From c7d6fea511149970718f13491d4d11f0ac9a1277 Mon Sep 17 00:00:00 2001 From: ritchie Date: Sat, 16 Dec 2017 15:26:44 +0100 Subject: [PATCH] fixed reward function -> less deflection is rewarding --- .../her_deep_Q_bridge.ipynb | 191 ++++++++---------- 1 file changed, 80 insertions(+), 111 deletions(-) diff --git a/reinforcement_learning/her_deep_Q_bridge.ipynb b/reinforcement_learning/her_deep_Q_bridge.ipynb index 6005ddc..349b7c2 100644 --- a/reinforcement_learning/her_deep_Q_bridge.ipynb +++ b/reinforcement_learning/her_deep_Q_bridge.ipynb @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 138, "metadata": { "scrolled": false }, @@ -172,7 +172,7 @@ "\n", " # Bridge is build\n", " if np.all(self.location == self.goal) and self.state[np.split(self.location, 2)]:\n", - " r = r + 1 / (self.structure() / (100 * max(x_range)**3 / (48 * self.ss.EI)))\n", + " r = r + self.compute_reward()\n", " done = True\n", " return np.concatenate((self.state.ravel(), [self.deploy], scale_down(self.location, 0, max(self.height, self.length)), \n", " scale_down(self.goal, 0, max(self.height - 1, self.length - 1)))), r, done\n", @@ -180,7 +180,7 @@ " self.det_valid_actions()\n", " if len(self.valid_actions) == 0:\n", " done = True\n", - " r -= 2\n", + " r -= 0.5\n", " \n", " return np.concatenate((self.state.ravel(), [self.deploy], scale_down(self.location, 0, max(self.height, self.length)), \n", " scale_down(self.goal, 0, max(self.height - 1, self.length - 1)))), r, done\n", @@ -272,7 +272,6 @@ " return self.return_action(0)\n", " \n", " def structure(self):\n", - " \n", " # last node's x\n", " x_range = self.ss.nodes_range('x')\n", " length = max(x_range)\n", @@ -288,6 +287,9 @@ " \n", " return abs(self.ss.get_node_displacements(middle_node_id)[\"uy\"])\n", " \n", + " def compute_reward(self):\n", + " return 1 / (self.structure() / (100 * max(self.ss.nodes_range('x'))**3 / (48 * self.ss.EI)))\n", + " \n", " def sample_action(self):\n", " return np.random.randint(0, 9) \n", " \n", @@ -297,17 +299,17 @@ " \n", "\n", " \n", - "# env = Environment(10, 8)\n", + "# env = Environment(7, 8)\n", "# env.reset()\n", - "# env.step(2)\n", - "# # env.step(8)\n", - "# # env.step(0)\n", + "# env.step(1)\n", + "# env.step(8)\n", + "# env.step(7)\n", "\n", - "# # env.step(8)\n", - "# print(env.view())\n", - "# print(env.location)\n", + "# # # env.step(8)\n", + "# # print(env.view())\n", + "# # print(env.location)\n", "\n", - "# int(env.state[np.split(env.location + np.array([ 1, 0]), 2)]) == 1\n" + "# # int(env.state[np.split(env.location + np.array([ 1, 0]), 2)]) == 1\n" ] }, { @@ -469,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": null, "metadata": { "scrolled": false }, @@ -478,14 +480,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.106507352776\n" + "0.171960320003 max 6\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAI4CAYAAACP/LOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XeYXXWh7vH3lz0JBEKVCCJIVBDFwkFzuXIQMiShl0gRhIMNBFRUbCCCShelqyASQThUQTqEJEDIhKNYCIogguBBpGg06gWkxtms+0cQEQllzU7WlM/neeZxMrOz9hufCZPv7LXXLlVVBQAAgJdnWNMDAAAABiIxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACghq4m7nSFFVaoxowZ08RdAwAAvKCbbrrpz1VVjX6x2zUSU2PGjMns2bObuGsAAIAXVEr53Uu5ndP8AAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADR2JqVLKsqWUC0spd5RSbi+lrNeJ4wIAAPRXXR06zteTTKuqaodSyogkS3TouAAAAP1Sn2OqlLJ0kg2TfDBJqqqal2ReX48LAADQn3XiNL/XJZmb5PRSys9LKaeWUpbswHEBAAD6rU7EVFeStyc5uaqqdZI8mmT/596olLJnKWV2KWX23LlzO3C3AAAAzelETN2f5P6qqn7y9K8vzPy4+hdVVU2uqmpsVVVjR48e3YG7BQAAaE6fY6qqqjlJ7iulrPn0hyYk+VVfjwsAANCfdepqfp9Ics7TV/K7O8mHOnRcAACAfqkjMVVV1c1JxnbiWAAAAANBR160FwAAYKgRUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUzBAnXfreVn6yKWzzFeXyXJfWy499/Q0PQn6rTv/cmeGHzY8P7j3B01PAWAQEVMwQL35lW/OHXvfkYf2fyif+r+fym6X7db0JOi3Drv+sIxbbVzTMwAYZLqaHgDU87YV3/bM+yOHj0xrWKvBNdB//fSBn2alJVdKq/g7AkBneWQKBrg/PfKnHDrr0By7ybFNT4F+6fDrD8/+79q/6RkADEJiCgawx+Y9lree/NZ8Yt1PZJs1t2l6DvQ7U+6ckrErj80rlnhF01MAGISc5gcDVO9TvXnjSW/MZqtvliMnHtn0HOiXbp5zc3ru6ckN992QW/90a+748x05f4fzs9qyqzU9DYBBoFRVtcjvdOzYsdXs2bMX+f3CYPLZqz+b4350XJZZbJkkyWuWeU1u+egtDa+C/uuDl34wH377h/Ou17yr6SkA9HOllJuqqhr7orcTUwAAAP/0UmPKc6YAAABq6EhMlVLuKaXcWkq5uZTiISfog1arlVLKv721Wi7rDM+20korPe/flZVWWqnpaQAMEZ28AMVGVVX9uYPHgyHpqaeeelkfh6Hqj3/848v6OAB0mtP8AAAAauhUTFVJri6l3FRK2fP5blBK2bOUMruUMnvu3LkdulsAAIBmdCqm1q+q6u1JNk+ydyllw+feoKqqyVVVja2qauzo0aM7dLcAAADN6EhMVVX1+6f/909JLkmybieOCwAA0F/1OaZKKUuWUpb6x/tJNknyy74eF4aqYcMW/Nfy17/+9SJcAv3biiuu+LI+DgCd1olHplZM8oNSyi+S/DTJlKqqpnXguDAktdvtVFWVcePGZdy4camqKrfeemtGjx6dcePG5fbbb296IvQLc+bM+be/K1VVZc6cOU1PA2CI6HNMVVV1d1VVaz/99uaqqo7oxDDgn97ylrekp6cnSdLd3Z3bbrut2UEAALg0OgwUa621Vnp6etJqtdLd3Z1bbrml6UkAAEOamIIB5I1vfGN6enoyYsSIjB8/PjfffHPTkwAAhiwxBQPMG97whsyaNSsjR47MhAkT8rOf/azpSQAAQ5KYggFo9dVXz6xZszJq1KhMmDAhs2fPbnoSAMCQI6ZggHrd616XWbNmZdlll83EiRPzk5/8pOlJAABDipiCAWzMmDHp6enJK17ximyyySb50Y9+1PQkAIAhQ0zBALfaaqulp6cnr3zlK7PJJpvkBz/4QdOTAACGBDEFg8Cqq66anp6erLzyytlss81y/fXXNz0JAGDQE1MwSLz61a9OT09PVl111Wy++ebPvMgvAAALh5iCQeRVr3pVZs6cmTFjxmSLLbbIjBkzmp4EADBoiSkYZFZaaaXMnDkzr3/967PVVlvl6quvbnoSAMCgJKZgEHrlK1+Z6667Lm94wxuyzTbbZNq0aU1PAgAYdMQUDFKjR4/Oddddlze96U2ZNGlSpkyZ0vQkAIBBRUzBIPaKV7wiM2bMyFvf+tZsu+22ufzyy5ueBAAwaIgpGOSWX375XHPNNfmP//iP7LDDDrnkkkuangQAMCiIKRgClltuuVxzzTV5xzvekR133DEXXnhh05MAAAY8MQVDxDLLLJPp06dn3XXXzXvf+96cf/75TU8CABjQxBQMIUsvvXSmTZuW9dZbL7vsskvOPffcpicBAAxYYgqGmKWWWipTp07NBhtskPe9730566yzmp4EADAgiSkYgkaNGpUpU6aku7s7H/jAB3LGGWc0PQkAYMARUzBELbnkkrniiisyYcKE7LbbbjnttNOangQAMKCIKRjCllhiiVx++eXZZJNN8uEPfziTJ09uehIAwIAhpmCIGzlyZC699NJsscUW2WuvvfKtb32r6UkAAAOCmAKy+OKL5+KLL87WW2+dvffeO9/85jebngQA0O+JKSBJsthii+XCCy/MpEmT8slPfjLHH39805MAAPo1MQU8Y8SIEfn+97+f7bffPp/5zGdyzDHHND0JAKDfElPAvxg+fHjOO++8vOc978m+++6br33ta01PAgDol7qaHgD0P8OHD8+5556bVquV/fffP729vTnwwAObngUA0K+IKeB5dXV15ayzzkpXV1e++MUvpre3NwcddFDTswAA+g0xBSxQV1dXzjjjjLRarRx88MFpt9s55JBDUkppehoAQOPEFPCCWq1WTjvttLRarRx22GFpt9s5/PDDBRUAMOSJKeBFtVqtfOc730mr1cpXvvKV9Pb25qtf/aqgAgCGNDEFvCTDhg3Lt7/97XR1deWoo45Kb29vjjnmGEEFAAxZYgp4yYYNG5aTTjoprVYrxx13XNrtdo4//nhBBQAMSWIKeFlKKfnGN76RVquVr3/96+nt7c03v/lNQQUADDliCnjZSik5/vjj09XVlWOPPTbtdjsnnXRShg3zOuAAwNAhpoBaSik5+uij02q1ctRRR6Xdbufb3/62oAIAhgwxBdRWSslXv/rVdHV1PXOVv39c9Q8AYLATU0CflFJy+OGHp6urK4ceemja7Xa++93vCioAYNATU0CflVJyyCGHpNVq5aCDDkq73c4ZZ5yRri7/iQEABi//0gE65stf/nJarVa++MUvpt1u56yzzhJUAMCg5V85QEcdeOCB6erqyv777592u51zzjknw4cPb3oWAEDHiSmg4z7/+c+n1Wpl3333TbvdznnnnZcRI0Y0PQsAoKNcwxhYKD73uc/l+OOPz8UXX5wdd9wx8+bNa3oSAEBHiSlgofnUpz6Vb3zjG7nsssuy/fbb58knn2x6EgBAx4gpYKH6xCc+kZNOOilXXnlltttuuzzxxBNNTwIA6AgxBSx0H/vYx3LKKafkqquuyrvf/e48/vjjTU8CAOgzMQUsEnvuuWdOPfXUXH311dlmm23y2GOPNT0JAKBPxBSwyOy+++757ne/mxkzZmTrrbfOo48+2vQkAIDaxBSwSH3wgx/MmWeemZ6enmy55ZZ55JFHmp4EAFCLmAIWuV133TVnnXVW/ud//iebb755/va3vzU9CQDgZRNTQCN22WWXnHvuufnRj36UzTbbLA8//HDTkwAAXhYxBTRmp512yvnnn5+f/vSn2WSTTfLQQw81PQkA4CUTU0Cjtt9++1xwwQW56aabsvHGG+fBBx9sehIAwEsipoDGbbvttrnoooty8803Z+LEifnrX//a9CQAgBclpoB+YZtttskll1ySW2+9NRMmTMhf/vKXpicBALwgMQX0G1tuuWUuu+yy3H777Rk/fnzmzp3b9CQAgAXqWEyVUlqllJ+XUq7s1DGBoWezzTbL5ZdfnjvvvDPjx4/Pn/70p6YnAQA8r04+MrVPkts7eDxgiNpkk01y5ZVX5n//93+z0UYbZc6cOU1PAgD4Nx2JqVLKKkm2THJqJ44HMGHChFx11VW55557stFGG+UPf/hD05MAAP5Fpx6ZOiHJfkme6tDxANLd3Z1p06blvvvuS3d3dx544IGmJwEAPKPPMVVK2SrJn6qquulFbrdnKWV2KWW2J5UDL9UGG2yQ6dOn5/e//33GjRuX++67r+lJAABJOvPI1PpJtiml3JPke0nGl1LOfu6NqqqaXFXV2Kqqxo4ePboDdwsMFeuvv36uvvrqzJ07N93d3bn33nubngQA0PeYqqrqC1VVrVJV1Zgk701yXVVVu/Z5GcCzrLfeernmmmvyl7/8JePGjcs999zT9CQAYIjzOlPAgLHuuuvm2muvzYMPPphx48bl7rvvbnoSADCEdTSmqqrqqapqq04eE+DZxo4dmxkzZuSRRx7JuHHj8pvf/KbpSQDAEOWRKWDAefvb357rrrsujz/+eLq7u3PnnXc2PQkAGILEFDAgrb322pk5c2bmzZuX7u7u3HHHHU1PAgCGGDEFDFhvfetbM3PmzLTb7XR3d+dXv/pV05MAgCFETAED2pvf/Ob09PSklJLu7u788pe/bHoSADBEiClgwHvTm96Unp6edHV1ZaONNsott9zS9CQAYAgQU8CgsOaaa2bWrFlZbLHFstFGG+XnP/9505MAgEFOTAGDxhprrJFZs2ZlySWXzIQJE3LTTTc1PQkAGMTEFDCovP71r8+sWbOy9NJLZ+LEibnxxhubngQADFJiChh0Xvva16anpyfLLbdcJk6cmB//+MdNTwIABiExBQxKY8aMSU9PT1ZYYYVssskmueGGG5qeBAAMMmIKGLRe85rXZNasWVlxxRWz6aab5gc/+EHTkwCAQURMAYPaKqusklmzZmXllVfOZpttllmzZjU9CQAYJMQUMOitvPLK6enpyaqrrpotttgiM2fObHoSADAIiClgSHjVq16Vnp6ejBkzJltuuWWuvfbapicBAAOcmAKGjBVXXDEzZ87M6quvnq233jrTp09vehIAMICJKWBIeeUrX5nrrrsua665ZiZNmpSpU6c2PQkAGKDEFDDkrLDCCpkxY0bWWmutvPvd786VV17ZmQP//OfJ+usnG26YjB+f3H13Z44LAPRLYgoYkl7xildkxowZedvb3pbtttsul112Wd8P+qpXJdOmJddfn3zuc8lBB/X9mABAvyWmgCFrueWWyzXXXJN11lknO+ywQy6++OK+HXCllZKllpr//ogRSVdX30cCAP2WmAKGtGWXXTZXX311xo4dmx133DHf//73+37QRx9NDjww2Xffvh8LAOi3xBQw5C2zzDKZPn163vnOd2bnnXfO9773vfoH+/vfk512Sr7whWSttTo3EgDod8QUQJKll146U6dOzX/+53/mv/7rv3LOOee8/IM89VSy667Ju989/w0AGNTEFDRt002T0aOTww9vesmQt9RSS2Xq1KnZcMMN8/73vz9nnnnmyzvAxRcnU6YkZ5+ddHcnn/jEQtk5JD38cPKf/zn//9d1101mzGh6EQDEs6Ohaaedllx7bXL//U0vIcmSSy6ZKVOmZJtttskHP/jBtNvtfOhDH3ppv3mHHea/0XmjRs2/SmJX1/xLzu+0U3LjjU2vAmCI88gUNG2VVZpewHMsscQSueKKKzJx4sTstttuOfXUU5uexLBh/7w64sMPJ297W7N7ACBiCuB5jRw5Mpdddlk222yz7LHHHjnllFOansQDDyTveleyySbJtts2vQYAxBTAgowcOTKXXHJJttxyy3zkIx/JSSed1PSkoe3Vr05+8IPkpz9NPv7xptcAgJgCeCGLL754Lrroomy99db5+Mc/nm984xtNTxqannzyn+8vvfQ/XxwZABrkAhTQtD32SG64Yf4/FmfPTi69tOlFPMdiiy2WCy+8MDvttFP22WeftNvtfPrTn2561tDyy18mn/500mrNfy2vE05oehEAiClo3He+0/QCXoIRI0bkggsuyM4775zPfOYz6e3tzb777tv0rKHjHe+YfzU/AOhHnOYH8BINHz485513Xnbcccfst99+OfLII5ueBAA0yCNTAC/D8OHDc84556TVauWAAw5Iu93OF7/4xaZnAQANEFMAL1NXV1fOOuusdHV15Utf+lJ6e3tz0EEHpZTS9DQAYBESUwA1tFqtnH766Wm1WjnkkEPSbrdz6KGHCioAGELEFEBNrVYrp512WlqtVg4//PC02+0cccQRggoAhggxBdAHw4YNy+TJk9NqtXLkkUemt7c3X/va1wQVAAwBYgqgj4YNG5aTTz45XV1dOfroo9Pb25tjjz1WUAHAICemADpg2LBhOfHEE9NqtXL88cen3W7nhBNOEFQAMIiJKYAOKaXk61//elqtVk444YT09vbmm9/8ZoYN85J+ADAYiSmADiql5LjjjktXV1eOOeaYtNvtfOtb3xJUADAIiSmADiul5KijjkpXV1e++tWvpt1u55RTThFUADDIiCmAhaCUkq985StptVo54ogj0tvbm1NPPTWtVqvpaQBAh4gpgIWklJLDDjssXV1dz7yw7z9e6BcAGPjEFMBCVErJwQcfnFarlS9/+ctpt9v57//+73R1+c8vAAx0vpsDLAJf+tKX0mq1cuCBB6bdbufss88WVAAwwPlODrCIHHDAAenq6srnP//5tNvtnHvuuRk+fHjTswCAmsQUwCK03377paurK5/97GfTbrfzve99LyNGjGh6FgBQg+v0Aixin/nMZ3LCCSfkkksuyXve8548+eSTTU8CAGoQUwAN2GeffXLiiSfm8ssvz/bbb58nnnii6UkAwMskpgAasvfee+fkk0/OlClTsu222woqABhgxBRAgz7ykY9k8uTJmTZtWiZNmpTHH3+86UkAwEskpgAatscee+S0007LNddck6233jqPPfZY05MAgJdATAH0A7vttltOP/30XHfdddlyyy3z6KOPNj0JAHgRYgqgn/jABz6QM888M9dff3222GKLPPLII01PAgBegJgC6Ed23XXXnHPOOfnhD3+YzTbbLH/729+angQALICYAuhn3vve9+a8887Lj3/842y66aZ56KGHmp4EADwPMQXQD73nPe/J+eefnxtvvDGbbrppHnzwwaYnAQDPIaYA+qntt98+F154YX72s59l4403zv/7f/+v6UkAwLP0OaZKKYuXUn5aSvlFKeW2UsohnRgGQDJp0qRcdNFFueWWWzJx4sT89a9/bXoSAPC0Tjwy9WSS8VVVrZ3kP5JsVkp5ZweOC0CSrbfeOpdcckluu+22TJgwIX/+85+bngQApAMxVc33j+v3Dn/6rerrcQH4py222CKXXXZZbr/99owfPz5z585tehIADHkdec5UKaVVSrk5yZ+SXFNV1U86cVwA/mnTTTfNlVdembvuuisbbbRR/vjHPzY9CQCGtI7EVFVV7aqq/iPJKknWLaW85bm3KaXsWUqZXUqZ7SeqAPVMnDgxU6ZMyd13352NNtooc+bMaXoSAAxZHb2aX1VVDybpSbLZ83xuclVVY6uqGjt69OhO3i3AkDJ+/PhMnTo19957b7q7u/P73/++6UkAMCR14mp+o0spyz79/sgkE5Pc0dfjArBg48aNy9SpU/PAAw+ku7s7DzzwQNOTAGDI6cQjU69KMrOUckuSGzP/OVNXduC4ALyADTbYINOmTcucOXMybty43HfffU1PAoAhpRNX87ulqqp1qqp6W1VVb6mq6tBODAPgxa2//vq5+uqrM3fu3IwbNy6/+93vmp4EAENGR58zBcCi9853vjPXXHNN/vrXv2bcuHH57W9/2/QkABgSxBTAILDuuutmxowZefjhh9Pd3Z3//d//bXoSAAx6YgpgkHjHO96RGTNm5JFHHkl3d3fuuuuupicBwKAmpgAGkXXWWSfXXXddnnjiiXR3d+fXv/5105MAYNASUwCDzNprr52ZM2fm73//e7q7u3PHHV6tAgAWBjEFMAi95S1vSU9PT6qqSnd3d2677bamJwHAoCOmAAaptdZaKz09PRk2bFg22mij3HrrrU1PAoBBRUwBDGJvfOMb09PTk+HDh2f8+PH5xS9+0fSkheaee+7Jcsstl+7u7nR3d+foo49+wdvfcMMNeetb35rFF188999//78cZ/z48Vl//fXzla985ZmPT5s2Leutt17WW2+9TJ8+faH9OQAYOLqaHgDAwvWGN7whs2bNykYbbZTx48fn2muvzTrrrNP0rIXiHe94R6699tqXdNs3v/nN+dGPfpStttrqXz6+//7755BDDskGG2yQiRMnZrvttssaa6yR/fbbL9dff32SZMMNN8zEiRPTarU6/mcAYODwyBTAELD66qtn1qxZGTVqVMaPH5+bbrqp6UmNW2aZZTJq1Kh/+/jNN9+cDTbYIEmy5ZZb5vrrr89dd92V1772tVl22WWz7LLL5rWvfa3X8gLAI1MAQ8XrXve6zJo1K93d3ZkwYUKuvvrqrLvuuk3P6qibbrop3d3dSZJDDjkkxx13XB566KF/uc26666bo446aoHHeOqpp555f9lll82cOXPy17/+Ncstt9y/fPwvf/lLZ8cDMOCIKYAhZMyYMc+c8rfxxhtn+vTpeec739n0rI557ml+48aNe9nHGDbsnydtPPTQQ1l++eWz/PLL58EHH/y3jwMwtDnND2CIWW211TJr1qyMHj06m2yySX74wx82PalPqmrB38omTZr0zAUp/vG23377veDx1l577dxwww1JkqlTp2bDDTfMGmuskd/+9rd5+OGH8/DDD+e3v/1tVl999Y7+OQAYeDwyBTAErbrqqs88QrXppptm6tSpzzxPaKD58Y+/nze84Zjn/dxll122wN9355135mMf+1h+8YtfZOedd84uu+ySj370oznyyCOz++67Z968edl8883zpje9KUly5JFHZtNNN33mfRefAKBUVbXI73Ts2LHV7NmzF/n9wkDyj+d99PT0NLqDwe33v/99xo8fn/vuuy9Tpkx55utuICklGTPmtPz2t7s3PQWAQaKUclNVVWNf7HZO8wMYwlZeeeX09PRktdVWyxZbbJEZM2Y0PQkABgwxBTDErbTSSunp6cnrXve6bLXVVrnmmmuangQAA4KYAiCvfOUrM3PmzKyxxhrZeuutM23atKYnAUC/J6YASJKMHj061113Xd70pjdl0qRJueqqq5qeBAD9mpgC4BkrrLBCZsyYkbe85S1597vfnSuuuKLpSQDQb4kpAP7F8ssvn2uvvTZrr712tt9++1x66aVNTwKAfklMAfBvlltuuVxzzTV5+9vfnve85z256KKLmp4EAP2OmALgeS277LK5+uqr83/+z//JTjvtlAsuuKDpSQDQr4gpABZo6aWXzvTp07Peeutll112yXnnndf0JADoN8QUAC9oqaWWytSpU7P++utn1113zdlnn930JADoF8QUAC9q1KhRueqqqzJu3Li8//3vz3//9383PQkAGiemAHhJllxyyVx55ZWZMGFCPvShD+W73/1u05MAoFFiCoCXbIkllsjll1+ejTfeOLvvvnsmT57c9CQAaIyYAuBlGTlyZC677LJsvvnm2WuvvXLyySc3PQkAGiGmAHjZFl988VxyySXZcsst87GPfSwnnnhi05MAYJETUwDUsthii+Wiiy7KpEmT8olPfCInnHBC05MAYJESUwDUtthii+WCCy7Itttum09/+tM59thjm54EAIuMmAKgT0aMGJHzzz8/O+ywQz73uc/lqKOOanoSACwSXU0PAGDgGz58eM4777x0dXXl85//fHp7e3PAAQc0PQsAFioxBUBHdHV15ayzzsqwYcNy4IEHpre3N1/+8pebngUAC42YAqBjurq6cuaZZ6bVauWggw5Ku93OwQcfnFJK09MAoOPEFAAd1Wq1cvrpp6erqyuHHnpo2u12DjvsMEEFwKAjpgDouFarlVNPPTWtVitHHHFEent7c+SRRwoqAAYVMQXAQjFs2LCccsopabVa+drXvpZ2u52jjjpKUAEwaIgpABaaYcOG5eSTT05XV1eOOeaY9Pb25rjjjhNUAAwKYgqAhaqUkm9+85tptVo54YQT0m638/Wvf11QATDgiSkAFrpSSk444YS0Wq0cf/zx6e3tzYknnphhw7x2PAADl5gCYJEopeTYY49NV1dXjj766LTb7Zx88smCCoABS0wBsMiUUvK1r30tXV1dOfLII9NutzN58mRBBcCAJKYAWKRKKTniiCPS1dWVww47LO12+5nLqAPAQCKmAFjkSik59NBD02q1cvDBB6e3tzdnnHGGoAJgQBFTADTmoIMOSqvVype+9