diff --git a/diffphys-code-sol.ipynb b/diffphys-code-sol.ipynb index ff782af..4daa328 100644 --- a/diffphys-code-sol.ipynb +++ b/diffphys-code-sol.ipynb @@ -201,6 +201,8 @@ }, "outputs": [], "source": [ + "RE_FAC_SOL = 10/(128*128) # factor to compensate for the original scaling from the original solver-in-the-loop paper\n", + "\n", "class KarmanFlow():\n", " def __init__(self, domain):\n", " self.domain = domain\n", @@ -210,12 +212,13 @@ " self.inflow = self.domain.scalar_grid(Box(y=(5,10), x=(25,75)) ) # scale with domain if necessary!\n", " self.obstacles = [Obstacle(Sphere(center=tensor([50, 50], channel(vector=\"y,x\")), radius=10))] \n", "\n", - " def step(self, marker_in, velocity_in, re, res, buoyancy_factor=0, dt=1.0):\n", + " def step(self, marker_in, velocity_in, Re, res, buoyancy_factor=0, dt=1.0):\n", " velocity = velocity_in\n", - " marker = marker_in\n", + " marker = marker_in\n", + " Re_phiflow = Re / RE_FAC_SOL # rescale for phiflow\n", "\n", " # viscosity\n", - " velocity = phi.flow.diffuse.explicit(u=velocity, diffusivity=1.0/re*dt*res*res, dt=dt)\n", + " velocity = phi.flow.diffuse.explicit(u=velocity, diffusivity=1.0/Re_phiflow*dt*res*res, dt=dt)\n", " \n", " # inflow boundary conditions\n", " velocity = velocity*(1.0 - self.vel_BcMask) + self.vel_BcMask * (1,0)\n", @@ -301,15 +304,14 @@ " )\n", " (Res_out): Conv2d(32, 2, kernel_size=(1, 1), stride=(1, 1))\n", ")\n", - "Parameters: 47330\n" + "Total number of trainable parameters: 47330\n" ] } ], "source": [ - "\n", "layers = [32,32,32] # small\n", - "#layers = [32,48,48,48,32] # a bit larger\n", - "#network = conv_net(in_channels=3,out_channels=2,layers=layers)\n", + "#layers = [32,48,48,48,32] # uncomment for a somewhat larger and deeper network\n", + "#network = conv_net(in_channels=3,out_channels=2,layers=layers) # a simpler variant\n", "network = res_net(in_channels=3,out_channels=2,layers=layers)\n", "print(network)\n", "\n", @@ -339,7 +341,7 @@ "It also adds a constant channel via `math.ones` that is multiplied by the desired Reynolds number in `ext_const_channel` onto the stack. The resulting stack of grids is turned into a single pytorch tensor via `native(order='batch,channels,y,x')` and represents the input to the neural network. \n", "\n", "The last function is a helper to transform the output of the dataloader into data structurs for phiflow.\n", - "The data loader produces numpy arrays, and they're transformed into a velocity grid with the `to_phiflow` function from above. At the same time, we're normalizing the Reynolds number for the NN operator, and we keep the original one as a scalar value for the phiflow solver, as the latter uses \"physical units\", in contrast to the network.\n" + "The data loader produces numpy arrays, and they're transformed into a velocity grid with the `to_phiflow` function from above. At the same time, we're normalizing the Reynolds number for the NN operator, and we keep the original one as a scalar value for the phiflow solver, as the latter uses \"physical units\", in contrast to the network. Each batch for training will contain multiple samples with the same Reynolds number. This is taken care of by the dataloader.\n" ] }, { @@ -382,7 +384,7 @@ " v_in = to_phiflow(inputs)\n", " Re = math.tensor(inputs[0,3, 0,0].detach()) # Scalar , get first index 0,0\n", "\n", - " Re_norm = (Re - math.tensor(dataloader.dataset.const_mean)) / math.tensor(dataloader.dataset.const_std[0])\n", + " Re_norm = (Re - math.tensor(DATA_RE_MEAN)) / math.tensor(DATA_RE_STD) \n", " Re_norm = float(Re_norm.native().detach()) # we just need a single number\n", "\n", " return marker_in, v_in, Re, Re_norm\n" @@ -410,14 +412,12 @@ "outputs": [], "source": [ "LEARNING_RATE = 1e-3\n", - "#LEARNING_RATE = 3e-4 # NT_DEBUG\n", "optimizer = adam(network, LEARNING_RATE)\n", "\n", "# one of the most crucial parameters: how many simulation steps to look into the future in each training step\n", "MSTEPS = 4\n", "\n", - "BATCH_SIZE = 3\n", - "#BATCH_SIZE = 10 # NT_DEBUG\n" + "BATCH_SIZE = 3" ] }, { @@ -446,19 +446,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[96m\u001b[1mSuccessfully loaded local-sol with 10 simulations (6 selected) and 496 samples each.\u001b[0m\n" + "\u001b[96m\u001b[1mSuccess:\u001b[22m Loaded solver-in-the-loop-wake-flow with 10 simulations (6 selected) and 496 samples each.\u001b[0m\n" ] } ], "source": [ + "import pbdl\n", "import pbdl.torch.loader\n", + "from pbdl.normalization import StdNorm\n", "\n", - "dataloader = pbdl.torch.loader.Dataloader(\"local-sol\", batch_size=BATCH_SIZE, sel_sims=[0,1,2,3,4,5],\n", - " time_steps=MSTEPS, intermediate_time_steps=True, shuffle=True, normalize=False)\n", + "dataloader = pbdl.torch.loader.Dataloader(\"solver-in-the-loop-wake-flow\", MSTEPS, shuffle=True, sel_sims=[0,1,2,3,4,5],\n", + " batch_size=BATCH_SIZE, normalize=StdNorm(), intermediate_time_steps=True)\n", "\n", - "dataloader.dataset.