diff --git a/examples/auto_compression/amc/jupyter/amc_worksheet.ipynb b/examples/auto_compression/amc/jupyter/amc_worksheet.ipynb index 5df4c55927cf9eb8bbf4ccdff822a80dc2ca1f6f..3706ddf495d18d7f53ba025c8326fa21b0cd268b 100644 --- a/examples/auto_compression/amc/jupyter/amc_worksheet.ipynb +++ b/examples/auto_compression/amc/jupyter/amc_worksheet.ipynb @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -85,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "scrolled": false }, @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "scrolled": false, "slideshow": { @@ -146,7 +146,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "26ea8560c6314af6a1c409ab99cba3d5", + "model_id": "eda3c0440963449b9d947e9aca635622", "version_major": 2, "version_minor": 0 }, @@ -175,13 +175,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e624f7ed3e4442f2b3367617135b19a5", + "model_id": "cc62eca32d514810a0a4be37a8bd6e2f", "version_major": 2, "version_minor": 0 }, @@ -209,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "scrolled": false }, @@ -217,7 +217,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a4310d8ebed4467e9dddcebabceeb839", + "model_id": "af4c96e50ad54742be451396fa883305", "version_major": 2, "version_minor": 0 }, @@ -253,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -322,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "scrolled": false }, @@ -336,7 +336,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] @@ -348,55 +348,9 @@ } ], "source": [ - "import matplotlib.cm as cm\n", - "from sklearn.decomposition import PCA\n", - "\n", - "\n", - "def net2nparray(record):\n", - " net_layer_sizes = json.loads(record[\"performance\"])\n", - " net_as_nparray = np.array(list(net_layer_sizes.values()), dtype=np.float32)\n", - " return net_as_nparray\n", - "\n", - "def collect_info(df):\n", - " arch_shapes_dict = OrderedDict()\n", - " for i in range(len(df.index)):\n", - " record = top1_sorted_df.iloc[i]\n", - " episode = record['episode'] \n", - " arch_shapes_dict[episode] = net2nparray(record)\n", - " return arch_shapes_dict\n", - "\n", - "def pca_projection(arch_shapes_dict, title, show_legend, show_episode_ids):\n", - " pca = PCA(n_components=2)\n", - " principal_components = pca.fit_transform(list(arch_shapes_dict.values()))\n", - " #episodes = [str(episode) for episode in arch_shapes_dict.keys()]\n", - " pc_df = pd.DataFrame(data=principal_components, columns = ['pc1', 'pc2'])\n", - " #pc_df = pd.concat([pc_df, pd.Series(episodes)], axis = 1)\n", - "\n", - " fig = plt.figure(figsize = (10,10))\n", - " ax = fig.add_subplot(1,1,1) \n", - " ax.set_xlabel('Principal Component 1', fontsize=15)\n", - " ax.set_ylabel('Principal Component 2', fontsize=15)\n", - " ax.set_title(title, fontsize=20)\n", - "\n", - " cnt_nets = len(arch_shapes_dict)\n", - " colors = ['lightskyblue', 'orange', 'red', 'green', 'blue', 'purple', 'pink','lime']\n", - "\n", - " episodes = list(arch_shapes_dict.keys())\n", - " for i in range(cnt_nets): \n", - " x,y = pc_df.pc1, pc_df.pc2\n", - " ax.scatter(x[i], y[i], s=50, label=episodes[i], \n", - " color=colors[episodes[i]//100], alpha=0.5)\n", - " if show_episode_ids:\n", - " ax.text(x[i], y[i], episodes[i], fontsize=9)\n", - " if show_legend:\n", - " plt.legend(labels, loc='best')\n", - " ax.grid()\n", - " print(\"Which components explain the variance best\", pca.explained_variance_ratio_)\n", - "\n", - "\n", "arch_shapes_dict = collect_info(top1_sorted_df[0:10])\n", "pca_projection(arch_shapes_dict,\n", - " title='2-Component PCA\\nBest 10 Networks',\n", + " title='2-Component PCA\\nBest 10 Networks\\nSize encodes the search-Top1',\n", " show_legend=False, show_episode_ids=True)" ] }, @@ -411,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "scrolled": false }, @@ -425,7 +379,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnkAAAKACAYAAADglG5wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeZxkZXn3/89VVV29zvQwOwwMA6KSDIkEkUgkOgMal8fEqNlXNUYTH2MSTFyieUTj8oiKRp/kCQoGs2J+Lj+i8BMVGBVBNnFhFAVh2GfpWXpmeqnuqnP9/rhPddfUVHVXd+2nvu/Xqyj6nFN17j5T1XXVdd/3dZu7IyIiIiLJkmp3A0RERESk8RTkiYiIiCSQgjwRERGRBFKQJyIiIpJACvJEREREEkhBnoiIiEgCKcgTERERSSAFeSI9zszWmNmrzezzZna/mU2Z2biZ3Wxmf2Rmy/47YWZnmtnHzOye+DlnzOxxM7s2fu7+Rv4usjxm9gozczN7xTIe62W3gpmNmdmNZvY7Czxu2a8NM3tbyfmeutQ2i/QKUzFkkd5mZn8C/F/gCeAm4GFgA/AyYBT4LPDrvsQ/Fmb2v4B3EL5M3grcCRyNn3sbcDpwl7uf25BfRJYtDu7+GXilu1+1xMcWXxfvjO/7gDOBlwBp4MPufnHZY5b92jAzAx4ATgUM+JC7/9VS2izSKxTkifQ4M7sQGAaudfeoZPtG4HbgFODX3P2zS3jOvwHeAzxCCBBvq3DMi4E3uvv2On8FqVMjgjx3t7LtFwFfiX883d13xdvrem2Y2fOBLwFXAS8AMsAmd59ZSrtFeoG6a0V6nLvf6O5fKA3w4u27gX+Kf9xW6/OZ2RbgEmAWeFGlD/H4+b9I+JAuf/xvmNnX4y68KTP7vpm9tVL3nZntim8jZvZhM3skfsx3zOxX42MycffefWY2bWY/MbPXV3iubXH33yVmdr6ZfTVuwxEzu97MKmYczWzUzN5nZj+Kn/9gfPxzFznH2XHX5CEzmzSzr5nZL1Q5R8bMXmdm3zKzw/Hxd5vZ68u7081sS3yOq+L/vzruPp02szvjAKr0+B2EAA/gn8u6XrdUak8t3P0G4F5Ctu0ZxbZRx2sj9sfx/SeAfwfWAi9dbjtFkkxBnogsZDa+zy/hMa8kdNl91t3vWehAd8+V/mxm7wU+DfwU8B/A/yEECe8FrjezbIWn6SNkjF4EXAP8K/Ak4LNxNunTwJ8CO4ArgBHgY2b2m1Wa9fPxsTngH4D/D7gI+IaZ/WJZe1cBtwBvAcaBjxC6t88Hvmxmr61yjnPjxw3EbfoicAFwQ/kYMzPri/f/A7Aqvi4fJ/z9/hjwqSrnOJWQid0SX5NPA2cB15hZaYbsKsJ1I75/Z8ntUJXnrlUxu1fsMlr2awPAzDYAvwL82N1vidsO8Jo62ymSTO6um2666XbcjdAN9n3CB/Tzl/C4G+LHvHqJ5zs/ftzDwMaydnwh3vc3ZY/ZFW//AtBfsv0X4+0HgDuAVSX7TgdmgLvLnmtb/BgHXl+27yXx9vuAVMn2y+PtlxMPf4m3P5kQ9OWALVXO8Yqyc7w23v6PZdsvibd/DEiXbE8DV8b7XlKyfUvJOd5R9lzPj7dfV7b9FZXaVOO/m4ePkuO2PxeI4tup9bw2Sp7zLfHj31qy7c74HGe0+z2jm26ddlMmT0Sq+d+EzM917n79Eh53Ynz/6BLP96r4/t0euooBcPc88EbCB/mrqzz2L7wk8+Pu3wAeBE4A3uzuh0r2PQB8EzjLzNIVnut+4B9LN7j7NcDXgDMIASRxVvH3CBMG3uruXnL8fcBHgSzwBxXO8U0/fuzbJwkZ0/OKG+Ku2D8DdgN/6e6FknMUCNfFgd+tcI6HgHeX/R7XE4Lo8yocX5e4C/oSM3uPmX2GMG7OgI+4+0PxYct9bRQnXLya8Dr4l5JdV8Xn+eMKDxPpaZl2N0BEOo+ZvYEQQNwL/H7Zvi2EzM8x3P2SOk97Tnx/Y4Xn/rGZPQqcZmaj7j5esvuQu/+kwvM9DpwG3FVh32OEv38b4/8v9Q0vG58Y2wE8B/g5QsD3VGCIELAdqHD8jcDb4+PL3Vm+wd1nzWwPITAtegqwmpBBfHuIc44zRejeLved0qCwxCOErGmjvSO+d0I37zeAK9393xr0/BcSuuGvd/fSf7P/AD4EvMLM3u7usxUfLdKDFOSJyDHiSQl/D/wAuKhCALOF+Q/0UpfE908Qgo5NSzz1aMnjK3kC2EwYl1Ya5I1XPjyMIywLCI/ZRxgfVm5PlecrZhdHy+4Xai+E9parNtYtT+iGLVoT3z+Zyte8aGSJ52h4L46Xza6tYrmvDZgfd3dV2XkPmNkXgJcTutU/s4znFkkkddeKyBwz+wvC2K97gO2l3aZF7r7D3a38VnLIzfH9RUs8fTEY21hl/4llxzXLhirbi+0aL7tvZnuLj/18pWtecjutjnO00rJeG2a2DvjV+Mf/LJsB7IQADzQBQ+QYCvJEBAAzezPwYeA7hABv7zKf6p8Js3JfbmY/vcg5S8ui3B3fb6tw3BnAycCDpePrmuSC8rIkZe0qtvNHwCTwtHiWbbniDNZv19GWewkZuWfGs2ybpditW2mMYiMt97Xxh4TxjXcRJptUuu0Dnmtm3RLwijSdgjwRwcz+ljDR4i5CF+3Ycp/LQ9HbSwgfytcuUF/uBYTyJEWfjO/fHmduiselgQ8S/l5dudx2LcGTgdeVbjCzlxDG491PGGuGh+K7/w6sAP6u7PgnAW8gBDT/utyGxJNOPkbICn7UzAbLjzGzExcLmGqwP77fXOfzLKiO10ZxUsXr3P3VlW7EM5ypPjlHpOdoTJ5IjzOzPwTeRcjmfAN4Q4UB/rsqzAatyt3fa2YZwjiyO8zsFo5duurZhGDqzpLH3GJmlwJvAu6JZ2hOAC8kzPK9GfjAcn7HJfoS8CEzeyHwXcKM2pcB08CryiZlvIUw2/b1ZvYMwrJwa4HfIAR/r3f3B+tsz98BTwP+BPhlM7uRMFlkPeEaPgt4G2EM5XLdSshK/oWZrWF+/OHHqoxpXLalvjbMbBthAsr33f32BZ76SsJ1eKWZvSMOkEV6moI8ESl2b6WBv6hyzNcoG/C+GHd/l5n9P4Ss2HZCIdwBQtboO8D7gX8re8ybzexu4PWE0iN9wE8Is1Q/5K1Zuuo2QtD7d3E7jDBT9m3ufkdZew+Y2fnAWwmB4MWE2a63Ax9w9y/X25h41u2vEsq1vAJ4MWGixT5CmZi/JWQU6znHQTN7OSHwegVhmTsI/z4NHwO5xNdGMYt3xSLPucvMvgo8D/hl4PONbrdIt9HatSIizGWMbgLe2YByMCIibacxeSIiIiIJpCBPREREJIEU5ImIiIgkkMbkiYiIiCSQMnkiIiIiCaQgT0RERCSBFOSJSFcws0vitUq3lW13M9vRnlYlj5ntMrNd7W6HiNRPQZ6ItJWZva1ksfmntuB8xXM9ZGYDVY7ZFR9TV8F4M9thZhr4LCJtoSBPRNrGwvpprwaKgdAfL3B4o22m+gofIiJdT0GeiLTTLwFbgE8R1kv9QzPLtuC8B4EDwFvMbG0Lzici0nIK8kSknYqZu08Q1l9dC7y0BeedJKxNO0pYr7VmZvbzZvYZM9ttZjNm9oiZXW5mJ5UcsyXupn1O/LOX3HbE226NHz9c9vxfi4+7smz7T8Xb/6Vs+6iZvc/MfmRm02Z20MyuN7PnVmj7tvg5LjGz88zsWjM7EG/bssjv/TtmljOzHxaPteAPzewWM9sXn/+R+Py/WftVFZFmUJAnIm1hZhuAXwF+7O63AFfFu17Toib8A/AT4LVm9uRaHmBmrwK+CbyQsM7tR4A7CV3Od5rZ5vjQQ8A7gYfin99Zcrsq3nYD0Af8YsnzDwHPjH+8qOz0F5U8rnj8KuAW4C3AeNyezwLnA182s9dW+VXOB74BDACfJGRSZxb4vd8E/BtwB/Asd98V73pP/PtsBP4LuAz4KrAJ+PVqzyciLeLuuummm24tvxECEwfeWrLtTiACzqhw/CXx8dvKtjuwYwnndeDR+P9/Lf75c2XH7Iq3Z0q2PYUQCN0PbCo7/iKgAHy+bPuO8Ge2YjsujM/xgZJtz4+3fTm+f1LJvs/H204p2XZ5vO1y