBIP/ryi8iOYowcAjAWYWECAIRD4+JhiU1BmlWSEBPScH/TSHBqLRHhSDj9MlkUISSGCPXhh2G6I+R9hkGC5eAPmRlGCJKLQE5QgCM75XBwtZAAyIldyew6RAQrtbVpVhvuniFtbtbXHYNObZ6mk1Spp/rLLz8HKgseFL6wAB+aQXhpwG+AtPYNAcMj2Vnb2l+7Pjw8IOJwNd22faVAbDBPkw0FDkFeb0udIqADeJuqWu+9J+8gMZl9qAeAgYIisjkxl2yE9rHt++1yfv/Qnn/4acex2r5alNOpIUDj2i4MgaOPtCtAknmeVV3tGKfkwevoSEKUR6PAG5MHUoiWhz0eXOZ71Y6H78nbM5guo/dFnoTJe3VzwKD5N3fdzdtnH6n6JTw88fFAMN7MlouULwMFQvcoIkQcEcRSDqNmT/PAyPyPtG3DYCECVPUwLxQIBBE2nBw0qE6N0FVHrfV4X7nCPbtrh7tlb5r+58CMiPZ9770/Pl5qLes+FEOaCAsyja1TsIgQi5kp2REW6A6ERYq7WXiEZZP/ttNS+Oxmql2OrUoB0Uc310IC2Yl52BhHBLSHu4O7YBSSIDYLGwoQLEABQqimJEKBroORAogZCVEjPFwEek9qFwszNUQgHTrWsa6rkpZah9rQ4QZCEnBYV4y+E9E8z1tf9XDE9H3rp/nEUhkgPHof27YOhGV5ESpzmUYfVUoQUZC5gUeED7Wk1+y7LstSa03kutaGqOuy7sNtaKkTTRe3wAj0mKug94dJhOvD6dem/fW6rZt/vt1eP3+Gy+Pzh+fbvtyuS2tTa31Zt6y0EYGRU0eECODpCpEffZ61DjnTymnssZa/xGJHfMkzort9SaaVfd09H9NeQA8HxEMMhUxJ9GGgvCMAABLXCbxTYoAIQRUZgiToIOVFAEEZ2ksTRITIkVlpcwnviF6oAgEaulsIYmAYOgA6EhGQOBJCMGBoMCIpAGNmtYdnNHK4DkJGCkGqrSHw3vdAq1IZiIVy/FlrZZaEv5F4s7CxFeJGIiwpLi6lYLCPwUCOsPUR1nPlliLMjBGJSAIiFFZzZ4LA4VHSBdyBITOzPALd1M0BwQwwoLJguKIOAUqHXArP09wxiEEmQCfHipyQlIalSzW6rdfPhRsis2KEAVGdp2PEhXj7fNv6LgxE4hbKoWZFyhgWgHWq/bpLqQK1EO46tmVPGTUEtvOp7+vPP/3xl883qrMXqq35kVDIU23rauHYqI7RkdDV5qn1fVddi0wAxFjCMCyKlOvrbdt33PbyOpiwFn44PbaChfzElQkdTOG0Pdmy62rf/Pvf/svry3X9/BpI3rWe26mdYo91XagHiDgFOSKSu6kfoiQ/0tVysE9GX5B+uBft6pEo5zEtds/Pmog8LEsjd7dwShwnB01IASFvs7GI8AD+qj9wcw99q6SSbeceCGFmXUcA1DZxKd3sYZ4DYes7QMwBEdHHXoSAWNUyd9Hd+m4kwlzcLQIE5GDVACIjRQSghaJjILj6CD30oICBoL0TsUjJki+IPKCSMJLH0R8jklpIKVSqCzLwJFWIjpwVYo8opaoFuGd+VsKXAc4cIofne0Ag81BVtzQdVTMwS8iMkKng3TUxPTKI3NVNwST5cwe3PRAwQi0/qYBIQDoR6wBzPy5rQiHiO9cQmdwiAxxyjmFul8sZr6A2ijSsxQFer7ehxiwIIEKlSu/9wzcfrrfl5fUGDlUqOY69U+HCQhF9324vy9O33/z6179mwB9++7sOiKq11H17XZfVxcrcWp2Y+PZ6S4DChuo+eu8Gdjqd3G3bFubCIu8uz98+PX77/K5wcIwKRBi7jX30ddsvRN3pw3/ytz/+8OllWVY3d+19r1y7kFS21feuUA7NLSOns3zc42uRiOHIcn87xu+NL9wnp5jlIB24qqd6QDIzJdzsC6B/v3boq5TIP33k7QJp2QUQ4XSEFKBDuNt92BiG0cG7KxgWyvxGcDBmTj+oQDQzKRUjLXm/gFaJ0yZIZ+AEwCIMnBpmCspe3gEBKSIdZzl7ISklAMIdIMkHIKWUWplJ1aQUKHxoJoVcHe7+LxChOvIUKUjIQgdRKq0EOMMZMsoHLELN0TPBMGfG93sVRcr9V3d0ShiAiDn/IiIKPLYvMQY4EhABi7uCuQce4w7AcDePOGxd0t8Ikro3tDOjO6raeZ58jNdleCABQ0ChNkYnovk03141LZZ1uA5zS8NxAge3aI1Z5Hy+vFfYfvhlv11//uGHh/O5tUpIy7qVudXT9HK9tpwpWKDHqVZzpQQ9hu3LgqX0vcdQDnh/ufzVr/7i/cPj+9P5IlUwhAOGOehubAWHUKnnW9et6/fTw+d1+w+ffonPvqju6rtgPVVYUHcryPcFHZA2soipTmHiXIqc0+ED/8kxAJg7HTPvI8jirp7xbB4w6IAn7ga4EZHWaPcSCL7KUfpSUWUb4XF0v56IFAAYhEeo2Tr23ZmJLB18iPxwYmqtFFdDREEx27EQUQgJMlrKygACnJEQk1AWQQDsDphKEnJgoZyAHP7ogIiUtgBmPvoozF6glQpMgEBSHCAwpDYUyrxZdXcdAJhQ8OFIzAjZ1REVLigErpYJmdndJw2bOW8Pc08D98Shj0QMrglhpTAZINInuA8dpoKUqChGIHtmlRmQqh29VrJHkNOYN8fM7g6omJTpfD4UgZAi82Evp4tFXJfbunSMoAAfbmDoQczCUmpblnUMJSA3M3BkYkIbCu6tlMvp/OFdbH395acf3N6dpCIhF/70+WNrrUyi+47m7iFSH+bz3teIYIZKHGqfPy/bp9fHy+lXv/r1r7/79tfvv3k6Xy61NWHr++irJRGBfW6TFQng8+nSuwGWEVgbu/ZfrtfXsXvltRUmnErxO2jzZVD1BsofnKDj8wIAt0PhjYS1lFy0fle3vzEYDsl8aqkJAY4O9j4tDiFCz0y3Y7T657vgGP0SefJLM6stNwQcHuXOyLV4oIWbmwcFwNb3ygWJ3INI0iEQiRFRGBjZLRjlAL4AWEhKTqYNAskRkiGQdpDCxCIEiBQGAVBLPc+XcI+IocalcOVSmruLVGK2PMMJXQ2YRh+ttdKa2UHfvyPHGO66d9MeACKc9jGeBCrzzGEPH26OdDDeiFh1mBvCwfhOXycbqhBIKJDu1nnFgZtnCKh57EOLEAWqOUakxjLubVwgDE+UlhCOAWgm5oqwjs4o5/m06UAzsjDVcG+l9n2L8CICRMi07buNI1sWAsfQZV9OUy0szPbh+fnlCkYAbgExn2dp5Xe/+13XXYq8XjfwEKmMhEiliJvl6RPNl9h61+8env7mL//im+end9NpqlUIGV0KMrCCBVZCcqDazl1deOKCpVSudbpMD+fTv/vHf/znP/6ExC+8s0dBXkwhAjOm3ezN5LCUEu5Zet5/H1/IPAj4dRkPd+5CNsFFhAD03kPTEa949/Z0l2P0nXA9ZJrE4bDld9A0DqmBB4T6kciXPOAc12PAUEtS/ggV4MhRGSJY1KmajfXWT6eTIbsbMSJyOiNYxJHxmCQjAeuOCFTR0QEJBYM8DM0c53Sm19N8yoKK+cCECUyYAhyESp0D1MaApDyIg9l8rkwEGCwlnAZsSHDAvwzkTFwxW82AFD5zsGNG2BJLVbUKGOYQiMhqo1HNT2iMEQFOwGwRhoxQOFElIgDvGAghAFgFqYh1G8PJSAgxlBEdQC2ciKR4qCK6m8RoWBhFMRQczInJAxDpfDq1Vpfr7da3QAu0dV8hZN838yAR4VJLvW3rVFnN+r4LhAcaUEFijvOpLa/L7fpLP52my6ld5m9/9d16u63Lcj4/FBID8CNBqegYttzI7cPz44n5VH/1m++///D89Hg6z1KlUEGH0CBkaqVUC4A+1ICoXc41kAAZONz9L//iV7UQmq7d7PNH6iuFh0GBGAwamfWC5EARRUqYD3XASDIPjDQAjFzKqorIqoqY1udv7Spw5pWYswghD9ccMQAA3Wdncng+p4gEvoyFI4IQSUp85SaReVv5Arur0DPGa/RBXNx9Vy0iJaeR7gAxFAN8mibVAQilMaSswA0ckpUvQhChQxFcClu3MfbWGjFDBDgQIhKnqS8CgqV+UUQYJFwNCNP+v02zqSI6Izs4QjZVecvd/RwJkqEZ7sSFiD0sHQwhfeH0AFvvMm0KwuAwH0buh/NKFa7uXyKqgoilhGPXPqwLCwGPoUyGhHC37hAks2F6JMAGYjeNtHZPLNpJh6UDzNgHSpqiIrO4m9uOEMJGDKNQYvNDB0vt+6i1XW83qZXvAvCIyDcSug/V8+UBgJZtLVIKiZF/+vRCtf76L379eHkEdQqKYVn6Ehg4ikxD176sU5Fzqx8uDw/z6cPz0/uHx4fzmRwiLGKAJWGX923vqtPp8d35odZWWvOA3nXXsfd93/rj5eHv/vqvX67bGP23/gO6Bkp4eFK+IBzozbEmjqEWqFu4s8FhCAWevxMATKV4RjJkBtkh5QUQetOacDbCfzIIyyoH3jDU++jM3VOSmc8R5sGThRNkQxmI4TC6DoIyM5ZjBMFEYZ5+DcIoFFhKKZIiUUKUWsIi1Z2EX+jWLIIQCWlLSdSdASwy6EVKaiMA0M1YChJaBLinUidLtfCoQgGYAZLaFQgaF0jV7KGTKEjBGCRMhN41IhSC0ncOEUtBxMhWNA8NRwfDMhdCNQU9mBrmMdQQyNzDnUWQSd29dwsDEssUUUA3p0B0CgxGJiEEBgjLXzVQAIQHqCPiVKpDuHlBBkgaAGAEIwaTJ1vWHMlZCIM8oLV533rft2mazB2Qaq1zRO+9lHo6nz7+fGWpatZ1qJlrCJdSwK+3T798JqDL+exqoOEjDagR3GIffVdU4yROrOv5/Ph0OT+cTpfzfJonsBja1QFLSQsCmk7P8+l0uVSZwCIACDzEWc5TnW631zpP8zT9L/76r/vt9k///NsW4MwOkD7FSbrM4J8Iu0fmpSKSCmMgWcAxGUBU1RxfZhv7VggdNRLhGyUuUYqvgR85iA/45pr7hQvkZuHAzHAoTY4mL68JJwxkcAAHRjazdV2hlIkpAlR9qlgYy9EzU3pgCXOE7XtHIEm7RGBCikgFA7ihGrIIU02kK1t0QmJA9VQQHGXgcMuEMAcsRWQqoAER2gcSYRJWLRAARRDMVDOnGQCHbaUiEYU6OhFzqtLMPW+DjMkIJACCtPlD4sKAUUS4uA3FCMGGpsyiqjYUCIm8RjNX86w7OQ8YFMGcXnpwpufGIfcEYkQG98O3FF1KxdDwzJ1PUOBN0AeE0gpNFd19Punttm1b37tB+LZtT+9OYNb7aK0B4XW5qdlQBWJEHKb72IfqSRoHmcZUJ6mVAvuyF+ax9X3b5mkqhRCw7yMPJjKrRR5P519/+83Tw+Pz08P5NLt7N+Xa3Hjdtq6GVE6n88PjM4qgo1vvfScE8IhAkek8R34K/9FvfvPTjz9+d748Ijn4xhx+ZN0lLB4Rpk4IdACcgEmUTXuHVJlYePgb/kNEbypiAEh058Aa8Zj+vgFBmFwgADg0V/AnmyMXWcpzkhmKeFCQEMgthml3Nw9EhvTcIaZaEtA41AEZ/wphNtS6sdSpshA6IiDntDmlPe6jawCKtHDcNq2lAjoiH90+QYpkkIjyewDWUhjRLZBYh1FgqRx6ZMtCAJOIFES+K8UYGXUMHZ1ZyLHvLmUiQCR29/Sa9HBHZOZAPoYUgQXRMUKVgIVdh3pEJgoT0WGsBWHujNzKNHSEAksNBzXFw2CLXC1zgQAzLRYc4E3gQ0RA5GqlFG5ifYe83Swws3WNgBIcw7nNRdgdhsZQV1VEHKOX2nxZF93VrJVGRNaVCVXHtu9dDYJOl0fb+95tarN6EHGtxVVTOhVhRZoQxtg5gqWUh8tc6zfvn799/+F8Os1TQ8B12/Zt710dglu7PD+c5kutEwAOVUaBAx8DAEt7/VLqti8BFmD/6tsP/+Y//tvf/vHT9aePQIfUNGFNSL8zurNCIShz5dQCMv48v2wSgsNzAA+YdJU8+5OMkJrg5E744S53KL0k2XIYwZBsuS/UIEq3rBSvQ+aKH7wxoCN142Y6q0ybTsxTq4jiAWpqPMwGOMRca5OMx2m1iQgCsDMCgSNTxQOER3MlrEzhqo4oIgE2jAoxScYIOyKAQWUxM0I8cc3b3xBjd2Eq80RJTo/IxrRIJecMgIdgB0ePoVtAgHMEIoSzpV8dEIITl8qVRx9hToGBCIyBEYREBYKAMHwgY5iaIyKoDiB0SXgOmIhLE2RPH0uo5BBuQEhEhghGJGIRhCTYFDYIQz/M9EhKgIZqcMapE1pEgGMwp5mTA9EwrcRzOftDjK61+strD4d921R1anLrY78trTUqhSFmESdYlh2dicun2/L0eNHPn/bdQMTCpfLwLkJtKoDu7tIaUznTVApOT/NU6rfvPkzzPNWGCiNsqHbfKEpt5/O7S2mtL31Xq1wkEKmH7cSgZkBApBBCIE1q7xpu755Pv/r+6Zvnh3/64WMLCylKET7AzQkjXfAPoDAZAWCEhHAPSc2DPMshyLMSD+ZzIBKkV02e2nGHe+6nvLtTfPXwr4wljlvkzm70rxvko0IK3ZWQmYuGA+N96gkYSExJLGVCMwM4uEOqOnSYO0JarVjf9/ReTpiPmdUsk0LGGBFh5lk7qWryifKKyp85jawjAgnn8wkQ1IyYxxgRLsJIoD50DIRMJjVVBUAp1TzD0Rj9iLQOC7g7bhwdPyGWdKZDBIehNjR6B1UmImZVFZHamqqlMVHSevIwllrzIi61cCkkAkRcS5mb1IJ5JVXJOjMncYgRYEgU4MOUuKAwMCBDeu7dPxioUhIamOaZmXsfKdBz03AjgFKIC3XtfWx97OYhpc7ThBBjX/dlCbc++rattQiEh2urBSFE0ohB+7YhBBFMU3t6eHz/7punp+eptbHvfYzh1ocSyOnh8enpqTKHqhQuzGaa480x1M0ZKTzcbT612tr59FBbK6U8nC/fvX//F9+8fyg815IvYhIpNaHBNzow3P3/+N7CHsXLV3Q3AMgp5n1F29cQzn2NHwZq+ecvgUrxxgm+XxCAkLYcdx7qG9cIANE1tGsWMA5obsOhKrgQlnj7goCZZnHktudXIERiZmLrRgfr2EoRM++6p5QnF1ZOV1WVkUuthod3HQQOHaHOXKRkxEST1tbrq+kgaHx4+2lefczc944UzDxGp1KFWLtqBAFFNyhp6UjwFl9OfDgAMQAghB92cGBZtzOitCmDAnrvETFGd/Oc5CaCge61Vnffx0ZMUgsApKlLBDgEZBxZHmKRo2jEsG1VaTUIzQczWhjFEf96d/ILOgRDffQhRVRViC+nycLXff/8+SNReTMIUdU2nad5Jhrrspl2M/jd736rZlRp3ddpPmnfA+Dzp4/nh9M8T+Tu6kWoVnl+fDzP9eHy8O0338cYu4eDdfMgQqo0zTxPwmGm4BAeqiOQIH3+mJEIPNqpEvO+7K1yLTNoB8OHWn/9/t27Vn/et4JYgfyux3gjP2cln8U8IH294o/S5qtT+62Gz1kuM70tRQLMpRVZu0bcm+D48lWO/3sEQo66KAn5Xz8iCtdaGhFvfTBCwcBwBUAvGBDu+Y3D/ZCcOwBhbXMpTBhCwsSgYOlAdXh95djhyw0Ucd97hIDAwgDo4Yikes+DIYbA8BjrioClyAGlhWaos4j4nTh+JE0GDE3kCfkwM02dDgFgpN0MpSuLYxxOeOABpkfzZQr31NkE15jZPFIraHn8ixAiMmnX2hpXCk9tPpUqgRhEkDZlwyCb8DBAiHDzgcFuiEwemiZCbgYOmX+h4XBYJh9OOCLiNipXQVEd4a6urTUI2PdtjFGnudYpHJKkggE//fRjmWdpU5jfXl7hJIX4fJrdDMILEyNezqfvn7559/RYa3k4PTGK+k5I27Z29KdvPrSHJy6VCHFs3I0Md+sI4Kquhg7m5t5rKZniVaca5uEQZmjaML67nC+MDEEOxBwO7g4V3mi5brn08R6qcejU7/TmLwkx9z74ftIjZt98HN+pFrjvEOK70+xXC/u+6yDlBQgAwARfoU7JXQMICvShy65MME+TE5IwEooIArlDUKqxw8EoEB3BgAoVFhIBABSM7oRMggHBhSFQFZmwSIkDaLUqFQNdXaRY+DBNtpOwkGCgA7m6BvDUmo3d+kCCMOcigGhh4MgiXEh1pL0QIIoQkxASxrHuwQLyT8BBHh5GLvFmV5zsW3R1dHBzx6Nvk5zBBDPxGL3nKhdhkTFG6jsSwZVapBZwCHMBvm/1EhZhCTG7hdfKzBBIQaQ2GJkCICLl1IDIjmZwGEVy7erzfFpv12XZWLhUOZ2n27rtuq7LphZDtY+BRGN0JKqtbHsvtRBia2U+zcvLJzX1MeYyLdvwMC6lMT89PTw/P55P83m+nOdHHyMb1Jdtq5fL5d03dHmAUiMG3Azcw9XNwA0AHEKKeGYQReiuiCbzHFunQUSCRPPUzqd6PjdabuAOAUCEDOFxOAl63o3AyWWBwxfxjQV3+IvdOQ6Zz5Q3pbrjVzVSrt5kM2SB9aUEgj81gUNEB/AwDyAAcwMAZkwDHDNTpGVbxzifzhMJL31TxEsr6sZIhasZSCF3xxFRHIEZiYJs82CjEyGCRlbSRIRBGBA6DOiY0hERSRwiBWAm2dc1IC04nYmR0UOLTCwwzBCob3uMThEiPBQc3KwH48QtIgIzGZAQNA01zMwy+YTul6E5OlDa3zJgQAwz1/SlsTGEyUxDA0yBwQGQEJmB0LsRpNkxchE6zOBF8jqKYBGpxSLBXgty9Lc0cmQUdApTd0MIQSDhrXcwH67sWJhZyFyRCxKbDgrycAVl5ofz2T22Tx+794krCdaGn19v130rdaqnOW0sIlCkmce4vZgbhbh2oenh6bxdF2YgjqfnSzvNp1qnIu/ev3t+9zjX01xPTZp1jeHLuu1Ol4dv6PHbOM9YBGyPMHTyfoMI7VtQ2cfIKgmJ1JRHIVHsKyHVUsOnsDHNc2n1dDmNP/wRAgmghxITAoAn0hk53MV7ckp2lXicPonUfFnGkQ4jRK7q7nynfx5lzqEHOKp9+Xrp5z3y5hmEAMcRHHBwlt8uCA9E2MfebbCcHBziqE/44Ng4s+RoApkyjsXMMIySzGzgFO5pfEdxaMKi1hrueI9kBUgpeppCE6JAOAIFYDhZNwi8PEzMDD5AbdfRirhb1+E5yENCi+EDCDk43yyShEFYRECYR2gpRFns39HeNOfiYERyM3N187GvSqBDzYwIo5tHtGkqzGP00XejnpNhJ/DUx6smUuEeSaEFTlqiY2Bk1IVG2iMhugMIunq4o6sTSZUaQzmwsgS4q6c7PpEgYqibW0SUwqe5gl+u69L3waWEb9oHOupu758eptq09zI1Ie59Q8QxxlB7ajMCCpXFjFoF5oenJ2ZuRS6n+eHh4en9+0oFc/RDvHVUrN//x7+pT0/eZnh8BCbsBXsP6cRSShlE+7ZrV6xhqWMhHK66xYmY5zNwMDRCQ4jpdGESASpFmIQ809oPtiem0pcY7wtQmPOUjvCvl/5bFWPp2AfAzHLvx+LeTuQhn8f8l5jUrxuLt0uAERHILf3osowmIkbOETmY63W9TXM9nebUsyKRh6uOaa6poZHCpRQMwuDkuCIyIQGhVNTeh6pUARJCoKMKuG9CLiKCwAAHh2kM73e3TWYWKmPrOE3gIIchsKZoKKkPTOTuair3eFMAOGYq2RMwoIMUOWSfEB7uY0BAHyMchKWIoEeYFYTr9TUVBRHHCEaE3W30ThA2RuI/GsfE4qBRBdDhA4NSyxjDDA53GwDh0kffRhfKyXh6CEGaantArRMHUoDZECkeYRal1LR1Ygzz4TEArE1t075dNwuw4Yyi+23YKFKF0BDdPMcpUkpE3G7Xb779npH6tmTpzCKpxZum+enp+enpqUyNgWEAGHrEJ+vt++/e/9t/ExZqUbgAIsAAIADCyqzCfJie99WcsNQSxOiGEaYKhFAL+RyuwAOxRHAJICRnjDtanxgXCSeN/e3YjsMW63/+cT/vAdIM9O3QdmdmQgo8PBg9b4C3niAnDsfuuIvRsvpnpCCy1Ia5A6BDxvKNvYNUNCseEuF0t2gmOlyC8I7DYCTznoTFj51wZOuyCDIDIgzN9+fuYwwKZi6JG/Ux1tGZuZRmZhhASARgQ/lEJEIB3dTdpchbP50U15E6BEx3PD/6m0gqMyOjZWnlARGm3cwJcO9935YwlVIESViEyfvgckSoZ3ZZ37sjhAdhuFmY16mqh6q1iZkk3If2JEo4gruXUglNxwBAICAzAXKWpDvxkROuakG1MJWsdNNIipmZBMAQKQnCmLZmECQHISarPUJmKkyltSokOmxb1vP5XKUkZ1JV0yoPIsDd1NZtfX7/nCTWUss0TUQUjJCHiob24fu4fvpU/umfT6fHKtW3PZjBB60LZriEBwYKEmgM1xCiKhEQpoI89iF9L61Am3xbApBLbXWizMt0UHeCIy3jwIY9pwDJcAZT9QBEvxMY/qSPvZMbkoRxQKhvsOnbNZAHuvz5qZ/TB+E8J5kIPECEkq7jHoAWDojkvvWt6yBp4eZuAJHjOUIsreTdlbpBdxMuBBQOpTSp1SkMTEM9LDQcIdKNFMnDKzMR7+vq+wijUjSH5K1IFtiBARYY4ebny4Nw2/oWd4sJDz3qNUT3CEJyDkfTDCWUBA8Q0NQstNXm7vu+H14PHjp6uOnoPsbomw3qACJcp3M9VxLaVSM4UMfQ6M5EIhLurllXQai6W3rRE5AwUilMvI8B5uFUuFDA8C7MAVAQsg0xG+QVDYizPUBTS+qeMGdxlm79ffQgQHHdN+aYa2XGqy5CAODzVISmdVnOp1brJJT6OWPmIhWpjv2zjSARQ+g2LKzbzsjDR6mlohTkQqIW1qMQoOce6a3A8vp5/e2/b++/tTpreGAAGEcncIw4+CcEpaDtNkbHHcC4UCVGs6Gjsw1EVDckOc+XVuq9Gs6EYD8OyDj2c9JxkDAiWIABIlKR6wh3rmMcFvkAgHCcxObG90cypT3d1YGAUN4AI0Q0N9dAQgpKIRgHOtzz8+KYCNzHEGwGBoHEqrZt6+M8RVpwzjNzcQc72KCmJRqRDQMnB1cfhFirlEo2tO892W9qWc+6BQmT1Kq75fsAVwQAA1MFImE0CAufi1SWsQ81rVWQwMfQ0eW4lyG5y61NyOxhkJreAGSG9GNSI2AAH2M3U1NN2SeFIQK4o1MaNZVaDUzNMMCBPYgEQz1SWKmjEGNA7/31diWkdw/PeRkbuBRalzU8zpeLWejQAZqEkDF6ztzwuKiThH54fKsakRRhZPFw8FD3GLu6BUGAeWgRAjBmSWO51mrdtlK4yvzTj1prmaaqupcqzNjHJlKk1FSJBOKnz5+1lbkQM09Tq7U8P79jA72urkBQxjKmqXiEulGhbtu2rOfLGb1vy86ARMHokGgakmUFjiGCpBFDzQYhDO1UgAh734o2AQJ3pAON7G7uCZ6J2uEAcehhkjabZe3bE5DQJ8Ld9DPHwHYffn2ZFNxX+J9cEQCQg7C3iv+N7JNm+fynHonw1ZgsbxYH88AAfNMqZCgMs5g5SfL6kIgDUSNNfkNBJxEzAwUWTteJO58YiElAzEzHmFpTtIjkWQIRcgAyI0Ig1FJEJiBa9622aWrNwxAyfo/eSOH5M2soQ2RKDSBxIAC4WoSp977sajrGlj55KbnIebrthoBkaD6klHqq6iM/Bx3DNmUmQUHIYy/Ubd97neo8zVQkDg4YDPXSqqm/vi7zaW5TW9ct1fZjjJo4WFpvOxKzSPZtntQgc69SCMi6pTKWCBBQDcBhbtO63iBAmBmJkYR5ud0w4ny+bF0DgJgAQkT2vdcyAGLf9trq4/vnbqZmRihcKpVG9XJ+EKNfXncMTFlZ14ERFqbhBKTmt22P2w0QK4ZgMIVgGCACp/uQlLaaEiN0GPuOQ5FECEcPXBEfzoBCCCLMlefzXEjADxmJMHdTgq+7Vn9biREO4G9sAHlTQibl7Q3Kjy/zgTe39K9GyO7uhzFWPpVw47FjEJHI7nKZt//H3S9IzQliqO1DT0WIpA+NQOZiFkrBAYFCglREHbd9n6YTAhqYxnBwASQQStoP4egjk5EIjyDwACCG222lCG+1tUosmbgTAMwiUlA484UIMTwww9yBVR2PEyLcXX04HkHcgBAj3CyXu+p4ub6OfbdM/CV0s7AAC3dvPM3TCRDN47osrF2KTOcJDwYrCRVmAouwiPBaysPjwzRPwtK7jjEcQUohQiBGJsr8EOJ5nnTs27qGOzAg0iEcC3B0Vc0o5VJqIGdvzcwsDGDEBAhdByGkEYAQm6mbC7EwCzG4bWMPhMfHh+fn90OHeZdCvY9lvW7rYmbzPE9t8r4RMLJUwCoNHa13IbmcpsI0+lakLstSSymlbPuuGL/6q798/Fe/HuHqLuExulmHcPRgQCoSgD6UhGstQ8e2De0Dau2D0c0Lh2k6PnBrtZWHx8t5mj/vO6W4Ch1zPBoAd6+fO5aQID699cFxp/AktydffwhfvwqJeTu+3850oq9E8ZHVkgi8uacfq/B/pt1GSMEqD7Vl3Sqfkp5gqvvWT6UicRrkqCVS7q0U1F6YGWHZroVrcAWH1qZ1Xz31fuGhg5FqrYzk5jr20XutYqa9h7eopWVspJRGzgH3Bpow9Au+e+fxHO85x+carj4gQvexXJfb7WpqRNht5Oi66x6ullx5LCISAcuyEoObIaGvy3yepBIXnk+nfR9ELCxAICyC6nDMdvd9d0BkKsKAaAG6dwSaTye1QNUMiiWiYEIwTsVFDiARSin5w7MwgBRmGwYBhDBy8FyEhW0YRmgfrVYd2E0v5xMirmUrtbV5ul5fWUqbpnEdqZAghs+fP11vt9ZanVsfYwwtTDqUMaZpalzX28vm9thm83XfRpnfIYuFo2sQ7egY+v4yt8cLSAUAUIX1prfX/eXK5sLFeXQzYGhTNbWxqaoqJL+5iHBfl6nOaXjgEChYW8W+QxKQ71k8CccQUfKfMZm56HeQIyJlRl+d0elwnn+VK5m+StZ6ezKvAgFEluQ6BgWa2Z1shV9ees+ef1PTZHEPwpureuiwKJNwY2Ak3k3PAFREw8OC1XIyN8bGk0gTtSiMgGphbgIBGLCu22k6heQlSGamfYBhm+YUaDkCIrgbo9RSp9MUzqrKDOEjKTuhjijq4j6E0NPaE2LoHu7DhkUwl62vv1w/bcui+zDzWhozeQENcMf1tjMX9XHhmiKBrsqFkXGe5mma+gB2F7ZZ6vl8ivB1uZkrEFroUJ1aDYLue5WWoYIeUbkQybpuwqVODcINsJUKIhAqdyfACCRhImehcAonYHfHYDJwCzfDMTqNUWtlIipFdWiYEbjQ3jsJt1Y9ArC42z58XVcm8uHaR9/GtnVHmh8vtdZt3ytL3/dALMxFam3NdhUOAyOCSRoAtNZIWM2dGAI+ffp0/e/+fjqdReppksenR/JA1yJ0REiHt/PJhdfbi1Risf550UBsTSdwN913kMKE4d57R4Ni6BpOeMh2PcCPGby7Jys36xY4dI8HWy7hvIMn8bW14b2yP/gSCd4wm5qZsgggiKXGN50Wmd84o/B2weAXptCXbuFoz5NXBKU0JLqTsJP7YeYOFJWlkZhC3/ZpKmmLR8SRZneATIFEPrT3MU9QRDxcTbUPG6PJlDoAFmZmIhEuIqXURszBVKXprjkNBwwwVzUqggQIkG5ZOTv8/Pnjbb31odumqj0i3MyHusW2DMDgyhq63G6E9O5xUlXhOk0zIA4fUhgJtn0nKdlfTPNMgR4xxug6zPXUToXE921XJYZprkkmiQhiyjtYhACgj87HCRelFFcIJK7UuCCS6nBXyNgfoAiF4HAwVyKY53Nrk7tFaAAeYm0IJCJmQtp1r61GhHmUUohBRNyNTfJqCohSiwNu+46I8zTdXq/B9Hg5CzMXnua5cJQiIkVKIXpzoAQEOE1TQcR5QkBdl0+3/umHPzaR90/PtVUqBRAJBItLFWIoG27rEuBjGzYGIizrMs1t48TlEQF0H9u6sTAQmpowEZCB5ZrKo9vvpXwpR54kAIgU83G0x3fz0C+N6lHFpD/KERaDhHi3PhNkTn8mQmREYo7wt/EB3K+Ct97ZjxbbiQTA+z6u19v704VPjHjAoLUKCma8FzIEAjK4gQea01CoTSzj/ZhJxCF070BgkAQcd1Nzs8OsF4goh1yASCX1xoxIyAIWyKx9+LYSHSkjCAdpNIeyvfc++npbrrfX7LIiYFu3vnfXMbruy+ja1Y0rT3P78P4DIj08PXEp120NIBbgKsR8uZz2fa+Vp9O09y0c9pfdbBAjMy2HfSzW1qRxcNxeF484nx8AcF3WIrWUFoF97CnTDYjAsKO5IqnMxIigmQ/hwUSIBUXcYwyDhBI440ICgNKOKQKH9cYlxH6+XktrpRSzgYGM6KpDBwQEUEC0JlLnbtD3fYzR+6hVet+IsLYizFyE2IlJ3fsYrdYsDfLRx8Bav/vuu/nyCB7bev3phz8un18EXx6fngoxc6Z6IxqyV3Sp83R5eOj907YtUhgQzqcp7YoROnFSXT08GImZgXLRAsCR0hkQ98B3+BqacT9+sLen/qTWD3AIjC/PZBWTkGiYCzEfY3oAgxAPvGdyxFe10NsGuN8DcVQXCKNrOLqr2sh8E2KkwsBIBEHYx04hRLRte7pRuaNZSEEWumvxA5A8vJtj3jtEKWophdMbjIiQBUksUDPQhTnCSyUduuwrgRcgJA5FfvvSAGOM5XYbfbhqjrNer7cIPJ8v2235+Mvr9WUJsNLKt8/ffv+vvpdSvNvz07vltuxDkWhX23QYGBmDhaP/7j/8jphcgYhEqBRpU5mmyTzDD6l322JFYkLu2ovUUsqdighlKpLZCSCE4AbufmjBI5jZAwN47wZMfIj2gIkDwv0AR5gl82SZ2QHAIExt7xCBhKWUsNije3jf+xhJsMHTPAeCA3GpCPDp06fexzxXt242DgXFGIjkHENVyNSMVOWuerN7tFPu2ul0/u67X30G8X3zbgY7VkEOBA+eoZbYkIu0eT7PW9gYfWOGvq9tOgHAPnZCIsJaqt5evZYc578tuaOeoQPAwbvhz1sONt6zfd+W67FWPfwrsvSfUd0Q0cylj35njX7pD+6PQ6T3ZjN0DA2YCDkjWAiod9323ZxNc84ELBLhCIQimDxoFoAgKvfzTyWQDRuJqal5CsOHqjAX4cCIdJ7KAMC8K5iFK7Hc48oIhADQ9zGd5gB7ffk4utapERa/a24Qsfe+rZv2UUtDpJfX67Jsl/OFSNzxdDo/nB+llHcfni+PF4cwDyf4+PJye7kGULehpkBgYLb4aZ4vD6c++vJpQSAWGWM316nV0/l8ucy11n2fZBKqKW91MyWkBMj76EXSqlqFpbbialJYTQGMhBDAhkUkcGkRYWoAwMRCnDGT6RSYp9vovUMwAxOHY5Xy/t37btYzsTwcAQmJmS2AmU+n07Dx6eV6fjgvyy8vLy9PT89j9FprKcXDdIzFRouCzliRqRQ5FlDOeRIo7/teSpN5BvN2vrz/EB//8Mex7k0ENS9hD3JqtU4TzLrXcZqnCH95efFmfd9VR2owmDPWLkopbt5Vk8SQtsdpu3G4gRwnc7hbUk6yHv+yT75C6vOVRPzWCmdd4O5vUhNhpINvFAAAFgjgaTwanmEtWf8lFQcAICyCgwjTUXm4bToirE6ltAlA0AthFQBBABJqRQ0IJkEeYYIEJv0YlkRpUwSIYShbMDPwVLfel22fWKiguouUQCZplQUiDUIYkLU7IaKUPlTm9sBPfRv7tnLvCoiIl+kBAEZ4qRwwL9vGPC3LR7c9ymmPYQLf/ep7capzBaE6tZfb7ZefP4597EsHp1q5ntrl+am2iVj04xYwgvz5+d3f/tXf/nj9tKyL8ON1uX76/OmHTz+IwDcf3j9e3r9//6GESPGuGwBYqcI1o7KQeB+jEFYW3wYwtUnKAO0eI4RpCxUqEDAXcrs7Ogl5AEFQegPcBz1EEm66jVpKwQZEUQixG9hQO59O3QxwAMHee2mViPpLF2Tfe0S00xyFnGgZ+7tCxBC6UWloFFRMZRDsewegUmcHGBpAXJBxuA9TX7hKIIWUh+nx9fPHpW4PNIMCSzF3EOTTmXY9n/vYlTcvtPvm2s0BNSxcr8ttjL6qDUIKJ4TBHtbd+DCfjwADvDO73O2O8B3r++slnuWNuaWn6FtP/BYdCQiJKWPCoF89Uj4Dd6cIvPceBJAid0J8CwIzJKq1kqqqEYtIFakiMszMnAWZWKQIFwQaO7narsMQC4UIWcAYZjAyezUizJSdeh9qRkjhAUK11WmaRCQphWOMWqZSS+rEsx6LMMRgFi5OKmm7kJDuGB0RW61jDB1KpOfzzAp932ubnp6eJAj6cDN1++mff/fy+qr7kFIvD8/zdJa57j7+w88/315e+uvy8odfbF1bIWOsTw/v3r/75ttvHh4vtZzCX+o0aV9//PHHn3/4+E//9O/PD/Pzu+fT3KZpmibttDJLQawVwMjUxhhCLLUcBFK/s8AisuZjIUdzh1TD9OTJgiNRjrRT0c3EUilB0yAoFI6hjjLjsuy+726mY6S1/tARASJl3beXT5+n2s6n88dPe07QdCjNMyCqjvPpvG29SBVmM922JZAwnDB633XbY5pMkcKxVmmTPOLttujSjSpVdI/gcDeUMj0/E4mG9H1cry997KpmZmxMENu+r73vqiZJZXM/qEBfVubX7DcielNofa3oept55YV5/6f4huJ8uRpyaJD26F8//O4emjLgt3+Wcwa81+tHXrS7qoq7mSEV8+hjXOYmtQSSQagF50ybkQhACKkguEWYaVo6zZUBYbhbpHsU9b2PZPiaWRhXIUAhFhFgmuczClt4qIKDmQG40OFTlFc8IriGu2+3RVVPbbouewTUWjyGCMzU9lQUeGzrIkg//fGHP/z001B7fv/+m2+/59KW3f7l40+v/7L94Zcff//7/yDbaF3pp+U3Tx8aysbxz//wD//AHo3p3J6eHp+eHt9/d3p4mKJ3Znbz9bbs6zrP7f37d/L+qU31PJ9aq4WDSwMFHqaqerO0/UniCkBkxviBatwBvoDDFvNeqWZZKOZOAISgY3i4gSOiMCeSgAGMJMSfl5du8PT0tKxbANWp3JbXaZpO59NQK8hubsPd0TwwggtvvddS+xjLdqul4RBkRoLCPMY2+mZbS0MkRqZW7Sz16RnXNQLAwbpiIQuHwuX8yFDa7qd1XZbbp4971zG0FxHC2Pu+alcMYCYkdiB0wiNF8uCzxZdSPp1k/6zmeRtnfV3tZEN1r50ObJSQkrEXCH+2AY4D9cu+S8Pjw6M7AICQjtFYQESMMZgowrfdWKbaJimFGEkqoYaHqzk4BJI0ESG2cNV9qBooRDcgI/cxhpkimNgJgczCzQmwtFpbY2ZBLMxcZDrNFr7bYAcO1tEBXQqoRSABYp0KE98+vYa5EKn7tveU36Ym9HyZ9k2t923b1Kkv208//Pjp87Vdzn/9H/0tFlnN/uU//LMxnz+8L9T2P/w4nR4f2B5I33//YaLp3btvP3/69Je/+Vf/+PnHW4uffP3tT7/sRO2xSuloAwVP7TSfprQM1q6//PTxfJn7ptO0FanBUrmwek5IuDVhSbj6gLjfwI64H0N4qETUHDlFGcfqQMjYIgoO1xRUMQEIS2t5XW/rbWGZGxefT4bx+eXq4c9PTyw8Pr8UZCpcWQpLAJm7IPYx5umkXW+3m1YV1TJNtRTAgPD1euXAWmuMAsDIE58vM/H2w4+9ry2cDITC3TUwKvH0UE5Lvcyny/njp597754OIt5frrdb3zMkDzAJ9xShyYIO9/v093+yWPMgv3fGXz+y1MFAepPLxEGkTpYDJK3wT77iMTb4gvfcB2wU95DsAwCCTLg/0oE9UQnioao6pqmkE+6hKA6IcIoINwUFt9xY27ZvXXvX+ZBmkpldbzcpMtzIQqQk+iZFMiIJhTWcRIQxLDDQw932cFAARAl3I/KIeT5Z13XbUr2pbqXUUnnrN/cYfTDRuc027OPr67YtDw8PWOqybL/7+ccdgub5f/W//d/8Z//2377+8fO6jJ9//EP9dL2s62/+6jf/5n/3v3/8/td/+O//x//h//x//fX87vZc1a/vHqZf/eqbbx7Ktn6mUFMduBdhKUxE7rZuOyAut32etvl0BqJWanE8TXM7zcQiLBjBSBHezfKKRyLIOAaPAEtSkIeJFAjvfWSMQXLZpRRiCUIApzEUiZncoZQyO57aZE5qNs2nYfrzL/9sBk2KKwvRbd0fHi6lVB2mxOleczqfAKFNDfu+7+u6rZNd+PGRmIXZeu+8VGLmih6j9/JA8s03xWP/5UfXnTx8U0dzqVZU6jQ9Ptm+L59eDk4Okofrtt1eX19eXx3RzCxF4W/bP451S/diJAtxwExm/5JrCvc2fYwBKYURSdXkHTjKtfDmiwwBcWyAZD4g5LgZUu6Uu4yIEdkDAAMY0dwsEwPSqbeqq4JBAEUIO2fUGW4oLZA0DIEKVEldSjdkKnUaQ83WoTrG0NrOXEHdwjqNRoFqRQpjhPb9ehOn8jQNJHSjOuM0cbeIEWE5xlDT8Bi2uce+bVRqjRJqFg7oQIbMU5U+VmYqFVv9kGjGsmyv15fQcX6oN43/+r/5f149/ov/8r/8y7/727/51/8Zo3wa68f1xlin88P0uc8dvvvNXz/8V/8V0vSH/8t/cx2f19tmM09cTrUSxEM5YeC6vXRT8qBCVLBUZim4rw+XC7ObXi+nd63UqU2tnUopqpamNOEaEMRBSGbAqEHRA93B3YWEAhHR1ACh1oqAOiycikh4X7bOUonIwJmbagcPChLkh+my7g5BTDyGXsp80973wWjbtkUEMRMJskSQqgUEMxYCAhehErTtfWzLOhUGQRI05wBXtWrNxr5BqGFp7cO31kf/+WffFUClFXbHpQdyQOE6cxUgJGTvW5yfrq9XUtvWjtxYlz1UEUBTmuSAzEXuBM1Ifpql1BSPuIlsc1Pvgogo5J52G8mGPMDn5FHkZAAodU8uXwSQBzWCzRXe+HCICOkUdh8MJAniLfDNLVVQPga43e9sOJ8urVVG9GEImIl2VeoOu0cqQvjbb79dbrfrsux9R7TCYuERoV0b0b4szjQ/nQJx31dZ6ySnSmL7Fh7CQlXcA6NQ2l93yx/UwynMdLOh5goRHs4QCEDCjWcWBhdTQ8ff/8vv921/fnzue//550/v37/7z//uP/n13/3Nw4d3QP56fbnernWut9fbeH2ZMV4/ffo//R/+j3/5//hv//Dv/se9fx4NFPWb9+/f//r9qWBlRwWLKCTIiATTXCVrBiTXIExvFJlaFSkihQiPSzy9nACZCcB1GCK5u8UoMhGguzFSCASwp4MieFhqrHzX3iqChYGiIAIwkRMRcYSbjWwhTvNcT/P19TXlpvu+Pj4+PrTLrNPlPJfCzFRbBT6ETSJcuJBZEAeSM2OEqyaFMSn6wdG9kwism/FnqnW6nNfbdawrh9veTfei1gihSOiAsFYKFwbiMdTUu3kUzi7OAU398EC+S3jjGPoKIlqEm0XAMZ3+qmQ/ChEkA7vX88DEnhviHoT3VsBHhJRScmKKR8XypfQnSp8iD6AIdHCwQ2CVOaSHfzqEquroZgPCHcPxyMYTIj+uljBXRp5O01BFpAw1cKuGsd22dd+tOBYB5H3XoNB9Pc9VdIoWQaDRhxJ0Ea8CREggxIxQGKG5coSidzMjDBFsrfYttm1EhKC4m6MLCUghJsZKDv/uv/+Hf/7Hf5ylguPY+7cfPvzlv/7bb/7yN/xw6Rjr9aWV+uH58pu/+Iv/+z/99lJFJ7xu2+Xl04//9f+tnOv2RETTf/o3fynfPVOxsb6wBzBa4dbOLFRKafNUa2Up8zwj4GlqKQy9X+M5WXdBDoBQg7AA0jBTYyqEEB4YQQARCJ7zx+TympkBhHAtTVQ3BKe79XUKqj2sNTSL6+sCEfM8Q8D15erqz4+PzHSaW2adPD0/TlNlzCih0VoVkRS4MkuppZzwpLHsfeujUAUPR0ciaUVmISQQDBvby0t5ONVTmx4uOiz2Ba0zQvRdX0IeToUDIZAzZaHu6x5qt2X75XpV8yAKpACPQEpbWEC/n8V5irOIGAIBOoSZvxX095bpWOjIOUa4z4+/+KZ82S1pjusReGe5pXSViCLM3SAgeSZEhMjIyICWIdiHNwWmBafpCDcACwyng7iBGS2K6I6llrTwJa54jJujTSWIMXA1X0cPMAAh8L33VsAYbstCEZfz3KCqdxwOw2DYXoZM0gTJoAY5Fqwy13ZyHa7qA6zXiqWczaL3HhaABK2U89ym1tf+D//f/99/9/d/r2v/9v13267PT0/vvv9eSi0ItqxYaP/8cnl+91DaX3z33f/w7be6bSb6x9fff+qfv3t++i/+8/81Pp//cL3x86WzA6ivXZClsIZwYWAUgdSyTvO5tSaIOZYqJGaG5GrKQMw8+kBACHMbqGgCiGLuHoMQ8J5gEpmOnMJOd3NlOuKkhAR8Pz5pwMiC2H2MEYEB0VprMn18eenuD5dz3/dtW/g0vd5ujjGdp3K/7z00oqSQTlhKEUJgoirsAWO1se7E3OZJWpNWqKDMU9QGVBpULgJMNE9StjE2dRAGG334Pk9UikxFinCpU+qIxrBl33c3HYqNiDM72iEMkdITyw85QGTSOGZwCL7phP/E0iqLopS3Qmp/w7/Y+pu9MaUhe4C8LrOVRoP7UBjufUHceamHldnRfR8hrcGZhGhmZno02plj6RmaUkqZTufeu5uXIkx8e11UR/pGsdDpPCPC5+vrMEPiVurwTccI8rnMt33R6ErWrE11qsC1GKPDqGxIyARAHvnNUbAKkxoymrkOZ8ZaBAQ1QmqVUt3xD7//w//n7//f+7K9e3xWszbPp/PZtJdor59+cYf2+CCnE+qYy/xX33/3v/xP//X/6+//243t8dfPv3p6+O75+bWa4Lh8e3kd+7avj2c5PT9qVzD3wg7gFPNcnp4/nM+XQBSUJrKstzBzC/NhGi4+NXIzDmRmBAosHoaBiOiq7hYEUgIyL9oPqzImOsiNHh7dXQtDuOXHY5beXW9clb0UkcfH0ePh8tAuMwv/8Mc/lirDrE31/dPDeT7p3tMJXri4qbsCBjFJEREWx/Co81w9Xm+fZykMwAhjDNyN5wmKRK1AE3CBcCwUBRWij73rCB+llH25zac5kPah0wnNgwy2rS86Hp6f/fVnYDrITkAOBIe1OYQ73kugrGey7kkQJlUrbzqvIpISKndDQGRJGNSOcIAD0SFCdxRwzwjz+w46DPiTbZbozcGGSMABUzIZaVweh+7W1EY300AiTieWWuvlfB67IsHW17T43PpmQ8EhwtdtISSqbGBKKlMToPW6L/sVyEx3FBh+Y4TmpaOd7WSn4Pnk4KAdCLoIMwoSEDKV0ft2WxFDGI29uxEEIQO6EaZp4f66/uGHP768vl7aPH/4vk5TENfS5suJGGNf1Ae3ef30M15fts8fh+Gy7HD7/FdPJ3z38N3z5e9+85vt8+vr7cXH1Q2fPjx9//hk67pdr4N2IJzmsyu0VuZTm6apCguTOW77iMjOzYtIJgoLoZkTHWoeYgoLDjIzDBcsarr1GzoWqUdk7htcYYBomc7s7uBAQG6ezvoWAYDC2NFqEXVW9LlwmeS2rdNlDqahYw6PABvaat3WFQHcgSKO2D504DidHgR5WTcOwGUnZoLgQEYCJMZGUYCbttnLSUigbwCAHGDW1w2ggyuG9wCp09pj6/5MJFiWdfn46fMPHz8hSXk4rfsWY0AgMEVk4waEAMy52A4f2MNHNaF9z5omB8AQkbYXCM50eEvHW8IA8d1IPU/+kKMDyxMlYxe+kJ8Ps3Y+uId2L5PeKNN44FUQS9etmwMBiRvse3ePPnq4QaDqMPMeoTp674W51Gqmw90HdrV9H+uuqo4gZjo3Oc2PY2zmnQmTtVdLTZ+5iDBz8RCnCDMBLoJAYmYiEebhOhTcPRCS90UAAdt1+fHHn377u99Np/np/bPtKiy313WujQN//vGngAgBmaoF7EOBKKDs22Dk94+PWW3+4ecf5tZwLt9/+83Tu3e976/XTzq0zBNWLFyqVIxUwKO773v3UiIwPDivbojwKJUBoO89g42zqEFE96wK0QKIER3GrhHAVBDRICAo3IFQSkGMA9mIMHc1PRymDyYMukctFUtZNyuC6gYgzFSKqHlgnKfp0+dPAdh1bH2vUlSVmMCzKScmMUEupSLqNlqb9DRs76UUi2AkkRogZkwsfJrd0F+vsXRc3fauvSNZcuprbWZ2W5bz6TRPs6qOYa/X2+fX124K4L1v6c1qqkBfAPpEOf+n6pY31evbAPhubHW4+WeC0VcvzqPjAPMjXN6++jE+eFNgvj1zp9p9PTFARE9YCisSEuLucRu6ddt2pYBpnt1hDGV0sNCt35bb588vRFRrWcBPp9M8n1THbdvssE3hbe8IKQLErq6KlSgQX9cNiR6fnlMznt7oqhrqJMypGDikVPeBX4CQAKAly1atL8vvf//DLz/9whGx98eHi7yvP/7hh9YKmv/y44+35ZrF2HZ9gaDnp+fpdB67dS6qo5LP81zmOs2ThnGty9j6zx+t74XhcrowA5cLIdkICODkWknqTBERqQK4p59KJr+6+fCBBR0JMp0s4E5wSMJJoAeh5GdiaXSfjRemS9hBTzdztejWIZBIiBmRxhillDECAltrkaFphKWwmabDuLu2qSHicls8Ig/PADINHeEeSb8FkVbn0ozqBAEv/eMwZw8CJBSnFvWE9YQkoYM0YNf99dZvt77eAO10Ol8en8vp/PL6si37+fIwzadPv7z2XT+9vL6uG5XSJuY1/ABx/oT78LYCEVFE3mCbNww0H2+HdYS7W3rgILy1tW5mOQe7T3hBMoH5z5b42wAS6aCCvkGlb8148jeJIjwsdB163fqy7dvWOWDfxlIWgAbery+vvsWw0aS0VoFoHXq77hFUpBZxHx0BqpQh1geYee9aiMBpsQXDiSGQ9jGqyAa7s0krjsAks9RCTOZurmOop2qiM4ZU8cBlX9dt9/W63m7b9ZXd0fz8OJ8fLre976OTgg23oac2hVop1T1G1/1l3V57IXq4nFdXH3s7z6jmOqjyZX4QBKDpdHk4NUGBYcNixcAxepEixEnfcA8zTUlfRHBK8ICQWN3Sp9LUcrqUXZqqEqAggYUN48oopGoO2fIgCmOAm6spJKRAhMQIFASYcTMAxJTSn1LE9nA3JHTTNBtnBhYiwqmVrkYiNbX9bgjFPVTN1N3Dh4cBtAIiUstp3ZfXZVn36eFRuIADyqk8vIc2uXXalrhdYV3G+vrpl5/W7fXdh6epNULSYS8vNwC6XJ4QGTxUdV3Wddvw8XFuUltRTQ9ainsa89frG+4Eh5Tm4J8ZPRyZeVmZ30e3jrn03f3Oc/siHpBDI5PA/2HNkaY5B1KXSOjhzHjnRQMAEoUHgA8PB5zA1r59vl2/efdAfS+vJuwIqn27Xa/o2Gp7fv/+NM9rV729jr2rhRQEZA+GgK0vXcc2InYHRDydHHC/bu764emJDxqWDd2ZsWAtRdrldGoTKFgfY9t1jD52AGeCbjb2XXW8Lrfex9iWse2Fi4nvtiP7bbv907//rW7jLLPryISYAAjnWsqpkqsj4XlqgtGYnr95//T+PQIrBs58eTg/Pj5DFBy63a7mA1AwSrgjUASo+bbsUuR8OuUtIEThDAFMfIDU6SLClA7cAUdC8THldI8ADfWlz5czIpk50hEmkP2clBpueBTcXqUiI0CoORMQgjkQiluMviMRCQ4bgUFE4Ti6UeM6ta4rkdiwbd1x4vtxiENtdJsnTAEzijBHmaZS29AVD5mYBBIhQQS83Oznn/effnj93W9vP/58e/3U5sqlYG1D9Xpdltv1cp4rSyjosNvWf3i9fl47nQOkHIMmi0gOwzGMjYMiAoCBqd4mPo5koqQzQwS4eXwx1cQIh8jbwN9GxXexY+4gEMvQZjiuaSDM64De/NDvM+c3Z5XsBw5lPGWcQ+k+Nt2uff18u1or5Ka28y+A4JnxS7WOiNd9D8DHx+eRZcwYHszckLASGfq5clfd9u3T8um2Lrgt5HaeG8RpbFucKzChsJQqwsSERF37vu4+OgGE2rYs63Zbl977aE0uD+cKGChBvq43VX14fKCC1/XmQ5/Ol+iuHBqOTix12BB0nqbTPJ3n0zxVBBju7z58OD9ebDBXjqLd7aePn07lTGY6BjGH2b4ZBlAUMPCIfeiybtu6TVVOlxMIgrF2G0OZqIiUIuauZq3VzDZEcGJy68wCTEPVwF6vi0JM8xkDwsMi25yoIuAwdAhjADgdsj6HEAxGdCSjMixUHRFLqR6H0TggIvI8zVwEAHUM3fd92/q+FxYdXJg8ou9jdAUAd2MIBMLsNMKneSrMBICBfVn0D3+MiNvv//j5X/759vkHvX6G2w4YTnUZKm7m+/Xl1XU8PZy1q/WxbdsPHz//dF2UmCCchbkIYWEzAIe7vc99bAUB6Sifhs8eYKoOwUBx54cTYA5Z3DHsYMF9bZDzVlnlHw9foLcb4etaKL/1HTE9rCbe2oOvSUgA0NVfl21d++//+OOHhzM+1HVYJSIEhv78/I7p/8/Wv/RKkmRpgth3HiKqanYf7h6Rj8quatR0A0M0h1xyyxV35C8k+CNI7rkiNwQIDMBtY3qqKjOrMjMi3O/DzFRV5Dy4ELUbXgP6IuGR4X493K6qyDnfs/zrn/+tuZ+Wx8eH5zrVyHDL7m5uomWaTizF06nvW1u3fb1e30tEFV639fX6rkW2bnVakigJIBFSBHm36/vldnl3a23fM5yRRfj5y5c6FfMGZiV53fvleuvuUuvU+HF57F8ytt7JN9o7guFgn+dJBZkhTJG+te10Xhapbu3y+no6PWe6bR3CpZR9vVL36K31vYdXnQYML0QQ1EcN92299W3fmNR0tMSIyhhhVVXGh0/BckTUoI/LIBOkWpaFt62be0aoVOJRQ+ZAepJZa30DFRqh4TRctCDiUW88pgARTtIU9NbHMxAOZh5GE4+RotkyW9FkMoKbe9u3wtKttd44Jk1QwNa13TZkOtD3VkQTG7ewb9fXrz//9Kc/vX39q4o/nedYJg+/bhs/PPSIvfcEqqqwBvltX7e9/+WXn9/bVs91j9YtmGDWPICPVosPD/p4GIPuTsVjjhnEyICA6G4ZuwcSE4sgxxb479pRcQd7/t0LkJnxXYcMMtODvstXGQ/9aJ/tvY9pbLwsAX69Xt9u26J6WRuiKePpdPr89HSeF2K93LZ17yRqkbu14Oy9927EWacaiXVrYFn3vZsnyrw81Onc3m+//PzXwno6mWV2DwcFczKvW3t/W/d1tX3nTISlx1ymolxUGMwsRXnPeH9/+/b19eu3l+u+Tqdla30P2/wdyS+/fEtHLpVVispcpRaJMBEuVUoVVfUIYlYRZrqt79wpEHsP94tZV9Ak7OkgInLiYxgID4cx6LwsiOhmKcF8xAJLlbxbNFQ1ED26siYyKQ7ecgjCQI9PTxFRSum7MUSLJGdkNm9AUpERFJgRqhJxXBLhNqrKVdU80gN0r1gkJpbM6L17hqjWUr3UvrXIUBYiiuzu6mmt7du6lWVBBNK39+v69g6QR2zrutQ5skv49dvb65/+pV/fHueiRTLayCbc1p0vVy1TWsxcEmm97Wvb1u267t+u11tYqDgiEaJMDMZh4mX6/uQGAiRM97zQ+/D+716S7427RJRjC/748e8Vpfl9RRKOsZ8jhivdgOOm/O7f3/GiOMjID3g0QYX52+v7TCSJCDxME7Fm0PVy2/aXMs2PT5+I1dId277eCBBlLROY9tveg3qL67Z5RHOf53la6sP0w3rzf/7THx9OD2a07m3am5YpgLeXt+vr1XubizyelmV5SI9RnKnChcvrt5e9bSD/9vXbttlyOk3nE9diYWvst24i+uMffv/+7S1JlrkQAm4IEhUGmRsaLExELGz/ujNzd3d4pBPVquegiAwW6d65qAKihVUF1MOHiFO5TLVKcKlFWdKz+S6qdFcBsbDDE2lhB9l4UO8Iz0BARJjdHZEUsW8tk6iwuY8q8kAKjUAiGj67j29bDD5/EGPRmSksiEWkEIVqLbWCKSPn+sCncrm8I2tkpLtrCbdtX7f9tLinJ1G227Zer5vZsizsuL6/USmxx09//du6vj9+Pi+P1fttu0XfPRyVSuyezavWwhII773tbbuu317erm3fYZ1AwspMg3pj2s0yMjg+HrmIGNV4jMEBjjfkiID+EHh+/GSsrJFJwkx0vEv4/3MDhHsQj6Q9ELGKuHvco7c8/JDbsiflCEMcMaUC+ZiLCGJJ19Ze1ltVJS3TjJu1/u4c9HR+eHh4qlPRMkkhizZNcy1lXdd1Xz1zXa07v71dr7fN3d9e3tq61VL+49//w2le+mbffn77zecfpMq87xlxfbtI6ueH52WpRcVaI3cBTXMRydt6vV7e2229vL9371zK49M8jIhBlCR1efzdH76oVNuNubxdX3t23zZvrfcupTw9PrZtNzMmmucpPbbbWstRbqdFwc18CGLZIojg5j2vsEKlplZifijnw9vKWufJwj2yaOX0iCAWFWVipUpk5s4YuUwkWjMCRMwkkQHLURU+cyY4OSnDvDBbplsLGecTM0e3EfbBNvLmgGw9mUopm++O7OG5+TzPwphqGQHtzEqIZVZOSU+0DoCUzKNZt96iW7r3/ep7z5TteoFHB27XZC77bbN9f3hYzufTfF6W+uXy+vXbzz8z0N162yLTAPIuQG+xbvu329u37WqZc11MKMY3McEg96DEh6Mr7mp7BTMh6FdzDO5aiA9g9PvXgJmFKMOZeTzJOewTwgMsB6CH+g0H8hOjimMIsQ/pPzERg5MSRz/qoZEAfX8/oJv10JHt5JGekciHh8elLhPzlx++zMscBCJazvPDw8O2bb/89Evfrr98+7bd+j/9y5+/fn0XLSfRxelkEbf2z7f/yoxFigi/vV/KjAujqZ6nc53qVErRYm1b5oWR+/XWezPLMLvdbr/88ou1Pp2WJHZGqYJ0BEqpt7a9/PxNWK/v1703G5BEb4ystWqpZt579wjOtNY40Xvv+/6o0vcmtcynpW2baNE6qyhrCU6gCZKHoeWIvDlI++F5LFJUC2uN8PEJHsk4XEQUibBj6Tp4TtCoLe7dAEkaXgwiDL20Y6TJDdwCBUKDK86ABSxCEpSUCRapMpvtpdboLgBEd2uttUAyKYt4a8LKNNpyPRy9O3Pft2a9I2Jf19v12reO5pfby75d2r6H4eHp8fnTp6cffjg9P+hSKrHebrXU4Y9P933bkxWIsNz3ftm2Xy5vl20l4VoqvLvH3ppqKWpmNlIwBhNHxCSghIyu0rG+MA9kEwB/tzDceZHjH5kIouOJZZHI9Aw5Ku8oRzbod8sBgEjP4wU4BtFfJx8QxnkfByGD72mIzBgpq5HJiblOD+fz+Xx+PD2eSjkty/nxYVoWKWxuLy8vP/3887qur9v2y+vl3/7t528vlzItqjx3fDLMPMvj6cL485//eD6pW9zW2/RGj/P89PTw46ffVJkQcXl/q1UzrXtKnfb1sm+37fp+eXvfbV/maT5NRogKFOEU79b6btu2242S4CjCKnp6fJik0LAjio71ptYaZr01HbJE97IUj6jTfH48927WYy511hJMQakiJUVFB4miLEmegPWOnnWqwtKtZdI8T2N9Y+HhTCi1AqlaVAV0hI6NtgwfM300Imau4eHhOlUEhq2bxRFBUBaSIIIEQoSTM5p7Rg43mXlmFlUtNS1SkoyICJnvb2/pNE2Vld1sKC3Cw8yYad2vre2t7ZfL+y9ff8FlD+u+b33bCvPzj1++/O63y5dP58+f5qcnSot1RZnKdApL4SDLfWtgFdXMvK7bLy+vL++X3ZvOVfrW368NaG3vDq31VKZ+vQRsgMFy1KPlR1nkh17he0Mw/fsY0I+tle7AJwune7gPsc44wPVjgRgvjZAM3fz9Kw03QGZ4Un6/EhB+/QPuKwhj1Cz0bo1UZJ7muda5TrWWBPbWLMKs//L1p1++fWvhFvbX1+v72v/xv/9fPb9cf/rlhVvT9XZKPH9+/t/9H/9P029+8//4v/9fv/7tT8u8LKfl+fy41GWS6bw8TFrDO51mt84E0mIRW7fb5bpdb+b25YfPD6ezZYSwa27bluFFuG/+MM0yc5GCoDpPMpXedrPOwsyCRK31gH1Lqao5yk+ZU2JkvO37yizLPE+sU6lcNAWUXYIY4sz3ILcsWkSLp7OwCLsngNYbgKJlXAEgItYMZ9bebZpK0ZpDjDDqUAtbx1AsuqWZJdGocTA3pdFJcdDEH/4PYjIiR4SPDVMqsllQIPNwkMwy772dzw/Ww908nJjIMDKqkBRB7t5a27bbvq+9bev1nTJq4R9/95vnh8fz09PDD1/qw6M8P5FoXK6ASqlSZ4ZT3igpHX03BaX7y+Xy7XrZkShcqdZe6T3cnFSt7zpNy3JerXlzHlinex66f6YEM3ez7/nZj933OPXvPz/0zxH4cDIm+FcpKDLx73qCh7At73kQ4cP6fjz3YwTCnVi2sMCxTPAoA0NGonff9z1PBZFuRolaioi4WbO+7fv1enl9f0kiFF1bS5b//n/4L7/58bf/z//X/ztIlbIQzVV9lv/h//C///K/+S9/++uf/9v/l58/n8B2nk/n+TTXiZOYqIeNtMQMg9C22cvr6/b2XplP5/NpmkotYY2UE65EHlFI63I2JQQpSXoICbPINHURjz7QSVVlkTBvdvw/40BgFlFOIDJFWEQ4iTMZlExwkhGNyRrMA7Fnwvg9x3PJ5JHCVEtRKQBJUZAgkkikaNtbIyulTNMckUQu0iMQ0dzMkZmkogP2HqfgYNIYxbzdB9Pjbim1FtUeYemZWUS3tlEyEd3WVUSkaGv7pDNDthHHzCP7Q4Q1kea273G9vus0mRsL795F6OF8/vTD89PT03w6T09nWU6eGZeNbo2BopXr5L7NdU72y7qzltbt288///z1awAphCRKqlOttV76NSLrNG29OdjMw2Nkwo1Xmu5m9VEiwETx3bKb3wU4fAxCQxYBYhZOgoWDoCwjRHM8t4e+9E70Hn23mUGUNP7csX4VZaGPtHQPH/dP3GOpD0310bmlIrWUqZSCTKQnoTUj4reXy7eXr8RI1cu6fv7xN+fl8Te/+/vb+y0shHp6s6TLutHffvq//V/+zw+//f1Pf/5T947IqZTlPM2n5fHTp2Q0awm97ttcC5p9ffn6erna7brM09Myc0limDcP862tvgvLPGm4E3jmCcwiihjWDlfVeZo84NbdekY4ok5VRPftShyFS3SyMAEPWrpq1UiWdPJEFyhzHXuUFj1NUzQ79G2913lJkcNSFM5MJIASseRB1yMzhWV5/JS5m3XKZKIEnEogVCdCj0CAapnMu9k+TYvQFN5Z782xohzwGI/OCOxIlZSkcG7WlZkMHjHiqJIwTZOwShEu2Pdt7y3CBNK7ixBrGGWQuW2BNj3Ij/KDqs5TnZ8fHz5/kmnGqWQF3ba8rekeYJlO0xNd7FtWy7YxOB1ru75c397tulJipnSO267ki07ie7MbSRHR27p6RDiIksf4A0omH4N5EpgDSUPqOPocxjLwYQnIPHQlZkPoCWAcUsnZx5KN4SK/bwzj1BcZ0i0wCzMiDulFRACjmZCZmQCXD/nZWE3CIruQuXhmMw+AWUeRTHby4H1r72+XtrsjX96/ca3/+I8/zD9+dvhpWT4/P/7xTz+dmEjihz/87vHz8//4P/5/pJ7+4e//cH48Xa7vqg/L+VSXuZQaZpfrWnVK5M9ff/HbrVkw6OHx/DTPp6km9Qj3gdSYnXQkxpiKKkskEUiFSXk0c2QkRSopKEiiTNXCt20TKmOXlYHhI+FZJi1zAcCjRUqERss2MQBRZWbrlhFETMzCApYD3R+aZ0Te16phjwICjgznUYF49KPcE1CIqTADPlYzAlOko/WWGJsbR1hyGWlyI2SImK03NxMBE0fmuLIs+xG8c3hf2SMzzMPNrbcmEYyxWRIRcaBt202uRDI9nD9/XlSYMuepsLCAvJl3j1vP1iKCWYR1KtVPJ1vbLW6t77fr+7Vf3/u1SXbYFuYACyhdGcsyvd/a1lqZT6MOcug6D66JmJgt7taUoxTpO+1mxPezjd+Hml9nnY/p/W6pH79C+bte1OPK+JVWoPuXOjAhISbwvcZjuALuNWVEEdGsX5HzWh6X8n65vi/zLJPwHmTh/vr68vPXb8L6+naZTvPp9Oh7r8Bmu23++WG+PJx/ez7/dppPCaq1nqfltCznyhlr2x4efkciKorMtLB199wv+23d1sopXOpUz0udq46bL8KYVATW3dJFOSO8mbvDnQj3Om50t8QwajNTISipcEREcpBqGeECDKgUUaYg3ywy5lKZlIgxZnUZNazCxN2saPnA44gpeRTGajISMZq505wiVYk4KXCPiE1mFlDGMMuP8O4xbQ32EwQSUXdjGRVDANSZBjUQyAwT5TJNmppw6xYZpAURPtIm6RjY7mbqY8YY93kwgTC8B0KaThnQWljkuOiJ4d4uF8+bC4Ok4u4/jkhOhEtGuiXMfL/tl3dfu6SqsmXsTYhQmJAqVFUm4iD2ZhkhxIZfbS6jaehIL0yMSmmSMd+QtRh2ufGsFhEcscp80AIfWGUiPfi+J9GwRH4s1B8b9MdW8Ct1RiAilaNyFQAzjT8ifQSsjyMj1rZfVt735bbuW+vmsXfrvkf4Zb1ctldBWU7nhN8ur3/9C37++m8Pj5/21Upvf3h6fJhUC277XlRRmNlFkiLmeVpOy7QsYLper761tm4UEKUfPn9GdATXOs1VhUcySIQhk4Qljwy8dOsM1iIuNiBIVR6KgQSRSIKCiBK9GwijoV7HgxFAKIMYNMiqInWqcykF92CYI8d4+BFZ6rQQkZkxjkMcnLirt4lGUpgQMTyBOFqwIgcNj7vyWVk9PBJgjRwFq1AlTtn7JsyUFKMqDhThmUTMMTQmwkTqR3MfzLtlsIoEpFsQCXNaMAhM7sTMWpQdIEqiYTDZc4DywkHRbc9mmQr0zJZBEAIiWbmKwrIjmUXd3Hq4d8Bv+/XWL1SLEHtYIgjJCspUzXkSuW3iWUm28YwOcHLYFVXHKQCM8lRYxJHrxpyRrPIrUJl5xB7er9uMuP/tB/Z5XCPpQcy/SiGOuyO8aAEhjvYyiYwR9++I4ckYaogIOH4tUPLww8IW2N1fL9ff9U8iOvjwUmXbd4/mvu59A/Fymty7t9v63m4/f3t8+DTXMpWqQ7lI7mhSpfW12TqJns6nzBzhyW1vZK4iyOM/slQtUorUopTkRNBUIjYbrdqjQ45dxHtH5Gla3CyTMoNIipZBn1ikQEQkEmCyCMpQZeJKQUIVkfu2EdE0TXmwJXlIDj1ZirB260gSKWAZBWnMkpxBjo/blyl5vJY0JIvD4EqZYDBrWua9BZoy3TwyITwu67H/JpEjCBi/lkVHyOtIVQQhjvCsBJEW6T33tjtYtZAnA0J87MxDcobxhwgDBD7+/Mg9U9zDXZUo4b1b7946zLI7iTJROFgLCXbbQKyiGXAn692s7W01b7UunOjdBJhVu1mEF5VpUpEbJcxMyywSe2vEfBjA3DnvsbjHWXNE6Y2+2+FQP+4KZh61jt8baDxwCKSBcYSN1OVMTQdDwAfFxRwOS0sREYKHeVgkhJVYQDKo5yo1lXrrquoZ7u4jMC5IdN6JXje7rGY9dvNpYkKaRRvjP4EKEecMnZKfHh4iAnHrO0opClrOS95Q5no+8ddva0r26HMtmb5fr6K9BkkADOeQYOo5TQ80TCKqU5mu62rdEOyewjRPZxb2sNZuMldQCimrMnHbNyE2iHtkUMRRl1lZuHDr3WFD3hNpgX2WuSwLmLsZsxJzd2cFiTAnwsJZWRml1gJ4RFKRZCWAqAyoOhAgIcjRfgjKQFiyavhIPB4Lg/fBv9o+rCqcfLScANkN7hNpIikCPIIeR7CKiBRmGSscaCi8MoWFRUnAbG7DUNvDe2aQBxyEcB+rIiIt9klLeOoeutBu2/N5LkLWTYt6t/AEyaCeKJPGt5fhfd+xiYhZN2vbevPc67nQVNI9W0Tf2F0bIrjwUqRPKrXKRrGlD1lfxnhWyUAFRBGHrpNAxwSXw95FFPldDd6B3tDYm0PuRvbongRWGdzuaMbQD/DII46ziUfOxLEMfC8lzcxEyt0KrKqj1jQzBwbhHswQVhC21m/r/vTgzbpwdmvdnEWKTqPhoqowQZmlloxglmmalnPZ+/7p+dOttZdvL4WFQdv1+jyflYU9urX0gJQq0sNKnVWl9zbPE0Buboyi6nsbKSzjUSAqHi5UiCIRWmu4e7fHh5N7kFmpCuLuGd04ISJgnEoxY8oBOY94vtFyz0mspapy9+4eKiKiI0+7ToWJ9n1n5VKre1AEqQx0AcJyb+Sh4yO9L12Ug6U36yMFxcPHOjhu97HXiigOY3iOLokEe2Z4sHCCwwNpdyaZjv2PiJmnWnuMwxBr26WUUott4d27t/DRxzEGNlQ59b4ToYgKCYH78KYuj2RGNRKMSGt28FOZx7VlHuHgyDBr/XK78VSW56WTRKYIqUh4Aknu8BCPCsylXnuPdCQB9zBnJWGmj4fY7wwxHRAMMw8b7ZhiRGRcGx9S5fBjN+ChJc0DAIpwfIjhYiRfAaN3ZSzKoxBHRPgjn2h8dMwZQczTNJH1RJoPg1mOeDN37yALJKlnrPvNff/LX/7WWyt1Pj08TstpUTkPKTpimsqyLENkGmkAJfj6drEev//D7yfRa2sMaALN52UqgrSIiKMxg8m9uwsRA9Qt3SyK8GnR5cRSAyly5siSPaPDjT2i91vcWDTJJxHzXE7nbnlbb0qa6b03ChcMZQNIZHCCIpxEpaqWkuHCWkRG4RRX1jINNRqz7NsWQXWeE+TmVMYMOmwdB7Uz8BpKSkq4M7NndG/KrMKinAEEjaYkz4iPw2hc7hBQ2oiVDiMaleY5tIzgOAj+j6xMFXSPTFY1Qm/7l8cfiDjCzTy9Fx2xo45MQd37qCwekg7yiNRa6hStURJpZ8+5Ij3CnSJ72GatZ5h1oPfeN7dUnh8WXua+bhGdMyurKZQQoBamRJV5qSorED6UcSWLhw8jncexpvJYVkcx1IdPkvGxyn5ss2Y22IOPQBQa+trviAJkKosc8+RAxJKQlA4RIYKTiUgy/N7mK+PFimCg1JpDgx5hPQY6NzS33frlsl4u7YdnXOza+qVMejqfmaUup1L1QUsFn1jOD3OZ1MzNOpBugcS2rm8v77/94ccqsl6vc6mVhBIcWYiE2DMyQosCiLSxmtc6Xl2MHGktE5fKdWKidE4YJfa1Rd+jr5xgQfONwBnUzXjvYNZSKCPMiypyPKF5fO7hIUkqSGhRFskgVR4vcrduaUTiHgSpdaJ5MQ8kmQc4K5dffa55mJeROQYXjGNFhJA0jC1CycjIMeoOujjDwx2jQng83TR6eSJB3n14pEcjY0io8q+EvXJaSClpnoTl4bxtm4dHmLIuEzsLE4VbD8vI3vYiJYPa1ks1LdWTSpnn02NOjRcT79E7tTxEE5HkrW0Re+5by4zrtl2s1c+PrKqetXBrLgwRcqMdFoUKlYlo3urcsoqIez9c7XzkG0QIqKjyYK8IRGLuhwnmrkfme4UX7urRRDKOROEDFR0oZjjiUNGNy/TuMaBfRW7MI1wXzAyiCKMcGxwRkUVSxNDKe7iqhvUkgMZ3jIzi69vrX37+6dOn+uMP5y8//O7p8fPttv3887dS9fywLKRT0tO0lMoJP02TF9333RJu/vMvX7dte3h8zMjW++fz4yi6ikbX1/fx3ExzOc/LAIVZmMZwncmFy6QKESesPfZIonSEG4fH5WK+d96K6FxqhIWj7/CI9/amtS7nE4NFIEjv7mYkyTlolMRwIQJaC7MwlUBimFhZPLN3G5mHSRAuwycozCx0bJQWycEkx0d9V7wRcxxxfDKsukC6W7grHQg3C0XLvXfGwZERKD3SHR400uUPce4IksIIFY0ccQkZ5kEMQmtdVJ+fn8OcIKUyexRhswYikhF1E1M95ygyBdyt99bTuSqE6jRzdF9vHd13TyHLdAKUjHIL671hKnWpdZm31tyjTjwX3bp3Hmb6QjHAZuoZ275ZbxnBUguleR+8y8BqB+2aHr4n6UCLD6Az4gOsz8HkHrD+ISg9ohLo+OkhcB7tR3p0ruaR9xmUTKQyCqkTd79kEDIpg5LBUiiQmVU1I826EnMtraW5I5mELfwS+1+vP/9hO/+nxx+enp8IAqKpTtNUJ+XieVpqWYrArBsxMcJt693Wbb+tNy6aosklM1QKjxhYgs409N2kfAjbRShCmARKUpipR3d2ITAGLsKeiYzWW1CCIKDotnVHZhgQjNZFFBxbvwmySO0dlKJaIpzC6QD4C5MSJwtZeNUqgGfoNGnCI8GEA9NBOg2hT7gnMyeD0sOQnpLEMqZOZh0j7kE9Zt6/K1GlBNhGNx6RkhQumzuEMn3f21RHkLoLQEgpBZSWwVVsDwYTBIgc93ZrGdmt6zQzc9v3dGWIDc61kDnt3SIclVp4gIhGH5O2MPZ0yJ6tpxXWdWsUY/q33lrV2gtb36OFR6YqVdV5mWtxtyLp5rE1tkBSUIkCNTbvZhsJ66TL83nqTW+NpLLSvu8K4uR0FyJvXZkZlOGUY7o30UIjv+U7+cPHazAUo3ep8/G/DBpKayLyCGWRD8E1AOHD9DjerVGiOoJCw8c+kUDO81KEiGiaKgmVWl++fhs6UGJ0M1W2pK+vl6S69izN3e26ro40p4zCwkTofYVgWWo3e3196X33KOZpjhRhLWleay2qkoAnFVYptaiqsMqowbFMIUIEwmlEk8IiEGYZW0S65ZDBhFn0pkLJ4tHhHm4ZCZe0EGKOTAsPlyoD7mcmBkXy2Lmk6MgLc6OEpI6iPg/WxDGUMCcRI9PCB8p5h+0cIJ3qyFogJMDIBNlgYkBjUCUgwi08WURYkH18U31Q24gMONwjzJOFSIWC7z4ojDrZ1tsHNwFDtx5ux0jtVqpGuLXerA2eMzMz4m4ZGehrRppIuYuTybptt3WbVpkfe7P0NimbZzBf9n21vq/r7fq2psnTiScVMCwTUNHw4CxjS0Sk7em2WsRwlpeqQlZURXp3S2JRzX5U5YVHRNjQ7QvHfYR0j/Ho04Fh8gex+32SysflcOgYPgSdRDpYLXyk4X50qRKNDDMmkiKV4MOgFJEJVZlqGWPpw8OjFm3bfkTPgRLZkQlc9v2//s//8unpbJGlVMv09OvtVkjmWow5wttuLy9v7+/vZqYqmWyOhGTSvnd2K6VQZhU9zctUKiVbN+9WpsJTifBxlyV52g4EBZwbho8nKD0RGe4oikTfrSExMWJAAhnh0Q0WEd7dqEiddPRHeYSwwDIS4cggJQGBoKMEMLhwmZiQwkkESsZYixIZHCOWE+AkSXAmQCxIoRxiICTFIVIZtE8Oz2IwM+mvcQQDfwsPAgoJK4IFzIluGSwMivQ0t6nMCXTbpUBQRkagCEekjDAVwt73QlWV03m9XlVUVXfr3u0ARRLETOLgZIlxEIMi3LfL9ufLvxauHEA2grE5B8xjG6lHS13KQktdo/vWmTMzijAX2Vqep5PHuu7rPM1rdkpiRg/L9EwvwxdmMQCr8OjdMjLceQwyYyAffDhRAHEEu/P3ToDxiY0n/oPnPQirkapyT3874tFzjPzHG8NEZO4KIaLeOxcdVM4H05aZrbeplLznM376/NnM3H1ocnvGKHn4pz/+6/Npxn/+x+dPz3Wa5nl6+/byfnllLV0EFPu+MVEkqS4JipRAdvPdo5y6pj0vSyllKnXWqlIpMwI6+H+mHH8dZqIcWux077mHdSQ4wX1EI+XleskAiyYoIYN+J0qz1q2zjXbIkFRD3CK1ztMy1zrFHkCQsuqUozGSaN9793z+8YmmkwigkoTMGDJohAPOZYw2o/wcQeGebXMWKjqBBLDBfw0lwkevK0aYQVJEhHmOGTcywpVLmauh9zQLHyxfuI+RP4MS6elORgxJyXQtkhB3IsnWbZmm5hbhAJn1sWyYdXPvvQMxjOYsQ9JBJGm9d8vCxYPd4/Jye3t5z4BInBadQMo6LSc+LTyVWiqpRmb12KlzYbTIcCFC9GQnCuYsRI0HwsJhnQjLVC1x9ex7a0np9154oowg1sCITaejPhl0n1/w6+cGEiEAZv7xJnz867ybIT9+vR6NwaOFZDCIA6RwT0CEhzcIxAyYe7oxTenGZarzxFKmqc7LPJV6vVxab90sLEWUAknUEP/y009ffvub06fnSWSpc54fJuYKaWsb5Q7L+bQUHd3oRKVf0jtUtG/ttOjjcppEi7BQSpJZDxhIR+jiAYwx3Dy6J7OnBay3DZ4CgmX06H19e78AvCznSMak81xO57kUkmnqjdyaqjjSfbd1m3BiVc8w68SscyUI8ZQW6BlBzgzmrDVVoUQioOSMtDF0BpJICJEUSKE8LIsfTBOQHm7u3cMAEREqNQ7ATt1sRMdFuOjAfxgsGdTNHekHNTDCuQFkUmbhW9uZoGV0hLXRRe7RB88lKnWer9sW9+no9HBOy8v1fXyemWTex04/njwkDZOARXIYe3i3bW+e+eOXp09fnh6XJTy5KFQsdlJiSmTMqt5pxPg1awxKRO89wpWjeSQ5KIRJCEWlTkWaC7GAEZHWEUdptJYqzMhf63rtPvYMDVOONwIDg+Sh4KPDHzEUIoeUlJmE+SM4WnG/R8bIO8qhBhOWYWBMtWaCk7QWJrSWMtLFZDHkeSpCVFlQyrIsW9tj35Lg1ig0CFb429r/8vX17/7+74Rp0VpOj6fTqbK+/PQLsw5XR+QHxgRmnmVKoQL64fQwE59KnUvJ8AzL6Kxgzm4t2aYyMaFHuufRijCGwkS6mWX6eDf6JBpBuTsz9Wx7ODOSp4fHh3r6/PbXn7Zty2Ggo9j3FVrEJhOZp4XnE4IiIHkWokiZS+EyodZUOiKDPRCUFEQUoMxUUKYDQUOuS8JEyoQ4IrGIhSKIIt2SgrhSAsRx0DZBSNHxNTmAHPXTAwQFiWhvPRAkCE4WHsmhyOybcVJILyRIIFw4LIKIWmvuQ6wrrCpcPI0QDMzTksi9U3gMAs4BpEy1EkuSuAd7uGcQkfC8LNM0O4tUYRnuNVbG4P7CHRYUOc9LZpo7qyqxJphMCMQxqA8hVCk2Cb+vmkj3cFOkMGmKRYI5hiElAT96NOW7Uf6uyRwjJHh4sZGZAciH3CPTx1tER8VCaHwXqSn35s3MhAgL0b2OnIhH6RLR1nsPkQfheV7O5zMT39Y1Ip+fP3lm+2pmThhfgJlg3X/6+WfznKb5tm9Fyvl06uuGcCJYa8IisxaZMo6qu7LU2/X62x9+U1Uezqdpnvfey7yYOVhAMXQ8jNEWit4s/YiIYRVzW6/Xtm3RnAzp8VB0IvGITBeRrbfoI4kztUzPn5+Wx4fXbSPz9IASI7n7vjcukxEKAqKkTFwgRYhBksTEmYCFC42bcoSWsXROy3T3QEYIJUQ+Lt9fAycJw3rTtx0Y68OAIigBc2NlZmltHb6oHBIlQh77sHuaj2JVCgGDtaqOFToQVcoweBPRkBR3821fiXA+P6z7nu5udrm8J1iKipRI4+FH/jWQwVQElJnWza3Zwdi4v76/PD8tYQFSIhlOGuvmHqPcjYfyfATopiW5jZHlmOEHAukgEmWNnCpPk05dWnoPEpYhZxrVQUciKrOOnZWIDq/SiAb+8MeA6AMRCBDTMHUNkex3tWIkqiQyQM5RKxIENwsOmquKZJiIjN/yEQp0GGhYiMnMVBVMvdm8nD+DW/ev9jXQKTmdLJME5ukxopS6LmXbt7eXFwAikuZTLUUE0c/L0sxvuxNjruVxXp5P9TxPUykiyqxSiZUClpQsI4HqAB3N3buDU5AfiuJShJnQTCJAMWkJp31vVWDhbWuJZJ1YLmWann788vO//hVpkkQhXNxLtu5cnNS5MAslOZhJ+AB2mKiosIpIWuTo9nHP7uGJZM/j4GEmxmE0ZWaMFuSMEYRILMfmPPBpIDLvTXgbCw975H1BDSCTws2YhUTde2DktlE3KyLzPFvr46SMY5QeUEoSYVlOZap77ykwtxGizzx6Prx5TzNKoqDIqFp5TELCrLAWnl2rhtu6b+u+cikkYE8KFOVkFUTzYKIQ2to2YjlZhFVgPT8UxwdfRRjRkGTCWQSqpC7u4LSMyDhmvCElxCHeObJ5xrjy3Zw/vvDHzUCjqIWGbmLoSb9bCdTHMDQcpOPFUqgyMY+ahcGnmPUBrIKo1jpaNzxy3Tfp42UU7y6sz8+frrfb9v6GFDiPCO9IbNt+udxOZc7M6+UyFhREqioTT6UIC4//xLTN9t9++vw4z08PizAz8OnT5+vru1kvJAGXwqz6IW4lYhUWiGU3MxDmZTYh7FFBXEULMYl7wnCuU/R9c2+Gbe2s2+P50UDT49Onv8uXv/11TIhm1nvH1hhCoJrgiiAnOOApylKcKldlIbAQGbHAHZ4ABYkQl8oZcPODGbjfAAAPjRooacQxJTIRDsogDwZ170cmQSIi3T2GTgzODCHuPT0jh9kiPRmKoEQgR3CCCB1CAAIPbjNdoQHcbiszByUzPzw89G42NF3EZZLgtN08golLVV9XC9dagezexxPTWzvNcyJzJPMSKANgNwfQe88IGZEZRwlyIvpdkEkUh5dXiBWZxDOwFpmn8khAcX+9ITMjGUOYPd6Z+9GeY8jyD8OA/Bqj8qGAYowUiSFuS/Ljwz++SBKp3GUV95ckq0opggjRQ2hs3SBcpqIj8T6ThEF5fli827ruDD4/PO2tWbOHp8fH69P79TUtVUkI4d7NLUKnsm5baA2RQhxmGbkUnaZCREUnirza3tZ2Jn1apqUKHKc6p/m+bSzIBCsTiwgXVYYM3wiTWjiz5Ob71ki1cBFCZmdkKpVaSiltd5Zk0VSSyBJxM+Ogfet7bw9fnn98PveIyy8vTMpJrVspTuFHxwhSmMCEsRB4QBKRJDyMW47UGFinlpJjUw0ULuARPD7UC+zoiRyyzsOqnUhzTyA8waKiktHDYvjgzd2NgpPY0pLg6UHerXsiEWAaHtci4t3MQ4gVZRyEysUCpRRiN4/NLD2llvSE5N7b3puWCemIVCpErETdRh95H20DGWY9myUVoIUSu/v7dnmen3u0TCgTJ3rbmUVUItnCenQeGrWM8KRgTkkLa8koY5okTfMsQlMV5pznaU+bq3fztd2GI6Lb6LgcNjD60D4ABBzJDOOqYx4HtYxbghF0hB+BSYarJnyMVKR0j9cSZmaKSD4SRXOqMwuLY1qWPhAjkGTurQWy9369XaO7WxLofb2u6wbk+elxOZ+Fi6ERwcMYua3t7f1KInu/djM9PeXWxKMULVWnWpS1lnKal9dtvb1fH8o8ERflOhrTBRmNKYmSMietFn29rPO0FC277ZnBs4pK8XxIJlVEyFRKQXhYRiEqpZAEgT0Ss6alNDPaQbS7PX35fHp8MO+ffvghgy9vb9F6RBbmomy9jtbFHGeX6IjhhIIykEw0nMJCILiPFSvTmACm9CGwxGj/iSGIxgFb+IiF/QCwRzGL+7BzB2eGHbY7xCBsLI2ECteekWbEIrVoKbVOnCkkkhj7VIQTJYukW+89QRGZlsjwfq8MQnpEtFWVp6rdYrc1wugYxyBaOCEEF1atPVYfsjlCt27ea+Ek6tZ5KPyQzNytuWetykTuEd6ZaSrVk5oBaTKKXIaXJ0EBARi53jbvVGstexfi5sEUwkIfMVWJD7z/HtDz73582NyJcGhGjk15XEWUmeNN0iSwCN31EkNlkAlmAkhVM0xLEZHu4eYEJohZT7N1XTlZpUx1uq277U2Yfe+TSGE+6OokENZ93dv+009fZ62qtZvT3hfCrHqqtTAVFUZ6WIb3tk7LQ1UR5DILUw/vZkmZAmUjVtVkd9976kQsZZqnlt62bZGpnqRtzUh5FgYK0YxApqpK5PDL7dvW10YZAumwlPz0w+cyTbHmXOfPnz5tt9vl7ULL0nrXvUvdSaXM08AOBxSdQ9TgRIzjYYaAEpwhuHe0JSXYx8xK45MPgozPZqQwEDI8M4j4MPOCj1BDSSbKECKoZpp5dkvv3iHsSBZRwkHtZLa2pdkyLSKMGONGRvqwcXh3Fh3GCYyX1D0CAppU3T09UpIRIjwq18ZBKyTufjDdTANBbM0480GX8MgMYvWI8GTWIS4miPAhSdhs49H8qKQposQMzkNmTAkm4kgleTidv23vGx191/M8o1vrNlS5Zp2SPwiT+9/7ML4cJ4gjIhB5CJlHzv/xG0AA09EAFpkqpSBG9A8oUQb0gxwS2Wl60Dq7RalVibfrKkQApwurqmr0eH9/33UnkqVOvfeXb9/cetHSW89MzyThQL5fr92z79usef48d3MuUoUnhhIRok6zWVsv77OU01wrcyHKbj2C4qPXwBO6b1udpqfHxzXILLVW4spwFu+ra6nT8ujmrqRLnec6VeUAMvbrmm4RLlOJiCq0cThlWSpkJImos0y1Pj9/2m5ra01Zdt21Fa6lmBWdBl8bY4B39wE1CBNx5k7hxICysCKR1mEhStnZfcg8gTvKGen3AyjvqP44iIIIIhhjA5MALszB1PoeHFJ462YRlh5IER3JH8QDEfDeurtPdT5OoTzGg0iL4TNkiUR69GaZOUqT9v22r22ayzLPESGkg13FvVRilHd4Rqm12Xbb1894YiYzExAPhXzy7Xbr4TGuGWtDK0o08t0iM4jADE5WkQSlW0RENwHNpZzqvFtvdSR+8W6eSCYeWQ1jhhmH+V3UcJADH9vO4dw4bG6/8l/jQiAazDvTYIIjAhlDcPd9eiiIpnnSICNjVa0zB6c5q8DMOPa2KzQDl+tlKvPYt/ZtXddNB8EIBDKQUynvb+/7tnGWuYhbRoayzrUKoTB7xtPjw+vl7fXbL8tUJy1FeJknBsOhItPYTBgg0VprnaXMpS61avNGzJVkgBEqlYqcuOp5mZ+XUojM8rbDnXojS44cMWrI6GFb+POsWtXd3KJo9dY+fXr23v/yb39Z15VFytSltba3YYseRwhzgRzRfRACUQYIDCQpZRAcpJRO1ntaRh45NWOwSAoM9y4BhxLocA67p6cjg4VIxFZzs8xEunmTUuqy3F5f99aCDlUlmHsGe4xGk269qIKTAYpD/0OEISJgEQZ55KjlUFEA3Zpbk0MDRYRRRhS92zFwU1pzMzN3617r5L63tptVglQtx+5rNPT1ZlYLc4YnpKq741CcjagvjWYqQiLesvcoIpkhEcs0X3p+fngyC/Nv77eVhuaZWVXNDXd1+EDGxpBzGCCJ5a56GJfDgIwGNHTfczEyV5KgaR7uRAAzVQ5ERE5aZ50LSYFIKeDiEapa5srA6+sLU/bLlglRBqXZzhzi5AbrNip1RNjdhEAZbrg2e93a3/3wUIR874uUh+k0Ec9aRKUqmfn765bOy3kuKiq1ysNcmSJqYUkQsy+ihiJzXc4pCnCPrPU0nc6qnGHE6pnEgqeH8rAAltsavYOTmKeHpW2rtUgjKbr3joyiKlSVSlqkjW+2uvcffvxx2/evv/xSvXtYa41uNxbVEJQkBfER2AoaBjom5sweMGYDgmwcuAnipCBOEhCDZUxGGHnHIM37RjCSVYm5e48MYclwKEWjZnt2H1ODmw1kMyHKhUBkXdKNUpi79UJctILEYhyNyaLZ06yLDoJumIdpxFUAMPc6nQkuYLNdSdPHy1JFVZT6to4nzJOSM9nqUiKz7SvltEfOpXhGBHkmmEupLGndPZKZIgNERuHoiU7U76ELA11PAQVY07RQ0X5bb5aUkqlMHeQ+cniES4QFku91dw4QiEcGKAYfMx70iESKDEb5roMbqs+D/NV5moafwLq5+8hWYRYRRWbfm54nUW7bnonf//53by+vP/3UHs7nsPBISyMmVd7WG4IydcRzmw21CZiZB7rcbW/N3TPNzKdpOs+LitZSSYg0W9tf3y4sWqbp/PDwOJ9ElAkkpFqViYSmKKXUBBU98fm0MeZpms9nKQUUjiAugsOd7b2FbeoR3Rlo60oIZu5+fEAJJJhYVAtFtm1P9z4yBjNKKZ8/f9r3vXe7XC4ngJjltk2gEeyM8DTDsEwGQ5WOay8BoqShbWYWKhOzU4z08kDGOPEHWHfYXY5ngcY56hGs3MxHtHd3u1yvtZSiNTO21kWLeETefU5JldXIVVWhSoKR9pMY0yzAp9N5b/u2b+E+1dmbd3cpmgl3H5+DO8x8GN8OgQbx0J8KS9XcEpl06LrHOgAOTwtPqVBKeISPSAZzJ2IttbdtKG66dQDMMGvEJQKRDkoZnDjADJFUFb+uW/dw97DIYOFBnJDgzgscfMJgtj62gqGKY2EAMXrjh/E6MTiF8cIP/PzQAn3gR7jnBkVEIt7eLs2SRcyyTv3bt2/WWilFRedleX172/tOgm699wYUITBjXHb3reNQXTTr1/f3/uk5C19e3377+9+zcObwIkOUm/XL5ZJEqjItRSpv/aY8M7MTSHie5lqe5XGJaXJVWubnz4/CDEZ4882EmEnD7Pb+zrknrFvnbtlatB0Z23brvRcV37rvfd07qS4PD+eHByKK7pyI3r3tCbijVPny5cvr62trrZqZWWtNa4mwTKFEhmRkCjHpqOk5mJR0EIEVcrTDU2B8C+iwpTLLiKxn4BjQB2QpojFskCT7thYp9WBghEpJyiQarc2ilQ5RghCSwJyNglglIN3DemcmVVFld9+tZ4aMWj4f1aucSclkIxlJmFhbBChFx3F5H6QzirBoYVoZR1vlMBwmq2hl5gDbaCcHBMdZMA5pZj5cB4yqysKX6zWRFpGjFE+AcIQJci40V1Hh2DcGqorr4OIw6mBxjzY5GLS75ysihlKS8mjHSQtHypADZSKGPGL8FsoMvYOp0KKllEhX1VHHME/1dFqSyC33Zvby8vd//4ei+u3bt269lEJErTcO6tZpNG6maREiEhV2NrMwc0Aqt94vl0uagw3RTsukMjRuLMIs1K7b6+urKGkppZRpUmWKBh0406meHp/58Uv5zafy6Smd4nrjbtt6ddvNW01iaPdgkhPktr3t3m779svf/tqv67atve/zNC1TRQQT960n8fzp+dMPP0617tueZq0Zm43or949EfMyuT++X97XbQWRsFhTLUpMYyrDB9RGgUPzJukEOGlBIm186KPtfei0cmyUQT7sw3wvgh7fRSSpjlJkOLx7FymPn54tvLfN3UYMMImqDhm7IMAsh8DFUauOwolx3Gb6MHdaNxLurbW917rUWlu3jBw3lmfKoPyRqhIJD/dIBUYXHAAVVhYbdwsTE/l42g55NkYN2bjtCOhuGGv6aJ8fT2mmKoUFkd9NcYAEewihJs9lxPB570bhROjuNN7+TBXCXctOx/k+llbK0TF8NzkOpU/+euEeUoijnjBJM0cguAzvTCmlalXW7ElE4QnhiOi9J8ntdvvhyw9PT09vLy/z81lVceecERg2/lJERFrbP8TZQwjVWruta1hAvIicpglI5gKk6ohu4IhQ0gB62G45nU+FJilFipIqF53qpMvUw2h3f327fPultxtgk5CVmlqzRya26/rXv/z5n/74T3/5+ScOfH76/OnLJ+UCx3pd3X3SauZlXubT6fz4QML77cqJvu4UndNRtIUlQWV6eHjw9K/fXpj3WgozQXgWEdUwhwqPD9Y/BM2jtpgzxuGGw/R4uICHRR2HaO/43oCYEeFuvXs41Vp69FomROxbT4q6TPt2hWj0vnfjkc0rzKDeTUjmOjPRtq+tdYBFpIpmBjPGgyIqBWXbd3dXkQgnlmma9r313TwDhGmeVWVfnY5uOUo4/EjhTE/VD0/J4SGJzK3tlaXMSkKHaD4JI8GJeJom9+OhzMxuNvJBYP3wD437RBKSHBChUvV8Ol32LS6bmxMTq1AQj5I8OQqKjj/qcFMcYP8gBvhjAMn0zMCIrSLCrwkPmalKM6gDzkrmrdZprCSn82Nrbd33P/zh719e3vr21jt/+/a6nOrD8/nb6/tl3/Q8t1/8VBZEUowizQzrRBR3JwcAc6OISO69N+tZ6+enz0goE9ATwxrWmUHk3alRbukTuPcmzCIUxO7evfvtK/35HQS/Nb9eyZuIOLARqwXbum3t9dvLH//5j19/+qnt/fn09OnTp3/4h//493/4D/t1vV3e327v77crSTl/OX3+7Y+/+e3vPGzfbpG+r9dtv0hCRfzWjrlQ+vzw8Pn5OYCffvkKZojy3qbaU4Q0WSewJlMwJZJzwNsKJChFAFjeVc6JiAwSATLcIkKFCRnWWcSsuZl7egCWADi4mclMe4/rvjJrc3fmoYmbahljFKwPHsUSzFWVSuHhn+nWSwFxmjUHOScpEyi6zVPp3da1M2sSG7x5472nd2RSlMysUjj92tbCmomgHjBlckQCcKRnKaIQJo6wrbuJwXNizggRlMrMYW5EGeBuyOREqKqaRY7ckvB0SlIuoNoiK/dTxXlafpEb0MGcfFAkkTk6Pe8BnxBzGpUiTAwiURx5AyDQsRqPWybH4UR+D9PVOhU2ZIpZQzKReEQROp3mZanv7+/X9bqcFs/o256v9vzp9Pz8iYlZpEhh5rHWHDhThGUS0zzPZrbvOxOPPiU3Cxu9lTlNZfwXMkOYIsLSMnE6nbfWW2vrtj4uFcxBsAwKs93pRiWCGjMRehSm3kcpHV2vt4en89v7+z//0x//9Y9/Fpbf//bvTst8Pp+Z5MdPn5WLLPQwL6f2WC8vmfSb//D7clou1/ci0trmW9uvN9tbIY7I1lprrdZKBLtdlvPD49PTbdve3t+BnOdp29YIOz0+ZzjMRlyViAKRI9o4hsd3rHWUo6oLlA4OgImIRfSAdDB0KwziTBvKn4H9eUTfmkeyyt72SBsr/AdUTUhVLapuNkJ8R0B7ArZ5pucQcLBQJCWxSMnSA9Z93/u6tZEbWZQz3XwoXOHhpVQ3H+W7xBSe7iOD9vAcAggfvAINcNczj0Uzj4ihzIGIhKqaHwUUQekZKiUiI4nYKCJilCVME7IazxXneTkv89o6CEHsd21fYohKDp8X+fcKtw9y4L6FHqofOjxlx3ZKY/hURigRSIjLiArXOjwuFcDetr1tetJa1cLXdd33fds2FlaRUss0TbfLdewDgygZX1wgw3+JI0xFqmrbeziKFiK4mzsPInSsccJ5Ws6Wt8vr9enp/Ha5LZ+rCI2mhtF87H2fUCnTzDfvmR7NLaI3+5//p7/+87/8ab3c5mn5wx/+w2+ePjFwWk5zref5xGBiTYSWspzOUovO07ZtGdn6fnu/WtvauqVZFpVEjOQLj1LUvd/Wa11Of/iHP/zTf/tvt+vldj65d6Kzm8mAEZkoGeHDAJl8lJYSMaBgTunwfudncpRYRnoGEmTmQ++J5PBUFj4ySElZLIUoRHm/3ljG3MPMXKepb3uaqY44oDBvLOwBc9CAxFlSyBOR1PceQ+/GpSpZD4BKUZAQRZ11hFF4b947kkqt3VZLP53P0TqzTFNt+0oHaDOQogj3ILinEbq3YJ/rXEoZRUsjMGpAW5kQVkQIaaYJyV2cI0fwRZSBDAtsUl6qzqoCSKaM+kjiZDhsjI0fD/d9tPxfGL7+3Y8DdP33P1R4yBVYRbMQmGqdSik0UGJl8risV61K+w7gcr0AKKXu+661LMvy/vZWUPjuAhk4lOeBgQ5EiJOEpG3960+//OG8EM8YZMkIBqdkkVKnh/PzuvX56eHbt9eH09Qz0zy8bd6KoPle50XI4bGHdTdW9h7rul8u1//pv/63b1+/TXVZpnNhPT0/11JOdVrKRJkEGY2fRinTFIh137ubgq5vFzTru23rbr15rSJGzBHY996ic2VBGGVJPz+cru+X9/dX0OM0lX27VT5JVcAzLHsD8ZCkDfc3ESMVLMSRZPCP7w1nDsvvsHLf/fAE9ySCjGB8DqRUXra+jviHzKjTaeSfh7syl+WEAEY6HVdWdoqAQ9i9Z6YbMpGeKuoexAThIOltYxo6GHhvsEhVi4HLZK11vC1SdITTFOFaa0SM2KxMZ5bxfA/BFY/mVv0+XGfEFRzRhWnMYPcYRg6KIRfESIVRCDqnizLNJSNyKrUqV+HeLLshMgjDE8H3wEdgvAsfmVf4/h2ge04WgIwYDPF370dqKSWiE1hYzTfVehBs4VpGyE/23i28W/Owt9f3qtNUy/W2nc+nWsu4XJg4M2nIMO570BCsFlUkzHypZd9bbz3c4+jR8wyMFEhl/fTp+ZfXbx6Z4G8vb0ry+Picbp7Iwtjz5s3aTJ7BJLXs3rvZ6/XtT3/64973qS7TNP93//k//f53f8dFTg+Pi1Ryt9Y5zHrvEShcqq62X2/XBN5uN79udts9fBiaPREBuA9Oap6Ku1vsZH7b91m1TmXf13OcurXSdqlasIAoYkSWAuCkEeFNOSh8YY+hZKP7cUUAZxCO4eTOx4/OPOTxeYIifLe+71vvCI9928KjlEIAlSIsRRSUlllr7X0/5NDpyEAMLzlG2GgpYImIQbfhGE4TrbcIC8u+N1YuZeoWLjE6o4jIzae5Uqb1DqLh8dcULTpU13JYGDIiYb63nTKnUnksONYjopRijog7/zHes0QEBY4RK90ZqaJTyciYJ5tKrUW7p7u2HAMGwn0k5OXd247veADct+HjpGH+QJkD4BGzixywtHpEKTWCiDRuW9GDy7ls20KYin59eYmk7p000QPE4bGvF0HA+sQ8CSOdeXS5+ei0skyMCuiBPwhlwLoDwZTKkoSeUXvPTEqaWbf004l/83ef/u3ffmLo9bVF//l9X58eHgszS0WPsPi2WTqq1HlGz35t+279y+cv59+cvnz+7TTPnz59+vzjl9gjLHo3IfakbX8PQuMI4ra1yL62vXvvt217u7bXNTlVqVbaHIUWCm9tp8prCyYuU/WWWiWSq8yrXdfrtWoNbe2GclqYkqVkGU9BHs5TYTiBItLAceRYAt4b0pjYqSKTSAndWh/GAGFJ95Gx132PRMIZCLMqlYiTKCNUlCKLKAEsYr23fU0EGAjAQYAUIhY3Z+atr5mxnM6th/U0N6lEUnrvZKlS9r0T5TJN5HZeTsTStsuIgAI5F/Ruu+08afrVepNae3ZBngpK0Rj51QlY6sy11tFRSkDYiHcmRiCzMG1td+8OYp2w97CdCmaeXSMJGcbeM7twPJzmOtXb2iqrDdzZYrVMvrfCMPc8BG8fiqAPcB/AGMsPygzZwmgk7w0e4FhggMysc0Ui3FXn9XYLM2WKyG6WEWZeSjGz99t1qVPb25AWaq3r7YYJY5A6WiIHEWgWEZahPIlKekbk2M8CNAiiBFmkuTHRVPTv//B3v/nhxz/+059++fmn26VtbW+37TxNmwqAWopqmeu8tX293aDkgtPysDyWp+Xx97/9w/l8/ulvf/vbn//1VM+jAswBD9/dp2WC2/V226yJ8G3b923zbd8u63a7inIpTKQCvu0XctfClGS9EwgsIqX3npqqPC3zbVtLnWvRpdR2W7lYfVByElFIGTppIsuxEzGYKZMikpCiOjLnh60sMrp1j5jmSWrZ17W3XbMQUe+7ZQQCOOTvUkSqCg5tdaQLsbvt+1ZUSy2J9AwlZebIA8GED19yWu+990wSIRaROg0cHBAkMY2MPf4YILpZqWU8IWOncOKpzHHUSx4+yGFWHKU3h/D4ENFRZqhoDzczj/Dh7AFE9LZv4OEJL0mpRcly3XrzkPG3jJim8nia99t+bSZgS1g4E7HIIfJntuNiOGaej0K3jzvhV5AUyHvw8/gFCkFre9GZQIMC6L0Nvm3fNpoqESKDid2NhShp3/ZSVGq9XK+llnlZbttm7nK3aXpEuo93QERG/gGLAmHWPcKG/JSYpfaIEehHBFI+z9P5xy/Pp/nbt9/827/+9XJ7f/v5ZS16Pi21ll161fIeV0Epheu51PM5EvN8Xk6nb99+Wber9X1f17i1x/NjEN7f39/f30+fHs34fb1e1tvQM257a9u2vr7v79dJpbAOXs9bY5JzndK9dy91YpaIGKSIRSxayjRt+35db+fzIm3nWhctZE6aGO4wkUQiDBQJJ0oIAXJnboKZ0/uobjjY2YlKrTS63yiTPEBOAYKyMuCRAILc2afdzAAAj9tJREFUexMtY5IlEWZ4RMJFCjG5OYZBASOBIojk6BWm8IjeWxLVWvbWzK5jD46EcBHOosqU67oz8TzPg+I0P5LDRUWjpJmQZQSLMEbCxYC8LNxLPfg5AOZWRGqt2/ZORCyacKck41rK1L1ZRxggRWdAPPY6qQK9mwZOp3Jr/XmZ7Sna6/vqHYRaNUKSED5AMgyv9AcohLtw9WMWyntY9HhHxvAzgCANxHKa3dF7fzg/kBsR3AyJ6/VKx66NMT9t1k7TnAQzr1UDMA8LL7WM6Xn8MhDl6CQZ3P7ggDLGTuweHtnM99Z30aJKXBAIShWWjOzbp6f5xy9f/tf/5X/701//8i//8s8v375er5eXly6iU12UtepUixiZEdVp2vf91Xxbb5L8sJzS/EbOVfe2v1zeW9+3a8h+7W4W0XpvzdZ982ZhyXm8t2YGGI6sQQPlvjZzm+fTvjfkzqqnxwcpBaDz4+PXry+1lB+19m1XKaKGsoEcmpDpfgoG0pAAMRdKZMRQIbhntzBhDgRTGV5+90gCCTzMM5NcRIlLMKEHABVCOiEikzNJj2TM8czR/T7H6JHulkHTJJlQ1hE/F+ndeqlk3rZtY6ZpmtLIfRxz6QjQuKwAYN/3dJfDSTh2PBCQSZPOGJa2gcx6IFFrfXh4UJVuzTPCPUEikgmzI1rQwyFcSwGlU1AW5snJRWRAxhyoVZfAwxLhaSEve1Nv3YwSqjKwYM9EOqvEPROXaDhNwd91f+EOhuLgJT+WBNJJi7kxl2U5RYTtW6013Zng4W3fk3gYDhJp3Yzd0oYHn4gy/bbexpET3907NLh9HKncnnDrVYp5bM08MilJQIVZBQJD0OgKIErzaVmS0Pf9YT7953/8T/Yf/+O3l68/f/3l+n67vF/2/VJ0Oj/MZ53WbqrSLmt0m6f5PFWEV+bk8u39bdvXtben50+ptO/9/bKCIpFr6/vWbN3FUkstMobHLEXLVCkCGSpcpUALWMZiM81T7zttMc/19HC+3tZ9X7t1aa3zXrSSYJz6ROCiI7xBBiUWhkhBkDAlpYWFB2IEeEBIWNw6MqZSRqAtPApVIrlng4883ZGPkIQcEItbE+JadIh/mQggyzQz66ky8uiCiDiUKFTEo7uZEM/L3PuosiylCBOPGph5mszdI0bN2WDoxvjCidHGIUSllIygdEoZ52bvnfgckQgoRLReL+8gqnUalfQYm5CIR0bvxCilJDTS3boymzsji3K3ruhPp7Jvm5I/LPXtmsNR4N2JBUSiiiFrYxlRCBbGRHJIdP+XwCjzx/Bz8NyaW3OiTlSlhJt5fyyLdV/NSWjdtmmeicLTi4iQjKBWhbo5D+BtknVdkfoBQ2UmCZNw2hEoOoiTnbA22x0WwZRENgzkSZFFplIpU0BTPSG4W2f2WXUqp2A6Pz58+fE36219f7/861//9tPPv3z76W/6yr/5/AMT9XNMpU6TQDQZLr5ebe9vOnOdJlZ9W9+LLqrLbX03XxNSi1DjTFMSgYNJpEDI3KpwYU3gtCxZyt77CK9kDqJkShEB0Zcfv6yvL2+vX8uX3yLTW6+FudQRLEOZR9SXVAKSBG0HxgG8TVooFYQUjgzr+2BnEZkqAYtMT2LSwX0CRBDKkeTCIskAhmGmG7So1vCgRNXq4b3vVVXr6aAoKcwscrFuyoUVvRuEiVlZsjvSyrTAZdubSilFiSh7/zhEzSybKRGzNG9DbkSMzOSxyICataCs8+LdzUKIWGWal2EqGEZ9c4+ESNn3HuEZoKKihHBtad5zHKaEWpI8lHk71cu+PTQqoE5IzqGMjpHyE8EgYSbRoBhdRZwI/LoD5N0/CSAzRu/pqJJRswjh5Nj3m3cXilonYdpsR2Lfdy1lXF6quq0tI6qWzLDuVaRq7VLCb5nDw8oD3S7MZsM74UOYKiqZ2PoemVtv3av7KB4W4uGxiloLi4DAwnVAIsLdzNx7t9b3REzL9Nvf/qZZf7++//L1zTqeHh5ZJiY2b+uWLUM43YWLsPLj82Nrtm2rF+rm67bebi9aVACSLMzKxKEkXKoSIWEqLKUOOAdmkghGUlr6Mi+lVmbWUqZp2t/ft71trZXaJ5pi2PVGAlAEPqbSoVBhAYjZCRyDKFUlInga0s3cTYgj0bpZBBhShIhBwQRSHgr4ZgwiYqckJriNrdKYmFVYOTw0VUoJ2rdtRcDdW/dSbG+bCouWwmIU7ubulIkM9y4kWgTwvYWPO+rQ5yWLUGXJ7K2BY9TuJJwYIiXGZUeo0zzXutQqyLav+615hrCOugoVGQk+I0Z21FIQIMRJSIEkHephYSbO5hH5cFo+WV7X9vnpsb2+71sXKRZ5cNTIcUbQHf8Z0druY/3/FRKlw+pIIjwACQDKpEzEpXh0KEmyd4vw9JB7CtDQyQ33EIGYWJkJ1LYRBJ8MjgMDG9mSh6FzLB9MDKaRMrS7Xdt2bXOzyZzNzFiySN4h2yFtPd5pIMIiDZTEoYUS0r2z0rRMj89PHWhhW++8riw57RIRHMkAyB/mUyC+fvvltpmF9YbWHJki0veNRMb9PpRqEWbdxgMJUAgJ6/2yTOIxqt27B+VA2Z4+/fD+/r61fYke5MGRSMrIMPA9qSMy3Mji8L/SANp3Ua5SI8I2x2FOOMKBuFRyi2jdYzgBR08ZExJFmdK6B0rRUW4+mJQkcEF3I2apddvWtB2SY+RkLZamRTODRcuk2Vc60hEyM906ich4rJNFOAmDjPAwCR66bSJiFWUS1YO1GNZKt0QupxkE876clt5uMXIuEKWUFh2/AkTjTB5PKDJiFP0iCTmWD1YinipgFjgr/fBw+vp6XVh0mt/3I8WXmDA6NvMQOYwlKA8r56946Mcm8PGPRMh0Ha+CMBNzEeRubd1ZEWYRMc9zd2utlaoWriKZaa2RStXZPax7BoQ1437eExNTfFfY5O5CkhmeubX95Xr5uy8Pzbq7pEVHi0kBjJ56gIbpQcHhbrFnBvHocjbLJGXffd3Xra9O9nA6lUlabFvDuouqAkAwSd622/lpeXt7A5feDQkziOrMc09S5rnOIEQ3LTrP5+hdEKocAq4qWjSAyJ4eTGWZuZalTMLiGUPcUs8nc//l29en58dAjNxCjiCOI4KJKMIH1w6Q9Q4afBgnyNzDg1XNusWh7tp7L3VmSQOZdw4Une68ToJYtIAZaR4WZulHPvb4XscxErMU7XbrbgkSrSzUozNxplhQ23aPnpnMpEPoFgGkqo4Oroh7fBVBmJ3uDkNkUoAzKVhVRXwf3WQJQqk6zzWtb/t6lHwdAIOrFs9E2qFfwEjdZmYuLAQe3NGY2IhJiUlKYZ+qPJ3n9daeTuc99OvrS1InoqFbi8wqjHtOxGAkx2Gad2bgPvzgrg0dcKioVE04ZQ6/yHI6r9032zlo7zbesPBhIyAG97De2phDpXQittYT8INapAgXlUMjzaPNc3xwsAiKMPKXt5etfQJ/TnAiRYr1yAqpNQFLy0jumSwqolLCDERt79u6de/u6W1HWFgrnGE7z5WEWts3KVX2uUyR2W4rWrJKawZBBMJ2ZkFQWjKEScIx1TI9PswqU1EmaOHR9pgEUWFzs87ETiRapmVRlsgjJW3wu/P5gV5eb7f98RnqHuaOJkQEHkD1oYKmiHDAzYzS3b3vLcKJoFVVmGvZ97a3plISbtZGkpl3n8o8fHYYoccsKpzB3iEs82nJGH543redhQPdw0nYInfzCMxSIyGUPZKIu7W9NzCJ6DRNiIxgsx4xJETMiVpr64PUAThI7tBisrJ2MyI2j4RjFCEkAaS1JFKFw3qtNQnNrFtr3ZiFmBJOApXi1DmVhURZaomka2tpUUWl6LauoxQuE5UZU5VCP3x+fN8sesxSN+8jz9Cbxx0cODbdj0vmaJg/uN2Bjo2fHEK1TK2FAuThkVS09CJ7a9F97ybMu7m5IdF3G+w1AWP1ttZKrW4GEdXi/dfLOtzjnk0KgD5ouURkXm7Xy+12W9tzqRaeSPM0H9blDKRSJnkKsUp2RKZb7Fuz1pN6776uV2VKc4R19/eIp6cnpuKR7mkcvTWzXSGv7zcDMkxYe2/ICI8i+nA6jWHr6fz4+ctnyixEtWpP84y5zvu29n1lrUUovSXJSAzYbQejlllLIVCQqOo0zdvWwjIiKjNYhvIWjkznEeyW7tZKUfOMcGAkLDQgEqpRrMd6W3u3aQLVtOjMxCxUWEQ8HEzEcO9pwaQ06E+EsB4yycETAG52WW/hrlMhkQgPQIjSYjjCQcEqHnyI8TKYC1M4zLylQ8f2kqmk3T09OOCBjAwP5dLTM8gjzPxUxJrvW5+XqdZClAImFk8LSmKSIkvR3s2sMY9RMKQoKFkyEIBFUrhFOGVQETebailcisW6Nw8s52nzthR6mGbszRN7BgHKd2AT9x9ERDQKApAYPpPj34x0vENW7QjoqHzMhLnf1lsSzC0zfxVbj8UlA0DRkkeJ+SF6O14rZlUZfNzx6t2nrQPmO/S/jMzbbX27Xi+32zpPU9Xbtn56fAJn916q8uFIFiRa6x5OnH3fI0fXKsJz631tvZ5P++UtIrztS1id5xRQlW7d04Py9XKRfZvPp1prWCDgzTOz1DLpdD6dplKrFlhGejCH5VRnmurp8eETcL28besN3qJTRoqImQXlpHWaplIqM/eeGZimKSwiHOZ0IDaDbqSwwCj0GRAgMRMZIERCfPiqQhJ02zd3F1Ez445SJ2REho78kvwQshypFEORRiwJBNzD3UxVSUQYU07WDUIcVOvg3o8RIUfVDVEQZca+NxEqQO9tgK1jPmmtAWMcShoBjkTEJCxJriIxWjxAIkIU+74/Pp0H3k/MnBRBY/0jZvfIzDB3D/cwB0hZNSUjDEwWoETR0qynxVyn8QfWSZt3NCtClP3Tw7xv+/7zWgQ9wiNVJf07UdB98yTmADw8LH+VBmV+p4UjEFRELIIIRZWIpBTco2SA0AE1Dz5nyL9HYziLKAmze3jEIbX+tcvku50jE4TwSCLJSNDldnu93lK4RXTPmIhk2EuTBaKH3NfM0j04I9K9i3BCt7eLJRHzdduT2dzM/YcffpBSLG3WycnrpNNcb/utbVfuIb0ws90cibnMRfXx/Pj8+Cgkab5uKxHA4ZuNkHtnoqLPjw9PDyfled97OolKKQXCSVGnSkStNQIxl6nWp6eny9t7733xamuDQcFUBIddNTPHw+wIycwjLjezypRAkerpScmlqGg325uftBKx2RqBaaqRQTTYghieCjcnQkAy0sPM3dwT4fDhP2OwEwBojjXxKIIbcw5oiBSEMty6srLo4PIjXEolIIK2tZv7yNUdB60Iu7sQj+YpYuz73rsT0WDBRi6LmffeI9PDvfehkFTV3jcKTHUyG11ffMhmKDmhqhihKVKR1N1K0fO5BkWPOE+CnKLP61pzzX3vTiBIUh4LEgjfVaCOj/rDMQzAI2K4qEWY+SjKHoDUPM+kcr3dmndhSabM0dQcZhY4srNEJMI9nEMxMiaOLrVj2zgKu/99Zc2IqACTkGTay/v7Zd1+WE5t2D7SzGXmckBbPJDaYTCPrTWzTjQkG8XN927Lw+PXl6/nhzMRq+o0z2FmYUkoc03zFBKV1trLywszP8+f5mn58fOX07IM8cDetrbvYR7pzfcKzWAqBcKi9u3W1pfr89MjCEQ6RMNaNBBMHBHmocPLPNKCWZgZ7keGvTnYQwUkAB0lvPcfgw8GUEuNQDqneCk1lZgETA5EgoXqNEdgAMEc47nlIureu3UVEa2ZARaQQQhCCU8QK9dSrnsbwJ+7EdLJQBqRxCki5MhMUcl0VeVD1pNDoMEsyNz3LZOJItwFLMzJ0vaND30BmTVLMycVef70qdaqDNq79WGUPUJZxiOR7kJsFBkhI/ODoxvSR40hBFy1WhiOKSaG5YA5a+HHhxlofq7bp0+7fbv2TkWt5z3y+YBQP7RAdMQZ0Udz3gEH5a+jiq5mlkmJtnf1zG7wDMQ8z7frtXuwyuAUiEhZWcGR6dG9ZwMLAiMcc1wbNJQzo7dlSJ4HsJiEBBuo8HR9X3/6+u2Hx6UaWtTdotS0cLOuOllCKVW5bw1HMbtu++7Jtc6rXVSlMuuqnEKAubdtpaQgdrO9N2QasRGv675dbs8Pj6k2TTSB2bJHi71t+7ZvG0Dd3TMMJiTR+9CmPz6cvPeXrz+fH6Z6mkbzrq8xP56IOSyKSNUiwki4e52nAWKScCqnIDhTCEOp7KEqcO59V+HwaEGeUJXtenXz6byIljpNbe8U2foGhgQibJ6mowInA1Iim8PdXVkLCXlywiOLFva07DYCtzEySQMJMKSWcBeaeu+t7XUqyGRYhJRlDoo9NnJoKcQMKRZGIzWfghiaAkEikvJeF0tTrfve4YhE7/t0mk4Pk/emyG1royEr+iHjM4uI7JunMwG9dbDVZWbWoGi9w7NSEqyIsHBkgESTe29hJkmVGORRKCY8PsrpRlPPZGoyOgzJIxEpokez44cATn5Vhg5KZvixMhNJOl6H8NzaNs/zPM8jb2wkFZPwx3ZBOBxlxDxq57p1PYZJlKLjdCPiiPTex/Ytw9mUB8MxBJB7t9frZW27ZzXz7tEjWm+MmOYHVtnWG7lXERrpI4mRM+Tp5lHr1PddmG1rtWgtRVkKy1JnIQ7zCO9m3myu08Pz/LAsj/Mys8Rtu8bazLL31pqHI/O67w2IrQmzztU9z/N5u16q0vPTI2BOMWFKZmEByD1HEqCBpnpill5KNzM3i9LDyQOFmOSIIRit6wSo2MdxONh6oiGwXbd1WRZ3JybPEdPU5YiMp8yspRLTbds83LNb61WklGLmESFjOmFp1jxDMDzgYEJ49LQqVUvJYKeYpsnTfO9EwqzdAkzCGogeRkGRKYS3y7uM0NXeozty1NVTeJSpqFZOXN5uvXVSRMTD45mFJJA2tEGZHiIKGlZeCg+R4umUWOaqc+Wi+76PgoCh0Qw3pixTBQsgpfDoQ0IIJ1HNyHSbHpy+fHq8efRrizAebA0RSL7fPz9+fBz/OYqIaEjGk4i0JEfAY6RpoZQiIoTchyMWGJV4RMTjdgSCEDK6kwEcoRKJY3wcb5iNWj+iX4V3H5YFkAe9vl0va/Pkvfep7TapF8rRFtS7u8FsKgJC6916d7PWG2uZ5nm/Xq2bBMKiFC7MApq0znXiRJq3bbtdruT5cD6fSlXWCoH53jcz6xbmzVqPjL7t675Pnz9Nn57medG5/PyXny9vb8s81fPizZswSgOriqCoexJDRJVYRbdtKyN5vXeMDxUkzDIaU+6KQDBlODOXUtq+U6aocFBrbZ5nAGvfgBxEighLkJv3bEXFzWiovpiUZfAtRMSlBFMKgRiQ3vdh5h2jKidoKHCijTNYtVyvF488Pfz/qPqzZ0mS7E4TO5uqmpm73y0icqusBVUAprunZ5PhC/94yjyQHBEuIhySPZAGGqgqAFVZucRy73V3M1PVs/BBPRLNekgpkczIuHnDr5nqOb/f9x1b37tqOFqEd+N08x8i4nDFAsS2bSn5Mh8QUFUjfHCeISJotLFAsnh4bXtKcrccyUGIAX2Yc9QgcDyOAoHD1XoHxFwKJQFCi2iq5o7MboaIQLek/rg8EIKIqBJzDDdCYsoix4kej3DZ28taJQYoyZkZiXtX5H+LwSHiiIX+WygobrOZiCAgSYCjozMe0WY2pDoiwszg3nvX23gBw9wiRpFt8N8AEVEiwhz+qx+yIYMisBhAvLGFvv0sAjjwZd2fXy/Xp4eJecpi4UgkWQBjr+skqUwZw5vaTT45UmAQqSR71ev5jB5zyhOLAGIAO4RqdyccWQCcyzRJFuQs0tamGuigat29WQcPQcxTeXrz5qtf//qrX3273B1bbf/6x3/++//9PzsEcNp7yMzaozc1HmF5TSUXSUJMxHvtRJZzJiJztxsLh6wpAyEDuONoC1nQz98BM2L20Xk3yyn3aOt6IeJa+zwvBYuz1H3b6t6Y7u/vVc3A7+8fzmdz1FxSyaX37h5uCmAOkYShg44JvSsaDSfNeOpEuEiBmwOYEAmIyElyQnL1yikxIjq0Vlvftm0TTgBQSrmuVYgYWb15ONKIzkla67rvJDTP85QzWQgiEDkJoFugaVUz19vTT0q2gRMmBMLaGyBITuOBLSwkDESG4ebweYo/Lgvg6sGAuIQp+lr1bp4OOXWHpjdV/Fje+WeX3r/NJP9t7vPzWeh2bZZCYmjdu5v3Wh1svEPmeR4mtRGFQMTECZHcNRAcgpljfKwRI3x0RiLQDG6EXsTAGGy9caYcwQIzQKa96cvr5bxud0VGcsPc1QY4bViAkJl90BQhmIiFm5vvY50ZvVYGdtKQWzXVmprbNE0lpTRRdG3rBim1be9NxZGD1EwjsMhxORyn+eFw/OLdF3k5LIdDNb1u6/Hu7stvv/nh+x/O235Ylto1MQPrEFAIiyQgkgBU9STCzDnnnLOaITGxELJpQHQSAPAIB06IYGpuI1rj5j5uz0Nbq9YD3B1PpyMitWpEdFwW97yvq6lO00QiI2ByC94iOIEk2Voz70gwnoLMIyPq4T4OsIM8pGpMlPKha3OPy2UteZqXe0dgAUaMcXiDyEnUqPc+Zpf7vod7WRaA0KYQwCKAFBG32UDOh2Vh4pKzgHfrABE3lR8KJ3XvXcd/+GBZM3MftnAav5ElEUa2iDALRhFBp1vNMlyIQcTG6iPKFHaY7Q3cf1zr2j91IxHq3UyH0euW/v/5KvzzGX5oMn7+8QAAAZYy0WXvHkAO1jsGlJRFJOe0XteU0nhfdDMkuRGJNIgBZPROnUetJxzCA8wdRCgMGIgRIZAwtTAI55vG1TeN11o/vb68PS2tmzbte9UpdTVhTqWYa+17NVWw7tpCNXpENLNg8q7r65WOB3AODSrc1ckiEbe2t7CCybbu2jWhQlAwlZk4Hcr96e5+Ps1Mxu6Py9396W4L/fTpL85ASG/e3HP6DSb+8P5jd3t5fX2THlv1ZSrW28KFGRSqAGUqgQRA+94QKSUZYy9iQEH/fA5nSTDqGxqu+rmaHXg7hw5eCgmgIINZ9Y6phHYgZJCDHLMIC2q0CEuCbpRYmDl60zBHYMkQHg6M+Tily74BcxCGQyBllggzVSBhR2KJxr3BlAtCUKgA9hbagYgRIFBY+rt37xBFzQORytwdiUEhDEyczXWtTbUHqJCcjovwZ661MjqANyI3VwyKCBvvRweRxCSuFu6Z2c2DJAJFJndnxnBXbcZuHhI4EdE01W7BSAFVW/MAwnnOi/oXd8e2bbVdu0e4GmBEoASgxedZPnL6tx8G4IEOZWILM3PJTJvrXBKqAqCpzfPcTfteyzwBYkqplOJ+czyM85MwA38uNg+0pfngPA60aFejgDS+Je7ENzuoRgw8fGi8Xi4vr4fr07ZNRW26vZgQciksot0k5dpM1QLCLJgTgmvgvr+s29q67XuEO6a0mro2duAAc+/gpzyLo6lZMwMD5EA+LHk6TE9vH9+8fXN5/eB1y5kNfOttjU0OecqpFzn98sv/4be//MPf//6P//m/RLPny3Wel9RSRjTzpp2BSHJAjCW32dhjO7MQRIQjMwWGjTP5GMHHgHKGwZBqRISZDorqDSjkYU2725SmPE/b5WLWj4cFCEcH3N1760ycUhp9qPDIJbs5gY8L2O11nXNtrasxkpMzIBGjsIeOQksuxUx7B2Zs1Wrtrdk0TUkSIORchsEVAFmSVeutUgANq7RFtb5tq3UFiJS4lJRLZkR19M+bD2QEDXP3G5w5cs4iAowKLgxdb2L68cCmlJhx0HARIKUEXbUrChGSgUUEEkoS4Ohqc0nv3jycL5dPa71WdSIf5TWzMQC9eQI+34PHAQQARm3g9km+XxZ7aZ2hmat5uBNEYtr3XYmEGQGmaaqtane8EecQidV7gP/s3ojRth/JEcSxypoQHk7HOefd/WVfX2t1QjMgICS47u1a98u+X/fa1NVCuzWuiAAEWTJCEDVCYmRAp6F4Jzocj8e7U1s9VDbtJkEAqh3d0RyJFKNdKgf6sJOBHe7vF2GZUpCt7XrYJ4nI08xCzVs6lvvDcnz3MB3vgnKkPJ3uTpfz/euLXrcP79+DuVSVlFU9FEkIkCOQ/quXaYQLweAgwFCoIgyxBzK6gVsQYiDp5/eyqnbTuPW5RpIE3JHAtGmtm3qXIlMq4J6Y3MHNcske0Xu/rWaZt3VNTKXkbV/VbjspAgQLSugAOSfyUFORFA6e4HCcw8c8irZtF5F5GbZONnMLIkijRp6YGjcfEEacTCFgrDHQzXJOp9PRrNe6BXMEeTghmvvWa2+KxO4GaCKSEiPhWM/912qjEWE0NyRGRhYhBGK2bss8d4jWr0SAoELBJNR0FrYEFvTF42N1/P7984tqEDvyQG2N3UCMly19Ttt+vv6qqggTscyJJsbX3koWCfCuAjAth8xcTZv7GNUBALqCg91SEIOBOqijCACcJABGuJydMsFhWr6+u//lmzeHXN6fX//5o2371m6xOh5k4Mt1O+/7Q+9q7j78cG6halZy0W4IxJxrqyllt8BAZ+A0Lcfjs1wT5Vp133YmNHdBDoswW2tdX197bZj54f5uyRkIOScusulWPzXd6henpZwWQIRED18+5TdHuj9QOURQ6+318rqiP/z6m/3legVYt5YAkgO0vsyJOJlDjLX350/z2Pcyjjh0BJIHoJP7yEjDbQDKJJKGnAg/sz3cHZESMwozQk75ul4kM98+xo4BblFEYJpwJF4RxnwmS5rn+Xb7TiJCOOiKEXMpktLem4abm7Y6j+EEmLvRbXAXKRX5HAQf/+vmzJxIwIAAsQAi9lYhWLh49IDmbq3tuTALDcJx790DzSM81Kyr1t4JTbUBhiTkhCPvHAA32xreZsERaOEWQYR5nlpvrgafKdBMVLIAOKl5hDc7Ttms1mZvH+4d2LrVrleDJGnAZoa4KTwGsWVwoX/eCo8fuYiQQ8nbXPxjy3Px3rXVnNjHPSa89zbgzZRzGFiP8cfp4WPLxqMU5A4oP09LBemY0zePT796fHpIwh5RppecXyR574YUiGrWLF4u14+fnp+Ww7bvXWdVq62llCLc3JIkKPNWu67r3eOTu+/XM4psXed5mZcpOS7LHSEyQ07zlOZQa71/eP4Ujrt9MozIOVKilDknEipTJhR0cFVrnWfmScpx5uOiiTwRUi4pBe4PX7zRrfX7h3x3/8d/+MfVuq7Xu1RmWAJATR0TB5naiG+4mfsol9gQABAJANjIeMEwSSJjIN6GyyKJQByid41wDxLEcZ8fEarAICFmCbd13dDNIjhHmco8z111wKAjwqwzpYhY163kXHKObVxJ/OdjRkqCdPt6IqxMJQC0W0rCnABCTccXZubCo6HtGCHMSlpbRWRh2ffW9+5qhHg6Hu/v78BG8BeYqIM17RYuKSXzkSBlhpTYo5uBIw0Hw7AA8q0og6PLNsjs4sIIBrRvGwhnZgQYQTbr6tqZkBGFQd2XlB7vTi9rXS+bw+21jIgIHHDTQf78sz2moiOoHxGShQTxNM/dfV/XkphRra9cDsJ8IOhNGaDWHmZIQIJmEAKgN77fKHybmkNMh6lft0X467vD2ym9W1KmiABFvJvobuLdDAK1dyesABe167VF8Lm1a1tLxTIdtVtJEG5cmOYEZxOG0CaS83QAxF7XOZc5c2x1Kqfj4QhIMrio8wH3fuh+3e1iVtu6A5YpUzm0UC/xt//9fzwc7trLef/wqaox+1IQM0FiKhkSOKmJFMpv4uHlcpY8O03vfq3/+l/+/nK5PLw7AhI4E8dq68FnANz3mqYiOWdE7crEzBIYAU5E05QjQtW19XD1gGGhQyCIqNaBccol3Nf1kk3mw7x3C8Q8Ta23gFvujXLer9chSzTtmScCEOERY47w67apA4IwSEKmUl7X69ZbzrluOyKKkKo6uKMFORG03gIdSRzJHVNKpuZqi5QkicI79K5NIMx2mYgcoHVonSvEDkH8+PA4z5PtVzIjSG6RyduIw6rnRLs1wljmueS87ruFp7KgY5ZpW1fhzBSM7Nb36zoGyl413Y6YVEpxRwJsbde1hSO5JMZmXb2TQElp6nE/zw/Hw6X1S+sY4mFj/s7MahphBChM8RkMd8uteQgxnk6Ha63fffyQiIml904RKYcw9Y4EYGalFAvfthq3Uf5g0Q3z1HBkGUB43b95+/gff/e398TnH3/q+16KBEIq6eHx/mNtr9XRRqidzGPd+mXbXq7X4yFfazkspVu36A4WoB7MXMZubkAQRNg8SpY5ZRGGhFMpCJgkS07mjiAskEQoggBzzlzS6fHBhD7W7c3hq/xwOjw9Pb55gG++eP+X71/XS8lCKd245kijrxgRPGXf+cXXHe2//T/8j//Df/x3/4//5f90OhyWeWbEcA21Fk1SQiZEYL4VADxinHARKIa/ByAxUwI3APBwF0oAGF2F2IXI0GKEdky75ZLULCB29QZtOsytaphzziVlcFc1h3oLXd8WjWBmiDzPM2F00zAbY9N930spZrZuO9JAjgIhb9uGiKOSsdXGnJlIQ4nYPVrdp5zdjAZ7hRADGSl4tNb8uq8PT4cpp1BDHJUqUW0DBM1CHNFNHSGVPM0zCyezLBJAda95EhYcoi5iyCTznM2st5pLWS/XacA2Pcy6uQ+iEVIqZVLq0GEGCrUe8Xh/ssCvECClP373w956Em4KasYiyPT5AoBIeONpj2sbujDj09PDTx8/TZKYoQce5tL7vl/O5XiXiRW196YcIrLMoLdM65g5ACGEd/eG1g7z9Ktvvv2f/v1/+Or+6fX7D43fvz4/08PheH8KxLfz3fcfP2YPINrBHXkksV8u1+8/fHx6OFWL3aKb+vhTJXQIchdJOWUSEWELD4jMkghP8xKCwjyVIpJJmABCMScpOfetLtO0V3169/bb3/3VeX+dlwmOR52TFnSM5XB693Rarpe6110bNELGRGKhHsQadd9DLZfUqv3lh+/s0/PTw8PD3byUrKq1tTkVBO7Wp3nOU3YzBWAEhjBTCiaUAfGEW14/PG520mBAC1ANGD8jgkzEHOB7qwkBmeY8tdq2fd9ujSfDQHUlIGQOBFMlkULce9eGAYZuQknDIRQJ7u7uVHXf95QSM/mugAiETEgofe0iwyYN4YAJxyMTATNQq05Io6wYDDFYpx4QxhAWWpbpzbu3DND2SjE6bg4EVntXIxHb275XQEw5SRJEKmXqegOTq1YWBAgkCrRS8pzKdV1lKqYmBG4GAa7WanUIRCopIeUIIOKSyakHAvVeQU9L4Zxb949TwojWOxOhJPt8/rkl5v7/QxIRIdf1+jBNzLgkMeJPm45A3/76Gq1FBAHkXJqHaYO4sb18dA0MAk3ABePdu8e//uvf/fbbX/3u62+2Ty/n8Pv7+02AD2m6X6jpZv3hdHx93c/Nt5QCacjNt27Pl+u19stWj4eptqxG6qzO5CQISTilFEiIKMIppc12QThOUydERGERZpGEiGrOkkh0yQVR99dqhIeHExs/vXm3HJYQNnaZpULkMp0OM3z6tHrDhoRh3VsY5Wlykh652fn58sMf/nT++DyZ/c0vvmIkd7fWQTUIMVFiqW277NfD4QAsiHGj//RxT6Yx7QnAAHQ0wGjaEQLtBgf1rpAYiaQkNa3b3mor8yQHrvv+/PyJEpecPcJNzazkWViQyAPHth5ARYQAETULaa10Q966iJyOx67aWiulkHAgdFPrLinf8N0WpUzq2jrcklsQSVKo0RDCmo28urlF72DWtE+H6fH+7nhM3RRdwrC13cAAfRTS3c1c0zRLTt1MEjLnbg0hUuJbvCGCBNTMtF9bH915M+fPmB3GyCm1rmaaSIC4dW21j2haEc5CtmoSTwAPx+lXX33xw/PLh5dzswAkdXMAwBh+VvDPnsoxdA+QDx8/UEpZxFQhMxO12pa5TGUKV/dQUyf2cHO7FbA9AKCUbOZoNrM83J/+/d/86j/87d+S6v76SWtz8Ps398eHeetXJ0T07XK5P54ejvvlp49JqCm4hQdsrb9/fvnp+fnhND85th69mVu4gRNLKSm7SKtdwSIl4ZHla505pTmPZEEgp8KMJGyE7CKJeA+9Oxy2bf3w/ELJ1u16//hQa7OexvMhWsWgarHVVpKUoL3ujihet1W//+Of//mf/vDjT5/M4tff/vKbd093JQkaWmDEVKaubevNwkdVoLadp0OM+CWih1EYDZsPDTskqoOh0RC7RMAYLbqb9yypTFNyI8K+7ghAQK228+v57ulBjCECCAdI+NbOY4K4aWYcglh4pHQ8RjHHLIKCiLetArgZEQsC9Npb1cN0YmZmiXBOybtDwHDd91ox3G1UC8hDIUCAAqFHbHVPmR+fHgzBLBgEgA2A6dbrJcLeFYmnZSmHWYhbr4FAAcLJwHtvROA3cS8QglmnYERotaeUwoyB9RasU2aSNLWm7iDCxcHAKQb6l46L9Ncru9/NE71hYCHin54v56qDNnBrtAAMLd3n4nwAoDT36/lqredSnHkGqLXngtM0N1NCZZa6t14bUyaRsObWACJnOaSCBofEXz/eP+RJthX7vgfUjr/81bdffvnu0/P7v/+Hv2OEcNNqy939/fHuzz9+wAi5KbVIMS7NPr5c69dRO+5qe9tcZyoTkrgn4Silq70iWhIB9yR8WA6Mfa/BiIlknpacEiIEu3erGy5zxuAQup5XbZoYL9v14+v7u/s5QXFove+lLCjSGdZd04xt61vbofXv/+mf//Kn7z99/6Gv+93T2199880v3j0kgXAFc2IqOUki2M0Vl5JHrguZUMAxFFyEIZwJkQMikBGJHCLMRg2FIkx7M3MIi8iUIFx73+sKAaVkNdXeiDhJ7tvOAdM0EaFqkBALqXazDsEQmDjvfa+tSkKgcCJXzVmutk08ubn2UdUINhCRjCUIITBLVvdWu7dalgIxQtcYEr11JEgkAdHWXXfFwLDQ5lvbRejp4Q4JmlMGUu2uZmru0bTVbo4MmFJhzgIO83SgiHAeocicilmnoSRFYhEI6AqmXTBFC3C2CEJkApNAIJEUAL0bYzijmwXsbuiQCsn9PDHqWl0mxKcHIXLg9uG1egiig7oZogdT65GIEpH2DkQiKNZtLlNtHaciQHV7v6/bYTkkyfX6kplhmpujDaKnRxlB3m6L5NPp/pt3j2/uT9badr2eSrqcz6rw7/6Pv/vVr77905//5eOnH723ftnCTYQeHk7H43w+r0LcIsyMCJq2D8+fPr28vHm4P5bD3mzd92leEri5eoQIHw4HADOw1rqBL8eZpUhS4czMJZWSixBr17bury/n+XCI3ugw/fin3z//9OH01V3nmPa9Q/zl40+H+zmlbF0P+XA4nK4fXo9leX1+Wc/nP/7n//Kvf//7Iunt3cP88O7xzZtpmXzbMAsxdevGJCIGwcjHw9x6H3H/m0t6XI9gdHuMRoYYCQnDHRDMVFWLZBzpaogB/R4Xq3FHHt2RQSX74ssvAs3de++lFL41jUhtJA3D1ACg9d56dyIwN1UWRJIkyc0gqCwTBDCjhXvvyJRy9gh1c/faGlJklYEZZ6Zg4YIwSozdAoaJ2PatnV8v5v509ziXyV1LSgkJ3CFzta3t3Qwh0NRySVNZgDjcRERrs97NvVsLChbGGy8bEcfgwYiGOFTdVIjHDAeBAWCvu3mknFG1djUID2AiCiIWSzA5csbJMLZmELv53vuny1bNEQGJzSO6DUVNDH8Popzmk/cuREUkz9Nr64SwbeuU52kpcy6rGrsfD4e+t95a5gSJPTwBkvZv3nz11f3d/en46eVD31aLotu+LMf1w48/obf1/It3X/zLH/9gqss0k0dJOAmTOiD+nEwNhPO6fXx5vazrdii1274Po3AQg2rv2lIih1BtARYQu+nh/uE3v/3y/HLe1yrEgKhuI/zFSZZ5bm5lKccy//Ef/vFvDv/ukO6u1+18vj7e36kDOYICBs8p1fP2U//uhz99949//w/7y/Xd4fHtuzehfjos98us3hmBAQgIMRAdw6w5ImhrtVYgzJgZoNeGGDklChg86Fs8fajI0VhQkCFikGtYkHHoAYZHh+ZpNre2awCY20idrtvF3FJK7saUSinDRWvWmdAjWqvrtpVciHjb1zLleZlaa3OZzKx2pSREtJTce6+1BoDk1NTXfT/M82FZat2s3ygmY7VJzGGm7mqqXUcDOQCJRFJalhkjCsuUsrV+uxI2NTW6iXwdkcI8S3IC70YivdUIY0FAGN26n5fo42oLGIAUfgPMYHAAYaCFERGLtNZHiw2DMmdm0U7hQeEMrhEYnsUPGe8P6bqV3mts0DwQAJE8cCA7MYKJIkAO0/HaXuq2gakwlCQPd6cff/iwXbacpKTs7LptYFFYpplTFiJS13a5poy//MU3M8OnDz9FaF4mcucIdvjp97//+Kc/BwGVDHvXpggR4MsyLcsseKXRtia0AOFUe//0/PJ6uTyclm0uW62tdeFdMqp2dwWQ3nbzxpy6bQYQ7Nu2WlgqcjqctNvr+aKt11pbaznJlHI3X8r0+7//u8P9/Jv0u7vTab9s8vDkBpRkKrNt/cfvf/zjP/3hD//wj7C3U5l/8+4XU14ySTmm47LkNIZopubEXHIiGohIZ2ZjXOZ5EH9xdD4SIiZ355vBFuPWagM1G9wpsJGYACBwjIjoqhGQhCUzhg8dKASSsGkAQMppaNdG1CfCh00y2Na9IsS0zCLJQyVlRPGAAOi9s4gDiDDnrGYjJHfL9DMS0GDZCwuNd9RYbofTaCL5yNUwxKj5GiAej6dpmsMcgKx1NYMIbT3MCLlqAHDJWUQYQ9CdwxgDICUGoCBwdP85pzkgbYG3ZSL4WFRBxN7a6KOG94A+IHtu6shAlDMnytXMAwpLDIiW6SysmY5z/vLtIzHBx/Pr5bJ1BRQAR/x8vWYBd2H0ZTm0nVMIdV+mPD09Xi7bXnWt9Xiaottma0oMBO4253xYJgvrhbXWD++///brL5ZlclUpCQjmZYq271earO2tU84ijIzref3mzbt5OZymqWTcLNARiVX73h2FPq7rp8v13d56t67eWk2cnMs8z5wIcBzC4HJZXy9XB6y1n/kiJMKi2sOptm6tI8nTu69eX547RNvX03L46t2XgnJ9vrr+hbq9Pdw9pKf2ur28fvz4l/ff/cu//usf/pE0vn339eN8XKajpIkSMCMXcTD0CIgYiW4zADIMGIhQRgRw90RMwq6OBuAEBF0NIgJIbm4jJOSIwHAcg0/CHgYBYQrm8BkckVhCoPWmZpwyIYmIkExlOvcLMSHeSJXodANOEHGSWmuzBuGtt3WLw2EZfpaRpDdttW2IHIBIooGAxCmbmjDOSwYI7Wpq6OEOquamTQ0+t8jdAcIw7PHh6Xg8ZmHyEbbq2nof008kjAg0mSYZEkUKVSUhNR0aWRqOcILhVTZVQDCPce12u9HhrTdXSCmjo5o7OjJIyR0cFITT2NwAGgCyiGCQa0pkZoJ6t2RJEm5qoL0FUg8CbQIBw9ETAAFiXgHZHaaUAR0JgGVept22l+t5WhIhCkmYGjIAam2Hx5MGPF+rhLW6ufYsjImBuYY+PZ0epoOv5rrbuskkU8mSJKxnkUJSCIXdVBWAHAmim6rML2t//+n1mzdvWm+tsw6VLIJ7SMrduuRZqdR2dYdWm/VNs+ckgmm/bMBCwG1toZCnRXIe3DUE/NW3v57ulwRs5+3Ff/yn5umwXC7Xet378zYRPlI+Phzvp2VKpUhJuVAGYFPo3pXAJWEp0634IGwAJGKAEpBzSiJApKrAZOamwSIeBhg+Fj2I7iFIqo0iUjhER07ghvizsAFCDYmyJA90ZIPgIAscxZRt3U1tmZfeW+9dJEHX7nYLq9fWW5uO0/V8NtXDvIBFEmxdMQy0m3XX1rvn6Tj++Jmo1g7ac0IkDFfthoFE3LuZu5lqN2QIba0NAZC9eTodlzmNbByEq3nvbhrhXW1At3kplImFwsIGXdQ0wDwUArMwACAQAAWaYSAB6Lg03fKaxI4Zh5YbGQ3QcBQPMdOMGgCgtZu6hyMlCL/BIBCEITFyZia0Y3GgMH3Z6+ve903Z+hCWjESS2JhwFUbyIEiIQHQ6zOb4/Pr88eW5lAUJLSLc0N0CToeDk+2XM5CF+/PHj99+/VViROK+B1F58+6LA091O9+9nLamvrecmJl63XpKJMyUItrPrlACdI/a6g/v3//4cHpYUnJ9PB7uT66m6rqcFnBQN9WWklx6nD+dlzyb7aGTgkOg+sYkpNjVr3XXViGcENb1+vD2aSk5pXQ6HVX104+farxPkjgwakXkd8vD4e60LIfpsEBAzlgm6WZtvRBBzsycc8kA4cOY4EEBZoaZXQ0QCSOJBA3vuY0B32ciWETErRnqgEHkycK6KyIDIRKjUKgCoCN002aKdDPS9dpYkIjWbS2ljM3uADPe9vrmo6mIDodpqtu1Vz0sc933y77CwBICQ0TvBsFuSoRC5BgYNj7Hg+8ZriwZw3EQsMIiLNTDrdV921u43t2dmAYZJMDMtQcFEgZ463VvG2VelgMzUwDdpo23LPJnhOOw1kWAu+nwxNEtouARDm6AKFLMcPyajFlDAUkASWj0C4QRhBGTB/eqRDiXwq0pAhTaNEqWJz5GtFCLTy/bVhWciXyQAYE8QAINEFJOTAQYyCwlTUJTomWZLq1Sbw43DjFDCCKoLsfp3Zun9XzZr+fLWembLxMTSX66f5fIv//x/cM8H4qkzHtrh5IfD8dPpaQkXWuZyjQV2rbRwEQIAAzkQHu5rj8+P3/xdHcUvFy262FlSqe7AzO5wqAKQ4Dura/dYQrQXuu4cVkYSoqgpnZVV9vP++VS99PTPSSsvZm7pIxIJR8e7k4P93cf/vKX7//0w93p4e54Nx+Oj2+f8jy9vn7y2NSS9d17pwxlymXKZl5KBuEIYAxhUbdQczAUjnAWHnDFIdy4oWoizHwYA2BAcjwIbnLlVNK4ICDp4LzBMMTQ+OUYOsBYHZFLKczcWrfPGQcism4YIEyqRoC9VWHMwm3f2r5zAkQSDPLoahSUUnYPQGNOppUZCyWRCGumfSDYQ/uNAmwEhq31um+9Nw/78ou3KQkNvFYEDwFOWFfde93rBkzL4UA8LNnCRFV7Vw1wFBr+k38r7AJAxIBXAGBYjwCM29LcI+WcbwX26uDOLCMAO/xOFj722mvzAGPCxCyIa60FGTiC2ZHBKBOMzuDzK25brV3dwTEQQZBD3UsiokiJWLiZMkVJNEepENtWHZBTEogpyZLk9fl5Wt69eXxCVej7lMXdwL2k+zfvvgFdP/34r59ePm6MRRghEuPT/f0P8/uHh7ufPn4igs+GLHTTYVEc7re1rp9enrf6pdniZrX2wOimuluZp3VbAcHdr5fNWlSrDiDUCSlLEsK2Xl9f14YUJZ/ePTzrer5s80yPd/ejKdeETse73/7urw/L4XhYtvNlXuavfvGL6e5wPB2nw9xNiaPu19YRwpdcyiKSiBlvzywICCCkxAwa1TSXUuap9tZaj7BRoLupouHWyAbA4AiCdoMYEwIPa+SgCwYMtgyREAIm4n2vEYBBU84v65YkA4KZDUVwrTsS5Zy6NiFhYg1lJnALtSS876ubSxZmEiQhyey7uqrmnAOgt928ozMyeG/bfgWPnIr2bk0dRq7XmSDce2+17cfD/TSVXPIkyc0obFRfuvW9VzOTxClnLhkQmViIwyMiSilqTcMQ2cPAAABSSuQBGEJUVcGHrgABgFAC3FDCUM3G3I8cTG2EPYHIhnbCwsxSSsRzbx0jckmuSGiC0QG6+sLsOX3x8ICABPQcV4/VAhTR3YQQsyAjZElMCA7WepY8FVZHwergXUe0C5GZ0Ot60XrAaNu+O8DhcPRaa+dvvjr97e9+uV1ezu+/b30lmjMVzGYRCHTIc11bno67vrzuexa51kqUIPwWS0fvTi8v6+vrvt7h67Udpq1uVQDLnGJ4BhT2beu17uuK7CQ5GDILETJzUCKiy+X1my9/89Wvv8lPy9v+64/n169+8dXf/Pv/YGattsvLOSY6b5f/2//5/0LX9YvHt/NhPt7dz0u5rlfX7l2hu3pFAs7LfDwG+tCN1K4MzMy9KYGZOxFJogB378Jh5ihgYGHAxOFgbpiAZMw6LUCbKiJPIxxHGBoQ4GYDf2iOgDQ0Klo7MKDQlPPleik5pzKNdss09bGWGnXoUcsyM+2u3SE854QZUYKJibltDSxEknZVVWB0V0ksBGYNwzkYwRlwmEtbbWo+zxMjuVlXYMklZyZCoDG6NdORxw4Fs3AEmUuZppIyMhExuKsrCxMReSqUAZBAVDU8UBjCVMEhDMBA+26jSIREyEkoVW217yRITOGjHAHg1luzcNO2lAkTVg3wgeUHdMyFo/kIDKDHnJlYqKnQacnTH+lD1741TUhOIFlymId1JEZkR2XiJJgMp+SneWlmFrtqR0Ao6e50Oi3JtTfo81LqYEl0zcwEMAksDw9zWbj2zAWBMhPntHUvktfzDsfl9bJtrQIJIbGkAdEOU2BgSU3j/cfzV2/6devndb2vbS6FAXuran3ftvV6td6mlGcqEpRBBEdJGx1oKgWuAYLL013fL//t//g/f/HtN//v/9f/88fLy9Pd4900t+v2p9//4ad//b5+fP326e1XX399d396++ap1u28baq71cZhUng+lPm4pFzMOyIDhjATindLklRViEkIELu2rq2UQsB7r3k+TCTWLcJHT65ZI4MwNVVTIw5HdjN0JyI3BYSplH2vtfVlObFEyZkBMTESLTBt+xYAkqSpNVWR1PaGDkmSWo8AZgaA1huT3CTneOthTmkCi33dQe3h4eG6Xx38cDgyOTqGKlgAmTZTuFXXiSh6M9Vwv15WopSLzMt0d7obUgJG6u6tNVXttWtXzmk0yRGAYTBFgYSZsHftTUfZUtXcg4l7V0CorQ+fbKs1gJiRiTEIgrwbIyzLbNHDEQBbbx5uZsAkRKFAFDH+ntu4UKop89DzOqMImxkc5myh6ASn+St7DG/vPz5ft8rMUpB7hEfs+55LppSIQISwDwCKp8ST57o368oi0zyzAJAelolOydRp3910Kjm6Pn98fvf27fF4vKwbAjBQ0yalPDzccfqzb91VW6uSpDrkktVu18NxJEuIFvj9+/dfv318c5jn67Zpu0Po4RDQW6/bfn251PN+n+9nkik4p0xEgyDrgSKCOe1gMU0wLa+1PXhgKl3t5dOn09O7+un8wz/+cftw/qvf/Prh/nT/5uHN09P68rrvV22t92q9ueDdNN/d35dSAAKRPFxESim92uitEBAjBREEmro71NqEsMyzqnUAJg7oxIQEtbWB6PYAEZGURyl7OFLVDXlwaNTs9kcsnEohEDZ3R82lDMo4iUDEPE29tut6XZZJZBBtIcLtJueECAsAHoYR65mJptI0nj9+LIfCTL3uQQgeWWQMYAll5BSYE6Iiloi4risEJObEPKUin6+2ED4O6tZ7r81Np3lKKRMLDpSyQ3zujAoSpMQsHsO6AoFgpkKUsxiEmYUjCTMNbH1A+O1szIjmjhg/izUQyQIIxuLfTFmmSCCJItD3CCBmEXBAYIbWlRMtU0bXgHhzymQPxyn/9P7T8/kqKZBZFGOrtSGABTABEg9wu9JcEouge3Nbr5fLeXrzyy9TJkkozImyMrXLSwLAbm3f274nlqlMEkgRYODq0zwdD4e1Xw6Pj8jUuzpzIOrAHUEMv7m6N4CXdf/TDz89Hg+J6Hm9PjzdZxAGRCZw3C9bJjnItEhJgCMXSUwQwYISEIxBqGbzNL0+P//lX9lq3S+XXf0//S//1/584e7fPr07TtO7d2/mqbR1XS/nVvfoXfc9l3x6PJzupjIXgHA3JIrP8OFuJiXV1pdpHggPYUZk5qTaCdC6kaRaNbymzAhAhHID28SQ8YgkDyfhgGh1cPrZzETE1F5fX5fjnIZzwm08j0dVxUyJmYlbb+Psy0wslFJy937dx3vATAF9yO36vjfcJikQWLft/PpicShLAYjNLKfkgODOxJxkED96UxLPWS6X7fXlnFIpKS/LPJWCt+dVhDsjCdFuhhFFMiGFB9KoYt3W/DHs8R7oGOAYMOXSvW1tA46IlFLar5dtq6mUxIlHaooCHBhI3fZtIx72gyilBISaaevDUuXgqtTdxsgAIG4Ra4fAYKAgiQizyqFLYWFnBL4r94d5ZmIMmcvUu0IoIaSU1dE9DNSsAzgD9tYtnAhKmYTpcrleLpe//tvfEqqphuGufS75kCcGpIDe+v3pZOcVu1nbpzRRyjmlu7v796+r9n65XLopMPuNmzsYjhTgalqdcsnf//jTN0+Pd/P8cj1vrU3lFvET5H3dTrSQBwdJ4kB0hAEQ3bbL1ltmcTXszdbz1l5/8+UXmuTl/fP3//ynj999f1+Wr95++fTm/v7h7ot379Dsxz9/12rXtoF3Rjgelrv70zSLw6AGUxGOAEI0U2esYVJSDWNEphQeA2uOiBSOzKkUyrO7YXQb9kshQu6hBHDj9gSYm4jMh6X3/jk2YUg0poTuI9aJHp6YmEhEHKDWOpUCgPMyE6Ba9dCuNytMYVE1ZkSK3jvhrbWdmFrT3trxcFgOSw8d19Akok211vBRr2cclSDr17perzsRlWkppTzc3y+lRO+UGNRiFG7VemsIMM8zivhnND/zDZbhZu7jvwXAnZC1NUOVRI4O7m0sfVhyLmYWbgSBQIlFAiN8ysWHsjUN0gwAITuIiBTp1h2CzSWnkaUquQBaN/PN+nAsDLxWEsSE2wYTCpZ1d3p6KqVISqDmiDGVKQIOd4sh2LahIQtC1JE3TyRDL9Dd//LDT3/9u989vXm3Xs/79SoAM2ccS7+uh3lxjfP0catbbXtCFoWtdgAQ5u18cTVC8ZEd81EYuYEMkCghKuHF4tO6vav75dJeLtflWPatQvBfvv/Q9zjcHQsVZPIIBhyXSAS0bpdtRcH18gKtLhh9u/74+z/88P2Pn777zs/r28P914/vHg6neb7/6ouvDyn/9Okvl8unRO6hKHg4HOWQKhqFMBIxDcAjCVsAIhem1ts4eCKSkFftBoFuo1cuPJTJSsLaA5DcfRAH52W+7vs4GJADAGjveSpAULddRAiRhR6e7uq2X7frVIp2ExEbQRZmN3CvZlbS7CiugcSBoerhigDad7M+pkOmLc0QHEypEZpAzjQtc8rJqwFi5txa070J8nKcVfvI25FM69av1xoOp+OpiEy5cCB5zGXigC1Ue6/7tu1bTolYZC4awYSE0L168ECAmQ5wy+QWZhbDFe1BhGNx3tbKJMIFdOT47GaaiubIvXdw5JwMbkiriODAEAkEG9UaxJIKIRJB7RXEQYPJDgX3imb9bhLzqZk37Uh2WFKZgWvPHWgSIQJmYMfz+ZznpWtNZUpJsAFgSGIxCgtnMLMi06EIRf/7v/s7/Nu/+d3vfvPTTz/Y+bUQBwKS99afP3zwgHle+rpWiNpbD5vrHl0xAN3DA4nU1IFGIs906IQREEG4EzDxT+fXt9e7+9fLy/V6vM7HaXn++Pr9n35cyjKXOWM2VcKBJIraNJCYWFW31sD4//6//q/7trPLP5z/P6EwM88pTXlaSjnd37159xYjPn18f359CehqSsx5TsvdoRxmLiQsNCZuOCLx7OZq5tZFZAC4EdHCRbik0lUDwN21d63etKecSEYX2wEigjlzSgmAAqnrXvd9WpbW6nhsttZGXxEJAYefAoiImcxtzIU4wC2EMSfu7t3asFSoam87Qrhb6621PdCTiI9qigDgcA2DuYJSuANAj6atQXiayoD4hvu2rQDYuyJSyiwkKaWpTDyIyGrhhgDmNromOec8T5AlVEfEEiVBoIaN4zoSCIuGmoW7MQsgmlt0QwMIoABGhkAPmIZOWBVYHKDk4gYWYWqB/8YzHPyo+EydDdfuQEmIxB2s21a3MpV5WXp3Zl43bd6RaT7MQU7ZaGK7XpKeBSAAw11z4YCuCkgQbuCKEJIT9x4Q4IiJ7o7TaZ4ORdbLp//0v/1vWehXv/r2yPzxu+/wZjrV6/l8d3dfhxwSYWDkondwAw/t3poiMqPz2F8CON4EoIhoeLOs/vj6+vT6end3eHo5v3m4u5uO//KP/3x9vv7qV78V48ESqbUjkZpt3g0AMdC9XVZbYftpJ4AlzUfgQ1nGbG45nebD8ubLL968vX9+/lC3S9e99QbQHh6fjncnzgzoBLd9DSKlkohpPLqIedPt83rLUkqM1E2jKxImEW1d1Vg4sZgpJYGIMaZU1QjwQCTwCEIaHvLldFi3DS1abeOCMe7By7KklPa9rttGjGYGSAARECllRIwws7a1JsauGhFjDJJSiggWTEkA3XprraeETMIp77WKj38SAaOUPDB1qt3VAQA8VPVyvoQ7CSFCynmappKFxqnMB7LDgwiTQGKnUXQwCnAbGAqMW+CMEAjAAwzJw2xcoRHIPfreGCilhAAW5uqOLiQUFDD0N8KEYcYC40Q4uBVJEgkNzAwLt16rKkPqZnttYT4fpvP10vV6XE7rvrZmlLPW/bq/BpnZfm3Pj2+Ov/1vvr4JOQD04fGwbnsIRyiCJ0EP3NUBggIE0cDvj4c398d6ffnmy3de/e//099lpt98+83z998Heuu1bStH1G0bAzJEEk5A0a1W0w7+vG+7BVMSNGAAj2ZB4DQqTh7uwUmCqHV9//J6f1oen++/+bJ/+vj6419+vJ/uFpltW2/pS3dXXdv+3LZ1u+7rdny4z8jE6W5awBW6v314cLWtbvePTw8P9/dPjyR4uby8vnzSvrlVQC/LDIIKLjK8W0EERDTeMNoaIFHKhDiVMsp6RMTM1uptaOju7sLs7iWXReR8fa11T8I5F2beq5p9luUAudnD/f1W677vRMSCXZUiCKnWSgjMHB45JQ9b9wsRz/MBM3NDADBXtYpkEbZXk7GRQhg3RYDwMHcnTERopqbhqLdOY/WSc0q5hxMTRtRt8+7gN8bRdr0SUZlmBCxpKin/TBUZv482NfcRaQEmJzcAoODPCEIEHFh8QB6qGLVKHBHmDmpqCBaxXvecMoib7mZOKNpVUhKRrtp7j1BACmQUREASQkIR8UFbobEyQQtz7ADmpGn2WtvazliAhS/tfa1rVYfgZlvFi2T45uunX3z7Hx8e5+luEURi4WkuHjotpXYIAgZAcAdj4QGTyCTABK4Qdpinx7u7r999s67bT+9/bNfzYZ7e3N+7eoCDx/n5uWqvrfbekUEm2a1tve6mH9erASaRsfzLIhb2b9AWgESURMbD7OV1/fHDp6/ePD0/v573D97j6c3T5fkiqjfOEYC519732tRMErtayQVJdNtykuV0BIw0p+nh/v7hcT4uy3FufX85n1vb9u2cBKdlkiKSk2Rh4fHaTswRYYPNJJQSD4xrRBigCBPdXgtt3/q+DXu2d2fm3pqb5SxMiBBEaK7aFUGkZHeorYf7h4+fSimpZHUjZ2LJyJKyqkUYAHTr4y3KPF4/NAwP27rlnHvvdd9KmQAFwbQ37UqESZKZRpiaP7++zvPExPu2q+nhMM3zjAGMmFNyr6YdPRBBe6dAZt73vdfGmYmRUI6n43E+jM0uASJYAPTe3I0Lx5ASjeJwhHkIkoi4g9o4AoWZmjUHzcSSGJCih4E7oJBAgHeFCEYSSeM4ZxEiKRjBPAJG4O/nM8/4Td3cVAPd3YMACaqeu29lkrLg8/kjY6JUzNvjV4f7x7cavfk2Hb85PU53d8v9/TRNFIJiaBCQ8hyBqo7QYqSbQPZ9LcuBHcDAwg8pYWte29Pbx8M85yzffvs7/bv9j3/4p3//7/6bVPJ0yugQ3rXt2+VyPr9erxdh+eLwFaC8XtaX82Vd973XnjACHHAN6+ZE4q43bAJORNBtp5wr8U+vl+8/vv7m3NcfvhcRlgKt6tbNWggDctN+bS3MWTJQMBI2pehJ+O5wMqspLfPxPi939493zKhtD9f98nFvq5IuD0+SUuGJiZLxElm7crkl1omYKBGRq1P0kkhjAGYEyRFHqxR77SLZBcIpZwmwdb0ux3m42hCZkUtK2sPa7Zzh5jkXcyczkVTbxiwo5N5LThYuGVvrl3UTkZzE3U2bdkeE8LCuYA4OzAgYqhYInAXM6r4jcwSPN06MK07v01QIWSRhAPnANXJY9NbdHCGEsda+rXuQh7l2nI+lLJkYxRhdAZq5KaiCafRCnJi6NQhHC3RIqbTeSB1AAhiQHDCAPZBTMVcFM+uBAQrgJqmEOwYwADKrR0AwS+u9qwHyFpaSEJG7Qgz0Obijozn17k1V3QLn6PB6uPOnLx4Px/mwTE2/UQBFhIB5KmlKh1MxUIs2H1LOaV3PAFomksENw5u5LYh4GA1d3c3A3dUoRJgdgkUcIk/ldLrLc3m9nBHg4eFh29ZXYTgeljxHxNbr9Xq9rldAyqWoWd/b8+v5stXny6UsS3dQNaQ0LFLgCDepNw5/jtsgIKZ1r9//9OHPb37qHz791de/QELXhmbhoU1r3y/71sBW7ep9LjlNYuEUWEphprkcpsNyuDuWZRFB875urffavZfD9ObhiIKl5IS5iET3l5dPKaXaGxEty5JSBqRBNBxHgCwJMQGSRx9D+mmaZMpSMgBxJiRAxOW4eJh7sBARmTkxoVptzcI/61sQkBBJVSUlMwt1EUHkXrcRIhIWYuLEulttXbuZ9ZwFCSUnNydEw9s0mYjczd1ucsKInBMR9d7v7k4RnlMSYbjR6BUCp1KcZd93UzWL3ruqc6ac0+F4N58OzDISOmbdbHc1UxfhICEmIGTw8B5uhExEwgkZRpw0hoVbCCkRhym6hXu4hrZuZiKFiIZVzT26dlVdliXnfLlcSdisAwE4uBvesJ4YgK0pIBBlDFOrtb08vCv//f/8N/OREO1wlK02YNl7u1yuj8fc/YpyLYmB0F2BfF7YXJlBSDgcMAgchCiCeu9hIZyWsjCSMFv3oUsqywwYgBiEj09Pnz5+rNrmwxwA758/fnz+lJGs9fW6ggUzH47Hx8dHyvmnHz90BwV83nZeZth2C2ccTZGBasHxebBuQcDMbt72JoSf1vX/+4//+IDw7ZffBFqzTqZmXs2a6q69YvAyH6b7RSSR+N4mkcPdvSQ6zMIl55w4Ye1b173p3rQ7Gtb2kB+DPOVUKA9+8qXurfc8zQ/H49gujYKHRg8NaCCpMDkiA3SHzmMNB7dgMqXk3t0NCWvTPBX36M3U1DXAccBxB0QxlwzhZsYiJafr9aqqzEwMwjkCiWSaU9feeifhWjsQEooHtN4RIE25mXrY+BLMdOCQLWwEaoKAmRDFw5Z5VtXeDTyEaHhHpjwTsaup2Hq+1qrLsjgqIx/mZZ4OwimjqFZzdXcYPhoPIrQB+VNH9Gmeteq+bSwSBhFg7oRohuYaEOMmEBEYcAPrGBhoMA/msX1GlA5mGwtz4hFM0q4wGBoIw/CCiObYXQ175D3S9au/epMfWsfrXlerRyLqGoC4HHBaIAWrK5BJZtMO4WUqbmjmgsKgQY5DaOWAa926u6Q0pwkwDtPy2q83lSVhKWWwLIYTrnU9Hma3fr5eVBXV27ajx1wOp3mZD8c0L+u+fXh+ceRr12vviqTgjoTuhERIPsCxcFNOQoAge7fWmyZ6f7nUff2r48PW+hbVKQKiu9UwI6BpLozLw10R8laZOE3zlPPheJcSMtmwILb90rSBhKIa9fl0lDRwbHZdL5AgEU0pTyWres45ImqtzJxFdDhu3YDAuvptKB9I0K2jcPAt6H77K3K4E1OvvdYKAEgoKKP9PU62LEjM62Vr2o+nU+8O4CPCgEC5TMODNKype605Z05sGiLiprVWBGQi905MPBr54ENwCAiAQYwp5fVyWQ6zENZaAUbsOBxY1QhJm8LtQBVdjUmSlBaRJOWUhZNwQkPTPp4FGBEOkomCWgQiE9mIqQaEiLCkvW1M7K7dRq/yNjZDRHDQrr32cGBihzAz9yCACEQAEem9r+sKEK3tQCP+Fsgc4DFaDx6IIUIs0ihaPz99gY9vcK8fKPVcKIlt22Wa5uPp7vx65mG+pdRMAZTYEJEwApEZxOMzKmi8tBwj3NSNTLULUUmJkIQ550wiZZ6BiEk+vjxv22bhrbc///lPU5GHu/u7w8m6hvn6uiGLBbyerx8+furdKeXLXhWwuak5Eg1f51h83gx8gMI8DHzhziKBtHefmS/b3iP2MEpo4B0gJEV4Lmk5HHLJrmoJs0hGTgPZa9C0ZkleN0OrvWJhJQ0KSvT49AhgCHh5eZWM+XSKiGWZTcMQzXQgy83czIYXCHB8eWhuBpEQA5CJHUBbH+lyIiAmB8+crVsnioicC5OYmrbqEBF+WdeshYUTxsvLc8lcypRSQhyxNuwewHRzMDPV1pfl0Pu+tz4e88LExF0VwHs3jGAm7T5aZhBormE4TaW1iiJqKomSJAyw1nurWcrW1l6bq+7rttc+TQeImPJ0XJYkk1CiIFMNNwCHuDnukYkcoHtQ8Gf5zTzPvfXeOgIjIDOOzLsPcUpEBGjvda+tKZMkToPXQ0gYSEwDEc7M2nUQU24vHHAaosygkQhCQQ+r/brBJyjrr3/z9fFIZc7BknMm2FNG8N