diff --git a/examples/binh_and_korn_multiobjective.ipynb b/examples/binh_and_korn_multiobjective.ipynb index e4a2ccb..76c607d 100644 --- a/examples/binh_and_korn_multiobjective.ipynb +++ b/examples/binh_and_korn_multiobjective.ipynb @@ -192,9 +192,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = -1165613.2911.\n", - "Final Avg. Fitness = -31904.9352.\n", - "Elapsed time: 3.109 seconds.\n" + "Initial Avg. Fitness = -1113722.4968.\n", + "Final Avg. Fitness = -147775.9327.\n", + "Elapsed time: 3.438 seconds.\n" ] } ], @@ -211,10 +211,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "x=1.03009, y=1.02764\n", + "x=0.99736, y=0.99897\n", "\n", - "f1(x, y) = 8.46845\n", - "f2(x, y) = 31.53990\n" + "f1(x, y) = 7.97067\n", + "f2(x, y) = 32.02937\n" ] } ], @@ -246,7 +246,7 @@ "outputs": [ { "data": { - "image/png": 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", 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lMU9kMU18np0A82yb4uJinDp1CpGRkdUuHb6WwWBAXl4eAgICoNM51fU0TsWWPNf2/azL32+23JCpm26SJ7qyh7w8uViq6UoEJVxnIVYiItIeFjd21vjECfkKnm7dKieOciZ799rvWM2aASUlch92eLj9jktERFQLtsvZWYdPPoH7oEHArl1qh6KukhL5BgAq9LcaFRTIXWz//KNeDEREpCgWN3ZWFBwM0b49cM0aWC7Hy0ueY+bcOXm+GbUsXy4PFHz+efViICIiRbG4sbNDTz6Jsl9/Bfr2VTsU68yeDfTsCWzYYPuxvLzkrilLJvVzlIAAeeE8Ncf9EBGRojjmhkydPAn89BPw999qR2If48bJNyIichksbsjUlCnAAw8AXbrYdpwTJ4CkJKB1a6tWyyUiIrIWu6XsqbAQfZ99Fm5DhlQOpnU2t90G/Otfts9xk5oKvPEGsGKFfeIiIiKyEIsbe7p8GY3T0iDt3Ckv0ObKIiOBadOqr6irtIwMueXo2sXviIioVhEREViyZInaYViFxY09NW6M/3vhBZSvXKnuIFpbnDsnL1lw6JBtx+nSBXj7bWD6dPvEZa3iYuDjj4Gra68QEdVkyxZ5WaktW9SOxDpz5sxB165d6/y6lStXopGZq1p/+eUXTJgwwfbAVMAxN/bk64usW26BGDJE7Uist2WL3NJxzz3O+xNeVVAQ8Mor6s61Q0T1XlERMGkScPasfN+/v3yhpSsLcsaJaK9iyw2ZCg4G2rYFWrSw7TglJYDBYJ+YbOHvD7z4IjB1qtqREFE9Nn8+kJkpf52ZCSxY4Nj3u/322zFlyhRMmzYNjRs3RnBwMJYvX47CwkKMGTMG/v7+aN26Nb755hsA5ltXNm3aBOlqL8HKlSsxd+5c/Prrr5AkCZIkYeXKlQCAxYsXo1OnTvDz80NYWBgSEhJQUFAAANi1axfGjBmD3Nxc4+vmzJkDoHq3VHp6Ou699140aNAAAQEBGDFiBM6dO2d8vqLlaPXq1ejcuTMaN26MBx98EPn5+Y5JYi1Y3NjT2bMIPHpUvlLIWQ0dCvz+O/DBB7YdZ+pUeW4ZhVfZJSICgMJC+VZ1aejSUnnbtdd7HDkiFzMV/48ZDPLjI0fknm1zx636v5teb12Mn3zyCQIDA/G///0PU6ZMwaRJk/Dvf/8bPXv2xMGDBzFo0CA89thjKCoquu6xRo4ciaeffho33ngjMjMzkZmZiZEjRwIAdDod3nnnHRw7dgyffPIJvv/+ezz33HMAgJ49e2LJkiUICAgwvu6ZZ56pdnwhBIYPH46LFy9i9+7dSElJwZ9//ml8jwp//vknvvrqK6xduxabN2/G7t27scDRlaIZLG7sSNq2Db1eeglunA1XXjQTqB/tuhcuAKdOVf8tRUSa1aCBfMvJqdz21ltAy5aNMGVK5ZhIIeSlAMvKTF9fXi4PHRw71nR7RIR83NTUym1XG0jqrEuXLnjxxRcRHR2NmTNnwsfHB4GBgRg/fjyio6Px8ssv48KFCzhy5Mh1j+Xj44MGDRrA3d0dzZs3R/PmzeHj4wMAmDZtGu644w5ERkbizjvvxCuvvIL//ve/AABPT080bNgQkiQZX9egQYNqx9+xYweOHDmCNWvWICYmBrfeeitWr16N3bt345dffjHuZzAYkJSUhA4dOqBPnz547LHH8N1331mXIBuwuLEnX1/khYVBREaqHYn6Vq4EsrKAMWPUjkRe6fyGG4Bff1U7EiKqZ37/3XwPesW2iv/THKFz587Gr93c3NC0aVN06tTJuC346jI+2dnZNr3Pzp07MXDgQLRo0QL+/v4YNWoULly4gMLCQouPkZqairCwMISFhRm3dejQAY0aNUJqlUovIiIC/v7+xschISE2x28NFjd2JB58EDvffReGt99WOxTrZWcDgwfLo+ls4eUlj9+pDwN5AwIAHx+23BC5kIIC+RYYWLntmWeAf/65jHffreyratcOGDCg+got7u7y9vXrTbefPi0ft337ym1xcdbF6OHhYfJYkiSTbRXjaQwGA3Q6HUTVPjYAegv6w/7++28MGTIEHTt2xJdffokDBw7g/ffft/j1FYQQxnhq227unAwqjL/k1VJkSpKAb7+Vvy4v18aaTL/+CuhYxxO5Ej+/6ts8PeXtXl6V2yQJWLbMtFip2P7BB/L/Rdc77jV/zx0iKCgI+fn5KCwshN/VIA4fPmyyj6enJ8rLy0227d+/H2VlZVi0aBF0V38PVnRJ1fa6a3Xo0AHp6ek4c+aMsfXm+PHjyM3NRftrk1cP8Dc+mWrUSO5S+vJL05F4dbVggTyYWIXmyGpY2BBRLaKigBkzKn9V6HTy49at1Y2rqltvvRW+vr544YUXcPLkSaxZs8Z4NVSFiIgInDp1CocPH0ZOTg5KSkrQunVrlJWV4d1338Vff/2F1atX44NrLhiJiIhAQUEBvvvuO+Tk5JgdwDxgwAB07twZjzzyCA4ePIj//e9/GDVqFPr164fu3bs78tStwt/6dqSbNQs9Zs+GtH272qFYz8MDGD0auO8+uV3WWvPnAy+8AFy+bLfQiIgcZeZMICRE/jo0VC5u6pMmTZrg008/RXJyMjp16oTPP//ceMl2hfvvvx933XUX7rjjDgQFBeHzzz9H165dsXjxYrzxxhvo2LEjPvvsM8y/5irWnj17YuLEiRg5ciSCgoKwcOHCau8vSRI2bdqExo0bo2/fvhgwYABuuOEGrFu3zpGnbTVJXNuJp3F5eXlo2LAhcnNzEWDn8SCG/v2h+/57lK1cCffRo+16bKfz9NPApUvAokVA48Z2PbRer0dycjKGDBlSrX/XrHXrgO++kycmHDbMrrFoWZ3zTFZhnm1TXFyMU6dOITIyEt7e3rXuazAYkJeXh4CAAGMXTVVbtshrB7/7rjwrBlnnenmuTW3fz7r8/eaYGzsyzJqFQ506oXOPHmqHYpvjx+XrJzt1sr4wWbTIvjHZ4scfgY8+kmcrZnFDRDUYOpRFjVawuLEj0acP/snPR2dnvxT8wQeBo0eBlBT5cgFnN2SIfMlEnz5qR0JERApgcWMvaWnQffQRYn7+Gbp9++T1maKj1Y6q7tLS5Eum/fzkWYaDg+XH3t6V95cuyddCAvLyBo0ame7j5SVPAdq0qdz6M3asurm44QZg1y7gww+BbdvUj4eIiByKxY09JCUB48ZBB6CFEHI3yKJFQGKi9RMgqOHqeUAI+ZaaajoNpzW++QZYuFC9XFSckyTJ5yRJ6sZDREQOx6ulbJWWJv/xNBggGQyQhIBUXi5PbxkfD5w8qXaElqlyHjZdAn4tg0G9XFQ9p4rviTN+b4joulzs2hjNstf3kcWNrVaskFsDzJEkuYXAGdR2HvagRi608r0hohq5XZ1otLS0VOVIyB4qvo9uNk4gy24pW50+XXNLhxDy886gtvOwBzVyoZXvDRHVyN3dHb6+vjh//jw8PDxqvfTYYDCgtLQUxcXFdb5EmSxnbZ4NBgPOnz8PX19fuNsyzxpY3NguIqL21oGICCWjsV5t52EPauRCK98bIqqRJEkICQnBqVOn8Pfff9e6rxACV65cgY+Pj9l1ksg+bMmzTqdDq1atbP7+sLix1dix8gBVc4SQx3Y4g9rOwx7UyIVWvjdEVCtPT09ER0dft2tKr9djz5496Nu3LydMdCBb8uzp6WmXVjUWN7aKjpbHbsTHQ0iScYVUSQh5e1SU2hFapsp5GK+WsoeKD6kauah6TlWvlnK27w0RXZdOp7vuDMVubm4oKyuDt7c3ixsHqg95ZnFjD3FxQO/eMCxfjsyff0bIbbfBbcIE5/vjefU8kJgoT+J34YLp/DYV95cvA/n58mvMzXNTcV8xz018vHq5iIsDevYEHntMPp977wUmTXK+7w0REVmMxY29REXB8NprOHB1jRg3Z/2vICpKXvRSS9q0AX79VZ5YcOpUIDxc7YiIiMiBWNyQa5gxA3BzAxo0UDsSIiJyMBY35BrmzFE7AiIiUggv9CciIiJNYXFDrqGsDLh4ESgsVDsSIiJyMBY35BpGjJCv3lq1Su1IiIjIwVjckGsICJDvCwrUjYOIiByOA4rJNSxdCixfDnh6qh0JERE5GIsbcg2+vmpHQERECmG3FBEREWkKixtyDYcPA889B7z/vtqREBGRg7G4Idfwxx/Am28C//2v2pEQEZGDccwNuYYOHYDp04G2bdWOhIiIHIzFDbmGjh2BRYvUjoKIiBTAbikiIiLSFBY35DrKyoBLlwAh1I6EiIgciMUNuYaCAsDDA2jSBLhyRe1oiIjIgVjckGvw8wN0Vz/uubnqxkJERA7FAcXkGiQJOHdOXmOKSzAQEWkaixtyHYGBakdAREQKYLcUERERaQqLG3Idq1fLSzAcPKh2JERE5EDsliLXkZgI7N4NfPqpvEq4vz/QqBFQXAx4e1feX7okX10FOP8+TZsCnToBY8cC0dEKJJmISH0sbsg1JCXJhQ0AZGaqG4vSvvkGWLhQLu7i4tSOhojI4dgtRdqXlgbEx6sdhXoMBvkWHw+cPKl2NEREDsfihrRvxQq1I6gfJEluvSEi0jjVi5ulS5ciMjIS3t7eiImJwd69e2vd/7PPPkOXLl3g6+uLkJAQjBkzBhcuXFAoWnJKp09zyQVAzsHp02pHQUTkcKoWN+vWrcO0adMwa9YsHDp0CH369MHgwYORnp5udv8ffvgBo0aNQnx8PH777TesX78ev/zyC8aNG6dw5ORUIiLkVgtXJ0lyLoiINE7V4mbx4sWIj4/HuHHj0L59eyxZsgRhYWFYtmyZ2f1//vlnREREYOrUqYiMjETv3r3x+OOPY//+/QpHTk5l7Fi1I6gfhHDtsUdE5DJUu1qqtLQUBw4cwIwZM0y2x8bG4scffzT7mp49e2LWrFlITk7G4MGDkZ2djS+++AJ33313je9TUlKCkpIS4+O8vDwAgF6vh16vt8OZVKo4nr2PS6bqnOeICEgffQS38eNdrntKAiAkCZAklC9fDhEeDliYN36elcE8K4e5Voaj8lyX40lCqPPbPiMjAy1atMC+ffvQs2dP4/bXX38dn3zyCU6cOGH2dV988QXGjBmD4uJilJWVYdiwYfjiiy/g4eFhdv85c+Zg7ty51bavWbMGvr6+9jkZcgp+mZlovWkTmv72G6SyMpT7+EDv5wc3vR7lHh7Ge4/CQrhfuQIBOPU+Xrm5KPPxwaXoaJy65x4UhoSomX4iIpsUFRXh4YcfRm5uLgICAmrdV/V5bqRrxkIIIaptq3D8+HFMnToVL7/8MgYNGoTMzEw8++yzmDhxIhJruApk5syZmD59uvFxXl4ewsLCEBsbe93k1JVer0dKSgoGDhxYY7FFtrMpzy7YLeMPoJUVr+PnWRnMs3KYa2U4Ks8VPS+WUK24CQwMhJubG7Kysky2Z2dnIzg42Oxr5s+fj169euHZZ58FAHTu3Bl+fn7o06cPXn31VYSY+c/Uy8sLXl5e1bZ7eHg47MPtyGNTJeZZGcyzMphn5TDXyrB3nutyLNUGFHt6eiImJgYpKSkm21NSUky6qaoqKiqCTmcaspubGwC5xYeIqkhPB7ZuBX75Re1IiIgUperVUtOnT8fHH3+MFStWIDU1FU899RTS09MxceJEAHKX0qhRo4z7Dx06FBs2bMCyZcvw119/Yd++fZg6dSpuueUWhIaGqnUaRPXTF18A99wDLFmidiRERIpSdczNyJEjceHCBcybNw+ZmZno2LEjkpOTER4eDgDIzMw0mfMmLi4O+fn5eO+99/D000+jUaNGuPPOO/HGG2+odQpE9Vd4OBATw7ltiMjlqD6gOCEhAQkJCWafW7lyZbVtU6ZMwZQpUxwcFZEG3H+/fCMicjGqL79AREREZE8sboiIiEhTWNwQaVV2NtCnD9C9u9qREBEpSvUxN0TkIJ6ewA8/yF+XlABm5nsiItIiFjdEWhUQAKxfDzRqBFydD4qIyBWwuCHSKp0OeOABtaMgIlIcx9wQERGRprC4IdKyX3+Vl2DIyFA7EiIixbC4IdKyp56Sl2DYs0ftSIiIFMMxN0Ra1r49kJcH+PmpHQkRkWJY3BBp2fvvqx0BEZHi2C1FREREmsLihoiIiDSFxQ2Rln39tbwEwzPPqB0JEZFiOOaGSMtSU+UlGNLSAA8PYOxYIDpa7aiIiByKLTdEWpWUBMyYIc9UfP488OabQLt2wMqVakdGRORQLG6ItCgtDRg3DjAYKm/l5fJ9fDxw8qTaERIROQyLGyItWrECkCTzz0kSkJiobDxERApicUOkRadPA0KYf04I+XkiIo1icUOkRRERtbfcREQoGQ0RkaJY3BBp0dixtbfcxMcrGw8RkYJY3BBpUXS0PK5GpwPc3EzvExOBqCi1IyQichjOc0OkVXFxQO/ecjFz+rTcFRUfz8KGiDSPxQ2RlkVFAfPnqx0FEZGi2C1FpHULFshLMKxdq3YkRESKYHFDpHV//ikvwcCJ+4jIRbBbikjrxo0DBg0COndWOxIiIkWwuCHSultvlW9ERC6C3VJERESkKWy5IdK6vDzg2DF58r5evdSOhojI4VjcEGndwYPAHXcA7doBqalqR0NE5HDsliLSuqAg4IYbgFat1I6EiEgRbLkh0robb5QvBycichFsuSEiIiJNYXFDREREmsLihsgVxMfLSzBwQDERuQAWN0Su4H//k5dgOHtW7UiIiByOA4qJXMFrrwGlpUCnTmpHQkTkcCxuiFzBsGFqR0BEpBgWN0SuIC0NWLECOH0aiIgAxo4FoqPVjoqIyCFY3BBpXVKSvDK4JMlLMEgSsHAhkJgIxMWpHR0Rkd1xQDGRlqWlyYWNwQCUl5vex8cDJ0+qHSERkd2xuCHSshUr5JYacyRJbr0hItIYFjdEWnb6tNwVZY4Q8vNERBrD4oZIyyIiam+5iYhQMhoiIkWwuCHSsrFja2+5iY9XNh4iIgWwuCHSsuhoeVyNTlfZguPmJj9OTASiotSNj4jIAVjcEGldXBxw7FhlC87kycCJE7wMnIg0i/PcELmC9u2Bjz8GGjUCBg8GfH3VjoiIyGFY3BC5Co6vISIXwW4pIiIi0hQWN0Su4p9/gH37gL//VjsSIiKHYnFD5Cpeegno3RtYs0btSIiIHIrFDZGraNUKaN0a8PFROxIiIofigGIiVzF3rnwjItI4ttwQERGRprC4ISIiIk1hcUPkKv78E7j3XuCBB9SOhIjIoawqblauXImioiJ7x0JEjlReDmzeDGzfrnYkREQOZVVxM3PmTDRv3hzx8fH48ccfbQpg6dKliIyMhLe3N2JiYrB3795a9y8pKcGsWbMQHh4OLy8vtG7dGitWrLApBiKX0LIl8OGHwMqVNa8UTkSkAVZdLfXPP/9g69atWLlyJe644w5ERkZizJgxGD16NJo3b27xcdatW4dp06Zh6dKl6NWrFz788EMMHjwYx48fR6tWrcy+ZsSIETh37hwSExMRFRWF7OxslJWVWXMaRK7F1xeYMEHtKIiIHM6qlhs3NzcMGzYMGzZswJkzZzBhwgR89tlnaNWqFYYNG4avvvoKBoPhusdZvHgx4uPjMW7cOLRv3x5LlixBWFgYli1bZnb/b7/9Frt370ZycjIGDBiAiIgI3HLLLejZs6c1p0FEREQaZPM8N82aNUOvXr1w4sQJ/PHHHzh69Cji4uLQqFEjJCUl4fbbbzf7utLSUhw4cAAzZsww2R4bG1tjV9fmzZvRvXt3LFy4EKtXr4afnx+GDRuGV155BT41TExWUlKCkpIS4+O8vDwAgF6vh16vt+KMa1ZxPHsfl0wxz1ZKS4NuyRJIR48CpaVAgwZASQng5VX9PjcXbnl56F9UBF1wMAyNGpndR8rPhwAAf3+gYcOa9/H0hOjdG4anngKio1VORP3Cz7NymGtlOCrPdTme1cXNuXPnsHr1aiQlJeGvv/7C8OHD8fXXX2PAgAG4cuUKXnzxRYwePRp/17COTU5ODsrLyxEcHGyyPTg4GFlZWWZf89dff+GHH36At7c3Nm7ciJycHCQkJODixYs1jruZP38+5pqZuGz79u3w9fWt41lbJiUlxSHHJVPMs+Vaffcdur73HiAEJACWjrjxA4Bz52rdR7LgOBIA6fffoUtMxKEnnsCZ/v0tjMB18POsHOZaGfbOc10uZJKEqPvIwqFDh2Lbtm1o06YNxo0bh1GjRqFJkyYm+2RkZKBly5Y1dk9lZGSgRYsW+PHHH9GjRw/j9tdeew2rV6/G77//Xu01sbGx2Lt3L7KystCwYUMAwIYNG/DAAw+gsLDQbOuNuZabsLAw5OTkICAgoK6nXiu9Xo+UlBQMHDgQHh4edj02VWKe6ygtDe6dOkGyoKvY0QQA6HQoO3YMiIpSO5x6gZ9n5TDXynBUnvPy8hAYGIjc3Nzr/v22quWmWbNm2L17t0lRcq2QkBCcOnWqxucDAwPh5uZWrZUmOzu7WmtO1WO2aNHCWNgAQPv27SGEwD///INoM83dXl5e8PLyqrbdw8PDYR9uRx6bKjHPFlq9GpAsaV9xPAkAhIDHqlXA/Plqh1Ov8POsHOZaGfbOc12OZdWA4n79+uGmm26qtr20tBSrVq0CAEiShPDw8BqP4enpiZiYmGrNVikpKTUOEO7VqxcyMjJQUFBg3PbHH39Ap9OhZcuW1pwKkfadPl3/Lv0+fVrtCIhIw6wqbsaMGYPc3Nxq2/Pz8zFmzBiLjzN9+nR8/PHHWLFiBVJTU/HUU08hPT0dEydOBCDPpzNq1Cjj/g8//DCaNm2KMWPG4Pjx49izZw+effZZjB07tsYBxUQuLyKi3rTcGEVEqB0BEWmYVd1SQghIZn5Z/vPPPyZdRtczcuRIXLhwAfPmzUNmZiY6duyI5ORkY4tPZmYm0tPTjfs3aNAAKSkpmDJlCrp3746mTZtixIgRePXVV605DSLXMHYssHCh2lFUkiQgPl7tKIhIw+pU3HTr1g2SJEGSJPTv3x/u7pUvLy8vx6lTp3DXXXfVKYCEhAQkJCSYfW7lypXVtrVr144j3YnqIjoaSEyUCwohLO6iqrqX3dp9JEmOhYOJiciB6lTcDB8+HABw+PBhDBo0CA0aNDA+5+npiYiICNx///12DZCI7CAuDujdWy4sjh4FLlwAvL2B4mLz95cvA3l5KCgqgl9wMKTGjc3vk58vH9/fH2jUqOZ9PD2Bvn2BZ55hYUNEDlen4mb27NkAgIiICIwcORLe3t4OCYqIHCAqqk5XKJXp9fg+ORlDhgyBjleWEJETsWrMzejRo+0dBxFpVVERsGIFkJMDzJ5d/wY3E5HmWFzcNGnSBH/88QcCAwPRuHFjswOKK1y8eNEuwRGRBggBTJkif/3003IXFhGRA1lc3Lz99tvwv/pL6e233661uCEiMvLzAx56CGjcGCgrUzsaInIBFhc3Vbui4uLiHBELEWnVmjVqR0BELsTi4qZiNW1L2HvNJiIiIiJLWVzcNGrU6LpdURWT+5WXl9scGBFpjBBAeTngbtV1DEREFrP4t8zOnTsdGQcRadlzzwHvvAO8+KJ8IyJyIIuLm379+jkyDiLSMg8PoKQEOHdO7UiIyAVYXNwcOXIEHTt2hE6nw5EjR2rdt3PnzjYHRkQaMnUqMGEC0KyZ2pEQkQuwuLjp2rUrsrKy0KxZM3Tt2hWSJEGYWaOGY26IqJrgYLUjICIXYnFxc+rUKQQFBRm/JiIiIqqPLC5uwsPDzX5NRHRdhw7Jg4rPnQPuvhsYO1ZerZyIyAGsvibzxIkTePfdd5GamgpJktCuXTtMmTIFbdu2tWd8ROTskpKAceMAg0F+fPw4sHChvEI5JwQlIgfQWfOiL774Ah07dsSBAwfQpUsXdO7cGQcPHkTHjh2xfv16e8dIRM4qLc20sAHkuW4MBiA+Hjh5Ur3YiEizrGq5ee655zBz5kzMmzfPZPvs2bPx/PPP49///rddgiMiJ7diRc2rgEuS3Hozf76yMRGR5lnVcpOVlYVRo0ZV2/7oo48iKyvL5qCISCNOn5ZnJjZHCPl5IiI7s6q4uf3227F3795q23/44Qf06dPH5qCISCMiImpvuYmIUDIaInIRFndLbd682fj1sGHD8Pzzz+PAgQO47bbbAAA///wz1q9fj7lz59o/SiJyTmPHyoOHzRFCHndDRGRnFhc3w4cPr7Zt6dKlWLp0qcm2yZMnY+LEiTYHRkQaEB0tj6uJj5eLGSHkFpuK8TZRUWpHSEQaZHFxY6h6tQMRkaXi4oDeveWFM0+fBtq2BR5/nIUNETmM1fPcEBFZLCpKLm6IiBRgdXFTWFiI3bt3Iz09HaWlpSbPTZ061ebAiIiIiKxhVXFz6NAhDBkyBEVFRSgsLESTJk2Qk5MDX19fNGvWjMUNEVVXVCSPszl3DnjllZqvoiIispFVl4I/9dRTGDp0KC5evAgfHx/8/PPP+PvvvxETE4O33nrL3jESkVZMnQq89hqQl6d2JESkYVa13Bw+fBgffvgh3Nzc4ObmhpKSEtxwww1YuHAhRo8ejfvuu8/ecRKRs/P1BR59FGjcWF6CgYjIQawqbjw8PCBdbVIODg5Geno62rdvj4YNGyI9Pd2uARKRhqxerXYEROQCrCpuunXrhv3796NNmza444478PLLLyMnJwerV69Gp06d7B0jERERkcWsGnPz+uuvIyQkBADwyiuvoGnTppg0aRKys7OxfPlyuwZIRBojBHDNFZZERPZkVctN9+7djV8HBQUhOTnZbgERkYbNmycPKJ46FXjzTbWjISKNsmkSv+zsbJw4cQKSJKFt27YICgqyV1xEpEUFBXKrzZo1wA8/AN7ewKVL8nYA8PcHWrQAOnWS16WKjlY3XiJySlYVN3l5eZg8eTLWrl2L8qtXPbi5uWHkyJF4//330bBhQ7sGSUQakJQELFokz2+TkSHfzDl8GPjmG3nBzcREefkGIqI6sGrMzbhx4/B///d/+Prrr3H58mXk5ubi66+/xv79+zF+/Hh7x0hEzi4tDRg3DjAY5DE312MwyLf4eODkScfHR0SaYlVxs3XrVqxYsQKDBg1CQEAA/P39MWjQIHz00UfYunWrvWMkIme3YoV1MxJXrB5ORFQHVhU3TZs2Ndv11LBhQzRu3NjmoIhIY06ftqzF5lpCyK8lIqoDq4qbF198EdOnT0dmZqZxW1ZWFp599lm89NJLdguOiDQiIsL6lpuICHtHQ0QaZ/GA4m7duhlnJQaAtLQ0hIeHo1WrVgCA9PR0eHl54fz583j88cftHykROa+xY+UBwnUlhDzuhoioDiwuboYPH+7AMIhI06Kj5bEz8fFywXK9Lird1UblxEQgKsrx8RGRplhc3MyePduRcRCR1sXFAb17ywXL0aPAhQvyPDeXLwP5+fI+Op08501EBLBqFQsbIrKKTZP4HThwAKmpqZAkCR06dEC3bt3sFRcRaVFUFDB/fs3Pf/UVMHw40LIlCxsisppVxU12djYefPBB7Nq1C40aNYIQArm5ubjjjjuwdu1azlRMRNa56Sbg7bc5MzER2cSqq6WmTJmCvLw8/Pbbb7h48SIuXbqEY8eOIS8vD1OnTrV3jETkKsLCgGnTgLvvVjsSInJiVrXcfPvtt9ixYwfat29v3NahQwe8//77iI2NtVtwRERERHVlVcuNwWCAh4dHte0eHh4wGAw2B0VELiwzE/i//5MHHBMRWcGq4ubOO+/Ek08+iYwqC9+dPXsWTz31FPr372+34IjIBT3wAHDbbcDOnWpHQkROyqri5r333kN+fj4iIiLQunVrREVFITIyEvn5+Xj33XftHSMRuZLISKBVK6C8XO1IiMhJWTXmJiwsDAcPHkRKSgp+//13CCHQoUMHDBgwwN7xEZGr+fRTtSMgIidX5+KmrKwM3t7eOHz4MAYOHIiBAwc6Ii4iclVpafIq4lUn+rt0SZ7cDwD8/YFGjYDiYvm54mKgaVOgUyd5mQdeRk7k8upc3Li7uyM8PBzlbDImIntLSgLGjbNsiYZrffONvH5VYqI8GzIRuSyrVwWfOXMmLl68aO94iMhVpaXJhY3BUPfCBpBfZzDI61edPGn/+IjIaVg15uadd97ByZMnERoaivDwcPj5+Zk8f/DgQbsER0QuZMUKQJJsP44kya03tS3zQESaZlVxM3z4cEiSBGHNf1dEROacPm1di821hJCPRUQuq07FTVFREZ599lls2rQJer0e/fv3x7vvvovAwEBHxUdEriIiwn4tNxERth+HiJxWncbczJ49GytXrsTdd9+Nhx56CDt27MCkSZMcFRsRuZKxY+3XchMfb/txiMhp1anlZsOGDUhMTMSDDz4IAHjkkUfQq1cvlJeXw83NzSEBEpGLiI6Wx8rEx1t3tZTu6v9qiYlAVJT94yMip1Gn4ubMmTPo06eP8fEtt9wCd3d3ZGRkICwszO7BEZGLiYsDeveWC5Sq89xcvgzk58v7XDvPzbFjQE4OEBsLvPsuCxsiqltxU15eDk9PT9MDuLujrKzMrkERkQuLiqrblU4JCcCyZcDNN7OwISIAdSxuhBCIi4uDl5eXcVtxcTEmTpxocjn4hg0b7BchEVFtZs8G5s4FeGEDEV1VpwHFo0ePRrNmzdCwYUPj7dFHH0VoaKjJtrpYunQpIiMj4e3tjZiYGOzdu9ei1+3btw/u7u7o2rVrnd6PiDQmOBgICrLPlVZEpAl1arlJSkqy65uvW7cO06ZNw9KlS9GrVy98+OGHGDx4MI4fP45WrVrV+Lrc3FyMGjUK/fv3x7lz5+waExERETk3q5ZfsJfFixcjPj4e48aNQ/v27bFkyRKEhYVh2bJltb7u8ccfx8MPP4wePXooFCkR1VslJcCbbwJTpgBc846IYOUMxfZQWlqKAwcOYMaMGSbbY2Nj8eOPP9b4uqSkJPz555/49NNP8eqrr173fUpKSlBSUmJ8nJeXBwDQ6/XQ6/VWRm9exfHsfVwyxTwrw2nyLATcX3gBUlkZ9E89BTjZlZtOk2cNYK6V4ag81+V4qhU3OTk5KC8vR3BwsMn24OBgZGVlmX1NWloaZsyYgb1798Ld3bLQ58+fj7lz51bbvn37