__prepare_norm_data__() # manual?\n", - "dataloader.dataset.const_mean = dataloader.dataset.dset[\"norm_const_mean\"][()]\n", - "dataloader.dataset.const_std = dataloader.dataset.dset[\"norm_const_std\"][()]\n" + "# remember for normalization of the Reynolds number conditioning\n", + "DATA_RE_MEAN = dataloader.dataset.normalize.const_mean[0][0]\n", + "DATA_RE_STD = dataloader.dataset.normalize.const_std[0][0]\n", + "dataloader.dataset.normalize = None" ] }, { @@ -488,16 +491,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_652541/1761501079.py:8: FutureWarning: Domain (phi.physics._boundaries) is deprecated and will be removed in a future release.\n", + "/tmp/ipykernel_953067/1761501079.py:8: FutureWarning: Domain (phi.physics._boundaries) is deprecated and will be removed in a future release.\n", "Please create grids directly, replacing the domain with a dict, e.g.\n", " domain = dict(x=64, y=128, bounds=Box(x=1, y=1))\n", " grid = CenteredGrid(0, **domain)\n", " from phi.physics._boundaries import Domain, OPEN, STICKY as CLOSED\n", - "/tmp/ipykernel_652541/1761501079.py:15: DeprecationWarning: Domain is deprecated and will be removed in a future release. Use a dict instead, e.g. CenteredGrid(values, extrapolation, **domain_dict)\n", + "/tmp/ipykernel_953067/1761501079.py:15: DeprecationWarning: Domain is deprecated and will be removed in a future release. Use a dict instead, e.g. CenteredGrid(values, extrapolation, **domain_dict)\n", " domain = phi.physics._boundaries.Domain(y=SOURCE_RES[0], x=SOURCE_RES[1], boundaries=BNDS, bounds=Box(y=2*LENGTH, x=LENGTH))\n", - "/tmp/ipykernel_652541/1761501079.py:15: FutureWarning: Domain is deprecated and will be removed in a future release. Use a dict instead, e.g. CenteredGrid(values, extrapolation, **domain_dict)\n", + "/tmp/ipykernel_953067/1761501079.py:15: FutureWarning: Domain is deprecated and will be removed in a future release. Use a dict instead, e.g. CenteredGrid(values, extrapolation, **domain_dict)\n", " domain = phi.physics._boundaries.Domain(y=SOURCE_RES[0], x=SOURCE_RES[1], boundaries=BNDS, bounds=Box(y=2*LENGTH, x=LENGTH))\n", - "/tmp/ipykernel_652541/2464907391.py:5: DeprecationWarning: HardGeometryMask and SoftGeometryMask are deprecated. Use field.mask or field.resample instead.\n", + "/tmp/ipykernel_953067/4224160660.py:7: DeprecationWarning: HardGeometryMask and SoftGeometryMask are deprecated. Use field.mask or field.resample instead.\n", " self.vel_BcMask = self.domain.staggered_grid(HardGeometryMask( Box(y=(None, 5), x=None) ) )\n" ] } @@ -539,11 +542,11 @@ "outputs": [], "source": [ "@jit_compile \n", - "def simulation_step(marker,velocity,re,resolution):\n", + "def simulation_step(marker,velocity,Re,resolution):\n", " m,v = simulator.step(\n", " marker_in=marker,\n", " velocity_in=velocity,\n", - " re=re, res=resolution \n", + " Re=Re, res=resolution \n", " )\n", " return m,v" ] @@ -573,7 +576,7 @@ " m2,v2 = simulation_step(\n", " marker=prediction[-1][0],\n", " velocity=prediction[-1][1],\n", - " re=Re, resolution=SOURCE_RES[1] \n", + " Re=Re, resolution=SOURCE_RES[1] \n", " )\n", "\n", " net_in = to_pytorch([m2,v2],Re_norm)\n", @@ -593,8 +596,7 @@ " vdiff = prediction[-1][1] - to_phiflow(targets[:,i,...]) \n", " loss += field.l2_loss(vdiff) \n", "\n", - " return loss, prediction\n", - "\n" + " return loss, prediction\n" ] }, { @@ -617,9 +619,9 @@ "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/4960 [00:00" ] @@ -938,12 +942,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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RLN9SGRFhWUgTR0zh3EnzdRLyRffv57zzdsU/s+Nv2kni4x3PM4bQAa3u+n7j5Ms9Y8gRJ233TGfG5DJSeq4w8kjj1Mrf5/RuYf4uMQkSNd552FWdfex1qnbJ37Xttd731NuS8vZ2CDGpKiWXd7Vp72VhUy7b20S8l3UuEh7iAHRvs8Nzftuu8kmNdtE8i7Qp8p7fQlN+RYVzZ2liiCOch5TmJkSSFB78AHz94hbP+ee+kf2Zpp0E/lP1dN4xBGAcISKi/CUSCVR8mcSGVX1R2lK+B/OjamcaXY5/vyBjSJOrUKhrWtwiFPGsUCgVbqisqOaGSroX1fz67RhChYLmOd4WfvhNROS8xVPeH4EZlm+600n5JjWR9l4Wt+Vfw2ot7y9STHOTmpR+KBNTANIzU7FmP17XAACURuTjicbkc2cUeZ+f/VehkEcaTYWCLVwnlvBDXZ36NuEvbRFDaQvvByLfbPnHQ6J81F3fJaEIWoSyv9ulEe/vTTgqf2+McB7fGeG7q61QEJ7Z05of5lNCkEs7mgoFzbIkhAqFtCaNEVyFQlhXoRASKhQ0n09UiMGRiLyfUFTenhkTKhSE+QBgRBu5QkGoiAGAFiHveGoZmljKGEIHMHcM2fdnEW2FgplHhYKQxtEEkbQQd9KaH+alCmZL8yxiC/fnAJD0iLsAsNuW0ySEZ5GEo7tv9l+hUCTEl5KQnKalcB5KI3JFtv5ZxHuZ9llEqlDQxRDp+SGvCgXNCwXis4icJoiuxBhHiIgoX6UlJkpLAnopXfN73YGOgzITEREREREREREREVFOTa6FAhE1A7Yd3Ns8fCuIiKiwMIYQEVF9MI4QEVG+HEfuGjCfbRUotlAgIv/qbuKDmoiIqHA0cgx55513cO6556JTp04wDAMvvPCCdv3FixfDMIysqaKiwrXezJkz0a1bN8RiMfTv3x/Lly/3nTciItoHfBYhIqJ81VUoBDUVKFYoEBEREVHBqKmpQe/evTFz5kxf6dasWYPNmzdnpvbt22eWPfXUUxg/fjwmT56MVatWoXfv3igvL8eXX34ZdPaJiIiIiIgaVZPt8iiRspDwGhhSGvDC0gz8GBKW6V5GkMZC1CSSxkgLaQb6TCe8txfSDEqpWxYWBnDTDVAWFqqVdAOUhYVBIUOawYAPFgbAPDiaENNIx5raLX/eoW1xcZkpXD9miZwG0kCboTxGhQ/4DZh0PoM8B4FNxKgZSNkmknb2d8ROS+WHZlBm6aum/Qp678fQFAO2UFZbeeTNMPIYeBHyYMlmSs6DKQxSrxuUWWIJcUy3zNTEHqmIseXxNGHXasolYWBoTbbhCLFevD8B5ME28xnMMq25d3HkwUMbTCPHkGHDhmHYsGG+07Vv3x6tW7f2XHbPPfdgzJgxuPzyywEAs2bNwoIFC/DII4/gpptu8r0vanyJtImEZmDZLJoBcqVvrW5Q5nwGYLfgXT45mvLbSgrPDnE5hkSEchAAIsIg8FFNIRmzvM9dSvP9jgnxMmbJadpEUp7zW4blgCDFHTsufz7pr+VnG/ETT2hidiwsbCyP5wDd4JHSNZf0Pm8AkBQG9W5wfBYhIqI8MYQEgy0UiIiIiKhZq6qqck3xuOZFgTz16dMHHTt2xOmnn46//vWvmfmJRAIrV67E0KFDM/NM08TQoUOxdOnSwPNBRERERETUmFihQET+2U6A/ZYWcJUuEVEhaoAY0rlzZ7Rq1SozTZs2LbDsduzYEbNmzcKzzz6LZ599Fp07d8bgwYOxatUqAMDWrVuRTqfRoUMHV7oOHTpkjbNAREQB4LMIERHlyXHMQKdC1WS7PCKiJizIAcw4EBoRUWFpgBiyceNGlJaWZmZHo9Fgtg+gR48e6NGjR+bvk08+GevWrcP06dPx+OOPB7YfIiLaR3wWISKiPDmOEVhFgOMUbgwp3KoUIiIiIjoglJaWuqYgKxS8nHjiifj4448BAAcffDAsy0JlZaVrncrKSpSVlTVoPoiIiIiIqHl45513cO6556JTp04wDAMvvPCCdv3nnnsOp59+Otq1a4fS0lIMGDAAr776qmudKVOmwDAM19SzZ88GPIo9WKFARP4F1sQ4wLeLiIioeTgAYsjq1avRsWNHAEAkEsEJJ5yARYsW7XWINhYtWoQBAwY0Sv6IiA5oB0AcISKixmE7ZqCTHzU1Nejduzdmzpy5T+u/8847OP300/GXv/wFK1euxJAhQ3Duuefi/fffd613zDHHYPPmzZnp3Xff9ZWvfDTZLo8SaRMJw8qaL42gbUTkD1Fcprt3SGiWCUzhZsRJyf0yhpLeaSKJlJimKJkUl8VT3h9pPJ0W0yRDhud8U1PflHS800RM+Vhbhr3zYBlymmQq+xoAgHi1fOmaX8nnJ5zy/mCdWvn8GDHvPOiuOZGuj86QdJ3KaRIJ77wREZC0TSTt7O+VFEd0VeyGVOQI5ScAGKb3MkfznbaE/diar7oREranKY8NzbGace90ZlKT75T3BtNpeUeOEEcMTUwwhGOyhW0BgCPkzU7I+7EtXX/Kws2DJtYbSe88OJb/60d3zYk011zazmN7zVx1dXWmdQEArF+/HqtXr0abNm3QpUsXTJw4EZs2bcJjjz0GAJgxYwa6d++OY445BrW1tXj44Yfx5ptv4rXXXstsY/z48Rg9ejT69euHE088ETNmzEBNTQ0uv/zy/X58FIyUEEMkhu67aQr3kmFN4S6VATrCd93S/GDqpIRnkbh8bxzTPaekvJe1TMvHKpXhumeEtPgsIh9rseV9TKZmPykhjiWq5eMxw/L5ge09YLyZ0D2LCA+mmusnn3sQQ3gWcZJy3hIJ6QZJcw6IiIgK1LBhwzBs2LB9Xn/GjBmuv2+//Xa8+OKLePnll9G3b9/M/FAotN9bRjfZCgUiasLYbykREeWrkWPIihUrMGTIkMzf48ePBwCMHj0ac+fOxebNm7Fhw4bM8kQigZ///OfYtGkTiouL0atXL7zxxhuubVx00UXYsmULJk2ahIqKCvTp0wcLFy7MGqiZiIgCwGcRIiLKU5CDKddtp6qqyjU/Go02SBestm1j586daNOmjWv+2rVr0alTJ8RiMQwYMADTpk1Dly5dAt//3lihQET+OQHexBfwIDZERAWpkWPI4MGD4YhNlYC5c+e6/p4wYQImTJiQc7tjx47F2LFjfeeHiIh84rMIERHlqSEqFDp37uyaP3nyZEyZMiWQfeztrrvuQnV1NS688MLMvP79+2Pu3Lno0aMHNm/ejKlTp2LQoEH48MMP0bJly8DzUIcVCkREREREREREREREPm3cuBGlpaWZvxuidcITTzyBqVOn4sUXX0T79u0z8/fuQqlXr17o378/unbtiqeffhpXXnll4PmowwoFIvLNcGwYAb3NE9R2iIioeWAMISKi+mAcISKifDmOIY7nl8+2AKC0tNRVoRC0+fPn46qrrsIzzzyDoUOHatdt3bo1jjzySNeYcQ0hmDYeREREREREREREREQUiCeffBKXX345nnzySZx99tk516+ursa6devQsWPHBs0XKxSIyL+6gdCCmoiIqHAwhhARUX00Yhx55513cO6556JTp04wDAMvvPCCdv3FixfDMIysqaKiwrXezJkz0a1bN8RiMfTv3x/Lly/3e1aIiGgf1I2hENTkR3V1NVavXo3Vq1cDANavX4/Vq1djw4YNAICJEydi1KhRmfWfeOIJjBo1CnfffTf69++PiooKVFRUYMeOHZl1brjhBrz99tv49NNP8be//Q0/+MEPYFkWRo4cWf+TpdFkuzxKpC3EDStrviG0SjEi8odoRL0P07HlAfmMkLCjkHzDYZppYYk0H+INjJ1OiknSKflYEynvY03acpq00NTH1LQAStreC3WNhsKG9/nWNTWqFY5n9+6ImMbcIX+usL0/CyuZEpNYRd5pdNec9kRIhBNuaD6IZFI+Dw3KdvZMQW2LqAEkbAthOzuOQCq/LPm7Jn3fjbCmHBAWGZrnVifs/X2wIvL3xEl4b9Cw5DSmpYllQjqjVt5e2vRelkrJaWzhc8iHo9mWnfZelk7obv405yftfUxmUnO+w0Icke41ABjSHZomJkjbczSfg+7+oMEwhlAzkEhbCHs8i4jC8rrivVxEkyYlPfRoygBpP6Z8nxsS7o2dtPz8UpRKiMuSKe9jSqXlsiYlPovI50dMI6aQi8+05seA3Ymw5/zwbvn8GJrnRSm+WCn5MzKLhTgvxBYAEEtGzQlyQsLClHw88WSRsEQ+nkA0YhypqalB7969ccUVV+D888/f53Rr1qxxdYexd//XTz31FMaPH49Zs2ahf//+mDFjBsrLy7FmzRrXekREVH+2Y8AOqMsjv9tZsWIFhgwZkvl7/PjxAIDRo0dj7ty52Lx5c6ZyAQBmz56NVCqFa6+9Ftdee21mft36APD5559j5MiR2LZtG9q1a4eBAwdi2bJlaNeuXT2OLLcmW6FARERERERERNRUDBs2zDUA5r5q3749Wrdu7bnsnnvuwZgxY3D55ZcDAGbNmoUFCxbgkUcewU033VSf7BIRURMyePBgOI5ckV1XSVBn8eLFObc5f/78euYqP+zyiIj8YzNjIiLKF7s8IiKi+miAOFJVVeWa4vF4oFnu06cPOnbsiNNPPx1//etfM/MTiQRWrlzpGmTTNE0MHToUS5cuDTQPREQEOAiwy6MC/lm9cI+ciJqlumbGM2fO9JVuzZo12Lx5c2byamY8efJkrFq1Cr1790Z5eTm+/PLLoLNPRERERERNTOfOndGqVavMNG3atEC227FjR8yaNQvPPvssnn32WXTu3BmDBw/GqlWrAABbt25FOp1Ghw4dXOk6dOiQ9QIUERFRU8Euj4jIvyDfCvW5HTYzJiJq5hoxhhAR0QGgAeLIxo0bXWMcRKPRQDbfo0cP9OjRI/P3ySefjHXr1mH69Ol4/PHHA9kHERHtO8cxtGO5+t1WofLdQmHTpk249NJL0bZtWxQVFeG4447DihUrMssdx8GkSZPQsWNHFBUVYejQoVi7dm2gmSaiRuY4gGMHNO2fATXZzLhpYAwhouYYQ6jpYBwhooaII6Wlpa4pqAoFLyeeeCI+/vhjAMDBBx8My7JQWVnpWqeyshJlZWUNlgciokJVV6EQ1FSofLVQ+Prrr3HKKadgyJAheOWVV9CuXTusXbsWBx10UGadO++8E/fddx/mzZuH7t2749e//jXKy8vx73//G7FYbJ/3lbBNhG2P+g7T+8MyoppDiXkvM2zNQ6iwzAjLb0I4ISFvQp73LEt5b0vzxoWTSorLUmnvOqKU17n8RtL2zl9a88Uw4L3MEeYDgHRESUfOWzzl/dnV1EbkvBny5+rY3ucukvL+HADASQjXQiStyYOwQHct5NFeKJ4s9p+oiaqqqnL9HY1GA7mRr2tm3K9fP8TjcTz88MMYPHgw3nvvPRx//PHaZsYfffRRvfdP39qfMQTYU7Z5lW+OUOYZmip2I+y90IhZcqI8OhU0hILS0cQrMS6FNGVUSBP/TGmZ5k1AMY0slfI+Qbrfh6UbNl2avPYjXCMAYKS8z4OlOaemUL4bluZzFdKYYd1nJ+Rbc/2kNTGYqKnZn3Ek6Zjae1SVITxvAJC/myFNDAl5lzXa55eQd35N4RkFAAxxmebe2JaXpVLe/c4nUvKxxtPey3TPItA820hSQtkeF56fACAiPIvs1jyLmNqYKDyLaJ79zKR3PDc1z6XSPYj8ecv3E05SPp54Urrugx1/4ECzevVqdOzYEQAQiURwwgknYNGiRRg+fDgAwLZtLFq0CGPHjm3EXBIREcl8/YR5xx13oHPnznj00Ucz87p37575v+M4mDFjBn71q1/hvPPOAwA89thj6NChA1544QVcfPHFAWWbiBpVAzQz7ty5s2v25MmTMWXKlHpvns2Mmw7GECICwC6PKG+MI0QEoFHjSHV1daZ1AQCsX78eq1evRps2bdClSxdMnDgRmzZtwmOPPQYAmDFjBrp3745jjjkGtbW1ePjhh/Hmm2/itddey2xj/PjxGD16NPr164cTTzwRM2bMQE1NTaY7ViIiCk7dgMpBbatQ+Tryl156Cf369cMFF1yA9u3bo2/fvnjooYcyy9evX4+KigpX1yGtWrVC//792XUI0YHEdoKdsKff0h07dmSmiRMnNlj22cy4cTCGEBGABokhVBgYR4gIQKPGkRUrVqBv377o27cvgD2VAX379sWkSZMAAJs3b8aGDRsy6ycSCfz85z/Hcccdh+9973v4xz/+gTfeeAOnnXZaZp2LLroId911FyZNmoQ+ffpg9erVWLhwYVYLaiIiqj/HCbLbo8Y+msbjq4XCJ598ggceeADjx4/HzTffjL///e/42c9+hkgkgtGjR6OiogIAPLsOqVumisfjiMe/bRKpdntCRIWhrr/S/YHNjBtHQ8QQgHGEiKhQ8FmEiBrb4MGD4Wh+QZo7d67r7wkTJmDChAk5tzt27Fg+exARUbPhq0LBtm3069cPt99+OwCgb9+++PDDDzFr1iyMHj06rwxMmzYNU6dOzSstETUSNjOmPDREDAEYR4iaHXZ5RHniswgRAWAcISKivAU5mHIhD8rsq8ujjh074uijj3bNO+qoozJN+uq6B/HTdcjEiRNd3Zxs3LjRT5aIqMCwmXHz1RAxBGAcISIqFHwWISIiIiJqfL5aKJxyyilYs2aNa95///tfdO3aFcCeQdHKysqwaNEi9OnTB8CeZsPvvfcerrnmGs9tRqNRRKPRPLJORI3GCfCtIMffdtjMuPlqiBgCMI4QNTuNGEOoeeOzCBEBYBwhIqK8OY4Bmy0U6s1XhcK4ceNw8skn4/bbb8eFF16I5cuXY/bs2Zg9ezYAwDAMXH/99bjtttvwne98B927d8evf/1rdOrUKdM3+b6Kpy2EDCtrviHlOKY5lGjY174ByIMzaX7INKQ8hJNiGjPkffGFzZSYBpCXpVPe24sn5fOzS1hmGbrRRbz3oxvTKmF7N4jZpTlUy/C+wbPECwGwzGBvCu102ns/Yc21ILT9MSxNGuGQpG0BQCKV/R3ZHwzbhhHQTXxQ26Gmb3/GEABIOSaSQrnjRVOsABFhO9J8AIYlLDP933QYmsLViXiXUVJ8AQDH9E6zh/Sd1ORBSqL5fkvhNJWSz6ljex+TI8QkHVvYFgCk0/KxWkKctTXluyks08UEKcY4KV3sEdJoitm05jw0FMYQytf+jCMp20DK4/thSGW47nlDSCNuCwDg/x7PiQplTbH8PTGiCe8FZtx7PoCwLT/bFCW9lyUSwn4A7BaeRXan5cAs/RCQ1jzY28KzjZmWz7WV9E4jPaMAgKl5FpHKad3zXViISY7mWURiCtcIABjCfYMu7tSmfP2cEBjGESIiyhe7PAqGrzuA//mf/8Hzzz+PiRMn4pZbbkH37t0xY8YMXHLJJZl1JkyYgJqaGlx99dXYvn07Bg4ciIULFyIWiwWeeSIiaj4YQ4iIqD4YR4iIiIiIGp/vVwrOOeccnHPOOeJywzBwyy234JZbbqlXxoioCXMcbWsd39uigsEYQkSMIVQfjCNExDhCRET5cmDC8TeksHZbhapwj5yIiIiIiIiIiIiIiPZZ43R6SETNmx3gQGjst5SIqLAwhhARUX0wjhARUZ44hkIwWKFARP7xJp6IiPLFGEJERPXBOEJERHlihUIwmmyFQhoGUh4fjBERPqxoWNyWEREO09R88LplkkTae37IEpMYIe9ep4yIpjcqMyEuKnKSnvOTybiYZnfS+9xVCfMBIGl756/Wls+bdEQpzbk2De8+LXV9dRmaj86QtifMB+RuNe2knMYwhf2E5TSm5b3M0BxsIi1fW0SFLukYSPoI8Lpy14h5f9eMIrmchFC+w8yjt0HNw66REsoBK+V/PwAMWyi/UpryK+K9LK1JoyurJbbwedqa2CMSQjaQXxyxLPkzskLeyywhVgCAk/ZOY6b9xxFH81uJ170WEcnPIrC8vzNGTBMPJFKc0NHcGOb1bS6KeM42I/I9Zgi7xGXRtPdzSvFu+fmlujbqOd9IyOVdXCj3E8IzCiCfn3Qe5WBIU36Hkpp4UOv/WUS6BzCEMh+Q44Eu35CebTQxJGHzWYSIiKgQNdkKBSJqwmxnzxTUtoiIqHAwhhARUX0wjhARUZ7YQiEYHJSZiIiIiIiIiIiIiIhyYgsFIvKP/ZYSEVG+GEOIiKg+GEeIiChPbKEQDFYoEJF/thPgTTybGRMRFRTGECIiqg/GESIiyhMrFILBLo+IiIiIiIiIiIiIiCgntlAgIv8cZ88U1LaIiKhwMIYQEVF9MI4QEVGebMeAHVDLgqC20xw12QqFlGMg5fHBmFHLc30jojmUsLDM1HzwIe/96CU85xohTUOQkqj3/NqkmCQU3S1vz97lObuoWt5epDrtOV/3tfD6bABgZ0o+VuleLWbpbuK8Pztd3kKm3Pw1bHpvzzL930iaKXk/oZD3MkvTpNYW0hiag42n87lOiQpD0jaQ1H2BVJa8rhEWvmua2COm0cUXKS5pyg4nkfLev7wXIC2XX2bKe19OQs6DGfdepjv9UkzQNRu1be9laVuOPWkhjY7u9sAwvDMu5Q0A0mnv/IVC3vFXT/7sbGlzurwV8E0wkY70LGJEhPJGd78vleGWLh7ksR8pjfQsBIh5M4qEZxQApmZ7YXuH5/zoDu9YBQCRKu9ljiaSJYRyX/csIn0MiTziRFjzvBEyw3I6S3hGiMvn1Ha8C3fd84sV9t6PGckj7mjOT1yIb0RERHRga7IVCkTUhHEgNCIiyhdjCBER1QfjCBER5YljKASDFQpE5J/jBDeAGZsZExEVFsYQIiKqD8YRIiLKEysUgsE2ikRERERERERERERElBNbKBCRf2xmTERE+WIMISKi+mAcISKiPLGFQjDYQoGIiIiIiIiIiIiIiHJqsi0U0o6BtEdNjxGzvBOENHUjplBjFNEcfkjYTyIlpymKes8Ph33vx9C9KVFSIy6yhL4kI9vkNMaX3mlSmpq23WnvZdJ8AKhNe8+P2XIaaUnUkj/v2rTw2QGICstCKf9vplhpXRrpOpHTmI73MRmaCs+U3Uh1gnwriJoBMY6Y3mWeEZHLDsS844UR1ZTv0vYszX6k2KPpJ9gQYpyjS5MQCmQATsh7mbGfipt0Wt5RWijzUnmkyZdheJ/XsCUX1qbjXc6ZwrYAIG0Jy5Ly8ZhCGlsTm72+Iw2OMYSaATGGRITvoLaQFMpcU5NGerbRPVfEIp6znaKYnEbIg5GSn3kM6ZkHgJn0Thf+crucZrP3/KTmGWGXUO7vTPkv75KaPvQtoZyOmPJzZMySY2xSyHdIE8fsuHe+Q0K8BuR7HTuhee4SsqCLIQk+ixARUTPDFgrBaLIVCkTUhNkBDoQW1HaIiKh5YAwhIqL6YBwhIqI8OQA07xL43lahYpdHRERERERERERERESUE1soEJF/jr1nCmpbRERUOBhDiIioPhhHiIgoTw4MOGIH6/63VajYQoGIiIiIiIiIiIiIiHJiCwUi8o/9lhIRUb4YQ4iIqD4YR4iIKE8clDkYrFAgIv9se88U1LaIiKhwMIYQEVF9MI4QEVG+AqxQACsUmh7xpYOI0EuToem9yRSWSfPrMuBXUcx7fkmRmMQpEpaZ8kVplBSLy8x40nN+qOUuOY3hfay70paYpirlnb+d3rsHANSmvecnNfdwMeE8xNPyZ5e0NMts72UpzfYkEc23xxa2l9aWNd4nwtCkSTrstYxIYjsG0l4B3vQu8wwpvgBAWPjCR+RyEuGwkEZTeFjC9nT9+0oPwqamQNbEmCA5mlBqCzdfupu7tO29LC2U7bo0tqa/SxNyxg2hUJZiqS6NdA4AwBYChm4/UppUSj4/ujwQFTLpWcSI5vH4FOQb0CFN3IlGvOdrnh0QjXrOdnTPSZrtGTW7PedbJVXy9gS1mmeRGuFZRJoPyM8cunIwJpyHlrpYpbk/l5454kn5ugpZ3hm3hPmAHA+k+YAc+2zhGQ6Qn62IiIjowNZkKxSIqAljM2MiIsoXYwgREdUH4wgREeXJcYLrqkj3At2Bjq8UEBERERERERERUZOwdu1anHHGGWjVqhUMw8ALL7yAuXPnwjAMfPrppznTd+vWDZdddlmD57PQLV68GIZhYPHixY2dFdrPWKFARP7Zzrd9l9Z7KuAqXSKiQtTIMeSdd97Bueeei06dOmUeUHWee+45nH766WjXrh1KS0sxYMAAvPrqq651pkyZAsMwXFPPnj19542IiPYBn0WoAXz66adZsXzv6be//W1jZzFw3bp1wznnnNPY2fA0evRofPDBB/jNb36Dxx9/HP369WuwfX3++ee4+OKL0b59e5SWlqJ///6YO3eur2005XNJbnWN3IKaChW7PCIi/9jMmIiI8tXIMaSmpga9e/fGFVdcgfPPPz/n+u+88w5OP/103H777WjdujUeffRRnHvuuXjvvffQt2/fzHrHHHMM3njjjczfoRBvs4mIGgSfRagBjRw5EmeddVbW/L1jPjWs3bt3Y+nSpfjlL3+JsWPHZub/6Ec/wsUXX4yoMP5PPmzbxve//33897//xfXXX49OnTph+fLleOqpp9jC4QDlBDgoc2CDOzdDfNIhIiIiooIxbNgwDBs2bJ/XnzFjhuvv22+/HS+++CJefvll148LoVAIZWVlQWWTiIiIGsHxxx+PSy+91Fcax3FQW1uLoqKirGW1tbWIRCIwdYPd51BTU4OSkpK80zc3W7ZsAQC0bt3aNd+yLFiWFei+1qxZg/fffx933nknbrzxRgDAT37yE8Tj8UD3s78U2rVCjafZdXlkWKbnBMeWJ6l5o04i5T2FLHmKhDwnJxoVJ5QUe05Oq1J5OqiVOKFtS8/JLDHFSRJPG+JUk5ImiFNt2vGcEjbEKeV4T2nN5ECebMfwnJK2JU5p2/ScdKT97Bn8xXvKJ03SNjynhqf5vvmdkOO7SJQnqUmiaXlPCJniZIQszwnhsDwJMQFhzSSlMUx5agLkr7chTnbae0rb8lT3Nok66dLY8J6kbTmOnMZG47+BIsUKXbywbUOc0o731MBH0axjiG3b2LlzJ9q0aeOav3btWnTq1AmHHXYYLrnkEmzYsGG/542C48DwnBCxvKdkSp5Saf+TGMQMcXIiYc8J0ag4OUVF3lPLlnlNaFnsOZlFljyZtueUdAxxqrWFKQ3fU9KWJ+mZIl9px/SckmlLnBqdJpZLn89+yFSzjiPU/NV1b/Pqq6+iX79+KCoqwoMPPpjpT37+/Pn41a9+hUMOOQTFxcWoqqoCADzzzDM44YQTUFRUhIMPPhiXXnopNm3a5Nr2ZZddhhYtWmDdunU466yz0LJlS1xyySUA9txrjBgxAmVlZYjFYjj00ENx8cUXY8eOHZn0W7duxUcffYRdu3YFcqypVAq33norDj/8cESjUXTr1g0333yz6wf38ePHo23btnD2GqH2pz/9KQzDwH333ZeZV1lZCcMw8MADD4j7mzJlCrp27QoAuPHGG2EYBrp16wYAnmMoOI6D2267DYceeiiKi4sxZMgQ/Otf/9rn46ur6HGU0XWDbAWxtz/+8Y+Za6BNmza4+OKLsXHjRtc6S5YswQUXXIAuXbogGo2ic+fOGDduHHbv3u1aT3etGIaBsWPH4oUXXsCxxx6LaDSKY445BgsXLszK06ZNm3DFFVegQ4cOmfUeeeSRrPU+//xzDB8+HCUlJWjfvj3GjRvXLCtedM+B+UyFqmn8EkFERERElKeqqirX1JAPN3fddReqq6tx4YUXZubV9bW7cOFCPPDAA1i/fj0GDRqEnTt3Nlg+iIiIKHi7du3C1q1bs6ZUKuVab82aNRg5ciROP/103HvvvejTp09m2a233ooFCxbghhtuwO23345IJIK5c+fiwgsvhGVZmDZtGsaMGYPnnnsOAwcOxPbt213bTqVSKC8vR/v27XHXXXdhxIgRSCQSKC8vx7Jly/DTn/4UM2fOxNVXX41PPvnElf4Pf/gDjjrqKCxfvjyQ83HVVVdh0qRJOP744zF9+nR873vfw7Rp03DxxRdn1hk0aBC++uor1w/5S5YsgWmaWLJkiWseAHz3u98V93f++edj+vTpAPZ0P/X4449ntRbd26RJk/DrX/8avXv3xu9+9zscdthhOOOMM1BTU7NPx9ejRw+cfPLJuPvuuxv8ZZDf/OY3GDVqFL7zne/gnnvuwfXXX49Fixbhu9/9ruszfOaZZ7Br1y5cc801+P3vf4/y8nL8/ve/x6hRo7K26XWt1Hn33Xfxk5/8BBdffDHuvPNO1NbWYsSIEdi2bVtmncrKSpx00kl44403MHbsWNx777044ogjcOWVV7rO++7du3Haaafh1VdfxdixY/HLX/4SS5YswYQJExrkXB2o/I7lBuwZ+Pr4449HNBrFEUcc4Tm+x8yZM9GtWzfEYjH0798/sO+/Drs8IiL/2G8pERHlqwFiSOfOnV2zJ0+ejClTpgSzj7088cQTmDp1Kl588UW0b98+M3/vLpR69eqF/v37o2vXrnj66adx5ZVXBp4PIqKCxmcRakCTJ0/G5MmTs+YvXboUJ510Uubvjz/+GAsXLkR5eXlm3uLFiwHs6eZoxYoVmS6QkskkfvGLX+DYY4/FO++8g1gsBgAYOHAgzjnnHEyfPh1Tp07NbCcej+OCCy7AtGnTMvNWr16N9evX45lnnsEPf/jDzPxJkyYFc+Ae/vGPf2DevHm46qqr8NBDDwHY0x1Q3Y/Xb731FoYMGYKBAwcC2FNhcOyxx2LHjh344IMPMGLECLzzzjuZ7S1ZsgRt2rTB0UcfLe6zV69eKC0txbhx43J2P7VlyxbceeedOPvss/Hyyy/DMPa8Lf7LX/4St99++z4dY2VlJWpqarB9+3acccYZWLJkCdq1a7dPaf347LPPMHnyZNx22224+eabM/PPP/989O3bF/fff39m/h133OHqPuvqq6/GEUccgZtvvhkbNmxAly5dMsu8rpU6//nPf/Dvf/8bhx9+OABgyJAh6N27N5588snM2BS//OUvkU6n8cEHH6Bt27YAgB//+McYOXIkpkyZgv/7v/9DUVERZs+ejf/+9794+umnccEFFwAAxowZg969ewd8phpeY46h4Hcst/Xr1+Pss8/Gj3/8Y/zpT3/CokWLcNVVV6Fjx46Zsuepp57C+PHjMWvWLPTv3x8zZsxAeXk51qxZ43peCRpbKBCRf36Hvc81ERFR4WiAGLJx40bs2LEjM02cODHwbM+fPx9XXXUVnn76aQwdOlS7buvWrXHkkUfi448/DjwfREQFj88i1ICuvvpqvP7661mT+iN49+7dXZUJexs9erTrB+EVK1bgyy+/xE9+8pNMZQIAnH322ejZsycWLFiQtY1rrrnG9XerVq0AAK+++qq2O6MpU6bAcRwMHjw457Hm8pe//AXAni6N9vbzn/8cADL5bteuHXr27JmpPPjrX/8Ky7Jw4403orKyEmvXrgWwp0Jh4MCBmR/+6+uNN95AIpHIdK9U5/rrr9+n9KlUCt///vdRUlKCDz74ADt37sQZZ5zhai3w5JNPwjAMrFu3rl55fe6552DbNi688EJXy5eysjJ85zvfwVtvvZVZd+9rp6amBlu3bsXJJ58Mx3Hw/vvvZ21bvVbqDB06NFOZAHxbWfPJJ58A2NPN07PPPotzzz0XjuO48lVeXo4dO3Zg1apVAPZcCx07dnRVZhUXF+Pqq6+u13lpDLpuxfOZ/Bg2bBhuu+02/OAHP9in9WfNmoXu3bvj7rvvxlFHHYWxY8fihz/8YaYVDwDcc889GDNmDC6//HIcffTRmDVrFoqLiz27rQoSWygQERERUbNWWlqK0tLSBtv+k08+iSuuuALz58/H2WefnXP96upqrFu3Dj/60Y8aLE9EREQUvO985zs5XxwA9lQo7Ouyzz77DMCe7nVUPXv2xLvvvuuaFwqFcOihh2Ztc/z48bjnnnvwpz/9CYMGDcL3v/99XHrppZnKhqB99tlnME0TRxxxhGt+WVkZWrdunTkuYE+3R3UVEEuWLEG/fv3Qr18/tGnTBkuWLEGHDh3wj3/8A//7v/+bSVNRUeHabqtWrTwHttblD9jzme2tXbt2OOigg3Km//Of/4zly5dj+fLlOPLII/Hqq69i0KBBOOuss/D666+jpKQEH374Idq1a6f9vPfF2rVr4ThOVl7rhMPhzP83bNiASZMm4aWXXsLXX3/tWm/v8TIA72ulzt4tGeocdNBBmW1u2bIF27dvx+zZszF79mzPbXz55ZcA9pzrI444IqsyyOuapuAsXbo0qzwqLy/PVJolEgmsXLnS9TKVaZoYOnQoli5d2qB5Y4UCEfm3LwOb+9kWEREVjkaOIdXV1a6WA+vXr8fq1avRpk0bdOnSBRMnTsSmTZvw2GOPAdjTzdHo0aNx7733on///pmH36KioswD/A033IBzzz0XXbt2xRdffIHJkyfDsiyMHDkygIMkIiIXPotQE6D74dvPj+JeotFoZrDgvd1999247LLL8OKLL+K1117Dz372M0ybNg3Lli0Tf1QOwr60KBg4cCAeeughfPLJJ1iyZAkGDRoEwzAwcOBALFmyBJ06dYJt2xg0aFAmTceOHV3bePTRR3HZZZcFnX3R3/72N4RCIfTr1w8AcOyxx+Kll17CGWecgfPOOw/PPfcc5s2bh5EjR3p+Hn7Ytg3DMPDKK6/Asqys5S1atAAApNNpnH766fjqq6/wi1/8Aj179kRJSQk2bdqEyy67DLZSZknXCgDP/QDfDkBdt61LL70Uo0eP9ly3V69e+3aAzYgDAw4C6vLom+3UDbxeJxqNBjKwd0VFBTp06OCa16FDB1RVVWH37t34+uuvkU6nPdf56KOP6r1/HVYoEBEREVHBWLFiBYYMGZL5u64Z/+jRozF37lxs3rzZNSjf7NmzkUqlcO211+Laa6/NzK9bHwA+//xzjBw5Etu2bUO7du0wcOBALFu2rEH64CUiIqLmpWvXrgD2DOR86qmnupatWbMms3xfHHfccTjuuOPwq1/9Cn/7299wyimnYNasWbjtttsCzTOwJ9+2bWPt2rU46qijMvMrKyuxfft2V77rKgpef/11/P3vf8dNN90EYM8AzA888AA6deqEkpISnHDCCZk0r7/+umt/xxxzjO/8AXve/j/ssMMy87ds2ZL1Zr8XwzCQSqWwefNmdOrUKXMc8+fPx4gRI9C7d2/s2LEDN954o698eTn88MPhOA66d++OI488Ulzvgw8+wH//+1/MmzfPNQizeq6C0K5dO7Rs2RLpdDpnq5yuXbviww8/hOM4rgqmNWvWBJ6v5mh/jefWlDS/CgVTqEVK5fFmQSIlL0smveeH8qiV1NVkSssMTRqhllG3zNDk2zC8O/3S1dilhX7CdF1QSn2LWZqKwZCwTJdGV88oHZOu3zPL9L62pPMGAKawLJ+uAm3NIC/pgAaS8Y0DoVEzYBreIcO0hO+npSl3pTJUikmAXFaHNGV4Pm++SN+htBwXHV3MTAkxQRMynbRQttry+ZEGsNINbKUrD/3SluHIp3yX00hxRNrWnu352z8gn590Wr6uGuW9zEaOIYMHD868meWlrpKgTt0Aizrz58/3nQ9qpoRy39E9VwjXqZHUpJGk0v6XpXV5E0qBfN/aluJYExi5T3p+CGvyFjG9P7uwpizWkcppXdmez7OIRPeIKS3TxfKkZlmD4rMINTP9+vVD+/btMWvWLFxxxRWZN5dfeeUV/Oc//9mngZWrqqpQXFyMUOjbn/GOO+44mKaJeDyemVfXB36XLl1QXFxcr3yfddZZuPnmmzFjxgw8+OCDmfn33HMPALi6gezevTsOOeQQTJ8+HclkEqeccgqAPT/Q33DDDfjzn/+Mk046yZX/felaSmfo0KEIh