diff --git a/Economics.ipynb b/Economics.ipynb
index 8d8b4af..04e9d93 100644
--- a/Economics.ipynb
+++ b/Economics.ipynb
@@ -11,9 +11,9 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "This is a simulation of an economic marketplace in which there is a *population* of actors, each of which has a level of wealth. On each time step two actors (chosen by an *interaction function*) engage in a transaction that exchanges wealth between them (according to a *transaction function*). The idea is to understand the evolution of the population's wealth over time. I heard about the problem when I visited the Bard College Computer Science Department. \n",
+ "This is a simulation of an economic marketplace in which there is a *population* of actors, each of which has a level of wealth. On each time step two actors (chosen by an *interaction function*) engage in a transaction that exchanges wealth between them (according to a *transaction function*). The idea is to understand the evolution of the population's wealth over time. I heard about the problem when I visited the Bard College Computer Science Department in 2008. *Update:* In 2017, a version posed by Uri Wilensky [became popular](http://www.decisionsciencenews.com/2017/06/19/counterintuitive-problem-everyone-room-keeps-giving-dollars-random-others-youll-never-guess-happens-next/). We cover his version [below](#Uri-Wilensky-Version).\n",
"\n",
- "\n",
+ "
\n",
"\n",
"Why is this interesting? \n",
"- It is an example of using simulation to model the world. The model is simple but captures some aspects of a complex world.\n",
@@ -80,7 +80,7 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
- "collapsed": false
+ "collapsed": true
},
"outputs": [],
"source": [
@@ -93,6 +93,26 @@
" return (numer / denom) - (n + 1) / n"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.11285526402866708"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gini(population)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -102,7 +122,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"metadata": {
"collapsed": true
},
@@ -121,16 +141,14 @@
},
{
"cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 5,
+ "metadata": {},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEPCAYAAABRHfM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRFJRwRARkVT+P3v6rPLtu8ibAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEPCAYAAABRHfM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2UXHWd5/H3NwIqT+kETLIhNA2CCPFIFJawiBqBzYQZ\nN0QcETCztHH36IhgnHE0PCUNsgbGnWM8CGddFTrIk4g8eXTlKbZjNIBIB5CwGMRKtyEdNoQAxpCQ\n8N0/6lZT6XSnb/e9t+t+k8/rnD6pe+tW9SfVt+pb9/u7D+buiIiIDGZUowOIiEgMKhgiIpKKCoaI\niKSigiEiIqmoYIiISCoqGCIikkrhBcPMKmb2uJl1mtkjybwxZnafmT1jZvea2ei65S80s5Vm9rSZ\nTS86n4iIpDMSWxhvANPc/X3ufnwybx7wgLsfCSwBLgQws6OBM4GjgNOAa83MRiCjiIgMYiQKhvXz\ne04HFie3FwOzktszgVvdfau7V4CVwPGIiEjDjUTBcOB+M/utmf23ZN54d18L4O49wLhk/kFAd91j\nVyfzRESkwfYYgd/xAXdfY2bvAO4zs2eoFpF6Oj+JiEjJFV4w3H1N8u//M7O7qLaY1prZeHdfa2YT\ngBeSxVcDB9c9fFIybztmpgIjIjIM7j7sceFCW1JmtreZ7Zvc3geYDjwJ3AO0JoudC9yd3L4HOMvM\n9jKzQ4HDgUf6e253L/3PggULGp5BOZUzcs4IGSPlzKroLYzxwJ3JFsEewE3ufp+ZPQrcZmZzgFVU\n94zC3VeY2W3ACuB14POex/+yQSqVSqMjpKKc+VLO/ETICHFyZlVowXD3PwFT+pm/Hjh1gMcsBBYW\nmUtERIZOR3oXqLW1tdERUlHOfClnfiJkhDg5s7KIHR8zi9ypEhFpCDPDyzrovbvr6OhodIRUlDNf\nUXJOnDgRM9PPLvjT0tJSyDozEsdhiEgJrVmzJpc9Z6R8rKAzKqklJbKbStoTjY4hBRjob6uWlIiI\njAgVjAJF6WUrZ76i5BQZKhUMERFJRWMYIrupvn3u+fMX0dW1obDf19zcxOWXzy3s+fPy7LPPcuml\nl/Lggw+yZcsWxo8fz4wZM/jqV7/KxIkTh/RcDz74IF/4whfo7u5m6tSpXH/99TQ3N/e77DXXXEN7\neztPPvkk55xzDtddd13vfa+//jrnnHMOjz76KKtWraKjo4MPfehDA/7eosYwtJeUSAppP0yjfCj2\np6trAy0tbYU9f6VS3HPn5dlnn2Xq1KnMmTOH5cuXM3HiRNatW8fNN9/M0qVLOfPMM1M/14svvsjH\nP/5xrrvuOj760Y9yySWX8MlPfpJly5b1u/xBBx3EpZdeyr333sumTZt2uP+DH/wgX/rSl/jEJz4x\n7P9fVmpJFShKL1s5B1f7MB3sp6trQ5jXs8wOPfRQrrzySiZPnswBBxzAZz7zGbZs2dJ7/3e/+12O\nOOIIDjzwQGbNmsWaNWt67xs1ahRXX30173znOxk3bhxf+cpXUv/eyy67jJNOOolvfOMbvVsTBx54\nIBdccMGQigXAHXfcwXve8x7OOOMM9tprL9ra2nj88cf5wx/+0O/ys2bNYubMmYwdO3aH+/bcc08u\nuOACTjzxREaNatzHtgqGiJTSzTffzP33388f//hHnnnmGa644goAlixZwkUXXcTtt9/OmjVraG5u\n5qyzztrusXfddRePPfYYjz32GHfffXdve6e7u5uxY8fy5z//ud/f+cADD/Dxj398p7m6u7sZM2YM\nY8eOZcyYMdvdHjt2LLfeeisATz31FMccc0zv4/bee28OP/xwnnrqqWG/Jo2mglGgadOmNTpCKsqZ\nryg5y+78889n4sSJNDU1cfHFF3PLLbcA1ULymc98hmOOOYY999yThQsXsmzZMrq6unofO2/ePEaP\nHs2kSZOYO3du72MPPvhg1q9fz6RJk/r9nevWrWPChAm909dccw1jxoxhv/3247Of/Wzvc7z00kus\nX7+el156abvb69ev7y1ef/nLXxg9evR2z7///vvz6quv5vcijTCNYYjkqLPzcVpb2wZdLvJYx0ip\n/1A/5JBDeP755wF4/vnnOfbYY3vv22effTjggANYvXp174DyQI8dzAEHHLBde+u8887jvPPO49JL\nL2X16h2u5bZT++67L6+88sp2815++WX222+/IT1PmahgFKijoyPEt03lzM/GjQ5Mo6Vl2k6XizAA\n3Gjd3d29t1etWtU7pjBx4kRWrVrVe9/GjRt58cUXtysS3d3dHHXUUQB0dXWl3rvplFNO4Y477uDc\nc8/daa6jjz56h9NvuDtmxne+8x3OPvtsJk+ezOLFi7fL+cc//pHJkyenylJGakmJSCldc801rF69\nmvXr1/P1r3+9t9Vz9tlnc/311/PEE0+wefNmLrroIk444QQOPvjNqzt/4xvfYMOGDXR3d/Otb31r\nhzGOgbS1tfGrX/2KL3/5y71bJevWrePpp5/uXebggw/m1Vdf5ZVXXtnupzbv7LPPBuBjH/sYTz31\nFHfeeSebN2/msssuY8qUKbzrXe/q93dv27aN1157jW3btrF161Y2b97Mtm3beu/fsmULr732GgCb\nN29m8+bNQ3g186EtjAKV/dtwjXLma7Cti7Jqbm4qdMunublpSMufc845TJ8+nTVr1jBr1iwuvvhi\noLoV8LWvfY0zzjiDDRs2cOKJJ/YONNecfvrpHHvssbzyyit8+tOfZs6cOUB162Dy5MmsWLGi33GM\nI444gocffphLLrmEY445hi1btjBx4kSmT58+pL2toLp31Y9//GPOO+88Zs+ezdSpU7fLuXDhQpYu\nXcpPf/pTAK644gouu+yy3i2Xm266iQULFjB//nwAjjzyyN5xmhkzZgDwpz/9acDjOoqgA/dEUmht\nbUt1jMKNN85i9uy7Bl2uUmmjvX3w5ytSmU8+eOihh/L973+fk08+eciPHTVqFM8++yyHHXZYAcli\n0MkHA4qyP75y5qtS6Wh0BJFCqGCISOlkuZ5DUdeCEI1hFCpKz1058xV1DKNMnnvuuWE/tn6gWPKl\nLQwREUlFBaNAUXruypkvjWHIrkoFQ0REUtEYRoGi9NyVM19RxjAOOeQQDRDvog455JBCnlcFQ2Q3\nValUGh1BglHBKFCEcx+BcuatUukYdCsjzUkKiz5BYYTXM0JGiJMzKxUMkQbYuNEHPXJcJyiUstGg\nd4GifONQznxFGcOI8HpGyAhxcmalgiEiIqmoYBQoynEDypmvKMdhRHg9I2SEODmzUsEQEZFUVDAK\nFKWvqZz50hhGfiJkhDg5s1LBEBGRVLRbbYGi7Ju9q+acP38RXV0bdrpMEcc6pDkOowwi/N0jZIQ4\nObNSwZBdVlfXhtDHOqQ5uA+KP8BPpGZECoaZjQIeBf7s7jPNbAzwQ+AQoAKc6e4vJ8teCMwBtgJf\ndPf7RiJjEaJ841DOfOW1dZHm4D4YftGL8HpGyAhxcmY1UmMYXwRW1E3PAx5w9yOBJcCFAGZ2NHAm\ncBRwGnCt6exoIiKlUHjBMLNJwN8C36ubfTqwOLm9GJiV3J4J3OruW929AqwEji86Y1Gi7JutnPnS\ncRj5iZAR4uTMaiS2ML4J/AvgdfPGu/taAHfvAcYl8w8CuuuWW53MExGRBit0DMPM/g5Y6+7LzWza\nThb1ndzXr9bWVlpaWgBoampiypQpvX3EWrXXdLrp2ryy5Mlruqb2jb82ttB3Os3z9fRUSFa3QZ+v\nNm+g+yuVDjZtWjdovrT5e3oqu+Tfb9q0aUybNq1UeXY2XVOWPLXXrr29HaD38zILcx/yZ3X6Jzf7\nOjCb6gD224H9gDuB44Bp7r7WzCYAv3D3o8xsHuDuflXy+J8DC9z94T7P60Xmll1Da2tbqr2k2tt3\nvkza5wK48cZZzJ59Vy7LpX2utP8HETPD3Yc9LlxoS8rdL3L3Znc/DDgLWOLu/wD8BGhNFjsXuDu5\nfQ9wlpntZWaHAocDjxSZsUh9v3mUlXLmS2MY+YmQEeLkzKpRx2FcCdxmZnOAVVT3jMLdV5jZbVT3\nqHod+Lw2JUREymHECoa7/xL4ZXJ7PXDqAMstBBaOVK4i1Y8RlJly5ivCUd4Q4/WMkBHi5MxK55IS\nEZFUVDAKFKWvqZz50hhGfiJkhDg5s1LBEBGRVFQwChSlr6mc+dIYRn4iZIQ4ObNSwRARkVRUMAoU\npa+pnPnSGEZ+ImSEODmz0vUwZLeW9poTnZ0ryOHMCiKhqWAUKEpfc3fOmfaaE0uXzhp0mRqNYeQn\nQkaIkzMrtaRERCQVFYwCRelrKme+NIaRnwgZIU7OrFQwREQkFRWMAkXpaypnvjSGkZ8IGSFOzqxU\nMEREJBXtJVWg+quglZly5qv+ansjIe2uwc3NTVx++dze6QivZ4SMECdnVioYIsGl3TW4Uhl8GZGd\nUUuqQFG+cShnvjSGkZ8IGSFOzqxUMEREJBUVjAJF2TdbOfOl4zDyEyEjxMmZlQqGiIikooJRoCh9\nTeXMl8Yw8hMhI8TJmZUKhoiIpKKCUaAofU3lzJfGMPITISPEyZmVCoaIiKSiglGgKH1N5cyXxjDy\nEyEjxMmZlQqGiIikooJRoCh9TeXMl8Yw8hMhI8TJmZUKhoiIpKKCUaAofU3lzJfGMPITISPEyZmV\nCoaIiKSiglGgKH1N5cyXxjDyEyEjxMmZlQqGiIikogsoFShKXzNazvnzF9HVtWHQ5Ts7V9DSUmym\n/mgMIz8RMkKcnFmpYEg4XV0bUl1hbunSWcWHEdmNqCVVoCh9TeXMl8Yw8hMhI8TJmZUKhoiIpFJo\nwTCzt5rZw2bWaWZPmtmCZP4YM7vPzJ4xs3vNbHTdYy40s5Vm9rSZTS8yX9Gi9DWVM18aw8hPhIwQ\nJ2dWhRYMd98MfMTd3wdMAU4zs+OBecAD7n4ksAS4EMDMjgbOBI4CTgOuNTMrMqOIiKRTeEvK3f+a\n3Hwr1UF2B04HFifzFwO10cmZwK3uvtXdK8BK4PiiMxYlSl9TOfOlMYz8RMgIcXJmVXjBMLNRZtYJ\n9AD3u/tvgfHuvhbA3XuAccniBwHddQ9fncwTEZEGG4ktjDeSltQk4Hgzm0x1K2O7xYrO0QhR+prK\nmS+NYeQnQkaIkzOrETsOw91fMbMOYAaw1szGu/taM5sAvJAstho4uO5hk5J5O2htbaUlOSqrqamJ\nKVOm9P7RapuHmt41p3t6KkBH7wdzrQXUd7pmoPuHMr1p07oRf760v2/TpnVUKulfj0b//TQ9ctMd\nHR20t7cD9H5eZmHuxX25N7MDgdfd/WUzeztwL3Al8GFgvbtfZWZfBca4+7xk0PsmYCrVVtT9wBHe\nJ6SZ9Z1VSh0dHSG+eUTL2dralurAvRtvnMXs2XdlXmaoy5100txBtzIaka1SaaO9va13OsLfPUJG\niJPTzHD3Ye9IVPQWxn8AFpvZKKrtrx+6+8/M7CHgNjObA6yiumcU7r7CzG4DVgCvA58PURlERHYD\nhRYMd38SeH8/89cDpw7wmIXAwiJzjZQI3zhAOfOmMYz8RMgIcXJmpSO9RUQkFRWMAtUGn8pOOfOl\n4zDyEyEjxMmZlQqGiIikooJRoCh9TeXMl8Yw8hMhI8TJmZUKhoiIpKKCUaAofU3lzJfGMPITISPE\nyZmVCoaIiKSSqmCY2YNp5sn2ovQ1lTNfGsPIT4SMECdnVjs9cM/M3gbsDRxoZmOA2iHl+6OzyIqI\n7FYG28L4LPA74N3Jv7Wfu4FvFxstvih9TeXMl8Yw8hMhI8TJmdVOtzDc/VvAt8zsfHe/eoQyiYhI\nCaU6l5S7X21mJwIt9Y9x9xsKyrVLiNLXVM58aQwjPxEyQpycWaUqGGb2A+CdwHJgWzLbARUMEZHd\nRNrdao8DPuDun3f385OfC4oMtiuI0tdUznxpDCM/ETJCnJxZpS0YvwcmFBlERETKLe31MA4EVpjZ\nI8Dm2kx3n1lIql1ElL6mcuZLYxj5iZAR4uTMKm3BaCsyhIiIlF+qlpS7/7K/n6LDRRelr6mc+dIY\nRn4iZIQ4ObNKu5fUq1T3igLYC9gT2Oju+xcVTHY/8+cvoqtrw4D39/RUaG/voLNzBS0tI5dLRKrS\nHoexX+22mRlwOnBCUaF2FVH6mmXJ2dW1gZaWtgHvrxWJpUtnjUie4dIYRn4iZIQ4ObMa8tlqveou\n4G8KyCMiIiWVtiV1Rt3kKKrHZbxWSKJdSEdHR4hvHlFyViodIb69lzVnZ+fjtLa29U739FSYMKFl\nh+Wam5u4/PK5IxdsJ6Ksm1FyZpV2L6n/Und7K1Ch2pYSkSA2bvQ+Lb/+C1ul0rbDPBFIP4bx6aKD\n7IqifOOIkrOM39r7o5z5ibJuRsmZVdoLKE0yszvN7IXk58dmNqnocCIiUh5pB72vB+4BJiY/P0nm\nyU5E2Tc7Ss4oxzcoZ36irJtRcmaVdgzjHe5eXyDazawco2Iikqu+g+P9KdPAuIyctAXjRTObDdyS\nTJ8NvFhMpF1HlL5mlJwReu4QP+eOg+M7GqmB8SjrZpScWaVtSc0BzgR6gDXA3wOtBWUSEZESSlsw\nLgfOdfd3uPs4qgXksuJi7Rqi9DWj5IzQcwflzFOUdTNKzqzSFoz3uvtLtQl3Xw+8r5hIIiJSRmkL\nxigzG1ObMLOxpB//2G1F6WtGyRl9bKBsIuSMsm5GyZlV2g/9fwOWmdmPkulPAP+jmEgiIlJGaa+H\ncQNwBrA2+TnD3X9QZLBdQZS+ZpScEXruoJx5irJuRsmZVeq2kruvAFYUmEVEREpsyKc3l/Si9DWj\n5IzQcwflzFOUdTNKzqwKLRjJOaiWmNlTZvakmV2QzB9jZveZ2TNmdq+Zja57zIVmttLMnjaz6UXm\nExGR9IrewtgK/JO7Twb+E3Cemb0bmAc84O5HAkuACwHM7GiqBwgeBZwGXJtc4S+kKH3NKDkj9NxB\nOfMUZd2MkjOrQneNdfceqkeH4+5/MbOngUlUr6Xx4WSxxUAH1SIyE7jV3bcCFTNbCRwPPFxkTine\nYNfrBnStbpGSG7FjKcysBZgCPASMd/e1UC0qZjYuWewgYFndw1Yn80KK0tcciZyDXa8bBr9Wd4Se\nOyhnnvQeKpcRGfQ2s32B24EvuvtfAO+zSN9pEREpmcK3MMxsD6rF4gfufncye62ZjXf3tWY2AXgh\nmb8aOLju4ZOSeTtobW2lJelfNDU1MWXKlN4qX+snNnq6Nq8seQaaXrRoUeGvX09PpbfdVOud177h\n9u2l7+z+lpZpbNq0brvrZg/3+YYyvWnTutTP99BDi5gwYUrm50v7+4b7etSWGc7z9fRUep+jyPWz\n73up6N833Only5czd+7c0uSpTXd0dNDe3g7Q+3mZhbkX++XezG4A1rn7P9XNuwpY7+5XmdlXgTHu\nPi8Z9L4JmEq1FXU/cIT3CWlmfWeVUkeQC8OPRM7W1rZBW1I33jiL2bPvGvD+2ofYYMulfb60ywx1\nuZNOmjtou6dR2eqXqy8KQ32+SqWN9va2QX9nVnoP5cvMcPdh70hU6BaGmX0A+BTwpJl1Um09XQRc\nBdxmZnOAVVT3jMLdV5jZbVQPEHwd+HyIyjCACCsQxMkZoecOypmnKOtmlJxZFb2X1K+Btwxw96kD\nPGYhsLCwUCIiMiw60rtAUfbNjpIzwnEDoJx5irJuRsmZlQqGiIikooJRoCh9zSg5I/TcQTnzFGXd\njJIzKxUMERFJRQWjQFH6mlFyRui5g3LmKcq6GSVnVioYIiKSigpGgaL0NaPkjNBzB+XMU5R1M0rO\nrFQwREQkFRWMAkXpa0bJGaHnDsqZpyjrZpScWalgiIhIKioYBYrS14ySM0LPHZQzT1HWzSg5sxqx\nCyiJyK6js/NxWlvbBl2uubmJyy+fW3wgGREqGAWKcsrjKDkHOh132ewOOTdu9EFPV1/9HYMvszNR\n1s0oObNSS0pERFJRwShQlG8cUXJG+NYOypmnKOtmlJxZqWCIiEgqKhgFirJvdpScEY4bAOXMU5R1\nM0rOrFQwREQkFRWMAkXpa0bJGaHnDsqZpyjrZpScWalgiIhIKioYBYrS14ySM0LPHZQzT1HWzSg5\ns1LBEBGRVFQwChSlrxklZ4SeOyhnnqKsm1FyZqWCISIiqahgFChKXzNKzgg9d1DOPEVZN6PkzEoF\nQ0REUtHZagsUpa+ZJef8+Yvo6tow6HKdnStoaRn2rwFi9NxBOfO0O7yHIlHBkEy6ujakOs310qWz\nig8jIoVSS6pAUfqaUXJG6LmDcuYpyroZJWdWKhgiIpKKCkaBovQ1o+SM0HMH5cxTlHUzSs6sVDBE\nRCQVFYwCRelrRskZoecOypmnKOtmlJxZqWCIiEgqKhgFitLXjJIzQs8dlDNPUdbNKDmzUsEQEZFU\nCi0YZvZ9M1trZk/UzRtjZveZ2TNmdq+Zja6770IzW2lmT5vZ9CKzjYQofc0oOSP03EE58xRl3YyS\nM6uitzCuB/6mz7x5wAPufiSwBLgQwMyOBs4EjgJOA641Mys4n4iIpFRowXD3pcBLfWafDixObi8G\naueMmAnc6u5b3b0CrASOLzJf0aL0NaPkjNBzB+XMU5R1M0rOrBpxLqlx7r4WwN17zGxcMv8gYFnd\ncquTedIAI3lSQRGJoQwnH/ThPKi1tZWW5JOqqamJKVOm9Fb5Wj+x0dO1eWXJM9D0okWLdnj9Hnlk\nOSec0A682euufSOtn166dNZO769Nb9q0rvc1GWj5NPe3tExj06Z1VCodO/19aZ5vKNNp8temH3po\nERMmTCn89ahND/f1qC0znOdL+3p0dj7OjBmtAEyY0AJAT09lh+lx4/blhhu+DWy/fvZ9L/W9vyzT\ny5cvZ+7cuaXJU5vu6Oigvb0doPfzMgtzH9bndfpfYHYI8BN3f28y/TQwzd3XmtkE4BfufpSZzQPc\n3a9Klvs5sMDdH+7nOb3o3Hno6OgIsanaX87W1rZUZ6G98cZZzJ59Vy7LDbZM7UNsJH/ncJY76aS5\ng7Z7GpWtfrn6otDobJVKG+3tbTvMj/weKiMzw92HPTY8ErvVWvJTcw/Qmtw+F7i7bv5ZZraXmR0K\nHA48MgL5ChNhBYI4OSP03EE58xRl3YySM6tCW1JmdjMwDTjAzLqABcCVwI/MbA6wiuqeUbj7CjO7\nDVgBvA58PsRmhIjIbqLovaTOcfeJ7v5Wd2929+vd/SV3P9Xdj3T36e6+oW75he5+uLsf5e73FZlt\nJETZNztKzgjHDYBy5inKuhklZ1Y60ltERFJRwShQlL5mlJwReu6gnHmKsm5GyZmVCoaIiKSiglGg\nKH3NKDkj9NxBOfMUZd2MkjMrFQwREUlFBaNAUfqaUXJG6LmDcuYpyroZJWdWKhgiIpJKGc4ltcuK\ncrqAKDkHOpVF2Sjn0HV2Pk5ra9sO83t6Kr3nnGpubuLyy+eObLCUoryHslLBEJGG27jRBzh3Wf1J\nEPu7X0aSCkaByviNY6DTlre3d2w3XcbTlpfl2/BglDM/ETJCOd/rRVDB2M10dW1IdRbapUtnDbqM\niOxeNOhdoCj7ZkfYHx+UM28RckbICHHe61mpYIiISCoqGAWK0teM0idWznxFyBkhI8R5r2elgiEi\nIqmoYBQoSl8zSp9YOfMVIWeEjBDnvZ6VCoaIiKSiglGgKH3NKH1i5cxXhJwRMkKc93pWKhgiIpKK\nCkaBovQ1o/SJlTNfEXJGyAhx3utZqWCIiEgqOjVIgaL0NaP0iZUzXxFyDifjQOdL6yvPs99Gea9n\npYIhIruUtOdL09lvh04tqQJF6WtG6RMrZ74i5IyQEeK817PSFoaIhDDQRZZ2XK58p+bfVahgFGik\n+5pperf9vZki9LJBOfMWIWd9xoEvsrS9RpyaX2MYEk6a3q2ucyEiw6UxjAJF6WtG6RMrZ74i5IyQ\nEeK817NSwRARkVRUMAoUpa8ZoZcNypm3CDkjZIQ47/WsVDBERCQVFYwCRelrRukTK2e+IuSMkBHi\nvNez0l5SAaQ91YH2PxeRIqlgFGiwvuZQCsHHPnbboMsNd5fZKH1i5cxXhJwRMsLuM4ahgtFAac95\no2MnRKQMSlkwzGwGsIjqGMv33f2qBkcalo6OjhDfPCqVjhDf5JQzXxFyFpkx7alGnnvuGQ477Mid\nLvPGG+u44YZv55SsvEpXMMxsFPBt4BTgeeC3Zna3u//fxiZLr9ZqWrHiIY4+umPA5coy5tDTs7z0\nHxygnHmLkLPIjEM51cjJJ+98uZ/9bEY+oUqudAUDOB5Y6e6rAMzsVuB0IEzBqLWaKpW2na6QZWk1\nvfba4OMoZaCc+YqQM0JGgC1bXmt0hBFRxoJxENBdN/1nqkVkWDZs2MC2bdsGXW7MmDGMGjX4XsbD\nPcGfiOy61qzpSdXeyvOiTY1QxoKRmxdeeIG2tmvZvHnny5nB5z73UY477rhBn3MoJ/jbsKGSMmlj\nKWe+lDM/ETIC/PWvf90tLtpk7t7oDNsxsxOANnefkUzPA7x+4NvMyhVaRCQId7fhPraMBeMtwDNU\nB73XAI8AZ7v70w0NJiKymytdS8rdt5nZF4D7eHO3WhULEZEGK90WhoiIlFPpTz5oZpPMbImZPWVm\nT5rZBcn8MWZ2n5k9Y2b3mtnoEmQdZWaPmdk9Jc442sx+ZGZPJ6/p1JLm/JKZ/d7MnjCzm8xsrzLk\nNLPvm9laM3uibt6AuczsQjNbmbze0xuc81+THMvN7Mdmtn8Zc9bd989m9oaZjS1rTjM7P8nypJld\nWcacZnaMmS0zs04ze8TMjqu7b2g53b3UP8AEYEpye1+q4xvvBq4CvpLM/ypwZQmyfgm4EbgnmS5j\nxnbg08ntPYDRZcsJTASeA/ZKpn8InFuGnMBJwBTgibp5/eYCjgY6k9e5BXiWZKu+QTlPBUYlt68E\nFpYxZzJ/EvBz4E/A2GTeUWXKCUyj2jrfI5k+sKQ57wWmJ7dPA34x3L976bcw3L3H3Zcnt/8CPE11\nZTodWJwsthho6FFwZjYJ+Fvge3Wzy5Zxf+CD7n49gLtvdfeXKVnOxFuAfcxsD+DtwGpKkNPdlwIv\n9Zk9UK7IuxCdAAAFDUlEQVSZwK3J61wBVpLhmKKsOd39AXd/I5l8iOr7qHQ5E98E/qXPvNMpV85/\npPrlYGuyzLqS5nyD6hdDgCaq7yUYxt+99AWjnpm1UK2eDwHj3X0tVIsKMK5xyYA3V/D6QaGyZTwU\nWGdm1yets/9tZntTspzu/jzwb0AX1ZX7ZXd/gJLlrDNugFx9D0JdncwrgznAz5LbpcppZjOBbnd/\nss9dpcoJvAv4kJk9ZGa/MLNjk/lly/kl4H+aWRfwr8CFyfwh5wxTMMxsX+B24IvJlkbf0fqGjd6b\n2d8Ba5MtoZ3t49zoPQz2AN4PXOPu7wc2AvMo0WsJYGZNVL+lHUK1PbWPmX2qn1yNfj0HUtZcAJjZ\nxcDr7n5Lo7P0ZWZvBy4CFjQ6Swp7AGPc/QTgK8CPGpxnIP9I9XOzmWrxuG64TxSiYCRtiduBH7j7\n3cnstWY2Prl/AvBCo/IBHwBmmtlzwC3AyWb2A6CnRBmhepqVbnd/NJn+MdUCUqbXEqq99ufcfb27\nbwPuBE6kfDlrBsq1Gji4brlJvNkOaAgza6XaOj2nbnaZcr6Taj/9cTP7U5LlMTMbl2Rqrlu20a9n\nN3AHgLv/FthmZgdQvpznuvtdAO5+O/Afk/lD/ruHKBhUK+IKd/9W3bx7gNbk9rnA3X0fNFLc/SJ3\nb3b3w4CzgCXu/g/ATyhJRoCkbdJtZu9KZp0CPEWJXstEF3CCmb3NzIxqzhWUJ6ex/ZbkQLnuAc5K\n9vA6FDic6oGoI2W7nFa9bMC/ADPdvf6EOaXJ6e6/d/cJ7n6Yux9K9UvO+9z9hSTnJ8uQM3EXcDJA\n8p7ay91fLGHO1Wb24STnKVTHKmA4f/eRGLnPOOr/AWAbsJzqiP5jwAxgLPAA1b2m7gOaGp01yfth\n3txLqnQZgWOA3yav5x1UB8PKmHMB1R0cnqA6kLxnGXICN1M97f5mqoXt08CYgXJR7Rc/m/xfpjc4\n50pgVfIeegy4tow5+9z/HMleUmXLSbUl9QPgSeBR4MMlzXlikq8TWEa1AA8rpw7cExGRVKK0pERE\npMFUMEREJBUVDBERSUUFQ0REUlHBEBGRVFQwREQkFRUMkQIl5+06I7n9RTN7W919rzYumcjQqWCI\njJy5wD510zoISkJRwRCpY2ZftuolgjGzb5rZg8ntj5jZjWb2n83sN2b2qJn9MDnbL2Z2qZk9bNUL\nPv2vfp73fKonUlxSe87qbLsiuaDRb8zsHSP03xQZFhUMke39CvhgcvtYqmfKfUsy7wngEuAUdz8O\n+B3wz8myV7v7VHd/L7B3cgbjXu5+NdVTNkxz91OS2fsAv3H3Kcnv/e8F/r9EMlPBENne74BjzWw/\nqufjWUb17J4fBDZRvUrZr82sE/ivvHlW0lOS6yI8AXwEmDzA89efFG6zu9euSfE7qmdpFSmtPRod\nQKRM3H2rmVWonn3211S3Kj5C9bTbzwH3ufun6h9jZm8FrgHe7+7Pm9kC4G0M7vW629vQ+1FKTlsY\nIjv6FfBl4N+BpcDnqJ7p82HgA2b2TgAz29vMjqBaHBx4MbnQ198P8LyvAPvXTe/sYlsipaOCIbKj\nXwETgGVevQ7DJuDfvXrN5lbgFjN7HPgNcKRXr4v+ParXFvk/bH9Ngfo9ob4L/Lxu0Ft7SUkoOr25\niIikoi0MERFJRQVDRERSUcEQEZFUVDBERCQVFQwREUlFBUNERFJRwRARkVRUMEREJJX/D8GnkzjI\nq0OMAAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -157,9 +175,9 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {
- "collapsed": false
+ "collapsed": true
},
"outputs": [],
"source": [
@@ -172,18 +190,16 @@
},
{
"cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 7,
+ "metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "(95.3251239711815, 104.6748760288185)"
+ "(39.32170492026867, 160.67829507973133)"
]
},
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -208,7 +224,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"metadata": {
"collapsed": true
},
@@ -219,18 +235,16 @@
},
{
"cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 9,
+ "metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[3405, 116]"
+ "[1593, 1439]"
]
},
- "execution_count": 8,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -255,20 +269,24 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
- "def simulate(population, T, transaction=random_split, interaction=anyone):\n",
- " \"Run simulation on population for T transactions; yield (t, pop) at each time step.\"\n",
+ "def step(population, transaction=random_split, interaction=anyone):\n",
+ " \"Modify the population by doing one transaction.\"\n",
+ " i, j = interaction(len(population))\n",
+ " population[i], population[j] = transaction(population[i], population[j]) \n",
+ " return population\n",
+ " \n",
+ "def simulate(population, T, step=step, transaction=random_split, interaction=anyone):\n",
+ " \"Run simulation on population for T transactions; yield population at each time step.\"\n",
" population = population.copy()\n",
" yield population\n",
- " for t in range(1, T + 1):\n",
- " i, j = interaction(len(population))\n",
- " population[i], population[j] = transaction(population[i], population[j]) \n",
- " yield population"
+ " for t in range(T):\n",
+ " yield step(population, transaction, interaction)"
]
},
{
@@ -280,24 +298,22 @@
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 11,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100, 100, 100, 100]\n",
- "[100, 139.34514344135886, 100, 60.65485655864116]\n",
- "[170.2563182135521, 139.34514344135886, 29.743681786447894, 60.65485655864116]\n",
- "[105.13376035310705, 139.34514344135886, 29.743681786447894, 125.7774144190862]\n",
- "[105.13376035310705, 222.24697868451042, 29.743681786447894, 42.875579175934625]\n",
- "[105.13376035310705, 222.24697868451042, 53.493944819559275, 19.125316142823255]\n",
- "[105.13376035310705, 182.09114633291017, 53.493944819559275, 59.28114849442351]\n",
- "[105.13376035310705, 221.7092394595479, 53.493944819559275, 19.663055367785798]\n",
- "[264.84710771935215, 61.995892093302835, 53.493944819559275, 19.663055367785798]\n"
+ "[100, 100, 166.07034848304477, 33.92965151695522]\n",
+ "[100, 129.37411310873642, 166.07034848304477, 4.555538408218797]\n",
+ "[100, 21.916292438917807, 166.07034848304477, 112.01335907803742]\n",
+ "[100, 21.916292438917807, 89.32137618847126, 188.7623313726109]\n",
+ "[88.88749715846127, 33.028795280456535, 89.32137618847126, 188.7623313726109]\n",
+ "[88.88749715846127, 0.008026672184755057, 122.34214479674304, 188.7623313726109]\n",
+ "[88.88749715846127, 0.008026672184755057, 147.86216819550745, 163.24230797384647]\n",
+ "[88.88749715846127, 54.73884147345122, 147.86216819550745, 108.51149317257999]\n"
]
}
],
@@ -318,9 +334,9 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 12,
"metadata": {
- "collapsed": false
+ "collapsed": true
},
"outputs": [],
"source": [
@@ -331,27 +347,40 @@
" N = len(population)\n",
" start = list(population)\n",
" results = [(t, sorted(pop)) # Sort results so that percentiles work\n",
- " for (t, pop) in enumerate(simulate(population, k * N, **kwargs))\n",
+ " for (t, pop) in enumerate(simulate(population, T=k * N, **kwargs))\n",
" if t % (N / 10) == 0]\n",
- " times = [t for (t, pop) in results]\n",
" # Printout:\n",
" print(' t Gini stdev' + (' {:3d}%' * len(percentiles)).format(*percentiles))\n",
" print('------- ---- -----' + ' ----' * len(percentiles))\n",
" fmt = '{:7,d} {:.2f} {:5.1f}' + ' {:4.0f}' * len(percentiles)\n",
" for (t, pop) in results:\n",
- " if t % (4 * N) == 0:\n",
+ " if t % (k * N // 10) == 0: # Print 11 report lines (initial plus 10 as t varies)\n",
" data = [percent(pct, pop) for pct in percentiles]\n",
" print(fmt.format(t, gini(pop), statistics.stdev(pop), *data))\n",
- " # Plot:\n",
+ "\n",
+ " plt.title('/'.join(map(str, percentiles)) + ' Percentile Plots')\n",
+ " times = [t for (t, pop) in results]\n",
" plt.hold(True); plt.xlabel('wealth'); plt.ylabel('time'); plt.grid(True)\n",
" for pct in percentiles:\n",
" line = [percent(pct, pop) for (t, pop) in results]\n",
" plt.plot(line, times)\n",
" plt.show()\n",
- " # Histogram:\n",
+ " \n",
+ " plt.title('Histograms') \n",
" R = (min(pop+start), max(pop+start))\n",
" hist(start, 'start', range=R)\n",
" hist(pop, 'end', range=R)\n",
+ " plt.show()\n",
+ "\n",
+ " plt.title('Ordered Curves')\n",
+ " order = list(range(len(pop)))\n",
+ " start.sort()\n",
+ " pop.sort()\n",
+ " plt.plot(sorted(start), order, label='start')\n",
+ " plt.plot(sorted(pop), order, label='end')\n",
+ " plt.xlabel('wealth'); plt.ylabel('order'); plt.grid(True)\n",
+ " plt.legend()\n",
+ "\n",
" \n",
"def percent(pct, items):\n",
" \"The item that is pct percent through the sorted list of items.\"\n",
@@ -360,10 +389,8 @@
},
{
"cell_type": "code",
- "execution_count": 12,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 13,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -371,24 +398,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.11 19.7 55 74 100 125 145\n",
- " 20,000 0.50 98.2 1 11 70 230 440\n",
- " 40,000 0.51 102.6 1 10 69 232 489\n",
- " 60,000 0.50 98.2 1 11 70 232 453\n",
- " 80,000 0.50 99.1 1 11 68 230 459\n",
- "100,000 0.50 99.6 1 11 69 227 472\n",
- "120,000 0.49 98.3 1 11 71 224 459\n",
- "140,000 0.50 99.7 1 11 69 229 469\n",
- "160,000 0.50 101.1 1 11 68 228 484\n",
- "180,000 0.50 100.4 1 10 68 230 465\n",
- "200,000 0.50 99.8 1 10 69 230 456\n"
+ " 0 0.11 20.1 54 75 100 126 148\n",
+ " 20,000 0.50 99.4 1 11 71 231 454\n",
+ " 40,000 0.49 98.0 1 11 71 231 452\n",
+ " 60,000 0.50 99.1 1 10 69 233 441\n",
+ " 80,000 0.49 96.6 1 11 71 230 442\n",
+ "100,000 0.50 100.4 1 11 69 230 465\n",
+ "120,000 0.50 101.1 1 10 69 230 468\n",
+ "140,000 0.50 101.8 1 10 69 230 466\n",
+ "160,000 0.50 102.7 1 11 68 227 477\n",
+ "180,000 0.49 98.4 1 11 72 229 450\n",