4uL28fYnE4K+HLClZPu2+HgHXlulXbuAXfH/p4CPxcd/FhgoO3Y/8CgwVOF51rb7Naabbr1+UyZPRFquZMJFBJR2P14FGC2agOHunwFuBV5qZhcscvifEjJvf+7uj5U9zw3AfwO/bGYrajz9LcA0x2bsLgLyzHchXwRgZilCgHafuz8Sb8sCvwccJQTKc7N43f0+4KNAFviDCuf+jrtfvlDj4pnHnwFeTwj0ft3dpyscOksIcI/h7mMLPb+INJ+CPBFphwuBJwFfKQuY/oOQLXuFmfW1qC1vjO8/uMhx58f3z4nHtB1zA9YDaULGb1FxwHQLcLaZrYk3Xwjc4e63AnuYDwDPAVYBN5Y8xVOBIeC77n6gwimKx/5chX23L9K8QUK38K8Cb3b3N7h7VOG4fydMnPlBPC7wBWY2ushzi0iL1FUDSkRkmYrj7q4q3ejuB8zsC8DLgZcQMklN5e63mtlngF8zs990909XObQYiP31Ik85soTT30AI7Lab2Q2EgOy98b4bgefGWc/jxuMRJo0APFHluYvbV1XYt3uRdq0gBJaHgesXOO4vgQeAVxK6398C5M3sOuCN7n7/IucRkSZSJk9EWsrM1hEyRAD/WTbz1AkBHrRuAgbAWwndju9boITLeHw/6u62wO1rSzhvMdv2XGA74W/yDSX71gFPIwR5TpjsUd6ejVWe+8Sy40otVqB5L/BiQvf0TWZ2bqWD3L3g7h9x96cBGwj/dp8nTKj5kpn1L3IeEWkiZfJEpNX+kDBW7C7gO1WO+RVCFus0d3+w2Q1y9/vN7B+BPwf+rMph3wKeTpgNe22NT10AMLO0ux83bo0wW/Uw82PxpghjBGE+2HsR8Czge2Xj3H5EKAXzNDNb5e6Hyp57e3z/7Rrbegx3v8HMXkD4Xb9qZi+Mu5GrHb8X+BzwuTgreSFwFuHfWUTaQJk8EWm14qSK17n7qyvdiGeLEiZntMq7CKVP3kblLtf/Q8j2fdjMjht3Z2ZZM/vFss374/vN5cdDyIQBXwfOIJQcudndc/G+BwkzXf+cMPbuxrLHzhDGxK0g1PwrbcuTgDfE7f3Xir9tDdz9G8DziGf8mtlzSs7Rb2bPKn9MPJZydfzj5HLPLSL1U5AnIi1jZtsIExO+7+4LDf6/khBYvLLe9WNrFU9eeC9wAvPj70r33wu8ijDRYKeZfcHMPmRmHzWz/5cwBu4TZQ8rZuM+Z2bvMbO3m9nvVzlmPceOuSvuW192XKm3APcCrzezb8WTHz5ByN6tBP6i3kyou99GyMrlgOvM7HnxrkHgZjO7z8yuNrP3m9nfA98Fzgb+291/WM+5RaQ+CvJEpJWKWbwrFjrIQ7HdrxLGlf1yk9tU6qOE7FlF7v5vhC7bfwd+llBe5PcImbjPAK8re8gVwPsIkyTeRMi4/VHZMaXB241V9uUJGb/y9hwgzPq9lBCYXkzICN4OvMDd/7Ha77IU7n43oYTLEeALZvY/gAngzYS6gb9AyDj+DqH7+U9RMWSRtrOS0koiIiIikhDK5ImIiIgkkII8ERERkQRSkCciIiKSQAryRERERBJIxZDLrF271rds2VJ1/8TEBMPDw61rUAfTtZinazFP12KerkWg6zBP12KersW8eq7FXXfdNebu6yrtU5BXZsuWLdx5551V9+/YsYNt27a1rkEdTNdinq7FPF2LeboWga7DPF2LeboW8+q5Fmb2ULV96q4VERERSSAFeSIiIiIJpCBPREREJIEU5ImIiIgkkII8ERERkQRSkCciIiKSQAryRERERBJIQZ6IiIhIAinIExEREUkgBXkiIiIiCaQgT0RERCSBFOSJiIiIJJCCPBEREZEEUpAnIiIikkAK8kREREQSSEGeiIiISAIpyBMRERFJIAV5IiIiIgmkIE9EREQkgRTkiYiIiCSQgjwRERGRBFKQJyIiIpJAmXY3QER6Tz5yxqZhKh8xmEmxdgAyKWt3s0REEkVBnoi01PiMc8feiOm8gwFeYCBjPGN9itGsAj0RkUZRd62ItEw+CgFe5M5ovzGaNUb7jcjD9kLk7W6iiEhiKMgTkZYZm4bpvDOYOTZjN5gxpvPOvuk2NUxEJIEU5IlIy0zlo9BFW4nF+0VEpCEU5IlIywxmUlCtR9bj/SIi0hAd/xfVzJ5tZteY2UNm5mb29hoesys+tvR2cyvaKyLVrR2AgYwxlT820pvKOwMZY91AmxomIpJAHR/kASPAD4A3AbuX8Lj3AyeW3H6l8U0TkaXIpMIs2pQZ4zlnfMYZzzkpC9vTKqMiItIwHV9Cxd2vA64DMLP3L+GhR919KUGhiLTAaNbYflKKfSV18tYNoABPRKTBuiGTt1yvN7P9ZrbTzD5qZmva3SARCdIpY+OQcdrKNBuHTAGeiEgTmHv31KUys13AFe7+7kWOeyPwXWAPcCZQPP5sd5+qcPxrgNcAbNiw4elXX3111ec+evQoIyMjy2p/0uhazNO1mKdrMU/XItB1mKdrMU/XYl4912L79u13ufu5lfYlMsir8LjTgfuB33P3/1jo2HPPPdfvvPPOqvt37NjBtm3blnL6xNK1mKdrMU/XYp6uRaDrME/XYp6uxbx6roWZVQ3yktxdO8fdHyBk9ba0uSkiIiIiLdETQZ6ZbQLWA4+0uy0iIiIirdDxQZ6ZjZjZ2WZ2NpAFNsY/nxHvf6mZ3RsHcpjZ+Wb2V2Z2jpmdambPB74IPAx8vm2/iIiIiEgLdXyQB5wL3B3fTgT+Z/z/V8T7R4GnAn3xzzngZcBXgR8D/wh8Czjf3Y+2rtkiIiIi7dMNdfJ2UH21S9z9KuCqkp+/DfxCs9slIiIi0sm6IZMnIiIiIkukIE9EREQkgRTkiYiIiCSQgjwRERGRBFKQJyIiIpJACvJEREREEkhBnoiIiEgCKcgTERERSSAFeSIiIiIJpCBPREREJIEU5ImIiIgkkII8ERERkQRSkCciIiKSQAryRERERBJIQZ6IiIhIAinIExEREUkgBXkiIiIiCaQgT0RERCSBFOSJiIiIJJCCPBEREZEEUpAnIiIikkAK8kREREQSSEGeiIiISAIpyBMRERFJIAV5IiIiIgmkIE9EREQkgRTkiYiIiCSQgjwRERGRBFKQJyIiIpJACvJEREREEkhBnoiIiEgCKcgTERERSSAFeSIiIiIJpCBPREREJIEU5ImIiIgkkII8ERERkQRSkCciIiKSQAryRERERBJIQZ6IiIhIAinIExEREUkgBXkiIiIiCaQgT0RERCSBFOSJiIiIJJCCPBEREZEEUpAnIiIikkAK8kREREQSKNPuBoiISPfKR87YNEzlIwYzKdYOQCZl7W6WiKAgT0RElml8xrljb8R03sEALzCQMZ6xPsVoVoGeSLupu1ZERJYsH4UAL3JntN8YzRqj/UbkYXsh8nY3UaTnKcgTEZElG5uG6bwzmDk2YzeYMabzzr7pNjVMROYoyBMRkSWbykehi7YSi/eLSFspyBMRkSUbzKSgWo+sx/tFpK30LhQRkSVbOwADGWMqf2ykN5V3BjLGuoE2NUxE5ijIExGRJcukwizalBnjOWd8xhnPOSkL29MqoyLSdiqhIiIiNalUE2/7SSn2lWxbN4ACPJEOoSBPREQWtVBNvI1DBqTb3UQRKaPuWhERWZBq4ol0JwV5IiKyINXEE+lOCvJERGRBqokn0p0U5ImIyIJUE0+kO+mdKSIiC1JNPJHupCBPREQWpJp4It1JJVREZFGV6qNl9MHeU0azppp4Il1GQZ6ILGih+mijWX3A95J0ytg4BKqJJ9Id1F0rIlWpPpqISPdSkCciVak+mohI91KQJyJVqT6aiEj3UpAnIlWpPpqISPfSX2gRqUr10UREupeCPBGpSvXRRES6l0qoiMiCVB9NRKQ7KcgTkUWpPpqISPdRkCciIpIQWp1GSinIExERSQCtTiPlNPFCRESky2l1GqlEQZ6IiEiX0+o0UomCPBERkS6n1WmkEgV5IiIiXU6r00gl+lcXERHpclqdRipRkCci0kD5yNk96Tx4uEA+Cj+LNJtWp5FKVEJFRKRByktYFPKw4/FIJSykJbQ6jZRTkCci0gDlJSwAxo25EhbbT1I2RZpPq9NIKXXXiog0gEpYiEinUZAnItIAKmEhIp1G3bUiIg0QSlgUKu9UCYs5WltVpHUU5ImINEBpCYvSLluVsJintVVFWktfLUVEGqBSCYuCoxIWMa2teqzSUju7J12ldqQplMkTEWmQ8hIWP8mgWbWx4sSU4szjosFMCIr3TRPPCk0+ZTSlVZTJE2kQfSsXKJawME5bmSaTUo2yIk1MmaeMprSKMnkidRqfcY7Mwp17C/pWLlKFJqYE+UgZTWmdjn9XmdmzzewaM3vIzNzM3l7DY/rM7FIze8LMpszsZjN7eivaK72lOM7IQd/KRRagtVWDCJTRlJbp+CAPGAF+ALwJ2F3jYz4A/BHwWuAZwAPAV81sY1NaKD2rOM6o/I2kArgix9LaqkEKoNp3vx7KaEprdHx3rbtfB1wHYGbvX+x4M1sJ/AnwBnf/73jbK4HH4u2XNK2x0nNqG2ek5YVEQGurAmRSKrUjrdPxQd4yPB3oB75U3ODuBTP7CnBB21oliaRxRiJLo7VV4RnrU9yxN2I8V5xdy9w43l4KeKX5zL17xgyZ2S7gCnd/9wLH/A7w70C/u8+UbP8A8CJ331rhMa8BXgOwYcOGp1999dVV23D06FFGRkaW/Tskia5FcGQWoumjpAfmr0VE+Nu9oq9tzWobvS7m6VoEnXId8lF4b6YIGbV2KL0WndCeduqU10UnqOdabN++/S53P7fSviRm8pbM3T8OfBzg3HPP9W3btlU9dseOHSy0v5foWgTjM87Xv/Y1ePIFc9/Kh3p4dq1eF/N0LYJ2X4fj69LRthnw7b4WnUTXYl6zrkUSg7wn4vuNwMMl2zeU7BNpmNGssaIPzlyf7tlxRiKdqnyljaKpfNiuYtWSZElMEN8F5IDnFzeYWQp4LnBzuxolyVcsgLtxyPShIdIhijPgSyc5gGbAS2/o+CDPzEbM7GwzOxvIAhvjn8+I97/UzO41s00A7n4Y+CfgvWb2YjPbCnwSGAQub9OvISIibaCVNqSXdUN37bnATSU//8/49jVgGzAKPBUoHeL+18AMcAWwipDde567q7tWRKSHJHEGfD5yxkrK0KwdCHUIRcp1fJDn7juo/j0Md78KuKps2yyhePKbmtg0ERHpcKUrbXRaXbrlBGvHTyLRMopSXccHeSIiIstVXGmj0+rSLSdYa/skkkIOxnfC9BgMrIXRrZDub975pG4K8kREJNE6baWN5QZrxUkkpY+BMIlkPBcmkYRC000w8TDcexnMHGIuUs6ugjMvhuHNTTqp1Kv7BiOIiIgsUVhpozNmwC93xu9UPsJxjs46h3IRR2edqLigQTMnkRRyIcCLIhjeAsOnhvsoCtsLM4s9g7SJMnkiIiIttNw1rwtu7J6ElBVXqnIyKdg0THMnkYzvDBm84S3Hbu9fDRO7YPweWH1Oc84tdVEmT0REpIXCjN8qO6sEa/nIeeBwRMogYzCQDjd3eOiIk03TvEkk02MsGJXm9jfpxFIvBXkiIpIY+cjZPek8eLjA7kknH3Xe+uylM35LLTTjd2waZgpw6goDg+lCuBU83E5f2cRJFwNrWTAq7V/TnPNK3dRdKyIiidAt5UWWM+O32MXbnza2rIDJPMwWnL60MRs5aWtiMDu6NUyyyB0IXbRFuQNh++hZzTu31EVBnoiIdL22lxdZoqXO+C0t6pwyY6QP6AvHjueaXNQ53R9m0d57WRiDVz67Np1t3rmlLgryRESk67W1vMgyhRm/UGmSRbm2F3Ue3gxnXxomWeT2hy7a0bMU4HU4BXkiItL1ljtjtVt0RFHndFazaLuMgjwREel6SVyjtlynFXWWzqcgT0REul7buzNbZCldvCLd/9VGRER6XrE7M2VhDN74jDOec1LW3jVqRdpJmTwREUkEdWeKHEtBnoiIJIa6M0XmqbtWREREJIGUyRMREUmwfOSMlXRhrx0IYxgl+RTkiYiIJFS3LPUmzaHuWhERkQQqX+ptNGuM9huRh+2FqInr3dZo96Tz4OECuyedfAe0J2mUyRMR6XHqzkumTl7qbXzGOTILd+4tKMPYRAryRER6mLrzkqtTl3orZhgdWNV/bOHqO/ZGbD9JdQ0bRd21IiI9qhu682T5wlJvVXa2cam3Yoax/OyDGWM6HzKM0hgK8kREelTxw7Z0GTDQh21SlC71VqrdS73VlmGURlCQJyLSo/Rhm2ydutRbp2YYk0hj8kREelT4sC1U3tnjH7ZJmYzSiUu9FTOMk2Xb251hTCIFeSIiPaq0O6+0y7bXP2yTNhml05Z6K2YYv/5DGM8VrzFz11iTLhpHQZ6ISI8qftjesTfSh22sfDJK0WIzP5OS+WuV0ayxog/OXJ/umAxjEinIExHpYZ3YnddOy6ktl7TMXyttHDI6JcOYRAryRER6XKd157XTUmvLLTfzJ9IKvTuqVkREpExx5mfkztFZ51Au4uisE7lXnIyiMjTSyZTJExHpQRpDVtnaATCD+8dLa3yE/984dPxklE5dVUIEFOSJiPQcjSFrHJWhkU6mIE+kzZRRkVbSGLKFjU2DO5wxakzmYbbg9KWNoQwcmeG4iRcqQyOdTEGeSBspoyKttpzZo72k2P2aMmOkD+gruU7mx3W/qgyNdDIFeSJtooyKtMPRmYipguM5J5MKGaqUxa8zjSFbVverytBIp1KQJ9ImyqhIq43PODsPOvunoC8N4GRSsGkY+tOmMWQsv/u1VWVoNLxDlkJBnkibaFaetFIxc9yfdgb7AIdMCmYjeGzCOXHQGYgzUJ2mnsBmqY/t5O5XDe+QpVKQJ9ImmpUnrTSfOU6xKeU8NuFMxy+/2TxMZY1tG5jMNSoAACAASURBVDtviEA9gc1yH9uJ3a8a3iHLoU8RkTYp7RYqpVl50gylmeP+tLFlhXHScHidrRmEravpuGxQeWAzmjVG+43Iw/ZC5E15LBS7X43TVqbZOGRtD6BUdFmWQ0GeSJsUu4VSFsbgjc844zknZe3vFpJkyEfO7knnwcMFJvOGl8Q1YfaoccJAisG0MdLXeUMD6glskhYU1Ta8Q+RY6q4VaaNO7BaSZCjvqoyiiLFpMHNGs/Pf7zs5c1zPuNWkjXnV8A5ZDgV5Im2mxeGl0SqP3zJSFrF3Etwd66AJBdXUE9gkLShS0WVZDgV5IiIJU608z2h/isgjTl+ZYijjHZ85riewSVpQ1MmzfqVzKcgTkY6iOmD1W6irMpUyhjLOaSs7P3NcT2CTpKCo9D3x06sMx5iJOj9Il/ZTkCciC2pl0KU6YI2RpK7Kesat1vLYTv9Scfx7wqu+Jzr9d5HWU5AnIlW1MuhSHbDGSVpXZT3jVhd6bDu/VNQSkC3lPdFrX5AU0NZGQZ6IVNTqoEvLvDVOkroqm6WdXypqDchqfU/02hekXgto69E9OXsRaalW1xlTHbDGKnZVnrs+zdYTjHPXp9l+kj4Ei9pZR6/WIs21vieSVhNwIfUWue41CwZ5ZvZiM7vBzH5oZteY2bMrHPPzZlZl8IeIdKtWB11hHFmVnV02jqxTdNqqDfUqLe68e9LJ1/GBvpTXdyPPm49qD8hqfU/00hekXgpoG6Fqd62ZPQ+4BvgWcANwPnCTmX0E+Ct3V7gskmCtHryftHFk0liN7qKr9fXd6PNGUHOR5lrfE0maaANAIQfjO2F6DAbWwuhWSPcDySty3WwLjcl7B/Av7v7K4gYzexXwUeB0M/ttd1fMLJJQrQ66NI5MqmnGmLOFXt/ZNESRc/+hiJ0Hnf60M