27CTVKbOEiyWkg+SggXDsBqZmEqrAQo5p2VwBJiXtAMAVANwXgORdylJSdWXKZ0ryUpbftw/N7D1t3nY+nh7vDF2/fJcnbdfv4/mMuU5mW19crAPUGglO3fW0NmJmTbR1CELDvGgEjAQLgN84ZIgBQYo/Y9zbnYhu80v66rV/YQ3jv2CQVjpQY0jLllCaH6iAyZ8YimJgSNOvqAmutuq+RAJinkkWkTHlZ5vPzcxb+4s2j0tVtTXwMt66ARJIQoGs4YQmDMHc3ycxMYxrWewdAxgRCLNR7GxQQQDUfdjdyNSZZ5iUQAbmrKUJ1Q3LV3l29BRHN8wwAam1E4SOw7Q27anAkIDRzI2KkCHQS6FtHJIIwa2hgZmPUIgSIRN4xoFlnSWDQ+84siKGqkoQZBoEcOTEpRXd3095b23pDIcTImefpsCxLzrNEtla17lnYdFAZXUquI4sPEabMCaKoX2vbEBiQ0H2YEJiwW4x038DItr1qVfcAYOxhACyJJaG5mlqo+3BKRgABSYRSkDCBB4HcGgDQAtkwHNrpxN/89q++/sXxdM95wh4tAtCEid0CDUqeDBFREEmQu++AMQQOAWARwkhhoT7GVjBOZwgO7nijViAzERITTqXMpYRrq3vTXYCEqEzT737313enhYCsm/cg5NZr1zMTpSRPb9/Y6/WHP/3rddunMr+2lkRG0dwMbuZWRBZmplAfomZXjwixgKqQk6l+991f7jgfhIUJhIXTLDlPiQitdYyYhKdMBO6uOzpwGEQz7W4pp8NhToUlp95bXaPV/dz27XJepklKqns/zHNJUxsORma36L26uruRjK0AmQ9eGuSckcbJcZx9CIlu10szYAiAfd8DQHJxd2Le112IAoGIBwZ5vGFKKdhuBUEkNNW+7ulw7NogNDGoaUpJANWDAhgJGcKh9urmFg4RMqWxI709bd0ZwDEgFEaIBSw8EJkRCDFE+rar2b7X88urlJxYWDilXEopOTMTeiBGEhrZ0t77NE3b1hVMpKSMvY8LDyHiDb/mbqqA4/8PWDBEgHbda0VHZg4AQB67bUQcaOuR5g8Yv2zQGQMRVTsRIo/7fZgbsAfCVl+Dz7/93Td/+9/9ItIn5IoMmcTNHQMBwSn09q820zAnEoCxzYOAGAV9SZTMQsNu7D5tTVvXCILMrEbjLo8YRFCSJGHt7fzyzIzHaTkdjmWejqdTEvZuAJFyKVPZVa/X693pnpNs2q69f3p9fXk9T2/fDXONjO9aeNcwdyIc1vW4SRNG+wqFyN0N4tr7P/3pT6f58Le//mVmyWk6lCUbgBuYAhonlAzAoO5dd0NFRCOIhPPhWI5FTbfzcynZtG1mx+NpWpbWWlNlKYEJSRwIYOxZNNyZSRJFBJIgshvs1twiDbFhBAKNnBzADQJ0C0oAaO/MTETrtne1w/HUW3NGwOi97/t2f38/z/PLy4u75Dyptpzztl+nKaNnYJxYwgmjFWBX7WZhmokTMxE28FutG5GzcKJ93wiou67rVvIkknrdZJBTITFF6z0nAADVXvfd1c389eV12/bHZZYkU5nmeV6WWSSFhfZqbXfbHTxi4KtT+ICK4s0SQ8TMSMkszIAYAVB1zJncYjTpTc3dAy2GTJE4EbFBIGI3GzdmkBsmiEkGg+3WKrh9HCIiPCxMeRKGdnrgd18m6x9b/6SwpYZ5moQTJ8YgN1M1c4jQ9XKFgKnMISkwtd7dKhEBkHzOU5CFGYSCAYAIerghjwtCKZmJS0njJ1aYAFyrJp4Py5zmmYTdEZFh8Fs11KxMSypFUvrh/Yf/8sfvPp3PBkBScuC+bQBASBBAhBa3DCHiMHH7bcMC4QA9zBUSxvvt+qeXj4/nuzfTtKgzwOjGjeSGA4IhOXh0YAVGLmygIcDHvEFr1krCva7b5Yy9UvjT05vHx0fTmA/Hu4eH8/NK0Q+HYwBC6Ni8cyEYhYVAJPZoQDhCucQMMKKODjdPyG0iWVvFABlYECLicQeFrno8LinJgOut20pE27bV2qdp6CG81Z04eQQjliShqu6mfRDyUs4CrKEYwCLkBuEsqNYdg4U5IOU0VnrHZU5pwBs8PA5T0W6t7xCoXUNj2/bedZoOKZV5nk/H0/F4nMt8y28SkSAI126ILGmBYbNDQghCYAkYJzzmn1VoETp2z6ruIzWkFhFMEmGEBCiAFKM2Cl77sGnIiPxDRGaGW/k0iMYz2wABiQmhq2nbd335zRdPxxN8+PAviufDXcaphGMQEk3hw16E6O5mY3nfemu1c14Sp72363VzdwFF8M/lTu3a+/idTAf7PyEDEZZSppKykBAzwLqux7ncne7LfIjR4gEDIHdgkt715fz87t2bptvr5fLnH9//8OmlApXDCdGZsKTStbu7qpFIEkYIGh/+wQUIcAh3F2ISHqCmiv6Hv3wH2v/q6c0vHt7UdUuAp5SZMBIZwb53wJgPUwAcj1Oep+7t0tatXnuYtr2U2WrDcCK4XF4R+evpOM9TyfO+9VzmYeocMRQIrW2vbSPCxCkXEkb3kJxIpIdPkgeJg0h6bykzYOz73ntn4mkqSIO+j2raWnPw8OEUhHA6v17crZQylpw5l65VmPf96rZLnjyUhAQhHJIkQmRhCOytN23duqk6BFNEBw8XTuOdUEoWIOs9qBsIc2JhugkEgBC3ba97tY7X6zpN8/F4Wg7LclzKPCFB1QpqjDzW7UwkzONHu6sRCRIwk4cMX3a4g4HpTb4yMGHmEBDmXluvewUPQix5Yk6OaA4G0bUSMzEAYM7J3CBudwBgBMAASkJdt/BgykhsrsTg1Ayuwcun1++rvkx3PB+n+biMlwVEGl77JIkFc7ig1Nqvl+tlq5B37WZBOU85ZyGkcEtMQbRDMKDieC6TQCCRkgcDCEKYhIM7BkDE6e5uWU6BhESZKdi0ozsgsFrbem26GsD3L9sff/z44/nSOWMuDkahQqyoHj5Q4sIcEeDm7uhOAAoBMFBJkYTcvaoyYXX7y6fnFCjA98fjVCbfzU35WDBT4iSlNIGg8EnWaB699b2163RcSLtZJBEuRSgHkAECpzwdXLGTCzvyQB74Z4E5ajilHA4+1OoA4CMHCtWdHJMIEV3Wq3ZdHg8MNNxBpuYSiEgU1rdm2s0h8NPzy1ANIsrxeMRwSoBCtdaI6FodrLXGjOZ1bTiVSeOzMMksIqq13puZe1cQEBZ2QocWYKGunQABgzACrUcYQI70OTplpmHNQr1WJeJlWUpO0zQv02EqGRHMquBIoTY1RUgAHZG0a0SkjMhgpqYan+lu5hgxMHPhQaMH4G69WW8aTgI8pcxcUBjCDR0RiAUiSsrhAeBEgYgUEg5EiILgjERByCRCRUGRfJr50lakdW+fXlb4xa8fDw8HYAbmMIMxkxp2OUmEhMDU7fLxQ9tbloTCc5kkz5JKKkUiFGjkOBzQA8EiWm9q6IExTFfIEjGYFr3tIunh/q7kiQiYxmMJAAkZkuDLfiGWaTrsDV+u1z9/eHl/udTeoXCEEk6AEnGjesjnshUNofA4yYxVRyBDjLLfKFp4eE9iJa1M3+/XleEhYWNJQjkTUNRoR84BrlZBVw+XMKKo2867r+fL81rfffHueH9XSlnm0zKd5mVR1agNiZREUk8ijOg+DLAgzEQ4YtuKQczDMkQirffM4kDaWyrp5fx8bpf7+/vleDC9qanCQyTN80H3VdHWy3Xd9sNyOh0PhKjW56mYWmvNPUb1QKsSsaSkqqrq4gigphQBTLeBcUTvjZlZKMK7ajc1RPVOA7gAGIGORMjh5ODgqOYYqOpqvrfeu5WScy7L4ThN05QzM2urAkRIauYBQASEPigRiWE8/cah77MitrU2Yr8B4R5draua3tJBRJImEZZRpHZVDVcIQBywEggqOW/7FjR4GbdJ0jhObXtHSMam+qpYd3/1tnf6+PjV/MU3j19+e1juE+UERDDuyK7M10BAyAAJEYGBEz2+e5NyJk4aZBpjnEmpCGAQgrqbd/AARBRCC0bGiOrKkGXktc0A/VYPLXkqRRgRlAG9Q3cFBPcaYCziINc9/vTT659++rS6AycFd2/FJ3AY0fm44ZHGJvi2MOlqRESATIyIPv4G4QB3NcCfLtdAun/3hHenj32D+TQlrt6yULh5W7E7+r7GnnK6L6kUXs/1+nK5O9xhnoY5SlLOuQinvve+KQVM0yQMGGo9UFJKKYJUW2stAPPhAEBuYe5BuPeWEI7ziTxa72o9Jy6lRL59wZITIg5is+77lPO0LNvry8ABde3rupeS9n3tvR0OBwJXtaFoQkoQNq4TRHQjR8A4MQMisCApwsBrxtgKBGEEY6t1SiklBgtTQ+JxOzcHV+8aQtybXc7bvtWcZsIkko+HUymFkcZEIi+zm/fWB97LwYGwtsZMnFLvHcKISCT13sd+d6RPzS0G/83c3CNwKEFH/6eqaa8R4YROSEyENJWp1to+Y44QMRxU1dxSFgB0N5YIrC1eq79g2Q6H/MUvv/zml3dP7+Z0QgADEggAB4IUDhYNQJDI3LUO6wFJmTlnR2SQXAhH4r13GSW4UI+wQANiNI8wQEZkcEMMGvtrdARIiacs96fjlDMh9LYnRN98byumuFxewkO7afcPL5f3z+trVyMe72/OGZHG7CwiiDmJtNZGvH4gaAYmatyEEaCDjW8NEVlXC0qIq/Y//vDD2vbH43zxltN0zEuWeP/hh7q38H48iJ4vUVLzQ1mmVKRemlc7zCeH9Hj/hbBF1V63FDlTCqaRsA9wgnAXdx9TRUIMsxh5MaLPLy7JpXg4jgS3274rMXNJNz8EERKFqkM07Zf1GnTDVgOKml33dauYGF3Yw0XILLQHOJQy1Xrd9w0RiUcyBSCc8eYmCQgWmqap1epmIkw0ZAvOTEjYe0ePAR6HG4EtwMM1dm+Xy7rvDYJKmZZlWebDNC0iDN4jYmg/LTwQRru+m3XrANC79q4pJYhR77ohrm7GRXez7kHdo+lQnCEFjsdrBAbGYK+TkCEQE4f0bkTStQOieSeUcHR3cCBKEZ5zsGiLVaZ2/5DffHP/xZdPxydJs2NWs504RUCojxMLY8I0t31f191sU8dpultORwVEEZEJgLVuWtswBowwnG99U+vh3szUoYfXbSMEzCHMJRXslommlEsqOZdSprlM5t0hrq/PCELRdXddda+2tf7h+frP3//0cd93wBYqQshcpECMV40jExAwoQyAK/gA5ASCQyDgMG8GukMEgnsEYyZCh9583fZ6f4RSNtWPrx+fe7ufZ1R/fflpmcSoAHogwaQAnjLLfAhAksRcLtftNE8SCBGmHTiSJPAwxcAgRogWhhjgZo5ELGszD8tlkjI31ZQLIK11RwUiIJHaVvCQHknStq69dyYazzZkulwuW6vz8YiILGBmDqjd5uUEhE27ILBIeED4Ms2EsG87s3BgaFgEIRh4OBE4Rgd1IsDMvVfWICDwCNPMMmiEhIiICgGOjAjhZq573/Z9W2uAzIf5cDielsMyLeA46LxJhBKYKuJY/kBv3UORKKXU2t57y5h4EN4Hy3xcLdzdQTt166Y9AkwdgHgAawIDQK3nPN4HKIRIhEZ136cyJUwBvmtX73nKYAoJHRsJEOl1fx9y/eWvn958naZ7LcfdEwThcOXcdMw6bDGwrzvywuWU7xjDCJnTHYQnoq69Xp8hyD0QiDEHqCBLeFPXUd13VQME5pSIINKEDtFqPeQ5JUGHqUzH41EkIdy+a2o9MYZ73xp0en25/Pn793/+6ePLtm9hIJnRg4FACMRNEfyWk0VUawzDX4AaAUyoNhY5Y7xOzIQQeEtkmmmirOrrtr++Xh6Pd8tpZlAWdPfjckQMtG7qwLBv7YIRbu61RFGP674dDgOvgIDo5imA3LQbhyAzMbtpi0iYw4MCNRw9SpKcUngYEEo2D4seI5SGQUGOjoytdfcgIgew1q3b9XoNAFPf91rNckoiMlDpqSQH7+bEFDo+sqyqdd9H+zuxIERXVXeCgDAMTAkTYZgZgkJ0d3YLGJfkAAA1Q2IW8QiDQAgGMAvX3uv+6f2H2v10/3g43eUyL9Oy5IlImANchQkwVJ3H2gzIwgAjpRwRSMTCHpZIKEC1+60G4BEBQW7Yqlbdx+sFkWEopFEkkYwOOMIoN0QAEqSS3S3MiFl44gkdGiRIGZueXXuN5+mgD2/l8Ss6PiHPMR0RKIgp3IAIXKObkIRZrx0hKM/58ADM9fqybVtsL4NkodrDQaQgJQvfeg0MYUS7vbRJ3QjAumo4ogCyWoCQRdTel5IG5Wue53meIECbdYsIOl92016bvlz3799//Jfvvv/zh49OrEQAISIWOs4FHjRMFsicREANiMJ8BAwBMCjGCB4wkBjotqfwCPCxDoHxOl5fL6/y8RePv3s8Tt6ugaEJj4cnjrBWrddQrVWZGhEIwjTNOS9MeUoFw8Ng4HCAGQRIBGlstDiCtDsJxSihEBHT7SNlmsu0bdcxCmTGQT0gFmF2snXfU0opJUPjqRwZr9vatecycbrJmSGCReZlbm0/zEvXnlAQgAgCfF1XdWUiD/88u7ztWNGDWRQxADAgrBGGI4Qp+CDpEIwkphkA7K0yceZk3bVraxUw5mU6nQ7TXBIRCyFFYLcIBjBXvJXLAsBVlRCBP0vVRZhRVWtviERJWq1dOxCpRe193fbae3xmQ4yO2mjzkJBBqCkQfj7rOzF6hPZdrTMIT7NHD7Gc4bp/Ctql2Jyu3/766e0XUzlYmiMVpqCbHNZhnFsZA9Avl3Pd2+P9Gz49BCav5pVEuYHFiCHKbOpqRMAeFBA9UMzM1CJg8A/iRrUfS+nQXVEiHbK51VYRDyOv92G9RoRq7W0PhX1Twziv9fff/fC//+Gff3h9vTiwUDDjmBm4A93owB6uYDllopGzxx4ebuaAPOQFgEhADEzheutBAxCAIw+NahJG5Lq3y3l9uFvSvJi3sXNKIqUsXofyw3NGojhOd3fHhynNCRM49NoIiQORGMIEOREFQGsVwSPEKQ75FMwAwcxbq17r4XikGzaWAENEiDnCR/p93ysnWpajmdXazZ0I1touW3XAPE0i2LsSETKHpJGoJZFWK8TNtIsYSCFEwgzoN8I03oS0xOEIfe+CQQQEYOAWQeGICATMLCI8ahW9F0mE6Gq1tvVy2bc9lzQvh8NxmaciOHJ3GhDhgIhgznyDGo4FFnMGQFUdJTgzjwiLgNAYupiUarettsu6b62Fw1Rm4hvdnkduT9jB676OpfEtHgrerXfdSWKZc9cWaQ2s1/1DszMnf/pifvPl8e7xUGZKxfLknH1Em4AITF07gyBCb7pv+773nI+YF61rRDIjkcySqZs5GJIZqKuZhwUgESX3EAS8KWADBmchJQHgqoCGKc/AYBFMCOBj5vXSuvVqbhC675tVr6v9y/vvv/vpw3fvX/7yetmZXSQAmG5II7oFH6K3bqaSJE/Stuq1zZIHIQ0wAlCIQ9Dce7h3I0a+SbaQAKtBxO1Lqa3bFNe6X7btzdv7Uz6yu5txMAPyIgSGoLlQSXRcHqcyT1QKT3XbTTvJ2D0jIDrArg09KAIJUkqYWc2QUIQBgEWEeMyqtn1nJA8FCEnU1bQbILamYZBShHsfI0zT67qq2/H+HsNUWwAwMzO3CA9gkfPlzMRqJpRa673uZcJUcli03vLwc44YJPhIzBqgIEaYaw90QCAmRByZSYgYMZtChYhqrb3V7XK5vp6J6O50Ny2HnNM0z+SBNILKQCyC4t5xEKpVI3Q8FlUDgQCw1uquJeeI2Os+Mn8kolu7rtu6bUg8z9MYWI8sLVP42G1hENNAupsbIrkDkOeSwjuiBfbz/qPjxqm++zJ/+5svDnc0HxFTJyJHJLGU0UxJMYLdNSLQ+nU7v760PB/u3n6d8rGrUVupnJBlxDsFD4GhFtvWm0HK6MHm4K0HoNToDmhOVc0ciMTCFWHvHQwn5ixiXRujp7xftt8///56uVhvr68XVW29v1wuHy/XD2vdu3kqMC3AHK5jZkcEbpE5MXHV7mgtdEoZ1RMGFIoITimsqzmAODgOfVgERAgnuE2EMRCRLcC7OwHshpfezvu2twYBh+UEZtfLZW9VELIkAp0lMvE8HedpmaYFe5h2QnB0YQok4GQQLMzMbdumaRJImSSIN1UWMkCe8ulwEEnX9eoabj6+FkJpbbcIJFRTAA/TrVeNIMmci3iaidZ1fX15mTKXzIlSb627a4TkNE/Tuu8ObZlm8921syACeN/dFBQMKNxQmPL4/FHKTBG99jEr9zBJI6kHjEBgEOQdWEgImjUAeD5fLq8bUVmOZV4O81SKoEQTJASCcWlmRAR3ZxYzrV2BAoVtwMUdB2aUCLoqGBQpLrBt2+VyfX3dWrMsM5KYjVYDIrF1A/KcpXtr2gOCA8HRyYENyV2Ac17X68frT8R7nvXt16cvv/3y9DaVEqZXyujklDgDgbPtFkiOEbYTkSk+v16ua8N8enj8Ji2Hum6mnSAozHqz6hCy99p6sExzPmXwZnsiEY9dq0gSgND/X1VnthxHrmXZMwHwGEiKmjLvUMOtulZm/f+f1F1lfTtTEhmDuwNn6geEsqvjSU80GekBB3DWXtu9qybMXd0wD8OJ3KLPuYV7Efnef/yfdV33/b7d+7Zfb3s6JuBtjDcdKQJSUWoCuhsyZkKGEYiQEOLoHRERcznUw+mEEeGU6bp6uCcAi3hCTFQ1E+DRWh6QEzIJBOBHsUISofD77fZ0be6fXI2J123v+w7hZqY4BL0sbEhavJO2kogJlCypCpaBgAUJGDIzPCaUmpH7voMQ1cbCXAvXCkjmXmvbp8o3p8nZibgQWrhrBMS+rR4ph6OabntnomFDhPd9HeiH5fT29sPUmsht246n02lZWqtj7Kp7KxXn5IoIwWfkP8Mh01QDs7YCivvWw43dNK37QAFC9HALEyaaTX5AmJjhADCGXt6vOuDTx5fzeVlalbkzMU0SQABgBHLzpIlyRmYyc2BmYEAyArPMLso59/3ZxYIzrPMotciAcCQgpOnWFGa3EQ7EQpOXAEZCogRxoFjHuxG15zx/XY5H+eXPcnxeuFmUDRmqFCQIhAiPMAGaHOewPvUq13sfhs+vv54//SKljNs21p0Q8VgRxYbZHlRqAEX69e3Se5Dw8J4ekTHGAGTBuf2JTIYI8MTMtFCGwoXg5/lr7OM+1vt6RZby9OL1UKu7ZR9q3LEMgyQWYPbMSGwyL1uCiEpdMjRm14NZaYKYLAhIEckcPpIIpRQ10/m8JyBOWnjyEfmIVDxKJJAAPWKMcbne932kw/V6tT4ykiIJiYnLFHkDQUCRwkyQngienkwOgYFmJlxsqCcIc1gwFymiDwwr+IHohrsz8xz4ECFkjNHbUiJj3/d1W1XHvu9qUQBJyvV2v90uCdlaJULro1TZdXz77fcvnz4/f3ghonVfmelwWMLcbGQYczUzxJjC1CRikgz3VCIipg6Txog+uoML835fEXJZKiYMVZkrF4CFjrBvv30bvZ/PL8/P59PCy1LL44/uiIKIjBPPDcQEjPu2Q2ZdKuF8+pGRmOXB90AQkrqqGQDs+zbGYKkHbu7JUgHBpjkvgggBWT0RgUsRLhjEAkZ679/X8Q5tf/pwfv3UvvxyOj0x8rVUA/JAAAROzAwGJGAbd4dUd4sk4n23fbgCv3759fmXXwHruK3bqrmjety2jVCJGqaAZh/x9n653fZIasclY96rhbsHuIQaAZKwemiklMbMOFSImNATMsLdx6YeCkjAxZDv6nc3i+wWd4c1JSAESIAFEJkCMhE9ATyHWdrABFelzILEEYSAmYRkRSgxBwSiPzBonM6jBxw7a9UjM8P/W0DdI6UtI2Lvg4j3da/CtRRdlQkLF4FgQEFpUltrxJhJSZYEghWTMNDNoGdyPopWu6JQElKRn3HtNDNVnSYSQtSweS+lFut2O5yOy/FgkGvfdYxd/brvzx9eD8cDUJqN6+1yWJoU+fbjOyG9vLwA4vF0ZEbVkemqVqXc1jtE1CpjdPWtSMFARsZHmXzc7zfJmolqjmpE1ApzYds7IDQWtZE5Vfpobtr3H++Xy9tlqe3l/HRotUgyghASAyYVFkaea4RneOjMowkjZIYH00zE4zz3zxUhMlprHnG9Xm/rfV1Xt3uprSxtatlFSrgjQEQio0dkGhGyoOdt0+sW39rZ//ovxw9fn7/88oS0SRmlMOABIAEJkzM0SSOCgsLT1GkRt9yHRjqX4/PTuRyf2ofP4bBdbn0bPjAGjW6bq1lfFiiCo/fLfYyhXKqQIOByWIi4tVZK6WrCRBo+p9gWPgF3yCDwjIzMsBhD121jchGGpEgq9UR+y9AkCERLyIBJgBGhCHoCksz7G3MH93mWeDmfD6dmoekelsxIhHJoAbCNgRjzof+DM5kHaMJHC9ajeSghIolBM8xj2/fL5fJ6PgYkRNRScJrIEQGwlno+nUVKRLorcgT6UG/cCnEfQ8GS4rAcIFT7qCVay6UWjwAKzgne6PPz8+12hSQzA4pZDhkYb28/pFZkJqZaK3Dk0Pv9TsLLsQIGESTkDPtFxPnp3KQCJBFPgY+qWpGIwJzNvD5P2xEBiByhZppKTOZmCu4mmUR433fYc6mVCfvoCBAJYZGJ2vv9dluvt9PheDyel1aWJlWQYI7aEf0xKMbMTEeeksnIcMsHlTDTqqoqIEQkIqquqpRkqvf7feLcIGluHGVaKdydYF50pod5DCnEDJvugbdysk9n+fBL/fqn83Is7RQRRszhj2E1ps9kETzGCDPaGu65qa/dMunpuJy//gm42Taub/f1chvDMrnWw/L0+tyaDrtcb29vNwAiKqVyPJ4rnl/yUoowW4QMJLXEREgHyinVKMw2fzMWEWw21u0mVT6ePzahMXyYsgN4ejoJSEZPtfBMIigUgB7MqKltKfu+c0IRfl4OH46VOLp7YKAQADYGd7QC63D3wMl1ACBiREzXmEEgIghGRADOfnCzYIKu/e160TFMC2EpzDmNmtYpAnGR2ogwrQfi2jdikFpAcrfhGUGQFq00SAzzyswCwLDrYD6age2jVD4ej2MMVdNtswhPB5zhpkDm6+3W00qtVA7HozT36/Wqarebqu6lkJQw01oPoWXbvT4zM7vZ24/L6XwgpP12F6bE7H0nAgqOkW6hGYicGRQsROoaYULMpWYmmyO4AEFABgpSZlpYpt1u9+t1K8t5qe18flpaC0tmERZMQk1ESLBASsSEyEg1czUmYSyITpNJAWDiSdUjQGgUqvetv11vs/6xFBaugTKGjejAONQOyzJMza0sITWTbY33Du/tuP/6t6///O9/lpNp3jM2S+ZSEgko+ZEmCERC94yRhhE8dmOq3/7xfr3vHz5+/vjLr8eXD2Fw+/b9+v2q6qXw8+mptiPJsdZF+7j1vq7WDR0gEWtdKiMj1jqLmwE5UbAiy9wPEcyDoMckmQCQGxOv2za62jykshCTqZoaIogIe8DsInWnRyiQHhHHSGJ8Op89PGc/c3qRygzujpmFmIUBABwQk42FWSQh2X86+v74DvzxCgaMGS5CRDOryzJ0W/dOItsYgZlRIYIyML02KbUioKlJkYfoNoESMcDNU0SKqA8PJ0dGAEJmIZEkPJ9PwGX3PcL2fc/MoWpm9+0+F5Miggy7jhlzUlUyBkiRCsnbet98hYwPr89zXuYetTQEcleINvY+94EAUUSIMNIzE5ESwT1I2Cy6KmMAgHs8IGRMRHF3JimlCaGZzwC5IJjbet+vl5uZnc8v5+PxsCxVZsE3ixRCJH7cxSNgZHiaqQVkkcJU0sEsGICZIGmOzDOm6UT23i+X6+16k8LLshBRPrrd09PAqbTF00G8NnYYnl3ttrzY3//9T59+FSkefDU3aQhZHkaceckRPj1ZUxxnGm7gnu+XuwMu55cvf/mX04dPIPX6drm+37atF6yHw+l8Op1ePrqCOf7vf/z2/fdvFpnIJC0TDDIpAAkZkbAURkLVPgvdZmFT/BRDZJjPUIGrBgUQJWYfJrUdT0dCjHy0NUYE/KxCxAd0NRmGmBc2RYSL3FZdaiWAufuca+6hNkgABDPDeNzxM5Awj+Hu8XPrj/mzbHFyV/CTHkXEIsUjkWk3/a/ffvvy4RmZCJwTXbUIcK1IbBaUKCiByUCR0fvw3cIdqUqh4D/2DpEgELkQUmHLURCFcfdQ0wldqutQFRGIWPf9dD703m99J5FSCidf19sEJLnI8/Fk5tu60fnY6nG77blka8yUCKmjFyF+zAcFEGyoO5QidSnXy22mCEN9vnAQ010zkkXcXXUgUgHOaUoARGQ37dvY187Ip6fzcVkOy9JKFZZC9PgTA84M72M4AxAegMjICTxj6UCCj5bjyEwEToSh6u7ff/y43ddSS6kFIYFQPdxTKjPFGCq1BWq3GxeIXLGOr7+Uv/zr68sXkboDTdzLI0KkQWa6xRw9u2MGAJi5anjKUP/xfhVZnj9+ev78Reph7OP7P367X25M/HJ6fXp6JSkx4vvvl23X23273TcEDkwshVtlRA6Y4zcqzJUBEtNFEGKk+9ymw+P3x8zAHtF9htlCLSKhdy2VSq35cB1DPO5HMzJn4O0RCwfi+WNmSYgHE03Ss8yx4KzWUZ+PeEGeVTqFWZhGJIBNM+b8L4nwZA1m3QJQPLhZACBOACTp7r+9vT2dj4eEABRkNzWCiWGFBjiaemIiUJqrqgATkqmpKkQuUgEzkZ0oIxmiUG771kenUtRGuM8B1nS4//7t2/HpXFu7b9tyPGbhre/DVcA89b5dIxMwS6Namqqt9/35XI6HI2NpUlpDBG9FMka6M9NcO8w0kzPrrBUzC5pni5nWyEjwwvXn65Ey0y2RMJzmL250vV3uqt7acjoel9oI5lk+IxMSHIIQAmeN7yxmn0JnikiCYJFSCkyBEYS7ZQaQmPlQu16vl+vd3Y/nAwKojocHhhEZgFEoFL4brqO8E49PX05/+/svr38+Jt0D90RzdyTiwpCYGJPSIff0gNAI8IR9H139ctsT+fXzry+vX8vpHMO+/+P7viqRfP34p2VZWFpXu77f19v48fYeCUPteDwit11HAOxjYKHD4UAABMkczAUzEGCpDB6aXYjQHqA5MWMkjF2HBZXKLBFDVYEAmWbnjXnMK3Oatu4IM9MIFMY5VqEJ4aINPZyPR2y/f/+GTXCpNA9HTKYGgJjAzNOWXUspxdl7KZKQ7pGR+fO9Ao9PElIyYKLHH3pNG27cqmbanNIjZObYNTKZGBNM1daYAilm6nvM0afPipuERMYik2+hIp7JEUXEY4x9bKPrUGYSFvUQYXObWWBTTQIA9Ej1Ya57H5GGSAF+38blcnk6P7HwMH05PjMWJoywcCvC2xaegSgzBGpmky3b15vHYyCICJTgmfFQFaG5MfGUqMFsuU4Mc88+9t73LtLOx/PxcJLyiDVOA98joww4gQI1m88dTLASmUgAcSKwk8FgZsAcGqoekeu6ZUQp7KbTfJKZSRTukJGhjtvm35Yj/tu/fnj99XR+Rilq9B0pkBhwQXQAz5xOTONZjDwpqz4s0hPXbR+WtR0//fLr6fUrcInut+9X271QXerpuBzU7Pdvv19uqzlAcGsnc3/Ui7kjEgtaPrxEMG96ESL9UGuVIugTa5cIS4JMdiM1i4TkKswWqN1RuNsO7FTLPtYCgFgyMIYxEEZioJBYBiYQJFMyBaVGJs7Dkxkh6lRkMGr0JsycRAyRFEFUPFxYaq0cDn0wIwaZJRLNiiHkRyCEgGdmAgAI0cxLIwv/dnl7PtWvn14SU8OoCocLYYQlwH29lrog4+G0uHuCB+A0bzCiqjoJmD9UTMwCUkubIzmz7joynMuS6dt6Z5bX56fEBFW1YWFJaGO4m213IBQp933c9zsvyET3vmvEaSld8nQ8mUMOL0yRGhG99/P5jFObPuNaGt0NhY/Ho5lZH6ljpniSyTJgzssgCUmIwR0TPWFd99u2Sm3H52dsDWvN9HmUJXq8ugEok4ZrxJSXOBMCYbhXWZApErmK4LyFS+DiFuHa+/729oaIpRQRCgwntzQP5zBqrLCu+g2P+5d/Pn39+vTySscz8WE47PHIFoZiJiVn5IPkoUwYwzEFHO+b3feeJOVw+vrL58PLK0i1buv1Nlal4OPpBaGs9/F2/T7U+nAAYSkVm7tTq4S49R46AoKQWivEKAhNpAiLcLpKycSgwpApyAJA8Vg4k4j2fbcAqQUyWHi9b9M4KUitVYjYdzNGWmps44E6INZa1JSlEOJ0aWEiCQ7VPgYinY5HEXGzWiXCCanVko42FCmLUBKVoGa8D4r0hwoD/vsHE3KMwcRCgpNyRwpws7jett6NWAiZCZZWKspwYyQPb0zZ+3I6qNq+b7UWcNy24WaH43FZjmqe5ofjwqVMz4+ZBkTkY1Umolly0fdeG0oRc9NwCB+jk3Cazq4A8wizPsw9SLEdD3NA20QIwVRt9Fpq4MRsbN/34/GYkGpjliypqgi5ue67R4RbRhAhAukYBFCEJ2swPfYW4OlDde8DkWqbMlQCN6ZpsAXMxIwZ6nzIBikAYI5ABcvcWzJzIQGiUGfmABg61HTdtx9vb+/vb7WW2hZzSJjG23DqcnDLXfPt86/lz//yl9dfz+0oSWvoLcJZBCHmMs/p6UERmAGeOnYAMgPM3PZx2zrXdnx5Pb9+aKcXH6GXtW9qw0tpwHK9r9fLppqzFlakAbInBoBNmSA8rM4kNHNCInw4FGEpzIxApdbKOnpCCBMhCmAF0ERHTsQAomkP28cotSECIQmiAIbOAbIGMEhxVP95bk9CLiUguRTBomOHIAbwcEBkYWEm5gyrtaIpBs2Lbp54qDsAYTqCFyadW1Z6KHdm5yBARsKcwwNBhGfMHlCPgH23+96//Xg/lvL56Qk43WNoLLUhsUMChJsTkkARrCicyYZGWEQaU0gtwEgMLDj73UiICdGImacgcds2yHQzSxvuXKV7T8gcY72tCUmFdFgCcpEPp6N7h4SXp+da+FA5VLVvBOim6VP9yafTyd2Jae70piBfIMO92yCitMiIreu6b1LL0/k8U0JAlAl9KAK65/V6j8jT8/PpdFxaKwQYIYhzAI7uQlKYE9AzPZ0YhKX3B+AwpUxzx+lqNlREPKLr2Hq/bbeRQw4FkAzMMksFWsJhB7t1vj+91r//7evLpwasVG5JCKTcEghm0V96ZCZFkM+LEghLCEriy+Wyd0Mucnr5+OnL8eU1EHVADNhX1z2jx+rr5uYaprkcjoTiMfvX0CNRIJnvt8uwcTgup/Nx+ksSUwpXoQlYIkxgnGsrtRCmAYKohedj7OLhUoqD7X0PwK3v9/Xu7suyNCm691LL0/G8dtuHigi4RSQz9wdAHUhUimS6a5j7VJNpuKpG5YhU1TY3pB4wv8eTYEcgDMSQqWOGBIQAKDnxxJxY/myIEJHw1LDMgCSEMIdtGz/e3uB8xg/PQMksRSQJWYpuGzCYqZAwSIFCpTDJINUxhKQsbaLUQIEEpYi5MSMLW0Rqqo4EmiTvtu2GboTPhybH5Xq93C5X7eN4PEAgETkgEpXSKrNZF8K5aUbX8GQR05GRtbVSK5q5e62C2KZQZIyxrussWpyaXhujjx7hiBUBH3qzyFCbQj9TtwhmWY7nujTIIMTCIIgFCSEwkzNnUS4AJk6iaQaYaWK7mWFqSKnuhKRuwywSeu/DbUyvP4EIS+0p/TK+YVlPH8vHX55++cvT8gwpHSkJLPNncCMCIRAICTPAdQ93AHaP0XWYe8IAePr86en1Y3n+TCSgkZvp3tfr3neNpLFrEgOVtnBt5I/uDVKHqdbdxj6B1mOT82kpXKQVoEzEWrmWJEDGDE9iRCIhLIVmn4gAChJiAsQ8DsW8dU+Ifdd1H5JeiTC8Ei1c133Y3gl5QloWZpFdjQlrEY9Qd5JCj2Rv9jEgYjakRcS2bVwrAzPNa3kkQQwS4pLCOsn3CTvMeMdsmHsc4yKCkf6oV42HmxAC8O16Pzc517ata1kan05cxMyzCBXGgFYXABQpwjWBapmYD3ApCalmdZbzEgBjBHhEWpjZGGYWCAFBONXfGeZx3W7Ocd3Xbj3C36+XpS1SWm0LMgPmYTnZoHDPoH1blyLENINUAI8h7JSL7GMQkpldr9ftfmOK5XhIgPQkwK4KiB8+vFJhImbmqZtVN4/sXcPidH5qdSGRyPmS5OkCIoLwAMBEyHAgnOWXHtbHHgGE9GizA4hH7uJRQTesr/t2vV8UFAkIEMgV1OLC0Ntp//KXp7/+2y/thSPvjhs8TIiOyMSSmT4swyE93afglhAhed22H5dbID2/vHz905fD6RzAiJLDx230e9+3sd53T5TSZDkiirpNUCPTMhmQCFJNt3VT8FLkfGrHYyUEJm5VgJAK1cag29yqEwLT49Bt7h4GKOJTFWoAgZSkvU+ST/umkRpRAxYiNkWWMM99lMCe3vcVMoQx5sUWwoyH7pqY2VqrrWbYGNtSuRAzci1NwLm0AkSRk3HeMUYaJ8nkItCFSRw0CJEmlT7fAIAgiLNRApKBCHFMrbplXO73H42eT6fru4guSz0wEaWtez+UwkGuqdZzYRSH8MYsjIa06nagKkWIhYmhkJfp1E9XM8t9VyZhwr6tFgZgyJjuv3/7raeFeUYIESJwa5lFZGmNiHBpbR8bmBO0ZMyCkuTu3Erf7Pp2OZzavP0Mn03aGqYEWbgwF4vo+ygihgGAFs6Ox0UgMMC7hWfe923oEJRWTnU5SK1CWBMlgRKlgjTp3ZEohc0U0BLQzDyAuRBMAjIgUYCJESIzPJl31XXs97GuvoXa4XiAEnu8W16OJ/z6lw+f/vTl9IH4FIPvgliouO6UiEE5HbMAjBwAYZ4GngaI7z8u2j1E2tOHp9fPh+UoxycAjn3sv33bd+0D3q9bbW05PnFgJmViJhWpCZiApS2qMdTGGGOoMNeltFaXJq1yLSUDCjMWQAECm4wtEXCdTeCrSAEiqTUhBWZtg3BamAfKwdXWbSBWHXcIT0Rzo0II6WNPH4wcqgEBTJRcBNxmdWCC+0TZyBxooHthEZaM0DGWQ2NhJAnP8GDEYUqCBTk9CXGR1ike2Zl0d+c/qDiceTJKiAif/lAiyUehtGvG2u269UsbhLiMQVIkgRkccqSNrs/PH/a9UxFV3TMPS8MyHX0wqTANT4vF2FTD3frYh/Z9y8znl5dV11ZEzTLC1WDE1lcPfz6dEbHVKsJMlQg9/MPra5WaY+vbmrQmgVvuo4+9n5+fECHAJ2an2j0REGYXTWtNmCICZssiUpmEITMhuieEjaFmAYnhToDH5bC0wuQCKYCYEDANzjIDijb9m5Q8vUKzixXnuv+I/42MOWCYGd+9920b7sh8INpWfQfsWNcvX49f/+n46euzHCPgDhwy77DCaXY2R2Q+cvIZAJEiImXZt+12v99WTZaX10/PX77wcgaH3P1+va239f1yDWThhUVYWkLJhx+dwy3DpdQEGGpDLSMjHDGO59PhfCQGxmQGFmKmSCdCwIzwwoT4ED3PxBz+/ACkJHoCBqR7RhKWEhpSltHH7XIVzDr5hEIIoMMCEykBZ30ShHt6YoBGejpP1gpJw8gBzApTFQl1d1fzTExXySxIpXERzDRA8AgmrsxTk5jujFMOpT9nAJmIhPQIbEIkgE9/BsDEB9bu36/roTYUOe2DpTZGIhgeTaSWsrsR89Z3IiamHoYpVEtgdlO0wcII6OERse/79f2ybZtDEvFt43Kob+8XVbOH8DsoMQITcN6htFaLtNkaV4ogpIj0xNG9HTk8Xb33DjdioswwMw9V68NgSq/DPd2CySCRiAETMwhEBAGY2WZB4ANdCWFGLiJUCx1agQTOIAwIT4RE7jp677MGPgAiHHPOaej/5034/01bAIaObtvaL7uuKNj9Hev2/BE//en4L//+SznrsItTUEnAqd1y8ICH3BIgYXZEkggG3O/r2/u1Dzssxw+//PX8+onPTwCYu+/7WN/X/b67BdezkBAJFSQqAIyMkAKBUpgYI1F1rNuu7uFOjMfnU6ulLnOcFIWhVnIKipDCzBAOwgyPY+RUjwHAFHshIIqFZoLZXGPh3m9TiH+5XjLtsCynw0IUFgaY0AAcNB0rMUrsZvMLkIjI81oNpgxpLtqAhbmKBAmExZzlEieACEdmEmQkzzRkJAYwQhEuhSEoM5gI8mEGTncAeRyGIf4IygAiIiTwvRv8eBdCgzwdDoU5q2BwSvBR3NXH9rScBNkptXeeSjnEJPIIdUMhghxDe9/D/LAszPT9x3c6LF33275qwK46dBBxIglKIvThh9MxkZiwFNGhCfH2/iOGS6IU0UgkVt0LEFNd185TBrPUhMlrzWHwNDtk37tCLIcDi6QHSymlcCkson2EPQ6+AMhchEiIhBHAGZlnOynhbGdJABKeWUTgNHWIZCImtDAWgaQIQH6kXQIyARzMc0u8Yb0HjKeP8M///uvTR6hngHp3cCYnwBzpbijOSICJSGkG8wXgkRDare9j20cph+eX0+njFzmfEyiDdLPbb99/fH9DrsvhhAClVCRK5EkRTO1XQgBRJrmHmu9jjHBELq22xsuxtMbEKMyMyJTEGZzCQo+2XyLimSSdJ8m5vUBCYgpwoVLGsB5mSZHZx7DMtY/eb5XwsLRamCEBYw4/dx8jwJg8AZmBKNDj5/L8Ey5JtxigjXD2gjAJkSSiA3rEaWkJqabMwIn0M+yTaYWxFC5WVGMMR3jMlWdwO9ORgGjG5BEf53ewaW5EuA6V9ysRvS7H83IigEJofQyPpbZDXbAUkjK2vu2jLRV6SOMQzIThtt16uhWa1ziVpC5CcmMP2zf9n//5n+fn1+vt5gnH45FF0oi5FJZTXUS4D2dWT+t9c1fOTGQhJsjYDIE8PDFUt+BcWvVUM52yFQ/XrnMrSMQ8gQ+EtlSuBWfromchHhRj6+FRSllaFZbC1Le9ZzwtZ6mFYAas3SOLFJQyU0QO07wUjBDwqN6GuU2BjCRCjgxHW/fbtl92/33Lb3/+py9//dvn188Vls4t5lQaGTOCULBWgIGJbpY2IGLWh6ma6rheVwtsh9OHj1+OHz5CWQB4v6yX33/saxfkw/ElkiMFmBMnqD3rAxHSMxySE1J12HC1hICDVCA8nJbDoQI4AZSJBxMwIREWAsKYjoEZS/lJ1jzI+kcIPiIAxBMswQAUk4SPp+fvt8swY4RCVIgQUgiJKT09YRJa6u6ZXIRsmtQ9PR7OIyDEDHA3g1oCUs2BGQsRM0J4egDMJkFOomBmAY4eKoUrhBDNO9A5Y5+BjAQGSoK5t+QZzkhMJMpHj6ATEBLeu37/cTkAF5ZDlY/Px6djQ8IAsoQOMMagCK4NWNQCCJMUAWO4R6aOzVTaQlyGuY5t75sjrqqJ9L/+87+2fT8+nU/PT7K0iHS3pdRTa8fDcaSt91uEAQAlVOK5FFKAq9VSLMx8IFmkeoZpzgmDwqjciHmK4aXJBAoDXNqhELk5J3BgJKj6GGMptclsyAZEzMRChSApQxgykxCYPHPiXgmQGTiR15wFr1SJBQBwNrNlinC38dv3/1rH7dZ/O33y//iPv3/9y0eke/JVSk78ER+RVVDvYCBMgMDAiai+39/XbmqZFiGnp8+fvh7Oz1CPsY/t+/3+du/Xu5mXw4HLkkjpKPMf5D+dLAkwfyCpug7rOtTBBxJDYZJGRAqeRUopjOxEyIyAkJCMMa+sIoIe+1NCIESehxTAnJdejCwzAFoA0zMiR9hQ3faNiA6HRQgKkWAiEKaBuxCZQ4bXUtWBARhpSnghEzOISZiBYdbaQ7rQw+BaIGdnzDBrs3AlH6bQzBTEIDLwpdRFYh8KzI74hzYUiRgJwH++xYjwJ4Ia0wAJTBSZ77d1bPttX//2178k5rrvHz9QWRaC9H2HzI/ncwFwt1rqGBugApKOMdNoZr7ZCkCAZK4jMhDXoSOyHU/teEKCaYRdDq3vQUylCmCUzPNhuVze29JaEXQnAIxUVQBACg/rffMYiBnRZ9pnDHWgwMQEBKpSPZ2JiEkKJ2R4Isn8st33bd1WZq6lMnFmCiMTAScjIoGHZaYwEFECmiozEIHZQJIET8CYS22SB1LSlMEThvl+7z/W/s0Ot3/9Hx8/fJanz5WaI3YkS/QEAiAwIxJ8HBhSRze1x7jZYnS997Gcn778+rk+vTAVcNTv9+v3t/cfd3BoywEPizO6GUtlYRGKSMfpIwZPSIthMbpGJFOZvlFgosL1IOUgtUhhZoaJYzPP91xmxCS+3DVSAWk2TfzMF2ak/9TxYGb8Xy8fyFeB+6fOAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "T.ToPILImage()(item['image'].permute(2, 0, 1))" ] @@ -335,12 +295,12 @@ "source": [ "We'll create a PyTorch DataLoader for convenience. This allows us to easily take batches of our desired size.\n", "\n", - "We won't be using parallel processing of the DataLoader for now, as the items will be retrieved on the fly. We could attempt to do it using these recommendations: https://pytorch.org/docs/stable/data.html#multi-process-data-loading." + "We won't be using parallel processing of the DataLoader for now, as the items will be retrieved on the fly. We could attempt to do it using these recommendations: https://pytorch.org/docs/stable/data.html#multi-process-data-loading. For performance considerations, please refer to this thread: https://discuss.huggingface.co/t/allow-streaming-of-large-datasets-with-image-audio/8062/13" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "e1c08b7e", "metadata": {}, "outputs": [], @@ -351,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "6a296677", "metadata": {}, "outputs": [], @@ -359,43 +319,40 @@ "torch_dataset = prepared_dataset.with_format(\"torch\")" ] }, + { + "cell_type": "markdown", + "id": "29ab13bc", + "metadata": {}, + "source": [ + "**Note**: according to my tests, `num_workers` is not compatible with Datasets in streaming mode. Processes deadlock and there's no progress." + ] + }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "e2df5e13", "metadata": {}, "outputs": [], "source": [ - "torch_loader = DataLoader(torch_dataset, batch_size=batch_size * jax.device_count())" + "dataloader = DataLoader(torch_dataset, batch_size=batch_size * jax.device_count())" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "a45061eb", + "execution_count": null, + "id": "c15e3783", "metadata": {}, "outputs": [], "source": [ - "batch = next(iter(torch_loader))" + "batch = next(iter(dataloader))" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "71d027fe", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([1024, 1, 256, 256, 3])" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "batch['image'].shape" ] @@ -410,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "2fcf01d7", "metadata": {}, "outputs": [], @@ -428,20 +385,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "47a8b818", "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Working with z of shape (1, 256, 16, 16) = 65536 dimensions.\n" - ] - } - ], + "outputs": [], "source": [ "model = VQModel.from_pretrained(\"flax-community/vqgan_f16_16384\")" ] @@ -464,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "6686b004", "metadata": {}, "outputs": [], @@ -475,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "322a4619", "metadata": {}, "outputs": [], @@ -492,12 +441,12 @@ "id": "14375a41", "metadata": {}, "source": [ - "## Putting it all together" + "### Encoding loop" ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "id": "ff6c10d4", "metadata": {}, "outputs": [], @@ -505,23 +454,15 @@ "import os\n", "import pandas as pd\n", "\n", - "def encode_captioned_dataset(dataset, prepare_function, output_dir, batch_size=32, num_workers=16, save_every=14):\n", + "def encode_captioned_dataset(dataloader, output_dir, save_every=14):\n", " output_dir.mkdir(parents=True, exist_ok=True)\n", - " \n", - " num_tpus = jax.device_count()\n", - " bs = batch_size * num_tpus\n", - " \n", - " prepared_dataset = dataset.map(prepare_function, batched=True, batch_size=batch_size * num_tpus)\n", - " torch_dataset = prepared_dataset.with_format(\"torch\")\n", - " dataloader = DataLoader(torch_dataset, batch_size=batch_size * num_tpus, drop_last=True)\n", - " \n", + " \n", " # Saving strategy:\n", " # - Create a new file every so often to prevent excessive file seeking.\n", " # - Save each batch after processing.\n", " # - Keep the file open until we are done with it.\n", " file = None \n", - " iter_loader = iter(dataloader)\n", - " for n, batch in tqdm(enumerate(iter_loader)):\n", + " for n, batch in enumerate(tqdm(iter(dataloader))):\n", " if (n % save_every == 0):\n", " if file is not None:\n", " file.close()\n", @@ -533,7 +474,6 @@ " encoded = encode(images)\n", " encoded = encoded.reshape(-1, encoded.shape[-1])\n", "\n", - " # Extract captions from the dataset\n", " keys = batch[\"key\"]\n", " captions = batch[\"caption\"]\n", "\n", @@ -552,7 +492,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "id": "96222bb4", "metadata": {}, "outputs": [], @@ -562,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "id": "7704863d", "metadata": {}, "outputs": [ @@ -570,12 +510,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "15it [03:14, 12.96s/it]\n" + "28it [01:17, 1.60s/it]" ] } ], "source": [ - "encode_captioned_dataset(dataset, prepare_data, yfcc100m_output, batch_size=batch_size, num_workers=num_workers, save_every=save_every)" + "encode_captioned_dataset(dataloader, yfcc100m_output, save_every=save_every)" ] }, { @@ -583,7 +523,7 @@ "id": "e266a70a", "metadata": {}, "source": [ - "This is ~10-15 slower than local encoding from an SSD. We could try to inevistigate how to achieve some parallelization." + "This is ~10-15 slower than local encoding from an SSD. For performance considerations, see the discussion at https://discuss.huggingface.co/t/allow-streaming-of-large-datasets-with-image-audio/8062/13." ] }, {