KU2gtbgAAATR0lEQVS02+2ceeaZ6eryrQmAgcF3LAAa9cUvfjFdXV35whe+kHa7nbPPPjvDhw9vehaddOedyZvfnMycmbzrXU2vAegYMQVA4/bff/+0Wq3st99+abfbOe+88wTVYHLYYcm4cU2vAOg4l0+CAWrTszfN6KNH5/DrD296CnTEvvvum+OOOy4XXXRRdtxxx8ybN68jx7197u1pHdpK16FdaR3ayp5X7NmR4/IS/fSnyUorJaus0vQSXsTII0am+4zudJ/RndN+dlrTc2BA8MgUDFCnbXNarr372tz/8P1NT4GO+fSnP51Wq5V99tknO+ywQ77//e9nscUW69MxX7/86/PQ/g9l1IhROffWc/O+S96XyVtP7tBiXtThhyenn5589rNNL+FFvHqpV6fngz1Nz4ABxSNTMECtsrSf8jI4ffKTn8yJJ56YK664Itttt12eeOKJPh1vRGtERo0YlSS576H7Mmr4qE7M5KWYMiUZOzZ5xSuaXsJLMOeRORl3xrhsd/52uefBe5qeAwOCR6YA6Hf23nvvdHV15SMf+Ui23XbbXHzxxRk5cuQzn583L3nssX/evt0emQcfTFqtZKml/v14V911VbY5b5u0q3Z2evNOi+BPQJLk5puTnp7khhuSW29N7rgjOf/8ZLXVml7G87jnU/dkhSVWyPTfTM/ul++eGe+f0fQk6Pc8MgVAv7TXXnvlO9/5TqZPn55JkyblsWfV00f3eCSvWmlexqz6eJLkvvt2yZhVH8/yyz+Ve+/992NtscYW6f1yby7Y4YKcf9v5i+qPwIEHJtddl0yblmy8cXLMMUKqH1thiRWSJJuuvml+9+DvGl4DA4NHpgDotz784Q+n1Wpl9913z9Zbb50rrrgiSyyxRN62zhJ58p5Lc/Ze2z9z29sfeGPGH31TVl55iX85xtxH5mb0qNFJktct97qUlEX6Z+BpZ5zR9AJewCPzHsnIrpFpDWvllj/e8kxYAS9MTMEAtcfle+SG+2/Ik71PZvbvZ+fS917a9CRYKD70oQ+lq6srH/zgB7PlllvmiiuuyH/tOioHfWnzPPTY0llmiYeTJGf8zx55//tbee5r/n77pm/nkFmHpJSSqqry4bd/uIE/BfRvv5r7q+x15V5ZasRSKaXklK1OaXoSDAilqqpFfqdjx46tZs+evcjvFwaS7u7uJElPT0+jO6C/OPfcc/O+970v66+/fqZMmZIP7ZpsMvqz2XP8d9LbbmXVT/85M3+wbN74xqaXAjDQlVJuqqpq7IvdznOmABgQdtlll5x77rm54YYbsvnmm2enXVv57g/3SZJM+8VmGTNmmJACYJHq82l+pZRVk5yZZKUkTyWZXFXV1/t6XBiqVlpppfzxj3985telzH9+x4orrpg5c+Y0NQv6hZ122imtVis777xzdtxx6YwccW9uf+CN+ebVH8qPb/1sSjk1SdLEWRfQXz33+8o/+L4Cfdfn0/xKKa9K8qqqqn5WSlkqyU1J3l1V1a8W9Huc5gcL9o94ej7+gQjzXXLJJdluu+0yvHVkdnznirnwJ9vmyd7XJPlbEn9X4Nl8X4GX76We5tfnR6aqqvpDkj88/f7fSim3J3l1kgXGFAD0xbbbbpsk+Xv79Jzzw19n5Iiz8o+QSv75nEMAWJg6+pypUsqYJOsk+cnzfG7PUsrsUsrsuXPndvJuYVCaluSTTY+Afu/OLD78K3l8nrPL4YUsk+QXSbob3gGDTceu5ldKGZVkVpIjqqq6+IVu6zQ/WLBSSv4ryeQkVZI18vRDv3E6BjybU5fgpSml5FtJPpzk/sz/vtJ++nP+rsDzW6RX8yulDE9yUZJzXiykgBc2Ksk3kiyR+efh+nk7AH2xVpIPJBmeZHSSvZudA4NKn2OqzP/R4GlJbq+q6ri+T4Kh7eiRI7P40+8vlmSLJOtl/lWXAOBlqaqcOXx4Fnv6l6OSHJFkhfi+Ap3QiUem1k/yviTjSyk3P/22RQeOC0PPXXflI1WVJZ71oSWT3LDmmpnzwANNrYJ+qaqqBb4BT7vkkrxjxIi0nvWhUSNGZO773++y6NABfY6pqqp+UFVVqarqbVVV/cfTb1d1YhwMOXvumfz97//+8fvvT047bdHvAWDgevzx5KMfTR599F8/Pm9e8v3vJz/7WTO7YBDp6NX8gD646qrkxhuTdvvfP/foo8m++yYPPrjodwEwMB15ZPLII8//uSeeSHbbLfFILvSJmIL+YN68ZI89/v2nh8+9zQEHLLpNAAxc996bHHNM8thjz//5qkp+85vkvPMW7S4YZMQU9AfHHps89NAL3+aJJ5Izzkh+5fWwAXgRe+/9/KeNP9ujjyYf//iCH70CXpSYgqb94Q/J4Ye/8KNS//Dkk8nuuzstA4AF6+lJrrsu6e198ds+8URy8MELexEMWmIKmrbPPi/tG16SPPVUcuutyaWXLtxNAAxMvb3zf+i2oNP7nuvxx5NvfWv+KX/AyyamoEk/+lFy5ZXznw/1Uj36aPKRj8z/BggAz3byyckf//jyfs+8ecleey2cPTDIiSloylNPzb+SUp0oeuSR+VdpAoB/+POf51+o6KWcNv5s7Xbyk58kU6cunF0wiIkpaMpppyX33Vfv9z722PyrNN17b2c3ATBw7bvvi190YkEefXT+VWVfzpkSgJiCRjz4YPK5z738nx4+29//Pv9qTQDw858n558//0JFdT34YHLccZ3bBEOAmIImHHBA33/619s7/2pNPT0dmQTAAFVV808bf+KJvh3n0UeTww6bf5VZ4CURU7Co/epX818vqq/f9JL5p/vtvvtLvxogAIPP976X3HVXZ142o7c3+dSn+n4cGCLEFCxKVZV8+MN9Ow3juebMSb797c4dD4CB49FH55/y3ZfTxp9t3rzk8svnX5ACeFFdTQ+AIeXJJ5Pf/S4ZMaJzx3zqqeSGG+a/ij0AQ8v9988PoMUX7+xxb7wx+b//t7PHhEFITMGitPjiyQMPNL0CgMFizTXnv1wG0Ain+QEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1dCSmSinfLaX8qZTyy04cDwAAoL/r1CNTZyTZrEPHAgAA6Pc6ElNVVV2f5K+dOBYAAMBA4DlTAAAANSyymCql7FlKmV1KmT137txFdbcAAAALxSKLqaqqJldVNbaqqrGjR49eVHcLAACwUDjNDwAAoIZOXRr9vCQ/SrJmKeX+UsrunTguAABAf9XViYNUVbVzJ44DAAAwUDjNDwAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQQ0diqpSyWSnl16WU35RS9u/EMQEAAPqzPsdUKaWV5KQkmydZK8nOpZS1+npcAACA/qwTj0ytm+Q3VVXdXVXVvCTfSzKpA8cFAADotzoRU69Oct+zfn3/0x8DAAAYtDoRU+V5Plb9241K2bOUMruUMnvu3LkduFsAAIDmdCKm7k+y6rN+vUqS3z/3RlVVTa6qamxVVWNHjx7dgbsFAABoTidi6sYka5RSXltKGZHkvUku78BxAQAA+q2uvh6gqqreUsrHk0xP0kry3aqqbuvzMgAAgH6szzGVJFVVXZXkqk4cCwAAYCDoyIv2AgAADDViCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACghj7FVCnlPaWU20opT5VSxnZqFAAAQH/X10emfplkuyTXd2ALAADAgNHVl99cVdXtSVJK6cwaAACAAWKRPWeqlLJnKWV2KWX23LlzF9XdAgAALBQv+shUKeXaJCs9z6cOrKrqspd6R1VVTU4yOUnGjh1bveSFAAAA/dCLxlRVVRMXxRAAAICBxKXRAQAAaujrpdG3LaXcn2S9JFNKKdM7MwsAAKB/6+vV/C5JckmHtgAAAAwYTvMDAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1lKqqFv2dljI3ye8W+R33Xysk+XPTI+iXfG2wIL42WBBfG7wQXx8siK+Nf7VaVVWjX+xGjcQU/6qUMruqqrFN76D/8bXBgvjaYEF8bfBCfH2wIL426nGaHwAAQA1iCgAAoAYx1T9MbnoA/ZavDRbE1wYL4muDF+LrgwXxtVGD50wBAADU4JEpAACAGsRUP1BKObqUckcp5ZZSyiWllGWb3kSzSimblVJ+XUr5TSll/6b30H+UUlYtpcwspdxeSrmtlLJP05voX0oprVLKz0spVza9hf6jlLJsKeXCp/+9cXspZb2mN9E/lFI+/fT3k1+WUs4rpSze9KaBREz1D9ckeUtVVW9LcmeSLzS8hwaVUlpJTkqyeZK1kuxcSlmr2VX0I71JPltV1ZuSvDPJ3r4+eI59ktze9Aj6na8nmVZV1RuTrB1fIyQppbw6ySeTjK2q6i1JWkne2+yqgUVM9QNVVV1dVVXv07/8cZJVmtxD49ZN8puqqu6uqmpeku8lmdTwJvqJqqr+UFXVz55+/2+Z/w+iVze7iv6ilLJKki2TnNr0FvqPUsrSSTZMclqSVFU1r6qqB5tdRT/SlWRkKaUryRJJft/wngFFTPU/uyWZ2vQIGvXqJPc969f3xz+WeR6llDFJ1knyk2aX0I+ckGS/JE81PYR+5XVJ5iY5/elTQE8tpSzZ9CiaV1XVA0mOSXJvkj8keaiqqqubXTWwiKlFpJRy7dPnoj73bdKzbnNg5p/Cc05zS+kHyvN8zGU3+RellFFJLkryqaqqHm56D80rpWyV5E9VVd3U9Bb6na4kb09yclVV6yR5NInn45JSynKZf/bLa5OsnGTJUsquza4aWLqaHjBUVFU18YU+X0r5QJKtkkyoXK9+qLs/yarP+vUq8ZA7z1JKGZ75IXVOVVUXN72HfmP9JNuUUrZIsniSpUspZ1dV5R9G3J/k/qqq/vEo9oURU8w3Mclvq6qamySllIuT/GeSsxtdNYB4ZKofKKVsluTzSbapquqxpvfQuBuTrFFKeW0pZUTmPxH08oY30U+UUkrmP+/h9qqqjmt6D/1HVVVfqKpqlaqqxmT+fzeuE1IkSVVVc5LcV0pZ8+kPTUjyqwYn0X/cm+SdpZQlnv7+MiEuTvKyeGSqfzgxyWJJrpn/dZwfV1X1kWYn0ZSqqnpLKR9PMj3zr6rz3aqqbmt4Fv3H+knel+TWUsrNT3/sgKqqrmpwE9D/fSLJOU//kO7uJB9qeA/9QFVVPymlXJjkZ5n/VJOfJ5nc7KqBpTijDAAA4OVzmh8AAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBr+P7yACubssKPlAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAI4CAYAAACP/LOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XdY1XX/x/HXR1w5ykrTtGGZ7R1NfwXngHuv3Kk5cmaZldat5igrTVMzs5xp5t6KIuPgXVaGpQ0r07TS1Mi9Qfj+/jC9HYD45cDnAM/HdXndBsfDqz/U+xnwPsZxHAEAAAAALk4+2wMAAAAAICcipgAAAADABWIKAAAAAFwgpgAAAADABWIKAAAAAFwgpgAAAADABWIKAAAAAFwgpgAAAADABWIKAAAAAFzIb+ODlixZ0ilfvryNDw0AAAAA6Vq7du0/juOUutDjrMRU+fLlFR8fb+NDAwAAAEC6jDG/Z+RxfJkfAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC8QUAAAAALhATAEAAACAC36JKWNMCWPMHGPMz8aYn4wxj/rjeQEAAAAgUOX30/OMlLTccZxGxpiCkor46XkBAAAAICBlOqaMMZdKekJSG0lyHCdRUmJmnxcAAAAAApk/vszvRkkJkiYZY741xow3xhT1w/MCAAAAQMDyR0zll3S/pLGO49wn6bCk3uc+yBjT0RgTb4yJT0hI8MOHBQAAAAB7/BFT2yRtcxznq3//eY5OxtVZHMf50HGcYMdxgkuVKuWHDwsAAAAA9mQ6phzH2SnpT2PMLf++KUzShsw+LwAAAAAEMn9d8+su6ZN/L/n9Jqmtn54XAAAAAAKSX2LKcZx1koL98VwAAAAAkBP45UV7AQAAACCvIaYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAALnC1q1bdfnllys0NFShoaEaOnRouo9fvXq17rrrLhUuXFjbtm0763m8Xq8qVaqkN9544/Tbly9frkcffVSPPvqoVqxYkWX/HgCAnMMvL9oLAEAgeOCBBxQVFZWhx95xxx364osvVKtWrbPe3rt3bw0YMECPP/64wsPD1aBBA1WsWFEvvfSSVq1aJUl64oknFB4erqCgIL//OwAAcg5iCgCQJ1122WWpvn3dunV6/PHHJUk1a9Y8HVA33HCDSpQocfrnmzdv1s0335w9YwEAAYmYAgDkGmvXrlVoaKgkacCAARo+fLj2799/1mMeeughvf3222k+R0pKyumflyhRQjt37tSePXt0+eWXn/X23bt3+3c8ACDHIaYAALnGuV/mFxISctHPkS/f/76deP/+/briiit0xRVXaN++fee9HQCQtxFTAIAc7cQJKX8af5vVrVv3oj8zdc8992j16tV67LHHFBERoXfffVcVK1bUli1bdODAAUnSli1bdNNNN/nt3wEAkDMRUwCAHK1UKUeTJxvdc8/571u4cGGav27jxo3q0qWL1q9fr2bNmql58+bq3LmzhgwZonbt2ikxMVHVq1fXbbfdJkkaMmSIqlatevrnHJ8AABjHcbL9gwYHBzvx8fHZ/nEBALmPMdLAgVLfvraXAAByC2PMWsdxgi/0OF5nCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgAAAABcIKYAAAAAwAViCgCQa32741tVmlhJT0x6Qt4pXv229zfbk4CAtnH3RhUYVECf/fGZ7SlAjpDf9gAAALLK1cWv1vIWy1W8UHEt+3WZ+vv6a2r9qbZnAQFr0KpBCrk+xPYMIMcgpgAAuVaZYmVO/7xgUEHlz8dfe0Ba1mxfozJFyyjIBNmeAuQYfJkfACDHOXZM2rXr5A9J2rv35M9370798YcTD+vVmFf14mMvZt9IIIcZvGqwev9fb9szgByFmAIA5DhdOh5ShRuO6e7bDkiSRoyQ7r7tgMqUSdbvv5/92KTkJDWZ00R9/q+Pbi91u4W1QOBbunGpgssG68oiV9qeAuQofL0DACDHuf/BIjq2dZGmd6p/+m0/brtdVYavUblyRU+/LcVJUcv5LVXv1nqqd2s9G1OBHGHdznXybfVp9Z+r9f3f3+vnf37WzEYzdX2J621PAwKacRwn2z9ocHCwEx8fn+0fFwCQO+zZI91Y/qi2vFNWlxfdJ0nq9elIFbitk4a8XfD04+ZsmKM2C9oouGywJOmuq+7S6BqjrWwGcoo2C9qo/f3t9X/X/Z/tKYA1xpi1juMEX/BxxBQAICdq0vCQQi97UZ3DP1DSify69vl/tOqLy3TzzbaXAQByuozGFN8zBQDIkdp2KKZJq5+VJEWsr66bbjKEFAAgW/klpowxW40x3xtj1hlj+JQTACDLtW5dVj9uKa4ft92uUSue1udrnpcxRmXKlLnwLwbykDJlysgYc94Pfq8AmefPAxQex3H+8ePzAQCQpr//3qH8QVM0aH5vfbYxRFIrSdKuU/fSAUhK+/cEv1eAzOOaHwAgxzqRPFkzv/xVlxSYLOmQ5TUAgLzGX98z5UiKNMasNcZ0TO0BxpiOxph4Y0x8QkKCnz4sACBv26TCBfrraNJI20OAgHa5pJ8khdkeAuQyfrnmZ4wp6zjOX8aYqyStlNTdcZxVaT2ea34AgMwyxqT5PhuXaoFA5DiO8uXLp3GS2kr6S9JNkk6c8X4A58vWa36O4/z17//+LWm+pIf88bwAAKTmnXfesT0BCHiO4+jFF1/UnZJaSiog6UpJz9qdBeQqmY4pY0xRY0zxUz+XVEXSD5l9XgAAUvPWW2+pV69eKlSoUKrvL126dDYvAgKP4zh6/vnn9c4772iSMTr1u6WYpAGSSonfK4A/+OMzU6UlfWaMWS9pjaSljuMs98PzAgBwltdff129e/dW06ZNdejQITmOc96PnTt32p4JWOU4jp599lmNHDlSE2vU0ANFiijojPcXK1hQfzdvzu8VwA8yfc3PcZzfJN3jhy0AAKRp4MCB6t+/v1q0aKHJkycrf34O0gLnSklJUbdu3TR27Fi93L272nz6qczhw2c/KDFRmj9f+vpr6cEH7QwFcgl/XfMDACBLOI6jfv36qX///nrqqac0ZcoUQgpIRUpKijp16qSxY8fqpZde0pCiRWWOHEn9wUePSk8/LaWkZO9IIJchpgAAActxHP3nP//RoEGD1LZtW02cOFFBQUEX/oVAHpOSkqIOHTroo48+0iuvvKI3n3lGZuRIKa2YkqQtW6SpU7NvJJALEVMAgIDkOI769OmjN954Q+3bt9f48eMJKSAVycnJevrppzVx4kT17dtXgwcPlunSRUpKSv8XHj4sPfecdOBA9gwFciFiCgAQcE6ddH7rrbfUqVMnjRs3Tvny8VcWcK4TJ06odevWmjJligYMGKCBAwfKREdL//2vdOLEhZ/g+HGpb9+sHwrkUvzNBAAIKGeedO7atavef/99QgpIxYkTJ9SqVSt98sknGjx4sPr163fys1Ht26f/5X1nOnpU+ugj6ZdfsnYskEvxtxMAIGCcedK5R48eGj16tIwxtmcBAScpKUnNmzfXjBkzNGTIEL366qsn3zF6tPTPPxf3ZMePSx06SI7j/6FALkdMAQACQkpKirp27ar33ntPPXv21IgRIwgpIBWJiYlq2rSpZs+eraFDh6p3794n3/H331K/fie/F+pipKRI33wjLV3q/7FALkdMAQCsO/ek87BhwwgpIBWJiYl68sknNW/ePA0fPly9evX63zt79rzw0Ym0HD588rNTx4/7ZyiQRxBTAACrzjzp3KdPH7355puEFJCK48ePq1GjRlq4cKFGjRql559//n/vjI+X5s07+YK8bh04IA0dmvmhQB5CTAEArDn3pPPrr79OSAGpOHbsmBo0aKDFixdrzJgx6t69+//emZJy8gV4jx7N3Ac5ckQaMkTavj1zzwPkIcQUAMCK5ORktWnTRlOmTNFrr7128qQzIQWc5+jRo6pXr56WLVumcePGqUuXLmc/YNo06bff/PPBkpKkM0MNQLqIKQBAtjt10nnatGkaNGiQ+vfvb3sSEJCOHDmiunXrKjIyUuPHj1fHjh3PfsDBg1KPHhd/dCItSUnSsmXS55/75/mAXC6/7QEAgLwlKSlJLVq00OzZszVkyJD/XSIDcJbDhw+rTp06io2N1cSJE9WmTZvzH7Rz58n/LVbMvx98/XqpUiX/PieQCxFTAIBsk5SUpGbNmmnu3LkaOnTo2ZfIAJx26NAh1apVS//973/18ccfq2XLlqk/sGJFae/e7B0H4DRiCgCQLRITE9WkSRMtWLBAw4cPP/sSGYDTDh48qJo1a+rzzz/X1KlT1bx5c9uTAKSBmAIAZLnjx4+rcePGWrx4sUaNGnX2JTIApx04cEDVq1fXV199penTp6tJkya2JwFIBzEFAMhSx44dU8OGDbVs2TKNGTPm/EtkACRJ+/fvV7Vq1RQfH6+ZM2eqYcOGticBuABiCgCQZY4ePaoGDRpo+fLl+uCDD/TMM8/YngQEpH379qlKlSr69ttvNWvWLNWvX9/2JAAZQEwBALLEkSNHVK9ePUVFRWn8+PFq166d7UlAQNqzZ4+qVKmi7777TnPnzlWdOnVsTwKQQcQUAMDvMnTSGYB2796t8PBwbdiwQfPnz1fNmjVtTwJwEYgpAIBfHTp0SLVr19aqVas0ZcoUtWrVyvYkICAlJCQoPDxcv/zyixYuXKhq1arZngTgIhFTAAC/4aQzkDF///23wsLCtGnTJi1atEhVqlSxPQmAC8QUAMAvOOkMZMyuXbvk9Xq1ZcsWLVmyRGFhYbYnAXCJmAIAZNqZJ51nzJihRo0a2Z4EBKQdO3bI6/Xqjz/+0LJlyxQaGmp7EoBMIKYAAJnCSWcgY7Zv3y6v16vt27crIiJCTzzxhO1JADKJmAIAuMZJZyBjtm3bJo/Ho507d2rFihWqVKmS7UkA/ICYAgC4snv3blWuXFk//vgjJ52BdPzxxx/yeDxKSEhQZGSkHn30UduTAPgJMQUAuGhnnnResGCBqlevbnsSEJC2bt0qj8ejvXv3auXKlXr44YdtTwLgR8QUAOCicNIZyJjffvtNHo9HBw4cUFRUlIKDg21PAuBnxBQAIMM46QxkzKZNm+TxeHT48GFFR0fr/vvvtz0JQBYgpgAAGXLmSeelS5fK4/HYngQEpI0bN8rr9erYsWOKiYnRvffea3sSgCxCTAEALoiTzkDG/Pzzz/J6vTpx4oRiY2N111132Z4EIAsRUwCAdHHSGciYDRs2yOv1ynEcxcbG6o477rA9CUAWy2d7AAAgcP3xxx8KCQnRrl27FBkZSUgBafjhhx/k8XhkjJHP5yOkgDyCmAIApGrr1q0KCQnR7t27tXLlSl4bB0jDd999J4/Ho6CgIPl8Pt122222JwHIJsQUAOA8v/32m0JCQrRv3z5FRUXx2jhAGtatWyePx6NChQopLi5Ot9xyi+1JALIRMQUAOMumTZsUGhqqgwcPKjo6mtfGAdLwzTffyOv1qmjRooqLi1PFihVtTwKQzYgpAMBpGzduVGhoqI4cOaKYmBheGwdIw9dff62wsDBdeumliouLU4UKFWxPAmABMQUAkHTypHNoaKiOHz/Oa+MA6fjqq68UHh6uyy+/XD6fTzfccIPtSQAsIaYAANqwYYNCQ0OVnJys2NhY3X333bYnAQFp9erVqly5skqWLCmfz6fy5cvbngTAImIKAPK4c08633nnnbYnAQHps88+U9WqVVW6dGnFxcXpuuuusz0JgGXEFADkYZx0BjJm1apVqlatmsqWLau4uDhdc801ticBCADEFADkUevWrZPX6+WkM3ABsbGxql69uq699lr5fD6VLVvW9iQAAYKYAoA86NRJ5yJFinDSGUhHVFSUatasqfLly8vn8+nqq6+2PQlAACGmACCPOXXSuXjx4vL5fJx0BtIQGRmp2rVr66abblJsbKxKly5texKAAENMAUAe8tVXX6ly5coqUaKE4uLidOONN9qeBASkiIgI1alTR7fccotiYmJ01VVX2Z4EIAARUwCQR5w66XzllVcqLi6Ok85AGpYsWaJ69erp9ttvV3R0tEqWLGl7EoAARUwBQB7ASWcgYxYuXKgGDRro7rvvVnR0tK688krbkwAEMGIKAHK5M086+3w+TjoDaZg/f74aNWqk++67TytXrtTll19uexKAAEdMAUAudu5J53LlytmeBASk2bNnq3HjxgoODlZkZKRKlChhexKAHICYAoBcKjo6mpPOQAbMnDlTzZo10yOPPKIVK1bosssusz0JQA5BTAFALhQZGalatWqpQoUKnHQG0jF9+nQ1b95cjz32mCIiInTppZfangQgByGmACCXOfOkc2xsLCedgTR8/PHHatWqlZ544glFRESoePHiticByGGIKQDIRTjpDGTMpEmT1KZNG3k8Hi1dulRFixa1PQlADkRMAUAusWjRIjVo0EB33XWXoqKiOOkMpGH8+PFq166dwsPDtXjxYhUpUsT2JAA5FDEFALnA/Pnz1bBhQ913332KiorSFVdcYXsSEJDGjRunDh06qGrVqlq4cKEuueQS25MA5GDEFADkcHPmzOGkM5ABY8aMUadOnVSzZk3Nnz+fkAKQaX6LKWNMkDHmW2PMEn89JwAgfTNnzlTTpk318MMPc9IZSMeoUaPUrVs31a5dW3PnzlXhwoVtTwKQC/jzM1M9JP3kx+cDAKTjzJPOy5cv56QzkIYRI0aoR48eqlevnubMmaNChQrZngQgl/BLTBljrpFUU9J4fzwfACB9U6dO5aQzkAFDhw5Vz5491bBhQ82aNUsFCxa0PQlALuKvz0y9K+klSSl+ej4AQBomT56s1q1bKzQ0lJPOQDrefPNNvfTSS2rSpIk+/fRTFShQwPYkALlMpmPKGFNL0t+O46y9wOM6GmPijTHxCQkJmf2wAJAnjR8/Xk8//TQnnYELGDx4sPr06aPmzZtr2rRphBSALOGPz0xVklTHGLNV0gxJXmPMtHMf5DjOh47jBDuOE1yqVCk/fFgAyFvOPelMSAGpGzBggPr27atWrVrp448/Vv78+W1PApBLZTqmHMfp4zjONY7jlJfUVFKM4zgtM70MAHDa+++/r06dOqlGjRqcdAbS4DiO+vXrp9dee01t2rTRpEmTFBQUZHsWgFyM15kCgAA3atQode3aVbVr19a8efM46QykwnEcvfrqqxo0aJDatWunCRMmEFIAspxfP+/tOI5Pks+fzwkAedmIESPUs2dP1atXTzNnzuQSGZAKx3H08ssva+jQoerYsaPGjh2rfPn478UAsh5/0gBAgBo2bBgnnYELcBxHvXr10tChQ9WlSxdCCkC24k8bAAhAb775pl588UU9+eSTnHQG0uA4jp577jkNHz5c3bt313vvvUdIAchW/IkDAAHm1EnnZs2a6ZNPPiGkgFSkpKSoW7duGjVqlJ577jmNHDlSxhjbswDkMcQUAASQUyedW7ZsqalTp3LSGUhFSkqKunTpovfff1+9evXS8OHDCSkAVhBTABAAzjzp3Lp1a02ePJlLZEAqUlJS9Mwzz2jcuHHq3bu33n77bUIKgDX8J08AsOzUSechQ4aoXbt2+vDDD/m+DyAVycnJat++vSZPnnz6DDohBcAmYgoALOKkM5AxycnJatu2raZOnar+/furf//+hBQA64gpALDk1Enn4cOHq3PnzlwiA9Jw4sQJtW7dWtOnT9fAgQPVt29f25MAQBIxBQBWnDrpPGrUKHXv3p1LZEAaTpw4oZYtW2rmzJl6/fXX9corr9ieBACnEVMAkM0cx1H37t01ZsyY06+RQ0gB50tKSlLz5s01Z84cvfXWW3rppZdsTwKAsxBTAJCNUlJS1LVrV33wwQd64YUXNHToUEIKSEViYqKaNm2q+fPn65133lHPnj1tTwKA8xBTAJBNTp10Hj9+vF5++WUNGTKEkAJScfz4cT355JNatGiR3n33XfXo0cP2JABIFTEFANkgOTlZHTp00KRJkzjpDKTj+PHjatiwoZYuXar33ntPXbt2tT0JANJETAFAFktOTtbTTz+tjz/++PQL8xJSwPmOHTumBg0aKCIiQmPHjlWnTp1sTwKAdBFTAJCFzjzpPGDAAPXr18/2JCAgHT16VPXq1VNkZKQ+/PBDdejQwfYkALggYgoAssiJEyfUqlUrzZgxg5POQDqOHDmiOnXqKCYmRhMmTNDTTz9texIAZAivDgkA6alaVSpVSho8+KJ+2amTzjNmzNCbb75JSCF3O3BAeuwxKTRUeughKTo6w7/08OHDqlWrlmJiYjRp0iRCCkCOwmemACA9EyZIUVHStm0Z/iVnnnQeNmyYXnjhhSwcCASAYsWkVauk/Pml336TmjSRvv76gr/s0KFDqlmzpj777DN9/PHHatmyZTaMBQD/IaYAID3XXHNRD09MTNSTTz6phQsXasSIEXruueeyaBgQQPLlO/lDOvlZqrvvvuAvOXjwoKpXr64vv/xSn3zyiZo2bZrFIwHA/4gpAPCT48ePq1GjRlqyZIlGjx6tbt262Z4EZJ/t209+RmrjRmnixHQfeuDAAVWrVk1r1qzRp59+qsaNG2fTSADwL2IKAPzgzJPO77//vjp37mx7EpC9ypWTPvtM2rr15PdO1aqV6sP27dunatWqae3atZo1a5YaNGiQrTMBwJ+IKQDIpDNPOo8bN04dO3a0PQnIXsePS4UKnfz5pZdKxYun+rC9e/eqSpUqWr9+vebMmaO6detm40gA8D9iCgDS06GDtHr1yf+zGB8vLVhw1ruPHDmiunXrKjo6mpPOyLt++EF6/nkpKEhKSpLeffe8h+zZs0eVK1fWDz/8oHnz5qlWGp+5AoCcxDiOk+0fNDg42ImPj8/2jwsA/nT48GHVrl1bPp9PkyZNUuvWrW1PAgLSP//8o8qVK+unn37SvHnzVKNGDduTACBdxpi1juMEX+hxfGYKAFzgpDOQMQkJCQoLC9PGjRu1cOFCVa1a1fYkAPAbYgoALtLBgwdVo0YNrV69WtOmTVOzZs1sTwIC0q5duxQWFqbNmzdryZIlCg8Ptz0JAPyKmAKAi3DuSecnn3zS9iQgIO3cuVNer1dbt27V0qVL5fV6bU8CAL8jpgAgg/bv36+qVatq7dq1mjlzpho2bGh7EhCQ/vrrL3m9Xm3btk0REREKCQmxPQkAsgQxBQAZsHfvXlWtWlXr1q3T7NmzVa9ePduTgIC0fft2eTwe7dixQxEREXr88cdtTwKALENMAcAFnHnSee7cuapdu7btSUBA+vPPP+XxePT3339rxYoVeuyxx2xPAoAsRUwBQDp2796t8PBwbdiwQfPnz+ekM5CG33//XR6PR7t371ZkZKQeeeQR25MAIMsRUwCQhoSEBIWHh+uXX37RwoULVa1aNduTgIC0ZcsWeTwe7d+/X1FRUXrwwQdtTwKAbEFMAUAqzjzpvHjxYlWuXNn2JCAgbd68WV6vVwcPHlRUVJQeeOAB25MAINsQUwBwDk46AxmzadMmeTweHTlyRNHR0brvvvtsTwKAbEVMAcAZTp10/vPPPznpDKRj48aN8ng8SkxMVExMjO655x7bkwAg2xFTAPCvUyed//rrLy1fvpyTzkAafv75Z3k8HiUnJys2NlZ33nmn7UkAYAUxBQA6/6RzpUqVbE8CAtKGDRtOf+mrz+fT7bffbnkRANiTz/YAALDt999/V0hIiBISEhQZGUlIAWn44YcfFBoaqnz58hFSACBiCkAet2XLFoWEhGjPnj1auXIlr40DpGH9+vXyeDwqUKCAfD6fbr31VtuTAMA6YgpAnrV582aFhobqwIEDio6O1kMPPWR7EhCQvv32W3m9XhUuXFhxcXG6+eabbU8CgIBATAHIkzZt2qTQ0FAdOnRI0dHRvDYOkIa1a9fK6/WqWLFiiouL00033WR7EgAEDGIKQJ6zceNGhYSE6OjRo4qJieG1cYA0rFmzRmFhYbrssssUFxenG2+80fYkAAgoxBSAPOXnn39WSEiIkpKSFBsby2vjAGn48ssvVblyZV1xxRWKi4tT+fLlbU8CgIBDTAHIMzZs2KDQ0FClpKQoNjZWd911l+1JQEBavXq1qlSpolKlSikuLk7XX3+97UkAEJCIKQB5wqmTzsYY+Xw+3XHHHbYnAQHpv//9r6pWraoyZcooLi5O1157re1JABCwiCkAud65J51vu+0225OAgOTz+VStWjWVK1dOcXFxKleunO1JABDQiCkAudqpk86FChWSz+fTLbfcYnsSEJBiYmJUo0YNXX/99fL5fLr66qttTwKAgEdMAci11q5dq7CwMBUtWlRxcXGqWLGi7UlAQFq5cqVq1qypChUqyOfzqUyZMrYnAUCOQEwByJVOnXS+9NJLFRcXpwoVKtieBASk5cuXq3bt2rr55psVExOjq666yvYkAMgxiCkAuc65J51vuOEG25OAgLRs2TLVrVtXt912m6Kjo1WqVCnbkwAgRyGmAOQqZ5509vl8nHQG0rB48WLVr19fd955p6Kjo1WyZEnbkwAgxyERyfryAAAeaklEQVSmAOQaZ5509vl8uu6662xPAgLSggUL1LBhQ91zzz2KiorSFVdcYXsSAORIxBSAXCEuLk7Vq1dXuXLl5PP5dM0119ieBASkuXPnqnHjxrr//vsVGRmpyy+/3PYkAMixiCkAOV5MTIyqV6+u6667TrGxsSpbtqztSUBAmj17tpo0aaKHHnpIkZGRKlGihO1JAJCjEVMAcrRTJ51vvPFGxcbG8to4QBo+/fRTNWvWTI8++qiWL1+uSy+91PYkAMjxiCkAOdaKFStUu3ZtVaxYUbGxsSpdurTtSUBAmjZtmlq2bKlKlSopIiJCxYsXtz0JAHIFYgpAjnTqpPOtt96qmJgYTjoDaZgyZYqeeuophYSEaNmyZSpWrJjtSQCQaxBTAHKcUyed77jjDsXExHDSGUjDxIkT1bZtW4WFhWnJkiUqWrSo7UkAkKtkOqaMMYWNMWuMMeuNMT8aYwb4YxgApGbhwoVq2LCh7r77bk46A+n46KOP1K5dO1WuXFmLFi1SkSJFbE8CgFzHH5+ZOi7J6zjOPZLulVTNGPOIH54XAM4yb948NWrUSPfdd59WrlzJSWcgDR988IE6duyo6tWra+HChbrkkktsTwKAXCnTMeWcdOjffyzw7w8ns88LAGeaPXu2nnzyST344IOcdAbS8d5776lz586qVauW5s+fr8KFC9ueBAC5ll++Z8oYE2SMWSfpb0krHcf5yh/PCwCSNGPGDDVr1kyPPPKIVqxYocsuu8z2JCAgjRw5Ut27d1fdunU1Z84cFSpUyPYkAMjV/BJTjuMkO45zr6RrJD1kjLnz3McYYzoaY+KNMfEJCQn++LAA8oBPPvlELVq0UKVKlbR8+XJOOgNpGD58uJ577jk1aNBAs2bNIqQAIBv49Zqf4zj7JPkkVUvlfR86jhPsOE4wJ4wBZMSUKVPUqlUrTjoDF/D222/rhRdeUOPGjTVjxgwVLFjQ9iQAyBP8cc2vlDGmxL8/v0RSuKSfM/u8APK2UyedvV4vJ52BdLzxxht6+eWX1bRpU02fPl0FChSwPQkA8oz8fniOqyVNMcYE6WSczXIcZ4kfnhdAHvXRRx+pY8eOqlKlihYsWMAlMiANgwYNUr9+/dSiRQtNnjxZ+fP74691AEBGZfpPXcdxvpN0nx+2AIA++OADde7cWdWqVeMSGZAGx3H02muvaeDAgXrqqac0ceJEBQUF2Z4FAHmOX79nCgAyY8yYMercubNq1qypBQsWEFJAKhzHUd++fTVw4EC1bduWkAIAi4gpAAFh5MiR6tatm+rUqaO5c+dyiQxIheM4euWVV/T666+rffv2Gj9+PCEFABYRUwCsO3XSuX79+po9ezYhBaTCcRy99NJLevPNN9WpUyeNGzdO+fLx1zgA2MSfwgCsOnXSuVGjRpo5cyYnnYFUOI6jnj17atiwYeratavef/99QgoAAgB/EgOwZsiQIXr55ZfVpEkTffrpp5x0BlLhOI569Oihd999Vz169NDo0aNljLE9CwAgYgqAJYMGDdIrr7yi5s2ba9q0aZx0BlKRkpKirl27avTo0erZs6dGjBhBSAFAACGmAGSrUyed+/Xrp1atWunjjz8mpIBUpKSkqHPnzho7dqxeeuklDRs2jJACgABDTAHINo7jqF+/fhowYIDatGmjSZMmcYkMSEVKSoo6duyoDz/8UH369NGbb75JSAFAACKmAGSLUyedBw8erPbt22vChAmEFJCK5ORktWvXThMmTFDfvn31+uuvE1IAEKD42hoAWe7USedhw4bpmWee4RIZkIbk5GS1bdtWU6dO1Wuvvab+/fvbngQASAcxBSBLOY6jF154QSNGjFCXLl303nvv8V/ZgVScOHFCrVu31vTp0zVo0CD95z//sT0JAHABxBSALHPqpPPo0aP17LPP6t133yWkgFQkJSWpZcuWmjVrloYMGaLevXvbngQAyABiCkCWSElJUbdu3TR27Fg9//zzeueddwgpIBVJSUlq1qyZ5s6dq6FDh6pXr162JwEAMoiYAuB3p046f/jhh3rxxRf11ltvEVJAKhITE9WkSRMtWLBAw4cP1/PPP297EgDgIhBTAPzq1EnnCRMmqHfv3nrjjTcIKSAVx48fV+PGjbV48WKNGjVK3bt3tz0JAHCRiCkAfpOcnKz27dtr8uTJ+s9//qOBAwcSUkAqjh07poYNG2rZsmUaM2aMunTpYnsSAMAFYgqAX3DSGciYY8eOqX79+lq+fLk++OADPfPMM7YnAQBcIqYAZNqZJ50HDhyovn372p4EBKSjR4+qbt26ioqK0vjx49WuXTvbkwAAmUBMAciUM086v/HGG+rTp4/tSUBAOnLkiGrXrq3Y2FhNnDhRbdq0sT0JAJBJxBQA18486fz222/rxRdftD0JCEiHDx9WrVq1tGrVKk2ZMkWtWrWyPQkA4AfEFABXEhMT1bRpU82fP1/vvPOOevbsaXsSEJAOHjyomjVr6vPPP9fUqVPVvHlz25MAAH5CTAG4aGeedB45cqSeffZZ25OAgHTgwAHVqFFDX375paZPn64mTZrYngQA8CNiCsBFOXbsmBo1aqSlS5fqvffeU9euXW1PAgLS/v37Va1aNcXHx2vGjBlq1KiR7UkAAD8jpgBk2JknnceOHatOnTrZngQEpH379qlq1ar65ptvNGvWLNWvX9/2JABAFiCmAGTImSedP/roI7Vv3972JCAg7dmzR1WqVNF3332nuXPnqk6dOrYnAQCyCDEF4ILOPOk8YcIEtW3b1vYkICDt3r1blStX1o8//qh58+apVq1aticBALIQMQUgXadOOsfFxWny5Ml66qmnbE8CAtI///yj8PBw/fzzz1qwYIGqV69uexIAIIsRUwDSdO5J5xYtWtieBASkv//+W+Hh4fr111+1aNEiValSxfYkAEA2IKYApOrMk86ffPKJmjZtansSEJB27dolr9erLVu2aMmSJQoLC7M9CQCQTYgpAOfZv3+/qlevrjVr1ujTTz9V48aNbU8CAtKOHTvk9Xr1xx9/aOnSpfJ4PLYnAQCyETEF4CznnnRu0KCB7UlAQNq+fbu8Xq+2b9+uiIgIPfHEE7YnAQCyGTEF4LS9e/eqSpUqWr9+vebMmaO6devangQEpG3btsnj8Wjnzp1asWKFKlWqZHsSAMACYgqAJE46Axn1xx9/yOPxKCEhQZGRkXr00UdtTwIAWEJMATjrpPP8+fNVo0YN25OAgLR161Z5PB7t3btXK1eu1MMPP2x7EgDAImIKyOMSEhIUFhamX3/9VQsXLlTVqlVtTwIC0pYtWxQaGqoDBw4oKipKwcHBticBACwjpoA8bNeuXQoLC9PmzZu1ePFihYeH254EBKTNmzfL4/Ho0KFDio6O1v333297EgAgABBTQB517klnr9drexIQkH799Vd5PB4dO3ZMMTExuvfee21PAgAECGIKyIP++usveTwebd++XcuWLVNISIjtSUBA+uWXX+TxeJSUlKSYmBjdfffdticBAAIIMQXkMdu2bZPX69WOHTsUERGhxx9/3PYkICD99NNP8nq9SklJUWxsrO68807bkwAAAYaYAvKQM086r1ixQo899pjtSUBA+vHHH+X1epUvXz75fD7ddtttticBAAJQPtsDAGSP33//XaGhofrnn38UGRlJSAFp+P777xUaGqqgoCBCCgCQLmIKyAO2bNmikJAQ7d27V1FRUXrkkUdsTwIC0vr16+XxeFSoUCHFxcXplltusT0JABDAiCkgl9u8ebNCQkJOvzbOgw8+aHsSEJC++eYbeb1eFSlSRHFxcapYsaLtSQCAAEdMAbnYr7/+qpCQEB05ckQxMTF64IEHbE8CAlJ8fLzCwsJUrFgx+Xw+VahQwfYkAEAOQEwBudQvv/yi0NBQHT9+nNfGAdKxZs0ahYeHq0SJEoqLi9ONN95oexIAIIcgpoBc6KefflJoaKiSkpIUGxvLa+MAafjiiy9UuXJlXXnllYqLi1P58uVtTwIA5CDEFJDL/PjjjwoNDZXjOPL5fLw2DpCGzz//XFWqVNFVV12luLg4XXfddbYnAQByGGIKyEW+//57eTye0yedb7/9dtuTcqdvv5UqVZKeeELyeqXffrO9CBdp1apVqlq1qsqWLSufz6drrrnG9qTcbeNGqUAB6bPPbC8BAL8ipoBc4tRJ5wIFCsjn8+nWW2+1PSn3uvpqaflyadUqqVcvqX9/24twEXw+n6pXr65rr71WPp9P5cqVsz0p9xs0SAoJsb0CAPwuv+0BANwp+XZJ7Tm6R94bvHr7zrdVuXJlFSlSRLGxsbrppptsz8vdypT5388LFpTy80dpIPsp4SfdOfZOGRmlOCky64xuLX+rYmJiVLp0advzcr81a07+ngkKsr0EF3DJ65fo4XIPS5Ja3d1K7e5vZ3kREPj4zBSQQ0W0iNDT9z2tAwcOnD7pHBcXR0hlp8OHpVdflV580fYSpKPCFRW0v/d+LXtkmYIWBCnlnhTFxsYSUtll8GCpd2/bK5AB5YqXk6+NT742PkIKyCBiCsihHiz3oBISEvTNN99w0tmGpCSpSROpTx+J700LaAWDCuqzmM9Up04dlbyppIoXLK6rrrrK9qy8YelSKThYuvJK20uQATsP7VTI5BA1mNlAW/dttT0HyBH42hQgh/riiy+0LGKZClx58nukrr/+etuT8o6UFKllS6levZM/ENCWLl2qui/UVfLLydqZb6ea3NzE9qS8Y906yeeTVq+Wvv9e+vlnaeZMiT+vAtLW57aqZJGSWrFphdotaqfop6JtTwICHp+ZAnKgUyedLyl8iR544AFCKrvNm3fyv7hPmyaFhkrdu9tehDQsWrRI9evX173F7tWe5/ZoVqNZmvnjTNuz8o5XX5ViYk4ebKlcWRo2jJAKYCWLlJQkVb2pqn7f97vlNUDOwGemgBxm1apVqlGjhsqWLasHaj6ghKQE25PynkaNTv5AQJs/f76aNGmiOx68Q1FLo1SiRAndePRGGRnb0/KmyZNtL0A6DiUe0iX5L1FQviB9t+u702EFIH3EFJCD+Hw+1axZU9ddd52SnknS/M3zlewk6+p3rtaOF3bYngcEjDlz5qhZs2YKDg6Wt59XJUeVlDFGjuOo/f3tbc8DAs6GhA16ZskzKl6wuIwxGldrnO1JQI5gHMfJ9g8aHBzsxMfHZ/vHBXKy6Oho1a5dWzfccIOio6NV5szz3ABOmzlzplq0aKGHH35YERERuvTSS21PAgDkMMaYtY7jBF/ocXzPFJADREZGqlatWqpQoYJiY2MJKSAN06dPV/PmzfXYY49p+fLlhBQAIEtl+sv8jDHXSvpYUhlJKZI+dBxnZGafF8irgoKClJKSkur7YmJiVKpUqWxeBAQmY9L+3qeIiAgVLVo0G9cAgatMmTLatWvXeW8vXbq0du7caWERkHv443umTkh6wXGcb4wxxSWtNcasdBxngx+eG8hz0gopSYQUkEGEFPA/qYVUem8HkHGZjinHcXZI2vHvzw8aY36SVE4SMQX4WWhoqO0JQI7A7xUAQHbw6/dMGWPKS7pP0lepvK+jMSbeGBOfkMApZ+BClkt61vYIAAAApMlv1/yMMcUkxUl63XGceek9lmt+QNqMMWoh6UNJjqSK+vdTv5JsXN8EAlV63zPF7xXgf/i9Aly8bL3mZ4wpIGmupE8uFFIA0ldM0ihJRXTy63C55gIAABCYMh1T5uR/7pgg6SfHcYZnfhKQtw2QVPjfnxeSVEPSo5Ly5eOVDAAAF6906dIX9XYAGeeP/3dWSVIrSV5jzLp/f9Tww/MCec+vv6pn4cIqcsabikpafcstSk5MtLUKCEiO46T5A8D/7Ny5M9XfJ5xFBzLPH9f8PpOU9hfjAsi4jh2lpKTz375tmzRhwsn3AwAAICDwdUNAoFi2TPr6ayk5+fz3HT4svfiitG9f9u8CAABAqogpIBAkJkodOpyMpvQe88or2bcJAAAA6SKmgEDwzjvS/v3pP+bYMWnyZGkDr4cNAAAQCIgpwLYdO6TBg9P/rNQpx49L7dpJfIM9AACAdcQUYFuPHtKJExl7bEqK9P330oIFWbsJAAAAF0RMATZ98YW0ZMnJ74fKqMOHpU6dpKNHs24XAAAALoiYAmxJSZGeftpdFB06JA0Z4v9NAAAAyDBiCrBlwgTpzz/d/dojR6Rhw6Q//vDvJgAAAGQYMQXYsG+f1KtXxo5OpCUpSera1X+bAAAAcFGIKcCGV165uO+TSs2JE1JMjOTz+WUSAAAALg4xBWS3DRtOvl7UsWOZf64jR06eSs/oNUAAAAD4DTEFZCfHkdq3P/l6Uf6yc6f0wQf+ez4AAABkSH7bA4A85fhx6fffpYIF/fecKSnS6tVSt27+e04AAABcEDEFZKfChaXt222vAAAAgB/wZX4AAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4IJfYsoYM9EY87cx5gd/PB8AAAAABDp/fWZqsqRqfnouAAAAAAh4fokpx3FWSdrjj+cCAAAAgJyA75kCAAAAABeyLaaMMR2NMfHGmPiEhITs+rAAAAAAkCWyLaYcx/nQcZxgx3GCS5UqlV0fFgAAAACyBF/mBwAAAAAu+Os0+qeSvpB0izFmmzGmnT+eFwAAAAACVX5/PInjOM388TwAAAAAkFPwZX4AAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAuEFMAAAAA4AIxBQAAAAAu+CWmjDHVjDG/GGM2GWN6++M5AQAAACCQZTqmjDFBksZIqi7pdknNjDG3Z/Z5AQAAACCQ+eMzUw9J2uQ4zm+O4yRKmiGprh+eFwAAAAAClj9iqpykP8/4523/vg0AAAAAci1/xJRJ5W3OeQ8ypqMxJt4YE5+QkOCHDwsAAAAA9vgjprZJuvaMf75G0l/nPshxnA8dxwl2HCe4VKlSfviwAAAAAGCPP2Lqa0kVjTE3GGMKSmoqaZEfnhcAAAAAAlb+zD6B4zgnjDHdJK2QFCRpouM4P2Z6GQAAAAAEsEzHlCQ5jrNM0jJ/PBcAAAAA5AR+edFeAAAAAMhriCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCkAAAAAcIGYAgAAAAAXiCn8fzt396pZWYYB/LqZqUxDDAqiGUmDqEQKYxOa0MnMgZUoBUFBEXUQQaVFUJl/QhEFRTBYnTjUweRQ9OUHBR0pTRrlNBZipNuMdgd9UAcyeHfw7mBGZs/oM9N+1ou/H2zY78dmXQc3+13Xu571AAAAA5QpAACAAcoUAADAAGUKAABggDIFAAAwQJkCAAAYoEwBAAAMOK8yVVXvrarjVfVMVW1cqFAAAABLd75Xph5O8p4kv7gAWQAAANbG3vP54+4+kSRVdWHSAAAArIldu2eqqj5aVceq6tjW1tZuHRYAAOD/4pxXpqrqviSvOsNLt3f395/rgbr7UJJDSbKxsdHPOSEAAMACnbNMdffB3QgCAACwTmyNDgAAMOB8t0Z/d1VtJrkuyY+q6u4LEwsAAGDZznc3v6NJjl6gLAAAAGvDMj8AAIAByhQAAMAAZQoAAGCAMgUAADBAmQIAABigTAEAAAxQpgAAAAYoUwAAAAOUKQAAgAHKFAAAwABlCgAAYIAyBQAAMECZAgAAGKBMAQAADFCmAAAABihTAAAAA5QpAACAAcoUAADAAGUKAABggDIFAAAwQJkCAAAYoEwBAAAMUKYAAAAGKFMAAAADlCkAAIAByhQAAMAAZQoAAGCAMgUAADCgunv3D1q1leRPu37g5XpFkr/NDsEimQ12YjbYidngbMwHOzEbp3tNd7/yXG+aUqY4XVUd6+6N2TlYHrPBTswGOzEbnI35YCdmY4xlfgAAAAOUKQAAgAHK1DIcmh2AxTIb7MRssBOzwdmYD3ZiNga4ZwoAAGCAK1MAAAADlKkFqKovVtUjVfWbqjpaVZfNzsRcVXVDVf2+qh6tqs/PzsNyVNXlVfXzqjpRVcer6tbZmViWqtpTVQ9V1Q9nZ2E5quqyqjqyfb5xoqqum52JZaiqT29/njxcVd+pqotmZ1onytQy3Jvk6u5+U5I/JLltch4mqqo9Sb6e5B1Jrkry/qq6am4qFuRkks909xuTXJvk4+aDZ7k1yYnZIVicryb5aXe/IcmbY0ZIUlX7ktySZKO7r06yJ8n75qZaL8rUAnT3Pd19cvvh/Un2z8zDdG9N8mh3P9bdTyf5bpKbJ2diIbr7qe5+cPv3f2V1QrRvbiqWoqr2J3lXkjtmZ2E5qurSJG9P8s0k6e6nu/vvc1OxIHuTvLSq9ia5OMmfJ+dZK8rU8nwkyU9mh2CqfUmeOOXxZpwscwZVdUWSa5I8MDcJC/KVJJ9N8szsICzKa5NsJfn29hLQO6rqktmhmK+7n0zypSSPJ3kqyT+6+565qdaLMrVLquq+7bWoz/65+ZT33J7VEp7D85KyAHWG52y7yWmq6mVJvpfkU939z9l5mK+qbkzy1+7+1ewsLM7eJG9J8o3uvibJv5O4H5dU1cuzWv1yZZJXJ7mkqj4wN9V62Ts7wAtFdx882+tV9aEkNyY50Parf6HbTHL5KY/3xyV3TlFVL8qqSB3u7rtm52Exrk9yU1W9M8lFSS6tqju724kRm0k2u/t/V7GPRJli5WCSP3b3VpJU1V1J3pbkzqmp1ogrUwtQVTck+VySm7r7P7PzMN0vk7yuqq6sqhdndSPoDyZnYiGqqrK67+FEd395dh6Wo7tv6+793X1FVv83fqZIkSTd/ZckT1TV67efOpDkdxMjsRyPJ7m2qi7e/nw5EJuTPC+uTC3D15K8JMm9qznO/d39sbmRmKW7T1bVJ5LcndWuOt/q7uOTY7Ec1yf5YJLfVtWvt5/7Qnf/eGImYPk+meTw9pd0jyX58OQ8LEB3P1BVR5I8mNWtJg8lOTQ31XopK8oAAACeP8v8AAAABihTAAAAA5QpAACAAcoUAADAAGUKAABggDIFAAAwQJkCAAAYoEwBAAAM+C8shAH+XigIswAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -495,14 +497,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0670201159182\n" + "1.45821822148 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -512,14 +514,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.052281676787\n" + "1.11455188288 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -529,14 +531,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0171564638668\n" + "3.35875721064 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -546,14 +548,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0405713260877\n" + "1.25851633209 max 