+ "200,000 0.49 99.0 1 11 70 231 464\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -396,9 +423,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREcvb/AW30R4ihFCL1AAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XucVXW9//HXB0UNuY3GJUUYETHwl4Gal9CiNFHPUbwd\n5Ggqpj3KzEvWT5CS2+lI0C9vlXnMy4ilZKUoJ1EsHRTERGVEARWtDUIMKndFmBnm8/tjrT3uuQBr\n2LPX/g68n4/HfrDX2muv9d7DzHxmfT/rYu6OiIhIPtoUO4CIiLR+KiYiIpI3FRMREcmbiomIiORN\nxURERPKmYiIiInlTMREBzOwNM/tKsXOItFYqJrJbMLN/mtnXG8y7xMyeB3D3/+Puz+1gHb3MrNbM\n9HMj0oB+KGR315yzdi1e3goRxMz2KMR6RdKgYiJC/T0XM/uSmc0zs/VmttLM/l+82Kz433VmtsHM\njrXIT8wsY2aVZlZmZh1z1ntx/NoH8XK52xlrZn80swfMbB1wSbztF8xsrZmtMLNfmtmeOeurNbMr\nzOztON8EM+ttZnPMbJ2ZTc0ub2b7m9n0eF2rzSybX6TFqZjI7mxbexi3Abe6eyfgEODheH62p9LR\n3Tu6+9+BS4GLga8CvYEOwK8AzKw/8GvgP4HPAZ2AAxps60zgYXfvDPweqAGuBfYDjge+DnyvwXtO\nAQYCxwHXA/8DXAAcBHwh3h7AD4H3gP2BrsDoHX1BRHaWionsTqaZ2Zrsg+gXfVOqgD5mtr+7b3L3\nlxq8nluELgBudvel7r4JuAE4P+6rnAs87u5z3b0GGNPEtua6+3QAd9/i7vPd/SWPLAPuIipUuSa5\n+8fuvhh4A5gZb38jMIOo0ABUExWxg919q7vP2fGXSGTnqJjI7mSou++XfdD4L/6sy4DDgDfN7O9m\n9m/bWecBwNKc6aXAnkC3+LX3si+4+yfA6gbvfy93wswOjYemVsZDX/8NfLbBe97Pef4JsKrBdPv4\n+c+Bd4GZZvaOmY3czucQyYuKiexOEjXO3f1dd7/A3bsAk4E/mdlnaLpZ/y+gV850L6KhqlXASqBH\n3cajdezfcHMNpn8DLAYOiYe+fpw0dxOf4yN3/5G7H0I0nHadmX1tZ9YlsiMqJiINmNmFZpbdG1hP\n9Au/Fvgg/veQnMUfAn5gZqVm1p5oT2Kqu9cCfwLOMLPjzKwtMC7B5jsAG9x9k5l9Hrgij8/xb2aW\nzbqRqMjV7uz6RLZHxUR2Fzs6BDj39VOBhWa2AbgFOD/uZ3xCVCzmxH2XY4B7gQeA54iGlDYBVwO4\n+yLgKuAPRHswG4iGqLZsJ8ePgAvjbf8PMHUHn2N7n+tQ4K9mthGYA/za3XVElxSEFfLmWGa2N9EP\n2V5E48h/cvfxZlZC9APWC8gAw9x9ffyeG4BvEf0VdY27z4znHwmUAfsAT7j7tQULLlIAZrYvsA7o\n4+5Ld7S8SGtS0D0Td98CfM3dBwIDgNPiv+ZGAX9198OAZ4iOgMkeSjkM6AecBtxhZtnx4t8Al7l7\nX6CvmQ0pZHaRlmBm/25mn4kLyS+ABSoksisq+DBXfLgkwN5EeycODAXuj+ffD5wVPz+TaLy5xt0z\nwBLgGDPrDnRw93nxclNy3iMSsqFEQ1zLiXotw4sbR6QwCl5MzKyNmc0HKoGn44LQzd1XAbh7JdEJ\nVQAHUv9QyRXxvAOJfhizlsfzRILm7t9295L48Q13X1LsTCKFkMaeSW08zNWDaC/jcJrXRBQRkcDt\nueNFWoa7bzCzcqIjZVaZWTd3XxUPYWVPwlpBdEmIrB7xvG3Nb8TMVJhERHaCu+/0RUwLumdiZp81\ns07x888A3yA6IetxYES82CXAY/Hzx4HhZraXmR0M9AFeiofC1pvZMXFD/uKc9zTi7kE9xo4dW/QM\nyrRr5VImZWrpR74KvWfyOeD++DpFbYA/uPsTZvYi8LCZfYvo8hPDIDou38weBhYRXVfoe/7pp7yS\n+ocGP1ng7C0mk8kUO0IjypRciLmUKRllSk9Bi4m7vw4c2cT8NcDJ23jPRGBiE/NfIboiqoiIBEZn\nwKdgxIgRxY7QiDIlF2IuZUpGmdJT0DPgi8HMfFf7TCIihWZmeKgNeImUl5cXO0IjypRciLlaIlNp\naSlmpsdu9igtLc37e6cpqR0aLCJhWbp0aYscxSOti9lO73xsf7272jeThrlEkomHNYodQ1K2rf/3\neL6GuUREpHhUTFKwq465t7QQM0GYuULMJLs3FRMREcmbeiYiu6mmxs7HjLmVZcvWFWybPXt2ZsKE\n/O5rN378eN59912mTJmy0+uYNWsW3/zmN3nvvfd2vHCOl19+mfHjxzNnzhwADjjgAM4++2x+9KMf\n0alTp2at68EHH2T06NGsXr2ab3zjG9x777107ty5yWXHjBnDtGnTWLx4MTfeeCNjxoype62yspLv\nfOc7vPzyy6xcuZJMJkPPnj23ud1C9Ux0NJeI1Fm2bB2lpeMKtv5MpnDrTmrr1q24e7OPanrhhRcY\nMmQIN954I/feey9dunRh+fLl3HPPPbz22mt85StfSbyuhQsX8t3vfpcZM2YwcOBAvv3tb3PFFVfw\n0EMPNbn8oYceys9//nPuvPPORq+1adOG0047jdGjR/PlL3+5WZ+pJWmYKwUhjm8rU3Ih5goxU0ub\nNGkSPXr0oGPHjvTr149nn32Wp556iptuuok//OEPdOjQgYEDBwJQVlZG//796dixI3369OGuu+6q\nW8+sWbM46KCDmDx5Mp/73Oe44IILOP300/nXv/5Fhw4d6NixI5WVlTvMM3LkSC677DKuv/56unTp\nAkCPHj0YO3ZsswoJRHslZ555JoMGDaJdu3b813/9F4888ggff/xxk8tfdNFFDBkyhPbt2zd6rWvX\nrnz3u9/l6KOPLurReSomIhKct99+m1//+te88sorbNiwgaeeeorS0lKGDBnC6NGjOf/889m4cSPz\n588HoFu3bjzxxBNs2LCB++67jx/84AdUVFTUra+yspJ169axbNkypkyZwowZMzjggAPYuHEjGzZs\noHv37syZM4f99tuvyTybNm1i7ty5nHPOOdvNPWfOHEpKSthvv/0oKSmp93y//fbjhRdeAKI9ky9+\n8Yt17+vduzd77703b7/9dr5fuqJRMUnB4MGDix2hEWVKLsRcIWZqSXvssQdVVVW88cYb1NTU0LNn\nTw4++OBtLn/aaafVndl94okncsopp/D888/XW9/48eNp27Yte++9d5PrGDRoEGvWrGnytbVr11Jb\nW0v37t3r5o0cOZKSkhLat2/PTTfdVLeOtWvXsmbNGtauXVvv+Zo1a+qGoT766KNGPZaOHTuycePG\nHX9xAqViIiLBOeSQQ7j11lsZN24c3bp144ILLtjuUNSMGTM4/vjj2X///SkpKWHGjBl8+OGHda93\n6dKFtm3b7nSekpIS2rRpw8qVK+vmTZo0ibVr13L22WdTU1PTrPW1b9+eDRs21Ju3fv16OnTosNMZ\ni03FJAUhjm8rU3Ih5goxU0sbPnw4zz//PEuXLgWiPQFofDmQqqoqzjvvPK6//no++OAD1q5dy2mn\nnVavf9DwPc1tvrdr145jjz2WRx55ZLvLzZ49u64Pk/vIzsseBXb44Yfz2muv1b3v3Xffpbq6mr59\n+zYrV0hUTEQkOG+//TbPPvssVVVV7LXXXnzmM5+hTZvo11W3bt3IZDJ1xaKqqoqqqio++9nP0qZN\nG2bMmMHMmTO3u/5u3bqxevXqRnsH2zN58mTuvfdeJk+ezAcffADA8uXL+ec//1m3zAknnFDXh8l9\nZOcNGjQIgAsvvJDp06czZ84cPv74Y8aMGcO5557Lvvvu2+S2a2pq2Lx5M7W1tVRXV7NlyxZqa2vr\nXt+yZQubN28GYPPmzWzZsiXx52opOs9EZDcV8nkmr7/+Opdffjlvvvkmbdu25ctf/jJ33XUX3bt3\nZ82aNQwdOpSFCxfSu3dvXn75Ze644w4mTJhAVVUVZ5xxBtXV1fTp04cJEyYwa9YsLrroIpYtW1Zv\nG5dffjnTpk2jtraWRYsW8c4773D66advt8DMmzePcePGMXfuXCA6mmvo0KFcd911lJSUNOtrMXXq\nVEaOHMmaNWsanWdyxRVXYGbccccdAFx66aXcf//99fao7rvvPi6++GIgOjw4+1r2sOetW7c2ud1C\nnWeiYiKym9KFHndPutBjKxbi+LYyJRdirhAzye5NxURERPKmYS6R3ZSGuXZPGuYSEZFgqZikIMTx\nbWVKLsRcIWaS3ZuuGtzCmjq0srIyQ1lZeb15LXEpbhGRUKhn0sJGjBiX6BLemcw4ysp2vJxIoahn\nsntSz0RERIKlYpKCTKa82BEaCXHMPcRMEGauEDOF7NJLL613d0JpeeqZiEidMRPHsGzVsh0vuJN6\nduvJhBsmFGz9LaWyspIxY8bwl7/8hY0bN9K1a1e+8pWvMGrUqGZfjLGiooLLL7+cxYsX079/f+6+\n++569zJpytq1a+nbty/9+vXjueeeq5s/ffp0Ro8ezdKlSzniiCP47W9/S79+/XbqM7a0ghYTM+sB\nTAG6AbXAXe7+SzMbC3wbeD9edLS7Pxm/5wbgW0ANcI27z4znHwmUAfsAT7h7q+lel5YOLnaERkK8\nH0aImSDMXIXKtGzVMkrPKi3IugEy0zIFW3dLyd53ZNCgQcyZM4fS0lI2bNjAo48+ytNPP92sYlJd\nXc1ZZ53FddddxxVXXMGdd97J0KFDeeedd9hzz23/+h05ciSHH354vYs5vvPOO3zzm9/kySef5Nhj\nj2Xy5MmceeaZvPXWW3UXwSymQieoAa5z98OB44Hvm9nn49dudvcj40e2kPQDhgH9gNOAO+zTK5v9\nBrjM3fsCfc1sSIGzi0gRrVy5kvPOO4+uXbtyyCGH8Mtf/rLutfHjx3P++edzySWX0LFjR77whS/w\n6quv1r0+f/58jjrqKDp16sTw4cPrrqibxM0330ynTp144IEH6m641bFjRy655BKuvPLKZn2G8vJy\ntm7dytVXX03btm256qqrcHeeeeaZbb7nhRdeYOHChVx66aX15j/11FOceOKJHH/88bRp04aRI0ey\nYsUKZs2a1axMhVLQYuLule5eET//CFgMHBi/3NRRA0OBqe5e4+4ZYAlwjJl1Bzq4+7x4uSnAWYXM\n3pLUM0kmxEwQZq4QM7Ukd+eMM85g4MCBrFy5kr/97W/cdtttPP3003XLTJ8+nQsuuID169dzxhln\n1P2ir66u5uyzz+aSSy5hzZo1/Md//Ad//vOf662/pKSk7ha6Df3tb3/j7LPP3mHG7d2ed/LkyUB0\ne94jjjii3vu++MUvsnDhwibXWVtby1VXXcWvfvWrHW6/trYWd+eNN97Y4bJpSG3fyMxKgQHA3+NZ\n3zezCjO728yy9688EHgv520r4nkHAstz5i/n06IkIruYefPm8eGHH/LjH/+YPfbYg9LSUi6//HKm\nTp1at8wJJ5zAkCFDMDMuuugiFixYAMDcuXOpqanh6quvZo899uDcc8/lS1/6Ur31r127tu4Wug19\n+OGH9W7PO336dEpKSujYsSOnnnpqvXVs6/a8119/PdD82/PefvvtHH/88QwcOLDRayeffDKzZs3i\nueeeo7q6mptuuonq6mo2bdq0vS9lalIpJmbWHvgTUQ/kI+AOoLe7DwAqgV+kkaNY1DNJJsRMEGau\nEDO1pKVLl7JixQr222+/ur/4J06cyPvvv1+3TO4v/Hbt2tXdPGrlypUceGD9vzV79eqVeNv7779/\nvdvznnHGGaxdu5ZbbrmFqqqqZn2O5tyed+XKldx+++389Kc/BWh0Lshhhx3G/fffz5VXXskBBxzA\nmjVr6N+/Pz169GhWpkIp+NFcZrYnUSF5wN0fA3D3D3IW+S0wPX6+Ajgo57Ue8bxtzW/SiBEj6sY6\nO3fuzIABA+p++LLDA4WarqzMAOV1BSQ7xNVwOqvQeTSt6e1Nh+qggw6id+/evPXWW81+7+c+9zlW\nrKj/62HZsmX06dMn0ftPOukkpk2bxtixY7e7XIcOHRrd/jd7Y6rRo0czatQoDj/8cG6++eZ6yyxY\nsICrrrqq0fpeeuklKisr6d+/P+7OJ598wieffMIBBxzAihUrMDPOOecczjnnHCAqSnfffXejva6k\nysvLKSsrA6j7fZmPgp8Bb2ZTgA/d/bqced3dvTJ+/gPgS+5+gZn1B34PHEs0jPU0cKi7u5m9CFwN\nzAP+Atyebdw32F5wZ8BnMuWN9k6KfQZ8eXl5cL9QQswEYeZqiUxNnQk94toRBT+aq+zWsh0uV1tb\nyzHHHMOwYcPqmtdvvvkmn3zyCUcffTTjx4/n3XffZcqUKUC0J3PwwQdTU1PD1q1bOfTQQ/nhD3/I\nFVdcweOPP87w4cMZNWoUEybs+LDk1atXc9RRR3HiiScyfvx4evfuzcaNGxk9ejQLFy7cbvO8oex9\n3a+77jq+853vcOedd3LLLbewZMmSRkdzVVdXs3bt2rrpqVOn8tBDD/H444/TpUsXAF599VUGDBjA\n6tWr+f73v89ee+3FAw88kDgPFO4M+EIfGjwIuBB43czmAw6MBi4wswFEhwtngO8AuPsiM3sYWARU\nA9/LqQxXUv/Q4EaFRETy07Nbz4IevtuzW89Ey7Vp04b//d//5brrruPggw+mqqqKww47rG4IqCnZ\nvYS2bdvyyCOPcPnll/OTn/yE008/nXPPPbfesh06dODJJ5+suyd7rv33358XX3yRG2+8kRNOOIGP\nPvqIbt26ccIJJ/Cb3/ymGZ82yjJt2jQuu+wyRo0aRb9+/XjsscfqCsmDDz7IxIkTef3112nbti1d\nu3ate2+nTp1o27ZtXSEBuOaaa3jttdfYa6+9GDZsGL/4RTgdAl2bq4Xp2lzSWujaXLsnXZtLRESC\npWKSAp1nkkyImSDMXCFmkt2biomIiORNxSQFOs8kmRAzQZi5QswkuzcVExERyZuKSQrUM0kmxEwQ\nZq4QM8nuTfczEdlN9erVq9EZ3LLra86lZZpDxSQF6pkkE2ImCDNXS2TKZDJ5r0MkS8NcIiKSNxWT\nFKhnkkyImSDMXMqUjDKlR8VERETypmtztTBdm0tEWiNdm0tERIpOxSQF6pkkE2ImCDOXMiWjTOlR\nMRERkbypZ9LC1DMRkdZIPRMRESk6FZMUqGeSTIiZIMxcypSMMqVHxURERPKmnkkLU89ERFoj9UxE\nRKToVExSoJ5JMiFmgjBzKVMyypQeFRMREcmbeiYtTD0TEWmN1DMREZGiUzFJgXomyYSYCcLMpUzJ\nKFN6VExERCRv6pm0MPVMRKQ1Us9ERESKrqDFxMx6mNkzZrbQzF43s6vj+SVmNtPM3jKzp8ysU857\nbjCzJWa22MxOyZl/pJktMLO3zezWQuZuaeqZJBNiJggzlzIlo0zpKfSeSQ1wnbsfDhwPXGlmnwdG\nAX9198OAZ4AbAMysPzAM6AecBtxhZtndrt8Al7l7X6CvmQ0pcHYREUko1Z6JmU0DfhU/vuruq8ys\nO1Du7p83s1GAu/ukePkZwDhgKfCMu/eP5w+P339FE9tQz0REpJlaTc/EzEqBAcCLQDd3XwXg7pVA\n13ixA4H3ct62Ip53ILA8Z/7yeJ6IiARgzzQ2YmbtgT8B17j7R2bWcNehRXclRowYQWlpKQCdO3dm\nwIABDB48GPh0vLJQ05WVGaCc0tJoOpMpp7KyguOOu7ZuOleh82xrOjuvWNtvarphtmLnyU5XVFRw\n7bXXBpMnS/9/O56+9dZbU/35b03fT+Xl5ZSVlQHU/b7MR8GHucxsT+B/gRnufls8bzEwOGeY61l3\n79fEMNeTwFiiYa5n3b1fPL9VDXNlMp8Wl0/nFXeYq7y8vO4bLBQhZoIwcylTMsqUXL7DXGkUkynA\nh+5+Xc68ScAad59kZiOBEncfFTfgfw8cSzSM9TRwqLu7mb0IXA3MA/4C3O7uTzaxveCKSVOKXUxE\nRHLlW0wKOsxlZoOAC4HXzWw+0XDWaGAS8LCZfYtor2MYgLsvMrOHgUVANfC9nMpwJVAG7AM80VQh\nERGR4ihoA97d57j7Hu4+wN0HuvuR7v6ku69x95Pd/TB3P8Xd1+W8Z6K793H3fu4+M2f+K+7+BXc/\n1N2vKWTulqbzTJIJMROEmUuZklGm9OgMeBERyZuuzdXC1DMRkdao1ZxnIiIiuy4VkxSoZ5JMiJkg\nzFzKlIwypUfFRERE8qaeSQtTz0REWiP1TEREpOhUTFKgnkkyIWaCMHMpUzLKlB4VExERyZt6Ji1M\nPRMRaY3UMxERkaJTMUmBeibJhJgJwsylTMkoU3pUTEREJG/qmbQw9UxEpDVSz0RERIpOxSQF6pkk\nE2ImCDOXMiWjTOlRMRERkbypZ9LC1DMRkdZIPRMRESk6FZMUqGeSTIiZIMxcypSMMqVHxURERPKW\nqGdiZn9z95N2NC8E6pmIiDRfvj2TPXew8n2AdsBnzawEyG6oI3Dgzm5URER2LTsa5voO8Arw+fjf\n7OMx4FeFjbbrUM8kmRAzQZi5lCkZZUrPdvdM3P024DYzu8rdf5lSJhERaWUSn2diZl8GSskpQO4+\npTCxdp56JiIizVfQnknORh4ADgEqgK3xbAeCKyYiIpK+pIcGHw0McvfvuftV8ePqQgbblahnkkyI\nmSDMXMqUjDKlJ2kxeQPo3tyVm9k9ZrbKzBbkzBtrZsvN7NX4cWrOazeY2RIzW2xmp+TMP9LMFpjZ\n22Z2a3NziIhIYSU9z+RZYADwErAlO9/dz9zB+04APgKmuPsR8byxwEZ3v7nBsv2AB4EvAT2AvwKH\nurub2d+B77v7PDN7ArjN3Z/axjbVMxERaaZUeibAuJ1ZubvPNrNeTbzUVOChwFR3rwEyZrYEOMbM\nlgId3H1evNwU4CygyWIiIiLpSzTM5e6zmnrksd3vm1mFmd1tZp3ieQcC7+UssyKedyCwPGf+clrZ\nCZPqmSQTYiYIM5cyJaNM6Ul6NNdGoqO3APYC2gIfu3vHndjmHcCEePjqp8AvgMt3Yj3bNGLECEpL\nSwHo3LkzAwYMYPDgwcCn/5GFmq6szADllJZG05lMOZWVFfWmcxU6z7ami7391jRdUVERVJ5coeQJ\ndbqioiKoPCF9P5WXl1NWVgZQ9/syH82+n4mZGdGQ1HHuPirB8r2A6dmeybZeM7NRgLv7pPi1J4Gx\nwFLgWXfvF88fDnzV3a/YxvbUMxERaabU72fikWnAkIRvMXJ6JGaWe1TYOURHigE8Dgw3s73M7GCg\nD/CSu1cC683smLiQXUx0ORcREQlEomJiZufkPM4zs58BmxO870HgBaCvmS0zs0uByfFhvhXAV4Ef\nALj7IuBhYBHwBPC9nF2MK4F7gLeBJe7+ZPM+ZnGpZ5JMiJkgzFzKlIwypSfp0Vxn5DyvATJEQ13b\n5e4XNDH7vu0sPxGY2MT8V4Av7DCliIgUhe4B38LUMxGR1iiVnomZ9TCzR83s/fjxZzPrsbMbFRGR\nXUvSBvx9RA3yA+LHdLYzXCX1qWeSTIiZIMxcypSMMqUnaTHp4u73uXtN/CgDuhQwl4iItCKJ7wFP\ntCfyUDzrP4FLdQ/4xtQzEZHWKK3zTL4FDAMqgZXAecCInd2oiIjsWpIWkwnAJe7exd27EhWX8YWL\ntWtRzySZEDNBmLmUKRllSk/SYnKEu6/NTrj7GmBgYSKJiEhrk7Rn8howOFtQzGw/YJa7B3cioXom\nIiLNl9b9TH4BzDWzP8bT/wH8985uVEREdi1J72cyheiijKvixznu/kAhg+1K1DNJJsRMEGYuZUpG\nmdKTdM8keyHGRQXMIiIirZSuzdXC1DMRkdYo9fuZiIiINKRikgL1TJIJMROEmUuZklGm9KiYiIhI\n3tQzaWHqmYhIa5TWeSatyp1ld+5wmd4H9eaUk05JIY2IyK5vlxzmet1e3+5jftV8/jLrL6nlUc8k\nmRAzQZi5lCkZZUrPLrln0qXX9m+1smXTFjYt35RSGhGRXd8uuWcSmtLSwcWO0MjgwYOLHaGREDNB\nmLmUKRllSo+KiYiI5E3FJAXqmSQTYiYIM5cyJaNM6dkleyYtbcyYW1m2bF2iZefPX0RpaWHziIiE\nRsUkgWXL1iU6dwRg9uyzGs1TzySZEDNBmLmUKRllSo+GuUREJG8qJilQzySZEDNBmLmUKRllSo+G\nuYpk/vzXGDFiXKJle/bszIQJ1xY2kIhIHgpaTMzsHuDfgVXufkQ8rwT4A9ALyADD3H19/NoNwLeA\nGuAad58Zzz8SKAP2AZ5w91b1m7WpnsnHH3viPkwmk2y55ghx3DbETBBmLmVKRpnSU+hhrvuAIQ3m\njQL+6u6HAc8ANwCYWX9gGNAPOA24w8yyFx37DXCZu/cF+ppZw3WKiEgRFbSYuPtsYG2D2UOB++Pn\n9wPZw5/OBKa6e427Z4AlwDFm1h3o4O7z4uWm5LynVVDPJJkQM0GYuZQpGWVKTzEa8F3dfRWAu1cC\nXeP5BwLv5Sy3Ip53ILA8Z/7yeJ6IiAQihAZ8i998ZNrPptG5e2cA9mm/D937dKd0QCkAmYoMVZur\n6EJ0McjsXwnZccympisrM3UnImb3MrJ9kIbTn3zyIZlMeaPXs7Y1va31ZTLR9rOS5G2t04MHDw4q\nT+50Vih5QpwO8f8vOy+UPCF9P5WXl1NWVgZAaQucaV3wm2OZWS9gek4DfjEw2N1XxUNYz7p7PzMb\nBbi7T4qXexIYCyzNLhPPHw581d2v2Mb2fOyzY7ebacumLWx6cRO3Tbgt0WdIesMrgN/97iy++c1p\nLbYc6EZaIlJ4+d4cK41hLosfWY8DI+LnlwCP5cwfbmZ7mdnBQB/gpXgobL2ZHRM35C/OeU+roJ5J\nMiFmgjBzKVMyypSeQh8a/CAwGNjfzJYR7Wn8DPijmX2LaK9jGIC7LzKzh4FFQDXwvZz7715J/UOD\nn8w329y/z2XEtSMSLTv/zX8m3jMREdkdFbSYuPsF23jp5G0sPxGY2MT8V4AvtGA0Nm7eSOlZpYmW\nnT27Iq9mVtrgAAAOF0lEQVRt6dpcyYSYCcLMpUzJKFN6dDkVERHJm4pJCtQzSSbETBBmLmVKRpnS\no2IiIiJ5UzFJgXomyYSYCcLMpUzJKFN6VExERCRvKiYpUM8kmRAzQZi5lCkZZUqPiomIiORNxSQF\n6pkkE2ImCDOXMiWjTOlRMRERkbypmKRAPZNkQswEYeZSpmSUKT0qJiIikjcVkxSoZ5JMiJkgzFzK\nlIwypUfFRERE8qZikgL1TJIJMROEmUuZklGm9KiYiIhI3lRMUqCeSTIhZoIwcylTMsqUHhUTERHJ\nW0HvtLirWL2mkmnlI5Itu2lxo3mZTHlweyfl5eXB/YUUYiYIM5cyJaNM6VExSaDGqug8uDTRsu++\n+0xhw4iIBEjDXCkIba8Ewhy3DTEThJlLmZJRpvSomIiISN5UTFKg80ySCTEThJlLmZJRpvSomIiI\nSN5UTFKgnkkyIWaCMHMpUzLKlB4VExERyZuKSQrUM0kmxEwQZi5lSkaZ0qNiIiIieVMxSYF6JsmE\nmAnCzKVMyShTeopWTMwsY2avmdl8M3spnldiZjPN7C0ze8rMOuUsf4OZLTGzxWZ2SrFyi4hIY8Xc\nM6kFBrv7QHc/Jp43Cvirux8GPAPcAGBm/YFhQD/gNOAOM7MiZN4p6pkkE2ImCDOXMiWjTOkpZjGx\nJrY/FLg/fn4/cFb8/ExgqrvXuHsGWAIcg4iIBKGYF3p04Gkz2wr8j7vfDXRz91UA7l5pZl3jZQ8E\n5ua8d0U8LzhbqtY3eYXhikxZvemmri6cphDHbUPMBGHmUqZklCk9xSwmg9x9pZl1AWaa2VtEBSZX\nw+ng1e5Zk+gKw7q6sIjsSopWTNx9ZfzvB2Y2jWjYapWZdXP3VWbWHXg/XnwFcFDO23vE85o07WfT\n6Ny9MwD7tN+H7n26UzqgFIBMRYaqzVV1y2YqMgD1Xm84XfNJdd3y6zLR651LS5uc9i1bWZfJ1Hv9\no8pKehx3XL3l67Yf91OyR3w1NV1Z+el7suOt2b9udnY6O6+l1tcS0w2zFTtPdrqiooJrr702mDxZ\n+v/b8fStt97KgAEDgskT0vdTeXk5ZWVlAJTGv6/yYe7p//FvZu2ANu7+kZntC8wExgMnAWvcfZKZ\njQRK3H1U3ID/PXAs0fDW08Ch3kR4M/Oxz47d7va3bNrCtEnTOH/8+Yny/uKy2znqoqsTLTv7tz/n\nhG//33rzcotL1iv33MsPL1uWaJ2ZzDjKysYlWjap8gBv0BNiJggzlzIlo0zJmRnuvtMHNhVrz6Qb\n8KiZeZzh9+4+08xeBh42s28BS4mO4MLdF5nZw8AioBr4XlOFJFQNC0kIQvxmDjEThJlLmZJRpvQU\npZi4+z+BAU3MXwOcvI33TAQmFjiaiIjsBJ0Bn4KGfZIQ5I5vhyLETBBmLmVKRpnSo2IiIiJ5UzFJ\ngXomyYSYCcLMpUzJKFN6inmeyW5tWyc3NsU3/xMYV8g4IiJ50Z5JCprqmWRPbkzy+LhmfYtnCnHc\nNsRMEGYuZUpGmdKjYiIiInlTMUmBeibJhJgJwsylTMkoU3pUTEREJG9qwKegqcupNMfqNZWMuHZE\nomV7duvJhBsm7HC5EC/pEGImCDOXMiWjTOlRMWkFaqyK0rNKEy2bmZYpaBYRkaZomCsF6pkkE2Im\nCDOXMiWjTOlRMRERkbypmKRA1+ZKJsRMEGYuZUpGmdKjYiIiInlTMUmBeibJhJgJwsylTMkoU3pU\nTEREJG8qJilQzySZEDNBmLmUKRllSo/OM9nFzK+Yn+gEx8rllTwz95lEJziKiOyIikkK0uyZfFz1\ncaITHEspDe4Ex1DHkkPMpUzJKFN6NMwlIiJ5UzFJQYg9k0xFptgRGgl1LDnEXMqUjDKlR8Ncu7Gk\n/ZWkF48Ukd2XikkKQjzPpHRAKbMfnp2ov5JWbyXUseQQcylTMsqUHg1ziYhI3rRnkoJ872dSCM3p\nmSQdDoP8hsRCvc9DiLmUKRllSo+KiexQ0sONAR4d9yjLVi1LtKx6MSK7DhWTFIS2VwKf9kxaWnMK\nT8NeTKh/rYWYS5mSUab07LbF5IMP1jBtWnmiZbdsqSpsmB1uf0virKtXrytsGBGRJrSqYmJmpwK3\nEh04cI+7T9rZdVVX19K58+BEy9b6vJ3dDJB/z6TWSZz13ZoFiZYL9TyTEP9qCzGXMiWjTOlpNcXE\nzNoAvwJOAv4FzDOzx9z9zeIm27GPKiuDG+qqfKey2BEaNfYXzV9E/4H9Gy33jyX/oPehvROtsxB9\nmIqKiuB++JUpGWVKT6spJsAxwBJ3XwpgZlOBoUDwxaRm8+ZiR2hk80fFz9Swv5JZl2my3zJ79Gy+\nftbXE62zEAcArFsX3tChMiWjTOlpTcXkQOC9nOnlRAVGpE4hjjx79i/PklmXSbROHaEmu6vWVEwS\ne/S2x7b7utc61VXVKaWBzQH+JbKuUpmSFp41v19TkEOjkw7fNbXc7JmzmyxwhRgSHDNxTKLPNHvm\nbGr3rg2qmGZCvC5egJlagrl7sTMkYmbHAePc/dR4ehTgDZvwZtY6PpCISGDc3Xb2va2pmOwBvEXU\ngF8JvAT8p7svLmowERFpPcNc7r7VzL4PzOTTQ4NVSEREAtBq9kxERCRcu8xVg83sVDN708zeNrOR\nKW73HjNbZWYLcuaVmNlMM3vLzJ4ys045r91gZkvMbLGZnVKgTD3M7BkzW2hmr5vZ1cXOZWZ7m9nf\nzWx+nGlssTPlbKeNmb1qZo8HlCljZq/FX6+XQshlZp3M7I/xNhaa2bFF/p7qG399Xo3/XW9mVwfw\ndfqBmb1hZgvM7PdmtlexM8XbuSb+2SvM7wR3b/UPoqL4DtALaAtUAJ9PadsnAAOABTnzJgHXx89H\nAj+Ln/cH5hMNL5bGma0AmboDA+Ln7Yl6TZ8PIFe7+N89gBeJDu0uaqZ4Wz8Afgc8HsL/X7ytfwAl\nDeYV+/+vDLg0fr4n0KnYmXKytSE6mfmgYmYCDoj/7/aKp/8AXFLsrxNwOLAA2Dv++ZsJHNKSuQry\nH5v2AzgOmJEzPQoYmeL2e1G/mLwJdIufdwfebCoXMAM4NoV804CTQ8kFtANeBr5U7ExAD+BpYDCf\nFpOif52AfwL7N5hXtFxAR+DdJuYX/WsVr/8U4PliZyIqJkuBkvgX8eMh/OwB5wG/zZn+CfB/gcUt\nlWtXGeZq6oTGA4uUBaCru68CcPdKoGs8v2HOFRQ4p5mVEu05vUj0TVO0XPFw0nygEnja3ecVOxNw\nC9EPVW7zsNiZiPM8bWbzzOzyAHIdDHxoZvfFw0p3mVm7ImfKdT7wYPy8aJnc/V/AL4Bl8frXu/tf\ni5kp9gZwYjys1Q44nWgvrsVy7SrFJHRFOcrBzNoDfwKucfePmsiRai53r3X3gUR7A8eY2eHFzGRm\n/wascvcKYHvH1xfj/2+Qux9J9EN/pZmd2ESONHPtCRwJ/DrO9THRX69F/Z4CMLO2wJnAH7eRIc3v\nqc5El3nqRbSXsq+ZXVjMTAAeXcNwEtFe+BNEQ1hbm1p0Z7exqxSTFUDPnOke8bxiWWVm3QDMrDvw\nfjx/BdFfA1kFy2lmexIVkgfcPXtJgKLnAnD3DUA5cGqRMw0CzjSzfwAPAV83sweAymJ/ndx9Zfzv\nB0TDlMdQ3K/VcuA9d385nv4zUXEJ4XvqNOAVd/8wni5mppOBf7j7GnffCjwKfLnImQBw9/vc/Wh3\nHwysI+qltliuXaWYzAP6mFkvM9sLGE40VpkWo/5fto8DI+LnlwCP5cwfHh/dcTDQh+jky0K4F1jk\n7reFkMvMPps9UsTMPgN8g2i8tmiZ3H20u/d0995E3zPPuPtFwPRiZQIws3bxXiVmti9RP+B1ivu1\nWgW8Z2Z941knAQuLmSnHfxL9MZBVzEzLgOPMbB8zM6Kv06IiZwLAzLrE//YEziYaFmy5XIVohhXj\nQfRX7lvAEmBUitt9kOgoki1E30iXEjXf/hrnmQl0zln+BqIjIxYDpxQo0yCiXdgKot3ZV+Ovz37F\nygV8Ic5RQXRUyY/j+UXL1CDfV/m0AV/UTET9iez/3evZ7+cAcn2R6A+3CuARoqO5ip2pHfAB0CFn\nXrEzjY3XvwC4n+gI06J/nwPPEfVO5gODW/prpZMWRUQkb7vKMJeIiBSRiomIiORNxURERPKmYiIi\nInlTMRERkbypmIiISN5UTESKJL7O1Tnx82vMbJ+c1zYWL5lI86mYiIThWmDfnGmdACatioqJSEJm\n9iOLbh2Nmd1iZn+Ln3/NzH5nZt8wsxfM7GUz+0N8dVbM7EaLbgy2wMzubGK9VxFdFPCZ7Dqj2fZT\nM6uI19klpY8pslNUTESSex44MX5+FNEVYfeI5y0gukfESe5+NPAK8MN42V+6+7HufgTQLr5acR13\n/yXRJXkGu/tJ8ex9gRfcfUC83W8X8HOJ5E3FRCS5V4CjzKwD0bXY5hLd4OtE4BOiu9PNie/ZcjGf\nXsn6JDN70aJbO3+N6K53Tcm9WOgWd38iZ7ulLflBRFransUOINJauHuNmWWIrrI6h2hv5GtEtz/9\nBzDT3S/MfY+Z7Q38GjjS3f9lZmOBfdix6pznW9HPqgROeyYizfM88COiK7DOBr5LdBXWvwODzOwQ\nqLuM/KFEhcOB1fFl5c/bxno3EN0aN2t7N+sSCY6KiUjzPE90r+y57v4+0fDWcx7dmGkE8JCZvQa8\nABzm7uuBu4nu/TGD+veEyD1i67fAkzkNeB3NJa2KLkEvIiJ5056JiIjkTcVERETypmIiIiJ5UzER\nEZG8qZiIiEjeVExERCRvKiYiIpI3FRMREcnb/wfjnSZK2d+3QgAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyKyYGGOMCdn/A1TJNEPpch64AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -413,17 +450,21 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "There are three parts to this output:\n",
+ "There are four parts to this output:\n",
"\n",
- "**The printout:** For the starting population and for every 10,000 transactions along the way, we \n",
+ "**The printout:** For the starting population and for every 20,000 transactions along the way, we \n",
"print the Gini coefficient and standard deviation of the population, and the wealths at five percentile points in the population: the 1%, 10%, 50% (median), 90% and 99% marks.\n",
"\n",
- "**The plot:** This shows the same information as the printout (except for the Gini index), but with more data points along the way. The leftmost (blue) line is the 1% mark, the rightmost (purple) is the 99% mark, and the inner lines are the 10%, 50% and 90% marks, respectively. For the plot, time goes from bottom to top rather than top to bottom. So, the 99% (purple) line starts at around 150, and over time increases to over 400, indicating that the richest 1% are getting richer. The fact that the lines are going more or less straight up after about 50,000 transactions suggests that the system has converged.\n",
+ "**The plots:** This shows the same information as the printout (except for the Gini index), but with more data points along the way. The leftmost (blue) line is the 1% mark, the rightmost (purple) is the 99% mark, and the inner lines are the 10%, 50% and 90% marks, respectively. For the plot, time goes from bottom to top rather than top to bottom. So, the 99% (purple) line starts at around 150, and over time increases to over 400, indicating that the richest 1% are getting richer. The fact that the lines are going more or less straight up after about 50,000 transactions suggests that the system has converged.\n",
"\n",
- "**The histogram:** The starting and ending populations are plotted as histograms. \n",
+ "**The histograms:** The starting and ending populations are plotted as histograms. \n",
+ "\n",
+ "**The ordered curves:** Here the initial (blue) and final (green) populations are sorted, and the curves show wealth versus ordinal number. The poorest actor (ordinal number 0) has wealth 0 in both the initial and final populations. The 2000th poorest actor (a bit below the median; at the 40th percentile) has wealth of almost 100 in the initial population, but only about 50 in the final population.\n",
"\n",
"The results show that income inequality is increasing over time. How can you tell? Because the Gini coefficient is increasing over time, the standard deviation is increasing, and the 1% and 10% marks are decreasing (the blue and olive lines are moving left as time increases) while the 90% and 99% marks are increasing (the aqua and purple lines are moving right as time increases).\n",
"\n",
+ "\n",
+ "\n",
"Would the population continue to change if we let the simulation run longer? It looks like only the 1% line is changing, the other lines remain pretty much in one place from about T=15,000 to T=25,000. This suggests that running the simulation longer would not have too much effect."
]
},
@@ -438,9 +479,9 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {
- "collapsed": false
+ "collapsed": true
},
"outputs": [],
"source": [
@@ -465,10 +506,8 @@
},
{
"cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 15,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -476,24 +515,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.34 58.7 2 20 99 182 199\n",
- " 20,000 0.49 95.7 1 11 72 228 443\n",
- " 40,000 0.50 100.5 1 10 69 231 460\n",
- " 60,000 0.50 99.3 1 11 70 232 465\n",
- " 80,000 0.50 100.1 1 11 69 229 464\n",
- "100,000 0.50 99.1 1 11 71 233 465\n",
- "120,000 0.50 100.8 1 11 68 236 471\n",
- "140,000 0.50 101.1 1 11 67 228 479\n",
- "160,000 0.50 99.5 1 10 69 230 455\n",
- "180,000 0.51 102.3 1 11 67 233 475\n",
- "200,000 0.50 98.7 1 10 71 227 455\n"
+ " 0 0.33 57.9 2 19 102 181 200\n",
+ " 20,000 0.49 97.1 1 11 72 224 447\n",
+ " 40,000 0.50 102.7 1 10 69 229 486\n",
+ " 60,000 0.50 101.1 1 11 68 233 460\n",
+ " 80,000 0.50 101.0 1 10 69 229 490\n",
+ "100,000 0.51 101.7 1 10 67 234 465\n",
+ "120,000 0.50 99.7 1 10 70 229 462\n",
+ "140,000 0.50 99.5 1 11 71 229 444\n",
+ "160,000 0.51 102.6 1 10 66 235 469\n",
+ "180,000 0.50 102.3 1 10 68 229 455\n",
+ "200,000 0.51 102.3 1 10 70 232 472\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUkopW2gBUkopZQstQEoppWzx/24Q7NWDAs7oAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0QAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -501,9 +540,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkjMVExERyZmKiYiI5Oz/A/Nvkc3R0Q0qAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEZCAYAAAC0HgObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEZCAYAAAC0HgObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGGNMUP1/exnBzk1/HEAAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -523,10 +572,8 @@
},
{
"cell_type": "code",
- "execution_count": 15,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 16,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -535,23 +582,23 @@
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
" 0 0.00 0.0 100 100 100 100 100\n",
- " 20,000 0.49 94.7 1 12 71 228 425\n",
- " 40,000 0.50 100.0 1 11 70 226 457\n",
- " 60,000 0.50 100.5 1 11 69 230 458\n",
- " 80,000 0.50 99.6 1 11 70 229 450\n",
- "100,000 0.49 99.3 1 11 70 231 445\n",
- "120,000 0.50 98.8 1 11 71 231 461\n",
- "140,000 0.51 101.7 1 10 69 231 472\n",
- "160,000 0.50 99.0 1 11 68 232 458\n",
- "180,000 0.50 99.4 1 11 70 229 460\n",
- "200,000 0.49 99.0 1 12 69 229 449\n"
+ " 20,000 0.48 94.0 1 11 72 226 424\n",
+ " 40,000 0.49 97.3 1 11 71 235 446\n",
+ " 60,000 0.50 98.1 1 11 68 233 443\n",
+ " 80,000 0.50 99.1 1 11 69 227 472\n",
+ "100,000 0.50 99.2 1 11 68 229 452\n",
+ "120,000 0.50 100.9 1 11 67 235 444\n",
+ "140,000 0.50 100.9 1 11 70 228 472\n",
+ "160,000 0.50 101.3 1 10 70 229 474\n",
+ "180,000 0.50 100.4 1 11 70 226 455\n",
+ "200,000 0.51 101.6 1 9 68 233 471\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNBqNLWgDpNFoNBpb+P9iXd+FDST+lwAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -559,9 +606,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEPCAYAAABhkeIdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEZCAYAAAC0HgObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/5Ieek/2qQ0nAAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEZCAYAAAC0HgObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYFfWV//H3YV9kXxoEodkFo0FUCBojiREE97gENUZc\n8hijER0zLplfRpmJ6zgzEqKZMYugxqAGMgICggpIFJAdWWRNszbNJg2yL+f3x62mLkhDA7e67vJ5\nPU8/VtWtW/fUsbmn63xrMXdHREQkVSrEHYCIiGQXFRYREUkpFRYREUkpFRYREUkpFRYREUkpFRYR\nEUkpFRbJWWZ2iZmtLsfP+4eZfa+8Pk8kLioskpHMrJ+ZzTOzHWa2zsxeNrM6J7GptLmQy8y6mtl7\nZvalmW0ys6lm1i/uuEROlAqLZBwzexh4BngYqA18C2gJjDezSqW8p2KKY0j19roDHwITgDbu3hC4\nF+h1ktvTv22JjX75JKOYWS3gSeB+dx/v7gfcfRVwE5AP/ChY7wkze8fMXjezrcDtZlbNzAab2RYz\nmw9ccMS2m5rZX81sg5ktN7OfJ712tO2ZmT1mZsvMbKOZDTWzuknvuc3MCoLXfnmcXXseeNXdX3D3\nLQDuPtvdbw62dbuZTT4i3oNm1jqYfjU4anvPzLYDvzCzQjOzpPWvM7O5wXSpsZtZ1WA/NwVHT9PM\nrFEZ/xeJqLBIxrkQqAr8LXmhu+8ARgOXJS2+Gnjb3esCb5IoSK2Cn17A7SUrBl/AI4HZQFPgUqC/\nmZW2vT8DDwTLLgZOB74EXg621ymYvjV4rQHQ7Gg7ZGbVge7AsOPs+5FtuyPnbwb+3d1rAQOBr4Dv\nHfH6G8F0qbGTyEvtIN76wE+BXceJTeQQFRbJNA2BTe5+8CivFQavl5ji7iMB3H03cCPwa3cvdve1\nwG+S1u0KNHT3p4KjoALgD0DfUra3B7gH+Bd3L3T3fcC/ATcEbajrgZHu/knw2q8ofTynHol/i4Vl\nTwMAdsT8u+4+NSm+ocAtcOhIrw/wl2DdY8W+j0QhbO8Js939qxOMTXLYUfvRImlsE9DQzCocpbg0\nDV4vceQZX6cDa5LmVyZNtwCamdmWYN5IfNl/fIzttQT+ZmYHk96zD8gLPuvQ+u6+08w2l7JPXwIH\ng/iXlLJOWRwZ35vAJ2b2U+AHwEx3L9n/Y8X+OtAcGBqcEPEGiSJ04BRikxyiIxbJNFOAPSS+KA8x\ns9OA3sAHSYuPPEJYB5yRNN8yaXo1sMLd6wc/9dy9jrtfdYztrQJ6H/Gemu5eSOLo49BnmVkNEkcB\nX+Puu4L9uv7ouwzADqBG0vaaHG1TR2x3EYni2YdEG+zNssTu7vvd/d/d/SwSrcergB8fIzaRw6iw\nSEZx920k2jaDzKyXmVUys3zgLRJflm8c4+3vAI+bWV0zaw7cn/TaZ8B2M3skGOSvaGZnmdn5x9je\n/wJPm1kLADNrZGZXB6/9FbjSzC40s8pBzEe2rpI9AvQzs4fNrH6wvW+aWUnrai5wlpmdY2ZVgSco\n26nSbwL9SYylvFOW2M2sh5l9I2iLfUXiSOZorUeRo1JhkYzj7v8B/BJ4ASgm8df+SuD7wXhBaQaQ\nKD7/AMYCryVt8yBwJdA5eH0D8HsSg9ilGQi8C4wzs2LgUxJjNbj7QuA+EmMa64DNHN6GO3KfppAY\naL8UWG5mm4D/Ad4LXl9Kojh9SKJdNrmUTR1pKPAd4MOSs82OFzvQhERhLAYWkDgF+vUyfp4IFvWD\nvsysgMQv6EFgn7t3NbN6JP7CbAkUADe5e3Gw/uPAncB+oL+7jwuWdwEGA9WA0e7+YKSBi4jISSmP\nI5aDQA93P9fdS/4iegz4wN07AB8Bj8OhUzRvAjqS6Je/nHQe/u+Au9y9PdDezE7qwjEREYlWeRSW\nkrNrkl0DDAmmhwDXBtNXA0ODwcMCYCnQNRiorOXu04P1Xkt6j4iIpJHyKCxO4lYb083s7mBZnrsX\nAbj7eqBxsLwZh58yuTZY1ozD+9NrKOViMxERiVd5XMdykbsXBreEGGdmizn+FcQiIpKhIi8swTn9\nuPtGM/s/EmeeFJlZnrsXBW2uDcHqazn8OoPmwbLSln+NmalIiYicBHc/1inxZRZpYQkuCqvg7l+Z\nWU2gJ4lTPkcA/YDnSNyX6N3gLSOAP5vZf5NodbUFPnN3N7NiM+sKTCdxsdZvKEXUZ7ody/Dh8MYb\nif/G7cknn+TJJ5+MO4y0cCq5OOgH2blvJ+u/Ws+0NdMo2FrA1t1bEz97tlK8u5jiPcUUbi9k3fZ1\n1KtejwbVG1CzSk1qVq759f8ebVmVmtSqUot61etRr1o96larS51qdahSsUpqE4F+L5IpF6Gk+5We\nsqiPWPJI3DbCg8/6s7uPM7MZwNtmdieJ6w9ugsS5/2b2NrCQxEVZP/OwStzH4acbj4049oxXUFAQ\ndwhp41i5OHDwAIVfFbJk8xKWbVnG4k2LmVE4g8WbFrN973Z27dtF9crVqVetHt3P6E7bem1pXLMx\n7Rq0SxSAqnWoW60uDWo0IL9uPpUqpPedkvR7EVIuohHpvwB3/weJC86OXL4F+H4p73mGxLM2jlw+\nEzg71TFKdnJ31m5fy9LNS9m8azOLNy3m2b8/y+adm9m4cyMbdmxg486NbNyxkaIdRdStVpe29dvS\nvn572tZvy6++8ys6NepE7aq1qVG5BhX0eBORMkvvP63klPTr1y/uEMrF/oP7Wbp5KZ+s/oTxK8Yz\nZ/0cVhWvokblGnRs2JG80/Ko370+X+76koY1GtKxUUca12xM45qNaVSjEY1qNuK0KqfFvRvlJld+\nL8pCuYhG5Ffelzczc42xZJed+3byjy//wariVaz4cgXzN8ynaEcR679az+ptq9mwYwMt67TkvNPP\n49JWl3LRGRfRok4LalapGXfoIhnDzDJj8F7iNXHiRHr06BF3GCdk446NrNm2hrXb17JsyzKmrZ3G\nqCWjaF67OS3qtKBlnZac3fhsLm19KXk182hRpwVNTmtC1UpVj7ndTMxFVLI9F/n5+axcufL4K+ao\nli1bRj62pMIisdt/cD9T10zlqclP8enqT2lVtxVNazWlXf12fC//ewzqPYiGNRoef0MiwMqVK2M9\nMzTdpfLsr1I/I9v+B6gVlv6+2vsVc9fPZWbhTGYVzmLE4hE0rdWUe8+/lzs636EWlpySoKUTdxhp\nq7T8qBUmGadweyHDFw3nzflvMqtwFmc3PpsuTbvQtVlXnrjkCVrVaxV3iCKSIiosWSwdeumLNy1m\n0GeDGDJ3CH3a9eHRix6lZ5ueVKtUrVzjSIdcpAvlQqKmwiIpd+DgAd5f/j4Dpw1k7vq53P7N21n2\n82XknZYXd2giUg40xpJiuTzGcuDgAYYtGsaASQOoWrEq93e9n5u/cTPVK1ePOzTJIZk4xjJgwACW\nL1/Oa6+9dvyVSzFp0iR+9KMfsXr16mOupzEWSXvuzmdrP2NCwQRenfMqdarW4YXLXqBX2166Wl2k\nnBw4cAB3L5czvspC//Kz2MSJEyPZ7vY92/n9zN/T7//6kT8wn77D+rLiyxX875X/y7S7p9G7Xe+0\nKypR5SITKRfxeu6552jevDm1a9emY8eOjB49mqeffpq33nqLWrVqce655wIwePBgOnXqRO3atWnb\nti2vvPLKoW1MmjSJM844g+eff56mTZtyyy230KdPH9atW0etWrWoXbs269evj2sXdcQiZVe8u5jf\nTPsNv53+W7o160bvtr155KJH6NiwY9r8pSSSzpYsWcJLL73EzJkzycvLY9WqVRw4cIBf/vKXX2uF\n5eXlMXr0aPLz85k8eTKXX345Xbt2pXPnxO0X169fz9atW1m1ahUHDx5k6tSp3HbbbaxatSqu3TtE\nhSWLperMnz379zChYAK/mvArWtVtxUc//oizGp+Vkm2XF50FFcr1XKTqb6CTGcapWLEie/fuZf78\n+TRo0IAWLVqUum7v3r0PTV988cX07NmTyZMnHyosFStWZMCAAVSuXPnEA4lYevUrJK1s2bWFxz94\nnGb/1Yxff/xrbvnGLQy9YWjGFRWRZO6p+TkZbdq04cUXX+TJJ5+kcePG3HLLLRQWFh513TFjxtC9\ne3caNGhAvXr1GDNmDJs2bTr0eqNGjdKyqIAKS1Y72V765p2b+af3/4nWA1uzfsd6pt09jb/f+Xce\n6v5Q2o2dlJXGFULKRbz69u3L5MmTD7WsHn300a+1kvfu3csNN9zAI488wsaNG/nyyy/p3bv3YWdz\nHfmedGpHZ+a3hETC3Rk0bRBnvnQmu/bt4ov7v+DVa16lTf02cYcmkhWWLFnChAkT2Lt3L1WqVKF6\n9epUrFiRJk2aUFBQcKhw7N27l71799KwYUMqVKjAmDFjGDdu3DG3nZeXx+bNm9m2bVt57MoxaYwl\ni51IL/3jlR/z1OSn2LhjI5PvmMyZDc+MLrAY5Pq4QjLlIj579uzhscce44svvqBy5cpceOGFvPLK\nK1SpUoXXX3+dBg0a0Lp1a2bMmMHAgQO58cYb2bt3L1dddRXXXHPNMbfdoUMHbr75Zlq3bs3BgwdZ\nuHAhTZo0Kac9O5wukEyxTLtAcuXWlQyYNIDxK8bzYLcHua/rfeV+uxWRVMrECyTLU3lcIKlWWBY7\nXi999NLRnPu/59KwRkNm3zObhy98OGuLisYVQsqFRE2tsBw1eM5gHhn/CO/2fZeLW14cdzgikkXU\nCkuxdG+FzS6czYBJA5hVOIuxPxpLp0ad4g5JJKXUCjs2tcIkZXbv382tw2/lijev4Lv532Xx/YtV\nVEQkEiosWaykl766eDWXDL6EbXu2seTnS+j/rf45d8dhjSuElAuJmgpLlptVOIvuf+xOn7Z9GNF3\nBKdVOS3ukEQky2nwPoud1/08Or3ciYGXD+T6TtfHHU6sdO1GSLmQqOmIJUu9+8W7nPnSmVzd/uqc\nLyoiUr5UWLLQOwve4Scjf8Ivmv6Cl654Ke5w0oLGFULKRXa44447+Nd//de4wzgqtcKyzFvz3+KB\nsQ8w8uaR7Fq2K+5wRCQHqbBkkY9Xfsz9Y+5nzK1jOP/086F53BGlD40rhJQLiZpaYVnio398xA/e\n+gGDrxmcKCoikpYKCwu54YYbaNy4MW3atGHQoEEADBgwgB/+8Ifcfvvt1K5dm7PPPptZs2Ydet/s\n2bM577zzqFOnDn379mX37t1x7cJxqbBkgXcWvMMP//pDht4wlCvaX3FouXrpIeUipFzEx9256qqr\nOPfccyksLOTDDz9k4MCBjB8/HoCRI0dyyy23UFxczFVXXcV9990HwL59+7juuuu4/fbb2bJlCzfe\neCPDhg2Lc1eOSa2wDObuDJw2kBenvsiom0fRrXm3uEMSSXs2IDUPxPInTvy2MdOnT2fTpk38y7/8\nCwD5+fncfffd/OUvf6Fly5Z8+9vfplevXgDcdtttDBw4EIApU6awf/9+HnjgAQCuv/56LrjggpTs\nRxRUWDLUQT/IvaPu5dM1nzL+tvG0a9Dua+uolx5SLkK5nouTKQipsnLlStauXUv9+vUTsbhz8OBB\nLr74Ylq2bHnY81Nq1KjB7t27OXjwIIWFhTRr1uywbbVs2bJcYz8RaoVlqP/89D+ZWzSXqXdNPWpR\nEZH0c8YZZ9C6dWu2bNnCli1b+PLLLykuLmbUqFHHfF/Tpk1Zu3btYctKHm2cjlRYMsy+A/t4evLT\n/Men/8EbP3iDmlVqlrqueukh5SKkXMSna9eu1KpVi+eff57du3dz4MABFixYwIwZM466fsldiLt3\n706lSpUYNGgQ+/fvZ/jw4Xz22WflGfoJUWHJIO7ObX+7jXHLxzHlrim0rd827pBE5ARUqFCBUaNG\nMWfOHFq1akXjxo35yU9+Uupz6s0S40GVK1dm+PDhvPrqqzRo0IB33nmH669P3ztqlMvzWMysAjAD\nWOPuV5tZPeAtoCVQANzk7sXBuo8DdwL7gf7uPi5Y3gUYDFQDRrv7g6V8VtY+j2XammncPOxmFt63\nMGuf9ChyqvQ8lmPLpuex9AcWJs0/Bnzg7h2Aj4DHAcysE3AT0BHoDbxsJSUbfgfc5e7tgfZm1quc\nYk8LK7eu5K4Rd/Fw9+x9fLCIZIfIC4uZNQf6AH9IWnwNMCSYHgJcG0xfDQx19/3uXgAsBbqaWROg\nlrtPD9Z7Lek9WW/P/j30ebMPt51zGz+74Gdlfp966SHlIqRcSNTK44jlv4F/BpKPvfLcvQjA3dcD\njYPlzYDVSeutDZY1A9YkLV8TLMsJL3z6AqfXOp1HLnqE8ABORCQ9RXodi5ldARS5+xwz63GMVVPa\nEO3Xrx/5+fkA1K1bl86dOx86d7/kr7Wo5ufPn8jGjQCp2d7QUUN5buRzzH9+PmZ2Qu/v0aNH5Pur\n+cycL5Eu8US1f1K6iRMnMnjwYIBD35epEungvZk9DfyIxEB8daAW8DfgfKCHuxcFba4J7t7RzB4D\n3N2fC94/FngCWFmyTrC8L3CJu997lM/MqsH7u0fcTV7NPJ669KnUbFAky2nw/tgyfvDe3X/p7i3c\nvTXQF/jI3W8DRgL9gtVuB94NpkcAfc2sipm1AtoCnwXtsmIz6xoM5v846T1Za8TiEYxYPIKHL3z4\npN6vv95CykVIuZCoxXVLl2eBt83sThJHIzcBuPtCM3ubxBlk+4CfJR1+3MfhpxuPLfeoy9G8onnc\n+e6djLplFPWr1487HJGM0bJlS41FHkN53AqmXK5jKU/Z0ArbsGMDF/3pIp685EluPefW1AUnIlKK\njGmFyYlzd378tx9zbYdrVVREJCOpsKSZMcvGsKp4Fc98/5lT3pZ66SHlIqRchJSLaOi2+Wlkz/49\nPPT+Qzxz6TNUqqD/NSKSmTTGkmKnMsYycOpAxi4fy5hbx6Q+MBGRY0jlGIv+LE4Ta7at4deTf83k\nOybHHYqIyCnRGEsacHf6j+3PPefdw5kNz0zZdtU/DikXIeUipFxEQ0csaeC1ua+xbMsy/vyDP8cd\niojIKdMYS4qd6BjLtj3b6PDbDozoO4ILml0QbXAiIqXQdSxZwt25a8RdXNnuShUVEckaKiwxmlAw\ngc+LPmdQn0GRbF/945ByEVIuQspFNFRYYrLvwD5+Me4XPPbtx/RESBHJKhpjSbGyjrH826R/Y8qa\nKYy+ZbRumCcisdN1LBlu4caF/Paz3zLrnlkqKiKSddQKi8Ezf3+G/t3607x280g/R/3jkHIRUi5C\nykU0VFjK2Zptaxi9dDQ/7/bzuEMREYmExlhS7HhjLA+OfRB3Z2DvgeUbmIjIMWiMJUMt3byUN+a9\nwef3fh53KCIikVErrBw9/feneehbD9G0VtNy+Tz1j0PKRUi5CCkX0dARSzlZVbyKd794l/k/mx93\nKCIikdIYS4qVNsZy4zs3clajs3iyx5OxxCUiciwaY8kwkwomMX3tdF679rW4QxERiZzGWMrBExOf\n4Nff+zXVK1cv189V/zikXISUi5ByEQ0VlojNK5rHsi3LuOmsm+IORUSkXGiMJcWOHGPpP6Y/p1U5\njacufSq2mEREjkdjLBli255tvD7vdebdOy/uUEREyo1aYREaMmcIl7W5LPJ7gpVG/eOQchFSLkLK\nRTR0xBKRLbu28OwnzzLspmFxhyIiUq40xpJiJWMsbe99hK27t/LKVa/EFouISFlpjCXN7a5UxB9m\n/UH3BBORnKQxlgisaDiIvt/oS7PazWKNQ/3jkHIRUi5CykU0dMSSYvsO7qGg/u/p3+3juEMREYmF\nxlhSrP8f32DootcoemFcbDGIiJyoVI6xqBWWQu7O/216njYbH4o7FBGR2KiwpNDMwpnsOrCNvO29\n4g4FUP84mXIRUi5CykU0VFhSxN15eNzDXNvoUUxpFZEcFuk3oJlVNbNpZjbbzD43syeC5fXMbJyZ\nLTaz982sTtJ7HjezpWa2yMx6Ji3vYmbzzGyJmb0YZdwnY9LKSRR9VcRl9X8SdyiH9OjRI+4Q0oZy\nEVIuQspFNCItLO6+B/iuu58LdAZ6m1lX4DHgA3fvAHwEPA5gZp2Am4COQG/gZTMrGUz6HXCXu7cH\n2ptZevSbAm8veJt+nftR0XSinYjktsh7Nu6+M5isSuL0ZgeuAYYEy4cA1wbTVwND3X2/uxcAS4Gu\nZtYEqOXu04P1Xkt6T+z27N/DOwvfSbtb46t/HFIuQspFSLmIRuSFxcwqmNlsYD0wPigOee5eBODu\n64HGwerNgNVJb18bLGsGrElaviZYlhaGLxrOOXnn0Lpe67hDERGJXXkcsRwMWmHNSRx9nEXiqOWw\n1aKOI0q/n/V77jnvnrjD+Br1j0PKRUi5CCkX0Si3AQF332ZmE4HLgSIzy3P3oqDNtSFYbS1wRtLb\nmgfLSlt+VP369SM/Px+AunXr0rlz50O/QCWHvqmaf3vU28z4dAZX3nIlAPPnT2TjRoBoPk/zmte8\n5lMxP3HiRAYPHgxw6PsyZdw9sh+gIVAnmK4OfAz0AZ4DHg2WPwo8G0x3AmYDVYBWwDLCuwNMBboC\nBowGLi/lM708vfDJC37Xu3cdmh82zP2668o1hFJNmDAh7hDShnIRUi5CykUo+O5MyXd/1EcsTYEh\nZlaBRNvtLXcfbWZTgbfN7E5gJYkzwXD3hWb2NrAQ2Af8LNhhgPuAwUA1YLS7j4049jIZtXQUD3d/\nOO4wRETShu4Vdgq27dlGs/9qxvqH11OzSk3g68+8FxHJBLpXWJr46B8f0a1Zt0NFRUREVFhOyVsL\n3uL6jtfHHUapSgbqRLlIplyElItoqLCcpB17dzBm6Riu75S+hUVEJA4qLCdp5JKRfKv5t2hcs/Hx\nV45JySmGolwkUy5CykU0VFhO0ojFI7iy/ZVxhyEiknZUWE7C7v27eW/pe/T9Rt+4Qzkm9Y9DykVI\nuQgpF9FQYTkJkwom8Y3G36BhjYZxhyIiknaOW1jMrKKZ/bk8gskUf5rzp7Q+G6yE+sch5SKkXISU\ni2gct7C4+wGgpZlVKYd40t6WXVsYu2wsd3e5O+5QRETSUllbYSuAT8zsV2b2TyU/UQaWrobOH0rv\ntr2pXbV23KEcl/rHIeUipFyElItolPVeYcuDnwpArejCSX9D5w/l0YsejTsMEZG0dUL3CjOzGh4+\nETItRXmvsH0H9lH/+fqsenAV9arXO+o6uleYiGSicr9XmJl1N7OFwBfB/DfN7OVUBJBJPlv7Ge3q\ntyu1qIiISNnHWF4EegGbAdx9LvCdqIJKVyOXjKRXm15xh1Fm6h+HlIuQchFSLqJR5utY3H31EYsO\npDiWtObuDF80XPcGExE5jrIO3q82swsBN7PKQH9gUXRhpZ8FGxew98Bezmt6XtyhlJnO0Q8pFyHl\nIqRcRKOsRyw/JfEEx2YknjXfOZjPGR+u+JBebXphlpKxLRGRrFWmwuLum9z9VnfPc/fG7v4jd98c\ndXDpZPyK8fTI7xF3GCdE/eOQchFSLkLKRTSO2Qozs0FAqefuuvsDKY8oDe3ev5sJBRN48/o34w5F\nRCTtHe+IZQYwE6gGdAGWBj+dgZy5xcsnqz7hnLxzMuJq+2TqH4eUi5ByEVIuonHMIxZ3HwJgZvcC\n33b3/cH8/wCTow8vPby39D36tO0TdxgiIhmhrIP39YDkP9dPC5blhPeWvscV7a+IO4wTpv5xSLkI\nKRch5SIaZT3d+FlgtplNAIzExZFPRhVUOlm2ZRnb92zn3Cbnxh2KiEhGOO69wixxfm1zYB/QLVg8\nzd3XRxzbSUn1vcIGTh3I5xs+5w9X/6FM6+teYSKSiVJ5r7DjHrG4u5vZaHc/G3g3FR+aSd5b+h73\nnn9v3GGIiGSMso6xzDKzCyKNJA19tfcrpq6Zyvdbfz/uUE6K+sch5SKkXISUi2iUdYylG/AjMysA\ndpAYZ3F3PyeqwNLBBys+oFvzbtSqmtOPoBEROSFlLSy9SJwFdnEw/zGwNZKI0sj45eO5vM3lcYdx\n0nSOfki5CCkXIeUiGmVthV0LvA40BBoF01dHFVS6eH/5+3yv1ffiDkNEJKOUtbDcBXzL3Z9w938F\nugM/iS6s+K0uXk3xnmI6N+kcdygnTf3jkHIRUi5CykU0ylpYjMOfv3IgWJa1Pl75Md9u8W3dzVhE\n5ASVdYzlVWCamf0tmL8W+GM0IaWHj1d+TI+WPeIO45SofxxSLkLKRUi5iEZZb5v/X8AdwJbg5w53\nfzHKwOL28arEEYuIiJyYE3k08Sx3/03wMzvKoOK2ZtsaNu7YmNHjK6D+cTLlIqRchJSLaJS5sOSS\n8cvHc2nrS6lYoWLcoYiIZBwVlqMYt2IcPVv3jDuMU6b+cUi5CCkXIeUiGpEWFjNrbmYfmdkCM/vc\nzB4Iltczs3FmttjM3jezOknvedzMlprZIjPrmbS8i5nNM7MlZhbZ+M5BP8iHKz7ksjaXRfURIiJZ\nLeojlv3AP7n7WSSufbnPzM4EHgM+cPcOwEfA4wBm1gm4CegI9AZetvB8398Bd7l7e6C9mfWKIuC5\n6+dSv3p9WtRpEcXmy5X6xyHlIqRchJSLaERaWNx9vbvPCaa/AhaRuAX/NcCQYLUhJE5fhsTV/EPd\nfb+7F5B4DHJXM2sC1HL36cF6ryW9J6XGLR9HzzaZ3wYTEYlLuY2xmFk+0BmYCuS5exEkig/QOFit\nGbA66W1rg2XNgDVJy9cEy1Ju/IrxXNY6O9pg6h+HlIuQchFSLqJRLoXFzE4D/gr0D45cjnwSV+qe\nzHUKdu/fzbS10+iR3yPuUEREMlZZr7w/aWZWiURRed3dSx4UVmRmee5eFLS5NgTL1wJnJL29ebCs\ntOVH1a9fP/Lz8wGoW7cunTt3PvSXSUlP9WjzM9fN5PRNpzNzyswyrX+0+fnzJ7JxI8DJvT+V88n9\n4zg+P53mS5alSzxxzs+ZM4cHH3wwbeKJc/7FF18s8/dDts1PnDiRwYMHAxz6vkwZd4/0h8R4yH8d\nsew54NFg+lHg2WC6EzAbqAK0ApYRPj55KtCVxD3KRgOXl/J5frIGTh3o94y856Tf7+4+bJj7dded\n0iZSZsJyDeBbAAAPE0lEQVSECXGHkDaUi5ByEVIuQsF3Z0q+9yM9YjGzi4Bbgc/NbDaJltcvg8Ly\ntpndCawkcSYY7r7QzN4GFgL7gJ8FOwxwHzAYqAaMdvexqY53ypopWTO+AuofJ1MuQspFSLmIRqSF\nxd0/AUq7fP2oz/t192eAZ46yfCZwduqi+7opq6fwxCVPRPkRIiJZT1feB5ZvWc6u/bvo0KBD3KGk\nTPL4Qq5TLkLKRUi5iIYKS2DkkpFc0+EaPX9FROQUqbAEPln9Cd9p+Z24w0gp9Y9DykVIuQgpF9FQ\nYQnMWT+HLk27xB2GiEjGU2EBCrcXsnnn5qwaXwH1j5MpFyHlIqRcREOFBZi0chIXt7xYz18REUkB\nFRZgUsEkLml5SdxhpJz6xyHlIqRchJSLaKiwABNXTszKwiIiEoecLyxFXxWxbvs6zm16btyhpJz6\nxyHlIqRchJSLaOR8YRm7bCw92/SkguV8KkREUiLnv03nFs3l/Kbnxx1GJNQ/DikXIeUipFxEI+cL\ny6zCWXRu0jnuMEREskZOF5b9B/czs3AmXZt1jTuUSKh/HFIuQspFSLmIRk4XlnlF8zij9hnUq14v\n7lBERLJGTheWKaun0L1597jDiIz6xyHlIqRchJSLaOR0YZm6dirdz8jewiIiEoecLizZfsSi/nFI\nuQgpFyHlIho5W1g27NjApp2b6NioY9yhiIhklZwtLFPXTKVrs65ZfWGk+sch5SKkXISUi2hk77fq\ncUxfO51uzbrFHYaISNbJ2cIyo3AG55+enVfcl1D/OKRchJSLkHIRjZwsLHv272HK6ilceMaFcYci\nIpJ1crKwzFg3g7b129KoZqO4Q4mU+sch5SKkXISUi2jkZGGZVTgr69tgIiJxyc3Csn4W5zbJvuev\nHEn945ByEVIuQspFNHKysMwunE2Xpl3iDkNEJCuZu8cdQ0qZmR9rn3bv30395+qz5dEtVKtULeWf\nP3w4vPFG4r8iIpnCzHB3S8W2cu6IZf6G+bRr0C6SoiIiIjlYWGYV5sb4Cqh/nEy5CCkXIeUiGjlZ\nWDS+IiISnZwrLNPXTee8pufFHUa50Dn6IeUipFyElIto5FRh2b5nO4s3LeaCZhfEHYqISNbKqcKy\ncONC2jdoT5WKVeIOpVyofxxSLkLKRUi5iEZOFZaSW+WLiEh0cqqwTF+XW7fKV/84pFyElIuQchGN\nnCosc4vm8s0m34w7DBGRrBZpYTGzP5pZkZnNS1pWz8zGmdliM3vfzOokvfa4mS01s0Vm1jNpeRcz\nm2dmS8zsxZOJZde+XSzbsoyzGp11ajuVQdQ/DikXIeUipFxEI+ojlleBXkcsewz4wN07AB8BjwOY\nWSfgJqAj0Bt42cxKbi/wO+Aud28PtDezI7d5XJ9v+JwODTpQtVLVk9sTEREpk0gLi7v/HfjyiMXX\nAEOC6SHAtcH01cBQd9/v7gXAUqCrmTUBarn79GC915LeU2azC2dzbtPcuOK+hPrHIeUipFyElIto\nxDHG0tjdiwDcfT3QOFjeDFidtN7aYFkzYE3S8jXBshMye/3snLmVi4hInCrFHQCQ8tsr9+vXj/z8\nfADq1q1L586dmb1+NreefeuhnmrJXyqpnp8/fyIbNwJEs/0TmU/uH8fx+ek0X7IsXeKJc37OnDk8\n+OCDaRNPnPMvvvginTt3Tpt4ynN+4sSJDB48GODQ92XKuHukP0BLYF7S/CIgL5huAiwKph8DHk1a\nbyzQLXmdYHlf4HfH+Dw/0r4D+7zGUzW8eHfx115LtWHD3K+7LvKPKZMJEybEHULaUC5CykVIuQgF\n350p+d4vj1aYBT8lRgD9gunbgXeTlvc1sypm1gpoC3zmiXZZsZl1DQbzf5z0njJZvGkxp9c6ndpV\na5/CbmSekr9SRLlIplyElItoRNoKM7M3SfSEGpjZKuAJ4FngHTO7E1hJ4kww3H2hmb0NLAT2AT8L\nqijAfcBgoBow2t3Hnkgcc9bP0fiKiEg5ifqssFvc/XR3r+ruLdz9VXf/0t2/7+4d3L2nu29NWv8Z\nd2/r7h3dfVzS8pnufra7t3P3/icax6zCWXRu0jlVu5UxkscXcp1yEVIuQspFNHLiyvvFmxfTsWHH\nuMMQEckJOVNYzmx4ZtxhlDv1j0PKRUi5CCkX0cj6wrJr3y7WbFtD2/pt4w5FRCQnZH1hWbx5MW3q\ntaFyxcpxh1Lu1D8OKRch5SKkXEQj6wvLoo2L6NhI4ysiIuUl+wvLpkV0atgp7jBiof5xSLkIKRch\n5SIaWV9YFmxcQKdGuVlYRETikP2FZcMCzmqcO89gSab+cUi5CCkXIeUiGlldWHbu28mq4lW0b9A+\n7lBERHJGVheWaWum8c0m36RKxSpxhxIL9Y9DykVIuQgpF9HI6sKycONCzml8TtxhiIjklKwuLHPW\nz+HsvLPjDiM26h+HlIuQchFSLqKR1YVl9vrZdGnaJe4wRERyioV3ps8OZubuzs59O2n0H43Y/Mhm\nqlWqVm6fP3w4vPFG4r8iIpnCzHB3O/6ax5e1RyzLtywnv25+uRYVERHJ4sJSco+wXKb+cUi5CCkX\nIeUiGllbWOYVzcvJh3uJiMQtawvLwo0Lc/IZLMl0jn5IuQgpFyHlIhpZW1gWbVrEWY1y81YuIiJx\nytrCsmbbGlrUaRF3GLFS/zikXISUi5ByEY2sLCxbd2/lwMED1K1WN+5QRERyTlYWloKtBbSq1wqz\nlJySnbHUPw4pFyHlIqRcRCMrC8viTYtpV79d3GGIiOSkrCwsn2/4nHPydPNJ9Y9DykVIuQgpF9HI\nysKyaNMiPTVSRCQmWVlYFm5cSMeGHeMOI3bqH4eUi5ByEVIuopGVhaVga4GeGikiEpOsLCxNTmtC\n1UpV4w4jduofh5SLkHIRUi6ikZWFpVmtZnGHICKSs7KysOT6PcJKqH8cUi5CykVIuYhGVhaWDg06\nxB2CiEjOysrC0rpe67hDSAvqH4eUi5ByEVIuopGVhaVt/bZxhyAikrOy8pn3O/fupHrl6rF8vp55\nLyKZSM+8P464ioqIiGRYYTGzy83sCzNbYmaPxh1PulP/OKRchJSLkHIRjYwpLGZWAfgt0As4C7jZ\nzHRe8THMmTMn7hDShnIRUi5CykU0MqawAF2Bpe6+0t33AUOBa2KOKa1t3bo17hDShnIRUi5CykU0\nMqmwNANWJ82vCZaJiEgayaTCIieooKAg7hDShnIRUi5CykU0MuZ0YzP7FvCku18ezD8GuLs/d8R6\nmbFDIiJpJlWnG2dSYakILAYuBQqBz4Cb3X1RrIGJiMhhKsUdQFm5+wEzux8YR6KF90cVFRGR9JMx\nRywiIpIZsmbwPtcunjSz5mb2kZktMLPPzeyBYHk9MxtnZovN7H0zq5P0nsfNbKmZLTKznvFFn3pm\nVsHMZpnZiGA+J/MAYGZ1zOydYP8WmFm3XM2HmT1kZvPNbJ6Z/dnMquRKLszsj2ZWZGbzkpad8L6b\nWZcgf0vM7MUyfbi7Z/wPiQK5DGgJVAbmAGfGHVfE+9wE6BxMn0Zi/OlM4DngkWD5o8CzwXQnYDaJ\n9md+kC+Lez9SmI+HgDeAEcF8TuYh2MfBwB3BdCWgTi7mAzgdWAFUCebfAm7PlVwA3wY6A/OSlp3w\nvgPTgAuC6dFAr+N9drYcseTcxZPuvt7d5wTTXwGLgOYk9ntIsNoQ4Npg+mpgqLvvd/cCYCmJvGU8\nM2sO9AH+kLQ45/IAYGa1gYvd/VWAYD+LydF8ABWBmmZWCagOrCVHcuHufwe+PGLxCe27mTUBarn7\n9GC915LeU6psKSw5ffGkmeWT+MtkKpDn7kWQKD5A42C1I3O0luzJ0X8D/wwkDxjmYh4AWgGbzOzV\noDX4ipnVIAfz4e7rgP8EVpHYr2J3/4AczEWSxie4781IfJ+WKNN3a7YUlpxlZqcBfwX6B0cuR56N\nkdVnZ5jZFUBRcPR2rHPwszoPSSoBXYCX3L0LsAN4jBz7vQAws7ok/kJvSaItVtPMbiUHc3EMkex7\nthSWtUCLpPnmwbKsFhze/xV43d3fDRYXmVle8HoTYEOwfC1wRtLbsyVHFwFXm9kK4C/A98zsdWB9\njuWhxBpgtbvPCOaHkSg0ufZ7AfB9YIW7b3H3A8DfgAvJzVyUONF9P6mcZEthmQ60NbOWZlYF6AuM\niDmm8vAnYKG7D0xaNgLoF0zfDrybtLxvcFZMK6AtiYtMM5q7/9LdW7h7axL/3z9y99uAkeRQHkoE\nbY7VZtY+WHQpsIAc+70IrAK+ZWbVzMxI5GIhuZUL4/Aj+RPa96BdVmxmXYMc/jjpPaWL+8yFFJ4B\ncTmJM6OWAo/FHU857O9FwAESZ8DNBmYFOagPfBDkYhxQN+k9j5M422MR0DPufYggJ5cQnhWWy3n4\nJok/tuYAw0mcFZaT+QCeCPZrHonB6sq5kgvgTWAdsIdEkb0DqHei+w6cB3wefLcOLMtn6wJJERFJ\nqWxphYmISJpQYRERkZRSYRERkZRSYRERkZRSYRERkZRSYRERkZRSYRGJSXA/rx8E0/3NrFrSa9vj\ni0zk1KiwiKSHB4GaSfO6wEwylgqLSBmZ2S+Cx2NjZv9tZh8G0981szfM7DIz+9TMZpjZW8FdhTGz\nX5nZtOBhSf9zlO3+nMRNEj8q2WZisf3azOYE22xUTrspcspUWETKbjJwcTB9Hom75VYMls0D/h9w\nqbufD8wEHg7WHeTu3dz9HKBGcEfmQ9x9EIlbb/Rw90uDxTWBT929c/C5P4lwv0RSSoVFpOxmAueZ\nWS0S91+aAlxAorDsIvEUvk/MbDaJm/WV3HH7UjObGjwi9rvAWaVsP/lmgXvcfXTS5+anckdEolQp\n7gBEMoW77zezAhJ3h/2ExFHKd4E2JB6BO87db01+j5lVBV4Curj7OjN7AqjG8e1Lmj6A/q1KBtER\ni8iJmQz8AvgY+DvwUxJ3l54GXGRmbQDMrIaZtSNRRBzYHDyU7YZStrsNqJ00f6yHlomkNRUWkRMz\nGWgCTHH3DSRaYB+7+yYSRzJ/MbO5wKdAB088b/4PJJ6JMobDn++RfObX74GxSYP3OitMMpZumy8i\nIimlIxYREUkpFRYREUkpFRYREUkpFRYREUkpFRYREUkpFRYREUkpFRYREUkpFRYREUmp/w/o/QiM\nyIPw0QAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -585,10 +642,8 @@
},
{
"cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 17,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -596,24 +651,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.50 99.2 1 10 69 236 430\n",
- " 20,000 0.50 99.8 1 11 68 230 467\n",
- " 40,000 0.50 101.2 1 11 70 228 490\n",
- " 60,000 0.49 96.4 1 11 70 230 433\n",
- " 80,000 0.50 99.8 1 10 70 227 469\n",
- "100,000 0.50 98.6 1 10 69 232 459\n",
- "120,000 0.49 96.3 1 11 71 228 443\n",
- "140,000 0.50 99.3 1 11 69 232 447\n",
- "160,000 0.50 101.2 1 10 69 234 460\n",
- "180,000 0.50 98.6 1 10 69 235 444\n",
- "200,000 0.50 99.2 1 11 69 230 467\n"
+ " 0 0.50 97.5 1 9 71 230 442\n",
+ " 20,000 0.50 101.2 1 10 68 237 474\n",
+ " 40,000 0.50 98.8 1 11 70 230 451\n",
+ " 60,000 0.50 100.6 1 11 68 232 460\n",
+ " 80,000 0.50 98.3 1 10 71 229 444\n",
+ "100,000 0.50 99.1 1 11 71 228 457\n",
+ "120,000 0.50 99.3 1 11 70 232 450\n",
+ "140,000 0.51 100.7 1 10 68 232 465\n",
+ "160,000 0.49 98.2 1 11 70 232 445\n",
+ "180,000 0.51 101.7 1 10 69 233 480\n",
+ "200,000 0.51 103.2 1 10 67 233 494\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMo+vAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSfElq1bGAAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -621,9 +676,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEPCAYAAABhkeIdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt4FdW9//H3F0EocklEBAUh4BU8bbFVWsELar2eI2jV\nSrEKVH160KqtvQi2FaQ9RTi/HqWeak9bFbVStdUGaeVSq0HFC16IqKjgJdwEVG4BLWDg+/tjJnEn\nJGSSnT17JXxez7Mf9sxee+aTsJNvZq2ZNebuiIiIZKNVvgOIiEjzp2IiIiJZUzEREZGsqZiIiEjW\nVExERCRrKiYiIpI1FRMRwMxeM7MT8p1DpLlSMZE9gpm9Z2Yn11g30syeAnD3f3P3J+vZRm8z22lm\n+rkRqUE/FLKna8hVuxa3t1wEMbO9crFdkTSomIhQ/cjFzI4xsxfMbJOZrTaz/xc3mxf/u9HMys3s\nKxb5qZmVmdkaM5tmZp0ytntJ/NqHcbvM/Yw3sz+b2b1mthEYGe/7GTPbYGarzOxWM2udsb2dZjbG\nzJbE+SaaWV8zm29mG83s/sr2ZtbFzGbG21pnZpX5RZqcionsyeo6wpgK3OLunYGDgQfj9ZVjKp3c\nvZO7Pw+MBi4BTgT6Ah2B/wUws/7Ab4BvAgcAnYEDa+xrKPCguxcA9wEVwPeAfYFjgZOBK2q85zTg\nKOCrwI+B/wNGAAcBn4/3B/ADYAXQBdgfuL6+b4hIY6mYyJ6k2MzWVz6IftHXZjtwiJl1cfdP3H1B\njdczi9AI4H/cfZm7fwKMAy6Mx1XOAx5x92fdvQK4oZZ9PevuMwHcfZu7L3T3BR5ZDvyOqFBlmuzu\nH7v7G8BrwNx4/5uBWUSFBuBToiLWx913uPv8+r9FIo2jYiJ7kmHuvm/lg13/4q90KXA48KaZPW9m\n/76bbR4ILMtYXga0BrrFr62ofMHd/wWsq/H+FZkLZnZo3DW1Ou76+i9gvxrv+SDj+b+AtTWWO8TP\n/xt4B5hrZm+b2XW7+TpEsqJiInuSRAPn7v6Ou49w967AFOAvZvY5ah+sfx/onbHcm6irai2wGuhZ\ntfNoG11q7q7G8u3AG8DBcdfXT5LmruXr2OLuP3T3g4m60641s5Masy2R+qiYiNRgZheZWeXRwCai\nX/g7gQ/jfw/OaP4n4PtmVmRmHYiOJO53953AX4CzzeyrZtYGmJBg9x2Bcnf/xMyOAMZk8XX8u5lV\nZt1MVOR2NnZ7IrujYiJ7ivpOAc58/QzgdTMrB24GLozHM/5FVCzmx+MuA4E7gXuBJ4m6lD4BrgZw\n98XAVcADREcw5URdVNt2k+OHwEXxvv8PuL+er2N3X9ehwGNmthmYD/zG3XVGl+SE5fLmWGZ2B/Af\nwFp3/0KN135A1Ke7n7uvj9eNA75N9BfUNe4+N17/JWAa0A541N2/l7PQIjliZvsAG4FD3H1Zfe1F\nmpNcH5ncBZxec6WZ9QROJWPg0sz6Ad8A+gFnAreZWWVf8e3Ape5+GHCYme2yTZEQmdl/mNnn4kLy\nK2CRCom0RDktJu7+NLChlpduBn5UY90wor7mCncvA5YCA82sO9DR3V+I290DnJOjyCJNbRhRF9dK\norGW4fmNI5Ibretv0rTMbCiwwt1f/ezAA4AewLMZy6vidRVEP4iVVsbrRYLn7pcDl+c7h0iupVpM\n4lMjryfq4hIRkRYi7SOTg4Ei4JV4PKQn8HJ8VswqoFdG257xulVE00TUXF8rM8vdGQUiIi2Yuzd6\nEtM0Tg22+IG7v+bu3d29r7v3IeqyOsrdPwAeIZqGYm8z6wMcAixw9zXAJjMbGBegS4AZu9uhuwf1\nGD9+fN4zKFPLyqVMytTUj2zltJiY2XTgGaIzsJab2egaTaqm8/bonPwHgcXAo8AV/tlXeCVwB7AE\nWOrus3OZu6mVlZXlO8IulCm5EHMpUzLKlJ6cdnO5+4h6Xu9bY3kSMKmWdi8RzYYqIiIB0hXwKRg1\nalS+I+xCmZILMZcyJaNM6cnpFfD5YGbe0r4mEZFcMzM88AH4PV5JSUm+I+xCmZILMVcuMxUVFWFm\nerTQR1FRUU4+N6lftCgiYVu2bFmTnN0jYTJr9MHH7rfb0j406uYSyU7c3ZHvGJIjdf3/qptLRETy\nTsUkBXtan3tjhZgJwswVYibZs7XIMZOnn3663jatWrXiy1/+Mm3btk0hkYhIy9Yix0xGjpxbb7ut\nW9/ipz8dwr/927+lkEqk+aitT/2GG25h+fKNOdtnr14FTJzY+Hve3Xjjjbzzzjvcc889jd7GvHnz\n+Na3vsWKFSsa9L4XX3yRG2+8kfnz5wNw4IEHcu655/LDH/6Qzp07N2hb06dP5/rrr2fdunWceuqp\n3HnnnRQUFNTatqioiA8++IDWraNjgkGDBjF7dv2Tg+RqzKRFHpkUFdU/KfGKFZtSSCLSMixfvpGi\nogk5235ZWe62ncSOHTtw9waf6fTMM89w+umn87Of/Yw777yTrl27snLlSu644w5eeeUVTjjhhMTb\nev311/nP//xPZs2axVFHHcXll1/OmDFj+NOf/lRrezPj73//OyeddFKDMueKxkxSEGL/tjIlF2Ku\nEDOlYfLkyfTs2ZNOnTrRr18/nnjiCebMmcMvf/lLHnjgATp27MhRRx0FwLRp0+jfvz+dOnXikEMO\n4Xe/+13VdubNm8dBBx3ElClTOOCAAxgxYgRnnXUW77//Ph07dqRTp06sWbOm3jzXXXcdl156KT/+\n8Y/p2rUrAD179mT8+PENKiQQHZUMHTqUwYMH0759e37+85/z8MMP8/HHH9f5npB6llRMRKRZWLJk\nCb/5zW946aWXKC8vZ86cORQVFXH66adz/fXXc+GFF7J582YWLlwIQLdu3Xj00UcpLy/nrrvu4vvf\n/z6lpaVV21uzZg0bN25k+fLl3HPPPcyaNYsDDzyQzZs3U15eTvfu3Zk/fz777rtvrXk++eQTnn32\nWb7+9a/vNvf8+fMpLCxk3333pbCwsNrzfffdl2eeeQaIjky++MUvVr2vb9++tG3bliVLltS57Ysu\nuohu3bpxxhlnsGjRosTfy1xQMUnBkCFD8h1hF8qUXIi5QsyUa3vttRfbt2/ntddeo6Kigl69etGn\nT58625955plVV3sff/zxnHbaaTz11FPVtnfjjTfSpk2bOk/EGTx4MOvXr6/1tQ0bNrBz5066d+9e\nte66666jsLCQDh068Mtf/rJqGxs2bGD9+vVs2LCh2vP169czaNAgALZs2bLLGEunTp3YvHlzrfuf\nPn06ZWVlLFu2jCFDhnD66adTXl5e5/cj11pkMXn//RfrfXz00TtUVFTkO6qIJHTwwQdzyy23MGHC\nBLp168aIESN22xU1a9Ysjj32WLp06UJhYSGzZs3io48+qnq9a9eutGnTptF5CgsLadWqFatXr65a\nN3nyZDZs2MC5557b4N8vHTp02KUYbNq0iY4dO9ba/thjj6Vt27a0a9eOsWPHUlBQUK1Ypq1FFpMX\nttxW7+PVDTN57733UskTYv+2MiUXYq4QM6Vh+PDhPPXUUyxbtgyIjgRg1ylCtm/fzvnnn8+Pf/xj\nPvzwQzZs2MCZZ55ZbYyh5nsaOvjevn17vvKVr/Dwww/vtt3TTz9dNQ6T+ahcV3kW2JFHHskrr7xS\n9b533nmHTz/9lMMOOyxRnnzPXNAiz+bqfFivett8vLEs90FEpMksWbKEVatWMXjwYPbee28+97nP\nsXPnTiAaH3nssceqzsjavn0727dvZ7/99qNVq1bMmjWLuXPn8vnP131bpG7durFu3TrKy8vp1KlT\nokxTpkzhjDPOoEePHowePbrqbK733nuPQw89FIDjjjuuzq6qTBdddBGDBg1i/vz5DBgwgBtuuIHz\nzjuPffbZZ5e2K1asYMWKFRxzzDHs3LmTX//616xbt47Bgwcnyp0LLbKYhCbE/m1lSi7EXGln6tWr\nIKen7/bqVfu1FJm2bdvG2LFjefPNN2nTpg2DBg2qOkPrggsu4I9//CNdunShb9++vPjii0ydOpUL\nLriA7du3c/bZZzNs2LDdbv/www/nm9/8Jn379mXnzp0sXryYt99+m7POOqvOsYjBgwfz+OOPM2HC\nBG666SYgOptr2LBhXHXVVQ36HvTv35/f/va3jBgxgvXr11ddZ1JpzJgxmBm33XYbmzdvZsyYMbz7\n7ru0a9eOAQMGMHv2bAoLCxu0z6bUIi9aPHH8+Hrbvb/gSSZffhXnnntuCqlEmo98d5dIbmmix2Ys\nxP5tZUouxFwhZpI9m4qJiIhkTcUkBepzTybETBBmrhAzyZ5NxURERLKmYpKCEPu3lSm5EHOFmEn2\nbDktJmZ2h5mtNbNFGeummNkbZlZqZg+ZWaeM18aZ2dL49dMy1n/JzBaZ2RIzuyWXmUVEpOFyfWRy\nF3B6jXVzgSPdfQCwFBgHYGb9gW8A/YAzgdvss0tSbwcudffDgMPMrOY2gxZi/7YyJRdirhAzyZ4t\np8XE3Z8GNtRY95i774wXnwN6xs+HAve7e4W7lxEVmoFm1h3o6O4vxO3uAc7JZW4REWmYfI+ZfBt4\nNH7eA8i8xdmqeF0PYGXG+pXxumYjxP5tZUouxFwhZmpuRo8ezQ033JDvGC1G3qZTMbOfAJ+6e+23\nEcvCm8XFtItvddm6XTs6dO9OQTwV9caysmptK38oK7sNcrFcWlqa0+03ZjnNr7+5L++J/3813TDp\nBpavXV7ra02hV7deTBw3MWfbbwpr1qzhhhtu4O9//zubN29m//3354QTTmDs2LGJJ2OsVFpaymWX\nXcYbb7xB//79+cMf/lDtXiaZRo8ezfTp02nbtm3V3GObNm2qmpjyO9/5DvPmzWPp0qXcddddXHLJ\nJYkylJSUMG3aNICqqfqzkfPpVMysNzDT3b+QsW4UcDlwsrtvi9eNBdzdJ8fLs4HxwDLgCXfvF68f\nDpzo7mPq2J+mUxHJQm3TbYz63iiKzinK2T7LisuYdsu0nG2/NqNHj+aggw5i4sT6i9j69es5+uij\nGTx4MD//+c8pKiqivLycv/71r2zZsoUrr7wy8X4//fRTDj30UK699lrGjBnDb3/7W371q1/x9ttv\nV93PvSE5b7/9do444giuu+46vvvd79ZbTJrzdCoWP6IFszOAHwFDKwtJ7BFguJntbWZ9gEOABe6+\nBthkZgPjAflLgBkp5BaRwKxevZrzzz+f/fffn4MPPphbb7216rUbb7yRCy+8kJEjR9KpUyc+//nP\n8/LLL1e9vnDhQr785S/TuXNnhg8fztatWxPv93/+53/o3Lkz9957b9Vf8Z06dWLkyJENKiQQHRHs\n2LGDq6++mjZt2nDVVVfh7jz++OMN2k6lMWPGcNJJJ9V5g6+05PrU4OnAM0RnYC03s9HArUAH4B9m\n9rKZ3Qbg7ouBB4HFROMoV/hn5fNK4A5gCbDU3WfnMndTC7F/W5mSCzFXiJlyzd05++yzOeqoo1i9\nejX//Oc/mTp1Kv/4xz+q2sycOZMRI0awadMmzj777Kpf9J9++innnnsuI0eOZP369VxwwQU89NBD\n1bZfWFhYdQvdmv75z38m6sXY3e15p0yZAkS35/3CF75Q7X1f/OIXef311+vc7m233cZ+++3HMccc\nU+/9U/Ilp2Mm7j6iltV37ab9JGBSLetfAuq+EYGItHgvvPACH330ET/5yU+AqJ//sssu4/777+fU\nU08FonuHnH56dOXAxRdfzNSpUwF49tlnqaio4OqrrwbgvPPO45hjjqm2/Q0bqp14Ws1HH31U7fa8\nM2fO5JJLLmHHjh0MGjSI2bNn17uNSg29Pe8111xTdWQ0Z84cLrzwQg444ACOPfbYeveVJt3PJAUh\nXhOgTMmFmCvETLm2bNkyVq1axb777gtERyo7d+7khBNOqGqT+Qu/ffv2bN26lZ07d7J69Wp69Kh+\nEmjv3r0T77tLly7Vbs979tlns2HDBu644w7uu+++Bn0dDb0974ABA6qen3nmmVx00UU8/PDDwRWT\nfJ8aLCKSyEEHHUTfvn1Zv34969evZ8OGDWzatImZM2fW+94DDjiAVatWVVu3fHnys9NOOeUUiouL\n6223u9vzVt4868gjj2TRokXV3rdo0SKOPPLIRFlCvd+MikkKQuzfVqbkQswVYqZcGzhwIB07dmTK\nlCls3bqVHTt28Prrr/Piiy/W+Z7KX7rHHnssrVu35tZbb6WiooKHH36YBQsWJN73tddey4YNG7j4\n4ot59913Adi8eTOlpaXV2m3evJny8vJqj8p1Y8eOBaKjyr322otbb72V7du38+tf/5pWrVpx8skn\n17rvhx56iI8//hh3Z+7cudx3333V7hr56aefsnXrVtyd7du3s23btrwUG3VziUi9enXrRVlxWU63\nX59WrVrxt7/9jWuvvZY+ffqwfft2Dj/8cH7xi1/U+Z7KazHatGnDww8/zGWXXcZPf/pTzjrrLM47\n77xqbTt27Mjs2bNrvY96ly5deO655/jZz37Gcccdx5YtW+jWrRvHHXcct99+e4O+1jZt2lBcXMyl\nl17K2LFj6devHzNmzKg6LXj69OlMmjSJV199FYCpU6dy2WWX4e706dOHP/zhDxx//PFV2zvttNOY\nN28eZsazzz7Ld77zHZ544olq3X9p0G17dZ2JSDWhdqNI02jO15mIiEgLp2KSghD7t5UpuRBzhZhJ\n9mwqJiIikjUVkxSEeE2AMiUXYq4QM8meTcVERESypmKSghD7t5UpuRBzhZhJ9my6zkREqundu3fV\n9RnS8jRkGpmG0HUmus5ERETXmYiISP6pmKQgxP5tZUouxFzKlIwypUfFREREsqYxE42ZiIhozERE\nRPJPxSQFIfaRKlNyIeZSpmSUKT0qJiIikjWNmWjMREREYyYiIpJ/KiYpCLGPVJmSCzGXMiWjTOnJ\naTExszvMbK2ZLcpYV2hmc83sLTObY2adM14bZ2ZLzewNMzstY/2XzGyRmS0xs1tymVlERBoup2Mm\nZnYcsAW4x92/EK+bDKxz9ylmdh1Q6O5jzaw/cB9wDNATeAw41N3dzJ4HvuvuL5jZo8BUd59Txz41\nZiIi0kDZjpnkdNZgd3/azGpOUTkMODF+fjdQAowFhgL3u3sFUGZmS4GBZrYM6OjuL8TvuQc4B6i1\nmDTEn4r/xIx5MxK17dWtFxPHTcx2lyIiLVI+xkz2d/e1AO6+Btg/Xt8DWJHRblW8rgewMmP9ynhd\n1j4s/5Cic4oSPZavXd7o/YTYR6pMyYWYS5mSUab0hHA/kybvZ3uzuJh2BQUAtG7Xjg7du1NQVATA\nxrKyam3LSqPlogFFu12uVPlBqLxtapLl0tLSBrVPYzmbr2dPW9b/X/NdLi0tDSpPSJ+nkpISpk2b\nBkBR/PsxGzm/ziTu5pqZMWbyBjDE3deaWXfgCXfvZ2ZjAXf3yXG72cB4YFllm3j9cOBEdx9Tx/4S\nj5n0aOuceM2J9bYFKCsuY9ot0xK1FRFpbprDdSYWPyo9AoyKn48EZmSsH25me5tZH+AQYEHcFbbJ\nzAZadPu3SzLeIyIiAcj1qcHTgWeAw8xsuZmNBm4CTjWzt4BT4mXcfTHwILAYeBS4wj87bLoSuANY\nAix199m5zN3UanZNhECZkgsxlzIlo0zpyfXZXCPqeOlrdbSfBEyqZf1LwOebMJqIiDShPXpuLo2Z\niIhEmsOYiYiItHAqJikIsY9UmZILMZcyJaNM6VExERGRrGnMRGMmIiIaMxERkfxTMUlBiH2kypRc\niLmUKRllSo+KiYiIZE1jJhozERHRmImIiOSfikkKQuwjVabkQsylTMkoU3pCuJ9J3rz33ko2FJck\nausLP8ltGBGRZmyPHjMpf7eMI4Zfkmi7K/9WzNsvlmYbT0QkSBozERGRvFMxSUGIfaTKlFyIuZQp\nGWVKj4qJiIhkTWMmGjMREdGYiYiI5J+KSQpC7CNVpuRCzKVMyShTelRMREQkaxoz0ZiJiIjGTERE\nJP9UTFIQYh+pMiUXYi5lSkaZ0pO3YmJm3zez18xskZndZ2Z7m1mhmc01s7fMbI6Zdc5oP87MlprZ\nG2Z2Wr5yi4jIrvIyZmJmBwJPA0e4+3YzewB4FOgPrHP3KWZ2HVDo7mPNrD9wH3AM0BN4DDjUawmv\nMRMRkYZrzmMmewH7mFlr4HPAKmAYcHf8+t3AOfHzocD97l7h7mXAUmBgunFFRKQueSkm7v4+8Ctg\nOVER2eTujwHd3H1t3GYNsH/8lh7AioxNrIrXNQsh9pEqU3Ih5lKmZJQpPXm5n4mZFRAdhfQGNgF/\nNrOLgJrdVo3qg3uzuJh2BQUAtG7Xjg7du1NQVATAxrKyam0rl2u+Xlf7yg/CkCFDEi+XlpY2qH0a\ny9l8PXvasv7/mu9yaWlpUHlC+jyVlJQwbdo0AIri33fZyNeYyfnA6e5+ebx8MfBV4GRgiLuvNbPu\nwBPu3s/MxgLu7pPj9rOB8e7+fC3b1piJiEgDNdcxk+XAV82snZkZcAqwGHgEGBW3GQnMiJ8/AgyP\nz/jqAxwCLEg3soiI1CVfYyYLgL8AC4FXAAN+B0wGTjWzt4gKzE1x+8XAg0QF51HgitrO5ApVza6J\nEChTciHmUqZklCk9ebsHvLvfCNxYY/V64Gt1tJ8ETMp1LhERabhEYyZm9k93P6W+dSHQmImISMNl\nO2ay2yMTM2sHtAf2M7NCou4ogE40o1NzRUQkt+obM/kO8BJwRPxv5WMG8L+5jdZyhNhHqkzJhZhL\nmZJRpvTs9sjE3acCU83sKne/NaVMIiLSzCS+zsTMBgFFZBQgd78nN7EaT2MmIiINl9Mxk4yd3Asc\nDJQCO+LVDgRXTEREJH1JrzM5Ghjs7le4+1Xx4+pcBmtJQuwjVabkQsylTMkoU3qSFpPXgO65DCIi\nIs1X0utMngAGEE1hsq1yvbsPzV20xtGYiYhIw6UyZgJMaOwORESk5UvUzeXu82p75DpcSxFiH6ky\nJRdiLmVKRpnSk/Rsrs18dm+RvYE2wMfu3ilXwUREpPlo8P1M4injhwFfdfexOUmVhVyNmbxyz28Z\nNvSMRG17devFxHETE7UVEQlBWmMmVeKp34vNbDwQXDHJlQrbTtE5RYnalhWX5TSLiEhoknZzfT1j\nsRXRdSdbc5IoUNu2baO4uCRRW1/4SbXlkpKSqttmhkKZkgsxlzIlo0zpSXpkcnbG8wqgjKira4+x\n06GgYEiitis/Ls5tGBGRwCQqJu4+OtdBWrIQ/wpRpuRCzKVMyShTehKdGmxmPc3sr2b2Qfx4yMx6\n5jqciIg0D0mnU7kLeAQ4MH7MjNdJAiGeV65MyYWYS5mSUab0JC0mXd39LneviB/TgK45zCUiIs1I\n0mKyzsy+ZWZ7xY9vAetyGawlCbGPVJmSCzGXMiWjTOlJWky+DXwDWAOsBs4HRuUok4iINDNJi8lE\nYKS7d3X3/YmKy425i9WyhNhHqkzJhZhLmZJRpvQkLSZfcPcNlQvuvh44Kpsdm1lnM/uzmb1hZq+b\n2VfMrNDM5prZW2Y2x8w6Z7QfZ2ZL4/anZbNvERFpWkmLSSszK6xcMLN9acRULDVMBR51937AF4E3\niaZneczdDwceB8bF++tP1M3WDzgTuC2eI6xZCLGPVJmSCzGXMiWjTOlJWhB+BTxrZn+Oly8A/qux\nOzWzTsDx7j4KwN0rgE1mNgw4MW52N1BCVGCGAvfH7crMbCkwEHi+sRlERKTpJL2fyT3A14G18ePr\n7n5vFvvtA3xkZneZ2ctm9jszaw90c/e18T7XAPvH7XsAKzLevype1yyE2EeqTMmFmEuZklGm9CTu\nqnL3xcDiJtzvl4Ar3f1FM7uZ6Aik5nz4DZsfP/ZmcTHtCgqiHbVrR4fu3SkoKgJgY1lZtbaVyzVf\nz6b9vzZvqWpfUlJCaWlp1aFt5Qcp38uZ+ULIE/Ky/v+a73JpaWlQeUL6PJWUlDBt2jQAiuLfX9lo\n8P1MmoKZdQOedfe+8fJxRMXkYGCIu681s+7AE+7ez8zGEs1+PzluPxsY7+67dHPl6n4mT//+vznu\n8h8laqv7xYtIc5Pt/UySDsA3qbgra4WZHRavOgV4nWjKllHxupHAjPj5I8BwM9vbzPoAhwAL0kss\nIiK7k5diErsauM/MSonO5volMBk41czeIiowN0FVF9uDRN1sjwJXeD4OqRqpZtdECJQpuRBzKVMy\nypSebE/vbTR3fwU4ppaXvlZH+0nApJyGEhGRRsnnkckeo3LwKyTKlFyIuZQpGWVKj4qJiIhkTcUk\nBSH2kSpTciHmUqZklCk9KiYiIpI1FZMUhNhHqkzJhZhLmZJRpvTk7Wyulmzd+jWM+t6oRG17devF\nxHETcxtIRCTHdGSSAxW2naJziqoeFFFtOfOxfO3yvGQMsd82xEwQZi5lSkaZ0qNiIiIiWVMxSUHR\ngKJ8R9hFiP22IWaCMHMpUzLKlB4VExERyZqKSQrKSsvyHWEXIfbbhpgJwsylTMkoU3p0NlcObNu2\njeLikqrlLSs3UlrjviiVfOEn6YQSEckhFZMc2OlQUDCkajm+T1etVn5cnPtAtQix3zbETBBmLmVK\nRpnSo24uERHJmopJCmre+jcEIfbbhpgJwsylTMkoU3pUTEREJGsqJikoKCrKd4RdhNhvG2ImCDOX\nMiWjTOlRMRERkaypmKRAYybJhJgJwsylTMkoU3pUTEREJGsqJinQmEkyIWaCMHMpUzLKlB4VExER\nyZqKSQo0ZpJMiJkgzFzKlIwypSev06mYWSvgRWCluw81s0LgAaA3UAZ8w903xW3HAd8GKoBr3H1u\nflI3rXXr1jNq1IREbXv1KmDixO/lNpCISCPke26ua4DFQKd4eSzwmLtPMbPrgHHAWDPrD3wD6Af0\nBB4zs0Pd3fMRuqF2N2ZSUQFFRRMSbaesLFm7JELstw0xE4SZS5mSUab05K2by8x6AmcBf8hYPQy4\nO35+N3BO/HwocL+7V7h7GbAUGJhSVBERqUc+x0xuBn4EZB5ddHP3tQDuvgbYP17fA1iR0W5VvK5Z\n0JhJMiEyA8avAAAPPElEQVRmgjBzKVMyypSevHRzmdm/A2vdvdTMhuymaaO6sd4sLqZdPO9763bt\n6NC9e1VXU81f7JXLNV/Ppr1v21Gt/ZY1a+psX7F1K2VlJRQVDQGgrKwEoM7lyg9i5aFyY5crNdX2\nWvJyaWlpUHkyhZIn1OXS0tKg8oT0eSopKWHatGkAFDXB5QuWj2EHM/sl8C2iwfTPAR2BvwJHA0Pc\nfa2ZdQeecPd+ZjYWcHefHL9/NjDe3Z+vZdt+4vjx9WZ4f8GTlL9bxhHDL0mU+enf/zfHXf6jJm/7\nzO0307/fuYna+tb3eOW5eYnaiog0hJnh7tbY9+flyMTdrweuBzCzE4EfuPvFZjYFGAVMBkYCM+K3\nPALcZ2Y3E3VvHQIsSDt3LuxsXUHBkKJEbVf+rTS3YUREGim060xuAk41s7eAU+Jl3H0x8CDRmV+P\nAlc0lzO5QGMmSYWYCcLMpUzJKFN68n1qMO4+D5gXP18PfK2OdpOASSlGExGRhEI7MmmRNDdXMiFm\ngjBzKVMyypQeFRMREcmaikkKNGaSTIiZIMxcypSMMqVHxURERLKmYpICjZkkE2ImCDOXMiWjTOlR\nMRERkaypmKRAYybJhJgJwsylTMkoU3pUTEREJGsqJinQmEkyIWaCMHMpUzLKlJ68XwEvyTXkroyg\nOzOKSHpUTFKwsaysSY5OGnJXRtj9nRlLSkqC+wspxEwQZi5lSkaZ0qNuLhERyZqKSQo0ZpJMiJkg\nzFzKlIwypUfFREREsqZikgJdZ5JMiJkgzFzKlIwypUfFREREsqazuVLQVGMm27ZvorhkVOL2vvU9\nYEKtr4XYbxtiJggzlzIlo0zpUTFpRhpyv3jQPeNFJD3q5kqBxkySCTEThJlLmZJRpvSomIiISNZU\nTFKg60ySCTEThJlLmZJRpvSomIiISNY0AJ+Cppqbq6F2NzHkmjVldO9eVLUcwqSQoc5ZFGIuZUpG\nmdKTl2JiZj2Be4BuwE7g9+7+azMrBB4AegNlwDfcfVP8nnHAt4EK4Bp3n5uP7M3J7ieGLKGoaEjV\n0u4mhRQRqU++urkqgGvd/UjgWOBKMzsCGAs85u6HA48D4wDMrD/wDaAfcCZwm5lZXpI3QohjJpmF\nJBSh/rUWYi5lSkaZ0pOXYuLua9y9NH6+BXgD6AkMA+6Om90NnBM/Hwrc7+4V7l4GLAUGphpaRETq\nlPcBeDMrAgYAzwHd3H0tRAUH2D9u1gNYkfG2VfG6ZiHE60zKykryHWEXoZ5/H2IuZUpGmdKT1wF4\nM+sA/IVoDGSLmXmNJjWXE3mzuJh2BQUAtG7Xjg7du1d1NdX8xV65XPP1bNr7th3V2m9Zs6bO9r5t\nR7UB+qR5ki5XFo3Kbq2aRaTmcuUHvfJQXMsllJaWBpUnUyh5Ql0uLS0NKk9In6eSkhKmTZsGQFET\ndMWbe6N+X2e/Y7PWwN+AWe4+NV73BjDE3deaWXfgCXfvZ2ZjAXf3yXG72cB4d3++lu36iePH17v/\n9xc8Sfm7ZRwx/JJEeZ/+/X9z3OU/ajZtAV66405+cOnyRG3LyiYwbdqExNsWkZbFzHD3Ro9F5/PI\n5E5gcWUhiT0CjAImAyOBGRnr7zOzm4m6tw4BFqQXtXlqyMSQu5sUUkSkPnkZMzGzwcBFwMlmttDM\nXjazM4iKyKlm9hZwCnATgLsvBh4EFgOPAld4vg6pGiFfYyaVE0PW9qCIassfV2zKS8ZMofYlh5hL\nmZJRpvTk5cjE3ecDe9Xx8tfqeM8kYFLOQomISKPpCvgUhHidSc1Mu7tavqZcXS0f6vn3IeZSpmSU\nKT0qJgLUd7V8dbpaXkRqyvt1JnuCEK8zCTFTqH3JIeZSpmSUKT0qJiIikjUVkxQ0hzGTEITalxxi\nLmVKRpnSozETARp2TcrSt2by9NHFidoe2KUbT86Zk0UyEWkOVExSkK/7mexOzUyV16QksW3pVnr+\nxzn1NwRW/i1Z0YFw7/MQYi5lSkaZ0qNuLhERyZqKSQpCOyqBMDOF+tdaiLmUKRllSo+KiYiIZE3F\nJAUhXtMRYqZQz78PMZcyJaNM6VExERGRrKmYpCDE8YkQM4XalxxiLmVKRpnSo1ODJadCmEBSRHJP\nxSQFzeE6k1xpyASSzz03KqdZGivE6wKUKRllSo+KieRUQ66s3/zBwtyGEZGcUTFJQWhHJZBepoZc\nWb/sntmM+t6oRG17devFxHETGx+sAUL8K1KZklGm9KiYSDA+3r6ZUsoStV04e3FqxURE6qdikoI9\necykIXZs3UFBwZBEbV9ZfmdqA/sh9nErUzLKlB4VE2mWdGdIkbComKQgtCMACDOTtd0rcduGDOz7\n1veACY3KBGH2cStTMsqUHhUTaZYaMrD/SqAD+yItSbO6At7MzjCzN81siZldl+88SYU4D1aImXzb\njpxst3JgP8ljxuzZu7w/xLmUlCkZZUpPszkyMbNWwP8CpwDvAy+Y2Qx3fzO/yeq3Zc2a4LqVQszk\nn+7MyXZ3OokH9p9bcjOHHD2g2rqNaz+koFvXWttv37qZk792fKJtN+VRT2lpaXDdJcqUTIiZmkKz\nKSbAQGCpuy8DMLP7gWFA8MWkYuvWfEfYRYiZ2On5TkBFq4pd7iJZUVJCzzp++F+699cUnVOUaNt/\nnfBXlq9dnqhtfYVn48aNibaTJmVKJsRMTaE5FZMewIqM5ZVEBUYkb7Zt20ZxcUmitm+9+w42oDBR\n21l3z91t4Sl9rpSyjWUAvLv0Xfoe2jfRdjUmJLnSnIpJYu8/V1Jvm4ryzbkPEtsa4F8iIWbyHfk/\nMqnN7r5XDelCq9jxQuK2i7e8sNsLOJeXr4H49TdffZnyQ5MNf/75N8VMf+iRRG0/XLOKrt17JG67\n8187+OPfinOy7aRtD+zSjSfnzKlaLgtwbDCtTDdMuqFBR8LZMvcwf4BrMrOvAhPc/Yx4eSzg7j65\nRrvm8QWJiATG3a2x721OxWQv4C2iAfjVwALgm+7+Rl6DiYhI8+nmcvcdZvZdYC7RKc13qJCIiISh\n2RyZiIhIuJrVRYu7k68LGs3sDjNba2aLMtYVmtlcM3vLzOaYWeeM18aZ2VIze8PMTstRpp5m9riZ\nvW5mr5rZ1fnOZWZtzex5M1sYZxqf70wZ+2llZi+b2SMBZSozs1fi79eCEHKZWWcz+3O8j9fN7Ct5\n/kwdFn9/Xo7/3WRmVwfwffq+mb1mZovM7D4z2zvfmeL9XBP/7OXmd4K7N/sHUVF8G+gNtAFKgSNS\n2vdxwABgUca6ycCP4+fXATfFz/sDC4m6F4vizJaDTN2BAfHzDkRjTUcEkKt9/O9ewHNEp3bnNVO8\nr+8DfwQeCeH/L97Xu0BhjXX5/v+bBoyOn7cGOuc7U0a2VkQXMx+Uz0zAgfH/3d7x8gPAyHx/n4Aj\ngUVA2/jnby5wcFPmysl/bNoP4KvArIzlscB1Ke6/N9WLyZtAt/h5d+DN2nIBs4CvpJCvGPhaKLmA\n9sCLwDH5zgT0BP4BDOGzYpL37xPwHtClxrq85QI6Ae/Usj7v36t4+6cBT+U7E1ExWQYUxr+IHwnh\nZw84H/h9xvJPgR8BbzRVrpbSzVXbBY3JTkzPjf3dfS2Au68B9o/X18y5ihznNLMioiOn54g+NHnL\nFXcnLQTWAP9w9xfynQm4meiHKnPwMN+ZiPP8w8xeMLPLAsjVB/jIzO6Ku5V+Z2bt85wp04XA9Ph5\n3jK5+/vAr4Dl8fY3uftj+cwUew04Pu7Wag+cRXQU12S5WkoxCV1eznIwsw7AX4Br3H1LLTlSzeXu\nO939KKKjgYFmdmQ+M5nZvwNr3b0U2N359fn4/xvs7l8i+qG/0syOryVHmrlaA18CfhPn+pjor9e8\nfqYAzKwNMBT4cx0Z0vxMFRBN89Sb6ChlHzO7KJ+ZADyaw3Ay0VH4o0RdWLXNrNroXC2lmKwCMi/h\n7Bmvy5e1ZtYNwMy6Ax/E61cR/TVQKWc5zaw1USG5191nhJILwN3LgRLgjDxnGgwMNbN3gT8BJ5vZ\nvcCafH+f3H11/O+HRN2UA8nv92olsMLdX4yXHyIqLiF8ps4EXnL3j+LlfGb6GvCuu6939x3AX4FB\nec4EgLvf5e5Hu/sQYCPRWGqT5WopxeQF4BAz621mewPDifoq02JU/8v2EWBU/HwkMCNj/fD47I4+\nwCFEF1/mwp3AYnefGkIuM9uv8kwRM/sccCpRf23eMrn79e7ey937En1mHnf3i4GZ+coEYGbt46NK\nzGwfovGAV8nv92otsMLMDotXnQK8ns9MGb5J9MdApXxmWg581czamZkRfZ8W5zkTAGbWNf63F3Au\nUbdg0+XKxWBYPh5Ef+W+BSwFxqa43+lEZ5FsI/ogjSYafHsszjMXKMhoP47ozIg3gNNylGkw0SFs\nKdHh7Mvx92fffOUCPh/nKCU6q+Qn8fq8ZaqR70Q+G4DPayai8YnK/7tXKz/PAeT6ItEfbqXAw0Rn\nc+U7U3vgQ6Bjxrp8Zxofb38RcDfRGaZ5/5wDTxKNnSwEhjT190oXLYqISNZaSjeXiIjkkYqJiIhk\nTcVERESypmIiIiJZUzEREZGsqZiIiEjWVExE8iSe5+rr8fNrzKxdxmub85dMpOFUTETC8D1gn4xl\nXQAmzYqKiUhCZvZDi24djZndbGb/jJ+fZGZ/NLNTzewZM3vRzB6IZ2fFzH5m0Y3BFpnZb2vZ7lVE\nkwI+XrnNaLX9wsxK4212TenLFGkUFROR5J4Cjo+ff5loRti94nWLiO4RcYq7Hw28BPwgbnuru3/F\n3b8AtI9nK67i7rcSTckzxN1PiVfvAzzj7gPi/V6ew69LJGsqJiLJvQR82cw6Es3F9izRDb6OB/5F\ndHe6+fE9Wy7hs5msTzGz5yy6tfNJRHe9q03mZKHb3P3RjP0WNeUXItLUWuc7gEhz4e4VZlZGNMvq\nfKKjkZOIbn/6LjDX3S/KfI+ZtQV+A3zJ3d83s/FAO+r3acbzHehnVQKnIxORhnkK+CHRDKxPA/9J\nNAvr88BgMzsYqqaRP5SocDiwLp5W/vw6tltOdGvcSru7WZdIcFRMRBrmKaJ7ZT/r7h8QdW896dGN\nmUYBfzKzV4BngMPdfRPwB6J7f8yi+j0hMs/Y+j0wO2MAXmdzSbOiKehFRCRrOjIREZGsqZiIiEjW\nVExERCRrKiYiIpI1FRMREcmaiomIiGRNxURERLKmYiIiIln7/8d+q+lcCvLvAAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nY1ZMjDHG5Nj/A7ZZGGmuh3MDAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -654,9 +719,9 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 18,
"metadata": {
- "collapsed": false
+ "collapsed": true
},
"outputs": [],
"source": [
@@ -665,10 +730,8 @@
},
{
"cell_type": "code",
- "execution_count": 18,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 19,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -676,24 +739,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.11 19.7 55 74 100 125 145\n",
- " 20,000 0.89 282.9 0 0 0 374 1411\n",
- " 40,000 0.94 403.7 0 0 0 111 1946\n",
- " 60,000 0.96 473.6 0 0 0 0 2627\n",
- " 80,000 0.97 555.7 0 0 0 0 2986\n",
- "100,000 0.97 611.4 0 0 0 0 3485\n",
- "120,000 0.98 694.3 0 0 0 0 3592\n",
- "140,000 0.98 762.0 0 0 0 0 3670\n",
- "160,000 0.98 799.5 0 0 0 0 3603\n",
- "180,000 0.99 844.0 0 0 0 0 3603\n",
- "200,000 0.99 890.0 0 0 0 0 3677\n"
+ " 0 0.11 20.1 54 75 100 126 148\n",
+ " 20,000 0.89 287.7 0 0 0 364 1448\n",
+ " 40,000 0.94 398.9 0 0 0 111 2135\n",
+ " 60,000 0.96 475.2 0 0 0 0 2576\n",
+ " 80,000 0.97 560.1 0 0 0 0 3066\n",
+ "100,000 0.97 629.9 0 0 0 0 3346\n",
+ "120,000 0.98 683.4 0 0 0 0 3569\n",
+ "140,000 0.98 729.2 0 0 0 0 3843\n",
+ "160,000 0.98 800.1 0 0 0 0 4144\n",
+ "180,000 0.99 859.6 0 0 0 0 4140\n",
+ "200,000 0.99 902.2 0 0 0 0 4140\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAEPCAYAAADvS6thAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAEZCAYAAAA6xErnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4HOW59/HvrW41S3KRe+/GRrhhHIqBUFIoSUggDTvn\npEF6Qn0TDklIQkkhhDROIBgIhBBykkAC2BSbUIy7bFyQq2zLKsZWb6uy9/vHjOy1kOy1vLszK92f\n69Ll3dnZmd+O5H32ee5nZkVVMcYYY7yU4HUAY4wxxhojY4wxnrPGyBhjjOesMTLGGOM5a4yMMcZ4\nzhojY4wxnrPGyBhjjOesMTLGRIyI/E5EvuvePk9E9kdhH7eLyGOR3q7xljVGpkdE5CsiskZEmkXk\nj92sc4uI/EhEkkXkryKyR0SCInJuF+veLSKHRORdEbmri8fni8jr7u1iEWkUkVr354VO637KXadO\nRP5PRHI6PZ7s7iddRIaJyD9E5LCI7BORL3Vat0BE1opIg/t6T+8i2wsi8n4RSRGRe0XkgLu9X4tI\nYsh6U0TkZRGpFpHtInLlcY7vIhFpc19ftYisF5EPdbe+F9yMr4UuU9XrVPXHoYt6uO2HRSTgvv5D\nIrJMRCad7Hbdv7kLepLBxJY1RqanDgB3AA8dZ50PAf92b78GfBoo67yS2wBcDswAZgKXicgXu9jW\nc+5tBT6kqtnuz6Uh25oO/N7dVz7QBPyu07bOBTaoaiPwOLALGAR8GPiJiJznbisZ+AfwKJDj/vtP\nEUkK2V86MBt4FbgVmAVMAya5y7/nrpcI/BN4BsgFvgT8SUQmdH/4eNN9fTnAH4GnRKT/cdZ/j9DG\nMAqEHjY2YbpbVbOBEcBBYEkU92U8Zo2R6RFV/YeqPgNUdvW42xuZCLylqq2q+itVfRMIdrH6tcDP\nVbVMVcuAnwGLO63zQY42bOC8EXblU8AzqvqG29jcBnxURDI6bes5d9l5wE9UNaiqm4Cngf9y1zsf\nSHSzt6rq/e5+Qz9pXwi8oaqtOI3Z/apao6qHgV+FbGsKMFRV71PHcuAN4LPdvI7O/gj0A8YDiMiH\nRWSDiFSJyOsiMuPIgXF6AzeJyEagXkQSRGSEiPxNRA66vcJfhaz/XyKy1e3NPS8io0IeC4rIl9ye\nXKWI/NpdPgWnkT/L7YFWussfFpEfdvUCRGSoiDztZtglIl8L54WrajPwBHBaN9u9XEQ2u/leEZHJ\n7vJHgVHAs24P6wYRSRWRP7m9rSoRWSUig8LJYaLLGiMTLZcAL2t4Fz+cDmwMub/RXQaAiAwBBqtq\n6DqPi0iFO0Q2s7ttqepuIIDTU+nwQeBfHP1kH9qwCUff9KYBmzplPSYb720kQyUAI0Qkq5vHQ/fV\nLbcn9gWgDtghImfg9Ei/AOQBDwDPuD25DtcAH8Dp0YHzevfgvDkPB550t30FcAtwJU7v8DXgz50i\nfAinl3c68AkRuVhV3wG+DKxU1SxVzTvBaxDgWWADMBSnEf+GiFwUxuvPxOnpru/isUk4DdXX3fzP\nA/8SkSRVvRbYB3zY7WH+DFgEZLnHIM99DU0nymCizxojEy2hw2onkgnUhNyvdZd1+CAQWhf6FDAG\nGA2sAJaKSHY32+rYXhaAiIzD6e3sVNV6nN7Jbe4n5lnAx4D0cLYVkq3jdb6A8wY70G1AOz75pwNF\nwEH303mSiFyM0ytLp3tnuT2OUuBq4EpVrcNphH6vqmvdXtZjOA3u/JDn3qeqpaoaAObhNAA3qWqz\nqra4vVRwhgvvVNXtqhoE7gIKRGRkyLbuVNU6Vd0PLAcKjpO5O/OAgar6Y1VtV9Vi4EGcRrM7N7qv\nfzuQAXyui3U+AfxLVV9R1XacXnU/YEHIOqEfNlqBAcAk99htcP8OjMesMTIR534KvohjG5DjqQey\nQ+73d5d1CH3DR1VXqmrAfWO9C6gGzulmWx3bqwvZ1vMhj30aGIfzCfo3wGNASTjbEpHTgGpVPeA+\n9mOcT/6FwOvA34FWVa1Q1Tac3seHcepm3wL+ErKvrqxU1TxVHayqC9yhPXAa4e+4w1KVIlKFU1cZ\nFvLc0O2OBPa6jU1no4H7OrYFHMbpLQ4PWaci5HYjx35QCNcoYHinzLcCg4/znJ+6r3+Yql6pqnu6\nWGcYsLfjjtsT398pf6hHgaXAkyJSIiJ3RbmuZsJkjZGJhrlAsVs3CccWnCGgDgXuso4hqvOAF4/z\n/NChtmO2JSLjgWScT9fw3oZtv6pepqr5qnoWzlDP6pBthQ4B4t7f0s22mlX166o6QlUnAFXAupDH\nN6vqQlUdpKofwKn/rObk7Qd+7L5R56lqrqpmqupfQtbRTuuPEpGu/r/vA77UxbbeCiPHyUxe2A/s\n7rSf/qp62UlsoyulOA1qqJEcbYyPyej2yu5Q1ek4vafLcGqWxmPWGJkeEZFEEUkDEoEkd5ir4xPm\ne+oo4kx7TnPvpopIasjDjwLfFmea9XDg28DD7mNnAxs7hlJEZKSILBBnenaqiNyIM+zyhrv+4ziz\n8d7nTlD4IfA3VW0QkX44DWVHD6NjunWmu73P4PTofuE+vAJoF5Gvufm/jjMB45WuXqebf6h7ez7O\nTLr/CXl8hps5XURuAIbQsxlifwC+LCLz3O1miMgH5dhJGqFW4/TG7nL3nSoiHcNYDwD/T0Smudvq\nLyJXhZmjAqcmlnzCNZ0MdeJMrEhz/36mi8icMPfVnaeAD4nI+e7w5w1AM7DSfbwcp+cLgIgsFJHT\n3Ia5HmfYrqseo4mxqDZG4szgeUVEtojI2+5/ZkQkV5zzBopEZKmETFcVkVtFZIeIbHPH1TuWzxKR\nTeLM6vllyPIUEXnSfc5KOXYm0CJ3/SIRsU8/kfU9nCGbm3GGuhqB77qPdVUvKgIacIZVXgAaO35X\nqvoATnH7bZwJAs+o6h+62VYWziyuSpxPvxcDl6pqlbutrThF6Sdw3oj6AV9xn3sBztBXS8j2LgF2\nu9v7InBJR4/OnSF3JU7RuwrnE/QVqtrm/s1OBd4M2dZ44E0RqcdpTG9S1ZdDHv8sTqNQjjNT7yJ3\nHydFVdfh1I1+HVJTWRS6Sqf1gzg9gIk4PaH9OLUWVPUfOHWiJ0WkGmfCxqXdbavT/VdweonlInLw\nBJmDOEOUBTgTKQ7iNKqdh0G72293290OfAb4NfAuzt/LZe6wKDiv7TZ3aPDbOB8AnsapBW7B+WBi\nJ9D6gIQ32amHG3eKuENUtdCdEbMOuAKnEHlYVe8RkZuBXFW9xf109jjOp9cRwEvARFVVEVkFfFVV\n14jIczgF2qUich0wQ1WvF5GrgY+o6jUikgusxTnvQ9x9z1LVzgVpE0EiMhhYr6ojIrS9LcDH3Nlb\np7qt3wBvq+rvI7Ctj7u5jleAN8aEKao9I1UtV9VC93Y9sA2nkbkCeMRd7RGcT5/gnPj4pKq2ubNt\ndgDz3EYtS1XXuOs9GvKc0G09zdFzQC4Blqlzzkc1sIxjP/GZ6OgPfCcSG3KHfx6JREPk2oAzqSAS\nqoB7I7QtY/q8pBOvEhkiMgani/4WkK+qFeA0WO6naXBmwKwMedoBd1kbx84OKuHobJnhOMMOqGq7\niNSISF7o8k7bMlGkqjtwPkREYlutwD2R2Ja7vQcjuK2XIrUtY0yMJjC4Q3RPA99we0jHG4c+5d1F\ncFvGGGNiIOo9I3dq7tPAY6r6T3dxhYjkq2qFOwTXUfw8gDMts8MId1l3y0OfU+rO5spW1UoROQAs\n7PSc5XQiItG8tpYxxvRaqhqxD/+x6Bn9EdiqqveFLHuGo9ceW4RzAcmO5de4M+TGAhOA1apaDtSI\nyDwREZxZTaHP6ZhJ9HGOTrtdClzkTlXNxZmyu7SrgKrqu5/bb7/d8wyWyTL1xVzxmikYDLKc5THL\nFGlR7RmJyPtwpv2+LSIbcIbj/h9wN84ViP8L5+zpjmmmW0XkKWArzvz/6/Xoq/4KzjkZacBzqtpx\ndv9DwGMisgPn7PFr3G1VicgdODPqFPiBOhMZ4kJxcbHXEd7DMoXHMoXPj7kskzei2hip6hs4J0V2\n5f3dPOdO4M4ulq/D+YqBzssDuI1ZF48twS47b4wxvmdXYPCpxYsXex3hPSxTeCxT+PyYyzJ5I6on\nvcYDEdG+fgyMMfFJVWlvaKe9tp22mjbWTFvDQl0Yk32LCBpnExhMD6xYscLrCO9hmcJjmcLnx1x+\ny9SwrYGHFz7Mxks2sv6s9aw+bTUrR63ktZzXeDXpVd7Mf5N1s9ex+YrN5L4/1+u4PRazk16NMcac\nvPoN9bQdbmPET0eQlJ1EYnYiSVnOv4lZiSQk9Y4+hQ3T2TCdMcbHKp6o4PC/DjPtiWleRzmGDdMZ\nY4zpdawx8im/jVuDZQqXZQqfH3P5MdPqip58B2N8scbIGGOM56xmZDUjY4yPWc3IGGOMiRFrjHzK\nj+PWlik8lil8fszlx0xWMzLGGGNiwGpGVjMyxvhYxeMVHP53768Z2RUYjDHGQ1XLq6h8oZK2qjZa\nK1tpq2o78tNa1Up7fTsjvjHC65hRZ8N0PuXHcWvLFB7LFD4/5op1Jm1TtEUJtgTRlqO3O+7TDstf\nXM6hZw9R/Wo1devraNzZSMvBFtqb26PyRXdesJ6RMcZ4KO+iPPIuyuv28fqN9ez55h5KHyilvc69\nQndt25F/UUjMSiQpO4m0MWkULC+IYfrIsZqR1YyMMXEsGAjSVtdGe007qyasituvkLCekTHGxLGE\n1ARSUlPQAfH9odpqRj5lY+nhsUzh8WMm8Gcuy+QNa4yMMcZ4zmpGVjMyxvQCqsqrCa/Gbc3IekbG\nGGM8Z42RT/lxjNgyhccyhc+PuSyTN2w2nTHG9BJJOUmsHLWStDFppI1OI21MGoM/NZiMqRleRzsh\nqxlZzcgY00sEW4MEDgRoLm6mubiZg08cJGteFuN+NC7i+7LzjIwxxnQpITmBfmP60W9MPwACJQGC\nzUGPU4XHakY+5ccxYssUHssUPj/mskzesMbIGGOM56xmZDUjY0wvVfyjYoLNwbioGVnPyBhjjOes\nMfIpP44RW6bwWKbw+TGXZfKGNUbGGGM8ZzUjqxkZY3qRtpo2mnY30bynmbI/lpFZkBkXNSM7z8gY\nY3qJd/7rHQ4+dZB+4/qRNi6N9EnpDP74YK9jhcWG6XzKj2PElik8lil8fswVz5layluY/tR05m6a\ny4x/zGDCLyaQeXpmdMNFiDVGxhjTC6gq9RvrSR2Z6nWUHrGakdWMjDG9gH2fkTHGGHOKrDHyqXge\nt44lyxQeP2YCf+aK50ySIrQcaolumCixxsgYY3oBESHn3BzqVtd5HaVHrGZkNSNjTJxTVdrr2nn7\nw28z6tZRDPjAgKjv084zMsaYPu7A7w9Q/XI1gbIALeUttJQ5Q3PpU9Ppv6C/x+l6xobpfCqex61j\nyTKFx4+ZwJ+54iFT2R/KyJqTxbifjGPm8zNZUL6AcxvOZc7aOST1j88+hjVGxhgThxIzE0nMTiQp\nO4nEjESv45wyqxlZzcgYE2f2/WwfVcuqjgzRtVW3kTwomfSp6RS8XBCTDJGuGVljZI2RMSbOBVuD\nBEoCrBq3yk56NZEVD+PWfmCZwuPHTODPXPGQqb2xndIHS9m2aBsbztvAqgmrWD1lNRmnZXgTMAKi\n2hiJyEMiUiEim0KW3S4iJSKy3v25NOSxW0Vkh4hsE5GLQ5bPEpFNIrJdRH4ZsjxFRJ50n7NSREaF\nPLbIXb9IRK6N5us0xphY2vyRzbz713fJOS+HMT8YQ8GKAs6pP4e5b8/1OlqPRXWYTkTOBuqBR1V1\nprvsdqBOVX/Rad2pwBPAXGAE8BIwUVVVRFYBX1XVNSLyHHCfqi4VkeuAGap6vYhcDXxEVa8RkVxg\nLTALEGAdMEtVa7rIaMN0xpi4snb2Wib/72SyZmd5liGuhulU9XWgqouHunoBVwBPqmqbqhYDO4B5\nIjIEyFLVNe56jwJXhjznEff208AF7u1LgGWqWqOq1cAy4EgPzBhjjL94VTP6qogUisiDItJxhtZw\nYH/IOgfcZcOBkpDlJe6yY56jqu1AjYjkHWdbcSMexq39wDKFx4+ZwJ+5/J5JVSHoXZZo8eLsqN8C\nP3SH334E/Bz4fIS23aMu4+LFixkzZgwAOTk5FBQUsHDhQuDoH0Gs73fwav/xcr+wsNBXeVasWEFh\nYaGv8oTySx77/YV/v35rPZX/rmTjTzbyxjtv0FrRypzsOSTlJcU0z4oVK1iyZAnAkffLSIr61G4R\nGQ0821Ez6u4xEbkFUFW9233sBeB2YC+wXFWnusuvAc5T1es61lHVVSKSCJSp6mB3nYWq+mX3Ob93\nt/GXLjJYzcgY41u7b91N445Ghn5+KGmj00gdmUpSpvdXWYjHa9MJIT0WERmiquXu3Y8Cm93bzwCP\ni8i9OENqE4DVbg+qRkTmAWuAa4FfhTxnEbAK+Djwirt8KfBjdwgwAbgIuCVKr88YYyIicCBA5bJK\nAiUBAvsDBEoC1G+oZ+QNIxlwafQvfuqlaE/tfgJ4E5gkIvtE5HPAPe407ULgPOBbAKq6FXgK2Ao8\nB1wf0mX5CvAQsB3YoaovuMsfAgaKyA7gm7gNjqpWAXfgzKhbBfzAncgQNzoPr/iBZQqPZQqfH3N5\nmank/hJKf1dKsDlI5hmZDLt+GDOen8GO03d4lilWotozUtVPdbH44eOsfydwZxfL1wEzulgeAD7R\nzbaWAEvCjGqMMd5TGPSxQYy6edQxixNW9P7rE9jlgKxmZIzxkKrSUtFCw9sN7P/ZfnIvyH1PY+RH\n8VgzMsYY043tX9rOu0+/S+bpmWTMyGDAFb27NtSd3t/3i1M2lh4eyxQeP2YCf+aKVabqV6vZddMu\nDv3zEFMfm0rB8gIm/moiGVPee305Px6nSLPGyBhjPPD2FW8jKcL0p6aT94E8r+N4zmpGVjMyxsRQ\nMBBk80c207i9kXlb55GQEp99AqsZGWNMHGspb6F+Qz3z986P24YoGuxI+JQfx4gtU3gsU/j8mCsW\nmSRFTqoh8uNxijRrjIwxxnjOakZWMzLGxFDjzkY2XriRs/ae5XWUU2I1I2OMiTOHnj1E2f+W0bCt\ngUBJgLyLbfZcZzZM51N+HCO2TOGxTOHzY65oZDr090OkjU9jxr9mcE7dOcx45j1XN4t5Jr+xnpEx\nxkSIqtLe0E57TTttNW3OT3UbzcXN5H8mv8sTWo3DakZWMzLG9FCwJUjhBYW0lLYcaXwSUhNI6p9E\nUv8kEvsnHrk9+nujyZyZ6XXkiLGakTHG+ER7fTsNmxqYs2HOkYYnIdmqHz1hR82n/DhGbJnCY5nC\n58dcJ5NJW5WE1AT6je9HysCUqDVEfjxOkWaNkTHG9JC2KZIcsZGqPs1qRlYzMsb0UNOuJgovKIz7\nc4Z6ItI1I+sZGWNMDwTKA6yfv54Bl/XN7x+KNGuMfMqPY8SWKTyWKXx+zHW8THXr6yi8sJA3hrzB\nqgmryJqbxaRfT/I0U29hs+mMMeYEWipaqN9UT/mSchIzEpm9djapw1MRsXpRpFjNyGpGxpjjKPlV\nCXtu20PWrCwyZmaQ/+l8sudlex3Lc3aekTHGxFBrZSsjvjWCsd8f63WUXs1qRj7lxzFiyxQeyxQ+\nP+ayTN6wnpExxnTSvLeZxncaadzeSNWLVeRelOt1pF7PakZWMzLGhKhdXUvhwkKyF2STPimdfpP6\nMeijg0gbleZ1NF+x84yMMSaKJFHQoNJe205bbRvtte1om31gjTZrjHzKj2PElik8lil8fsy1cudK\nEtISqFtTx8HHD1L8w2IatjR4msmPxynSrGZkjDEhkgcnc8Z/zjhSMzr090PUb6hn4GUDvY7Wq1nN\nyGpGxpjj2PP9PQA2tbsTqxkZY4zpdawx8ik/jhFbpvBYpvD5MVfnTIkZiZT+rpTNH9nMntv3UL+5\n3vNMvZE1RsYY0wVVpaWihaxZWQy+ZjA1b9aw94d7Kf1tqdfReiWrGVnNyBgTonlvM9s+u+3IDLqM\naRmkT0snfWo6GdMyyD4zm6T+NvfLrk1njDFR1FzcTHtDO/O2zSN5ULJdmTtGbJjOp/w4RmyZwmOZ\nwufHXK9veJ3EzERSBqf4piHy43GKNGuMjDEmRGt1Kwmp9tYYa1YzspqRMSbEjm/sIHV4KqNuGuV1\nFF+zmpExxkSIBpW2mjZaSluofq2aqmVVVL9azfS/Tfc6Wp9jfVGf8uMYsWUKj2UKX6xy7f/lfrZ+\nZiubPriJdfPXsWrSKl4f8DqvprzKW2PfYvNHNlO7spYBlw8g8EiA3IX++soIv/7+Isl6RsaYXu/A\nfQcY/rXhpE9OJ2lAEsl5ySTlJZGUk0RC0rGfyYtWFHmUsm+zmpHVjIzp9d4a+xanv3I6/cb28zpK\nr2HXpjPGGNPrWGPkU34cI7ZM4bFM4fNjLsvkjRM2RiIySUReFpHN7v2ZIvK96EczxhjTV5ywZiQi\nrwI3Ag+o6hnuss2qeloM8kWd1YyM6f2sZhR5XtSM0lV1dadlbZEKYIwxxoTTGB0SkfGAAojIVUBZ\nVFMZX44RW6bwWKbw+TGXZfJGOI3RV4AHgCkicgD4JnBdOBsXkYdEpEJENoUsyxWRZSJSJCJLRaR/\nyGO3isgOEdkmIheHLJ8lIptEZLuI/DJkeYqIPOk+Z6WIjAp5bJG7fpGIXBtOXmOMMd4I+zwjEckA\nElS1LuyNi5wN1AOPqupMd9ndwGFVvUdEbgZyVfUWEZkGPA7MBUYALwETVVVFZBXwVVVdIyLPAfep\n6lIRuQ6YoarXi8jVwEdU9RoRyQXWArMAAdYBs1S1pouMVjMyppcKtgbZ/sXtHHr2EGfuOJPk3GSv\nI/UaMb82nYjkANcCY4Ckjkuqq+rXT/RcVX1dREZ3WnwFcJ57+xFgBXALcDnwpKq2AcUisgOYJyJ7\ngSxVXeM+51HgSmCpu63b3eVPA/e7ty8BlnU0PiKyDLgU+MuJMhtjeo9ASYDDzx/mzJ1nkpxjDZGf\nhTNM9xxOQ/Q2Tg+j46enBqtqBYCqlgOD3eXDgf0h6x1wlw0HSkKWl7jLjnmOqrYDNSKSd5xtxQ0/\njhFbpvBYpvDFIldiv8STaoj8eKz8mCnSwrk2XZqqfjuKGSI5RtajLuPixYsZM2YMADk5ORQUFLBw\n4ULg6B9BrO938Gr/8XK/sLDQV3lWrFhBYWGhr/KE8kueWP3+/vPWf9jVtIv5zA/7+fb76/r+ihUr\nWLJkCcCR98tICuc8o2/h1H3+BQQ6lqtqZVg7cIbpng2pGW0DFqpqhYgMAZar6lQRucXZrN7trvcC\nzhDc3o513OXXAOep6nUd66jqKhFJBMpUdbC7zkJV/bL7nN+723jPMJ3VjIyJT211bbQeaqW9tp22\nmjbaattor2l3/nWXBUoC1LxWw/w9872O2+t48X1GLcBPge9ytBejwLgw9yEc22N5BlgM3A0sAv4Z\nsvxxEbkXZ0htArDancBQIyLzgDU49atfhTxnEbAK+Djwirt8KfBjd6ZeAnARTl3KGNMLqCpv5r9J\n8uBkkrKTSMxOJKl/knO7fyJJ2Ukk9U8ia24W+dfmex3XhENVj/sD7AYGnmi9bp77BFCK06PaB3wO\nyMWZKVcELANyQta/FdgJbAMuDlk+G6dmtQNnJl3H8lTgKXf5W8CYkMcWu8u3A9ceJ6P60fLly72O\n8B6WKTyWKXw9zRUMBnU5PXvuifjxWPkxk/veedLtQnc/4fSMdgKNPWzoPtXNQ+/vZv07gTu7WL4O\nmNHF8gDwiW62tQRYEmZUY4wxHgqnZvR3YDqwnGNrRiec2h0PrGZkTPxRVV5NeJWFutDrKH2WFzWj\nf7g/xhjjCzWv15AyLMXrGCaCTniekao+0tVPLML1ZZ2ndPqBZQqPZQpfT3M17WoifVJ6ZMO4/His\n/Jgp0rrtGYnIU6r6CRF5m/eeC6Sqenp0oxljTNfyP51P0eeKvI5hIqjbmpGIDFXVMhF5Cuf7jI48\nBNyjql1OHIg3VjMyJv5Yzch7MasZqWrH10RMUNW9nUJMiVQAY4wxptuakYhc5w7RTXa/vqHjZw+w\nqbvnmcjw4xixZQqPZQpfT3MFA8HIBgnhx2Plx0yRdrzZdE8Az+Oc9xN69YI6DfNSQMYYE2nNJc3s\nuXUPeZfmeR3FRFDY32fUW1nNyJj4sfWTW6l8sZKcc3IY8e0R5JyT43WkPsuL84yMMcYXmvc2M+OZ\nGfRf0P/EK5u4Es73GRkP+HGM2DKFxzKFz4+5LJM3rDEyxhjjOasZWc3ImLixfsF6xv9svA3T+UCk\na0bWMzLGGOM5a4x8yo9jxJYpPJYpfN3lat7fzOEXDlO2pIy9d+5lxzd2sOXqLTRsbUASI/Zh/KQy\necmPmSLNZtMZY3xl53d2Uv5IOVmzs0gZkkLKkBTSxqSRfVY2w78ynKw5WV5HNFFgNSOrGRnjG7tu\n3kXFYxXM3TyX5Lxkr+OY47DzjIwxvVbpb0uZu80aor7IakY+5ccxYssUHssUvq5yJfX39jOyH4+V\nHzNFmvWMjDGeaj3cSn1hPdWvVhNsDiIJ0Z2gYPzJakZWMzIm5soeKqN8STmNRY0EA0EyTssg59wc\nci/KJfeCXK/jmTBYzcgYE7faatrYdcMuyh4sY8J9Exh01SBShqYgYr2hvs5qRj7lxzFiyxQey9S9\nfXfvo626jbPKzmLE10ewcvtK3zVEfjlWofyYKdKsZ2SMiYpAWYDq5dUE9gdo3t9MoCRA3ao6xvxg\nDKlDUr2OZ3zGakZWMzImKnbdvIuql6rIOT+HtJFppI5MJXVEKplnZJKQbIMy8c5qRsaYuNDe0M7g\nawYz6sZRXkcxccA+nviUH8eILVN4LJOj/OFyBlw24Ljr2LEKjx8zRZo1RsaYqAg2BkmfnO51DBMn\nrGZkNSNjIq5+Yz3r5q7j3MC5vpstZyLDakbGGF8IlAdo2tlE68FWWipaaKloobWilUBJgNq3apny\nyBRriEzYbJjOp/w4RmyZwtMXMrUcamHNtDXsvmk3FY9VUL+xHoKQcVoG+YvymVc0j/xP5sc8VyRY\nJm9Yz8htzf3QAAAYiElEQVQYE7am3U1UPFZB2cNlZM/PZuZzM72OZHoJqxlZzciYsLz7t3cp+mIR\n+Z/JZ9BVg8g+K5uEJBtc6asiXTOyxsgaI2NOqGlXE9u/vJ2suVmM+8k4r+MYH4h0Y2Qfa3zKj2PE\nlik8vS1T/cZ6Ci8oJGVYCiNvHBm5UPS+YxUtfswUadYYGWO6VbumlrUFaxn2pWFMfnAyybn2Dawm\nOmyYzobpjDmi9MFS6lbX0bi9kaaiJgBG/89ohl833ONkxm+sZhRh1hgZA+1N7ey7cx9779jLhPsm\nkDE9g36T+pE6PNW+edV0yWpGfYQfx4gtU3jiKVNrdSvlfypn44UbqXi8grlb5zLi6yPIvTCXtJFp\nUW+I4ulYecmPmSLNzjMypo+qK6xj08WbyD4rm/xP5zPgigGkjUjzOpbpo2yYzobpTB/UsK2BTZds\nIv/T+Yy706Zqm5Nnw3TGmFP27l/fJef8HMb+ZKzXUYwBrDHyLT+OEVum8Pg5U/2mejZeupGyB8sY\nsniI5xcy9fOx8hM/Zoo0qxkZ04fsuW0PmQWZzPjnDBJS7bOo8Q+rGVnNyPQRwdYgG87ewOjbRjPw\nwwO9jmPinNWMjDE9Ur6kHICc83I8TmLMe1lj5FN+HCO2TOHxa6bAgQDZZ2WTlOWf0Xm/Hiu/8WOm\nSPOsMRKRYhHZKCIbRGS1uyxXRJaJSJGILBWR/iHr3yoiO0Rkm4hcHLJ8lohsEpHtIvLLkOUpIvKk\n+5yVIjIqtq/QGP8ofaiU8ofLGXiZDc8Zf/KsZiQiu4HZqloVsuxu4LCq3iMiNwO5qnqLiEwDHgfm\nAiOAl4CJqqoisgr4qqquEZHngPtUdamIXAfMUNXrReRq4COqek0XOaxmZHqtYCDI4X8dZvctuxn/\n8/EMvNwaIxMZvalmJF3s/wrgEff2I8CV7u3LgSdVtU1Vi4EdwDwRGQJkqeoad71HQ54Tuq2ngQsj\n/gqM8bHW6lbWzl5LyX0ljLxhJHkfyPM6kjHd8rIxUuBFEVkjIp93l+WragWAqpYDg93lw4H9Ic89\n4C4bDpSELC9xlx3zHFVtB6pFJG7+N/pxjNgyhccvmZp3NSMJQsGrBWyfvJ2EZP+ViP1yrEJZJm94\nWcl8n6qWicggYJmIFOE0UKEiOX7WbXdy8eLFjBkzBoCcnBwKCgpYuHAhcPSPINb3O3i1/3i5X1hY\n6Ks8K1asoLCw0Bd5VJX1zetpeLWBDn44PqH37fcX3v0OXuZZsWIFS5YsATjyfhlJvjjPSERuB+qB\nzwMLVbXCHYJbrqpTReQWQFX1bnf9F4Dbgb0d67jLrwHOU9XrOtZR1VUikgiUqergLvZtNSPTq7TV\nt9FS3kLx94uRRGHqI1O9jmR6oUjXjDzpGYlIOpCgqvUikgFcDPwAeAZYDNwNLAL+6T7lGeBxEbkX\nZ/htArDancBQIyLzgDXAtcCvQp6zCFgFfBx4JRavzZhYK3+0nNIHSmkpb6GlvAUUUoakkJSbxPif\nj/c6njFh8WoQOR94XUQ2AG8Bz6rqMpxG6CJ3yO5C4C4AVd0KPAVsBZ4Drg/pznwFeAjYDuxQ1Rfc\n5Q8BA0VkB/BN4JaYvLII6dw99wPLFJ5oZwoGgjS808Dh5w9z4DcH2P+L/eQszGHm0pksKF/AOQ3n\nMH/3fOasm0PuwtyYZOopP+ayTN7wpGekqnuAgi6WVwLv7+Y5dwJ3drF8HTCji+UB4BOnHNYYH2ku\naWbN1DVIqpA1O4u0sWnkfzKfIYuHkJKf4nU8Y3rMFzUjL4mIvlxZybCUFIalppKVmOj5lYyN6axh\nSwO7bt5F7cpaBl89mAn3TfDl7DjTd/SKmpHf3LF3L6WBAAcCAQCGpaZy2YAB3DF2LOmJiR6nM31d\n6+FWtl6zlez3ZXNWyVkk9rO/SdP72EcrYHlBAUVnnkn9uedStmABfz/tNNbX1/NgWZlnmfw4RmyZ\nwhNuJg0qjUWN1K6upfKlSt7927uUPVzG/l/up/iHxez8zk6KvlDE6imrSR2RysT7Jva4IfLjcQJ/\n5rJM3rCeUSdZSUlMT0pi8ZAhPHPoEF8fMcLrSKaXOvjUQbZ/aTvpk9JJzE4kqX/SkX+TspNIGZpC\n0uQkct+fS/9z+9v3D5lezWpG3ZxnVNnayvQ1a/j79OnM79+/i2cac2rKHymn6pUqOw/IxKXedG06\nX8tLTube8eP576IiWoJBr+OYXkbblcqllSSmW/3HGLDG6LiuHjyYvORkbti1i4b29pju249jxJYp\nPOFkqn61murl1Yz9ydjoB8Kfxwn8mcsyecNqRschIjwxdSqL3nmHj23ezE/GjeOMzEyb+m1OSrAt\nSOO2RpqLm2ne4/wc/OtBJtw/geTcZK/jGeMLVjMK49p0FS0t3FdSwp8PHmRkaiq3jxnDBTk51iiZ\nsBz4zQGKf1BM1hznJNW0sWlkzc4i9/xcr6MZ02ORrhlZY3QSF0ptCwb588GD/KC4mP8eOpRbR4+O\ncjoTz4KtQYq/X0zFnyoYfv1wRt1sXzZseg+bwOChpIQEPjtkCM/OmMG9JSWUNDdHbV9+HCO2TOHp\nyFT7Zi0Vf6pg+tPTGXnTSF9k8hs/5rJM3rDGqAemZmRw/bBhfGzLFt5paDjxE0yfs/fHe9n0gU0M\n++Iwsudm25CuMSdgw3Q9/D6jtmCQe0tK+EVJCS/OnMlpmZlRSGfiUbA1yJppa5j0h0lHrpptTG9j\nw3Q+kZSQwI2jRnHXuHGcv3Ejd+3dS5udj2SAyhcqScpLIue8HK+jGBM3rDE6RYuGDGHt7Nm8VFXF\nxNWruWnXLg62tJzydv04RmyZuhYoD1D2xzJ2fmsnGy/dyJOLnyRjeoavhub8cJy64sdclskbdp5R\nBIxOS+PF009nY309vyst5aObN/OfM84gwUdvRiayWqtbqVtbR8kvSqhdWUvepXlkzs4k58IcJtRM\nYPI1k72OaExcsZpRD2tG3WlX5cLCQqrb2vj6iBF8Jj+flATrgMajlkMtNGxsIFASoHl/M4H9AQL7\nAzRua6Tl3RYyZ2aS/5l8hv73ULuIqelz7DyjCIt0YwSgqjxXWcn3i4u5etAgbhhl55fEo81XbaZp\nZxOZMzNJHZF65Cd9ajr9xvdDEqzna/oum8AQB0SEDw0YwI/HjuW3paUc6kENyY9jxL09kwaVpuIm\nDj9/mH337KPmPzVM+t0kpj46lXE/Gcfw64cz8PKBpE9MP25D1NuPUyT5MZdl8obVjKLo4rw8CjIz\neb6yks8OGeJ1HNOJBpXmfc00bG6g8t+VVDxRQWJWIhlTM0ifms5pfz+N/mfZ14cYEws2TBeFYbpQ\nP9u3jz3Nzfxm0qSo7cOcvF037WL/T/eTMjyFjOkZ9D+7P0P/eyipw1K9jmZMXLCaUYRFuzEqamzk\nnA0bWFFQwLSMjKjtx5xYw7YGql6uourFKmper2Hm8zPJnpftdSxj4pLVjOLM5PR0/mf0aK7asuWk\nnufHMeJ4znT4hcMUnldIw8YGBl01iPnF86PWEMXzcYo1P+ayTN6wmlEMfGnYMG7cvZvG9nbSE+2b\nPWOl5d0WGt5uoL6wnn137WPsHWMZ9qVhXscyxnTBhumiPEzXoWDNGv4weTJzs21YKFra6tpo2NRA\n1StVlD9cTmtlK5kzMsmYkcGgqwaRc759B5UxkRLpYTrrGcVIQWYmq+vqrDGKAFUlsC9A/cZ656fQ\n+belrIWMaRlkz89m+tPTyTzDvpXXmHhhNaMYuSQvjxcqK8Ne349jxF5naq1qZYWs4NWEV1k/fz2l\nvyvljW1vMOiqQcx4dgZn15zN7DWzmXj/RLJmZXnWEHl9nLrix0zgz1yWyRvWM4qRMzIzuWHXLq9j\nxDf3ougDrxzIaX8/DYDKFZXkL8z3MJQxJhKsZhSjmlF9WxvjVq1i6cyZnJGVFfX99Ublfyqn/KFy\nTn/5dLsUjzEes6ndcSozKYk7xo7lu3v2eB0lrrQ3tVO7ppad39nJrm/vYsR3RlhDZEwvZI1RDH0w\nL49VtbVhfd+RH8eIY5EpUBag4okKir5QxOppq3ljwBsUfaGIYCDI3M1zGfjhgTHPdLIsU/j8mMsy\necNqRjE0Mi2NwSkpHGxpYXBKitdxPKGqNO1qouVAC4GyAC1lLbSUtRAoDVC3to7Wg63knJdDzvk5\nDLt+GBnTM0hIsc9MxvR2VjOKUc0IoLatjeErV1KxYEGfPfm1clklmy7ZRP+z+5MyNIWUYSmkDk0l\nZWgKGTMzyJyZacNwxsQBO88ojtW1t5MqQkofO/elvbmd5j3NNO9u5p3F7zDpgUkM+6JdCcEYc5SN\nf8TQ8NRUcpOT2d7UdMJ1/ThGHE4mVaXhnQYO/P4AWz+5lZWjV/J6zutsvmIzJfeXMPiawQz+1OCY\nZoo1yxQ+P+ayTN6wnlEMBVVJABrb272OEhHtTe3UrqqlqaiJxu2NNBY1Ure2joS0BHLOyyH3olzG\n/HAM/cb1QxL7Vm/QGHNyrGYUw5rR/+zZw4rqapYXFJAYZ0N1GnQmHjRsaaBxayP1hfVULqskfUo6\nGdMzSJ+cTr9J/cgsyKTfmH5exzXGRJl9n1GExaoxUlUmrFrFU9OnMzuOTno98LsDHPq/Q9SuqSUp\nJ4mM0zLImJZBxmkZ5F2SR0p+35wVaExfZye9xqnylhYq29qYlZkZ1vpejxEfevYQGy/ZyP6f72f4\nN4Zz5o4zCSwJMPNfMxl/z3iGXDvEFw2R18epK5YpfH7MZZm8YTWjGFBVvrlzJ4vy831/FelgIEjp\n/5ay/579jPvpOAZePpDE9L45Dd0YEzs2TBeDYbo/lJby6wMHWDVrFmk+Or8o2BKkbm0djdsaaXyn\nkYatDdS8UUPmzEwmPziZ9EnpXkc0xviU1YwiLNqN0eb6es7fuJHXCgqYkpERtf2ciKoSKAnQsLmB\nhi3Ot59WPl9J2pg0MmZkkD4lnfQp6fR/X39SBnk//GaM8TerGcWRxvZ2rt66lZ+OG3fSDdGpjhF3\nnO9T+kApWz+1lZUjVrJu7jr2/3w/gZIAOQtzmLNxDnPWzWHqkqmMvmU0g64cdNyGyI/j1pYpPH7M\nBP7MZZm8YTWjKGkJBvnMtm2ckZnJoiFDor6/9oZ26tbWUbOyhtqVtdS+VXv0fJ/35zL2jrGkjUvz\nfc3KGNM32TCdiOqmTTBsGOTlQQTerJva2/nYli2kJiTw5LRppCZEvgPa3thOw+YGql6s4tAzh2jY\n3EDmzEyy52eTfVY22fOzSRuVFvH9GmMMWM0o4kREdfp0OHAAmppg6FCnYfriF2HRopPe3q6mJha/\n8w6jUlNZMmUKyafYEKkqgf0B6jfV07CxgfqN9dRvqiewL0D65HT6n9OfgVcOJHtBNolp/pkcYYzp\n3axmdJJE5FIReUdEtovIzV2utHkzVFVBZSW89BLcfjvcdhssXRr2fjbU1fGZrVuZu24dHx4wgEen\nTu1RQxQMBKl8qZLHr36cDedt4I28N1h/5noO/PoAbTVtDLxiINOfns7ZNWczZ8McJv5qIrkX5Mak\nIfLjuLVlCo8fM4E/c1kmb/TqxkhEEoBfA5cA04FPisiUbp+Qng7jx8PFF8P998ONN8IJeo4HW1r4\n5NatfPjttzk9M5PdZ57JzaNGnfByP6pK8/5m3v2/d9n9vd1s/uhmVk1ZxWv9X6P4tmKKaooYfdto\n5hXNY0HZAk5/4XTG3zOe/E/nk3laJgnJsf/VFRYWxnyfJ2KZwuPHTODPXJbJG719AsM8YIeq7gUQ\nkSeBK4B3TvjMyy+Hr30Ndu6EiRPf83C7Kk8dPMi3d+1iUX4+O848s9vvKGo52ELt6loaNjfQtL2J\nph1NNBY1gkD2vGwyZ2cy+JODSZ+aTvrEdBJSE3jm+8+Q9/68U3ntEVddXe11hPewTOHxYybwZy7L\n5I3e3hgNB/aH3C/BaaCO8YElH+O0YeOZOGACUwZOYcHIBSQlJMHMmbB1K0ycyJ6mJl6rqaGosZF3\nGhtZU1fH8JQU/jpmCnPa02nb0kRVZSuBkgCBvQGa9zbTvLeZxqJG2mvayZqbRcbMDLLPyib/2nzS\nJ6WTMjTFZrcZYwy9vzEKy+qHruGlpJ1kjFoFQx6g3+BSfn7xz/nU0KFQUcGPiou5v3g/93w/kXl1\nwvl1yjdqgmhVPcGkzazPTSI5L5mk3CRSh6eSOjqVzFmZDPzIQPqN70e/Cf1O+ttLi4uLo/NiT4Fl\nCo9lCp8fc1kmb/Tq2XQiMh/4vqpe6t6/BVBVvTtknd57AIwxJopsaneYRCQRKAIuBMqA1cAnVXWb\np8GMMcYco1cP06lqu4h8FViGM3PwIWuIjDHGf3p1z8gYY0x86NXnGZ1IWCfERm/fxSKyUUQ2iMhq\nd1muiCwTkSIRWSoi/UPWv1VEdojINhG5OEIZHhKRChHZFLLspDOIyCwR2eQex19GIdPtIlIiIuvd\nn0tjnGmEiLwiIltE5G0R+bq73LNj1UWmr7nLvT5WqSKyyv27fltEbneXe3msusvk6bFyt5fg7vsZ\n976n//9CMm0IyRSb46SqffIHpyHeCYwGkoFCYEoM978byO207G7gJvf2zcBd7u1pwAacYdUxbm6J\nQIazgQJg06lkAFYBc93bzwGXRDjT7cC3u1h3aowyDQEK3NuZOHXIKV4eq+Nk8vRYudtId/9NBN7C\nOZ3C67+rrjL54Vh9C/gT8Iwf/v91kykmx6kv94yOnBCrqq1AxwmxsSK8t2d6BfCIe/sR4Er39uXA\nk6rapqrFwA66OF/qZKnq60DVqWQQkSFAlqqucdd7NOQ5kcoEzvHq7IoYZSpX1UL3dj2wDRiBh8eq\nm0zD3Yc9O1Zunkb3ZirOG5Xi/d9VV5nAw2MlIiOADwIPdtq3Z8epm0wQg+PUlxujrk6IHd7NutGg\nwIsiskZEPu8uy1fVCnDebIDB7vLOWQ8QvayDTzLDcJxj1yFax/GrIlIoIg+GDF3EPJOIjMHpub3F\nyf++opIrJNMqd5Gnx6pjmAcoB15035Q8PVbdZAJvj9W9wI0cbRjB+7+prjJBDI5TX26MvPY+VZ2F\n8ynkKyJyDu/9A/DD7BI/ZPgtME5VC3DeTH7uRQgRyQSeBr7h9kY8/311kcnzY6WqQVU9A6f3OE9E\npuPxseoi0zQ8PFYi8iGgwu3dHu9cnZgdp+Nkislx6suN0QFgVMj9Ee6ymFDVMvffd4F/4Ay7VYhI\nPoDb1T0YknVkjLKebIaoZ1PVd9UdfAb+wNEhyphlEpEknDf9x1T1n+5iT49VV5n8cKw6qGotsAK4\nFJ/8XYVm8vhYvQ+4XER2A38GLhCRx4ByD49TV5kejdlxOpVCVzz/4BQyOyYwpOBMYJgao32nA5nu\n7QzgDeBinOLlzdp98TIFGEuEJjC42x4DvB1y/6QzcLQgLDjFyksjnGlIyO1vAU94kOlR4Bedlnl6\nrLrJ5OmxAgYC/d3b/YD/4PT+PTtWx8nk+d+Vu83zODpZ4B4v/6a6yRST43RKgeP9B+cTWxFO4e2W\nGO53LE7jtwF4u2PfQB7wkptpGZAT8pxb3V/2NuDiCOV4AigFAsA+4HNA7slmAGa7r2MHcF8UMj0K\nbHKP2T9wxtVjmel9QHvI72y9+7dz0r+vSOU6Tiavj9UMN0uhm+O7Pf3bjuCx6i6Tp8cqZJuhb/ye\nHafjZIrJcbKTXo0xxniuL9eMjDHG+IQ1RsYYYzxnjZExxhjPWWNkjDHGc9YYGWOM8Zw1RsYYYzxn\njZExcUREHhaRj7q3vyEiaSGP1XmXzJhTY42RMfHrmzhX8OhgJw2auGWNkTFRJCI3iMhX3dv3isjL\n7u3zReRPInKRiLwpImtF5C8iku4+fpv7hXCbROT3XWz3a8Aw4JWObTqL5Ufu1ZXfFJFBMXqZxpwy\na4yMia7XgHPc27OBDBFJdJdtAr4HXKiqc4B1wHfcde9X1TNVdSaQ7l5R+QhVvR/nskkLVfVCd3EG\n8KY6V1d+DfhCFF+XMRFljZEx0bUOmC0iWTjX21sJzMVpjJpwLjb5hvtdO9dy9EryF4rIW+J8/fr5\nwPRuth96qf+Aqj4Xst8xkXwhxkRTktcBjOnNVLVNRIqBxThXZ+9oXMbjfPX8MlX9dOhzRCQV+A0w\nS1VLReR2II0Taw253Y79/zZxxHpGxkTfa8ANOF9d8DrwZZwrba8C3ici4wFEJF1EJuI0PAocdr88\n76putlsLZIfcP96XtBnja9YYGRN9rwFDgJWqehBneO4/qnoIp8f0ZxHZCLwJTFbVGuBBYAvwPLA6\nZFuhM+b+ALwQMoHBZtOZuGVfIWGMMcZz1jMyxhjjOWuMjDHGeM4aI2OMMZ6zxsgYY4znrDEyxhjj\nOWuMjDHGeM4aI2OMMZ6zxsgYY4zn/j8c9+i4EKGKKQAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -701,9 +764,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEPCAYAAACQmrmQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEZCAYAAABFFVgWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VdW5//HPE0ARIRAoBAEh4oDgr1a0xSoO2EHE/gBH\npFTFOlxFrkO5/mSwMthWhf5asbbq7aCAQ9VbKUork2IQEQVURAEFh4AgIEqYVEhCnvvH2efsAyYh\nkeycId/363Ve7L32tPbDSZ7stdbe29wdERGRKOSkugIiIpK9lGRERCQySjIiIhIZJRkREYmMkoyI\niERGSUZERCKjJCMCmNk7ZnZGqushkm2UZKReMLOPzOwH+5QNNrP5AO7+f9z9pf3so5OZlZuZfm5E\nqkk/LFLf1eRuZAvWtygqYmYNotivSCopyYiw95WOmX3PzBab2TYz22Bm/z9YbV7w71Yz225mJ1vM\nL82syMw2mtkkM8tN2u/lwbLNwXrJxxljZv9jZo+Y2VZgcHDsV8ys2MzWm9l9ZtYwaX/lZjbEzFYF\n9bvDzDqb2QIz22pmT8TXN7NWZjY92NfnZhavv0idUZKR+qyyK5J7gYnu3hw4EngqKI/32eS6e667\nvwb8HLgcOBPoDDQD/ghgZt2APwE/BQ4DmgPt9jlWP+Apd28BPAaUATcDLYFTgB8A1++zzdlAd+D7\nwK3AfwODgMOBbwfHA/gv4GOgFdAGGLW/gIjUNiUZqU+mmdmW+IdYAqhICXCUmbVy9y/dfdE+y5OT\n0yDg9+6+xt2/BEYClwT9NhcCz7r7QncvA0ZXcKyF7j4dwN13u/ub7r7IY9YCfyaWwJKNd/cv3H0l\n8A4wOzj+DmAGsQQEUEosuR3h7nvcfcH+QyRSu5RkpD7p7+4t4x++foUQdxXQBXjXzF4zs59Usc92\nwJqk+TVAQyA/WPZxfIG7fwV8vs/2HyfPmNnRQRPXhqAJ7TfAt/bZ5tOk6a+ATfvMNw2mfwt8AMw2\ns/fNbHgV5yESCSUZqU+q1WHv7h+4+yB3bw1MAP5hZodQ8SCBT4BOSfOdiDV5bQI2AB0SB4/to9W+\nh9tn/gFgJXBk0IR2W3XrXcF57HT3W9z9SGLNcsPM7Kxvsi+Rb0pJRmQfZvYzM4tfPWwjlgjKgc3B\nv0cmrf534BdmVmBmTYldeTzh7uXAP4C+ZvZ9M2sEjK3G4ZsB2939SzM7FhhyAOfxEzOL13UHseRX\n/k33J/JNKMlIfbG/ocrJy88BlpvZduAe4JKgv+QrYklkQdCv0wN4CHgEeIlY09SXwI0A7r4CuAF4\nktgVz3ZiTV27q6jHLcDPgmP/N/DEfs6jqvM6GnjezHYAC4A/ubtGmEmdsqhfWmZmRcT+GiwHSt29\nh5nlEfvB6wQUAQPcfVuw/kjgSmJ/dd3k7rOD8hOBSUBj4Dl3vznSiovUMjM7FNgKHOXua/a3vkg2\nqIsrmXKgl7t3d/ceQdkI4Hl37wLMJTYiJz7kcwDQFegD3G9m8fboB4Cr3P0Y4Bgz610HdRc5IGb2\nf83skCDB/A5YpgQj9UldJBmr4Dj9gcnB9GTgvGC6H7H27DJ3LwJWAz3MrC3QzN0XB+tNSdpGJJ31\nJ9ZUto5YX87A1FZHpG7VRZJxYE5wB/XVQVm+u28CcPeNxG4UA2jP3kM61wdl7Yn9kMatC8pE0pq7\nX+PuecHnx+6+OtV1EqlLDfe/ygHr6e4bzKw1sfH671GzzksREclQkScZd98Q/LvZzKYBPYBNZpbv\n7puCprD4zWXriT0aI65DUFZZ+deYmRKWiMg34O61/vDXSJOMmTUBctx9Z9DxeTYwDngWuAIYDwwG\nngk2eRZ4zMzuIdYcdhSwyN09eBhgD2AxsWdF/aGy444ZU3WeKS39iuLie7n//hEHcnppb+zYsYwd\nOzbV1UgLikVIsQgpFqFwjFXtivpKJh/4Z3B10RB4zN1nm9kS4Ckzu5LYYzgGQOy+AjN7ClhB7LlL\n13s4xnooew9hnhlx3TNeUVFRqquQNhSLkGIRUiyiF2mScfePgBMqKN8C/KiSbe4C7qqg/HViT5jd\nr3dXT6tyedmeEsrLNIpURCRqddHxX+dWHfKvKpeXlZWwZ/WqOqpN6lxxxRWprkLaUCxCikVIsYhe\n5Hf81zUz8zPHjKlynZLdX7LtpZdYvuDVOqqViEh6M7NIOv717LIsVlhYmOoqpA3FIhSPRUFBAWam\nTz37FBQU1On3LSuby0Rk/9asWUO2tWTI/plFM4qsMrqSyWK9evVKdRXShmIRUiykLinJiIhIZJRk\nspj6IUKKRUixkLqkJCMiIpFRx38WU9t7SLEIVRWL0aMnsnbt1siO3bFjC+6448DeNzhu3Dg++OAD\npkyZ8o33MW/ePC699FI+/vjj/a+cZMmSJYwbN44FCxYA0K5dO84//3xuueUWmjdvXqN9Pf7444wa\nNYrPP/+cH//4xzz00EO0aNGiwnVHjx7NtGnTWLlyJbfffjujR49OLNu4cSPXXnstS5YsYcOGDRQV\nFdGxY8ca1SVKSjIikrB27VYKCsZGtv+iouj2XV179uzB3Ws8yuqVV16hd+/e3H777Tz00EO0bt2a\ndevW8be//Y233nqLM844o9r7Wr58Oddddx0zZsyge/fuXHPNNQwZMoS///3vFa5/9NFH89vf/pYH\nH3zwa8tycnLo06cPo0aN4tRTT63ROdUFNZdlMbW9hxSLUKbEYvz48XTo0IHc3Fy6du3Kiy++yKxZ\ns7jzzjt58sknadasGd27dwdg0qRJdOvWjdzcXI466ij+/Oc/J/Yzb948Dj/8cCZMmMBhhx3GoEGD\nOPfcc/nkk09o1qwZubm5bNy4cb/1GT58OFdddRW33norrVu3BqBDhw6MGTOmRgkGYlcx/fr1o2fP\nnjRp0oRf/epXTJ06lS+++KLC9S+77DJ69+5N06ZNv7asTZs2XHfddXz3u99NyyHpSjIiknZWrVrF\nn/70J15//XW2b9/OrFmzKCgooHfv3owaNYpLLrmEHTt28OabbwKQn5/Pc889x/bt23n44Yf5xS9+\nwdKlSxP727hxI1u3bmXt2rVMmTKFGTNm0K5dO3bs2MH27dtp27YtCxYsoGXLlhXW58svv2ThwoVc\ncMEFVdZ7wYIF5OXl0bJlS/Ly8vaabtmyJa+88goQu5L5zne+k9iuc+fOHHzwwaxalX2Pu1KSyWLq\nhwgpFqFMiEWDBg0oKSnhnXfeoaysjI4dO3LEEUdUun6fPn0Sd7KffvrpnH322cyfP3+v/Y0bN45G\njRpx8MEHV7iPnj17smXLlgqXFRcXU15eTtu2bRNlw4cPJy8vj6ZNm3LnnXcm9lFcXMyWLVsoLi7e\na3rLli2J5qydO3d+rQ8nNzeXHTt27D84GUZJRkTSzpFHHsnEiRMZO3Ys+fn5DBo0qMomrRkzZnDK\nKafQqlUr8vLymDFjBp999llieevWrWnUqNE3rk9eXh45OTls2LAhUTZ+/HiKi4s5//zzKSsrq9H+\nmjZtyvbt2/cq27ZtG82aNfvGdUxXSjJZLFPa3uuCYhHKlFgMHDiQ+fPns2ZN7LUcw4cPB77+WJSS\nkhIuuugibr31VjZv3kxxcTF9+vTZq39i321q2unfpEkTTj75ZKZOnVrlei+//HKinyf5Ey+Lj0o7\n7rjjeOuttxLbffDBB5SWlnLMMcfUqF6ZQElGRNLOqlWrePHFFykpKeGggw7ikEMOIScn9usqPz+f\noqKiRBIpKSmhpKSEb33rW+Tk5DBjxgxmz55d5f7z8/P5/PPPv3Y1UZUJEybw0EMPMWHCBDZv3gzA\nunXr+OijjxLrnHbaaYl+nuRPvKxnz54A/OxnP2P69OksWLCAL774gtGjR3PhhRdy6KGHVnjssrIy\ndu3aRXl5OaWlpezevZvy8vLE8t27d7Nr1y4Adu3axe7du6t9XlHTEOYslglt73VFsQhVFYuOHVtE\nOsy4Y8eK7wPZ1+7duxkxYgTvvvsujRo14tRTT02MGLv44ot59NFHadWqFZ07d2bJkiXce++9XHzx\nxZSUlNC3b1/69+9f5f67dOnCT3/6Uzp37kx5eTkrVqzg/fff59xzz6008fTs2ZO5c+cyduxY7r77\nbiA2uqx///7ccMMNNYgCdOvWjQcffJBBgwaxZcuWxH0ycUOGDMHMuP/++wG45pprmDx5cuIK7M47\n7+Thhx/m8ssvB+CQQw5JPGX52GOPxczYs2dPjeoUFb1PRqSeMrO0HPIq0ars/z0o1/tkpPoype29\nLigWIcVC6pKSjIiIREZJJoupHyKkWIQUC6lLSjIiIhIZJZksprb3kGIRUiykLinJiIhIZJRkspja\n3kOKRUixkLqkJCMiIpFRksliansPKRah+hiLn//853u9TVLqjh4rIyIJo+8azdpNayPbf8f8jtwx\n8o7I9l9bNm7cyOjRo/n3v//Njh07aNOmDWeccQYjRoyo8UMsly5dytVXX83KlSvp1q0bf/3rX/d6\nl0yyTz75hOuvv5758+dz6KGHctttt3Httdcmlk+fPp1Ro0axZs0ajj/+eP7yl7/QtWvXAzrXqCnJ\nZDG1vYcUi1BVsVi7aS0F5xVEduyiaUWR7bu2xN/70rNnTxYsWEBBQQHbt2/nn//8J3PmzKlRkikt\nLeW8885j2LBhDBkyhAcffJD+/fvz/vvv07Dh13/9XnrppXTv3p2pU6fyzjvvcNZZZ3Hsscdy5pln\nsnr1ai699FJmzpzJySefzIQJE+jXrx/vvfde4uGh6Sh9ayYi9dqGDRu46KKLaNOmDUceeST33Xdf\nYtm4ceO45JJLGDx4MLm5uXz729/mjTfeSCx/8803Oemkk2jevDkDBw5MPKG4On7/+9/TvHlzHnnk\nkcSL0HJzcxk8eDBDhw6t0TkUFhayZ88ebrzxRho1asQNN9yAuzN37tyvrfvFF19QWFjIqFGjyMnJ\n4fjjj+eiiy5KPDhz9uzZnH766Zxyyink5OQwfPhw1q9fz7x582pUp7qmJJPF6mPbe2UUi1AmxMLd\n6du3L927d2fDhg288MIL3HvvvcyZMyexzvTp0xk0aBDbtm2jb9++iQRQWlrK+eefz+DBg9myZQsX\nX3wxTz/99F77z8vLS7wKeV8vvPAC559//n7rWNVrlidMmADEXrN8/PHH77Xdd77zHZYvX17hOe/7\n8Ep355133qnw+OXl5VUuTxdKMiKSdhYvXsxnn33GbbfdRoMGDSgoKODqq6/miSeeSKxz2mmn0bt3\nb8yMyy67jGXLlgGwcOFCysrKuPHGG2nQoAEXXngh3/ve9/baf3FxceJVyPv67LPP9nrN8vTp08nL\nyyM3N5dzzjlnr31U9prlW2+9FajZa5abNm1Kz549+dWvfsXu3bt54403ePrpp/nyyy8B+NGPfsS8\nefN46aWXKC0t5c4776S0tDSxPF0pyWQx9UOEFItQJsRizZo1rF+/npYtWyauEO666y4+/fTTxDrJ\niaBJkyaJl3pt2LCB9u3b77W/Tp06VfvYrVq12us1y3379qW4uJh77rmHkpKSGp1HTV+z/Nhjj/Hh\nhx/SsWNHhg4dymWXXUaHDh2A2DtwJk+ezNChQ2nXrh1btmyhW7duieXpSklGRNLO4YcfTufOndmy\nZUviCmHbtm1Mnz59v9sedthhrF+/fq+ytWurP2Luhz/8IdOmTdvvelW9Zjn+UrPjjjsucYUVt2zZ\nMo477rgK93n44Yczffp0Nm3axMKFC9m8eTM9evRILL/gggt4++232bx5M2PHjuWjjz762lVaulGS\nyWKZ0PZeVxSLUCbEokePHjRr1owJEyawa9cu9uzZw/Lly1myZEml28T7Mk455RQaNmzIfffdR1lZ\nGVOnTmXRokXVPvawYcMoLi7msssu48MPPwRgx44dLF26dK/1qnrN8ogRI4DYVWODBg247777KCkp\n4Q9/+AM5OTn84Ac/qPDY7777Ljt37qS0tJRHH32UOXPmMGzYsMTyN954g/LycjZv3sx//Md/cN55\n59V4SHVd0xBmEUnomN8x0mHGHfM7Vmu9nJwc/vWvfzFs2DCOOOIISkpK6NKlC7/+9a8r3Sb+auJG\njRoxdepUrr76an75y19y7rnncuGFF+61brNmzZg5cyY9e/b82n5atWrFq6++yu23385pp53Gzp07\nyc/P57TTTuOBBx6owdnG6jJt2jSuuuoqRowYQdeuXXnmmWcSw5cff/xx7rrrLt5++20AZs2axW9+\n8xu++uorunfvzqxZs2jVqlVifzfddBNvvfUWBx10EAMGDOB3v/tdjeqTCnXy+mUzywGWAOvcvZ+Z\n5QFPAp2AImCAu28L1h0JXAmUATe5++yg/ERgEtAYeM7db67kWHr9skg16PXL9VO2vn75JmBF0vwI\n4Hl37wLMBUYCmFk3YADQFegD3G/xP0/gAeAqdz8GOMbMetdR3UVE5BuKPMmYWQfgXOCvScX9gcnB\n9GTgvGC6H/CEu5e5exGwGuhhZm2BZu6+OFhvStI2UolMaHuvK4pFSLGQulQXVzL3AP8PSL4+y3f3\nTQDuvhFoE5S3Bz5OWm99UNYeWJdUvi4oExGRNBZpx7+Z/QTY5O5LzaxXFavWasPwu9Om0bhFCwAa\nNm5M07ZtaRE8HmJrURGlJeEjJuJ/1cXvHcim+V69eqVVfTSfPvMihYWFTJo0CSDx+JwoRNrxb2Z3\nApcS68Q/BGgG/BP4LtDL3TcFTWEvuntXMxsBuLuPD7afCYwB1sTXCcoHAme6+5AKjqmOf5FqUMd/\n/ZRVHf/uPsrdO7p7Z2AgMNfdLwOmA1cEqw0GngmmnwUGmtlBZnYEcBSwKGhS22ZmPYKBAJcnbSOV\n0F+tIcUipFhIXUrVfTJ3A0+Z2ZXErlIGALj7CjN7ithItFLgeg9T7lD2HsI8s85rLZJFOnXqRDh4\nU+qLmjxipzbUyX0ydUnNZSIiNZeRzWUiIlK/KclkMbW9hxSLkGIRUiyipyQjIiKRUZ+MiIioT0ZE\nRDKPkkwWU3tzSLEIKRYhxSJ6SjIiIhIZ9cmIiIj6ZEREJPMoyWQxtTeHFIuQYhFSLKKnJCMiIpFR\nn4yIiKhPRkREMo+STBZTe3NIsQgpFiHFInpKMiIiEhn1yYiIiPpkREQk8yjJZDG1N4cUi5BiEVIs\noqckIyIikVGfjIiIqE9GREQyj5JMFlN7c0ixCCkWIcUiekoyIiISGfXJiIiI+mRERCTzKMlkMbU3\nhxSLkGIRUiyipyQjIiKRUZ+MiIioT0ZERDKPkkwWU3tzSLEIKRYhxSJ6SjIiIhIZ9cmIiIj6ZERE\nJPMoyWQxtTeHFIuQYhFSLKKnJCMiIpGJNMmY2cFm9pqZvWlmb5vZmKA8z8xmm9l7ZjbLzJonbTPS\nzFab2UozOzup/EQzW2Zmq8xsYpT1zha9evVKdRXShmIRUixCikX0Ik0y7r4bOMvduwMnAH3MrAcw\nAnje3bsAc4GRAGbWDRgAdAX6APebWbwj6gHgKnc/BjjGzHpHWXcRETlwkTeXufuXweTBQEPAgf7A\n5KB8MnBeMN0PeMLdy9y9CFgN9DCztkAzd18crDclaRuphNqbQ4pFSLEIKRbRizzJmFmOmb0JbATm\nBIki3903Abj7RqBNsHp74OOkzdcHZe2BdUnl64IyERFJY3VxJVMeNJd1IHZVchyxq5m9Vou6HvWR\n2ptDikVIsQgpFtFrWFcHcvftZlYInANsMrN8d98UNIV9Gqy2Hjg8abMOQVll5RV6d9o0GrdoAUDD\nxo1p2rYtLQoKANhaVERpya7EuvHL5fiXTfOa17zm68N8YWEhkyZNAqAg+P0YhUjv+DezbwGl7r7N\nzA4BZgF3A2cCW9x9vJkNB/LcfUTQ8f8YcDKx5rA5wNHu7mb2KnAjsBj4N/AHd59ZwTF1x3+gsLAw\n8eWq7xSLkGIRUixCUd3xH/WVzGHAZDPLIdY096S7PxckjKfM7EpgDbERZbj7CjN7ClgBlALXe5gF\nhwKTgMbAcxUlGBERSS96dpmIiOjZZSIiknmUZLJYvJNPFItkikVIsYiekoyIiERGfTIiIqI+GRER\nyTxKMllM7c0hxSKkWIQUi+gpyYiISGSqlWTM7IXqlEl60Z3MIcUipFiEFIvoVXnHv5k1BpoA3zKz\nPCDeKZSLnoIsIiL7sb8rmWuB14Fjg3/jn2eAP0ZbNTlQam8OKRYhxSKkWESvyisZd78XuNfMbnD3\n++qoTiIikiWqfZ+MmZ0KFJCUmNx9SjTV+uZ0n4yISM2l9CnMZvYIcCSwFNgTFDux1yCLiIhUqLpD\nmL8L9HT36939huBzY5QVkwOn9uaQYhFSLEKKRfSqm2TeAdpGWREREck+1eqTMbMXgROARcDueLm7\n94uuat+M+mRERGou1W/GHFvbBxYRkexXreYyd59X0SfqysmBUXtzSLEIKRYhxSJ61R1dtoPYaDKA\ng4BGwBfunhtVxUREJPPV+H0yZmZAf+D77j4iklodAPXJiIjUXNq8T8ZjpgG9a7syIiKSXar7FOYL\nkj4XmdndwK6I6yYHSO3NIcUipFiEFIvoVXd0Wd+k6TKgiFiTmYiISKVq3CeT7tQnIyJScyntkzGz\nDmb2TzP7NPg8bWYdarsyIiKSXarb8f8w8CzQLvhMD8okjam9OaRYhBSLkGIRveommdbu/rC7lwWf\nSUDrCOslIiJZoLpJ5nMzu9TMGgSfS4HPo6yYHDi9vzykWIQUi5BiEb3qJpkrgQHARmADcBFwRUR1\nEhGRLFHdJHMHMNjdW7t7G2JJZ1x01ZLaoPbmkGIRUixCikX0qptkjnf34viMu28BukdTJRERyRbV\nTTI5ZpYXnzGzllT/Rk5JEbU3hxSLkGIRUiyiV91E8TtgoZn9TzB/MfCbaKokIiLZorrvk5kCXABs\nCj4XuPsjUVZMDpzam0OKRUixCCkW0at2k5e7rwBWRFgXERHJMnp2mYiIpM/7ZGoieObZXDNbbmZv\nm9mNQXmemc02s/fMbJaZNU/aZqSZrTazlWZ2dlL5iWa2zMxWmdnEKOstIiK1I9IkQ+y1AMPc/Tjg\nFGComR0LjACed/cuwFxgJICZdSN202dXoA9wf/AmToAHgKvc/RjgGDPTS9P2Q+3NIcUipFiEFIvo\nRZpk3H2juy8NpncCK4EOxN5FMzlYbTJwXjDdD3gieD5aEbAa6GFmbYFm7r44WG9K0jYiIpKmor6S\nSTCzAuAE4FUg3903QSwRAW2C1doDHydttj4oaw+sSypfF5RJFXQPQEixCCkWIcUienWSZMysKfAP\n4Kbgimbf0QbZNfpARESAOrhr38waEkswj7j7M0HxJjPLd/dNQVPYp0H5euDwpM07BGWVlVfo3WnT\naNyiBQANGzemadu2tCgoAGBrURGlJbsS68bbZON/0WTTfHJ7czrUJ5Xz8bJ0qU8q55cuXcrNN9+c\nNvVJ5fzEiRM54YQT0qY+dTlfWFjIpEmTACgIfj9GIfIhzGY2BfjM3YcllY0Htrj7eDMbDuS5+4ig\n4/8x4GRizWFzgKPd3c3sVeBGYDHwb+AP7j6zguNpCHOgsLAw8eWq7xSLkGIRUixCUQ1hjjTJmFlP\n4CXgbWJNYg6MAhYBTxG7OlkDDHD3rcE2I4GrgFJizWuzg/KTgElAY+A5d7+pkmMqyYiI1FBUSSbS\n5jJ3XwA0qGTxjyrZ5i7grgrKXwe+XXu1ExGRqNXZ6DKpe8n9EfWdYhFSLEKKRfSUZEREJDJ6dpmI\niGTms8tERKR+U5LJYmpvDikWIcUipFhET0lGREQioz4ZERFRn4yIiGQeJZkspvbmkGIRUixCikX0\nlGRERCQy6pMRERH1yYiISOZRksliam8OKRYhxSKkWERPSUZERCKjPhkREVGfjIiIZB4lmSym9uaQ\nYhFSLEKKRfSUZEREJDLqkxEREfXJiIhI5lGSyWJqbw4pFiHFIqRYRE9JRkREIqM+GRERUZ+MiIhk\nHiWZLKb25pBiEVIsQopF9JRkREQkMuqTERER9cmIiEjmUZLJYmpvDikWIcUipFhET0lGREQioz4Z\nERFRn4yIiGQeJZkspvbmkGIRUixCikX0lGRERCQy6pMRERH1yYiISOaJNMmY2d/MbJOZLUsqyzOz\n2Wb2npnNMrPmSctGmtlqM1tpZmcnlZ9oZsvMbJWZTYyyztlE7c0hxSKkWIQUi+hFfSXzMNB7n7IR\nwPPu3gWYC4wEMLNuwACgK9AHuN/M4pduDwBXufsxwDFmtu8+RUQkDUWaZNz9ZaB4n+L+wORgejJw\nXjDdD3jC3cvcvQhYDfQws7ZAM3dfHKw3JWkbqUKvXr1SXYW0oViEFIuQYhG9VPTJtHH3TQDuvhFo\nE5S3Bz5OWm99UNYeWJdUvi4oExGRNNcw1RUAan1427vTptG4RQsAGjZuTNO2bWlRUADA1qIiSkt2\nJdaNt8nG/6LJpvnk9uZ0qE8q5+Nl6VKfVM4vXbqUm2++OW3qk8r5iRMncsIJJ6RNfepyvrCwkEmT\nJgFQEPx+jELkQ5jNrBMw3d2PD+ZXAr3cfVPQFPaiu3c1sxGAu/v4YL2ZwBhgTXydoHwgcKa7D6nk\neBrCHCgsLEx8ueo7xSKkWIQUi1AmD2G24BP3LHBFMD0YeCapfKCZHWRmRwBHAYuCJrVtZtYjGAhw\nedI2UgX98IQUi5BiEVIsohdpc5mZPQ70AlqZ2VpiVyZ3A/9jZlcSu0oZAODuK8zsKWAFUApc7+Fl\n1lBgEtAYeM7dZ0ZZbxERqR1Rjy4b5O7t3P1gd+/o7g+7e7G7/8jdu7j72e6+NWn9u9z9KHfv6u6z\nk8pfd/dvu/vR7n5TlHXOJsn9EfWdYhFSLEKKRfR0x7+IiERGzy4TEZGM7vgXEZF6Skkmi6m9OaRY\nhBSLkGIRPSUZERGJjPpkREREfTIiIpJ5lGSymNqbQ4pFSLEIKRbRU5IREZHIqE9GRETUJyMiIplH\nSSaLqb05pFiEFIuQYhE9JRkREYmM+mRERER9MiIiknmUZLKY2ptDikVIsQgpFtFTkhERkcioT0ZE\nRNQnIyJXJIHcAAAG7ElEQVQimUdJJoupvTmkWIQUi5BiET0lGRERiYz6ZERERH0yIiKSeZRkspja\nm0OKRUixCCkW0VOSERGRyKhPRkRE1CcjIiKZR0kmi6m9OaRYhBSLkGIRPSUZERGJjPpkREREfTIi\nIpJ5lGSymNqbQ4pFSLEIKRbRU5IREZHIqE9GRETUJyMiIpkno5KMmZ1jZu+a2SozG57q+qQ7tTeH\nFIuQYhFSLKKXMUnGzHKAPwK9geOAn5rZsamtVXpbunRpqquQNhSLkGIRUiyilzFJBugBrHb3Ne5e\nCjwB9E9xndLa1q1bU12FtKFYhBSLkGIRvUxKMu2Bj5Pm1wVlIiKSphqmugJR+OTVwiqX+55ydn7+\nCVfcfEW19vfh6g/pfHTnlK37Tff58uyXKdpaVCv77ZjfkTtG3lGtddNRUVFRqquQNhSLkGIRvYwZ\nwmxm3wfGuvs5wfwIwN19/D7rZcYJiYikmSiGMGdSkmkAvAf8ENgALAJ+6u4rU1oxERGpVMY0l7n7\nHjP7T2A2sb6kvynBiIikt4y5khERkcyTSaPLqlRfbtQ0syIze8vM3jSzRUFZnpnNNrP3zGyWmTVP\nWn+kma02s5VmdnZS+YlmtiyI18RUnEtNmdnfzGyTmS1LKqu1czezg8zsiWCbhWbWse7OrmYqicUY\nM1tnZm8En3OSlmVlLMysg5nNNbPlZva2md0YlNe770UFsbghKE/t98LdM/5DLFm+D3QCGgFLgWNT\nXa+IzvVDIG+fsvHArcH0cODuYLob8CaxZtGCIEbxq9fXgO8F088BvVN9btU499OAE4BlUZw7MAS4\nP5i+BHgi1edcw1iMAYZVsG7XbI0F0BY4IZhuSqzf9tj6+L2oIhYp/V5ky5VMfbpR0/j6FWh/YHIw\nPRk4L5juR+xLUObuRcBqoIeZtQWaufviYL0pSdukLXd/GSjep7g2zz15X/8gNsgkLVUSC4h9P/bV\nnyyNhbtvdPelwfROYCXQgXr4vagkFvF7CVP2vciWJFOfbtR0YI6ZLTazq4OyfHffBLEvGtAmKN83\nLuuDsvbEYhSXyfFqU4vnntjG3fcAW82sZXRVj8R/mtlSM/trUhNRvYiFmRUQu7p7ldr9mcjkWLwW\nFKXse5EtSaY+6enuJwLnAkPN7HRiiSdZfR7NUZvnXuv3DETsfqCzu58AbAR+V4v7TutYmFlTYn9Z\n3xT8FR/lz0SmxSKl34tsSTLrgeQOqA5BWdZx9w3Bv5uBacSaCjeZWT5AcKn7abD6euDwpM3jcams\nPBPV5rknllnsvqxcd98SXdVrl7tv9qCxHPgLse8GZHkszKwhsV+qj7j7M0FxvfxeVBSLVH8vsiXJ\nLAaOMrNOZnYQMBB4NsV1qnVm1iT4KwUzOxQ4G3ib2LleEaw2GIj/oD0LDAxGhBwBHAUsCpoPtplZ\nDzMz4PKkbdKdsfdfT7V57s8G+wC4GJgb2VnUjr1iEfwyjbsAeCeYzvZYPASscPd7k8rq6/fia7FI\n+fci1SMianFkxTnERlOsBkakuj4RneMRxEbOvUksuYwIylsCzwfnPxtokbTNSGKjRlYCZyeVnxTs\nYzVwb6rPrZrn/zjwCbAbWAv8HMirrXMHDgaeCspfBQpSfc41jMUUYFnwHZlGrF8iq2MB9AT2JP1c\nvBH8Lqi1n4ksiEVKvxe6GVNERCKTLc1lIiKShpRkREQkMkoyIiISGSUZERGJjJKMiIhERklGREQi\noyQjkiJm9rCZXRBM32RmjZOW7UhdzURqj5KMSHq4GTg0aV43sElWUJIRqSYzu8VirwDHzO4xsxeC\n6bPM7FEz+7GZvWJmS8zsSTNrEiy/3cxeC14C9WAF+70BaAfMje8zVmy/Dp6c+4qZta6j0xSpVUoy\nItU3Hzg9mD4JODR4SODpxB7b8Uvgh+7+XeB14L+Cde9z95Pd/XigiZn9JHmn7n4fsUfE9HL3+Ps5\nDgVe8diTc+cD10R4XiKRUZIRqb7XgZPMrBmxZ4YtBL5HLMl8ReytiwvM7E1iDxWMPxn8h2b2qsVe\nlXwWcFwl+09+8Odud38u6bgFtXkiInWlYaorIJIp3L3MzIqIPd13AbGrl7OAI4m9Fnu2u/8seRsz\nOxj4E3Ciu39iZmOAxuxfadL0HvSzKhlKVzIiNTMfuAV4CXgZuI7YE29fA3qa2ZGQeC3D0cQSigOf\nB69puKiS/W4HcpPm0/rFWCLVpSQjUjPzgbbAQnf/lFgz2Uvu/hmxK5y/m9lbwCtAF3ffBvwVWA7M\nABYl7St5BNlfgJlJHf8aXSZZQY/6FxGRyOhKRkREIqMkIyIikVGSERGRyCjJiIhIZJRkREQkMkoy\nIiISGSUZERGJjJKMiIhE5n8BlZDfGh2zKuwAAAAASUVORK5CYII=\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEZCAYAAABFFVgWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ns9z8fxaFwGo/qVU+AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -727,7 +800,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 20,
"metadata": {
"collapsed": true
},
@@ -742,10 +815,8 @@
},
{
"cell_type": "code",
- "execution_count": 20,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 21,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -753,24 +824,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.11 19.7 55 74 100 125 145\n",
- " 20,000 0.33 60.2 17 36 86 182 288\n",
- " 40,000 0.33 62.2 17 35 86 186 302\n",
- " 60,000 0.33 60.7 17 35 87 185 289\n",
- " 80,000 0.33 61.8 17 35 86 183 291\n",
- "100,000 0.33 61.0 18 35 85 182 293\n",
- "120,000 0.33 61.1 17 34 87 185 288\n",
- "140,000 0.33 60.8 17 35 86 183 295\n",
- "160,000 0.33 61.4 16 34 86 185 297\n",
- "180,000 0.33 61.4 17 36 86 184 292\n",
- "200,000 0.33 61.9 18 34 85 187 288\n"
+ " 0 0.11 20.1 54 75 100 126 148\n",
+ " 20,000 0.32 59.8 18 36 88 183 285\n",
+ " 40,000 0.33 62.1 16 34 86 187 289\n",
+ " 60,000 0.33 61.9 18 35 85 185 297\n",
+ " 80,000 0.33 60.8 17 35 87 181 287\n",
+ "100,000 0.33 61.7 17 34 87 183 297\n",
+ "120,000 0.33 61.2 18 35 88 183 291\n",
+ "140,000 0.33 61.1 16 35 87 185 291\n",
+ "160,000 0.33 61.6 17 35 86 186 294\n",
+ "180,000 0.33 61.6 17 35 86 183 301\n",
+ "200,000 0.33 61.3 17 34 87 187 295\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCoXCEJQDUigUCoUh/D+1k2/3WxlfCwAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -778,9 +849,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIieVMxERGRvKmYiIhI3v4/0BVJuawHhpMAAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8VNW9///XJ4pWhRBAgQpiRAXBnxq0xVZs5WgV8XwR\nqFopRYlFT6v+vNReuLQies5XRL89aj1avz1Fo3LU2lZRTgXRYjwFL6hlwAoKXkaUEiwQLiokJHy+\nf8ye7CEkZJKZyVzyfj4e83DWmjV7r/kY5jN7rb32NndHREQkFUXZ7oCIiOQ/JRMREUmZkomIiKRM\nyURERFKmZCIiIilTMhERkZQpmYgAZvY3M/tmtvshkq+UTKRDMLMPzezMRnUTzewvAO7+/7n7/7Sw\njSPNbLeZ6d+NSCP6RyEdXWtW7VrQ3jLRETPbLxPbFWkPSiYi7HnkYmZfNbPXzWyrma03s/8TNHsp\n+O8WM9tmZqdazC/MLGpmVWZWYWbFCdu9NHjtH0G7xP3cZGa/N7NHzGwLMDHY98tmVm1m68zsHjPb\nP2F7u83sSjNbHfTvFjPrb2ZLzGyLmT0eb29mPcxsXrCtTWYW779I2imZSEfW3BHG3cBd7t4VOBp4\nIqiPz6kUu3uxu78GXAZcCpwB9Ae6AP8BYGaDgXuB7wJfBroChzfa1/nAE+5eAvwXUAdcD3QHvg6c\nCVzV6D3nAEOArwE/A/4vMB44Ajgh2B/Aj4GPgR5AT2BaSwERaSslE+lI5prZ5viD2Bd9U2qBY8ys\nh7t/4e5LG72emITGA//u7h+5+xfAVODiYF7lAuAZd3/F3euA6U3s6xV3nwfg7jXuvszdl3rMWuA3\nxBJVolnu/rm7rwL+BiwM9r8dmE8s0QDsIpbEjnL3endf0nKIRNpGyUQ6ktHu3j3+YO9f/HGTgIHA\nO2b2mpn98z62eTjwUUL5I2B/oFfw2sfxF9x9B7Cp0fs/TiyY2bHB0NT6YOjrfwOHNnrPpwnPdwAb\nGpU7B8/vAN4HFprZe2Y2eR+fQyQlSibSkSQ1ce7u77v7eHc/DLgd+IOZHUTTk/V/B45MKB9JbKhq\nA7Ae6Nuw89g2ejTeXaPyr4FVwNHB0NfPk+13E5/jM3f/ibsfTWw47QYz+6e2bEukJUomIo2Y2ffM\nLH40sJXYF/5u4B/Bf49OaP4Y8CMzKzWzzsSOJB53993AH4BRZvY1M+sEzEhi912Abe7+hZkdB1yZ\nwuf4ZzOL93U7sSS3u63bE9kXJRPpKFo6BTjx9XOBt81sG3AncHEwn7GDWLJYEsy7DAUeAB4B/ofY\nkNIXwLUA7r4SuAb4HbEjmG3Ehqhq9tGPnwDfC/b9f4HHW/gc+/pcxwIvmNl2YAlwr7vrjC7JCMvk\nzbHMbDbwv4AN7n5iQv01xMar64A/ufuUoH4q8P2g/jp3XxjUnwxUAF8CnnX36zPWaZEMMbNDgC3A\nMe7+UUvtRfJJpo9MHgRGJFaY2XBgFHCCu58A/J+gfhDwHWAQMBK4z8ziY8W/Bia5+wBggJntsU2R\nXGVm/8vMDgoSyS+BFUokUogymkzcfTFQ3aj6SuC24FRJ3H1jUD+a2FhznbtHgTXAUDPrDXRx99eD\ndg8DYzLZb5E0Gk1siOsTYnMt47LbHZHMyMacyQDgm2b2qpm9aGanBPV92PM0yXVBXR9i/xDjPgnq\nRHKeu1/h7t2Cx9nuvibbfRLJhP1bbpKRfXZz96+Z2VeB3xNbOSwiInkqG8nkY+BJAHd/3czqzawH\nsSORfgnt+gZ164hdJqJxfZPMLHNnFIiIFDB3b/NFTNtjmMvYc9HVXGLXG8LMBgAHuPsm4Blil6E4\nwMyOAo4Blrp7FbDVzIYGE/KXAk/va4furoc7N910U9b7kCsPxUKxUCz2/UhVRo9MzOxRYDjQw8zW\nAjcROy//QTN7i9j59pdC7Jx8M3sCWEnsmkJXefgJr2bPU4MXZLLfhSIajWa7CzlDsQgpFiHFIn0y\nmkzcfXwzL13STPuZwMwm6t8kdjVUERHJQVoBX8DKy8uz3YWcoViEFIuQYpE+GV0Bnw1m5oX2mURE\nMs3M8ByfgJcsqayszHYXcoZiEYrHorS0FDPTo4M9SktLM/J3lY1Tg0UkB3z00UdpOYtH8otZmw8+\n9r3dQvtj0jCXSHKCYY1sd0PaWXP/34N6DXOJiEj2KJkUMM0ThBSLkGIhmaBkIiIiKdOciUgH1dTY\n+fTpd7F27ZaM7bNfvxJuuSW1e9vdfPPNvP/++zz88MNt3sZLL73EhAkT+Pjjj1tunOCNN97g5ptv\nZsmSJQAcfvjhjB07lp/85Cd07dq1Vdt69NFHmTZtGps2beLss8/mgQceoKSkpMm206dPZ+7cuaxa\ntYobb7yR6dOnN7xWVVXFD37wA9544w3Wr19PNBqlX79+TW4HMjdnorO5RKTB2rVbKC2dkbHtR6OZ\n23ay6uvrcfdWn9X08ssvM2LECG688UYeeOABDjvsMD755BNmz57N8uXL+eY3v5n0tt5++21++MMf\nMn/+fIYMGcIVV1zBlVdeyWOPPdZk+2OPPZY77riD+++/f6/XioqKGDlyJNOmTeO0005r1WdKJw1z\nFTCNjYcUi1C+xGLWrFn07duX4uJiBg0axIsvvshzzz3Hrbfeyu9+9zu6dOnCkCFDAKioqGDw4MEU\nFxdzzDHH8Jvf/KZhOy+99BJHHHEEt99+O1/+8pcZP3485513Hn//+9/p0qULxcXFVFVVtdifyZMn\nM2nSJH72s59x2GGHAdC3b19uuummViUSiB2VnH/++QwbNoyDDz6Yf/3Xf+XJJ5/k888/b7L9JZdc\nwogRI+jcufNer/Xs2ZMf/vCHfOUrX8nq2XlKJiKSc1avXs29997Lm2++ybZt23juuecoLS1lxIgR\nTJs2jYsvvpjt27ezbNkyAHr16sWzzz7Ltm3bePDBB/nRj35EJBJp2F5VVRVbtmxh7dq1PPzww8yf\nP5/DDz+c7du3s23bNnr37s2SJUvo3r17k/354osveOWVV/j2t7+9z34vWbKEbt260b17d7p167bH\n8+7du/Pyyy8DsSOTk046qeF9/fv358ADD2T16tWphi5rlEwK2PDhw7PdhZyhWITyIRb77bcftbW1\n/O1vf6Ouro5+/fpx1FFHNdt+5MiRDSu7v/GNb3DOOefwl7/8ZY/t3XzzzXTq1IkDDzywyW0MGzaM\nzZs3N/ladXU1u3fvpnfv3g11kydPplu3bnTu3Jlbb721YRvV1dVs3ryZ6urqPZ5v3ry5YRjqs88+\n22uOpbi4mO3bt7ccnBylZCIiOefoo4/mrrvuYsaMGfTq1Yvx48fvcyhq/vz5fP3rX6dHjx5069aN\n+fPns3HjxobXDzvsMDp16tTm/nTr1o2ioiLWr1/fUDdr1iyqq6sZO3YsdXV1rdpe586d2bZt2x51\nW7dupUuXLm3uY7ZpAj4PJXvGTVVVlKFDy1I+e6YQVFZW5sUv8vaQL7EYN24c48aN47PPPuNf/uVf\nmDx5Mg899NBeE+e1tbVceOGFzJkzh9GjR1NUVMTYsWP3mD9o/J7WTr4ffPDBnHrqqTz55JOcccYZ\nzbZbvHgxI0eO3Gv78Qn/+fPnM2zYMI4//niWL1/e8Pr777/Prl27GDBgQKv6lUuUTPJQ8mfcVLJ2\nbWWGeyOSfqtXr2bdunUMGzaMAw44gIMOOojdu3cDsfmRF154oeELura2ltraWg499FCKioqYP38+\nCxcu5IQTmr8FUq9evdi0aRPbtm2juLg4qT7dfvvtnHvuufTp04fLLrus4WyuDz/8kGOPPRaA008/\nPamhqu9973ucdtppLFmyhLKyMqZPn84FF1zAIYcc0mT7uro66urq2L17N7t27aKmpoZOnTpRVBQb\nXKqpqWk4Otq5cyc1NTXNDudlipJJASstHU40WpntbuSEfPgl3l72FYt+/Uoyevpuv35Nr6NorKam\nhilTpvDOO+/QqVMnTjvttIYztC666CLmzJlDjx496N+/P2+88QZ33303F110EbW1tYwaNYrRo0fv\nc/sDBw7ku9/9Lv3792f37t2sXLmS9957j/POO2+v4ae4YcOGsWjRImbMmMFtt90GxM7mGj16NNdc\nc00rogCDBw/m/vvvZ/z48WzevLlhnUnclVdeiZlx3333AXDFFVfscVR266238uCDD3LppZcCcNBB\nBzVcFfi4447DzKivr29Vn1KlRYt5qLx8RtJrAZ56aixDhpzUckPSs6BM8ocu9NgxadGitFo0Wsnn\nn3vSiScXFpRlSr7ME7QHxUIyIaNnc5nZbDPbYGYrmnjtx2a228y6J9RNNbM1ZrbKzM5JqD/ZzFaY\n2WozuyuTfRYRkdbL9KnBDwIjGleaWV/gbOCjhLpBwHeAQcBI4D4LT4n4NTDJ3QcAA8xsr23K3kpL\nh2e7CzlDv8RDioVkQkaTibsvBqqbeOlO4KeN6kYDj7t7nbtHgTXAUDPrDXRx99eDdg8DYzLUZRER\naYN2X7RoZucDH7v7W41e6gMkXsJzXVDXB/gkof6ToE5aoDO5QvlyPar2oFhIJrTrBLyZHQRMIzbE\nJSIiBaK9z+Y6GigFlgfzIX2Bv5rZUGJHIokX4e8b1K0Djmiivlnl5eUN1+kpKSmhrKysYZw4/qss\nn8tVVVGCj9dw9BGfH0ksl5YO5/nnf0E0Wtnk602Vc+HzqZz5skhlZSUVFRUADd+Xqcj4OhMzKwXm\nuftey1HN7EPgZHevNrPBwH8BpxIbxnoeONbd3cxeBa4FXgf+BPzK3Rc0sz+tM0kwZ84YJkyYm1Tb\naHQGFRXJbVfyn9aZdEyZWmeS6VODHwVeJnYG1lozu6xREwcMwN1XAk8AK4FngasSssLVwGxgNbCm\nuUQie9KcSUi/yEMdMRaXXXbZHncnlPTL6DCXu49v4fX+jcozgZlNtHsTaP5COyKSFtNnTmfthrUZ\n236/Xv24ZeotGdt+ulRVVTF9+nT+9Kc/sX37dnr27Mk3v/lNpkyZ0uqLMUYiES6//HJWrVrF4MGD\n+e1vf7vHvUwSTZ48mccee4ytW7fSvXt3fvCDHzBlyhQANm3axOjRo3nnnXeor69n8ODB3HHHHVm9\nu2IirYAvYKWlw1m8WGs8QWsrEu0rFms3rKV0TGnG9h2dG83YttMlft+RYcOGsWTJEkpLS9m2bRtP\nPfUUzz//fKuSya5duxgzZgw33HADV155Jffffz+jR4/mvffeY//99/76nTRpEjfeeCOdO3dm/fr1\nnH322Rx33HGMGTOGzp07M3v2bI499liKiop4+umnGTVqFP/4xz8aLviYTdnvgYhIE9avX8+FF15I\nz549Ofroo7nnnnsaXrv55pu5+OKLmThxIsXFxZxwwgn89a9/bXh92bJlnHLKKXTt2pVx48axc+fO\npPf77//+73Tt2pVHHnmkYWK6uLiYiRMncvXVV7fqM1RWVlJfX8+1115Lp06duOaaa3B3Fi1a1GT7\nAQMGNNyad/fu3RQVFfHee+8BcOCBBzJw4ECKiopwd4qKitiyZUuzN/Rqb0omBUxzJqGOOE/QnHyI\nhbszatQohgwZwvr16/nzn//M3XffzfPPP9/QZt68eYwfP56tW7cyatSohi/6Xbt2MXbsWCZOnMjm\nzZu56KKL+OMf/7jH9rt169ZwC93G/vznPzN27NgW+7iv2/PefvvtQOz2vCeeeOIe7zvppJN4++23\nm93urFmz6NKlC0cccQRffPEF48fvOVtw0kkn8aUvfYkxY8ZwxRVXcOihh7bY1/agYS4RyTmvv/46\nGzdu5Oc//zkQO3X18ssv5/HHH+fss2PL1E4//XRGjIhdWemSSy7h7rvvBuCVV16hrq6Oa6+9FoAL\nLriAr371q3tsv7q6qQtzxGzcuHGP2/POmzePSy+9lPr6ek477TQWLFjQ4jbi2nJ73smTJzN58mSW\nL1/O3Llz93r/8uXLqa2t5amnnqK2trbFPrQXHZkUMF2bK6Q5k1A+xOKjjz5i3bp1dO/eveEX/8yZ\nM/n0008b2iR+4R988MHs3LmT3bt3s379evr02fMiGUceeWTS++7Ro8cet+cdNWoU1dXV3Hnnna3+\n8k7l9rzxI5CmzkI74IADuPjii5k5cyZvvdX4YiLZoWQiIjnniCOOoH///mzevJnNmzdTXV3N1q1b\nmTdvXovv/fKXv8y6dXuua167Nvkz1M466yzmzm15bVaXLl0oLi7e4xGvi9886/jjj2fFij0vmr5i\nxQqOP/74pPpSV1fHBx980Ozru3bt2ufr7UnJpIBpziSUD/ME7SUfYjF06FC6dOnC7bffzs6dO6mv\nr+ftt9/mjTfeaPY98WVpX//619l///255557qKur48knn2Tp0qVJ7/uGG26gurqaSy65pOGLevv2\n7UQikT3abd++nW3btu3xiNfFT+cdPnw4++23H/fccw+1tbX86le/oqioiDPPPLPJ/v/mN79hy5Yt\nACxdupR7772Xb33rWwC89tprLFmyhF27drFz505mzZrFp59+yqmnnpr0Z8skzZmISIN+vfpl9PTd\nfr36tdwIKCoq4r//+7+54YYbOOqoo6itrWXgwIH827/9W7Pvid+xolOnTjz55JNcfvnl/OIXv+C8\n887jggsu2KNtly5dWLBgAcOGDdtrOz169ODVV1/lxhtv5PTTT+ezzz6jV69enH766fz6179uxaeN\n9WXu3LlMmjSJKVOmMGjQIJ5++umG04IfffTRPYaqnnrqKaZNm0ZtbS2HH3441113XcOJBTU1NVx7\n7bV8+OGHdOrUiRNOOIFnn312j+G+bNJte/OQLqci6aDLqXRMeXk5FRER6RiUTAqY5kxC+TBP0F4U\nC8kEJRMREUmZkkkB0zqTUD6srWgvioVkgpKJiIikTMmkgGnOJKR5gpBiIZmgdSYiHdSRRx7ZsDZD\nOo7WXFqmNZRMCpjuZxLSPEEoHotoNJrVfkhh0TCXiIikTMmkgGnOJKR5gpBiEVIs0iejycTMZpvZ\nBjNbkVB3u5mtMrOImf3RzIoTXptqZmuC189JqD/ZzFaY2Woz07iNiEiOyfSRyYPAiEZ1C4Hj3b0M\nWANMBTCzwcB3gEHASOA+C2cHfw1McvcBwAAza7xNaYLWmYQ0ZxJSLEKKRfpkNJm4+2KgulHdC+6+\nOyi+CvQNnp8PPO7ude4eJZZohppZb6CLu78etHsYGJPJfouISOtke87k+8CzwfM+wMcJr60L6voA\nnyTUfxLUSQs0ZxLS2HhIsQgpFumTtVODzeznwC53fyzd2y4vL6e0tBSAkpISysrKGg5n4388+Vyu\nqooSfLyGhBEf0mpc3rFjI9FoZbOvNy7nwufLRDkuV/qTzXIkEsmp/mSzHL/hVa70pz3LlZWVVFRU\nADR8X6Yi4/czMbMjgXnufmJCXTlwBXCmu9cEdVMAd/dZQXkBcBPwEfCiuw8K6scBZ7j7lc3sT/cz\nSaD7mYhIMvLhfiYWPGIFs3OBnwLnxxNJ4BlgnJkdYGZHAccAS929CthqZkODCflLgafbod8iIpKk\nTJ8a/CjwMrEzsNaa2WXAPUBn4Hkz+6uZ3Qfg7iuBJ4CVxOZRrko4xLgamA2sBta4+4JM9rtQaM4k\n1Hi4qyNTLEKKRfpkdM7E3cc3Uf3gPtrPBGY2Uf8mcEIauyYiImmU7bO5JIO0ziQUn4AUxSKRYpE+\nSiYiIpIyJZMCpjmTkMbGQ4pFSLFIHyUTERFJmZJJAdOcSUhj4yHFIqRYpI+SiYiIpEzJpIBpziSk\nsfGQYhFSLNJHyURERFKmZFLANGcS0th4SLEIKRbpo2QiIiIpUzIpYJozCWlsPKRYhBSL9FEyERGR\nlCmZFDDNmYQ0Nh5SLEKKRfoomYiISMqUTAqY5kxCGhsPKRYhxSJ9lExERCRlSiYFTHMmIY2NhxSL\nkGKRPkomIiKSMiWTAqY5k5DGxkOKRUixSJ+MJhMzm21mG8xsRUJdNzNbaGbvmtlzZtY14bWpZrbG\nzFaZ2TkJ9Seb2QozW21md2WyzyIi0nqZPjJ5EBjRqG4K8IK7DwQWAVMBzGww8B1gEDASuM/MLHjP\nr4FJ7j4AGGBmjbcpTdCcSUhj4yHFIqRYpE9Gk4m7LwaqG1WPBh4Knj8EjAmenw887u517h4F1gBD\nzaw30MXdXw/aPZzwHhERyQHZmDPp6e4bANy9CugZ1PcBPk5oty6o6wN8klD/SVAnLdCcSUhj4yHF\nIqRYpM/+2e4A4OneYHl5OaWlpQCUlJRQVlbWcDgb/+PJ53JVVZTg4zUkjPiQVuPyjh0biUYrm329\ncTkXPl8mynG50p9sliORSE71J5vlSCSSU/1pz3JlZSUVFRUADd+XqTD3tH+X77kDsyOBee5+YlBe\nBQx39w3BENaL7j7IzKYA7u6zgnYLgJuAj+JtgvpxwBnufmUz+/NMf6ZsKy+fQWnpjKTazpkzhgkT\n5ibVNhqdQUVFctsVkcJiZri7tdyyae0xzGXBI+4ZoDx4PhF4OqF+nJkdYGZHAccAS4OhsK1mNjSY\nkL804T0iIpIDMn1q8KPAy8TOwFprZpcBtwFnm9m7wFlBGXdfCTwBrASeBa5KOMS4GpgNrAbWuPuC\nTPa7UGjOJNR4uKsjUyxCikX6ZHTOxN3HN/PSt5ppPxOY2UT9m8AJaeyaiIikkVbAFzCtMwnFJyBF\nsUikWKSPkomIiKRMyaSAac4kpLHxkGIRUizSR8lERERSpmRSwDRnEtLYeEixCCkW6aNkIiIiKVMy\nKWCaMwlpbDykWIQUi/RRMhERkZQpmRQwzZmENDYeUixCikX6KJmIiEjKlEwKmOZMQhobDykWIcUi\nfZRMREQkZUklEzP7czJ1kls0ZxLS2HhIsQgpFumzz6sGm9mXgIOBQ82sG+F9SYrRrXNFRCTQ0pHJ\nD4A3geOC/8YfTwP/kdmuSao0ZxLS2HhIsQgpFumzzyMTd78buNvMrnH3e9qpTyIikmeSujmWu99j\nZqcBpYnvcfeHM9QvSYPS0uEsXnxXtruREzQ2HlIsQopF+iSVTMzsEeBoIALUB9UOKJmIiEjSt+39\nCjA44Z7skmbTp9/F2rVbkmq7bNlKSktbbqc5k1BlZaV+hQYUi5BikT7JJpO/Ab2B9enasZn9CJgE\n7AbeAi4DDgF+BxwJRIHvuPvWoP1U4PtAHXCduy9MV19ywdq1WygtnZFU28WLx2S2MyIirZTsosVD\ngZVm9pyZPRN/tHWnZnY4cA1wsrufSCypfReYArzg7gOBRcDUoP1g4DvAIGAkcJ+ZWVPblpDWmYT0\n6zOkWIQUi/RJ9shkRgb2vR9wiJntBg4C1hFLHmcErz8EVBJLMOcDj7t7HRA1szXAUOC1DPRLRERa\nKakjE3d/qalHW3fq7n8HfgmsJZZEtrr7C0Avd98QtKkCegZv6QN8nLCJdWjRZIs0ZxLSeoKQYhFS\nLNIn2bO5thM7ewvgAKAT8Lm7F7dlp2ZWAowmNjeyFfi9mX0vYR9xbZrwLy8vpzSYoS4pKaGsrKzh\ncDb+x5Nr5bh4AogPUTVV3rFjY9Ltd+zYSDRauc/tJZZzJR6Zim+u9Ceb5UgkklP9yWY5EonkVH/a\ns1xZWUlFRQVAw/dlKqy1J2gFcxWjga+5+5Q27dTsQmCEu18RlC8BvgacCQx39w1m1ht40d0HmdkU\nwN19VtB+AXCTu+81zGVmeXnSWXn5jKQn4OfMGcOECXPT3jYanUFFRXJ9EJHCYma4e5vnolt91WCP\nmQuMaOtOiQ1vfc3MvhQkp7OAlcAzQHnQZiKxy7YQ1I8zswPM7CjgGGBpCvsXEZE0Svaqwd9OeFxo\nZrcBO9u6U3dfCvwBWAYsJ3YByd8As4CzzexdYgnmtqD9SuAJYgnnWeCqvDz8aGeaMwk1Hu7qyBSL\nkGKRPsmezTUq4XkdsTUgo1PZsbvfDNzcqHoz8K1m2s8EZqayTxERyYxkr811WaY7Iumna3OF4hOQ\nolgkUizSJ9lhrr5m9pSZfRo8/mhmfTPdORERyQ/JTsA/SGwS/PDgMS+okxymOZOQxsZDikVIsUif\nZJPJYe7+oLvXBY8K4LAM9ktERPJIsslkk5lNMLP9gscEYFMmOyap07W5QhobDykWIcUifZJNJt8n\ndqHFKmJXDr6QcD2IiIh0cMkmk1uAie5+mLv3JJZcGp/WKzlGcyYhjY2HFIuQYpE+ya4zOdHdq+MF\nd99sZkMy1CfJkmXLllNePqPFdv36lXDLLddnvkMikjeSTSZFZtYtnlDMrHsr3itZ0tp1Jp9/7kld\nHywabblNrtHYeEixCCkW6ZNsQvgl8IqZ/T4oXwT878x0SURE8k2y9zN5GPg2sCF4fNvdH8lkxyR1\nmjMJaWw8pFiEFIv0SXqoKrjY4soM9kVERPJUqy9BL/lD60xCGhsPKRYhxSJ9lExERCRlSiYFTHMm\nIY2NhxSLkGKRPkomIiKSMiWTAqY5k5DGxkOKRUixSB8tPMyg6TOns3bD2qTaLnvnw6QWDIqI5CIl\nkwxau2EtpWNKk2q7eHEk7fvXnEmosrJSv0IDikVIsUifrA1zmVlXM/u9ma0ys7fN7FQz62ZmC83s\nXTN7zsy6JrSfamZrgvbnZKvfIiKyt2zOmdwNPOvug4CTgHeAKcAL7j4QWARMBTCzwcQugT8IGAnc\nZ2aWlV7nEc2ZhPTrM6RYhBSL9MnKMJeZFQPfcPdyAHevA7aa2WjgjKDZQ0AlsQRzPvB40C5qZmuA\nocBr7dz11s2DrFiW9DDXps1VzK0sT67tF6uSaici0l6yNWdyFLDRzB4kdlTyBnA90MvdNwC4e5WZ\n9Qza9wFeSXj/uqCu3bVqHmTp4qS3W2e1lAxPbrvvv78oqXaaMwlpbDykWIQUi/TJVjLZHzgZuNrd\n3zCzO4kdgXijdo3LSSkvL6e0tBSAkpISysrKGv5g4ouU2lqu+qQKIlBaFtt+NBIFUi/HbYnGyiVB\n/5sq1+3c2dA+njDiQ1qNyzt2bCQarWz29baUq6rCPqcaz/Yq51t/M1mORCI51Z9sliORSE71pz3L\nlZWVVFSzqmE+AAAPzUlEQVRUADR8X6bC3Nv0fZ3aTs16Aa+4e/+gfDqxZHI0MNzdN5hZb+BFdx9k\nZlMAd/dZQfsFwE3uvtcwl5l5Jj9T+fXlSR+ZzJk2hwm3Tkiq7S8n/YpTLrk2qbZvzn6AH09Kbqht\nzpwxTJgwN61to9EZVFTMSGqbIpIfzAx3b/NcdFYm4IOhrI/NbEBQdRbwNvAM4b3lJwJPB8+fAcaZ\n2QFmdhRwDLC0/XosIiL7ks2zua4F/svMIsTmTW4FZgFnm9m7xBLMbdBw+fsniF0C/1ngqowefhQI\nzZmEGg93dWSKRUixSJ+sLVp09+XAV5t46VvNtJ8JzMxop0REpE10ba4CpnUmofgEpCgWiRSL9FEy\nERGRlCmZFDDNmYQ0Nh5SLEKKRfoomYiISMqUTAqY5kxCGhsPKRYhxSJ9lExERCRlSiYFTHMmIY2N\nhxSLkGKRPro5Vh6qqd2a1BWGP9tSxaYvPsx8h0Skw1MyyUO7969L6grDJZSyYfbKzHcoD2hsPKRY\nhBSL9NEwl4iIpEzJpIDFL18vGhtPpFiEFIv0UTIREZGUac6EzN2KN9tK0nDDm0KhsfGQYhFSLNJH\nyYTM3YpXRKSjUDIpYFui0aRPIwbY9MWqzHYoiyp1r+8GikVIsUgfJZMCl+xpxADvv78os50RkYKl\nCfgCpjmTkH59hhSLkGKRPkomIiKSMiWTAqZ1JiGtJwgpFiHFIn2ymkzMrMjM/mpmzwTlbma20Mze\nNbPnzKxrQtupZrbGzFaZ2TnZ67WIiDSW7SOT64DEi0dNAV5w94HAImAqgJkNBr4DDAJGAveZmbVz\nX/OO5kxCGhsPKRYhxSJ9spZMzKwvcB7w24Tq0cBDwfOHgDHB8/OBx929zt2jwBpgaDt1VUREWpDN\nI5M7gZ8CnlDXy903ALh7FdAzqO8DfJzQbl1QJ/ugOZOQxsZDikVIsUifrKwzMbN/Bja4e8TMhu+j\nqe/jtWaVl5dTGgzxlJSUUFZW1nA4G//jSSxXfVJFKbH20UgUgNKypss7tu4gGok2+3pby3HxBBAf\nomqq7DX1Sbf3mnq2RKP73F5iOX5Drfgtf5sqV1WFfW4qnrlYzrf+ZrIciURyqj/ZLEcikZzqT3uW\nKysrqaioAGj4vkyFubfp+zq1nZrdCkwA6oCDgC7AU8BXgOHuvsHMegMvuvsgM5sCuLvPCt6/ALjJ\n3V9rYtve2s9Ufn150pdTmTNtDhNunZD2tr+c9CtOueTapNou/s87OP2Kn6a97ZuzH+DHk1q+Rlk0\nOoOKihlJbVNE8oOZ4e5tnovOyjCXu09z937u3h8YByxy90uAeUB50Gwi8HTw/BlgnJkdYGZHAccA\nS9u52yIi0oxsn83V2G3A2Wb2LnBWUMbdVwJPEDvz61ngqlYffnRAmjMJaWw8pFiEFIv0yfq1udz9\nJeCl4Plm4FvNtJsJzGzHromISJJy7chE0kjrTEJaTxBSLEKKRfpk/chEckeyl6v3nR8CMzLdHRHJ\nI0omBay1cybJXq7+k/+OtK1DWVSp+1Y0UCxCikX6aJhLRERSpmRSwDRnEtKvz5BiEVIs0kfJRERE\nUqZkUsC0ziSk9QQhxSKkWKSPkomIiKRMyaSAac4kpLHxkGIRUizSR8lERERSpmRSwDRnEtLYeEix\nCCkW6aNkIiIiKVMyKWCaMwlpbDykWIQUi/RRMhERkZTp2lwFLFNzJps2V1F+fXlSbfv16sctU2/J\nSD9aQ9dgCikWIcUifZRMpNXqrDbp2xxH50Yz2hcRyQ1KJhm0adMW5s6tTKptTU1t2vevOZOQfn2G\nFIuQYpE+SiYZVFe3m5KS4Um13e2vZ7YzIiIZlJUJeDPra2aLzOxtM3vLzK4N6ruZ2UIze9fMnjOz\nrgnvmWpma8xslZmdk41+5xutMwlpPUFIsQgpFumTrbO56oAb3P144OvA1WZ2HDAFeMHdBwKLgKkA\nZjYY+A4wCBgJ3GdmlpWei4jIXrIyzOXuVUBV8PwzM1sF9AVGA2cEzR4CKoklmPOBx929Doia2Rpg\nKPBaO3c9r+TCnMmyyLKcOPNLY+MhxSKkWKRP1udMzKwUKANeBXq5+waIJRwz6xk06wO8kvC2dUGd\n5LjPaz/XmV8iHUBWk4mZdQb+AFwXHKF4oyaNy9IKmZozqampSfostU2btmSkD62l9QQhxSKkWKRP\n1pKJme1PLJE84u5PB9UbzKyXu28ws97Ap0H9OuCIhLf3DeqaVF5eTmkwxFNSUkJZWVnDH0x8wi2x\nXPVJFaXE2kcjUQBKy5ou79i6g2gk2uzrjcvxL/T4kFNz5bhk2ntNfdLtvaaeLdFoi/tvTbl+Z33D\nWWottX93+5utildT/3/SUY7L1PbzqRyJRHKqP9ksRyKRnOpPe5YrKyupqKgAaPi+TIW5Z+fHv5k9\nDGx09xsS6mYBm919lplNBrq5+5RgAv6/gFOJDW89DxzrTXTezJqq3qfy68uTHoqZM20OE26dkFTb\nX076Fadccm1SbRf/5x2cfsVP86Jta7b55iO/4sezk4vBUzOeYkjZkKTa5srKepFCYWa4e5tPbMrK\nkYmZDQO+B7xlZsuIDWdNA2YBT5jZ94GPiJ3BhbuvNLMngJXALuCqVmcMyXmaXxHJX1k5Ndjdl7j7\nfu5e5u5D3P1kd1/g7pvd/VvuPtDdz3H3LQnvmenux7j7IHdfmI1+5xutMwlpPUFIsQgpFumjqwaL\niEjKlEwKWC6sM8kVOmMnpFiEFIv0yfo6E5G2yJXFkCISo2RSwAp5zqS1k/VaTxBSLEKKRfpomEtE\nRFKmZFLANGcS0q/PkGIRUizSR8lERERSpmRSwAp5zqS1tJ4gpFiEFIv0UTIREZGUFeTZXPX19fz2\n4d/yjy3/SKr9x+s+brjQYyHRnElIY+MhxSKkWKRPQSaTXbt28crfXqH717q32PaLrV+wqXpTO/RK\nsqU1a1I+WPMB/Y/tn1RbrV8RCRVkMgEoKiqi+LDiFttZUeHe/VdzJjGf134OpeFl7vdl8bTFnDnm\nzKS2m68Xm9TaipBikT6aMxERkZQpmRQwzZmEkjkq6Sj0SzykWKSPkomIiKRMyaSAac4kFL89sGht\nRSLFIn2UTEREJGUFezaXaM4kUSbmTPL1MviaJwgpFumjZNJKmzZtYe7cyqTa1tTUZrYzklW6Z71I\nKK+SiZmdC9xFbHhutrvPau8+1NXtpqRkeFJtd/vrme1MC3JhzqSmpibp5Ltp05aM9SMaiebFGV3T\nZ05n7Ya1SbVt69GO1laEFIv0yZtkYmZFwH8AZwF/B143s6fd/Z3s9ix3fVZVle0usNtJOvm+X7ci\nY/2oeq8qq8kk2SGxZSuWMXb62KS22dajnUgkoi/QgGKRPnmTTIChwBp3/wjAzB4HRgNKJs2o27kz\n213IGTs/y24skh0SW7x0cdLbbOtlYiKvRohEI822zaX5nUzbsiVzR8MdTT4lkz7AxwnlT4glGJEO\nqTVzNomXiYluie7zfZrfkbbIp2SSNDOj+tNqPnj4gxbb1tfVU19X3w69an879aurwZYqxSKupVhk\n6sKYuXgRzWgOzCsWCnP3bPchKWb2NWCGu58blKcA3ngS3szy4wOJiOQYd2/zlW/zKZnsB7xLbAJ+\nPbAU+K67r8pqx0REJH+Gudy93sz+f2Ah4anBSiQiIjkgb45MREQkdxXMtbnM7Fwze8fMVpvZ5Gz3\nJ9PMbLaZbTCzFQl13cxsoZm9a2bPmVnXhNemmtkaM1tlZudkp9eZYWZ9zWyRmb1tZm+Z2bVBfYeL\nh5kdaGavmdmyIBY3BfUdLhYQW59mZn81s2eCcoeMA4CZRc1sefC3sTSoS1883D3vH8SS4nvAkUAn\nIAIcl+1+Zfgznw6UASsS6mYBPwueTwZuC54PBpYRG9YsDWJl2f4MaYxFb6AseN6Z2NzacR04HgcH\n/90PeJXYKfQdNRY/AuYAzwTlDhmH4DN+AHRrVJe2eBTKkUnDgkZ33wXEFzQWLHdfDFQ3qh4NPBQ8\nfwgYEzw/H3jc3evcPQqsoYDW6Lh7lbtHguefAauAvnTceHwRPD2Q2JeB0wFjYWZ9gfOA3yZUd7g4\nJDD2Ho1KWzwKJZk0taCxT5b6kk093X0DxL5ggZ5BfeP4rKNA42NmpcSO2F4FenXEeARDO8uAKuB5\nd3+djhmLO4GfEkumcR0xDnEOPG9mr5vZ5UFd2uKRN2dzSZt0qLMrzKwz8AfgOnf/rIk1Rx0iHu6+\nGxhiZsXAU2Z2PHt/9oKOhZn9M7DB3SNmNnwfTQs6Do0Mc/f1ZnYYsNDM3iWNfxeFcmSyDuiXUO4b\n1HU0G8ysF4CZ9QY+DerXAUcktCu4+JjZ/sQSySPu/nRQ3WHjAeDu24BK4Fw6XiyGAeeb2QfAY8CZ\nZvYIUNXB4tDA3dcH//0HMJfYsFXa/i4KJZm8DhxjZkea2QHAOOCZLPepPVjwiHsGKA+eTwSeTqgf\nZ2YHmNlRwDHEFn0WkgeAle5+d0Jdh4uHmR0aPyPHzA4CziY2h9ShYuHu09y9n7v3J/Z9sMjdLwHm\n0YHiEGdmBwdH7pjZIcA5wFuk8+8i22cYpPFMhXOJncWzBpiS7f60w+d9lNil+GuAtcBlQDfghSAO\nC4GShPZTiZ2RsQo4J9v9T3MshgH1xM7iWwb8Nfh76N7R4gGcEHz+CLAC+HlQ3+FikfD5ziA8m6tD\nxgE4KuHfx1vx78h0xkOLFkVEJGWFMswlIiJZpGQiIiIpUzIREZGUKZmIiEjKlExERCRlSiYiIpIy\nJRORLDGzB83s28Hz68zsSwmvbc9ez0RaT8lEJDdcDxySUNYCMMkrSiYiSTKznwS3jsbM7jSzPwfP\n/8nM5pjZ2Wb2spm9YWa/M7ODg9dvDG5YtcLM7m9iu9cAhwOL4tuMVdu/mVkk2OZh7fQxRdpEyUQk\neX8BvhE8PwU4xMz2C+pWAL8AznL3rwBvAj8O2t7j7qe6+4nAwcEVbRu4+z3ELo0z3N3PCqoPAV52\n97Jgv1dk8HOJpEzJRCR5bwKnmFkXYtdEewX4KrFksoPY3emWBPcSuZTwStZnmdmrFrvF8j8Bxzez\n/cSLdta4+7MJ+y1N5wcRSTfdz0QkSe5eZ2ZRYldZXULsaOSfgKOJ3RJ1obt/L/E9ZnYgcC9wsrv/\nPbgn+5do2a6E5/Xo36rkOB2ZiLTOX4CfAP8DLAZ+SOxKrK8Bw8zsaGi45PexxBKHA5uCS4Bf2Mx2\ntwHFCWVrpp1ITlIyEWmdvwC9gVfc/VNiw1v/4+4biR2xPGZmy4GXgYHuvpXYPcjfBuaz5z0hEs/Y\n+k9gQcIEvM7mkryiS9CLiEjKdGQiIiIpUzIREZGUKZmIiEjKlExERCRlSiYiIpIyJRMREUmZkomI\niKRMyURERFL2/wADhG6UOyIKCQAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9v9HM64ItJCNRQAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -795,14 +876,14 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "**Another surprise:** This transaction function does indeed lead to less inequality than `split_randomly` or `winner_take_all`, but surpprisingly (to me) it still increases inequality compared to the initial (Gaussian) population.\n",
+ "**Another surprise:** This transaction function does indeed lead to less inequality than `split_randomly` or `winner_take_all`, but surprisingly (to me) it still increases inequality compared to the initial (Gaussian) population.\n",
"\n",
"Here's one more interaction function, `status_quo`, in which both actors keep half of their wealth out of the transaction, and the other half is randomly split using a triangular distribution in such a way that the most likely outcome is that each actor keeps what they started with, but from there probability falls off on either side, making larger and larger deviations from the status quo less and less likely:"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 22,
"metadata": {
"collapsed": true
},
@@ -816,10 +897,8 @@
},
{
"cell_type": "code",
- "execution_count": 22,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 23,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -827,24 +906,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.11 19.7 55 74 100 125 145\n",
- " 20,000 0.21 38.5 33 55 95 151 209\n",
- " 40,000 0.22 40.3 31 53 94 154 219\n",
- " 60,000 0.22 40.3 31 53 94 154 214\n",
- " 80,000 0.23 41.0 31 52 94 155 220\n",
- "100,000 0.23 40.8 30 52 94 156 216\n",
- "120,000 0.23 40.9 31 53 94 154 220\n",
- "140,000 0.23 41.3 31 52 95 153 223\n",
- "160,000 0.22 40.5 32 53 95 153 213\n",
- "180,000 0.22 40.3 32 53 94 155 213\n",
- "200,000 0.23 40.9 32 52 94 156 216\n"
+ " 0 0.11 20.1 54 75 100 126 148\n",
+ " 20,000 0.21 38.5 34 56 95 152 210\n",
+ " 40,000 0.22 40.5 31 53 95 155 222\n",
+ " 60,000 0.22 40.3 31 53 95 155 217\n",
+ " 80,000 0.23 41.3 31 52 95 154 222\n",
+ "100,000 0.23 41.8 32 52 94 158 224\n",
+ "120,000 0.23 41.0 32 53 95 157 223\n",
+ "140,000 0.23 40.9 31 53 94 155 216\n",
+ "160,000 0.23 41.2 31 53 94 156 223\n",
+ "180,000 0.23 40.9 31 52 95 156 219\n",
+ "200,000 0.22 40.6 31 53 95 155 219\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAKSUUsoWGoCUUkrZ4v8B4krWLxwuC74AAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCoVCYQjKASkUCoXCEJQDUigUCoUh/H9cVOA/N4vwxQAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -852,9 +931,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+399JexSzHrZVgAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -888,9 +977,9 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 24,
"metadata": {
- "collapsed": false
+ "collapsed": true
},
"outputs": [],
"source": [
@@ -902,10 +991,8 @@
},
{
"cell_type": "code",
- "execution_count": 24,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 25,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -913,24 +1000,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.11 19.7 55 74 100 125 145\n",
- " 20,000 0.48 93.2 1 11 72 224 415\n",
- " 40,000 0.48 93.6 1 11 71 227 423\n",
- " 60,000 0.49 95.7 1 11 72 225 432\n",
- " 80,000 0.49 96.2 1 11 71 226 442\n",
- "100,000 0.49 95.4 1 12 71 229 430\n",
- "120,000 0.49 96.0 1 10 70 229 432\n",
- "140,000 0.50 97.5 1 11 70 235 430\n",
- "160,000 0.50 97.5 1 11 70 234 448\n",
- "180,000 0.50 98.3 1 11 71 232 453\n",
- "200,000 0.49 96.5 1 11 71 229 442\n"
+ " 0 0.11 20.1 54 75 100 126 148\n",
+ " 20,000 0.48 94.6 1 12 73 223 431\n",
+ " 40,000 0.49 96.2 1 11 71 232 428\n",
+ " 60,000 0.49 95.4 1 11 73 226 426\n",
+ " 80,000 0.50 98.6 1 11 69 234 449\n",
+ "100,000 0.49 98.4 1 11 71 228 465\n",
+ "120,000 0.49 96.7 1 11 72 233 445\n",
+ "140,000 0.50 99.3 1 10 70 229 460\n",
+ "160,000 0.49 97.8 1 11 70 231 442\n",
+ "180,000 0.50 98.3 1 11 70 233 461\n",
+ "200,000 0.49 96.4 1 11 72 226 437\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRmMJ2gFpNBqNxhK0A9JoNBqNJfx/uN8w+Dtj5foAAAAASUVORK5CYII=\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -938,9 +1025,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxKZiIiIisamYiIhIbComIiIS2/8HR12GVUi6jfYAAAAASUVORK5CYII=\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8FeXZ//HPxb7IFmRfEmRRQBQVo6hoXAH3VkVwRdDW\nqq20/iqoT6u2T+vSPhVcH60+gNZdoSACskYWQdaAYGQRkkASwg5SWUJy/f6YCRxiEkLOzDkzyfV+\nvfLizJyZe74n0VyZ+565R1QVY4wxJhrV4h3AGGNM+FkxMcYYEzUrJsYYY6JmxcQYY0zUrJgYY4yJ\nmhUTY4wxUbNiYqosEblERDbF8HgbReSyWB3PmFiyYmJCSUQGi8hKEfmPiOSIyKsi0qgCTQXmRisR\nSRaRz0Vkl4hsF5GFIjI43rmMKQ8rJiZ0ROQR4BngEaAhcD6QCEwXkRql7FPd4wxet9cbmAnMBjqq\n6snAr4C+FWzP/t82MWX/wZlQEZEGwFPAQ6o6XVULVDULGAAkAXe42z0pIh+LyDsishu4W0TqiMgY\nEdkpIquAc4u13UpEPhGRrSLyvYj8OuK9ktoTERkhIutFZJuIfCAijSP2uVNEMtz3Hj/OR3seGK2q\nf1fVnQCqulxVB7lt3S0ic4vlLRSRU9zXo92zs89F5Afg/4lIrohIxPY/E5EV7utSs4tIbfdzbnfP\nkr4WkWbl/BGZKsqKiQmbC4DawPjIlar6H2AycGXE6uuBj1S1MfAeThHq4H71Be4u2tD9pfsZsBxo\nBVwOPCwipbX3LvAbd10foDWwC3jVba+b+/p2972mQJuSPpCI1AV6A58e57MX75IrvjwI+LOqNgBG\nAfuAy4q9/y/3danZcb4vDd28CcD9wP7jZDNVnBUTEzYnA9tVtbCE93Ld94ssUNXPAFT1AHAL8N+q\nukdVs4EXI7ZNBk5W1b+4ZzsZwJvAwFLaOwj8EnhCVXNVNR/4E3Cz28V0E/CZqs533/sDpY/PNMH5\nfzG3/N8GAKTY8gRVXRiR7wPgNjhyRnc18L67bVnZ83GKXxd1LFfVfSeYzVQxJfYvGxNg24GTRaRa\nCQWllft+keJXarUGNkcsZ0a8bg+0EZGd7rLg/IKfU0Z7icB4ESmM2CcfaOEe68j2qvqjiOwo5TPt\nAgrd/GtL2aY8iud7D5gvIvcDPweWqmrR5y8r+ztAW+AD96KGf+EUnoIosplKzs5MTNgsAA7i/HI8\nQkROAvoDMyJWFz8TyAHaRSwnRrzeBGxQ1QT3q4mqNlLV68poLwvoX2yf+qqai3OWceRYIlIP56/9\nn1DV/e7nuqnkjwzAf4B6Ee21LKmpYu2m4xTMq3G6uN4rT3ZVPayqf1bV7jjditcBd5WRzRgrJiZc\nVHUvTpfMSyLSV0RqiEgS8CHOL8h/lbH7x8BjItJYRNoCD0W8twj4QUQedQfqq4tIdxHpVUZ7rwN/\nFZH2ACLSTESud9/7BLhWRC4QkZpu5uLdUpEeBQaLyCMikuC2d6aIFHVLrQC6i8gZIlIbeJLyXdb8\nHvAwztjIx+XJLiIpInK62+W1D+eMpaRuRWOOsGJiQkdV/wY8Dvwd2IPzV30mcIXb/1+ap3EKzkZg\nKvB2RJuFwLVAT/f9rcA/cQaiSzMKmABME5E9wFc4Yy+o6rfAgzhjFDnADo7tYiv+mRbgDJZfDnwv\nItuB/wU+d99fh1OQZuJ0hc0tpaniPgAuBmYWXSV2vOxAS5xiuAdYjXO58jvlPJ6posTvh2OJSAbO\nf5SFQL6qJotIE5y/JBOBDGCAqu5xt38MGAIcBh5W1Wnu+rOBMUAdYLKqDvM1uDHGmHKLxZlJIZCi\nqmepatFfPiOAGap6KjALeAyOXE45AOiK0//9asR18q8BQ1W1C9BFRCp0M5cxxhjvxaKYFF0VE+kG\nYKz7eixwo/v6euADdwAwA1gHJLuDjQ1UdbG73dsR+xhjjImzWBQTxZnmYrGI3Ouua6GqeQCqugVo\n7q5vw7GXN2a769pwbH/zZkq5AcwYY0zsxeI+kwtVNdedjmGaiKzh+HfyGmOMCRHfi4l7zT2quk1E\n/o1zxUieiLRQ1Ty3C2uru3k2x94H0NZdV9r6nxARK0zGGFMBqlrW5etl8rWYuDdqVVPVfSJSH7gK\n5/LMicBg4DmceYAmuLtMBN4VkRdwurE6AYtUVUVkj4gkA4txbqB6kVL4fYWaF5566imeeuqpqNs5\nfBgGDID8fPjwQ6hX7/j7lJdXGf1WGXKqKnsO7mHn/p1s3ruZ5bnLydidwf7D+9l/eD8/5v/I1v9s\n5cDhA+QX5HOo4NCRr/xCZ/nH/B85XHiYpnWb0qpBK1rUb0H9WvWpW6MutavXpnaN2tSpUYfa1d1/\na9Q+Zn3Re5+8+glDfzf0J9sWLRftV6NaDapJNSLmkoypyvBzD5Jof45+n5m0wJmyQd1jvauq00Rk\nCfCRiAzBuT9gADjX5ovIR8C3ODdKPaBHK8ODHHtp8FSfs/sqIyMj6jYWLYL774emTWHiRKhbN/pc\nkbzIGAtBynng8AH2HNjD7gO72XVgF7v27zry74SFE9gzdQ87D+xk5/6d7Phxh/Pv/h3s2r+L+rXq\nk1A3gZYnteSM5mfQpWkX6tWsR92adalboy7N6jejXs161Kpeq8SvOjXqUL9m/ah/KUz4YQKXdQj+\nM7yC9HMvS1hyRsvXYqKqG3FuAiu+fidwRSn7PIPzrIri65cCPbzOGFZz5sBNN8GoUXDrrVDd06dr\nmLIcOHyADbs2sHHXRjbu3kjG7gxWb1vNvKx5HDx8kEZ1GtG4TmOa1GlCk7pNSKibQJM6TSgoLKBd\no3ac2fJMmtZtSkLdBBLqJtC0XlOa1GlCzeo14/3RjKkwm+gxTgYPHlzhfffuhdtug3fegX79vMtU\nXDQZY8mPnKrKjv07WLdjHet3rmfNjjWs3raa77Z/R+buTNo1akeHxh2cryYduLDdhbz783dpUqdJ\nqWcGqfVTSemd4nlWr1Xln7sfwpIzWr7fAR9rIqKV7TMVd//9UFgIb7wR7ySVQ6EWsmrrKmZsmMGi\n7EVk/5DN5r2b2bl/J12adqFTQie6JHTh9Oanc9rJp9G5aWfq1KgT79jGeEpEohqAt2ISJ6mpqaSk\npJzwfunpcPHFsGYNJCR4nytSRTPG2onmVFXSt6czN3Muc7LmMP376ZxU6yQu63AZKUkptG/Unub1\nm9M5oTPVq3nXf1hZv5/xUlrOpKQkMjMzf7qDASAxMbHEcZxoi4l1c4XMH/4AI0b4X0gqk817N5O1\nJ4vF2YtZmbeS2RmzUZQ+7ftwQdsL+MtlfyGpcVK8YxqPZGZmhuKKznjx6+o7OzMJkc2b4YwzYONG\naNQo3mmCqaCwgHU715G1J4v0bel8kv4J6dvS6ZTQidObn05ym2SS2yRzZosz43ZJq/GX+xd2vGME\nVmnfH+vmKqYyF5NHH4VDh2DkyHgnCZacH3KYsWEGE9ZMYOaGmTSt15Skxkmc1vQ0Lmx/Ibd2v9XT\n7ioTbFZMymbFpJzCUkxOtF962zbo2hW+/ho6dvQvV6Sg9Z2rKpv2bmJJzhKny2rrSlZsWcHeNXu5\n8vIrubrT1Vzb5VpanNQi3lFLFLTvZ2nCntOKSdn8KiY2ZhISH3wA/fvHrpAEyfYft/P6ktcZs2IM\nPxz8gbNbnc15bc7jvrPv44wWZ5CZlsmll14a75jGVGl2ZhISF1zgDL737x/vJLGx48cdjF0xljFp\nY8jYncG1Xa5l2PnDOLf1uTbWYcoUxjOTp59+mu+//5633377+BuX4ssvv+SOO+5g06ZNZW5nZyZV\n2IYNsG4dXFHinAGVx96De5m4ZiKfpn/KlHVT+HnXn/PK1a9wQbsLbMzDmDIUFBSgqnH9Q8ueAR8n\nqamp5d523Dhn6pSaMZ5t40QyRmPtjrU8NPkhOozqwIerP6Rfx35s/f1W3rvpPfok9jluIYlVzmhZ\nTm+FJWdxzz33HG3btqVhw4Z07dqVyZMn89e//pUPP/yQBg0acNZZZwEwZswYunXrRsOGDenUqRNv\nRNyl/OWXX9KuXTuef/55WrVqxW233cbVV19NTk4ODRo0oGHDhmzZsiWmn8vOTELg66/hhhvincJb\n+QX5LMlZwiuLX2Hq+qncfebdrLh/BW0bto13NGN8s3btWl555RWWLl1KixYtyMrKoqCggMcff/wn\n3VwtWrRg8uTJJCUlMXfuXPr160dycjI9ezrTHW7ZsoXdu3eTlZVFYWEhCxcu5M477yQrKysun82K\nSZycyNUyCxbAs8/6l6U0Xl/Ro6rM3zSfN5e9ybj0cSQ1TmJA9wG80PcFmtVvVuF2w3DlEVhOr1U0\np1c9QRUZlqlevTqHDh1i1apVNG3alPbt25e6bf+IAdI+ffpw1VVXMXfu3CPFpHr16jz99NPUjHWX\nRSmsmATc5s1w8CCcckq8k1TcvkP7eO+b93h96evsz9/P0LOG8vyVz9O8fvPj72yMx+I5Nt+xY0dG\njhzJU089xerVq+nXrx//8z//U+K2U6ZM4U9/+hNr166lsLCQ/fv3c8YZZxx5v1mzZoEpJGBjJnFT\n3v7eRYsgOdm7v6ZOhBd90h+v/pi2/2jLpLWTeOyix1j9wGoeueARTwtJWPrOLae3wpKzuIEDBzJ3\n7twj3VHDhw//ycD5oUOHuPnmm3n00UfZtm0bu3bton///sdchVV8n3hf5WhnJgG3apUzhUqYZO/N\nZuTCkUxZP4XdB3Yz5fYp9G7XO96xjIm7tWvXkp2dzYUXXkitWrWoW7cuhYWFtGzZkhkzZhy5IuvQ\noUMcOnSIk08+mWrVqjFlyhSmTZtGjx6lP9KpRYsW7Nixg71799KwYcMYfiqHnZnESXn7e5ctA/fi\njpg70T7pjN0ZPPLFI3R/tTuFWshb179F5rBM3wtJZe/jjzXL6Z+DBw8yYsQImjVrRuvWrdm2bRvP\nPPMMN998M6pK06ZN6dWrFyeddBKjRo3illtuISEhgQ8++IAbjnMVzqmnnsqgQYM45ZRTSEhIiPnV\nXHbTYsC1aQPz5kGHDvFOUrr9+fsZMnEI07+fzq3db+W/Lv4vWjVoFe9YpooK402LseTXTYt2ZhIn\n5envzcmBAwcgKcn3OCU6XsZCLWRc+jjOf+t8alSrQeawTF655pWYF5Kw9J1bTm+FJWdVYWMmAbZi\nhdPFFcTZQ+ZmzmXIxCEk1E3giT5PcEu3W+I+AGiMiR/r5gqwUaOcJyq++mq8kxy1NGcpw74Yxrfb\nvuWt69/ixtNujHckY45h3Vxls7m5qqC0NDj//HincBQUFnDn+DuZkzmHEReN4Fe9fmXzZRljjrAx\nkzgpT3/vypXxu5ILjmb84eAP3D7udjbv3Uz6g+k8lPxQoApJWPrOLae3wpKzqrBiElCHD0N6OnTv\nHr8MqsrrS16nw6gONKjVgCm3T6FB7QbxC2SMCSwbMwmo9HS4/npn6vl42HtwL4P/PZjMPZmMuWEM\nPVqUfrOUMUFiYyZls0uDq5hvvoEybnb11bLcZZz7z3NpXr85Xw35ygqJMea4rJjEyfH6e1eujM80\nKtO/n07ff/XlqUueYuBJA6ldo3bsQ5ygsPSdW05vhSWnX+655x7++Mc/xjvGEVZMAioeZyYfrf6I\n28bdxvhbxzOox6DYHtwYE2o2ZhJQHTrAtGnQubP/x/rh4A88Ov1RJq+fzL9v/TdntYrjJWTGRKmq\njJncc889tGvXjj/96U8ntJ+NmVQhe/fCtm2xeYbJ8tzlnPvPc/lP/n9Y/svlVkiM8Vlubi4333wz\nzZs3p2PHjrz00ksAPP3009x6663cfffdNGzYkB49erBs2bIj+y1fvpxzzjmHRo0aMXDgQA4cOBCv\nj1AiKyZxUlZ/76pV0K0bVPf5Vo6vNn3FpWMv5fE+jzP2xrEk1E0od8YgsZzespz+UVWuu+46zjrr\nLHJzc5k5cyajRo1i+vTpAHz22Wfcdttt7Nmzh+uuu44HH3wQgPz8fH72s59x9913s3PnTm655RY+\n/fTTeH6Un7A74AMoFoPvW/+zlVs+voU3rnuDAd0H+HswYwJEnvZmDjl98sS70hYvXsz27dt54okn\nAEhKSuLee+/l/fffJzExkYsuuoi+ffsCcOeddzJq1CgAFixYwOHDh/nNb34DwE033cS5557ryefw\nihWTOCnrWQx+D74fPHyQBz5/gBtPvbHMQhKW50VYTm9V9pwVKQJeyczMJDs7m4QEpxdAVSksLKRP\nnz4kJibSsmXLI9vWq1ePAwcOUFhYSG5uLm3atDmmrcTExJhmPx7r5gogP89MVJX7P7+ffYf28fyV\nz/tzEGNMidq1a8cpp5zCzp072blzJ7t27WLPnj1MmjSpzP1atWpFdnb2MeuKHvsbFFZM4qS0/l5V\nf89M/nvOf7N662o+HfAp9WvVL3PbsPRJW05vWU7/JCcn06BBA55//nkOHDhAQUEBq1evZsmSJSVu\nX3TVVe/evalRowYvvfQShw8fZty4cSxatCiW0Y/LiknAbNoE9erBySd7226hFjJ8+nDGrBjD+FvH\nH7eQGGO8V61aNSZNmkRaWhodOnSgefPm3Hfffezdu7fE7YueEVSzZk3GjRvH6NGjadq0KR9//DE3\n3XRTLKMfV0zuMxGRasASYLOqXi8iTYAPgUQgAxigqnvcbR8DhgCHgYdVdZq7/mxgDFAHmKyqw0o5\nVqjvM5k0CV5+GaZO9bbd3079LQuzFzJp0CSa1mvqbePGBEhVuc+kosJ+n8nDwLcRyyOAGap6KjAL\neAxARLoBA4CuQH/gVTn6+L7XgKGq2gXoIiJ9Y5Q9plav9n6m4DeWvsHEtROZcvsUKyTGGF/4XkxE\npC1wNfBmxOobgLHu67FA0eP6rgc+UNXDqpoBrAOSRaQl0EBVF7vbvR2xTyiV1t+7caO3Nyt+vvZz\n/jD7D3x+2+c0rtP4hPYNS5+05fSW5TQVEYszkxeA3wOR51UtVDUPQFW3AM3d9W2ATRHbZbvr2gCb\nI9ZvdtdVOhkZzlQqXsjak8U9E+7h37f+m9NOPs2bRo0xpgS+3mciItcAeaqaJiIpZWzqaQfn4MGD\nSUpKAqBx48b07NnzyDXpRX/NBHV59epUtm4FiK69hK4J3PjBjQyoP4CD3x+EdpxweykpKXH/fpR3\nuUhQ8tj30//lsr6f5vhSU1MZM2YMwJHfl9HwdQBeRP4K3IEzmF4XaACMB3oBKaqa53ZhzVbVriIy\nAlBVfc7dfyrwJJBZtI27fiBwiar+qoRjhnYAvrAQ6teHHTucK7oqav3O9aSMSeFPl/6JIWcN8S6g\nMSFgA/BlC+UAvKo+rqrtVfUUYCAwS1XvBD4DBrub3Q1McF9PBAaKSC0R6QB0Aha5XWF7RCTZHZC/\nK2KfUCrpL6i8PGjYMLpCcqjgENe+dy1/uPgPUReSsPyVZzm9ZTlNRcRrOpVngY9EZAjOWccAAFX9\nVkQ+wrnyKx94IOI040GOvTTY44tn4y8jA6I521RVHp7yMKedfBq/OOcXXsUyJlQSExM5ehGoKc6v\naVjseSYB8v778O9/w4cfVmz/x2c+zufrPmfO4Dk0qtPI23DGmEot2m4um+gxQKI5M/nk209475v3\nWPqLpVZIjDExZ9OpxElJ/b0VLSZZe7J44PMH+GTAJ57elBiWPmnL6S3L6a2w5IyWFZMAqUgxKSgs\nYNCng3j4vIfp1bqXH7GMMea4bMwkQE491Rkz6dq1/PsMnz6cRTmLmHnXTKqJ/W1gjKkYGzOpJFQh\nKwvaty//Pn+d+1feX/U+y365zAqJMSau7DdQnBTvR922zblhsX45Z4afsWEGLy96mQVDF3ByPY/n\nq3eFpa/XcnrLcnorLDmjZWcmAZGXBxFP7CzT/Kz5DPp0EB/d/BFtGlbKKcqMMSFjYyYBMXUq/OMf\nMG1a2dvtz99Pz9d78szlz/Dzrj+PTThjTKUX6OlUTPlt2gTt2h1/u6ETh3Ju63OtkBhjAsWKSZwU\n70fNyjp+MXnx6xdZlruMf173T/+CRQhLX6/l9Jbl9FZYckbLiklAHO/M5LM1n/HsvGf54o4vqFuz\nbuyCGWNMOdiYSUBccQU8+ihcddVP31ucvZir37uaiQMn0rtd79iHM8ZUejZmUkls3gxtSrgwa9f+\nXfzsw5/x2jWvWSExxgSWFZM4Kd6PmpNTcjEZPmM413W5jpu73RybYBHC0tdrOb1lOb0VlpzRsvtM\nAmDfPsjPh0bFJvudtXEW478bz/pfr49PMGOMKScbMwmAdeugf39YH1EzMndncvYbZ/PJLZ9waYdL\n4xfOGFMl2JhJJZCTA61bH7vuvW/eY0C3AVZIjDGhYMUkTiL7UXNyoFWro+9t2rOJkV+P5N6z7419\nsAhh6eu1nN6ynN4KS85oWTEJgNzcY+flemv5W1zb+VrOaX1O/EIZY8wJsDGTAHjkEaeY/P73kLcv\nj1NfPpXF9y2mc9PO8Y5mjKkibMykEoi8+/3NZW9y/anXWyExxoSKFZM4KT5m0ro1rNuxjhcWvsAf\nL/lj/IJFCEtfr+X0luX0VlhyRsuKSQBkZzvF5Pn5z3N/r/vplNAp3pGMMeaE2JhJnKlCnTowd90K\nrvnwCr578Dua1msa71jGmCrGxkxCbvt2qN/wEPdNvou/X/l3KyTGmFCyYhInRf2oOTlQ89JnSWyU\nyF1n3hXfUMWEpa/XcnrLcnorLDmjZXNzxVnGpoPs7vwaz185G5EKn2EaY0xc2ZhJnN098i1mbPmA\n7GenxzuKMaYKi3bMxM5M4mjfoX2M2/MHbqk5Pt5RjDEmKjZmEiepqan8bf7faPnjZZzb+rx4xylR\nWPp6Lae3LKe3wpIzWnZmEifbf9zOy6te5sx1y2hzYbzTGGNMdGzMJE7unXgvTes2Zdqjz/Hmm3CO\nzelojIkjGzMJoQ27NjBhzQTW/Xodo7Ohbdt4JzLGmOjYmEkcvLnsTS7VS6lXrTG7d0OzZvFOVLKw\n9PVaTm9ZTm+FJWe0rJjEWH5BPqPTRnPtqdeSlQVt2kA1+ykYY0LO1zETEakNzAFq4XSpfaKqT4tI\nE+BDIBHIAAao6h53n8eAIcBh4GFVneauPxsYA9QBJqvqsFKOGegxk9HLR/POyneYdfcs5syBJ56A\nuXPjncoYU9UFem4uVT0IXKqqZwE9gf4ikgyMAGao6qnALOAxABHpBgwAugL9gVfl6G3hrwFDVbUL\n0EVE+vqZ3Q/7Du3jiVlP8JfL/gLAli3HPmHRGGPCyvcOFlX90X1ZG+fsRIEbgLHu+rHAje7r64EP\nVPWwqmYA64BkEWkJNFDVxe52b0fsExrPzH2GS5IuoXe73qSmppKbe+yz34MmLH29ltNbltNbYckZ\nLd+v5hKRasBSoCPwiqouFpEWqpoHoKpbRKS5u3kbYEHE7tnuusPA5oj1m931obH9x+28vPhlVv1q\n1ZF1dmZijKksYnFmUuh2c7XFOcvojnN2csxmfueIt/Hp4+nXqR/tGjnP501JSQl8MUlJSYl3hHKx\nnN6ynN4KS85oxew+E1XdKyKpQD8gr+jsxO3C2upulg20i9itrbuutPUlGjx4MElJSQA0btyYnj17\nHvmBFp1yxnJZVXl17as8nfL0Me9v2QJbt6aSmhrbPLZsy7Zsy6mpqYwZMwbgyO/LqKiqb1/AyUAj\n93VdnCu7rgaeA4a764cDz7qvuwHLca7+6gCs5+gVZwuBZECAyUC/Uo6pQbNo8yI9ZdQpWlhYeGTd\n7NmztWdP1aVL4xjsOGbPnh3vCOViOb1lOb0Vlpzu784K/773+8ykFTDWHTepBnyoqpNFZCHwkYgM\nATJxruBCVb8VkY+Ab4F84AH3QwI8yLGXBk/1ObtnRqeN5q4z7vrJ80qC3s1ljDHlZXNz+SxvXx5d\nX+nK6gdW06rB0Uu3CgqcZ7/v3w81bFIbY0ycBfo+EwMjF45k0OmDjikkANu2QUKCFRJjTOVgxcRH\new7s4Y1lb/DohY/+5L1Jk1ID38VVNFgXdJbTW5bTW2HJGS0rJj56bclrXHnKlSQ2TvzJezt32niJ\nMabysDETHyWNTGLCwAmc2fLMn7w3ZgzMng1jx/50P2OMiTUbMwmo9G3pHDh8gDNanFHi+3YllzGm\nMrFi4gNV5XfTfscjvR/5yeXARRYvtjETr1hOb1lOb4UlZ7TsWiIfLMlZwnfbv2PiwImlbmNjJsaY\nyuS4YyYiUh14W1Vvj02k6ARhzOQXn/2CpMZJPN7n8VK3ueQSePppqCLT9hhjAs73Z8CraoGIJIpI\nLVU9VNEDVRUHDx/k0/RPWXH/ijK3szETY0xlUt4xkw3AfBH5g4j8rujLz2BhNS59HF1P7krbhm3L\n3G7zZhsz8Yrl9Jbl9FZYckarvGMm37tf1YAG/sUJv1Ffj+KJPk+Uuc2PP0J+PjRqFKNQxhjjsxO6\nz0RE6unRJycGUjzHTFZsWcG1719LxsMZVK9WvdTtNmyAyy6DjIzYZTPGmLLE5D4TEektIt8C37nL\nZ4rIqxU9aGX1f8v/j6FnDS2zkICNlxhjKp/yjpmMBPoCOwBUdQVwsV+hwqigsIDx343n5m43H3fb\nLVugRo1U/0NFKSx9vZbTW5bTW2HJGa1y37SoqpuKrSrwOEuojUsfR7tG7Ti9+enH3XbLFmfGYGOM\nqSzKNWYiIp8A/wBeBs4DHgZ6qepAf+OduHiNmVw8+mIeSn6IAd0HHHfbP/4RqleHJ5+MQTBjjCmH\nWM3NdT/Okw7b4Dx7vae7bIDdB3aTtiWN60+9vlzb25iJMaayKVcxUdXtqnq7qrZQ1eaqeoeq