8P4/e9/jzPOOCPzQ/eMGTP2Of19992HSZMm4eGHH87MP++883DVVVfhwQcfxJAhQwJp/XH++edj4sSJmDp1Kv74xz+6fpR3HAdfffUV2rZtm2lVsPe9quM4uPfee+udB5VlWRgxYgSeeOIJfPjhhzj22GNdy7ds2ZJ5Oeass87Ca6+9hj//+c+ZQZl37doldpXUlDXEoMwbN250db8aROsEYE/3YpWVla55lZWVKC0tRVFRESzLgmVZnuuUlZUFkgdJ86tQIKLGx5t4IiLKF2MIERHVRyPGkXfeeQe/+93vsHLlSmzevBnPP/88hg8fLq7/3HPP4YEHHsDq1asRj8dxzDHHYMqUKa7BfKdMmYKpU6e60vXo0aPBu6sgb6tWrcIf//jHrPmHH344BgwYkNc2w+Ew7rjjDlx++eX43ve+h5EjR6KyshL33nsvunXrhnHjxuXcxptvvomxY8figgsuwJFHHolUKoXHH38886NwnT/84Q+YOnUq3nrrrX0amPnjjz/2bN3Qt29fnH322Rg9ejRmz56N7du343vf+x6WL1+OefPmYfjw4a4Wn8C3b/cfd9xxmTEMjj/+eJSUlOC///2va/yEILRr1w433HADpk2bhnPOOQdnnXUW3n//fbzyyis4+OCDc6Y/55xzcN5552HOnDn4+OOPMXz4cESjUSxcuBAvv/wyvvvd7+Ktt97CpEmTcMstt+TcXq5zedttt2HixIn49NNPMXz4cLRs2RLr16/H888/j6uvvho33HADevbsicMPPxw33HADNm3ahNLSUjz77LP71OIiH7/97W/x1ltvoX///hgzZgyOPvpofPXVV1i1ahXeeOMNfPXVVwCAMWPG4A9/+ANGjRqFlStXomPHjnj88cfrXWnVGBqiQqGhxnMbMGBAZmySOq+//nqmLIpEIjjhhBOwaNGiTCyybRuLFi3C2LFjA8/P3lihQERERERERESUQ01NDXr37o0rrrgC559/fs7133nnHZx++um4/fbb0bp1azz66KM499xz8d5776Fv376Z9Y455hi88cYbmb/3foub9q8nn3wSTz75ZNb80aNH512hAACXXXYZiouL8dvf/ha/+MUvUFJSgh/84Ae444470Lp165zpe/fujfLycrz88svYtGkTiouL0bt3b7zyyis46aST8s7XmjVr8Otf/zpr/pVXXomzzz4bDz/8MA477DDMnTsXzz//PMrKyjBx4kRMnjw5K01dhcLAgQMz80KhEAYMGIA33njDNX5CUG677TbEYjHMmjUr88P4a6+95mo9ITEMA88++yymT5+OuXPn4he/+AWKiopw0kkn4dVXX8Xpp5+OSy65BLfeeiuOOOIIVxdEXnKdy5tuuglHHnkkpk+fnqlE7Ny5M8444wx8//vfB7Cn8unll1/OjI8Ri8Xwgx/8AGPHjkXv3r3zOEN6HTp0wPLly3HLLbfgueeew/3334+2bdvimGOOwR133JFZr7i4GIsWLcJPf/pT/P73v0dxcTEuueQSDBs2DGeeeWbg+TpQ+R3L7cc//jH+8Ic/YMKECbjiiivw5ptv4umnn8aCBQsy2xg/fjxGjx6Nfv364cQTT8SMGTNQU1ODyy+/vEGPxXB0bb4bQVVVFVq1aoXH+tyAYiu7icgPrtrmmc5o20LeqNRVxV6jqGeRujwq0jRbaeWdB0dXS9VSSKPJm7F7t7zss88956f/tk5Ms36J94BB71XK/f6urfbusmNHQkyClPD2R2lErhksi3mnaR+Vm3u3iQifHYAWYe8m3zFLbgpeLGwvKmwLACIh7/xZIbn5uCE0qdZZucG7CdO4tZ94zk87Sazb/hx27NiRV+1p3fdz+9yforQ4mCZcVbviaH3Z7/POE5Gq7jqdfdwvUOQRR847wfv7UXJ8ibhNo4NwbepiQjTiPT+ieUCUuoqo1RSuO3d5znaqvOfvWVYrLxMK8vQOucxLbveenxBiBQDU7vY+D7VxOf4lUt7bS2m79PH/9omuyyNLKKtDlhyXpJgQsuSYIMULS5NG6kojEZevufcrvGP9xI83ZM1LOwms2f40Ywgd0Oqu03l9bvR8Fjn/J8IbglHNc4XU5VFMkyYsfG9bybHKadVSSCPMB+AUC9uLCDEMADTPIua6Tz3np/+2Vkyz8V3v8mCl5lnkkxrvc7ddEy6lF9Fbaw61LOZdfneIys8brTTPIkUh4VlEmA8AxVHvg4pE5DQhIYZESuRYJXUJmdwlx/I31nT2nH/7J19kzUs7CXy444/1Kq+bWhwxDCNnCwUvxxxzDC666KJMNzdTpkzBCy+8gNWrV/vaDhER7bu6GLLkpUvRokQT/H2orklg0Pf3PbYtXrw4q2UP8O3YbJdddhk+/fRTV5erixcvxrhx4/Dvf/8bhx56KH79619nDV7+hz/8Ab/73e9QUVGBPn364L777kP//v3re3harPYmIiIiIiIiImpgtm1j586daNOmjWv+2rVr0alTJ8RiMQwYMADTpk1Dly5dGimXRETUEPyO5VaX5v3339dud+zYsQ3exZGKFQpE5J/j6Eey9rstIiIqHIwhRERUHw0QR6qqqlyzo9FoYINq7u2uu+5CdXU1Lrzwwsy8/v37Y+7cuejRowc2b96MqVOnYtCgQfjwww/RsqXcwoiIiPxriDEUCtEBU6Hg1MpNSw2pe4mU3G0AUkJzUEtu8il1SWGE5WbBTsh7e0Y8Lu9H08wYu73TOUn5WE3h+o+Ycpoi4TzUak5P1PLeUammtXdJyPtGMarp8sE0/N9carudEM6D1O0FIHdfpOvWSNpe2pYLKKl7iwbHgdCoWXBgeHRdYwjlitg9HiAXlEGzhbIoLXdRgLgQ/xJyVwhIytuT4oWdlL+rdsr7/Nhp+bw5mrLNL0OzKVP4wUGbRhNHpK6NdHFEWqbrBk/XtZFfuhvdRrkJ5qDMdCDarelrR4ghjia2GNKziKbbPCPm3Xzf2aXpSlVaoH3ekLvNk5Y5Kfm7KpW5Me2ziNA9T0hzToX5rcPyfloI5XRYkzfL8P9coes2Lxz2XiZ1UQQAlnCvY+TxnKT73T59AD2LdO7s7r5p8uTJmDJlSjD7+MYTTzyBqVOn4sUXX0T79u0z84cNG5b5f69evdC/f3907doVTz/9NK688spA80BEVOj4blMwDpgKBSIqDBwIjYiIiIiIgrRx40ZX/9dBt06YP38+rrrqKjzzzDMYOnSodt3WrVvjyCOPdA3cSURE1JTwFzMi8q8R3y4dNmyY6y2eXGbMmOH6+/bbb8eLL76Il19+2VWhEAqFUFbmPcg1EREFiC0UiIioPhogjpSWluY9WHQuTz75JK644grMnz8fZ599ds71q6ursW7dOvzoRz9qkPwQERUydnkUDFYoEJF/ji13zZLPtrD/+i3lQGhERI2sAWIIEREVkEaMI9XV1a6WA+vXr8fq1avRpk0bdOnSBRMnTsSmTZvw2GOPAdjTzdHo0aNx7733on///qioqAAAFBUVoVWrVgCAG264Aeeeey66du2KL774ApMnT4ZlWRg5cmQwx0hERBmsUAgGKxSIqEnYH/2WAhwIjYiIiIiI8rNixQoMGTIk8/f48eMBAKNHj8bcuXOxefNmbNiwIbN89uzZSKVSuPbaa3Httddm5tetDwCff/45Ro4ciW3btqFdu3YYOHAgli1bhnbt2u2fg2pibNvGF198gZYtW8LQDXpFRAXDcRzs3LkTnTp1gmlqxj6k/YYVCkTkXwM0M27ofksBDoRGRNQksMsjIiKqj0aMI4MHD4ajGYWzrpKgzuLFi3Nuc/78+b7ycKD74osvsl42IyIC9vxudOihh9ZrG/Y3UxAKua00KxSIqEloyH5LAQ6ERkRERERE1NTVtRD/4UWXIxyJAABMU2mp4Kh/umeoPWKpdUDq3+r6aeXvlFLxlEq7lyeT7uXxlHt5bcqd/90J9/Idte7l2xLuN7B3KflpE3bv75AS9wrtS93LD2rh3l406t5fOOT+W20XkqvazVbOj3r+1A0YygvmRVH3jM1bvz2BsbA7N7sS7o2pl4albDupfFZqoxe/bWDUc+E3fa5GN+q5U6/NVDrr4ncxLfcOQpZ7eVj5W20FpKsw9dhd1nfJr+zPzz0jkdqzg2QygVdfmsseJJqQZleh4KS863+MeFJOk88VrkaIuv3omtZIyzRvPRhJOd+inbvERc7WKs/56Wq53swwvPNXbMlpSsPeaUxN6RgS9tMyJJ+fliHvzyFqynnTLYtZKc/5Ect7PwAQEs5DSMgbAFgh7zSWKR+raXkv012+6cbqr81GgG8FBbMZHQ6EVpgsY8+kMq3seXsWaL5P+VzvUp+8um1J/QHvisu72e29zNmtiYu75PLLrvXOg5PwnL0nTdr73KVt+ZzaeZRfphBHoCn3fW8L+rI6JMQLKVYAckwICfMBwNDkQSR8rLo40ihv1TSzGEKFyYADw+snlIT3F016RgEAQ4ovmu+BI6Qx1F8G9ialEZ5rAAA1wnOFrl/5mt3iIufLHZ7z7Ro5D9LjQ0nI+74dANqov4h8I6Z5VhOfRcLysZYIZX5M8+wQ0cSDmHBM0bC8vbCwzNI8Q5nCMZkBP/3zWYQaQt0PnOFIBJHInlbrQVcoqJeP+oO4emtpKD/iqj+Iq/tXb41Dys/OajFhhtwbNNLKDpTtqb8dWMpvEyHl95pwxL29iPJ3Y1coZOUn/O3f4YhS+aF8mLkqFKCeyiZeoaBee+q1rD4jqNe21dwrFJT8O0rsDqQbtADHUADHUCAi8qERmxlzIDQiomaOXR4REVF9MI4QEVGeOChzMFihQETNCgdCIyIiIiIiOrA5jvz2s/qGO5RWsWovDNldHuV4CztHF0lZf+dIr76xr7biVVtVH6S0MjpYOd6WEfcOWsaUFgnKBtX9J1Pq+dG/BZ7rpXC1UZud4/yayvFLjbQ991XPJgK5Pju/L8D7zY7fa0eldgmkUhvqqcej1qF6tsbU8NsiIdf6Bfx7fLPHCgUi8s2xHTgBvc3jdzscCI2IqHlrzBhCRETNH+MIERHly0H9u2rae1uFSjMgABERERERERERERER0R6+KhSmTJkCwzBcU8+ePTPLa2trce2116Jt27Zo0aIFRowYgcrKysAzTUSNrK79aVATFQTGECICwBhCeWMcISIAjCNERJS3ujEUgpoKle8uj4455hi88cYb324g9O0mxo0bhwULFuCZZ55Bq1atMHbsWJx//vn461//GkxuASCZ9pytuw0wUkKHbJrmjU7WsPS50yDlnTdjd1xOUyXU6ejytnO3uMzeXO2dtSo5C5KW4aS4rL3tne/SkFxHJfXNFrXkYy22vM9pSSglpinR5Lso7J0uKswHgGjEe1k47J03ALBC3sdkhHx0DliXJm2Jy/xvLSAcCI3ytD9jSNi0ETY9viX5tM2TrlOh3N+znzxuLhLe5Y1TUysmcaoTwny5LLR3y/m2d3sfazouH4+d9D6pju3/HKh93u4tZHmXerobOWl7lte18Q3T1OQh5H3uQpry3RTinDR/z0JhmeacSufbbmo3uowhVA+N/Szi7BbKVs1NmSPFHel5Q0dzzRtSTNI9i2R1RP6NtBwnnBp5e3al97NIeqcm30I5rXsWaSc8iySE+QBgCvuJaOJBsVDmF2meRYo0+Y4JzxXRmJwmFPPOg/S8AQBmRIo7YpKsPtDr6PoTb7QimHGkIOxd36Neh+pttvrVN3IUr+oYAbnGVKgvNb8h5T4vpvwyF1aOR/2ZJaZ8/y1luTqGQVIpetTzqd5Lq+Vlrn751dOXc0wE5fh159/vR6N+tn47pfG/v/rsLff+1O3nGuMha32f+VHV96uR61pR5fMI7VeQdcmFXCftu0IhFAqhrKwsa/6OHTswZ84cPPHEEzj11FMBAI8++iiOOuooLFu2DCeddFL9c0tERM0aYwgREdUH4wgRERERUePy/Z7m2rVr0alTJxx22GG45JJLsGHDBgDAypUrkUwmMXTo0My6PXv2RJcuXbB06dLgckxEja/uraCgJioYjCFExBhC9cE4QkSMI0RElC92eRQMXy0U+vfvj7lz56JHjx7YvHkzpk6dikGDBuHDDz9ERUUFIpEIWrdu7UrToUMHVFRUiNuMx+OIx79tNltVlUffPERE1OQ1RAwBGEeIiAoFn0WIiIiIiBqfrwqFYcOGZf7fq1cv9O/fH127dsXTTz+NoqKivDIwbdo0TJ06Na+0RNRI2G8p5aEhYgjAOELU7DCGUJ74LEJEABhHCoSDb/ujV98BNpWO1p20+3M0lBRZY7XUs9/6XP3Uq/3Aq2MShC19P//qmBDq9tQxE9R+3NUhetS/U1nnS9leVl8m6vl0L1W/Rjn7lc+Rv/pQx2PINeZAffvA9zsGgt/lfvndnpr/+h5Pzu37S94g9i5bgthWocpnaMqM1q1b48gjj8THH3+MsrIyJBIJbN++3bVOZWWlZz+ndSZOnIgdO3Zkpo0bN9YnS0S0P7CZMQUgiBgCMI4QNTuMIRQQPosQFSjGkUa1adMmXHrppWjbti2Kiopw3HHHYcWKFZnljuNg0qRJ6NixI4qKijB06FCsXbu2EXNMRPQtdnkUjHpVKFRXV2PdunXo2LEjTjjhBITDYSxatCizfM2aNdiwYQMGDBggbiMajaK0tNQ1ERHRgS+IGAIwjhARFSo+ixAR7V9ff/01TjnlFITDYbzyyiv497//jbvvvhsHHXRQZp0777wT9913H2bNmoX33nsPJSUlKC8vR21tbSPmnIiIguSry6MbbrgB5557Lrp27YovvvgCkydPhmVZGDlyJFq1aoUrr7wS48ePR5s2bVBaWoqf/vSnGDBgAE466STfGTON7GZdAODsSgtHomkjFfKuN3F0byMkhO1J8wGgNuVr/zpOUjhOAE51UlyW2uadh+Qu/3koDsl5aON45yGe9r+fsCmfUykPRSHhXAMoCsvnpyjivSwSkbcXDnvnzxLmA4AZ9r62TMv/GzB2Uk6TbqTaUMdx9N8fn9uiwrA/YwgARE0HUTP7+jKkyKe7plNCeegVqHJJaeLI7rj3/J3yA5izM+E5366Ry/B0jZyHtJCFdFI+Vjvt/zyoTb/rhCw5b9IbIFnN2PdhP6ZmP7qyOiTcb+jSGMKyfGKCrsjMp1xujBczGUMoX/s7jniRnkV017QhxQpTLqfV7iAydM8iCek5KY9nEWlbAJwa+V47/bX3snyeRWKa+/1WQjxIZ/fTkVNE8zlIeSjSPDtEwvKyWMz7/IRich7CMSGGCM8bAGBEhPmacO0IWTA87qXqpBupCGYcaTx33HEHOnfujEcffTQzr3v37pn/O46DGTNm4Fe/+hXOO+88AMBjjz2GDh064IUXXsDFF1+83/NMRLQ3x6l/V1d7b6tQ+apQ+PzzzzFy5Ehs27YN7dq1w8CBA7Fs2TK0a9cOADB9+nSYpokRI0YgHo+jvLwc999/f4NknIiImhfGECIiqg/GESKixvXSSy+hvLwcF1xwAd5++20ccsgh+MlPfoIxY8YAANavX4+KigoMHTo0k6ZVq1bo378/li5d6q9CYa8f/dQxE9R6WttnP/VB/22qYx4of6tjHqhjBqjrq5XK6v7U3zDV+rVcYyio73Sq5zPXGAlZYy4oy211HAN1fWUHtqaCUF2Sc0wEdX396lkr+B1TIGtzua5Fn/nxK1fyoH8AV7cX9JgQ1HT5qlCYP3++dnksFsPMmTMxc+bMemWKiJo4DoRGeWAMISIAjCGUN8YRIgLAONKIPvnkEzzwwAMYP348br75Zvz973/Hz372M0QiEYwePRoVFRUAgA4dOrjSdejQIbNMFY/HEY9/20S2qqqq4Q6AiApekGMfFPIYCr4qFIiIAPAmnoiI8scYQkRE9cE40mhs20a/fv1w++23AwD69u2LDz/8ELNmzcLo0aPz2ua0adMwderUILNJRCRil0fBqNegzEREREREREREdODr2LEjjj76aNe8o446Chs2bAAAlJWVAQAqKytd61RWVmaWqSZOnIgdO3Zkpo0bNzZAzomIKEhsoUBE/vGtICIiyhdjCBER1QfjSKM55ZRTsGbNGte8//73v+jatSuAPQM0l5WVYdGiRejTpw+APV0Yvffee7jmmms8txmNRhGNRrX7VccgUMdUMNTx6g19H/7qmAHqDEfpid9SujVRB/N2LPfytHJdqfnPGhNB7bcf+uUp5XgtZRCJkLL/dFrNjzKGgTL4utqNS/bg5Ur6HAeg9gqTPeYCRPXtoz/n+jkGXfD7BnrO9dXxKvSLG5zP7Po+H1njb+Q6v/vhBLDLo2A0uwoFO572nG8k5Q/RMbzT6L45dq0akb7Zj7B/ADDC3g0+jKxotVcW1EhQNz8pZ87e5Z0GAJJV3vtKxC05D8IXIGLJx1oiZC+mRsq9GMIJD6sjAu29vVDKc35RxHs+AETCmmVR72XhsJwHK+q9zArLn5FheS8zdN84IQtmreZa4P0vkShk2J7li3hTKZTHAOAkhdijy0AeX1CnptZ7UzsT8m52epdr6Rp5/+ndcs5Tce9l6YRcvqeFkfB0N5yG6b3Q0gRnwxDKVs0HYVnen6splNMAYGpigimEU932jJD/fEscOTTDVkfc+4YpnDcAcPb7YwtR82bXCPeZuvv9fNqEp4Tvre5ZZJd33oyQ5nsuFHdOUi4H9c8i3vlO1crPIpJISFPgCWxNmWYJZWFY88wTFZ4rosIzBQBEovL2xOcKYf6eZd7zzah8rEZEWKYb+FTKghCvASBZwD+kFKpx48bh5JNPxu23344LL7wQy5cvx+zZszF79mwAgGEYuP7663HbbbfhO9/5Drp3745f//rX6NSpE4YPH964mSciosA0uwoFImoC2OkcERHlizGEiIjqg3Gk0fzP//wPnn/+eUycOBG33HILunfvjhkzZuCSSy7JrDNhwgTU1NTg6quvxvbt2zFw4EAsXLgQsVisEXNORLSHg9wtM/xsq1CxQoGIfHNszVtMeWyLiIgKB2MIERHVB+NI4zrnnHNwzjnniMsNw8Att9yCW265ZT/mioho37DLo2CwQoGIiIiIiIiIiJqkrDET/Pajr3SHZqpjBig9lambzx4DQc1PjjEGlO7Gkmn9+sm0OkaBe+2QOqaE8p60ulz9O2vIg1xjOKh/q2NIKBVzWZ9P1vbdM2wfFXu5Pvqs5TkSqHlVexDNda7U9LmuzawxE+r5e7TvMR78bl/5O+eQFD7PFzVfrFAgIv84EBoREeWLMYSIiOqDcYSIiPLEXvOCkc8QYUREREREREREREREVGDYQoGI/ONbQURElC/GECIiqg/GESIiyhNbKASjyVYomPBuPmHv8v60DNP/p6gbgMneLewnJO/HsPyP6KT21ZfZf0JOk6qVG5Ykd1me8xNx+aOW7qEsQz6eiCV1fCansUzvZbFQSkwTDXsvi0Q0aWLCSQVgRb3zIM0HADPsPd/QfHsM4fwYmjZB0vVoVMvXXLqRBoDhQGjUHERMGxGh3PHiqB1m7sVIeJc5jq7Dz5SwTHPX4VR7F/72zqS8m53e20vVyOVDOiEXRumk97K0LW/PTvsvi9S+a+vo4rklLDMtTWwOCeW+Jp6b2vJduj/QpAnwbstJafKdbB6dkjKGUHOWrhHKAE05BFP4bmp+yJSeEXS9H4vPItL+NXmw5bCD9G55e6la6VnEez4A2EJ8ye6T/FuRkPcJ0qUJCecnqn2u8F4WimmeeTTPFVbUe74Rls+pGRHSRORYboT9d