9p/7Cohyz1vCmrOWNf6nkjUF6SJh+Hey2DmEHO/cHYVnHkxDG9OXkDbZAsFeWcRAr057v5JM/su8EXgRjN7cTMbJyLts9gHjAO7J72hs9s6Ypm3BbII0h7NmJRT7fVt8Sm+PRYxVXD2T8FgH2xKOf1pa8B5lxaQ1fKeSMwXpEIuBHhRBMNb5rfnDoTtZ1/K2oE+smnYPx2RAvrSxlAGcgW6L6BtgYWCvGlguHyju99lZs8CrgduAS5pTtNEpN2qfcAczcOOxyt3YdWrrcu8LZJFkPZoVhdd+es7mzJ2Hgzj1wYzhuecvjTg8NiEs2UFpIpRYB3nXWpAVst7oiO+INVrfGd475UGeAD9q2FiF4zfw8TIzzEbwb4pCH9+nJTBpmHjghO7KKBtkYWCvO8BLwT+u3yHuz8QB3rXAVc1p2ki0gnKP2AW6zrr2rpMNWQRSGfb1rxe1swuutLX9+5JZ6bA3Os6ZKadTAqmCzCZh5G++s/brICs69fBnh5joWg+P32AOyYj+lLw1FXGRD78PSo49KVgpGv/+DTPQq/QzwIvMrPVlXa6+17gOcDXqf6vIiIJs9jstq6dyFfMIvSX/cnrXx22j9/TnnbJMWPOSjV6zFl5xnAoE7pXZ+PX9GzBG3bepM18boiBtSw0YHHMTpr722NmjPQZK7NGf9o4MO3ce6i+mc9JVDXIc/fL3f1Udz+wwDET7v5L7q6RjiI9YrGus26N8RbLIpDb38rWdL3SsiP5iLo+fItjzlIWxsKNzzjjOSdljR1zVl6yJGXGpmHDDGYLkItoynklNro1DI/IlYUduQOQXcXU4BnHvEVzBWfXEefxCefgDHxvrMCOxyPGZxToFSm5KSJLsljXWdd+41ski0D/mla2pquVlx0pxGM461mRoBVjzirNUu1PGycOOlNZY+tqGOlLd99Yt26R7g/jX++9LIzBKxsXO2h9c397Incem3DcYSDunV41MF8UOWmrfCyXgjwRWZLFyjV0bQWD0ixCaZdtnEVg9Kz2ta2LVBqzOW405MO32WPOqs9STbFt4/ID1NJ1VotZTa2zWsXw5jD+dfyekD3vXxPee+ksayOf+9tT8FBYeiAd7jOp0L1ezPZqGcRAQZ6ILMli5Rruvr/dLVymRbIImnRRm25fg3g4Az91grF70jGMDYNW15i5ZmQ1Ey+dhdXnHLe59G/PgemImai4PcyubcTM56RRkCciS5aIcg2VLJBFkNp084oEx69u4RzIwUjWGF3GS6CZWc12KM1INqo25lIV//bce8j43liBVQM2l8Gbo6LIcxTkiciydH25hmqqZBGkNt26IkEzVtXo9qxmqUYv71aPdMp46ip4YjJF5H5MgNeVq3w0UU3vNjO70czOrLLvKWZ2Y2ObJSIi3ahV5U4arRkL39eW1aysdHby7sn2lgYpD4BHs8Zo//wkh0Ib2taqGdfdrtZM3jZgZZV9K4FnN6Q1IiLS1SqN2Sw4Hf/h24xu5uVmNTspawadm5FM7LCRBlpKd+1xobqZZYELgd0Na5GIiHS18g/fn2To+PFnzehmXmwmeqWsZjO6jevVyeMsEztspEGqvmrN7B1mVjCzAiHA+1bx55LtU8D7gH9rUXtFRKQLlK7okEl1fnalGd3MlboUF8tqNqPbuF7lRaKP0cHjLGXhTN51QLEE/EeBDwG7yo6ZAe519280pXUiIiItsFhpoOUGqUvNanZi1mw5GUnpDFWDPHe/A7gDwMyOANe6+1irGiYiItJKzRrjVdql+NAiWc1OnJ3crABYmq+mMXnu/qlmN0RERKTd2j3Gq1OzZprk0J1qCvLMrA/4c+BlwMnAcS8zd1/f2KaJiIj0lk7OmrU7AG6ETijo3Eq1zq79MPBa4IvATYSxeCIiItJgypo1R6eVpmmFWoO8Xwfe4u4famZjREREJBlZs07SiaVpWqHWEZwGfK+ZDRERERFphk4sTdMKtWbyPgH8NvCVJrZFRKSzFXIwvhOmx2BgLYxuhXR/u1sl0hLdPJ6tE0vTtEKtQd4e4HfN7CZCoHeobL+7+/9taMtERDrJxMNw72Uwc4i50fDZVXDmxTC8ud2tE2mqVoxna2YQ2YmlaVqh1iDvI/H9ZuA5FfY7oCBPRJKpkAsBXhTB8Jb57bkDYfvZl0I627bmiTRTK8azNTuI7NTSNM1WU+jq7qlFbsnLcYqIFI3vDBm8/tXHbu9fHbaP39Oedom0QLPHs5UHkaNZY7TfiDxsL0TV1lSrXaUl5sZzvuASc0lQayZPRKR3TRdXeKzEILe/la0Raalmj2crBpGlWUIIQeR4LgSRYaZxfXqxNE3NndBmtt7M3m9mN5jZj81sa7z9z83s/OY1UUSkzQbWsuAK7f1rWtkakZYK49mq7GzAeLbagsjGCKVpjNNWptk4ZIkO8KDGIM/MzgPuA14O7AKeBBSnlJ0IvLEZjRMR6QijW8Mki9yBY7fnDoTto2e1p13SlXZPOg8eLrB70sk3oCuy2UrHs5Vq1Hi2ZgeRvazWK/dhwkoXTyGsfFEa+t4OnNfgdomIdI50f5hFm0rBxC6YeCjcp1JhuyZdSA3GZ5wjs3Dn3gI7Dzp37i2w4/GI8ZnODvSaPZ6t2UFkL6t1TN45wEvcPTKz8n/N/YDWrRWRZBveHGbRjt8TxuD1rwkZPAV4UoPi5AIHVnXhigvNHM/Wyev1drtag7xxYF2VfacT6uiJiCRbOgurz2l3K6QLFScXlHefFScX7J500qnmFxqupxZdM5da68VJEa1Qa5D338A7zexW4KF4m5vZWuCvgM81o3EiIiJJsNDkgtnI+daeAv1pa1qhYWhNQeN6aL3exqt1TN6bgcPAD4Cvx9v+CfgRMAX8r8Y3TUQ6VT7yrhs8LtJO1SYXRB4ya+kUTasRl4+cx45GfPWRPEdnI1Zkacp5pPPUlMlz94Nm9kzg94GLgAngAHAF8C/unmteE0Wkk3R6NiCJunnNUAmKkwsmy7YfzDkOnNCkGnHF9+vBXHgNZVNh26Zh6E9bw2vRSWepuRiyu88AV8Y3EelBtSxvJI2loDoZipMLvv5DjplcUPAQAKaOm9NI3YWGS9+vA2knm4KBNOQjeGzC2bIiPm8DChpLZ1ryihdmlma+Rt4cdy//giIiHaierFAtlemlcVqxZqi0zmjWWNEHZ65Pz73/Cu7cva9Ksd86asTlI+dHh5yxqYjRfiNtcVQJZFIwXYDJPIz01Xce6Ww1BXlmthJ4L/AyQrmUSn9V9BVApMPVmxVqZWV6ad1yT92m27uvNw4ZxY/MfDRfI650bdh6asQV3+f7JiMOzcJE3inO6ZiNoC+O52YLzpShWnQJVmsm73LgxYQxeD8AZprWIhFpikZkhcLg8ULlncoGNFyz1wztRknrvm50jbjS9/mqAWOy4AykQ3BXNF0IP+cKMNTXO7Xouv3LwXLUGuQ9H/hLd7+imY0R6UWt+sPTiKxQaWX6almHexve8t6loPpYSe2+bmSNuNL3eeROJhWyhX1xF+36QWMmcgoOz9yQZuNg8tdvheR9OahVrX8hJoBHm9mQaszsRWb2HTPLmdkuM7u4hsfsMDMvu7Wl/SILGZ9xdjwetWSZo0Z0tTZ7eSM5lpZ7OlYxgCn9ggHhi8p0vrvHhIYaccZpK9NsHFp+4FX6Pk+ZsWk49NNOF2AmgsMzzkhfiueenGHTcG+8Z8u/HPRS+ZhaM3kfAl5nZl9295YNujGzc4FrgA8Cvw38PPBPZjbp7v+0yMP/A3hjyc9Vvg6LtEersxKNygp1U2X6bu+e0XJPx1L39eLK3+f9aWPLijDJ4tC08zNr0py5qjeyd0W9PLa11iBvE/A04EdmdhNwqGy/u/ubG9qy4GLgDnd/a/zzD81sK/AWQjHmhUy5++4mtEmkIVr9h6eWrtZadUNl+qR0z3RTUN1s6r5eXKX3ecqMtDnrhlI9F+BBb385MPfF05Rm9uAih7i7n96YJh1z3oeAK939XSXbLgK+Cpzi7hW7YM1sB/AzQAQcBG4B/pe7P1zl+NcArwHYsGHD06+++uqqbTp69CgjIyPL+n2SRtdi3nKuxUwEU3lIV/jjU3AYzITCpY1U8PCNvrR3ImUwlKncjuXolNfFkdlQMKL0EkaEv/Ur+lrThk65Fu3WyOvQCf+u9WjFa6IV7/NGaNX7Ix/BxAJ/a4czoaxMO9VzLbZv336Xu59baV+tK16ctqwz1+9EoDwbt7tkX7Vxdv8JXAo8DJxKWHbtTjP72UrZPXf/OPBxgHPPPde3bdtWtUE7duxgof29RNdi3nKuxe7JMAavPJMHoVjqz65Px6UWGqsQeVOzQp3wuihe21VVru2ZTbq25UqvRbd3Hdejka+J4zO0MNRFGdpWvT+a/T5vhFZdi3wUxj5HfnwvRsqsIybsNOtaLLkYcjdw98tLfrzHzG4BHgReRaj3J9J2jew+XYpu6GqtV6d1zySl67gTqPu6Nr3wPq9VL49trTnIM7PTgb8GLgBWE9au/QbwQXd/oDnN4wlgY9m2DSX7ahKvvftDYEuD2iVSt17+w9NsnTR2K6llP9pJAUz7dVtmule/HNS64sXTgZuAaeCLwB5CsPVy4HfNbLu7f7sJ7fsmoUbfu0q2vQB4qNp4vErMbAR4CnBdY5snUp9e/cPTbO3KkpbKR04+gu/ujzg4HbG+rHu4F2b2STJ1a2a6F78c1JrJ+yBwN/DC0jVqzWyIEDh9ELiw8c3jw8AtZvYe4F8JJVT+DPjLkjacB/wL8AfufruZPQn4A+BaQjB6KnAJ4aX4z01oo0hdevEPT7O1O0ta/BCcyMPYoYhDMzBZcDYNh5IWcxI+s69UPnL2TDq7pxxwNg6m2DBkHZ39keMpM91dag3yzgN+ozTAA3D3STP7IPDphrcsPP8dZvarhHF0f0WYdPG2shp5Q8BT43sIS649G3gdMEro1r0ZeM1Ssn8i0t3alSUt/RBMG4z2GxN5B4fHJpwtK0JJC6Bnyn4UHK5/pMDjE04x+ZOyApuGjQtOTHd09mcp2tWF2crz9nLNuW5Ua5A3Baypsm81oRu3Kdz9WkJWrtr+HZQMsXb3R4DtzWqPiHSPdmRJSz8EZwhlKzIpcIdCFEpbjPT1zqoV+ciZyMO+SacvBUOp4vYwC/q2PQUu2pTu+uxPu7owW33e5Uxq6rbxe0lSa5B3LfC/zewBd7+5uNHMLgDeB3yhGY0TEek25R+CYWmpkMWbKcChnFOIemeCzdh0CG4hrJ9alElBvkAisj/t6sJsx3mXOqlpoSBUmq/WIO9iwvJiXzOzvcBeYH18u5Vjlw8TEelZlT4E+9PGaStgzxScvhI2Dad7ZoJNyOxUL7qf9+4fl9iuLsx2nHcpk5oWC0ITWcOtw9RaDHk/cIGZvQB4BqEQ8RPAbe7+5Sa2T0Skq5R+CJaaLsAJ/cbZa1qfvWtnd1nI7FQ/V8a6f1xiu+oytuO8S5nUtFgQOhA1tGlSwZICaXf/EvClJrVFRKTrlX4IFjx0V7Wz/mG7y12sHYB0HMPNRvNdtvn4A360v/vHJbarLmO7zlvrpKbFglDFeM23pCDPzH6JMNO2NJP3lWY0TESkWxU/BG/6MTzpBGtb/cNOKHeRSRnDGUgPGY9POFOF4uxa2DRs/PyG7p900a66jO2sB1nLpKbFgtDuzt92h1qLIZ8EfJ7QVVs6Ju9dZnYn8FJ3f6xprRQR6TLplJFJwWkr2zfWrFPKXaQNXnBKeq5OnuNsHEqxcdC6PsCD9tVlbHc9yMUsFoR2eS99V6g1k/dxQvbuAne/pbjRzJ4F/CdwOfDixjdPRESWq5PW8E2njJNGjJNGWnK6lmtXXcalnreV4zMXC0Lvvr8pp5UStQZ5FwKvKg3wANz9m2b2FuATDW+ZiIjUpZPW8O0F7Vq9ptbzjs+EuoTjuVCUOmMRo/2hy7xZ4zO1dGN71Rrk7SEURK5kChhrTHNERKRROmEN306gYrzhGtz8RIHdk8fO+j4868xGBV5wytLGRi7lmmrpxvapNch7L/H4u9Kxd2Z2MmFd2Pc0oW0iIg3Vax/2nT5mqxX/Hu2eXdwp9kw6j004/SmOGQuXj0Kh7t1Tzqbh2q6Hrmn3qDXI+yXCsmYPmNm3mZ94cQ6wD3iumT03Ptbd/Tcb3lIRkTr06gdTp3aXteLfoxNmF3eK3VMRkXPcZIdMCqYKsHsyYtPw4t33uqbdpdYgby1wX3wDWElYr7Y4Rm9dg9slItIwnfLB1K5MYqd1l7Xq36NTZhd3BsOrrDzigC1QsLqUrml3qXXFi+3NboiISLN0wgdTr2YSK2nVv0cnzS5ut42DRsaOLUgN4eeMhf210DXtLlo6rg3yuTz7du5jcmySobVDrNu6jky//ilEmqXdH0ydkknsFK3699Ds4nkbhoyTho3dk06h7JKcNGxsGKrt9adr2l1qjizigsi/DGwCjpuT5e5vamC7Emv8oYPs/OSdRLN5ZnMRRw7Okl05wPkXn8/o5tF2N08kkdr9wdQJmcRO0qp/D80unpdJGRecmA4lVGagEDnplDGaZUmrjuiadpdaV7z4LeBThO9e+4CZskMcUJC3iPzhSQ5+9ftsPn2QdH8aHPIF5/7vH+HWy27leZc+j3RWaW6RRmv3B1O7M4mdplX/Hp0+u7hcs8dsjmaNizal65qE023XtNfVmsl7D/BZ4E/c/XAT25NcUcT0PQ9RyBUgnSE/7XjkeH6Wkzf38e0v7+Hxbz/OKc88pd0tFWm9Qg7Gd8L0GAyshdGtkO5v2NO3+4Op3ZnETtPKf49qs4sd2D3pHVNOp1VjNhsxCadTZ2zL8WoN8tYAVyrAq8PEFNH0DLOzTpowLu/wI4eJ8hEjq7NERyb55qXf5IUfeaG6baW3TDwM914GM4eY+7TProIzL4bhzQ07TTs/mNqdSexErfz3KA9sOm0STD5y7tgzQzR9gFE/Apkh6F/PVJTq2DGbnTZjWyqr9evj54BtTWxH8s3mw+QKB4+cw48cxnEyAxky2TSbzhzlpNNH2Hnl7RSmZ9vdWpHWKORCgBdFMLwFhk8N91EUthfKR4bUJ3wwGaetTLNxyFr2wVnMXKUsjMEbn3HGc07KeruLqx3/HuWTYEazxmi/EXnYXogqlxlpprGDTzC99y4GD90C4/fA/ttgz1cYjA4znQ9jNqV18pGze9J58HBYISTfhtdEo9SayXs9cKWZXQHcCBwqP8Ddr2tkwxKnL8PAqgEyAxmmDk4R5SMyAxn6+lOsPnGAvqyRPWGImYlZpr59PyPnnA4DjeuuEulI4ztDBm94y7Hb+1fDxK7wgbf6nHa0rOHUxdUZOm4STCHH1K7PA2dD36qS7VOw/1Y44XlM5Q1lzFqj07K89ao1yHsKcB5wGvCqCvsdvQIXNjxIqr+PU847kfu+8iCFmQKWgk1njDI7nWfvQ0dYPRsxOJqFySl4+Ak4YzOkemusjvSY6TEWnJGQ29/K1jSdurjar+MmwYzvZHB2D/T3E9YYiKUHYfYQzB5kMLO+de3pYUksdVRrkPfPwGHgfwD3c/zsWllMKgUnb6D/0T2c9gsnsft7e8j2QXYgxdR4np/dtjF05QI2O0O0ez+pFcNwohYTkQQbWAtVqvCDQ/+aVrZGekDHTYKZHmOtP8GATTPlAwzafKA3xTADPtGTYzbboeOyvA2wlEzey9z9+mY2JvEG+uH0k+lffZSJ23azZl0/A8N9rFgzEA83dwozEVHByU/nyex6nNS6EyCjQsmSUKNbwySL3IHQRVuUOxC2j57VvrZJInXcJJiBtWSY5Rl2O3dwHuM+P/FugL0844SJrssedauOy/I2QK3Rw+1A46a59bJUiszKIU598jCzR3KkM9kQ4HlYPTDdlyKKIgyIZvKk9h+CDWvb3GiRJkn3h1m0914WxuCVz65NZ9vcQEmadpfTOU78RWd0Zhfbs0fZZ+tDRm92D+tSe0mveV9r29PDOi7L2wC1BnkXA1eZ2RTVJ15MNrJhibb/EGmDyVwBbL6zyiz8J9OfgsjxgsOEplVJwg1vhrMvDZMscvtDF+3oWQrwpGk6ahJMyRed9OQDbORB9EWnPTouy9sAtQZ5d8X3n1rgmO7KYbbT0UlSqVAuID8TkR1MYSV/XFIpg5ThDjy2G2Zn4bRNkNWbXRIqnU3MLFrpDtUmwTR71YmK9EWnI3RclrcBag3yXkX10dGyFFEER6cYWJHh8F4ozEZYlYGcZg6Rwe79sO8gPHULrFtd+WAREalLW8tn6ItOR+ioLG8D1BTkuftVTW5H75iYgr4Mqb4MJ5w4hC3QxW9W8qIqRPDjh2B0RBk9EZEGS2L5DFmeJJU6WtK0TTM7CTgfWA0cAG5198eb0bDEms1DyuCElfTP5omiCAD3eExekVX4Y1KI4Il9cOqm1rRVRKRHJLF8hkhNQZ6ZpYGPAX/MsaFtwcw+DvyZu0dNaF/y9GWAMOYOIJVKxQFeWW+4e6iZVxrsucNkrmVNFRHpFUksnyFS63zgdxLG5f0NsAUYjO//Jt5+SeObllDDg5BJw8wMZPvigY7VhzuG0iolsqqZJyLSaKF8RpWdXVo+Q6TWV+0fAG939w+4+8PunovvPwD8LfCKprUwaeKVL0inwZ2osPh8lmOOKFSp4SMiIstWWj6jVDeXzxCpNchbD3yvyr7vxfulVgP98JRTYWSQQn5+TF71b5E+v+vQ0TBDV0REGqZYPiNlYQze+IwznnNS1r3lM0Rq7fv7MfBbwJcr7Pst4EcNa1GvyGTgjFNhz3joknXmauMdN+fCw3/cDHPgyASMrmh5k0VEkixp5TNEag3y3g1cbWabgc8AewjZu18HthMCPVmqoQGi9auZeWwf6UyKVIa5YG9OPCZvbgJGPg8PPgZP2QJD6j8QkcraUtQ3AZJUPkOk1jp5/2VmhwgTMP4e6ANmCSthvMDdv9K8JiZYFDEwmOHhh44wum6QwRV9pNIhW2fFFS9gbsaXO1gUwVQOfvAT+OnTYWiwbc0Xkc7U1qK+ItIxap4u5O5fdvfzCTNrNwKD7v4LCvDqMDEFkTOZS/HozoMApNLhD7C7z82sLWbxzIDIw5i8QgF2Pa7xeSJyjPKivqNZY7TfiDxsL0RavEikVywY5JnZz5jZyaXb3D1y973uHpnZJjP7meY2McFm84Cz5cLT+eanH+S+W/dQyDv5vJPPRRCV1cmD8K28EMFsAWZmQ6AoIhIrFvUtXWAdQlHf6Xwo6isivaFqkGdmLwduB1Yt8PgTgNvM7CWNblhPiAsjD6zs54V/+0z2PzrJxIEch56Y5MjYNBPjJYWP42DPozjLF0Vh/N5svi1NF5HOVFtRXxHpBQuNyXsN8El3v6faAe5+j5ldCfwJcE2jG5d4c4WRZznlKSNsXHM6hdmIdCaFpYyh0ez8JIySosheACcims7T16fiyCIyLxT1rVJPU0V9RXrKQu/2ZwDX1fAcXwLOa0xzekyxMHI+dL329acZGOljxdoBRlb3z43Po3zVi3jz9P4jFKZnNC5PEisfObsnnQcPF9g96eQ1nmxRKuorIkULpYGGgMM1PMfh+FhZjoF+2LAmzJitsfvVLIzVGxxME/3gQdKrV8C6E0JmcHgwBI8iXU4zRJenWNT3jr0R47nitWPu2qnmm0jvWCjIexT4KeAbizzHTwOPNaxFvSjbF275POTt2MxdlcRFKJpsmEcwfhimpmHFcBjnd/KGEDyKdKnyGaJFU/mwfftJClYWoqK+IgILd9d+EXijmQ1XO8DMRoC/BL7Q6Ib1lOFBGMguuLaZ+3zsNx8DOmZhMsbsVJ7xJ45ydO8EhYeeUBeudDXNEK1fKOprnLYyzcYhU4An0oMWCvLeC4wAt5jZi8xsLjVkZlkzeyEhyzcCvK+5zUy4VApO2QiDA8fHeBZm0xqhm7YY4BUKPldepTBbIH9kmsP3jfHIbY/xxG2PcuQn+1r6K4g0kmaIiojUr2qQ5+57gQsJK1t8EThiZo+Z2aPAEeBaCdnAmwAAIABJREFUIA9cGB8r9Rjoh7UnhEguZZBOQV8aS6fAUhQKEYWCE0VOIe9h0q0Z0WwUDs8YQyvSjI4YPjPLD//rHgozVWbYiXS4MEO0yk7NEJUuUzqBKB+hCUTSMgvW33D3HwHnmtmzgWcDm+JdjwE73P3mJrevt+Tzce08Dx9w7hDFAV1fGi9EIXuXMQyI4myGO8zOREwdyZNKw+CAcXTfJHvv2cuJ55zYxl9IZHlKZ4iWdtlqhqh0m/IJRIU87Hg80gQiaYla1679OvD1JrdFBuK6eNlsWNViOhcyekAqX4BsZm5wXj4fz7IFZnMF9u46wuxUgexwhkyfceC+AzzyrUdYt3UdmX7V0pPuohmikgSVJhCNG3NLzGkCkTSbPv1bLEeOnexkjDHWspatbKWfeLjjmlXwyJ5QNy/USQkTKCIP/5/JhDVrgekjOVJRgZmpAvsfPkp+NkzaOLx7kruu2cfE+Cz3XXsfB358gPMvPp/RzaPt+6VFlkEzRKXbFScQlc4QhzCBaDwXJhBtVAEyaSIFeS30MA9zGZdxiEMYhuOsYhUXczGb2RyCuCdvhvsegumZuYCOlMFgf9ifL0A+z6EjxuSjh7n16p+wasMQQ6uyTB2e4dATk7g7Yw9PsiLKMLx+mFsvu5XnXfo80tl0ey+ASDWFHIzvhOkxGFgLo1sh3R/PEAXQa1e6T20TiPTaluZRkNciOXJcxmVERGxhy9z2AxzgMi7jUi4lSxb6s7ByBApHQpCXSoUgr1jgOJOGQoG155zMbTc9RGHWOTw2PRfcZbJpwClgzE7PMvbDMdY8eY3G50nnmngY7r0MZg4x1y+bXQVnXgzDm9vdupbLR85YSfZy7UDovpbuoyXmpN0U5LXITnZyiENzAV6ePA/zMN/je+xnP1NM8e7o71j36HToml0xxDED73IzIQDMFyByBgZTDJ62Dr61h77+FNO5PIW8U8hHHD1cIJVOkUqlyE/nmRqfYnL/ZFt/f5GKCrkQ4EURDG+Z3547ELaffSmks21rXqtplY9k0QQiaTcFeS0yxhgW5+33s59ruIZHeRSP60RcwRX8aOJuPpW/lFMHnhzG4fXFY/AciAowOT1fYuWxfZxyUpoH1gyy+96D5I7OUiiEsXuWMtL9aVJ9KbzgFKYLDK3RwA/pQOM7QwavNMAD6F8NE7tg/B5YfU47WtZyjVzlQ9nAzlBpAlHBIWWaQCStUTXIM7MXLeWJ3P26+puTXGtZi+PsZz+f5tPsIxQrTpHCcbJkGZrN8k1uYT0nM5gdCF2z6bhe2FQB0mnoS4f1bbNpTjh1JYceO0o6m8YyeXw2IiLCCkZUiOgb7GNy/yRDa4dYf9b69l4AkUqmx1hw0FJufytb01aNGqSvbGBnKZ9A9JMMmlUrLbNQJu+LhPCilleio9GjC9rKVlawguu5nqMcBSBNGscxjDx5DvQdZpZZbuQmnv//s3fncXJVZeL/P+feWntPd2fpLE0nISSkA2SDEEUggwgjCqIM35/iguiA8v0qQ8QRl5kv4uALw0xQcFBxHFTUQRlHGCf+AOFnEDBAIGwJkIRAlk7S6b26u/Z77/n9cap6Sy+VpJfq6uedV72q+1ZV97nVneqnnnPO86iL8JWVQGe3maKFnnIqJvizaT8UoXJuMa0HY6QaHXSmWDIalK1o3d1KyawS1t26TjZdiPwUqmbYqsfBqvEczYQajUX60vM3P/XdQLTPkh3iYvwMF+TNH7dRTAFBglzMxTzMwzg4ACbrhsLGxsHhleJddPi6IN3I4/7HWes7m/JpZdDRbaZry0sy07ZJAGIdSXxBHz6/RXlNMdHWBE7SNTWUPY9UV4oZ75shAZ7IX+X1ZpNFss1M0WYl28zx8mUTN7ZxNhqL9MetZMcQu6HF5CbT/IVnyCBPa71vPAcyFfjxczqnEyNGK634Mk+/i3lhT1lpvjf3ATY0fImKRBFv8hqrWY0d9JtCyKEAJNOACfKKKoIkulK4aU3J9CJSMQc74ANb4TkeoYoQ7bvb+c+P/ierr13N4ssXEyqTlb4ij9hBs4v2zY1mDd7A3bVTaNPFaCzSH5eSHbIbuiDJNH9hOqaNF0opH1ALHPVyo7V+fbQGVaiqqWYa0ziJk+igAw8Pa0D74MZQG9sWHOFQNMk76bf4k38HJ4VP4ZK9KyhLZ4I9S4HrMb2uFMuncNIeKpZGuxp/cQDX8dCeputgF9EjUVDwxDeeYMt3t3DJPZcwb+28CXoGhBhEca3ZRRvZbtbgBatMBm8KBXgwOl0+xrxkh+yGLkgyzV+4cgrylFJ+4C7gU8BQOXmZExxBPfVUUcXpnE4XXbzN26RJ99weIMAH+SBHrGb+vfSndNHVszGjdH4J/3bodi6JngdBP0ST+GxYdeViHvvnbSQ6U2Z3bdJFWYp01HzdYGkQrTXhaWG0p9l0/SaueeoaAiXyQizyiB2YMrtoh3OiXT7GvGSH7IYuSNKZo3Dl+rbuH4EPAJ/BvL/8P8CngSeAvcAHx2JwhSZIkPWsp5xy1rCG9/Je5jKXEkpYwxpu4AbmM59NbCKe+RclSpw4R+wmLpvzWX5VuxlqZsDiOlgyn/kfWsaC9y6kcsl0QpVhSueUEiwL4rkedsDGCmR63/otwtPCpLpS7Hx454Q+D0JMZY6naYxp3ul0aYxpHK//xhOzSF8xv8xmVpE6pgxKNhtoKfPHOZLSRJJ69Ep2yG7ogpTbNL+YjHKdrr0SuAX4DfBL4Hmt9YvAz5VSPwMuA6SESg5qqWUDG9jOdlpppZRSfskv8fDooIMd7KCbbqJEAZPdC3oBlkbnU5Yu4gf+73NxxaVUWqYXra+shHd9/TyeueMZOhu6SMfSJCIJlFIm2HM8LJ9FoLg3cxc5EJmQcxdiqhuPdU9j2vNXdkMXJOnMUbhyDfLmAbu01q5SKgFM63PbL4FfAdeN9uAKVYAAK+md0tBorud6uuiinXZimO4UfvzUJmbxxYYrKXdKM2v4FLt9f2LN3A9CyMycl9eWc9G/XMTbf3ybF3/yIpG9EVJdqZ4Ar2xuGarPC3z5vPLxPWEhxLiuexqznr+yG7ogSWeOwpVreH4YqMh8/A5wbp/bFo7qiKaYJEl+za95F+/iAi7gVE7t2YyhPY/PN3wEpRX7Q42ZyxEOcYg7mr9GrTePsziLl3kZ26dYdO5s/uae93HRt8+leEYxgdIA0xZMwxcysXy8PU6gNMDiyxYD0NHQwabrN/Hzi37Opus30dHQMWHPgxCFLrvuqe8fUTDrnhKOWfeU97K7oS3LrMGL7jPXljXldkMXkjGf5hcTJtdM3mbgPcDvgR8DdyilTsbU8vhfwH+MyeimgIE9bW1snuM5AMqdEjrtbpRSZP+12RG+M+1ebG0TdTrZGmhghbeCv2u/hjubv4GNpq4uxIe/8242/dNWug519XyvQGmAS+65hEBJgBfufYFHbngEL23WWux9Yi8v3fcSF3/vYlZfu3rcnwchCt24lDcZD7IbuiCN6TS/mDC5BnlfB6oBtNbfVUop4AogDNwN3Do2wyt8fXvaOjhsYxvzmc9uduPXPrrtGCWe2dbkoflL2StoBdXpCircUtp1F1ppvjvt3/lc1yepYx47AjtpWdvMygdm43txDrGGBOXzyll82WICJQE6Gjp45IZH0J7ut8s2HU/zyA2PsOTSJZTMKpmQ50OIQlVQ655kN3RBGrNpfjFhcgrytNaNQGOfz+8E7hyrQU0l2Z62AM00kyDBbGabjRiqhRK3CJRZt3c40ELCSlHhlgIQt5KAxkLhofnEzC/wrtRZdFidZk13iUfFlTNZH/gKtfQWKX3m28/gpb2jyqj4w35S3SmevPVJLrnnkvF6CoSYEmTdkxBivB3TW0elVIVS6hyl1N8opd6tlKoY+VFiOPXUU0EFbbT1bLjw8OimG58vSI07k+npSvz4iVlm0U7IDZCwUhwJtKLJ7HVTsN2/i7hKUOvOodKtoNIpo81r5Q7uIEWq53u27hm+zEHb221jdLZCTF2y7kkIMd5yCvKUUj6l1HeABuDPwK+Bp4AGpdSGTLFkcRyytfMsLDrooJtujnAEF5c6az7/PXcLfuVjYWIep8RPotgNoxU8W/YanupTykBDUAeIeO3sYQ8HOUgH7exT+3mCJ/gjf+y5a9XCwcscaK3RWmP7bA5vO4yTdMb69IWYUrLrnlbPsKmfplg9w2bdbGkbJYQYG7muydsIXItZe/dfQBMwA/gI8A1Mm7MvjsUAp4Js7bxtbGMDG2ijjSBBQoQ4EGri/y74N86InsK8dA27ivbR4o/0W8Cdne5dmlhEJ52UUEKZW4K2wAoE0Gh+wk+4kAsJEODdX3s3L933Eul4Gn/YxOfa06SiJtsXKAnw3F3PEaoIsXb9WsprpeSKEKNF1j0JIcZLrtO1nwC+prX+ttb6Ta11W+b6NkyQ94mxG+LUECDA2ZzNd/kus5lNjBgddJAkiWO5dJSm2FK5g9ZAZ/8depn+lqfG6uiyOmlUrTwZfp5flf+eB8o3sU/tx4ePNGm2sx2AirkVXPy9i1GWItWdItmVJNVtArxF719E9ZJqKuoq0J5my8YtuKkhFosLIYQQIm/lmsnzgB1D3LadoUugi2NUSy0/4kdcx3XEiFFFFa/xGjFi7GY3CtUTtAEoFH7Lz9vFh0jpNFpp89NQ5vIO72BjM5e5tNK7Fm/1tatZcukSnrz1SQ6/fJhEa4JTPnhKv80Y4cowHXs7OPDsAboOdNGxv4OK2goWfXARoTJZJS6EEELks1yDvPuBzwKPDnLb3wK/GLURCUop5XZuZyMb6aCDuczlcR7Hw8OPn4D2MyM1jZiVIK0c4nYSrbQJ8OCoWlwuLk/zNF/n6/2Ol8wq4ZJ7LmHPY3t47T9eO2q3LUC0OcrDn34YUzXHeOafn5Hdt0IIIUSeyzXI2wd8RCm1A/hvetfkXQaUAv+ilLo+c1+ttf7BqI90iunb4/ZZnqWBBtpow3GSrOhcREwl2B7eg2N3g/bw0EMXWgW66eZN3uQczjnqtqLqokFzsU7SoWFLA+GqMGVzygCzdq/rcBf/9fH/4tTvnYqTdPAFc/01EkIIIcR4yfWv879krucApw5y+8Y+H2tAgrxRkO1x20ILs5hF2ktzRudpdOsorYEOOnyduMrFzWbwstO0Q7iFW1jFKlawot/x6fXTCVWEiLfFCVeGe44ffvEw2tOU1pi6fE7CobOhE8/xSEfTdB3s4vGvPC6bM4QQQog8lNPGC621dQwX2TI2yqqpppxyKp1SkqQosotxlIdWGld5KJ1b+YWDHGQta3mQB/sd9wV9rF2/FmUpOvZ20LGvg469HaSiKULlIZSl0J6ms6HTlFgJ2Liui5Nw2LlpJw9d8xDRluhYnLoQhpuEtm1w6DFz7SYnekRCCJH3ZJ5tEqinniqqOCU2mzfYwUG7kYRK4OKh0fi1TYoBNe2GiPuSOsm13mexownq7AXUh1cStMKU15Zz4YYLadreRKw1RlFVEU2vNfHkt54EIBVN4Tmmz23nkU5wwXM8OvZ00LGng3tX3ssVv76CeWvnjeVTIaai6H54cyOkOujZTh6ogCXrTR9VIYQQgxoyk6eUWqqUCvb5eNjL+A156skWTA7bxXy26SOc33Ump8VOYWa6imI3TEW6FFsP+FEOtt850x6ji27+3v81/tH7B74U+Tz7E7sBsAM2NStrWHjhQmpW1rD48sUESgPE2+N4aQ/taWKtMchWVFHmMcpSdDV28T/X/U9PKRYhRoWbNAGe50FxHRSfZK49zxx35fdNCCGGMlwmbztwNvA8w5dJyby1lsqeY6mWWr5Y/Pe0+7ZTHZ1ObWo2R4LtEHfwlMc0p5R9wUYSdqo3i9d3jV72p6fAxaPR34pjafb5DxFLfIMfBn5GwOpfFiVUFuKSey5h0/WbiLXESHYm0Y75Qpa/N6hUlgIF3Ue62fnwTk676rQxfS7EFBLZYTJ4xXX9jwcrIboXItuhcuVEjEwIIfLecGvy1gGv9/n4r4a4ZG8TYyxghZg59zSWqnqWJOZzXtsKwl6ImJUgpINUO9OwUCithl+np8CnLSwNcRVnS+hFXoo/O+hd562dxzVPXcNffeuvKJ5ZbEJ5OxPYYXbbakxtvnQszYFnD0g7NDF6Ei0MvZtIQXL4PsxCCDGVDZnJ01o/OdjHYoKFgvgWnERt1KOz67+58sh7eb78dWJ2nCZfOzE7TtSKk7TSw36ZmJUAIlS4pcRVnD/pzazh/EHvGygJsPzq5SQjSR6/+XGclIP2TEZPo1EoPNdDpRVHXjkiO27F6AlVM/Qkgobg4H2YhRBC5Li7Vil1gVLq6iFuu1optW5URyWGZ1nUlC5keulJ+Cyb2vQsFiVqqUvVYHmWCfBG2HCbtlwivm72BxqJWQmet18gxfDrm8749BlULKzA8lmgQCllAjzPQylFsDxI7Tm10g5NjJ7yerPJItnW/3iyzRwvXzYx4xJijDmepjGmeafTpTGmcTxpLCWOXa69a28DZg5xWzXw7dEZjjgWVxd/nk5fjPJ0MX78+FI+WgIdIwZ4WRYKlCZidxMJxnt62w4lVBbi0h9fSvlJJkOnPY2X9kxCpSzIKR84BTtgE64Mk+hI0LS96URPUUx1dtDsorUsswYvus9cW5Y5bh/dpUVMHj2BTHuMlkMv4h6UEjkAkZRm8yGPF5pcdrRrXmhy2XzII5KSQE8cm1xLqNTDgJ5YvV4C/mF0hiOOxVxrHpVzT6Wt4Q1mJ6r4r5on+t9BDfh4wOuDh84c1uyydvEUT9FCC9VUU089QYJHfc95a+fxuW2fY/uvt/OO8w7ldeXMPG0mM5bNwA702XujMDtxhThRxbWwfIPZZJFsNVO05cvyKsBzPE1LAuKOR9hnUR0Cn5Xju60pKpLSbG3yILqPBYe+S8zpIKUU1SEIhKdN2RI5jmeeF09ryoO9v0NxxxxfN9vClt8tkaNcgzwHqBziNlkUM4GuCn2axgWHuS96D7uDB3oDu8FeAwYJ9DSABYc4xPf4HqtYRTHFVFDBetZTy9EvsoGSACs/s5LWP7RSd14dFXUVR38vDUVVRSd2ckJk2YG83UWbDVYSTqa1oHYJ+RRnzsh1omTqyQYy2k1w6pHvoSwPp7iOuAcNQJ3XjvXmRhPc51EwPx5aEpBw+gd4AGGfIpLUNCdglry0ihzl+ir0NPBlpVS//22Zz78EPDXaAxO5m2XV8NXSbzEnUGv+yAz3Jk8NcsG0UKuiigMcYB7z8PDYyMZh1+n5w/6edmh9xdvihCpCzFg248ROTIg8NzDrUh5QlAcVns5kqcSgsoFMVfJ1fE4Hjt/kEHwWOB7ErEpTOicy/BKSQhR3vGE3lMcd+b0Sucs1yPs6sAR4Syl1h1JqvVLqDmA3sBi4eawGKHJ3H/cd92PrqCNMmAQJmmiikko66Bhxnd7CCxcSORDh0IuHaHu7jY69HShLsXb92v7Tt0IUoGywEvYdnXVJOBr5ezy4bCDjTw9SAkdB2ssU+ZyCJXLCPmvYDeVhn2SIRe5ymq7VWr+qlDoTuAX4BGaKthV4Avim1nrXmI1Q5OwszuLjfJxf8ItjelzYCzE3Wkl1upTp/mJSxUmwQKFoZfAX2cj+CJ0NnXQ80UGwNEiiPUG6O83Kz6xkwYULJMATU8JIWReJ8QZnAhmXtH+Q1T4a/FZmbckULJFTHYKQTxEf8OYh7mhCPsX00DAPFmKAnHvXaq13Ah8dw7GIUXA/9/MlvsSH+TB72WsKFQ+j2AmzqmsJnz5yCRYWGo9q30y2z21GhzRVgyy5dJIOWzZugVX0rMfzHI+2t9p48d9eJFwdZtbyWfiC0hpZFLZssDIonftUyVSTDWRa1VJm+Crwpdtw/JU4npmyLfKmbokcn2XWc25t8ogkdc9a6uw6T9l0IY6F/BUuQMtZzhu8wU3cxO/5Pa20ksr868vSFktjC0hYKbaUvUpdag4uLtPTNaxomE3DgiaWWUe/yDbvaCbRkcDnM78+iUiChi0NOAmHRGeCTZ/fhC/sY9mVyzjj02cQKpO3nqIwjZR1kZm1wfUGMiHenHkDCw59F190L+HM7lrLmjalS+SUBxTrZls099mxPT2EBHjimOUc5CmlrgA+DMwFjvqrrbU+axTHJU5QkCBf5svsZz9P8mRPRk+hsDL5haDnp8QN0e7rosuK4eLix89hfxOnJOq4Kfq/CZQe/SIba4n1TFF5jkfDlga01mit6WzoonVvN662eWvLZh698zWu+tlFLDxv3rid+3jpWzbD8cznUjZjahkp6/LSWxM9wvzVG8jMJz7zOxTFXmcardih6rwrkTMRbEtldtHK0hdx/HLteHEL8BvgVOAAsGOQy5hQSr1fKfWyUiqplNqrlFqf4+P+Xim1L/O4l5RS7xurMearWmr5Bb/gIi5iDnOwsSmiiBAhFIqwF6LCLUWhqPPmsYQlVFPNGZzBalZRk64e9OsWVRf1LAyONkdxEg7a1Rx5rRkn7eFoGw8PW6fo2tfCHef/Dzdc00Zz8zie/BgbWKw06iDFSqeobLCyeoZN/TTF6hk262ZblAck4B+JCWQU8yvCVM9ehT37faZUzhQP8IQYLblOJnwGuF1rvUJrfZXW+tMDL2MxOKXUauBh4P8FlmM2fnxbKfW5ER73d8A3MUWalwN/BH6vlDp9LMaZz0op5Q7u4H28Dx8+0qR7+s0W6zAxK0GxV8TZqdX48TOd6dSzFBsb/IMneqfXTydUEcJzPNKxNFprWna1obUmRQDwCOJg4xEixXSaCd13L389/w1+97vxPf+xMFjZDFvRUzbDlfZDU05PsFJmM6tIybTaFCLtx0Q+yzXIK8XspB1v64GtWuuvaq3f0Fr/FLibYUq2KKUU8GXgTq31zzOP+3vg1czXm3JqqeVu7uY2biNECI3Gj58jvjZSyuFTbZeRII5CsZazsdMafDYUhwf9er6gj7Xr1wKQ6EgQb4uT7EqhAR9pAjhoQKPwsNBY2Lj8VfS/+fwnOmlrG/TLThojlc1oTkzQwIQQY2awYE7aj4l8p7Qe+ZdRKfVDoEtr/eWxH1K/77sP+InW+tY+xy4AHgfmaa0bBnnMfOBt4Dyt9Z/7HP8W8FGt9cmDPOZa4FqAmTNnrnrggQeGHFN3dzclJSXHf1ITzMWliSZSpAgQoEyX4E8pLG3hwwaUWVcU8IMyQYxGEyeOg4MPH2HCKBTdXd0ErSCdDZ0ku9MMXtwp2zhNodBEKcYO2Cw4rXj8TnqUpTyIO2D3ifHcRDd2qARXQ9gHgSm84H6y/x8ZTfJcGJP9eXA1xBzom6RTCrQ2133/u3uYV71S/+Bfa7I/F6NJnoteJ/JcrFu37kWt9erBbst148UTwHeUUtWYqc+OgXfQWv/huEY3vBqgccCxxj63HRXkZY73vV/fx9UwCK31vcC9AKtXr9bnn3/+kAPavHkzw90+KXkeROOQdswUbXHYNIAH9rOfjWykg45MmKZ7Wp69vfltzj//fHZv2s0vPvJbSCbJlDDFw8Lr89KXJEiAJNtZwnOs5LrrFR/6zBzq6yF4dIvcvNYYM+/Y+7Ydimx/ivJl7yGS1Jw+w0zZTVUF+X/kOMlzYUzm58HxTLYuqPtn71sTHk1xWFyhsFT//++RpGbJEK8Dk/m5GG3yXPQaq+ci1yDv15nrOuBTg9yukS1Ak5dlQenRmbUkSTayEQ+POup6jrfRxkY2chmXATD/vfOpXTuHvZvf7vlF8HpCQkWKAC42GkUH1TQzi9vugZ//PsmHPhxk/XqonUR9yKVYqRBTx1C9ZM06XJPhKxmYtetpPyZ/FsXEynVSaf4IlwVjMjo4DMwacGxmn9uGegxDPG6ox4hB7GAHHXRQSWW/49mWZ3FMz1pf0Me5N51NoLwosxaPnuAuSTAzyZvCwcfzrCJMAh8O+w74eOGlLu64A1JDt8jNO9myGZYyDcMjKY2rwVJSrFSIQjNUVxOfpdBA2h1kmYq0HxN5Ite2ZvvGeiBDeAa4CLi1z7GLgX2DrcfL2Ascyjzuz32OXww8PQZjLFgttKCG6NmkULj0Vvqf/975rPzYUnb+4S3a9nVg99xmXggdfPyeSwBFChuFQwCXN58+wsG9FhdfXMwll4z5KY2agcVK9/hg3WwJ8IQoNEN1NSnygW+Q1nWS0c9Pfeuahn0W1SGmRF3TIYM8pVSR1jqW/XikL5S97yi7E/iLUuo24H5gDfAF4MY+4zwL+DnwSa3181prrZS6A1Nq5Q3gBeBq4Azgb8dgjAWrmuoh26JptCmzkuEL+jjn5nNwkg7W5r20v91BHJvD1HCQubzCaUQpw8GPhYfGxkPR5c2meH8Df/exGHP/vJwzzhivsztxfYuV7rMKrxr9VH1RFKKvoZZnJF2YXazwW0j7sTwXSZnyVgkn+3Nye35OhV7PcrhMXpdSaq3W+nmgm8G3TvY16osPtNZblVIfAr4N3ITZPPF1rfUP+9ytCFicuc4+7rtKqWDmcTOBN4BLtdavjPYYC1k99VRQQRtt/aZs22ijggrC9C+xUl5bzgd+8AEOv3SYB298ipYtzbRTxUuswkeKNAFs0li4uIEYWC6u46PRmcP7ux7izOULue4LAe6+a5LtxChAU/lFUYi+hutqck6NRYkPaT+WxwbWNc2KO+Z4oc/ADBfkXQPsyXw8JsWOc6G13gRsGub2zQyyYkJr/R3gO2M3ssIXJMh61rORjexl79G7a3n7qMfYAZu5a+Zy418+yhL1Eqt5BRuXbkoADXaSdEUDKDPJ4SoXt2s2z/pOYk5iN9+/+wyWrGzkf189cEmlGC9T/UVRiIFG6iUr7cfy11AbZ8I+s6a6OZH9+RWmIYM8rfXPAJRSfuAt4B2t9aHxGpjID7XUsoENbGc7rbRSRRXLWEaAwKBBXl9v6hUp5d4SAAAgAElEQVSsVAlWspXNnGdW8ZUfAm2BGzC54UQVOEEagzPw28UoL8WNnylh6fw07zrbP+nKqxSCqf6iKMRgpJfs5DTUxhlgSuyCzmX7jwv8f8CSMR6LyFMBAqxkJRdyIStZSYDc+0pu02tpro9QQwOWvxsV6MSykih/FySmAR4oB8oaoGoPuqgF1/Pz2Ws7uOkm2L9/7M5LDC63F0UhhMh/ZuPMEDdOgV3QI56d1toDdnN0SRIhcnLfHxex5sf/ihfqhlQY245nMnm2yepZLpQeJG27EOxC2w4tB1p44Hdd3Hzz5CqvUgim+ouiEKJw9N0409dU2QWd66v114F/VEqdNpaDEYWpfno9c+dC2drfoS2FE5uJjk4HN2iCvOrXAT9EZ5vgDwfL82ip/i3/8eSznPuVf6GhY6iKOWK0TfUXRSFE4RisrmkkqadMXdNcO158A6gCXlZKHQSOMOC9vtb6rFEemygQQV+Q9WvXs+nOHUQuvRp94Bx4633Qvggqd0MwBp4PotPNA7QPX8U+M4Xr+HmuYQsn3/0P3PXX3+Xa1ddO7MlMAcPtJhzyRdFNQmQHJFrAdczntiyoFEJMvJE2zhSyXIO8HcD2sRyIKGy15bV8/Jwavv3zMKlzb4bpb8DW64HM1OChM0FpSAexPIvWupdAZ/4DFjeTjFl87qEbWVKyinOXrJrIU5kSjulFMbof3twIqQ5AQeI8ePkrsGQ9FE+ifnVCiII1VTfO5Nrx4uoxHoeYAq7/nJ/v33U+Lfc/CrXPwLSd8NYHIFYNgW4IdoAdRtsRdNABz4IVP4WZr4K20SQ5765P8pV3f43br7pqok+n4OX0ougmTYDneVBcZ451BM3nb26E5RvAzn2jjhBCiNEzbJCnlAoD7wfqMH1fn9BaHxmHcYkCNH063HsvfOxj5ST2XAzqfTDjZTjtV2Ztni8JpQ14VXtg/7th7nMw8xXwRwENlgNlB/jO4z/ksxdcwMmzZC/QhIvsMBm8bICXFayE6F6IbIfKlRMxMiGEmPKGa2u2AHgcE+BldSqlrtRaPzbWAxOF6fLL4eWX4bTTPdJuGlb8zBRGTlSYO6TKYMZrMGcraA2WB7bT+wWCXTDvGT7wo7/lzf/7+4k5CdEr0cKw9VaSreM5GiGEEH0Mt7t2A6b38nswLcPqgZeAH43DuEQBW7wYfvErF9+Cv0BRCyRLTZYuGIFTH4JwBOwkKLd/gAeAAqXZ6W1iV8uuCRm/6CNUzbD1VoJV4zkaIcQIHE/TGNO80+nSGNM43kgdS8VkNtx07VrgS1rrZzKfv6GUui5zXaO1Pjz2wxOF6sqPBPmvxK/4zXMvo0ra0aEO9IyXwZfCcorwrBjY7tEPVLrneum/LuXSJZdy10V3Mbdi7viegDDK6yFQAck2M0WblWwzx8uXTdzYhBD9SE/qqWe4TF4NHNW3ag/mV0MWQ4kTVjdjOsWzGqhato1Q7asEAhoLhfInwVLgDf+i4+Lyuzd/x6LvL+LeF+4dp1GLfuyg2UVrWWYNXnQfeEnz+ZL1sulCiDwxsCd1eUBRHlR42hx3JaNXkEYqhiw/dTFm3n/K+/HbfrpT3VhYaDQeHq52AW2ydoP9Bg6I/dJumhseuYHG7sbxGLYYqLjW7KJd/EWo+xiEZpjPpXyKEHkj25M67Du6J3XCMT2pReEZKch7VCnVlL1gdtgCPNH3eOY2IY7JmjlrWFWzCtdzSbgJHG/A+jsb8xuafU1SDLrG38Ul5aa49clbx3bAYmh2wOyirbkQ7CLJ4AmRZ6Qn9dQ03Jq8b47bKMSUFPQF+dTyT7GrdRdN0SYSrnkraWP3vBh52kOjh35xyvDwZCOGEEIMwfSkHmSdM0hP6gI2ZJCntZYgT4y5pdOXcnLlySTdJG7MJeALoLUm7aUB8Ft+FIq0Th+d6cuwsPCQd6FCCDGUvj2p+07ZSk/qwiahu5hQ9dPrmVkyE8d1sC0bn+VDKYXWGoXCUhY+28eSqiVYg/y6KlRPgLdm7prxHr4QQkwK2Z7UllJEkppIShNJaiw1TE9qMenl2rtWiDER9AX55vnf5Jn9zxBJRrA92wR4SmFbtrkom3g6zqySWRzuPmymbzM0JhisDlezdMbSCTwTIYTIb8fUk1oUBMnkiQm3qGoRD330IUoCJSgUIV+IsmAZlrJMpk57eNqjprSGqnAVVeEqiv3F+C0/fsvPrJJZzC6dzWWLL5voUxFCiLxmelIr5pfZzCpSEuAVOAnyRF5YMWsFD3/0YWaXziboCxL2hZlRPINZJbP42OkfY9mMZfz1yX/NpYsvRaFwPKcnAOxKdnFK9Sm0xdsm+jSEEEKIvCHTtSJvnHvSubx43Ys8vPNhDkQOMK98Hpctvoxdrbu467m7sC2bmtIaTqo4ifZ4O542NfUuqLuA0lApG7dsZMOFGwhI+Q4hhBBCgjyRX0oCJVx12lX9jtVPr6ciVEFbvI2kk8TxHOaVz6Mz0UlzrJltjduoKqpiRtEMtjdtZ2XNygkavRBCCJE/JMgTeS/oC7J+7Xo2btnI2+1v053qpiPRQUNnA5ayOBI9AoBSisXViyXIE0IMyvE0LX02HVSHzK5TIQqVBHliUqgtr2XDhRt48PUH+fELP+bZg8/it/wEfcGe+8RSMTZu2cjpM09n/rT51E+v73e7EGLqiqRMj9aEkymurl1CPlM+pDwggZ4oTLLxQkwaATvAFadeQdJL4npuvwAu7aUzrXni3PbUbdz13F185fGvsD+y//i+mZuEtm1w6DFz7SZH6SyEEOPN8UyA52lNeVBRHlCUBxWeNsddT9q0i8IkmTwxqQRdOLe5hPI9Hl0lSd6YaZG0TZAXsAOk3BRaa+oq6miLtx3fZozofnhzI6Q6yLzlh0AFLFkPxbVjdWpCiDHSkoCEYwK8vsI+Uxi4OQGziiZocEKMIQnyxOSxfz9s3MjH3mxhWZPCb0MkpLnnnCB7ShQ+y0fKTVEeKudw12Fi6RgdyQ62HdrG2fPOzu17uEkT4HkeFNf1Hk+2mePLN4Ds3hViUok73tD9r1XmduzxHJIQ40Kma8Xk0NAA/+t/wWOPcWq8hI5SP/vKIaBsrn86id/VJJ0ktrLpTnXz3MHneK3pNd5ofoMNz2zIfdo2ssNk8IKV/Y8HK83xyPbRPzchxJgK+ywYakZWZ24XogDJb7bIf7/7HZx2Gjz3HOzcSeDPT/P5Z1LUH0xz2J+kKJri5EMJFIp55fOwlU1FqIKKUAUlgRICvgAbt2wk5aZG/l6JFoZ9y59sHc0zE0KMg+oQhHyKuNM/0os7mpBPMT00QQMTYozJdK3Ib83NcO21EI+D1uYC+FyPS96EM6MVxHwe7Q0Wv7FjvJDcTUMozOKqxQTsACFfiEWVizjQeSC3GnqhaoZ9yx+sGtXTE0KMPZ9ldtFubfKIJHXPUtvs7lpp7SUKlQR5Ir/96EcQjULq6CycAmYeaCWt4PJmmD0XDpTDnWvjvOy8TFWoik+c8Qlsy0ahaI3lkIUrrzebLJJt/adsk23mePmy0Ts3IcS4KQ8o1s22aO5TJ296CAnwREGT6VqR395+GxynJ4M3kAZcDWkLzjwIszvhpmfA70BropXfvPIbNu3aRFeii6qiHLJwdtDsorUsiO6F6D5zbVnmuGy6EGLSsi3FrCLF/DKbWUVKAjxR8CSTJ/LbggXgusPeJQjMiJrM3upDJuD7+Cx46FRocg5xKHGIlxpf4oKFF+TWDaO41uyijWw3a/CCVSaDJwGeEEKISUQyeSK/XXcdBEfuWhF2we/BjBiUpeCz2+D0w/CZbTCvAzztceOjN9LY3Zjb97UDULkSai401xLgCSGEmGQkyBP5bfp0uOeeEe+mAK3AA4rT5tisKJSk4MYt4HM0STfJ3zzwN2M6XCGEECJfSJAn8t/VV8Ps2cPeRQFKg8+DcArmRWBJExQnoSIBy5rM/Z4++DR1d9aN9YjFOHI8TWNM806nS2NM40iLKiGEACTIE5PF73436OG+y6b92kzb+oCabvjqM3DVa1CShMqYCfhK4tDcvI//ePrH4zJsMbYiKc3mQx4vNLnsaNe80OSy+ZBHJCWBnigs8mZGHA8J8sTkcNZZ8PGPD3rTYPvjFICG+RE4cz+s3QdrDkBFHGwPnr31Whr/OHjgKCYHaTovpgp5MyOOlwR5YvK4/3445ZRh75IN+BwAC2wNMxPwnga45mX42tNQHYP7l8MzX/sEqUjbWI9ajJFs0/mw7+im8wnHNJ0XYrKTNzPiREiQJyaX008318Eg+AavAOQBljLr8wASNrSH4GCZOXbTFgin4R/OivLav28Yn3GLUZdb03khJjd5MyNOhAR5YnK5/XawbdMBw7bB7+93swd4mZZFXma3bcIHyUw82FZk1ud97DWI+eCBPQ+P9xmIUSJN58VUIG9mxImQV0ExuSxcCP/0T6YDRTIJaVMvJfu33sK8HlqYqVqt4HAJuArmRmBWl7le1Aof3AVLX2mAX/4SOjsn6ITE8ZKm82IqkDcz4kTIb4eYfG6+2bQ7u+IKWLUKPvxhrHXr8CwLDfh07xvfuA0hD9YehDUNcMHbUN8MF74Nn3oZ/npbN3zta3DeebBly0SelThG2abzllJEkppIShNJaiwlTedF4ZA3M+JESFszMTnV1sKDD/Z+vn8/9m23kX5yM96et1COh4fpguF3wbNM8FeWzJRZccHSMD0GHDgASsH118NTT0FJyUSdlThG0nReFLrsm5mtTR6RZOYdrDaBn7yZESORIE8UhtpauPtu/Nu3Q2urWbP31a/Ca69R2wlNRSbAUwpifjP7MSMGNoDWJtBLpcxU8JVXQn19Tu3UxMQzTech89MUouDImxlxvCTIE4UjEICVK3s/Vwo2biT48svUtLaS8EHKMm3PAnrAWmbPg8OH4aGHoLERKipg/XoTPAohxASTNzPieMiaPFG4Zs2CuXPhb/8WX0UFJZ5FZQqCAwO8vnbuhB07TNC3caPJ7gkhhBCTkGTyROGqrzcZuWgUzj0XNm3K7XEvvGCygO3tJsj75jdh+vSxHasQQggxyiSTJwpXMGimXC0Lyspg/vzcH7t1K7zzDtx3HyxdOmTvXCGEECJfSZAnClttLWzYADfeCLfcAuecY9bu5SIUMplAz4Nrr4U2aYEmhBBi8pAgTxS+7IaMq66CJ56ARx6BysrhH6OUyQAGAlBaCokE3HPP+IxXCCGEGAUS5ImpJRCAdetMsDecUMgEd6kUxOPgOPDcc/DYY7Btm+m2IYQQQuQx2Xghpqbly+Hzn4cf/ODo20IhmDYNurrMVK3rmkzen/9sAr6aGqiqkhIrQggh8ppk8sTUdc89plzKmWeawG3FCpO9C4dNgKe1mbbNZu18PnjlFdi1CyIRKbEihBAir0mQJ6a2pUvh+efh0CEzDfuzn5ngLhYz2bto1HxeXW0CQNs2x954w3TW2L59os9ACCGEGJRM1wrR1+WXmyna224zwVxzs8ngFRX13seyzG07dsD3vw8XXGAygUIIIUQekSBPiIHmz4fTTzdr8Z57Djo7+9+eSsG+febj5mazVu9LXzLTvGvXjv94hRBCiEHIdK0QA2U7ZaTTJnDz+czH6bTJ4h04YLJ9paUmIJw710zpXn89dHdP9OiFEEIIQII8IY6W7ZRRXW0Cu1DIZO9SKbMRI5UCvx/q6kzQByYQ7OqChx+e0KELIYQQWTJdK8RgamvN7tk//hF+8pPeHba7dpkgcOnS/uv0sg4cGN9xCiGEEEOQIE+IoQQCcMklcOGFZhdta6tZo3fffYMHeFqbYPBf/9V8vmqVKcsSDI7vuIUQQggkyBNiZNm2aABr1sBvfwvt7aZgclY6bY796ldmw0b2cWefbXrmStFkIYQQ40zW5AlxLMrKTBFly4KGBnM5cMC0PauqMhs25s41l9JSeOEF+PKX4Q9/kHZoQgghxpVk8oQ4VmvXwlNPmU0W2QCvuNhcwuHe+ykFhw+bDF88DpWVJgiUdmhCCCHGgWTyhDgeJSVw1VVw881w1llmPV5fnmeyfFqbadvycrMb1/OkHZoQQohxIZk8IU5UdTXs39//WDRqMnw+n2mFVlRkiipv2QIHD5rLnXeaaV0w07g7dkBLi/l69fWyYUMIIcQJkSBPiBNVX28CNDDTsuGw2YiRDfIqKkxW79FHTSZPa7N54/e/h5tugiVLzJo92zb311qmdYUQQpwwma4V4kQFgzBzpimZ0tVlArr2dhPk1dSYFmmPPto7dev3m8ekUqZH7g03wNatsHu3Ce5kWlcIIcQokEyeEKMhEIAf/ABeeglefNFk8rZsMTtun3/eBG2BgAn0PM/cntXW1tsf95lnTFCYTEJHh9mRe/bZE3NOQgghJjUJ8oQYLYGAqaO3Zo35/PLLTTbu4MHe4A566+j1pTW8845Zk7drl7mPZZls4I9+JNO2QgghjplM1woxVmprYcMGePe7TTmVYNBcD6SUWY/nuiZ7F4lAd7fJ7j36KHz60zJtK4QQ4phJkCfEWAoEzC7a7Bq8bDavr2yAl6UAO3OxNGz+E2zePD7jFUIIUTAkyBNirM2dC9/7npl+HThVGwqZ3bh9j2vA7XPxNHzhs+M3XiGEEAVBgjwhxsO115o1d5/6lCmTEgiYDhm2PXh2b6A9B2DX62M/TiGEEAVDgjwhxsusWXDfffCb35geuGACPNc1gd9wPOALV4/1CIUQQhQQ2V0rxHi7/HI47zy45x6T3Zs/HxYtgo/+P2aqdjAKU39PCCGEyJEEeUJMhMpK+MY3ej9/7DEoL4KO2NH3zebbXde0T5szEyI7INECoWoorwc70wJN2qMJIYTIkCBPiHxQXQ3nXWBanWlM5i5bbcXD/E896wL4/i1wRTG4XZk7aAhUwJL10Iqpy9fRYcqySHs0IYSY0mRNnhD5oL4e6hbA8mXmf6XGBHcuJpZbuwIWLoBpz5osXXEdFJ9krhNpePDL8MUvQGOj2c07Z47J4O3dCzffbNqtCSGEmFIkkydEPggGTcYNIFQGr75gpmdDQfjQR6B2AQQOgy8FqT7/bQ9H4P4XYe9BOAiUV8HOneY2nVng190N110Ht98uGT0hhJhCJMgTIl9kO2Q8+CD87GdmQ8aMGabMCoCVWa8XLjLXKQfu32Lq6JUEoAiza3fXLnP7KaeY2nwAsZiZyt2wwZRvEUIIUfBkulaIfBIIwBVXwNKlJruXDfAA2tPm9hkzzOd7mqEzAeVhCNmgbIhGe+8fjYLlwcwYLE6Buwde3Ta+5yOEEGLCSJAnRL7JTt1alllTt2+fuU5WwxlrwYmY+7XHzHo9Jw5VFVBc0T/IC0dh1S44sx1OOgi1b8D+DRDdPwEnJYQQYrzJdK0Q+Sg7dbt9O7S2QlUVLFsG6UZ4cyNE90IoAuluUCGY+S4oAx5/3PTI9WlY0WhuK18IbggSyqzxe3MjnPYt6N49eBkWIYQQBUGCPCHyVSAAK1cOOFYLyzdAZDvUHIZnfwm+aRAohwDwgQ/Ab38LM2JwUhj8NSYjGI+bPrk1J0P3m7D1OrACHFWGpVg2ZgghRKGQ6VohJhs7AJUroe4S+Nrt4PP3TusePgzveQ+sqTe7azs7e+vmnb0WLG0KKadjEJ5rAj3PhVgjvL4B3NREn50QQohRIpk8ISazoaZ121+Crf8EToXZjZvdpRs/bAI5XzE0Pg5eorf4ciQFjX+EWe8duqOGEEKISUOCPCEmu8GmdauXQ81C8DwIVvYejx8Byw9du012z1/Re1viCOy8Gw49As4gHTVkKlcIISYVma4VohDZQROYWZbZpBHdZ679RRCeAzoFdrj/Yyw/dO2C5ICOGp5nNmvIVK4QQkwqkskTolAV99mkkWyFYBWULIJnPwnxg+Dvc183Ts+8rTXgZSFQBu2vwM67wE2YtX6lC2DOB81tQggh8lLeB3lKqfcD3wZOBQ4Dd2mtN47wmM3AeQMOH9Razx2TQQqRr7KbNPpa+Fl46cuQ7uhzvxCULoKOV8Eu6j2ejkDLFog1QOOfzBSvss1u3jf+Gc68B6avHb3xuklZDyiEEKMkr4M8pdRq4GHgn4GPAmuAHyqlYlrrH47w8F8BX+rzuTs2oxRikpn1Xph5gZmWtXwmqAvNgM7dZrdtKNNRQzsmwHMdSLSa6d1AGXhp0K65fev18N6nIFBy4uOK7jfTwqkOZD2gEEKcuHxfk7ce2Kq1/qrW+g2t9U+Bu4Gbc3hsXGvd2OfSPKYjFWKysIOw9MsQnmmycl4KYgdM5qx6LaQyHTUSzWZ6Nt0OSoO/1By3/OA5JiBMd0HDb6FtGxx6DJqfBSdqPm7bZjJzuXCTJsDzPFkPKIQQo0RprSd6DENSSu0DfqK1vrXPsQuAx4F5WuuGIR63GTgN8IB24C/AP2qtB+3npJS6FrgWYObMmaseeOCBIcfU3d1NSckoZC0KgDwXvSbnc6HNWjzPBcs2mTovbXbZatd87CXNGjztmoCw72OVzxy3AiZw1B64cbqZQYndBcoyjwnNzBReHoYbg0QTWINMzXpJk13sO42c03k5mUxlGJMZHH+T8/di9Mnz0Euei17yXPQ6kedi3bp1L2qtVw92W15P1wI1QOOAY419bhs0yAP+A9gA7AdOAv4ReEEpdbrWeuDXQ2t9L3AvwOrVq/X5558/5IA2b97McLdPJfJc9Cqo58JNmc0aLc/CoUdNMNf0JPhKTdZPe2aqtngedO+F6jUwbQUc2gQqzWb9Rc63fwo1F5k1fZZlNoDYwwR6hx6DfU+aDN5A0X1Q9zGoOX/ksefZlG9B/V6cAHkeeslz0Uuei15j9VyM+3StUuoWpZQe4XLLiXwPrfWPtNZ/0Fpv11pvAi7GNH26ZjTOQYiClt2ssfAzULoQgplp3WSzqZ/ndJlMWfc75v4lJ5sAL3YQUu0mA9i1E9peAH+ZCbgi24f/nqFqzO7ewWizM3gkMuUrhBD9TEQm7/vA0POhRkvm+jAwa8BtM/vclhOtdbtS6g2gLtfHCDHlZWvtvb7BdMhwuswUqM7c5qVNENf6vAmglG2CP9sza/la/mJKt5ScZK6HU15vMm7Jtv7Fm5Nt5nj5spHHG9lhAsriuv7Hg5WmRmBk+9E7jYUQooCNe5CntW6hN4gbyTPARcCtfY5dDOwbaj3eYJRSJcApwB9yfYwQAjPFWfcJM2XqO9tMh8YOABbYfogdgu63TIFlJ9r7uOx6PDdmgi//CPX0sgHlmxtNQDZwqnW4qd6sRAtDr71TIweaQghRYPJ9Td6dwF+UUrcB92NKqHwBuDF7B6XUWcDPgU9qrZ9XSi0EPglsAo5g1uTdgnn1v29cRy9EIUhHIFhtArnuvRCendnM4EG82WT34ofMBgkwa/Y8B0iAEwNf6OiZ2MHq4Q1WvLl8WW4BHhzflK/U5RNCFLC8DvK01luVUh/CFEO+CbPp4usDauQVAYsz1wAp4FzgeqAcM637NHDtsWT/hBAZ2eAp2Qxeok+/WwtClaaGXk9hZd17rR0TIFauAKez9+uNtDmicmVv8HVkc+7B17FO+ebZJg0hhBhteR3kAWQ2Tmwa5vbN9Jmj0VofANaN/ciEmCKywVPXO/0TZW4cAlWmrp6b6YRhBXqnapUF4VlmR242izZwc0RWss0cX74BEo3HF3wdy5RvLuPINYM4USQLKYQYQd4HeUKICZYNnl6+GZzu3rdUdghKF5uiyU4UUGaqNvsYK2imay1/bxZtpM0R7dtg3wPHH3zlOuU72TdpHG8WUgJDIaYUCfKEECMrroUzfwRbrzOBW2imKVDcvddk7HylpoNG/AhggRUGnWl/tvAzvUHWSJsjWp6Drj1mStiNmbV9ySaTQVSYILD67BEGm0k3at3/874m8yaN481CyvS0EFOOBHlCiNwESmH57b2BQqzBrMWzgyZYsAJQXgWJAPhnmpIr1WfBrAt7v8ZwmyOcLmh4yOzetQIQbzRTwlbQBJLag1dvgTX3Dh2U5BrIjEZdvolyPFnIQpieFkIcMwnyhBC5Gzgd6i+Fd35ppnE738hssNAmixeogDNu6x88DLU5It5sMnili8zXTbZmihdbgAe+Mkh3Qtur8PSVUHOxue+s90H8gMnM+ctg7y/MY0YKZEajLt9EOZ4s5GSfnhZCHBcJ8oQQxybbESMrPNsEUaWLzCaMLr/ZUXvarVB68oDHDrE5wo2b7JnymelgJ2puUn6zcSPZbLJQdEFrE3TsgEA5uH8HVWea6eNkC3TvgVkX9f+egwUyo1GXb6IcTxZywqenNbRtk7WAQowzCfKEECdmYHbv9TSc/dOhA6WB9/dS8NaPzfq+RIvJ4DmxzC5dbW4n87FWYPnMdG6qw0zltm2DBddkunFoaNlipogtu883HSSQOdG6fBPleLKQEzk9Hd1vpvZ3/gxZCyjE+Br33rVCiAKUze7VXAh20ciBUvb+M86Fxj+a4sr+EvPHPzQdfEW991O2+VxrE/ihQCmzqcMOmCAwsiOzUSMJqTZIDOx6OEQg03fclSvzP8CD3iykZZksZHSfubasobOQfQPDvsZ6ejq7FhCkn7AQE0AyeUKIiZNdK1a6EKLvmGlbX3GmV27cBAlaZzpoZCgfPe9PtWcubdtMVivdZYK+5mfMur1A+eRYZ3esjjULOVHT09mfrxrwp0bWAgoxLiTIE0JMnOxaMeWD6rVmqtXpNJm7nqlaTKcNXFABE7hpN/MFLHATEKg0XyNYZcq4ODFofBQqV5ljuQYyg9WRg9xryw18/JBTpKNg4NrIkUzE9PSErwUUYmqTIE8IMXH6BkL+crOWLn7YZOLCs00QEtlupvdSTZnadzbgmWlcN2Ye6yUgftC0UrNsM/UbrDTZvNq/yS2QyZZfSbZmunjETbAZmJa5wwjryQYr3xK7wBzPl7VnxxoYnqjJXKpGiBZ6pE8AACAASURBVAIga/KEEBNn4FoxZZsLmJZolStgzgchWA7+SsCBVLPJ1PnLe6dx010mo6csKFlg1gXGGqBrN+x/EBr+x0zpusnBx5FdO5aMQOduiO03GcGmp+Dg/5gSLsOtJxtYhy57X5jaa8+yP1/t9D9eiFPoQuQhyeQJISbOYGvFYg1mY0X1WlN/r22rOe4vNevvgpUw/T0Q2weJJuh41QRXyjI7b6P7zdd2us2uXTtsMljlS6Fo7uBZuMgOk8Hr3A1o03Ej3WV28WoHmv4Ecz9kAtDB1pMNVYdO+czxqbr2LPvzPfLk5CtVI0QBkCBPCDGxBq4VSzTB4UfM5ovGx80UbSBTKsQXhpJF0PY8VK2B7ndMb9zswn4nCSqeCfoAXwmEa8zUa7QBgjNNQHnat6B7d+/audghM0XrJUyAB+ClzXW2dl+iyXwtc7D/ejJZeza04loTXC/+4uQqVSNyI/2Q85oEeUKIidd3rZibNNm7rj1mCjYbdLlxsEJmmjbdZQoko00g5yUzO23TmSVgyhRS9peY454D6XZINJrHbL3OZOmymSUvBan2/svHLH/vx8rXu/4POGo9maw9G4GampnMQif9kPOerMkTQuSX7BSfm4B0t/kDks78EaleawI6RaYYcsgURPaVmOlc5TfBmxXIFFO2ofttsykj1QHt2+DIZoi39F87F5gGySbzPbN8xf3HZGdq9w22nmyoOnTakbVnojANtQ5VaiDmFQnyhBD5p7gW6m+G8lOh4jQzNTvrQlM+xVdkkmaBClMAuGguYJlpXStTLNmyzBRv7BCgwQ5lgr+QKb+SPAye2/v9/NMgPMes44vuMwWVnU4zPRusNMGaGx+66PBQBYpB1p6JwpRdh9q36wqYz7PrUMWEk+laIcTYOZH1OtOWmyLJnjfgD4nPZO2C0yF2ENBmR22qLVNXT5tgDg8SRzLTuWkz5aq9zDStZTJ34RqzFq9li+l9W1Jnsn7pDig5BYpqTDBZc7F5XHY92WC9WAerQ/dqRKatRGGSdaiTggR5QoixcaLrdYbr0nDmPbD/11A8FyKvg9tqsmXTzjABICpTCuUgpDvNtG1oeu81KtMdwzE1+SyfyRCW18PMddD1lpkWPuX/wLQV/TNxI51Xv7Vnm0fpyRQiz8g61ElBgjwhxOgbuF4nK9lmji/fkNsU5nBdGipXmePxRrNpIlAJ4Zm969/2Pwhv3wf+MlNGxVdi7tP0J5OF6HjNZP6SzYBlOmzEG81jSxZCvMFsvug7ztE6LyEmu77rUPtm2qUGYl6RIE8IMfqGqht3PD1Lh+rSMFL3htorzC7dgdO9JaeYnbvKZ9baaRd0ykzHtvzFTOHaRVA87+gpp4HnpR1IZIozpzvMFO70s3M7LyEms4nqhyyOiQR5QojRlw/rdYb6I4QDM95j1vRlN1n4ik2Q5ybMDl20Cej8Zf2/Zt/zSmfW8mV35Drd8MYGKPqurMMTU8NE9EMWx0SCPCHE6MuX9TqD/RGKHYYD/2kydtqFthfpF5B6abNGLzPUfrLnpR0T4GndW8cPQAVk2lZMLePdD1kcEwnyhBCjL5/W6xz1R2gbPdGbmzQbMdKdJiPnpUzXC1UEZUug/UWTscvuoM2e11CFmksXQfxA/+noXHcYS+cA8f+3d+/xcpX1vcc/333L3skOIZCQBJBECdYKaAwBy8EXBguKlrbYKr1gW6ynSFsrlHq8nNoWW+EoiKVHPS1eKedQ4KinXkqLNsBWKSIESL0gIJcEArmSe7Kv2c/541mTWXtlZs9lz549l+/79ZrX7LXWs9as9cya2b95rmY15iDPzGqvkdvrpAPQrtmxmrb/ZXE5HISFZ8U2eVvWxFK9WQvy537SH8fx+n5yTSwZDCHOs9vRGwdq7uiM1zq4KbbPG9kB978z9upVF0V7GNdz5gAHk2Ztw0GemU2PRm2vkw5ARw/E0ruhbXG6tAVnxvZ5z/9LDP7mr4gBGsC+DXDvRXDkKXHw5LAhjrHX/7J4raO7YM/jMcAbfD4Gh4NnwfAj+WP3zDu8J249e+x6GiqztuIgz8ymT6O210kHoLt/Ci/cEYO50V2w78nY23bxm/IB3vgY7PlprKLtnA39R8LOtbFX7a51sPORZG7bjtheb/+cOJwLZ0Hvolidu/37sRQw28O4lj2RJ+PhX8zajoM8M2tPuQD0qJVwwtvzJY57n4DtP4ilbznD22Jbvc5ZMLYX9j4NvYtjCeDQNuAgsZ2f8kOzDG6C7rE4y0ZnX6y63fNoDBJHd8ftUL+eyPUKJs2sYTjIMzNLlzjOOhpefHDi9rEDh2I4Dg7HgC/X6WJoK9ARA8DxsdhGD8UJ2rvHYWx/HFR5cFP8u2tuHG5l/S1xXt5yeiLXoh1dIwxrU2Nj44HtQzA4Nk5fVwcLeqGro9g1mrUfB3lmZmmFegZ3zY7TnPXMg45Z+ZhsbD+QzIerLtDB2BmjoxM0FtOM7k2qcpP2b+qCrl7omR+rSU/9m8l7IncfAes+MPV2dLUY1qaBOm3sHgk8uHWcobGQZMtBervE6cd0MK/HgZ4ZOMgzM5uoUM/gMAadvXDEzycBXZJ2fATozLfdU0d8DgeT5U7QeKzi7eiJvXW7umMnjO558fj7fla8J/JJfwxPfLo27egqGdamUDA3tKVhOm2MjccAbzwE5s3KB3SDY3H9Ocd20OkSPTMHeWZmhynUM7jrCPjZp+Py+EgMerr6Y2/cMBoDOHVCz9zY5m58HBD0vSS2y5u/Is6y0XtMPijMVZMetbJwT+TdP67h9HBlDmuT7YEbxmLV8+iu2Kt47vL8YNEz1Glj+xAMjU0M8AD6usTu4cC2IVg8u26nY9awHOSZmRVSqGdwtkduUH4IljAcp0Q7OBjb4PUugt5jYfl/hU13Qv+JBV4kVU1a6PVq3Y6u1LA22R64I8nUbUNbYGQnzFkaA8TccDAz1GljcGx80mwZHBsHOoskMGsfDvLMzMpVqEfu7p/Cxm/EWTNGd8Zmb3OWwoqr4aGNcMKZsOPB6mb/mI7p4SYb1ibdA3c8mbqNAN1J6WRHMqBzbjiY3ODP6WCzUFVvjfV1deSrxLNCst3MHOSZmVWl2BAsE0rHNk5t9o96Tw+XLjnMDRvTfWSssoVYJd0zN1bdDm+N8/+mg81igy2Pv6Wmp7mgF3q7xOBYoK9rYpu83i6xsLemL2fWtBzkmZlNValBn6ud/aPe08OlSw5zw8YAdM6J7QjDeFwOyfZ0sDnZYMtDW2K7vhqdb1dH7EX74NZxdg+HQ9nS23mQ03ueoHPzphnv/WvWCBzkmZnVQ7Wzf9RzerjsvL6HehEPw+zjY1vD0V1xnL/RXdB7dD7Y3PFw8U4i4eDU2u0VqAKe1zOLc47tYFtunLzRLSxcfz2dIy8y071/zRqFgzwzs0ZXr+nhCs7ruyV2sli0OvYm3vtkDPpe+QGY/5p8sDlpJxGqH2x5kvl2O+ecEHvRHhyDddd6yjazDAd5ZmaWV2xe35FdsYdt36LCpWOTdhKhuk4i5c636ynbWlsDDcLdbBzkmZnZRGV1KsmYrJOITqyuk0i5wVsLTtlmiUlKcl0NX5r7mZuZWXG5gG/JefG5WLVnrqq3oyMGYPs3xOeOjjhmYDXVpeUGb9Mx1IzNvGxJ7pylyfA+43H9wZGZPsOG55I8MzOrjWKdRL53X3XHKzd4q/dQM1YfroafMgd5ZmZWO+V0Eim3jVW5wVu9h5qx+nA1/JQ5yDMzs/qppI1VJcFbPYeasfqodTV8G3bgcJBnZmb1UW5v2bRKgrd6DTVj9VHLavg27cDhjhdmZhYDsB0Pwwvfjs8Hh2v/Grk2Vul/2BCXR3bFQK6Qcjt/WGuZrDNPJdXwI3tg3Qdh7zPQMQv6jmubDhwuyTMza3f1KuVwGyurVLokd3BTvEe758Pw9qTXdonq1v3PxgBv+wNxMO8DG6CjFxac2RYdOBzkmZm1s2qqUKvloU6sGp09MGsBPHNzZT9Ecvf26AHo7ofuI5P1g7D9+7D4PCb9cdECbfgc5JmZtbN6DlPhoU6sGtX+EMnd232L4MD6/PrOvjj38vBWiv64KKd0uwmCQAd5ZmbtrJ5VqB7qxKpR7Q+R3L3duxA6e2MJXmdf3BaAwS0wd9nhPy7KCSqHNjdFRw4HeWZm7azeVage6sQqVe0Pkdy9ra7YBm/792MJHsDYPuieXfjHRamgcufDsOG2+jRxmCIHeWZm7WwmqlA91IlVotofItl7e/F5MLQVhrZA12w4/bPQ03/4fqWCyh0PN81MHB5CxcysndVqmAqz6ZIO1tJK/RDJ3tsHNsL4MPQvgxUfKxzgQemgkkCz9BJ3SZ6ZWbtzFao1sqm05azm3u5fDuMjsOMR6FsMsxZCR1c+qJy/Cl58sMjOjdVL3EGemZm5CtUa21R+iFRyb+d61Y6Pwr6fxfZ5nT0w75Uw+/gYVPYuappe4g7yzMzMbOqme0iR6f4hku5VO+9kOOIV+TZ8HT1w6kfzVbxN0kvcQZ6ZmZlNTSvMDZvtVatO6FsSH/vXw74n8kFmkzRxcJBnZmZm1avnrCnTqdKhWpqgiYODPDMzs+mSrcIs2muzidVz1pTp1ILT7jnIMzMzmw6FqjAP/GJc3yxVmOWo56wp06kFp93zOHlmZma1lq3CnLM0X9L12Cfh4MhMnl1ttUoJWAuOGemSPDMzs1orVoWprri+Waowy9FKJWBN0qGiXA7yzMzMaq1VqjDLMZXBihtRE3SoKJeDPDMzs1prlSrMcjVrCVi2Y0z/ctj35PSN9VdnDvLMzMxqrVgVZhhrvirMcjVbCVi2Y8zYXtj7FMxdDl39NOVYfxnueGFmZlZrxRrxQ3NWYbaabMeYvuNg/0YI43DguTiF2ZxlcXsTd5RxSZ6Zmdl0KFSF+cPdTVsq1FKyHWOGt8H4EPTMh9FdcTqzviXlj/U33VO6VclBnpmZ2XQ5rApzYKbOxNKyHWPGDkxsQnnwQGqhREeZBp7SzdW1ZmZm1l6yHWO6Zsflsb0wugfG9sf2k8CkHWWKjYfYINW8DvLMzMysvaQ7xgCoB4a2wL6nYXQv7H0SNq+JbSkn6yiTq/ZNd66BuJwbD3EGOcgzMzOz9pLuGLPvKdh6V+xR2zkLehcCHTCyG3aug5PeU7yjTIOPh+g2eWZmZtZ+ch1jnv1yLMWb81LoORpGXoxt9Lpmx7Z5Y3uKH6PBx0N0kGdmZmbtqbMHZi2MQ6j0LYnrcs8Qq2snK41r8CndXF1rZmZm7WsqpXHFxkPs6GiI8RBdkmdmZmbta6qlcQ08pZuDPDMzM2tfudK4xz6ZzEqSGeuunGCtQad0c5BnZmZm7a2BS+OmwkGemZmZWYOWxk2FO16YmZmZtSAHeWZmZmYtyEGemZmZWQtykGdmZmbWghzkmZmZmbUgB3lmZmZmLchBnpmZmVkLcpBnZmZm1oIc5JmZmZm1IAd5ZmZmZi3IQZ6ZmZlZC3KQZ2ZmZtaCHOSZmZmZtaCGDvIknS3p65I2SAqSPlzmft2SrpW0SdKgpHslnTbd52tmZmbWKBo6yAP6gUeB9wObK9jvOuBdwLuB04GngTWSFtf8DM3MzMwaUEMHeSGEfw0hfCiEcDswXM4+ko4ALgM+FEL4Rgjhx8A7k/0vm76zNTMzM2scCiHM9DmURdJ64PMhhI+WSHcOcDewNITwbGr9/waWhBDOLbDPpcClAIsWLTrttttuK3r8ffv20d/fX9U1tBrnRZ7zIs95kee8iJwPec6LPOdF3lTy4pxzznkohLCq0LauKZ1VY1qSPGerdzcDKwvtEEL4LPBZgFWrVoXVq1cXPfjAwACTbW8nzos850We8yLPeRE5H/KcF3nOi7zpyou6V9dKuirpRDHZ46p6n5eZmZlZK5mJkrxPA8XrQ6PtUzj+puR5MfBsav2i1DYzMzOzllb3IC+EsJ2pBXGlPETsZPEm4HMAkjqAc0mqZM3MzMxaXUP3rpXUL2mFpBVAD7A4WV6eSvNWSY9JOg4ghLAH+AfgGkkXSDoZ+CLQB9w4A5dhZmZmVncN3btW0mrgngKbvhNCWJ2kuQT4EvDSEML6ZF03cDXwu8CRxNK9y0MIa8t4zW3AhkmSLGB6SyKbifMiz3mR57zIc15Ezoc850We8yJvKnmxNISwsNCGhg7yGpGktcW6Krcb50We8yLPeZHnvIicD3nOizznRd505UVDV9eamZmZWXUc5JmZmZm1IAd5lXMP3TznRZ7zIs95kee8iJwPec6LPOdF3rTkhdvkmZmZmbUgl+SZmZmZtSAHeWZmZmYtyEGemZmZWQtykJch6S2S1kkalrRe0pVl7DMgKWQeGwuku0TS48mxH5N08fRcRW1UmheSjpR0g6SfSNovabOkr0p6RSbdTQXyK0iaibmUJ6jm/U/2e7+kDcl+j0h6Y62OPVPa8f0vxN8JeVXcE8uKvNdB0mdS6ZrqngCQdLakryef+yDpw2Xs0y3pWkmbJA1KulfSaQXSNdt9UVFeSDpB0o2Sfpbkw0ZJX1Iyc1UqXVmfo0ZR5T2xvsA13lsgXcn/MYU4yEuRtAr4OvBvwArgKuL0aJeVsfs/AUtSj9dkjn0h8AXilGuvBj4P3CzpzbU6/1qqMi+WAC8F/hJYCfwSMBu4W9L8TNrvMTG/loQQxmp5DZWq9v2XdAXwEeAvkv3+HfimpFdN9dgzpR3f/0L8nZBXZV48R+Z9Bt6ebLstk7Yp7omUfuBR4P3A5jL3uQ54F/Bu4HTgaWCNpMW5BM12XyQqzYufA+YAVwCnAL8JnAzcKakzk3bSz1GDqeaeAPg4E6/xV9Iby/kfU1QIwY/kQbyZ7susuw5YX2K/AeDzJdLcB/xTZt2XgYGZvu5a5kWB4xwNBOCXU+tuAtbM9DXW4poBAc8D12TWPwjcVOv8bOS8aPb3v5b54O+ESY9zC/CTzLqmuSeKXNN64MMl0hwBDAGXptZ1EoOBq5r1vqgmL4rstzL5rjg1ta7k56hRH+XmQ6l05f6PKfZwSd5EZwF3ZtbdCSyVdHyJfd8qaZukJ5KqhxNyGyT1EH+1FTr2LxT45dIIppIXafOS5/2Z9WcoVuc9o1ild3K1J1pD1VzzMuDYIvu9borHnknt+P4X4u+EvCnfE5IWAL8O3Fhgc7PcE9U6DZhFKg9DCAeJpTKvg6a9L2rlyOT5QGZ90c9RC3mPpBcVm7r8T0lHp7Yto7z/MQU5yJtoCYcXsW5ObSvmVuB3gHOAPwV+HlibKoJfAHQVOfYs4KgpnPN0qTYvDkm+kP4X8RfHQGrTt4DfA84D/oBYbP+gpFOmcL61UM01L8mkS++3JJNuSvlZZ+34/hfi74S8WtzDlwDjwM2Z9c10T1SrnO+KZrwvpkxSP/BJ4KshhKdSm0p9jlrBp4B3AKuJTSDeBNwnqS/ZXu7/mIJaPsiTdFWBRo3Zx1VTeY0Qwo0hhH8NIfw4hHAHcD7QA/x+La6hVuqRF6nX6