7vA7\nXFiMXj6afp36UadGnXJtn5sL27al+hvKA2Hp67Wc3rKc3gpLzmiVeZ+JiLwElNpnpKq/8TxRyKgq\nry99nbeuf6vc+9iYiTGmsilzzERE7nZfXgh0Az50l28BvlXV+/2Nd+JiPWayOHsxd4y/g+8e/K7U\nGYKLa9sW5s+HxJ8+M8sYY+LC17m5VHWse5BfARep6mF3+X+BuRU9aGUyZf0U+nfqX+5CUlgIeXnQ\nqtXxtzW7pb6kAAAXmUlEQVTGmLAo7wB8E6BhxPJJ7roqrVALeXvF2ww6fVC599m1C046Cb76KtWv\nWJ4JS1+v5fSW5fRWWHJGq7xzcz0LLBeR2YDg3LD4lF+hwmLWxlnUq1mP5DbJ5d5n2zZo3tzHUMYY\nEwfleZ6JAG2BfJx7TAC+VtUtPmerkFiOmdzwwQ307diXB859oNz7zJkDjz8O8+b5GMwYY05QLJ5n\noiIyWVV7ABMqeqDKJm1LGouzF/PBTR+c0H55eXaPiTGm8invmMkyETnX1yQh848F/+C35/+WujXr\nntB+ublOMQlDP2oYMoLl9Jrl9FZYckarvMXkPGChiHwvIitF5BsRWelnsCDbc2APE9ZMYMhZQ054\n37w8aNHCh1DGGBNH5Z2bKxHn6q0+7qo5wG5VzfQxW4XEYsxkbNpYPk3/lImDJp7wvvfdB716wS9/\n6UMwY4ypoFjNzXUj8A5wMtDMfV2+iagqoXdWvsPtPW6v0L52ZmKMqYzKW0yGAuer6pOq+kegN3Cf\nf7GC64eDP7Bw80JuOO2GCu2fm+vcsBiGftQwZATL6TXL6a2w5IxWeYuJcOzzSwrcdVXOrI2zSG6T\nXO5JHYvLyYHWrT0OZYwxcVbeMZPfAXcD491VNwJjVHWkj9kqxO8xk3sn3ku3Zt34Xe/fnfC+BQVQ\nty7s2we1avkQzhhjKijaMZNyFRP3QGcDF7mLc1V1eUUP6ic/i0lBYQHN/96ctF+m0a5RuxPePy8P\nTj/duQveGGOCJFYD8KjqMlV90f0KZCHx25KcJbRu0LpChQSOjpdAOPpRw5ARLKfXLKe3wpIzWuUu\nJgY+W/sZfTv2rfD+Nl5ijKmsyt3NFRZ+dXMVFBaQNCqJz2/7nDNanFGhNt56y5mTa/Roj8MZY0yU\nYtbNVREi0lZEZonIaveu+d+465uIyDQRWSMiX4hIo4h9HhORdSKSLiJXRaw/2737fq2IxHzgf9bG\nWTSv37zChQSO7eYyxpjKxO9ursPA71S1O869KQ+KyGnACGCGqp4KzAIeAxCRbsAAoCvQH3hVjj51\n6jVgqKp2AbqISMX7mypg5Ncjuf+c6B4saWMm/rCc3rKc3gpLzmj5WkxUdYuqprmv9wHpONPZ3wCM\ndTcbi3OpMTh31X+gqodVNQNYBySLSEuggaoudrd7O2If3+0+sJt5WfMY0H1AVO3YmYkxprKK2QC8\niCQBPYGFQAtVzQOn4ABFj4tqA2yK2C3bXdcG2ByxfrO7LiamfT+Ni9pfRKM6jY6/cRkiB+BTUlKi\nD+azMGQEy+k1y+mtsOSMVkyKiYicBHwCPOyeoRQfIQ/0VQCT1k7ims7XRN3O1q32lEVjTOVU3sf2\nVpiI1MApJO+oatHDtfJEpIWq5rldWFvd9dlA5E0cbd11pa0v0eDBg0lKSgKgcePG9OzZ88hfB0X9\nl+VdnjlrJhO+mMCfn/1zhfYvWr7kkhRyc2HdulQ2u+dYKSkpFW4vFsuRfb1ByFPaclpaGsOGDQtM\nntKW7ftp388g5ClaTk1NZcyYMQBHfl9GRVV9/cIZ3/hHsXXPAcPd18OBZ93X3YDlQC2gA7Ceo5cv\nLwSSceYEmwz0K+V46qUFmxbo6a+eHnU7O3eqNmx4dHn27NlRt+m3MGRUtZxes5zeCktO93dnhX/X\n+3qfiYhciPPsk29wurIUeBxYBHyEc7aRCQxQ1d3uPo/hzFKcj9MtNs1dfw4wBqgDTFbVh0s5pnr5\nmf5r1n9xuPAwz17xbFTtrFoFt9wC6ekeBTPGGA/5/gz4aKjqfKB6KW9fUco+zwDPlLB+KdDDu3Tl\n8/m6z3mx34tRt5ORAV6cSRpjTBDZdCplyN6bTdaeLHq36x19W9nQtu3R5cj+3qAKQ0awnF6znN4K\nS85oWTEpw+frPqdvx77UqBb9CVxurs3LZYypvGxurjIM+HgA13a5lrvOvCvqtu67D845B+6P7iZ6\nY4zxRaDn5gqz/IJ8Zm6cySWJl3jSXk4OtInZbZbGGBNbVkxK8XX21yQ2SiSxcaIn7RWffj4M/ahh\nyAiW02uW01thyRktKyalmLp+Kld1vOr4G5bTli3QsqVnzRljTKDYmEkpTnv5NN7+2dskt0mOui1V\nqF0bfvjB+dcYY4LGxkx8kLE7g10HdtGrdS9P2tuxA+rXt0JijKm8rJiUYMJ3E7jilCuoJt58ezZu\nhA4djl0Xhn7UMGQEy+k1y+mtsOSMlhWTEvzrm38x9KyhnrVXUjExxpjKxMZMisnYnUHyP5PJ/l02\nNavX9CTTc8/Btm3w97970pwxxnjOxkw89mXGl1zW4TLPCgk4ZyY2L5cxpjKzYlLMouxFng28F7Ex\nE39ZTm9ZTm+FJWe0rJhEUFUmrp3oyVMVI2Vk2JiJMaZyszGTCBt2baD3W73Z8sgWRCrcdXiMwkKo\nVw927nT+NcaYILIxEw99sf4Lru58tWeFBJzZghs3tkJijKncrJhEWJyzmF6t/B8vgXD0o4YhI1hO\nr1lOb4UlZ7SsmLj25+9nwpoJXHfqdZ62a7MFG2OqAhszcc3eOJvHZz3OgqELPM3z4ouwZg288oqn\nzRpjjKdszMQjMzbM4LKkyzxvNysL2rf3vFljjAkUKyauL77/gr6d+nre7qZNJReTMPSjhiEjWE6v\nWU5vhSVntKyYADv372TtjrWc3/Z8z9u255gYY6oCGzMBJq2dxMiFI5lx1wzP85x2GowbB926ed60\nMcZ4xsZMPLBw80J6t+3tS9t5edCihS9NG2NMYFgxAeZvms8F7S7wvN19++DAAUhI+Ol7YehHDUNG\nsJxes5zeCkvOaFX5YnLw8EEWZy/mwvYXet52ZiYkJoKHN9QbY0wgVfkxk7mZc/ntF79lyS+WeJ5l\nyhQYORK++MLzpo0xxlM2ZhKlLzO/JCUpxZe2s7Pt7ndjTNVgxSTzSy5JvMSXtrdsKX3wPQz9qGHI\nCJbTa5bTW2HJGa0qXUwOFRxi4eaF9Ens40v7pd2waIwxlU2VHjP5atNXPDj5QZb/crkvWfr1g1//\nGq7x9llbxhjjORszicKXGf51cYEzL1diom/NG2NMYFTtYuLjeImqc2lwad1cYehHDUNGsJxes5ze\nCkvOaFXZYpJfkM9Xm77i4sSLfWl/xw6oVQsaNvSleWOMCZQqO2by9eavue+z+1j5q5W+5Fi2DIYM\ngbQ0X5o3xhhP2ZhJBX216Ssuan+Rb+0X3f1ujDFVga/FRETeEpE8EVkZsa6JiEwTkTUi8oWINIp4\n7zERWSci6SJyVcT6s0VkpYisFZGRXmRbmruUXq29fd57pOM9FCsM/ahhyAiW02uW01thyRktv89M\nRgPFnzg1ApihqqcCs4DHAESkGzAA6Ar0B14VOTKr1WvAUFXtAnQRkaieYlVQWMCMDTN8Gy8B2LwZ\n2rb1rXljjAkU38dMRCQR+ExVz3CXvwMuUdU8EWkJpKrqaSIyAlBVfc7dbgrwFJAJzFLVbu76ge7+\nvyrleMcdM0nbksatn9zKmofWePMhSzBwIFx/Pdx2m2+HMMYYz4RxzKS5quYBqOoWoLm7vg2wKWK7\nbHddG2BzxPrN7roKm5s5lz7t/bnrvUhuLrRq5eshjDEmMGrEOwDg+anR4MGDSUpKAqBx48b07NmT\nlJQUwOm//DT1U4b8bMiRZeCY971Yzs5OoXXr0t8vWufX8b1YLp413nlKW05LS2PYsGGByVPasn0/\n7fsZhDxFy6mpqYwZMwbgyO/LqKiqr19AIrAyYjkdaOG+bgmku69HAMMjtpsKnBe5jbt+IPBaGcfT\nshQWFmriC4n67dZvy9wuGocOqdaurXrgQOnbzJ4927fjeyUMGVUtp9csp7fCktP93Vnh3/WxGDNJ\nwhkz6eEuPwfsVNXnRGQ40ERVR7gD8O+6BaQNMB3orKoqIguB3wCLgc+BF1V1ainH07I+06qtq7j6\n3avJHJaJ+PTUqnXr4KqrYONGX5o3xhjPRTtm4ms3l4i8B6QATUUkC3gSeBb4WESG4AyuDwBQ1W9F\n5CPgWyAfeCCiKjwIjAHqAJNLKyTlMT59PDd1vcm3QgJOMenSxbfmjTEmcHwdgFfV21S1tarWVtX2\nqjpaVXep6hWqeqqqXqWquyO2f0ZVO6lqV1WdFrF+qar2UNXOqvpwNJnmbZrn28Owiqxde/xiEtnf\nG1RhyAiW02uW01thyRmtKnUH/MHDB1mwaYEvz3uPtG4ddO7s6yGMMSZQqtTcXPOy5jFs6jBfnvce\n6cor4ZFHnOeZGGNMGITxPpO4WbBpARe28/esRBVWrIAePXw9jDHGBEqVKiazM2b73sW1ZQsUFEDr\n1mVvF4Z+1DBkBMvpNcvprbDkjFaVKSb7Du1jTuYcru58ta/HSUuDs84CHy8WM8aYwKkyYyYzN8zk\nydQnmTdknq/H/9vfICcHXnjB18MYY4ynbMyknGZsmOHr896LrFoFp5/u+2GMMSZQqkwxmb5hOn07\nRTVzfbmsXl2+YhKGftQwZATL6TXL6a2w5IxWlSgmOT/ksH7nes5rc56vxykogPR06NbN18MYY0zg\nVIkxk1ELR5GWl8boG0b7euz16517TGxOLmNM2NiYSTnM3DiTvh397+JatQq6d/f9MMYYEziVvpgU\naiFfZn7J5R0u9/1YJzL4HoZ+1DBkBMvpNcvprbDkjFalLyZrd6wloW4Czeo38/1Y5R18N8aYyqbS\nj5mMSRvDtO+n8d5N7/l+7B494J13oGdP3w9ljDGesjGT45ifNZ/kNsm+H2fvXmfgvWtX3w9ljDGB\nU6mLiaoyef1krul8je/HmjcPzjkHatcu3/Zh6EcNQ0awnF6znN4KS85oVepikrsvl0MFh+iU0Mn3\nY61cCcn+nwAZY0wgVeoxkwnfTeC1Ja8x9Y4KP+W33O69F3r1gvvv9/1QxhjjORszKcOXmV9yceLF\nMTnWkiXObMHGGFMVVepikpqR6vvz3gH27IHvvz+xYhKGftQwZATL6TXL6a2w5IxWpS0muw/sZt3O\ndfRq3cv3Y82f74yX1Krl+6GMMSaQKu2YyWdrPmPU16OYcdcM3485YgTUrQtPPun7oYwxxhc2ZlKK\neVnzYjZeMmcOXOL/o1KMMSawKm0xWZyzmHNbn+v7cX780bks+LwTnN0+DP2oYcgIltNrltNbYckZ\nrUpZTPIL8lmSs4Tz257v+7EWLHCmT6lb1/dDGWNMYFXKMZNFmxcxdOJQVv5qpe/Hu+8+6NjRGTcx\nxpiwinbMpIaXYYJi9bbV9GjRw/fj7N8Pn37qTD1vjDFVWaXs5lq1dRWnN/N/LvhJk5y73lu3PvF9\nw9CPGoaMYDm9Zjm9FZac0aqUxWRJzhLObeP/4Pu778Ltt/t+GGOMCbxKOWbS4K8NyBiWQULdBN+O\n8+OP0KYNfPsttGrl22GMMSYm7D6TEjSr38zXQgLwxRdw9tlWSIwxBippMYnFFCpvvw0//3nF9w9D\nP2oYMoLl9Jrl9FZYckarUl7N1auVv8Vk8mRYsQLe8/9JwMYYEwqVcsxk6rqp9O3U15f2t22DM85w\nCsmll/pyCGOMiTkbMylB56adfWlXFYYMca7gskJijDFHhaqYiEg/EflORNaKyPDStmvfqL0vx58+\nHdavh7/8Jfq2wtCPGoaMYDm9Zjm9FZac0QpNMRGRasDLQF+gOzBIRE4radsa1bwfCpo2zXk075//\nDLVrR99eWlpa9I34LAwZwXJ6zXJ6Kyw5oxWmAfhkYJ2qZgKIyAfADcB3fh1QFebNg1Gj4OuvYeRI\nuOkmb9revXu3Nw35KAwZwXJ6zXJ6Kyw5oxWmYtIG2BSxvBmnwHjq8GH46ivniq2JE+HgQXj4YRgz\nBk46yeujGWNM5RCmYuKZVatg+HAoKDj6deiQc6XWhg3QvTtcdx289ZbzON7q1b3PkJGR4X2jHgtD\nRrCcXrOc3gpLzmiF5tJgETkfeEpV+7nLIwBV1eeKbReOD2SMMQETzaXBYSom1YE1wOVALrAIGKSq\n6XENZowxJjzdXKpaICIPAdNwrkJ7ywqJMcYEQ2jOTIwxxgRXaO4zOZ7y3tAYoyxviUieiKyMWNdE\nRKaJyBoR+UJEGkW895iIrBORdBG5KoY524rILBFZLSLfiMhvgpZVRGqLyNcistzN+GTQMhbLW01E\nlonIxKDmFJEMEVnhfk8XBThnIxH52D3uahE5L2g5RaSL+31c5v67R0R+E7Sc7nF/KyKrRGSliLwr\nIrU8zamqof/CKYrrgUSgJpAGnBbHPBcBPYGVEeueAx51Xw8HnnVfdwOW43Q5JrmfQ2KUsyXQ0319\nEs6Y1GlBywrUc/+tDizEuSQ8UBkjsv4W+BcwMcA/9w1Ak2LrgphzDHCP+7oG0CiIOSPyVgNygHZB\nywm0dn/utdzlD4G7vcwZs2+0z9+o84EpEcsjgOFxzpTIscXkO6CF+7ol8F1JWYEpwHlxyvxv4Iqg\nZgXqAUuAc4OYEWgLTAdSOFpMgphzI9C02LpA5QQaAt+XsD5QOYtluwqYG8ScOMUkE2jiFoiJXv+/\nXlm6uUq6obFNnLKUprmq5gGo6hagubu+ePZs4pBdRJJwzqYW4vzHFZisbtfRcmALMF1VFwcto+sF\n4PdA5EBkEHMqMF1EFovIvQHN2QHYLiKj3S6kN0SkXgBzRroVKHowRaByqmoO8D9AlnvMPao6w8uc\nlaWYhFFgrnwQkZOAT4CHVXUfP80W16yqWqiqZ+H85Z8sIt1LyBTXjCJyDZCnqmlAWdfqB+HnfqGq\nng1cDTwoIn0I2PcT56/ns4FX3Kz/wflrOWg5ARCRmsD1wMfuqkDlFJHGONNPJeKcpdQXkdtLyFXh\nnJWlmGQDkVMFt3XXBUmeiLQAEJGWwFZ3fTZOH2uRmGYXkRo4heQdVZ0Q5KyquhdIBfoFMOOFwPUi\nsgF4H7hMRN4BtgQsJ6qa6/67DadrM5ngfT83A5tUdYm7/ClOcQlaziL9gaWqut1dDlrOK4ANqrpT\nVQuA8cAFXuasLMVkMdBJRBJFpBYwEKdPMJ6EY/9CnQgMdl/fDUyIWD/QvbKiA9AJ54bMWPk/4FtV\nHRWxLjBZReTkoitMRKQucCWQHqSMAKr6uKq2V9VTcP77m6WqdwKfBSmniNRzz0QRkfo4/fzfELzv\nZx6wSUS6uKsuB1YHLWeEQTh/RBQJWs4s4HwRqSMigvP9/NbTnLEcoPJ5gKkfztVI64ARcc7yHs5V\nHQfdH+I9OANfM9yM04DGEds/hnO1RDpwVQxzXggU4Fz9thxY5n4fE4KSFejh5koDVgJPuOsDk7GE\nzJdwdAA+UDlxxiKKft7fFP2/ErSc7nHPxPlDMQ0Yh3M1VxBz1gO2AQ0i1gUx55PuMVcCY3GufPUs\np920aIwxJmqVpZvLGGNMHFkxMcYYEzUrJsYYY6JmxcQYY0zUrJgYY4yJmhUTY4wxUbNiYkycuPNO\n/dx9/bCI1Il474f4JTPmxFkxMSYYhgH1I5btBjATKlZMjCknEfl/4jw6GhF5QURmuq8vFZF/iciV\nIvKViCwRkQ/dWW4RkT+I84CvlSLyvyW0+2ucyfdmFbXprJb/FpE0t81mMfqYxlSIFRNjym8u0Md9\nfQ7OzKvV3XUrgf8CLlfVXsBS4BF325dU9TxVPQOo584wfISqvoQz/U6Kql7urq4PfKWqPd3j3ufj\n5zImalZMjCm/pcA5ItIAZ961BTgP6uoD7Md5Ot1899krd3F0JuvLRWShOI9xvhToXkr7kRODHlTV\nyRHHTfLygxjjtRrxDmBMWKjqYRHJwJlldT7O2cilQEecR6JOU9XbI/cRkdrAK8DZqpojzjPs63B8\n+RGvC7D/V03A2ZmJMSdmLvD/gDnAPOB+nBl4vwYuFJGOcGSq9844hUOBHe7U7zeX0u5enEfVFinr\nAVvGBI4VE2NOzFycZ2UvUNWtON1bc9R5KNJg4H0RWQF8BZyqqnuAN3GexTGFY58JEXnF1j+BqRED\n8HY1lwkVm4LeGGNM1OzMxBhjTNSsmBhjjImaFRNjjDFRs2JijDEmalZMjDHGRM2KiTHGmKhZMTHG\nGBM1KybGGGOi9v8BdjkffiZdbnIAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -962,10 +1059,8 @@
},
{
"cell_type": "code",
- "execution_count": 25,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 26,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -973,24 +1068,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.11 19.7 55 74 100 125 145\n",
- " 20,000 0.45 84.0 1 13 79 217 364\n",
- " 40,000 0.47 90.1 1 11 75 223 399\n",
- " 60,000 0.47 90.8 1 12 74 226 401\n",
- " 80,000 0.49 94.9 1 11 72 229 437\n",
- "100,000 0.48 93.0 1 12 73 222 431\n",
- "120,000 0.48 93.0 1 12 73 228 424\n",
- "140,000 0.48 93.3 1 10 73 228 421\n",
- "160,000 0.48 94.2 1 11 72 226 430\n",
- "180,000 0.49 93.2 1 11 72 231 416\n",
- "200,000 0.48 92.7 1 11 72 225 412\n"
+ " 0 0.11 20.1 54 75 100 126 148\n",
+ " 20,000 0.45 85.3 1 13 79 218 373\n",
+ " 40,000 0.47 90.1 1 11 76 224 407\n",
+ " 60,000 0.48 92.0 1 12 73 228 404\n",
+ " 80,000 0.48 92.5 1 12 73 231 406\n",
+ "100,000 0.48 94.3 1 12 71 227 421\n",
+ "120,000 0.48 94.1 1 12 73 226 437\n",
+ "140,000 0.49 95.7 1 12 71 236 421\n",
+ "160,000 0.49 97.5 1 11 71 231 454\n",
+ "180,000 0.48 95.0 1 12 72 227 434\n",
+ "200,000 0.50 97.8 1 11 70 235 442\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd829XV/9/XkmXZlvceie0kzp7OIoMkDRBWyyjzKbNA\naQk8hbb01wCloeUBHqClC2j7lBGgQErZlJEUgoEEsuPEiTPsxCPe8Z6y1v39ITkEkJTE+mo5981L\nr1j3fr9ff/RF1tE959xzhJQShUKhUCgCTUSwBSgUCoXi1EQZIIVCoVAEBWWAFAqFQhEUlAFSKBQK\nRVBQBkihUCgUQUEZIIVCoVAEBb8aICFErhBinRBijxCiVAjxY9d4khBirRBivxBijRAi4Zhz7hJC\nlAsh9gohlh0zXiSE2CWEOCCE+MMx4wYhxGrXOV8IIUYeM3ed6/j9Qohr/flaFQqFQnFy+HsFZAN+\nKqWcBMwDbhVCjAdWAB9KKccB64C7AIQQE4HLgQnAucCTQgjhutZfgBullGOBsUKIs13jNwJtUspC\n4A/AI65rJQG/AmYDc4GVxxo6hUKhUAQXvxogKWWjlLLE9XMPsBfIBS4EnnMd9hxwkevnC4DVUkqb\nlLIKKAfmCCEygTgp5RbXcc8fc86x13oVWOr6+WxgrZSyU0rZAawFztH+VSoUCoViKAQsBiSEyAem\nAxuBDCllEziNFJDuOiwHOHzMaXWusRyg9pjxWtfYV86RUtqBTiFEspdrKRQKhSIECIgBEkKYcK5O\nbnethL5e/0fLekDi+IcoFAqFItjo/f0LhBB6nMbnBSnlW67hJiFEhpSyyeVea3aN1wEjjjk91zXm\nafzYc+qFEDogXkrZJoSoA5Z87ZyP3ehTxfAUCoViCEgpffrCH4gV0DNAmZTyj8eMvQ1c7/r5OuCt\nY8avdGW2FQBjgM0uN12nEGKOKynh2q+dc53r58twJjUArAHOEkIkuBISznKNfYNlyyRSun9c9dpV\nPL7pcY/z/nqsXLlyaOeWliLT05G9vaGjKRTvUxho2tDRAR9/DB9/zMG+vpDQFKr36lTXZO2y8rHr\nvy8KvqDsmjL6KvpwOBx+06QFfl0BCSEWAFcBpUKIHThdbXcDDwOvCCFuAKpxZr4hpSwTQrwClAFW\nYLn88pXeCqwCjMB7UsoPXONPAy8IIcqBVuBK17XahRD3A1tdv/fX0pmM8A0cDs+vYVLaJKo7q4f0\n+n2hqqpqaCdOmAAdHWCxQExMaGjyI8NZ0wyTiQXx8ZT09JATFRUSmrQmFHWFoyZ9nJ7ZZbNpX9tO\n374++vb1sX3edux9dmLGxhAzPoacW3NIWBBaicB+NUBSyg2AzsP0mR7OeQh4yM34NmCKm/EBXAbM\nzdwqnEbLK94MUGNPIxmmjONdInTQ6WDiRNi9GxYuDLYahQ9E63S8NnkyuV98wYPV1fy6oCDYkhQh\nTOyEWGInxB59XiyKAejZ0UPPjh7a1raRuCgRfZLe+UjUk3RGEgnzgmeU/B4DCge8rSZ7rb1E66MD\nJ8bF9ddfP/STW1shN1czLYP4pMlPDHdNDikZZTRyoL8fs92OUefp+1zgNGlJKOoaLpoW2xdj67Jh\na7dh63D9227D2m7F1mGj64suOj7uYPyz44nKjUJEBD5/S2jlywtXhBBy8WJJcbH7+StfvZLzC8/n\nmmnXBFTXkHE4wGSCvXshLy/YahQ+0Gq18mhNDc82NpITFcU7U6b47IpTKAbpLeul/L/L6dvbh63T\nRsz4GBIWJpC8LJnkc5OPa5CEEMgwSEIIeby54A61H2JEwgjPB/iJYk8W8Xh0dkJUFOzZo6ke8EGT\nHxnOmh47fJiHDx/mtpwcXp00ySfjE4r3CUJT16miKXZiLNM/ms78+vnMr59PVE4UdX+q48AtBzBX\nmzX/fe5QBgjn57U7Os2dlDSWUJRVFFhBvrBuHcydC+edF2wlCh+5LSeHhwoKKOnp4bTt27mvsjLY\nkhTDFH2CHml1esOSzkjSdmemF5QLTgg5Y4Zk+/Zvzjmkg5gHYmi8s5FEY2LgxQ2FFSuciQgPPBBs\nJQoNWbB9O99JSWGFcqsq/ISUkv6Kfpqeb6L2z7VMWzON2Kmx6KLdxx2VC04jDAb34w7pICYyhj5r\nX2AF+cLYsfDOO9DTE2wlCo24s6KCQ2Yzt/shsUShGEQIQUxhDHm/zCP9snQO/OgAn8V8xv4f7Pfb\n71QGCIiNdT+uj9CTaEyk19IbWEH44PMdNQpqa6GxUVM9cOr4xn1FS00OKfnXkSM0Wiz8obb2+CcE\nQJOWhKKuU11TRFQE+b/JJ+vmLIiApLOS/Pa7VBo20OvFvjT3NpMakxo4Mb6yaxcsWuQ0RIqwJ0II\nqufNY0NnJxfv3s0Ps7NJjowMtixFmCKlxNrsTMO2ddrc/mvvtHPk9SMkfiuRCf+YQOrF/vv8UzEg\nIWRRkWTbtm/O2Rw2Mn+bybabt5GXGCa+944OOPdcuOQSuPPOYKtRaMjsbdv405gxzEsIrd3sivDA\nMeCg6jdV1DxYQ/SYaPSJenQJOvSJevQJ+q/8G10YTcq5KV6vp0UMSK2AgAgPjsgjvUfQRejCx/gA\nJCbCo4/CD3+oDNAw41uJibzc3KwMkOK4dG/vpu2DNsw1ZgZqBjBXmzFXm4mbGce0j6eRtMR/brWT\nQcWAgD4POQbbGraRGx+cwK9PPt+ICLBaNdMyyKnuGz9RtNZkdThY3dTElu5uOmy2kNCkFaGoazho\nOvy7w1TeU0n35m7iZscx5rExzDs8jxmfzAgZ4wNqBQQ4Cwe4Y17uPPa17KPH0oPJ4OGgUKShAZJC\n502mGDpSSkyffYZFSm7IzOSR0aODLUkRBhT+qZDkZcm0rWmj9d+t1P+1Hlu7jci0SCz1FmZum0lc\nUVywZaoYkBBCTp0q2bnzm3M9lh7SHk2j564edBFDq8EVFOrrYdIkqKx0uuQUYc37ra384tAhSnt7\nqZ03T5XjUQwJx4CD9nXtlJ5XenRs6pqpJC9LHtL11D4gjTAa3Y/XdNaQG58bXsYHIC7O6Ybz5FtU\nhBXnpqTw6qRJZBsM/KyiIthyFGFKRFQEKeemUPhE4dGx/Tfv58BtB2hb2xYcTUH5rSGGp31AcYY4\n+q39gRXjwic/9L/+BfPmQXa2ZnpgePjGA4GWmjptNlY1NLDi0CF67XbOHKJrNRTvE4SmruGqSUqJ\nucZM1Igo8u/PJ+nMJCx1FuqfqGfX2buwm+2+Cz1JVAwIz3s2E42JtJvbAytGC/LynHEgRVjzbmsr\n3y4t5YKUFC5JS+P/xo4l1VPZDoXCC5X3VlL3RB0RURHEToslZlwMyecmk/XDLIwjjRhHGdEZA+/p\nUTEgIeSoUZKDB78519bfRt4f8uha0YWzE3iY8MQTsH07PP10sJUofKBhYIAzd+6kx27n7rw8bsrK\nQhdO70NFSGDrtrE+aT2nVZ2GMddDvGEIqH1AGhHtod9cojERs81Mr7U3vLLgzGZnHEgR1mRFRbFn\nzhy2dnVxR0UFvzh4kF/m5XHnyJHBlqYIYRqebqDh2QYcZgcDNQPYumzEFcVpany0QsWAgJgY9+MR\nIoIFIxbwWtlrgRWEjz7fUaOgtPT4x50kw9U3rjVaa5oVH8/6oiLuHDGCnx86xK+rqoKuSStCUVe4\na2p4uoGuDV2kXZrGpNcnsbB9ITM3z/SfOB9QKyA8GyCA+SPmU9VRFTAtmhAb673LniLs6Lfbuddl\nePrtgQ8WK8KHnNtyiEyJpH1NOw1/b2CgdoDI1EiSliaRfG4yScuSMKSGRixRxYCEkOecI3n/fffz\nv1z3SwZsAzy67NHACvOF116Df/wD3ngj2EoUGjJu0yauzsjg3vz8YEtRhBHSITFXmWlb20bb+210\nFHcQVxTH+OfGYxw5dLec2gekEd5WQAlRCQzYBwInRgssFlDB6mFDw8AAM7du5UB/Pwl65bRQnBwi\nQhA9KpqcH+Uw5a0pzKubR/eObpr/2UywFyDKAOE5CQHgs5rPWDhyYeDEuPDJDz1tGm5LO/hIuPvG\nA4WWmtZ3dDBt61babDb6Tz+dHw+xKV0o3icITV3DXZMuVkf2D7Kp/p9q1ieuZ8u0LZReWErFTyto\nfbcVe1/gXLzKAAH9HvaaWu1WPq3+lMV5iwMryFd274ZDh2DHjmArUfhAu9XKVXv3kmUwcHDuXIy6\nMKvIoQhJhBCMfnQ0p3eezmlVp1H4eCHGAiPNLzdT+u1SSr5VEjgtwV6CBRshhFywQLJ+/TfnzDYz\nKY+k0HxnM7EGD+USQhEp4amn4JFHnMZI1Q4LO6wOB9fs3cuAlLw4YQIxyvgo/MDh3x/m4J0H0Sfo\nybgmg+Szk0lckogu5vjvNxUD0ojubvfjRr2RmVkz2XB4Q2AF+YoQcOON0NICTU3BVqMYAh02Gxu6\nupgbF6eMj8JvZN2QxchfjMTWZaN3dy8p56WckPHRCmWAgJ4ez3OZpkza+wNfjsdnn29JCWRkgIab\nFoe7b1wrtNCUZjDw2fTpPF5Xx/1D2PfjD03+IBR1nQqaLM0WSi8qZfPEzdT/tZ7U76SSd2/gG2+q\nlBq8F41u6m0KryoIg3z8MZxxRrBVKHwgPzqalyZO5JYDB1TqtUIzHFYHh35xiIHqAWZsmIExzxi0\nUmMqBiSEzM6W1NW5nx//+HheuewVpmZMDawwX/nZz5y9gO69N9hKFD7wTksLv6mu5p3Jk8lUsTyF\nBuw8ayfmKjMF/1NA+hXpQ76OigFphKcCw72WXg53HaYwudD9AaHKm2/Cc8/BJZcEW4nCR85JTmaG\nycS4zZs5e+dOzKoKgmKIdG3pYvfFu2n/sJ3EJYk+GR+tUAYImDjR/fj2hu1MTJtIdKSXjUJ+wief\n71//Cuef7/mFDZFTwTeuBVpqioyI4PuZmXTZ7axtb6fZag26Ji0JRV3DVVPrO620vNkCQMNTDRxc\n4aYFQIBRBgjPWcqpMam09LUEVowW3H23X4qRKoJDj93OmOhoHIsXM9JT+16F4jgYC4zETo5Fn+QM\n/du7g7+aVjEgIeSFF0refPObc90D3SQ9nETP3T0Y9WH0h3/kCOTmOrMrVApv2NNrt7O0pASdELww\nYQKjvZXuUCg8UHZ1GdYmK+OfH48h0+Bz4oGKAWmEp0oIDT0N5MbnhpfxAXjvPacLThmfYUGsTsc0\nk4luux31f1QxZOzQf6ifpheb6C/38KEXYJQBwrMBiomMocfSQ3lreWAF4aPP9+OPoV37vUvD1Teu\nNVpr2t7dzZstLbw9eTL5Q1z9hOJ9gtDUNVw1jXt2HIWPF2I+aKbkWyVsnrCZmt/W4LAEr3WL2gcE\neIrr5sbnctWUq/hX2b+4+/S7AyvKFz79FMaPB7tdrYLCnLLeXs4vLeW/c3IoUK43hQ/ojDpSzk0h\n5dwUCp8spOvzLvZcsYfGZxpJOisJQ6YBQ5aBqKwookZGETvB/+XHVAxICDlrlmTLFvfzS59bypWT\nr+TmmTcHVpgvNDbCmWfCgw/CBRcEW41iCPTa7Wzq6uK6ffu4KDWVPxeG2VYARVjQf6ifrs1dWBos\nWBotzn8bLPTt68M0w8TkNyYjdO7DPFrEgNQKCLDZPM9lx2XT3NscODFakJbmTO1TGxfDEovDweQt\nW8gyGLgyPZ3rMjKCLUkxTIkeFU30qK+urK2tVhqfa+TQikNIm/RogLRAxYDw7IIDuKnoJt458E7g\nxLjwyef70ktw+LBzFaQhw9U3rjW+apJAldnMa5Mm8ejo0Uw2+V4KKhTvE4SmruGqydJsYffFu9l9\nyW72fX8f+3+0n7LvlbHrvF1sX7CdzZM283nO52ws2EjXxi5mbplJRJR/TYRaAQHemkzuad5DWkxa\n4MRowbJlziSE/n7Q4MNLEVh0wOkJCXyrpIS/jRvH4sTEYEtSDAMsTZajG1GPpfDJQmKnxKJP1KNP\n0BOZFonOGJjYsYoBCSEXL5Z4+oJx0eqLuGziZVw19aqA6vKJN96A3/4WNoRZGwnFUSwOBz+tqOCJ\n+noAbIsXo1Nt1hUnwUDdAL1lvZgrzZirjnlUmrG2W4lMiSR2UixT3ptChP7kVzoqBqQRkZGe53QR\nOroGugInRgsWLoRLL4WBARUHClNWVlXxUUcHP8nNpchkUsZHcdLsv3k/3Vu7sXXakANfLjQi0yKJ\nnxOPPkmPLk5H47ONZP8gOygaVQwIiInxPNfc20xBUkHgxLjwyef71lvOVgwaG5/h6hvXGi00TYyJ\nocdu5/K0NK7OzAwJTf4gFHUNF01T353KgqYFLDYvZpF5EfOb5zOnfA5j/zoWx4CD1rdbaX6xmaYX\ngte0Uq2A8P45PSF1AofaDwVOjBakp0N54DfPKrSj3mKhdmCATlX9WqEBwiCQdom12UrZFWXk3pFL\n3j15mKaZiBoZPC+JigF5qQUHMOfvc3js7MdYOHJhYIX5wlNPOdsxfPZZsJUohsj3ysp4ubmZOJ2O\n5dnZ/O/o0cGWpAgzpJQ0vdjE4UcO03+wH12MDuNoI7GTYhn31LiQqAWnVkB474gKoBNhVk2grg6W\nLg22CoUPvDRxIi9NnEjDwADTtm5lqsnE99R+IMVJsP+m/bS81cKE5yaQcHoC+vjQ+7hXMSC8GyCL\n3UJbf1vgxLjwyQ/d3++XEjzDxTfub7TSJKXkrkOHMOl0zIyLCwlNWhOKuoaLpvTL04keHU3phaVs\nHLWRrTO2UnphKZW/qtRe4BDxqwESQjwthGgSQuw6ZmylEKJWCLHd9TjnmLm7hBDlQoi9Qohlx4wX\nCSF2CSEOCCH+cMy4QQix2nXOF0KIkcfMXec6fr8Q4lpvOr0ZoCsnX8m6ynUn/+KDRW8vvPwydHQE\nW4nCR4QQFERH02e3YzvFXeWKkyf57GTG/H4M2MHWaqOnpIfWt1upvr+avdfspfz2cirvq6Tj0+B9\nVvg1BiSEWAj0AM9LKae6xlYC3VLKx7527ATgJWA2kAt8CBRKKaUQYhNwm5RyixDiPeCPUso1Qohb\ngClSyuVCiCuAi6WUVwohkoCtQBEggG1AkZSy041GOWGCpKzM/Wt4ZMMj1HTW8Ph5j2twRwJAeztM\nmgR/+pMzFVsR1mzp6mLZrl38Z+pUZsXHB1uOIgzoq+ijeXUz2GGgYYCB6gF69/QycHgAgMjUSAxZ\nhqOP1ItSSbvo5Dfbh3wMSEq5XgiR52bKnegLgdVSShtQJYQoB+YIIaqBOCnlYLnQ54GLgDWuc1a6\nxl8F/uz6+Wxg7aDBEUKsBc4B/ulOp7cs10+qP+G6add5PiDUSEqC++6Dp59WBmgY0GSx0GGzMSHW\n/5WJFcODro1dVN1bBYBphonsH2aTf1++0+BkGogwhE7kJVhKbhNClAghnhJCJLjGcoDDxxxT5xrL\nAWqPGa91jX3lHCmlHegUQiR7uZZbzGbPQjNiM4JSjNQnP/Sll8LBg/Dqq5rpgeHjG/c3WsaA/lBb\ny7nJycRE+PanGor3CUJTV7hryrw6k/nN8xn37DhixsdQ9Zsqjrx+hI6PO+jZ1RPU/j9fJxhpEU8C\nv3G51v4H+B1wk0bXHtJycM+e67nvvnwAEhMTmT59OkuWLAHAUelgbdlabptzG/DlG2Fw3l/PBxny\n9a64AnbupDg1NSB6g/W8pKQkpPQUFxdTUlKiyfUqzWY+/eQTPpg69WjKbNDeT+r/X1CfD3Iy52dd\nn0VZZhkVOyqwPGIBoIQScu/M5dJHLz3p6xUXF7Nq1SoA8vPz0QK/7wNyueDeGYwBeZoTQqwApJTy\nYdfcBzjda9XAx1LKCa7xK4HFUspbBo+RUm4SQuiABilluuuYJVLKH7nO+avrGt9wwQkh5Ny5ko0b\n3et/4NMHONh+kGcufMbnexFQCgvhb39T6dhhTOQnn3BecjJvTp7s854NxamJY8BB9UPV1P6uFnuP\nc1Nz4ROF5Cz36BA6YUI+BuRCcMzKRAiRKaVsdD39LrDb9fPbwItCiN/jdJeNATa7VkqdQog5wBbg\nWuBPx5xzHbAJuAwYTFdbAzzgcu9FAGcBKzwJTEhwPy6l5Ldf/JaNN3qwTqGKlFBfD5MnB1uJwgde\nnDCB75WVcfOBA/x93Lhgy1GEAVJK2t5ro2dXD/0V/fSX99Nb2otpponUC1NJOiOJ2MmhE0/0dxr2\nS8DnwFghRI0Q4vvAI66U6hJgMfATACllGfAKUAa8ByyXXy7PbgWeBg4A5VLKD1zjTwOproSFO3AZ\nGSllO3A/zky4TcCvpZQecw1bWz3qJycuh30t+4Z4B4bO15feJ4XDAbGxzpRsDfFJk58YzpouT0/n\nJyNGoIWXIhTvE4SmrnDW1PlpJ/tu2Iet3Ub8afHk/zqfOfvmMKN4BiN+MgLTVBMiInRW0/7Ogvue\nm+FnvRz/EPCQm/FtwBQ34wPA5R6utQpYdSI6I7yY4aUFS6nurD6Ry4QOZWVgMECeuwRERbhgl5Lf\nHj7M8uxsdvf0MCk2VrniFF5xWBxYm63EToklblYcMeNiQsrgfB1VC04IOW+e5PPP3c/f8u9bmJIx\nheWzlwdWmC+8+y488AAeX5QibHihsZGP2tt5rqmJdyZP5tuupBKFwh3WNisNTzXQvb2b7s3dOAYc\npF6cypjfjdG8u2m4xIBCHm9Va5p6mzgt8rTAidGC6dPhwAGw2by3e1WEPNdkZnJNZiZFcXE8Vlur\nDJDCK5HJkYz8f0cLwtB3oI+dZ+0k+wfZmKaFXnfk0NmRFEQ8GaDugW7er3ifC8dfGFhB+OiHzsmB\ntDTNV0Dh7BsPJP7QdEZSEh93dHDgeJVzPRCK9wlCU1e4aurc0En9U/VU/aaKA7ccoPTCUvZetRcE\nQW254A319RjPBshkMGFz2IiM8NIyNRSxWJz9gGbODLYShQb02e3s6O4G4OXmZlZqtAdDMbxoeKqB\n7q3dmGvM2LucKdfGfCOTX5uMPjE0P+pVDEgIedZZkrVr3c/HPRRHzR01JEUnBVaYL0jpLMlTUgLq\nwyrsubOigt/V1vLXsWO5NiODaD9UOlcML2ydNsyHzbS83kLdk3VIq8Q03UTspFiiR0djHG3EmG8k\nenQ0uuihvZ9UDEgjPP09SymJjIjEbPNSqycUEQKuvhoeesi5GVURttQNDPC72lq+m5rKzVlZKgtO\ncULoE/SYEkyYJpsY8fMRVN9fTfPLzXSs++pulORzk5n63jdqBAQMFQPCswFaX7OeTFMmmSYv1Ur9\nhE9+6LY22LZN8zTscPWNBxotNeVERfHwqFEYIiLwpYJXKN4nCE1dw01T6Xml1DxUg7nKjDAI4ubG\nETc7jpk7ZgbV+IAyQIDnfUCJxkTMNnN4feuUEs4+G+bNgxUeiz8owoj/Sk+nvK+PEV98Qb/dHmw5\nijBjyvtTmHNgDtM+nkbe3Xl0b+qme0s3Vb+qwtJiCao2FQMSQi5bJlmz5ptzB1oPsOyFZVTdURVw\nXUPGbofsbPjnP8FVUFAR3jzX2Mg9hw5hlZKds2aRGRWaGU2K0Ec6JG1r2ujb20fnhk56d/Uyu2w2\nEZEnvxbRIgakVkA4K9e4Y0T8COq76zUphRIwdDp49FF45JFgK1FoxH1VVZyZlMSe2bOV8VH4hIgQ\npJybwoifjiD5nGT6K/qxtlqDpkcZIMDT3/Tu5t2MTBgZFBecT35ogwGiozXTMshw8437C601vTtl\nCi80NTFm06YhXyMU7xOEpq7hqElKieWIhe4d3bS800LdX+qo/1s9AJtGDf195SsqCw7o7/c8Z7aZ\n6bX0EmsInQqyx6WmxnuBO0VYMTE2lgtSU8mLiqLWbCbXaAy2JEUYceS1I+y5dM9XxpLOTiLjvzIY\n+5exmGYEr0KCigEJIefPl2zY4H7+9GdPZ8WCFZw/9vzAChsqUkJ6Orz/PsyaFWw1Co3Y39fHnQcP\nsrGrixarlS1FRcyKjw+2LEUYYD5spuH/Guja2EX7x+3gymPJW5lHwX0FQ76u2gekETab57nUmNTw\nqoZdU+NMRJg2LdhKFBoyLiaGvxQWcs6uXUQJQYEfXKyK4UnrO620vNOCtfmrsZ4jrxyhb08fxgIj\nxlFGoguiiR4bTXRB4N5byk+D53CJlJL3y9/n8kluOz74lSH7fLu7nQbID3Gr4egb9wf+0FRjNnPj\n/v0sSUzk8Lx5pESeXHmoULxPEJq6hpumnOU5zC6Zzfz6+Sy2LGZB6wJm753N2L+OJfWSVPRJetre\nb2P3RbvZNGoTxaKY7m3d2on3gjJAOL1W7hBCkB6bTqe5M7CCfGH0aGczuhdeCLYShYYs2rGDAYeD\n348ZE1770hQhhYgQRCZHEjs+lsRFiWRcmUF0YTStb7fiMDswZBmInRaLLiEw5Z5UDEgIOWuWZMsW\n9/NXvnoly0Yv44YZNwRWmC+MGQPPPAOLFgVbiUIDKvr6uGTPHhYlJvLnwsJgy1EMM2xdNg7eeZCG\nZxqOxodElGD8qvFkXJnh8TwVA9IIb1lwZ406iw8PfRheBigy0vPmJkXYcMRi4YydOzlitXJtRga/\nVoVlFRowUD9Ay5stzqZ1m7rpP9SPaZqJrJuyiB4TTfRo5yNmYozftSgXHNDpxcM2JWMKe1v2Bk6M\nC5/80FOmQGOjZloGGW6+cX+hlaYGi4Xdvb28O2UKD48ejdGHKtiheJ8gNHUNd03VD1ZTfms50aOj\nGffsOBa2L6To8yLG/XUcI+8cSdrFaZimmojQ+988KAMEHDniOQ7U0N1AWkxaYAX5QmkpFBfD5MnB\nVqLwkZTISM5LTuayPXuOf7BCcYLo452Or7on6jj080McuOUAfQeG1ujQV1QMSAgZHy+probExG/O\nH+48zOS/TKb+p/XhsRl1505YtgyamoKtROED77W2cn5pKWckJnJtZibXZga+Irti+GHvs7Nl6hYc\nvQ6Mo4wYC5zp11k3Z2EccXIbnFUMSCNSU6Glxb0Byo3PxWq3YpdhUoV440ZISAi2CoWPzIuP5+LU\nVN5uaeHp8eODLUcxTOiv6CciKoLTKk4LthRAueAAMJmc22fc4ZAOHNKBxR7YsuVD9vleeqkzqPXa\na5rqgeHjxPj0AAAgAElEQVTvG9cKLTQlRUby+uTJXJCayiM1NSGhyR+Eoq7hqqlnVw+NzzfSV9aH\n5Uhw2zAMogwQ0NoKycnu51bvXs30zOkkR3s4INRISYG33nJ2RG1tDbYahY9kGAw8WV9PWW9vsKUo\nwpytRVup/V0teSvziEw9uY3M/kLFgISQkZGS3l5n9vLXueODOxiZMJKfzvtp4MUNlfXr4cYbYfdu\n9y9KEVaI4mIyDQb+PGYMl6anB1uOIkwZqB+g7ok6ml9qJnFpIuOeGufTpmYVA9KI5GTPn9OdA50k\nRIVZTCU/35mGrSpihz2DXxB77HaifUjDViiisqMY9cAo8u7OY8fiHWxI3oAuQYc+QX/08fXnphkm\nkpf5z/ujPqGOQ4w+hj5r4FMUffL55uRAVxceS3wPkeHqG9caLTUJIfhZbi49dju/qaoacnPEULxP\nEJq6hrsmXayOmZtmMun1SQzUDtC7q5fOzzpp/XcrzS82U/9kPTUP1dD2QRv9FV526WuAWgEBVi8N\nARONiXQOhFEtOHAWIj3vPPjXv1Q5nmFAo8UZMP52SoqqA6fwGYfFQel3Sp3VsY9J7tUl6IhMikSf\npEefqCf3J7mkfifVr1pUDEgIGRcn6epyP//w+odp6Wvh0WWPBlaYr1x9NUycCHffHWwlCh+wOBxE\nffopy7OzWZmfT7rBEGxJijCld28vFXdU0Lmhk+hR0Yx/drzT2CTp0cfrEbqT+3KjYkAakZLiea7X\n2kt0ZJj1Xunrg1dfhaqqYCtR+IghIoJL09KYajIp46PwiaZ/NGFINzCvZh6RyaGRnKRiQIC3v+td\nTbsoTA58BWKffL5Go9MNp3EG3HD3jWuFlpqsDgd1AwNE+uh6C8X7BKGpa7hqSjk/hbY1bbS81ULv\n3l4c1uAXLFYGCO+929Jj06ntqg2cGC2IiIAZM6CkJNhKFD5QPzDAmE2biIqI4OJU//riFcOfhPkJ\nTFw9kZY3Wth9wW4+i/uMrUVb6dnVM+TkFl9RMSAh5MKFks8+cz9/w1s3MCdnDj+a9aPACvOFzz6D\n734XDh2CuLhgq1EMkR+Xl1NtNvPWlCnBlqIYhjgGHNT/vZ6a/60hIjKC1ItSybg6g5gJMehijp/y\nr2JAGpGd7XluS/0Wbp19a+DEaMG4cc44kOoJFLY0Wyz8ua6ObTNnBluKYpgSERVB7m255NyaQ19Z\nH82rm9l79V76K/vBAdLqXJxML55O4mI3hTK10OCXq4YZ3mp3SinRRwTeTvvk821udhqg0lLN9MDw\n9Y1rjRaa6gYGiI6IIN94chWKPRGK9wlCU9eppkkIQeykWAruL2D6J9PJ+n4W0iqJiI7AOMqIIdN/\nyS9qBQRERbkftzvsDNgHsDq8bBQKRT74AM46CxYsCLYSxRCQUvJhezsmnQ77Ke4iVwQOx4CDL3K/\nIPuWbBa0LCAyxf+ZcioGJIS8/37JL3/5zbm397/NyuKVbL95e3htAGxthTlz4Pbb4cc/DrYaxUmy\np7eXyVu2sH7GDBao1hqKAOGwOPgi5wsyb8xk9P+OPu7xWsSAlAsO8NRwMs4Qh1FvDC/jA86NTcuX\nO5MQFGHH+JgYLk9L49UjR4ItRXGKIB2SrUVbiRoRRfYPvATFNUYZIMBmcz+eHZdNZXslZps5sILQ\nwOfb0gIaF6881XzjQ8UXTQ4puWHfPj5qb+eKNO1awYfifYLQ1HVKapJgabTQs6OHTWM3sT51PZvG\nbWL7vO3sOn8Xe6/dS9NL2ndZVgYIsHtodjoudRwAR3rD7Jtoezs8+SQkJQVbieIkEcCIqCisUvKL\nQ4d4rrEx2JIUpwBCJ4hMcsV8HGBrtdF/oJ+ujV20vddG0wtNtK9r1/73qhiQkOedJ3n3XffzZ//j\nbC4adxG3zL4lsMJ84c034bHHYN060Ks8k3Ck22bjzoMHeb+tjZp584ItR3EKIKWke1s322dvdzs/\n+rHRjPjJiKPP1T4gjTh40PNca18rk9MnB06MFuzd66yEoIxP2NJqtZJnNHJ4YIBPOzpYlOiffRgK\nxSBCCOJnxTNzx0wsdRb6D/bTX95P99Zuekp7aH2nFUefg5QLUzBNNmnyO5ULDuj30vJiTPIYajpr\nAifGhU8+3+pqyMrSTMsgp6RvfAj4qqnLZmPWtm2U9vbyysSJzI2PD7omfxGKuk51TXHT42h6uYmK\n2yuoe7yO3j29OMwOekp6aHy+kbo/1mn2u45rgIQQY4UQHwkhdrueTxVCuElaDl+8VauRrv/Civ/6\nL3jppWCrUAyRWJ2Oi9PSeKulhQeqq/lxeTlNrp5ACoU/sbZa2f/D/TS/2Hx0LPf2XBb1L2Jh20Lm\n7p/LuL+P0+z3HTcGJIT4BPg58Dcp5QzX2G4pZZj5pdwjhJCnny759FP389e8cQ1zc+Zy25zbAivM\nF9atg9tug7KyYCtR+IDZbmdnby//aGri9SNHWJ6Tw90jR4bftgBFyCDtkoanGzBXm7G12bC2Wb/8\nt92GudKZ8Tt17VSiC6MxjjB67BMUqBhQjJRy89fe9B4Sl8OTZC8tz/e37Gf5rOWBE6MFhYVQWwsf\nfQRnnBFsNYohYtTpmBsfz9z4eBYlJHB5WRm3ZGeTrHGbDcXwRzok9m47nZ93cuCHB46OZ92URdYN\nWeiT9UQmR6JP1qNP0CMiAvMl50RiQC1CiNHg9EMJIS4FGvyqKsB422xuMpjot/m3L7o7fPL5jhgB\nqamaV8I+1X3jJ4qWmlqtVoq2buXHFRX8ccyYIRufULxPEJq6wl3TQP0AxaL4K49PIj/hi5FfcODm\nA185VmfSkXx2MvGz44keHU1kUmTAjA+c2AroVuD/gPFCiDqgErj6RC4uhHga+DbQJKWc6hpLAv4J\n5AFVwOVSyk7X3F3ADThXWLdLKde6xouAVYAReE9KeYdr3AA8D8wEWoArpJQ1rrnrgHtwGs4HpJTP\ne9LZ2en5NcRFxdFp9nJAKCKls8teX1+wlSh8pLyvjx09PaybNo1vqX1dihPAkGlg9O9H072pmyNv\nHEFECPLuycM4yoixwEj0mGgMqaHRXfeE9wEJIWKBCCll9wlfXIiFQA/w/DEG6GGgVUr5iBDiF0CS\nlHKFEGIi8CIwG8gFPgQKpZRSCLEJuE1KuUUI8R7wRynlGiHELcAUKeVyIcQVwMVSyitdRm4rUIRz\nb982oGjQ0H1No/zOdyRvv+3+NVz/5vUsylvEDTNuONGXHXwOHXIWIq2rczanU4QdUkoq+vt59cgR\n/lhby8aiIvKjw6w1vCLoWFutNP+rGXOl2fmoMtN3oA/TFBOjHh1FwmlDrzUYkBiQECIRuBbIB/SD\nsSAp5XGrXEop1wsh8r42fCGw2PXzc0AxsAK4AFgtpbQBVUKIcmCOEKIaiJNSbnGd8zxwEbDGda2V\nrvFXgT+7fj4bWHvMymotcA7OlZcbnZ5fQ2pMKs29zZ4PCEUyMmBgAOrrITc32GoUQ+DmAwd49cgR\nzk1O5qWJE5XxUQyJyJRIcn6U85Uxh8VB5S8rKVlcQvYt2eTekUt0fnDeXyfy9fg9nManFOdKYvAx\nVNKllE0AUspGIN01ngMcPua4OtdYDnBsT+xa19hXzpFS2oFOIUSyl2u5xVvftolpE9lzxEO1Uj/i\nkx86NhZmz4adOzXTA+HvGw8UvmiyORxcWFrKu62tlM+Zw