diff --git a/cryptarchia/total-stake-inference-v2.ipynb b/cryptarchia/total-stake-inference-v2.ipynb index 87510e6..0a410e6 100644 --- a/cryptarchia/total-stake-inference-v2.ipynb +++ b/cryptarchia/total-stake-inference-v2.ipynb @@ -33,47 +33,7 @@ "outputs": [ { "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -86,14 +46,8 @@ "# Generate stake distribution\n", "total_notes = 200\n", "\n", - "stake = []\n", - "for i in range(1, 5):\n", - " stake.append(np.random.pareto(i ** i, total_notes))\n", - " _ = plt.hist(stake[i-1], bins=100)\n", - " plt.show()\n", - "stake.append(np.random.uniform(0, 100, total_notes))\n", - "_ = plt.hist(stake[4], bins=100)\n", - "plt.show()" + "stake = np.random.pareto(5, total_notes)\n", + "_ = plt.hist(stake, bins=100)" ] }, { @@ -105,8 +59,7 @@ { "data": { "text/plain": [ - "array([4.89134678e+02, 5.43454109e+01, 7.73172289e+00, 8.09702500e-01,\n", - " 9.74495241e+03])" + "np.float64(50.95342907073725)" ] }, "execution_count": 4, @@ -116,7 +69,7 @@ ], "source": [ "# True Total Stake\n", - "true_stake = np.array(stake).sum(axis=1)\n", + "true_stake = np.array(stake).sum()\n", "true_stake" ] }, @@ -136,22 +89,41 @@ "execution_count": 6, "id": "e0ec9157-b947-4c81-970e-44aaaab92690", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "51.334709068122095 50.95342907073725 success 3\n", + "50.7864176960449 50.95342907073725 success 4\n", + "51.18820967188592 50.95342907073725 success 2\n", + "50.60103188904984 50.95342907073725 success 3\n", + "51.067905207934686 50.95342907073725 success 4\n", + "50.90080155155143 50.95342907073725 success 5\n", + "50.995763659016596 50.95342907073725 success 2\n", + "50.70583527540505 50.95342907073725 success 2\n" + ] + } + ], "source": [ - "epochs = 50\n", + "epochs = 30\n", "D_values = []\n", + "D_values_hi = []\n", "\n", - "for j in range(0, 5):\n", + "shock_size = [5, 10, 25, 50]\n", + "epochs_to_reach = [-1, -1, -1, -1]\n", + "epochs_to_reach_hi = [-1, -1, -1, -1]\n", + "for j in range(0, len(shock_size)):\n", " D_values_j = []\n", " \n", - " # Initial stake estimate \n", - " D_ell = true_stake[j] * 0.75\n", + " # Initial stake estimate (lower shock)\n", + " D_ell = true_stake - (true_stake * shock_size[j] / 100)\n", " for i in range(0, epochs):\n", " \n", " # Running one epoch of the cryptarchia lottery\n", - " alpha = stake[j] / D_ell\n", + " alpha = stake / D_ell\n", " p_lottery = phi(f, alpha)\n", - " wins = np.random.uniform(0, 1, (T, len(stake[j]))) < p_lottery\n", + " wins = np.random.uniform(0, 1, (T, len(stake))) < p_lottery\n", " \n", " # Total Stake Inference\n", " empirical_slot_activation_rate = (wins.sum(axis=1) != 0).sum() / T\n", @@ -164,8 +136,41 @@ " # New total stake estimate\n", " D_ell = D_ell - h * error\n", " D_values_j.append(D_ell)\n", + "\n", + " if epochs_to_reach[j] < 0 and D_ell >= true_stake:\n", + " epochs_to_reach[j] = i\n", + " print(D_ell, \" \", true_stake, \"success\", epochs_to_reach[j])\n", " \n", - " D_values.append(D_values_j)" + " D_values.append(D_values_j)\n", + "\n", + " D_values_j = []\n", + " \n", + " # Initial stake estimate (lower shock)\n", + " D_ell = true_stake + (true_stake * shock_size[j] / 100)\n", + " for i in range(0, epochs):\n", + " \n", + " # Running one epoch of the cryptarchia lottery\n", + " alpha = stake / D_ell\n", + " p_lottery = phi(f, alpha)\n", + " wins = np.random.uniform(0, 1, (T, len(stake))) < p_lottery\n", + " \n", + " # Total Stake Inference\n", + " empirical_slot_activation_rate = (wins.sum(axis=1) != 0).sum() / T\n", + " error = f - empirical_slot_activation_rate\n", + " \n", + " # Learning coefficient\n", + " beta = 0.8\n", + " h = beta * (D_ell / f)\n", + " \n", + " # New total stake estimate\n", + " D_ell = D_ell - h * error\n", + " D_values_j.append(D_ell)\n", + "\n", + " if epochs_to_reach_hi[j] < 0 and D_ell <= true_stake:\n", + " epochs_to_reach_hi[j] = i\n", + " print(D_ell, \" \", true_stake, \"success\", epochs_to_reach_hi[j])\n", + " \n", + " D_values_hi.append(D_values_j)" ] }, { @@ -176,7 +181,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -186,7 +191,7 @@ }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi4AAAGdCAYAAAA1/PiZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAABo20lEQVR4nO3deXhU5d0//vfs2fedLCRsYQsolRAFXECBtlaRVkt5rFqr1UJbpfptsT8rffo8X2yffrWLiEsttFqL+FRcuqCUAsoSkU32kIRAyL6RmWwzmeX8/pg5JwkkIZOcM+fM5P26rrkuyExm7gxD5jP3/Vl0giAIICIiIgoCerUXQERERDRUDFyIiIgoaDBwISIioqDBwIWIiIiCBgMXIiIiChoMXIiIiChoMHAhIiKioMHAhYiIiIKGUe0FyMHj8aCmpgbR0dHQ6XRqL4eIiIiGQBAEtLW1ISMjA3r90PZSQiJwqampQVZWltrLICIiomG4ePEiMjMzh3TbkAhcoqOjAXh/8JiYGJVXQ0RERENhs9mQlZUlvY8PhV+By9q1a/Gzn/2sz9cmTZqEM2fOAABeeeUVvPnmmzh8+DDa2tpw6dIlxMXFDfn+n332WaxZswY/+MEP8Otf/3rI3yceD8XExDBwISIiCjL+pHn4nZw7depU1NbWSpc9e/ZI13V2dmLx4sV46qmn/L1bfPbZZ3j55ZdRUFDg9/cSERHR6OD3UZHRaERaWlq/1z322GMAgF27dvl1n+3t7VixYgVeffVV/Nd//Ze/SyIiIqJRwu8dl9LSUmRkZCAvLw8rVqxAZWXliBexcuVKfOlLX8LChQtHfF9EREQUuvzacSksLMSmTZswadIk1NbW4mc/+xnmzZuHEydO+JVY09vmzZtx+PBhfPbZZ0P+HofDAYfDIf3dZrMN67GJiIgouPgVuCxZskT6c0FBAQoLC5GTk4MtW7bgwQcf9PvBL168iB/84AfYvn07wsLChvx969atuyJJmIiIiELfiDrnxsXFYeLEiSgrKxvW9x86dAgNDQ249tprYTQaYTQasXv3bvz2t7+F0WiE2+3u9/vWrFkDq9UqXS5evDiSH4OIiIiCxIj6uLS3t6O8vBz33nvvsL5/wYIFOH78eJ+vPfDAA8jPz8ePfvQjGAyGfr/PYrHAYrEM6zGJiIgoePkVuDzxxBO4/fbbkZOTg5qaGjzzzDMwGAxYvnw5AKCurg51dXXSDszx48cRHR2N7OxsJCQkAPAGK0uXLsWqVasQHR2NadOm9XmMyMhIJCYmXvF1IiIiIr8Cl6qqKixfvhzNzc1ITk7G3LlzUVxcjOTkZADASy+91Cf3ZP78+QCAjRs34v777wcAlJeXo6mpSablExER0WiiEwRBUHsRI2Wz2RAbGwur1crOuUREREFiOO/fI0rOJSIiIgokBi5EREQUNBi4EBEFoTqrHS/uKoPN7lR7KUQBNaJyaCIiCjy3R8DDrx/EsSorXG4B318wQe0lEQUMd1yIiILM6/vP41iVFQBwpPKSyqshCiwGLkREQaTW2oVffXRW+vvxahtCoDiUaMgYuBARBZGfvX8K7Q4XZmTGwqDXoandgXqb4+rfSBQiGLgQ0ahl7XJi8a8/xq8+LFF7KUOy/VQ9tp2sg1Gvwy++WoAJKVEAgOPVVpVXRhQ4DFyIaNQ6XHkJZ+ra8Kf95zV/3NLhcOGZ904AAB6an4f8tBhMGxMLgIELjS4MXIho1Gpu7wYA2OwuVLZ0qryawT2//SxqrHZkJYTj+7d4q4imi4FLVauKKyMKLAYuRDRqNbf35IZoedfiRLUVf9hbAQD4+R3TEG42AECvHRcm6Ia6rm437t94AOt3lqm9FNUxcCGiUaulo1v6s1YDF7dHwFNbj8MjAF8uSMdNk1Kk66akxzBBd5TYU9aEXSWNWL+zDB7P6A5SGbgQ0ajV1N4TuJzQaOAi9myJDjPip1+e0ue6cLOBCbqjxMka779vZ7db88eaSmPgQkSjVktHzy7FCQ0et/Tu2fKjxflIiQm74jZM0B0dTtbYpD+frrUNcsvQx8CFiEat5l5HRdYuJ6oudam4miuJPVuuyY7DN2Zn93sbMUFXqztGJI9TvQKXUwxciIhGJ7GqyGzw/irU0q5F754t6+6aDr1e1+/txB2XY1VWze0YkTwudXSjurUnqOaOCxHRKCQIApp9R0WFeQkAtBO49O7Z8u153p4tA5mSHgO9DkzQDWHiDovOF7uerm1TcTXqY+BCRKNSZ7cbdqcHAHDjxGQA2jluEXu2ZMaH4wdXmfwcbjZgYmo0AO0EXiQvMTH3+nGJAIDq1i5YO51qLklVDFyIaFQSS6HDTHrMzu3ZcVH7uKVPz5Y7e3q2DIYJuqFNTMydk5uIzPhwAKM7z4WBCxGNSk2+5nOJkRZMSouGyaBDa6e6CbqX92y5uVfPlsEwQTe0iYHL1DExmJzuPTYczXkuDFyIaFQSE3OTosywGHuOW9R88x+sZ8tgeu+4qL1jRPLq6nbjXGM7AGBqRiwDFzBwIaJRSjwqSog0A+g190elwKV3z5b/M0DPloGICbqNbUzQDTWn62zwCN4AOyXaginp0dLXRysGLkQ0KjX5KooSoywAgKnicUuNOm8IYs+WmVlxWDFAz5aBeDvoMkE3FInHRFMyYqHT6TAl3fs6PVvXDqfbo+bSVMPAhYhGpRbfUVHiZTsuJ1Q4bhF7thiu0rNlMNMzmaAbik75KoqmZniPiDLjwxFlMaLb7cG5xg41l6YaBi5ENCqJXXMTo7yBS35aNIx6HVo6ulFjtQdsHX17tuRKOQz+YoJuaJISc32Bi16vQ36a77holOa5MHAholFJrCpKiPQeFYWZDJgg9kOpCtybvz89WwbDkujQ43R7cKbO22xuakas9PXRnqDLwIWIRqWWy3ZcAGD6GO8bQqB2LS7v2RJhNg77vvom6AZux4iUU97Yjm6XB1EWI3ISIqSvT/HtvozWXi4MXIhoVJLKoX07LkBgK4s8HgE/8fVs+ZIfPVsG0jtB91gAd4xIOServYHJ5PToPnlP3HEhIhplBEHoKYfuteMyLYAJukcutuLzKisizQY840fPlsHwuCi09OS3xPb5+qTUaN98qm40tI2+3TUGLkQ06rQ5XOj2lZKKVUWA95OsQa9Dc0c36hQ+btlT2gQAuHFSsl89WwZTkMkE3VAizigSj4ZE4WYDxiZFAhidAxcZuBDRqCOWQkeaDQgz9cwCCjMZMCElCoDyCbp7yhoBAHPHJ8t2n9xxCR2CIEg5LFMzrqw0m+I7LjqlUt8hNTFwIaJRp/my5nO9TQtAWXG7w4Ujla0AgHkTkmS7Xyboho6LLV1os7tgMuik3KXeRnOeCwMXIhp1mtqvrCgSBSJB99NzzXB5BGQnRCCrV7XISPXpoMsE3aAmHhNNTI2G2XjlW/UUBi5ERKOHVAodeWXg0nPcYlMsQfcTX37LXBl3W0Ti+o/xuCioXd547nLijsu5pg7Yne6ArUsLGLgQ0ajT7Gs+lxh55VGReNzS1K7cwMK9Zb7AZbz8gUuge9GQMk5Krf5j+70+NcaChEgz3B4BZ+tHV4IuA5cQtbesCV95YQ+2HqlSeylEmtPcTym0SOmBhXVWO0ob2qHTAdePS5T9/qdnxgFggm6wu9qOi06nw+T00dn6n4FLCHp9/3l88w8HcKzKij/tv6D2cog0p7l94KMiAJiq4K7FHt9uS8GYWMRF9P/4I8EE3eDX2OZAQ5sDOh0GnV01OU3Mc+GOCwUpp9uDp989gaffOwm3x3s2X1bfHvBJt0Ra11NV1H/goOTAQvGY6AYFjokAJuiGAvGYKDcxEpGWgcdAiEHNaGv9z8AlRFg7nbh/4wG8XnwBOh3ww1snwqDXoc3hUryRFlGw6dlxuTLHBVCuskgQBGnHRYnEXBH7uQQ38Zjo8sZzlxOvP12rXCK5FjFwCQHlje2488W92FvWjAizAS//xyx8b8EEjE30llmerW9XeYVE2tLcz4DF3qZkeI9bGtocaJAx8D9b347GNgfCTHrMyomX7X4vJyboMnAJTqcGaPV/uXHJUTAZdGizu1B1qSsQS9MEBi5B7uOzjbhz/V5UNHVgTFw4/vro9bhtahoAb/0/AJSOsoxzosF4PAIudQy+4xJhNmJcsq+Droxv/p+Uervlzs5NhMVouMqth296JndcgllPRdHgOy5mox7jU0Zfgi4DlyAlCAI27a3AA5s+Q5vdhS/kxOO9VTf0SeSaIAUu3HEhEtnsTrh8OWAJAyTnAsocF4nHRPMUym8RTUmPZYJukGqzO3G+uRPA1QMXAL0qi0bPB1S/Ape1a9dCp9P1ueTn50vXv/LKK7jpppsQExMDnU6H1tbWq97nunXrcN111yE6OhopKSm48847UVJS4vcPMpo43R785N0TWPvBKbg9ApZdm4k/P1SIpMval4szV0obRs8LmuhqxK650WHGfjuSiuRu/d/t8uDTcy0AlM1vAZigG8zEACQtJqzfkRSXk2YW1Y6ef2e/d1ymTp2K2tpa6bJnzx7pus7OTixevBhPPfXUkO9v9+7dWLlyJYqLi7F9+3Y4nU7cdttt6Ojo8Hdpo8Kljm7c+9qnePPTSuh0wFNfzMevvlbQ77bzxF47LqMpcYtoMGLX3MsD/cv1BC7ybMEfrryELqcbSVFmTEq9cvaM3JigG5yGekwk6mn9P3o+oA5cZzXQNxiNSEtL6/e6xx57DACwa9euId/ftm3b+vx906ZNSElJwaFDhzB//nx/lxfSyhra8OAfD+JCcycizQb8dvk1WDA5dcDbj02KkCqL6m0OpMWGBXC1RNrU0zV38B4qUzNioNMBdTY7GtscSI6++qffwewp7SmD1ut1I7qvoZg+JgZ/PcwOusHmao3nLiemB1S2dKLN7kR0mEn2NXk8Apa9tA8zMuPw2MIJivQf8offOy6lpaXIyMhAXl4eVqxYgcrKSlkXZLV6/5MlJCQMeBuHwwGbzdbnEup2lTRg6fp9uNDcicz4cLzz3RsGDVoAwGI09KosGj3RONFgpK65VwlcIi1G5CVFApDnzX+Pwv1bLicm6HJmUXDpKYUevKJIFB9pRlqM90NpSZ0yv+c/r2rFkcpW/O+hKoSblUsqHyq/ApfCwkJs2rQJ27Ztw4YNG1BRUYF58+ahrU2eJ8vj8eCxxx7DDTfcgGnTpg14u3Xr1iE2Nla6ZGVlyfL4WiQIAl7bU4FvbfoMbQ4XZo9NwHsrb8CktKFtNYvn3AxciLykHi5DyB+QK0HX2unEsapWAMA8hfNbREzQDT4Ol1uqAh3qjgvQ089FqUZ020/VAwBumpSsaDXcUPkVuCxZsgRf+9rXUFBQgEWLFuEf//gHWltbsWXLFlkWs3LlSpw4cQKbN28e9HZr1qyB1WqVLhcvXpTl8bWm2+XBmneO4+d/OwWPANzzhSy88e3CIf3CFU1M9SboljWwsogIAFo6hnZUBMiXJ7L/XBM8AjAuORLpseEjuq+hYoJu8Cmtb4fLIyA23ITM+KG/TpSeWfSRL3C5dcrgu/yB4neOS29xcXGYOHEiysrKRryQVatW4W9/+xs+/vhjZGZmDnpbi8UCi2Vk583B4Idvf44PPq+BXgc89cXJeHBuLnQ6/87Gx6dyx4Wot6arNJ/rTa7W/3sUnAY9mGljYlFS34bj1VYs1MibDg1MTMydkh7j1+/6ntb/8v+eP9fYjrKGdpgMOtycnyL7/Q/HiPq4tLe3o7y8HOnp6cO+D0EQsGrVKmzduhX//ve/kZubO5IlhQy3R8C2E7UAgA3/MQvfnpfnd9AC9Oy4lDawsogI6EnOvVqOCwBM9QUutVY7mnzfNxxiYu7cCcnDvo/hmK7gsEiSn7+JuSKxsqikzibNqZOLeEw0Jy8RMQok/g6HX4HLE088gd27d+P8+fPYt28fli5dCoPBgOXLlwMA6urqcPToUWkH5vjx4zh69ChaWlqk+1iwYAFeeOEF6e8rV67EG2+8gTfffBPR0dGoq6tDXV0durpGT/vi/jS1O+B0CzDodVgwgig3NynSW1lk91YWEY12Qy2HBoCoXgm6wz0uutjSifPNnTDodZiTN3DRgRLYQTe4SIHLGP8Cl5zESISbDLA7PahokreViHhMdJuGduz8ClyqqqqwfPlyTJo0CXfffTcSExNRXFyM5GTvp4iXXnoJ11xzDR566CEAwPz583HNNdfg/fffl+6jvLwcTU1N0t83bNgAq9WKm266Cenp6dLlrbfekuPnC1rVrd7ALS0mDEbD8DfGLEYDcnyVRWxERwM5erEV83+5E+8eqVZ7KYrrSc4dWkmnmOdycphv/uI06JlZcYqUqg5GTNBtYIKu5rk9gpSjcrUZRZcz6HVSwYaceS6NbQ4crrwEAJo6avQrx+VqSbNr167F2rVrB73N+fPn+/ydxxf9q/EFLhlxI++9MjElGucaO3C2vh3zArxVTcHhl9vOoLKlExt2lePOa8aovRzFuD0CLnUOrRxaNH1MLN7/vGbYuxafqJTfAngTdMenROFsfTuOV1mROoW9nLTqfHMHOrvdsBj10i6fPyanx+DoxVacrrXh9hkZsqxpx+l6CAJQkBkbsKTyoeCsIo2qbfV+OsqIG/mLZYJUWcQdF7rSyRor9pU3AwBK6ttQ6ZuTEopaO7shpgAkDLGJ1kg66Ho8AvaJ84kCVAZ9uelj4gDwuEjrxGOi/PSYYe2yiyXRcu64bNfgMRHAwEWzqqUdFzkCF7GyiCXRdKXXPqno8/ePTtWptBLlic3n4iJMQ35zEPMNqlu7pPyYoTpVa8OlTieiLEbMyIrz63vlwgTd4OBvq//LTfGVRMvVy6XD4ZJ2C2+d0n+3fLUwcNEo6ahIhjb94rDFs/VtPJqjPuqsdrz/eQ0AYKnviEhMxgtFUn7LEI+JACAmzITcYSbofuKrJpqTlwDTCHLVRoIJusHh1DArikST0rzfV29z+B1g9+eT0kZ0uzzISYyQqlO1goGLRtVY5dtxyUuOhF4HtNldaGhjZRH1+OP+83B5BMwem4DVt04EABw83yLLLz4tahabz/nRxBHoeTPxd9dib4Db/PeHCbraJwhCr8DFv8RcUZTFKBViyHFc9NFJX9O5yanDasWhJAYuGlUjY46Ld2aR9xMjG9GRqMPhwp+LLwAAvj0vF1kJEZicHgOPAPz7TIPKq1OGGJD5s+MC9Gr970cHWrvTjQPnva0g1MpvAXoSdAF20NWqepsDzR3dMOh1yB/iOJf+9EyKHlng4nR7sMP3O+C2qdo6JgIYuGhSV7db+gUrR+AC9CToljLPhXzePngRNrsLYxMjpIGdYkvvj06GZp5Lk5+l0CKpg27N0N/4Pzvfgm6XB2kxYRiXrO5Wu1yjC0gZYn7LuORIhJmGPwtI6qBbM7LA5bPzLbB2OZEQacasnPgR3ZcSGLhokHhMFGUxIiZsRFMZJBN9Cbrs5UKAtyz4D3vPAwAenJsLg967FSxWD3xS2gS7063W8hTT0zXXz6Mi3xt/1aUuXBriMVrvadBqb7UXyDS6gJRxcoTHRKKe1v8jC1zEY6IF+SnS7wYtYeCiQT2l0GGy/cITt4q540IAsP1UHSpbOhEXYcJXZ/VMV5+aEYMxceHocrqlNvWhpKdrrn87LrHhJil/YKi7LuLzp+YxkYgJuto20ooikThssbyxHd0uz7DuQxCEnjJoDR4TAQxcNEmsKJKz4c/EXsMWWVlEr/pKoP+jMAfh5p6taZ1Oh4WTvSMmQrEsWqwqGmrzud78OW5pbndIn6LVTMwV9U7QbWCCruaIr5UpIwxcxsSFIybMCKdbQFnD8D6knqq1obq1C2EmvSpNE4eCgYsGydnDRZSb5K0ssrGyaFA1rV3YsKscnd0utZeimMOVl3DowiWYDXp8syjniuvFT1k7TjfIPrBNbVJVkZ9HRYB/k6LFhn75adFIjlZ/kn2fBF3uumiKtdOJqkve3/lT00d2VKTT6UZ8XCTutsyfkNznQ42WMHDRIHHHZYwM7f5FYaaeyiIeF/XP7RHw0J8O4hfbzuDNTyvVXo5ifv/JOQDAV2ZmICXmytfY7NwExIQZ0dzRjSO+OSWhonmYR0UAMC1j6Dsu0jRoDX1iFXeMjrGySFNO1nr/PTLjwxEbMfJZVpNHWFkk5rdo9ZgIYOCiSXL2cOltfK9GdHSlvx6ukrZsT9eG5nN0saUT2054j4C+PS+339uYDHrcnC8eF4VOMzqX24PWTieA4R4Ved8QLrZ0obVz4ARdQRCkxNy5GshvEfmzY0SBM9LGc5cbSUn0xZZOnKq1Qa8DbvH9DtAiBi4aJGcPl956Kou443K5docL//NhifT3UJ3r9Ie9FfAI3oTR/LSBf1He5mvxvf1UfcjkRLX4gg29Dogb4pyi3uIizMhK8P6fPDlIuen55k5Ut3bBbNBjdm7C8BargAIm6GqSXBVFot4zi/z9v/uv094PKteNTRhWcB8oDFw0RhCEXkdF8gYuPb1cQvNNeSQ27CpDY5sDseHerdrShvaQecMWWbuc2PLZRQDAt+flDXrbGyclw2zQo6KpA+WNoRHoiom58RHmYZd4Th9Cgu6e0kYAwLU5cYgwy9POQA5M0NUmuSqKRONTomDQ63Cp04k6P/+dpW65GhuqeDkGLhrT0tENh8sDnQ5I7Sf/YCQmpPTsuITam/JIXGzplKps/u/S6TAZdOjsdqPGGlq/3P9yoBId3W5MSo3G/KscYURZjCgalwggdI6LpK65w8hvEQ2lskg6JtJQfgvABF0tsjvdKG/sACDfjkuYyYBxyd58Rn+Oi1o7u6VOz7dpbKji5Ri4aIx4TJQcZYHZKO8/jzizyNrlRCMriyTPbjuDbpcHRXmJ+OL0NGmgXijtTDndHmwSG87Nyx1Sf6DbpopddEMjcGlqH35FkehqeSIut0eqKJo7IXnYj6MUdtDVljN1bXB7BCRGmpEaI1/1WU+C7tB/h/37jLeKMD8tGtm+nkVaxcBFY5QohRaFmQzIESuLmOcCwNva+u/HaqHTAU9/eQp0Op20MzXcPgha9Pdjtaiz2ZEUZcEdMzOG9D0LfWMAjl5sDYmjBXHHJWEkOy6+T8UXmjth7XJecf2xaiva7C7EhBmlIEdLhjNziZQjHhNNyYiRtbvylGGUREtN5zR+TAQwcNEcpfJbRBNYWSTxeAT85wenAABfvy5LSmoLtS7DgiDgVV8J9H1FObAYh9abITUmDDOy4gAA/zod/EMXxRyXpBEkHcZHmqX/myf72bXY6yuDvn5ckiZbpQ8lR4cCR+7EXJG04zLEmUV2pxu7z3pzs7RcBi1i4KIxNdKOi7z5LSIxQfdsiLwpj8Q7R6pxvNqKKIsRP7xtkvR1KYk5RCqLis+14GSNDWEmPVbMubLh3GDET1+h0EVXbD7n75yiyw325v+JBsuge5uSEcMEXQ05KXMptEgMXCqaO4bUTHNvWRM6u93IiA2TfS1KYOCiMUr1cBGJJdGhWu47VB0OF3657QwA4Hu3jEdSVM+bWaglMYsN55Zdm+l3iaMYuOwra0a7I7i7CTcPczL05cS5Pycu+zTb4XBJDfu0MJ+oPxFmIxN0NcLl9uBMrTKBS3K0BUlRFggCUFJ39d/14jHRrVNSVR8IOhQMXDRGqR4uop4mdKHxpjxcL+0uR0ObA9kJEbj/hrF9rhubFAGDXoe2EBiPUNbQjh1nGqDTeadA+2t8ShTGJkag2+3Bx76t5GA1kq65vU0bIEH3QEULnG4BmfHhyE7QbnIjE3S14VxTBxwuDyLNPV3N5dTTz2XwwMXtEaT+LbdqvJpIxMBFY5TOcRmXHNVTWdQe3G/Kw1V1qROvfOzdhXjqi5OvyPmwGA3SJOBgz3N5bY+3zHtBfirykqP8/n6dTif1dPjoZHAfF0nJuTIdFVU0dcBm70nQ/aTXNGgtf2plgq42iIm5k9NjoFcgH0qcFH2qdvB/56MXL6GpvRvRYUYU5mmnYeJgGLhoiMPllj7hp8cqk+MSZjJInwaD/U15uH6xrQQOlwdz8hKwaGr/GfRiEnMw57k0tzvwzuEqAMBDA7T3HwoxWe/fZxrgdHtkWZsapHLoEe64JPRJ0O05Ltor9W/RXhl0b0zQ1QbxtaNUTsmUIZZEi+0ObslPgckQHCFBcKxylKi3en+xWox6RdstTxBb/4/CyqKD51vwwec1fcqf+9M7zyVYvVFcCYfLg+ljYkfUev7a7HgkRpphs7vwWUWLjCsMHIfLjTa7N0cnUYb/W+LcIvG4qMFmR0l9G3Q64Hpf4z6tYoKuNihVUSQSE3TP1NrgGWDKuyAIUoNJrTed642Bi4ZU9zomUnKreaJYWRTEb8rD4fEI+M+/ecuf7/lC1qC/MMTKorIg3ZWyO914vfg8AO8wxZG8ngx6nTRwLVi76F7q8B7pGPU6xISNfALv5ZOixW650zJiEa/hGS8AE3S1QBCEPj1clJCXFAmzUY+ObjcqWzr7vU15YzsqmjpgNuhx4yRt7xT2xsBFQ2oUbD7Xm7SbMMp2XLYeqcaxqivLn/sjJTE3tAVlEvO7R6rR1N6NjNgwfHF6+ojvTzwuCtahi+IxUXykWZZ8gmmZfRN0xcDlBo21+R8IE3TVVXWpCza7CyaDTqr0lJvRoMck330P1Pr/Q98x0fXjExFl0c5crath4KIhSvdwEfXu5RKMb0LD0eFw4ZcfesufV948HsnRgydojkuOgk4HtHY6pWqUYCEIAn7vS8q9/4axspxbzx2fhDCTHtWtXX5149QKaU6RTLshYp7IuaYOtNmd2NMrMTcYXG10ASlLPCaakBIt+2iX3sQE3YECl+1BeEwEMHDRFHGon9I7LqOxsujl3eWotzmQlRCOBy4rf+5PMCcx7zrbiLKGdkRZjPj67GxZ7jPcbMA83+ydYJxdJDaf692vZySSoixSAv17R2vQ0OaAxajHrJx4We5faWLg8nmVdcD8B1LOKZknQg9kstT6/8rd9XqbHUcvtgIAFk5OUXQdcmPgoiGBOirq/aYcrDkc/qhu7cLLvvLnn3xxMsJMQ2t5L1YWBVuzPrHh3D3XZcmSzyESm9FtD8I8F7H5nJxJ7+Jxi1haPzs3YcivLbVNyYhBhNmAxjYHfr2jVO3ljDpKdcy9XE9l0ZU7LmLvlmuy45ASo+wuv9wYuGiIFLjEKhu4AMB4X57LaJhZ9It/noHD5UFhbgIW+TGHY3wQVhadrLFib1kz9DoMaWfJHwsmp0Kv8w5uq7rUf7KfVonHfSMthe5N3LUQEx/nBkl+C+BN0P35HdMAAL/dUYptJ4K7R0+wkQIXhQdx5vsCl+rWLlg7+w4FFXdObw2CoYqXY+CiEYIgBCzHBeipLAqmN+XhOHShBe8Pofy5PxOCcNii2HBuyfR0ZMbL2701IdKML+R4y6r/FWS7Ls1iDxcZd1wun/6s1flEA1k2KxPfusHb3+eHW46Oig8xWtDc7kCdzQ6drucoRymx4Sap59Dpup5dlza7E/vLmwEEX34LwMBFM2xdLnR0uwEof1QE9BokqME35a5uN07X2kbc7Mxb/nwaAHD3rCxpa3+oJgRZcFdvs+ODz2sAAA/Ny1PkMW6bKg5dDK7ARUrOlSnHBQCmjul500mMNGNymvaH013uqS/moygvER3dbjz8p4NXfCon+Ym7LbmJkQGp5Olp/d8TuOw+24hutwd5yZFSBWUwYeCiEWIPl8RIc0DOycWSaC2W+/5k63Es+c0nuO6//4Ufbvkc20/Vw+50+30/731ejc8vtiLSbMAPF030+/vH+VrkN7U7cCkIKos27TsPp1vAdWPjMTMrTpHHELeVP61oCao3uaZ2eauKACAlOgypMd5A6PrxSYq0bVea0aDHC9+4BmPiwnG+uRPf33wEbibrKkoMXJTq33I5KUG311DQYD4mAhi4aEagEnNF41N6yn3FX+pa4HR78KFvJk5rpxN/PVyFh/50ENf+fDu+++dDeO9odZ/5MAPp7HbhF/8sAQCsvGU8UqL9P36LtBilbdayRm3vuvz7TD027T0PAHhwrjK7LQCQkxiJialRcHsE7CxpkO1+2x0uRQPoFgVyXACgKM/bJTdY3wAA7y7Uy/fOQphJj91nG/Grj0rUXlJIOylVFCmb3yKaIpZE+46Kul0e6f9uMB4TAQxcNKPWGrj8FuDycl/tnG1/frEVHd1uxEeY8JeH5uCBG8YiIzYMnd1u/ON4HX6w+Shm/Xw77t94AJsPVEqNxS738u5zqLPZkRkfLp3jD4eWj9REf9p/Ht/+40F0Od2YNyFJ8TdR8ZfdR6fkSeh8vfgCZv7sI6mrsRJ6clzkOyoCgLVfmYo3HizE7QUjb/KnpmljYvGLZQUAgA27yvG3YzUqryh0nQpQRZFI3HE5W98Ol9uDTyua0WZ3ISnKgmsU2plVGgMXjahu9fZwSQ9ARZFIi/N49pZ5E8auH5eEonGJeOb2qdj741vw/qobsPLmcRiXHAmnW8Cukkb8+J3jmP3f/8LdL+/Ha3sqpEqXmtYuvPxxOQDv9OeRHL1pedii2yPg5387hZ++dxIeAbj7C5l47b7rYFD4yEIMjHaXNMLh8v8ITyQIAn67oxRPv3sCLo8gTVeWm93plvLHEmTecYmLMGOuxqdBD9UdM8fgO/O9u3VPvn2sz9ECyaPD4UJFcweAwAUuWfERiLIY0e3y4FxTh9TO4NYpKUF5vAkAwdPjN8TV9JpTFCgTUqPwr9P1mqom2NtP63SdToeCzDgUZMbhyUX5KGtow4cn67HtRB2OV1txoKIFBypa8PO/ncK0MTEw6vWwOz2YPTYBS6aNbCtUDO7KNBTcAd6jsB9sPir9Enpy0SR896ZxAXkDnT4mFqkxFtTbHNhX3oybJ/nfvMrjEfDzv5/CRt/xFgBcaO6A2yPIHniJpdBmgx7RQdTWXA3/Z3E+TtXa8ElpEx5+/SA+WDVX87OXgsnpWhsEAUiLCZM1UXwwer0O+WnROHjhEk7WWIO2W25v3HHRiEDnuADaK4nucLhwuPISgMF7YoxPicbKm8fjg+/NxZ4f3YyffnkKZucmQK8DTlTbcPRiK3Q64Ke3+1f+3O9jafCoqMFmxz0vF2P7qXqYjXr8bvk1WHnz+IB96tfrddKuy3C66DrdHvzw7c+loOXpL0+BxaiH0y2g+lKXnEsF0HNMlBBpDomdESUZ9Dr8bvk1yE6IQNWlLnzvL0fgGmF1H/UIVOO5y4nHRW8frEKt1Y4IswFFGp9iPhgGLhoRyB4uot7DFrVQWXSgogUuj4CshHBkJw6tB0lmfAS+NTcXW75ThAM/WYhn75qOJdPS8PSXpvhd/twfsVSwzmYfUlKw0s7U2XDn+r04Xm1FQqQZf3moELfPyAj4Om71fVr71+l6v1rG251uPPL6IWw9Ug2DXodf3zMTD87NxdjESADAuSb5A0Qlms+FsrgIM1755ixEmA3YU9aEX2w7o/aSQsbJALX6v5wYuOzz9W65aVJy0HR57g8DFw1wuT2os3lzXAJ5VCQOErykkUGC4oTd4XYgTYqy4Ouzs7HhP2bhW3OHn5DbW0yYCWm+dthqHxftPtuIr27YjxqrHXnJkdj63esxy9cQLtDm5CUgymJEY5sDn1e1Dul7rF1OfPO1A9hxpgEWox6vfnMW7rxmDAAgN8kbuFQ0dci+VrHdf6C25kNBfloMfvW1GQCAVz+pwLtHqlVeUWgo8e3cKt147nKXl14HcxUcwMBFExraHPAIgMmgk20I3FCEmw3I8nVX1UKei5jfcv04bXUgFSuL1Jzr9OanlfjWps/Q7nChMDcB7zx6PXJ8uxRqsBgNuGmSb+jiEJrRNbTZ8fVXinHgfAuiLUa8/mAhbsnv+eWZm6xk4CJ/19zR4IvT07Hy5nEAgB/99RgnScug0peYOzYpsP93J6VGQ0wdM+h1uGXSKApc1q5dC51O1+eSn58vXf/KK6/gpptuQkxMDHQ6HVpbW4d0v+vXr8fYsWMRFhaGwsJCHDhwwK8fItiJx0TpseEBz/KeqJEcjsY2B87UeYOn6zV29jpexcoij0fAun+cxlNbj8PtEXDXtWPw+oOFiItQ/0341iEOXbzY0omvvbQfp2ttSIqyYPN35mB2bt+dIiV3XKQeLgxc/Lb61km4eVIyHC4PHv7TwQHbD9DV2exOXPI1bcxKkHccx9WEmw1SsFSYm4DYCPmGr6rB7x2XqVOnora2Vrrs2bNHuq6zsxOLFy/GU089NeT7e+utt7B69Wo888wzOHz4MGbMmIFFixahoUG+5lZaVy0FLoGf0DkhVSyJVnfHZV+5d7dlSnqM5rb0ewKXwAZ3dqcbK988LE22fnzhRPy/r82A2aiNjdKbJqXAqNehrKEd5wZo0FdS14ZlG/bhQnMnMuPD8b+PFPXbeGucb8flXKP8gYvYYFHuUujRwKDX4ddfvwa5SZGosdqx8s+HRzyKY7S66BvGmRRlDkir/8vNHuv9sPDlgsDnxMnN79+ARqMRaWlp0iUpqWdb/7HHHsOPf/xjzJkzZ8j399xzz+Ghhx7CAw88gClTpuCll15CREQE/vCHP/i7tKBV0xr4/BaR2KfkrMo7LuIxkRYH1fUkMQfuOWpsc+DrrxTjnyfqYDbo8fw9M/CDhRM0VRUTG26SKhP623U5dOES7n55PxraHJiUGo2/Pnr9gFvkuUne12GNtWtY4x0G09Lh3SVIkrn53GgRG27Cq9+chSiLEZ9WtOC//35a7SUFpcpmb+AS6N0W0Zolk7Hx/uuwfHaWKo8vJ78Dl9LSUmRkZCAvLw8rVqxAZWXlsB+8u7sbhw4dwsKFC3sWpNdj4cKF2L9//4Df53A4YLPZ+lyCmRql0KKJqer3KREEoVfjOW0dEwE9wV11axc6HC7FH6+0vg1LX9yLoxdbERdhwusPzsbSazIVf9zhGOi4aPfZRvzH7z+FtcuJa7Pj8NZ35iA1ZuAdxfgIE2LDTRAE4HyzvLsurCoaufEp0Xjubm+y7qZ957Hl4EWVVxR8Kn07LtkqBS6xESbcnJ+iqQ8/w+VX4FJYWIhNmzZh27Zt2LBhAyoqKjBv3jy0tQ3vmKGpqQlutxupqX0ThVJTU1FXN3A78XXr1iE2Nla6ZGUFdwSpZuAiVha1dHSrdn59obkT1a1dMBl0V+Q+aEF8pBlJvje9coVnFu0ta8JdG/ah6lIXxiZG4J1Hr0dhnvaCOdHCyd7/u4cqL0mvnw8+r8G3//gZupxu3DgxGW98++o5OTqdrifPRebjIrGqKIE5LiNy29Q0PLZwAgDg/9t6Akcvtqq7oCAjBi45KgUuocSvwGXJkiX42te+hoKCAixatAj/+Mc/0Nraii1btii1vn6tWbMGVqtVuly8GNzRf7UKPVxEvSuL1ErQFcugr82OR4RZm51NpTwXBZ+jvWVNuO8PB9Bmd+G6sfF457s3IC9Z2yPnM+LCMX1MLAQB+PfpBrxefAHf33wETreA22dk4NVvfmHI/6Z5SWIvF/kCF0EQ0CweFWksdyoYff+WCbh1Siq63R488vohNLTZ1V5S0BADF7WOikLJiLL84uLiMHHiRJSVlQ3r+5OSkmAwGFBf33ebub6+HmlpA7cjtlgsiImJ6XMJZrVW9XJcAPXn8ewdYf+WQAjEXKfX91+AyyPgtimpeP3BwqDZIRCPi375YQmefvcEBAH4jznZ+PU9M/1KJFaisqiz2w2705tMGizPp5bp9To8d/cMjEuORJ3Njuc+Oqv2koKG2kdFoWREgUt7ezvKy8uRnj68yahmsxmzZs3Cjh07pK95PB7s2LEDRUVFI1la0Gh3uGDt8pbIpasVuKQGPvlU5PYIUjfH67UcuIi9XBQK7rzPgzeAe/SmcUHV1VIMXMSjou8vmICf3zHN75lDSvRyEUuhw0x6RJiD5znVsugwE/7v0ukAgPc/r0F7APK+gp3L7ZHGWajZfylU+BW4PPHEE9i9ezfOnz+Pffv2YenSpTAYDFi+fDkAoK6uDkePHpV2YI4fP46jR4+ipaVFuo8FCxbghRdekP6+evVqvPrqq/jjH/+I06dP49FHH0VHRwceeOABOX4+zav1HRPFhBlVKZEDelcWBX7H5VSNDdYuJ6IsRszIHHmLfqUoXRJ9vNoKm92F6DAjpsswqiCQ8tOipX5Az9w+BatvnTisBEAldlyapOZzlpBIStSK2bkJyEuKRGe3G38/VqP2cjSv1mqHyyPAbNQjJZpHliPl1ztlVVUVli9fjubmZiQnJ2Pu3LkoLi5GcrK3g+ZLL72En/3sZ9Lt58+fDwDYuHEj7r//fgBAeXk5mpp6xtffc889aGxsxE9/+lPU1dVh5syZ2LZt2xUJu6GqWsXEXNHEVOWPQQYi5rfMyUuE0aCN/iT9EY+KKls6YXe6Zd8R6ekarO3noT86nQ5vPjQHLR3d0mtpOMR5RS0d3Wjt7JalyV4LK4oUodPpcPd1WXj2n2fw1mcXcc912WovSdOk/Jb4wDcZDUV+BS6bN28e9Pq1a9di7dq1g97m/PnzV3xt1apVWLVqlT9LCRlq9nARjU/pqSxqbncEtAFcT36LditnAG/TqLgIE1o7nTjX2HHF7I+R+qS0EYC283wGkxRlGXHya6TFiLSYMNTZ7Kho6sA12SMPNqQ5Rcxvkd1d147B/3xYgsOVrSitb5OOnOlKF3w9XHhMJI/g+mgXgtQshRaFmw3IjPc+fiAb0dmdbhw47z1G1GLjud50Op1iScyd3S4cvtAKAJg7IVnW+w42ch8XNfkqihLYfE52KdFhuCU/BQDw1mfBXdmpNCbmyouBi8q0ELgAwMQUsRFd4PJcDl24hG6XBynRFozTeNkv4G3CBcjfrO9ARQu63R6MiQvH2MTR/YtN7gTdFt+OSxKPihRxzxe8PbTeOVKNbhdHAQzkIkuhZcXARWU1VvV6uPQ2PjXwrf97l0EHQ+LkBIV6uQTb86AkuXu5iF1zWQqtjJsmJSMl2oKWjm7sOH31KeGj1YUW7+uZzefkwcBFZVrIcQF6dlwC2ctFfMO+IUjyOsSSaLmfoz2+cQc3aPy4LBDk7p7b0+6fR0VKMBr0+Oos7ziKtzgGYEDinKLsUb6jKhdttinVCkEAnJ2K3b3HI6DVegnhEJAR6QG65Z+MO1QTE/QIhx0X65oCsg5rpxOl1fUIBzA3J1zVn32oJsZ7n6P6Zge6O9tkmdLc2O7A+doGhAO4PissKJ4HJeXF6hAOO+qanBAc7SPegWpvsyIcdiSHuUb9c6uUe2YkYuOukzhw9iJqG/OQHqvuhzCtsXY64bS3IxxAVqQQ/K9DUwSg8s6wThAEQdUVyMBmsyE2NhZWq1XeLrrdHcD/Df4R4ERERLJ4qgYwy1cdNZz3bx4VERERUdDgUdFgTBHe6FIh207U4fEtR3Ftdjz+/O1CxR5nqB554xB2n23ET780GcsLcxR9rC/+5hNUNHfgheXXYMHk4Gk2+JN3j+Odw9VYefN4rLp5/IjuSxAELPh/u1Frs+PVb34haHu4yO3RNw5h19lG/PTLU7B89vAbm9nsThT+X+84kSNP3xpUYxSCjd3pxvz/2Yk2uwt/uP86FGl4onmgvfLJOTy//SzumJGBZ5cVqL2ckTOpn6fDwGUwOp2sW2KXu9iuQxfCkBgfr+jjDFVOejK6zrbhdItH0fVUt3bhVLMbel0YrpuUBZhNij2W3MampaALzTjd7B7xc1TR2I5zNsBsiMCs8ZkAZ+kAAMakJKHrbBvKWoURPccttg50IQyRZgPCIoN7EKvWhZmB22bm4Y3iSrx5pBlF+eykKzrXKqALYUhLTtTE7/lQwKMiFfWUQmsjmU1sa6/0zCKxmqggMw4xYcETtAA9ZeNlMpREi+MOvjA2HuEMWiRy9XJpFpvPsYdLQHzd1/b/w5N1aO3sVnk12sHmc/Jj4KKinuZz6vZwEU2UJiAr28uld9+SYCP2cjnX1A6Xe2QNt/aUBlc5eKDI1T23p90/S6EDYdqYWExJj0G3y4N3j1SrvRzNYOAiPwYuKhJ7uGRopHxQ7F7b1N4tDaeTmyAI2Cv2LQnCN+yM2HBEmA1wugVcaBl+qbzL7cH+cu/zEIwBnJLykryvw8qWTjhHEByKPVzYNTdw7rnO20l382cXEQIFqyPW7fJIH1DZw0U+DFxUpJV2/6JIi1GaWVSq0HHR2fp2NLU7EGbS49qcOEUeQ0l6vQ7jZeige6zaijaHC7HhJkwbEyvX8kJCaowF4SYD3B5BapU+HM3t4pwiBi6BcufMMTAb9ThT14bj1Va1l6O6mtYueAQgzKRHMpsgyoaBi0rsTrf0iVDtrrm9iUchZxU6LhLzOmbnJsJiDM68DjFwGclcJ/GY6PpxiTBwzH0fOp1OluMids0NvNgIE5ZMSwPAwYtA32Oi0T7OQ04MXFQi7rZEmg2ICddOcddE32h6pXZcpDb/44K3XHKCNB5h+MGdGMBpfSq2WuRI0O3JceGOSyCJgxffP1qDrm63yqtR1wUpcGE1kZwYuKik1urLb4kL11QkLscxyECcbg8+PRe8+S2ikQ5b7HC4cKTyEgDmtwxEjmGLLdKOCwOXQJqTl4ishHC0OVz454latZejqotMzFUEAxeVVGssv0Uk7bgoMGzx84ut6Oh2Iz7ChCnpwdtXQxy2WN7YDrfH/wTEAxUtcLoFZCWEIyeRn8T6I8ewxSZfjgurigJLr9fh7lk9SbqjmTRcMUFbv+eDHQMXlWitFFok7rgoUVkkHo9cPz4J+iDO68iMj4DFqIfD5UHVJf+TR/cEcTl4oMiZ48Lk3MD76hcyodd5g/SRlrUHM/GoiB9Q5MXARSVS4KKRUmhRpMUoJQvLnefSk98S3G/YBr1OKh0fznER+7dcnRi41Nns6HC4/P5+j0fAJakcmjsugZYeG44bJyYDALYcHJ27LoLQUxWXxaMiWTFwUYnUw0VjR0VATyO6kSSfXs6b19EKIDR2GiYM8zlqaLOjpL4NOh1wfZAHcEqKizBLOyXD+cRuszvh8h3jxUcGV3fmUCH2dPnfQ1UjbtYYjFo6utHucEGng9RmguTBwEUlWuvh0tsEBSqLDlS0wOXx5nWEQiMmKUHXz1wgcddpakYMjzCuYiTHReIxUXSYMWjL7oPdLfmpSIw0o7HNgZ0ljWovJ+DEUui0mDAO+JQZAxcVCIIgJedqqYeLSOrlImNlUajldYz3lUT7Ox5hT6nYLTdZ9jWFmhEFLiyFVp3ZqMeyWZkARmdPl0oeEymGgYsKLnU64XB5oNMBqbHaO3+XdlxkPCqS8ltCJHCZ0Guuk2eIlUXecQehFcApKW8EvVzErrlsPqeuu309XXaWNKDBZld5NYHVU1HEwEVuDFxUIB4TJUdZNLmN3VNZ5JASHEeioc2OM3XeI5WivOBtPNdbTkIETAYdOrvd0pTvqylvbEedzQ6zUY8vjI1XeIXBbyS9XKSuudxxUdX4lCjMyomH2yPgr4dH1+BFccclh4GL7Bi4qEA8JkrX4DERAET1qixav7NsxMPSxGGCU9JjQuYTsNGgl44yhrozJVYTzR6bwDPvIcj1DVusaGz3+zUoHRWx+ZzqxE66Ww6OrsGLUrv/EMjp0xoGLiqokfJbtNXDpbdVt4wHAPx+TwV++t7JIR+H9GdviLa3F1v/lw0xF2hPiB2XKS0nMQI6HWCzu/zuKdTSweZzWvGlgnREmg2oaOrAgYoWtZcTMJXsmqsYBi4q0GoPl96Wz87G/106HTod8HrxBTz5v8eGVdIoCELI9i0Z70dlkdPtQfE57y/teSEWwCklzGSQ/o/4m+fSxOZzmhFpMeL2GRkAgLdGSU8Xu9ONOl9ODwMX+TFwUYGWe7j09o3CbDx/90wY9Dr89XAVfrD5KLpd/gUv55s7UWO1w2TQ4boQy+vwp5fLsapWtDtcQT/uINDEBF1/81xaeFSkKXf7err843gtbHanyqtRXnVrFwTBO0SXwbP8GLioQKtzivpz5zVjsP4b18Js0OPvx2vxyBuHYHcOfeKreDxybXY8IszamYIth95HRVc7u/+kNDTGHQTacEuim31HReyaqw3XZMVhQkoU7E4P3j9ao/ZyFCdVFCVGamqIbqhg4KKCWqt2e7j0Z/G0NLx63xdgMerx7zMN+Namz4bchn1fCJf/jk2KgEGvQ5vDhXqbY9Dbsgx6eIY7bFFMzuWnXW3Q6XRSJ93RMAKgJ78lOH7HBxsGLgHW7fKgoc37Jpeu4eTcy904MRl//NZsRJoN2FfejHtf+xTWrsG3fN0eAft8FUU3hGBeh8VoQI6vYmCwPJf2EBt3EEjD2XFxewRc6uRRkdbcdW0mTAYdjlVZcarGpvZyFMXEXGUxcAmwepsdguDtKhlsPSbm5CXizw/NQUyYEYcrW/GNV4sHrfY4WWOFtcuJaIsRBWNiA7jSwJFa/w9SWfTpuWa4PAJyEiPYRdNPeWJJdHPHkCvbWju7Id40PiK4/o+FsoRIM26dkgog9HddLvQ6KiL5MXAJsN6t/oPx7HNmVhw2P1yExEgzTtbYcM/L+1E/QEdMMb+lMC8RRkNovtTEPJfBEnQ/CdGqqkAYEx8Ok0GHbpdH+r9zNWIwHRdhgilEX3fBSuyku/VItV+5csHmIndcFMX/1QHWM1wxeI6JLjclIwZbHilCWkwYShvacffL+1F1qfOK2/XkdYRGt9z+9LT+H/ioSHwe5jFw8ZtBr0NOon/HRU3Mb9GseROSkREbBmuXEx+dqld7OYoQBIFHRQpj4BJgwdDDZSjGJUfh7UeKkJUQjgvNnbj7pf0419iz62B3uvHZ+UsAQq/xXG/jew2k7K+yqN5mR2lDO3Q6oGhc6AZwSvI3z0WqKGLzOc0x6HX4qthJN0QHLza2O9DldEOvC54CjGDDwCXAqoOkh8tQZCVE4O3vXI9xyZGosdpx98vFKPHNJDp04RK6XR6kxlgwLjlK5ZUqZ1xyFHQ6wNrllD7p9yY23ysYE4s45lsMS56fgYt4VMTEXG362qxM6HTeo+T+dmqDnXhMlB4bDrORb7FK4LMaYMFWCn01abFheOs7RZicHoOmdgfueWU/jlW19rS3H5cUlLk8QxVmMkjbwf1VFoXaVGw15Po5bJFHRdqWlRCBObne3cf3Pw+9ni4XOBVacQxcAqxGGrAYvDkul0uKsmDzQ3MwMysOrZ1OfOPVT6UmU6PhDVusLCq7LEFXEAQpgGMZ9PDl+XbsKpqGNhNKmlPE5nOadcdM7wiAUGxGJ02F5nBFxTBwCSBBEFB9KXi65vojNsKEN75diDl5CWh3uKQKkNEQuIwXK4suK4kubWhHQ5sDYSY9rs0JrXEHgSTuuFRd6oLDdfVKFGkyNHdcNGvJ9HSYDXqcqWvDmbrQ6ukiBi5sfaAcBi4BZLO70NHt/cUb7Mm5/YmyGLHpgdm4aVIyAGBiahTSYkNnZ2kgEwYYtiiWQV83NgFhJkPA1xUqkqLMiLYYIQg9rdQH08w5RZoXG27Czfne3xPvHgmtXZdKHhUpjoFLAInHRAmRZoSbQ/ONLMxkwCv3fgH/ecdUPH/PTLWXExA9JdF9d1ykMugQrqoKBJ1Oh1w/hi2KVUWJrCrStDtmjgEAfPB5zZCbCwYDHhUpj4FLAIVCD5ehMBv1+GbRWEzNCM1uuZcTq6aa2rulihan24Pic75xB6PguExp/pREN7OqKCjckp+CaIsR1a1dOHjhktrLkUVXt1sa6cIdF+X4FbisXbsWOp2uzyU/P1+63m63Y+XKlUhMTERUVBSWLVuG+vrBmwy1t7dj1apVyMzMRHh4OKZMmYKXXnppeD+NxtVYfaXQIXhMNJpFWoxSlZi463KkshWd3W4kRpoxOS1GzeWFhKEOW3S5PWjt9M7QYo6LtoWZDFg0LQ0A8O7RapVXI4+LvvLu6DAjYsNNKq8mdPm94zJ16lTU1tZKlz179kjXPf744/jggw/w9ttvY/fu3aipqcFdd9016P2tXr0a27ZtwxtvvIHTp0/jsccew6pVq/D+++/7/9NoXM+OCwOXUCMeF4l5LmI10fXjk6DXh245eKAMdcelxTdcUacD++YEgTt9x0X/OF6LbpdH5dWMnJjfkpMYEdJtINTmd+BiNBqRlpYmXZKSvNvgVqsVr732Gp577jnccsstmDVrFjZu3Ih9+/ahuLh4wPvbt28f7rvvPtx0000YO3YsHn74YcyYMQMHDhwY/k+lUaPlqGg0unzY4p7SRgChPe4gkMRhi1fLcRGP6hIizDAwYNS8onGJSI62oLXTiY/PNqq9nBFjq//A8DtwKS0tRUZGBvLy8rBixQpUVlYCAA4dOgSn04mFCxdKt83Pz0d2djb2798/4P1df/31eP/991FdXQ1BELBz506cPXsWt91224Df43A4YLPZ+lyCAXdcQpc4bLG8sR02uxOfV1kBAHMnJKu5rJAxNsn7RtDU7oDN7hzwds1sPhdUDHodbi/w9nR5LwSa0bEUOjD8ClwKCwuxadMmbNu2DRs2bEBFRQXmzZuHtrY21NXVwWw2Iy4urs/3pKamoq6ubsD7/N3vfocpU6YgMzMTZrMZixcvxvr16zF//vwBv2fdunWIjY2VLllZWf78GKqpCaF2/9TX+NSeHZdPz7XA7RGQmxQZMh2S1RYdZkJytLdKaLA8l6Z2sfkcA5dgcec13sBl+6k6tDtcKq9mZKSKooRIlVcS2oz+3HjJkiXSnwsKClBYWIicnBxs2bIF4eHD+wX9u9/9DsXFxXj//feRk5ODjz/+GCtXrkRGRkaf3Zve1qxZg9WrV0t/t9lsmg9eXG4P6mzewIVvZqFHHLZYZ7Pjn8drAbBbrtxykyLR2OZARVMHZmTF9XubnjlFLIUOFtPHxCI3KRIVTR346GQd7ro2U+0lDRuPigJjROXQcXFxmDhxIsrKypCWlobu7m60trb2uU19fT3S0tL6/f6uri489dRTeO6553D77bejoKAAq1atwj333INf/epXAz6uxWJBTExMn4vWNbQ54PYIMBl0SOYv1ZATE2ZCWow3d+lvx7yBC8ug5ZU3hJlF7JobfHQ6nTQC4L0gHgHg8QgMXAJkRIFLe3s7ysvLkZ6ejlmzZsFkMmHHjh3S9SUlJaisrERRUVG/3+90OuF0OqHX912GwWCAxxP8Gea9icMV02LDWGUSosTKom63B3qdN/GQ5DOUyiKphwubzwUVsRndnrIm6bgv2DS0OdDt8sCg17EAQ2F+BS5PPPEEdu/ejfPnz2Pfvn1YunQpDAYDli9fjtjYWDz44INYvXo1du7ciUOHDuGBBx5AUVER5syZI91Hfn4+tm7dCgCIiYnBjTfeiCeffBK7du1CRUUFNm3ahD/96U9YunSpvD+pyqpb2cMl1InHRQBQkBnHPg4y6wlcBh622Ox700tgjktQyU2KxIzMWLg9Av4WpEm64m7LmLhwGA3s7aokv3JcqqqqsHz5cjQ3NyM5ORlz585FcXExkpO9lRPPP/889Ho9li1bBofDgUWLFuHFF1/scx8lJSWwWq3S3zdv3ow1a9ZgxYoVaGlpQU5ODv77v/8bjzzyiAw/nnawoij0iZVFAPNblJCX3NOEThCEfvtkiDsuSTwqCjp3zByDz6useO/zGtx/Q67ay/HbhWbvTiCPiZTnV+CyefPmQa8PCwvD+vXrsX79+gFvIwh9Z1KkpaVh48aN/iwjKLGHS+gTj4oAYC7nE8kuKyECeh3Q0e1GY5sDKTFX/l9icm7w+vKMdPzX30/hSGUrLjR3ICcxuCpzLor5LZxRpDjuZwUId1xC36S0aESHGZEcbcE12XFqLyfkWIwGqT/GQAm6Yn4E+7gEn5ToMCmh/f0gTNJlYm7gMHAJkGr2cAl5MWEmvL9qLt559HpYjKE5/VttgyXodrs8aLN7+4AkMcclKIlJuu8erb5id17rLjBwCRgGLgEi7riwh0toy02KZNdMBQ0WuIjHRAa9DjFhTIwORoumpsJi1KO8sQMna4KjI7roIgOXgGHgEgAdDhesXd425emxzHEhGi6pl0s/3XN7HxOx5UBwig4zYeHkVADAe0E0Mbrd4UKTr4cQc1yUx8AlAMQeLtFhRkTzkyDRsOX6hi32VxItJeYyvyWofcXXjO79z2vg9gTHcZG42xIXYeJuXwAwcAkAMb+Fx0REI5PrK4mubOmEy923SWVzB+cUhYKbJiUjJsyIepsDn1Y0q72cIemZUcTdlkBg4BIArCgikkd6TBgsRj2cbgHVvv9Xop52/yyFDmYWowFfKkgHALx3JDiqiyqbORU6kBi4BAB7uBDJQ6/XSQm6l+e5iM3nWAod/L4yw1td9I8TtbA73Sqv5upYCh1YDFwCoJo7LkSyyR1g2GKLb8eFpdDBrzA3AWkxYWizu7CrpFHt5VyVdFTExNyAYOASACyFJpLPQDOLxByXBB4VBT29Xicl6QZDdZEYuPCoKDAYuARArZXN54jkMlAvF7Eclcm5oeEOX+Cy40wDbHanyqsZmNsjoOoSj4oCiYGLwjweAbW+qiL2cCEaud7DFnsTy6F5VBQapqTHYEJKFLpdHmw7Uaf2cgZUZ7PD6RZgMuiQHssPp4HAwEVhTR0OdLs90OuA1H6GwhGRf8ReLjVWO7q6exI3m9t5VBRKdDqdtOui5eMicSp0ZnwEDGx8GBAMXBRW49ttSY0Jg8nAp5topOIjTIgN9zb5Ou9707A73ejwBTE8Kgod4uyifeXNaLDZVV5N/y4yvyXg+E6qMPZwIZKXTqe7Is9FLIU2GXSIthhVWxvJKyshAtdmx0EQvJ10tYjN5wKPgYvCGLgQyS/v8sDFd0yUGGmBTsft+lBy5zXeXZf3jmozcLnQzMTcQGPgojDxqIjN54jkIyboik3oxB0XHhOFni9NT4dBr8PxaivKG6+cUaU2HhUFHgMXhbGHC5H8Lh+2KLb7Z9fc0JMYZcG8CUkAtLnrwuZzgcfARWE1vsnQLJMjks/lOS4tvuZzSVGsKApFd84Uj4uqIQjamRhtsztxqdPbY4Y7LoHDwEVhnFNEJL+xSd43iUudTlzq6OaOS4i7dUoqwk0GXGjuxOdVVrWXIxGHKyZGmhHFpPCAYeCiILvTLXXz5FERkXwizEapoeO5pg52zQ1xkRYjbp2SCgB494h2erqI+S3ZPCYKKAYuChJb/UeYDVLfCSKSR+/jIvGoKJE7LiHrzmu8zej+dqwWLrdH5dV4XeBUaFUwcFFQ71JolmgSyav3sEWpqohdc0PWvAnJiI8woandgX3lzWovB0BPYi4Dl8Bi4KIg9nAhUk7vHZdmHhWFPJNBjy8VpAMA3tXICIBK9nBRBQMXBYlHRemcUUQku969XJo7ehrQUegSRwB8eKIOdqf7KrdWHndc1MHARUH1vtkaqZwKTSQ7sZdLeWM77E5vzgN3XELbrOx4jIkLR0e3G/86Xa/qWlxuD6p9u+o5iZGqrmW0YeCioIY276fAlGh+CiSSW2Z8OIx6HZxub18Pi1GPCLNB5VWRkvT6nonRWw5WqbqWmlY73B4BZqOev+MDjIGLgsRppnxRE8nPZND32aJPiuKcotHg69dlQ68DPj7biNO1NtXWIR4TZcWHQ6/n6y6QGLgoSNxxSWWOC5EixARdgMdEo0V2YgSWTPMm6b768TnV1tHT6p/HRIHGwEUhHo+ARvGoKIY7LkRK6B24sGvu6PHw/DwAwPuf10jVm4F2ocU7boKJuYHHwEUhLZ3dcHkE6HScn0KklNzkXjsurCgaNWZkxaEwNwEuj4CNeytUWQOnQquHgYtCGmw9nTxNBj7NRErI81UWATwqGm0euXEcAODNTyth7XIG/PGloyIGLgHHd1SFNLR5E3OTo5nfQqSUvD47LgxcRpObJiVjYmoUOrrdePPTyoA+tiAIuNDMOUVqYeCiEHHHhRVFRMpJibZIJdDMcRlddDodHprnzXXZuLcCDlfgGtJZu5xos7sAAFnxDFwCjYGLQsQdl1Qm5hIpRqfTYVJaNABgTDxHa4w2d8wcg9QYCxraHHjvaE3AHlc8JkqJtiCcvYMCjoGLQnqaz/GoiEhJv1hWgGfvmo45uYlqL4UCzGzU41s35AIAXvn4HDweISCPe4EzilTFwEUhYrt/lkITKWtiajS+PjubTcBGqeWF2YiyGFHW0I6dJQ0BeUzOKFIXAxeFcMeFiEh5MWEmfKMwGwDwcoAa0oml0EzMVQcDF4VIybnccSEiUtQDN4yFyaDDgYoWHKm8pPjj8ahIXQxcFCAIvbrmsqqIiEhR6bHh+MqMMQC8uS5K41GRuhi4KKC104lutwcAkMzAhYhIceIYgG0n63C+qUOxx+l2eVBr9Y4Z4FGROvwKXNauXQudTtfnkp+fL11vt9uxcuVKJCYmIioqCsuWLUN9ff1V7/f06dP4yle+gtjYWERGRuK6665DZWVgGwrJqd5XCh0fYYLFyFI5IiKlTUqLxk2TkiEIwO/3KLfrUt3aBY8AhJn0SOY4F1X4veMydepU1NbWSpc9e/ZI1z3++OP44IMP8Pbbb2P37t2oqanBXXfdNej9lZeXY+7cucjPz8euXbtw7NgxPP300wgLC96kVjG/hVOhiYgC5zvzvWMA3j5YheZ2hyKP0fuYSKdjJZsajH5/g9GItLS0K75utVrx2muv4c0338Qtt9wCANi4cSMmT56M4uJizJkzp9/7+8lPfoIvfvGL+OUvfyl9bdy4cf4uS1PEiiIeExERBc6cvAQUZMbiWJUVf9x/AatvnSj7Y1Q2i1OhI69yS1KK3zsupaWlyMjIQF5eHlasWCEd6Rw6dAhOpxMLFy6Ubpufn4/s7Gzs37+/3/vyeDz4+9//jokTJ2LRokVISUlBYWEh3n333UHX4HA4YLPZ+ly0ROrhwlJoIqKA0el0Uq7L6/vPo6tb/jEATMxVn1+BS2FhITZt2oRt27Zhw4YNqKiowLx589DW1oa6ujqYzWbExcX1+Z7U1FTU1dX1e38NDQ1ob2/Hs88+i8WLF+Ojjz7C0qVLcdddd2H37t0DrmPdunWIjY2VLllZWf78GIoTK4rY7p+IKLAWT01DdkIELnU68fahi7Lff0/gwhETavHrqGjJkiXSnwsKClBYWIicnBxs2bIF4eH+/yN6PN7KmzvuuAOPP/44AGDmzJnYt28fXnrpJdx44439ft+aNWuwevVq6e82m01TwYs4p4il0EREgWU06PHtebn46Xsn8eon5/CN2dkwGuQroBV7uOQk8qhILSP614yLi8PEiRNRVlaGtLQ0dHd3o7W1tc9t6uvr+82JAYCkpCQYjUZMmTKlz9cnT548aFWRxWJBTExMn4uW1EvN53hUREQUaF+blYX4CBMutnRh28n+d/yHQxAEqWtuFo+KVDOiwKW9vR3l5eVIT0/HrFmzYDKZsGPHDun6kpISVFZWoqioqN/vN5vNuO6661BSUtLn62fPnkVOTs5IlqYqToYmIlJPuNmAe4vGAvA2