iR+kb8c+LUQwnhuWwjh1hDCP4cQfhRCWENsf/A88N5avLbNvHZ//5vlO6GeJAm4FPi/IYRd6W3tcE9YYZLmAN8AxojtFQ9ph89RCOH6EMKa5N7/MvBm4CTgrbU4fsP2XKqhT3N4A9+s7cnzJiD7C2FRaltZQgg7Jf2UWMyaO/5YkWMPAzvKPfYU1SUvkiqHW4mNhl8fQpi0N1QIYUTSWvL5NVOquebc+sXAE5n9NmXSTfneqqN2fP8LafXvhEpMNS/eQPzn9bulEjb4PVGt9HfFs6n16e+KZrwvqiZpHnAH0A2cG0LYPVn6Ap+jlhNCeFrSFvLXWO7/mIJaviQvhLA9hPBYiUcusPkPYlFp2vnAhlL/qNKSoueXE3uWEUIYIVZZFTr2/Um7jGlXj7yQNJv4q+yVwNkhhOdKnVdS6vNqkvyaQdVc83rghSL7pbvB1+TeqqN2fP8LaenvhApNNS/eDfwwhHB/qYQNfk9U6yFioHYoDyV1AOeSfFc06X1RlaR95j3J4nnZ0t0i+0z4HLUixWFkjiF/jesp739MYdPRq6RZH8QGr6PA1cAriG1EBoHLUmnOAB4DzkiWTyR2bT4DWAqcDdxN/MV1fGq/C4m/0C4ndh+/Mll+80xfdw3zYi5xGIRngFcRf3nkHn1Jmlzbi7OIv1TOIPYcGwJWNts1J+uuIDYWfkey38eIX+avruTYjfRox/e/hvng74TU5yNZvwgYAf6owHGb6p7InPeK5PECsaZkBbA82f7WJC+OS+1zA7ANuIA4ZMhNwE7icDFNeV9UkxfEtmSPEgPfEzPfFT1JmrI+R430qCIfzgTeR+xZvJQYyD1C/A7tTx235P+Youc005nSaA/i2F7/mWTgBuDKzPbVxG7eq5PllxB/jWxLvsQ2EIcIWF7g2JcQi1tHgMeBd8z09dY4L3LLhR6XJGn6iL2CNif58Dyx5KchvswrvebU+g8Qq2CGgXXAmyo9dqM92vH9r1E++Dvh8M/HB4F9wBEFjtl090TmWrOPgdR7G4BlqX26gWuTax0ilo6uaoH7oqK8SC0XeqxO0pT9OWqURxX5sJI4ZM6O5DP1FPD3wOICxy75P6bQQ8nOZmZmZtZCWr5NnpmZmVk7cpBnZmZm1oIc5JmZmZm1IAd5ZmZmZi3IQZ6ZmZlZC3KQZ2ZmZtaCHOSZ2WEKzHP8gqSvSjqxjH0vSfbpr/E5rU6OW/NJ6yUtS459QRlpF0m6QdJTkoYl7ZT0bUlvq/V5tSJJZ5Q7R7akVZJukvS4pHFJN03v2Zm1Fgd5ZlbMbuKI7LlR2VcAdyUTik/mjmSfAzU+n4eT4z5V4+OWTdLPEUek/yXgE8AbiXOxPgXcIunVM3VuTeQM4K/KTHsW8DriVF+bp+2MzFpU10yfgJk1rLGQn2f0fknPEqctewtx2qkJkvlGO0MI24ij1NdUCGEPUHLe02l2C3F0+v+SnE/ONyX9PVBy/k2ryKdCCH8HIGntTJ+MWbNxSZ6Zleuh5HkZQFKNtlbShZJ+Qpym6bXZ6tpUVehFkm6UtFvSRkkfSSZoP0TSqyR9U9IuSfskPSDpvGTbYdW1yfKVkv5O0o5kv09J6kmlWSLpi5KeljQo6QlJH02nKYeks4HTgA9lAjwAQgg/DCE8m0p/kaQfJVW6z0m6WlJXansun1ZKGpB0QNK6ZHmOpC8lefW0pN/KnMuApK9IulTS+uS67kgmN0+nWyDpHyW9mBx/QNKqTJr1kj4h6U+T92WnpNskHZlJd5Skz0raImlI0n2SXptJEyRdLukaSdskbZX0GUmzctcMfCqVNkgaKJbnIYTxYtvMrDQHeWZWrmXJ8+bMumuB/wG8mTixdjHXEucvfRvwf4C/TP4GQNIriHN5LgEuI07m/c/EOSwn82fA8cDFwEeBS4GrU9sXEEvfrgTOB64D3kkSbFTg9cBBYE2phJLeCNxOrGL+1eS13kecsDzrH4FbgV8HBHwF+AJxgvO3AT8AbpZ0fGa/M4E/Sa7rXcCrgK9l0nyNOOn5+4DfIH7n3yNpeSbdRcAvEvPuA8AFwDWp65mVXPe5wH8DLiSW1q6RtDhzrD8DjiVOpn4d8G7g8mTbHcD1qfM/E/ijAnliZrUw0xP6+uGHH433AK4CthObdHQBLydOFr4HWJKkuYk42faKzL6XJOv7k+VlyfLNmXTrgNtSy7cCG4G+Iue0OjnOKal1AXgM6Eit+3Nie8CjihynC/htYsljT+YcL5gkT/4B2FRm/t0P3JNZ935ikHh8Jp9+L5XmLcm6L6bWzQNGgT9MrRtI1p2QWndWsu/5yfL5yfLrU2nmEIOzG1Pr1hPbFHal1t0AbE4tv4s4SfxJmXx8Crgu8358N3PdXwPuTy2/J/7rqfieXAvcNNOfDT/8aKaHS/LMrJijiYHEKPA48DLgN0IIm1Jpng8hrCvzeN/OLD9KLIHLeQNwewhhsMLz/HqYWK33/4A+4BQARVdIelTSIPF6bgFmASdU+FqhVIKkbeJKDm+3eDuxJO3MzPq7Un8/mTzffegFQ9hNDMwmVMUCD4dU9XAI4T+ArcSODSTPW0MI30ml2Q/8C7EzQ9o9IYSx1PKjwDGSupPlc4nV9c9I6kpVO38HmFD9S+n32czqxB0vzKyY3cR/7oFYRftCCCEb5Gyp4HjZTgkjQG9q+WhgE5XbWmR5SfJ8BbHa8OPEoGQncDrwmczrl/I8sFBSbwhhaJJ0C4BuDs+b3PJRmfXpfBkpsC63Pnuu2evOrctd95IiabaUOIfc64kYCI8Sr+kXkr+zsr2dyzl3M6sDB3lmVsxYCKFUj8aSJVsVeJF8gFKJY4os5wLGtwNfCSH8eS6BpFdW8ToDwF8T267dMUm67cRgKHtei5LnHVW8diHZ4+fW5a57U5E0i6o4hx3E6tI/LLBtuMJjmVmduLrWzBrFXcBFkiot9fnVTC/dXwMGgR8ny30cHohcXOnJhRC+R6yyvEbS3Ox2SadKekkI4WCS7u2ZJBcB48D3K33tIlZKOlTdLOksYlD3QLLqB8Qq17NTaWYTx/i7t8LXugtYDjwbQlibefyowmONJOfi0j2zaeaSPDNrFB8hDnr7XUnXE0v2XgO8GEL44iT7zQW+LOlzwMnAXwCfCSHkSqv+HXivpB8QqxYvJgYs1biY2AFlraS/JbY3O4LYg/UPgNcCzxEH+/2WpC8BtwGnAn8DfC6EsLHK187aBtwh6a+I1aEfJ7bTuxMghPAtSfcBt0v6IDE/30cMeq+r8LVuJvZ4HpD0CeBpYvX6GcQOGn9bwbEeS54vl3Q3sCeE8HihhJIWEns1A8wHliqZWSSE8JUKr8Gs7TjIM7OGEEJ4XNLrgI8Bn09WPwr89xK7Xk/sFHIrsXbiC5l9/hpYSBxeBWLHjPcC36zyHFcCHyL2lj2O2JP3AeC3Qwj/maT7tqTfcGpAsgAAALxJREFUBD5MDAy3JudZ7kwP5biPOKzJDcTrGyAOgZJ2YfK6NxADwQeAN4QQnqQCIYQhSecQ8/IjxCrfrcnxvlHheX+PGGReThx657vEntOFnMzEDiwvS6VVha9r1nZ0eDtqM7PmICkAfxJCKDT+XMtKBhDeHkLwfLlmVpTb5JmZmZm1IAd5ZmZmZi3I1bVmZmZmLcgleWZmZmYtyEGemZmZWQtykGdmZmbWghzkmZmZmbUgB3lmZmZmLej/A2TGfAGbD5C5AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] @@ -439,7 +393,8 @@ "source": [ "arch_shapes_dict = collect_info(top1_sorted_df)\n", "pca_projection(arch_shapes_dict,\n", - " title='2-Component PCA\\nAll Networks',\n", + " title=\"2-Component PCA\\nAll Networks\\nColor encodes the search phase\"\n", + " \"\\nSize encodes the search-Top1\",\n", " show_legend=False, show_episode_ids=False)" ] }, @@ -452,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "scrolled": false, "slideshow": { @@ -492,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "scrolled": false }, @@ -555,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "scrolled": false }, @@ -617,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -634,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -675,6 +630,13 @@ "plt.xlabel('Action value')\n", "plt.ylabel('Frequency');" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/auto_compression/amc/jupyter/amc_worksheet_jupyter.py b/examples/auto_compression/amc/jupyter/amc_worksheet_jupyter.py index 73fedf716c772a431eb34da780fa86962d49917d..92267433f2c6e44c3c00f434eeaa874bca2c0212 100644 --- a/examples/auto_compression/amc/jupyter/amc_worksheet_jupyter.py +++ b/examples/auto_compression/amc/jupyter/amc_worksheet_jupyter.py @@ -283,4 +283,59 @@ class AnimatedScatter(object): return self.scat, self.annot def show(self): - plt.show() \ No newline at end of file + plt.show() + + +# PCA Projection + +from sklearn.decomposition import PCA +from collections import OrderedDict + +def net2nparray(record): + net_layer_sizes = json.loads(record["performance"]) + net_as_nparray = np.array(list(net_layer_sizes.values()), dtype=np.float32) + return net_as_nparray + +def collect_info(df): + arch_shapes_dict = OrderedDict() + for i in range(len(df.index)): + record = df.iloc[i] + episode = record['episode'] + top1 = record['top1'] + arch_shapes_dict[episode] = (net2nparray(record), top1) + return arch_shapes_dict + +def pca_projection(arch_shapes_dict, title, show_legend, show_episode_ids): + import math + pca = PCA(n_components=2) + # Unpack the dictionary + packed_arch_shapes = arch_shapes_dict.values() + arch_shapes = list(shape_vec for shape_vec, top1 in packed_arch_shapes) + arch_top1s = list(top1 for shape_vec, top1 in packed_arch_shapes) + principal_components = pca.fit_transform(arch_shapes) + #episodes = [str(episode) for episode in arch_shapes_dict.keys()] + pc_df = pd.DataFrame(data=principal_components, columns = ['pc1', 'pc2']) + #pc_df = pd.concat([pc_df, pd.Series(episodes)], axis = 1) + + fig = plt.figure(figsize = (10,10)) + ax = fig.add_subplot(1,1,1) + ax.set_xlabel('Principal Component 1', fontsize=15) + ax.set_ylabel('Principal Component 2', fontsize=15) + ax.set_title(title, fontsize=20) + + cnt_nets = len(arch_shapes_dict) + colors = ['lightskyblue', 'orange', 'red', 'green', 'blue', 'purple', 'pink','lime'] + + episodes = list(arch_shapes_dict.keys()) + #rescaled_top1 = [math.log(top1)*30 for top1 in arch_top1s] + rescaled_top1 = arch_top1s * 30 + for i in range(cnt_nets): + x,y = pc_df.pc1, pc_df.pc2 + ax.scatter(x[i], y[i], label=episodes[i], s=rescaled_top1[i], + color=colors[episodes[i]//100], alpha=0.5) + if show_episode_ids: + ax.text(x[i], y[i], episodes[i], fontsize=9) + if show_legend: + plt.legend(labels, loc='best') + ax.grid() + print("Which components explain the variance best", pca.explained_variance_ratio_) diff --git a/examples/auto_compression/amc/jupyter/auto_compression_jupyter.py b/examples/auto_compression/amc/jupyter/auto_compression_jupyter.py index 9ccfedf728a29099576e9e7273f42ce4c5addefd..4fc34a4cca511f627aeb3526a3e76e4d85a82d07 100755 --- a/examples/auto_compression/amc/jupyter/auto_compression_jupyter.py +++ b/examples/auto_compression/amc/jupyter/auto_compression_jupyter.py @@ -279,7 +279,7 @@ def get_immediate_subdirs(a_dir): def load_experiment_instances(dir_with_experiments): experiment_instance_dirs = get_immediate_subdirs(dir_with_experiments) return [pd.read_csv(os.path.join(dirname, "amc.csv")) - for dirname in experiment_instance_dirs.sort()] + for dirname in experiment_instance_dirs] def plot_experiment_comparison(df_list):