dvj6+tY9cAukpKQ45LhkinlWhjPkuVvv3gj4+2+49+4NGAwo8/WF3s8Pbno9yj08jPcehYVwv3IFEKJe7dNfCJT6+qLQzD7XO16pvz/ywsOR3r8/CkND1f5WOAVn+Exrgb3zXFRUZPG+qhU3FaRrBgEKIaptA+TL0B9++GHMnTsXbdq0sfj4M2fOxPTp042P8/LyEBYWhtjYWAQEBFgfuBl6vR4pKSkYOHAgPDw87HpsqsQ8K8NZ8ix98gncdu+2z+zGTir44EFEb9yI8uXLIUaNUjucestZPtPOzlF5ruh5sYRqxU1gYCDc3NyqtdJkZ2dXa80BgPz8fOzfvx+HDh3CE088AQAwGAwQQsDd3R3bt2/HnXfeWe11Xl5eJpeuV/Dw8HDYh9uRx6ZKzLMy6nWe09KACRNcurABABgMAAD3CROAfv0438911OvPtIbYO891OZZqA4o9PT0RExNTrdkqJSUFPXv2rLZ/QEAAjh49isOHDxtvEydORNu2bXH48GHceuutSoVORPXFihVqR1C/SJI8uzORi1O1W2r69Ol47LHH0L17d/To0QPLly9Heno6Jk6cCEDuUjp79ixWrVoFnU6Hjh07mry+WbNm8Pb2rradiFzE6dNstalKCDknRC5O1eJm5MiRuHDhAubNm4fMzEx07NgRycnJCA8PBwBkZmYiPT1dzRCJqD6LiJBbK1jgyCRJzgmRi1N1nhsASEhIwOnTp1FSUoIDBw6gb9++xudWrlyJXbt21fjaOXPm4PDhw44Pkojqp7Fj1Y6gfhFCXlWdyMWpXtwQEVktOloed+PESy+IKjer6XTyLTGRg4mJUA8uBScisklcHNC7N/DWW8CePUBpKeDvDzRqBBQXA97elfeXLwP5+fLr6ss+eXkoKCqCX3AwpMaNq+9T2/GuXAF8feWC5rnnWNgQXcXihoicX1QU8MEHakdhlTK9Ht8nJ2PIkCHQ1fWy2Y8/BsaPl4sfFjZERuyWIiJyVjfcIBc2Ov4qJ6qKLTdERM6qXz+gsJDFDdE1WNwQETkrNze1IyCql1jcEBE5s7Q0+Yqxo0eBf/4BCgrk7VUHMTdtCnTqJF86Hx2tarhESmBxQ0TkrJKS5HltLJnE8JtvgIUL5cvF4+IcHhqRmthRS0TkjNLSgHHjLJ+d2WCQb/HxwMmTjo2NSGUsboiInJG1kxdycU1yASxuiIickbWLhnJxTXIBLG6IiJxRxaKhdcXFNckFsLghInJGY8da33LDxTVJ41jcEBE5o+hoeeyMTmdZCw4X1yQXwkvBiYicVcWioYmJ8jw3Z8+aX6yzYp6b+HgWNuQSWNwQETmzqChg/ny1oyCqV9gtRUSkZfn5wCefAG+8oXYkRIphyw0RkZaVlFTOSDxlCuDrq2o4REpgcUNEpGVNmwJDhwItWgBXrrC4IZfAbikiIi2TJGDRInlw8ejRQI8ewD33ADNnyks4EGkQW26IiLQsKalyDaqq8+JwIU3SMLbcEBFpVcXimgZD9Qn/uJAmaRiLGyIirbJkcU0upEkaxOKGiEirLFlckwtpkgaxuCEi0ipLFtfkQpqkQSxuiIi0ypLFNbmQJmkQixsiIq2qbXFNSeJCmqRZLG6IiLQsLg44cQJ4/nng7rvlSf2aNAEefljezsvASYM4zw0RkdZxcU1yMWy5ISIiIk1hyw0RkStJS5Pnvzl6FLhwAfD2BoqLTe8vXQIKCuT9/f3lpRs0sI/bpUvof+4c3Hx9gYAA69/LnnE1bQp06iQP/o6OdsR33CWxuCEichUVSzEYDGpHogoJgJ/aQZjDpTDsjt1SRESuoOpSDC5KqnKrV7gUht2xuCEicgWWLMVA6uJSGHbD4oaIyBVYshQDqYtLYdgNixsiIldgyVIMpC4uhWE3LG6IiFyBJUsxkLq4FIbdsLghInIFtS3F4CJElVu9otNxKQw746XgRESuIi4O6N1b/iNa2zw3ly8D+fnya2qav8UJ9xGXLqHo3Dn4+vpCqmmeG0vey15x5eXJX4eGAsuWsbCxIxY3RESuxIWXYijX6/FdcjKGDBkCnYeH2uEAe/YA/foBhYUsbOyMxQ0REZEaOncG+veXZzHu0AEoLXXMLM0uOAsyixsiIiI1bNwIfP+9MgO9XWwWZA4oJiIiUlpamnxllFJXsLnYLMgsboiIiJS2YoU67+sisyCzuCEiIlKaWjNGu8gsyCxuiIiIlKbWjNEuMgsyixsiIiKljR2rzvu6yCzILG6IiIiUFh2t7ErtLjYLMi8FJyIiUkPFjNFvvSVP6FfbPDfWzoZcVAT8+itQUgL07AksWQK8+mrtx7FlTh1vb7hduYJby8uh27cPGD9elbl1WNwQERGpJSoK+OADxx0/KamyC+zHHx33PlVIAIIB4OBBYNEiVebWYbcUERGRFqWlAePGKf62UsVNxbl1WNwQERFpkZJjemqjwtw6LG6IiIi0SK25dK6lwtw6LG6IiIi0SK25dK6lwtw6LG6IiIi0aOzY+tNyo/DcOixuiIiItCg6Wh7rotMp2oIjKm4qzq3DS8GJiIi0qmIuncRE4OhR4OxZ6+bLqcM+4soVZJeXI+iOO+A2YYIqkwayuCEiItKyqChg/nzF3q5cr8f/JSdjyJAhcPPwUOx9q2K3FBEREWmK6sXN0qVLERkZCW9vb8TExGDv3r017rthwwYMHDgQQUFBCAgIQI8ePbBt2zYFoyUiIqL6TtXiZt26dZg2bRpmzZqFQ4cOoU+fPhg8eDDS09PN7r9nzx4MHDgQycnJOHDgAO644w4MHToUhw4dUjhyIiIiqq9UHXOzePFixMfHY9zV6aGXLFmCbdu2YdmyZZhvpn9wyZIlJo9ff/11fPXVV9iyZQu6detm9j1KSkpQUlJifJyXlwcA0Ov10Ov1djoTGI9Z9Z4cg3lWBvOsDOZZOcy1MhyV57ocT7XiprS0FAcOHMCMGTNMtsfGxuJHCxf3MhgMyM/PR5MmTWrcZ/78+Zg7d2617du3b4evr2/dgrZQSkqKQ45LpphnZTDPymCelcNcK8PeeS4qKrJ4X9WKm5ycHJSXlyM4ONhke3BwMLKysiw6xqJFi1BYWIgRI0bUuM/MmTMxffp04+O8vDyEhYUhNjYWAQEB1gVfA71ej5SUFAwcOBAeKo0QdwXMszKYZ2Uwz8phrpXhqDxX9LxYQvVLwaVrJhYSQlTbZs7nn3+OOXPm4KuvvkKzZs1q3M/LywteXl7Vtnt4eDjsw+3IY1Ml5lkZzLMymGflMNfKsHee63Is1YqbwMBAuLm5VWulyc7Ortaac61169YhPj4e69evx4ABAxwZJhERETkZ1a6W8vT0RExMTLU+uZSUFPTs2bPG133++eeIi4vDmjVrcPfddzs6TCIiInIyqnZLTZ8+HY899hi6d++OHj16YPny5UhPT8fEiRMByONlzp49i1WrVgGQC5tRo0bhP//5D2677TZjq4+Pjw8aNmyo2nkQERFR/aFqcTNy5EhcuHAB8+bNQ2ZmJjp27Ijk5GSEh4cDADIzM03mvPnwww9RVlaGyZMnY/Lkycbto0ePxsqVK5UOn4iIiOoh1QcUJyQkICEhwexz1xYsu3btcnxARERE5NRUX36BiIiIyJ5Y3BAREZGmsLghIiIiTWFxQ0RERJrC4oaIiIg0hcUNERERaQqLGyIiIo3bsgWIiABeeglo1ky+vfRS5bZr723ZZ/ZsHcaPH4ivv77+OpGOIgkhhGrvroK8vDw0bNgQubm5DlkVPDk5GUOGDOGibA7EPCuDeVYG86wcV811URHQpg1w9iwgSUDFX32dDjAYqt/bvo+AwQC0aAH88YcEX1/7nEdd/n6z5YaIiEjD5s8HMjPlr6s2ZxgM5u/ts4+EzExgwQJ7nEHdsbghIiLSqJMn5QKjovBQhtwdZTBIWLBAjkFpLG6IiIg0SAjgiSdMW1lcJQYWN0RERCrassUxg3xbtgS2bQPKy9U7t7IyOYbff1f2fVVfOJOIiMhVFRUBjz8OnD8vP379dbkL6dr7116rbP2oyz5qc3cHBgwA2rVT9n3ZckNERKSSqoN9AfsP8lWbJAHvvSffK4nFDRERkQpOnpSLG+2RqyydTmDGDKB1a+UjYHFDRORiqk7o5ohJ3OrrPrNn6zBq1F1o0cLd5veyNa7wcCA2Vt3xMDqd+fuqrSzW7yMQEgLMmGHvqC0kXExubq4AIHJzc+1+7NLSUrFp0yZRWlpq92NTJeZZGcyzMpTOc2GhEC1aCAEIodOZv5ck+V57+xgEIN9sOY694lLr1qSJEEFBQrz4ohDh4ebvg4Ks32fmzDIRFFQoNmzQ2/WzW5e/35yh2I5cdfZLpTHPymCelaF0nl96qf4MNlWeQMUcLK6oYnBvcrJjx8A46jPNGYqJiKgadSZ0q09ct7AB1BvcqwYWN0RELmDzZqBTJ3XHeJB6dDqoNrhXDSxuiIg0rqgIGD8eKC5Wd7Zauj5HDfINDVVxcK8KWNwQEWnc/PmVk8RR/eXpCcycKV9J9cILpvezZgFBQfLt2ucs2WfpUthtdW5nwAHFdrRxYxkef7wUH37oiX/9i5M/OwoHuiqDeVaGo/N88iTQvr08DT7VXx4eQGqqNrqNOKBYQ4qKgCeecMP58z6YMsUNRUVqR0RErqLqvDVV51QJDwcGDWJhU6l+/i/vauNhlMDixk7mzweysgBAQmamfEUCEZGjFRUBkyYBf/8try10/rx8e/11ID0d+Ouv6x/DMZO41dd9BABh03HsHZerjYdRAosbO6i8vFL+FBsMEhYskLcTETlS1bWJ6rq2kCQB3t7Vx3nYOr6jvu4zY4YBAQGlNh/H3nG52ngYRdh1+kAnYO8Zig0GIQYNEsLdvfoskN26yc+TfXHmXGU4W543b7ZtVlW19gkMNIiAgGIxc2ZZjfvUdLyEBNtmqvXwEOLkSWW/T2pyts+0s3JUnjlDcS3sPaA4NRXo0KHm5w8cAG66yea3oSo40FUZzpTnoiIgKqqyBUOnk1surr2XpMrWjfqzj6iyj1Sn49lCp5NbFebNs+04zsSZPtPOjAOKNaBdO3nAnnsNF0dt3KhsPESuqGrXDFD5h//ae3PdNurvIwGQatyntuPZguM8SMtY3NioYjrrmrz6KvDhh8rFQ6QF5latrmn15cmT5Z8z56fMnPg33MBxHqR9LG7sICoKeP55oKbLDJ98EigsVDQkIqdV9eqf1183fxVQ1eeWLlU7Yufh4QFs3w6cPg0MHap2NESOw+LGTu67D6jpP6+SEuDZZxUNh6jeul6rTGgokJEh72tJFw9ZhnOpkCthcWMn3boBXbsaUFPrzfLlvDSc6HqtMq+9BuTmcv0je+BcKuTKWNzYiSQBa9aUQ6cz/1u5vFz+pc5f2uTKqg78Ndcqw58P2yQkcG0hIoDFjV1FRQEDB/5d4/M7dgDLlikYEFE98uGH8sBfdifVxPrKTqeTu/Tefx/IzpZvr7wij62puOcYG3IlLG7sbMyY3+DlVfMvqXnzwHWnyOUUFsoD65VSf6b6t2Sf2pcDsOR47HIiMsXixs68vcuxaFF5jc+fOyc3zROpwdxg3pruQ0PdMWrUXZg9W1fjPjVdnn3tPoGB8sB6JTRpUj+m+rd0n8BAICCgFM8/b7B6qn92ORGZ4gzFdlQxK2Nk5BB06VL7rIwJCcDWrcC777K5uK44y6h1ioqANm2As2drnjG3LjPn1nWWXkdz1hl3+XlWDnOtDM5QrFHt2gEDBtS+z9Kl8pUikyaxm4qUMWaMXNgANc+CW5eZc+s6S681uLIyEVmDxY0DSJI8cFhnQXYzMuRfylu2OD4uS1nSdWFJd0RERP06L1e1ZQsQEgL897/WHkGZmXNN3lECGjbkyspEZB12S9nRtU1xL74oz9thieBg4K+/1P/lbEnXhSXdERX3LVoAf/xh3/Ni07LlioqA6OjKSfHqI3Ofp5YtgRMn1P95UAI/z8phrpXBbimNe+EFuWixxLlz8gKctg7ctHWfQYOu33VhSXdExf3Zs5XnVR9acbZsUS6X9WGfqrP91jcJCTW3yrAVhohsIlxMbm6uACByc3PtfuzS0lKxadMmUVpaaty2ebMQDRoIIZcElt10OtN7Sar5OXvv48hbkyZChIXJObF3ni1RWChESIhyuVR7n6rb6tvtxRdt+wxoibWfZ6o75loZjspzXf5+s+XGwYYOBbKyAC8vy19j68BNW/ZxpIsXgTNn1BlEvWWL3IpRMTsu4Phcqr1P1W31SfPmwMyZakdBRFrG4kYBfn7Af/6jdhT1x9mzcqFhbbfL7Nk6jB8/0Oz8K+aO06oVMGqUvGYRWcN+VVLDhvI6a+xyIiJH4oBiO7reIKqXXpIXC+T08zJr50vR6USV5ySLjkPmKTnPjSMGl2sBB7kqh7lWBgcUu5iZM+VLcklmW7dL9flXajsOmerd2/zl1HWZObeus/QuW8bChoiUwZYbO7KkWt2yBZgyBXj0UeCNN4CyMruGQHRdll5mzf9ylcE8K4e5VgZbblzQ0KHyCr2vvgocPKh2NJaxZkFAqn8aNQLCwniZNRFpH/8UqahTJ2DECLWjqFlNXReWdEf07q129FShYrbfVauA9HSuZUZE2ueudgCuLikJ2LfP9hmB7bVP1Rlit22r/A//lVfM39f0nLmZjuub+pBvJfZp0cJ1ZvslIgLYcqM6X195oOX1BnfWZeCmLfvYa4bYa88rLEzuFqkPfH2VyWV92YfdUETkajig2I44WK12W7YAjz0G5OXZOsGcgLyYY8W95VxpzSJb8fOsDOZZOcy1MjigmFzK0KGVq6ADdRugXH0fUaeBzk2bcjAtEZGrYHFDijLXDVfXbpfnnzcgKOhKtflXajtOUhIH0xIRuQp2S9kRmzyVwTwrg3lWBvOsHOZaGeyWIiIiIrIzFjdERESkKSxuiIiISFNUL26WLl2KyMhIeHt7IyYmBnv37q11/927dyMmJgbe3t644YYb8MEHHygUKRERETkDVYubdevWYdq0aZg1axYOHTqEPn36YPDgwUhPTze7/6lTpzBkyBD06dMHhw4dwgsvvICpU6fiyy+/VDhyIiIiqq9UXX5h8eLFiI+Px7hx4wAAS5YswbZt27Bs2TLMnz+/2v4ffPABWrVqhSVLlgAA2rdvj/379+Ott97C/fffb/Y9SkpKUFJSYnycl5cHQB7Nrdfr7Xo+Fcez93HJFPOsDOZZGcyzcphrZTgqz3U5nmqXgpeWlsLX1xfr16/Hv/71L+P2J598EocPH8bu3burvaZv377o1q0b/vOf/xi3bdy4ESNGjEBRUZHZS87mzJmDuXPnVtu+Zs0a+HI2NyIiIqdQVFSEhx9+2KJLwVVrucnJyUF5eTmCg4NNtgcHByMrK8vsa7KysszuX1ZWhpycHISEhFR7zcyZMzF9+nTj47y8PISFhSE2NtYh89ykpKRg4MCBnEPBgZhnZTDPymCelcNcK8NRea7oebGE6quCS5Lp2kBCiGrbrre/ue0VvLy84OXlVW27h4eHwz7cjjw2VWKelcE8K4N5Vg5zrQx757kux1KtuAkMDISbm1u1Vprs7OxqrTMVmjdvbnZ/d3d3NG3a1KL3rSiG6lIBWkqv16OoqAh5eXn8wXEg5lkZzLMymGflMNfKcFSeK/5uWzKaRrXixtPTEzExMUhJSTEZc5OSkoJ7773X7Gt69OiBLVu2mGzbvn07unfvbnEC8/PzAQBhYWFWRk5ERERqyc/PR8OGDWvdR9W1pdatW4fHHnsMH3zwAXr06IHly5fjo48+wm+//Ybw8HDMnDkTZ8+exapVqwDIl4J37NgRjz/+OMaPH4+ffvoJEydOxOeff17j1VLXMhgMyMjIgL+/f63dX9aoGM9z5swZu4/noUrMszKYZ2Uwz8phrpXhqDwLIZCfn4/Q0FDodLXPZKPqmJuRI0fiwoULmDdvHjIzM9GxY0ckJycjPDwcAJCZmWky501kZCSSk5Px1FNP4f3330doaCjeeecdiwsbANDpdGjZsqXdz6WqgIAA/uAogHlWBvOsDOZZOcy1MhyR5+u12FRwuVXBHcmRK45TJeZZGcyzMphn5TDXyqgPeVZ9+QUiIiIie2JxY0deXl6YPXu22UvPyX6YZ2Uwz8pgnpXDXCujPuSZ3VJERESkKWy5ISIiIk1hcUNERESawuKGiIiINIXFDREREWkKixs7Wbp0KSIjI+Ht7Y2YmBjs3btX7ZCc2pw5cyBJksmtefPmxueFEJgzZw5CQ0Ph4+OD22+/Hb/99puKETuPPXv2YOjQoQgNDYUkSdi0aZPJ85bktqSkBFOmTEFgYCD8/PwwbNgw/PPPPwqeRf13vTzHxcVV+4zfdtttJvswz7WbP38+br75Zvj7+6NZs2YYPnw4Tpw4YbIPP8/2YUmu69NnmsWNHaxbtw7Tpk3DrFmzcOjQIfTp0weDBw82mV2Z6u7GG29EZmam8Xb06FHjcwsXLsTixYvx3nvv4ZdffkHz5s0xcOBA49phVLPCwkJ06dIF7733ntnnLcnttGnTsHHjRqxduxY//PADCgoKcM8996C8vFyp06j3rpdnALjrrrtMPuPJyckmzzPPtdu9ezcmT56Mn3/+GSkpKSgrK0NsbCwKCwuN+/DzbB+W5BqoR59pQTa75ZZbxMSJE022tWvXTsyYMUOliJzf7NmzRZcuXcw+ZzAYRPPmzcWCBQuM24qLi0XDhg3FBx98oFCE2gBAbNy40fjYktxevnxZeHh4iLVr1xr3OXv2rNDpdOLbb79VLHZncm2ehRBi9OjR4t57763xNcxz3WVnZwsAYvfu3UIIfp4d6dpcC1G/PtNsubFRaWkpDhw4gNjYWJPtsbGx+PHHH1WKShvS0tIQGhqKyMhIPPjgg/jrr78AyAuoZmVlmeTcy8sL/fr1Y85tZEluDxw4AL1eb7JPaGgoOnbsyPzX0a5du9CsWTO0adMG48ePR3Z2tvE55rnucnNzAQBNmjQBwM+zI12b6wr15TPN4sZGOTk5KC8vR3BwsMn24OBgZGVlqRSV87v11luxatUqbNu2DR999BGysrLQs2dPXLhwwZhX5tz+LMltVlYWPD090bhx4xr3oesbPHgwPvvsM3z//fdYtGgRfvnlF9x5550oKSkBwDzXlRAC06dPR+/evdGxY0cA/Dw7irlcA/XrM63qquBaIkmSyWMhRLVtZLnBgwcbv+7UqRN69OiB1q1b45NPPjEOUGPOHcea3DL/dTNy5Ejj1x07dkT37t0RHh6OrVu34r777qvxdcyzeU888QSOHDmCH374odpz/DzbV025rk+fabbc2CgwMBBubm7Vqs7s7Oxq/y2Q9fz8/NCpUyekpaUZr5pizu3Pktw2b94cpaWluHTpUo37UN2FhIQgPDwcaWlpAJjnupgyZQo2b96MnTt3omXLlsbt/DzbX025NkfNzzSLGxt5enoiJiYGKSkpJttTUlLQs2dPlaLSnpKSEqSmpiIkJASRkZFo3ry5Sc5LS0uxe/du5txGluQ2JiYGHh4eJvtkZmbi2LFjzL8NLly4gDNnziAkJAQA82wJIQSeeOIJbNiwAd9//z0iIyNNnufn2X6ul2tzVP1M23V4sotau3at8PDwEImJieL48eNi2rRpws/PT5w+fVrt0JzW008/LXbt2iX++usv8fPPP4t77rlH+Pv7G3O6YMEC0bBhQ7FhwwZx9OhR8dBDD4mQkBCRl5encuT1X35+vjh06JA4dOiQACAWL14sDh06JP7++28hhGW5nThxomjZsqXYsWOHOHjwoLjzzjtFly5dRFlZmVqnVe/Uluf8/Hzx9NNPix9//FGcOnVK7Ny5U/To0UO0aNGCea6DSZMmiYYNG4pdu3aJzMxM462oqMi4Dz/P9nG9XNe3zzSLGzt5//33RXh4uPD09BQ33XSTyeVxVHcjR44UISEhwsPDQ4SGhor77rtP/Pbbb8bnDQaDmD17tmjevLnw8vISffv2FUePHlUxYuexc+dOAaDabfTo0UIIy3J75coV8cQTT4gmTZoIHx8fcc8994j09HQVzqb+qi3PRUVFIjY2VgQFBQkPDw/RqlUrMXr06Go5ZJ5rZy6/AERSUpJxH36e7eN6ua5vn2npatBEREREmsAxN0RERKQpLG6IiIhIU1jcEBERkaawuCEiIiJNYXFDREREmsLihoiIiDSFxQ0RERFpCosbIiIi0hQWN0TkkiRJwqZNm9QOg4gcgMUNESkuLi4OkiRVu911111qh0ZEGuCudgBE5JruuusuJCUlmWzz8vJSKRoi0hK23BCRKry8vNC8eXOTW+PGjQHIXUbLli3D4MGD4ePjg8jISKxfv97k9UePHsWdd94JHx8fNG3aFBMmTEBBQYHJPitWrMCNN94ILy8vhISE4IknnjB5PicnB//617/g6+uL6OhobN682fjcpUuX8MgjjyAoKAg+Pj6Ijo6uVowRUf3E4oaI6qWXXnoJ999/P3799Vc8+uijeOihh5CamgoAKCoqwl133YXGjRvjl19+wfr167Fjxw6T4mXZsmWYPHkyJkyYgKNHj2Lz5s2IiooyeY+5c+dixIgROHLkCIYMGYJHHnkEFy9eNL7/8ePH8c033yA1NRXLli1DYGCgcgkgIuvZfZ1xIqLrGD16tHBzcxN+fn4mt3nz5gkhhAAgJk6caPKaW2+9VUyaNEkIIcTy5ctF48aNRUFBgfH5rVu3Cp1OJ7KysoQQQoSGhopZs2bVGAMA8eKLLxofFxQUCEmSxDfffCOEEGLo0KFizJgx9jlhIlIUx9wQkSruuOMOLFu2zGRbkyZNjF/36NHD5LkePXrg8OHDAIDU1FR06dIFfn5+xud79eoFg8GAEydOQJIkZGRkoH///rXG0LlzZ+PXfn5+8Pf3R3Z2NgBg0qRJuP/++3Hw4EHExsZi+PDh6Nmzp1XnSkTKYnFDRKrw8/Or1k10PZIkAQCEEMavze3j4+Nj0fE8PDyqvdZgMAAABg8ejL///htbt27Fjh070L9/f0yePBlvvfVWnWImIuVxzA0R1Us///xztcft2rUDAHTo0AGHDx9GYWGh8fl9+/ZBp9OhTZs28Pf3R0REBL777jubYggKCkJcXBw+/fRTLFmyBMuXL7fpeESkDLbcEJEqSkpKkJWVZbLN3d3dOGh3/fr16N69O3r37o3PPvsM//vf/5CYmAgAeOSRRzB79myMHj0ac+bMwfnz5zFlyhQ89thjCA4OBgDMmTMHEydORLNmzTB48GDk5+dj3759mDJlikXxvfzyy4iJicGNN96IkpISfP3112jfvr0dM0BEjsLihohU8e233yIkJMRkW9u2bfH7778DkK9kWrt2LRISEtC8eXN89tln6NChAwDA19cX27Ztw5NPPombb74Zvr6+uP/++7F48WLjsUaPHo3i4mK8/fbbeOaZZxAYGIgHHnjA4vg8PT0xc+ZMnD59Gj4+PujTpw/Wrl1rhzMnIkeThBBC7SCIiKqSJAkbN27E8OHD1Q6FiJwQx9wQERGRprC4ISIiIk3hmBsiqnfYW05EtmDLDREREWkKixsiIiLSFBY3REREpCksboiIiEhTWNwQERGRprC4ISIiIk1hcUNERESawuKGiIiINOX/AVANIShatr/UAAAAAElFTkSuQmCC", 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" ] @@ -360,7 +360,7 @@ "outputs": [ { "data": { - "image/png": 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uHW63m507d7Jw4ULuu+8+unbtek51GR0dzUMPPcQ999xT7r177rmHN998kyuvvJJHH32Upk2b8sknn/DSSy9x5513ejP77dixg2bNmjF8+HBef/11wDNOr1+/fgA88cQTbNmypcz2NmvWzBI3P0SkZlBgJSJSSbfccov3/zExMSQnJzN16lRGjRplYqmO+93vfscbb7zB5MmTueqqq2jcuDG33347DRo0YMSIEee1zLZt27J48WLuu+8+hg8fTp06dbjpppsYOnQod9xxx3kt0+Fw8K9//YvAwECmTZuG2+1m+vTpREZG8uSTT3LdddcRGBhIt27dWLJkCRdffPF5racq3XjjjSQmJjJlyhRGjhxJbm4uDRo0oH379qSnpwOeRBldu3blrbfeYvv27TidThITExk3blyZcWV//etf+emnn/j73/9OdnY2hmGcNnV5WFgYn3zyCf/+97+ZPXs2I0eOJCcnhzp16tCpUyfeeOMN7wOqb7nlFvbv38/LL7/MG2+8QUpKCg888AC7d+9m4sSJ3mV27dqVNWvWMG7cOA4cOEDt2rXp1KkTX3zxBW3atAE8D/f9+uuveeqpp3jllVfIzMwkPDycxMRE+vXrd14tVgCjRo3iueeeKzdurH79+qxYsYIHH3yQBx98kJycHFJSUpgyZYq3dRPAMAxKSkooKSnxTlu5cqV3DNaJD+suNXPmTO9+EhGpLIdxum9tEREREREROSONsRIREREREakkBVYiIiIiIiKVpMBKRERERESkkhRYiYiIiIiIVJICKxERERERkUpSYCUiIiIiIlJJeo5VBdxuN3v27CEqKqrMU+pFRERERMReDMMgNzeXRo0aERBw6nYpBVYV2LNnDwkJCWYXQ0RERERELGLXrl00adLklO8rsKpAVFQU4Km86OhoU8vidDpZuHAhAwYMIDg42NSy1ESqX99S/fqW6te3VL++pfr1PdWxb6l+fctK9ZuTk0NCQoI3RjgVBVYVKO3+Fx0dbYnAKiIigujoaNMPqppI9etbql/fUv36lurXt1S/vqc69i3Vr29ZsX7PNERIyStEREREREQqSYGViIiIiIhIJSmwEhERERERqSSNsRIRERGRc2IYBi6Xi5KSErOLYhqn00lQUBCFhYW2rgdf8Wf9BgYGEhQUVOnHLCmwEhEREZGzVlxcTFZWFvn5+WYXxVSGYRAfH8+uXbv03FMf8Hf9RkRE0LBhQ0JCQs57GQqsREREROSsuN1uMjMzCQwMpFGjRoSEhNg2qHC73Rw7doxatWqd9qGxcn78Vb+GYVBcXMyBAwfIzMykefPm570+BVYiIiIiclaKi4txu90kJCQQERFhdnFM5Xa7KS4uJiwsTIGVD/izfsPDwwkODmbHjh3edZ4PHQUiIiIick4USEhNUxXHtM4KERERERGRSlJgJSIiIiIiUkkKrERERETE/9xu2L4dfvzR86/bbXaJ5Bykp6czZMgQs4thKQqsRERERMS/MjLgqadg/Hh47DHPv0895ZnuI+np6TgcDhwOB8HBwaSkpHD//feTl5fns3UCLF26FIfDwdGjRyu9rN69e3u34cQ/l8tV+YKewvbt23E4HKxfv77M9OnTpzNr1iyfrbc6UlZAEREREfGfjAx47jk4eBASEiAyEvLyYN062LULRo+GtDSfrHrgwIHMnDkTp9PJ119/zW233UZeXh4zZsw452WVPiTZ326//XYeffTRMtOCgspf0hcXF1fqmUxnEhMTU6nPG4ZBSUlJhWWvrtRiJSIiIiKVV1zs+TOM49NKSjzTSgMQtxs++AD274eWLSEqCgIDIToaWrXyTJ83r2y3wFMt9zyEhoYSHx9PQkICw4YN44YbbuDDDz8E4O2336ZTp05ERUURHx/PsGHD2L9/v/ezpS1PCxYsoFOnToSHh7Ny5UoMw2DKlCmkpKQQHh7OhRdeyP/93/8BntaePn36AFCnTh0cDgfp6ekAFBUVMXr0aBo0aEBYWBg9e/Zk9erVZ9yGiIgI4uPjy/wBJCUl8fjjj5Oenk5MTAy33347AO+//z5t2rQhNDSUpKQk/vnPf5ZZXlJSEpMmTeLWW28lKiqKxMREXnnlFe/7ycnJAHTo0AGHw0Hv3r2B8l0BT1cPFdVfaGgoX3/99Rm3tzqxVGD11VdfcdVVV9GoUSMcDof3QC9lGAYTJkygUaNGhIeH07t3b3766acy8xQVFXH33XdTr149IiMj+f3vf8/u3bv9uBUiIiIiNjRpkucvP//4tOXLPdM+/dTzeudO2LQJsrJg2TIoKjo+b1YW/PorLFzoma/UtGmeZRw4cHzaSd3Szld4eDhOpxPwtPA89thjfP/993z44YdkZmZ6g6ATjR07lieffJKffvqJNm3a8PDDDzNz5kxmzJjBTz/9xD333MONN97Il19+SUJCAu+//z4AmzdvJisri+nTp3uX8/777zN79my+++47UlNTueyyyzh8+PB5b8/TTz9N27ZtWbt2LQ8//DBr167l2muv5U9/+hM//vgjEyZM4OGHHy7Xhe+f//wnnTp1Yt26dYwaNYo777yTTZs2AfDtt98CsHjxYrKyspg3b16F6/7HP/5xynqoqP4yMjJo167deW+rFVkqsMrLy+PCCy/khRdeqPD9KVOmMHXqVF544QVWr15NfHw8/fv3Jzc31zvPmDFj+OCDD5g7dy7Lli3j2LFjDBo0iJLzvLMhIiIiIlUkNxcKC+FUXdRCQsDp9MznY99++y1z5syhb9++ANx6661cfvnlpKSk0K1bN5577jk+++wzjh07VuZzjz76KP3796dZs2aEhoby7LPP8sYbb3DZZZeRkpJCeno6N954I//6178IDAwkNjYWgAYNGhAfH09MTIy3++HTTz/N5ZdfTuvWrXn11VcJDw/n9ddfP225X3rpJWrVquX9u++++7zv/e53v+P+++8nNTWV1NRUpk6dSt++fXn44Ydp0aIF6enp/OUvf+Hpp58us8wrrriCUaNGkZqayrhx46hXrx5Lly4FoH79+gDUrVuX+Ph47/acKC8vj6lTp56yHk5Vf3Xr1j2LPVV9WKpT4+WXX87ll19e4XuGYTBt2jQeeughrrnmGgBmz55NXFwcc+bMYeTIkWRnZ/P666/z1ltv0a9fP8DTrJuQkMDixYu57LLL/LYtIiJSfblK3MxYuo2mwIyl2xj1uxYEBVrqXqSI9fz9755/g4OPT+vRA7p1g9KHr0ZFQVgYXHihp/vfiQ9lbdQIIiLgyBHPfKXGjCm/3Pbtz6uI8+fPp1atWrhcLpxOJ4MHD+b5558HYN26dUyYMIH169dz+PBh3L91R9y5cyetW7f2LqNTp07e/2/evJnCwkL69+9fZj3FxcV06NDhlOXYtm0bTqeTHj16eKcFBwfTpUsXMs6QwOOGG27goYce8r6uXbt2hWUDyMjIYPDgwWWm9ejRg2nTplFSUkJgYCBAmZYjh8NBfHx8mW6QZ7Jx48azroeTy1iTWCqwOp3MzEz27t3LgAEDvNNCQ0Pp1asXK1asYOTIkaxduxan01lmnkaNGtG2bVtWrFhxysCqqKiIohOaonNycgBwOp3e5mGzlK7f7HLUVKpf31L9+pbq13dmLN3G619t4dFO8PpXWwC4s3czk0tVs+j49T1f1LHT6cQwDNxutzfw8CpNQmAYx8dDORzHp7vd0KSJZ2zVunU4SpMfnDB2ytizBzp29MxXuvxTLfcc07MbhkHv3r156aWXCA4OplGjRgT/Fqzl5uYyYMAA+vfvz5tvvkn9+vXZuXMnl19+OYWFhWW2Nzw8HLfb7a0HgP/+9780bty4zPpCQ0PLfO7E/5f2pDpxGaXznPhvRaKjo0lJSSkzrXT+iIiIMp81fquvE6eVrtvtduNwOABP8osT53E4HJSUlJyy/KXLLi1/aRKPs6mH0vo7k9Kyn1xHvlK6T51OpzfgLHW251C1Caz27t0LQFxcXJnpcXFx7NixwztPSEgIderUKTdP6ecr8uSTTzJx4sRy0xcuXEhERERli14lFi1aZHYRajTVr2+pfn1L9Vv1mgKP/nZT9dFObsjfzKefbja1TDWVjl/fq8o6DgoKIj4+nmPHjlFcXHxeywjo14/QbdtwfP897saNPa1U+fkE/Por7rp1Ke7bF/dJ3e+qgtPpJDQ0lAYNGgBQUFBAQUEBAOvXr+fgwYP8/e9/p0mTJgDexAp5eXnk5OSQ/9vYsdzcXAJ+a2lr2bIloaGhbN68ucIWqpycHO9F+dGjR72fa9CgASEhISxatIg//vGP3vKtWbOGP//5z96b/CdzuVwUFxdX+L7b7aawsLDMe6mpqXz55Zf89a9/9U5bunQpzZo186aZr+hzJSUlFBUVkZOT4218yMnJKTOP0+nE5XKRk5NDkyZNzlgPFdXf2cj1Q7dQ8LSuFRQU8NVXX5XL9ph/4rjB06g2gVWp0si6lGEY5aad7EzzPPjgg9x7773e1zk5OSQkJDBgwACio6MrV+BKcjqdLFq0iP79+3vvqkjVUf36lurXt1S/vnO8xcrN+DUBjLi0uVqsqpiOX9/zRR0XFhaya9cuatWqRVhY2PktpHNnqFULPvwQx6ZNnqQUYWEYXbvC4MGE+CjVenBwMEFBQRVe26WlpRESEsLs2bMZOXIkGzZsYOrUqQBERkYSHR3tvdkeFRVFdHS0t0Xl3nvv5R//+AehoaH07NmTnJwcVq5cSWRkJMOHD6d169Y4HA6+/PJLrrjiCsLDw2nYsCF//vOfmTBhAo0bNyYxMZGnn36agoICRo0adcrrz6CgIEJCQip8PyAggLCwsDLvjRs3jq5du/Lcc89x7bXXsnLlSl577TVeeOEF73wVfS4wMJDQ0FDvdoeHh7Ns2TJatmxJWFgYMTExZeozOjqa++6777T1cHL9nYlhGOTm5hIVFXXGa/2qUFhYSHh4OJdeemm5Y/tUge7Jqk1gVZpKcu/evTRs2NA7ff/+/d5WrPj4eIqLizly5EiZVqv9+/dz8cUXn3LZoaGhhIaGlpseHBxsmS97K5WlJlL9+pbq17dUv1Vv1O9aeP6Tv5kRlzbXGCsf0vHre1VZxyUlJTgcDgICAs6p1aGcNm08z6raudOTqCIqCkdiYtkxV1Ws9GG6FZU7Li6OWbNm8fe//53nn3+ejh078swzz/D73//eu62lnyv9f2n3tMcee4z4+HgmT57MyJEjqV27Nh07duTvf/87AQEBJCQkMHHiRP7+978zYsQIbr75ZmbNmsXkyZMxDIPhw4eTm5tLp06dWLBgwRkTOpxqGyp6r1OnTvznP/9h/PjxPP744zRs2JBHH32UW2+99YzLLJ0WEhLCc889x6OPPsojjzzCJZdc4k2dfuLnHn/8ceLi4k5ZDyfX35mU1u/ptrcqBQQEeB8effL5ctbnj2FRgPHBBx94X7vdbiM+Pt6YPHmyd1pRUZERExNjvPzyy4ZhGMbRo0eN4OBg49133/XOs2fPHiMgIMD4/PPPz3rd2dnZBmBkZ2dXfkMqqbi42Pjwww+N4uJis4tSI6l+fUv161uqX99S/fqW6tf3fFHHBQUFxsaNG42CgoIqW2Z1VVJSYhw5csQoKSkxuyg1kr/r93TH9tnGBpZqsTp27Bhbt271vs7MzGT9+vXExsaSmJjImDFjmDRpEs2bN6d58+ZMmjSJiIgIhg0bBnieAD1ixAjuu+8+6tatS2xsLPfffz8XXHCBN0ugiIiIiIhIVbNUYLVmzRrv06kB77in4cOHM2vWLMaOHevte3rkyBG6du3KwoULiTohJeezzz5LUFAQ1157LQUFBfTt25dZs2aVy+4hIiIiIiJSVSwVWPXu3ds7ELAiDoeDCRMmMGHChFPOExYWxvPPP+99JoGIiIiIiIivaSSuiIiIiIhIJSmwEhERERERqSQFViIiIiIiIpWkwEpERERERKSSFFiJiIiIiIhUkgIrERERERGRSlJgJSIiIiLiQ0uXLsXhcHD06FEAZs2aRe3atU/7mQkTJtC+fXufl+1MqqocZ7PN1Z0CKxERERGp8dLT03E4HOX+tm7d6vN1X3zxxWRlZRETE+PzdZ1o//79jBw5ksTEREJDQ4mPj+eyyy5j5cqVPl1vUlIS06ZNKzPtuuuu4+eff/bpes1mqQcEi4iIiIj4ysCBA5k5c2aZafXr1/f5ekNCQoiPj/f5ek42dOhQnE4ns2fPJiUlhX379vG///2Pw4cP+70s4eHhhIeH+329/qQWKxERERGxhdJWmxP/AgMDAfjvf//LRRddRFhYGCkpKUycOBGXy+X97NSpU7nggguIjIwkISGBu+66i2PHjnnf37FjB1dddRV16tQhMjKSNm3a8OmnnwLluwKW+vDDD2nRogVhYWH079+fXbt2nbb8M2fOJC0tjbCwMFq1asVLL710ynmPHj3KsmXLmDx5Mn369KFp06Z06dKFBx98kCuvvNI7386dOxk8eDC1atUiOjqaa6+9ln379p1yub1792bMmDFlpg0ZMoT09HTv+zt27OCee+7xtgpCxV0BZ8yYQbNmzQgJCaFly5a89dZbZd6vU6cOr732GldffTURERE0b96cjz/+2Pv+kSNHuOGGG6hfvz7h4eE0b968XODsTwqsRERERMTWFixYwI033sjo0aPZuHEj//rXv5g1axZPPPGEd56AgACee+45NmzYwOzZs1myZAmPPPKI9/277rqLoqIivvrqK3788UcmT55MrVq1TrnO/Px8nnjiCWbPns3y5cvJycnhT3/60ynnf/XVV3nooYd44oknyMjIYNKkSTz88MPMnj27wvlr1apFrVq1+PDDDykqKqpwHsMwGDJkCIcPH+bLL79k0aJFbNu2jeuuu+5MVXZK8+bNo0mTJjz66KNkZWWRlZVV4XwffPABf/3rX7nvvvvYsGEDI0eO5JZbbmHJkiVl5nvssce49tpr+eGHH7jiiiu44YYbvC1uDz/8MBs3buSzzz4jIyODGTNmUK9evfMue2WpK6CIiIiI+J2rxM2LS7axevthOifFclefZgQF+vae//z588sEO5dffjnvvfceTzzxBA888ADDhw8HICUlhccee4yxY8d6g6cTW2mSk5OZOHEio0aN4tVXXwU8LT9Dhw7lggsu8C7jdJxOJy+88AJdu3YFYPbs2aSlpfHtt9/SpUuXcvM/9thj/POf/+Saa67xlqE0CCwt94mCgoKYNWsWt99+Oy+//DIdO3akV69e/OlPf6Jdu3YALF68mB9++IHMzEwSEhIAeOutt2jTpg2rV6+mc+fOZ67Uk8TGxhIYGEhUVNRpuz8+88wzpKenM2rUKADuvfdeVq1axTPPPEOfPn288w0fPpzrr78egEmTJvH888/z7bffMnDgQHbu3EmHDh3o1KkT4BnbZSa1WImIiIiI3724ZBvTFv/Msq0Hmbb4Z15css3n6+zTpw/r16/3/j333HMArF27lkcffdTbylOrVi1uv/12srKyyM/PB2DJkiX079+fxo0bExUVRXp6OocPHyYvLw+A0aNH8/jjj9OjRw8eeeQRfvjhh9OWJSgoyBsQALRq1YratWuTkZFRbt4DBw6wa9cuRowYUaaMjz/+ONu2nbrehg4dyp49e/j444+57LLLWLp0KR07dmTWrFkAZGRkkJCQ4A2qAFq3bn3KclSljIwMevToUWZajx49yq23NFAFiIyMJCoqiv379wNw5513MnfuXNq3b8/YsWNZsWKFT8t8JgqsRERERMTvVm8/jPHb/43fXvtaZGQkqamp3r+GDRsC4Ha7mThxYpmg68cff2TLli2EhYWxY8cOrrjiCtq2bcv777/P2rVref755wFPyxPAbbfdxi+//MJNN93Ejz/+SKdOnbzznErp+KMzTXO73YCnO+CJZdywYQOrVq067TpKx2+NHz+eFStWkJ6e7m2FMwyjwvWdajp4ukQahlFmWmkdnKuT11HReoODg8t9prQ+Lr/8cnbs2MGYMWPYs2cPffv25f777z+vslQFBVYiYluuEjfTF2/hxte+YfriLbhK3GYXSUTENjonxVJ6Ce347bVZOnbsyObNm8sEXaV/AQEBrFmzBpfLxT//+U+6detGixYtKhw7lJCQwJ///GfmzZvHfffd5+0mWBGXy8WaNWu8rzdv3szRo0dp1apVuXnj4uJo3Lgxv/zyS7nyJScnn9O2tm7d2tvK1rp1a3bu3FkmacbGjRvJzs4mLS2tws/Xr1+/zLaXlJSwYcOGMvOEhIRQUlJy2nKkpaWxbNmyMtNWrFhxyvWeSv369UlPT+ftt99m2rRpvPLKK+f0+aqkMVYiYlul3VAMYPnWgwD8tV9zcwslImITd/VpBlBmjJVZxo8fz6BBg0hISOCPf/wjAQEB/PDDD/z44488/vjjNGvWDJfLxfPPP89VV13F8uXL+de//lVmGWPGjOHyyy+nRYsWHDlyhC+++OK0QUJwcDB33303zz33HMHBwfzlL3+hW7duFY6vAs+DekePHk10dDSXX345RUVFrFmzhiNHjnDvvfeWm//QoUP88Y9/5NZbb6Vdu3ZERUWxZs0apkyZwuDBgwHo168f7dq144YbbmDatGm4XC5GjRpFr169ynRTPNHvfvc77r33Xj755BOaNWvGs88+Wy7bYVJSEl999RV/+tOfCA0NrTChxN/+9jeuvfZaOnbsSN++ffnvf//LvHnzWLx48Snr7GTjx4/noosuok2bNhQVFTF//vxzDsyqkgIrEbEtM7qhiIiIR1BggGVuZl122WXMnz+fRx99lClTphAcHEyrVq247bbbAGjfvj1Tp05l8uTJPPjgg1x66aU88cQT3hTj4Gm5ueuuu9i9ezfR0dEMHDiQZ5999pTrjIiIYNy4cQwbNozdu3fTs2dP3njjjVPOf9tttxEREcHTTz/N2LFjiYyM5IILLiiX+rxUrVq16Nq1K88++yzbtm3D6XSSkJDA7bffzt///nfA063uww8/5O677+bSSy8lICCAgQMHnrYL46233sr333/PzTffTFBQEPfcc0+ZZBMAjz76KCNHjqRZs2YUFRWV6zoInhTt06dP5+mnn2b06NEkJyczc+ZMevfufcp1nywkJIQHH3yQ7du3Ex4eziWXXMLcuXPP+vNVzWFUtKU2l5OTQ0xMDNnZ2URHR5taFqfTyaeffsoVV1xRro+pVJ7q17esXr/TF2/xtlg5gDH9WljmR/5sWL1+qzvVr2+pfn3PF3VcWFhIZmYmycnJhIWFVckyqyu3201OTg7R0dEEBGh0TVXzd/2e7tg+29hALVYiYltW6oYiIiIi1ZsCKxGxLSt1QxEREZHqTYGViEgVM+OhlyIiImIuBVYiIlVM2QZFRETsR7dQRUSqmLINioiI2I8CKxGRKmalh16KiIiIf6groIhIFVO2QREREftRi5WISBUrzTb49m1d+Wu/5j5JXOEqcTNj6TYAZizdhqvEXeXrEBHxtR9++IGbbrqJH374weyiiFSaAisRkWroxSXbeGnpVgBeWrqVF5dsM7lEIiLnbu7cuXz22We8++67ZhdFpNIUWImIVEP+TJDhKnEzffEWbnztG6Yv3mK71jG7b7+Irxw9epSPPvqIkpISPvroI44ePWp2kaqlCRMm0L59e7OLUSkOh4MPP/yw2q9HgZWISDXkzwQZpenjl209yLTFP/u1dcwKQc2rX2eatv0iNdn8+fM5fPgwTZo04dChQ3zyySc+XV96ejoOhwOHw0FwcDApKSncf//95OXlndNy1q1bx3XXXUfjxo2Ji4sjOTmZQYMG8d///hfDMM68gPMwadIkAgMDeeqpp3yyfH85VRCYlZXF5Zdf7v8CVTElrxARqYbu6tMMh1EC+ZsZ1TuVUT5MkGFm+ngrPBPsu51HlD5fpJL279/P4cNlz5133nkHh8NBaGgoDoeDOXPmcNFFF5WZJzY2lgYNGlRZOQYOHMjMmTNxOp18/fXX3HbbbeTl5TFjxoyz+vxHH33EtddeS79+/Zg5cyZxcXEUFRWxYcMG/vGPf3DJJZdQu3btKitvqZkzZzJ27FjeeOMNHnjggSpfvtni4+PNLkKVUIuViEg1FBQYwJ29PcHUnb2b+SRBRikz08db4ZlgHRPrKH2+SCU98MADDBw4kMsuu8z7t3btWm8QUrt2bdauXVvm/YEDB1Z5EBEaGkp8fDwJCQkMGzaMG264gQ8//BDDMEhNTeWZZ54pM/+GDRsICAhg27Zt5OXlMWLECK688ko++eQTBgwYQHJyMl26dOG2227j+++/JyYmxvvZjRs3csUVV1CrVi3i4uK46aabOHjwoPf93r17M3r0aMaOHUtsbCzx8fFMmDChXJm//PJLCgoKePTRR8nLy+Orr7467Ta6XC5Gjx5N7dq1qVu3LuPGjWP48OEMGTLEO09RURGjR4+mQYMGhIWF0bNnT1avXn3a5R45coSbb76ZOnXqEBERweWXX86WLVu878+aNYvatWvz4Ycf0qJFC8LCwujfvz+7du3yvj9x4kS+//57b8vhrFmzgLJd9LZv347D4eA///kPl19+OZGRkXTu3Jmff/6Z1atX06lTJ2rVqsXAgQM5cOCAd/2rV6+mf//+1KtXj5iYGHr16sV333132m2qagqsRETktO7q04wx/VrQM7UeY/q18Gv6eCs8E+z2S5JN236RmmLo0KHUrl2b3NxcQkJCiIqKokGDBkRERAAQERFBgwYNiIqKIiQkhNzcXGrXrs3QoUN9Wq7w8HCcTicOh4Nbb72VmTNnlnn/jTfe4JJLLqFZs2YsXLiQQ4cOMXbs2FMuz+HwfGNlZWXRq1cv2rdvz5o1a/j888/Zt28f1157bZn5Z8+eTWRkJN988w1Tpkzh0UcfZdGiRWXmef3117n++usJDg7m+uuv5/XXXz/tNk2ePJl///vfzJw5k+XLl5OTk1NuXNHYsWN5//33mT17Nt999x2pqalcdtll5VoVT5Sens6aNWv4+OOPWblyJYZhcMUVV+B0Or3z5Ofn88QTTzB79mzvuv/0pz8BcN1113HffffRpk0bsrKyyMrK4rrrrjvl+iZOnMj999/PmjVrCAoK4vrrr2fs2LFMnz6dr7/+mm3btjF+/Hjv/Lm5uQwfPpyvv/6aVatW0bx5c6644gpyc3NPW19VypBysrOzDcDIzs42uyhGcXGx8eGHHxrFxcVmF6VGUv0ahtNVYkxb9LNxw6urjGmLfjacrpIqW7bq17fsUL++PD7PxA71aybVr+/5oo4LCgqMjRs3GgUFBef82W3bthmDBw824uPjjdTUVOOiiy4q99esWTMjPj7eGDx4sLFt27YqK7dhGMbw4cONwYMHe19/8803Rt26dY1rr73WMAzD2LNnjxEYGGh88803hmF46q9+/frGrFmzDMMwjKeeesoAjMOHDxuGYRglJSXG//73PyMyMtL799///tcwDMN4+OGHjQEDBpRZ/65duwzA2Lx5s2EYhtGrVy+jZ8+eZebp3LmzMW7cOO/r7OxsIyIiwli/fr1hGIaxbt06IyIiosw16iOPPGJceOGF3tdxcXHG008/7X3tcrmMxMRE77YfO3bMCA4ONv7973975ykuLjYaNWpkTJkypcK6+/nnnw3AWL58uXfawYMHjfDwcOM///mPYRiGMXPmTAMwVq1a5Z0nIyPDALx1enJZSwHGBx98YBiGYWRmZhqA8corrxhHjhwxSkpKjHfeeccAjP/973/ezzz55JNGy5YtKyxv6XZHRUV598nJ6znZ6Y7ts40N1GIlYnNmJiYQORN/PBNMRPwjJSWFd955h/T0dHJzc3G5XGXed7lcHDt2jFtuuYW5c+eSkpJS5WWYP38+tWrVIiwsjO7du3PppZfy/PPPA9CwYUOuvPJK3njjDe+8hYWF/PGPfzzl8tq0acN3333H+vXrycvL827T2rVrWbJkCbVq1fL+tWrVCoBt247/zrZr167M8ho2bMj+/fu9r+fMmUNKSgoXXnghAO3btyclJYW5c+dWWJ7s7Gz27dtHly5dvNMCAwPLjF3btm0bTqeTHj16eKcFBwfTpUsXMjIyKlxuRkYGQUFBdO3a1Tutbt26tGzZssxngoKC6NSpk/d1q1atqF279imXezon1k1cXBwAF1xwQZlpJ9bV/v37+fOf/0yLFi2IiYkhJiaGY8eOsXPnznNe9/nSL5SIzVlhDIuIiNhDeHi49yI/IMBzGep2u72vHQ4HF110EWFhYT5Zf58+fVi/fj2bN2+msLCQefPmlUmOcdtttzF37lwKCgqYOXMm1113nbe7YvPmnsQ5mzdv9s4fGhpKamoqqampZdbjdru56qqrWL9+fZm/LVu2cOmll3rnCw4OLvM5h8PhrQ/wdEX86aefCAoK8v799NNPZ+wOWNolsZRxQrbC0v9XNM/J0yr6/Jk+U9EyTrXc0zmxbko/f/K0E+sqPT2dtWvXMm3aNFasWMH69eupW7cuxcXF57zu86XASsTmrDCGRURE7CMjI6PMWKQ9e/aQlZVV5n1fiYyMJDU1laZNm5YLagCuuOIKIiMjmTFjBp999hm33nqr970BAwYQGxvL5MmTz7iejh078tNPP5GUlOQNvEr/IiMjz6qsP/74I2vWrGHp0qVlgrOvvvqK1atXs2HDhnKfiYmJIS4ujm+//dY7raSkhHXr1nlfp6amEhISwrJly7zTnE4na9asIS0trcKytG7dGpfLxTfffOOddujQIX7++ecyn3G5XKxZs8b7evPmzRw9etTbWhcSEkJJSclZbf+5+vrrrxk9ejRXXHEFbdq0ITQ0tEyyEH9QunURmysdiL96+2E6J8VqYL6IiPjU+vXrcblc7Nmzh/j4eG6++WbefPNN9uzZg8vlKhME+FtgYCDp6ek8+OCDpKam0r17d+97tWrV4rXXXuO6667jyiuv5C9/+QsNGzYEYOHChd7PA9x11128+uqrXH/99fztb3+jXr16bN26lblz5/Lqq6965zud119/nS5dupRp4SrVvXt3Xn/9dZ599tly79199908+eSTpKam0qpVK55//nmOHDniDWYjIyO58847+dvf/kZsbCyJiYlMmTKF/Px8RowYUWFZmjdvzuDBg7n99tv517/+RVRUFA888ACNGzdm8ODB3vmCg4O5++67ee655wgODuYvf/kL3bp183ZNTEpKIjMzk/Xr19OkSROioqIIDQ09Y12cjdTUVN566y06depETk4Of/vb3wgPD6+SZZ8ttViJ2JzGsIiIiL8UFxd7W6y6devGvHnzuPfee5k3bx7dunUjICCAjIwMv3bfOtmIESMoLi4u01pV6uqrr2bFihVERESQnp5O586d6devH1988QVz585l0KBBADRq1Ijly5dTUlLCZZddRtu2bfnrX/9KTEyMtwvk6RQXF/P222+fMivi0KFDefvttyusp3HjxnH99ddz88030717d2rVqsVll11WpnvlU089xdChQ7npppvo2LEjW7duZcGCBdSpU+eUZZo5cyYXXXQRgwYNonv37hiGwaefflqm5S8iIoJx48YxbNgwunfvTnh4eJnxYEOHDmXgwIH06dOH+vXr884775yxLs7WG2+8wZEjR+jQoQM33XSTN528PzmMU3WatLGcnBxiYmLIzs4mOjra1LI4nU4+/fRTrrjiigqbrKVyVL++pfr1LdWvb6l+fUv163u+qOPCwkIyMzNJTk4+r3FQOTk5jBgxgrZt2zJu3LgyyygoKGDKlCneMURRUVFVUuZztXz5cnr37s3u3bu9SRMq4na7ycnJITo6+qyCJbO43W7S0tK49tpreeyxx3y2nlmzZjFmzBiOHj1aJcvzd/2e7tg+29hAXQFFRERExC+io6N59913K7xQDg8P55FHHsHtdpsSqBQVFbFr1y4efvhhrr322tMGVVa2Y8cOFi5cSK9evSgqKuKFF14gMzOTYcOGmV20Gs+64bWIiIiI1DhnCprMav155513aNmyJdnZ2UyZMsWUMlSFgIAAZs2aRefOnenRowc//vgjixcvPmViCqk6arESEREREdtLT08nPT3d7GJUWkJCAsuXL/f7emtK/VWGAisRqRRXiZsXl2wrk1VQCTBERETEbhRYiUilvLhkG9MW/4wBLN/qeV7EX/s1N7dQIiLiU8p9JjVNVRzTuq0sIpWyevthSr+KjN9ei4hIzVSaXTA/P9/kkohUrdJjujIZNNViJSKV0jkpluVbD2IAjt9ei4hIzRQYGEjt2rXZv38/4HluUemDZ+3G7XZTXFxMYWGhpdOtV1f+ql/DMMjPz2f//v3Url37rB7efCoKrESkUu7q0wygzBgrERGpueLj4wG8wZVdGYZBQUEB4eHhtg0ufcnf9Vu7dm3vsX2+FFiJSKUEBQZoTJWIiI04HA4aNmxIgwYNcDqdZhfHNE6nk6+++opLL71UD7n2AX/Wb3BwcKVaqkopsBIRERGRcxYYGFglF6PVVWBgIC6Xi7CwMAVWPlAd61cdQkVERERERCpJLVYiYhl6JpaIiIhUVwqsRMQy9EwsERERqa50K1hELEPPxBIREZHqSoGViFhG56RYShOq6plYIiIiUp2oK6CIWIaeiSUiIiLVlQIrET9ScobT0zOxREREpLpSYCXiR0rOYA4FtCIiIuJrCqxE/EjJGcyhgFZERER8TbdsRfxIyRnMoYBWREREfE0tViJ+pOQM5uicFMvyrQcxUEArIiIivqHASsSPlJzBHP4IaDWOS0RExN4UWIlIjeePgFbjuEREROxNt1NFRKqAxnGJiIjYmwIrEZEq4O/EJK4SNzOWbgNgxtJtuErcPl2fiIiInJ66AoqIVAF/JyZ5cck2ZizdyuQu8NLSrRiOQL90PdRYMhERkYopsBIRqQL+TkxiVtdDjSUTERGpmG4zilicq8TN9MVbuPG1b5i+eIu6fAlg3jPRNJZMRESkYmqxErE4tRBIRe7q0wyHUQL5mxnVO5VRfnommp4JJiIiUjEFViIWpxYCqUhQYAB39m7Gp59u5s7e/hvnpIdci4iIVEyBlYjFqYVArEQPuRYREamYAisRi1MLgYiIiIj1KbASsTi1EIiIiIhYn7ICioiIiIiIVFK1CqxcLhf/+Mc/SE5OJjw8nJSUFB599FHc7uPppw3DYMKECTRq1Ijw8HB69+7NTz/9ZGKpRURERESkpqtWgdXkyZN5+eWXeeGFF8jIyGDKlCk8/fTTPP/88955pkyZwtSpU3nhhRdYvXo18fHx9O/fn9zcXBNLLlahZ0KJiIiIiC9UqzFWK1euZPDgwVx55ZUAJCUl8c4777BmzRrA01o1bdo0HnroIa655hoAZs+eTVxcHHPmzGHkyJGmlV2s4eRnQjmMEpqaXSgRERERqfaqVWDVs2dPXn75ZX7++WdatGjB999/z7Jly5g2bRoAmZmZ7N27lwEDBng/ExoaSq9evVixYsUpA6uioiKKioq8r3NycgBwOp04nU7fbdBZKF2/2eWoKdbtOEhIoOF9/cOuQzStW7Pr11Xi5tWvM/lu5xE6Jtbh9kuS/fbMIx2/vqX69S3Vr2+pfn1Pdexbql/fslL9nm0ZHIZhGGeezRoMw+Dvf/87kydPJjAwkJKSEp544gkefPBBAFasWEGPHj349ddfadSokfdzd9xxBzt27GDBggUVLnfChAlMnDix3PQ5c+YQERHhm40RERERERHLy8/PZ9iwYWRnZxMdHX3K+apVi9W7777L22+/zZw5c2jTpg3r169nzJgxNGrUiOHDh3vnczgcZT5nGEa5aSd68MEHuffee72vc3JySEhIYMCAAaetPH9wOp0sWrSI/v37ExwcbGpZaoKTW29u6Z7AF/9bXKPr9/Y317Dyl0Pe191T6vLqzZ38sm4dv76l+vUt1a9vqX59T3XsW6pf37JS/Zb2ZjuTahVY/e1vf+OBBx7gT3/6EwAXXHABO3bs4Mknn2T48OHEx8cDsHfvXho2bOj93P79+4mLizvlckNDQwkNDS03PTg42PQdWcpKZanOgoNhdP9W3telTbs1uX47NK3Hl1sOYwCO3177e1trcv1agerXt1S/vqX69T3VsW+pfn3LCvV7tuuvVoFVfn4+AQFlx4YEBgZ6060nJycTHx/PokWL6NChAwDFxcV8+eWXTJ482e/lFbGCu/o0A2D19sN0Tor1vhYRERGRqlOtAqurrrqKJ554gsTERNq0acO6deuYOnUqt956K+DpAjhmzBgmTZpE8+bNad68OZMmTSIiIoJhw4aZXHoRcwQFBvDXfs3NLoaIiIhIjVatAqvnn3+ehx9+mFGjRrF//34aNWrEyJEjGT9+vHeesWPHUlBQwKhRozhy5Ahdu3Zl4cKFREVFmVhyERERERGpyapVYBUVFcW0adO86dUr4nA4mDBhAhMmTPBbuURERERExN6qVWAlIuZylbh5ccm2MuO1/PVMLBERERErU2AlImftxSXbmLb4Zwxg+daDABq/JSIiIgLoVrOInLXV2z1p2wGM316LiIiIiAIrkQq5StxMX7yFG1/7humLt+AqcZtdJEvonBRL6aO2Hb+9FhERERF1BRSpkLq8VUzPxBIRERGpmAIrkQqoy1vF9EwsERERkYopsBLTWTHTXOekWJZvPYiBurz5mhX3v4iIiMi5UmAlprNitzt1efMfK+5/ERERkXOlwEpMZ8Vud+ry5j9W3P8iIiIi50r9bcR0yjRnb9r/IiIiUhOoxUpMp2539uaP/a9xXCIiIuJrCqzEdOp2Z2/+2P8axyUiIiK+plu2IlLjaRyXiIiI+JparESkxvN3+nyzuh6qy6OIiIh5FFiJVBFd1FqXv8fxmdX1UF0eRUREzKPASqSK6KLWuvw9js+srofq8igiImIe3U4XqSK6qJVSZqWQV+p6ERER86jFSqSK+Hscj1iXWY8Q0KMLREREzKPASqSK6KJWSpn1CAE9ukBERMQ8CqxEqoguakVERETsS4GVWJ6y7YmIiIiI1SmwEstTtj0RERERsTrd9hfLU7Y9EREREbE6BVZieUohLSIiIiJWp66AYnl2ybansWQiIiIi1ZcCK7E8u2Tb01gyERERkepLt8NFLEJjyURERESqLwVWIhahsWQiIiIi1Ze6AopYhF3GkomIiIjURAqsRCzCLmPJRERERGoidQUUERERERGpJAVWIiIiIiIilaSugCI1kJ6JJSIiIuJfCqykxlAwcZyeiSUiIiLiXwqspNKsEtAomDhOz8QSERER8S8FVlJpVgloFEwc1zkpluVbD2KgZ2KJiIiI+IMCK6k0qwQ0CiaO0zOxRERERPxLgZVUmlUCGgUTx+mZWCIiIiL+pcBKKs0qAY2CCd+zyng6EREREatRYCWVpoDGPqwynk5ERETEanSrWUTOmlXG04mIiIhYjQIrETlrnZNicfz2f7snCBERERE5kboCishZ8/V4Oo3hEhERkepKgZWInDVfj6fTGC4RERGprnQrWEQsQ2O4REREpLpSYGVzrhI30xdv4cbXvmH64i24StxmF8mvSrf39jfX2HL7rcbfY7jsfvyLiIhI1VFXQJuze9erV7/OpCmw8pdDfLnF0zpip+23Gn8/E83M41/jyURERGoWBVY2Z/euV9/tPELTep7/23H7rcbfz0Qz8/i3+00NERGRmka3R23O7umzOybW8f7fjttvd2Ye/3a/qSEiIlLTqMXK5vzR9crKXZ5uvySZhQs20z2lLh2a1vN51zOxFn93PTxR56RYlm89iIGCehERkZpAgZXN+aPrlZW7PJUGeK/e3Ing4GCTSyP+5u+uhycyM6gTERGRqqfASnxOXZ5EyjMzqBMREZGqZ43+WFKj2X0cl4iIiIjUfGqxEp9TlycRERERqekUWInP1eQuT1ZOzCEiIiIi/qPASqQSrJyYQ0RERET8R7fWRSpBiTlEREREBBRYiVSKEnOIiIiICKgroEilKDGHiIiIiIACK5FKqcmJOURERETk7KkroIiIiIiISCWpxUrKUPpwEREREZFzp8BKyjAzfbjdgzq7b7+IiIhIdabASsowM3243Z8JZfftFxEREanOdDtcyjAzfbjdnwll9+0XERERqc7UYiVlmJk+vHNSLMu3HsTAns+Esvv2i4iIiFRnCqykDDPTh9v9mVB2334RERGR6kyBlViG3Z8JZfftFxEREanOFFiJ1HDKNigiIiLiewqsRGo4ZRsUERER8T0FVjWUWimklLINioiIiPieAqsaSq0UUkrZBkVERER8T4FVDaVWCinl62yDah0VERERqYYPCP7111+58cYbqVu3LhEREbRv3561a9d63zcMgwkTJtCoUSPCw8Pp3bs3P/30k4klNoeZD/r1J1eJm+mLt3Dja98wffEWXCVus4tkOaXZBt++rSt/7de8yoOe0tbRZVsPMm3xz7y4ZFuVLl9ERESkOqhWLVZHjhyhR48e9OnTh88++4wGDRqwbds2ateu7Z1nypQpTJ06lVmzZtGiRQsef/xx+vfvz+bNm4mKijKv8H5ml2ciqcuj+dQ6KiIiIlLNAqvJkyeTkJDAzJkzvdOSkpK8/zcMg2nTpvHQQw9xzTXXADB79mzi4uKYM2cOI0eO9HeRTWOXZyLpot58/h7Dpa6HIiIiYkXVKrD6+OOPueyyy/jjH//Il19+SePGjRk1ahS33347AJmZmezdu5cBAwZ4PxMaGkqvXr1YsWLFKQOroqIiioqKvK9zcnIAcDqdOJ1OH27RmZWu3+xylHKVuHn160y+23mEjol1uP2SZFMvars0jWFN5gHvRX2XpjHnVFdWq9/q6I6eiTiMkuPHRM/EcvValfU7Y+k2ZizdigGsyTyAwyjhzt7+aZG12vGv49e3VL++pfr1PdWxb6l+fctK9Xu2ZXAYhmGceTZrCAsLA+Dee+/lj3/8I99++y1jxozhX//6FzfffDMrVqygR48e/PrrrzRq1Mj7uTvuuIMdO3awYMGCCpc7YcIEJk6cWG76nDlziIiI8M3GiIiIiIiI5eXn5zNs2DCys7OJjo4+5XzVqsXK7XbTqVMnJk2aBECHDh346aefmDFjBjfffLN3PofDUeZzhmGUm3aiBx98kHvvvdf7Oicnh4SEBAYMGHDayvMHp9PJokWL6N+/P8HBwaaWBeD2N9ew8pdD3tfdU+ry6s2dTCxR5VitfmsaX9TvjKXbeOm3FisHMKp3qt9arKx2/Ov49S3Vr2+pfn1Pdexbql/fslL9lvZmO5NqFVg1bNiQ1q1bl5mWlpbG+++/D0B8fDwAe/fupWHDht559u/fT1xc3CmXGxoaSmhoaLnpwcHBpu/IUlYpS4em9fhyy2HvRW2HpvUsUa7Kskr91lRVWb+jftcCwxHoHWM1yo9jrKx6/Ov49S3Vr2+pfn1Pdexbql/fskL9nu36q1Vg1aNHDzZv3lxm2s8//0zTpk0BSE5OJj4+nkWLFtGhQwcAiouL+fLLL5k8ebLfy1sT2SXboFiXmYlZdPyLiIjIqVSrwOqee+7h4osvZtKkSVx77bV8++23vPLKK7zyyiuApwvgmDFjmDRpEs2bN6d58+ZMmjSJiIgIhg0bZnLpawa7ZBsUqYiOfxERETmVahVYde7cmQ8++IAHH3yQRx99lOTkZKZNm8YNN9zgnWfs2LEUFBQwatQojhw5QteuXVm4cKGtnmElIiIiIiL+Va0CK4BBgwYxaNCgU77vcDiYMGECEyZM8F+hpNpylbgBT1KCDk3r6ZlIIiIiInJeql1gJVKVXv06k6bAyl8O8eUWz8OF1dVLRERERM6Vbs2LrX2384j3/waepAQiIiIiIudKLVY24Spx8+KSbWWymanLG3RMrAP5+wFP+uzOSbHmFkhEREREqiUFVjbx4pJtTFv8MwawfOtBQF3eAG6/JJmFCzbTPaWud4yViIiIiMi5UmBlE6u3ex5qCurydqLSVrtXb+5k+sPnRERERKT6Ul8wm+icFIvjt//7o8ubq8TN9MVbuPG1b5i+eIs3+56IiIiISE2kFiubKO3iduIYK19S10MRERERsRMFVjYRFBjg18DGjl0PlSBERERExL4UWIlPdE6KZfnWgxjYJ9ueWulERERE7KvSgVVBQQHZ2dlER0cTERFRFWWSs2D11hF/dz20Aju20omIiIiIxzkHViUlJcyfP5+5c+fy9ddfk5WV5X0vLi6OSy65hOuvv55BgwYRFKQGMV+xeuuIv7seWoEdW+lERERExOOcIp/XX3+dxx57jF27dmEYRrn39+7dy3vvvcf//d//kZiYyD/+8Q9GjBhRZYWV49Q6Yj12bKUTEREREY9zCqxuv/12ANq0acNVV11Fly5daNq0KdHR0eTk5LBjxw6+/fZb5s+fz4YNG7jjjjsUWPmIWkesx46tdCIiIiLicU6B1U033cR9991Hu3btKny/Q4cODBkyhEmTJvHDDz/wz3/+s0oKKeWpdcQ+rD6eTkRERETOMbCaPXv2Wc/brl27c5pfzo1aR+zD6uPpRERERAR021vE4jSeTkRERMT6zjuwGjVqFN9++21VlkVszlXiZvriLdz42jdMX7wFV4nb7CJZQuekWBy//V/j6URERESs6bzzob/88sv861//onnz5gwfPpwbb7yRhISEqiyb+IlVxvCoy1vFfD2ezir7X0RERKQ6O+/Aqn379qxfv56ff/6Zf/zjHzz88MP06tWL9PR0hg4dqocFVyNWCWjU5a1ivh5PZ5X9LyIiIlKdnfdt6e+++47MzEyefvppunbtimEYLF26lPT0dOLi4rjlllv48ccfq7Ks4iNWCWjU5c0cVtn/IiIiItVZpfr7NG3alPvuu49ly5bx8ssve1up8vLymD17Nh07duTNN9+skoKK71gloLmrTzPG9GtBz9R6jOnXQink/cTf+19j6URERKQmOu+ugABbt27ljTfe4M033yQrKwvD8Nz3vuSSS2jdujWvv/4648eP5+abb66SwopvWOWZWEohbw5/738zux5qPJmIiIj4ynkHVpdeeinLly8HwDAMoqKiuOmmm7jzzjtp06YNAHv27GH+/PlVU1LxGQU09ubv/W9m10ONJxMRERFfOe/AatmyZYDnQcB33nknN954I5GRkWXmGTRoELGxGicjIsd1Topl+daDGPi/66nGk4mIiIivnHdgdcMNNzBq1Ci6d+9+ynluv/12br/99vNdhYjUQGZ2PTUzqBMREZGa7bwDq7feeqsqyyEiNmFm11OrjCcUERGRmqdSySvEWuw+MN/u2y9npvGEIiIi4isKrGoQuw/Mt/v2i4iIiIh5qvR2fkpKCikpKVx99dXs2LGjKhctZ8HuA/Ptvv0iIiIiYp4qDay2b9/O9u3b+eijj2jTpg3PPPNMVS5ezsAqD/o1i923X0RERETMU6VdAYcPHw7AkSNHWLZsGePGjeP++++vylXYi9sN27cTtX07bN8OzZpBwKljYX8MzLfyOCYlJhARERERs1RpYDVz5swyrzds2FCVi7eXjAz44AMCN26kZWYmjm+/ZXloHB8ld6Fx94sqDGj8MTDfyuOYlJhAREREahor39SWss57ryxZsuSU77322msAtG3b9nwXb28ZGfDcc7BuHUbduuQ2asSPBcEcXfEt7ea9yX/n/o8Xl2wzpWgaxyQiIiLiP6U3tZdtPci0xT+bdg0oZ3begVX//v3529/+htPp9E47ePAggwcPZuTIkVVSOFtyu+GDD+DgQdyt0lhzuAQCA/nxmMGWugnUKcih/5aVrPnloCnF0zgmEREREf+x401tV4mbGUs9AeSMpdtwlbhNLtHZOe+ugG63m6lTp7J48WLefvtttm/fzm233ca+ffsICQmpyjLay86dsGkTJCTw7Y4jZPy8m151i8nLqwWOILKi6pJ6aBf1IwpNKZ5dxjGp2V1ERESsoHNSLMu3HsTAPje1X1yyjRlLtzK5C7y0dCuGI7BaDPc478Dqk08+4Y477uD777/noosuwul0YhgG7dq1Y/bs2VVZRnvJzYXCQoiMZM/WLJod3EV0XhHhEc0IiwmnTkwsrY85SWlrzklll3FMVh5LJiIiIvZhl5vaJ6qurXTnHVhdfvnlrF69mg4dOrB//34Mw6BDhw6sXLlSLVaVERUFYWGQl0ej2uEcDQ7DGREIQFrDaLrVDYJDJVA7xuSC1mzV9YQWERGRmsUuN7VP1DkpljWZB4Dq1Up33n2bvvrqK3r16sX+/fsJ+C0F+Pr16+nXrx/btmlQ3XlLTIRWrWDXLro0rUOdzh3ITkkhrWUCXZrWgd27IS3NM5/4jMaSiYiIiJjjrj7NGNU7FYBRvVOrTSvdeQdWffr0YcuWLaSmprJixQr+7//+j9jYWJYtW0b79u2rsIg2ExAAV18N9eoRsCmDTnUCcJSU0KlOAAGbMqBePRgy5LTPs5LKu6tPM8b0a0HP1HqM6dei2pzQIiIiItVdUGAAd/b2XHvd2bv6jHM/766AhmFwxx13MHXqVCIiIujcuTMXX3wxw4cPZ/HixVVZRvtJS4PRo+GDD3Bs3EitPXtwhIZCx46eoCotzewS1nh2bHYXERERkfN33oHVRx99xFVXXVVmWnx8PAsWLOD555+vdMFsLy0NWrakZMECct58k7h+/Qi4+Wa1VFVzyjYoIiIiUjOdd2B1clB1orvvvvt8FysnCgiAunVxGMbx1+fJzAt6BRPHKdugiIiISM10ToFVbm4uUVFRPptfKpCczK89e9Lsd7+r1GLMvKBXMHGcsg2KiIiI1Ezn1GyQkJDAfffdx3fffXfa+X744Qf+9re/0bRp00oVToDatTmWkAANG1ZqMWZe0CuYOE7ZBkVERERqpnNqsXK73UybNo1p06bRsGFDOnfuTFJSElFRURw7dowdO3awdu1adu3ahWEYaq2yEDOf2m3HJ4afiq8f8qdulyIiIiLmOKfAavv27UyZMoU33niDPXv28NFHH+FwOLzvG7+NBapbty4jRoxg7NixVVtaOzIMwg8cgIwMaNMGAgPPazFmPrXbjk8MPxVfZxtUt0sRERERc5xTYBUbG8tTTz3F448/zqJFi/j666/ZsmUL2dnZREdH07x5c3r27MmAAQMIDg72VZltJ+GLLwjYsQOaNoWYmPNahpnpw5W63H/U7VJERETEHOeVFTAoKIjLL7+cyy+/vKrLIydzOCiMjcVo0gRKSryT1eVLKuLvbpd2zzZphTKIiIiINZxXYHXs2DH+97//ERoaSt++fcu0Tr3xxhvs3r2b8ePHV1kh7W5n3760bdsWfv0VcnIgMVFdvqRC/u52afdsk1Yog4iIiFjDOQdWmZmZ9OzZk7179wLQrFkz/vvf/9KyZUsAXn31Vb799lsFVlUlI4Pm8+YR+P77UFwMYWHQqhW/lqRg4EkOoi5fUsrf3S7tnm3SCmUQERERazjnPisTJ04kKysLwzAwDIOtW7fSt29fduzY4Yvy2VtGBgEvvEDMtm0YdetCy5ZQrx6sW8eN33xE6sFdgDLtiXnMTB9vhdT1ViiDiIiIWMM5t1gtXboUh8PBX//6Vy655BKef/55li5dyuWXX86KFSt8UUZ7crvhgw9wHDqEMzKSHd/+yI7AWoSnNKVLqzTabtzIRGMLL6dcSKeUejU6057GsViX3bNNWqEMIiJSM+n6p/o558Bq7969JCcnM3XqVAB+//vfc/XVV/PJJ58wZMgQioqKqryQtrRzJ2zahNGkCQE//sj+Xw+QU6uE7zkEQLfEBHocOkCPAQ0hKcncsvqYxrFYl92zTVqhDCIiUjPp+qf6OefAKjY2lpITstMFBgYyd+5cLr30Ur7++msMwyjzbCs5T7m5UFgIkZEUxcTwc/1w8oLCANhztAAS4z3JLHJzTS6o72kci4iIiNiNrn+qn3NuT2zZsiU7d+5k9+7d3mkRERHMnz+fhISEKi2crUVFeRJV5OVREhrK0YgYCoJDAWhUOxzy8jzvR0VV6WpdJW6mL97Cja99w/TFW3CVuKt0+edD41hERETEbnT9U/2cc4vVoEGD2L59O2+99RYPPvigd3p8fDyffPIJ11xzDU6ns0oLaUuJidCqFY61ayEoiM5JsfyaXUij2uF0aVoHNmVAx46e+aqQFZudNY5FRERE7EbXP9XPOQVWO3fu5MYbb+S+++6r8P02bdqwefPmKimY7QUEwNVXY2zfTtSPP9K8VQRdm4RDaJAnqKpXD4YM8cxXhazY7KxxLCIiImI3uv6pfs7pqjwpKYlrrrkG8Iyt6tGjh08KJb9JS8P9l7+Q27Spp+Xqyy/h0CFPS9Xo0ZCWVuWrVLOziIiIiMi5O6cWK4fDQXZ2NoD3OVbiY2lpbP7DH2j+/fcQGAjDhkFqapW3VJVSs7OIiIiIyLk7p8AqPj6ejIwM4uLiAFi3bh0pKSnl5nM4HGzbtq1qSigQHIx7/HgCg4N9vqqa3ux88jMh7uhZtWPURERERMSezimwGjZsGP/85z85cOAADoeDoqIitm/fXm4+pVsXqzo5OYfDKKGp2YUSERERkWrvnAKrp59+mh49erBhwwbGjx9PkyZNGDFihK/KJlLlTk7O8d3OIzStZ2aJRERERKQmOOd060OGDGHIkCEsXryYtm3b8sgjj/iiXHISx1dfQWYmdO8Obdqccf6Tu7zd1acZQYG+GZdVnXROimX51oMYeJJzdEysA/n7zS6WiIiIiFRz5xxYlVq6dGkVFkPO6OhR2L0bDp9d+nMrPo/KCk5OznF7z0QWLtAjAkRERESkcs47sBL/Mjp2hNatIT7+rOa34vOorODk5Bx6mLWIiIiIVAUFVtVFkyZwDlkBT+7y5svnUdm926Hdt19EREREFFhVH243bN8OubkQFQWJiad9lpU/n0dl926Hdt9+EREREVFgVS3U2rWLgEmTYMMGKCjAXbcuK4Pr81FyFxp3v6jCFhJ/Po/K7t0O7b79IiIi/qAeImJ1CqysLiODlPnzPc8GO3oUoqJYnx/E0Z++pd26TczacRQwt4XEn90Orcju2y8iIuIP6iEiVqfAysrcbgI++oiQnBxKunVn57LVHDxQxI+Gm+y6CTQ/tIv+W1ay5pcLAfO+WPzZ7dCK/LH9uksnIiJ2Z9ceIroGqD4UWFnZzp04Nm+moF49vjtQxMqQJhACFDjB4SArqi6ph3ZRP6LQ1GL6s9uhFflj+3WXTkRE7M6uPUR0DVB9KLCystxcKCzEFRpKVnZBmbdiwoOpExNL62NOUtra44vFzux6l05ERKSUXXvI6Bqg+lBgZWVRURAWRlBODg1jwtl+2BNcOQyDtIbRdKsbBIdKoHaMyQUVX/P3XTq7dzuw+/aLiFiRXXvI2LWlrjqq1lcKTz75JA6HgzFjxninGYbBhAkTaNSoEeHh4fTu3ZuffvrJvEJWRmIiRsuWhB88SMfEGC6NC6VXzk6u5CBdmtaB3bshLc2Tel1qtLv6NGNMvxb0TK3HmH4tfH6XrrTbwbKtB5m2+GdeXLLNp+sr5SpxM33xFm587RumL96Cq8Ttl/WezKztFxEROZm/rwHk/FXbFqvVq1fzyiuv0K5duzLTp0yZwtSpU5k1axYtWrTg8ccfp3///mzevJmoqCiTSnueAgJwDx5M8fLlBG7aRMf69eFAALjyYONP0KABDBly2udZVQdqHTgzf9+lM6vbgVX6kavbhYiIWIVdW+qqo2p59Xrs2DFuuOEGXn31VerUqeOdbhgG06ZN46GHHuKaa66hbdu2zJ49m/z8fObMmWNiiSshLY1fBg3CaN8e8vMhPByaNoVOnWD0aE+LVSVYoYVArQPW0zkpFsdv//dntwOrBDRmbb+IiIhUX9Wyxequu+7iyiuvpF+/fjz++OPe6ZmZmezdu5cBAwZ4p4WGhtKrVy9WrFjByJEjK1xeUVERRUVF3tc5OTkAOJ1OnE6nj7bi7DidTo4lJFCUnk5wVpYnoUVUlKf7X0AAVLJ8M5ZuY8bSrRjAmswDOIwS7uzt3ybmdTsOEhJolHntdCb5Zd2l+9fs/Ww1d/RMxGGU8N3OI3RMrMPtPRPPq47OtX67NI1hTeYBbz/yLk1jTNk3VbX9vqbj17dUv76l+vU91bFvqX59y0r1e7ZlcBiGYZx5NuuYO3cuTzzxBKtXryYsLIzevXvTvn17pk2bxooVK+jRowe//vorjRo18n7mjjvuYMeOHSxYsKDCZU6YMIGJEyeWmz5nzhwiIiJ8ti0iIiIiImJt+fn5DBs2jOzsbKKjo085X7Vqsdq1axd//etfWbhwIWFhYaecz+FwlHltGEa5aSd68MEHuffee72vc3JySEhIYMCAAaetPH9wOp0sWrSI/v37ExwcDIYBGzbgyMzE6N/f0zWwEmYs3cZLv7VYOYBRvVP93mLlKnHz6teZx1sHLkn22xircvUrVUr161uqX99S/fqW6tf3VMe+pfr1LSvVb2lvtjOpVoHV2rVr2b9/PxdddJF3WklJCV999RUvvPACmzdvBmDv3r00bNjQO8/+/fuJi4s75XJDQ0MJDQ0tNz04ONj0HVmqTFlWroQDBzzjq1q3rtRyR/2uBYYj0Js4YpQJiSOCg2F0/1Z+XWf5MlhnX9dEql/fUv36lurXt1S/vqc69i3Vr29ZoX7Pdv3VKrDq27cvP/74Y5lpt9xyC61atWLcuHGkpKQQHx/PokWL6NChAwDFxcV8+eWXTJ482Ywi+0bHjnDsGNSrV+lFKdOMiIiIiEjlVavAKioqirZt25aZFhkZSd26db3Tx4wZw6RJk2jevDnNmzdn0qRJREREMGzYMDOK7Bvdu5tdAhEREREROUG1CqzOxtixYykoKGDUqFEcOXKErl27snDhwur3DKvzZPdnQtl9+0VExL5O/g28o2ei2UUSsZVqH1gtXbq0zGuHw8GECROYMGGCKeXxG6cTPvsMDh6EFi2gWzcICrLMA1bNYvftFxER+zr5N9BhlNDU7EKJ2Ei1D6xsaf58mDgRtm71PMsqJgZSU2H0aFbvrW+JB6yaxSoPmBUREfG3k38Dv9t5hKaVH44tImdJfaSqm/nzYdw42LULwsKgQQOoXRs2boRx4/hj1npKE8s7gM5JsSYW1v86J8XaevtFRMS+Tv4N7JhYx8ziiNiOWqyqE5cLnnsOsrNxpzZn075j5BeUEFECrZKTCcjM5Kqv57H93mms3p3jHWNkJ6Xbe+IYKxERETs4+Tfw9p6JLFyw2eRSVT27j6e2+/ZbmQKr6mTVKk/3vwYN2LQ/j5wiFwA5hU427cujdf36BGzdwl9rHYLbevqsGFY+oZU+XkRE7Ork30Cn02liaXzH7uOp7b79VqbAqjrZt8+TtCIigvzDJzwB2jDIL3ZBg2hPMot9+3xaDDue0FYOJkVEROzE7uOp7b79VqYrw+okLg6CgyE/n4iQIALcburlHaFh7kEiQgIhL8/zflycT4thxxO6NJhctvUg0xb/zItLtpldJBEREVuy+3hqu2+/lanFqjrp1s2T/W/jRlolJ7Npn0FoXglhgQ4SYoIhaw+0aeOZz4c6J8WyfOtBDOxzQtsxmBQREbEiu4+ntvv2W5kCq+okKAhGj4Zx4wjIzKR1/foQ1QiKiz1BVUwM3H23Zz4fsuMJbcdgUkRExIrsPp7a7ttvZQqsqptBgzz/PvecJ5GF0+np/temjSeoKn3fh+x4QtsxmBQRERGRs6fAqjoaNAgGDvRkCdy3zzOmqls3n7dU2Zk/gkklyLA37X8REZHqTVfi1VVQEPT8LaX6zp3wxRfQsiU0bWpuueS82THbohyn/S8iIlK9KbCqCX74AdasAbf7rAMr3R23Hn8nyLD7MWC17VeCFBH/sdr5LyI1gwKrmqBVK09QlZp61h8x8+64ftAq5u8EGWYdA1bZ/1ZrIVKCFBH/sdr5LyI1gwKrmiA19ZyCKjD37rh+0Crm7wQZZh0DVtn/VmshUoIUEf+x2vkvIjWDAiubMvPuuH7QKubvbItmHQNW2f9WayGyY7ZNEbNY7fwXkZpBgVVNkp0NP/0EUVGev8RECKi4i5WZd8f1g2YNZh0DVtn/aiESsS+d/yLiCwqsaor//Q8mTfIEV8nJlISG8d6xSN5t0omwdm2Zmd6JsJDju9vMu+P6QbMGs44Bq+x/tRCJ2FdNPv9PHMfapWkMyhVsL1YZx2xXCqxqgowMePdd2LsXGjaEZs34fM0OonZvYOiOncwsdHEL8M4d3cwuKVCzf9DkzLT/RUR858RxrGsyDzC5i9klEn+yyjhmu1JgVd253fDBB3DkCO7BQ/h2dw57Nh5kT3EArroJND+0iwFbVjK3cZLZJRUREREfO3kcqx2oleY4q4xjtisFVtXdzp2waRMkJPDt7hxW/XLo+HsOB1lRdUk9tIueoQXmlVFERET84uRxrHagVprjrDKO2a4UWFV3ublQWAiRkezZmgVAoLsEh2EQGBqKOyCSRsYxnhmYZG45fUR3qUTsS+e/SHknjmPt0jQG8jebXCLfUyvNcVYZx2xXCqyqu6goCAuDvDwa1Q4nf9ceko7s4XB4DDmpjViwdT3dUlMJja1jdkl9QnepROxL579IeSeOY3U6nXz6ac0PrNRKc5zGMZtLgVV1l5gIrVrBunV0aZVGSF4c4Rv20jg6gFcO7+SzX34hMS6OdomJVbI6q90h1l0qEfvS+e9fVvv+FymlVhqxCgVW1V1AAFx9NezaRcCmDDomNoH47hx1u/n43/+mBPho927+lpND7dq1K706q90h1l0qEfvS+e9fVvv+FymlVhqxCgVWNUFaGowe7ckOuGkTFBYyf88eDgNNmjblYG4un3zyCTfccEOlV2W1O8S6SyViXzr//ctq3/8iIlajwKoG2L9/P4cdDhgyBLKyIC+Pd559FkdkJKHh4TiOHWPOnDlcdNFFZT4XGxtLgwYNzmldVrtDrLtUIval89+/rPb9LyJiNQqsaoAHHniAL774AsM4/sSKosJCYgMC4OBBakdFsXbtWi677DLv+w6Hg9/97ne88cYb57Quu9wh1lgCsTMd/1IRu3z/i4icLwVWNcDQoUP57rvv2LlzJ3Xr1iU0NJSYmBhCcnLA5SIiJISgBg1wu90UFRVx6NAhEhMTGTp06Dmvyy53iDWWQOxMx79UxC7f/yIi50u3IGuAK6+8knnz5nHppZdy7NgxioqKCAkJgdq1oUEDCA0lJCSEwsJCjh07xqWXXsq8efO48sorzS66ZWksgdiZjn8REZFzp8CqhkhJSeGdd94hPT2d3NxcXC4XBAV5sgYCLpeLY8eOccsttzB37lxSUlIAKCx2cf0rq2g/cSHXv7KKwmKXmZthGZ2TYr1PrNdYArEbHf9iB64SN9MXb+HG175h+uItuErcZhdJxG90/PuGugLWIOHh4Vx00UXMnDmTgN8CKrfbTUBAAAElJTiKi7nI6SRszRro1g2Cgrhl1hpW/nIIgJW/HOKWWWt4545uZm6GJfh6LIHGsIiVjwGNpRE7UJdXsTMd/76hwKqGycjIwOHw3GvOysqipKSEwIIC4goKoKSEjFdegfffh9RUGD2ajKyQsp/PyjGj2Jbj67EE+kITKx8DGksjdqAur2JnOv59wxq3R6XKrF+/HpfLxZ49e6hfvz5jBw2ifmEhe1wunMC6oCDP2KuNG2HcOK4/8GOZz6c1jPZp+dT07KEvNNExYD/6/rMWdXkVO9Px7xtqsapBiouLvS1W3bp1Y+qUKaT85S8MqVOHe4qK+Dr3GN/l5LE+10275GQCMjO5f/MCfri6Kz8dyCetYTQz0zv5tIxWvkvvT/5+HoyVu535gxW3X88Esh99/1mLnbq8zli6jW93ZFvm+8/frPgbYDY7Hf/+pMCqBiksLKRNmza0bduWcePGecZSbd1KSqNGPJLj5iX3HjKdRRwqKGbTvjxa169P4Lat/Lsd0HOAX8qou/Qe/v5CM/uCzuwfdbO3vyL6UbMfff9Zi526vL60dCuFJQ7LfP/5mxV/A8xmp+PfnxRY1SDR0dG8++673sQV7NsHTidEROA+nMNtMXEYbjehbhf5xS5oEA0HD3rm8xPdpffw9xea2Rd0Zv+om739FdGPmv3o+0/MYrXvP3+z4m+A1EwKrGoYb1AFEBcHwcGQn09ESBD5eQU0yDsChkFeZEPIy/O8Hxfnt/LpLr05zL6gM/sHzeztFwF9/4l57D6WRr8B4i8KrGqybt082f82bqRVcjKb9hkYhYGEBDpoGRsKv/