pBMEeYYvtnR0o6PbDZ0OyOQ0ctX4Fbg88cQT2L17N86fP499+/Zh6dKlMBgMWL58OWJjY/Hggw9i9erV2LlzJw4dOoQHHngARUVFfSqK8vPzsXXrVunvTz75JN566y28+uqrKCsrwwsvvIAPPvgA3/3ud+X7KQNIEISedv9MziUiUsV9RTmwGPU4VmVF8bkWWe7zWJUVAJAWE4YwE3t0qcWvHJeqqiosX74czc3NSE5Oxty5c1FcXIzk5GQAwPPPPw+9Xo9ly5bB4XBg0aJFePHFF/vcR0lJCaxWq/T3pUuX4qWXXsK6devw/e9/H5MmTcJf//pXzJ07V4YfL/BsXS44XOyaS0SkpsQoC772hUy8UVyJlz8uR9G4xGHfl9PtwYs7y/HCzlIAwIzMOJlWScOhE+TaQ1ORzWZDbGwsrFar6vkupfVtuPX5jxEbbsLnz9ym6lqIiEaz800duPn/7YIgAB8+Nh+T0qL9vo+TNVY8+fYxnKr1tt24dUoq1t01HUnsmiuL4bx/c1aRzBo4XJGISBPGJkViyTRvcYi/wxe7XR48t/0s7nhhL07V2hAXYcJvvj4Tr9w7i0GLyhi4yExqPsfEXCIi1T3sGwPw/ufV0nDEqzlRbcVXXtiD3+4ohcsjYPHUNGx//EbcMXMM2/xrAAMXmYk7LqlMzCUiUt3MrDjMzk2A0y1g497zg97W4XLjVx+W4I71e3Gmrg0JkWa88I1rsOE/rmXOooYwcJGZWFGUzB0XIiJN+I5vDMCbn1bCZnf2e5tjVa24/Xd78MLOMrg9Ar5UkI7tj8/HlwsyuMuiMX4PWaTB1bdxThERkZbcPCkFE1KiUNrQjr98Wonv3NgzyNfudOM3O0rxysfn4PYISIw04+d3TsMXp6eruGIaDHdcZNZo45wiIiIt0et1eMi36/KHvRXo9rWsOFJ5CV/+3R5s2FUOt0fAV2ZkYPvqGxm0aBx3XGTWwB0XIiLNuWNmBn71YQnqbQ5sOXgRFy914tWPz8EjAElRFvzXndOweFr/42lIWxi4yEgQhJ45RUzkIiLSDIvRgAduyMUvtp3B//fuCenrS68Zg59+eQriI80qro78waMiGbU7XOhyugGwHJqISGu+UZiNKIv383pKtAW//+YX8Pw9Mxm0BBnuuMhILIWOthgRYeZTS0SkJbHhJrx87ywcqbyEe+eMRWyESe0l0TDw3VVGYvM5lkITEWnTDeOTcMP4JLWXQSPAoyIZNbL5HBERkaIYuMhIbD7H/BYiIiJlMHCRkTSniBVFREREimDgIiNpTlEMj4qIiIiUwMBFRmLzOQ7jIiIiUgYDFxlJOS5MziUiIlIEAxcZ9RwVcceFiIhICQxcZNLhcKHd4QIApDDHhYiISBEMXGQi7rZEmA1SS2kiIiKSFwMXmTT4SqFZUURERKQcBi4yqfftuLCiiIiISDkMXGTSwOZzREREimPgIpNGNp8jIiJSHAMXmbDdPxERkfIYuMhErCrigEUiIiLlMHCRidR8jl1ziYiIFMPARSbSURF3XIiIiBTDwEUGdqcbbXZv19xk7rgQEREphoGLDMThimEmPWLC2DWXiIhIKQxcZFDfJlYUhUGn06m8GiIiotDFwEUG4o4LS6GJiIiUxcBFBg1tnFNEREQUCAxcZFBv45wiIiKiQGDgIgNxx4Wl0ERERMpi4CKDRjafIyIiCggGLjJg8zkiIqLAYOAigwZOhiYiIgoIBi4j5HC50drpBMByaCIiIqUxcBkhsYeL2ahHbLhJ5dUQERGFNgYuIyQeE6VEW9g1l4iISGEMXEaoUWr3z2MiIiIipfkVuKxduxY6na7PJT8/X7rebrdj5cqVSExMRFRUFJYtW4b6+voh3/8jjzwCnU6HX//61/4sS1X1Urt/JuYSEREpze8dl6lTp6K2tla67NmzR7ru8ccfxwcffIC3334bu3fvRk1NDe66664h3e/WrVtRXFyMjIwMf5ekqp52/9xxISIiUprR728wGpGWlnbF161WK1577TW8+eabuOWWWwAAGzduxOTJk1FcXIw5c+YMeJ/V1dX43ve+hw8//BBf+tKX/F2SqqQBiyyFJiIiUpzfOy6lpaXIyMhAXl4eVqxYgcrKSgDAoUOH4HQ6sXDhQum2+fn5yM7Oxv79+we8P4/Hg3vvvRdPPvkkpk6dOqQ1OBwO2Gy2Phe11LdxThEREVGg+BW4FBYWYtOmTdi2bRs2bNiAiooKzJs3D21tbairq4PZbEZcXFyf70lNTUVdXd2A9/mLX/wCRqMR3//+94e8jnXr1iE2Nla6ZGVl+fNjyKrBxsnQREREgeLXUdGSJUukPxcUFKCwsBA5OTnYsmULwsPD/X7wQ4cO4Te/+Q0OHz7sVynxmjVrsHr1aunvNptNteCldzk0ERERKWtE5dBxcXGYOHEiysrKkJaWhu7ubrS2tva5TX19fb85MQDwySefoKGhAdnZ2TAajTAajbhw4QJ++MMfYuzYsQM+rsViQUxMTJ+LGrpdHrR0dANg4EJERBQIIwpc2tvbUV5ejvT0dMyaNQsmkwk7duyQri8pKUFlZSWKior6/f57770Xx44dw9GjR6VLRkYGnnzySXz44YcjWVpANLV7d1tMBh3iI8wqr4aIiCj0+XVU9MQTT+D2229HTk4Oampq8Mwzz8BgMGD58uWIjY3Fgw8+iNWrVyMhIQExMTH43ve+h6Kioj4VRfn5+Vi3bh2WLl2KxMREJCYm9nkMk8mEtLQ0TJo0SZ6fUEHiVOjkKAv0enbNJSIiUppfgUtVVRWWL1+O5uZmJCcnY+7cuSguLkZycjIA4Pnnn4der8eyZcvgcDiwaNEivPjii33uo6SkBFarVb6fQEVifksyE3OJiIgCwq/AZfPmzYNeHxYWhvXr12P9+vUD3kYQhEHv4/z58/4sSVVi4JLK/BYiIqKA4KyiERBLoVPYNZeIiCggGLiMQAPnFBEREQUUA5cR4JwiIiKiwGLgMgKcDE1ERBRYDFxGoIFzioiIiAKKgcswudweNHf4qopYDk1ERBQQDFyGqam9G4IAGPQ6JEayay4REVEgMHAZJjExNynKzK65REREAcLAZZjEUmgeExEREQUOA5dhqvftuHAqNBERUeAwcBkmccclmaXQREREAcPAZZikOUVsPkdERBQwDFyGSZpTxB0XIiKigGHgMkzijgtzXIiIiAKHgcsw9cwp4o4LERFRoDBwGQa3R0CjuOPCHBciIqKAYeAyDM0dDngEQKcDu+YSEREFEAOXYRBLoZOiLDAa+BQSEREFCt91h6GBzeeIiIhUwcBlGMQdFwYuREREgcXAZRh6ms+xooiIiCiQGLgMQ72NR0VERERqYOAyDOKOSzJ3XIiIiAKKgcswiO3+U7njQkREFFAMXIZBavfPHRciIqKAYuDiJ0/vrrnccSEiIgooBi5+aunshssjAACSGbgQEREFFAMXP4k9XBIjzTCxay4REVFA8Z3XT1LXXOa3EBERBRwDFz+xay4REZF6GLj4iXOKiIiI1MPAxU9s909ERKQeBi5+ktr9x3DHhYiIKNAYuPipgT1ciIiIVMPAxU9Sci6PioiIiAKOgYsfBIFdc4mIiNTEwMUPrZ1OdLs9ANg1l4iISA0MXPwg5rfER5hgMRpUXg0REdHow8DFD1JFUTTzW4iIiNTAwMUPUkURS6GJiIhUwcDFDz1dc7njQkREpAa/Ape1a9dCp9P1ueTn50vX2+12rFy5EomJiYiKisKyZctQX18/4P05nU786Ec/wvTp0xEZGYmMjAx885vfRE1NzfB/IgX1lEJzx4WIiEgNfu+4TJ06FbW1tdJlz5490nWPP/44PvjgA7z99tvYvXs3ampqcNdddw14X52dnTh8+DCefvppHD58GO+88w5KSkrwla98ZXg/jcI4p4iIiEhdRr+/wWhEWlraFV+3Wq147bXX8Oabb+KWW24BAGzcuBGTJ09GcXEx5syZc8X3xMbGYvv27X2+9sILL2D27NmorKxEdna2v8tTlLjjwjlFRERE6vB7x6W0tBQZGRnIy8vDihUrUFlZCQA4dOgQnE4nFi5cKN02Pz8f2dnZ2L9//5Dv32q1QqfTIS4ubsDbOBwO2Gy2PpdAqOeOCxERkar8ClwKCwuxadMmbNu2DRs2bEBFRQXmzZuHtrY21NXVwWw2XxFwpKamoq6ubkj3b7fb8aMf/QjLly9HTEzMgLdbt24dYmNjpUtWVpY/P8awCILQk+PC5FwiIiJV+HVUtGTJEunPBQUFKCwsRE5ODrZs2YLw8PARLcTpdOLuu++GIAjYsGHDoLdds2YNVq9eLf3dZrMpHrzY7C44XN6uuUzOJSIiUseIyqHj4uIwceJElJWVIS0tDd3d3Whtbe1zm/r6+n5zYnoTg5YLFy5g+/btg+62AIDFYkFMTEyfi9IafM3nYsKMCDOxay4REZEaRhS4tLe3o7y8HOnp6Zg1axZMJhN27NghXV9SUoLKykoUFRUNeB9i0FJaWop//etfSExMHMmSFNPTfI7HRERERGrxK3B54oknsHv3bpw/fx779u3D0qVLYTAYsHz5csTGxuLBBx/E6tWrsXPnThw6dAgPPPAAioqK+lQU5efnY+vWrQC8QctXv/pVHDx4EH/+85/hdrtRV1eHuro6dHd3y/uTjpBYCp3KYyIiIiLV+JXjUlVVheXLl6O5uRnJycmYO3cuiouLkZycDAB4/vnnodfrsWzZMjgcDixatAgvvvhin/soKSmB1WoFAFRXV+P9998HAMycObPP7Xbu3ImbbrppmD+W/OqZmEtERKQ6vwKXzZs3D3p9WFgY1q9fj/Xr1w94G0EQpD+PHTu2z9+1rKeiiDsuREREauGsoiGSuuYyx4WIiEg1DFyGiDsuRERE6mPgMkScU0RERKQ+Bi5DIAiClJzLOUVERETqYeAyBO0OF7qcbgDsmktERKQmBi5DIDafi7IYEWH2e6A2ERERyYSByxDU28SKIu62EBERqYmByxA0trGiiIiISAsYuAxBA7vmEhERaQIDlyEQj4o4p4iIiEhdDFyGQJoMzR0XIiIiVTFwGYKedv/ccSEiIlITA5chYI4LERGRNjBwGQLpqIg7LkRERKpi4HIVHQ4X2h0uACyHJiIiUhsDl6sQd1sizAZEWdg1l4iISE0MXK6iwdYzFVqn06m8GiIiotGNgctVsBSaiIhIOxi4XAXnFBEREWkHA5eraOSOCxERkWYwcLkKlkITERFpBwOXq+CcIiIiIu1g4HIVTM4lIiLSDgYuV9HAHRciIiLNYOAyCLvTDZvd2zU3mTsuREREqmMr2EF4BAFPLpqEpnYHYsL4VBEREamN78aDiDAbsfLm8Wovg4iIiHx4VERERERBg4ELERERBQ0GLkRERBQ0GLgQERFR0GDgQkREREGDgQsREREFDQYuREREFDQYuBAREVHQYOBCREREQYOBCxEREQUNBi5EREQUNBi4EBERUdBg4EJERERBIySmQwuCAACw2Wwqr4SIiIiGSnzfFt/HhyIkApe2tjYAQFZWlsorISIiIn+1tbUhNjZ2SLfVCf6EORrl8XhQU1OD6Oho6HQ6We/bZrMhKysLFy9eRExMjKz3Hcr4vA0Pnzf/8TkbHj5vw8PnzX+DPWeCIKCtrQ0ZGRnQ64eWvRISOy56vR6ZmZmKPkZMTAxfpMPA5214+Lz5j8/Z8PB5Gx4+b/4b6Dkb6k6LiMm5REREFDQYuBAREVHQYOByFRaLBc888wwsFovaSwkqfN6Gh8+b//icDQ+ft+Hh8+Y/uZ+zkEjOJSIiotGBOy5EREQUNBi4EBERUdBg4EJERERBg4ELERERBQ0GLlexfv16jB07FmFhYSgsLMSBAwfUXpJmrV27Fjqdrs8lPz9f7WVpzscff4zbb78dGRkZ0Ol0ePfdd/tcLwgCfvrTnyI9PR3h4eFYuHAhSktL1Vmshlztebv//vuveP0tXrxYncVqxLp163DdddchOjoaKSkpuPPOO1FSUtLnNna7HStXrkRiYiKioqKwbNky1NfXq7RibRjK83bTTTdd8Xp75JFHVFqxNmzYsAEFBQVSo7mioiL885//lK6X67XGwGUQb731FlavXo1nnnkGhw8fxowZM7Bo0SI0NDSovTTNmjp1Kmpra6XLnj171F6S5nR0dGDGjBlYv359v9f/8pe/xG9/+1u89NJL+PTTTxEZGYlFixbBbrcHeKXacrXnDQAWL17c5/X3l7/8JYAr1J7du3dj5cqVKC4uxvbt2+F0OnHbbbeho6NDus3jjz+ODz74AG+//TZ2796Nmpoa3HXXXSquWn1Ded4A4KGHHurzevvlL3+p0oq1ITMzE88++ywOHTqEgwcP4pZbbsEdd9yBkydPApDxtSbQgGbPni2sXLlS+rvb7RYyMjKEdevWqbgq7XrmmWeEGTNmqL2MoAJA2Lp1q/R3j8cjpKWlCf/zP/8jfa21tVWwWCzCX/7yFxVWqE2XP2+CIAj33XefcMcdd6iynmDR0NAgABB2794tCIL3tWUymYS3335bus3p06cFAML+/fvVWqbmXP68CYIg3HjjjcIPfvAD9RYVJOLj44Xf//73sr7WuOMygO7ubhw6dAgLFy6UvqbX67Fw4ULs379fxZVpW2lpKTIyMpCXl4cVK1agsrJS7SUFlYqKCtTV1fV53cXGxqKwsJCvuyHYtWsXUlJSMGnSJDz66KNobm5We0maYrVaAQAJCQkAgEOHDsHpdPZ5veXn5yM7O5uvt14uf95Ef/7zn5GUlIRp06ZhzZo16OzsVGN5muR2u7F582Z0dHSgqKhI1tdaSAxZVEJTUxPcbjdSU1P7fD01NRVnzpxRaVXaVlhYiE2bNmHSpEmora3Fz372M8ybNw8nTpxAdHS02ssLCnV1dQDQ7+tOvI76t3jxYtx1113Izc1FeXk5nnrqKSxZsgT79++HwWBQe3mq83g8eOyxx3DDDTdg2rRpALyvN7PZjLi4uD635eutR3/PGwB84xvfQE5ODjIyMnDs2DH86Ec/QklJCd555x0VV6u+48ePo6ioCHa7HVFRUdi6dSumTJmCo0ePyvZaY+BCslmyZIn054KCAhQWFiInJwdbtmzBgw8+qOLKaDT4+te/Lv15+vTpKCgowLhx47Br1y4sWLBAxZVpw8qVK3HixAnmnflpoOft4Ycflv48ffp0pKenY8GCBSgvL8e4ceMCvUzNmDRpEo4ePQqr1Yr//d//xX333Yfdu3fL+hg8KhpAUlISDAbDFRnP9fX1SEtLU2lVwSUuLg4TJ05EWVmZ2ksJGuJri6+7kcvLy0NSUhJffwBWrVqFv/3tb9i5cycyMzOlr6elpaG7uxutra19bs/Xm9dAz1t/CgsLAWDUv97MZjPGjx+PWbNmYd26dZgxYwZ+85vfyPpaY+AyALPZjFmzZmHHjh3S1zweD3bs2IGioiIVVxY82tvbUV5ejvT0dLWXEjRyc3ORlpbW53Vns9nw6aef8nXnp6qqKjQ3N4/q158gCFi1ahW2bt2Kf//738jNze1z/axZs2Aymfq83kpKSlBZWTmqX29Xe976c/ToUQAY1a+3/ng8HjgcDnlfa/LmD4eWzZs3CxaLRdi0aZNw6tQp4eGHHxbi4uKEuro6tZemST/84Q+FXbt2CRUVFcLevXuFhQsXCklJSUJDQ4PaS9OUtrY24ciRI8KRI0cEAMJzzz0nHDlyRLhw4YIgCILw7LPPCnFxccJ7770nHDt2TLjjjjuE3NxcoaurS+WVq2uw562trU144oknhP379wsVFRXCv/71L+Haa68VJkyYINjtdrWXrppHH31UiI2NFXbt2iXU1tZKl87OTuk2jzzyiJCdnS38+9//Fg4ePCgUFRUJRUVFKq5afVd73srKyoT//M//FA4ePChUVFQI7733npCXlyfMnz9f5ZWr68c//rGwe/duoaKiQjh27Jjw4x//WNDpdMJHH30kCIJ8rzUGLlfxu9/9TsjOzhbMZrMwe/Zsobi4WO0ladY999wjpKenC2azWRgzZoxwzz33CGVlZWovS3N27twpALjict999wmC4C2Jfvrpp4XU1FTBYrEICxYsEEpKStRdtAYM9rx1dnYKt912m5CcnCyYTCYhJydHeOihh0b9h4z+ni8AwsaNG6XbdHV1Cd/97neF+Ph4ISIiQli6dKlQW1ur3qI14GrPW2VlpTB//nwhISFBsFgswvjx44Unn3xSsFqt6i5cZd/61reEnJwcwWw2C8nJycKCBQukoEUQ5Hut6QRBEIa5A0REREQUUMxxISIioqDBwIWIiIiCBgMXIiIiChoMXIiIiChoMHAhIiKioMHAhYiIiIIGAxciIiIKGgxciIiIKGgwcCEiIqKgwcCFiIiIggYDFyIiIgoaDFyIiIgoaPz/dHvmrn1wU74AAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -196,7 +201,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -206,17 +211,7 @@ }, { "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -226,31 +221,52 @@ } ], "source": [ - "for i in range(0, 5):\n", + "# plot convergence for lower estimates\n", + "for i in range(0, 4):\n", " plt.plot(range(0, epochs), D_values[i])\n", - " _ = plt.plot(range(0, epochs), np.full_like(range(0, epochs), true_stake[i], dtype=float))\n", + " _ = plt.plot(range(0, epochs), np.full_like(range(0, epochs), true_stake, dtype=float))\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 8, - "id": "86972409-8881-462b-b5c0-d06b98c7474f", + "id": "f6e41015-2290-4869-8dd2-657971b1815c", "metadata": {}, "outputs": [ { "data": { + "image/png": "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", "text/plain": [ - "[]" + "
" ] }, - "execution_count": 8, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" }, { "data": { - "image/png": "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", + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", "text/plain": [ "
" ] @@ -260,16 +276,79 @@ } ], "source": [ - "errors = []\n", - "for i in range(0, 5):\n", - " errors.append(np.mean(np.abs(D_values[i] - true_stake[i]) / true_stake[i]))\n", - "plt.plot(range(0,5), errors)" + "# plot convergence for higher estimates\n", + "for i in range(0, 4):\n", + " plt.plot(range(0, epochs), D_values_hi[i])\n", + " _ = plt.plot(range(0, epochs), np.full_like(range(0, epochs), true_stake, dtype=float))\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "86972409-8881-462b-b5c0-d06b98c7474f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(range(0,4), epochs_to_reach)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a2803c7a-e020-48ae-87b8-19722673e2a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(range(0,4), epochs_to_reach_hi)" ] }, { "cell_type": "code", "execution_count": null, - "id": "4e7536a7-f381-41a7-96fd-2cc5670f1085", + "id": "b2b42a9b-1d45-444f-b284-cf425651c90b", "metadata": {}, "outputs": [], "source": []