diff --git a/project-cancer-classification-pca-nn.ipynb b/project-cancer-classification-pca-nn.ipynb index 3183197..5002fd8 100644 --- a/project-cancer-classification-pca-nn.ipynb +++ b/project-cancer-classification-pca-nn.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -282,10 +282,10 @@ " \"\"\"\n", " super(CancerClassifierNN, self).__init__()\n", " # Definieren der Schichten\n", - " self.fc1 = nn.Linear(input_size, 512) # Eingabeschicht\n", - " self.fc2 = nn.Linear(512, 256) # Versteckte Schicht\n", - " self.fc3 = nn.Linear(256, 128) # Weitere versteckte Schicht\n", - " self.fc4 = nn.Linear(128, num_classes) # Ausgabeschicht\n", + " self.fc1 = nn.Linear(input_size, input_size) # Eingabeschicht\n", + " self.fc2 = nn.Linear(input_size, input_size//2) # Versteckte Schicht\n", + " self.fc3 = nn.Linear(input_size//2, input_size//4) # Weitere versteckte Schicht\n", + " self.fc4 = nn.Linear(input_size//4, num_classes) # Ausgabeschicht\n", " self.dropout = nn.Dropout(p=0.5) # Dropout\n", "\n", " def forward(self, x: torch.Tensor) -> torch.Tensor:\n", @@ -303,19 +303,20 @@ " x = F.relu(self.fc2(x))\n", " x = self.dropout(x)\n", " x = F.relu(self.fc3(x))\n", - " x = torch.sigmoid(self.fc4(x)) # Oder F.log_softmax(x, dim=1) für Mehrklassenklassifikation\n", + " x = self.dropout(x)\n", + " x = torch.softmax(self.fc4(x), dim=1) # Oder F.log_softmax(x, dim=1) für Mehrklassenklassifikation\n", " return x" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "from torch.utils.data import DataLoader\n", "\n", - "N_COMPONENTS = 512\n", + "N_COMPONENTS = 96\n", "\n", "# Erstellen der Dataframe Klasse\n", "genome_dataset = GenomeDataset(data_frame, n_pca_components=N_COMPONENTS)\n", @@ -333,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -342,21 +343,23 @@ "# Verlustfunktion\n", "criterion = nn.CrossEntropyLoss()\n", "\n", + "learning_rate = 0.0003\n", + "\n", "# Optimierer\n", - "optimizer = optim.Adam(model.parameters(), lr=0.001)\n", + "optimizer = optim.Adam(model.parameters(), lr=learning_rate)\n", "\n", "# Anzahl der Epochen\n", - "num_epochs = 200\n" + "num_epochs = 1000\n" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 101, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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oEY4ePaqM27hxI0xMTNCpUydlmQrrjFwux+vXr5Gamorq1atrnWaZGYcPH0ZycjJGjBghmc6kbh3SxqVLlxAeHo7u3bvj1atXePnyJV6+fIn4+Hg0adIER48e1RirD1mjoU5W1+STJ09w9epV9O7dG1ZWVsp03t7e8PT0lJRlZ2eH+Ph4HDp0KNP6UlJSJNO1Dh48iOjoaKWTBSLC9u3b4e/vDyJS9sXLly/h5+eHmJgYjbEJDAyU3J85xc7ODo8ePdI6bTS36Nu3r8RyqD4258+fx/PnzzFkyBBJOsX04g/lwIEDMDY2xsCBA5VxBgYGGDZsmCTd69ev8c8//6Bz587K5+HLly/x6tUr+Pn5ITw8HI8fP5bkGTRokOTeaNCgAdLS0nD//n1lXE6fs1mRnWtaQXJyMjp16oQ9e/Zg3759aNasmfLcjh07IJfL0blzZ8m16uTkhNKlS+s07fpjUaRIEYnV08bGBr1798bFixfx9OlTAGLKaIMGDWBvby+R39fXF2lpaZLnJwB06NBBJ4vOvn37AAgvv6ro8jw8dOgQoqOj0a1bN4lMhoaGqFWrVrb69NixY5g+fToaNWqEyZMna5zPi/Hr37+/5D6oVasWiAj9+/dXxhkaGqJ69eo6vR8wDMPkFp/kVEkXFxetU62uX7+OyZMn459//tFYQxMTE5NlucWKFZOEFS/Mb968yXZeRX5F3ufPnyMxMRGlSpXSSKce16VLF6xZswYDBgzAhAkT0KRJE7Rv3x4dO3aEgYHQpRX/1BXY2trq7cXYzMxM4x+/alsA4P79+3B2dpa8WAFA2bJlda6na9euGDNmDDZu3IhGjRrh3bt32LlzJ1q0aCFRVtatW4cFCxbg5s2bSElJUcaXKFEiW+1SvHyWLl1aEu/g4CCpTxvh4eEAkOlU0JiYGEk52ZVPG1ldk4o2ZXRdqSpQQ4cOxZYtW9CiRQu4uLigWbNm6Ny5M5o3b65MU7lyZZQrVw6bN29WvqRs3rwZhQoVgo+PDwDgxYsXiI6Oxq+//opff/1Vq9zPnz+XhPXRF6qMHz8ehw8fRs2aNVGqVCk0a9YM3bt3R7169fRaT2boOjbq15uxsTFKliyZZfmvX7+WTOE1NzeHra2t8t5Td8ikfg3cuXMHRITvv/8e33//vdY6nj9/Lpl+qMszMKfP2azIzjWtYM6cOYiLi8P+/fs11kKGh4eDiDTGQUFeOrQoVaqUxpq4MmXKABBrtJycnBAeHo4rV65kqIx96L12//59GBgYSD44Aro9wxXPQ8UzQR0bGxudZHj16hW6desGe3t7bNiwQfn/Tb2u3B4/9ftA8aFFfXqzra2tTu8HDMMwucUnqbhpU1Cio6Ph7e0NGxsb/PDDD3B3d4eZmRn+++8/jB8/XifLVUZes0iH9Uk5yauOubk5jh49ipCQEOzduxcHDhzA5s2b4ePjg4MHD8LQ0BDOzs6SPEFBQRnue5PRhuHqzgQU6NN7WGYULlwYTZs2xfbt27Fs2TL8/fffiI2NRY8ePZRp/vjjD/Tp0wcBAQH49ttvUbhwYRgaGmLOnDm4e/dursgJQHn9zJs3L8N1depKrLbrVCaTab0msjsWH3JdFS5cGJcuXUJwcDD279+P/fv3IygoCL1795Y4JOnSpQtmzZqFly9fwtraGrt370a3bt2U3lQVfdGzZ88MFVn1dSS6flTI7FpV7Yvy5cvj1q1b2LNnDw4cOIDt27dj+fLlmDJlitL9d3bRtW4F+hwbbbRv3x7//vuvMhwYGJitTaoV4zR27Fjl2kR11JWjrNqUnedsdvszJ/j5+eHAgQP46aef0KhRI4lnP7lcDplMhv3792utV/2+zQnZfdbqglwuR9OmTTFu3Dit5xWKngJ9WrYzkwkQ69ycnJw0zuvieZmIEBgYiCdPnuDvv/+WzERRryu3xk9BRtentnh93e8MwzD64JNU3LQRGhqKV69eYceOHWjYsKEyPiIiIg+lSqdw4cIwMzPT6nVOW5yBgQGaNGmCJk2aYOHChZg9ezYmTZqEkJAQ+Pr6akx3q1ixYoZ1K76aq3t8VJ3+lF3c3Nxw5MgRxMXFSf5x3rp1K1vl9OjRAwcOHMD+/fuxceNG2NjYwN/fX3l+27ZtKFmyJHbs2CF5KZo6deoHyQyIL7iqFo8XL15k+dVU8VXaxsYGvr6+2a5bgb29vdapNR86Foo26XpdmZiYwN/fH/7+/pDL5Rg6dChWrVqF77//XvkS36VLF0yfPh3bt2+Ho6Mj3r59i65duyrLUHigS0tLy1FfaMPe3l6rZ9L79+9rWKksLS3RpUsXdOnSBcnJyWjfvj1mzZqFiRMnwszMLMOXaH3UrQuq15uqZSIlJQURERGoXLlypvkXLFgguS4VL7Zubm4ICQnR2AZFfbwVMhsbG+ttnLLznP3Q/szuNQ0AtWvXxpAhQ9C6dWt06tQJO3fuVCoP7u7uICKUKFFCQ8nJig+5hgDxrFV1mJHR/a2wiqrWc/v2bQBQOvdwd3dHXFyc3u81Nzc3yOVy3L17V2Jl0+UZrngeFi5c+IPlWrhwIfbu3Yuvv/46U4couTl+H4NPQQaGYb4cPsk1btpQfAlT/fqVnJyM5cuX55VIEgwNDeHr64tdu3bhyZMnyvg7d+5g//79krSvX7/WyK+w8iQlJQEQa+pUD3ULnCpubm4wNDTUWAuRk75p2bIlUlNTsWLFCmVcWloali5dmq1yAgICYGFhgeXLl2P//v1o37695Gu5tnE9c+YMTp06lW2ZfX19YWxsjKVLl0rKU/fKpg0vLy+4u7tj/vz5WjeOVXeZnhHu7u64efOmJP3ly5c/2GNokSJF4OHhgd9//10i17///ourV69K0r569UoSNjAwUFrGFNcVIKxZnp6e2Lx5MzZv3gxnZ2fJS7qhoSE6dOiA7du349q1axoy6doX2nB3d8fp06clUwT37Nmj4fZbvS0mJiaoUKECiEg5nVaxb56uW1ToWreuVK9eHQ4ODli5cqWkzLVr1+okk5eXl+Qer1ChAgBhXUpJScHq1auVaeVyOZYtWybJX7hwYTRq1AirVq1CVFSURvkfMk7Zec5+aH9m55pWxdfXF3/++ScOHDiAXr16Ka1C7du3h6GhIaZPn65hHSEijWtJFYVinJ1rCIDkWRsfH691iw1ArOfbuXOnMvz27Vv8/vvvqFKlitKS1blzZ5w6dQrBwcEa+aOjo5GamqqTbOoo1lb//PPPknhdnod+fn6wsbHB7NmzJdPXFWR1bZ07dw4TJ06El5dXlvt15ub4fQyy+xxiGIbJCfnG4la3bl3Y29sjMDAQI0eOhEwmw/r16z+paQzTpk3DwYMHUa9ePXz11VdIS0vDL7/8Ag8PD1y6dEmZ7ocffsDRo0fRqlUruLm54fnz51i+fDmKFi2q3A8sO9ja2qJTp05YunQpZDIZ3N3dsWfPHo21EdnB398f9erVw4QJExAZGancfyi7a1ysrKwQEBCg3H9LdZokALRu3Ro7duxAu3bt0KpVK0RERGDlypWoUKGCVgUqMxT70c2ZMwetW7dGy5YtcfHiRezfv1/ppjkjDAwMsGbNGrRo0QIVK1ZE37594eLigsePHyMkJAQ2Njb4+++/s5ShX79+WLhwIfz8/NC/f388f/4cK1euRMWKFTPc2ywrZs+ejbZt26JevXro27cv3rx5o7yuVPtowIABeP36NXx8fFC0aFHcv38fS5cuRZUqVVC+fHlJmV26dMGUKVNgZmaG/v37a6w9+fHHHxESEoJatWph4MCBqFChAl6/fo3//vsPhw8f1vrxQRcGDBiAbdu2oXnz5ujcuTPu3r2LP/74Q2MdTrNmzeDk5IR69erB0dERYWFh+OWXX9CqVStYW1sDEIoPAEyaNAldu3aFsbEx/P39M9wIXde6dcXY2BgzZ87E4MGD4ePjgy5duiAiIgJBQUEfZMFTEBAQgJo1a+Kbb77BnTt3UK5cOezevVvZ56pf+JctW4b69evD09MTAwcORMmSJfHs2TOcOnUKjx49wuXLl7NVd3aesznpT12vaW19o5j+a2Njg1WrVsHd3R0zZ87ExIkTERkZiYCAAFhbWyMiIgI7d+7EoEGDMHbsWK3lmZubo0KFCti8eTPKlCmDAgUKwMPDAx4eHlrTN2vWDMWKFUP//v3x7bffwtDQEL/99hscHBzw4MEDjfRlypRB//79ce7cOTg6OuK3337Ds2fPJPuYffvtt9i9ezdat26NPn36wMvLC/Hx8bh69Sq2bduGyMjILJ9f2qhSpQq6deuG5cuXIyYmBnXr1sWRI0cytGqqYmNjgxUrVqBXr16oVq0aunbtqmzj3r17Ua9ePfzyyy9a8yYkJCidILVu3RpbtmzRms7R0RFNmzbN1fH7GGT3OcQwDJMjcsd5pXYy2g4gIzfgJ06coNq1a5O5uTkVKVKExo0bR8HBwRouxzNyvT5v3jyNMqHm2jej7QCGDRumkVebO+wjR45Q1apVycTEhNzd3WnNmjX0zTffkJmZmSRN27ZtqUiRImRiYkJFihShbt26abiDzg4vXrygDh06kIWFBdnb29PgwYPp2rVrWrcDsLS01Mivrd2vXr2iXr16kY2NDdna2lKvXr3o4sWLOm8HoGDv3r0EgJydnSVbAxAJ1+WzZ88mNzc3MjU1papVq9KePXs0xpAo6+0AiITb9OnTp5OzszOZm5tTo0aN6Nq1axpjldEWChcvXqT27dtTwYIFydTUlNzc3Khz58505MgRjb7KaDuHP/74g0qWLEkmJiZUpUoVCg4OztE1SUT0559/Urly5cjU1JQ8PDxo9+7d1KFDBypXrpwyzbZt26hZs2ZUuHBhMjExoWLFitHgwYMpKipKo47w8HACQADo+PHjWtvx7NkzGjZsGLm6upKxsTE5OTlRkyZN6Ndff9Xox61bt2rkz6iPFyxYQC4uLmRqakr16tWj8+fPa7iQX7VqFTVs2FA5Du7u7vTtt99STEyMpKwZM2aQi4sLGRgY6OSSW5e6M2qTNrf2RETLly+nEiVKkKmpKVWvXp2OHj2a4bYQuvLixQvq3r07WVtbk62tLfXp04dOnDhBAOjPP/+UpL179y717t2bnJycyNjYmFxcXKh169a0bds2ZRrFvXLu3DlJXm1jpOtzlki3/syo33S5pjO6T5YvX04AaOzYscq47du3U/369cnS0pIsLS2pXLlyNGzYMLp165YyjbbnysmTJ8nLy4tMTEx0ci1/4cIFqlWrlvIeW7hwYYbbAbRq1YqCg4OpUqVKZGpqSuXKldN6r8TGxtLEiROpVKlSZGJiQoUKFaK6devS/PnzKTk5OdO+yIzExEQaOXIkFSxYkCwtLcnf358ePnyo07OUSFwffn5+ZGtrS2ZmZuTu7k59+vSh8+fPZ1inQs6sDvX7IzfGL6P7IKNnurb/l9rqyO5ziGEY5kOREX1CJqvPlICAAFy/fl3pqYth9EGVKlXg4OCQqft/5vNh165daNeuHY4fP56r3jVzE76mGYZhGCZj8s0at/xCYmKiJBweHo59+/ZpuLBmGF1JSUnRWOcSGhqKy5cv83X1maL+HFGsL7WxsUG1atXySCr9wdc0wzAMw2QftrjpGWdnZ/Tp0wclS5bE/fv3sWLFCiQlJeHixYsZ7lPDMJkRGRkJX19f9OzZE0WKFMHNmzexcuVK2Nra4tq1ayhYsGBei8jomQEDBiAxMRF16tRBUlISduzYgZMnT2L27NmYOHFiXouXY/iaZhiGYZjsk2+ck+QXmjdvjk2bNuHp06cwNTVFnTp1MHv2bFbamA/G3t4eXl5eWLNmDV68eAFLS0u0atUKP/74I7/gfqb4+PhgwYIF2LNnD969e4dSpUph6dKlGD58eF6Lphf4mmYYhmGY7MMWN4ZhGIZhGIZhmE8cXuPGMAzDMAzDMAzzicOKG8MwDMMwDMMwzCcOK24MkwdMmzYNMpkML1++zGtRGIZhGIZhmHwAK26MXrhw4QKaN28OGxsbWFtbo1mzZrh06ZLWtMnJyZg9ezbKlSsHMzMzODo6olWrVnj06FGW9WSl8BQvXhytW7fOSVP0yuzZs7Fr1668FuOLIiEhAdOmTUNoaGheiyIhMjISMpkM8+fPz2tR9Mry5cuxdu3aXK1z9+7dqFatGszMzFCsWDFMnTpVY3uBjJDL5fjpp59QokQJmJmZoVKlSti0aZPWtGFhYWjevDmsrKxQoEAB9OrVCy9evPjgMlevXg1vb284OjrC1NQUJUqUQN++fREZGZmt9jMMwzBfJuxVkskx//33H+rXrw9XV1dMnToVcrkcy5cvh7e3N86ePYuyZcsq06akpKBVq1Y4efIkBg4ciEqVKuHNmzc4c+YMYmJiULRo0Txsif6ZPXs2OnbsiICAgLwW5YshISEB06dPBwDeEywXWL58OQoVKoQ+ffrkSn379+9HQEAAGjVqhKVLl+Lq1auYOXMmnj9/jhUrVmSZf9KkSfjxxx8xcOBA1KhRA3/99Re6d+8OmUyGrl27KtM9evQIDRs2hK2tLWbPno24uDjMnz8fV69exdmzZ2FiYpLtMi9evIgSJUqgTZs2sLe3R0REBFavXo09e/bg8uXLKFKkiH47i2EYhvm8IIbJIS1btiR7e3t6+fKlMu7JkydkZWVF7du3l6SdO3cuGRsb05kzZz6orqlTpxIAevHihdbzbm5u1KpVqw8q+2NgaWlJgYGBGvFZtYP5cF68eEEAaOrUqXktioSIiAgCQPPmzfso5aelpVFiYmKOypDL5ZSQkJCtPBUrViRvb+8c1ZsdKlSoQJUrV6aUlBRl3KRJk0gmk1FYWFimeR89ekTGxsY0bNgwZZxcLqcGDRpQ0aJFKTU1VRn/1Vdfkbm5Od2/f18Zd+jQIQJAq1at+qAytXH+/HkCQHPmzMm68QzDMMwXDU+VZHLMsWPH4OvrK9l/ydnZGd7e3tizZw/i4uIAiOlES5YsQbt27VCzZk2kpqYiISHho8s3f/581K1bFwULFoS5uTm8vLywbds2SRrFNDZtU75kMhmmTZumDCuma968eROdO3eGjY0NChYsiFGjRuHdu3eSfPHx8Vi3bh1kMhlkMlmmVon79++jVKlS8PDwwLNnzwAA9+7dQ6dOnVCgQAFYWFigdu3a2Lt3ryRfaGgoZDIZtmzZgunTp8PFxQXW1tbo2LEjYmJikJSUhNGjR6Nw4cKwsrJC3759kZSUpNHG4cOHY8OGDShbtizMzMzg5eWFo0ePash58eJFtGjRAjY2NrCyskKTJk1w+vRpSZq1a9dCJpPhxIkTGDNmDBwcHGBpaYl27dppnWq2f/9+NGjQAJaWlrC2tkarVq1w/fp1SZo+ffrAysoKjx8/RkBAAKysrODg4ICxY8ciLS0NgBhHBwcHAMD06dOV/a46fjdv3kTHjh1RoEABmJmZoXr16ti9e3eO5NcnSUlJmDp1KkqVKgVTU1O4urpi3LhxmY5ZxYoVYWpqigMHDmRLdsXU4uDgYFSvXh3m5uZYtWoVACAoKAg+Pj4oXLgwTE1NUaFCBQ2LVvHixXH9+nX8+++/yr5WtXJGR0dj9OjRcHV1hampKUqVKoW5c+dCLpdLyomKisLNmzeRkpKSad/cuHEDN27cwKBBg2BklD5hZOjQoSAijftanb/++gspKSkYOnSopB+/+uorPHr0CKdOnVLGb9++Ha1bt0axYsWUcb6+vihTpgy2bNnyQWVqo3jx4gBEXzEMwzBMZvBUSSbHJCUlwdzcXCPewsICycnJuHbtGmrXro0bN27gyZMnqFSpEgYNGoR169YhOTkZnp6eWLJkCRo3bqxzna9fv9Yar/5CCABLlixBmzZt0KNHDyQnJ+PPP/9Ep06dsGfPHrRq1Ur3hqrRuXNnFC9eHHPmzMHp06fx888/482bN/j9998BAOvXr8eAAQNQs2ZNDBo0CADg7u6utay7d+/Cx8cHBQoUwKFDh1CoUCE8e/YMdevWRUJCAkaOHImCBQti3bp1aNOmDbZt24Z27dpJypgzZw7Mzc0xYcIE3LlzB0uXLoWxsTEMDAzw5s0bTJs2DadPn8batWtRokQJTJkyRZL/33//xebNmzFy5EiYmppi+fLlaN68Oc6ePQsPDw8AwPXr19GgQQPY2Nhg3LhxMDY2xqpVq9CoUSP8+++/qFWrlqTMESNGwN7eHlOnTkVkZCQWL16M4cOHY/Pmzco069evR2BgIPz8/DB37lwkJCRgxYoVqF+/Pi5evKh8sQWAtLQ0+Pn5oVatWpg/fz4OHz6MBQsWwN3dHV999RUcHBywYsUKfPXVV2jXrh3at28PAKhUqZJS/nr16sHFxQUTJkyApaUltmzZgoCAAGzfvl2jT3WRX5/I5XK0adMGx48fx6BBg1C+fHlcvXoVixYtwu3btzXWS/7zzz/YsmULhg8fjkKFCqF48eLKtaW6yn7r1i1069YNgwcPxsCBA5VTm1esWIGKFSuiTZs2MDIywt9//42hQ4dCLpdj2LBhAIDFixdjxIgRsLKywqRJkwAAjo6OAMSUVW9vbzx+/BiDBw9GsWLFcPLkSUycOBFRUVFYvHixUoaJEydi3bp1iIiIkIy3OhcvXgQAVK9eXRJfpEgRFC1aVHk+s/yWlpYoX768JL5mzZrK8/Xr18fjx4/x/PlzjXoUafft25ftMlV59eoV0tLS8ODBA/zwww8AgCZNmmQqO8MwDMPwVEkmx3h6elKZMmUkU4KSkpKoWLFiBIC2bdtGREQ7duwgAFSwYEEqXbo0BQUFUVBQEJUuXZpMTEzo8uXLWdalmGKY2aE+VVJ96ldycjJ5eHiQj4+PMk4xjS0oKEijTqhNu1PI0KZNG0m6oUOHEgBJO3SZKhkWFkZFihShGjVq0OvXr5VpRo8eTQDo2LFjyrjY2FgqUaIEFS9enNLS0oiIKCQkhACQh4cHJScnK9N269aNZDIZtWjRQlJ3nTp1yM3NTaONAOj8+fPKuPv375OZmRm1a9dOGRcQEEAmJiZ09+5dZdyTJ0/I2tqaGjZsqIwLCgoiAOTr60tyuVwZ//XXX5OhoSFFR0cr22NnZ0cDBw6UyPP06VOytbWVxAcGBhIA+uGHHyRpq1atSl5eXspwZlMlmzRpQp6envTu3TtlnFwup7p161Lp0qWzLX920GWq5Pr168nAwEAy5kREK1euJAB04sQJZRwAMjAwoOvXr0vSZkd2Nzc3AkAHDhzQkEXblEk/Pz8qWbKkJC6jqZIzZswgS0tLun37tiR+woQJZGhoSA8ePFDGKcY2IiJCoxxV5s2bRwAkeRXUqFGDateunWn+Vq1aachPRBQfH08AaMKECUREdO7cOQJAv//+u0bab7/9lgAoryFdy1TF1NRUec8VLFiQfv7550zlZhiGYRginirJ6IGhQ4fi9u3b6N+/P27cuIFr166hd+/eiIqKAgAkJiYCgHLKZGxsLI4cOYI+ffqgT58+OHz4MIgIP/30k851bt++HYcOHdI4FF/7VVG1Br558wYxMTFo0KAB/vvvv5w0W2l1UDBixAgAkHyNz4pr167B29sbxYsXx+HDh2Fvb688t2/fPtSsWVPytd7KygqDBg1CZGQkbty4ISmrd+/eMDY2VoZr1aoFIkK/fv0k6WrVqoWHDx9qeOGrU6cOvLy8lOFixYqhbdu2CA4ORlpaGtLS0nDw4EEEBASgZMmSynTOzs7o3r07jh8/jrdv30rKHDRoEGQymTLcoEEDpKWl4f79+wCAQ4cOITo6Gt26dcPLly+Vh6GhIWrVqoWQkBCNPhsyZIgk3KBBA9y7d08jnTqvX7/GP//8g86dOyM2NlZZ16tXr+Dn54fw8HA8fvw4W/Lrm61bt6J8+fIoV66cpD98fHwAQKM/vL29UaFCBa1l6Sp7iRIl4Ofnp5Ff9b6JiYnBy5cv4e3tjXv37iEmJkantjRo0AD29vaStvj6+iItLU0yDXft2rUgokytbUD6s8TU1FTjnJmZmfJ8Zvkzyqtaflb1qKfVJZ0q+/fvx759+7BgwQIUK1YM8fHxmcrNMAzDMABPlWT0wJAhQ/Dw4UPMmzcP69atAyCmMo0bNw6zZs2ClZUVgPQXwXr16sHV1VWZv1ixYqhfvz5OnjwJQGwXoD4V0sHBAYaGhspww4YNUahQIQ1ZFC9LquzZswczZ87EpUuXJOuEVF9qP4TSpUtLwu7u7jAwMMiWa29/f384OjoiODhY2U8K7t+/rzH1EIByStb9+/eVUxgBSNbiAICtrS0ASPpaES+XyxETEyNZl6jeHgAoU6YMEhISlGujEhISJF5CVWWSy+V4+PAhKlasmKFMCsX0zZs3AIDw8HAAUCom6tjY2EjCZmZmyjVsqmUqysuMO3fugIjw/fff4/vvv9ea5vnz53BxcdFZfn0THh6OsLAwjTaqyqdKiRIlMixLV9kzKuPEiROYOnUqTp06pbEWNSYmRnl9ZUR4eDiuXLmic1t0QfEMUV/vBwDv3r3TOmVbPX9GeVXLz6oe9bS6pFNFMS28RYsWaNu2LTw8PGBlZYXhw4dnKj/DMAzzZcOKG6MXZs2ahbFjx+L69euwtbWFp6cnvvvuOwDi5R+A0tW1NqtY4cKFletTTp48qbHeLau1Lxlx7NgxtGnTBg0bNsTy5cvh7OwMY2NjBAUFYePGjcp0GSlxCqcXuvAhimCHDh2wbt06bNiwAYMHD852flVUFVtd4okoR/XpQlZ1K9Ykrl+/Hk5OThrpVB1QZFaeLijqGjt2rFYLEwCUKlVKp/o+Vt/J5XJ4enpi4cKFWs+rK+GZKSq6yq6tjLt376JJkyYoV64cFi5cCFdXV5iYmGDfvn1YtGiR1rWk6sjlcjRt2hTjxo3Tel7xXMgOzs7OAIQzE/W+iIqKUq4ryyx/SEgIiEhyvypmByieUar1qBMVFYUCBQoorWy6lpkR7u7uqFq1KjZs2MCKG8MwDJMprLgxesPe3l4yre/w4cMoWrQoypUrBwDw9PSEsbGxxnQ0AHjy5Inyy3zlypVx6NAhyXltL/W6sH37dpiZmSE4OFgynSkoKEhDdkDTs1tmU+LCw8Ml1oo7d+5ALpdLFMyslLl58+bByMgIQ4cOhbW1Nbp376485+bmhlu3bmnkuXnzpvK8PlFYv1S5ffs2LCwslGNjYWGRoUwGBgYaL9NZoXDWUrhwYfj6+n6A1Jpk1OeK6Z3GxsZ6q0vfuLu74/Lly2jSpEmOLcI54e+//0ZSUhJ2794tsdxpm7qakZzu7u6Ii4vTa19XqVIFAHD+/HmJkvbkyRM8evRI6QQos/xr1qxBWFiYZIrpmTNnJOW7uLjAwcEB58+f1yjj7NmzynTZKTMzEhMTtVrtGIZhGEYVXuPGfBQ2b96Mc+fOYfTo0TAwEJeZtbU1WrZsiZMnTyqVDwAICwvDyZMn0bRpUwBCifL19ZUc2qZA6oKhoSFkMpnEchYZGanhnc/GxgaFChXScH+/fPnyDMtetmyZJLx06VIAYvqTAktLy0zdfMtkMvz666/o2LEjAgMDJW7pW7ZsibNnz0rcicfHx+PXX39F8eLFM1zb9KGcOnVKsu7v4cOH+Ouvv9CsWTMYGhrC0NAQzZo1w19//SWZDvrs2TNs3LgR9evX15jamBV+fn6wsbHB7NmztbqC/xDX+xYWFgA0lfDChQujUaNGWLVqlVZLysd2868LnTt3xuPHj7F69WqNc4mJibm2FkphrVO1zsXExGh88AAyvsY7d+6MU6dOITg4WONcdHS0ZI2lrtsBVKxYEeXKlcOvv/4quadXrFgBmUyGjh07SuS9efOmZD1e27ZtYWxsLLmviQgrV66Ei4sL6tatq4zv0KED9uzZg4cPHyrjjhw5gtu3b6NTp07ZLjM1NVXrFNuzZ8/i6tWrWj1YMgzDMIwqbHFjcszRo0fxww8/oFmzZihYsCBOnz6NoKAgNG/eHKNGjZKknT17No4cOQIfHx+MHDkSAPDzzz+jQIECyqmV+qRVq1ZYuHAhmjdvju7du+P58+dYtmwZSpUqhStXrkjSDhgwAD/++CMGDBiA6tWr4+jRo7h9+3aGZUdERKBNmzZo3rw5Tp06hT/++APdu3dH5cqVlWm8vLxw+PBhLFy4EEWKFEGJEiU01q0ZGBjgjz/+QEBAADp37ox9+/bBx8cHEyZMwKZNm9CiRQuMHDkSBQoUULpM3759u1Ih1hceHh7w8/OTbAcAiP3QFMycOROHDh1C/fr1MXToUBgZGWHVqlVISkrKlnMZBTY2NlixYgV69eqFatWqoWvXrnBwcMCDBw+wd+9e1KtXD7/88ku2yjQ3N0eFChWwefNmlClTBgUKFICHhwc8PDywbNky1K9fH56enhg4cCBKliyJZ8+e4dSpU3j06BEuX76c7TasXbsWffv2RVBQUKb79Ck4cuSIZL8/BQEBAejVqxe2bNmCIUOGICQkBPXq1UNaWhpu3ryJLVu2KPdb+9g0a9YMJiYm8Pf3x+DBgxEXF4fVq1ejcOHCGkqvl5cXVqxYgZkzZ6JUqVIoXLgwfHx88O2332L37t1o3bo1+vTpAy8vL8THx+Pq1avYtm0bIiMjletUdd0OABBW6jZt2qBZs2bo2rUrrl27hl9++QUDBgyQuOTfuXOnxrgULVoUo0ePxrx585CSkoIaNWpg165dOHbsGDZs2CCZXvrdd99h69ataNy4MUaNGoW4uDjMmzcPnp6e6Nu3rzKdrmXGxcXB1dUVXbp0QcWKFWFpaYmrV68iKCgItra2Ga67ZBiGYRgleeLLkvmsuHPnDjVr1owKFSpEpqamVK5cOZozZw4lJSVpTX/hwgXy9fUlS0tLsra2prZt22q4DM8IVTf62nBzc9PYDuB///sflS5dWilbUFCQshxVEhISqH///mRra0vW1tbUuXNnev78eYbbAdy4cYM6duxI1tbWZG9vT8OHD6fExERJmTdv3qSGDRuSubk5AVBuDaCtHQkJCeTt7U1WVlZ0+vRpIiK6e/cudezYkezs7MjMzIxq1qxJe/bskdSh2A5g69atkniFW/hz585l2YcAaNiwYfTHH38o+6pq1aoUEhKi0cf//fcf+fn5kZWVFVlYWFDjxo3p5MmTOtWtkFW93JCQEPLz8yNbW1syMzMjd3d36tOnj2R7gsDAQLK0tNSQR9tYnjx5kry8vMjExERj/O7evUu9e/cmJycnMjY2JhcXF2rdurVy24rsyr906dIMXeqrotgOIKNj/fr1RCS2q5g7dy5VrFiRTE1Nyd7enry8vGj69OkUExOjLE8xZupkR3Zt94uC3bt3U6VKlcjMzIyKFy9Oc+fOpd9++03Dbf/Tp0+pVatWZG1tTQAkWwPExsbSxIkTqVSpUmRiYkKFChWiunXr0vz58yVbV+i6HYCCnTt3UpUqVcjU1JSKFi1KkydPlpSn2g/qW3ykpaXR7Nmzyc3NjUxMTKhixYr0xx9/aK3n2rVr1KxZM7KwsCA7Ozvq0aMHPX36VCOdLmUmJSXRqFGjqFKlSmRjY0PGxsbk5uZG/fv317ndDMMwzJeNjCgXPBQwzGfEtGnTMH36dLx48UKrZ8v8iEwmw7Bhw7Jt3WLElMDIyEicPXs2r0VhGIZhGOYzhqdKMgzDfCBEhNDQUPzxxx95LQrDMAzDMJ85rLgxDMN8IDKZ7IP2I2MYhmEYhsku7FWSYRiGYRiGYRjmE4fXuDEMwzAMwzAMw3zisMWNYRiGYRiGYRjmE4cVN4ZhGIZhGIZhmE+cL845SWpqKi5evAhHR0e9b2DMMAzDMMyngVwux7Nnz1C1alUYGX1xrzsMw3yGfHFPsosXL6JmzZp5LQbDMAzDMLnA2bNnUaNGjbwWg2EYJsd8cYqbo6MjAPEgd3Z2zmNpGIZhGIb5GERFRaFmzZrK//sMwzD5nS9OcVNMj3R2dkbRokXzWBqGYRiGYT4mvCyCYZjPhTx9mh29fxT+m/xRZEERyKbLsOvmrkzT7wjbgabrm8JhngNs5tigzv/qIPhOcO4IyzAMwzAMwzAMk0fkqeIWnxyPyo6VsazlMp3SH71/FE1LNsW+7vtwYdAFNC7eGP6b/HEx6uJHlpRhGIZhGIZhGCbvyNOpki1Kt0CL0i10Tr+4+WJJeHaT2fjr1l/4+/bfqOpcVc/SMQzDMAzDMAzDfBrk6zVucpIjNikWBcwLZJgmKSkJSUlJynBsbGxuiMYwDMMwDPPZkZaWhpSUlLwWg2FyjLGxMQwNDfNajGyRrxW3+SfnIy45Dp0rds4wzZw5czB9+vRclIphGIZhGObzgojw9OlTREdH57UoDKM37Ozs4OTkBJlMltei6ES+Vdw2Xt2I6f9Ox19d/0Jhy8IZpps4cSLGjBmjDD9+/BgVKlTIDREZhmEYhmE+CxRKW+HChWFhYZFvXnQZRhtEhISEBDx//hwA8s0WYflScfvz2p8YsHsAtnbaCt+SvpmmNTU1hampqTL89u3bjy0ewzAMwzD5jKP3j2LeyXm48OQCouKisLPLTgSUC8g0T2hkKMYEj8H1F9fhauOKyQ0no0+VPrkib26SlpamVNoKFiyY1+IwjF4wNzcHADx//hyFCxfOF9Mm893mJpuubkLfv/piU4dNaFWmVV6LwzAMwzDMZ0B2PV1HvIlAq42t0Lh4Y1wafAmja4/GgN0DPsttihRr2iwsLPJYEobRL4prOr+s28xTi1tcchzuvL6jDEe8icClp5dQwLwAitkWw8TDE/E49jF+b/c7ADE9MnBXIJY0X4JaRWvhadxTAIC5kTlszWzzpA0MwzAMw+R/suvpeuX5lShhVwIL/BYAAMo7lMfxB8ex6PQi+JXy+1hi5ik8PZL53Mhv13SeKm7nn5xH43WNleExB8VatMDKgVgbsBZRcVF4EPNAef7XC78iVZ6KYfuGYdi+Ycp4RXqGYRiGYRhVYmNjJcsk1JdQfCinHp3SWK7h5+6H0cGjc1w2wzCMNvJUcWtUvBFoKmV4Xl0ZC+0T+nEFYhiGYRjms0LdIdnUqVMxbdq0HJf7NO4pHC0dJXGOVo54m/QWiSmJMDc2z3EdzKdH8eLFMXr0aIwePVqn9KGhoWjcuDHevHkDOzu7jyrbxyYyMhIlSpTAxYsXUaVKlbwW54sk361xYxiGYRiG0ZUbN24gJiZGeUycODGvRWJyAZlMlunxocr7uXPnMGjQIJ3T161bF1FRUbC15SU96qxduzbfK7O5Tb70KvnJcuoUEBYGVKkCVKuW19IwDMMw2eXUKcDNDXBwAA4fBho0AKysgNOngYgIoGlToFCh3JcrIgJ4+xaoXFkan5YGBAcDjRoBCscRJ04Ajx4BzZsD/LIIa2tr2NjY6L1cJysnPIt/Jol7FvcMNqY2bG37BIiKilL+3rx5M6ZMmYJbt24p46ysrJS/iQhpaWkwMsr6tdjBwSFbcpiYmMDJySlbeT5FkpOT81oEBmxx0y/r1wP9+wO7d+e1JAzDqHP9OpDfNo599Ai4fRvo0gVYuFB/5RIJRSQpSRznzok4VfbvB7y9gfBwEZbLgaNHgX//Fb/VSU4GunUD5swR4WnTxPMwLU2EX74E/P2BbdtyJvvly8CbN+ky9e4N1KghxhcApk4FWrYErlwR4evXgdev0/OnpAAHDwJ//y3aExMjZDx4EDA3B+rWFUpQvXqinKlTgQsXgDp1gO7dgVatRFt37gTu3weuXRPlnz0LDBwIfPWVtH9u3waaNQM2bQKePEmPP38eSEgQv8+cEQrh1KmAyoslAODePWDGDKBkSfFRsGhRMV6vXok8xYoJmYa9X/e9Zw9Qvz7QtSswaBBw5Ihoz+3bok+++kqUUbEi4OwMyGRAkSIiXXy8GLPq1YHQUDFev/+eLsvOnUCTJsCaNcDevUBsLJCaKtquev3I5ULGtDQR/+OPQECAaPOtW0CfPiIuISF9LPMhdYrWwZGII5K4Q/cOoU7ROnkkEaOKk5OT8rC1tYVMJlOGb968CWtra+zfvx9eXl4wNTXF8ePHcffuXbRt2xaOjo6wsrJCjRo1cPjwYUm5xYsXx+LFi5VhmUyGNWvWoF27drCwsEDp0qWxW+U9MDQ0FDKZTLlxucLKFBwcjPLly8PKygrNmzeXKJqpqakYOXIk7OzsULBgQYwfPx6BgYEICAhQptm2bRs8PT1hbm6OggULwtfXF/Hx8Th48CDMzMw0NkofNWoUfHx8lOHjx4+jQYMGMDc3h6urK0aOHIn4+HhJO2fMmIHevXvDxsZGq5VRm8Vs165dEocfly9fRuPGjZUfULy8vHD+/HmEhoaib9++iImJybEV9IuCvjAePnxIAOjhw4f6L3zECCKAaPJk/ZfNMF8Cy5YRDRtGlJKSddr4eKInTzI+/+YN0cuX4veRI0QyGZGfX9bl7tlDFBBA9OCB9vOPHhElJGRexosXou5374ju3ye6d0/8njSJaOxYotRUzTzPnhGFhRG9fUu0YgVR795ERkbimQIQFS5M9PhxevrUVKJbt0T58fGijnLlxHH2LFHPnkRDhxI9fEh07Zo4iIiiooQcAFH9+kR9+ojfPj5E/v6ifqL0emvXJgoNFeUq4vr3T5dj6VKib78lqlgx/bxCFkXYzY2oXr30sILYWKL27UWcgwNRUhLR2rVEjRqJcomIoqOJnj8nOnGCqEgRkbZ4caJ//xV/FWV26yZkV4RlMiJX1/Tw5s2i/EaN0uMUxy+/aMapHj4+mZ8vWVIadnMjOnWKqEcPzbRLlxKtX59xWdbWRK1aEY0eTSSXE82bpz1du3aacVeuZC5nVkfjxtI2KH6bmhKNG0dkYyNNb2KS/tvISFxrnTsTlS0r4iZMIGrePOP6Vq4kunNHjO9HILv/72OTYuli1EW6GHWRMA208ORCuhh1ke5H3yciogmHJlCvHb2U6e+9vkcWsyzo24PfUtiLMFp2dhkZTjekA+EHPkp78pLExES6ceMGJSYmigi5nCguLm8OuTzb8gcFBZGtra0yHBISQgCoUqVKdPDgQbpz5w69evWKLl26RCtXrqSrV6/S7du3afLkyWRmZkb3799X5nVzc6NFixYpwwCoaNGitHHjRgoPD6eRI0eSlZUVvXr1SlLXmzdvlLIYGxuTr68vnTt3ji5cuEDly5en7t27K8ucOXMmFShQgHbs2EFhYWE0ZMgQsrGxobZt2xIR0ZMnT8jIyIgWLlxIERERdOXKFVq2bBnFxsZSamoqOTo60po1a5TlqcfduXOHLC0tadGiRXT79m06ceIEVa1alfr06SNpp42NDc2fP5/u3LlDd+7coYiICAJAFy9e1NqvREQ7d+4kVfWiYsWK1LNnTwoLC6Pbt2/Tli1b6NKlS5SUlESLFy8mGxsbioqKoqioKIqNjc322OYUjWv7E4cVN30yenT6PyuG0YXU1PQXZQUpKeJa2rEj43y//040caL0H9iTJ+LjQWhozmTauZNo1CiiNWuIliwhmjOHaNMmce6PP9LrPXaMqEkToVDs3SviFiwQSoeC16+Jrl4l+u47orQ0EbdvnyhDVXk5fFj6gle7tjgfE5Oe5t07cSho1Uq8UN66RRQZKdru6kq0a5fIq3h57NqVyMUlveyBA9NlUbBxo3gxffEiPZ2Dg0gbHZ2e7tQpImNjok6d0uNiYkT9f/5JNHIk0eXLRHZ2mi+ptWun/162TMg5cqR4Me/XTzO9+kuyqhKRmkrUunV6XKtWRA0aaH+hzu4RECDKV42rUEEoQqpKUUyMUCS1lTF8uJApo5f8n38mSkyUKl7ajjdvpAqg6lGlijQcFkYUHJx5eadPE82cSeTo+OH907UrkYWFZryqkg0IZdbXV3sZixZpxnl6ElWvLo3z9tZdrrt3Mz+/cKFm3PbtGadXHW9F+xSKc3aOpk0zP//69Qc/qrIiu//vQyJCCNOgcQTuDCQiosCdgeQd5K2Rp8rKKmQyw4RKLilJQReD9NuITwSNl9u4uA+/h3J6xMVlW/6MFLddu3ZlmbdixYq0VPEhibQrbpNVPtjHxcURANq/f7+kLlXFDQDduXNHmWfZsmXk6OioDDs6OtK8efOU4dTUVCpWrJhScbtw4QIBoMjISK0yjxo1inx8fJTh4OBgMjU1VcrQv39/GjRokCTPsWPHyMDAQDnGbm5uFBAQIEnzIYqbtbU1rV27Vquc2vLnNqy4feJ8VMVt7FjxUBk7Vv9lMx+X5OQP+opHz58LRf32bRFOTRWKzvnzIhwRISywqgqIKgMHEpmZEZ07J15kY2KEcqT4B5URivMKJS0hgahqVRFnbk7033+6tyE1VXz1bt5cWHky+meZlJT+u0sX6bkCBYj++Sc9vGyZUHJUX/5++EEoTIpwhw5CaUlJIfrtN82XYcXL9apVwnqlUEyCgoTVS5GuQgXRh6p5T5zI/B//qVPC6jFmDNH06enxvr5EgwdL044fL64NdWVGLif69dcPe/GoXZuoTJnM03h6Znzu+++zV596m9QPdSuUgYE07OUlrq8LF9IVlNKlpWnMzdN/FylCNG2a9LyDgzS8cCGRs3PmcqnLkdFRooRQIjNS8hRHpUpE5csLC6zqi+cPP4i/xsZCeZ85k6hvX2GxrFJFKIR79wpFh0jUtWyZuPYAIg8PYbm0tk4v88ULzetScfTtKz4UlC5NVKxYupV59WppOsX/FNWjZk2pwjVzZvoHjU6d0uPHjEn/feiQKP/4cfFhYcAAIUNamjinaLuqohkaKp5tirDiY8WqVUTNmon7d/lyInv79DTaPkDcvSvqUFh5jY2l5zOybOuBj/r//gvjc1XcHj16JEkXGxtL33zzDZUrV45sbW3J0tKSDAwM6Ntvv1Wm0aa4bdmyRVKOjY0NrVu3TlKXquJmYWEhSb9jxw6SyWRERBQdHU0A6N9//5WkadeunVJxS01NpSZNmpC1tTV17NiRfv31V3qt8hHk7NmzZGBgQI/fz9Lo3bs3tW/fXnm+evXqZGJiQpaWlsrDwsKCANCNGzeU7Zw5c6ZEhg9R3KZOnUpGRkbUpEkTmjNnjkRhZcUt+yDrJJ8XH/VBrvgn9/XX+i+b+XhERQnFo29f7efPnBFTerQpdh07ijF3cxPnK1VK/+dClD5Va8AAzby3bqWn9fQUFgP1r9y3bknzKJSFAgXSX+Kio4Uyo5qveXOixYuFhWH06PRpT8uXi7SdOhH99BNRixa6/7NUf/FWP1StWoqXU8VvmYzoxg3x4qgt3+XLQjkwNdVe9p9/Zl53qVLSsDarV3h4+u+FCzO2Hjx5Ij1Xq5aw/CgUY8Vx+DCRrW3GMrVpIw1bWwsrquLlVfUluWlTYUVVhGvUEGO/d6/oHx8f6dS1Zs00LTyqFrjXr6VtiI8XHxMU4UaNxMv0xo1EW7cKpTwiQns7Dh0Sh+L6z0i5DwsT8k6cKPrs6lUxPfHff0Vbx42TKmoJCUIBKlZMKLJbt4o+NjcXdZiaio8eqnUcPSrKq1VL3JMhIeLeOXNGKCEjR4rpn+HhQpbkZCHzlStiOmOjRlKrbUSEKI+I6NIlzftNF9SnvZ49mz4t9cQJoaD/9JN0Gucvv2gvSzXN3LliXBYuJKpWLb1MBU+fCqu3Kq9eER08mP6h4e+/s37JlcuFYvr0aXrdJibp50eMEB9Nnj7Vnj8hIV1BXb9efMRatUoojhn9n924UYz76tWZy5ZDWHHTH5/rVEmFMqVg8ODBVLJkSdqxYwdduXKFwsPDqXLlyjRq1ChlGm2K286dOyXl2NraUlBQkNa6slJ2dFHciIjkcjkdP36cpkyZQp6enuTg4ED37t1Tni9dujQtWLCAEhISyNramrYrPjwRUbly5WjEiBEUHh6ucSQlJWltJ5Gm4rZu3TqysbGRpNmyZYtEcSMiunXrFi1cuJCaNm1KJiYmtOP9jCJW3LIPK276RPFFccQI/ZfNfBySkqRflWfP1kyjOPd+2gMRiRe+LVukisb+/em/Bw1Kf0kHxFTD//4jcnIS08TkcqK6ddPPGxpmrACorpncuDFzBUZ9rY0+jlq1Mj539qxQxp49E9YY9a/pgHgRP3AgY8VAUY6CxETN82lpUsVG9ejaVbygrlolwsuXi5fz/fuJLC2JChZMf7keOlSEa9bMWBYi0RY3N+m058WLpe375Rfx0j9pEtHu3cJqqFrOvn3iuH5dKJK7dolxV5xXnQqpMiVGK3FxmjKvWCH66u5dUf/p0+KlXYEiXpUFC4R16u5dzTpUZdu9W7ys9+ihme7pUzEWV64IZczFRUyr1YUbN6T3kSrnzgllc8cOMd7HjwsrkWLtcI0autXxKfPkiXhuZPbieemSdBxzk7//FlOf9+zJXr7Hj8U1ocva1FyEFTf9kd9ebtXRVXHz8PCgH374QRmOjY0lW1vbXFXciMRUyfnz5yvDqamp5ObmJlHcVElNTSUXFxdasGCBMm7atGlUrVo12rx5M9na2tI7lY9W3bt3pyZNmmgtK6N2Emkqbvv27SOZTEZxKh+IvvvuOw3FTZWuXbuSv78/ERFt2LCBrKysMpXjY5Pfrm1W3PTJ1KniBWPoUP2X/SVz9qxwdqAL0dHipfP9FyMlCQniq7+Hh3DmkJKSvqaqYEHpC/FPP4kX92LFpPFz5hBt2CC+fmt74R8yJP33unXCKqL4eq06RRAQioyqIlK0qJialJEysXmzpmKgOEaNElO2LCzEy3RG07OAjM9NmSL6eeZMqRMJLy/ta2eOHxdWGG389JN02uPWrSJedeqW6mFsLCxqqvz2m1D4GjYUL/QK1JXIZs1EX+vKyZOi3DVr0ssoXVo4jFAoY1lx6ZKwWmp7+Vadonnzpvb8Vlbi/JgxQuksVkxMq9OFY8fEGH7zjW7ps8u5c+nrGT8V4uKE0qxwNMMwOsKKm/7Iby+36uiquLVr146qVKlCFy9epEuXLpG/vz9ZW1vnuuI2c+ZMKliwIO3atYtu3rxJw4YNIxsbG+Was9OnT9OsWbPo3LlzdP/+fdqyZQuZmJjQvn37lGWEh4eTwgFLf1WHUkR0+fJlMjc3p2HDhtHFixfp9u3btGvXLho2bFiG7STSVNxevXpFlpaWNHLkSLpz5w5t2LCBihQpomxLQkICDRs2jEJCQigyMpKOHz9O7u7uNG7cOCIiOnHiBAGgw4cP04sXLyg+Pp5ym/x2bbPipk8U6yTUFnwyGTBvnpiqp3qzPH+evvbnr7+EwqZ4Ee7USUwRVNzYr18LL2glS4opinv2SB1cuLkJpaxNG6n1y9hYvJwqwv37Z6zoqB8dOmSdpl49YYFSWNGuXhXWFtU0hw6JdWVbtojplq6uYjqeaprMpuGpHrdvixd/RT+qK5NHjoi+XLZM6mVPVQFV5eTJ9HiFwjx8eHqcrms4jx8XL9wKBSc5mWj+fGFNUHgStLTM+Cu9tvgHD4SSGRoqppJp886oK5cvC6cp6s5hcsrWrcLqlxHh4WJdXVaeKTPiE7NqMMynCitu+iO/vdyqo6viFhERQY0bNyZzc3NydXWlX375hby9vXNdcUtJSaHhw4eTjY0N2dvb0/jx46lTp07UtWtXIiK6ceMG+fn5kYODA5mamlKZMmUkDlQU1KxZkwDQP//8o3Hu7Nmz1LRpU7KysiJLS0uqVKkSzZo1K8N2KvpHVXFTyF6qVCkyNzen1q1b06+//qpsS1JSEnXt2pVcXV3JxMSEihQpQsOHD5dcR0OGDKGCBQsSAJo6daqGnB+b/HZts+KmT2bPTlcEmKxRKAKrVqXHjRolVTy0TQ2sXFkob7NmSeNV3ZGrHqtXi7UvqnGqHuk2bNCeT1VZ0ZYPSPeU5+YmfleqJJQoxfqiKlWE4qK6VmfWLKm1JjU1/SVe4XRi1y7pehf1Y/Ro0W+LF2v26/37Io2Dg1SxkcuF8jZokFh7Eh8v1mMqHKmo8uaNpoyJiZrxH0pUlHCYofLwZxiG0SesuOmP/PZy+7mRlpZGZcqUkXivZPRDfru2eQNufWJoKP6mpuatHJ8CL1+Kv/v2AUOHAomJ0vOKTXkB4OFDsQkuABgZSdPt26dZ9uXLQGAg8Ndf0vju3bXLUrmytD6ZDPj22/Rw6dLa8y1alD6mAFC+vNgo96uvgLlzgbg4sQFvdLTYoPfRI+D4ccDGBjA2BgwMRDqZDBg/Xmw6+9dfwHffiTgFhoZi419AbFp8/z7Qpg1gbS2Vp2tXsQFut27ADz+IzXVHjVJ2U8uWQOvWwL8RxcSGwOHhSvnXrAHaBshwvuZQYNUqsQGvhYXY1NnLS7PtdnaaMpqZacZ/KE5OwMqVYkPhTEhKEk0MDpbGJyYCffuKLkhO1q3KbdvEfsL//PNhIjNMTjh3DmjbFvjf//RXZkICMGSI2FOcYZjPh/v372P16tW4ffs2rl69iq+++goRERHontF7DvPlkNeaY27zUb/ALVggLB09e+q/7I+F+lqwzDh/XrhGz2oOssKF9bp1UqsXkZjmtXKlSKPY+FcxJXDOHE3L0rBh0rDCkuXhIdYT7duX7olRtT5A7KN09aqoNzlZyB8dLZxFpKSkp3vzRpSj7nqbSCqHqje6rIiK+jAPdeo8eZIug4oLXXUUXskB4VRPleTk9HO67D/9KfHTT9pnc6oaSYODdSvL2loYa+fM0buYDJMlqtuZKZxd5pQbN0R52fUl8qXAFjf9kd+sEvmdBw8eUN26dcnGxoasra2pTp06Gl4mGf2Q365to6wUOyYb5DeL25QpwPz5wOnTQKVKWaevXl38XbJEfOqVyYDISGHBad4c8PYWppD580W6wMD0vPHx4q+hobB2xcamn1NY2yZO1KzTxQUoU0ZYkMaPB8aOFWaWdeuA9euB5cuFxe7xY9EeQFiF3ryRlmNsnG5ZsrUVf69fF5+q7eyAFi3E0bcv0Ls3MHu2SFO0KLY9qoWSji1QzdRUQ7w3b4Bdu4BGjYBly4SFyNkZGDfOCUZOTgDEq9rCheJclSqApaXoKp1wdsaBNY9w45YholY6oWZNICAAmDEDuH0b8PUFOnUCwsLSs1y6JKxLf/wByOXpxjxAWK62bwc6dBBDNXcu8OqVML75+QF79wqrQMOGwNOnwOLFYuhatRJD/N9/YriCg4VB0dBQGBwBwNRUGFdLlhThxETgp5/Sja/qmJoK42XJkuKSunsXcHMDxowRZQPCuKpg1Spg8GDg1i2gR4/0+LlzAXf39HLi4oBx4wATE3H+9m0xNrGxwJUrwIkTwkC6dq3on3v3xKUxc2Z6mQsXAhERwgDcrx/g6anjeDG5wq+/AjVrivtp7VqgQAFhpM6MV6+ABQvEdfDtt0CxYrkhqYBI3JcKTEyA4cPFPfD770CXLpp5ihcHvvkmPbxwobiXFI/OwEDx+AOAOXOAAwfS0xoaisdYZCRw9iwwerQwcucGq1aJR7Q+DPMM86Xi6uqKEydO5LUYzKdIXmuOuc1H/QL3yy/i82fHjvov+2OQXTOMqjVKsdmkwlmHqanwxJjRmixAeMTL7LzqMW6ccPIQEaEpR3R0+gbPqijc66ssIs4pb69E0KAmd6hmTe3ruqZPF44P/f2l4iscKRIJ3yCq5+bO1d14Fxsrzdu7t/DNoQg3bZq+f66bm9jWKiws427t2lXs700kDJ/a0tjbi/Nff50eZ20tfMGobxdnaCj1cfJ+3TQRCd8k6lufqR4ODsKidvSoNF7VglajRnq8wguy6nZlqudUL68NG9LLUN0rvHp1EafqmwYQjh5VUd2pASCaMUMYapm85+1b8ciqWzfdd5HCEVpsrHDYqjr+ClT3LNe2rPNjkpqa8VLajI7atdPzx8Ront+wQXO/btVH+pIl6eGRI3OnnTExwh/UkSO5U19WsMVNf+Q3qwTD6Ep+u7bZ4qZPFOuzVNdTfeLIIcPWZ41g/X6NlCqhocJCAQB4+AANKweiyuV1uI3SCJ78DBXN4uHz/vRfSX64738IwAgAQBJM4YAX6IZNMMX7RUgNGmQox1E0wKU2UwAPTzi8voVuPzZQfrJdt05YeYoUEZYima2tMO2os2+f+HzduzfkcrGcrEYNYWDbvFkYCdXp0EEY9e7fB/bskQ5doUJAvXrF8esRMbSJiVLrFQCcPCmsUHFxIlyihLDUrF4NFCwING4stYYBwlr2zTfCwrR3r/b+cHUF2rWTfqUHhGVh5870cFIScP68MBrWri0sf9u3p5+3thbWt5AQoFQpsfyuUycxrn/8IZVZwZs3Qj7VtTixsaI/Va1SADBhAlC4MFCtmlhHFxIC/PyzsBa0aQMcPSqsYElJ0nzJyUD//mJ5Yd++0nMjRgir2rt36e3v1UtY/IhEfwNArVpiySEgZGvfPr2M335Lt/QpLBFVqwrrDABUrAhMnpzeHsX4KejTR1w7S5aI8PffizE5dkzaFgsLoHNn0a83bwIHDyJDypQRbdDG06fAli3pYSMjYVktUgR48UKMqWItX+nSwjiszo0bYpxq1cpYhuyguP+bNhW34pH394GrK3Dnjkjj6CjuiaysXbpy9qxYSqq+vFOV58+FxdfEJN0wvnkz8Msvog8UfdyiBWBvL37fvi3uO0DcV87O4pofPRrYvVtcKwULZk/WV6/EvZWUpPJsUrEy7d4tLF6A6MPu3YE6dcR9l5IiLMRFi4p7RBtFi6b/Vp2M0LatmCDh4QGULSss4q9eSfO2bp0+yQEA9u8XVukiRYCOHdPj16yRPhfLlxeyAmKJ7P79YrJC+/ZirDMiJERMyJg0STyrf/kFuHYt/byhobhGXF0zLoNhGIbRgbzWHHObj/oFTvH58/3Ggp8ySUlE5/yn0w+YLDGIpd4MFy7X5XIa1v6J5CtuQbwgOUCeuKyMiwwYRSeMGkrS2SBa+fvHHlc0PgdvQhc6gsYUD3Oijh3pKQqTEZKVSapUkcrq7p6ePaOtw9TZvl2kL1SIaOLEjL9qHz0q0jdsqHmucmXhQNHRUYRPnJDWIZcL6xRAtHOnsLKpWrGGDElPqzDGAkQ+PuJSqVw5Y7lU98Vs2zY9/s0bsYWXqvzPnwvLm8Jr7/r16ec7dNDeP6ryrF6d+X7Uiv5/8CB9CzJAeLVX8PatdA/xVq10GyeidGesir3DFRa/tDThsf+339IdWf77r1gaaW8vvu7v25de59ixwhCcUTu0WVlULWrqpKVJd2S4eZPIzk6z3G+/1ex39cPcXIz769ci7ZMnwpisaNfp05p5WrcW5w4dEkZ8a+v0c9euSWVVXbIZGSlkzwmPH6eXV7Kk2LM7M+uQPnYoiIsT2//dvavdcemYMWJHkJMnhbVWtX6Fkf3dOyIjI837r1y59LSXL4s4hfNVgKhRo+zLO2CAVAbVZ9OpU9Jz2dlqUBuLFqWXdeGCbnmeP9fc6UR9/avi2aY4ZLL0pbSq91Jmk0ju3hXXyJQp0meT6mFpKfort2GLm/7Ib1YJhtGV/HZts8VNn+Qji9v8+cCkv6dI4oRBrBTWoD/6L6mMajsuoUvB7kC5sth8whWvUAgvNx7CrZ7lAbnIs2RXMaShBACgJO6iBs7BEvEIkvUDkQy7bpTGeAAvURCJMEdRPMJQ6/V4E2uMkHnn8a5ISZwzf4XU9cZwcAB8fIS1RpVWrYTV5PZtsX7C11d85T55Umr9MDMD6tYVX+IVX7FfvgT+/Te9fUWKSMsuVEhY0hTp27VLXxvl5ia+oNeqJb6ejx0LNGki1qM8eyYsaW/eiHpbtRJfpt+9E5aXqCips8b+/YWV4uVL4SXRwkI4oCxXTvv4eHik/168WFgD6tYVlrXmzcU6rc6dgfr1hYwdOgink4Don4AAsZZu6VLt5ZcqJdpRvLiweA0YICxl9+8LC0/r1sLCUq6cWO+2eLFYIxMUJKwMNWuKMhRYW4uv96rWLV2pVUusdZs4UaxXMzYW8QYGwrKguvxS8dV/2TJh5WrRQnzJ370bOHwYmDVLrJF7/FikIxJ9VbSo9q/9Z84Af/8t1sSpY2AgLHdbt4qxLFtWWB4UloyoKHHdBAeLtXxubtrXKgFijdyECUKeAweAefOEd8vBg4VzzQIF0vPGxwvr79GjQj5fXyG/iYmw+D18KKyh7dsLC86NG+mWR0CMab16YslnrVrpSzrv3RP3kIOD9NpMShLWXxcXYWm9dk1q0Rs/XsipwM5OrBFbu1ZYZQBxXw4YICykcrmwaNrYaO8LBampwvqkWHt186aw/owZI6yPgYHCmrxwobgmtm0DHjwQ99KaNcCmTaI/raxEHkCsGevSBdiwQfRvo0aiLTdvivMTJqSvV3R2TpclNDT999mzYkmtNgwN0y1SiudKwYLC4vX110Ku775L91xasqSw3Ko/07JL376ir4sU0f3ecnAQzwVDw/RlxOrPm7Zt088dOwY8eSKsu+PGifulRQthdQsNTb+3nZ2Fo165XFx3u3eLa+uHH8T4JCZKLYByOTBsmHj+njol6vP0FNfblSvifBbOZRmGYRgFea055jYf9Qvc77+Lz4vNmum/bD1y6pT0C676sR3tpBH//UeF8ZQAooMWbTXSOxk+I4BoPsaIiCpVaMGsRAKIujZ7RXJAI4+pKdF//0njMvsiu2JFerrbt4WVQ5vskyaJ9OPGpX+JDwoi6ttXfBlWJzVVrKny9RXWOW1f+tW3i1M/6tbVw6AwH0x4uLAILVggLJK5xd27YvwNDdPXDWZFdLT02vn5Z800KSnC8gQQNWggPae6TgsgGjgw82tT8Sh6+TK9TIDo8OH0MseMyTj/kCHinlC9V48fF/mWLk2P279frKtSr1cb795pt3ArDoWVuFgx7ecVVsuMePRIe74KFTTTKs45O6dbDb29M5bNwiI9765dRBMmSJ8PhQtL0//0U+ayfkoorGXGxuKZSSS2bjQ2lrapRw9xbu1aafw332RevqrTXycn4VmzZ09hRf1YsMVNf+Q3qwTD6Ep+u7bZ4qZPPkGL2+3bwJ//i4fx25fo0omA4sXRoYP4sloK4bDBW7jgMVpiH77CSgBAUTySFnLlCoo6Fcbzp8B/CWVhhBSkwhj+le8jyrgY5K+NUenlKfQcWQLoeRMoWxZF36/X+fNgAdhhuYZc1aqJL/LVqomwlZXwspYRnTsLqwwg1jP98IP4ajt5srCavX0rLFq7dolyf/pJpC1aVKxX6tNHe7lEwjnlmzdivYw2T2iBgeKL86tXworVrJmwiKSkCEvApEkZy818fNzd061uLVoIi1BuUKKEWCN18aLuVhC5XBru1k0zjZGRuBbXrxfr4lTp109Ymo8cEZaf27dFfKFCwgI6fbqwEJ47JzxyHjworFElS0rXMm3fLqzHgLBoKbC1FeUQCSvqsGHinqhaVVgJHz0SVj5AWHj37hV5fHyEBVmx397Bg8L6bGYm1u+p1n31arqFu2pV6T1nbp5uPZs5U1iBVfvM3z993VpGuLgIi9HhwyLcoYN4Lowdq5l2+XJhOVu3Lv3xXaaM1OmtKmZm6b/bthXH69ei7a9fCyvn338Lq13BgmJtZn5h0CCxfjQ1Nd3KbWYmrNh//pmeTmE93LVL/HV1FffgoEGZl69YXwqIa+LqVVGWrvswMgzDMGCLm17ZvFl8TvT21n/ZH8CFC9q3RlMcj+GsDNxGKWX8w2ptNBIP9H9C9XCMDsKX0qZMo1d1WolFKRlw/HjmloCvv85+eyZNytgyp/AuV6aMtJ6NG7NfD8N8TBTXZsOGOS/r2TOxvjI0VBovl6fXY2Ojef/17SvSJSeLLREV8StXfrgsu3dL63j5UsSre1xVHNlZB8l8WoSHi3WBANHBg1mn79tX0/qpWGv4MWGLm/7Ib1YJfeHt7U2jVDxVu7m50SLFgvIMAEA7d+4kIqKIiAgCQBcvXvxoMn4uqPZbbpLfrm2DPNUaPzc+MYvbxInp3sisECsOK2Hd8m8SD2dEKdOWwh20ww60tAiFy8Jv0jfSAoCZM/HrbmccPxCPpteXwGD6VBQ4uUeYnzKgWjWxDsrGhvB9R6lbxaJFpftw6Uq3bmLvpYYNNc8VLy7W/Lx9K7ym2duLNUk+PpppGSYv2bRJrAFbtSrnZRUuLNYzqu8LKJMJ61uBAsJy5ekp1iZt3So8ByruC2NjYNo08dvdXezl96E0bizWzpUoIazfCi+N5uZQPncUh4ODWBPH5E/S0oRXzlq1xDrbrChaVFhwa9YUlmR3d922DmWYnODv74/mGbjyPXbsGGQyGa4oXWfrxrlz5zAoK/OyCq6uroiKioKH6sJ15qMTGhoKmUyGaMVGs58RPFVSn3wiG3APHSo2qFXojxd6L0G130eLwI6DYo7VhZtA9fQ8MgA70AFIAFAvRayy//ln4Xtb4ZkgG2915uYKhwkyAOXxQ45bJV5279/Xfk4mk7rBZ5hPla5d0x3JfEymTEnfk37EiPR4VXfwgJhKSJTz+qyshDMRdTZvznnZzKdF2bLpWx3owg8/iENBz556F4lhNOjfvz86dOiAR48eoajq/hoAgoKCUL16dVTK5hcEBweHbKU3NDSEk8ID0weSnJwME4XXtM+Qz719+oYtbvpEYXHLQ8UtKUnoXAqlrVwZOTzv7ExP0KwZcPq0WNSRES9eCDdmFy8KF3aFCn1coRmGYRiGYfRI69at4eDggLWqCywBxMXFYevWrQgICEC3bt3g4uICCwsLeHp6YtOmTZmWWbx4cSxevFgZDg8PR8OGDWFmZoYKFSrg0KFDkvSRkZGQyWS4pLIp67Vr19CiRQtYWVnB0dERvXr1wkvFxqMAGjVqhOHDh2P06NEoVKgQ/Pz8tJYTHR0NmUyG0PducRVWpiNHjqB69eqwsLBA3bp1cevWLYlMM2fOROHChWFtbY0BAwZgwoQJqKLi2jU0NBQ1a9aEpaUl7OzsUK9ePdy/fx+3b9+GTCbDTYWb3vcsWrQI7u7uOWqfOtosZpcuXYJMJkPk+69G9+/fh7+/P+zt7WFpaYmKFSti3759iIyMROPGjQEA9vb2kMlk6JORo4N8CCtu+iSPp0rG/bkHpexeICVF6FqPHwNX6w2B8cl/pQl/+027n3hTU7FzqqqfbAO+RBiGYRiGSYdIbF2SF4euMwSMjIzQu3dvrF27FqSSaevWrUhLS0PPnj3h5eWFvXv34tq1axg0aBB69eqFs2fP6lS+XC5H+/btYWJigjNnzmDlypUYP358pnmio6Ph4+ODqlWr4vz58zhw4ACePXuGzp07S9KtW7cOJiYmOHHiBFauXKlbg98zadIkLFiwAOfPn4eRkRH69eunPLdhwwbMmjULc+fOxYULF1CsWDGsWLFCeT41NRUBAQHw9vbGlStXcOrUKQwaNAgymQxlypRB9erVsWHDBkl9GzZsQPfu3XOtfQqGDRuGpKQkHD16FFevXsXcuXNhZWUFV1dXbH8/BevWrVuIiorCkiVLPqiOT5K8XmSX23zUxcqHDomV156e+i9bB8JQlnridwKIenZNFpGZeQhRP3LimYBhGIZhPiHYOYn+UHfgEBeXvdcLfR6Z+EXTICwsjABQSEiIMq5BgwbUs2dPrelbtWpF36jsbZGZc5Lg4GAyMjKix48fK8/v378/U+ckM2bMoGZq+6UortNbt24p66xataokjTYnJ2/evJG0LSQkhADQYZX9Xvbu3UsAlONWq1YtGjZsmKTsevXqUeXKlYmI6NWrVwSAQtU9Xr1n0aJF5O7urgzfunWLAFBYWFiO2kckdU6iaMsblT1+Ll68SAAoIiKCiIg8PT1p2rRpWuXUlj8j2DnJl0weW9zK4Rb+h/44gbpY87qDbpnu3hXWt86dxfRIhmEYhmGYz4By5cqhbt26+O233wAAd+7cwbFjx9C/f3+kpaVhxowZ8PT0RIECBWBlZYXg4GA8ePBAp7LDwsLg6uqKIkWKKOPqKPZLyYDLly8jJCQEVlZWyqNcuXIAgLt37yrTeXl5ZbepSlTX7Tm/n0H1/PlzAMICVbNmTUl61XCBAgXQp08f+Pn5wd/fH0uWLEFUVLoju65duyIyMhKnT58GIKxt1apVU7YhN9qnYOTIkZg5cybq1auHqVOnZtvRTH6FFTd9ktfOSVxcYIIU1MUpmDrYiE2fMuPrr8UGT8OHCw8CvDiUYRiGYZgssLAA4uLy5rCwyJ6s/fv3x/bt2xEbG4ugoCC4u7vD29sb8+bNw5IlSzB+/HiEhITg0qVL8PPzQ/JH3FwwLi4O/v7+uHTpkuRQrJVTYKnmtdvg/bIVUpnymZKSorUOY2Nj5W/Z+40y5eqbiGZCUFAQTp06hbp162Lz5s0oU6aMUlFzcnKCj48PNm7cCADYuHEjeqi4Cf/Q9qmjS3sHDBiAe/fuoVevXrh69SqqV6+OpdqWAX1msOKmT/LK4hYcjE3jL2HE00mIhq2IK1xY7FStwN9f+F8eNSo9rlmz3JWTYRiGYZh8j0wmdgTKi+O9LqIznTt3hoGBATZu3Ijff/8d/fr1g0wmw4kTJ9C2bVv07NkTlStXRsmSJXH79m2dyy1fvjwePnwosUgpFJyMqFatGq5fv47ixYujVKlSkiMzZUbhzVK1LlVHJbpStmxZnDt3ThKnHgaAqlWrYuLEiTh58iQ8PDyUihoA9OjRA5s3b8apU6dw7949dFVxk/yh7VNH1/a6urpiyJAh2LFjB7755husXr0aAJReKtM+ke259AkrbvokLyxucXF42jwQPX6qhF/SvkIBvMZfaCMUt1WrAFtb4O+/gd27gcuXgcWLgSNHgP37gQz2N2EYhmEYhvkcsLKyQpcuXTBx4kRERUUpPQyWLl0ahw4dwsmTJxEWFobBgwfj2bNnOpfr6+uLMmXKIDAwEJcvX8axY8cwadKkTPMMGzYMr1+/Rrdu3XDu3DncvXsXwcHB6Nu3b6ZKhrm5OWrXro0ff/wRYWFh+PfffzF58mSdZVUwYsQI/O9//8O6desQHh6OmTNn4sqVK0rLXEREBCZOnIhTp07h/v37OHjwIMLDw1G+fHllGe3bt0dsbCy++uorNG7cWDJV9EPbp06pUqXg6uqKadOmITw8HHv37sWCBQskaUaPHo3g4GBERETgv//+Q0hIiFJONzc3yGQy7NmzBy9evEBcXFy2++pThRU3fZLbFrdbtwA7O0SgBOj9UM7Dt2iB/cJDZMeOQHQ00Lq1NJ+PDyttDMMwDMN8EfTv3x9v3ryBn5+fUtGYPHkyqlWrBj8/PzRq1AhOTk4ICAjQuUwDAwPs3LkTiYmJqFmzJgYMGIBZs2ZlmqdIkSI4ceIE0tLS0KxZM3h6emL06NGws7NTTg/MiN9++w2pqanw8vLC6NGjMXPmTJ1lVdCjRw9MnDgRY8eORbVq1RAREYE+ffrAzMwMAGBhYYGbN2+iQ4cOKFOmDAYNGoRhw4ZhsGI/XwDW1tbw9/fH5cuXJdMkc9o+VYyNjbFp0ybcvHkTlSpVwty5czXam5aWhmHDhqF8+fJo3rw5ypQpg+XLlwMAXFxcMH36dEyYMAGOjo4YPnx4tvvqU0VGqhNIvwAePXoEV1dXPHz4UGNDxhxz+TJQpQrg5ASomHc/Gg0aAMePYys6ojO2oh6O4zgaiHOrVwMDBnx8GRiGYRjmE+Sj/r//wnj37h0iIiJQokQJ5Us+83nQtGlTODk5Yf369XktSp6Q365to7wW4LMiNzbgJhIbtP31F3D8OAjAsffKWlGLN8DGXcDevUDPnh9PBoZhGIZhGCZfkZCQgJUrV8LPzw+GhobYtGkTDh8+rLFxOPPpwoqbPsmNqZJjxwILF4qpkADkMMBSjAQAuAT6Am3NgbZtP179DMMwDMMwTL5DJpNh3759mDVrFt69e4eyZcti+/bt8PX1zWvRGB1hxU2ffKBzkuRk4PvvgaZNgerVhatbExPg3Tvg9Wu1xAs3YSw2oGzSLYzGYlghDhVcomHtYoveg8310w6GYRiGYRjms8Lc3ByHDx/OazGYHMCKmz75QIvb4MHA2rXATz8BBgaAszNw5gxQrRrwfs9EFZ6IqpCCcfgJhgcP4HpTu5xKzjAMwzAMwzDMJwx7ldQnH2hxu3o1/bdcLpaw3bgB3L4NNGoEGBkRjAzl4i9SYIxk9Mf/YI53QJ06+pOfYRiGYRgmA74wf3bMF0B+u6ZZcdMnH2hxe/RIM+7ZM7EFW0gIkDLqW6SkGSIl1QApMEEyTLESXwHt2wNWVnoQnGEYhmEYRjvGxsYAhHMLhvmcUFzTimv8U4enSuoThcUtLU14f3y/oWFmJCcLJU0dPz+VgNqmgwDE1gOVKn2YnAzDMAzDMDpiaGgIOzs7PH+/fsPCwkK5aTPD5EeICAkJCXj+/Dns7OxgqHiH/8RhxU2PrN5oif3Yji7YjC5yeboilwmKPQ1NTICnTwFjYyAhAShQIIuMWSZgGIZhGCY7LDu7DPNOzsPTuKeo7FQZS1ssRU2XmlrTpqSlYM7xOVh3eR0ev32MsoXKYq7vXDQv1TyXpc4dnJycAECpvDHM54CdnZ3y2s4PsOKmRy5dN8JOtIcnrop1bjoobpGR4m+VKoC9vfitnP0YGwvEx2tmGjdObPLNMAzDMIxe2HxtM8YcHIOVrVaiVtFaWHx6Mfz+8MOt4bdQ2LKwRvrJ/0zGH1f/wGr/1ShXqByC7wSj3eZ2ONnvJKo6V82DFnxcZDIZnJ2dUbhwYaSkpOS1OAyTY4yNjfONpU0BK256xMhYLBlMg6FQ3N7vtaZKfDzw7bfAjBlAwYLCk2R0NFCjhlrCV6+AkiWBt281K5oyJX09HcMwDMMwOWbh6YUYWG0g+lbtCwBY2Xol9obvxW8Xf8OE+hM00q+/sh6TGkxCy9ItAQBf1fgKhyMOY8GpBfij/R+5KntuYmhomO9edhnmcyFPnZMcvX8U/pv8UWRBEcimy7Dr5q5M00fFRqH79u4os7QMDKYbYPSB0bkip64YGon53qkwytBByZ49wIoVQKFCQHi4UNiaNgXs7NQSXr+errStWAHUrSt+T5oEWFp+nAYwDMMwzBdIcloyLjy5AN+S6RsRG8gM4FvSF6cendKaJyktCWZGZpI4cyNzHH9w/KPKyjDMl0ueKm7xyfGo7FgZy1ou0yl9UloSHCwcMLnhZFR2qvyRpcs+RiZqFjctPH0q/hYoAJQurXYyKQnYsEEkevkyPf6rr4CTJ8VvHx89S80wDMMwny+xsbF4+/at8khKStJI8zLhJdIoDY6WjpJ4R0tHPI17qrVcP3c/LDy9EOGvwiEnOQ7dPYQdYTsQFRf1UdrBMAyTp/PtWpRugRalW+icvrhdcSxpsQQA8NvF3z6WWB+MLha316/F3y5dtJz88Udg2jTAxQWoXl17JezFiWEYhmF0pkKFCpLw1KlTMW3atByXu6T5Egz8eyDKLSsHGWRwL+COvlX64rdLn977CcMwnwef/UKppKQkyde12NjYj1aXkbFQqjKzuCkUNw2nkM+fC6UNEDtwP36svRKFBxOGYRiGYbLkxo0bcHFxUYZNtaw/L2RRCIYyQzyLl+7P8yz+GZystDsDc7B0wK6uu/Au9R1eJbxCEesimHB4Akral9RvAxiGYd7z2W/APWfOHNja2ioP9S9v+kSxVlebxU0uF39fvRJ/NRS3AwcyL3zZMqHYVamSUzEZhmEY5ovB2toaNjY2ykOb4mZiaAKvIl44cu+IMk5Ochy5dwR1itbJtHwzIzO42LggVZ6K7WHb0bZsW723gWEYBvgCLG4TJ07EmDFjlOHHjx9/NOVN4ehRm8VtzRrhSfLRIxEuWFAts5Y590osLIChQ/UnKMMwDMMwEsbUHoPAXYGoXqQ6arrUxOLTixGfEo++VYSXyd47e8PF2gVzfOcAAM48OoPHsY9RxakKHr99jGn/ToOc5BhXb1xeNuOjQkRITU1FWgbLQRiGyT6GhoYwMjLSaVP7z15xMzU1lXxde6vNvb6eyMziduaMUNpKlgTu3dNicUtMzLjghAT9CsowDMMwjIQuHl3wIuEFpoROwdO4p6jiVAUHehyAo5VwWPIg5gEMZOkTld6lvsPkfybj3pt7sDKxQsvSLbG+3XrYmdnlUQs+LsnJyYiKikICv5MwjN6xsLCAs7MzTExMMk332StuuYlCcdNmcTtzRvydPl1Y37y91TJntKaNYRiGYZhcYXjN4Rhec7jWc6F9QiVh7+LeuDHsRi5IlffI5XJERETA0NAQRYoUgYmJiU7WAYZhMoeIkJycjBcvXiAiIgKlS5eGgUHGK9nyVHGLS47Dndd3lOGINxG49PQSCpgXQDHbYph4eCIexz7G7+1+V6a59PSSMu+LhBe49PQSTAxNUMHh461d0xXFVMlUGEkUt7dvgRvvn+2+vkDPnloyP3yoGdeuHdCtG69rYxiGYRgmz0hOToZcLoerqyssLCzyWhyG+awwNzeHsbEx7t+/j+TkZJiZmWWYNk8Vt/NPzqPxusbK8JiDYi1aYOVArA1Yi6i4KDyIeSDJU3VVVeXvC1EXsPHqRrjZuiFydGSuyJwZEoubylTJ8+cBIqBYMcBJu3OqdK1PQevWwJYtmvEMwzAMwzB5QGaWAIZhPhxd76081QoaFW8EmkoZnl8bsFYjLrP0eY02ixuR0MEAoFatTDIrtD4Fe/YAERFadulmGIZhGIZhGOZLgz+d6BFtFrfw8HS/I20z8xBcrJhmnLW1fgVkGIZhGIZhPpjixYtj8eLFOqcPDQ2FTCZDdHT0R5MpPxMZGQmZTIZLly7pnGft2rWws7P74Drz85iw4qZHtFncSpQQUyV/+QXo0SODjNHRwOTJmvEaricZhmEYhmGYrJDJZJke06ZN+6Byz507h0GDBumcvm7duoiKioKtre0H1fe54+rqiqioKHh4eORanepjklNFMDfhBVR6RJvFzdgY8PISh1aePwccHYGKFdPjZs8WWl4WLkEZhmEYhmEYTaKiopS/N2/ejClTpuDWrVvKOCsrK+VvIkJaWhqMdPAr4ODgkC05TExM4JShgwPG0NAw1/snP48JW9z0SGYbcGfIgQPi7/Xr4q+3N/D119qnTjIMwzAMwzBZ4uTkpDxsbW0hk8mU4Zs3b8La2hr79++Hl5cXTE1Ncfz4cdy9exdt27aFo6MjrKysUKNGDRw+fFhSrvpUSZlMhjVr1qBdu3awsLBA6dKlsXv3buV59Wl5CutOcHAwypcvDysrKzRv3lyiaKampmLkyJGws7NDwYIFMX78eAQGBiIgIECZZtu2bfD09IS5uTkKFiwIX19fxMfH65xfLpdjzpw5KFGiBMzNzVG5cmVs27ZNQ+4jR46gevXqsLCwQN26dSXKry79JZPJsGvXLkmcnZ0d1q5dC0D7VMndu3ejdOnSMDMzQ+PGjbFu3bpMpza+ePEC1atXR7t27ZCUlKRz26KjoxEaGoq+ffsiJiYmx9bY3IAVNz2ibQPulSuBn3/W7u0fAGBpKQ1/9x2QiRtQhmEYhmGYT4L4+IyPd+90T6twBpBVWj0zYcIE/PjjjwgLC0OlSpUQFxeHli1b4siRI7h48SKaN28Of39/PHjwINNypk+fjs6dO+PKlSto2bIlevTogdevX2eYPiEhAfPnz8f69etx9OhRPHjwAGPHjlWenzt3LjZs2ICgoCCcOHECb9++lSg/UVFR6NatG/r164ewsDCEhoaiffv2ICKd8gPAnDlz8Pvvv2PlypW4fv06vv76a/Ts2RP//vuvJN2kSZOwYMECnD9/HkZGRujXr5/y3If2V2ZERESgY8eOCAgIwOXLlzF48GBMmjQpw/QPHz5EgwYN4OHhgW3btsHU1FTntgFi2uTixYthY2ODqKgoREVFScbik4O+MB4+fEgA6OHDh3ove/NmIoCoEf4hOnCAiIjc3UXcv/9mkGnXLpFAcSxYoHe5GIZhGOZL42P+v//SSExMpBs3blBiYqL0hOr7i/rRsqU0rYVFxmm9vaVpCxXSnu4DCQoKIltbW2U4JCSEANCuXbuyzFuxYkVaunSpMuzm5kaLFi1ShgHQ5MmTleG4uDgCQPv375fU9ebNG6UsAOjOnTvKPMuWLSNHR0dl2NHRkebNm6cMp6amUrFixaht27ZERHThwgUCQJGRkVplzir/u3fvyMLCgk6ePCnJ179/f+rWrZtE7sOHDyvP7927lwBoXgeZ9BcA2rlzpySNra0tBQUFERFRREQEAaCLFy8SEdH48ePJw8NDkn7SpEkafWhra0s3b94kV1dXGjlyJMnl8my3Tb28vCTDe0wNXuOmR6QWN/H1SGH5dnHJIJP6F6R27T6OcAzDMAzDMIyS6tWrS8JxcXGYNm0a9u7di6ioKKSmpiIxMTFLC1KlSpWUvy0tLWFjY4Pnz59nmN7CwgLu7u7KsLOzszJ9TEwMnj17hpo1ayrPGxoawsvLC3K5HABQuXJlNGnSBJ6envDz80OzZs3QsWNH2Nvb65T/zp07SEhIQNOmTSVyJScno2rVqpI41bY5OzsDAJ4/f45ixYp9cH9lxq1bt1CjRg1JnGpbFCQmJqJBgwbo3r27ZOpqdtqWH2HFTY+or3FLTAQSEkRchmtZVb3YbNsm3FAyDMMwDMN86sTFZXxOfX/aTBQZqG8+HBn5wSJlB0u15Spjx47FoUOHMH/+fJQqVQrm5ubo2LEjkpOTMy3H2NhYEpbJZEolSdf0RLrvU2xoaIhDhw7h5MmTOHjwIJYuXYpJkybhzJkzKKCDR/K49+O2d+9euKhZFkxNTTOUVSaTAYCybbr0l7a2paSk6NzWjDA1NYWvry/27NmDb7/9VtmO7LQtP8KKmx6RWNxSU6GY3mxklMmWbC1bigkADMMwDMMw+Qn1dfp5kVaPnDhxAn369EG797Of4uLiEJlLSqQCW1tbODo64ty5c2jYsCEAIC0tDf/99x+qVKmiTCeTyVCvXj3Uq1cPU6ZMgZubG3bu3IkxY8Zkmb9ChQowNTXFgwcP4O3t/cGy6tJfDg4OEscr4eHhSFBYNbRQtmxZ7Nu3TxJ37tw5jXQGBgZYv349unfvjsaNGyM0NBRFihT5oLaZmJgg7b1vik8dVtz0iPp2AK9eiXCBAsD7jxTp/Pkn8OQJMGZMrsrIMAzDMAzDaFK6dGns2LED/v7+kMlk+P777zO1nH0sRowYgTlz5qBUqVIoV64cli5dijdv3igtXmfOnMGRI0fQrFkzFC5cGGfOnMGLFy9Qvnx5nfJbW1tj7Nix+PrrryGXy1G/fn3ExMTgxIkTsLGxQWBgoE5y6tJfPj4++OWXX1CnTh2kpaVh/PjxGhZHVQYPHoyFCxdi/Pjx6N+/Py5duqT0QClTe5k2NDTEhg0b0K1bN/j4+CA0NBROTk7Zblvx4sURFxeHI0eOoHLlyrCwsICFhYVOfZDbsFdJPaK+AbfC4qbVat2zJ/DNN2JnbjXXqQzDMAzDMEzusnDhQtjb26Nu3brw9/eHn58fqlWrlutyjB8/Ht26dUPv3r1Rp04dWFlZwc/PD2bvvY7b2Njg6NGjaNmyJcqUKYPJkydjwYIFaNGihU75AWDGjBn4/vvvMWfOHJQvXx7NmzfH3r17USIbS3Z06a8FCxbA1dVVuR5t7NixmSpFJUqUwLZt27Bjxw5UqlQJK1asUHqV1DbV0cjICJs2bULFihXh4+OD58+fZ7ttdevWxZAhQ9ClSxc4ODjgp59+0rkPchsZZWdS7WfAo0eP4OrqiocPH6Jo0aJ6Lfuff4AmTYCKuIZr6y9hu3lPdOwI1K0LnDihkpBImOdUu372bGDiRL3KwzAMwzBfKh/z//2Xxrt37xAREYESJUpIXv6Z3EEul6N8+fLo3LkzZsyYkev585pZs2Zh5cqVeJjh3lr5H13vMZ4qqUfULW5NmgAnT6bHK0lL01zXdvp0rsjIMAzDMAzDfLrcv38fBw8ehLe3N5KSkvDLL78gIiIC3bt3z5X8ec3y5ctRo0YNFCxYECdOnMC8efMwfPjwvBbrk4AVNz2ivsbNzg6oU0dLwqQkzbjixT+iZAzDMAzDMEx+wMDAAGvXrsXYsWNBRPDw8MDhw4eVa9g+dv68Jjw8HDNnzsTr169RrFgxfPPNN5jIs9IAsOKmV9Qtbhmi6lbWzAxwdAS+//7jCscwDMMwDMN88ri6uuKEZI1N7ubPaxYtWoRFixbltRifJOycRI+oW9z++QdYuBA4dUotoarFbdkysV9JoUK5JSbDMAzDMAzDMPkMVtz0iMTilpyMHTuE48j9+9USqlrcYmNzTT6GYRiGYRiGYfInrLjpEYnFLSkJ8fEirLGPpKri9s8/2te8MQzDMAzDMAzDvIcVNz0isbhlpri5uwO9e4vfu3dDuVM3wzAMwzAMwzCMFlhx0yM6W9xkMqBChfSwk1OuyMcwDMMwDMMwTP6EvUrqEYnF7d07peKmdYP4AQPEXm7duwMGrD8zDMMwDMMwDJMxrDHoEZ0tbjduAKNGCcckxYrlqowMwzAMwzBM1jRq1AijR49WhosXL47Fixdnmkcmk2HXrl0AgMjISMhkMly6dOmjychkjOpY6EJoaChkMhmio6M/qL7cGG9W3PSIzorb48fAhg3Anj25Kh/DMAzDMMyXgL+/P5o3b6713LFjxyCTyXDlypVslXnu3DkMGjRI5/Surq6IioqCh4dHtuph9ENUVBRatGiRa/Wpj3dOFUFt8FRJPaLunGTdOuD1a6ByZbWECi+Spqa5Kh/DMAzDMMyXQP/+/dGhQwc8evQIRYsWlZwLCgpC9erVUalSpWyV6eDgkK30hoaGcMqhH4Pk5GSYmJjkqIwvlZz2fXbRx3hnBVvc9IjC4kYwgPxdMmrUAPz8gAIF1BIqtgPgG5FhGIZhGEbvtG7dGg4ODli7dq0kPi4uDlu3bkVAQAC6desGFxcXWFhYwNPTE5s2bcq0TPWpkuHh4WjYsCHMzMxQoUIFHDp0SJJe29S5a9euoUWLFrCysoKjoyN69eqFly9fKs83atQIw4cPx+jRo1GoUCH4+flpLSc6OhoymQyhoaEA0q07R44cQfXq1WFhYYG6devi1q1bEplmzpyJwoULw9raGgMGDMCECRNQpUoV5fnQ0FDUrFkTlpaWsLOzQ7169XD//n2d8wPAmjVrUL58eZiZmaFcuXJYvny5Rp/s2LEDjRs3hoWFBSpXroxTp04p07x69SrLsdE2bbVKlSqYNm2aMqw+VfLkyZOoUqUKzMzMUL16dezatSvTqY0JCQlo0aIF6tWrp7Sa6dK2S5cuITIyEo0bNwYA2NvbQyaToU+fPlrryQ6suOkRIxX7ZVpismYCuRxYvRo4d06E2eLGMAzDMEw+JT4+4+PdO93TJibqljY7GBkZoXfv3li7di2ISBm/detWpKWloWfPnvDy8sLevXtx7do1DBo0CL169cLZs2d1Kl8ul6N9+/YwMTHBmTNnsHLlSowfPz7TPNHR0fDx8UHVqlVx/vx5HDhwAM+ePUPnzp0l6datWwcTExOcOHECK1euzFa7J02ahAULFuD8+fMwMjJCv379lOc2bNiAWbNmYe7cubhw4QKKFSuGFStWKM+npqYiICAA3t7euHLlCk6dOoVBgwZBJpPplF+RZsqUKZg1axbCwsIwe/ZsfP/991i3bp2GnGPHjsWlS5dQpkwZdOvWDampqQCAd+/e5WhstPH27Vv4+/vD09MT//33H2bMmJHpeEVHR6Np06aQy+U4dOgQ7OzsdG4bIKZNbt++HQBw69YtREVFYcmSJR8svxL6wnj48CEBoIcPH+q97JgYIuEqkiiuSRtavJho9Wqid+/eJ9i7Nz0BQNS8ud5lYBiGYRjm4/6//9JITEykGzduUGJioiRe9ZVG/WjZUlqGhUXGab29pWkLFdKeLruEhYURAAoJCVHGNWjQgHr27Kk1fatWreibb75Rhr29vWnUqFHKsJubGy1atIiIiIKDg8nIyIgeP36sPL9//34CQDt37iQiooiICAJAFy9eJCKiGTNmULNmzSR1Kq7TW7duKeusWrWqJI16OUREb968kbQtJCSEANDhw4eVafbu3UsAlONWq1YtGjZsmKTsevXqUeXKlYmI6NWrVwSAQkNDtfZPVvmJiNzd3Wnjxo2SNDNmzKA6depI2rJmzRrl+evXrxMACgsL01ovkebYqI6FgsqVK9PUqVOVYdWxWLFiBRUsWFByDa9evVrSr4o+DAsLo0qVKlGHDh0oKSkp221TL+/NmzcZtktBRveYOmxx0yOqFre38YYYPRoYOFAY2gAAT59KM7DFjWEYhmEY5qNQrlw51K1bF7/99hsA4M6dOzh27Bj69++PtLQ0zJgxA56enihQoACsrKwQHByMBw8e6FR2WFgYXF1dUaRIEWVcnTp1Ms1z+fJlhISEwMrKSnmUK1cOAHD37l1lOi8vr+w2VYnquj1nZ2cAwPPnzwEIy0/NmjUl6VXDBQoUQJ8+feDn5wd/f38sWbIEUVFRyvNZ5Y+Pj8fdu3fRv39/SRtnzpwpaV9WcuZ0bLRx69YtVKpUCWZmZlplV6Vp06YoVaoUNm/erFxfmJ22fUzYOYkeUaxxA4C3icYAxF7bymukXz+gf//0RLzGjWEYhmGYfEpcXMbnVN+JAOD9O7lW1LezjYz8YJE06N+/P0aMGIFly5YhKCgI7u7u8Pb2xty5c7FkyRIsXrwYnp6esLS0xOjRo5GcrGWpi56Ii4uDv78/5s6dq3FOobwAgKWaO3KD9x1EKlM+U1JStNZhbGys/K2Y4ihXWhCyJigoCCNHjsSBAwewefNmTJ48GYcOHULt2rWzzBv3/oJYvXo1atWqJTlnqHZBZCbnvHnzshwbAwMDSX8AGfdJdmnVqhW2b9+OGzduwNPTM9tt+5iwxU2PSCxuiSJgaSmUNyUzZqT/XrgwdwRjGIZhGIbRM5aWGR8qho0s05qb65b2Q+jcuTMMDAywceNG/P777+jXrx9kMhlOnDiBtm3bomfPnqhcuTJKliyJ27dv61xu+fLl8fDhQ4lF6vTp05nmqVatGq5fv47ixYujVKlSkkNdWVNF4c1Sta4P2SusbNmyOKfws/Ae9TAAVK1aFRMnTsTJkyfh4eGBjRs36pTf0dERRYoUwb179zTaV6JECZ3l1GVsHBwcJP3x9u1bREREZNr2q1evIknh2T2DtgPAjz/+iMDAQDRp0gQ3btz44LYprHVpaWm6NVwHWHHTI6pfjOKSxJcEjftw+PD03xruJhmGYRiGYRh9YWVlhS5dumDixImIiopSevYrXbo0Dh06hJMnTyIsLAyDBw/Gs2fPdC7X19cXZcqUQWBgIC5fvoxjx45h0qRJmeYZNmwYXr9+jW7duuHcuXO4e/cugoOD0bdv30xf7s3NzVG7dm38+OOPCAsLw7///ovJkyfrLKuCESNG4H//+x/WrVuH8PBwzJw5E1euXFFavCIiIjBx4kScOnUK9+/fx8GDBxEeHo7y5cvrlB8Apk+fjjlz5uDnn3/G7du3cfXqVQQFBWFhNowVuoyNj48P1q9fj2PHjuHq1asIDAzM1PLVvXt3yOVyDBo0CGFhYQgODsb8+fMBQCK/gvnz56NHjx7w8fHBzZs3P6htbm5ukMlk2LNnD168eKG02uUEVtz0iEwGGBoKs+3bd0LLlihuu3cDgwYBbm7A+vVqpjiGYRiGYfKSZWeXofji4jCbaYZaa2rh7OPMvdgtPr0YZX8pC/NZ5nBd5IqvD3yNd6nvMs3D5D79+/fHmzdv4Ofnp1yTNnnyZFSrVg1+fn5o1KgRnJycEBAQoHOZBgYG2LlzJxITE1GzZk0MGDAAs2bNyjRPkSJFcOLECaSlpaFZs2bw9PTE6NGjYWdnp5wOmRG//fYbUlNT4eXlhdGjR2PmzJk6y6qgR48emDhxIsaOHYtq1aohIiICffr0Ua77srCwwM2bN9GhQweUKVMGgwYNwrBhwzB48GCd8gPAgAEDsGbNGgQFBcHT0xPe3t5Yu3ZttixuuozNxIkT4e3tjdatW6NVq1YICAiAu7t7hmXa2Njg77//xqVLl1ClShVMmjQJU6ZMAQCJ/KosWrQInTt3ho+PD27fvp3ttrm4uGD69OmYMGECHB0dMVzVePOByEh9guhnzqNHj+Dq6oqHDx9qbMioD0xN5EhOMcAfdsPQM3oZPD2BK1fen5wzB/juO6BvX+D9QlmGYRiGYfRPdv/fb762Gb139cbKVitRq2gtLD69GFtvbMWt4bdQ2LKwRvqNVzei31/98Fvb31DXtS5uv7qNPrv6oKtHVyz0+7yWQrx79w4REREoUaJEhi+5TP6kadOmcHJywvr16/Mkf16yYcMG9O3bFzExMTBXn6+by+h6j7FzEj1jZEhITgHi0iwAqFncFJua8EOPYRiGYT4pFp5eiIHVBqJv1b4AgJWtV2Jv+F78dvE3TKg/QSP9yYcnUa9YPXT37A4AKG5XHN08uuHM4zO5KjfD6EpCQgJWrlwJPz8/GBoaYtOmTTh8+LDGxuEfK39e8/vvv6NkyZJwcXHB5cuXMX78eHTu3DnPlbbswIqbnlFMr62My9i3T01xU+wwmY8uEIZhGIbJz8TGxuLt27fKsKmpKUzVtuNJTkvGhScXMLH+RGWcgcwAviV9cerRKa3l1nWtiz+u/IGzj8+ipktN3HtzD/vu7EOvSr0+TkMYJofIZDLs27cPs2bNwrt371C2bFls374dvr6+uZI/r3n69CmmTJmCp0+fwtnZGZ06dcpyeuunBituekahuNmlvULtFmonFRY3VtwYhmEYJleoUKGCJDx16lRMmzZNEvcy4SXSKA2Olo6SeEdLR9x8eVNrud09u+NlwkvU/60+CIRUeSqGeA3Bdw2+06v8DKMvzM3Ncfjw4TzLn9eMGzcO48aNy2sxcgQrbnpGsSVAWqra0sG0NGDpUvGbp0oyDMMwTK5w48YNuLi4KMPq1rYPJTQyFLOPzcbyVstRy6UW7ry+g1EHRmHGvzPwvff3eqmDYRhGFVbc9IzC4nY5tQLOBgEeHkCNGgD2709PxIobwzAMw+QK1tbWsLGxyTRNIYtCMJQZ4lm81OX4s/hncLJy0prn+5Dv0atSLwyoNgAA4OnoifiUeAz6exAmNZwEAxk77mYYRr/wU0XPKCxuh+U+6NcP2LDh/Yn4eM1EDMMwDMPkOSaGJvAq4oUj944o4+Qkx5F7R1CnaB2teRJSEjSUM0OZ+Hr7uTrs/lzbxTB5ja73FmsQekZhcYuHmlfJ2Fjx19sbGDIk9wVjGIZhGCZDxtQeg8BdgahepDpqutTE4tOLEZ8Sj75VhJfJ3jt7w8XaBXN85wAA/Mv4Y+GphajqXFU5VfL7kO/hX9YfhgYZbwScHzE2NgYgvArmJw98DJNfSEhIAJB+r2UEK256xshIbKqdqK64PX8u/rq781RJhmEYhvnE6OLRBS8SXmBK6BQ8jXuKKk5VcKDHAThaCYclD2IeSCxskxtOhgwyTP5nMh7HPoaDhQP8y/hjVpP85aVOFwwNDWFnZ4fn799lLCwsIJPJ8lgqhsn/EBESEhLw/Plz2NnZwdAw848+rLjpGcP3PZqQkeJWWHMTT4ZhGIZh8p7hNYdjeM3hWs+F9gmVhI0MjDC10VRMbTQ1FyTLe5ycxFo/hfLGMIz+sLOzU95jmZGnitvR+0cx7+Q8XHhyAVFxUdjZZScCygVkmic0MhRjgsfg+ovrcLVxxeSGk9GnSp9ckVcXjIwVFjcxlYAVN4ZhGIZh8jsymQzOzs4oXLgwUlJS8lochvlsMDY2ztLSpiBPFbf45HhUdqyMflX6of2W9lmmj3gTgVYbW2GI1xBsaL8BRyKOYMDuAXC2coZfKb9ckDhrDA0zUNyaNQOsrYFq1fJIMoZhGIZhmJxhaGio80smwzD6JU8VtxalW6BFafVdqjNm5fmVKGFXAgv8FgAAyjuUx/EHx7Ho9KJPRnFTOIzUUNz69BEHwzAMwzAMwzBMNslX2wGcenQKviV9JXF+7n449ehUhnmSkpLw9u1b5RGr8O74kVB8hOqLIGz++RmqV/+o1TEMwzAMwzAM8wWQrxS3p3FP4WjpKIlztHLE26S3SExJ1Jpnzpw5sLW1VR4VKlT4qDIqLG7lcBOd/WJQpAgAuRwIDwdiYgDeA4VhGIZhGIZhmGySrxS3D2HixImIiYlRHjdu3Pio9SksbmkwBBSLd1+/BsqUAezsgNTUj1o/wzAMwzAMwzCfH/lqOwAnKyc8i38miXsW9ww2pjYwN9a+IaSpqSlMTU2V4bdv335UGRUWtxA0Qto+C7QsAVjExIhIKysgi431GIZhGIZhGIZh1MlXFrc6RevgSMQRSdyhe4dQp2idPJJIE4XFbSlGodO4EoiNBfB+N3RYWOSZXAzDMAzDMAzD5F/yVHGLS47DpaeXcOnpJQDC3f+lp5fwIOYBAGDi4YnovbO3Mv2Q6kNw7809jDs0Djdf3sTyc8ux5foWfF3767wQXyvqHnItLQFERoqAuXarIMMwDMMwDMMwTGbk6VTJ80/Oo/G6xsrwmINjAACBlQOxNmAtouKilEocAJSwL4G93ffi6+CvseTMEhS1KYo1bdZ8MlsBAOlTJRVYmKQCbdqIgMqUTYZhGIZhGIZhGF3JU8WtUfFGoKkZe1lcG7BWa56Lgy9+RKlyhqrFzdw0DQZvo1Ui2OLGMAzDMAzDMEz2yVdr3PIDqhY3S9M0ID4+PcLKKvcFYhiGYRiGYRgm38OKm55RtbhZmqUCcXHpEYopkwzDMAzDMAzDMNmAFTc9I7G4maRKLW716uW+QAzDMAzDMAzD5Hvy1T5u+QGFxa0f/of6rT2lFrc3b/JGKIZhGIZhGIZh8jWsuOkZhcWtPMLQt54pEGeTfvLly7wRivl/e/cdHkXxxgH8e+m9EZJACIQOkRK6CAhKBKSLIgoiIIIgIIqFKkgTFEUsCEpV0R9NmoIUI0U6QqiBUAIklARCSO938/tjuLtc7hIS2OQuyffzPPtcbnZ2973N5bLvzewMEREREVGpxq6SCtO2uKlhDWRkGHaVHDbMPEEREREREVGpxsRNYdoWt5NojJRENRAcrF+Zk2OWmIiIiIiIqHRj4qYwlUo+rkZ/JCdqgPr1ge7dZeFbb5kvMCIiIiIiKrV4j5vCsrLkoxXU8LGJl09++w34+2+gSxfzBUZERERERKUWEzeFZWbKRyekwTozDTh5EsjOBjp2BBwdzRobERERERGVTuwqqTCNRj7aIFsOTjJ1KtCyJfC//5k3MCIiIiIiKrWYuBUTG6hl4nbtmiyoVs2s8RARERERUenFxE1h2hY3K23iFhUlC5i4ERERERHRI2LiVkysoQHS04HkZFng6WnegIiIiIiIqNRi4qawqlXlY3P8B6Sl6ZvgHBzMFxQREREREZVqTNwUpm1Y80MMkJqqX8ERJYmIiIiI6BExcVOYtbV8zIGN7CqpZWdnnoCIiIiIiKjU4zxuCouLk4+x8JHzt33+uXxUqcwbGBERERERlVpM3BR2/rx8jEA9mbB9+KF5AyIiIiIiolKPXSUVph2LRKUdVZKIiIiIiOgxMXFTmFotH1WAHFXy6FEgIsKcIRERERERUSnHxE1h+sRNI+dwa9UK6NPHvEEREREREVGpxsRNYTk58lEFAFlZ8gnncCMiIrJ4C48uROCCQDjMckCrpa1w9ObRfOt2WNkBqukqo6Xbb90Kfbx91/chR5NjVJ6jycG+6/se6TUQUdnFxE1hObrPX6FP3DiHGxERkUVbc3YNxu0ch2ntp+HEWyfQ2LcxOq/qjDupd0zW39BvA26/f1u3nB15FtYqa/QN6lvoYz7z0zOIT483Kk/MSMQzPz3zyK+FiMomJm4K0w5OAkCOKgmwxY2IiMjCzT88H8OaDsOQJkMQVDEIi7svhpOtE5aHLTdZ38vRC34ufrplV+QuONk6FSlxE0JABePpgu6l34OzrfMjvxYiKps4HYDCOnUCjhwBPJCgL2SLGxERkcXKUmfh+K3jmNh2oq7MSmWFkBohOHTjUKH2sSxsGV5p8Aqc7R6ecPVZI+99V6lUGLx5MOyt7XXr1EKN07Gn8VTAU0V8FURU1jFxU1iDBvLRAZn6Qra4ERERmUVycjKSkpJ0z+3t7WFvb29QJy4tDmqhhq+zr0G5r7MvLsRdeOgxjt48irN3zmJZz2WFisndwR2AbHFztXOFo63+C147Kzs82fRJDGs2rFD7IqLyg4mbwqyt5WNO7lPr4mKeYIiIiMq5oKAgg+fTpk3DJ598ougxlp1YhoY+DdHSv2Wh6q/otQIAEOgeiA+e+qBQrXREREzcFBYZKR9TVc6AADB2LNC+vVljIiIiKq/Cw8Ph7++ve563tQ0AvJ28Ya2yRmxqrEF5bGos/Fz8Ctx/alYqVp9bjRkdZhQ5tmkdphV5GyIqv5i4Kez33+XjfVSQP4wYAdSrZ76AiIiIyjFXV1e4ubkVWMfO2g7NKjdDaGQoetfrDQDQCA1CI0MxuuXoArddF74OmTmZeK3Ra4WKp+kPTRH6eig8HT3R5IcmJgcn0Trx1olC7ZOIygcmbgpTPfj81VhZAWoA6elmjYeIiIgebtyT4zBo0yA0r9wcLf1bYsHhBUjNTsWQ4CEAgNc3vg5/V3/MCZljsN2ysGXoXa83KjhVKNRxetXtBXsb2erXu25vRV8DEZVtTNwUJoR81ODBzW7nzwO1agGuruYLioiIiArUr0E/3E27i6l7piImJQbBfsHYPmA7fF3kgCVRiVGwUhnOohQRF4H9Ufux87WdhT5O7u6R7CpJREWhEkKbapQPN27cQEBAAKKjo1GlShXF99+6NXD4MFDZJhY3cx70i//lF+C1wnWhICIiosdX3P/vlZKQkYD14etxJf4KPmzzIbwcvXDi9gn4OvvC383/4TsgonKDLW4K06bBam2LG8DWNiIiIjJyOvY0Qn4OgbuDO64lXMOwZsPg5eiFDec3ICoxCj+/8LO5QyQiC2L18CpUFLp73HJ3p3jITdFERERU/ozbMQ6Dgwfj0phLcLDRz/natXZX7Lu+z4yREZElYuKmMP09brlOLVvciIiIKI9jt47hrWZvGZX7u/ojJiXGDBERkSVj4qawV1+Vj9bQ6AuZuBEREVEe9tb2SMpMMiq/eO8iKjpXNENERGTJmLgprEMH+WiVe1oWJm5ERESUR8+6PTFj3wxkq7MBACqoEJUYhfF/j8eL9V80c3REZGmYuCnM5sFwL7YiS1/Ie9yIiIgojy87fYmUrBT4fOGD9Ox0tF/ZHrW+qQVXe1fMfna2ucMjIgvDUSUVFhEhHzM0tvKHNm0AJyfzBUREREQWyd3BHbsG7sKBqAM4FXsKKVkpaFqpKUJqhKCczdZERIVQ5Ba3GXtnIC07zag8PTsdM/bOUCSo0uzzz+VjknjQPbJTJ8CKDZtERERkaN6BeQCANlXb4O0Wb+OjNh8hpEYI1Bo1+m/ob+boiMjSFDmjmL53OlKyUozK07LTMH3vdEWCKgt087hlZJg3ECIiIrJI8w7Ow7ITywzK1Bo1Xvn9FZyMOWmeoIjIYhU5cRNCQAWVUfmp2FPwcvR6pCAWHl2IwAWBcJjlgFZLW+HozaP51s1WZ2PG3hmo+U1NOMxyQOPFjbH98vZHOm5x0PZssNU8SNju3TNfMERERGSxtvbfig92fYD14esBADmaHPRd1xfn7pzD7kG7zRwdEVmaQt/j5vmZJ1RQQaVSoc53dQySN7VQIyUrBSOajShyAGvOrsG4neOwuNtitKrSCgsOL0DnVZ0RMToCPs4+RvWn/DMFq86swpIeS1DPux52XN6BF9a8gINvHESTSk2KfPziEoRw+cOmTcAPP5g1FiIiIrI8Lfxb4PeXf0fv1b1hZ22HZWHLcDn+MnYP2g1fF19zh0dEFqbQiduCzgsgIPDG5jcwvcN0uNu769bZWdsh0CMQrQNaFzmA+YfnY1jTYRjSZAgAYHH3xdh6aSuWhy3HhLYTjOr/cvoXTG43GV1rdwUAjGwxEn9f/RtfHvoSq/qsKvLxlaZtcXNCuvzB2tp8wRAREZFFe7b6s/j5hZ/x4toXUd+7PvYO3gtvJ29zh0VEFqjQidug4EEAgOoe1dGmahvYWD3+gJRZ6iwcv3UcE9tO1JVZqawQUiMEh24cMrlNpjoTDjYOBmWONo7YH7XfdP3MTGRmZuqeJycnP3bchWGLB9MBqIy7lRIREVH51GdNH5PlFZ0qwsPBA8P/GK4r29BvQ0mFRUSlQJHvcXO1d8X5u+d1zzdf2Izeq3tjUugkZKmzCtjSWFxaHNRCDV9nw+4Avs6+iEmJMblN55qdMf/wfFy6dwkaocGuK7uw4fwG3E65bbL+nDlz4O7urluCgoKKFOOjskPRzgURERGVfe4O7iaXzrU6o6ZXTYMyIqLcitxs9tafb2FCmwlo6NsQkfcj0W99P/Sp3wfrwtchLTsNC7osKIYw9b7u8jWG/TEM9RbWgwoq1PSqiSHBQ7D85HKT9SdOnIhx48bpnt+8ebNYk7exY4HXXgMqwXTiSUREROXXil4rzB0CEZVSRW5xu3jvIoL9ggEA686tQ/vA9vjtxd+wstdK/H7+9yLty9vJG9Yqa8SmxhqUx6bGws/Fz+Q2FZ0rYtMrm5A6KRXX372OC6MuwMXOBTU8a5isb29vDzc3N93i6upapBiLqv+DaVd8cEf+wAk0iYiIiIjoMRW5xU0IAY3QAAD+vvo3utfuDgAIcA9AXFpckfZlZ22HZpWbITQyFL3r9QYAaIQGoZGhGN1ydIHbOtg4wN/NH9nqbPx+/ne8/MTLRX0pxUKlAmxtAYfsB9MBaDTmDYiIiIgsUpMfmpicYkmlUsHBxgG1vGphcOPBeKb6M2aIjogsTZFb3JpXbo5Z/87CL6d+wd5re9GtTjcAwNX7V43uVSuMcU+Ow5ITS/DTyZ9w/u55jPxzJFKzUzEkWI4y+frG1zHxb/3gJUduHMGG8xsQeT8S/17/F11+7QKN0OCjNh8V+djF4eRJmbz9i7ZIgitgb2/ukIiIiMgCdanZBZH3I+Fs54xnAp/BM4HPwMXOBVfir6BF5Ra4nXwbIb+EYPOFzeYOlYgsQJFb3BZ0WYABGwZg04VNmNxuMmp51QIArA9fj6cCnipyAP0a9MPdtLuYumcqYlJiEOwXjO0DtuvmL4lKjIKVSp9fZuRkYMo/UxB5PxIudi7oWrsrfnnhF3g4eBT52MVh8GAgKwv4ByG4Ax+42XFUSSIiIjIWlxaH91u/j4/bf2xQPmvfLFxPuI6dA3di2u5pmLlvJnrV62WmKInIUqiEUOYmrIycDFirrGFrbavE7orNjRs3EBAQgOjoaFSpUkXx/TduDJw+LX8OR33Ur5QI3Lql+HGIiIgof8X9/14J7nPdcXz4cd2X4FqX4y+j2Y/NkDghERfiLqDFkhZInlgy0xkRkeUqclfJ/DjYOFh80lYStLe0uSEBgABSUswZDhEREVkoBxsHHIw+aFR+MPqgbs5ajdAYzV9LROVTkbtKWk23gqqASaXVU9WPFVBpp22/HI3vUB8RQKpiuTERERGVIWNajsGIP0fg+K3jaOHfAgBw7OYxLA1bikltJwEAdlzeoRvNm4jKtyInbhv7bTR4nq3JRtjtMPx06idM7zBdscBKK22Lm24Cbo1G3vRmZ2e+oIiIiMjiTHl6Cqp7VMd3x77DL6d/AQDU9a6LJT2WoH9DOb/QiOYjMLLFSHOGSUQWosiJm6mbY18KeglP+DyBNefWYGjToYoEVlppW9zskakvTEtj4kZERERGBjQagAGNBuS73tHWsQSjISJLplg/vierPInQyFCldldqmUzcUlPNEwwREREREZUJRW5xMyU9Ox3fHPkG/m7+SuyuVBs7FvjkE6DqnWh9IRM3IiIiAuD1mRcujrkIbydveH7maXICbq348fElGBkRWboiJ255P2QEBJIzk+Fk64RVfVYpGlxpNHIk8OOPQLU71/WFTNyIiIgIwFedv4KrnSsAYEHnBeYNhohKlSInbl91/sogcbNSWaGic0W08m8FT0dPRYMrrWxtASek6QuSkswXDBEREVmMQcGDTP5MRPQwRU7cBgcPLoYwyo7wcCAzE/gVAzDcbQ2qJZ0BEhLMHRYRERFZmKjEqALXV3WvWkKREFFpUKjE7XTs6ULvsJFvo0cOpizo2hW4fh04jcloUl2g2qkzQGKiucMiIiIiCxO4IJBz4xJRoRUqcQteHAyVSgWhHTIxHyqVqtx/yOQ+RdmOsg87EzciIiLKK+ytMIPn2rlx5x+ej9nPzjZTVERkqQqVuF0de7W44ygztBNwV8BdaGwezN3GrpJERESUR2O/xkZlzSs3R2XXyph3cB761O9jhqiIyFIVKnGr5lENAJCtzsZbf76Fj5/+GNU9qxdrYKWVtsVtJzqj6f4H36SxxY2IiIgKqa53XRy7dczcYRCRhSnSBNy21rb4/fzvxRVLmaBN3KygQY4VW9yIiIjItKTMJIMlMSMRF+IuYMo/U1Dbq7a5wyMiC1PkUSV71+uNTRc24b3W7xVHPKWetqukCgJZNo6wycridABERESlwMKjCzHv4DzEpMSgsV9jfPv8t2jp3zLf+gkZCZgcOhkbLmxAfHo8qrlXw4IuC9C1dtdCHc9jrofR4CRCCAS4B2D1i6sf67UQUdlT5MSttldtzNg3AweiD6BZpWZwtnM2WP9Oq3cUC640yt3ilmXjBKesRDk/ABEREVmsNWfXYNzOcVjcbTFaVWmFBYcXoPOqzogYHQEfZx+j+lnqLDz3y3PwcfbB+r7r4e/mj+sJ1+Hh4FHoY+4etNvguXZu3FpetWBjVeRLNCIq44r8qbAsbBk8HDxw/PZxHL993GCdCqpyn7i98w7wz4prqHj5LrKsXWQhEzciIiKLNv/wfAxrOgxDmgwBACzuvhhbL23F8rDlmNB2glH95WHLEZ8ej4NvHISttS0AINAjsEjHbB/Y/rHjJqLyo8iJG0eYLNikSYD34bPwuxyLaOuKspCJGxERkVkkJycjKdctC/b29rC3tzeok6XOwvFbxzGx7URdmZXKCiE1QnDoxiGT+90SsQWtq7TGqG2jsDliMyo6VUT/hv0xvs14WFtZFynG8LvhiEqMQpY6y6C8Z92eRdoPEZVtj9wOn6XOwtX7V1HTqyab8/NwssoAAGRbO8iCjAwzRkNERFR+BQUFGTyfNm0aPvnkE4OyuLQ4qIUavs6+BuW+zr64EHfB5H4j70fin6v/YEDDAdjWfxsux1/G29veRrY6G9M6TCtUbJH3I/HCmhdwJvaMwXy52vveyvvcuERkqEijSgJAWnYahm4eCqfZTnji+ycQlRgFABizbQzm7p+reIClzZUrwFWbWliKN3DO+0EXCLa4ERERmUV4eDgSExN1y8SJEx++USFohAY+zj74scePaFa5Gfo16IfJ7SZj8fHFhd7H2O1jUd2jOu58eAdOtk449/Y57BuyD80rN8eeQXsUiZOIyo4iJ24T/56IU7GnsGfwHjjYOOjKQ2qEYM25NYoGVxo1awZM/T0Yw7AMf9QaJwuZuBEREZmFq6sr3NzcdEvebpIA4O3kDWuVNWJTYw3KY1Nj4efiZ3K/lVwroU6FOgbdIut710dMSoxRl8f8HIo+hBnPzIC3kzesVFawUlmhbdW2mNNxDt7ZXr7HDCAiY0VO3DZFbMJ3Xb9D26ptDYawfcLnCVyJv6JocKWRdlRJAMjSPOhCysSNiIjIYtlZ26FZ5WYIjQzVlWmEBqGRoWhdpbXJbdoEtMHl+MvQCI2u7OK9i6jkUgl21naFOq5aqOFq5wpAJo+3km8BAKq5V0NEXMSjvhwiKqOKnLjdTb1rcljc1KxUo7lIyiPtPG4OSENWzoPzwcSNiIjIoo17chyWnFiCn07+hPN3z2PknyORmp2KIcFylMnXN76OiX/ru1mObD4S8enxGPvXWFy8dxFbL27Fp/s/xagWowp9zAY+DXAq9hQAoJV/K3x+8HMciDqAGftmoIZnDWVfIBGVekUeVaR55ebYenErxrQaA0BOAQAAS08szfdbqfJE2+J2Dg1w5Vw7+YSJGxERkUXr16Af7qbdxdQ9UxGTEoNgv2BsH7Advi5ywJKoxChYqfTfdwe4B2DHazvw3o730GhRI/i7+WNsq7EY32Z8oY85pd0UpGanAgBmPDMD3X/rjnYr2qGCUwWseYm3nxCRIZUQuTv35e/snbNo4NMAB6IOoMuvXfBaw9ew4uQKjGg+AuF3w3Ew+iD2Dt6LZpWbFXfMj+XGjRsICAhAdHQ0qlSpovj+nZ2BtDTgKgJxxr8Letz8AXBzAxITFT8WERERmVbc/++LS3x6PDwdPNmLiYiMFLqrZKNFjdBqaSuE3w3HgTcOIEeTg0a+jbDzyk74OPvg0NBDFp+0lQRtV0kVBDLgKJ+wxY2IiIgKwcvRi0kbEZlU6K6SewfvxYqTK/D+zvehERq8GPQivuj0BZ6u9nRxxlfqaNsvraBBWu7ETQiAH8RERET0QGpWKubun4vQq6G4k3rHYKATAIgcG2mmyIjIEhU6cWtXrR3aVWuHb5//FmvPrcXKUyvRYWUH1PKqhaFNhmJQ8KB8h8wtT0aNAu6tC4VLdArStYkbAGRlASaGICYiIqLy6c0/3sTea3sxsNFAVHKtpBs3gIjIlCIPTuJs54whTYZgSJMhuBx/GSvCVmDhsYX4ePfH6FKrC7a8uqU44iw1vvwSuHlyJTyjE5AmciVumZlM3IiIiEjnr0t/YWv/rWhTtY25QyGiUqDI0wHkVsurFia1m4QpT0+Bq70rtl7aqlRcpZptTgYAIE2jn6Cc97kRERFRbp6OnvBy9DJ3GERUShS5xU1r3/V9WB62HL+f/x1WKiu8HPQyhjYdqmRspdLNm0B0jY7YvU+FK1Z1ADs72U0yI8PcoREREZEFmfnMTEzdMxU/9f4JTrZO5g6HiCxckRK3W8m3sPLkSqw8uRKX4y/jqYCn8E2Xb/DyEy/D2c65uGIsVeSIwyMAjEBVGwCVKgHXrwPR0UBAgHmDIyIiIovx5aEvcSX+Cny/8EWgRyBsrWwN1p9464SZIiMiS1ToxO35X5/H35F/w9vJG683eh1vNHkDdb3rFmdspU7eGfEyMwE0qiMTt4gI4KmnzBIXERERWZ7edXubOwQiKkUKnbjZWtlifd/16F6nO6ytrIszplJLYzCKr0BWlgqoUwfYtQu4eNFcYREREZEFmtZhmrlDIKJSpNCJW3kfLbIwcre43UMFvJ26THaVBIC4OPMERURERBYrISMB68PX40r8FXzY5kN4OXrhxO0T8HX2hb+bv7nDIyIL8siDk5Cx3ImbFTTIzLEGnB7cbJyebp6giIiIyCKdjj2NkJ9D4O7gjmsJ1zCs2TB4OXphw/kNiEqMws8v/GzuEInIgjzWdABkKHdXSRUEMjU20Dg8SNzS0swTFBEREVmkcTvGYXDwYFwacwkONvophLrW7op91/eZMTIiskRM3BSUt8VNDWtk2bnIAiZuRERElMuxW8fwVrO3jMr9Xf0RkxJjhoiIyJKxq6SCrKyAoUMBze8bYJuQDTWskWnjDAeAiRsREREZsLe2R1JmklH5xXsXUdG5ohkiIiJLxhY3BdnZAUuXAssqTYEDMpEDG2TassWNiIiIjPWs2xMz9s1AtjobAKCCClGJURj/93i8WP9FM0dHRJaGiVsxUKnVACC7Sto+mJiciRsRERHl8mWnL5GSlQKfL3yQnp2O9ivbo9Y3teBi54LZz842d3hEZGHYVVJBQgCJiYCqdRcculwT9zQVkGktv0Vj4kZERES5uTu4Y9fAXTgQdQCnYk8hJSsFTSs1RUiNEHOHRkQWyCJa3BYeXYjABYFwmOWAVktb4ejNowXWX3B4Aep+VxeOsx0R8FUA3tv+HjJyMkoo2vwlJgKenoDHT1+jv/s2nEcQsmwejCp5/Tpw9655AyQiIiKzS89Ox58X/9Q9//Pin7gcfxkxKTHYdmkbPtr1kUVc1xCRZTF74rbm7BqM2zkO09pPw4m3TqCxb2N0XtUZd1LvmKz/25nfMOHvCZjWfhrOjzqPZT2XYc25NZgUOqmEIzeWe1RJe3v5mKnSD++LceNKNiAiIiKyOD+d+gk/HP9B9/y7Y9/hYPRBhMWEISwmDL+c/gWLji0yY4REZInMnrjNPzwfw5oOw5AmQxBUMQiLuy+Gk60TloctN1n/YPRBtKnaBv0b9kegRyA61eyEVxu8+tBWupKQO3Gzs5OPWdaO+sJ9nJOFiIiovPv1zK8Y3nS4QdlvL/6G3YN2Y/eg3Zj33DysDV9rpuiIyFKZNXHLUmfh+K3jBn25rVRWCKkRgkM3Dpnc5qmAp3D81nFdohZ5PxLbLm9D19pdTdbPzMxEUlKSbklOTlb+hTyQewLuc1EuqI9wwxa3wMBiOzYRERGVDpfjL6Ohb0PdcwcbB1ip9JdkLf1bIvxuuDlCIyILZtbBSeLS4qAWavg6+xqU+zr74kLcBZPb9G/YH3FpcWi7vC0EBHI0ORjRbAQmtTPdVXLOnDmYPn264rGbkrvFzRmpEFAh08ZZXxgQUCJxEBERkeVKyEhAZk6m7vndDw3vgdcIjcF6IiLAArpKFtWea3vw6b+f4vtu3+PE8BPY8PIGbL20FTP3zjRZf+LEiUhMTNQt4eHF9w1W7hY3FeR0AJlZKuD772UhR5YkIiIq96q4VcHZO2fzXX869jSquFUpwYiIqDQwa4ubt5M3rFXWiE2NNSiPTY2Fn4ufyW0+3v0xBjYaiDebvgkAaOjbEKnZqRj+x3BMfnqyQVcDALC3t4e9dqQQAElJSQq/Cj1ti5sV9PO4ZWQAcH7Q6paaWmzHJiIiotKha62umLpnKrrV6QYHGweDdenZ6Zi+dzq61e5mpuiIyFKZtcXNztoOzSo3Q2hkqK5MIzQIjQxF6yqtTW6Tlp1mlJxZq6wBACJ3X0UzsLcHXn0VeMV6HQAgBzZITwcTNyIiItKZ1G4S4tPjUfe7uph3YB42X9iMzRc24/MDn6Pud3VxP/1+vreAEFH5ZfYJuMc9OQ6DNg1C88rN0dK/JRYcXoDU7FQMCR4CAHh94+vwd/XHnJA5AIAedXpg/qH5aFKpCVr5t8Ll+Mv4ePfH6FG3B6ytrM35UuDpCfz2G4D1rwPqXC1u3kzciIiISPJ18cXBNw5i5NaRmBA6QffFs0qlwnM1nsP33b6Hr4vvQ/ZCROWN2RO3fg364W7aXUzdMxUxKTEI9gvG9gHbdR9YUYlRBi1sU56eAhVUmPLPFNxMvomKThXRo04PzO4421wvwZiaXSWJiIgof9U9q2P7a9sRnx6Py/GXAQC1vGrBy9HLzJERkaVSCXP3LyxhN27cQEBAAKKjo1GlirI3/goBZGcDVp2fw+XzWWgduwmTPvfEhx1PAM2aAZUrAzdvKnpMIiIiMlac/++JiMyh1I0qacmiouR9bq6Hd+GrXnuRAE+2uBERERER0WNj4qYg7XQAKhXg6Ch/Tk8H4O4unyQnAzk5ZomNiIiIiIhKLyZuCtJ2OlWpAIcHo/tmZACoWBGwtpaZ3Z07ZouPiIiIiIhKJyZuCtIlbmkp+PjbirBHhmxxs7YG/B7MS8d73IiIiIiIqIiYuClIl7hBwDktTj+qJAD4+8vHW7fMEhsREREREZVeTNwUlDtxA2CYuFWuLB/Z4kZERGSRFh5diMAFgXCY5YBWS1vh6M2j+dZdeXIlVNNVBovDLIcSjJaIyhuzz+NWluRN3ASsZFdJQN/ixsSNiIjI4qw5uwbjdo7D4m6L0apKKyw4vACdV3VGxOgI+Dj7mNzGzd4NEaMjdM9VUJVUuERUDrHFTUHOzkDPTunoim3QWFkDgHGLG7tKEhERWZz5h+djWNNhGNJkCIIqBmFx98VwsnXC8rDl+W6jggp+Ln66xdfFtwQjJqLyhombgvz9gc1L7uJ/6A9hLRsz2eJGRERk2bLUWTh+6zhCaoToyqxUVgipEYJDNw7lu11KVgqqLaiGgK8C0Gt1L5y7c64kwiWicoqJm9IezNMm2OJGRERkdsnJyUhKStItmZmZRnXi0uKgFmr4Ohu2mPk6+yImJcbkfutWqIvlvZZj8yubseqFVdAIDZ5a/hRuJN0oltdBRMTETWl2dkDLlkiu0xxArsQtMFA+RkYCarVZQiMiIipvgoKC4O7urlvmzJmjyH5bB7TG641fR7BfMNoHtseGlzegolNF/PDfD4rsn4goLw5OoqDwcCA4uAoqVjyCNWsAtMvVVbJGDcDRURZcuQLUqWPOUImIiMqF8PBw+GtvVwBgb29vVMfbyRvWKmvEpsYalMemxsLPxa9Qx7G1tkWTSk1w+f7lxwuYiCgfbHFTkEYDZGcDWVmAw4MRgXUtbtbWQFCQ/Pkc+8ATERGVBFdXV7i5uekWU4mbnbUdmlVuhtDIUF2ZRmgQGhmK1lVaF+o4ao0aZ2LPoJJLJcViJyLKjS1uCtJNB6CSjWtArhY3APB90Hc+IaEkwyIiIqKHGPfkOAzaNAjNKzdHS/+WWHB4AVKzUzEkeAgA4PWNr8Pf1R9zQmRXyxl7Z+DJKk+illctJGQkYN7BebieeB1vNn3TnC+DiMowJm4K0iVu9+6i5oAeAA7rW9yAfLI5IiIiMrd+DfrhbtpdTN0zFTEpMQj2C8b2Adt1Q/xHJUbBSqXvqHQ//T6G/TEMMSkx8HTwRLPKzXDwjYMIqhhkrpdARGUcEzcF6RI3jRo29+QoVAaJm5OTfExLK9nAiIiI6KFGtxyN0S1Hm1y3Z/Aeg+dfdfkKX3X5qgSiIiKSeI+bgnSJGwRU9nYA5OwAD2YIYIsbERERERE9EiZuCjJI3OzsdOW6VjcmbkRERERE9AiYuCnI1RXoGByHdvgXKgd94qbL05i4ERERERHRI2DipqBatYC/px/EGrwClZ0dtI1uRi1uvMeNiIiIiIiKgImb0rKz5aOdnfFcbtrBSdjiRkRERERERcDETWnOzkCDBkCNGsY9I3O3uOlGLCEiIiIiIioYEzcFnTgBeLzSBY1UZ4CVK3UNbKmpDypoE7fffweqVAHu3zdLnEREREREVLowcVNQTg6QmAgkJcnnrq7yMSXlQQVt4gYAsbHAjh0lGh8REREREZVOTNwUpNHIR5VKPrq4yMfk5AcVtPe/aeWaMoCIiIiIiCg/TNwUpJvH7WY0MH68rsVNl7j5+hpukJBQUqEREREREVEpxsRNQbrELTsLiI017ir53HPARx/pN7h3r0TjIyIiIiKi0omJm4J0iRsEYGdn3FXSygr47DNg7Fj5PD6+xGMkIiIiIqLSx8bcAZQleRM31wfzuOkSNy0vL/nIFjciIiIiIioEtrgpyNUVeLLydTRBmEzc8naV1PL0lI+cDoCIiIiIiAqBiZuCGjcGDr3yDdaiH2Bra9xVUsvZWT7qZuYmIiIiIiLKHxM3pWVlycdcLW5GiZt2Zu60tBILi4iIiIiISi8mbkrz9ASqVwcqVMi/qyQTNyIiIiIiKgImbgo6dAjwXzYDzwZGAu++m39XSUdH+XjkCBAXV6IxEhERERFR6cPETUEZGcCtW0BsrHz+0K6SAPDiiyUSGxERERERlV5M3BSkmw5AJR8f2lUSAPbtK/a4iIiIiIiodGPipiCNRj5aXbkErF+ff1fJ3IkbERERERHRQzBxU5CuxS0jDbh3r3BdJYmIiIiIiB6CiZuCdIkbBGBlpUvcMjKAnJxcFfMmbgYriYiIiIiIDDFxU5BB4mZtresqCeS5z007qqRWTEyxx0ZERERERKUXEzcFuboCjVwiUQcXAWtr2NsDdnZyXVJSrooODoYb3rxZYjESEREREVHpw8RNQU89BZxqPQJr8ApgbQ0A8PaW6+7ezVXRKs9pZ+JGREREREQFsIjEbeHRhQhcEAiHWQ5otbQVjt48mm/dDis7QDVdZbR0+61bCUZcALVaPj5Iznx85FPt3G46YWGAp6f8+datkomNiIiIiIhKJbMnbmvOrsG4neMwrf00nHjrBBr7NkbnVZ1xJ/WOyfob+m3A7fdv65azI8/CWmWNvkF9SzjyfHh6ymztwQAkvr6y2ChxCw4GBgyQP48ZAyQmlliIRERERERUupg9cZt/eD6GNR2GIU2GIKhiEBZ3XwwnWycsD1tusr6Xoxf8XPx0y67IXXCydbKIxG3PHqDO6fV4qV0s0Ls3gAISNwCoWFH/88SJxR0eERERERGVUmZN3LLUWTh+6zhCaoToyqxUVgipEYJDNw4Vah/LwpbhlQavwNnOubjCLLSUFODSJSAqSl9WYOJWoYL+54MHizU2IiIiIiIqvWzMefC4tDiohRq+zr4G5b7OvrgQd+Gh2x+9eRRn75zFsp7L8q2TmZmJzMxM3fNko9mwlaObDkClLyswcdOOXALAYO4AIiIiIiKiXMzeVfJxLDuxDA19GqKlf8t868yZMwfu7u66JSgoqNji0SVu588Bhw8DKEKLGxM3IiIiIiLKh1kTN28nb1irrBGbapjVxKbGws/Fr8BtU7NSsfrcagxtMrTAehMnTkRiYqJuCQ8Pf+y486NN3KySE4GEBAAPSdweDGACgIkbERERERHly6yJm521HZpVbobQyFBdmUZoEBoZitZVWhe47brwdcjMycRrjV4rsJ69vT3c3Nx0i6urqyKxm6LRyEcVhG46gAITt6pV9T/bmLXXKhERERERWTCzd5Uc9+Q4LDmxBD+d/Ann757HyD9HIjU7FUOChwAAXt/4Oib+bTzi4rKwZehdrzcqOFUwWmcuuq6SELoJuLWJ2717QE5Ong2qVAH6PhgNc80a4OTJEomTiIiIjBVlXtncVp9dDdV0FXqv7l28ARJRuWb2xK1fg374otMXmLpnKoJ/CMbJ2JPYPmA7fF1kxhOVGIXbKbcNtomIi8D+qP0P7SZZ0pydgZq2UaiCG7rErWJFwM5OJnU3b5rYqE8f/c8hISYqEBERUXEr6ryyWtcSruGDnR+gXdV2JRQpEZVXKiG07UTlw40bNxAQEIDo6GhUqVJF+QPUqwdERAB79wJPPw0AqFsXuHgR+Ocf4Jln8tT/80+gRw/986wswNZW+biIiIjKkaL+v2+1tBVaVG6B77p+B0DeuhHwVQDGtByDCW0nmNxGrVHj6ZVP443gN/Bv1L9IyEjAplc2KfkyiIh0zN7iVuao1fLxQYsbANSoIR8jI03Uz5s3h4UVT1xERETlUHJyMpKSknRL7imCtB51XtkZe2fAx9kHQ5taVg8gIiqbmLgpzclJ9pnM1WpWYOKWe9I3ALh920QlIiIiehRBQUEG0wLNmTPHqE5B88rGpMSY3O/+qP1YFrYMS3osKZa4iYjy4lCGCtq5E/hIdQotXgWW5JparsDErUsXOUDJunXyeTFOEE5ERFTehIeHw9/fX/fc3t7+sfeZnJmMgRsHYkmPJfB28n7s/RERFQYTNwXdvw+cOgV4ehqWF5i42dgAa9fKQUo2bpSJW06O7ELJe92IiIgei6urK9zc3AqsU9R5Za/cv4JrCdfQ43/6e9Q1Qs4JZDPDBhGjI1DTq6YC0RMR6TFxU5BuOoA8vR+1iduVK7JO3vUA9BNwJyUBDRvKSmfOGNwrR0RERMrLPa9s73q9AejnlR3dcrRR/Xre9XBm5BmDsin/TEFyVjK+7vI1AtwDSiJsIipnmLgpSJe4nQoDrnkCgYEAgDp1ZOPZvXvAtWtA9eomNtZODB4aCly4IH+Oi9NPBEdERETFZtyT4zBo0yA0r9wcLf1bYsHhBUbzyvq7+mNOyBw42DiggU8Dg+09HDwAwKiciEgpTNwUpEvc4u8BqXa6ckdHoFkz4PBh4N9/80nctC1uu3bpy9LSii9YIiIi0unXoB/upt3F1D1TEZMSg2C/YKN5Za1UHNONiMyHiZuCtImbFTRGXRzbtpWJ2/79wOuvm9jYycm4LClJ+SCJiIjIpNEtR5vsGgkAewbvKXDblb1XKh8QEVEu/OpIQRp5XzJUEEaJW7t28vHff/PZOCHBuIwjTBIREREREZi4KcrREaikug0vxBslbm3ayMcLF4C7d01sfOeOcRkTNyIiIiIiAhM3Rb30EnDLoSb+h/6AleGprVABCAqSP+/fb2LjQYOMy9aulVMDEBERERFRucbETWlqtXw0MYz/M8/Ix7//NrFdp05A06aGZStXyuSNiIiIiIjKNSZuSlOp5GIicevUST7+8Yf+fjgDDUwMIRwRoWx8RERERERU6jBxU9DWrUCbZhn46AMNULmy0frnngPc3YHoaGDfPhM7MHXz24wZwNKlygdLRERERESlBhM3BcXGAgcPAuHhptc7OgJ9+8qff/7ZRAWTo5YAGDZMkfiIiIiIiKh0YuKmIN0E3Kr862jncFu/3sT82u+8Ix9feAFYuNBwnfbeOSIiIiIiKneYuClIPBgBUvXfMRNZmdSmDVC9uhzpf/PmPCtfew04cQL47TfAw8Nw3YABMqEzeXMcERERERGVZUzcFCRyZKuYKuZWvi1kVlbAwIHy588+y1NNpQKaNAEcHIwTtzVrgE2bZF9MIiIiIiIqV5i4KUioZV9JFYTJUSW1Ro8GPD2BU6eAJUvyqZQ3cdPKpyWPiIiIiIjKLiZuChJq2Y3RCpoCE7eKFYH33pM/jxwJTJhgolL9+nLW7rw4ITcRERERUbnDxE1BtjYauCERTkiTfSILMGEC8NFH8ufPPgOOH89TwdMTuHoVWLbMsDwpSbmAiYiIiIioVGDipqA3XklHIjywCgMLbHEDAFtbmbC99pp8PmOGiUqurkDv3oZlY8YAixYpEi8REREREZUOTNyUlHukkYe0uGlNmSKrbtkCrFxpooKXl+HzuDjg7bc5uiQRERERUTnCxE1J2mTqIa1tudWtCwwdKn8eMgR45RWgVy+gWTNg717gzJl8NoyPf7xYiYiIiIio1GDipqDNRyuhU0c1Zk8p2siP338PjB8vf16zRra+nTgBdOgANGoEfGE70Xij2NjHD5iIiIiIiEoFJm4KiopWYVeoFU6ftyvSdjY2wJw5wI8/Avb2gIuL4foPsz/Fv2iLHFjjGJojA/aIaNAHfwxci19+Ya9JIiIiIqKyjombgoScxg0qVdG3VamAYcPkNG3JyXJAyTfe0K9/Gv/CDUloiWNwRAbqIQI9V72M118HmjYFwsKUeQ1ERERERGR5mLgpSCTKofpV/x175H1oxzQJDJQzAVy8CLi7y7J0OJnc5tQpoE8fICPjkQ9LREREREQWjImbgkRaOgBAFXVdsX3Wrg0cOCAHLZnv+xkuoyY2oRciUR334YEb32+Bvz9w7ZpsseP83EREREREZY+NuQMoS4RG9pVUKZwOP/EE8L//AbgxAFieiZpt2wIdOwIAPGKOY/r0nnjzTWDVKuDGDeDvv4s0sCUREREREVk4trgpSJe4PcI9boVSpQowdSrw7LPAp5/KshkzMGhNVwx6QnbP3LMHWL68mI5PRERERERmwcRNQSqhgTVyYK0qgWEemzfX/Wiz6y+sPNcS8x0mAQBmzxbIyir+EIiIiIiIqGQwcVPQe6/GIAe2+KnC+8V/sJAQYMQIg6IRGV/B1yEB16+r8PNX94o/BiIiIiIiKhFM3JSkVsvHkrjBTKUCFi3Sd5kE4IgMjM+YDgCYPceKo0wSEREREZURTNyUpJ0JuyRHBunZ0+DpW/gBvojBtURPDB78YG65nBwgOrrkYiIiIiIiIkUxcVPQhugW6N01E98OP1NyB61a1eCpE9LxG/rD1lqNNWuAwz1mA7a2st6ePSUXFxERERERKYaJm4IuXrHG5m12CIswPVF2sXB1lXMFrFqlK3oWu9HPdgMA4NetcvbuW6iEPs/Eo0sXgbCwkguPiIiIiIgeHxM3BQk5G0DxTQeQn1deAQYMMCgakLEMALAWLyMbNngH32Aj+mDHDhU6dQLOny/hGImIiIiI6JExcVOQiL0DAFCdMn+TVgj+hg9icRc+8MEd/I6XdOvi4oDPXzoKdO8OXLtmviCJiIiIiKhQmLgpSCQkAgBUV6+aJ4BGjXQ/2kCNvlgHAEiAJwCgFzZhNfoBAM6FA9i6FejRA0hOLvFQiYiIiIio8Ji4KUhoZF/JEu8qqbVrF7BlC3DuHFC1KtrXu6NbNQuTsR4voRFOAwAuoB5S4YRzZzVAcLCZAiYiIiIiosJg4qYgXeJmrrPq4yNb0IKCgOvX0X7vDNjbCzioMjAO82EDNWriCqyRg2S4IQR/owHOYWVkOyA6Gtu2CmzdaqbYiYiIzGzh0YUIXBAIh1kOaLW0FY7ePJpv3Q3nN6D5j83hMdcDzp86I3hxMH459UsJRktE5Y1FJG5F+aAEgISMBIzaOgqVvqwE+1n2qPNtHWy7tK2Eos2f2Vvc8vDxAU6cUCF89CI4Qs7GbYds1MJlAMBhtAYADMFK7K/6Krp1V6F7d+DeHbXZYiYiIjKHNWfXYNzOcZjWfhpOvHUCjX0bo/OqzriTesdkfS9HL0xuNxmHhh7C6RGnMSR4CIZsHoIdl3eUcOREVF6YPXEr6gdlljoLz/3yHK4lXsP6vusRMToCS3osgb+rfwlHbmxyn/PIhB2+q7nA3KHoBAUB1d3uGZTVr3DXqF477Nf9fGryWqBVK+Cdd/RDZT6QmQmkphZPrERUeBoNcP++0Z+oSWlpsn5JSk2VvbbDwoDIyJI9NtGjmH94PoY1HYYhTYYgqGIQFndfDCdbJywPW26yfofADnih/guoX7E+anrVxNgnx6KRbyPsj9pvsj4R0eMye+JW1A/K5WHLEZ8ej039NqFN1TYI9AhE+8D2aOzXuIQjN2at0sAO2bCxMXckedSoof+5dWt0n94CAPAUDuBvdDSq3n95R7x/9GVc+HYnNr+7G0MGZOGXX4DhwwE3N8DdHfjxx4cf9vBhOVNB5cpAvXpAhw7Av/8+/suJiADefBNYt06OkGmKmo2GZKFSUoC9ewuXcOUnORmoXx/w8gJeeqnguh98ALi4ALVrAxcuyIFkmzYFAgPl3+fixYAS4ynl5ACDBwMeHkDVqvKYDRrIY9WsKXsiNG4sP45yTTtJpdDp07JHx8yZhat//ToQEiJ/70IAGzbI/w+WJEudheO3jiOkRoiuzEplhZAaITh049BDtxdCIDQyFBH3IvB0taeLM1QiKs+EGWXmZArr6dZi4/mNBuWvb3xd9PxfT5PbPL/qeTHg9wFi2JZhwmeej3hi4RNi9r7ZIkedU6hjRkdHCwAiOjr6ccM3tmaNEIAQ7dsrv+/HkZ0txEcfCbFjh67o/pV7QiP/h4qteF48hx2iM/4SD4oeuvj4CBEWJsQ77wjxzDNC7N5teMiYGCHc3Exv26iREEuXCnH8uBB79wqhVhfuZZw8KUTr1sb7q1BBiD59hGjYUIhmzYTo1EkIa2shWrQQ4s4d+fKJzE2jESIuToiXX5bv2x9+eHj9u3eFyMw0LN+5Uwh/f8O/gRMnDOvExAjx++9CfPKJYb327YXo39/4b8jPT4iMDHnMO3eESEszjsUUtVq/7vffjffr5CT3nbfc2dk4ZnNKSBAiNla+9rt3hbh3T4jERCFSU4XIysr/9ZdXgwbpf5dLlz68ft+++voLFshHd3chbt+W5z7ve1wp2v/34eHhIjExUbdkZGQY1b2ZdFPgE4iDUQcNyj/c+aFouaRlvsdISE8QzrOdhc0MG2E/014sO7FM8ddBRKRl1sTtUT4o635bV9jPtBdvbHpD/HfzP7H6zGrh9ZmX+GT3JybrZ2RkGHxgh4eHF1vitu7XDNG/d6pY+XWC4vtWXHa20dVUGhxECHaKGrhsMuGysVaLP1YlCE9P43V2dvKf+TPtskX71pkG66rZ3BAj25wqMBGsU8c4+cstK0uI2rULl1TmXVxdhfjzz8c7XUlJQnzwgRCTJwtx86YQY8YIERIik0kqv3btEmLSJHmxX5DUVPkFR973ZlaW6fpr1wpRqZL+Avebb2R5fLwQLi6y3MpKCBsb+fOAAUIcOybEr78KMXeu8XEaNhTCwcGw7LPP9EkkIMTw4UJ0767/e/72WyEiIuQXIQEBQvzxhxDnzxvG2bu3/BInNlaI117T76t2bbmt9kuZH3/Uf8li8NlQTQiVSv79L1okxIoVMmkSQogtW2R506ZCvPmmPCcJRfhojYgQYsIEITp2lF8w5fc7+vDDwn2O9OwpxIYN8ounWrWEGDJEiEuX5D7On5efMenp8gsj7TZXrxY+XnNTq+XnWq1aQvz9t748LU3+np94Qn4GahOv3MvMmfkntzk5+vdsfkuXLsXzmrSJW95l2rRpRnUfNXFTa9Ti0r1LIux2mPjiwBfCfY672H11t8KvhIhIKnWJW+1vaouA+QEGLWxfHvxS+H3hZ7L+tGnTTH5wF0fiNmWK/Cc0erTiuy4eBfwn1QDiJBqJA2gt7sBbfIoJYgeeE6JhQ7FhWXyhk6a1HRbqniQkyAsfU61mgLxQnTVLiJUrhfj5ZyE2bhQiPFw2ZPbooa8XFCTE9u3yojcpSYhVq4R48UUhRoyQF2Ht2hl/y+/qKls4Dh+WF3S3bwtx4YIQ0dGypaBLFyEWLtRffNy8KY/x119CREUJ4eFhOmYfH7mPvDIyZItCWJhcn5xckr/Yh9NoylZL5L59svU278XjvXvy/aG9wH4cGo0Q330n34uLFsn3svZ90KmT/D3fvy9bbf77T4gbN+T77PRpeeGb39/I7NmGrc5paaYvdF97TSZUgBA1aggRGSnEwYMP/9Ji1CjZ0pc7oXv5Zf3xPvqoaF+EBATIRC0sTF/Wvbs+0fz+e+MWu9yuXSt4/506yQTVx8d4nZ+f/HsUQp6znBzj33lOjtyHqX3v22dY11QSUpTFykqII0eEsLeXz+vVM1zfsaMQV67I8xUb+zjvPmWkpMjPouRk+XNGhjxf2dlCfPmlPu6WLeVn4OXLMmEz9dqDg4Xo1Uv/fM4cw2NFRgoxeLDxOTG19DTdweaxFaXF7VF6AJkydPNQ0emXTo8bOhGRSTDnwR/lg/LpFU+Ljj91NCjbdnGbwCcQmTnG/S1KssVt8mT5T2jMGMV3XTy0/zVfeMG471XupWtXo7IoVBGr8bL4D01FDqzEOOdFoo53nHgHC8Q3GC0OvPqtuH5dyIxKu10u//4rk7SNG4WYOtW4NSC/Ze3awr20mBgh2raV3wTnd+GR3+Lubvi8YsWC64eEyON88YW8iLx6VYiqVQ3r1KghL+i1srKEOHRIiNWr5UV9nToyIejdWwhfX9kS0b27EM89J7u7zZwpk9m8srJka8bnnxteLKvVQp7/PLZvl/FWrCi7k44ZIy/ahg0TYtw4mXjs3m2YSISHC9GmjUwctF2a1Gp9kq2VkiJbOFq0EKJDB9ky0bq13Kcply8LMXGirPvRR3Lf0dHy544d5dvuu+/khWVueS/UFy0yTCDeflv+7keN0rfw+PubbhFITZWvLz8ajdx/QYlXURZtt7JlywzL7e1lUpK7RcrXV15gN2pkvJ9ly/TxtWtnOvmJiZEtQLmtXSvEG28YJhFqtfz9a7d98knD1jNHx6K9xtu38z+fWp07y7qNGglx4IBxl87cS94u11Onyve8k5N87uwsxLZt+n2PH5//vpo3N4xDW+7srD+farX8m8jIkOc/Pl7fC14b8zvv6J9bWxf+3Pz008PPjSmJifLzoVs3GdfDpKXJ98icOfLLqps3ZTL2OO/dN9+UXdLbtZPvr2vX5HkaM0ZfZ98++SVB7q6RuT8nJ06UrXmZmfKzKztbvkdTUx/tvDxMUW+NaLmkpRi9Vf/Nq1qjFv5f+os5/84pYCtDQzYNEe1XtC9qqEREhQJzB1DUD8qJf08U1b6qJtQa/ZXlgkMLRKUvKhXqeMV5j9ukQTcEIMQ7Hc8qvu9iof2P2qOH/Nq4enX5vFYtIfbvl1ckI0bIpqqi/pfv108eI3filpAgr+LT0uSV4po18sr83XdF9LUcMXOm/Ia2Uye5BAcLYWsrRJUqsitYaOijvcyUFHkR36SJEIGB+tYMW9uCX0LeXHbVKnlR98MPsotcRITxRVvNmkJ4eeW/z65dhfj0U8NvqouyjBkjE8QePYR46SV5ka1d98EHMqZXXzU83hdfyBagDz4wvc+QEP3P2pYDf395rAkT5PnXrl+4UHZnq19fXzZ+vEzi8vtm/csvZaL+558yWQ0LE+LsWePz1KyZ6e0nTJAXd2q1bB11dZW/x88+k28nbSvUwxZT91RpEwhPT5k8d+okk9T+/U0nTIAQdevKxNfTU17Irlolz4dKZbq+t7f88mDgQP1Ft0YjuwK2aKHv7ph7sbUV4rffZN0TJ2Qs9erJeIcNM7wnKDFRdtnNyZEtiz//XHCLlymxsfI1ODvLi2+1Wt5Lt2aNbNW+f1+Io0flOc+bSFWurP9befrpwh3vxg3ZxTQmRl+Wni4/Nlxd9edg4UJ5UR8bK1vyAJmw5T1nISHyi4olS/Rl1avL7qOLF8svI7Tl2u6L6en6siVLHh5zWJgQmzbJxEQIIT7+2DCGgAD9z4cPC/H++/K8aBNMQH5Hlpkpk57ccnLkFzuhofJvNa9PP9XvI9etykKtlu+jn3+WX8ps3SpbcE21VhZmef55mUQ7O8vWRCcn+V7//vv8z0tysn77Fi0Mj12vnhCbN8t/L8V1H1tBivr/fvWZ1cJ+pr1YGbZShN8JF8O3DBcecz1ETLJ8ow7cMFBM2DVBV//TfZ+KnZd3iivxV0T4nXDxxYEvhM0MG7HkeCHeUEREjwDmDqCoH5RRCVHC9VNXMXrraBERFyH+jPhT+MzzEbP2zirU8YozcZv4/AkBCDG2+mbF910stP9dX31VX5aaKjMdIeTVmkYjv3I2NcJAQYuDgxBnzsgr29zllSoZfl2tXTZtKtGXHh0tv+3dtk3ee3T+vOzStG+fvGCOjJSnwttbhhcYqD8tuS1ebPob9yeekK0r9+8bXkzmXQIChBg6VCYkVavK0/b117Il8sMPZUubqXsKH2exshJi3Toh3n1X2f0C8oL6u+/kt/3a7wEKWhwdZQtZ7rJ69WSy9/rrxnXz20+9erJ1IW/5F18YtjRMnSq7MnfoIH+nhX0rv/uuEMuXy3vN8mvxUKtlK4J2MAtt683DZGfL1sewMCHOnRPi4sWi3culFLW6cAlfdra8Xyw+3rB+aqpyg3hkZBi3Fp49a/h7cXKSXZlN/c5GjjSORXuPYYsWMok4dkz/vnqUuFNS9F+cTJggE5iJE+V7N+/+9uzRv5eaNJE/9+sn9/Haa6aTd+2S9wsBa2v52l1cCu4N4OIi7w/UPq9WTSZQaWlySUmR77O4OLnkd79lYaxbZ3jswECZLJu7O/aj/L//9si3oupXVYXdTDvRcklLcTj6sG5d+xXtxaCNg3TPJ4dOFrW+qSUcZjkIz7meovXS1mL1mdVKvgQiIgMqIYQo2XEsjX139DvMOzgPMSkxCPYLxjddvkGrKq0AAB1WdkCgRyBW9l6pq38o+hDe2/EeTsachL+bP4Y2GYrxbcbD2sr6oce6ceMGAgICEB0djSpVqij6OiZ2CcPcHU3wbs0t+OpyT0X3XSxWrAC++QbYvFmO312QxEQ5znduixYBI0cqE8ubbwJffAG4ugJJScbHMpM9e4A//5RDqvv5ma5z5QqwdaucU2vFCqB/f+CTTwA7O7lerQbmzJEvKSkJWLkSyM4GpkwBhg7V7yc1VV72uLgY7j8+Xs6ft3UrEBoq6wUHy2HdV68GqlUD6taV6wGgQgWgVy9g+XIZQ6NGwH//yXU1awKXLsmh2VNTgUGDgN27ZVw5OTJGHx95PGtrOf9W165Ajx7AmDGyTuXKQL9+8rhOTsCuXUBWlpzyoXdv4Mkn5bHOnZNTQKSl6febkCCHw793T57P1auBdu2Ar7+Wb0WVSg6VX6WKPBeBgUBUlOH5ePJJOQz+tm36sgULgBEjgIkT5fMXXgDS04FOnYDff3/4kPktWgB16gDt28vXfeWKPKd37gA9e8p1ZH4//wy8/76cBmTcOOCzz+R7c/t2wNYW8PQEnnsO+OEHwNnZcNtVq4CBA433Wb8+EB7+aPEIId/Tnp4F10tNNf67NsXLS37UFnU6k5o15d+gl5f8uXp14OWX5fv69Gn59+TlJf++ikNmpvw97NoFBAQA+/c//F9KSSjO//dERGZh7syxpBVni9v4544LQIj3am1RfN8WoU4d+XWqvb2+2aFtW/3XrPv26fs5Pe4yZIjs/1WUr2yvXpU3YmhHLygH7t+XXeXS02XrUq9eshVCKyNDtqRoR+T84IP893X5svHIe7nvPTl8WHbJUqI1KDOzcK0ca9fK1oWWLWU3y0uX5HZHj8qWCHt72RXrYfvKzhZi+nTZChEQIN9egLz38GEjQpJlyczUjzypVdgh+3//3biL9PDhxRNnXrkHTBk40LAlee1afYtXSorsGhoTI+8XvH1bdqPMzJQtZTdvyh4BuQeV2bmzZF7Dw2inlLAUxTr9DxGRGVhEi1tJKs5v4MaHHMfnoc0wrs6f+DKiu6L7tgi3bgH79gF9+8pmCUDOwDp1qvxZCNl04+5uevshQ+TXv8ePF/6Y774LfPVV4epWrQpERwNt2yoz03cZcvcucPYs8NRTgL29uaMpmqwsfetlbhcvym/3HR0Lv6+cHPnWValkS6adXeFaQqjsiI6Wrc4NG8qW3zp1ACur4j/uiROyk8JHH8nW6sWL5fvwrbdMv78fRqMBli6VrXnvvlt8rWmlGVvciKisYeKmoPTPv0XG+Kmwf6knnNb9pOi+LVZODjBjhuyPp+2Plt8VxNKlcl3u/oGF8d57wPTp8gp71CjZr2nqVHn1Vb8+8PTTsu9UxYr6bfbvB9q0ebTXREREpR4TNyIqa2zMHUBZ4miTDUckAPZFvEGhNLOxkYlbbi1aAMeOyZ9375ZJVpMmwODBwJo1RT/GV18B3t7AqVPA2rWyrGNH+ejtLW/2yp20AbLV7Y035E0X//0nb7B6FJMmyYTz0CF58wgRERERkRkwcVOS9o5y64cPklKm7dgBLFsmBxzx8JDdK7V69JAjTjRvDqxfL8u+/Va2pvXoIRMxUyZPNl0eF5d/X7fly+Xjq6/KO/P/+EOOEpKTI0c2WLJEjmDx3nsyoVyyRHb3zMyUfZoaNpT1ATkIy86dRT0ThnbulPusVKnw24SFAX/9JUfNYAsiERERUbnFxE1BayuMxK6+w/B8Ow36mDsYc/L0lMMwmuLqKofss7KSydHBg8CwYfobr15+Wd+q5uIibwjR3kOXW3CwvJ8uMvLh8fzzj/7ncePko7e3fkTMuDjg008Nt2nUSA51qLVrlxxesnt34MIF4MwZeZPV0aMy6XNw0NfNyQEmTAAuXwbmzQNq15bD3j3/vByS8ebNh8es1bSp/ufly+V9gkRERERU7pTALdnlx+GzLli6zgNHL3uZOxTLph0JYORI4JdfDEfL6PlgGgVnZ5mU1a9vvP1bb8mWqO+/l+Nea/34Y+Fj+O47/c95kzatsWMNn/foIe/Rq19fJphTpgBbtsjRMQYPBpKT5djgq1YBX34pp1nQJlqzZ8vHW7dkS6RGY/qYoaHAM88A58/LxDS3N96QCeFbb8kx9fMjhIznnXeMy4cPl+OpExEREVGpwsFJFPTee3I+qQkT9D3sqIg0GtmlsUUL2Tr1zz/6+9m00tL0Qwlq377aAVHmzZO/gB49gBs3ZLdHW1sgI0MmQ8XN2lreC3fxor6sQgU5fF1umzfL++bq15eteHfvyonDtK+jY0fZEvnKK/kf69tvZcufSiXvM/TxkeejZk3g6lVZJzZWll++LAds0SaSCQnyHC5aBHTuLAd9cXeXk57duCG7dCYmysS0Rw+5zY0bciKs0aOBF198tPMTHy8nf8vdQklEVAw4OAkRlTVM3BT07otR+HpDVUzsewmfrq2t6L7LLY1GJgqNGskxs9u2ffhsyCkppu97O3lS3uvWvz9w4IC+3NNTzp5tDjY2MmFKTJTxNWjwePs7eVJ2I82tUyfj+/OcnOS5uHHDsDwqSp6f/fv1ZUIAc+fqZ7cGZEK5bJncT3y8nP166FCZBGrNmCFnBd++XZ7jffvkvXrt2sl7HNu2ld1HIyKAxo2LNp75/v3Axo3ArFkPnw/g9Gk56/n06bKrrhD6Y6WmytbdAweAoKCHz6RMRKUGEzciKnPMN4WceRTnhJzvtDgoACEmNduu+L5JQWFh+plrV6wQYuZM/fPUVCFOn9Y/f/ppIb7+Wohbt4o+iXjPnobP/fzkLNJKTFBe2GMWdbGxMS4bO9Z03W7d5Gy7H36oL6tRQ4jBg4Vo2FBfNmOGEDduFHzcH34w/B2lpAixfbsQ778vxLp1+vLwcCHeftswtodNuO7kJOsOGiTPv5OT/J127ixfb//++v39+KOc0fxRffed3M+wYcYzEf/3nxD//CPE6tVCNGkiZxPft0+IZcuE+P57IRYvfvj+NRoh9uyRMzCXdZGRhZtdnSgfnICbiMoaJm4KGtP8gACEmNxih+L7pmKgVsvH+HghgoOF+Phj/bqvvxZi5UrD+pGRQri4CNG2rUz+Bg3SX/A3bSoTwBdf1JfFxBgmJ1qjRsnnvXs/WnLVtKlhYlmcieDDlm++EaJLF2X2tXOnEDk5Qty8abwuNVWI3btNb2dtLcT69UL89psQs2YJMXWqEEuWCDF6tD5pA4SoUEGIrl0fHkeFCkKcOyeTqZMn9b+348eFCAkRonp1+fjll0LExclE/48/hNi/33A/FSsK0ayZEBERQty7V7hzcPt2/u/XS5eEWLBAX3fWLHlecktPl0t+kpOFOHhQnmNTtm0T4tNPhcjOFiIpSYiMDOM68fEyodq5U4i33hJi+HCZsA4aJMSVK/kfWwiZhJnapxDyHE2ZIpN8IWRyC8i/y+efF+LIEdPbZWcXfExLkJoqv4go6Hejdf++/Owwh8OHhWjXLv9zXcowcSOisoaJm4JGN5WJ25RWTNzKLLXasAUgLU0mDffvy+dZWUJMny4vgITQX2R37arfJidHtppkZwvRvfvDL+aHDxfi1CmZSPTsKS/gtev++EMe88gR09v6+wtRs6b++SuvCNGnj0xUtWUqVcklei+8UPD63C11Si82NkJ4eRV9uw0b5HkrifPTp48QLVsK0aOHvkWwXj0h5s41XX/YMP0XAbmXl16SieaqVfr3a2qqEIGB+joHDwoxdKgQAwbIpEmjEcLeXq5r00YIb28hmjc3/ht488384//gA1nn2jWZyMbHC/HzzzIJO3tWvj5vb/kebtBAbjNhgmxZHTJEPq9YUba4mtr/a68ZtrCuWiVj3rhRPs/OlomhRiOPp/1yJjpaflGyZcvD/67j4oSYPVt+OVMYP/8sRJ06MqkWQiZn2dmyNb9LFyH69tXH36+fEO+9J1+fKZmZQtStK4SbmxB378rPF7Va/zoeVXS0jCcnp+B62i86qlXTl927J8SJEwW3fO7dKz+nLl2Sn1VCyN+Nl5d8H2hlZMi/p7Q0+SVCMWPiRkRlDcwdQEkrzg/yUcH7BSDEx0/uVHzfVErt3y8vGPNriUhIEOLMGSFiY4W4eFGWrVtneLFqysCB8sI3d4vLxIn6bbZtM75Ii442LMvKkheZt2/Li/g335QXn1Wrmr5onjdP/3Pnzobr3NyEeOYZ4218fAyfHzyoTw7ef1+2ljk66i/iC7O0bv34CZKDg3zs21cfT1lePD0ffx916sj30MPq9ehR/K8nOFjfLVW79OkjROPGMvl46il9efXqhvW6dBHi6lX5N/DLL0K88YYQtWvLdUOHyhYnQD5mZsrW140b5Zcsd+7o/35u3RJi4ULDff/0kxBVqhTuNbz1luwirG0lTUsT4skn9evnzdP//bi7C/HZZzJpjYmRnxvHj8uuvWq1TDY//VS28AJCPPGEEEuXynUREfq/r3nz9PFrNEKsWSO7D+/eLROt3PGlp8sWZ+3zvn2FaNFCJp8HDsgk7c03TSfyLi6Gz9VqIY4eNfwSCZBfGjxuUloAJm5EVNbA3AGUtOL8IL8/cqKIhr9IeHeq4vumcubmTfnNe+4LrcIIC5NJ2+O4e1fuZ8IE2aKzZIkQf/0l102fLkSvXjLpO3lSCGdneQF2/LhsZejRQ7ZOHTkiL/KFkEmr9kItNVVefO7ZY3hMtVqITz4xvgCsX9/w+Zo1snWzbVvjuosXy4R282YZ36pV8sLw2WdlgqitZ2srX2N4uP6iMSFBvt7c3V+1F/KOjvoE4L339Ou2bJEX823bClGr1qMlR76+8oJ72LDCb/PVV8WfGBUUr7mOrfSS+97G/BZtEqddKleWLWy53wdKLAEBhl2gi7pUqlT4ugsWyBbZomzzuMvgwUK4uppet2rV431eFYCJGxGVNRxVUknvvisnbZ44Mf+5wYjKEo1GPy9fQQ4dktMyNG+ef53MTDmC6I0bcmRLNzegVy85lcL164aTkQNAVhaQng5cuqQfdTQ/q1cDr74KNGkiR6R0csq/7ttvA4sXAz/9JKc/0B6/cWN5qTl7tpxr7+mnDbeLjwdOnZLH8vQEqlaVryUgQE743qYNMGaMjHv9ejl/oRByhEu1Ws7T9/PPck6RI0fk5PS//AKMHy/PHwDExAC+vnKS9/37gZkz9RPM+/oCgYHA7dtyeofx441f25EjchTN0FA5T6GVlfGcgr/+CgwYkP/50bKyklNZ3Lsn95uT8/BtiqJtWzk349KlwPz5yu67uNWuLafMmDvX3JGUDh99BHz2meK75aiSRFTmmDtzLGnF+g3c6NHyG8QpU5TfNxE9nq1bhbh+/eH11GrzDQ6Rm/aeotxdAk3dZ6TRyNeWN+Z79+R9TYAcxCZvl7StW+WAGVu2yC55778vu9JqNLIbX+5WkeBg2SJpZye7mR49KluFMzJkS2t6umwNBYR47jn5vH59eY9TXJzsrqe9T3DkSBnrnTvyeJ9/Lkfb/OAD2e0uI0O25uZ+rUePCtG+vRDHjsmui7/9Jls5n3/esDVs5kw52ikgu03+/LMQkycLMWmSHPTk9dflOg8Pw9c3b55snS1qS5Kvr7wf7IsvhAgK0pffuiXjDg+XceTeZscOGZe1tez2O22a7NqYu86kSUL8+adsXc3b1bOgJff5MLXkbnk2tYSEmN7nzp3yd5+7vEED+TrydjV+9ll9y/XTT8tWa+26bt1MD8rUq9dj/7mYwhY3Iipr2OKm7M6BO3fkN9/+/srum4jKp5wcYOpU2VrYt2/RthVCttw1aVJwK6MpFy/K1rdx4+RcgwBw86bcZ36fndrWOysrIDkZyM6W8wVqxcbK1siCWkeLaulSOaH7gAH6+fmysgo+RnY2sHev/KyuX1/OpwjI17xihSxbuBA4elSWBwXJltjr12WLasuWsmU073nYuVMeu3t3fdmdO8C0acDdu8BTT8nzCci5G11d5bnKyQGWLJGtswEBsnU3r3XrgGvXZCuwo6NsQa5SRc5F+Ntv8j0yfTpw5QpQq5bcZuxYoE8f2QPku++AmjWBkSOBH36Q52fiRPla69eX65yc5Pm8d0+2ZPv6ytYwDw/g8mVgzhz5nli7FujZUx5DCFn/0CE5t+K338rz+ddfcp5Ge3vg+HHg3DkZu0oljx8QAFSrJo/j5WXcgq0AtrgRUVnDxI2IiMiUq1cBHx+ZXD1sondzio+XCXHuSexv3pSJlzYpzUvbTbeoMjJkolwK8P89EZU1+XyiExERlXPVq5s7gsLJ3aqp9bBeH4+StAGlJmkjIiqLCjGqABEREREREZkTEzciIiIiIiILx8SNiIiIiIjIwjFxIyIiIiIisnBM3IiIiIiIiCwcEzciIiIiIiILx8SNiIiIiIjIwjFxIyIiIiIisnBM3IiIiIiIiCwcEzciIiIiIiILx8SNiIiIiIjIwjFxIyIiIiIisnBM3IiIiIiIiCycjbkDKGkajQYAcPv2bTNHQkRERMVF+39e+3+fiKi0K3eJW2xsLACgZcuWZo6EiIiIiltsbCyqVq1q7jCIiB6bSgghzB1EScrJyUFYWBh8fX1hZaVsT9Hk5GQEBQUhPDwcrq6uiu6bTOM5L1k83yWL57vk8ZyXrOI83xqNBrGxsWjSpAlsbMrd99REVAaVu8StOCUlJcHd3R2JiYlwc3MzdzjlAs95yeL5Llk83yWP57xk8XwTERUeBychIiIiIiKycEzciIiIiIiILBwTNwXZ29tj2rRpsLe3N3co5QbPecni+S5ZPN8lj+e8ZPF8ExEVHu9xIyIiIiIisnBscSMiIiIiIrJwTNyIiIiIiIgsHBM3IiIiIiIiC8fETUELFy5EYGAgHBwc0KpVKxw9etTcIZVKc+bMQYsWLeDq6gofHx/07t0bERERBnUyMjIwatQoVKhQAS4uLnjxxRcRGxtrUCcqKgrdunWDk5MTfHx88OGHHyInJ6ckX0qpNHfuXKhUKrz77ru6Mp5vZd28eROvvfYaKlSoAEdHRzRs2BD//fefbr0QAlOnTkWlSpXg6OiIkJAQXLp0yWAf8fHxGDBgANzc3ODh4YGhQ4ciJSWlpF9KqaBWq/Hxxx+jevXqcHR0RM2aNTFz5kzkvsWb5/zR7du3Dz169EDlypWhUqmwadMmg/VKndvTp0+jXbt2cHBwQEBAAD7//PPifmlERJZFkCJWr14t7OzsxPLly8W5c+fEsGHDhIeHh4iNjTV3aKVO586dxYoVK8TZs2fFyZMnRdeuXUXVqlVFSkqKrs6IESNEQECACA0NFf/995948sknxVNPPaVbn5OTIxo0aCBCQkJEWFiY2LZtm/D29hYTJ040x0sqNY4ePSoCAwNFo0aNxNixY3XlPN/KiY+PF9WqVRODBw8WR44cEZGRkWLHjh3i8uXLujpz584V7u7uYtOmTeLUqVOiZ8+eonr16iI9PV1Xp0uXLqJx48bi8OHD4t9//xW1atUSr776qjleksWbPXu2qFChgvjzzz/F1atXxbp164SLi4v4+uuvdXV4zh/dtm3bxOTJk8WGDRsEALFx40aD9Uqc28TEROHr6ysGDBggzp49K/73v/8JR0dH8cMPP5TUyyQiMjsmbgpp2bKlGDVqlO65Wq0WlStXFnPmzDFjVGXDnTt3BACxd+9eIYQQCQkJwtbWVqxbt05X5/z58wKAOHTokBBCXkhYWVmJmJgYXZ1FixYJNzc3kZmZWbIvoJRITk4WtWvXFrt27RLt27fXJW4838oaP368aNu2bb7rNRqN8PPzE/PmzdOVJSQkCHt7e/G///1PCCFEeHi4ACCOHTumq/PXX38JlUolbt68WXzBl1LdunUTb7zxhkFZnz59xIABA4QQPOdKypu4KXVuv//+e+Hp6WnweTJ+/HhRt27dYn5FRESWg10lFZCVlYXjx48jJCREV2ZlZYWQkBAcOnTIjJGVDYmJiQAALy8vAMDx48eRnZ1tcL7r1auHqlWr6s73oUOH0LBhQ/j6+urqdO7cGUlJSTh37lwJRl96jBo1Ct26dTM4rwDPt9K2bNmC5s2bo2/fvvDx8UGTJk2wZMkS3fqrV68iJibG4Hy7u7ujVatWBufbw8MDzZs319UJCQmBlZUVjhw5UnIvppR46qmnEBoaiosXLwIATp06hf379+P5558HwHNenJQ6t4cOHcLTTz8NOzs7XZ3OnTsjIiIC9+/fL6FXQ0RkXjbmDqAsiIuLg1qtNrhoBQBfX19cuHDBTFGVDRqNBu+++y7atGmDBg0aAABiYmJgZ2cHDw8Pg7q+vr6IiYnR1TH1+9CuI0OrV6/GiRMncOzYMaN1PN/KioyMxKJFizBu3DhMmjQJx44dwzvvvAM7OzsMGjRId75Mnc/c59vHx8dgvY2NDby8vHi+TZgwYQKSkpJQr149WFtbQ61WY/bs2RgwYAAA8JwXI6XObUxMDKpXr260D+06T0/PYomfiMiSMHEjizZq1CicPXsW+/fvN3coZVZ0dDTGjh2LXbt2wcHBwdzhlHkajQbNmzfHp59+CgBo0qQJzp49i8WLF2PQoEFmjq5sWrt2LX799Vf89ttveOKJJ3Dy5Em8++67qFy5Ms85ERGVGuwqqQBvb29YW1sbjbIXGxsLPz8/M0VV+o0ePRp//vkndu/ejSpVqujK/fz8kJWVhYSEBIP6uc+3n5+fyd+Hdh3pHT9+HHfu3EHTpk1hY2MDGxsb7N27F9988w1sbGzg6+vL862gSpUqISgoyKCsfv36iIqKAqA/XwV9nvj5+eHOnTsG63NychAfH8/zbcKHH36ICRMm4JVXXkHDhg0xcOBAvPfee5gzZw4AnvPipNS55WcMERETN0XY2dmhWbNmCA0N1ZVpNBqEhoaidevWZoysdBJCYPTo0di4cSP++ecfo+4xzZo1g62trcH5joiIQFRUlO58t27dGmfOnDG4GNi1axfc3NyMLprLu44dO+LMmTM4efKkbmnevDkGDBig+5nnWzlt2rQxmt7i4sWLqFatGgCgevXq8PPzMzjfSUlJOHLkiMH5TkhIwPHjx3V1/vnnH2g0GrRq1aoEXkXpkpaWBisrw3931tbW0Gg0AHjOi5NS57Z169bYt28fsrOzdXV27dqFunXrspskEZUf5h4dpaxYvXq1sLe3FytXrhTh4eFi+PDhwsPDw2CUPSqckSNHCnd3d7Fnzx5x+/Zt3ZKWlqarM2LECFG1alXxzz//iP/++0+0bt1atG7dWrdeOzx9p06dxMmTJ8X27dtFxYoVOTx9IeUeVVIInm8lHT16VNjY2IjZs2eLS5cuiV9//VU4OTmJVatW6erMnTtXeHh4iM2bN4vTp0+LXr16mRw+vUmTJuLIkSNi//79onbt2hyaPh+DBg0S/v7+uukANmzYILy9vcVHH32kq8Nz/uiSk5NFWFiYCAsLEwDE/PnzRVhYmLh+/boQQplzm5CQIHx9fcXAgQPF2bNnxerVq4WTkxOnAyCicoWJm4K+/fZbUbVqVWFnZydatmwpDh8+bO6QSiUAJpcVK1bo6qSnp4u3335beHp6CicnJ/HCCy+I27dvG+zn2rVr4vnnnxeOjo7C29tbvP/++yI7O7uEX03plDdx4/lW1h9//CEaNGgg7O3tRb169cSPP/5osF6j0YiPP/5Y+Pr6Cnt7e9GxY0cRERFhUOfevXvi1VdfFS4uLsLNzU0MGTJEJCcnl+TLKDWSkpLE2LFjRdWqVYWDg4OoUaOGmDx5ssHQ8jznj2737t0mP7MHDRokhFDu3J46dUq0bdtW2NvbC39/fzF37tySeolERBZBJYQQ5mnrIyIiIiIiosLgPW5EREREREQWjokbERERERGRhWPiRkREREREZOGYuBEREREREVk4Jm5EREREREQWjokbERERERGRhWPiRkREREREZOGYuBEREREREVk4Jm5EVG6pVCps2rTJ3GEQERERPRQTNyIyi8GDB0OlUhktXbp0MXdoRERERBbHxtwBEFH51aVLF6xYscKgzN7e3kzREBEREVkutrgRkdnY29vDz8/PYPH09AQguzEuWrQIzz//PBwdHVGjRg2sX7/eYPszZ87g2WefhaOjIypUqIDhw4cjJSXFoM7y5cvxxBNPwN7eHpUqVcLo0aMN1sfFxeGFF16Ak5MTateujS1bthisP3v2LJ5//nm4uLjA19cXAwcORFxcnG59hw4d8M477+Cjjz6Cl5cX/Pz88Mknnyh4loiIiIiYuBGRBfv444/x4osv4tSpUxgwYABeeeUVnD9/HgCQmpqKzp07w9PTE8eOHcO6devw999/GyRmixYtwqhRozB8+HCcOXMGW7ZsQa1atQyOMX36dLz88ss4ffo0unbtigEDBiA+Ph4AkJCQgGeffRZNmjTBf//9h+3btyM2NhYvv/yywT5++uknODs748iRI/j8888xY8YM7Nq1q5jPDhEREZUnKiGEMHcQRFT+DB48GKtWrYKDg4NB+aRJkzBp0iSoVCqMGDECixYt0q178skn0bRpU3z//fdYsmQJxo8fj+joaDg7OwMAtm3bhh49euDWrVvw9fWFv78/hgwZglmzZpmMQaVSYcqUKZg5cyYAmQy6uLjgr7/+QpcuXTBr1iz8+++/2LFjh26bGzduICAgABEREahTpw46dOgAtVqNf//9V1enZcuWePbZZzF37lzFzhcRERGVb7zHjYjM5plnnjFIzADAy8tL93Pr1q0N1rVu3RonT54EAJw/fx6NGzfWJW0A0KZNG2g0GkREREClUuHWrVvo2LFjgTE0atRI97OzszPc3Nxw584dAMCpU6ewe/duuLi4GG135coV1KlTx2gfAFCpUiXdPoiIiIiUwMSNiMzG2dnZqOuiUhwdHQtVz9bW1uC5SqWCRqMBAKSkpKBHjx747LPPjLarVKlSofZBREREpATe40ZEFuvw4cNGz+vXrw8AqF+/Pk6dOoXU1FTd+gMHDsDKygp169aFq6srAgMDERoa+sjHb9q0Kc6dO4fAwEDUqlXLYMnd0kdERERU3Ji4EZHZZGZmIiYmxmDJPWLjunXrsHz5cly8eBHTpk3D0aNHdYOPDBgwAA4ODhg0aBDOnj2L3bt3Y8yYMRg4cCB8fX0BAJ988gm+/PJLfPPNN7h06RJOnDiBb7/9ttDxjRo1CvHx8Xj11Vdx7NgxXLlyBTt27MCQIUOgVquVPRlEREREBWBXSSIym+3btxt0OQSAunXr4sKFCwDkiI+rV6/G22+/jUqVKuF///sfgoKCAABOTk7YsWMHxo4dixYtWsDJyQkvvvgi5s+fr9vXoEGDkJGRga+++goffPABvL298dJLLxU6vsqVK+PAgQMYP348OnXqhMzMTFSrVg1dunSBlRW/9yIiIqKSw1ElicgiqVQqbNy4Eb179zZ3KERERERmx6+MiYiIiIiILBwTNyIiIiIiIgvHe9yIyCKxFzcRERGRHlvciIiIiIiILBwTNyIiIiIiIgvHxI2IiIiIiMjCMXEjIiIiIiKycEzciIiIiIiILBwTNyIiIiIiIgvHxI2IiIiIiMjCMXEjIiIiIiKycEzciIiIiIiILNz/AcNNfsO1elLOAAAAAElFTkSuQmCC", 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" ] @@ -368,7 +371,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch [200/200], Trainingsverlust: 0.5581, Validierungsverlust: 0.5943\n" + "Epoch [1000/1000], Trainingsverlust: 0.5610, Trainingsgenauigkeit: 0.9915, Validierungsverlust: 0.5992, Validierungsgenauigkeit: 0.9565\n" ] } ], @@ -432,6 +435,9 @@ " valid_losses.append(valid_loss)\n", " valid_accuracies.append(valid_accuracy)\n", "\n", + " if valid_accuracy >= 0.999:\n", + " break\n", + "\n", "\n", " # Aktualisieren des Graphen\n", " clear_output(wait=True)\n", @@ -452,16 +458,25 @@ " ax2.tick_params(axis='y', labelcolor='g')\n", "\n", " # Titel und Legende\n", - " plt.title('Trainings- und Validierungsverlust und -genauigkeit über die Zeit')\n", + " plt.title(f'Trainings- und Validierungsverlust und -genauigkeit über die Zeit mit \\n{N_COMPONENTS}-Hauptkomponenten, Lernrate: {learning_rate}')\n", " fig.tight_layout()\n", - " ax1.legend(loc='lower left')\n", - " ax2.legend(loc='lower right')\n", + "\n", + " # Legende außerhalb des Graphen\n", + " ax1.legend(loc='upper left', bbox_to_anchor=(1.15, 1))\n", + " ax2.legend(loc='upper left', bbox_to_anchor=(1.15, 0.85))\n", "\n", " plt.show()\n", "\n", - " print(f'Epoch [{epoch+1}/{num_epochs}], Trainingsverlust: {train_loss:.4f}, Validierungsverlust: {valid_loss:.4f}')" + " print(f'Epoch [{epoch+1}/{num_epochs}], Trainingsverlust: {train_loss:.4f}, Trainingsgenauigkeit: {train_accuracies[-1]:.4f}, Validierungsverlust: {valid_loss:.4f}, Validierungsgenauigkeit: {valid_accuracies[-1]:.4f}')" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null,