4Kbdp45vMT3aU3h9kXdGb/qJu9/SKg7z8xz6jeqWW6Y9uNfgPEXxRY1WRBQTB6NIwbR0BmJq3r14fYBCgq8gRVMTFw992e+aRGM/uCzuwfdbO3X0TETHf2bsbo4GCzi2Ea/QaIv+iKuqYbNMjz73PPwdatnjFXwcGelqq77z7+vogP2f1HXURERGo+BVZ2MGgQDBwIq1Z5ElXExUHXrvDLL57Wq9BQs0t4zpQ6VcTe9B0gIiJWo8DKLoKCoGfP46/few9++gn69oVLLjmnRVnhgkapU0XsTd8B5rDC97+IiFUpsLKrli1hyxZwOM4870mscEGj1Kki9qbvAHNY4ftfRMSqFFjZVdu2noyBERHn/FErXNAodaqIvek7wBxW+P4XEbEqBVZ2FRBwXkEVWOOCRqlTRexN3wHmsML3v4iIVSmwEjhwwDPeqm5diIqCxERP4HUKVrigUepUEXvTd4A5rPD9LyJiVQqs7G7RInjqKTh6FJKTKQkL571jkbzbpBNh7doyM70TYSFlD5OafEGjgdliZzr+5Uxq8vc/6BywO+1/qSwFVnaWkQH/939w8CA0agQpKXz+3S6idm9g6I6dzCx0cQvwzh3dzC6p32hgttiZjn+xO50D9qb9L5WlwMqu3G744AM4fBj3FVfy7a+57Nl0mD3FAbjqJtD80C4GbFnJ3MZJZpfUrzQwW+xMx7/YnR3PAbXSHGfH/S9Vy55njsDOnbBpEyQk8O2vuaz65RA7D+fjchvgcJAVVZfUQ7voGVpgdkn9qnNSLKUJ6DUwW+xGx7/YnR3PgdJWmmVbDzJt8c+8uGSb2UUyjR33v1QttVjZVW4uFBZCZCR7tmYB4DAMko7soSAympzwKBoZx3hmYFKVr9rKd8f8MTDbytsvvmfl/a/EBL5n5f0v9jwH1EpznB33v1QtBVZ2FRUFYWGQl0ej2uHsPJxP3LHDxB07TKPQYhIvTILsIIitU+WrtnIfZn8MzLby9ovvWXn/1/TEBFZg5f0v9jwHlEL/ODvuf6laCqzsKjERWrWCdevo0ioNgD1Hwqkb46DJBc1g717o2NEzXxWz+90xu2+/3Wn/25v2v1iNWmlEqo4CK7sKCICrr4ZduwjYlEG3Jk0gsSHkRcPu3VCvHgwZctrnWZ0vu98d8/f2273rkdW23+7Hv91p/4vVqJVGpOoosLKztDQYPdqTHXDTJvj1V0/3wI4dPUFVUpInJXtaWpWu1u53x/y9/WZ1PXKVuJmxdBtNgRlLtzHqdy1MCWis1vXK7se/3Wn/i4jUXAqs7C4tDVq29GQJzM31jL1KTPQktnjlFc+Dg4cP9wRZVcTud8f8vf1mdT16cck2ZizdyuQu8NLSrRiOQFP2u9W6Xtn9+Lc77X8RkZrLPv2B5NQCAjyB0wUXeP4NCIDwcGjaFGrXhtBQkwsolWFW+lirBDRKnysiIiL+oBYrqZjDAVdeCS6XJ8g6jcJiF7fMWkNGVg5pDaOZmd6JsBAdWlZhVtejzkmxrMk8AJgb0KjrlYhvWW0co4i/zVi6jW93ZOv4FwVWchrBwZ6/UgUFnterVsG+fRAXB926ccusNaz85RAAK385xC2z1vDOHd38UkT9oJ+ZWV2P7urTDIdRAvmbGdU7lVEmBTTqelVz6fy3BquNYxTxt5eWbqWwxKHjXxRYyVnauhUefxw2b/YEVU6nJ8hKTaVevUsgsaN31oysHL8VSz/o1hUUGMCdvZvx6aebubO3Lnil6un8twardPsVMYuOfymlwErOznvvwSefeLoGJiVBZCTk58PGjYx1b+HYxS6WpHYBIK1htN+KpR90EfvS+W8NSiEvdqdxvFJKgZWcmcsFS5YA4G7Thk3788k/kkNESBCtkpNp/Msv/HXj53zfuistm8QyM72T34qmH3QR+9L5bw12Gcdo966ndt/+0xnVO7XMGCuxLwVWcmarVnm6AiYksGl/PjmFTgByCp1s2pdH6wYNaJ99gO8GRENP/4ytKmWXH3QRKU/nvzXYZRyj3bue2n37T+fO3s0YfeKYdLEtBVZyZqVjqiIiyD/sGT8VUVxAoNtNfkAtaBANBw965vMzu/ygi0h5Ov/Fn+ze9dTu2y9yNtSGK2cWF+dJVJGfT0RIECEuJ7EFOUQXHSM6wA15eZ734+LMLmmVcZW4mb54Cze+9g3TF2/BVeI2u0gifqPjX6Q8uz8Tz+7bL3I21GIlZ9atG6SmwsaNtEpOZhNQ4CoiODSY1EZ1YHsmtGnjma+GUJcHsTMd/yLl2b3rqd23X+RsKLCSMwsKgtGjYdw4AjIzaV2/PtRv5MkKuD0TYmLg7rs989UQ6vIgdqbjX6Q8u3c9tfv2i5yNmnMlLL41aJDn3+ee8ySyOHjQ0/2vTRu46y5ISQHDAIfj9MupQGGxi1tmrSEjK4e0htHMTO9EWIi5h6ayjYmd6fj3L2VbE7Evnf81iwIrOXuDBsHAgZ4sgfv2ecZUde3qecbVf/4DV14JnTuf82JvmbWGlb8cAmDlL4e4ZdYa3rnD3G6Fvu7yoC9SsfIxoC4//qWulyL2pfO/ZlFgJecmKAh69iw7LSkJMjMhNPS8FpmRlXPa12bwdZcHfZGKlY8BdfnxL3W9FLEvnf81izVuj0r11r07jBoF7dqd18fTGkaf9nVNpC9S0TEgpZRtTcS+dP7XLGqxkspzOKBOneOvnU7PtN27ITcXoqIgMRECKo7jZ6Z3KjfGqqbz9xgWK3c78wcrbr/GMUkpdb0UsS+d/zWLAiupWkeOwLRpsHMnlJRAYSElIaG8dyySd5t0Iqxd23LJKcJCgkwfU+Vv/v4iNbvb2Yyl2/h2R7ZpQY3Z218R/ZhKqZrc9dKKNzXEf7T/z6wmn/92VK0CqyeffJJ58+axadMmwsPDufjii5k8eTItW7b0zmMYBhMnTuSVV17hyJEjdO3alRdffJE2bdqYWHIbWb4cPvkEioqgd29o2pTPV24lavcGhu7YycxCF7eA7QKpk/n7i9TsbmcvLd1KYYnDtKDG7O2viH5MxQ6seFND/Ef7X+ymWt02+PLLL7nrrrtYtWoVixYtwuVyMWDAAPLy8rzzTJkyhalTp/LCCy+wevVq4uPj6d+/P7m5uSaW3CbcbvjhB4iJwX35FazKhnnfZ5FZHMCWugnUKchhwJaVbPr1qNkltR2z+3CbHdSYvf0idmXFmxq+5ipxM33xFm587RumL96Cq8RtdpFMY8f9L/ZWrVqsPv/88zKvZ86cSYMGDVi7di2XXnophmEwbdo0HnroIa655hoAZs+eTVxcHHPmzGHkyJFmFNs+du6ETZvgwgv5dm8+q35LoR7gdkNAAFlRdUk9tIueoQU+K4K6HVTM7G5nZgc1Zm+/+IfOf+ux41hCtdIcZ8f9L/ZWrQKrk2VnZwMQG+s5UTMzM9m7dy8DBgzwzhMaGkqvXr1YsWLFKQOroqIiioqKvK9zcjzpvp1OJ06n01fFPyul6ze7HGfl8GEC8/MxwsLYezSbQAdEFufTcv92fm2QSG5EJI2NXCb3beKz7ZmxdBszlm7FANZkHsBhlHBn71NfRFer+q2kUb2SoFcSAIa7BKe7xOfrLK3Xu3ols3ZXDh0T63B7z0RT6tuM7fc1Ox2/Z+Ncz/8zUf1W3h09E3EYJXy380i587+m1u+6HQcJCTTKvHY6k0wpi9l1fLr9XxOYXb81nZXq92zL4DAMwzjzbNZjGAaDBw/myJEjfP311wCsWLGCHj168Ouvv9KoUSPvvHfccQc7duxgwYIFFS5rwoQJTJw4sdz0OXPmEBER4ZsNqIHC9+2j1TvvUBwVheu3eovavZvQo0cpjooiv359QnJz2XT99RTExZlcWhERERGRM8vPz2fYsGFkZ2cTHX3qxwJV2xarv/zlL/zwww8sW7as3HsOh6PMa8Mwyk070YMPPsi9997rfZ2Tk0NCQgIDBgw4beX5g9PpZNGiRfTv35/g4GBTy3JGbjcB+/bhWL+ekmbN+G5nNpvqRNAi4gjNO7QkcOsWjL59aTh8+ClTr1fWjKXbeOm3O9YOYFTv1DO2WFWb+q2GVL++pfot61zP/zNR/fpWTa1fV4mbV7/OPN5Kc0myaV1Sa2odW4Xq17esVL+lvdnOpFoGVnfffTcff/wxX331FU2aNPFOj4+PB2Dv3r00bNjQO33//v3EnaaFJDQ0lNDQ0HLTg4ODTd+RpaxUltP6wx9gzx4Cfv6Zrk2aQNNGkBcDv2yDBg1g6FACt22D1FQICany1Y/6XQsMR6B3jMWosxxjUW3qt5pS/fqW6tfjfM//M1H9+lZNq9/gYBjdv5XZxSijptWx1ah+fcsK9Xu2669WgZVhGNx999188MEHLF26lOTk5DLvJycnEx8fz6JFi+jQoQMAxcXFfPnll0yePNmMIttPWhqMHg0ffOBJZPHrrxAWBh07wpAhnsyB770HDRvCLbdUeXClFNYi9qXzX0REzFStAqu77rqLOXPm8NFHHxEVFcXevXsBiImJITw8HIfDwZgxY5g0aRLNmzenefPmTJo0iYiICIYNG2Zy6W0kLQ1atvRkCczNhagoSEz0dP/bvRsiI6Fp07MOqgqLXdwyaw0ZWTmkNYwu94Bhf1C2MbEzHf/mUd2Lnen4l+qmWgVWM2bMAKB3795lps+cOZP09HQAxo4dS0FBAaNGjfI+IHjhwoVERUX5ubQ2FxAASUnlpzdpAiNHQq1a5d9zuWDVKti3D+LioFs3CArilllrWPlb6vaVvxzilllr/P6AYaXPFTvT8W8e1b3YmY5/qW6qVWB1NgkMHQ4HEyZMYMKECb4vkJyfExOCGAb897+wbRt89hls3QpOp6eTemoqjB5NRlbZlq2MrLMbQFiV9JBDsTMd/+ZR3Yud6fiX6kbtqWKun3+Gd96BJ5+EDRugdm1PN8HatWHjRhg3jusP/FjmI2kN/Z+psXNSrOkPuRUxi45/86juxc50/Et1U61arKQGSknxtFIB7mbN2LQvj/zDOUSEBNEqOZmAzEzu37yAH67uyk8H8r1jrPztrj6elM0n9vOuaupLbm9W3v/+OP6lYnapeysf//5g9+0/Fbsc/1JzKLASc33zDRw6BE2asGlfHjmFTgLcbo65Sti0D1rXr0/gtq38ux3Qc4BpxfRHtjH1Jbc3K+9/Zdszj13q3srHvz/YfftPxS7Hv9Qcuh0i5tq3zzOmKiKC/GIXGAZ187NpcOwwxQWFngyCTqdnvhpOfcntTftf7Mzux7/dt1+kplBgJeaKi/MkqsjPJyIkiEDDTaBRQgAG4SGBkJfnef80D3iuKfzdl9xV4mb64i3c+No3TF+8BVeJ26frM3u9Vi1HKY0lEDuz+/Fv9+0XqSnUFVDM1a2bJ/vfxo20Sk5m0z44HFCXWkHQvFFtyMyENm0881WBk5+J9eoNF1bJcquCv/uSm9X1xCpdXqxSjlIaS+B7GsdiXXY//u2+/f6g81/8QYGVmCsoCEaPhnHjCMjMpHX9+tCgtqelKjMTYmJg+HBYvhwuvRQcjjMu8nROfibWnXPW8YcGVbAdVcDffcnN6npilS4vVilHKY0l8D2rBdNynN2Pf7tvvz/o/Bd/UKgu5hs0CCZPhtatITsbduzw/NumDTzxBBw8CEuWwFdfVXpVJz8D6+e9uZVeZnVlVtcTq3R5sUo5xH+sFkyLiP/o/Bd/UIuVWMOgQTBwIKxa5UlUERfn6f4XFATr1nlarDpVPs16WsNob4sVQIv4KKCw0sutjszqemKVLi9WKYf4T+ekWJZvPYiBgmkRu9H5L/6gwEqsIygIevYsP71DB2jXDgIDj09zOj1JLdxu2LkTcnMhKgoSEyHg1A2xM9M7lRljNWPYhfxv8UIfbIz1mdX1xCpdXqxSDvEfBdMi9qXzX/xBgZVUDycGVb/8AvPmeQKub76BTZugsBDCwqBVK7j6akhLq3AxYSFBvHPH8UQYTqfT1yUXEYtQMC1iXzr/xR8UWEn1s2KFJ7HF4sWeVqqEBIiMxJWTy5r3F7Nr3gpWXXUjTzz4B8JCfH+IK9OQ2J3OAfNpH9ib9r+INSiwkurnj3+EpUshMhJ3qzS+3XGEPVuzOJrvJCcsjuaHdtHgi8+4NS6ROX++2OfFUaYhsTudA+az4z5QMHGcHfe/iBUpsJLqJysLiouhaVO+3XGEVb8col7eEQrCoiAwiKyouqQe2sWXm7YCvg+slGlI7E7ngPnsuA8UTBxnx/0vYkX2vLUj1VturmdMVWQke44W0CD3MKmHdtMuawsBbjcFwWGEupy0jfHP4a203WJ3OgfMZ8d9oGDiODvufxErUouVVD9RUZ5EFXl5NKodzoasMI6FhHM0LIpaEaEEH8slunYtHruh25mXVQWUaUjsTueA+ey4D5Q++zg77n8RK1JgJdVPYqIn+9+6dXRp5cn+t+dIXRJiwuicXJeATRnQugts+AEaxnkCMR/yR6YhjSWwN6vvf2XbMp8d94GCiePsuP9FrEiBlVQ/AQGelOq7dhGwKYNuTZpAYkPIy4NNGVCvHsTEwA8/eLoMDhtmdokrTWMJ7E37X6Q8BRMiYjUKrKR6SkuD0aPhgw88z7H69VdP98COHWHIEE9g9fnn0K/f8c8YBjgcp1zkiQqLXWUeJDwzvZNfUrefir/HEli9hcTXrLb9GkviX6X7f92Og1xdz/M6ONjsUon4h9W+/0SqEwVWUn2lpUHLlrBzpyehRVSUp5tgwG8/ALfeWnb+Vatg92647DKIjvZMc7mo89NPnpatxo2hWzcICuKWWWtY+cshAFb+cohbZq0p82Bhf/P3WAKzWkis8oNutRYijSXxr9L9HxJocHU9ePXrTEb3b2V2sUT8wmrffyLViQIrqd4CAiAp6czzFRfDl196AqhmzTwtW/PnEzhtGh03bCAoKAhCQiA1FUaPJiMrpMzHM7JyfFP+s+TvsQRmtZBY5Qfdai1EGkviXyfuf4Dvdh4xrSwi/ma17z+R6kSBldhDSAikp8PatdChA8yfD+PGwdGjOCMiMBo2xFFQABs3wrhxXN/nVmbUOn6HOq1htHllx/9jCcxqIbHKD7rVWog0lsS/Svd/qY6JdUwsjYh/We37T6Q6UWAl9hEfD1deCS4XPPccZGdDWBhBxcX8sPsoIaGhtEpOJiAzk/s3L+CHq7vy04F87xgrOzGrhcQqP+hqIbK30v29bsdBYD+3X5JsboF8xCpdb81i9+0/FX3/iZw/BVZiP6tWwdatULs2h7IOERHkxhViUFjoZNO+PFrXr0/gtq38ux3Qc4DZpTWFWS0kVvlBVwuRvZXuf6cziU8//bTGXmxbpeutWey+/aei7z+R86fASuxn3z5wOqF2bbKy3SSEOSkpCgQgv9gFtcM87+/bV+Wrtlq2QavRD3rNphYCa7FK11uz2H37/U3nv9iBjmixn7g4CA6G/HyCw0MpCQ31vhUdYHiyDBYVQd26Vb7q0myDRwuc3myDInZR2kKwbOtBpi3+mReXbDO7SLbWOSmW0gdQ2HEsjd233990/osd6Fa52E+3bp7sfxs30qJpEkeyjxIU4CA8JIjUCAMO5kNyMvTsWeWrPjm7oNnZBkX8SS0E1mKVrrdmsfv2+5vOf7EDBVZiP0FBnocLjxuHY3smQaGhdGgUT0BBARw4AI0awUMPeeYDT6r2zExo0eKsHzB8KmkNo73Pxyp9LWIXVklOIh5273pr9+33N53/YgcKrMSeBg3y/DttGkEbNuDYudOTkr1NG7j77uPvA3z1FSxbBhddBFddVXY5bvepH1BcgZnpncqNsRKxC7UQiNiXzn+xAwVWYl+DBlHSty/fPfss3Zs1I7hxY083waCTTovgYAgM9LRYnSgjAz74ADZt8jx4OCwMWrWCq6+GtLQKVxkWEsQ7d3Tz0QZpcLDdWX3/q4VAxL50/osdKLASewsK4kibNnDFFZ4AqiK9enkeKhwVdXzawoXw+utQUuJppYqMxJWTy5r3F7Nr3gpWXXUjTzz4B79n/FP6YHvT/jeP1YNa8S3tfxEBBVYiZyf6hLFQxcWeBwz/8gvu7hfz7UEne7ZmcTTfSU5YHM0P7aLBF59xa1wic/58sV+L6e/BwXa/mLDa9mtwuHnsGNRa7fg3kx33v4iUp8BK5Fzt3OkJruLiWFMYwqodnmQUDsMAh4OsqLqkHtrFl5u2Av4NrPw9ONjMiwkrXNRZ7WJKg8PNY8eg1mrHv5nsuP9FpDwFViLnqqAAateG5s3Z/ePxhwi3OrAdDNgV04BQl5O2Mf6/c+vvwcFmXkxY4aLOahdTGhxuHjsGtVY7/s1kx/0vIuUpsBI5V1FRnkQVBQU0qh3OzsP5BLucRBfmERoUwFGHm+jatXjshm7wWyuWv/h7cLCZFxNWuKiz2sWUBoebx45BrdWOfzPZcf+LSHkKrETOVWKiJ/vfunV0aeXJ/rfnaAFBSd1pH2XQ8egR6NgRUlPg888hJ8eTACM+3uSCVz0zLyascFGniykpZcegVsf/cXbc/yJSngIrkXMVEOBJqb5rFwGbMujWpAkkxkNeHuzeDfXqwZAhnoyB69dDURF06XLm5bpcsGoV7NsHcXHe1O+Fxa5yz77yd7bBUzHzYsIKF3W6mPI9K4ylk4rp+Pc9Hf8i1Ys1rs5Eqpu0NBg9+vhzrH791dM9sGNHT1BV+hyrESPgp58gKen4Z9esgT17oGtXTwAFMH++J9Pg1q3gdHpSv6emwujR3LKnHit/8STIWPnLIW6Ztcanz8KqLnRRZw9WGEsnYhYd/yLViwIrkfOVlgYtW3qyBObmesZeJSZ6WrRKNWjg+StlGLByJRw6BI0aeQKr+fNh3DjIzvbMGxEB+fmwcSOMG0e9C/8EiR29i8jIyvHjRoqYywpj6UTMouNfpHpRe7JIZQQEeFqjLrjA82/AWZxSgwdD+/aez7hcnpaqQ4dwx9Rmc7aLNbtz2HgM3MnJkJ3NiPXzCXC7vB9Paxh96mWL1DCdk2IpTf9SkxMkuErcTF+8hRtf+4bpi7fgKnGbXSS/svv2n4pdjn+RmkItViL+5HB4WrUSEz2vly3zdP8LC+PQ3kO4A0JxhUeRU+hk0748WtevT7vsA9xk7OWj8GTvGKuqZOUxXOIfVh7HYYWxdP5g9y5fdt/+U/HH8W/l81+kutHVk4iZ9u3zjKlq0IDcYwfICwn3vlVUUAShAQQUFTGxWz0mDh3gkyLcMmuNxnDZnJUvau0yls7uXb7svv2n4o/j38rnv0h1o1sSImaKi/MkqjAMCmPr4Qo8fq8j1l0EBw54Aq/SJBc+cPKYLY3hsh9d1JrP7l2+7L79ZtL5L1J11GIlYqZu3TzZ/zZupFVyMpv25ZFf7CIiJIiEWiGQeQjatPHMB57U7d9/D+3aebIQVoG0htHeFqvS175kZrcTK3R5sUIZTmaFZ4LZnV26PJ6K3bffTDr/RaqOAisRMwUFedK2jxtHQGYmrevXhwbRnmdi7d/vyRw4bpxnPoAffoBPP/U8H+uOO069XLf79NkKTzAzvVO5MVa+ZGa3Eyt0ebFCGU6mi1rz2aXL46nYffvNpPNfpOoosBIx26BBnn9Ln2N18KCne2CbNnD33cffB08q9vr1PS1WpQwDMjKgRQtPAJaRcfz5WoWFlISE8t6xSN5t0omwdm3LJacICwny65gqM7udWKHLixXKcLKafFFrxRZC8R/t/zOryee/iL8psBKxgkGDYOBAWLXKk9AiLs7T/S/opFO0TRto3drTIlUqMxP+8x+oUwf69YMXXvAEZwkJEBnJ5yu3ErV7A0N37GRmoYtbwNTkFGZ2O7FClxcrlMFOrNhCKP6j/S8i/qTASsQqgoKgZ88zz+dwQGDg8deFhRAdDSkp8NFHcPAg7lZprM/YxfaibPYUB+Cqm0DzQ7sYsGUlcxsn+WwTzoaZ3U6s0OXFCmWwEyu2EPqaWmmOs+P+FxHzKLASqe5at4ZWrWDLFnjvPUhIYO2Wvbi+XUO9gCB2NW4FDgdZUXVJPbSLnqEFphbXzG4nVujyYoUy2IkdWwjVSnOcHfe/iJhHgZVITRAQAMXFntaryEiO7N9FREAghcGhGA4HoUGBuAMiSTu6k9/HZMHhwxCrCwyp+ezYQqhWmuPsuP9FxDwKrERqiqgoTwr2vDyim8TzTVEQQSUuADok1qZbnQDIzYAtP0PBCa1WOTmeZ2XFxnq6GZ6Oy1VuHFihm3JZBU9MjiE1n5W7ntmxhVCtNMf5Y/9b+fgXEf/S1Y9ITZGY6OkSuG4dXVqlAbDnaAGNaofTpWkd2PgTXHop/O530LDh8c+tXQtffgmdO8OVV556+fPnH89c6HR6MhempjK9xWWsrNUKgJW/HOKWWWtMTY4h/qeuZ9aiVhr/0vEvIqUUWInUFAEBcPXVsGsXAZsy6NakCSTGe56JtSkDGjSAP/8Z0tLKfq6w0JMMo1Gj49MKCuDddz0JMS65BD75xPM8rexsz3IiIiA/HzZuZOi6zWzqlc6S1C4AZGTl+HQz7X53+MTt79I0hqZmFwh1PbMaO7bSmUnHv4iUUmAlUpOkpXkeOFz6HKtff/V0D+zYEYYMKR9UAVx+OfTtW7Yb4C+/wPbtnqDs4os9LVXZ2bgbNeLnw0UcO5xDREgQrZKTqbNhE8PX/pcvUzriDggirWG0TzfRzLvDVgjqTtz+NZkHmNzFr6uvkF26nllh/5vJ7tt/KnY5/kXkzBRYidQ0aWnQsiXs3Am5uZ6xV4mJnhatUwkJKfs6MdHzbK3AQM+Yqq1boX599mf+Sq1iJwWRdchxG2zal0erpo1J272PSw9upahbD2amd/Lp5pl5d9gKXX5O3n4rsEvXMyvsfzPZfftPxS7Hv4icmQIrkZooIACSks7/81FR0Om3AOn99z1jqsLDKXQ7CMRBcWAwAPnFLgLCHcQZhcxqHwx+GFtl5t1hK3T5OXn7rcAuXc+ssP/NZPftPxW7HP8icmYKrETk9OLiPIkqCgvJr9uA3IJijN+6DUaEBEH2YXC7PQ84LlVS4nmuVpMmZ16+231OrWtm3h22QpefE7e/S9MYyN/s9zLYlRX2v5nsvv0iImeiwEpETq9bN0hNhY0baZWczKZ9npaqiJAgWsVFwtYsaN4chg49/pmdO2HuXAIiIz3vnUpGxvHxYIWFlISE8t6xSN5t0omwdm0rTN1u5t1hK3T5OXH7nU4nn35acwIrq4/hscL+N5M/tt/qx4CIyOkosBKR0wsK8iTEGDeOgMxMWtevDw2iPYktMjM9z78aP97TslWqqAhiYzEaNiybFOPf/4bwcOjTB/bu9STFOHgQEhIgMpLPV24lavcGhu7YycxCF7eApVK3q8uPb1l9DI/d978/tt/qx4CIyOkosBKRMxs0yPNv6XOsDh70dA9s0wbuvvv4+6VatYJWrTAKCmDhQs+0vDxP90CAfv08LVUHD+JuksD32w+R6cxmT3EArroJND+0iwFbVjK3cZLfNlHMZ9cxPGqlOc6ux4CI1AwKrETk7AwaBAMHerIE7tvnaaHq1q3s2KqTnfheWBikp0NWFhw+7On+l5DA1u82UfTLLozo+rhqx4PDwd5asbTL2sL+gKNVU3aXq8JyFxa7uGXWGjKyckhrGF1h18OazGoX9HYdw6NWmuP8eQxY7fgXkerPPlcQIlJ5QUHQs+f5fTYw0JOpMCkJfvzR82DiyEgOFLpxBwSRHVYLgNCgQMICA2h7LIt+R74B/nR8Gbt2eZbToMHpA7oTzZ9/vKXN6fS0tKWmwujR3LKnHit/OQTAyl8OccusNX7remiFizqrXdDbdQyTWmmO8+cxYLXjX0SqPwVWIuJ/UVGeFqy8PAJbNGd1YCylT2XqkFibboFB4K4HiQllP7dgAezeDX/4A7Rt65mWm+uZFhfnGe91ovnzYdw4yM72BGMREZCfDxs3wrhx1LvwT5DY0Tt7RlaODze6LCtc1Fntgt6uY5js2lJXEX8eA1Y7/kWk+lNgJSL+l5joGYe1bh1dWqUBsOdoAY1qh9OlaR3YtBeuucaTNONEkZGe4OjERBnbt3uetZWQACNGHJ/+/fcweTIcPYo7JYVN+/LIP5zjyWaYnExAZiYj1s/nkybtcAd4vgrTGkb7eMOPs8JFnV0u6K3QOng6vm6lsfr2m8Uux7+I+I8CKxHxv4AAuPpq2LWLgE0ZdGvSBBLjPQkuNmVAvXowZEj57n7XXw+GUXZaYCA0agSNGx+fZhjw8suwYQM0acKmfXnkFDoJLnFRUpjP1hInLerXp132AW4y9vJReLJ3jJW/WOGizi5d76zQOng6vm6lsfr2m8Uux7+I+I8CKxExR1qap0Wq9DlWv/7q6R7YsaMnqEpLq/hzJ6ZvB2jd2vN3IpfL07JlGBAdTf6vuQCEOYuIKTpGodsJDRMIOHiQid3qMTEuAmrX+v/27j2q6fP+A/j7m5AEBEJRbuEiIqJWUVrBC6xO54VV56V1bbWtiut0s2p/5aena7ut03U709N2ruucbV1df3q2Fc9Wde2qq3RTrFqOilARLKKCgNwEhUSQW3h+f3xNIFwkEkISeL/OyZl8L8nz/fAcmvee5/t8AbT2/npc6EHHJoNl6p0zjA460mC//u4Mlv5PRP2HwYqIHOfBB4ExY+4rkFhFpZJHxA4cAO7cwRC1G/QNzTAqFGhwU0Ph7iGPjqlUwAMPAF98IZ/3yitt75GfL68iGBkJ6HT3/jwXe9CxvTnb1DNnGB10pP6+fmf7/RMR9RcGKyJyLIVCXimwr02bJq/+l5uLsRER8j1WCgluWi3GBnrKDzceP14eIaurk1/u7m3nX7gg36dlNLYFq+ZmeQGNwEAgNlZu+8WLjnnQcUsLcOIEgk6dArRaYPp0tEgKp/hC62xTz5xhdNCR+vv6ne33T0TUXxisiGhgcnOTpxq+/DIUBQUY5+8PBGjlAFVQAPj4yA839vUFFi3qfP6IEXKoGj68bduNG8DZs/I0w7g4efrfgQNAXh5adTpkFtXgWpPe/g86vruEvNvly5hQWwu3v/8dGDUKn03/Pt6uC3X4F1pnm3rWH6ODzjxK09+jo872+yci6i8MVkQ0cC1YIP+v6TlWVVXy9L/x4+VQZdrflYcfll/teXjIz/GSJPl17Zo8/U+pROmFfFxU+KHK8wEAgFfTHfjfvolZt2+i5LuPtb3HN98AjY1ycPPxuf9rareEvPD3R71GA3d3d0i5uZh0IR8zE1bi6KgpDv1COxin3nGUps1g/P0TEQEMVkQ00C1YADz6KJCeLt8zFRgoTxO09gHD7fn6AnPmtP1sMMgPOh4xAkX6IhgwxLzLU2qFUqnAAzDirUdHtJ1z6pR8T9lTT7UFq5ISYN8+ecrhM8+0HZufDzQ1yVMMtVp5+t877wC1tWiNiEBexW34q5XIqwPGRETA5+IlJGV8irSRkyAUbn33hdYJF+ZwthGi/h6lcbbrb2+wT70kosGLwYqIBj43N3mkqa+ZHnTs7Q3FmNFovFpt3jVydBhiJwUDN28CQ33bzgkLk0fNfNttMxjkV8cRrOPHgeJiOYSNGyeHw7w8AEDp5RLoVV7wVwP6hhZcKbmJUf5D8fCtSqySyuEzZ1bffKHtsDBHq0aDr1T++GfEFITEx3b5hb5Pp551E+qcbYSov0dpnO362xvIC7MQEd0LgxURUW/d40HHk8N95WdyTZpkeZ/W3Lmd32fkSODHP+78jC6dTp5yaAphFRXyNEK1Gi13mgFV26EqfS0kowI+aMEvpvgBc6LkJez/+U/5fR5/vO3gwkI5sAQFyfeLdaeLhTmycktQk3MaEzO/wf9dqwFgxy/0HUId3N3lej/+OM4U6u07QtTaChQWwruwUK5XZKTDR+na431MRETOZ8AGq507d+LNN99EWVkZxo8fj7fffhvTp093dLOIaCCx9kHHPS0fr9F0vaT7/PmWPwcGyvd5eXqiyQ1AS9supUYtb9Bo5OMAoLYWqKyUt7X3xRfy9MNly+SgAsgh7LPP5HYsXNi2MEdREVojR+FsRQNKDHrU3mlF7d2FOebmf4WzV2MA2CFYdRHqUFcHZGYCxcVIjFuEk4B9RojuBjplbi7GFBRAOn0aJzWB/TdKZwXex0RE5HwGZLDat28fkpOTsXPnTnzrW9/C+++/j3nz5iE3NxfD2/8/x0REturtg457Y9o0ICoKyM3FqLv3WAHN0Lq7ISQwpG0J+Wl3l3YfMQJYubJzsBs6VL53S6tt21ZbC5SWtt17VlQkX09TE0rTvsJFZQBuDZGP92moQ6ChCoGGavgPWdX2HgcPykFu7lwgIkLeduMGkJYmPy+s/f1pX38tf+bYsUBAgLztzh3gyhVArZbrWVWF1rEP4tylclTUVMDfzwdxYx+E4puLeLb8HGpmPIbTJQZMjhjWdyNE7QKdCA6GobERlXdUqMnop1E6K/E+JiIi5zMgg9X27dvxwx/+EKtXrwYAvP322/j888/x7rvvYuvWrQ5uHRENOPZ60HFHHZaQH+Pnh5sNLRgzxA2K9kvIm8LRkCHyNMOOlizpvG34cODpp9vONS3ModWiuuw2mto94NhHo4DXEHf4SkY8FN1upOTGDTmcNTW1bTMY5GeCBQRYBqusLDkI+vq2BavqauAf/zBPw0NYGE5fu4VbWTkYdkePy0ND0KpUYlpoKJRff43/uXEDCAkB5rzU9r6HD8uLfsyYAcTEyNtu35ZDn0YDPPlk27EXLsjtjYqSg2Brq/z5ly6hdeRInL3ZAh+lEtm1Ajf7Y5TuPvA+JiIi5zPgglVTUxMyMjLwyiuvWGxPTEzEqVOnujynsbERjY2N5p/1ej0AoLm5Gc3NzfZrrBVMn+/odgxUrK99Dbr6hoS0/dtolF997bvfBVpaoNyxA7hyBUPuBrnWBx+Ecf16eX9v6q3RtIWw5mbA3R1KtRpi2DA0DNGhsfAmlJCnnYVG6BA1IRBSTQ2MnkPafr9z5sijTgEBbW3QaiHNmQPh7m7RLikyEtBqIbTatu2SBCksDKiuhqK+HsLdHeU1tVArFDAq3QCFAuU19TCGBECqr4e4cwcA0Nr+fW/ehHTjBkR9PYRpu8EARV4e4O5ueezFi5DOn4fQaCBCQ4HCQigvXABu30bp6a9xzicS3wkG6hqaoFRIqNQOw5ibxQjwqB88fdqOBt3fBwdgje2L9bUvZ6qvtW2QhOh4t7RrKy0tRUhICE6ePImEhATz9t/85jfYs2cP8u6uqNXeli1b8Mtf/rLT9r/97W8Ycq8bu4mIHKWlBb55edDU1qLRxwe3xozp3RLy3WltRdT+/fC5cgWGsDB5EQ0TIeBdXIzayEjkL1nS5yNzHhUVGPvRR2jy9kZLF3+D3errodbrcenJJ9Hg7w9ju3vIVAYDlA0NaPHyQouHBwBA0dQEr5ISQJKgN01RBOBdVAT3mzdxW6fDncBAeBcWYuxHH8mLQigUMHSYOi4ZjfAqLUXeU0/BMGJEn14zERE5r/r6ejzzzDOora2Ftv00+g4G3IiVidT+SwAAIUSnbSavvvoqNm7caP5Zr9cjLCwMiYmJ9yxef2hubkZqairmzp0LlUrV8wl0X1hf+2J97cvu9Y2MhGLHDuiqqyFCQswLSEjXr0NMmICA9esR1Zf3kJm0tkJRUQEpKwvGyEicK6pFWe0d6Hw8MGm4D5TffAMxZw50q1f3bagrLITyzBmIYcNw9qYR565V4zvBAkdLJUwKH4a4AAUkjQYB8+fL96+RTfj3wf5YY/tife3Lmeprms3WkwEXrPz8/KBUKlFeXm6xvbKyEoGmlbI60Gg00HRcNQuASqVy+C/SxJnaMhCxvvbF+tqX3eo7cSLwv//btjBHebm8MEdcHPDYY1DaI1SZPPEEUFoKxaVLmBoaCoQ/IK8KeOmSPNXw+9+Hsou/2zaJjJSfF5aZicl3l89HcxUmhQ/D5BFDobi7fL6ih6XX6f7w74P9scb2xfralzPU19rPH3DBSq1WIzY2FqmpqXi83XNbUlNTsXjxYge2jIjIBfXXwhxdfW5/rbZo0mH5/DidDpfLjIgLUMihytrl84mIaFAacMEKADZu3IgVK1YgLi4O8fHx2LVrF4qKirB27VpHN42IyPUoFI6Z+uaIUNcu0Em5ufAqLYWk0dg30BER0YAwIIPV0qVLUV1djddffx1lZWWIjo7GoUOHEB4e7uimERHR/XBEqLsb6IxXriDv0CEEzJ/P6X9ERNSjARmsAGDdunVYt26do5tBRESu6G6gM4wYIQc7hioiIuoB/0tBRERERERkIwYrIiIiIiIiGzFYERERERER2YjBioiIiIiIyEYMVkRERERERDZisCIiIiIiIrIRgxUREREREZGNGKyIiIiIiIhsxGBFRERERERkIwYrIiIiIiIiGzFYERERERER2YjBioiIiIiIyEYMVkRERERERDZyc3QDnJEQAgCg1+sd3BKgubkZ9fX10Ov1UKlUjm7OgMP62hfra1+sr32xvvbF+tofa2xfrK99OVN9TZnAlBG6w2DVBYPBAAAICwtzcEuIiIiIiMgZGAwG+Pj4dLtfEj1Fr0GotbUVpaWl8Pb2hiRJDm2LXq9HWFgYiouLodVqHdqWgYj1tS/W175YX/tife2L9bU/1ti+WF/7cqb6CiFgMBgQHBwMhaL7O6k4YtUFhUKB0NBQRzfDglardXinGshYX/tife2L9bUv1te+WF/7Y43ti/W1L2ep771Gqky4eAUREREREZGNGKyIiIiIiIhsxGDl5DQaDTZv3gyNRuPopgxIrK99sb72xfraF+trX6yv/bHG9sX62pcr1peLVxAREREREdmII1ZEREREREQ2YrAiIiIiIiKyEYMVERERERGRjRisiIiIiIiIbMRg5eR27tyJiIgIuLu7IzY2Fl9++aWjm+RytmzZAkmSLF5BQUHm/UIIbNmyBcHBwfDw8MDMmTORk5PjwBY7v+PHj2PhwoUIDg6GJEk4ePCgxX5ratrY2IgXXngBfn5+8PT0xKJFi1BSUtKPV+G8eqrvqlWrOvXpadOmWRzD+nZt69atmDx5Mry9vREQEIDHHnsMeXl5Fsew//aeNfVl/+29d999FxMnTjQ/MDU+Ph6HDx8272fftU1P9WXf7Vtbt26FJElITk42b3P1Psxg5cT27duH5ORk/OxnP0NmZiamT5+OefPmoaioyNFNcznjx49HWVmZ+ZWdnW3e98Ybb2D79u3YsWMHzpw5g6CgIMydOxcGg8GBLXZudXV1iImJwY4dO7rcb01Nk5OTceDAAaSkpODEiRO4ffs2FixYAKPR2F+X4bR6qi8APProoxZ9+tChQxb7Wd+upaWlYf369UhPT0dqaipaWlqQmJiIuro68zHsv71nTX0B9t/eCg0NxbZt23D27FmcPXsWs2bNwuLFi81fPNl3bdNTfQH23b5y5swZ7Nq1CxMnTrTY7vJ9WJDTmjJlili7dq3FtrFjx4pXXnnFQS1yTZs3bxYxMTFd7mttbRVBQUFi27Zt5m0NDQ3Cx8dHvPfee/3UQtcGQBw4cMD8szU1rampESqVSqSkpJiPuX79ulAoFOLf//53v7XdFXSsrxBCJCUlicWLF3d7DutrvcrKSgFApKWlCSHYf/tax/oKwf7b13x9fcUHH3zAvmsnpvoKwb7bVwwGg4iKihKpqalixowZ4sUXXxRCDIy/vxyxclJNTU3IyMhAYmKixfbExEScOnXKQa1yXfn5+QgODkZERASWLVuGq1evAgAKCgpQXl5uUWeNRoMZM2awzr1kTU0zMjLQ3NxscUxwcDCio6NZdysdO3YMAQEBGD16NNasWYPKykrzPtbXerW1tQCAoUOHAmD/7Wsd62vC/ms7o9GIlJQU1NXVIT4+nn23j3Wsrwn7ru3Wr1+P733ve5gzZ47F9oHQh90c3QDqWlVVFYxGIwIDAy22BwYGory83EGtck1Tp07F3r17MXr0aFRUVODXv/41EhISkJOTY65lV3W+du2aI5rr8qypaXl5OdRqNXx9fTsdw/7ds3nz5uHJJ59EeHg4CgoK8Nprr2HWrFnIyMiARqNhfa0khMDGjRvxyCOPIDo6GgD7b1/qqr4A+6+tsrOzER8fj4aGBnh5eeHAgQMYN26c+Usl+65tuqsvwL7bF1JSUnDu3DmcOXOm076B8PeXwcrJSZJk8bMQotM2urd58+aZ/z1hwgTEx8cjMjISe/bsMd90yjr3vd7UlHW3ztKlS83/jo6ORlxcHMLDw/HZZ59hyZIl3Z7H+lrasGEDzp8/jxMnTnTax/5ru+7qy/5rmzFjxiArKws1NTX4+OOPkZSUhLS0NPN+9l3bdFffcePGse/aqLi4GC+++CKOHDkCd3f3bo9z5T7MqYBOys/PD0qlslP6rqys7JTk6f54enpiwoQJyM/PN68OyDr3HWtqGhQUhKamJty6davbY8h6Op0O4eHhyM/PB8D6WuOFF17AJ598gqNHjyI0NNS8nf23b3RX366w/94ftVqNUaNGIS4uDlu3bkVMTAx+//vfs+/2ke7q2xX23fuTkZGByspKxMbGws3NDW5ubkhLS8M777wDNzc3c41cuQ8zWDkptVqN2NhYpKamWmxPTU1FQkKCg1o1MDQ2NuLixYvQ6XSIiIhAUFCQRZ2bmpqQlpbGOveSNTWNjY2FSqWyOKasrAwXLlxg3XuhuroaxcXF0Ol0AFjfexFCYMOGDdi/fz/++9//IiIiwmI/+69teqpvV9h/bSOEQGNjI/uunZjq2xX23fsze/ZsZGdnIysry/yKi4vDs88+i6ysLIwcOdL1+3A/L5ZB9yElJUWoVCqxe/dukZubK5KTk4Wnp6coLCx0dNNcyqZNm8SxY8fE1atXRXp6uliwYIHw9vY213Hbtm3Cx8dH7N+/X2RnZ4unn35a6HQ6odfrHdxy52UwGERmZqbIzMwUAMT27dtFZmamuHbtmhDCupquXbtWhIaGii+++EKcO3dOzJo1S8TExIiWlhZHXZbTuFd9DQaD2LRpkzh16pQoKCgQR48eFfHx8SIkJIT1tcLzzz8vfHx8xLFjx0RZWZn5VV9fbz6G/bf3eqov+69tXn31VXH8+HFRUFAgzp8/L376058KhUIhjhw5IoRg37XVverLvmsf7VcFFML1+zCDlZP74x//KMLDw4VarRaTJk2yWLKWrLN06VKh0+mESqUSwcHBYsmSJSInJ8e8v7W1VWzevFkEBQUJjUYjvv3tb4vs7GwHttj5HT16VADo9EpKShJCWFfTO3fuiA0bNoihQ4cKDw8PsWDBAlFUVOSAq3E+96pvfX29SExMFP7+/kKlUonhw4eLpKSkTrVjfbvWVV0BiA8//NB8DPtv7/VUX/Zf2zz33HPm7wT+/v5i9uzZ5lAlBPuure5VX/Zd++gYrFy9D0tCCNF/42NEREREREQDD++xIiIiIiIishGDFRERERERkY0YrIiIiIiIiGzEYEVERERERGQjBisiIiIiIiIbMVgRERERERHZiMGKiIiIiIjIRgxWRERERERENmKwIiIiIiIishGDFRERERERkY0YrIiIyCUJIfDSSy8hODgYCoUCkiShsLDQ6vOrq6uh1Wqh1WpRW1trv4Z2Y+XKlZAkCX/605/6/bOJiKjvMVgREZFLOnjwIN566y2UlZVh7NixmDp1KjQaDY4fP4758+fD398fkiRBkiS89957nc5/8803YTAY8Nxzz8HHx6ff279p0yYAwK9+9Ss0Nzf3++cTEVHfYrAiIiKXlJOTAwDw8/NDTk4O0tPTodPpcO7cOaSmpmLo0KHdntvc3Izdu3cDAJYvX94v7e0oJiYG48ePR3FxMf71r385pA1ERNR3GKyIiMjlzJw5E6+99hoAoKqqyjwVEABWrFgBvV6Pzz//vNvzU1NTUVVVBZ1Oh7i4OPP2Tz75BJIkQaFQ4NixYwCAw4cPm7f95z//uWe7li9fDkmS8Mgjj1hsnzRpEiRJwtq1ay22L1y4EACQkpJi3YUTEZHTYrAiIiKXM27cOISEhAAA1Go1pk6diqlTpwIAhg0bBg8Pj3ue/+WXXwIAJk+ebLF90aJFWLNmDYQQWLNmDcrKyvCjH/0IAJCcnIzZs2ff833XrVsHADh58iQuXboEACgsLERmZiYAICkpyeL4KVOmWLSHiIhcF4MVERG5nJ07d2L16tUAAJ1Oh/T0dKSnp1t9fn5+PgBgxIgRnfb97ne/Q1RUFC5fvoyHH34YJSUlmDBhArZu3drj+yYkJGDixIkAgD//+c8AgI8//hgAEBUVhfj4eIvjw8PDAQBlZWWoq6uzuv1EROR8GKyIiGjQMa0C6O3t3Wmfp6cn/vKXv0CpVKKiogIqlQp//etfodForHrv559/HgCwd+9eGI1Gc7BauXJlp2O1Wm2nNhERkWtisCIiokHHFGhu377d5f6SkhIYjUYA8kIX97OM+/Lly+Ht7Y2ysjLs3r0b6enpkCQJK1as6HSsXq/v1CYiInJNDFZERDToREVFAQCuXbvWaV/7+6oeeughAMDq1atRWVlpPmbVqlWQJKnLqYReXl7mELVx40YIITBjxgzztL/2TJ8fGBgILy8vm66JiIgci8GKiIgGlP3792PUqFGYOXOmedsvfvELjBo1Cs8++ywAmFfty8jIsDhXCIFVq1ahuroaCQkJ+OqrrzBx4kRUVlaa7+myhmk6oOm+qY6LVpicPn0aADB9+nSr35uIiJwTgxUREQ0oer0eV65csRiNunHjBq5cuYLr168DABITEzFs2DAUFxcjKyvLfNwf/vAHHDlyBB4eHvjwww/h7u6OPXv2QKVS4dNPP8WuXbsAALdu3QIA80IVHUVHR5vD0pAhQ/DEE090eZzp+VXLli2z7aKJiMjhJCGEcHQjiIiI+tvLL7+MN954Axs3bsRvf/tbq88TQsDf3x/19fXIyclBREREl8etXbsW77//PlasWIG9e/d22n/+/HnExMQgLCwMly9fhlqt7vW1EBGR43HEioiIBqWf/OQn8Pb2xgcffHBfK/JduHAB1dXV2Lx5c5ehateuXVi8eDF2794NhUKBTZs2dfk+b731FgDg5z//OUMVEdEAwBErIiKiPrRq1Srs2bMHoaGheP311/GDH/zA0U0iIqJ+wGBFRERERERkI04FJCIiIiIishGDFRERERERkY0YrIiIiIiIiGzEYEVERERERGQjBisiIiIiIiIbMVgRERERERHZiMGKiIiIiIjIRgxWRERERERENmKwIiIiIiIishGDFRERERERkY3+H78uYfvnUK0/AAAAAElFTkSuQmCC", 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", 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" ] diff --git a/examples/easom_in_parallel.ipynb b/examples/easom_in_parallel.ipynb index a33281e..20af789 100644 --- a/examples/easom_in_parallel.ipynb +++ b/examples/easom_in_parallel.ipynb @@ -166,8 +166,8 @@ "output_type": "stream", "text": [ "Parallel evolution in progress with 4 islands ...\n", - "Final Avg. Fitness = 0.5522, Spread = 0.3457.\n", - "Elapsed time: 1.611 seconds.\n" + "Final Avg. Fitness = 0.5101, Spread = 0.3827.\n", + "Elapsed time: 2.800 seconds.\n" ] } ], @@ -184,10 +184,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Minimum Found: -0.99999\n", + "Minimum Found: -0.99997\n", "\n", - "x0 = 3.13973\n", - "x1 = 3.14261\n" + "x0 = 3.14467\n", + "x1 = 3.14461\n" ] } ], diff --git a/examples/one_max.ipynb b/examples/one_max.ipynb index 0af419d..2551173 100644 --- a/examples/one_max.ipynb +++ b/examples/one_max.ipynb @@ -157,10 +157,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = 25.1200.\n", + "Initial Avg. Fitness = 24.8500.\n", "StandardGA finished in 28 iterations.\n", - "Final Avg. Fitness = 46.0600.\n", - "Elapsed time: 3.218 seconds.\n" + "Final Avg. Fitness = 45.3600.\n", + "Elapsed time: 3.122 seconds.\n" ] } ], diff --git a/examples/osyczka_kundu_multiobjective.ipynb b/examples/osyczka_kundu_multiobjective.ipynb index 7a04e46..0d1d145 100644 --- a/examples/osyczka_kundu_multiobjective.ipynb +++ b/examples/osyczka_kundu_multiobjective.ipynb @@ -213,8 +213,8 @@ "output_type": "stream", "text": [ "Parallel evolution in progress with 4 islands ...\n", - "Final Avg. Fitness = -150.3496, Spread = 482.9802.\n", - "Elapsed time: 57.164 seconds.\n" + "Final Avg. Fitness = -180.0002, Spread = 551.7845.\n", + "Elapsed time: 71.423 seconds.\n" ] } ], @@ -231,15 +231,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "x1=5.08913\n", - "x2=1.01583\n", - "x3=1.00001\n", - "x4=0.00002\n", - "x5=1.00023\n", - "x6=0.00085\n", + "x1=5.08823\n", + "x2=1.01579\n", + "x3=1.00021\n", + "x4=0.00048\n", + "x5=1.00000\n", + "x6=0.00224\n", " \n", - "f1(x) = -255.53623\n", - "f2(x) = 28.93162\n" + "f1(x) = -255.39455\n", + "f2(x) = 28.92237\n" ] } ], @@ -368,7 +368,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -422,9 +422,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "SOMap", "language": "python", - "name": "python3" + "name": "somap" }, "language_info": { "codemirror_mode": { @@ -436,7 +436,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/queens_puzzle.ipynb b/examples/queens_puzzle.ipynb index 9179a47..e187b30 100644 --- a/examples/queens_puzzle.ipynb +++ b/examples/queens_puzzle.ipynb @@ -211,7 +211,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -255,11 +255,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Island population 0, finished in 264 iterations.\n", - "Island population 1, finished in 289 iterations.\n", - "Island population 2, finished in 39 iterations.\n", - "Final Avg. Fitness = -1.6100, Spread = 1.1696.\n", - "Elapsed time: 15.664 seconds.\n" + "Parallel evolution in progress with 4 islands ...\n", + "Island population 0, finished in 151 iterations.\n", + "Island population 1, finished in 14 iterations.\n", + "Island population 3, finished in 387 iterations.\n", + "Final Avg. Fitness = -2.3750, Spread = 1.7929.\n", + "Elapsed time: 27.793 seconds.\n" ] } ], @@ -285,14 +286,14 @@ "text": [ "Optimal configuration found: 0.00000\n", "\n", - "[[0. 0. 0. 1. 0. 0. 0. 0.]\n", - " [1. 0. 0. 0. 0. 0. 0. 0.]\n", - " [0. 0. 0. 0. 1. 0. 0. 0.]\n", - " [0. 0. 0. 0. 0. 0. 0. 1.]\n", + "[[0. 0. 0. 0. 0. 0. 1. 0.]\n", " [0. 1. 0. 0. 0. 0. 0. 0.]\n", - " [0. 0. 0. 0. 0. 0. 1. 0.]\n", + " [0. 0. 0. 0. 0. 1. 0. 0.]\n", " [0. 0. 1. 0. 0. 0. 0. 0.]\n", - " [0. 0. 0. 0. 0. 1. 0. 0.]]\n" + " [1. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 1. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 1.]\n", + " [0. 0. 0. 0. 1. 0. 0. 0.]]\n" ] } ], @@ -327,7 +328,7 @@ "outputs": [ { "data": { - "image/png": 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", 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N5xVkdeg8VB+CBQCgxvNrXEfeda4dGrzr+MmvcR0nVYTKECwAADWexcuiun2bXnNO3b5NWM+iBiBYAABcQq1WoQoZHFvuzIV3HT+FDI5lHYsaggWyAAAuo1arUPm3CGHlzRqMYAEAcCkWL4v8m9Y1uwxUgkshAADAYQgWAADAYQgWAIAaJTc3V8OHD1dkZKSsVquioqI0ZswYnTp1yjbHYrFU+PP//t//M7FySAQLAEANcuDAAcXFxWnfvn1auHCh9u/fr1mzZmn16tWKj49Xfn6+JOnYsWN2P++++64sFot+8YtfmNwBuHkTAFBjpKSkyGq1KiMjQ7Vq1ZIkNWrUSO3bt1fTpk01YcIEzZw5UxEREXaf++ijj9S9e3c1adLEjLLxA5yxAADUCPn5+Vq5cqVGjhxpCxVlIiIiNGjQIKWlpckw7N9gevz4cX366acaPny4M8tFJQgWAIAaIScnR4ZhKDY2tsL9sbGxOn36tE6ePGk3/t577ykoKEj9+/d3Rpm4DoIFAMAllJ2psFrtV9589913NWjQIPn7+5tRFn6EYAEAqBGaNWsmi8Wi7OzsCvfv2bNHYWFhqlu3rm1s/fr12rt3r5588kknVYnrIVgAAGqEkJAQJSQkaMaMGbp48aLdvry8PM2fP1/Dhg2zG58zZ446dOigtm3bOrFSXAvBAgBQY0yfPl1FRUVKTEzUunXrlJubq/T0dCUkJCgmJkYTJ060zS0sLNQ//vEPzlbUMAQLAECN0bx5c2VlZalJkyZKTk5WVFSUkpKSFBMTow0bNigwMNA2d9GiRTIMQ48++qiJFePHqhQsoqOjK1zpLCUlpbrqAwB4mOjoaM2bN095eXkqLS3VxIkTlZGRoZ07d9rNe/rpp3XhwgXVqVPHpEpRkSotkJWVlaWSkhLb9rfffquEhAQNGDDA4YUBACBJqampio6O1pYtW9SpUyd5eXGyvSarUrAICwuz2546daqaNm2qbt26ObQoAAB+6PHHHze7BNygm17S+/Lly/rggw80fvx4WSyWSucVFRWpqKjItl1YWChJKi4uVnFx8c0e3uWU9epJPUv0Td+egb7p2xPcaL8W48dro96gDz/8UAMHDtSRI0cUGRlZ6bzJkycrNTW13PiCBQsUEBBwM4cGAABOduHCBQ0cOFAFBQUKDg6udN5NB4vExERZrVZ9/PHH15xX0RmLhg0b6tixYwoJCbmZQ7uk4uJiZWZmKiEhQb6+vmaX4zT0Td+egL7p2xMUFhYqNDT0usHipi6FHD58WKtWrdKSJUuuO9fPz09+fn7lxn19fT3qD1KGvj0LfXsW+vYsntb3jfZ6U7fWzp07V+Hh4erdu/fNfBwAALipKgeL0tJSzZ07V0OHDpWPz03f+wkAANxQlYPFqlWrdOTIET3xxBPVUQ8AAHBhVT7l0LNnT93k/Z4AAMDNsXwZAABwGIIFAABwGIIFAABwGIIFAABwGIIFAABwGIIFAABwGIIFAABwGIIFAABwGIIFAABwGIIFAABwGIIFAABwGI95PWlJqaEvD+brxNlLCg/y152N68nby2J2WQAAuBWPCBbp3x5T6sfZOlZwyTbWoI6/JvVtoV6tGphYGQAA7sXtL4Wkf3tMv/pgu12okKS8gkv61Qfblf7tMZMqAwDA/bh1sCgpNZT6cbYqesl72Vjqx9kqKeU18AAAOIJbB4svD+aXO1PxQ4akYwWX9OXBfOcVBQCAG3PrYHHibOWh4mbmAQCAa3PrYBEe5O/QeQAA4NrcOljc2bieGtTxV2UPlVp09emQOxvXc2ZZAAC4LbcOFt5eFk3q20KSyoWLsu1JfVuwngUAAA7i1sFCknq1aqCZg3+miDr2lzsi6vhr5uCfsY4FAAAO5BELZPVq1UAJLSJYeRMAgGrmEcFCunpZJL5piNllAADg1tz+UggAAHAeggUAAHAYggUAAHAYtwkWubm5Gj58uCIjI2W1WhUVFaUxY8bo1KlTtjlLlixRYmKiQkNDZbFYtGPHDvMKBgDADblFsDhw4IDi4uK0b98+LVy4UPv379esWbO0evVqxcfHKz//6rtAzp8/ry5dumjq1KkmVwwAgHtyi6dCUlJSZLValZGRoVq1akmSGjVqpPbt26tp06aaMGGCZs6cqSFDhkiSDh06ZGK1AAC4L5c/Y5Gfn6+VK1dq5MiRtlBRJiIiQoMGDVJaWpoMg1ejAwBQ3Vw+WOTk5MgwDMXGxla4PzY2VqdPn9bJkyedXBkAAJ7H5YPF9ZSdqbBarSZXAgCA+3P5YNGsWTNZLBZlZ2dXuH/Pnj0KCwtT3bp1nVsYAAAeyOWDRUhIiBISEjRjxgxdvHjRbl9eXp7mz5+vYcOGmVMcAAAexuWDhSRNnz5dRUVFSkxM1Lp165Sbm6v09HQlJCQoJiZGEydOlHT1Rs8dO3bYzm7s3btXO3bsUF5enpnlAwDgNqocLI4eParBgwcrJCREAQEBateunbZt21Ydtd2w5s2bKysrS02aNFFycrKioqKUlJSkmJgYbdiwQYGBgZKk5cuXq3379urdu7ck6ZFHHlH79u01a9YsM8sHAMBtVGkdi9OnT6tLly7q3r27VqxYofDwcP373/+uEfcvREdHa968ebbtSZMm6Y033tDOnTsVHx8vSRo2bBiXRQAAqEZVChZ//OMf1bBhQ82dO9c2Fh0d7eiaHCI1NVXR0dHasmWLOnXqJC8vt7jqAwBAjValYLF8+XIlJiZqwIABWrt2rW699VaNHDlSTz31VKWfKSoqUlFRkW27sLBQklRcXKzi4uKbLPvGDB48WJJUUlKikpKSaj3W9ZT1Wt091zT0Td+egL7p2xPcaL8WowpLUvr7+0uSxo8frwEDBujLL7/U2LFj9be//U2PPfZYhZ+ZPHmyUlNTy40vWLBAAQEBN3poAABgogsXLmjgwIEqKChQcHBwpfOqFCysVqvi4uK0ceNG29jo0aOVlZWlTZs2VfiZis5YNGzYUMeOHVNISMiNHtrlFRcXKzMzUwkJCfL19TW7HKehb/r2BPRN356gsLBQoaGh1w0WVboU0qBBA7Vo0cJuLDY2VosXL670M35+fvLz8ys37uvr61F/kDL07Vno27PQt2fxtL5vtNcq3dHYpUsX7d27125s3759ioqKqsrXAAAAN1WlYDFu3Dht3rxZr776qvbv368FCxZo9uzZSklJqa76AACAC6lSsOjYsaOWLl2qhQsXqlWrVnr55Zc1bdo0DRo0qLrqAwAALqRK91hIUp8+fdSnT5/qqAUAALg4Vo0CAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOQ7AAAAAOU+V3hQCuoKS0RNtPbNfJCycVFhCmn4X/TN5e3maXBQBuj2ABt7Pq8CpN/XKqjl84bhurH1BfL9z5gnpE9TCxMgBwf1wKgVtZdXiVxq8ZbxcqJOnEhRMav2a8Vh1eZVJlAOAZCBZwGyWlJZr65VQZMsrtKxv745d/VElpibNLAwCPQbCA29h+Ynu5MxU/ZMhQ3oU8bT+x3YlVAYBnIVjAbZy8cNKh8wAAVUewgNsICwhz6DwAQNURLOA2fhb+M9UPqC+LLBXut8iiiIAI/Sz8Z06uDAA8B8ECbsPby1sv3PmCJJULF2Xbz9/5POtZAEA1IljArfSI6qE37n5D4QHhduP1A+rrjbvfYB0LAKhmLJAFt9Mjqoe6N+zOypsAYAKCBdySt5e3OkZ0NLsMAPA4XAoBAAAOQ7AAAAAOQ7AAAAAOQ7CAS8rNzdXw4cMVGRkpq9WqqKgojRkzRqdOnbLNmTx5su644w7Vrl1bt9xyi3r06KEtW7aYWDUAuD+CBVzOgQMHFBcXp3379mnhwoXav3+/Zs2apdWrVys+Pl75+fmSpJiYGE2fPl3ffPONvvjiC0VHR6tnz546eZIlvQGguvBUCFxOSkqKrFarMjIyVKtWLUlSo0aN1L59ezVt2lQTJkzQzJkzNXDgQLvPvfHGG5ozZ46+/vpr3XvvvWaUDgBujzMWcCn5+flauXKlRo4caQsVZSIiIjRo0CClpaXJMOxfnX758mXNnj1bderUUdu2bZ1ZMgB4FIIFXEpOTo4Mw1BsbGyF+2NjY3X69Gnb5Y5PPvlEgYGB8vf315///GdlZmYqNDTUmSUDgEchWMCtlJ2psFqtkqTu3btrx44d2rhxo3r16qXk5GSdOHHCzBIBwK0RLOBSmjVrJovFouzs7Ar379mzR2FhYapbt64kqXbt2mrWrJnuuusuzZkzRz4+PpozZ44TKwYAz0KwgEsJCQlRQkKCZsyYoYsXL9rty8vL0/z58zVs2LBKP28YhoqKiqq5SgDwXAQLuJzp06erqKhIiYmJWrdunXJzc5Wenq6EhATFxMRo4sSJOn/+vF566SVt3rxZhw8f1vbt2/Xkk0/qu+++04ABA8xuAQDcVpWCxeTJk2WxWOx+IiIiqqs2oELNmzdXVlaWmjRpouTkZEVFRSkpKUkxMTHasGGDAgMD5e3trT179ugXv/iFYmJi1KdPH508eVLr169Xy5YtzW4BANxWldexaNmypVatWmXb9vbmVdRwvujoaM2bN8+2PWnSJL3xxhvauXOn4uPj5e/vryVLlphXIAB4qCoHCx8fH85SoMZJTU1VdHS0tmzZok6dOsnLi6t8AGCGKgeLnJwcRUZGys/PT506ddKrr76qJk2aVDq/qKjI7ma5wsJCSVJxcbGKi4tvomTXVNarJ/UsObfvwYMHS5JKSkpUUlJS7ce7Fv7e9O0J6Nsz+74ei/HjJQqvYcWKFbpw4YJiYmJ0/PhxvfLKK9qzZ4927dqlkJCQCj8zefJkpaamlhtfsGCBAgICbvTQAADARBcuXNDAgQNVUFCg4ODgSudVKVj82Pnz59W0aVP95je/0fjx4yucU9EZi4YNG+rYsWOVhhF3VFxcrMzMTCUkJMjX19fscpyGvunbE9A3fXuCwsJChYaGXjdY/KSXkNWuXVutW7dWTk5OpXP8/Pzk5+dXbtzX19ej/iBl6Nuz0LdnoW/P4ml932ivP+kOt6KiIu3evVsNGjT4KV8DAADcRJWCxbPPPqu1a9fq4MGD2rJlix566CEVFhZq6NCh1VUfAABwIVW6FPLdd9/p0Ucf1ffff6+wsDDddddd2rx5s6KioqqrPgAA4EKqFCwWLVpUXXUAAAA3wCpCAADAYQgWAADAYQgWAADAYQgWAADAYQgWAADAYQgWAADAYQgWAADAYQgWAADAYQgWAADAYQgWAADAYQgWAADAYar0rhAAAGCO0tJSHT58WOfOnVNgYKCioqLk5VXzzg8QLAAAqOGys7OVnp6uwsJC21hwcLB69eqlFi1amFhZeTUv6gAAAJvs7Gx9+OGHdqFCkgoLC/Xhhx8qOzvbpMoqRrAAAKCGKi0tVXp6+jXnpKenq7S01EkVXR/BAgCAGurw4cPlzlT8WGFhoQ4fPuykiq6PYAEAQA117tw5h85zBoIFAAA1VGBgoEPnOQPBAgCAGioqKkrBwcHXnBMcHKyoqCgnVXR9BAsAAGooLy8v9erV65pzevXqVaPWs6g5lQAAgHJatGih5OTkcmcugoODlZycXOPWsWCBLAAAargWLVrojjvuYOVNAADgGF5eXmrcuLHZZVxXzYs6AADAZREsAACAwxAsAACAwxAsAACoAXJzczV8+HBFRkbKarUqKipKY8aM0alTp2xzzp07p1GjRum2225TrVq1FBsbq5kzZ5pYdXkECwAATHbgwAHFxcVp3759Wrhwofbv369Zs2Zp9erVio+PV35+viRp3LhxSk9P1wcffKDdu3dr3LhxeuaZZ/TRRx+Z3MH/ECwAADBZSkqKrFarMjIy1K1bNzVq1EhJSUlatWqVjh49qgkTJkiSNm3apKFDh+ruu+9WdHS0nn76abVt21Zbt241uYP/IVgAAGCi/Px8rVy5UiNHjlStWrXs9kVERGjQoEFKS0uTYRjq2rWrli9frqNHj8owDH3++efat2+fEhMTTaq+PNaxAADARDk5OTIMQ7GxsRXuj42N1enTp3Xy5Em99dZbeuqpp3TbbbfJx8dHXl5eeuedd9S1a1cnV105ggUAADWYYRiSJKvVqrfeekubN2/W8uXLFRUVpXXr1mnkyJFq0KCBevToYXKlVxEsAAAwUbNmzWSxWJSdna0HH3yw3P49e/YoLCxMfn5+eumll7R06VL17t1bktSmTRvt2LFDf/rTn2pMsOAeCwAATBQSEqKEhATNmDFDFy9etNuXl5en+fPna9iwYSouLlZxcXG594N4e3urtLTUmSVfE8ECAACTTZ8+XUVFRUpMTNS6deuUm5ur9PR0JSQkKCYmRhMnTlRwcLC6deum5557TmvWrNHBgwc1b948vf/+++rXr5/ZLdgQLAAAMFnz5s2VlZWlJk2aKDk5WVFRUUpKSlJMTIw2bNigwMBASdKiRYvUsWNHDRo0SC1atNDUqVP1hz/8QSNGjDC5g//5ScFiypQpslgsGjt2rIPKAQDAM0VHR2vevHnKy8tTaWmpJk6cqIyMDO3cudM2JyIiQnPnztXRo0d18eJF7dmzR+PHj5fFYjGxcns3ffNmVlaWZs+erTZt2jiyHgAAICk1NVXR0dHasmWLOnXqVO7eiprqpoLFuXPnNGjQIL399tt65ZVXrjm3qKhIRUVFtu3CwkJJst2E4inKevWkniX6pm/PQN/0XV0GDx4sSSopKVFJSUm1H+9abrRfi1H2gGwVDB06VPXq1dOf//xn3X333WrXrp2mTZtW4dzJkycrNTW13PiCBQsUEBBQ1UMDAAATXLhwQQMHDlRBQYGCg4MrnVflMxaLFi3S9u3blZWVdUPzX3zxRY0fP962XVhYqIYNG6p79+4KCQmp6uFdVnFxsTIzM5WQkCBfX1+zy3Ea+qZvT0Df9O0Jyq44XE+VgkVubq7GjBmjjIwM+fv739Bn/Pz85OfnV27c19fXo/4gZejbs9C3Z6Fvz+Jpfd9or1UKFtu2bdOJEyfUoUMH21hJSYnWrVtnewbX29u7apUCAAC3UaVgce+99+qbb76xG3v88cd1xx136PnnnydUAADg4aoULIKCgtSqVSu7sdq1ayskJKTcOAAA8Dyu8VAsAABwCT/57aZr1qxxQBkAAMAdcMYCAAA4DMECAAA4DMECAAA4DMECAAA4DMECAAA4DMECAAA4DMECAAA4DMECAAA4DMECAAA4DMECAAA4DMECAAA4zE9+VwgAwBylpSU6unuXzp05rcC6t+jW2Jby8vI2uyx4OIIFALignC0b9dm82TqX/71tLLBeqO4Z9rSad+psYmXwdFwKAQAXk7Nlo5a/8apdqJCkc/nfa/kbrypny0aTKgMIFgDgUkpLS/TZvNnXnPP5e7NVWlripIoAewQLAHAhR3fvKnem4sfOnvpeR3fvclJFgD2CBQC4kHNnTjt0HuBoBAsAcCGBdW9x6DzA0QgWAOBCbo1tqcB6odecExQSqltjWzqpIsAewQIAXIiXl7fuGfb0Ned0H/o061nANAQLAHAxzTt11v3jXyp35iIoJFT3j3+JdSxgKhbIAgAX1LxTZzXt2ImVN1HjECwAwEV5eXmrYcs2ZpcB2OFSCAAAcBiCBQAAcBiCBQDUULm5uRo+fLgiIyNltVoVFRWlMWPG6NSpU3bzdu/erfvvv1916tRRUFCQ7rrrLh05csSkquHpCBYAUAMdOHBAcXFx2rdvnxYuXKj9+/dr1qxZWr16teLj45Wfny9J+ve//62uXbvqjjvu0Jo1a7Rz50797ne/k7+/v8kdwFNx8yYA1EApKSmyWq3KyMhQrVq1JEmNGjVS+/bt1bRpU02YMEEzZ87UhAkTdN999+m1116zfbZJkyZmlQ1wxgIAapr8/HytXLlSI0eOtIWKMhERERo0aJDS0tJUUlKiTz/9VDExMUpMTFR4eLg6deqkZcuWmVM4IIIFANQ4OTk5MgxDsbGxFe6PjY3V6dOndfToUZ07d05Tp05Vr169lJGRoX79+ql///5au3atk6sGruJSCAC4GMMwJEk+Plf/L/yBBx7QuHHjJEnt2rXTxo0bNWvWLHXr1s20GuG5OGMBADVMs2bNZLFYlJ2dXeH+PXv2KCwsTKGhofLx8VGLFi3s9sfGxvJUCExDsACAGiYkJEQJCQmaMWOGLl68aLcvLy9P8+fP17Bhw2S1WtWxY0ft3bvXbs6+ffsUFRXlzJIBG4IFANRA06dPV1FRkRITE7Vu3Trl5uYqPT1dCQkJiomJ0cSJEyVJzz33nNLS0vT2229r//79mj59uj7++GONHDnS5A7gqQgWAFADNW/eXFlZWWrSpImSk5MVFRWlpKQkxcTEaMOGDQoMDJQk9evXT7NmzdJrr72m1q1b65133tHixYvVtWtXkzuAp6pSsJg5c6batGmj4OBgBQcHKz4+XitWrKiu2gDAo0VHR2vevHnKy8tTaWmpJk6cqIyMDO3cudNu3hNPPKGcnBxdvHhRO3bs0AMPPGBSxUAVnwq57bbbNHXqVDVr1kyS9N577+mBBx7QV199pZYtW1ZLgQCAq1JTUxUdHa0tW7aoU6dO8vLipDNqnioFi759+9pt/+EPf9DMmTO1efNmggUAOMHjjz9udgnANd30OhYlJSX6xz/+ofPnzys+Pr7SeUVFRSoqKrJtFxYWSpKKi4tVXFx8s4d3OWW9elLPEn3Tt2egb/r2BDfar8UoW2nlBn3zzTeKj4/XpUuXFBgYqAULFui+++6rdP7kyZOVmppabnzBggUKCAioyqEBAIBJLly4oIEDB6qgoEDBwcGVzqtysLh8+bKOHDmiM2fOaPHixXrnnXe0du3acgu0lKnojEXDhg117NgxhYSEVOXQLq24uFiZmZlKSEiQr6+v2eU4DX3Ttyegb/r2BIWFhQoNDb1usKjypRCr1Wq7eTMuLk5ZWVl688039be//a3C+X5+fvLz8ys37uvr61F/kDL07Vno27PQt2fxtL5vtNeffEuxYRh2ZyQAAIDnqtIZi5deeklJSUlq2LChzp49q0WLFmnNmjVKT0+vrvoAAIALqVKwOH78uIYMGaJjx46pTp06atOmjW2JWQAAgCoFizlz5lRXHQAAwA2wbBsAAHAYggUAAHAYggUAAHAYggUAAHAYggUAAHAYggUAAHAYggUAAHAYggUAAHAYggUAAHAYggUAAHAYggUAAHCYKr0rBEDNZpSU6MLWbbpy8qR8wsIUENdBFm9vs8sC4EEIFoCbKMzI0PFXp+hKXp5tzCciQvVfelHBPXuaWBkAT8KlEMANFGZk6OiYsXahQpKuHD+uo2PGqjAjw6TKAHgaggXg4oySEh1/dYpkGBXsvDp2/NUpMkpKnFwZAE9EsABc3IWt28qdqbBjGLqSl6cLW7c5rygAHotgAbi4KydPOnQeAPwUBAvAxfmEhTl0HgD8FAQLwMUFxHWQT0SEZLFUPMFikU9EhALiOji3MAAeiWABuDiLt7fqv/Tifzd+FC7+u13/pRdZzwKAUxAsADcQ3LOnbn1zmnzq17cb96lfX7e+OY11LAA4DQtkAW4iuGdPBd17LytvAjAVwQJwIxZvb9XudKfZZQDwYFwKAQAADkOwAAAADkOwAFxIbm6uhg8frsjISFmtVkVFRWnMmDE6depUhfN/+ctfymKxaNq0ac4tFIDHIlgALuLAgQOKi4vTvn37tHDhQu3fv1+zZs3S6tWrFR8fr/z8fLv5y5Yt05YtWxQZGWlSxQA8EcECcBEpKSmyWq3KyMhQt27d1KhRIyUlJWnVqlU6evSoJkyYYJt79OhRjRo1SvPnz5evr6+JVQPwNAQLwAXk5+dr5cqVGjlypGrVqmW3LyIiQoMGDVJaWpoMw1BpaamGDBmi5557Ti1btjSpYgCeisdNAReQk5MjwzAUGxtb4f7Y2FidPn1aJ0+e1Jw5c+Tj46PRo0c7uUoAIFgAbsEwDElXb+588803tX37dlkqe3cIAFQjLoUALqBZs2ayWCzKzs6ucP+ePXsUFham9evX68SJE2rUqJF8fHzk4+Ojw4cP69e//rWio6OdWzQAj0SwAFxASEiIEhISNGPGDF28eNFuX15enubPn69hw4ZpyJAh+vrrr7Vjxw7bT2RkpJ577jmtXLnSpOoBeBIuhQAuYvr06ercubMSExP1yiuvqHHjxtq1a5eee+45xcTEaOLEiQoMDFRISIjd53x9fRUREaHbb7/dpMoBeBLOWAAuonnz5srKylKTJk2UnJysqKgoJSUlKSYmRhs2bFBgYKDZJQJA1YLFlClT1LFjRwUFBSk8PFwPPvig9u7dW121AfiR6OhozZs3T3l5eSotLdXEiROVkZGhnTt3VvqZQ4cOaezYsc4rEoBHq1KwWLt2rVJSUrR582ZlZmbqypUr6tmzp86fP19d9QG4htTUVL311lvasmWLSktLzS4HAKp2j0V6errd9ty5cxUeHq5t27bp//7v/xxaGIAb8/jjj5tdAgDY/KSbNwsKCiRJ9erVq3ROUVGRioqKbNuFhYWSpOLiYhUXF/+Uw7uUsl49qWeJvunbM9A3fXuCG+3XYpStrFNFhmHogQce0OnTp7V+/fpK502ePFmpqanlxhcsWKCAgICbOTQAAHCyCxcuaODAgSooKFBwcHCl8246WKSkpOjTTz/VF198odtuu63SeRWdsWjYsKGOHTtW7rE4d1ZcXKzMzEwlJCR41Euh6Ju+PQF907cnKCwsVGho6HWDxU1dCnnmmWe0fPlyrVu37pqhQpL8/Pzk5+dXbtzX19ej/iBl6Nuz0LdnoW/P4ml932ivVQoWhmHomWee0dKlS7VmzRo1btz4pooDAADuqUrBIiUlRQsWLNBHH32koKAg5eXlSZLq1KlT7lXOAADA81RpHYuZM2eqoKBAd999txo0aGD7SUtLq676AACAC6nypRAAAIDK8K4QAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMFV6VwhcUGmJdHijdO64FFhfiuoseXmbXRUAwE0RLNxZ9nIp/Xmp8D//GwuOlHr9UWpxv3l1AQDcFpdC3FX2cunDx+xDhSQVHrs6nr3cnLoAAG6NYOGOSkuunqlQRa+5/+9Y+gtX5wEA4EAEC3d0eGP5MxV2DKnw6NV5AAA4EMHCHZ077th5AADcIIKFOwqs79h5AADcIIKFO4rqfPXpD1kqmWCRgm+9Og8AAAciWLgjL++rj5RKKh8u/rvdayrrWQAAHI5g4a5a3C8lvy8FN7AfD468Os46FgCAasACWe6sxf3SHb1ZeRMA4DQEC3fn5S01/rnZVQAAPASXQgAAgMMQLAAAgMMQLAAAgMMQLFxcbm6uhg8frsjISFmtVkVFRWnMmDE6deqUJKm4uFjPP/+8Wrdurdq1aysyMlKPPfaY/vOfay35DQDAzSFYuLADBw4oLi5O+/bt08KFC7V//37NmjVLq1evVnx8vPLz83XhwgVt375dv/vd77R9+3YtWbJE+/bt0/3387gpAMDxeCrEhaWkpMhqtSojI0O1atWSJDVq1Ejt27dX06ZNNWHCBM2cOVOZmZl2n/vLX/6iO++8U0eOHFGjRo3MKB0A4KY4Y+Gi8vPztXLlSo0cOdIWKspERERo0KBBSktLk2GUf3V6QUGBLBaL6tat66RqAQCegmDhonJycmQYhmJjYyvcHxsbq9OnT+vkyZN245cuXdILL7yggQMHKjg42BmlAgA8CMHCTZWdqbBarbax4uJiPfLIIyotLdWMGTPMKg0A4MYIFi6qWbNmslgsys7OrnD/nj17FBYWZrvcUVxcrOTkZB08eFCZmZmcrQAAVAuChYsKCQlRQkKCZsyYoYsXL9rty8vL0/z58zVs2DBJ/wsVOTk5WrVqlUJCQkyoGADgCQgWLmz69OkqKipSYmKi1q1bp9zcXKWnpyshIUExMTGaOHGirly5ooceekhbt27V/PnzVVJSory8POXl5eny5ctmtwAAcDNVDhbr1q1T3759FRkZKYvFomXLllVDWbgRzZs3V1ZWlpo0aaLk5GRFRUUpKSlJMTEx2rBhgwIDA/Xdd99p+fLl+u6779SuXTs1aNDA9rNx40azWwAAuJkqB4vz58+rbdu2mj59enXUgyqKjo7WvHnzlJeXp9LSUk2cOFEZGRnauXOnbb9hGBX+3H333eYWDwBwO1VeICspKUlJSUnVUQscIDU1VdHR0dqyZYs6deokLy+udgEAnKfaV94sKipSUVGRbbuwsFDS1RsKi4uLq/vwNUZZr87oefDgwZKkkpISlZSUVPvxrsWZfdck9E3fnoC+PbPv67EYFS3NeIMsFouWLl2qBx98sNI5kydPVmpqarnxBQsWKCAg4GYPDQAAnOjChQsaOHCgCgoKrrlkQbUHi4rOWDRs2FDHjh3zqMcei4uLlZmZqYSEBPn6+ppdjtPQN317Avqmb09QWFio0NDQ6waLar8U4ufnJz8/v3Ljvr6+HvUHKUPfnoW+PQt9exZP6/tGe+XOPgAA4DBVPmNx7tw57d+/37Z98OBB7dixQ/Xq1eMV3AAAeLgqB4utW7eqe/futu3x48dLkoYOHap58+Y5rDAAAOB6qhws7r77bv2E+z0BAIAb4x4LAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMAQLAADgMFV+VwgA1DSlpYaO5ZzR+cIi1Q72U4PmdeXlZTG7LMAjESwAuLR/f3VC69NydP5MkW2sdl0//fzh5mraPtzEygDPxKUQAC7r31+dUPrfvrULFZJ0/kyR0v/2rf791QmTKgM8F8ECgEsqLTW0Pi3nmnO++DBHpaWGkyoCIBEsALioYzlnyp2p+LFzp4t0LOeMcwoCIIlgAcBFnS+8dqio6jwAjkGwAOCSagf7OXQeAMcgWABwSQ2a11XtutcODYG3XH30FIDzECwAuCQvL4t+/nDza87pmtyc9SwAJyNYAHBZTduHq9cvW5U7cxF4i596/bIV61gAJmCBLAAurWn7cDVuG8bKm0ANQbAA4PK8vCy69fZbzC4DgLgUAgAAHIhgAQAAHIZgAQAAHIZgAaDGy83N1fDhwxUZGSmr1aqoqCiNGTNGp06dss0ZNmyYLBaL3c9dd91lYtWAZyJYAKjRDhw4oLi4OO3bt08LFy7U/v37NWvWLK1evVrx8fHKz8+3ze3Vq5eOHTtm+/nXv/5lYuWAZ+KpEAA1WkpKiqxWqzIyMlSrVi1JUqNGjdS+fXs1bdpUEyZM0MyZMyVJfn5+ioiIMLNcwONxxgJAjZWfn6+VK1dq5MiRtlBRJiIiQoMGDVJaWpoM4+qr0desWaPw8HDFxMToqaee0okTJ8woG/BoBAsANVZOTo4Mw1BsbGyF+2NjY3X69GmdPHlSSUlJmj9/vj777DO9/vrrysrK0j333KOiIt5uCjgTl0IAuKyyMxVWq1UPP/ywbbxVq1aKi4tTVFSUPv30U/Xv39+sEgGPwxkLADVWs2bNZLFYlJ2dXeH+PXv2KCwsTHXr1i23r0GDBoqKilJOTk41VwnghwgWAGqskJAQJSQkaMaMGbp48aLdvry8PM2fP1/Dhg2r8LOnTp1Sbm6uGjRo4IRKAZQhWACo0aZPn66ioiIlJiZq3bp1ys3NVXp6uhISEhQTE6OJEyfq3LlzevbZZ7Vp0yYdOnRIa9asUd++fRUaGqp+/fqZ3QLgUW4qWMyYMUONGzeWv7+/OnTooPXr1zu6LgCQJDVv3lxZWVlq0qSJkpOTFRUVpaSkJMXExGjDhg0KDAyUt7e3vvnmGz3wwAOKiYnR0KFDFRMTo02bNikoKMjsFgCPUuWbN9PS0jR27FjNmDFDXbp00d/+9jclJSUpOztbjRo1qo4aAXi46OhozZs3z7Y9adIkvfHGG9q5c6fi4+NVq1YtrVy50rwCAdhU+YzFG2+8oeHDh+vJJ59UbGyspk2bpoYNG9oWqAGA6paamqq33npLW7ZsUWlpqdnlAPiBKp2xuHz5srZt26YXXnjBbrxnz57auHFjhZ8pKiqye468oKBAkuyW4fUExcXFunDhgk6dOiVfX1+zy3Ea+qbv6nL//fdLkk6fPl2tx7kR/L3p2xOcPXtW0v8e865MlYLF999/r5KSEtWvX99uvH79+srLy6vwM1OmTFFqamq58ZiYmKocGgAA1ABnz55VnTp1Kt1/UwtkWSwWu23DMMqNlXnxxRc1fvx42/aZM2cUFRWlI0eOXLMwd1NYWKiGDRsqNzdXwcHBZpfjNPRN356AvunbExiGobNnzyoyMvKa86oULEJDQ+Xt7V3u7MSJEyfKncUo4+fnJz8/v3LjderU8ag/SJng4GD69iD07Vno27N4Yt83ckKgSjdvWq1WdejQQZmZmXbjmZmZ6ty5c9WqAwAAbqfKl0LGjx+vIUOGKC4uTvHx8Zo9e7aOHDmiESNGVEd9AADAhVQ5WDz88MM6deqUfv/73+vYsWNq1aqV/vWvfykqKuqGPu/n56dJkyZVeHnEndE3fXsC+qZvT+Cpfd8oi3G950YAAABuEO8KAQAADkOwAAAADkOwAAAADkOwAAAADkOwAAAADuPUYDFjxgw1btxY/v7+6tChg9avX+/Mw5ti3bp16tu3ryIjI2WxWLRs2TKzS6p2U6ZMUceOHRUUFKTw8HA9+OCD2rt3r9llVbuZM2eqTZs2ttX44uPjtWLFCrPLcropU6bIYrFo7NixZpdSrSZPniyLxWL3ExERYXZZTnH06FENHjxYISEhCggIULt27bRt2zazy6pW0dHR5f7eFotFKSkpZpdW4zgtWKSlpWns2LGaMGGCvvrqK/385z9XUlKSjhw54qwSTHH+/Hm1bdtW06dPN7sUp1m7dq1SUlK0efNmZWZm6sqVK+rZs6fOnz9vdmnV6rbbbtPUqVO1detWbd26Vffcc48eeOAB7dq1y+zSnCYrK0uzZ89WmzZtzC7FKVq2bKljx47Zfr755huzS6p2p0+fVpcuXeTr66sVK1YoOztbr7/+uurWrWt2adUqKyvL7m9dtgL1gAEDTK6sBjKc5M477zRGjBhhN3bHHXcYL7zwgrNKMJ0kY+nSpWaX4XQnTpwwJBlr1641uxSnu+WWW4x33nnH7DKc4uzZs0bz5s2NzMxMo1u3bsaYMWPMLqlaTZo0yWjbtq3ZZTjd888/b3Tt2tXsMkw3ZswYo2nTpkZpaanZpdQ4TjljcfnyZW3btk09e/a0G+/Zs6c2btzojBJgooKCAklSvXr1TK7EeUpKSrRo0SKdP39e8fHxZpfjFCkpKerdu7d69OhhdilOk5OTo8jISDVu3FiPPPKIDhw4YHZJ1W758uWKi4vTgAEDFB4ervbt2+vtt982uyynunz5sj744AM98cQTlb7Z25M5JVh8//33KikpKfcG1Pr165d7Uyrci2EYGj9+vLp27apWrVqZXU61++abbxQYGCg/Pz+NGDFCS5cuVYsWLcwuq9otWrRI27dv15QpU8wuxWk6deqk999/XytXrtTbb7+tvLw8de7cWadOnTK7tGp14MABzZw5U82bN9fKlSs1YsQIjR49Wu+//77ZpTnNsmXLdObMGQ0bNszsUmqkKr8r5Kf4cbIzDIO05+ZGjRqlr7/+Wl988YXZpTjF7bffrh07dujMmTNavHixhg4dqrVr17p1uMjNzdWYMWOUkZEhf39/s8txmqSkJNv/bt26teLj49W0aVO99957Gj9+vImVVa/S0lLFxcXp1VdflSS1b99eu3bt0syZM/XYY4+ZXJ1zzJkzR0lJSYqMjDS7lBrJKWcsQkND5e3tXe7sxIkTJ8qdxYD7eOaZZ7R8+XJ9/vnnuu2228wuxymsVquaNWumuLg4TZkyRW3bttWbb75pdlnVatu2bTpx4oQ6dOggHx8f+fj4aO3atXrrrbfk4+OjkpISs0t0itq1a6t169bKyckxu5Rq1aBBg3JBOTY21u1vxC9z+PBhrVq1Sk8++aTZpdRYTgkWVqtVHTp0sN1FWyYzM1OdO3d2RglwIsMwNGrUKC1ZskSfffaZGjdubHZJpjEMQ0VFRWaXUa3uvfdeffPNN9qxY4ftJy4uToMGDdKOHTvk7e1tdolOUVRUpN27d6tBgwZml1KtunTpUu7x8X379t3wG65d3dy5cxUeHq7evXubXUqN5bRLIePHj9eQIUMUFxen+Ph4zZ49W0eOHNGIESOcVYIpzp07p/3799u2Dx48qB07dqhevXpq1KiRiZVVn5SUFC1YsEAfffSRgoKCbGeq6tSpo1q1aplcXfV56aWXlJSUpIYNG+rs2bNatGiR1qxZo/T0dLNLq1ZBQUHl7p+pXbu2QkJC3Pq+mmeffVZ9+/ZVo0aNdOLECb3yyisqLCzU0KFDzS6tWo0bN06dO3fWq6++quTkZH355ZeaPXu2Zs+ebXZp1a60tFRz587V0KFD5ePj1DsJXIszH0H561//akRFRRlWq9X42c9+5hGPH37++eeGpHI/Q4cONbu0alNRv5KMuXPnml1atXriiSds/3yHhYUZ9957r5GRkWF2WabwhMdNH374YaNBgwaGr6+vERkZafTv39/YtWuX2WU5xccff2y0atXK8PPzM+644w5j9uzZZpfkFCtXrjQkGXv37jW7lBrNYhiGYU6kAQAA7oZ3hQAAAIchWAAAAIchWAAAAIchWAAAAIchWAAAAIchWAAAAIchWAAAAIchWAAAAIchWAAAAIchWAAAAIchWAAAAIf5//YzHrxgw0W8AAAAAElFTkSuQmCC", "text/plain": [ "