0sTJ7JUA9dbKN4nCE1dw11ThCGCUQ+P\nYuaWmVibrGwq2ISl2RKUttwnEgMySil/6kcNWr7qIS0HS0qu57778gFITExk+vTpLFmyBIDKHZVU\nVlXCxc5jB98Ig/P+ej7IkM5/4QWWrF0Lf/lLwPQG63lJSUlI6SkuLqakpGTI5//7o494e88emD6d\nc3bt4sGuLgwREcF9P/nx+XD7/xeSnwcenpummtg/fj/VVKMfr0faJGXpZRhGGvjWkm8RMzGGbT3b\niMqJYulZSykuLmbVqlUA5OfnowUnsg/oJzjjOP8GBgbHpZRtJ/QLnC64d46JAe0Flkgpm4QQmcDH\nUsoJQogVzsvKh13HfYDTvVY9eIxr/EpgsZTylsFjpJSbhBA6oEFKme46ZomU8keuc/7qusY3XHBC\nCHnuuZL33nOv/8HPHuRI7xF+f87vT+TlhgZPPQWrV8OHHwZbiWIISClZVFJCSU8PrQsWYIhQcTyF\n/7G2Wemv6Kfz8046Puqg49MO7F12hF4QXRhN7JRYxv517NGipYHaB2QBHuXLjDJc/446wd8h+OrK\n5G3geuBh4DrgrWPGXxRC/B6nu2wMsNmVhNAphJgDbMEZj/rTMedcB2wCLgPWucbXAA8IIRJwuhnP\nwhlncou3rse1XbWMSjrRlxoi7NwJp58ebBWKISKEoNNm47T4eHrtdmWAFAGh/L/LaX7JGe82jjYS\nVxRHZEYkhnQDhgwDhmwDuhhtW7ycyDv7Z8AYKWW+lLLA9TihT2QhxEvA58BYIUSNEOL7wP8CZwkh\n9gNnuJ4jpSwDXgHKcMadlssvl2e3Ak8DB4ByKeUHrvGngVRXwsIduIyMlLIduB9nJtwm4NdSyg7P\nOj2/hnZzO9lxgWvQNMjXl94nxVtvwdlna6ZlEJ80+YnhqmnLzJm0WK283tLiuyBC8z5BaOo6VTVF\npkQSNSIKAPNBM4VPFDJp9SQK/1RI3j15ZH0/i4gobb8MncgKqAIY0oYSKeX3PEyd6eH4h4CH3Ixv\nA6a4GR8ALvdwrVU49w4dF6vV89yAbQB9RJhVlU5M1LwZnSKwREVEYHU4SFIVzRV+oPW9VqwtVhwD\nDmydNuxddhCQcHrC0VXQlklbMBWZmLVtlt90nEgM6A1gEvAxX40BHTcNOxwQQsgzz5T85z/u53/y\nwU/INGXyi4W/CKwwX4iPh127QKNAoSKwdNtsvN7SwvX79rFz1iymmrQpfa9QDFKsKwZX9m/aFWnE\nTohFl6BDH+8sxaOL1xFhiHBuXh3hPkYRqBjQm67HsMVboeFMUyZ13dqVHw8IY8fC+vXKAIUpb7W0\ncOO+fYyMimJCTEyw5SiGIUvsS+jc0MmOhTvo29vH2CfGEpkS+BqDx3XoSSmfc/cIhLhA4c3LYdAZ\n6LaccPEHzRiyz7evz5mEcLlbz6RPnKq+8ZPFV01XZ2ZSP38+LVYrX3R1hYQmfxGKuk4VTbGTY8m8\nMRNDhoENqRtofqUZc405oPuBPH70CiFekVJeLoQo5Zt7daSUcpp/pQUOb1lwJoOJfmvgi5EOmcEX\n09kJaWnB1aIYMukGA69MmsR3d+/msvR0HiwoIElVwVZoiD5Bz/inxmPvt7Pnsj2UXeFs35J8bjJT\n35saEA0eY0BCiCwpZYMQ4hWc/YCOTgGPSCm1/4odBIQQ8owzpMctMys/XonFbuGhM7+RGxG6LF/u\nTER48MFgK1H4yJq2Ns7ZtYstRUXM0qAzquLUxWFxYD1ixdpixXzYTNeGLjo+7aBnZw+mKSYSFiWQ\nuCiRhIUJ6BOOH53xawxISjnYcmGMlLL6a794vC+/NNSw2z3P7WjcwVVTrgqcGC0oLISDB4OtQqEB\nZyYlcUNmJreUl/NgQQFneWtepVAcw6bCTfRXfNV7Y8g0EJkWiSHLQPy8eAruLyB+bjy62OBkzXqM\nAQkhbnG538YJIXYd86gEdgVOov/xFgOq664jOjLwhfp88vmaTLBvn2ZaBjlVfOO+oqUmnRD8fdw4\nrsnIYNmuXezr7Q26Ji0JRV3DRVPeL79aBzrtsjTmN8xn9q7ZTFszjYL7CkhamhQ04wPes+BeAt7H\nuS/n2CoC3Sdahidc8LYRdcGIBVS0VQROjBZ0dzsb0imGBRFCsKe3l9TISNUNVXHCZFyTQef6To68\nfgR7j52YiaGXUXnC/YCGK0IIuXSp5KOP3M/f89E9ROmj+NXiXwVWmC/ce69zI+p99wVbiUIjOqxW\nriwrY017O5ZFi4hU5XkUJ4GlycLGURuZ3zgffZw2m5sDtQ9o2GOzeZ5r7m1mdPLowInRgq4uyPt6\nGyZFOJMYGcm9+fls7+lB523JrlAADquD9g/bMR8y01/Zj/mQGUefAxEZWu8d9TUKp8fKHZ3mTv65\n559B6Ybqkx9aCDCbNdMyyHDxjfsbf2k61N9PdEQEjiF4LULxPkFo6hoOmvoP9HNoxSEO/uIgtb+r\npeWNFlIvTkWE2JcXtQIC2jxEtCraKkiPTSc9Nt39AaHIwAA89xxs3RpsJQqN+Vt9PT8fMQK9cr8p\njkPspFhm75yNdEi6NnfR8kYLhx85TOMLjWTfFPjiyp5QMSAh5MiRkurqb851mjvJfiybnrt6Qu6b\ng0dsNhg5Ep55Bs45J9hqFD4ipeR3hw/zWksLVWYzb0yaxGkJCcGWpQgTKu+rpPrXzg83oRdM+3Aa\niYsTNbm2FjEg9VUKiItzP55gTCAjNoO9LXsDK8gX9Hq45hrVjG6YUDMwwEM1Ndyfn0/Vaacp46M4\nKfJX5nNa1WlMfmsy0YXRlCwpYdtp22h8vjHY0gBlgAAY5aW70dSMqew9EngDNGQ/tMUC//43nHuu\npnpgePjGA4GWml5obGRJYiJnJicT5YPrLRTvE4SmruGkydZhY2P+RnZfuJu+vc6uOt2bumlcpQxQ\nWBClj8Lq8NIwKNSoqHA+Jk8OthKFBsyKi2N9ZyerGhqwn+LucsWJ03+wn471HXQUdxA3+0sXj86k\nY4lcwvR104Oo7ktUDEgIOWWKZJeH2g4XvHwB1027jksmXhJYYb5wwQVw1VVwxRXBVqLQgF9XVXFf\nVRWfTp/O6Yna+O8VwxfHgINPjZ+6nUs8I5HYibFEpkSiT9ETmRJ59DH4XGfSnVDMW+0D0ghvLVe6\nBrpIik4KnBhfsduhtdWZDacYFixJTGS6ycTtFRU8O34801SDOoUXIqIiWCKXIB0SW5cNW6sNa6v1\n6MNcaaZnRw/d27sZqP7m50TyeclMfTcw1bCVCw7v7Rgmp09mY+3GwIlxMWQ/9L59UF/vXAFpzHDy\njfsTrTUtTkxk+8yZfDc1lZv37w8JTVoRirqGiyYRIYhMjCR6dDTxc+LpL+9n3zX7qPpVFZ0bOokZ\nF0PWzVkU/E8B418Yz/RPpjO3ci6T3wyc+16tgABviUVJxiQsdi8tU0ON9nZnHyBd8AoMKrRHCME0\nk4nH6+posVhINRiCLUkRBtjNdsyVZqzNVro2f9nc0NpspX1t+9HnY/82lsRFgXfvqhiQEPLmmyV/\n+5v7+flPz2fFwhVcMO6CwAobKhs3wne/Czt2QEZGsNUoNOauQ4dY1djIH8eM4fL0MNogrQgY1Q9V\nU3l3JQAiSmAcacSQYUCfpEefpCcyORJ9kh5drA5pkzgsDrJuyiIqK+qkfo+KAWlEtJduC1vrt3LW\nqLMCJ8ZXTjsNli6Fv/xFFSMdhjw0ahSjjEZuLS/nsrS08NkgrfAL1lYrPTt76Cnpob+iH3ONmbZ3\nvyztMvfAXIwjvcQYgoyKAQEOh+e55Ohk2s3tng/wEz75oS0WGK99z8Dh4hv3N/7WNCU2Fh3QYDlx\n13Ao3icITV3hoqnpxSY2pG5gz2V7MFeaiZkQQ/bN2czcMZMFrQtY7Fgc0sYH1AoIgKoqz3P6CD09\nlp6AadGEpCS/NKRTBJ9um43Vzc3ohKDHWytfxbDG3msnKi8KXbyOtEvTKPxzYbAlDQkVAxJCFhVJ\ntm1zP3/pK5fy7bHf5vrp1wdUl09ceCFccglce22wlSg0pNNm48qyMkw6HU8WFpKmEhFOORpWNVDz\nYA39Ff3oTDpyb88l5/YcDKmBfy+oGJBGeCsa0NTbRG58buDEaIHJ5EzFVgwrflxeTrJez9PjxmFU\nWY6nJElLk3D0Oeje2k3b2ja6t3YTmRS+XXJVDAjvGcsFiQUcaD0QODEufPJDGwzgh5VtuPjGg43W\nmnZ0d7Nw+3Y+7+ri8cLCIRmfULxPEJq6QlmTcaSRnOU5jH9mPA6zA3O1GWtLGJUK+xrKAAG9vZ7n\ncuJyaO1rDZwYX/nwQ3j3XWcmnGJYUGU2s6Gri9cnTSIpMny/7Sq0Jf++fKJyo/g883O2zgrP/l8q\nBiSEXLZMsmaN+/mrXr+KZaOWcd306wIrbKh897tOF9zzzwdbiUIjpJSsrKri/upq/m/sWH6QHToN\nxRTBo/lfzZRdXgZA3Nw4ijYUIXSBS8tX/YA0osdLkptRZ8Rs0769td+oqoKLLw62CoWGCCGY7qr/\n9mR9PTZv+wYUpwyJixMxjnamWXdv6ubTmE/5Iu8Ltp22jfq/h0cMWBkgvBugpOgkWvpaAifGxZD9\n0LffDo8/rqmWQULZNx5K+EPTJx0dANw9cuSQWnKH4n2C0NQVLpoM6QbMB7/8cmyaYSJneQ45y3NI\nWhoeBZRVFhzOAtKemJ09m2dKnuEe7gmcIF9oa4PG0Gg2pfAdh5RU9Pfzp7o6Lk9L4zJVfkfhoubR\nGvQpeuLnxGMqMpH1/SyiR3sp6xKCKAOE90oIKTEpDNgC39pgyZIlQztRp3M2pOvthdjY0NDkR4az\nJrPdTvRnnwEwMSaGC1JTg65Ja0JRV7hocvQ70MXqnA+TDuOo0K564A6VhCCETE+XNDW5n2/rb6Pg\njwXU3FFDgtFL2exQ4owz4KKL4L//O9hKFD7ym6oq/lJfT47BwLrp04nXq++Mpyo9pT20vtuK0Aus\nTVYGagdofbcVe7cdfZKeBUcWqCSEcMSbC85kMGGxW4iODOzS1ic/9OWXQ2mpZloGCRffeLDRUtOv\n8vNZM3Uq23p6qDYPPRkmFO8ThKauUNVUfX81lXdVcujnhzj828M0r25m1MOjWNC2gIVtCwNqfLRC\nfZ0Curqgv999VexOcycGnQF9RBjdqpQUaG4OtgqFBvyzuZkb9+3jD2PGMEV1Qj2lmfTKJAAcFgfm\nKjPlt5VTvrycyl9WYu+yI22Siasnkn5F+MQJlQtOCBkVJenvB3eV7TvMHaQ/mk7r/2slLiou8AKH\nQmOjs77Qli1QUBBsNQofeLSmhrdaWlhfVBRsKYoQwdZjw9JgwdJowVJvoeyqMrBDRGwEk9+cTPKZ\nyQHRoWrBaUR6unvjA5BoTMRkMNFh7ggfA5SZCTNmwN69ygCFObt7e/l2SkqwZShCgMbnGtl3/Ver\n3BuyDKScm0LhE4Uh33rBHSoGhPfGoc29zTikI+DGx2c/dHMz1NRoomWQUPWNhxpaaVrb1sb7bW38\nlwadbUPxPkFo6gpFTWv/uZbI9Eiyb80m8VuJRMQ4P7otDRZa/93KxryNFItiikUxLe8Eft/iUFEr\nIJztczyxpmINSwuWkmgMfL90n7jnHrjiCrj5ZhjCxkVF8HmjpYVYnY5klfl2yiKlpHtzN/tu3Ed8\nWjym6SaiRkSROTETfbweXbzO+W+cDmmV2PvsJC4Jn88qFQMSQn7725J33nE/f8WrV/Ct/G/xo1k/\nCqwwX1mxAsxm+MMfgq1EMURKe3qYtW0btfPmqd4/pxC2LhvdW7rp2thF8+pm7P12sm7KYsSdI4jQ\nh86XSRUD0ghvBYY31W7iroV3BU6MVhQVwZNPBluFYoi819rKbeXl/Ek1njulsDRZ+Dzz86PPI9Mi\nSf9eOhGGCBx9DiLiQ8cAacHwejVDxNvfd0pMCr0WL/0a/ITPfujcXOju1kTLIKHoGx+Omta2tXHh\n7t38ubCQH2pU+ToU7xOEpq5gajJkGDi993TmlM9h+ifTGfOnMRhHGlmzeg3bZm6j7Koyqh+spuOT\njqBp1BK1AgJsNs9zZpuZCBGGdvrIEcjJCbYKxRCYGRdHsl7PJx0dnK8y4E45dDE6YsbEEDMm5ujY\n6GmjmRA/gb6yPnrLetn93d0knZmEscBIdEE0xnwjcXPjiEwMr35RKgYkhDz/fMm//+1+/mdrfkZK\nTAp3n353YIX5yksvwTvvwMsvB1uJ4iT5bU0Nb7S08Oz48YyNiTn+CYpTjv6D/XRt6sJcaaZ9XTsd\n6zoYec9IRv3PqIBpUDEgjejwspodmTCSfS37PB8QqvT2gjH89gUoIFanwwHkq/9/Cg9Ej44menQ0\nUkqa/vFlIcvOjZ2YppvQGU++bXswCEPfkvZ4Kxpd0lTCpPRJgRPjwmc/9LRp8J//aKJlEOWvPzF8\n1fT9zEw2dnXxQVubNoIIzfsEoakrnDQJIZi5YyZ5K/OoeaCGHfN2sCF1A9Y2a2AFDpGgrYCEEFVA\nJ+AArFLKOUKIJOCfQB5QBVwupex0HX8XcANgA26XUq51jRcBqwAj8J6U8g7XuAF4HpgJtABXSCnd\n7syMj/es0+6wY9CFWRZSZyesXOmsiq0IO6xSkmUwcG9lJXv7+rgxM5NUlQmnAFr+3UJvaS8iQmBp\ntmBpsmBtttL+n3YSFiUwcsVI4mbGEZkcHrGgoMWAhBCHgJlSyvZjxh4GWqWUjwghfgEkSSlXCCEm\nAi8Cs4Fc4EOgUEophRCbgNuklFuEEO8Bf5RSrhFC3AJMkVIuF0JcAVwspbzSjQ55xRWS1avd65z1\nf7N47OzHWJS3SNsb4E+2b4elS+GPf4Trrgu2GsUQsEvJuvZ2/t7QQI/dzntTpwZbkiIE2FS4if6K\n/qPPDdkGEhYkED8/nqybstCbAremCPd2DMLN778QeM7183PARa6fLwBWSyltUsoqoByYI4TIBOKk\nlFtcxz1/zDnHXutVwONywFtDuprOGlJjht4ILCgUFcEdd8ChQ8FWohgiOiE4KzmZJwoL+bC9nX5v\nPUMUpwxzy+ey2L6Y8avGA2Cpt3DkX0eovr+ari+6gqzu5AmmAZLAf4QQW4QQN7nGMqSUTQBSykZg\nsK54DnD4mHPrXGM5QO0x47Wusa+cI6W0Ax1CCLdlYr0tAmdkzaCmU9uaaieCT37o3bvhb3+DSdrG\nrsLJNx5MtNIkpeSNlhasUuKrnyIU7xOEpq5Q1yQiBIlLE4lfEE/02GgMmQbsvXZ2nbuL9Unr+WLE\nF/sCVHIAAB6xSURBVGyeuJltc7dRcmYJpd8pZcfpO9hUuIlPTZ/Stla72KKvBDMLboGUskEIkQas\nFULsh2/8nWnpH/S4VNy8+Xruuy8fgMTERKZPn360BW5/eT+bbJs4Z8w5wJdvhMF5fz0fZEjnr1nD\nEiHg8ssDpjdYz0tKSkJKT3FxMSUlJZpc7/e1tfzstdcYGx0Np5/u0/UGCYX7c+zz4fz/T8vngxw7\nX7S+6CvPHVYH695fh6PPwYTGCTS/2EzxR8756UwHoIQS2re3c+GyC09aT3FxMatWrQIgPz8fLQiJ\nfUBCiJVAD3ATsERK2eRyr30spZwghFgBSCnlw67jPwBWAtWDx7jGrwQWSylvGTxGSrlJCKEDGqSU\n3+jUJISQF18sef1199ou+9dlXDbxMi6fdLnmr9tvvPwyPPwwuP64FeHJ9Xv38m5bGy9PmMCZyYHp\n8aIIX/r299G+rp2e7T00PNVAzo9zSLssjbgZcehitU/LDtsYkBAiRghhcv0cCywDSoG3getdh10H\nvOX6+W3gSiGEQQhRAIwBNrvcdJ1CiDlCCAFc+7VzBiPwlwHrPOnxFgPqNHeSEJVwsi8xuMyfD7W1\nzmKkirDELiVvt7bSYrVSqDajKo5D5b2VbJmyhe6t3ZhmmCjaXMSYP4whcWGiX4yPVgQrBpQBrBdC\n7AA2Au+40qofBs5yuePOAP4XQEpZBrwClAHvAcvll0u3W4GngQNAuZTyA9f400CqEKIcuANY4UmM\nt0Vg10AX8VFe8rT9xNeX3idFXh7MnAmvvaaZHgh933iooIWm1c3NdNhsLE5IIMNbtdwAavIHoagr\nHDVZmixIq6Tt/TaaX2nmyGtHEJ66bIYQQYkBSSkrweWU/Op4G3Cmh3MeAh5yM74NmOJmfAA4Ib+Z\ntwSjzoHOoBggn4mOhq7wy4pROOm22SgwGimeMSPYUhQhiMPmYKB2AHOlGXOlmY5POjCONhIzLoaY\nsTGYppqCLfGECIkYUDARQsj/396ZR1dV3nv/85w5JxMZyAAhCYOBQBgLImgLVqVY3wXqbRe0Lqh2\n8FWrtXppHW6tulrFTpZWvb62Dtyr16HDWqD31SuKMokDs4AQAiEkDEkgAwlnHp77xz6EgEkIZJ+z\n90mez1p7nT1ln29+55z93c/0e+bMkbz7btfHS5eVsnrxakZmj0yssL7y4IOwezesXHn+cxWm4491\nddx74AD/VlzM4oIClRNO0UH9y/XsXXwmPZij0EHu9bkMWzIMW5YNW6YNYYl/6UflgtOJUA9ZK0oG\nlXCw9WDyGZDHA3V1UF8PBQVGq1FcIHcOHUqO3c6Pq6p4rLaWTVOmMLWnlB2KAUPewjwchQ5aP2zF\nW+klUBugfnk9R589qp0gwJZpw5ZlI/ub2ZQ9XWas4B5QBkTPbfWeoId0R3rixMRYs2ZNR1fIi2LZ\nMvjVr+Cyy2DLFtAhrX+fNcWB/qjptYYGnqit5UggwA25uVybnc3EtL5VqZgxTmBOXWbT5NnjYfVb\nq5mWMw1/nZ/A4cCZpS6ADEucxU6cRU5cw1w4i7R15zAnqeN7SHRpApQBAV5vD8dCXtIcyVGfehZC\nwN13wzPPwIEDuhiQIv5Ueb18d88e3h4/njnZ2ViToCFZET8CRwNsGruJaqrJzslm8LcGk3FpBs4b\nNYNxFjmxDbIlRYeDrlBtQELISy6R7NvX9fHhfxrO6sWrGZGVuHk2dGPNGvjFL2DDBqOVKHrJ3B07\nCEjJexMmYLOoZPUK8FX7qF9eT9unbbSsaqH8v8rJ+06e4aaTtOOAzIbT2cMxqxN/OEnH09TWQlaW\n0SoUF8D83Fx2njrFW01NRktRmIQTK0/gq/bhHKbdqPbctId9t3fzxJxkKAOiZwMqSCvgWPuxxImJ\n0eexCFLCY4+BTikzIDnHRxhBXzTdPnQo70yYwA8rK9msYzd6M8YJzKnLbJoO/eoQq/5rFfUv1ANQ\n8VYFo54cZbAqfVAGRM+ZECQyOUtAwSAcPQr33mu0EsUFMi0jgydHjWLa1q3s9XiMlqMwACkl/jo/\nLR+2MOI3I3CXa93wR/15FDnfzMHqNm92gwtBtQEJIWfNknT30HP969fztZKvce+MJLyR33wzFBbC\n0i+N31WYnAerq/mwtZVVEyaQblN9hQYCUkr2LNpD65pWop4owilwl7lJGZVCyqgU0iankXOteToT\nqXFAOjFoUPfHthzbwpPfeDJxYvTis8/grbdg40ajlSgukKiULK2tZUVFhTKfAYQQAovTQvBIEABn\nkZNQcwi5TxJsCOLZ5aHprSZsmTasmVYGf2sw7lHJPUBZVcHR80BUgFAk8fOr97keets2mDgRRo/W\nRQ+Yr24c+qcmixAsGTaM63ft4g91def/gwRoihdm1JVITVJKIt4IgfoA3n1ehtw+hAnvTWD40uGE\nmkJ4d3tp39TOuk/W4dnpwbPbg7fSi/+An0hb8k9SqB6vgPQexpneMOYG3tj9Br+c9cvECdKDyy6D\nRx/V0vHoPDGdIn5IKVnd0kKV10um1crNKotFv2Kdex1R39mNzpYUC9YMK7YMW8erPcfOxPcnkjoh\nFWuqFblWMm32NINUxw/VBiSE/OEPJX/9a9fH393/Lo9veJy1N69NrDA9WLYMXn5Zy4SgSAqOBQIM\n+fhjHiop4Tt5eZSnmnsku6L3RDwR1qet79i2uC2MfmE0+QvzDVR18ahxQDrRUwmoLKeMfU1J2Ode\nSnjvPW1aBkXSsO3UKQAW5ecr8+lnWFwWCm4+U6KdvH5y0pqPXigDAlyu7o9lpWQRioQ42HIwcYLQ\nqR66oAAOHer7dWIM9Pr63tIXTd/bu5ep6em4dM6CYMY4gTl16aHJs9fDp5d8ysYhG1mfsZ411jWs\nta2lfnk9mbMyGfn7kaRN7n2KLzPGSQ+UAQE9DTp3Wp34wj7C0XDiBOmBEFo37NZWo5UoLoBSl4vf\njRjBsJ6eihSmJ3Q8hG+/j+CxIJH2CHRq9jm59iQHlhxgrWUtTf9/YGe8UG1AQsj58yUrVnR9XEpJ\n7u9y2XX7LgrTCxMrrq8sXQqVlbB8udFKFL1gt8fD5Vu3Ujl9OvkOh9FyFDrgrfTiq/YRPBqkfVs7\nR5/Rpkxwl7spfbSU3Pm5WBzJWQ5Q44B0oqWl+2NCCNx2N3VtdclnQGPGwIoVWntQkmbLHUj8pKqK\n+4qLlfn0E5r+p4md1+7s2E6fmk7h/y3EWeSk8PuFOIf0kANsgJCc1qszzc09H79j6h28uO3FxIiJ\noUud75w50N6uDUjVATPWQ/cXTatbWthx6hQ/KIzPQ44Z4wTm1KWXptRxqYz47QiG3TeM/EX5tG9u\n59hzx6h5qOaCzceMcdIDVQKi5xIQgCfkoTAtyUo/AKmpcM898OqrMG+e0WoUPdAUClHscpGnSj/9\nBtcwF8U/K+7YdhY5qV1ay7h/qHF5p1FtQEJIt1vSU87HB95/ALfdzUOzHkqcML245hqtJPSznxmt\nRNEDxwIBJmzezCdTpjAyJcVoOYqLJNgYxLPTQ7AhSOhEiFBTSHuNLd49XoruLaJ4SfH5L2ZyVBuQ\nTpzPgz0hD5IkNerycjhyxGgVivOQZbNhAWr9fmVAScj+e/ZzeNlhrJlW0iam4RzixJZjw55rx13u\nxp5jx55rxz7YTtrEJJxhOU6oNiAgEul+SoaojPLs5me589I7E6pJtzrfG2+Ef/5Tl0uZsR66v2iS\naDngLHHqLGLGOIE5dV2MptNjegq+V8DktZMZ+9pYyp4uY/gjwym6s4j87+STfU026ZPSL2omUzPG\nSQ+UAcXoLiGpRVgoSCswJCGpLowbB4cPw/79RitRdEOl18uMrVu5atAgvpqZabQcxUWQvyifCe9O\noP6leqOlJBWqDUgI6XRKvF7obvD5vNfmsWDcAm6acFNixenF5Mnw8MNw/fVGK1Gcg5SS8s8+466i\nIu4YMuSino4VxlP9i2pqH6sFIGdeDmOWj8GeZTdYVXxRueB0YujQ7s0HYPPRzUwqmJQ4QXrz85/D\nU08ZrULRDceCQa7OylLmk6QcX3G8w3wAmt5sInQ8SWtMEowyIKA3bb5pjsQ2HOpa53vDDXDwYJ8n\npzNjPXSya6r0emmLRIjGuSbCjHECc+rqSVOgPkDj3xrZv2Q/26/azsahG9l9w24Apn0xjdlyNrPl\nbNxl+k4UZ8Y46YHqBdcLygeXs/fEXkoGlRgt5eJwuWDGDKiqgpkzjVaj6MSSAwcAOBIIqOzXScD+\nn+zn+N+PA1D6aCljXhqDs8iJsKjS68Wg2oCEkBUVkp07uz/nX/72Lywct5Bvj/t24oTpzYMPav3N\nly41WomiE1EpWXLgAMdDIV4uLzdajqIXBBuD1P2hjrrf1uEa4SLlkhQq/lmBNdVqtLSEotqAdOJ8\nVe+XDb2MZzc/SzASTIygeLBlCxQn/+C3/oY/GmVze7vq/ZZE2AfbSbkkBUehA3+1H88uDzIysB/k\nLxZlQNBjFgSAe2bco40H2vRsYgQRhzrfSZPgvvu6H/DUC8xYD53MmqJSkrlhAykWC4vz4zsxmRnj\nBObU1Z2miD9C4z8aqfxBJTWP1FD+cjmzIrOYeXgmtoz4tmaYMU56oAwILVFATzWRNouNa0ddyzv7\n30mcKL257TYtMenq1UYrGfCsb23lyu3bydqwgbCUPFRSgss6sKpvko3m95vZVL6JY88dI3VCKpM3\nTCbrqizV9tNHVBuQENJulwR7qF2TUjLqqVG8csMrzBg2I3Hi9OaNN+DZZ6GfPk0lC1du344/GuW/\nx48nx96/x4r0B6LhKBvSN1CxsoLsOdlGyzENqg1IJ1yunqdk2NW4i+qWaiYXTk6cqHgwYwbs2gXh\nJJvdtZ/xj3Hj2NLeTrAP1aGKxBDxRji54SQyLJX5xAFlQGgG1F0qHoDDbYepyKvAZUvcNMlxqfOV\nEtrawOu9qD83Yz10MmqyCYFVCDa2tSVGEOaME5hT16o3VnHo8UNsnbmVjwZ/RPV91Qy7b5ihmswY\nJz1Q44Bi9NQTLt2Zntw94E5TXAwLFsDdd8NLLxmtZsDSGg4jpWRSmsqKbAZ8B320bWzDs9uDZ7eH\nyg8rKV1cSumjpWRekYk1RbXPxQvVBhSbD6ihAbq7H9Sfqqf8mXKq7qoi152bWIF609ICZWXw/PMw\nf77RagYkL9fXs3jvXt4ZP565OTlGyxmwyIikfVs7267YRvqUdLK/kY17nJtBXxuEI09NDHg+1HxA\nOhEMatVw3VGQVsCCcQt48uMnefyqxxMnLB6kp2ttQGqOIEPY4/HwaE0NtxQUKPNJEBFPBM8XHjw7\nPXi+8OCr8uGr8uE/6MdZ5KT0kVKKf16serQZgGoDAnJyoLGx53MeuOIBntvyHE3epoRoiludr80G\nb78Nv/xlzz0vEqmpDySLJk8kwu379jF7+3ZuLijgubIywzWZAb11hU+F8ezx0PxeM0efP8qOb+zg\no8Efse/WfbSuacWea6fgewWMfWMslzddzvSq6ZTcX3KW+ZgxVmbUpAeqBATY7T13QgAoGVTCmNwx\nvF31NosmLkqMsHgxYwZcdx1897vw+OMwZYrRivotLaEQrzU28vu6Oq7IzGTf9Olk2tTPTi8CRwLs\nWbyHU9tPEW4JY3FZcA5z4izSlvyb8qlYWYHVpdpxzIhqA4rNB9TcDO7zJLDdULuB6169jjcXvsms\n0lmJERgvPB6tHeiJJ7QMCT/9qdGK+hXBaJSf7t/PKw0NzMnK4idFRXxt0CCjZfU7jq843pGNGsCS\nYsFR6MBV4qJiRUXcMxQMZFQbkE70pgQEcEXxFWQ6M/GH/fEXFW9SU7XecPPmwdSpWg+5efO0KjrF\nRRGRklcbGlheX89n7e1clpFB3YwZqsRzEURDUYJHgwQbg4SOh7TXxpC23hDEX+vHX+MneDSIY6hm\nOK4SF65S7TXlkhSs6arUY3ZUCUgIWVoqef99GDny/Oe/tvM1Hlv/GNtv247NEr8by5o1a5g9e3bc\nrn8Wb76pVcVlZ8Pf/66Zk9GaeokZNAWjUXZ6PPyutpaNbW3c2tjIXdddZyrjMUOcuuJcXRFfhON/\nO07NIzXIsMSeb8cx2IE9z459sB1HnrbuKtaMxjnMicWhb1O2GWNlRk2qBKQTY8fCjh29M6CFFQv5\n7cbf8vzW57lt6m3xF5cI5s2Da6+FH/wArrkGPvwQnE6jVZmWOr+f91ta+Ky9nc3t7ez2eBiVksK0\n9HT+NnYs/kDAVOZjBmRUEm4LE27ttLSEafqkiYNrDuKr9OHd58VX5SNjZgajXxxN1pVZRstWxBlV\nAhJCfv/7kpkztftvb9h7Yi8zX5jJ+lvWMy5vXHwFJpJoFBYuhJoaWL5cc2YFoGWufq+lhfurq6nz\n+7k6K4uZmZlMTU9nUloa7gGaTFRKSbg1TLA+SLA+iL/Gj7/aj++AD1+1j2B9kHBrmEh7BGuaFVuW\nDdugTkumDVexi5SyFNyj3aSUpWAfpPLjJQOqBKQTBQVQW3v+804zJncMf5r7J2Ytn8WCcQt4ePbD\n5KXmxU9gorBY4PXX4S9/gVmz4LHH4NZbjVZlGFJKPmtv5/XGRv7e2Ei23c6jpaXMz83Fcr5JpPoB\nweNBfAd8HebypeVYkGBDEIvTgqPAgSM/1hYz0kX23GxSRmpz5tiybNgybAhr/4+Z4sLo9yUgIcRc\nYBnamKcXpJS/Oee4XLZMUlUFTz99Ydc+4T3Br9f9mlc+f4UfTfkR80bP49Khl2K19P1p2PA63wMH\n4Oqrtd5xd99tDk1doIemiJQcCQSoCwSo9fupCwSo8ft5p7kZpxAsyMtjQV4eY3s5ZXayxSnijeCr\n8uGt9OKt9OLZ7aH903ZCLSHcZW4chQ7NYLpa8h1Y3Rf/fU+2WBmFGTWpEtB5EEJYgKeBq4CjwCYh\nxEop5d7O502ZAi++eOHXz3XnsmzuMu6YdgcvbnuRW//7VhpONXDtJdcybcg0ijOLO5YsVxbiAp6a\nt2/fbuwXbuRIbdqGK6/UOicsWmS8pi7ojaaolDSFQhwNBjkWCHAsGORwIMBer5fdHg/7fD6ybDaK\nXS6KnU6GOZ2Mdru5tbCQiWlpF/S59VaTnsioJOqLEvFGiHq7fl33z3WUVZV1bAeOBLR2l0ovoeMh\nXCNduEe7cZe5yflmDqWPlOIuc8c9O0CyfqcSjRk16UG/NiDgUqBKSnkIQAjxOjAfOMuApk/XkkT/\n5S9w883guMA0UGU5ZTxx9RM8cfUTHGo9xNtVb7OrcRfvHniXQ62HqD1ZSzgaPsuQijOLKcooItOZ\nSYYz40tLS0uLPhHoCyUlsHIlfP3rMGECra2tRisCtKoxXzRKSzhMZWMja1tbaQmFaAqHORYIaEYT\nDHI0Zjb1wSDpVitDnE4KHQ6GOBwUOp1ck5XFPUVFlKemkqpjG05f4xTxR4icjGgN9SfPLKETIQKH\nAvhr/PgO+ggcChA+GSbqj2JJsWB1W7G4u35t2N9Ae0p7x3bKqBRyrsvBPdqNq8RlWPWYWb5TnVGa\nEkd/N6ChQF2n7cNopnQWDgesWAF33gkPPghXXKGViiZNgsxMbWiMzaaNFzq9fu726fUcWwm3jL8d\nu11rUjn98HzSf5K6tjpqT9Z2LB8c/IC2QFuXi3+dnz//5s8dhpSdkq0trmxy3DlntlOyyXXnkpea\nR35qPlkpWViEjt1Sx4+HpUvh9tu1HnI6E5WSE6EQRwMBGkIhmkMhmsNhWmKvzaEQLeHw2euxQVvZ\ndjvh48fZffAgWTYb2XY7QxwOxrrdXJ2VRaHDQaHDQYHD0esZR2VUIsMSGdEWIlrSyi/t67R97j5/\nnZ/WDa3adlgSaYt0mEjkZGy9k7mcazYAtkytgd42yIY104ot04Y9246r1EXO/8nBNVzrhmzLtmFx\nWc5bShv8yGBGPzK6bx+WQqEz/d2Aes3EibB+PdTVwccfw9at2uShXq82SDUcPrP0djsa7WxQmdhs\nmdhsFd2aWYYNsmPbVfsXU+5ahnS2UfGVk3x7UQvNvmaavE3aq6+J/c37afY1c8J7gkZPIw2eBjxB\nD4NTB5Ofmk9+Wj7L5y8nPy2/b8G55RZ45hlq1q7VJdb3HzjAmtZWjsZKJxlWK4VOJwUOB9kxI8m2\n2RjicFCRmtqxL7NZEvjxIexRgSWq3fAf+qKeR7+QyEgQIkFk+NRZxlAfltSfNpFORkI3+wCETYAV\nhFWcWc7dZ9NeO/bZzpy7q2YX1XurtX02gTXd2mEmtkwbzqFO3GPdHdvnmk080sbU1NTofk09MKMu\npSlx9OtOCEKIy4BHpJRzY9v3A7JzRwQhRP8NgEKhUMSRvnZC6O8GZAUq0TohHAM+A74jpdxjqDCF\nQqFQ9O8qOCllRAhxJ7CKM92wlfkoFAqFCejXJSCFQqFQmJcBPSGdEGKuEGKvEGKfEOI+A3XUCCF2\nCCG2CSE+i+3LEkKsEkJUCiHeFUJkxlnDC0KIBiHE5532datBCPGAEKJKCLFHCDEnwboeFkIcFkJs\njS1zE6VLCFEkhPhACLFbCLFTCPGT2H5DY9WFrrti+42MlVMI8Wnse71TCPFwbL9hsepBk2Fx6vQ+\nlth7vxnbNsPvzxKL1WlN+sZJSjkgFzTz3Q+UAHZgOzDGIC3VQNY5+34D/Dy2fh/wRJw1XAFMAj4/\nnwZgLLANrQq3NBZHkUBdDwP3dnFuebx1AQXApNh6Glob4xijY9WDLsNiFXsfd+zVCnyCNgzC6Fh1\npcnQOMXe6x7gFeDN2LYZfn/natI1TgO5BNQxSFVKGQJOD1I1AsGXS6Pzgf+Irf8HcH08BUgpNwDn\njn7tTsM84HUpZVhKWQNU0cX4qjjqAi1m5zI/3rqklPVSyu2x9VPAHqAIg2PVja6hscOGxCqmxRtb\ndaLdnCTGx6orTWBgnIQQRcA3gefPeW/D4tSNJtAxTgPZgLoapDq0m3PjjQTeE0JsEkL8MLYvX0rZ\nANrNBTAi22leNxrOjd0REh+7O4UQ24UQz3eqmkioLiFEKVrp7BO6/7wSHqtOuj6N7TIsVqercIB6\n4D0p5SYMjlU3msDY79QfgZ9xxgzB+O9UV5pAxzgNZAMyE5dLKaegPW38WAjxVb78oZuht4gZNAD8\nOzBCSjkJ7Sbyh0QLEEKkAf8A7o6VOEzxeXWhy9BYSSmjUsrJaKXES4UQ4zA4Vl1oGouBcRJCXAc0\nxEqwPY2rSVicetCka5wGsgEdAYo7bRfF9iUcKeWx2OtxYAVa0bVBCJEPIIQoABoNkNadhiPAsE7n\nJTR2UsrjMlbxDPyVM0X9hOgSQtjQbvIvSylXxnYbHquudBkdq9NIKduANcBcTBCrczUZHKfLgXlC\niGrgNeDrQoiXgXoD49SVpv/UO04D2YA2AaOEECVCCAewEHgz0SKEEO7YUytCiFRgDrAzpuXm2Gnf\nA1Z2eQGd5XD20053Gt4EFgohHEKI4cAotEG+CdEV+zGe5kZgV4J1vQh8IaX8U6d9ZojVl3QZGSsh\nRO7pKhohRApwDVrblGGx6kbTXiPjJKV8UEpZLKUcgXYf+kBKuQh4C4Pi1I2mxbrHKR49J5JlQXsa\nq0RrMLvfIA3D0XrgbUMznvtj+7OB92P6VgGD4qzjVbQpKwJALXALkNWdBuABtJ4ue4A5Cdb1n8Dn\nsbitQKsrT4gutCfDSKfPbGvse9Tt55WIWPWgy8hYjY/p2B7T8G/n+24bqMmwOJ2jbxZnepwZ+p3q\nRpOucVIDURUKhUJhCAO5Ck6hUCgUBqIMSKFQKBSGoAxIoVAoFIagDEihUCgUhqAMSKFQKBSGoAxI\noVAoFIagDEihSCKEEC8JIW6Mrd8thHB1OtZunDKF4sJRBqRQJC8/BVI7batBfYqkQhmQQhFHhBBL\nhDYtPEKIPwohVsfWrxRCvCKEuEYIsVEIsVkI8YYQwh07/pDQJk77XAjx/7q47l3AEOCD09fUdotf\nxzIVbxRCDE7Qv6lQXBTKgBSK+LIe+Gps/StAqhDCGtv3OfAL4Cop5VRgC/CvsXOfklJOl1JOANyx\n7MQdSCmfQktRNFtKeVVsdyqwUWqZitcDP4rj/6VQ9BllQApFfNkCfEUIkY6Wz+5jYBqaAfnQZrf8\nKDY/zWLOZGi/SgjxidCmIr8SGNfN9Tsnjw1IKd/u9L6lev4jCoXe2IwWoFD0Z6SUYSFEDVpW44/Q\nSj1XAiPRpmJfJaW8qfPfCCGcwDPAFCnlUSHEw4CL8xPqtB5B/b4VJkeVgBSK+LMeWAKsAzYAt6Fl\nrP4UuFwIMRI6pua4BM1sJNAUm6rjW91ctw3I6LTd02RmCoXpUAakUMSf9UAB8LGUshGt6m2dlPIE\nWsnoNSHEDmAjMFpKeRJ4HtgNvMPZ86p07un2V+B/OnVCUL3gFEmFmo5BoVAoFIagSkAKhUKhMARl\nQAqFQqEwBGVACoVCoTAEZUAKhUKhMARlQAqFQqEwBGVACoVCoTAEZUAKhUKhMARlQAqFQqEwhP8F\n6u0N5t7jHhgAAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -998,9 +1093,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njDFRs2JijDEmav8fUiIRclxMBf8AAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -1031,9 +1136,9 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 27,
"metadata": {
- "collapsed": false
+ "collapsed": true
},
"outputs": [],
"source": [
@@ -1071,25 +1176,21 @@
},
{
"cell_type": "markdown",
- "metadata": {
- "collapsed": false
- },
+ "metadata": {},
"source": [
"Let's see what it looks like:"
]
},
{
"cell_type": "code",
- "execution_count": 27,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 28,
+ "metadata": {},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEPCAYAAABRHfM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nU1YD2AAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEPCAYAAABRHfM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVDBERCQWFQwREYnl/wP9xzRf/8enkwAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1109,16 +1210,14 @@
},
{
"cell_type": "code",
- "execution_count": 28,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 29,
+ "metadata": {},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbGySAAAAAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1132,10 +1231,8 @@
},
{
"cell_type": "code",
- "execution_count": 29,
- "metadata": {
- "collapsed": false
- },
+ "execution_count": 30,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -1143,24 +1240,24 @@
"text": [
" t Gini stdev 1% 10% 50% 90% 99%\n",
"------- ---- ----- ---- ---- ---- ---- ----\n",
- " 0 0.46 89.5 2 17 74 219 422\n",
- " 20,000 0.50 100.0 1 11 69 227 478\n",
- " 40,000 0.50 99.9 1 11 69 229 463\n",
- " 60,000 0.50 101.5 1 11 68 232 465\n",
- " 80,000 0.50 99.7 1 11 69 230 463\n",
- "100,000 0.50 101.0 1 10 70 228 472\n",
- "120,000 0.50 100.0 1 11 68 236 448\n",
- "140,000 0.50 100.7 1 10 70 233 479\n",
- "160,000 0.50 100.7 1 11 69 228 455\n",
- "180,000 0.50 100.3 1 10 69 233 457\n",
- "200,000 0.50 100.3 1 11 69 228 468\n"
+ " 0 0.45 88.3 2 18 75 217 420\n",
+ " 20,000 0.50 100.3 1 10 69 228 451\n",
+ " 40,000 0.50 102.5 1 11 69 229 468\n",
+ " 60,000 0.50 101.6 1 11 69 231 481\n",
+ " 80,000 0.50 100.6 1 10 71 223 480\n",
+ "100,000 0.50 100.5 1 11 69 229 457\n",
+ "120,000 0.50 99.0 1 11 70 228 465\n",
+ "140,000 0.50 99.2 1 10 71 225 462\n",
+ "160,000 0.50 101.5 1 10 67 232 461\n",
+ "180,000 0.50 100.1 1 10 70 237 448\n",
+ "200,000 0.49 98.1 1 12 71 228 455\n"
]
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntAAppZRyxP8HSNlZa3IhPRsAAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEZCAYAAADR8/HkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYwvaAWk0Go3GFrQD0mg0Go0t/H+/3S1xURjd4gAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1168,9 +1265,19 @@
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEPCAYAAACHuClZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFRMREcmaiomIiGRNxURERLL2/wETin5RovFi4QAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEZCAYAAABSN8jfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVkyMMcbkmxUTY4wx+WbFxBhjTL79P3EOgiKLlbgUAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
]
},
"metadata": {},
@@ -1188,6 +1295,153 @@
"The USA distribution is indeed similar to the beta(0.9, 12) distribution, and to the stationary ending distribution."
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Uri Wilensky Version\n",
+ "\n",
+ "[Another version](http://www.decisionsciencenews.com/2017/06/19/counterintuitive-problem-everyone-room-keeps-giving-dollars-random-others-youll-never-guess-happens-next/) of this simulation made the rounds in 2017. This version has these rules:\n",
+ "\n",
+ ">Imagine a room full of 100 people with 100 dollars each. With every tick of the clock, every person with money gives a dollar to one randomly chosen other person. After some time progresses, how will the money be distributed?\n",
+ "\n",
+ "To implement this all-at-once transactions rather than one-at-a-time transactions, I'll define a new `step` function:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " t Gini stdev 1% 10% 50% 90% 99%\n",
+ "------- ---- ----- ---- ---- ---- ---- ----\n",
+ " 0 0.00 0.0 100 100 100 100 100\n",
+ " 2,000 0.24 43.4 16 48 93 165 208\n",
+ " 4,000 0.33 58.7 3 27 96 185 247\n",
+ " 6,000 0.37 66.1 2 15 99 188 326\n",
+ " 8,000 0.38 68.2 6 13 91 178 368\n",
+ " 10,000 0.40 72.5 2 15 85 200 321\n",
+ " 12,000 0.42 75.7 1 12 92 210 351\n",
+ " 14,000 0.41 74.2 3 15 79 230 295\n",
+ " 16,000 0.43 78.9 2 18 83 220 354\n",
+ " 18,000 0.45 84.9 5 16 78 227 424\n",
+ " 20,000 0.50 93.7 2 7 70 230 395\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEZCAYAAABFFVgWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEZCAYAAACEkhK6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEZCAYAAACEkhK6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def give_dollar(population, transaction, interaction):\n",
+ " \"Everyone with at least a dollar gives a dollar to a random person.\"\n",
+ " N = len(population)\n",
+ " for i in range(N):\n",
+ " if population[i] >= 1:\n",
+ " population[i] -= 1\n",
+ " population[random.randrange(N)] += 1\n",
+ " return population\n",
+ "\n",
+ "show([100] * 100, k=200, step=give_dollar)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "So we see that inequality rises from a Gini of 0 to about 1/2 over 20,000 time steps. Let's try again starting from the first 100 actors from our initial (Gaussian) population:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " t Gini stdev 1% 10% 50% 90% 99%\n",
+ "------- ---- ----- ---- ---- ---- ---- ----\n",
+ " 0 0.12 19.4 58 71 95 119 151\n",
+ " 2,000 0.29 48.1 10 35 91 169 205\n",
+ " 4,000 0.39 66.5 3 13 88 187 329\n",
+ " 6,000 0.40 67.7 5 11 97 194 283\n",
+ " 8,000 0.39 65.8 3 13 87 179 274\n",
+ " 10,000 0.38 64.5 3 21 84 187 294\n",
+ " 12,000 0.40 71.8 5 27 78 187 376\n",
+ " 14,000 0.44 80.8 2 13 70 201 460\n",
+ " 16,000 0.47 84.3 2 11 80 193 443\n",
+ " 18,000 0.45 81.7 5 13 79 202 421\n",
+ " 20,000 0.45 80.6 0 10 79 204 400\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEZCAYAAABFFVgWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEZCAYAAACTsIJzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEZCAYAAACEkhK6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "show(population[:100], k=200, step=give_dollar)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1238,9 +1492,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.1"
+ "version": "3.5.3"
}
},
"nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
}