9\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAI4CAYAAACP/LOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XmYjfXjxvH7mecMY0lkibRo33etvpkzOzMYYyclhGyJEMmeCKFFIpQlChNjG2PGnDMqbaR90aa0SYtQtvN4fn9o/KQSx5n5nJl5v65rrjRzfM7d9/rOcs8557kt13UFAAAAADg+EaYDAAAAAEBRRJkCAAAAgCBQpgAAAAAgCJQpAAAAAAgCZQoAAAAAgkCZAgAAAIAgUKYAAAAAIAiUKQAAAAAIAmUKAAAAAILgMXGnVapUcWvVqmXirgEAAADgqDZs2PCT67pV/+t2RspUrVq1tH79ehN3DQAAAABHZVnWV8dyO57mBwAAAABBoEwBAAAAQBAoUwAAAAAQBMoUAAAAAASBMgUAAAAAQaBMAQAAAEAQKFMAAAAAEATKFAAAAAAEgTIFAAAAAEGgTAEAAABAEChTAAAAABAEyhQAAAAABIEyBQAAAABBoEwBAAAAQBAoUwAAAAAQBMoUAAAAAASBMgUAAAAAQaBMAQAAAEAQKFMAAAAAEATKFAAAAAAEgTIFAAAAAEGgTAEAAABAEChTAAAAABAEyhQAAAAABIEyBQAAAABBoEwBAAAAQBAoUwAAAAAQBMoUAAAAAAQhJGXKsqyKlmUtsizrY8uyPrIs66ZQnAsAAAAA4coTonMelbTKdd1mlmWVklQ2ROcCAAAAQFg64TJlWVYFSXUl3SFJruvuk7TvRM8FAAAAgHAWiqf5nSNpm6RnLMvaaFnWdMuyyoXgXAAAAAAIW6EoUx5J10ia4rru1ZJ+lzTgyBtZltXZsqz1lmWt37ZtWwjuFgAAAADMCUWZ+kbSN67rvv7nvy/SwXL1F67rTnNdt7brurWrVq0agrsFAAAAAHNOuEy5rvuDpC2WZV3457viJH14oucCAAAAQDgL1dX8ekp67s8r+X0hqX2IzgUAAACAsBSSMuW67tuSaofiLAAAAAAoCkIy2gsAAAAAJQ1lCgAAAACCQJkCAAAAgCBQpgAAAAAgCJQpAAAAAAgCZQoAAAAAgkCZAgAAAIAgUKYAAAAAIAiUKQAAAAAIAmUKAAAAAIJAmQIAAACAIFCmAAAAACAIlCkAAAAACAJlCgAAAACCQJkCAAAAgCBQpgAAAAAgCJQpAAAAAAgCZQoAAAAAgkCZAgAAAIAgUKYAAAAAIAiUKQAAAAAIAmUKAAAAAIJAmQIAAACAIFCmAAAAACAIlCkAAAAACAJlCgAAAACCQJkCAAAAgCBQpgAAAAAgCJQpAAAAAAgCZQoAAAAAgkCZAgAAAIAgUKYAAAAAIAiUKQAAAAAIAmUKAAAAAIJAmQIAAACAIFCmAAAAACAIlCkAAAAACAJlCgAAAACCQJkCAAAAgCBQpgAAAAAgCJQpAAAAAAgCZQoAAAAAgkCZAgAAAIAgUKYAAAAAIAiUKQAAAAAIAmUKAAAAAIJAmQIAAACAIFCmAABAwSlTRvJ6D77NmGE6DQCElMd0AAAAUIzVrCn5/aZTAECB4JEpoIj6Zsc3Omn0Sao4pqLKP1Re414ZZzoSEJZG5o1U5MhIRY6MVI3xNUzHKXl++EGKjpaaNJE2bzadBkdhDbdUcUxFVRxTUXcsucN0HKBI4JEpoIiqXr66tvXbpihPlPyb/UqZl6J+dfqZjgWElV92/6IRa0fog64f6IIqF5iOUzJt3ixVqSJlZUkdO0pr1phOhH/hifBo+4DtpmMARQqPTAFFlCfCoyhPlCRp666tqnlSTcOJgPAz1DdUtmXr8qcuV+TISN2z6h7TkUqeKlUO/jMpSfrqK7NZcFSBAwFVHFNRpz1yml7++mXTcYAigTIFFGHrv1uvCqMrqHV6a7W6rJXpOEDY2fTzJu119urtLm8ro1WGHn39UTmOYzpWybFrl5T/v/e77/5/sUJY+rj7x9o+YLu6X9ddjeY3Mh0HKBIoU0ARVvu02toxcIfWtl+rh156yHQcIOzUKF9D5SLL6eKqFyv5/GTZlq1XtrxiOlbJ8eGHUu3aUt26Us+e0tSpphPhKC6scqEkaVDdQdq5b6fhNEDRwGumgCJqx54dqhBVQdLBHxg9EXw6A0fqc3MfzXlvjnbt26Xvdnwnx3V03WnXmY5Vclx/vbRxo+kUOAY/7PpBp0SdolKeUlr04SKVtkubjgQUCfz0BRRRSz9Zqu6Z3RVhRcg54GhkzEjTkYCwc8WpVyj6zGhVHFNRrlw1vrCxypQqYzoWEHYyP81U95XdFWlHypKlmakzTUcCigTLdd1Cv9PatWu769evL/T7BQAAAID/YlnWBtd1a//X7XjNFAAAAAAEISRP87Msa7OknZIcSYFjaXEA/plt2zpw4MDf3h8REcFVyIDDWJb1rx8z8awLIFzxfQUoOKF8zVSM67o/hfA8oET6p294R3s/AABHw/cVoOBwAQoAQLHj9XpNRwAAlAChes2UK2m1ZVkbLMvq/E83sCyrs2VZ6y3LWr9t27YQ3S0AAAAAmBGSq/lZlnWa67rfWZZVTVK2pJ6u6679t9tzNT/g3/E6EODY8LkC/DfXdRUR8e+/O+dzBfhnhXo1P9d1v/vznz9KWizp+lCcCwAAgOC4rqt+/fqZjgEUaydcpizLKmdZ1kn5f5aUKOn9Ez0XKKmO9hvETz75pBCTAEXXd999ZzoCYJTruurdu7ceeeSRf73N0b7fADg2ofgsOlXSy5ZlvSPpDUkrXNddFYJzgRLJcRy5rqvo6GhFR0fLdV299957qlq1qqKjo/XRRx+ZjgiEBdd1//a58tJLL6l8+fLyer369ttvTUcEjHBdV3fffbceffRR9erVSwcOHDj0+XL4G5dFB07cCZcp13W/cF33yj/fLnVdd1QoggH4f5dddpn8fr+kg1cp++CDD8wGAsLU//73P2VlZemHH35QdHS0tmzZYjoSUKgOHDig7t2764knnlCfPn00ceLEo76+EMCJ4fFdoIi45JJL5Pf7Zdu2vF6v3n33XdORgLB08803Kzs7W9u2bVN0dLS++uor05GAQnHgwAHdddddmjJlivr376/x48dTpIACRpkCipCLLrpIfr9fpUqVUmxsrN5++23TkYCwdMMNNygnJ0e//vqroqOj9eWXX5qOBBSoAwcOqFOnTnr66ad1//33a8yYMRQpoBBQpoAi5oILLlBeXp7KlCmjuLg4vfXWW6YjAWHpuuuuU05Ojnbs2CGv16vPP//cdCSgQDiOow4dOmjmzJkaPHiwHnzwQYoUUEgoU0ARdN555ykvL0/ly5dXXFyc2G0D/tm1116r3Nxc/f777/J6vfr0009NRwJCKhAIqF27dpo1a5aGDx+uESNGUKSAQkSZAoqoc845R3l5eapYsaLi4+P1+uuvm44EhKWrrrpKubm52rNnj7xeLxMDKDYCgYBuu+02Pffcc3rwwQc1ZMgQ05GAEocyBRRhtWrVkt/vV+XKlZWYmKhXX33VdCQgLF1xxRXy+Xzav3+/vF6vPv74Y9ORgBOyf/9+tWnTRs8//7xGjx6tQYMGmY4ElEiUKaCIO+uss+T3+1WtWjUlJibq5ZdfNh0JCEv5EwOu6zIxgCJt3759atWqlRYuXKhx48ZpwIABpiMBJRZlCigGzjjjDPn9fp122mmqV6+e1q5dazoSEJbyJwYiIiIUExOj9957z3Qk4Ljs27dPLVq00IsvvqgJEyaob9++piMBJRplCigmatasKb/frzPOOEP169c/NPIL4K/yJwYiIyMVGxurd955x3Qk4Jjs3btXzZo1U0ZGhh577DH17t3bdCSgxKNMAcVIjRo15PP5VKtWLSUnJ2vNmjWmIwFhKX9iICoqSrGxsdq4caPpSMBR7dmzR02aNNGyZcs0efJk9ezZ03QkAKJMAcVO9erV5fP5dO6556pBgwZavXq16UhAWDp8YiA2NlYbNmwwHQn4R7t371bjxo21cuVKTZ06Vd26dTMdCcCfKFNAMVStWjXl5ubqggsuUKNGjbRq1SrTkYCwdPjEQFxcnN544w3TkYC/+OOPP5SamqrVq1dr+vTp6ty5s+lIAA5DmQKKqapVqyo3N1cXX3yxUlNTtWLFCtORgLB0+MRAQkKCXnvtNdORAEnS77//roYNGyonJ0czZ85Ux44dTUcCcATKFFCMVa5cWWvWrNHll1+utLQ0LV261HQkICzlTwxUrVpViYmJWrdunelIKOF27dqllJQU+f1+zZ49W3fccYfpSAD+AWUKKOZOOeUUZWdn66qrrlKzZs20ePFi05GAsHTGGWcoLy9P1atXV1JSkl566SXTkVBC7dy5U8nJyXrppZc0Z84ctW3b1nQkAP+CMgWUAJUqVVJ2drauvfZatWjRQosWLTIdCQhLNWvWVF5enk4//XTVq1ePiQEUuh07dqhevXpat26d5s2bpzZt2piOBOAoKFNACXHyyScrKytL119/vVq1aqUXXnjBdCQgLDExAFN+++03JSUl6Y033tALL7ygli1bmo4E4D9QpoASpEKFClq1apVuuukmtWnTRvPmzTMdCQhLR04MZGdnm46EYm779u1KSEjQ+vXrtWDBAjVt2tR0JADHgDIFlDAnnXSSMjMzdcstt+i2227TnDlzTEcCwtLhEwMNGzZkYgAF5pdfflF8fLzefvttpaenKy0tzXQkAMeIMgWUQOXLl9eKFSvk9XrVrl07Pfvss6YjAWHpyImBlStXmo6EYubnn39WXFyc3nvvPS1evFiNGjUyHQnAcaBMASVUuXLltGzZMsXFxalDhw6aMWOG6UhAWDp8YqBx48ZatmyZ6UgoJrZt26bY2Fh99NFHysjIUEpKiulIAI4TZQoowcqWLaulS5cqMTFRd955p6ZNm2Y6EhCWDp8YaNq0qZYsWWI6Eoq4H3/8UbGxsdq0aZOWLl2qevXqmY4EIAiUKaCEK1OmjJYsWaLk5GR16dJFTz75pOlIQFg6fGKgefPmSk9PNx0JRdTWrVsVExOjzz//XMuXL1diYqLpSACCRJkCoKioKL344otq2LChunfvrscff9x0JCAsHT4x0LJlSy1YsMB0JBQx33//vbxerzZv3qyVK1cqLi7OdCQAJ4AyBUCSVLp0aS1atEipqam6++67NXHiRNORgLB05MTA/PnzTUdCEfHtt9/K6/Vqy5YtyszMlNfrNR0JwAmiTAE4pFSpUlq4cKGaNm2qPn36aPz48aYjAWEpf2Lgf//7n9q2bau5c+eajoQw980338jr9eq7775TVlaW6tatazoSgBCgTAH4i8jISM2fP1/NmzdXv3799PDDD5uOBISl/ImB6Oho3X777Zo1a5bpSAhTX3/9taKjo7V161atXr1aderUMR0JQIh4TAcAEH4iIyM1b9482batAQMGKBAIaNCgQaZjAWGnXLlyWr58uVJTU9W+fXs5jqMOHTqYjoUwsnnzZsXExOjXX39Vdna2brjhBtORAIQQZQrAP/J4PJozZ448Ho8eeOABBQIBDR061HQsIOzkTwykpaWpY8eOCgQC6ty5s+lYCANffPGFYmJitGPHDuXk5Kh27dqmIwEIMcoUgH/l8Xj07LPPyrZtDRs2TI7jaPjw4bIsy3Q0IKzkTww0bdpUXbp0keM46tq1q+lYMOizzz5TTEyMfv/9d61Zs0bXXHON6UgACgBlCsBR2batGTNmyLZtjRw5Uo7j6MEHH6RQAUfInxho1qyZunXrJsdx1KNHD9OxYMCmTZsUGxurPXv2KDc3V1dddZXpSAAKCGUKwH+ybVtPP/20bNvWQw89pEAgoDFjxlCogCOULl1a6enpatGihXr27KlAIKB77rnHdCwUoo8//lixsbEKBALy+Xy6/PLLTUcCUIAoUwCOSUREhJ566il5PB6NHTtWgUBA48ePp1ABR8ifGGjVqpV69+4tx3F07733mo6FQvDhhx8qNjZWruvK5/Pp0ksvNR0JQAGjTAE4ZhEREZo8ebJs29aECRPkOI4mTpxIoQKOEBkZqeeff1633nqr+vbtK8dx1L9/f9OxUIDef/99xcXFKSIiQj6fTxdffLHpSAAKAWUKwHGxLEuPPfaYbNvWo48+qkAgoMcff5xCBRzh8ImB++67T4FAQPfff7/pWCgA7777ruLi4hQZGSmfz6cLL7zQdCQAhYQyBeC4WZaliRMnyuPx6JFHHpHjOJo8ebIiItgBBw6XPzFg27YGDRqkQCCgIUOGmI6FEHr77bcVFxenMmXKyOfz6fzzzzcdCUAhokwBCIplWRo3bpxs29bYsWPlOI6eeuopChVwBI/Ho1mzZsm2bQ0dOlSO42jYsGE8mlsMvPXWW4qPj1f58uXl8/l07rnnmo4EoJBRpgAEzbIsjRkzRh6P59BV/vKv+gfg/9m2rZkzZ8rj8WjEiBFyHEcjR46kUBVhb775phITE3XyySfL5/Pp7LPPNh0JgAGUKQAnxLIsPfjgg3/5IXHmzJkUKuAIh08MjBo1SoFAQKNHj6ZQFUGvv/66EhMTVblyZeXm5qpWrVqmIwEwhDIF4IRZlqXhw4f/5WlMzz77rDwevsQAh8ufGLBtWw8//LAcx9HYsWMpVEXIunXrVK9ePVWtWlU+n09nnnmm6UgADOInHQAhM2TIENm2rQceeECO42jOnDkUKuAIERERevLJJ+XxeDR+/HgFAgFNmDCBQlUEvPzyy6pfv76qV68un8+n008/3XQkAIbxUw6AkBo0aJA8Ho8GDBggx3H03HPPKTIy0nQsIKwcPjEwadIkBQIBPfbYYxSqMLZ27VolJyerZs2a8vl8Ou2000xHAhAGKFMAQu6+++6Tbdvq16+fHMfR/PnzVapUKdOxgLCSPzFw+Aj2E088wRUxw5DP51ODBg105plnKjc3VzVq1DAdCUCYoEwBKBB9+/aVx+NR79691aJFCy1YsIBCBRzBsiyNHz9eHo/n0MTAlClTKFRhJCcnR40aNdLZZ5+t3NxcnXrqqaYjAQgjlCkABeaee+6Rbdu6++671bRpUy1atEilS5c2HQsIK/82MUChMm/16tVKTU3V+eefr5ycHFWrVs10JABhhjIFoED17NlTtm2re/fuatKkidLT0xUVFWU6FhBW8icGbNvWyJEj5TiOZsyYwcSAQZmZmUpLS9NFF12knJwcValSxXQkAGGIMgWgwHXr1k0ej0ddunRR48aNtXjxYpUpU8Z0LCCsWJalESNGyOPx/GVigEJV+JYvX66mTZvq0ksvVXZ2tipXrmw6EoAwRZkCUCg6d+4s27bVqVMnNWrUSBkZGSpbtqzpWEDYOXJiYPbs2UwMFKKMjAw1b95cV155pVavXq1KlSqZjgQgjPHVGUCh6dixo2zbVocOHdSwYUMtXbpU5cqVMx0LCDuDBg2SbdsaOHCgHMfR3LlzmRgoBIsXL1aLFi10zTXXKCsrSxUrVjQdCUCYo0wBKFR33HGHPB6P2rVrp5SUFC1fvlzly5c3HQsIOwMGDJDH4/nLxACFquAsXLhQrVu31nXXXadVq1bp5JNPNh0JQBHApYIAFLq2bdtqzpw5eumll1S/fn3t3LnTdCQgLPXt21cTJkxQenq6WrRooX379pmOVCy98MILat26tW688UZlZWVRpAAcM8oUACPatGmjefPm6dVXX1W9evW0Y8cO05GAsNS7d2899thjWrJkiZo1a6a9e/eajlSszJs3T23atNHNN9+szMxMVahQwXQkAEUIZQqAMS1bttQLL7ygN954Q4mJifrtt99MRwLCUs+ePTV58mQtW7ZMTZo00Z49e0xHKhZmz56t2267TXXr1lVmZqZOOukk05EAFDGUKQBGNW3aVAsWLNCGDRuUkJCg7du3m44EhKVu3bpp6tSpWrlypdLS0rR7927TkYq0Z555RnfccYdiYmK0YsUKLoYDICiUKQDGpaWlKT09XW+//bbi4+P1yy+/mI4EhKXOnTtr+vTpysrKUmpqqv744w/TkYqk6dOnq2PHjoqPj9eyZcuYaQAQNMoUgLDQqFEjLV68WO+9957i4uL0888/m44EhKWOHTtq5syZysnJUcOGDSlUx2nq1Knq1KmTkpKSlJGRwYA4gBNCmQIQNlJSUpSRkaGPPvpIsbGx2rZtm+lIQFi64447NGvWLPn9fqWkpGjXrl2mIxUJkydP1l133aWUlBQtXryYIgXghIWsTFmWZVuWtdGyrOWhOhNAyVOvXj0tXbpUmzZtUmxsrH788UfTkYCwdNttt2nOnDlau3atkpOTmRj4D4899ph69Oihhg0bKj09XVFRUaYjASgGQvnIVC9JH4XwPAAlVGJiopYvX67PP/9cMTEx+uGHH0xHAsJS/sTAunXrVL9+fSYG/sXEiRPVq1cvNW7cWIsWLVLp0qVNRwJQTISkTFmWdbqkFEnTQ3EeAMTFxWnlypXavHmzYmJi9P3335uOBISl/ImB119/XUlJSUwMHGHcuHHq06fPoSuHlipVynQkAMVIqB6ZmiSpv6QDIToPAOT1erVq1Spt2bJFXq9X3377relIQFjKLwrr169XYmIiEwN/GjNmjPr376+WLVtq/vz5ioyMNB0JQDFzwmXKsqwGkn50XXfDf9yus2VZ6y3LWs+LygEcq1tuuUVZWVn67rvvFB0drS1btpiOBISl/ImBjRs3MjEg6cEHH9TAgQPVpk0bzZ07lyIFoECE4pGpOpIaWZa1WdLzkmIty5p75I1c153mum5t13VrV61aNQR3C6CkqFOnjlavXq1t27bJ6/Xq66+/Nh0JCEuHTwzEx8eX2ImB4cOHa/Dgwbrttts0e/ZseTwe05EAFFMnXKZc1x3ouu7pruvWktRKUq7rum1POBkAHOamm25Sdna2fv75Z0VHR2vz5s2mIwFhKX9i4MMPP1RcXJx++ukn05EKjeu6GjJkiIYNG6Y77rhDzzzzjGzbNh0LQDHGzhSAIuP6669XTk6Otm/frujoaH3xxRemIwFhKX9i4JNPPikxEwOu62rQoEEaOXKkOnbsqBkzZlCkABS4kJYp13X9rus2COWZAHC42rVra82aNdq1a5eio6P12WefmY4EhKX8iYHPPvtMMTEx2rp1q+lIBcZ1Xd13330aPXq0OnfurGnTpikigt8XAyh4fKUBUORcc801ys3N1e7du+X1erVp0ybTkYCwdPjEgNfrLZYTA67rqm/fvho3bpy6deumKVOmUKQAFBq+2gAokq688kr5fD7t27dPXq9XH3/8selIQFjyer3KzMwslhMDruvqnnvu0YQJE9SzZ0898cQTFCkAhYqvOACKrMsvv1w+n0+O48jr9erDDz80HQkIS3Xr1j00MeD1evXNN9+YjnTCDhw4oB49euixxx7TPffco0cffVSWZZmOBaCEoUwBKNIuvfRS+f1+WZYlr9er999/33QkICzlTwxs3bpV0dHRRXpi4MCBA+rWrZuefPJJ9e3bVxMmTKBIATCCMgWgyLv44ovl9/vl8XgUExOjd99913QkICwVh4mBAwcOqEuXLpo6daoGDBigsWPHUqQAGEOZAlAsXHjhhcrLy1Pp0qUVExOjjRs3mo4EhKUbbrihyE4MOI6jjh07avr06Ro0aJAeeughihQAoyhTAIqN888/X3l5eSpXrpzi4uK0YcMG05GAsJQ/MbBz5055vd4iMTHgOI7at2+vZ599VkOHDtXIkSMpUgCMo0wBKFbOPfdc5eXlqUKFCoqPj9ebb75pOhIQlvInBv744w95vV59+umnpiP9q0AgoNtvv11z5szRiBEjNGzYMIoUgLBAmQJQ7Jx99tny+/2qVKmS4uPj9dprr5mOBISlq6666tDEQHR0tD755BPTkf4mEAiobdu2mjdvnkaNGqXBgwebjgQAh1CmABRLtWrVkt/vV5UqVZSYmKh169aZjgSEpcMnBqKjo8NqYmD//v1q3bq1XnjhBT388MO6//77TUcCgL+gTAEots4880zl5eXp1FNPVVJSkl5++WXTkYCwdPjEQExMTFhMDOzbt08tW7bUokWL9Mgjj6h///6mIwHA31CmABRrp59+uvLy8nTaaaepXr16ysvLMx0JCEv5EwO2bRufGNi7d6+aN2+uxYsXa9KkSerTp4+xLABwNJQpAMXeaaedJr/frzPOOEPJycny+XymIwFh6fCJgdjYWL399tuFnmHv3r1q2rSpli5dqieeeEK9evUq9AwAcKwoUwBKhBo1asjv96tWrVpKSUlRTk6O6UhAWMqfGChbtqxiY2P11ltvFdp979mzR2lpaVqxYoWmTJmi7t27F9p9A0AwKFMASoxTTz1VPp9P5513nho2bKisrCzTkYCwdPjEQFxcnNavX1/g97l7926lpqYqMzNT06ZN01133VXg9wkAJ4oyBaBEqVatmnJzc3XhhRce+sENwN/lTwxUrFhR8fHxev311wvsvv744w81bNhQ2dnZmjFjhjp16lRg9wUAoUSZAlDiVKlSRWvWrNEll1yixo0ba/ny5aE5+MMPJa/34NtNN0mVK4fmXMCQWrVqKS8vT5UrV1ZCQoJeffXVo/+FTZukyEjpWK6cuWGDlJgop25dLb3oIuXm5uqZZ55Rhw4dQhMeAAoBZQpAiVS5cmWtWbNGV1xxhZo0aaKMjIwTP/SSSyS//+Bb795S8+YnfiZg2OETA4mJiUefGBg5UoqO/u9D9+2TBgzQrlmzFGtZuvXbbzV79my1a9cudMEBoBBQpgCUWJUqVVJ2drauvvpqNWvWTC+++GLoDp87V2rbNnTnAQYdOTGwdu3av9/ojTek6tWl00//7wNffVX7o6L0zqWXatjatVo9eLDa8vkCoAiiTAEo0SpWrKjVq1erdu3aatGihRYuXHjih/78s/Txx1KdOid+FhAmDp8YqF+/vvx+/19v8OCD0oABx3TWH59/rh+zs9Xgt9+066mnFPf885Lrhj40ABQwyhSAEu/kk09WVlaWbrzxRrW+EnovAAAgAElEQVRu3VrPP//8iR34wgsHn+JnWaEJCISJwycGkpOTtWbNmoMfWLFCql37mF4nuH37dg0cO1Z5+/ZpxsKFatili1SlirRtWwGnB4DQo0wBgKQKFSooMzNTN998s2699VY999xzwR/23HM8xQ/F1uETAw0aNNDq1ault98++FrBevWk7Gypb1/pq6/+9nd//fVXJSQkaN7nn6v+eeepSaNG0s6d0o8/csEWAEUSZQowaePGg08Fq1tXio2VvvjCdKIS7aSTTlJmZqbq1q2r22+/XbNnzz7+Q774Qtq7V7r44tAHLOl69JBuvFG67jpp/nzTaUq0wycGGjVqpMxrrpFyc6VVq6SEBGn8eOmss/7yd3755RfFx8fr3Xff1TOLF6vS4MEHr3wZHy89/LBk22b+YwDgBHhMBwBKtBo1Dv7wcdJJ0sqV0tCh0pw5plOVaOXKldOKFSvUqFEj3XHHHXIcR+3btz/2A845RyqEgdMS5/33pQ8+kF577eAjGVddJbVubTpViZY/MZCQkKDGjRsrPT1dDRo0kJ599m+3/emnn5SQkKCPPvpIixcvVnJy8sEP3HZb4YYGgBDjkSnApOrVDxYpSSpVSvLw+41wULZsWS1btkzx8fHq0KGDpk+fbjoSTjvt4OfI/v0Hy9Qpp5hOBP3/xMDll1+uJk2aaOnSpX+7zbZt2xQbG6uPPvpIGRkZ/1+kAKAYoEwB4eD336VBg6R+/UwnwZ/KlCmjjIwM1atXT506ddLUqVNNRyrZKlWSzj9fuuCCg49KPfCA6UT4U6VKlZSTk6Orr75aTZs21eLFiw99bOvWrYqJidGnn36q5cuXKykpyWBSAAg9yhRg2v79UsuW0sCBB0dfETbKlCmjxYsXKyUlRXfddZcmT55sOlLJlZ0tffut9NlnBy87f//9B1+bhrBw+MRA8+bNtWjRIv3www+KiYnRF198oRUrVig+Pt50TAAIOZ5TBJh04MDBq741bnzwDWEnKipK6enpat68uXr06CHHcXT33XebjlXyuO7BR6ds++BTY/ftkxzHdCocJn9ioH79+mrVqpWqVaumHTt2KDMzU9HR0abjAUCB4JEpwKQXXzy4zzJ37sGrWvXsaToR/kHp0qW1aNEiNW7cWL169dLEiRNNRyp5EhIO/vLhf/+Tbr754OdK2bKmU+EIFSpU0MyZMxUZGanvv/9effr0oUgBKNZ4ZAowqVmzg28Ie6VKldKCBQvUunVr9enTR4FAQP14jVvhiYj4x6vEIbxs2bJFKSkp8ng8uvrqqzVq1Cidf/75uo2r9gEopnhkCgCOUWRkpObPn68WLVqof//+Gj16tOlIQNj46quvFB0drW3btik7O1svv/yyvF6v2rVrp2cpwgCKKR6ZAoDjEBkZqeeee062bev++++X4zh6gCvLoYT78ssvFRMTo99++005OTm67rrrJEnLli1T48aN1aFDBwUCAd15552GkwJAaFGmAOA4eTwezZkzRx6PR4MHD1YgENDQoUNlWZbpaECh+/zzzxUbG6udO3cqJydH11577aGPlS1bVhkZGWrSpIk6deokx3HUpUsXg2kBILQoUwAQBNu29cwzz8i2bQ0fPlyO42jEiBEUKpQon332mWJiYvTHH39ozZo1uvrqq/92m/yJgWbNmumuu+6S4zjq1q2bgbQAEHqUKQAIkm3bmjFjhmzb1oMPPijHcTRq1CgKFUqETZs2KSYmRvv27VNubq6uvPLKf73t4RMD3bt3VyAQYGIAQLFAmQKAExAREaFp06bJtm2NHj1agUBADz/8MIUKxdrHH3+smJgYOY4jn8+nyy677D//Tv7EQMuWLdWrVy85jqPevXsXQloAKDiUKQA4QREREZoyZYo8Ho/GjRunQCCgRx55hEKFYunDDz9UbGysJMnv9+uSSy455r975MSA4zjq27dvQUUFgAJHmQKAEIiIiNATTzwh27Y1ceJEOY6jSZMmUahQrLz//vuKjY2Vx+NRbm6uLrroouM+I39ioG3bturXr58CgYAGDBhQAGkBoOBRpgAgRCzL0qOPPirbtjVp0iQFAgE9/vjjiohg0g9F3zvvvKP4+HiVKlVKPp9PF1xwQdBnHT4xMHDgQAUCASYGABRJlCkACCHLsjRhwgR5PB6NHz9ejuPoySefpFChSNu4caPi4+NVtmxZ+Xw+nXfeeSd85pETA47jaOjQoSFICwCFhzIFACFmWZbGjh0rj8ejMWPGyHEcTZ06lUKFImnDhg2Kj49XhQoV5PP5dM4554Ts7MMnBoYNGybHcTR8+HCeHgugyKBMAUABsCxLDz30kGzb1qhRoxQIBDR9+nTZtm06GnDM3njjDSUmJqpixYry+/2qVatWyO/j8ImBkSNHKhAIMDEAoMigTAFAAbEsSyNHjpTH4zk07Jv/W3gg3L322mtKSkpS5cqV5fP5dNZZZxXYfR05MeA4jsaMGUOhAhD2KFMAUIAsy9KwYcNk27aGDBkix3E0a9YseTx8+UX4WrdunerVq6dq1arJ5/PpjDPOKPD7zJ8YsG1bY8eOVSAQ0Pjx4ylUAMIa380BoBAMHjxYtm1r0KBBchxHc+fOpVAhLL300ktKTk5WjRo15PP5VLNmzUK774iICE2ePFkej0cTJkyQ4ziaOHEihQpA2OI7OQAUkvvvv18ej0f33XefHMfRvHnzFBkZaToWcIjf71dKSorOOOMM+Xw+1ahRo9Az/NvEAIUKQDiiTAFAIerfv788Ho/uvfdeOY6j559/XqVKlTIdC1Bubq4aNGigWrVqKTc3V9WrVzeW5Z8mBiZPnswVMQGEHcoUABSyPn36yLZt3XPPPWrevLkWLFig0qVLm46FEiw7O1uNGjXSeeedpzVr1qhatWqmIx2aGLBtWw8//LACgQATAwDCDmUKAAzo1auXPB6PevTooaZNm2rRokWKiooyHQsl0KpVq9S4cWNdeOGFysnJUdWqVU1HOsSyLI0ePVoej0ejRo2S4zh6+umnuSImgLBBmQIAQ7p37y7bttW1a1elpaVp8eLFFCoUqpUrVyotLU2XXHKJsrOzVaVKFdOR/uafJgZmzpxJoQIQFihTAGDQXXfdJdu21blzZ6WmpmrJkiUqU6aM6VgoAZYtW6ZmzZrpsssuU3Z2tk455RTTkf5V/sRARESEhg4dqkAgwMQAgLDAVyEAMKxTp06ybVt33nmnGjZsqKVLl6ps2bKmY6EYW7JkiVq0aKGrrrpKWVlZqlSpkulIx2TIkCHyeDwaNGiQDhw4oDlz5lCoABjFVyAACAMdOnSQbdtq3769UlJStHz5cpUrV850LBRD6enpatWqla699lqtWrVKFStWNB3puBw5MfDcc88xMQDAGMoUAISJdu3aybZttWvXTsnJyVqxYoXKly9vOhaKkYULF6p169a64YYblJmZqQoVKpiOFJT+/fvLtm317dtXgUCAiQEAxnB9UQAII23bttVzzz2nV155RfXq1dPOnTtNR0IxMX/+fLVu3Vo33XSTVq1aVWSLVL57771XkyZN0uLFi9WiRQvt27fPdCQAJRBlCgDCTKtWrTR//ny99tprSkpK0m+//WY6Eoq4uXPnqm3btqpTp44yMzN10kknmY4UEr169dLjjz+ujIwMNW3aVHv37jUdCUAJQ5kCgDDUvHlzvfDCC3rzzTeVlJSk7du3m46EImrWrFm6/fbbFR0drZUrVxa7p4726NFDTz75pJYvX660tDTt2bPHdCQAJQhlCgDCVP6Y71tvvaWEhAT9+uuvpiOhiJk5c6bat2+vuLi4Yn1Rk65du2ratGnKzMxUamqqdu/ebToSgBLihMuUZVlRlmW9YVnWO5ZlfWBZ1vBQBAMASKmpqUpPT9e7776r+Ph4/fLLL6YjoYh4+umn1bFjRyUkJJSIy+136tRJM2bMUHZ2tho1aqQ//vjDdCQAJUAoHpnaKynWdd0rJV0lqZ5lWTeG4FwAgKSGDRtq8eLF+uCDDxQXF6effvrJdCSEuaeeekqdO3dW/fr1lZGRUWKGoDt06KBnnnlGa9asUYMGDfT777+bjgSgmDvhMuUetOvPf43888090XMBAP8vOTlZGRkZ+uijjxQbG6tt27aZjoQw9cQTT6hr165q0KCBFi9erKioKNORClW7du00e/Zs5eXlKTk5Wbt27frvvwQAQQrJa6Ysy7Ity3pb0o+Ssl3XfT0U5wIA/l9SUpKWL1+uTz/9VDExMdq6davpSAgzjz76qHr27KnU1FQtWrRIpUuXNh3JiLZt22ru3Ll6+eWXVb9+fSYGABSYkJQp13Ud13WvknS6pOsty7rsyNtYltXZsqz1lmWt5zeqABCc+Ph4rVixQl988YViYmL0ww8/mI6EMDFhwgTdc889atKkiRYsWFBii1S+1q1ba/78+Xr11VeVlJSkHTt2mI4EoBgK6dX8XNfdLskvqd4/fGya67q1XdetXbVq1VDeLQCUKLGxscrMzNTXX38tr9er7777znQkGDZ27Fjde++9at68uZ5//nmVKlXKdKSw0KJFi0MTA4mJiWy2AQi5UFzNr6plWRX//HMZSfGSPj7RcwEA/y46OlqZmZn69ttv5fV69e2335qOBEMeeugh3XfffWrVqpXmzZunyMhI05HCStOmTbVw4UImBgAUiFA8MlVDks+yrHclvamDr5laHoJzAQBHccstt2jVqlX64YcfFB0drS1btpiOhEI2cuRIDRo0SLfeeqvmzJkjj8djOlJYaty4sdLT0/XOO+8wMQAgpEJxNb93Xde92nXdK1zXvcx13RGhCAYA+G916tTR6tWrtW3bNkVHR+urr74yHQmFwHVdDR06VEOGDNHtt9+uWbNmUaT+w5ETAz///LPpSACKgZC+ZgoAUPhuvPFGZWdn65dfflF0dLS+/PJL05FQgFzX1eDBgzVixAi1b99eM2fOlG3bpmMVCUwMAAg1yhQAFAPXX3+91qxZox07dsjr9erzzz83HQkFwHVd3X///Ro1apTuvPNOTZ8+nSJ1nJKSkrRs2TJt2rSJiQEAJ4wyBQDFxLXXXqs1a9Zo165d8nq9+vTTT01HQgi5rqv+/ftrzJgxuuuuuzR16lRFRPBtPBgJCQlMDAAICb4KA0AxcvXVVys3N1d79uyR1+vVJ598YjoSQsB1XfXp00fjx49X9+7d9eSTT1KkThATAwBCga/EAFDMXHnllfL5fNq/f7+8Xq8+/pi1iqLMdV316tVLkyZNUq9evfT444/LsizTsYoFJgYAnCjKFAAUQ5dddpn8fr9c15XX69UHH3xgOhKCcODAAXXv3l2PP/64+vTpo4kTJ1KkQoyJAQAngjIFAMXUJZdcIr/fr4iICMXExOi9994zHQnH4cCBA+rataumTJmi/v37a/z48RSpAsLEAIBgUaYAoBi76KKL5Pf7FRkZqdjYWL3zzjumIxWYzZs3q1KlSvJ6vfJ6vRo3btxRb79u3TpdfvnlioqK0jfffPOXc2JjY1WnTh099NBDh96/atUq3XTTTbrpppuUlZVVYP8d0sEi1blzZ02bNk0DBw7UmDFjKFIFjIkBAMGgTAFAMXfBBRcoLy9PUVFRio2N1caNG01HKjDXXnut/H6//H6/+vXrd9TbXnrppXr11Vd14403/uX9AwYM0PDhw/XKK68oNzdXH3/8sRzHUf/+/ZWZmanMzEz169dPjuMUyH+D4zjq2LGjZsyYocGDB2vUqFEUqULCxACA40WZAoAS4LzzzlNeXp7Kly+v2NhYbdiwwXQk404++WSVL1/+b+9/++23dcstt0iSUlJStHbtWn366ac6++yzVbFiRVWsWFFnn312gfyg7TiO2rdvr2effVbDhg3TiBEjKFKF7MiJgc8++8x0JABhjDIFACXEOeeco7y8PJ188smKi4vTG2+8YTpSyG3YsOHQ0/zy8vKUmpp66N/z3/r373/UMw4cOHDozxUrVtTPP/+sX375RZUqVfrb+0MpEAjo9ttv15w5czRy5EgNHTo0pOfj2OVPDOzevVvR0dHatGmT6UgAwpTHdAAAQOGpVauW8vLyFBMTo4SEBGVlZf3taW5F2bXXXqucnJxD/x4dHX3cZxy+3/Tbb7/plFNO0SmnnKLt27f/7f2hsn//frVt21YLFizQ6NGjNWDAgJCdjeDkTwzExcUpOjpaPp9PF110kelYAMIMj0wBQAlz1llnKS8vT1WrVlViYqJeeeUV05FOiOv++7eyYB6ZuvLKK7Vu3TpJUmZmpurWravzzz9fX375pXbs2KEdO3boyy+/1HnnnReS/Pv371fr1q21YMECjRs3jiIVRi6//PK/TAx8+OGHpiMBCDM8MgUAJdAZZ5xx6BGqpKQkZWZmHnqdUFHz2msLdcEF4//xYxkZGf/69zZt2qRu3brpnXfeUevWrdWmTRt17dpVo0ePVseOHbVv3z7Vr19fF198sSRp9OjRSkpKOvRn27ZPOPu+ffvUsmVLLVmyRBMmTFDv3r1P+EyEVv7EQExMjLxer3Jzc3XZZZeZjgUgTFiu6xb6ndauXdtdv359od8vUJR4vV5Jkt/vN5oDxdt3332n2NhYbdmyRStWrDj0/7uixLKkWrVm6MsvO5qOclz27t2r5s2ba9myZXrsscfUs2dP05FwFJ988oliY2O1b98+5eTk6MorrzQdCUABsixrg+u6tf/rdjzNDwBKsNNOO01+v19nnXWWkpOTtWbNGtORSoQ9e/aoSZMmWrZsmSZPnkyRKgIuvPDCEjMxAODYUaYAoISrXr26/H6/zjnnHDVo0EDZ2dmmIxVre/bsUVpamlauXKmnnnpK3bp1Mx0Jx+i8886T3+9XuXLlFBcXx8QAAMoUAECqVq2afD6fzj//fDVs2FCrVq0yHalY2r17txo1aqSsrCxNnz5dXbp0MR0Jx+ncc89VXl6eKlSoUGwnBgAcO8oUAECSVLVqVeXm5uriiy9WamqqVq5caTpSsfLHH3+oQYMGysnJ0cyZM9WxY9F6jRf+39lnn628vDydcsopSkhI0GuvvWY6EgBDKFMAgEOqVKmiNWvW6LLLLlPjxo21bNky05GKhd9//10pKSny+/2aNWuW7rjjDtORcIKOnBjIv5w+gJKFMgUA+ItTTjnl0NXKmjZtqiVLlpiOVKTt3LlT9evX19q1azVnzhzddtttpiMhRM444wz5/X5Vr15dSUlJeumll0xHAlDIKFMAgL+pVKmSsrOzdc0116h58+ZKT083HalI2rFjh+rXr69169Zp3rx5atOmjelICLHTTz9dfr9fNWvWVP369ZWXl2c6EoBCRJkCAPyjihUravXq1bruuuvUsmVLLViwwHSkIuW3335TUlKSXn/9dT3//PNq2bKl6UgoIPkTA2eeeabq16+v3Nxc05EAFBLKFADgX1WoUEFZWVm66aab1KZNG82fP990pCJh+/btSkxM1Pr167VgwQI1a9bMdCQUsOrVq8vn8+mcc85RSkoKEwNACUGZAgAc1UknnaTMzEzVqVNHbdu21dy5c01HCmu//PKL4uPjtXHjRqWnpystLc10JBSSU0899S8TA1lZWaYjAShglCkAwH8qX768Vq5cqejoaN1+++2aNWuW6Uhh6eeff1Z8fLzee+89vfjii2rUqJHpSChkTAwAJQtlCgBwTMqVK6fly5crLi5O7du318yZM01HCis//fST4uLi9OGHH2rJkiVq0KCB6UgwJH9i4NJLL1VaWhoTA0AxRpkCAByzsmXLaunSpUpISFDHjh01bdo005HCwo8//qjY2Fh98sknWrp0qerXr286EgzLnxi44oor1LRpU2VkZJiOBKAAUKYAAMelTJkyysjIUP369dWlSxdNmTLFdCSjtm7dqpiYGH322Wdavny5EhMTTUdCmDh8YqBZs2Z68cUXTUcCEGKUKQDAcYuKitLixYuVkpKibt266YknnjAdyYjvv/9eXq9Xmzdv1ooVKxQXF2c6EsJMxYoVlZWVpeuuu04tWrTQwoULTUcCEEKUKQBAUEqXLq309HSlpqaqZ8+emjRpkulIherbb7+V1+vVli1blJmZqZiYGNOREKZOPvnkQxMDrVu3ZmIAKEYoUwCAoJUuXVoLFixQWlqaevfurUceecR0pELxzTffyOv16rvvvlNWVpbq1q1rOhLCHBMDQPFEmQIAnJBSpUrphRdeULNmzdS3b1+NHTvWdKQC9fXXXys6Olpbt27V6tWrVadOHdORUEQwMQAUPx7TAQAARV9kZKTmz58vj8ej++67T4FAQPfff7/pWCG3efNmxcTE6Ndff1V2drZuuOEG05FQxORPDKSmpqp9+/ZyHEcdOnQwHQtAkChTAICQ8Hg8mjNnjiIiIjRo0CAFAgENGTLEdKyQ+fLLL+X1erVjxw7l5OSodu3apiOhiMqfGGjcuLE6duwox3HUqVMn07EABIEyBQAIGY/Ho9mzZ8u2bQ0dOlSO42jYsGGyLMt0tBPy+eefKyYmRrt27dKaNWt0zTXXmI6EIi5/YiAtLU2dO3eW4zi66667TMcCcJwoUwCAkLJtW88884w8Ho9GjBghx3E0cuTIIluoPv30U8XExGjPnj3Kzc3VVVddZToSiomoqCgtWbJETZs2VdeuXRUIBNSjRw/TsQAcB8oUACDkbNvW9OnTZdu2Ro0apUAgoNGjRxe5QvXJJ58oJiZG+/fvV25urq644grTkVDM5E8MtGjRQj179pTjOOrVq5fpWACOEWUKAFAgIiIiNHXqVNm2rYcffliO42js2LFFplB99NFHio2N1YEDB+Tz+XTZZZeZjoRiqnTp0lq4cKFatWqle+65R47jqE+fPqZjATgGlCkAQIGJiIjQlClT5PF4NH78eAUCAU2YMCHsC9UHH3yg2NhYRUREyO/36+KLLzYdCcVc/sRAmzZtdO+99yoQCKh///6mYwH4D5QpAECBsixLjz/+uGzb1qRJk+Q4jh599NGwLVTvvfeeYmNjFRkZKZ/PpwsvvNB0JJQQ+RMDtm0X64kBoDihTAEACpxlWZo0aZJs29bEiRMVCAT0xBNPKCIivLbj33nnHcXFxSkqKko+n0/nn3++6UgoYTwej+bOnSvbtjVo0CA5jqPBgwebjgXgX1CmAACFwrIsPfLII/J4PBo3bpwcx9GUKVPCplC99dZbSkhIULly5eTz+XTuueeajoQS6vCJgSFDhigQCBSLiQGgOKJMAQAKjWVZevjhh+XxeDR69Gg5jqNp06YZL1Tr169XQkKCKlSoIJ/Pp3POOcdoHqC4TQwAxRVlCgBQqCzL0qhRo+TxeDRy5Eg5jnPoMuomvPHGG0pMTFSlSpXk8/lUq1YtIzmAIx05MeA4jh566CEKFRBGKFMAgEJnWZZGjBgh27Y1bNgwBQIBPfvss4VeqF599VXVq1dPVapUkc/n05lnnlmo9w/8l8MnBsaMGaNAIFCkJgaA4o4yBQAwZujQobJtW4MHD5bjOJo9e7Y8nsL51vTKK6+oXr16ql69unw+n04//fRCuV/geBXViQGgJKBMAcDxSkqS3npL6tVLeuAB02mKvAceeEAej0cDBw6U4ziaO3euIiMjC/Q+165dq+TkZNWsWVO5ubmqWbNmgd5fibVjh1SvnlSqlPTHH9Lo0VJcnOlURVJRmxgASgrKFAAcrxkzpJwc6ZtvTCcpNgYMGCDbttW/f385jqP58+cXWKHy+/1KSUnRmWeeqdzcXNWoUaNA7geSypeX1q6VPB7piy+kli2lN980narIKioTA0BJwmcfUERVGVtFEcMjFD873nSUkoengxWIfv36acKECUpPT1eLFi20b9++Ez6z1cJWsoZbh95unXGrkpOTVatWLfn9fopUQYuIOFikpIOPUl1xhdk8xUD+xEC/fv00ZcoUde3aVQcOHAjZ+VmfZckabunJN58M2ZlAcUaZAoqozFsz1eHqDqZjACHVu3dvPfroo1qyZImaNWumvXv3ntB5cefGaW27tXKHuqpVppbmfT1P5557rnw+n0499dQQpcZRffut9L//SYmJUlqa6TTFQv7EwMCBAzVt2jR17tw5ZIWq64quqhRVKSRnASUBT/MDiqjral6nqRummo4BhNzdd98t27bVo0cPNWnSROnp6YqKigrqrE7XdJIkrVq1Sps/2yydJvl8PlWpUiWEiXFUNWtKL78sbd4seb1SgwamExUL+RMDtm3rwQcfDMnEwDMbn1HlMpUVYfG7duBY8dkCAAg73bt311NPPaWVK1cqLS1Nu3fv/svH9+2Ttm8/+CZJjlNG27dLO3f+/awVK1YouVOydJrU7tJ2FKnCdPgjixUqSCedZC5LMWRZlkaOHKlhw4bp2WefVfv27eU4TtDnDVwzUPOazgthQqD445EpADhenTpJ69Yd/EFx/XppyRLTiYqlLl26yLZtde7cWampqVqyZInKlv2/9u4/2PK6ruP46829LMvCkI3upAKFJQMyjWbuhMpM46h/AKZMptCCkAiiDiSKYbFZ2ZQ5Y+pY+aNBUTRB10gUFFAaNUuEYYVKZDU3U1hEWyssFpbl7n764yy64N798bln7/fcu4/HzJ3Ze+653/O+M9+75z7P93s+32VJkle9/N5cvnpJDth/S5IDc+edp+aIw+/Pxk0H5N//fb88dLmoq666KiedcVLymuQXfvoXcumLLx3s59kn3XZb8trXJlNTyYMPJu94x9ATLUqPvMTABz/4wT2+xMAbP//GHLP8mBz56CP30pSwOIkpgD313vcOPcE+4+yzz87U1FTOOuusPP/5z8/VV1+dZcuW5clPXZYHvv2JfPgVv/Gj+6696+g8+8+/ksc/fhRcV155ZV54yguTVcmjD3x01p2/bqgfY9/1tKeNVvNjr3vDG96QqamprFq1KjMzM3t8iYEv3fml3BVYO/QAABBvSURBVPq9W/OYtzwm/7Ppf/L661+fp/zMU3Lczx63F6eGhU9MwQJ19DuPzrfv+Xa2tC153Nsel7tfd/fQI8FeceaZZ2Z6ejovfelL87znPS9XX311TnvJwfmjPzghP7zvkPzUsv9Nklz6jy/PGWdMZXo6ueKKK7Jy5cosee2SbK7N+a9N/5X648pUTWXmD2cG/olg77jooosyPT3ddYmB68+4/kf/fuJfPjEXPOMCIQW7QUzBAvX1874+9Agwb04//fRMTU3l9NNPz4knnphPf/rTee6zk9U3npJznv3ezGyZyodueFk+/5YDsnr16px22mk59thjc+0brs0hhxwy9Pgwby688MJMT0/nggsuyMknn5zVq1dnyZIle7SNda92FBd2lwUoAFgQTj311Fx++eW54YYbcsIJJ+SUl0zl/V86P0ly3b8cnyOO2C+33HJ5Tj311Dzzmc/MddddJ6TYJ437EgPA7OZ8ZKqqDk/yoSSPTbI1ycWttb+Y63ZhXzU1NfWw64VUVZJkv/32m9MqTbAYnHLKKZmamsrKlStz8smH5MAld2TtXUfnrz57Zm786uty42nvS5Jce+21OeiggwaeFoaz/SUGZru0gOcVmLtxHJmaSfK61tqTkjw9yblVdcwYtgv7pNkuvDjOK9zDQvaiF70oH/vYx5JsycyWD+VNn3x9/mHtc5Ks/tF9hBT8+BIDs/G8AnM35yNTrbW7k9y97d//V1Vrkxya5Pa5bht4uGc961lDjwAT5cEtH8hlX/pGDlzyN0l+fJEpvysAzIexvmeqqo5I8tQkN+3ga+dU1ZqqWrNhw4ZxPiwsStclefXQQ8DE+7cs3f/Pcv9mZ5fDzvxUkn9J8qyB54DFplpr49lQ1cFJ/iHJm1prH9/ZfVesWNHWrFkzlseFxaaqclqSi5O0JEdm26HfJOP6fYXF4KH3E+6I3xX4sarKu5OcnWR9Rs8rD71Tyu8K7FhVfaW1tmJX9xvLkamq2j/J3yW5bFchBezcwUn+MsmyjM7D9Xo7AHNxTJLfSrJ/kuVJzh12HFhU5hxTNXpp8JIka1trb5/7SLBv++MkD627dECSE5M8I6NVlwBgj7SWSzJ6PklGL9i9Kclj4nkFxmEcv0XHJTk9ybOr6p+3fZw4hu3Cvueb38wFS5dm2XY3HZTkhqOOypbNm4eaCiZSa23WD2CbK6/M0w86KFPb3XTwkiXZcMYZlkWHMZhzTLXW/qm1Vq21J7fWfmnbxzXjGA72Oeeckzz44E/evn59cskl8z8PAAvX/fcnr3pVsnHjw2/fvDn5279NbrllmLlgEXF8FybFNdckN9+c7OiVwo0bkwsvTO65Z/7nAmBhevObk3vv3fHXNm1KXvayxJFcmBMxBZNg8+bk5S//yVcPH3mfVavmbyYAFq477kje+tbkvvt2/PXWknXrko98ZH7ngkVGTMEkeNvbkh/+cOf32bQpufTS5HbXwwZgF849d8enjW9v48bkvPNmP3oF7JKYgqHdfXfyp3+686NSD3nggeSss5yWAcDsvvCF5HOfS2Zmdn3fTZuSN75xb08Ei5aYgqGdf/7uPeElydatyVe/mnziE3t3JgAWppmZ0Ytus53e90j335+8+92jU/6APSamYEhf/nLyqU+N3g+1uzZuTF75ytETIABs7z3vSb7//T37ns2bk1e8Yu/MA4ucmIKhbN06WkmpJ4ruvXe0ShMAPOQHPxgtVLQ7p41vb8uW5Kabkmuv3TtzwSImpmAol1yS3Hln3/fed99olaY77hjvTAAsXBdeuOtFJ2azceNoVVkXiIc9IqZgCPfck/zO7+z5q4fbe/DB0WpNAHDrrcnq1aOFinrdc0/y9rePbybYB4gpGMKqVXN/9W9mZrRa0xe+MJaRAFigWhudNr5p09y2s3Fj8id/MlplFtgtYgrm2+23j64XNdcnvWR0ut9ZZ+3+aoAALD4f/WjyzW+O57IZMzPJa14z9+3APkJMwXxqLTn77LmdhvFI3/te8td/Pb7tAbBwbNw4OuV7LqeNb2/z5uSqq0YLUgC7ND30ALBPeeCB5DvfSZYsGd82t25NbrhhdBV7APYt69ePAmjp0vFu9+abk2OPHe82YRESUzCfli5N7rpr6CkAWCyOOmp0uQxgEE7zAwAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqIKQAAgA5iCgAAoIOYAgAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqIKQAAgA5iCgAAoIOYAgAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqIKQAAgA5iCgAAoIOYAgAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOY4mpqnp/Vf1nVd02ju0BAABMunEdmbo0yfFj2hYAAMDEG0tMtda+mOS/x7EtAACAhcB7pgAAADrMW0xV1TlVtaaq1mzYsGG+HhYAAGCvmLeYaq1d3Fpb0VpbsXz58vl6WAAAgL3CaX4AAAAdxrU0+keSfDnJUVW1vqrOGsd2AQAAJtX0ODbSWls5ju0AAAAsFE7zAwAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqIKQAAgA5iCgAAoIOYAgAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqIKQAAgA5iCgAAoIOYAgAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqIKQAAgA5iCgAAoIOYAgAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqIKQAAgA5iCgAAoIOYAgAA6CCmAAAAOogpAACADmIKAACgg5gCAADoIKYAAAA6iCkAAIAOYgoAAKCDmAIAAOggpgAAADqMJaaq6viq+kZVrauq3xvHNgEAACbZnGOqqqaSvCvJCUmOSbKyqo6Z63YBAAAm2TiOTP1KknWttW+11jYn+WiSk8awXQAAgIk1jpg6NMmd232+ftttAAAAi9Y4Yqp2cFv7iTtVnVNVa6pqzYYNG8bwsAAAAMMZR0ytT3L4dp8fluS7j7xTa+3i1tqK1tqK5cuXj+FhAQAAhjOOmLo5yZFV9YSqWpLkN5NcNYbtAgAATKzpuW6gtTZTVecl+UySqSTvb619bc6TAQAATLA5x1SStNauSXLNOLYFAACwEIzlor0AAAD7GjEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3EFAAAQAcxBQAA0EFMAQAAdBBTAAAAHcQUAABABzEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3EFAAAQAcxBQAA0EFMAQAAdBBTAAAAHcQUAABABzEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3EFAAAQAcxBQAA0EFMAQAAdBBTAAAAHcQUAABABzEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3EFAAAQAcxBQAA0EFMAQAAdBBTAAAAHcQUAABABzEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3EFAAAQAcxBQAA0GFOMVVVL66qr1XV1qpaMa6hAAAAJt1cj0zdluSFSb44hlkAAAAWjOm5fHNrbW2SVNV4pgEAAFgg5u09U1V1TlWtqao1GzZsmK+HBQAA2Ct2eWSqqv4+yWN38KXfb619cncfqLV2cZKLk2TFihVttycEAACYQLuMqdbac+djEAAAgIXE0ugAAAAd5ro0+q9X1fokz0jy6ar6zHjGAgAAmGxzXc3vyiRXjmkWAACABcNpfgAAAB3EFAAAQAcxBQAA0EFMAQAAdBBTAAAAHcQUAABABzEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3EFAAAQAcxBQAA0EFMAQAAdBBTAAAAHcQUAABABzEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3EFAAAQAcxBQAA0EFMAQAAdKjW2vw/aNWGJN+Z9weeXI9J8oOhh2Ai2TeYjX2D2dg32Bn7B7Oxbzzcz7XWlu/qToPEFA9XVWtaayuGnoPJY99gNvYNZmPfYGfsH8zGvtHHaX4AAAAdxBQAAEAHMTUZLh56ACaWfYPZ2DeYjX2DnbF/MBv7RgfvmQIAAOjgyBQAAEAHMTUBqurPq+rrVfWvVXVlVT1q6JkYVlUdX1XfqKp1VfV7Q8/D5Kiqw6vq81W1tqq+VlXnDz0Tk6Wqpqrq1qr61NCzMDmq6lFVdcW2vzfWVtUzhp6JyVBVr932fHJbVX2kqpYOPdNCIqYmw/VJfrG19uQk/5bkooHnYUBVNZXkXUlOSHJMkpVVdcywUzFBZpK8rrX2pCRPT3Ku/YNHOD/J2qGHYOL8RZLrWmtHJ3lK7CMkqapDk7w6yYrW2i8mmUrym8NOtbCIqQnQWvtsa21m26c3JjlsyHkY3K8kWdda+1ZrbXOSjyY5aeCZmBCttbtba7ds+/f/ZfQH0aHDTsWkqKrDkjwvyfuGnoXJUVWHJPnVJJckSWttc2vtnmGnYoJMJzmwqqaTLEvy3YHnWVDE1OR5WZJrhx6CQR2a5M7tPl8ffyyzA1V1RJKnJrlp2EmYIO9I8vokW4cehIny80k2JPnAtlNA31dVBw09FMNrrd2V5K1J7khyd5IfttY+O+xUC4uYmidV9ffbzkV95MdJ293n9zM6heey4SZlAtQObrPsJg9TVQcn+bskr2mt/e/Q8zC8qvq1JP/ZWvvK0LMwcaaT/HKS97TWnppkYxLvxyVV9dMZnf3yhCSPT3JQVb1k2KkWlumhB9hXtNaeu7OvV9VvJfm1JM9p1qvf161Pcvh2nx8Wh9zZTlXtn1FIXdZa+/jQ8zAxjkvygqo6McnSJIdU1Ydba/4wYn2S9a21h45iXxExxchzk/xHa21DklTVx5M8M8mHB51qAXFkagJU1fFJfjfJC1pr9w09D4O7OcmRVfWEqlqS0RtBrxp4JiZEVVVG73tY21p7+9DzMDlaaxe11g5rrR2R0f8bnxNSJElr7XtJ7qyqo7bd9Jwktw84EpPjjiRPr6pl255fnhOLk+wRR6YmwzuTHJDk+tF+nBtba68cdiSG0lqbqarzknwmo1V13t9a+9rAYzE5jktyepKvVtU/b7ttVWvtmgFnAibfbye5bNuLdN9KcubA8zABWms3VdUVSW7J6K0mtya5eNipFpZyRhkAAMCec5ofAABABzEFAADQQUwBAAB0EFMAAAAdxBQAAEAHMQUAANBBTAEAAHQQUwAAAB3+HwaBHZ1XxRmIAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -563,14 +565,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.052281676787\n" + "1.21851478584 max 9\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -580,14 +582,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0526057340714\n" + "4.34083728535 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -597,14 +599,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.113213930011\n" + "1.34288039892 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -614,14 +616,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0224078583877\n" + "3.44586626525 max 9\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -631,14 +633,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.09\n" + "6.84802915883 max 9\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -648,14 +650,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0220719354642\n" + "5.0362888059 max 9\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -665,14 +667,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.052281676787\n" + "1.3356077076 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -682,14 +684,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.052281676787\n" + "3.51262552585 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -699,14 +701,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.20106461425\n" + "1.0 max 6\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAI4CAYAAACP/LOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XeUXXWh/uH3m4ReDCUXkCKogFhQf0REEMlMAqEEAopKkYuUiyKgeLlS5IoiV0FQil2UotJUysVcSoA0FFAMAkoTpLdARAOhJCHJ/v0xUUEgkJ2T2WfOPM9aWc6cHPa8njUrM5/Z5+wpVVUFAACABTOg6QEAAAB9kZgCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFDDoCY+6Morr1ytvfbaTXxoAACA+brhhhv+UlXVkFe7XyMxtfbaa2fy5MlNfGgAAID5KqXc/1ru52l+AAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADW0JKZKKZ8tpdxaSrmllHJuKWXJVhwXAACgXS10TJVSVk/y6SRDq6p6e5KBSXZZ2OMCAAC0s1Y9zW9QkqVKKYOSLJ3kkRYdFwAAoC0tdExVVfVwkq8neSDJo0merKrqioU9LgAAQDtrxdP8VkgyOsk6SV6fZJlSysde5n77lVIml1ImT506dWE/LAAAQKNa8TS/EUnurapqalVVzye5MMmm/3qnqqpOrapqaFVVQ4cMGdKCDwsAANCcVsTUA0k2KaUsXUopSYYnub0FxwUAAGhbrXjN1G+TnJ/k90n+OO+Ypy7scQEAANrZoFYcpKqqLyb5YiuOBQAA0Be06tLoAAAA/YqYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACghpbEVCllcCnl/FLKHaWU20sp72vFcQEAANrVoBYd55Qkl1dVtXMpZfEkS7fouAAAAG1poWOqlLJ8kg8k+XiSVFU1K8mshT0uAABAO2vF0/zemGRqkjNKKTeWUn5USlmmBccFAABoW62IqUFJ/l+S71VV9e4kzyQ5/F/vVErZr5QyuZQyeerUqS34sAAAAM1pRUw9lOShqqp+O+/989MTVy9SVdWpVVUNrapq6JAhQ1rwYQEAAJqz0DFVVdWUJA+WUtafd9PwJLct7HEBAADaWauu5ndQkrPnXcnvniR7tei4AAAAbaklMVVV1U1JhrbiWAAAAH1BS35pLwAAQH8jpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQU9BHPTXzqWx62qYZduawbPzDjTPunnFNT6LNjP3z2JSjS777u+82PQUAOtKgpgcA9Sy7+LK5eq+rM2jAoNzzt3vy0fM/mt+98XdNz6KN7H/J/llhyRWangEAHUtMQR81oAzIgNJzcvmpmU9lw3/bsOFFtJMzbjwjKy210j8+RwCA1vNVFvqwh596OO8//f3Z6qdbZacNdmp6Dm3kiHFH5JwPndP0DADoaM5MQR+2+vKr59d7/zr3Tbsvw84cllHrjWp6Em3gSxO+lLcOeWvWXWndpqcAQEdzZgr6qJmzZ/7j7eWXWD7LLbFcg2toJ9c8eE1unHJjVj5+5dw77d4ceuWhueaBa5qeBQAdx5kp6KNuefyWfHbsZzNwwMA8P+f5nDzy5KYn0Sau/Pcr//H2m7/55vzn+/4zm621WYOLAKAzlaqqev2DDh06tJo8eXKvf1wAAIBXU0q5oaqqoa92P0/zAwAAqEFMAQAA1CCmoM2suuqqKaW85M+qq67a9DQaNnDgwJf93Bg4cGDT0wCgXxJT0GYee+yxBbqd/mPu3LkLdDsAsGiJKQAAgBrEFAAAQA1iCqAPaOLXWAAA8yemANpcVVU58sgjm54BAPwLMQVtZpVVVlmg2+lsVVXlsMMOy7HHHvuK9xkwwD/lANAEX4GhzUyZMiVVVWWLLbbIFltskaqqUlVVpkyZ0vQ0ellVVfmv//qvnHDCCdl///0zZ86cl/3cmDNnTtNTAaBfGtT0AABeqqqqHHzwwfnmN7+Zgw46KKecckpKKU3PAgBewJkpgDZTVVUOOuigfPOb38zBBx8spACgTYkpgDYyd+7cfOpTn8p3vvOdHHLIITnxxBOFFAC0KTEF0Cbmzp2bT3ziE/n+97+fww47LCeccIKQAoA2JqYA2sCcOXOy77775kc/+lGOPPLIHHvssUIKANqcmAJo2Jw5c7L33nvnjDPOyFFHHZVjjjlGSAFAH+BqfgANmj17dvbcc8+cc845Ofroo3PUUUc1PQkAeI3EFEBDZs+enT322CPnnXdevvKVr+Tzn/9805MAgAUgpgAa8Pzzz2f33XfPL37xixx33HE57LDDmp4EACwgMQXQy2bNmpVddtklF110Ub7+9a/nkEMOaXoSAFCDmALoRbNmzcpHPvKRXHzxxTnppJNy8MEHNz0JAKhJTAH0kpkzZ2bnnXfO//3f/+Vb3/pWDjzwwKYnAQALQUwB9IIZM2bkgx/8YC677LJ897vfzf7779/0JABgIYkpgEXsueeey4477pgrrrgiP/jBD7Lffvs1PQkAaAExBbAIPfvssxk9enTGjRuX0047LXvvvXfTkwCAFhFTAIvIM888k+233z4TJ07MGWeckT333LPpSQBAC4kpgEXg6aefznbbbZdf//rX+clPfpKPfexjTU8CAFpMTAG02PTp07Ptttvm2muvzVlnnZVdd9216UkAwCIgpgBa6KmnnsrWW2+d66+/Pueee24+8pGPND0JAFhExBRAizz55JMZOXJkbrjhhvzsZz/Lhz70oaYnAQCLkJgCaIG//e1vGTlyZG666ab84he/yI477tj0JABgERNTAAvpr3/9a7bccsvccsstueCCC7L99ts3PQkA6AViCmAhPPHEExkxYkRuu+22XHTRRdl2222bngQA9BIxBVDT1KlTM2LEiPzpT3/KxRdfnK233rrpSQBALxJTADU89thjGT58eO6+++6MGTMmW265ZdOTAIBeJqYAFtCUKVPS3d2d++67L5dcckm6u7ubngQANEBMASyARx55JN3d3XnwwQdz6aWXZtiwYU1PAgAaIqYAXqOHH344XV1deeSRR3L55Zdn8803b3oSANAgMQXwGjz44IPp6urK448/nrFjx2azzTZrehIA0DAxBfAq7r///nR1deWJJ57IFVdckU022aTpSQBAGxBTAPNx7733pqurK9OmTcuVV16ZjTfeuOlJAECbEFMAr+Cee+5JV1dXpk+fnnHjxmWjjTZqehIA0EbEFMDL+POf/5yurq48++yzGTduXN797nc3PQkAaDNiCuBf3Hnnnenq6srMmTMzfvz4vPOd72x6EgDQhsQUwAvccccd6erqypw5czJhwoS84x3vaHoSANCmxBTAPLfddlu6u7tTVVUmTJiQt73tbU1PAgDa2IBWHaiUMrCUcmMp5f9adUyA3nLLLbdk2LBhKaVk4sSJQgoAeFUti6kkn0lyewuPB9Arbr755nR1dWWxxRbLxIkTs8EGGzQ9CQDoA1oSU6WUNZJsl+RHrTgeQG+58cYb093dnSWWWCITJ07M+uuv3/QkAKCPaNWZqZOTHJpk7ivdoZSyXyllcill8tSpU1v0YQHqu+GGGzJ8+PAss8wymTRpUtZdd92mJwEAfchCx1QpZVSSx6uqumF+96uq6tSqqoZWVTV0yJAhC/thARbK9ddfn+HDh2f55ZfPpEmT8qY3vanpSQBAH9OKM1ObJdmhlHJfkvOSdJdSzmrBcQEWid/85jfZcssts+KKK2bSpElZZ511mp4EAPRBCx1TVVUdUVXVGlVVrZ1klyTjq6r62EIvA1gErr322my11VYZMmRIJk6cmDe84Q1NTwIA+qhWXs0PoK396le/ysiRI7Pqqqtm4sSJWWuttZqeBAD0YS39pb1VVU1MMrGVxwRohUmTJmW77bbLGmuskfHjx+f1r39905MAgD7OmSmg440fPz7bbLNN1lprrUyYMEFIAQAtIaaAjnbllVdmu+22yxvf+MZMmDAhq622WtOTAIAOIaaAjjV27Nhsv/32WXfddTNhwoSsssoqTU8CADqImAI60qWXXprRo0fnLW95S8aPHx+/3w4AaDUxBbSfp55KNt00GTYs2XjjZNy4BfrPx4wZk5122ilve9vbMn78+Ky88sqLZicA0K+19Gp+AC2x7LLJ1VcngwYl99yTfPSjye9+95r+04svvjgf/vCH8853vjNXXHFFVlhhhUU8FgDor5yZAtrPgAE9IZX0nKXacMPX9J9deOGF2XnnnfPud787V155pZACABYpMQW0p4cfTt7//mSrrZKddnrVu//iF7/IRz7ykbznPe/JFVdckcGDB/fCSACgPxNTQHtaffXk179Orr8+OfDA+d71vPPOy6677ppNNtkkY8eOzete97peGgkA9GdiCmg/M2f+8+3ll0+WW+4V73r22Wdn9913z2abbZbLL788y83nvgAAreQCFNCkG2/sOesycGDPa4R+9KPkjW9selXzbrkl+exnex6X559PTj75Ze/24x//OHvttVeGDRuWMWPGZJlllunloX3ADTckRxzR8zi+5z3J8cc3vQgAOoaYgiattlpy+eU9Z14uvTT54heTn/606VXN22ijnqv5zcfpp5+efffdN93d3fnlL3+ZpZdeupfG9SGzZiWHH55ceOF8z+4BAPV4mh80adVV//lN7uKL//MKdszXD3/4w+yzzz7ZcsstM2bMGCH1Sq67rucy87vtlnR3J7/6VdOLAKCj+M4N2sEzzyRHHpmccUbTS9re97///ey///7Zeuutc9FFF2XJJZdselL7euSR5Oabk5tuSqZPT4YPT26/PSml6WUA0BGcmYKmPf98zy+lPeKI5K1vbXpNW/vOd76T/fffP9ttt13+93//V0i9mhVXTDbdtOciHquvnqy8cjJ1atOrAKBjiClo0ty5ycc+luy4Y88fXtEpp5ySAw88MDvssEMuuOCCLLHEEk1Pan/vfW9y553J7Nk9Z6YefzxZaaWmVwFAx/A0P2jShRcml1ySPPZYctZZyTvekXzrW02vajsnnnhiDjnkkOy0004577zzsvjiizc9qW8YPDg56KBk2LCeM6Bf+1rPFRIBgJYQU9CknXfu+cMrOv7443PYYYdl5513zjnnnJPFFlus6Ul9yx579PwBAFrO0/yAtnXsscfmsMMOy0c/+lEhBQC0HTEFtKVjjjkmn//857PbbrvlrLPOElIAQNsRU0BbqaoqX/rSl3LUUUdljz32yE9+8pMM8vu3AIA2JKaAtlFVVY466qgcffTR+fjHP54zzjgjA10wAQBoU37cC7SFqqry+c9/Pscdd1z23Xff/OAHP8iAAX7eAwC0LzEFNK6qqhx66KH5+te/nk984hP57ne/K6QAgLYnpoBGVVWVQw45JCeddFI+9alP5dvf/nZKKU3PAgB4VX70CzSmqqp85jOfyUknnZRPf/rTQgoA6FPEFNCIuXPn5oADDsi3vvWtfPazn83JJ58spACAPkVMAb1u7ty52X///fO9730vn/vc5/KNb3xDSAEAfY6YAnrV3Llzs99+++XUU0/N4Ycfnq997WtCCgDok8QU0GvmzJmTffbZJ6eddlr++7//O1/96leF1EK47777ssIKK2TYsGEZNmxYTjjhhPne/9prr8073vGOLLnkknnooYdedJzu7u5sttlm+epXv/qP2y+//PK8733vy/ve976MHTt2kf3/AIC+ytX8gF4xZ86c7LXXXvnpT3+aL33pS/niF7/Y9KSOsNFGG+Wqq656Tfd929veluuuuy6jRo160e2HH354jj766Gy++eYZMWJEPvjBD2bdddfNoYcemquvvjpJ8oEPfCAjRozwS5QB4AXEFLDIzZ49O3vuuWfOOeecfPnLX84XvvCFpif1S6973ete9vabbropm2++eZJku+22+0dArbPOOhk8ePA/3r777ruz3nrr9c5YAOgDxBSwSD3//PP52Mc+lp///Of56le/miOOOKLpSR3lhhtuyLBhw5IkRx99dE488cQ8+eSTL7rPxhtvnOOPP/4VjzF37tx/vD148OBMmTIlf/3rX7PCCiu86PYnnniiteMBoI8TU8Ai8/zzz2fXXXfNBRdckOOPPz6f+9znmp7Ucf71aX5bbLHFAh9jwIB/vnz2ySefzIorrpgVV1wx06ZNe8ntAMA/iSlgkZg1a1Z22WWXXHTRRfnGN76R//zP/2x6UseoqpK5cxd/2b8bPXr0Ap+Zeuc735lrr702m266aS677LKcfPLJWXfddXPvvffmqaeeSpLce++9efOb39y6/xMA0AHEFNByM2fOzIc//OGMGTMmp5xySj796U83Pamj3HPPJzLtbxu/7N9dfPHFr/jf3XnnnfnUpz6Vm2++Obvuumt222237L///jn22GOzzz77ZNasWdlmm22ywQYbJEmOPfbYjBw58h9vu/gEALxYqaqq1z/o0KFDq8mTJ/f6x4W+5O+vg5k4cWKjOxbUjBkzsvPOO+eSSy7Jt7/97RxwwAFNT+o4yy9/a6ZPf1sa+OcbAPqFUsoNVVUNfbX7OTMFtMyMGTOy00475fLLL8/3vve9fPKTn2x6EgDAIiOmgJZ47rnnMnr06Fx11VX54Q9/mH333bfpSQAAi5SYAhbas88+m+233z4TJkzIaaedlr322qvpSQAAi5yYAhbKM888k1GjRmXSpEk588wz8+///u9NTwIA6BViCqht+vTp2W677XLNNdfkpz/9aXbfffemJwEA9BoxBdTy1FNPZdttt81vfvObnH322dlll12angQA0KvEFLDAnnzyyWyzzTa5/vrrc+655+bDH/5w05MAAHqdmAIWyLRp0zJy5Mj8/ve/z89//vN88IMfbHoSAEAjxBTwmv3tb3/LVlttlZtvvjnnn39+Ro8e3fQkAIDGiCngNXniiSey5ZZb5tZbb82FF16YUaNGNT0JAKBRYgp4VX/5y18yYsSI3HHHHbnooouy7bbbNj0JAKBxYgqYr6lTp2b48OG56667cvHFF2fkyJFNTwIAaAtiCnhFjz32WIYPH5677747Y8aMyYgRI5qeBADQNsQU8LIeffTRdHd354EHHsgll1yS7u7upicBALQVMQW8xCOPPJKurq48/PDDufTSS7PFFls0PQkAoO2IKeBFHnrooXR3d+fRRx/NZZddls0337zpSQAAbUlMAf/wwAMPpKurK1OnTs3YsWOz6aabNj0JAKBtiSkgSXL//fenq6srTzzxRK644opssskmTU8CAGhrYgrIvffem66urjz55JO56qqr8p73vKfpSQAAbU9MQT939913p6urK08//XSuuuqqbLTRRk1PAgDoE8QU9GN33XVXurq6MmPGjIwfPz7vete7mp4EANBniCnop/70pz+lu7s7s2bNyvjx47Phhhs2PQkAoE8RU9AP3X777enu7s6cOXMyYcKEvP3tb296EgBAnzOg6QFA77r11lszbNiwVFWViRMnCikAgJrEFPQjf/zjH9PV1ZWBAwdm4sSJeetb39r0JACAPktMQT9x8803p6urK4sttlgmTpyYt7zlLU1PAgDo08QU9AO///3v093dnaWWWiqTJk3Keuut1/QkAIA+T0xBh5s8eXKGDx+eZZddNpMmTcqb3/zmpicBAHQEMQUd7Prrr8+IESMyePDgTJo0KW984xubngQA0DHEFHSo6667LltuuWVWWmmlTJw4MWuvvXbTkwAAOoqYgg50zTXXZKuttsqQIUMyceLEvOENb2h6EgBAxxFT0GGuvvrqjBw5MquttlomTZqUNddcs+lJAAAdSUxBB5k4cWK22WabrLnmmpk0aVJWX331pie13siRyZAhyf/8T9NLaEd33pkstljy6183vYR2s9RSybBhPX9OO63pNUCHGNT0AKA1xo0bl+233z7rrLNOxo0bl1VXXbXpSYvGaaclV12VPPRQ00toR8cck2yxRdMraEerr55MnNj0CqDDODMFfdTixyyecnTJm055U6644oqMGjUqb3rTmzJhwoTODakkWWONphe0vWN/dWwGfnlgBn15UBY7ZrGc88dzmp7UO66/Pll1VZ8jr6IcXTL4uMEZfNzgfPx/P970nN4zZUpPaH/wg8l99zW9pi3d8MgN2eqnW6Xrx1059MpDm54DfYIzU9BHXfjRC3P8Ncfnrsfuyg477JD1118/V111VYYMGdL0NBr23jXem9s/dXvWW3m97H7B7tlvzH7Z7R27NT1r0fuf/0nOOCM55JCml7S1QQMGZdrh05qe0fvuuy9ZeeVk7Nhkn32SceOaXtRWZs2ZlcPHHZ4LP3JhlltiuabnQJ/hzBT0UaPWG5W/PvHXTJkyJRtssEHGjx8vpEiSdK/TnfVWXi9JsvRiS2dA6Qf/1F9ySTJ0aLLSSk0vaXuz587O4OMG5/XfeH1+/UA/em3Zyiv3/O/Ikcn99ze7pQ1d9+B1WXbxZbPbhbul+8fd+dX9v2p6EvQJzkxBHzVmzJjcetutWXylxTNu3LisuOKKTU9iEaqq5JZbet6eNavnm8I//rHn/Te9KVl66Zf+N/f+7d6cftPpOWXrU3ppZYNuuqnn9TDXXtvzwNxxR/KznyV+LcBL3HHAHVl/5fXzlau/kh3O3SF/PeyvTU9a9J5+uucCFAMHJn/4wz/Din94ZPojuXnKzbnpkzdl+szpGf6T4bn9gNtTSml6GrS1fvDjSug8F110UT70oQ9l2WWXzWqvX61/hdR//EdywgnJmWcmO+7Y9JpeM25cMnSj2dlt9P2ZOXOVJMluo+/PBzZ9Ot844fmX3P/J557MW779luy4/o45cOMDe3tu7zvyyGT8+OTyy5Mtt0y+/nUh9QrWX3n9JMmRHzgy02dNb3hNL7nttp4zlx/4QHLQQckPftD0oraz4lIrZtM1N83ySyyf1ZdfPSsvvXKmPju16VnQ9pyZgj7mggsuyC677JKNNtooA94xII89+1jTk3rXD3/Y9IJGvOc9yVJLzs6EwzbKyss9kaTnbNXbj7wvW3S9OBpmzZmV1U5cLRuttlEu+OgFTcxt1plnNr2gbU15ekpWXHLFLD5o8Zx/2/lZYuASTU/qHRtvnNx4Y9Mr2tp713hvvjDhC5k9d3aee/65PP7M41lpKU+bhVcjpqAP+fnPf57ddtst733ve3PLqFsy/ZHpqVJlyf9ZMjP+e0bT81iEXve6ZNS2c3LONbvn01t/M0nyu3vek1llxWy++Yvv+6GffyjPzX4u1z9yfQZ9eVAGLzk4fzn0Lw2spt1cdtdlOeDSA7LYwMVSUnL66NObnkSbGLzk4By08UEZduawPD/3+XxtxNcycMDApmdB2ytVVfX6Bx06dGg1efLkXv+40JcMGzYsSc8v4k2Sc845J3vssUc23XTTXHrppVluOVdb6m/GjUsO+cTduenLb06S7H/m6Vlj8z1y5Bf8XAwAWqmUckNVVUNf7X5eMwV9wFlnnZU99tgj73//+3PZZZcJqX6qqyuZNmOV3Hjfu/LcrCXzs99+JP/+cSEFAE1Z6K/CpZQ1k/wkyapJ5iY5taqqfnDpKFg0/vXKSS98/9JLL80yyyzT25NoEwMHlgwc8MV876q9M2yD6zJ71q+y1lrbJEmaeJYB7WPgwIGZO3fuS24fMGBA5syZ08Ai2smqq66axx576etrV1lllUyZMqWBRdA5WvEjzdlJDqmq6vellOWS3FBKubKqqttacGzgBYQUc+b+OOdc+7vccO+GmT7ju03PoU28XEjN73b6l5cLqfndDrx2Cx1TVVU9muTReW9PL6XcnmT1JGIKWuzvr6OiP7svA8ofcutD705y8T9u9bnBK/G5AbDotPQ1U6WUtZO8O8lvX+bv9iulTC6lTJ461e8tgPkZmOSPSY5teghtafqML6TKJ5PMbHoK0EesmuTxJP3nt/NB72jZ1fxKKcsmmZTkK1VVXTi/+7qaH7yyUkoOSnLcvPc3THL3vLe9LqZ/+9fX072Qz43+zecG81NKyXlJPpTkiSRrJ/n7L9Pw+QEvr1ev5ldKWSzJBUnOfrWQAuZvpSRfSbJ0ksWT/KDZOQD0ce9NMio9r+1YNsnhzc6BjrLQMVV6fhx2WpLbq6o6ceEnQf/29SSLzXt7UHq+CG7d3BygDxgw4OW/nL/S7fQjc+fmJwMHZql57y6T5HNJ1kzP1fyAhdOKf2U3S7JHku5Syk0XcR/VAAAOw0lEQVTz/mzbguNC/3Pjjfn4UktlyRfctGySy1ZfPdVMr4/p76qqesU/9G9z5sx52c8Ll0Unp5+e9ZZc8kXf8C09aFAeGDXKZdGhBRY6pqqq+nVVVaWqqg2rqnrXvD+XtmIc9CtVley9dzJjxkv/btq05EQnfgFYANOmJf/1X8kzz7z49tmzk/Hjk4kTG5kFncT5f2gX556b3HVXT1T9q2eeSY45Jnn00d7fBUDfdOSRySs9q+HZZ5N99ukJK6A2MQXt4OmnkwMPfOlPD19o9uzk4IN7bxMAfddttyVnnPHyz3b4u8ceS773vd7bBB1ITEE7+NKX5v8FL0lmzUrGjEl+85temQRAH1VVyb77vvJZqb975pnk859P/vKX3tkFHUhMQdP+/Ofku99Nnnvu1e/73HPJXnslc+cu+l0A9E0XX5z84Q+v7WvF888nn/vcot8EHUpMQdM+8Ymes06v1YMPJqefvuj2ANB3Pfdcz9eV+T1t/IVmzkx+9rPkxhsX7S7oUGIKmnTZZT1P21uQyxc/80zP1ZmmTVt0uwDom772tZ7X4S6IGTN6ribr1yzAAhNT0JRZs5L/+I+eKyotqJkze67SBAB/9+CDyQknLPjXlarquZrseectml3QwcQUNOWkk+qfXZoxo+cqTbfd1tpNAPRdBxywYE8bf6Fnnum5quyCntWCfk5MQRMefTT58pdf+3PaX87MmT1Xa/K0DAAmTUrGjVu43xv13HPJ0Ue3bhP0A2IKmnDwwT1XUFoYc+f2XK3p4otbswmAvmn27J7XPNV52vgLPfdc8p3vJHff3Zpd0A+IKehtv/1tz++LWtiYSnrObH3yk6/+O6oA6Fw/+EHPL+BthVmzer6uAK+JmILeNHduz08PX8vvlHqtpk3ruXoTAP3PE08khx66cE8bf6E5c5Krr07Gjm3N8aDDDWp6APQrs2cnSy2VrLlma4/7t7+19ngA9A1PP52sssrCvVbq5bTqTBd0ODEFvWnxxZPJk5teAUCneMMbknvuaXoF9Fue5gcAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACooSUxVUrZupTyp1LKn0sph7fimAAAAO1soWOqlDIwyXeSbJPkrUl2LaW8dWGPCwAA0M5acWZq4yR/rqrqnqqqZiU5L8noFhwXAACgbbUiplZP8uAL3n9o3m0vUkrZr5QyuZQyeerUqS34sAAAAM1pRUyVl7mteskNVXVqVVVDq6oaOmTIkBZ8WAAAgOa0IqYeSrLmC95fI8kjLTguAABA22pFTP0uybqllHVKKYsn2SXJL1twXAAAgLY1aGEPUFXV7FLKgUnGJhmY5PSqqm5d6GUAAABtbKFjKkmqqro0yaWtOBYAAEBf0JJf2gsAANDfiCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANSwUDFVSjmhlHJHKeUPpZSLSimDWzUMAACgnS3smakrk7y9qqoNk9yZ5IiFnwQAAND+Fiqmqqq6oqqq2fPe/U2SNRZ+EgAAQPtr5Wum9k5yWQuPBwAA0LYGvdodSilXJVn1Zf7qyKqqLp53nyOTzE5y9nyOs1+S/ZJkrbXWqjUWAACgXbxqTFVVNWJ+f19K2TPJqCTDq6qq5nOcU5OcmiRDhw59xfsBAAD0Ba8aU/NTStk6yWFJtqiq6tnWTAIAAGh/C/uaqW8nWS7JlaWUm0op32/BJgAAgLa3UGemqqp6c6uGAAAA9CWtvJofAABAvyGmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKCGUlVV73/QUqYmuX8RHHrlJH9ZBMflpTzWvcPj3Ds8zr3D49w7PM69x2PdOzzOvcPj/GJvqKpqyKvdqZGYWlRKKZOrqhra9I7+wGPdOzzOvcPj3Ds8zr3D49x7PNa9w+PcOzzO9XiaHwAAQA1iCgAAoIZOi6lTmx7Qj3ise4fHuXd4nHuHx7l3eJx7j8e6d3ice4fHuYaOes0UAABAb+m0M1MAAAC9omNjqpTyX6WUqpSyctNbOlEp5YRSyh2llD+UUi4qpQxuelMnKaVsXUr5Uynlz6WUw5ve06lKKWuWUiaUUm4vpdxaSvlM05s6WSllYCnlxlLK/zW9pVOVUgaXUs6f9+/z7aWU9zW9qROVUj4779+MW0op55ZSlmx6U6copZxeSnm8lHLLC25bsZRyZSnlrnn/u0KTGzvBKzzOvreroSNjqpSyZpItkzzQ9JYOdmWSt1dVtWGSO5Mc0fCejlFKGZjkO0m2SfLWJLuWUt7a7KqONTvJIVVVbZBkkyQHeKwXqc8kub3pER3ulCSXV1X1liTvjMe75Uopqyf5dJKhVVW9PcnAJLs0u6qjnJlk63+57fAk46qqWjfJuHnvs3DOzEsfZ9/b1dCRMZXkpCSHJvGCsEWkqqorqqqaPe/d3yRZo8k9HWbjJH+uquqeqqpmJTkvyeiGN3Wkqqoerarq9/Penp6ebzxXb3ZVZyqlrJFkuyQ/anpLpyqlLJ/kA0lOS5KqqmZVVTWt2VUda1CSpUopg5IsneSRhvd0jKqqrk7y13+5eXSSH897+8dJduzVUR3o5R5n39vV03ExVUrZIcnDVVXd3PSWfmTvJJc1PaKDrJ7kwRe8/1B8g7/IlVLWTvLuJL9tdknHOjk9P+Sa2/SQDvbGJFOTnDHv6ZQ/KqUs0/SoTlNV1cNJvp6eZ788muTJqqquaHZVx1ulqqpHk54fgiX5t4b39Ae+t3uN+mRMlVKumvc85X/9MzrJkUmOanpjJ3iVx/nv9zkyPU+VOru5pR2nvMxtzrIuQqWUZZNckOTgqqqeanpPpymljEryeFVVNzS9pcMNSvL/knyvqqp3J3kmng7VcvNerzM6yTpJXp9kmVLKx5pdBa3je7sFM6jpAXVUVTXi5W4vpbwjPf+43VxKSXpOT/6+lLJxVVVTenFiR3ilx/nvSil7JhmVZHjlGvut9FCSNV/w/hrxFJJFppSyWHpC6uyqqi5sek+H2izJDqWUbZMsmWT5UspZVVX5BrS1HkryUFVVfz+7en7E1KIwIsm9VVVNTZJSyoVJNk1yVqOrOttjpZTVqqp6tJSyWpLHmx7UqXxvt+D65JmpV1JV1R+rqvq3qqrWrqpq7fR8Yfl/Qqr1SilbJzksyQ5VVT3b9J4O87sk65ZS1imlLJ6eFzb/suFNHan0/NTltCS3V1V1YtN7OlVVVUdUVbXGvH+Xd0kyXki13ryvdQ+WUtafd9PwJLc1OKlTPZBkk1LK0vP+DRkeF/pY1H6ZZM95b++Z5OIGt3Qs39vV01ExRa/6dpLlklxZSrmplPL9pgd1inkv/jwwydj0fIH+eVVVtza7qmNtlmSPJN3zPo9vmnf2BPqqg5KcXUr5Q5J3Jflqw3s6zrwzf+cn+X2SP6bne6lTGx3VQUop5ya5Lsn6pZSHSin7JDkuyZallLvSc7Xm45rc2Ale4XH2vV0NxRk8AACABefMFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGv4/7cIDsN4ZvjgAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -716,14 +718,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0343049339466\n" + "1.72144440521 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -733,14 +735,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.256425962666\n" + "1.3356077076 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -750,14 +752,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.052281676787\n" + "1.37498296051 max 6\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAI4CAYAAACP/LOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzt3XeUXHXB//HPl4QiTUTyAIIKIg+KiiIRFX4CuwmEEDooXapUERRRioKAikoTLBSpAlIEAtIhJBseRMXQlCbSayAivaTe3x9BBCWFm8ne2d3X65w97M7O3vnknAmb987M3VJVVQAAAHhn5mh6AAAAQE8kpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1NC/iRtdZJFFqqWWWqqJmwYAAJium2+++R9VVQ2Y0fUaiamllloqY8aMaeKmAQAApquU8vDMXM/T/AAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA0tialSykKllAtKKfeUUu4upXy+FccFAABoV/1bdJxjk1xVVdWmpZS5kszbouMCAAC0pVmOqVLKgklWS7JdklRVNSHJhFk9LgAAQDtrxdP8PpRkXJLTSim3llJOLqXM14LjAgAAtK1WxFT/JJ9OcnxVVSsmeTnJfv95pVLKzqWUMaWUMePGjWvBzQIAADSnFTH1WJLHqqr60+sfX5CpcfUWVVWdVFXVwKqqBg4YMKAFNwsAANCcWY6pqqrGJnm0lLLc6xcNSnLXrB4XAACgnbXqbH57Jjn79TP5PZBk+xYdFwAAoC21JKaqqrotycBWHAsAAKAnaMkv7QUAAOhrxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwD0Cg899FDe8573ZI011sgaa6yRI444YrrXv/HGG/OJT3wi88wzTx577LG3HKezszOrrrpqfvjDH75x+VVXXZXPf/7z+fznP5+rr756tv05AOg5WvJLewGgHay00koZMWLETF33Yx/7WP7whz9k3XXXfcvl++23Xw455JB84QtfyODBg7Pxxhtn2WWXzbe+9a1cf/31SZLVVlstgwcPTr9+/Vr+ZwCg5xBTAPRJ7373u9/28ttuuy1f+MIXkiTDhg17I6CWXnrpLLTQQm+8f//99+d///d/u2csAG1JTAHQa9x8881ZY401kiSHHHJIjj766Dz//PNvuc7KK6+cn/zkJ9M8xpQpU954f6GFFsrYsWPzz3/+M+95z3vecvkzzzzT2vEA9DhiCoBe4z+f5rf66qu/42PMMce/X078/PPPZ+GFF87CCy+c55577r8uB6BvE1MA9GiTJiX9p/HdbIMNNnjHj0x98pOfzI033phVVlklV155ZX76059m2WWXzYMPPpgXXnghSfLggw/mwx/+cMv+DAD0TGIKgB5twIAqp59e8slP/vfnLrnkkml+3b333pvdd989t99+e7bYYotsueWW2W233XL44Ydnxx13zIQJEzJ06NB89KMfTZIcfvjhGTJkyBvvO/kEAKWqqm6/0YEDB1Zjxozp9tsFoPcpJTn00OS73216CQC9RSnl5qqqBs7oen7PFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUADB7vPBCssoqyRprJCuvnFx3XdOLAFqqf9MDAIBeav75k+uvT/r3Tx54INlss+TPf256FUDLeGQKeqhbn7w1q566alY7bbV0ntGZB559oOlJ0JbuHnd3+h3aL/0P7Z9+h/bLzpfu3PSkvmOOOaaGVDL1UaoVVmh2DzN07zP3Zs7D5swNj9zQ9BToEcQU9FCLL7B4rtrqqly//fX55irfzMFdBzc9CdrSMgsvk+f3ez6TDpqUMzc6M6fcekrTk/qWxx9P/t//S9ZaK9loo6bXMAOHXX9YVv/g6k3PgB7D0/ygh1ps/sXeeH+ufnOl/xz+OsPbmavfXJmr31xJkkeffzTzzzl/w4v6mCWWSG64IXnooamvnVp33aYXMQ03PX5TFptvsfQr/ZqeAj2GR6agh3t5wss5cOSB2XeVfZueAt3mtdeSp56a+pYkzz479f1nnnn761/x9yvS/9D+2e+6/TJ02aHdN7SvGz/+3+8vuGCywALNbWGGvn/997Pf/9uv6RnQo4gp6MEmTp6YzS7YLPv/v/2z/IDlm54D3Wb3nV/KMku/lhU++kKS5JhjkhU++kIWW2xyHn74v6+/zrLrZNJBk3L+pufnvDvP6+a1fdgddySrrZZ0dCTrr5/89KdNL2IaLr/38gx838C8d973Nj0FehTPC4Ieako1JVsP3zobfmTDbPiRDZueA93q05+ZN6899Lv8Ztd/vwbnzseWz1pH35QllpjvLdcd99K4DJh/QJLkQ+/5UEpKt27t01ZaaerZ/Gh7t429LV0PdeXGR2/MX5/+a+75xz05b9Pz8sGFPtj0NGhrYgp6qIvuviiX33t5nnrpqZz1l7Pyif/5RH62zs+angXdYsut5sh3DhySZ19eKO+Z77kkyWn/t0u+/OU53zh53L+ccPMJOWT0ISmlpKqq7PTpnRpYDO3twNUOzIGrHZgk2e7i7bLTp3cSUjATSlVV3X6jAwcOrMaMGdPttwtA77HZJi9ljXfvm90Gn5CJk/rn/V//R67/w7vzv//b9DIAerpSys1VVQ2c0fW8ZgqAHmn7r8yf0278WpLkytuH5sMfLkIKgG7VkpgqpTxUSvlrKeW2UoqHnGAWLLbYYiml/NfbYostNuMvhj5k6NB+ufPBBXLnY8vnuKt3yO9v+vobf1+Af/N9BWafVr5mqqOqqn+08HjQJz31r3M9z+Tl0HdNyYTJZ+Sw4fvlhntXT7JN04OgLfm+ArOPE1AA0GNNmnx6zvvj3/OuOU9P8tIbl6+xxhoNLQKgL2nVa6aqJNeUUm4upez8dlcopexcShlTShkzbty4Ft0sAH3bfZlnzoPz6sRjmx4Cbe09Se5OMqjpIdDLtORsfqWU91VV9UQp5X+SXJtkz6qqpvmLJZzND6Zteq/3aOLsm9Cu/F2BmVNKyYlJtk/yRJIPJ5n0+uf8XYG3161n86uq6onX//t0kuFJVm7FcQHg7Rx11FFNT4Ae4+NJtk4yZ5L3Jvlas3OgV5nlmCqlzFdKWeBf7ydZK8kds3pc6KsWXXTRd3Q59DU//vGP881vfrPpGdAzVFV+3b9/5n79w/mTHJJkQHxfgVZoxSNTiya5oZRye5KbklxeVdVVLTgu9Eljx45NVVVZffXVs/rqq6eqqlRVlbFjxzY9DRr3gx/8IPvtt18233zzTJw48W3/rnjaErzJBRdkxbnnTr83XTT/XHPl6S239H0FWmCWz+ZXVdUDST7Zgi0AME2HHnpoDj744Gy11VY5/fTT07+/E9LCdL3ySrL77snLL7/18gkTkuHDkz//OfnMZ5rZBr1Eq87mBwCzRVVVOeigg3LwwQfny1/+cs444wwhBTPj+9+fGlRv59VXkx12SKZM6d5N0MuIKQDaVlVV+c53vpPDDjss22+/fU499dT069dvxl8Ifd2DDyY//em0Y+pf1znzzO7bBL2QmAKgLVVVlf333z8//OEPs9NOO+Xkk08WUjCzdtstmThx+td5+eVk772TF17onk3QC4kpANpOVVXZd9998+Mf/zi77rprTjzxxMwxh29ZMFNGjEj+7/+SSZNmfN3x45Pvfnf2b4JeyncmANpKVVX5+te/nqOOOip77LFHfvnLXwopmFkTJyY77TT9p/e92auvJr/6VfK3v83eXdBL+e4EQNuoqipf+9rXcuyxx2avvfbKz372s5RSmp4FPcfPfpb84x/v7GvGj0++8pXErxWAd0xMAdAWpkyZkj322CM///nP841vfCPHHHOMkIJ34umnk4MO+u9Toc/IlCnJLbckl18+e3ZBLyamAGjclClTsuuuu+b444/Pt771rRx55JFCCt6pb3xjxiedmJaXX5766NT48a3dBL2cmAKgUVOmTMlXvvKV/OpXv8r++++fH/3oR0IK3qkxY5KLLpr6C3nreuGF5IgjWrcJ+gAxBUBjJk+enB122CGnnnpqvvvd7+YHP/iBkIJ3asqUqb+A99VXZ+04r7ySHH548vjjrdkFfYCYAqARkydPznbbbZczzjgj3/ve93LooYcKKajjrLOSBx5ozbEmTkz23LM1x4I+QEwB0O0mTZqUbbbZJmeddVYOO+ywHHzwwU1Pgp7pxReTvfZ65yedmJaJE5Mrrkh+//vWHA96uf5NDwCgb5k4cWK22mqr/Pa3v83hhx+e/fbbr+lJ0HONHTv1v/PP39rj3n57suqqrT0m9EJiCoBuM3HixGyxxRa58MILc8QRR+Sb3/xm05OgZ1t22eTZZ5teAX2WmAKgW0yYMCGbbbZZLr744hx99NH5+te/3vQkAJglYgqA2W78+PH54he/mEsvvTTHHXdc9vQCdwB6ATEFwGz12muvZZNNNskVV1yRX/ziF9l9992bngQALSGmAJhtXn311Wy88ca56qqrcsIJJ2SXXXZpehIAtIyYAmC2eOWVV7LhhhtmxIgROfnkk7Pjjjs2PQkAWkpMAdByL7/8ctZff/2MGjUqp556arbbbrumJwFAy4kpAFrqpZdeynrrrZfrr78+Z5xxRrbZZpumJwHAbCGmAGiZF198McOGDcvvf//7nHnmmdlyyy2bngQAs42YAqAlXnjhhQwdOjR/+tOf8pvf/CabbbZZ05MAYLYSUwDMsueffz5rr712xowZk3PPPTebbrpp05MAYLYTUwDMkueeey5rrbVWbr311px//vnZaKONmp4EAN1CTAFQ2z//+c+stdZa+ctf/pILL7ww66+/ftOTAKDbiCkAannmmWey5ppr5s4778zw4cMzbNiwpicBQLcSUwC8Y+PGjcvgwYPzt7/9LRdffHGGDh3a9CQA6HZiCoB35Omnn86gQYNy33335Xe/+13WWmutpicBQCPEFAAz7amnnkpnZ2cefPDBXHbZZRk0aFDTkwCgMWIKgJny5JNPprOzM4888kguv/zydHR0ND0JABolpgCYoccffzydnZ15/PHHc+WVV2a11VZrehIANE5MATBdjz32WDo6OjJ27NhcffXVWXXVVZueBABtQUwBME2PPPJIOjo6Mm7cuFxzzTX5/Oc/3/QkAGgbYgqAt/XQQw+lo6Mjzz77bK699tp89rOfbXoSALQVMQXAf3nggQfS0dGRF154ISNGjMjAgQObngQAbUdMAfAW9913Xzo7O/PSSy/luuuuy6c//emmJwFAWxJTALzh3nvvTWdnZ1577bWMHDkyn/rUp5qeBABtS0wBkCS555570tnZmYkTJ2bkyJFZYYUVmp4EAG1NTAGQu+66K52dnamqKqNGjcrHP/7xpicBQNubo+kBADTrjjvuSEdHR0op6erqElIAMJPEFEAf9pe//CUdHR3p169furq68tGPfrTpSQDQY4gpgD7qtttuS2dnZ+aee+6MHj06yy23XNOTAKBHEVMAfdAtt9ySzs7OzDvvvBk9enSWXXbZpicBQI8jpgD6mD//+c8ZNGhQFlhggXR1dWWZZZZpehIA9EhiCqAP+dOf/pQ111wzCy20UEaPHp0PfehDTU8CgB5LTAH0ETfeeGPWXHPNvPe9783o0aOz1FJLNT0JAHo0MQXQB9xwww0ZMmRIFl100YwePTof+MAHmp4EAD2emALo5a6//vqsvfbaed/73peurq4sueSSTU8CgF5BTAH0YqNGjcrQoUPz/ve/P11dXVliiSWangQAvYaYAuilrrvuugwbNixLLbVUurq6svjiizc9CQB6FTEF0Atdc801WXfddbPMMstk1KhRWXTRRZueBAC9jpgC6GWuvPLKrL/++lluueUyatSo/M///E/TkwCgVxJTAL3IZZddlg033DDLL798rrvuuiyyyCJNTwKAXktMAfQSv/vd77LxxhvnE5/4REaMGJH3vve9TU8CgF5NTAH0AsOHD88mm2ySFVdcMSNGjMjCCy/c9CQA6PXEFEAPd8EFF+SLX/xiBg4cmGuuuSYLLbRQ05MAoE9oWUyVUvqVUm4tpVzWqmMCMH3nnXdeNt9883z2s5/N1VdfnXe/+91NTwKAPqOVj0ztleTuFh4PgOn4zW9+ky233DKrrLJKrrrqqiy44IJNTwKAPqUlMVVKWTLJsCQnt+J4AEzfmWeemW222SarrbZarrzyyiywwAJNTwKAPqdVj0z9NMm3kkxp0fEAmIbTTz892267bdZYY41cfvnlmW+++ZqeBAB90izHVCll3SRPV1V18wyut3MpZUwpZcy4ceNm9WYB+qSTTz45O+ywQwYPHpxLL7008847b9OTAKDPasUjU6smWb+U8lCSc5N0llLO+s8rVVV1UlVVA6uqGjhgwIAW3CxA33LiiSfmK1/5SoYMGZJLLrlESAFAw2Y5pqqq2r+qqiWrqloqyeZJRlZVtfUsLwPgDb/85S+z6667Zp111snw4cPzrne9q+lJANDn+T1TAG3uuOOOyx577JH11lsvF110UeaZZ56mJwEAaXFMVVXVVVXVuq08JkBfdswxx2SvvfbKhhtumAsuuCBzzz1305MAgNd5ZAqgTR155JH5xje+kU022STnn39+5pprrqYnAQBvIqYA2tCPfvSj7LvvvvnSl76Uc845J3POOWfTkwCA/yCmANrM97///ey///7ZYostcvbZZwspAGhTYgqgjRxyyCH57ne/m6233jpnnnlm+vfv3/QkAGAaxBRAG6iqKgcddFC+973vZdttt83pp5+efv36NT0LAJgOP/IEaFhVVTnwwANz+OGHZ8cdd8xJJ52UOebwsy4AaHdiCqBBVVXl29/+do444ojsvPPOOf7444UUAPQQvmMDNKSqqnzzm9/MEUcckd12201IAUAP45EpgAZUVZW99947xx13XPbcc88ce+yxKaU0PQsAeAf8CBSgm1VVlT333DPHHXdc9t57byEFAD2UmALoRlOmTMnuu++eX/ziF9lnn31y9NFHCykA6KHEFEA3mTJlSnbZZZeccMIJb5x0QkgBQM8lpgC6weTJk7PTTjvl5JNPfuM06EIKAHo2MQUwm02ePDk77LBDTjvttBx00EE57LDDhBQA9ALO5gcwG02aNCnbbrttfvOb3+SQQw7JQQcd1PQkAKBFxBTAbDJp0qRss802Offcc/ODH/wgBxxwQNOTAIAW8jQ/gGm59dZk1VWT1VZLOjuTBx6Y6S+dOHFittxyy5x77rn50Y9+JKQAoBfyyBTAtCy+eHLVVckCCyRXXJEcfHBy5pkz/LIJEyZk8803z/Dhw3PkkUdmn3326YaxAEB3E1MA07LYYv9+f665kv4z/l/mhAkT8qUvfSmXXHJJjjnmmOy9996zcSAA0CQxBTAjL7+cHHhgctpp073a+PHjs+mmm+ayyy7Lz372s3z1q1/tpoEAQBPEFMD0TJyYbLZZsv/+yfLLT/Nqr732WjbeeONceeWV+eUvf5nddtutG0cCAE0QUwDTMmVKsvXWyYYbTn2bhldffTUbbrhhrrnmmpx44onZeeedu3EkANAUZ/ODpg0ZkgwYkHz/+00v4T9ddFFy+eXJWWcla6yR7Lnnf13llVdeyfrrr59rr702p5xyipBqd/fem8w5Z3LDDU0vAaAX8MgUNO2UU5IRI5LHHmt6Cf9p002nvk3Dyy+/nPXWWy9dXV057bTTsu2223bjOGo57LBk9dWbXgFALyGmoGlLLtn0Amp46aWXMmzYsNxwww359a9/na233rrpSczITTdNPUNjv35NLwGgl/A0P4B36MUXX8zQoUNzww035KyzzhJSPcX3v5/st1/TKwDoRTwyBfAOvPDCC1l77bVz00035ZxzzsmXvvSlpicxMy6/PBk4MHnve5teAkAvIqYAZtLzzz+fIUOG5Oabb855552XTTbZpOlJzKzbbku6upIbb0z++tfknnuS885LPvjBppcB0IOJKWjaV74y9R9448cnY8YkF1/c9CLexrPPPpshQ4bktttuy29/+9tsOJ1TpdOGDjxw6luSbLddstNOQgqAWSamoGm/+lXTC5iBf/7zn1lzzTVzxx135MILL8x6663X9CRmxemnN70AgF5CTAFMxzPPPJPBgwfnrrvuyvDhw7POOus0PQkAaBNiCmAaxo0bl8GDB+dvf/tbLrnkkqy99tpNTwIA2oiYAngbTz31VAYNGpT7778/l156adZcc82mJwEAbUZMAfyHsWPHprOzMw899FAuv/zydHZ2Nj0JAGhDYgrgTZ544ol0dnbm0UcfzZVXXpnVV1+96UkAQJsSUwCve/zxx9PR0ZEnnngiV111Vb7whS80PQkAaGNiCiDJo48+mo6Ojjz99NO5+uqrs+qqqzY9CQBoc2IK6PMefvjhdHR05Jlnnsk111yTz33uc01PAgB6ADEF9GkPPvhgOjo68txzz+Xaa6/Nyiuv3PQkAKCHEFNAn3X//fens7MzL774Yq677rqstNJKTU8CAHoQMQX0Sffdd186Ojryyiuv5LrrrsuKK67Y9CQAoIcRU0Cfc++996ajoyPjx4/PyJEj88lPfrLpSQBADySmgD7lnnvuSUdHRyZPnpxRo0blE5/4RNOTAIAeSkwBfcZdd92Vzs7OVFWVUaNG5WMf+1jTkwCAHmyOpgcAdIc77rgja6yxRkop6erqElIAwCwTU0Cvd/vtt6ejoyNzzjlnurq68tGPfrTpSQBALyCmgF7t1ltvTWdnZ+aee+50dXVlueWWa3oSANBLiCmg17r55pszaNCgzDfffBk9enSWXXbZpicBAL2ImAJ6pZtuuimDBg3KggsumNGjR2eZZZZpehIA0MuIKaDX+eMf/5g111wzCy+8cEaPHp2ll1666UkAQC8kpoBe5cYbb8xaa62VAQMGpKurKx/84AebngQA9FJiCug1/u///i9DhgzJYostlq6urnzgAx9oehIA0IuJKaBXGD16dIYOHZolllgiXV1dWXLJJZueBAD0cmIK6PFGjhyZoUOH5gMf+EBGjRqV973vfU1PAgD6ADEF9GjXXntthg0blg996EMZNWpUFl988aYnAQB9hJgCeqyrr7466623XpZddtmMGjUqiy66aNOTAIA+REwBPdIVV1yRDTbYIB/5yEcycuTIDBgwoOlJAEAfI6aAHufSSy/NRhttlI997GMZOXJkFllkkaYnAQB90CzHVCllnlLKTaWU20spd5ZSDmnFMIC3c8kll2STTTbJCiuskBEjRmThhRduehIA0Ee14pGp8Uk6q6r6ZJJPJVm7lPK5FhwX4C0uuuiibLrppllxxRVz7bXX5j3veU/TkwCAPmyWY6qa6qXXP5zz9bdqVo8L8Ga//e1v86UvfSmf+cxncs0112ShhRZqehIA0Me15DVTpZR+pZTbkjyd5Nqqqv7UiuMCJMm5556bLbbYIp/73Ody9dVX593vfnfTkwAAWhNTVVVNrqrqU0mWTLJyKeXj/3mdUsrOpZQxpZQx48aNa8XNAn3A2Wefna222iqrrrpqrrrqqiywwAJNTwIASNLis/lVVfVckq4ka7/N506qqmpgVVUDncIYmBlnnHFGttlmm6y++uq54oorMv/88zc9CQDgDa04m9+AUspCr7//riSDk9wzq8cF+rZTTz0122+/fTo7O3PZZZdlvvnma3oSAMBb9G/BMRZPckYppV+mxtn5VVVd1oLjAn3Ur371q+y8885Za621cvHFF+dd73pX05MAAP7LLMdUVVV/SbJiC7YA5IQTTshuu+2WtddeO8OHD88888zT9CQAgLfV0tdMAcyKX/ziF9ltt90ybNiwXHzxxUIKAGhrYgpoC8cee2y++tWvZv3118+FF16Yueeeu+lJAADTJaaAxh199NHZe++9s9FGG+W3v/2tkAIAegQxBTTqJz/5SfbZZ59suummOe+88zLXXHM1PQkAYKaIKaAxhx9+eL797W9ns802yznnnJM555yz6UkAADNNTAGNOOyww3LAAQdkyy23zFlnnZX+/VvxmxoAALqPmAK6VVVV+d73vpeDDjoo22yzTX79618LKQCgRxJTQLepqioHHXRQDjnkkGy33XY57bTT0q9fv6ZnAQDU4sfBQLeoqioHHHBAfvSjH2WnnXbKiSeemDnm8PMcAKDnElPAbFdVVb71rW/lyCOPzC677JJf/vKXQgoA6PHEFDBbVVWVffbZJ8ccc0x23333/PznP08ppelZAACzzI+GgdmmqqrstddeOeaYY/K1r31NSAEAvYqYAmaLKVOmZI899sjPfvazfP3rX89Pf/pTIQUA9CpiCmi5KVOmZLfddsvxxx+ffffdN0cddZSQAgB6HTEFtNSUKVOy884756STTsp+++2XH//4x0IKAOiVxBTQMpMnT86OO+6YU045Jd/5znfywx/+UEgBAL2Ws/kBLTF58uRsv/32OfPMM/O9730vBx98cNOTAABmKzEFzLJJkyZl2223zW9+85sceuih+e53v9v0JACA2U5MAbNk4sSJ2XrrrXP++efnhz/8Yfbff/+mJwEAdAsxBdQ2ceLEbLHFFrnwwgvzk5/8JPvuu2/TkwAAuo2YAmqZMGFCNt988wwfPjxHHXVUvvGNbzQ9CQCgW4kp4B0bP358vvjFL+ZUZ+hdAAAScUlEQVTSSy/Nsccem6997WtNTwIA6HZiCnhHXnvttWy66aa5/PLL8/Of/zx77LFH05MAABohpoCZ9tprr2WjjTbKVVddleOPPz677rpr05MAABojpoCZ8uqrr2aDDTbIiBEj8qtf/So77bRT05MAABolpoAZeuWVV7Leeutl1KhROeWUU7L99ts3PQkAoHFiCpiul19+Oeuuu25Gjx6d008/PV/+8pebngQA0BbEFDBNL774YoYNG5bf//73OfPMM7PVVls1PQkAoG2IKeBtvfDCC1lnnXXyxz/+MWeffXY233zzpicBALQVMQX8l+effz5Dhw7NTTfdlHPOOSdf/OIXm54EANB2xBTwFs8991yGDBmSW265Jeeff3423njjpicBALQlMQW84dlnn81aa62V22+/PRdccEE22GCDpicBALQtMQUkSZ555pmsueaaufPOO3PRRRdl3XXXbXoSAEBbE1NA/vGPf2Tw4MG55557Mnz48KyzzjpNTwIAaHtiCvq4cePGZdCgQfn73/+eSy65JEOGDGl6EgBAjyCmoA976qmnMmjQoNx///259NJLM3jw4KYnAQD0GGIK+qgnn3wynZ2deeSRR3L55Zens7Oz6UkAAD2KmII+6IknnkhHR0cef/zxXHHFFVl99dWbngQA0OOIKehjHnvssXR2dubJJ5/MlVdemS984QtNTwIA6JHEFPQhjzzySDo6OjJu3LhcffXVWWWVVZqeBADQY4kp6CMefvjhdHR05Jlnnsk111yTz33uc01PAgDo0cQU9AEPPvhgOjo68vzzz2fEiBH5zGc+0/QkAIAeT0xBL3f//feno6MjL730UkaMGJGVVlqp6UkAAL2CmIJe7O9//3s6Ojry2muvZeTIkfnUpz7V9CQAgF5DTEEv9be//S2dnZ2ZMGFCRo4cmRVWWKHpSQAAvYqYgl7o7rvvTmdnZyZPnpxRo0bl4x//eNOTAAB6nTmaHgC01p133pk11lgjVVWlq6tLSAEAzCZiCnqRv/71r+no6Ei/fv3S1dWV5ZdfvulJAAC9lpiCXuL2229PR0dH5pxzznR1deUjH/lI05MAAHo1r5mCHmqRnyySf776z3Qu3ZmffPwnWXPNNTPvvPNm1KhR+fCHP9z0PGgr7/rBu/LZJT6bJNlmhW2y46d3bHgRAL2BmIIe6sqtrsyJN5+YvzzylwwaNCgLLrhgRo0alQ996ENNT4O2s8QCS6Rru66mZwDQy3iaH/RQn1niMxk3blxuueWWLLTQQhk9erSQgmkY+9LYrH766tn4vI3z0HMPNT0HgF7CI1PQQ/3hD3/IFVdekTnfO/U1Uh/84AebngRt66G9H8oi8y6Sq++7Ojv+bsdc9+Xrmp4EQC/gkSnogX7/+99nrbXWyrvmeVdWWmklIQUzsMi8iyRJhnx4SB5+7uGG1wDQW4gp6GGuv/76DBkyJIsvvniGDRuWeeaZp+lJ0NZemvBSJk+ZnCT5y1N/eSOsAGBWeZof9CBdXV0ZNmxYPvCBD2TiLhMz/P7hmVxNzuJHLZ4n93my6XnQlu4ad1d2uWyXLDDXAiml5MR1T2x6EgC9hJiCHuK6667Leuutl6WXXjrXXXddFltssaYnQY+w8hIr59Zdbm16BgC9kKf5QQ9wzTXXZN11180yyyyTUaNGCSkAgDYwy49MlVLen+TXSRZLMiXJSVVVHTurx4W+ql+/fpkyZcobH5dS3nh/5MiRGTBgQBOzoO0stthieeqpp974+F9/VxZddNGMHTu2qVkA9CGteJrfpCT7VFV1SyllgSQ3l1KurarqrhYcG/qcN4fUfxJS8G9vDqmZuRwAWm2Wn+ZXVdWTVVXd8vr7Lya5O8kSs3pcAACAdtbS10yVUpZKsmKSP73N53YupYwppYwZN25cK28WeqWrknyt6REAAExTy2KqlDJ/kguT7F1V1Qv/+fmqqk6qqmpgVVUDPVUJpm+rJF9I8sMkize8BQCAt9eSmCqlzJmpIXV2VVUXteKY0FfNn+S4JPNm6osanc0FAKA9zXJMlamnTzolyd1VVR0965OgbzskyTyvvz93knWSfD7JHHP4TQbwZosuuug7uhwAWq0V/zpbNck2STpLKbe9/rZOC44Lfc/f/55vzDNP5n3TRfMluXG55TJ5woSmVkFbGjt2bKqq+q83p0UHoLvM8qnRq6q6IUmZ4RWBGdt552TixP++/LHHklNOmfp5AADagucNQbu44orkz39OJk/+78+9/HKy777Jc891/y4AAN6WmIJ2MGFC8pWvTI2m6V3ngAO6bxMAANMlpqAdHHVU8vzz07/Oa68lp5+e3HVXt0wCAGD6xBQ07cknk+9/f/qPSv3L+PHJjjsmVTX7dwEAMF1iCpq2117JpEkzd90pU5K//jW5+OLZuwkAgBkSU9CkP/whueyyqa+Hmlkvv5zsumvy6quzbxcAADMkpqApU6YkO+xQL4peeik5/PDWbwIAYKaJKWjKKackjz5a72tfeSU58sjkkUdauwkAgJkmpqAJzz2XfPObM3fSiWmZODHZY4/WbQIA4B0RU9CEAw54Z6+TejuTJiUjRyZdXS2ZBADAOyOmoLvdddfU3xf12muzfqxXXpl6qvSZPRsgAAAtI6agO1VVstNOU39fVKuMHZuccELrjgcAwEzp3/QA6FPGj08efjiZa67WHXPKlOTGG5OvfrV1xwQAYIbEFHSneeZJHn+86RUAALSAp/kBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANbQkpkopp5ZSni6l3NGK4wEAALS7Vj0ydXqStVt0LAAAgLbXkpiqqur6JP9sxbEAAAB6Aq+ZAgAAqKHbYqqUsnMpZUwpZcy4ceO662YBAABmi26LqaqqTqqqamBVVQMHDBjQXTcLAAAwW3iaHwAAQA2tOjX6OUn+kGS5UspjpZQdW3FcAACAdtW/FQepqmqLVhwHAACgp/A0PwAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADS2JqVLK2qWUv5VS7iul7NeKYwIAALSzWY6pUkq/JL9IMjTJ8km2KKUsP6vHBQAAaGeteGRq5ST3VVX1QFVVE5Kcm2SDFhwXAACgbbUippZI8uibPn7s9csAAAB6rVbEVHmby6r/ulIpO5dSxpRSxowbN64FNwsAANCcVsTUY0ne/6aPl0zyxH9eqaqqk6qqGlhV1cABAwa04GYBAACa04qY+nOSZUspS5dS5kqyeZLfteC4AAAAbav/rB6gqqpJpZSvJrk6Sb8kp1ZVdecsLwMAAGhjsxxTSVJV1RVJrmjFsQAAAHqClvzSXgAAgL5GTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1DBLMVVK+WIp5c5SypRSysBWjQIAAGh3s/rI1B1JNk5yfQu2AAAA9Bj9Z+WLq6q6O0lKKa1ZAwAA0EN022umSik7l1LGlFLGjBs3rrtuFgAAYLaY4SNTpZQRSRZ7m08dWFXVJTN7Q1VVnZTkpCQZOHBgNdMLAQAA2tAMY6qqqsHdMQQAAKAncWp0AACAGmb11OgblVIeS/L5JJeXUq5uzSwAAID2Nqtn8xueZHiLtgAAAPQYnuYHAABQg5gCAACoQUwBAADUIKYAAABqEFMAAAA1iCkAAIAaxBQAAEANYgoAAKAGMQUAAFCDmAIAAKhBTAEAANQgpgAAAGoQUwAAADWIKQAAgBrEFAAAQA1iCgAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADWIKAACgBjEFAABQg5gCAACoQUwBAADUIKYAAABqKFVVdf+NljIuycPdfsPta5Ek/2h6BG3JfYNpcd9gWtw3mB73D6bFfeOtPlhV1YAZXamRmOKtSiljqqoa2PQO2o/7BtPivsG0uG8wPe4fTIv7Rj2e5gcAAFCDmAIAAKhBTLWHk5oeQNty32Ba3DeYFvcNpsf9g2lx36jBa6YAAABq8MgUAABADWKqDZRSjiil3FNK+UspZXgpZaGmN9GsUsrapZS/lVLuK6Xs1/Qe2kcp5f2llFGllLtLKXeWUvZqehPtpZTSr5Ryaynlsqa30D5KKQuVUi54/d8bd5dSPt/0JtpDKeXrr38/uaOUck4pZZ6mN/UkYqo9XJvk41VVrZDk3iT7N7yHBpVS+iX5RZKhSZZPskUpZflmV9FGJiXZp6qqjyb5XJI93D/4D3slubvpEbSdY5NcVVXVR5J8Mu4jJCmlLJHka0kGVlX18ST9kmze7KqeRUy1gaqqrqmqatLrH/4xyZJN7qFxKye5r6qqB6qqmpDk3CQbNLyJNlFV1ZNVVd3y+vsvZuo/iJZodhXtopSyZJJhSU5uegvto5SyYJLVkpySJFVVTaiq6rlmV9FG+id5Vymlf5J5kzzR8J4eRUy1nx2SXNn0CBq1RJJH3/TxY/GPZd5GKWWpJCsm+VOzS2gjP03yrSRTmh5CW/lQknFJTnv9KaAnl1Lma3oUzauq6vEkRyZ5JMmTSZ6vquqaZlf1LGKqm5RSRrz+XNT/fNvgTdc5MFOfwnN2c0tpA+VtLnPaTd6ilDJ/kguT7F1V1QtN76F5pZR1kzxdVdXNTW+h7fRP8ukkx1dVtWKSl5N4PS4ppbwnU5/9snSS9yWZr5SydbOrepb+TQ/oK6qqGjy9z5dStk2ybpJBlfPV93WPJXn/mz5eMh5y501KKXNmakidXVXVRU3voW2smmT9Uso6SeZJsmAp5ayqqvzDiMeSPFZV1b8exb4gYoqpBid5sKqqcUlSSrkoySpJzmp0VQ/ikak2UEpZO8m3k6xfVdUrTe+hcX9OsmwpZelSylyZ+kLQ3zW8iTZRSimZ+rqHu6uqOrrpPbSPqqr2r6pqyaqqlsrU/2+MFFIkSVVVY5M8WkpZ7vWLBiW5q8FJtI9HknyulDLv699fBsXJSd4Rj0y1h58nmTvJtVPvx/ljVVW7NjuJplRVNamU8tUkV2fqWXVOrarqzoZn0T5WTbJNkr+WUm57/bIDqqq6osFNQPvbM8nZr/+Q7oEk2ze8hzZQVdWfSikXJLklU19qcmuSk5pd1bMUzygDAAB45zzNDwAAoAYxBQAAUIOYAgAAqEFMAQAA1CCmAAAAahBTAAAANYgpAACAGsQUAABADf8f4R8SUFRbzN8AAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -767,14 +769,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.052281676787\n" + "6.94500211953 max 9\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -784,14 +786,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0661111111111\n" + "1.72144440521 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -801,14 +803,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.402155400291\n" + "0.171960320003 max 6\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -818,51 +820,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.0502647454218\n" + "0.652469078744 max 9\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.0966130907655 train_count 4 loss 1.39015 temp 5 n_success 5\n", - "0.036334618792\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0menv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstructure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 102\u001b[0;31m \u001b[0menv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow_structure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 103\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/code/python/anaStruct/anastruct/fem/system.py\u001b[0m in \u001b[0;36mshow_structure\u001b[0;34m(self, verbosity, scale, offset, figsize, show, supports)\u001b[0m\n\u001b[1;32m 871\u001b[0m \"\"\"\n\u001b[1;32m 872\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigsize\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 873\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_structure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverbosity\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msupports\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moffset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 874\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 875\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mshow_bending_moment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfactor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverbosity\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moffset\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/code/python/anaStruct/anastruct/fem/plotter.py\u001b[0m in \u001b[0;36mplot_structure\u001b[0;34m(self, figsize, verbosity, show, supports, scale, offset, gridplot)\u001b[0m\n\u001b[1;32m 376\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__point_load_patch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_plot_range\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverbosity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 377\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__moment_load_patch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_plot_range\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 378\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 379\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 380\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/code/python/anaStruct/anastruct/fem/plotter.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 404\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 405\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackend\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"mpl\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 406\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 407\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackend\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"ipt\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 408\u001b[0m \u001b[0miplot_mpl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 249\u001b[0m \"\"\"\n\u001b[1;32m 250\u001b[0m \u001b[0;32mglobal\u001b[0m \u001b[0m_show\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 251\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_show\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 252\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/ipykernel/pylab/backend_inline.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(close, block)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mfigure_manager\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mGcf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_all_fig_managers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mdisplay\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigure_manager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_to_draw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/IPython/core/display.py\u001b[0m in \u001b[0;36mdisplay\u001b[0;34m(include, exclude, metadata, transient, display_id, *objs, **kwargs)\u001b[0m\n\u001b[1;32m 295\u001b[0m \u001b[0mpublish_display_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 297\u001b[0;31m \u001b[0mformat_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmd_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 298\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mformat_dict\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 299\u001b[0m \u001b[0;31m# nothing to display (e.g. _ipython_display_ took over)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mformat\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m 178\u001b[0m \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 179\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 180\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 181\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 182\u001b[0m \u001b[0;31m# FIXME: log the exception\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mcatch_format_error\u001b[0;34m(method, self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 222\u001b[0m \u001b[0;34m\"\"\"show traceback on failed format call\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 224\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 225\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;31m# don't warn on NotImplementedErrors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m 339\u001b[0m \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 340\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 341\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mprinter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 342\u001b[0m \u001b[0;31m# Finally look for special method names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 343\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36m\u001b[0;34m(fig)\u001b[0m\n\u001b[1;32m 236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 237\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'png'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 238\u001b[0;31m \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'png'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 239\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'retina'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'png2x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 240\u001b[0m \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m 120\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 121\u001b[0m \u001b[0mbytes_io\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 122\u001b[0;31m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbytes_io\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 123\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbytes_io\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfmt\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'svg'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, **kwargs)\u001b[0m\n\u001b[1;32m 2257\u001b[0m \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2258\u001b[0m \u001b[0mbbox_inches_restore\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2259\u001b[0;31m **kwargs)\n\u001b[0m\u001b[1;32m 2260\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2261\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mrestore_bbox\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, *args, **kwargs)\u001b[0m\n\u001b[1;32m 524\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 525\u001b[0m _png.write_png(renderer._renderer, filename_or_obj,\n\u001b[0;32m--> 526\u001b[0;31m self.figure.dpi, metadata=metadata)\n\u001b[0m\u001b[1;32m 527\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 528\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mclose\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] } ], "source": [ @@ -965,8 +934,8 @@ " if i == index:\n", " done = True\n", " if max(env.ss.nodes_range('x')) > 3:\n", - " r = env.structure()\n", - " print(r)\n", + " r = env.compute_reward()\n", + " print(r, \"max\", max(env.ss.nodes_range('x')))\n", " env.ss.show_structure()\n", " \n", " else:\n",