" ] diff --git a/examples/rastrigin.ipynb b/examples/rastrigin.ipynb index b964568..39acf83 100644 --- a/examples/rastrigin.ipynb +++ b/examples/rastrigin.ipynb @@ -140,7 +140,7 @@ "test_GA = StandardGA(initial_pop=population,\n", " fit_func=fun_Rastrigin,\n", " select_op=LinearRankSelector(),\n", - " mutate_op=MetaMutator(0.2),\n", + " mutate_op=MetaMutator(),\n", " crossx_op=MetaCrossover())" ] }, @@ -163,15 +163,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = 93.8700.\n", - "StandardGA finished in 41 iterations.\n", - "Final Avg. Fitness = 196.5627.\n", - "Elapsed time: 0.875 seconds.\n" + "Initial Avg. Fitness = 95.2951.\n", + "StandardGA finished in 118 iterations.\n", + "Final Avg. Fitness = 199.3225.\n", + "Elapsed time: 2.723 seconds.\n" ] } ], "source": [ - "test_GA(epochs=1000, elitism=True, f_tol=1.0e-8, verbose=False)" + "test_GA(epochs=1000, elitism=True, f_tol=1.0e-8, adapt_probs=True, verbose=False)" ] }, { @@ -183,13 +183,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Maximum Found: 201.76545\n", + "Maximum Found: 201.76470\n", "\n", - "x0 = 4.524011\n", - "x1 = 4.524011\n", - "x2 = 4.524011\n", - "x3 = 4.524011\n", - "x4 = 4.524011\n" + "x0 = 4.521652\n", + "x1 = 4.521652\n", + "x2 = 4.521652\n", + "x3 = 4.521652\n", + "x4 = 4.521652\n" ] } ], diff --git a/examples/rosenbrock_on_a_disk.ipynb b/examples/rosenbrock_on_a_disk.ipynb index 029aa7b..51157c4 100644 --- a/examples/rosenbrock_on_a_disk.ipynb +++ b/examples/rosenbrock_on_a_disk.ipynb @@ -23,7 +23,7 @@ "\n", "To do this we apply the [Penalty method](https://en.wikipedia.org/wiki/Penalty_method). Within this setting the global minimum is found at:\n", "\n", - "$\\hat{f}(1.0, 1.0) = 0.0$." + "$\\hat{f}(1, 1) = 0$." ] }, { @@ -71,7 +71,7 @@ "from pygenalgo.operators.crossover.uniform_crossover import UniformCrossover\n", "\n", "# Import Mutation Operator(s).\n", - "from pygenalgo.operators.mutation.meta_mutator import MetaMutator" + "from pygenalgo.operators.mutation.random_mutator import RandomMutator" ] }, { @@ -152,7 +152,7 @@ "test_GA = StandardGA(initial_pop=population,\n", " fit_func=fun_Rosenbrock,\n", " select_op=LinearRankSelector(),\n", - " mutate_op=MetaMutator(),\n", + " mutate_op=RandomMutator(),\n", " crossx_op=UniformCrossover())" ] }, @@ -175,14 +175,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = -158.2089.\n", - "Final Avg. Fitness = -11.4857.\n", - "Elapsed time: 39.965 seconds.\n" + "Initial Avg. Fitness = -208.3777.\n", + "Final Avg. Fitness = -36.0724.\n", + "Elapsed time: 64.357 seconds.\n" ] } ], "source": [ - "test_GA(epochs=2000, elitism=True, adapt_probs=True)" + "test_GA(epochs=3000, elitism=True, adapt_probs=True)" ] }, { @@ -194,10 +194,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Minimum Found: 0.00002\n", + "Minimum Found: 0.00470\n", "\n", - "x0 = 0.99601\n", - "x1 = 0.99210\n" + "x0 = 0.93147\n", + "x1 = 0.86748\n" ] } ], diff --git a/examples/sphere.ipynb b/examples/sphere.ipynb index 77a9efe..7859321 100644 --- a/examples/sphere.ipynb +++ b/examples/sphere.ipynb @@ -128,7 +128,7 @@ "M = 5\n", "\n", "# Define the number of chromosomes.\n", - "N = 200\n", + "N = 100\n", "\n", "# Sample the initial points randomly.\n", "x0_init = np.random.uniform(-10.0, +10.0, size=(N, M))\n", @@ -164,9 +164,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = -166.7747.\n", - "Final Avg. Fitness = -0.2346.\n", - "Elapsed time: 36.765 seconds.\n" + "Initial Avg. Fitness = -165.1591.\n", + "Final Avg. Fitness = -0.3805.\n", + "Elapsed time: 10.840 seconds.\n" ] } ], @@ -185,11 +185,11 @@ "text": [ "Minimum Found: 0.00000\n", "\n", - "x0 = -0.000280\n", - "x1 = 0.000301\n", - "x2 = -0.000044\n", - "x3 = 0.000606\n", - "x4 = -0.000084\n" + "x0 = 0.000008\n", + "x1 = 0.000312\n", + "x2 = 0.001160\n", + "x3 = 0.000193\n", + "x4 = 0.000395\n" ] } ], @@ -224,6 +224,13 @@ "source": [ "### End of file" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/examples/sphere_in_parallel.ipynb b/examples/sphere_in_parallel.ipynb index 6e639d3..ed672f9 100644 --- a/examples/sphere_in_parallel.ipynb +++ b/examples/sphere_in_parallel.ipynb @@ -174,36 +174,36 @@ "\n", "Current period 1 / 10:\n", "\n", - "Best Fitness in island 0 is:= -0.07980.\n", - "Best Fitness in island 1 is:= -0.00110.\n", - "Best Fitness in island 2 is:= -0.07571.\n", - "Best Fitness in island 3 is:= -0.11169.\n", + "Best Fitness in island 0 is:= -0.05178.\n", + "Best Fitness in island 1 is:= -0.02364.\n", + "Best Fitness in island 2 is:= -0.03107.\n", + "Best Fitness in island 3 is:= -0.07727.\n", "\n", "Current period 2 / 10:\n", "\n", - "Best Fitness in island 0 is:= -0.00205.\n", - "Best Fitness in island 1 is:= -0.00006.\n", - "Best Fitness in island 2 is:= -0.00006.\n", - "Best Fitness in island 3 is:= -0.00111.\n", + "Best Fitness in island 0 is:= -0.00968.\n", + "Best Fitness in island 1 is:= -0.00455.\n", + "Best Fitness in island 2 is:= -0.00020.\n", + "Best Fitness in island 3 is:= -0.00003.\n", "\n", "Current period 3 / 10:\n", "\n", - "Best Fitness in island 0 is:= -0.00045.\n", - "Best Fitness in island 1 is:= -0.00002.\n", - "Best Fitness in island 2 is:= -0.00000.\n", - "Best Fitness in island 3 is:= -0.00006.\n", + "Best Fitness in island 0 is:= -0.00019.\n", + "Best Fitness in island 1 is:= -0.00066.\n", + "Best Fitness in island 2 is:= -0.00001.\n", + "Best Fitness in island 3 is:= -0.00001.\n", "\n", "Current period 4 / 10:\n", "\n", - "Best Fitness in island 0 is:= -0.00013.\n", - "Best Fitness in island 1 is:= -0.00000.\n", + "Best Fitness in island 0 is:= -0.00001.\n", + "Best Fitness in island 1 is:= -0.00004.\n", "Best Fitness in island 2 is:= -0.00000.\n", "Best Fitness in island 3 is:= -0.00001.\n", "\n", "Current period 5 / 10:\n", "\n", "Best Fitness in island 0 is:= -0.00000.\n", - "Best Fitness in island 1 is:= -0.00000.\n", + "Best Fitness in island 1 is:= -0.00001.\n", "Best Fitness in island 2 is:= -0.00000.\n", "Best Fitness in island 3 is:= -0.00000.\n", "\n", @@ -241,8 +241,8 @@ "Best Fitness in island 1 is:= -0.00000.\n", "Best Fitness in island 2 is:= -0.00000.\n", "Best Fitness in island 3 is:= -0.00000.\n", - "Final Avg. Fitness = -0.5472, Spread = 1.0713.\n", - "Elapsed time: 19.415 seconds.\n" + "Final Avg. Fitness = -0.4221, Spread = 1.1236.\n", + "Elapsed time: 20.221 seconds.\n" ] } ], @@ -261,16 +261,16 @@ "text": [ "Minimum Found: 0.00000\n", "\n", - "x0 = -0.000051\n", - "x1 = -0.000051\n", - "x2 = -0.000051\n", - "x3 = -0.000051\n", - "x4 = -0.000051\n", - "x5 = -0.000051\n", - "x6 = -0.000051\n", - "x7 = -0.000051\n", - "x8 = -0.000051\n", - "x9 = -0.000051\n" + "x0 = -0.000562\n", + "x1 = -0.000562\n", + "x2 = 0.000429\n", + "x3 = -0.000562\n", + "x4 = 0.000429\n", + "x5 = -0.000562\n", + "x6 = -0.000562\n", + "x7 = 0.000429\n", + "x8 = 0.000429\n", + "x9 = -0.000562\n" ] } ], diff --git a/examples/tanaka_multiobjective.ipynb b/examples/tanaka_multiobjective.ipynb index aa924af..df65e09 100644 --- a/examples/tanaka_multiobjective.ipynb +++ b/examples/tanaka_multiobjective.ipynb @@ -113,14 +113,14 @@ " # Extract genes from the chromosome.\n", " x, y = [gene.value for gene in individual.genome]\n", " \n", - " # Compute each objective function.\n", - " f1, f2 = x, y\n", - " \n", " # Avoid \"division by zero\" errors.\n", " if y == 0.0:\n", - " y += 1.0e-6\n", + " y = 1.0e-8\n", " # _end_if_\n", " \n", + " # Compute each objective function.\n", + " f1, f2 = x, y\n", + " \n", " # Compute the constraints.\n", " C1 = min(0.0, x**2 + y**2 - 1.0 - 0.1*np.cos(16.0 * np.arctan(x/y)))**2\n", " C2 = max(0.0, (x - 0.5)**2 + (y - 0.5)**2 - 0.5)**2\n", @@ -192,9 +192,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = -311.5272.\n", - "Final Avg. Fitness = -14.2946.\n", - "Elapsed time: 12.880 seconds.\n" + "Initial Avg. Fitness = -296.4896.\n", + "Final Avg. Fitness = -18.1674.\n", + "Elapsed time: 14.297 seconds.\n" ] } ], @@ -211,10 +211,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "x1=0.02918, x2=1.04314\n", + "x1=0.04551, x2=1.05783\n", "\n", - "f1(x1, x2) = 0.02918\n", - "f2(x1, x2) = 1.04314\n" + "f1(x1, x2) = 0.04551\n", + "f2(x1, x2) = 1.05783\n" ] } ], @@ -251,7 +251,7 @@ " \n", " # Avoid \"division by zero\" errors.\n", " if y == 0.0:\n", - " y += np.finfo(float).eps\n", + " y = 1.0e-8\n", " # _end_if_\n", "\n", " # Compute the constraints.\n", @@ -321,7 +321,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/examples/tsp.ipynb b/examples/tsp.ipynb index 849517a..51f37df 100644 --- a/examples/tsp.ipynb +++ b/examples/tsp.ipynb @@ -2,7 +2,6 @@ "cells": [ { "cell_type": "markdown", - "id": "f530656b-3a67-4743-a382-87fc8a4c318e", "metadata": {}, "source": [ "# Traveling Salesman Problem\n", @@ -23,7 +22,6 @@ }, { "cell_type": "markdown", - "id": "228b54f7-0916-40d4-a168-9cfb4d1a2f6a", "metadata": {}, "source": [ "### First we import python libraries and set up the directory of our code." @@ -32,7 +30,6 @@ { "cell_type": "code", "execution_count": 1, - "id": "33bc0dad-fba6-4912-918f-7f5ddc0e0195", "metadata": {}, "outputs": [], "source": [ @@ -47,7 +44,6 @@ }, { "cell_type": "markdown", - "id": "4571a796-78bb-4bc1-be8b-61ae50ea6004", "metadata": {}, "source": [ "### Here we import all our custom GA code." @@ -56,7 +52,6 @@ { "cell_type": "code", "execution_count": 2, - "id": "6c5b94cd-44fa-4130-ae65-6672f9ef41c2", "metadata": {}, "outputs": [], "source": [ @@ -77,7 +72,6 @@ }, { "cell_type": "markdown", - "id": "e7379a53-bf8c-4cb2-84fa-4e1b385ccf3f", "metadata": {}, "source": [ "### We create a small data sructure to hold the city information." @@ -86,7 +80,6 @@ { "cell_type": "code", "execution_count": 3, - "id": "8a7cadc3-16ca-4948-bd2e-38ae967f3a41", "metadata": {}, "outputs": [], "source": [ @@ -96,7 +89,6 @@ }, { "cell_type": "markdown", - "id": "c4bbb1ba-4efb-45ca-9068-a3786e8c2640", "metadata": {}, "source": [ "### Then we create a list of cities on a grid with (x, y) coordinates." @@ -105,7 +97,6 @@ { "cell_type": "code", "execution_count": 4, - "id": "f29abf28-f371-469b-a083-f4655827aa13", "metadata": {}, "outputs": [], "source": [ @@ -128,7 +119,6 @@ }, { "cell_type": "markdown", - "id": "0f71f992-9abe-4011-9449-843718fff07d", "metadata": {}, "source": [ "### Lets plot the list." @@ -137,12 +127,11 @@ { "cell_type": "code", "execution_count": 5, - "id": "de02e0f2-6349-45de-8c38-e2fd7a8ef270", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -172,7 +161,6 @@ { "cell_type": "code", "execution_count": 6, - "id": "27469334-fe3f-4be4-a2db-c73f41cd665d", "metadata": {}, "outputs": [], "source": [ @@ -243,7 +231,6 @@ }, { "cell_type": "markdown", - "id": "323020ce-c15c-4646-9075-0ffebbaf1dc2", "metadata": {}, "source": [ "## Important note\n", @@ -254,7 +241,6 @@ { "cell_type": "code", "execution_count": 7, - "id": "c3c8c0ea-4755-46d9-9167-03e18e5e74a0", "metadata": {}, "outputs": [], "source": [ @@ -289,16 +275,15 @@ { "cell_type": "code", "execution_count": 8, - "id": "c16b3cd7-26fb-48a0-9872-e7a06bfc087e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = -78.1648.\n", - "Final Avg. Fitness = -51.4664.\n", - "Elapsed time: 13.109 seconds.\n" + "Initial Avg. Fitness = -80.5953.\n", + "Final Avg. Fitness = -52.0628.\n", + "Elapsed time: 18.784 seconds.\n" ] } ], @@ -308,7 +293,6 @@ }, { "cell_type": "markdown", - "id": "a64df95f-49aa-48a7-a66b-38ea8a9a1d5a", "metadata": {}, "source": [ "### Display the final solution along with the plot of the cities visited." @@ -317,7 +301,6 @@ { "cell_type": "code", "execution_count": 9, - "id": "ddfba59a-eca3-46e0-9f25-ec941798a731", "metadata": {}, "outputs": [ { @@ -326,16 +309,16 @@ "text": [ "Minimum (distance) Found: 48.68138\n", "\n", - "0 : City(Name='Rome', x=3, y=2)\n", - "1 : City(Name='Athens', x=7, y=3)\n", - "2 : City(Name='Lisbon', x=14, y=2)\n", - "3 : City(Name='Berlin', x=12, y=7)\n", - "4 : City(Name='Cairo', x=10, y=8)\n", - "5 : City(Name='Moscow', x=12, y=12)\n", - "6 : City(Name='London', x=7, y=12)\n", - "7 : City(Name='Paris', x=2, y=14)\n", - "8 : City(Name='Dublin', x=6, y=9)\n", - "9 : City(Name='Madrid', x=3, y=7)\n" + "0 : City(Name='Madrid', x=3, y=7)\n", + "1 : City(Name='Dublin', x=6, y=9)\n", + "2 : City(Name='Paris', x=2, y=14)\n", + "3 : City(Name='London', x=7, y=12)\n", + "4 : City(Name='Moscow', x=12, y=12)\n", + "5 : City(Name='Cairo', x=10, y=8)\n", + "6 : City(Name='Berlin', x=12, y=7)\n", + "7 : City(Name='Lisbon', x=14, y=2)\n", + "8 : City(Name='Athens', x=7, y=3)\n", + "9 : City(Name='Rome', x=3, y=2)\n" ] } ], @@ -358,12 +341,11 @@ { "cell_type": "code", "execution_count": 10, - "id": "7fc1e261-0fd9-43d4-b085-106d3a36898e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -413,7 +395,6 @@ { "cell_type": "code", "execution_count": null, - "id": "f9bf9537-657c-48d6-ae72-5d146f6c796e", "metadata": {}, "outputs": [], "source": [] @@ -421,9 +402,9 @@ ], "metadata": { "kernelspec": { - "display_name": "venv_tf", + "display_name": "SOMap", "language": "python", - "name": "venv_tf" + "name": "somap" }, "language_info": { "codemirror_mode": { diff --git a/examples/zakharov.ipynb b/examples/zakharov.ipynb index d63323f..8028d84 100644 --- a/examples/zakharov.ipynb +++ b/examples/zakharov.ipynb @@ -169,9 +169,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial Avg. Fitness = -587795.2911.\n", - "Final Avg. Fitness = -8731.2197.\n", - "Elapsed time: 20.294 seconds.\n" + "Initial Avg. Fitness = -399832.7223.\n", + "Final Avg. Fitness = -9415.2936.\n", + "Elapsed time: 25.728 seconds.\n" ] } ], @@ -188,13 +188,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Minimum Found: 0.00001\n", + "Minimum Found: 0.00000\n", "\n", - "x1 = 0.000315\n", - "x2 = 0.000315\n", - "x3 = 0.000315\n", - "x4 = 0.000315\n", - "x5 = 0.000315\n" + "x1 = 0.000452\n", + "x2 = 0.000452\n", + "x3 = -0.001730\n", + "x4 = 0.000452\n", + "x5 = 0.000452\n" ] } ],