0TgCPctuhib4rMI7SchSx2TwL3cyfVBKpequrpaFKpjJGSPoaDPn6mURepjRlxzPwcASWX92pR7++qYCKqQUuRGlPte9Xhz/ijqc8wFdUaufvP9/Cibc4wCdQVl4+pyW1mefW0pf6v702cnO7065oKyvi5kA8HXgeY6937HPMh5KeW6dvaDPRUKQQ3KHMhmmiV2eURERERERERERERERDk12RYKRNSEOQE2My7kKl0iokLEGEJERPXBOEJERHlil0fBYAsFIiIiIiIiIiIiIiLKiS0UiMg/G7rhMvxvi4iICgdjCBER1QfjSGEwvu2/3VQ6lk8rHd1nvSWc1U+7e0ZKHnYRQPYYBOoYCerf6u7VMVuSaaUff2X9pDIeWUL5e7fyd1oe+gVA9pgJ6rAvTtYJU45HWax+TdTlfsdIUNf30+Ao175M5bXpXH3lp3NcC1n795mfXOlVucZoUMdYSDfymARZX70cGchx6eU8P8Ew4AS2p+Yxhl1DYIUCEfnm2A6cgJoZB7UdIiJqHhhDiIioPhhHiIgoX+zyKBhNtkLBMBwYRvYnY+/O49OSOnbSvI2Q3OWdyNGkscL+82anvWuz0nG5N6pkUl6WiHt/pImk/FEnUt7LbE1Nm2V6nwjL4zOrEwl5V6PHInL1eiyW9JwfLpKrkcPF8odkxoT5YflYDenUhTRp1GrjzAIxCRy1avkbuusqHdDI9EQHoqhlI2p5lAfS9zMllx1OrXc5ZYQ0PQeaQjml20+Nd5lnV8tpktXeeUjusjznA0AqJefbtr3PjyPMBwDD9C6nvOJ4rjShkKYMt4RyMqJJI5ThpqZsFct9AIZwWg1NTJDuQ4w8Op60E/IyK+59TKZwroHguqAmOtA4wttr6d3e33VdmSK9L2hr3op0UlJZLKeRyhRdWWML+0kL8wEgHZfjSyLhvSyZ1MSktPcy3VullhRDLPmkRqPesTxaJD+LhFt4by9ULCaBGdPEy4jwYVi6ZxFhmeYeRNyPrtAX7g2ssBx4hMcXIiIiOsA12QoFImrC2MyYiIjyxRhCRET1wThCRER5YguFYLBCgYiIiIiIiIiImiR1DAVlCIWsxje5xkywlQSW0kpI/TuqtPpR/1ap+a1NKGMoKK1440r+vk64t1+Vo59/tcOFlhH331nnJ0e/++r5URm5Bg7w2S9+rv352FVWY3R1y2n12slRqagequ8xE3Kkz7U99dRIje3r+P2BO9f6fvenHk/OMRX0i6kJy6OxPREVPCfgiYiICkcjx5B33nkH5557Ljp16gTDMPDCCy/kTLN48WIcf/zxiEajOOKIIzB37tysdWbOnIlu3bohFouhf//+WL58uf/MERFRbnwWISKiPDmOEehUqFihQES+1Q2EFtRERESFo7FjSE1NDXr37o2ZM2fu0/rr16/H2WefjSFDhmD16tW4/vrrcdVVV+HVV1/NrPPUU09h/PjxmDx5MlatWoXevXujvLwcX375pe/8ERGRXmPHESIiar5sJ9gpH35eRBo8eDAMw8iazj777Mw6l112WdbyM888M7/M7SN2eUREREREBWPYsGEYNmzYPq8/a9YsdO/eHXfffTcA4KijjsK7776L6dOno7y8HABwzz33YMyYMbj88sszaRYsWIBHHnkEN910U/AHQUREREREzU7di0izZs1C//79MWPGDJSXl2PNmjVo37591vrPPfccEolE5u9t27ahd+/euOCCC1zrnXnmmXj00Uczf0ej0YY7CLBCgYjywYHQiIgoX80shixduhRDhw51zSsvL8f1118PAEgkEli5ciUmTpyYWW6aJoYOHYqlS5c2fAaJiApNM4sjFLy08lqw2ge/2i9+KuVerr5UbKl/Kx3Hh0PqGAruFIbSk7/jpFx/R0Lu5Wo/8ynbPaPKnRywk+6/DXd+am13fuysblj0r1Gr/dyr4wyo+TWV7eUcU0Ghrm9rOtrP1Se/Ol5F1qAKWeNH+Hul3O+YB1n587l+ruypRZa6en0HCfY7pkMuufKj7i77Wgq+FZkDA07OkT32fVt++X0RqU2bNq6/58+fj+Li4qwKhWg0irKyMt/5yVezq1BI7fb+sIw8Om+y0/IHn457bzCZlHdkGt4Xuu4Lmba9F6YSakj7ViIlL4snvT/SRFpOk0r7P3mW6X2sliWPFhQNey8rKkp6zgeAaEs1ku4RaikXKlaJfDyGOlpR3XzdoEq5IkBAaYyU992sFZXPD1voEsnCZhoR06PcEb44TkJ+opS+0Y56t70vUvIX19ntXU6mdsmbS9R4l++1tWE5C3mU+zpSTAiFdCPIeacxLU35HpHKSTmNGfGeL8UDXRoAQEi6D9GU+9IiXRrhOjWFcw0AZlw4P9aB/2tJVVWV6+9oNBrYWzkVFRXo0KGDa16HDh1QVVWF3bt34+uvv0Y6nfZc56OPPgokD9R0pOLe31vdQ5UjfAXTSbkMcITnlLTmWSQf0oN+KiXvJyk8bwBAUnhO0T2/SM9D+h81vONLJCyXkZGokKalHKvCB3lnwmwpnwMjJh8rQgF+fpoTZEj70cQd6VnEsOJimjSfRYiIiPZZEC8izZkzBxdffDFKSkpc8xcvXoz27dvjoIMOwqmnnorbbrsNbdu2DTT/e2t2FQpE1PgcW344zmdbRERUOBoihnTu3Nk1f/LkyZgyZUowOyEioiaFzyJERJQvx6l/S469twXs+8tNW7durdeLSMuXL8eHH36IOXPmuOafeeaZOP/889G9e3esW7cON998M4YNG4alS5fCsjQvOtQDKxSIyD82MyYionw1QAzZuHEjSktLM7OD7DO0rKwMlZWVrnmVlZUoLS1FUVERLMuCZVme6+zPZsdERAWDzyJERJQnBwFWKHzz7/56uWnOnDk47rjjcOKJJ7rmX3zxxZn/H3fccejVqxcOP/xwLF68GKeddlrg+QBYoUBEREREzVxpaamrQiFIAwYMwF/+8hfXvNdffx0DBgwAAEQiEZxwwglYtGgRhg8fDgCwbRuLFi3C2LFjGyRPREREhUTt9z6VVv92r6+OqZBU1jeVLsNy/bhoWe711X771e2FlG7HQmr6HN3++xVTusQMmerx6tOrY06oQzCEcrzgrJ6/XOMOZPXY5qNiL3sMBWXb6vo5/lbT5+zzP8e59HvsWWMoQL8869Q1cKWo2gtrrs+6ocdwaKr29eWmgw8+OO8XkWpqajB//nzccsstOfNz2GGH4eCDD8bHH3/cYBUKwXbCSUQFoa6ZcVATEREVjsaOIdXV1Vi9ejVWr14NAFi/fj1Wr16NDRs2AAAmTpyIUaNGZdb/8Y9/jE8++QQTJkzARx99hPvvvx9PP/00xo0bl1ln/PjxeOihhzBv3jz85z//wTXXXIOamprMYGtERBScxowj77zzDs4991x06tQJhmHghRdeyJlm8eLFOP744xGNRnHEEUdg7ty5WevMnDkT3bp1QywWQ//+/bF8+XJ/GSMion3iOEagE/Dty011k1ShsPeLSHXqXkSqe1lJ8swzzyAej+PSSy/NeYyff/45tm3bho4dO/o4M/6wQoGIiIiICsaKFSvQt29f9O3bF8CeyoC+ffti0qRJAIDNmzdnKhcAoHv37liwYAFef/119O7dG3fffTcefvhhlJeXZ9a56KKLcNddd2HSpEno06cPVq9ejYULF2b1j0pERM1bTU0NevfujZkzZ+7T+uvXr8fZZ5+NIUOGYPXq1bj++utx1VVX4dVXX82s89RTT2H8+PGYPHkyVq1ahd69e6O8vBxffvllQx0GERE1klwvIo0aNco1aHOdOXPmYPjw4VkDLVdXV+PGG2/EsmXL8Omnn2LRokU477zzcMQRR7ieV4LW7Lo8SqfyaP9ie6dxhPkAkEx617XU7g773r2uyU5ayEMyJbcpS2iW1aa8P9KELaeR8mAYclulqOX9KkfESnvOB4BQyHtZtGVKTBM52Hu+1Ur+HIwWmmWWUIeWqw2gF7XtVz05ae9zakaTYpp0sFnYdw6C62+0sY6BDnhhy0ZYKKu8OAnNutL3PZ+yIyVf9PYu7zyk43L9fyLuXe7vjstlYdr2/z6BZcrnxxHOsy6OWCFhe6acxhTuWsyYmARm1PszMmOac2DJn6sREpbprgVhmaFJ40jXXK0cZ82odxpTd04bo1lxI8eQwYMHZ3WdsDevN0cHDx6M999/X7vdsWPHsoujA4jteBf96YRUdsgXtSEksYXnDUB+5pHKfCC/sl36KqTSwT6LpDR5SwnPIqYmhhSFvdPEIvJzhRn2/ozCB8kFodXBO8AYBxWLaYyo/+dFXZ8VTlIo9/Pp50I3MGPaez9mRE4S8OPQvmvEODJs2DAMGzZsn9efNWsWunfvjrvvvhsAcNRRR+Hdd9/F9OnTMz/03HPPPRgzZkzmx6RZs2ZhwYIFeOSRR3DTTTf5yyAREWk1xKDMflx00UXYsmULJk2ahIqKCvTp08f1ItKGDRtgKn1xrVmzBu+++y5ee+21rO1ZloV//vOfmDdvHrZv345OnTrhjDPOwK233hrouHKqZlehQESNr7ELYCIiar4YQ4iIqD4aIo5UVVW55kej0UB+iFm6dCmGDh3qmldeXo7rr78eAJBIJLBy5UrX26imaWLo0KFYunRpvfffrO31Oav1Z2nlzTr171xjLFjKyxbq9tUxGHL9rY45oL4Y4ig1V+p7jkUh9/JS5Ze6qrS7olJ9L6Y04j6AiJI+Z7/9OcYlqDdl/+oLLZr3rXKPaVC/rGSnz7FBvy/j5BoTINdn4fdvv/vPlR+/+ferMcZMaArPIroXkRYvXpw1r0ePHuILUUVFRa5Wb/sLuzwiIiIiIiIiooLVuXNntGrVKjNNmzYtkO1WVFRkdX/XoUMHVFVVYffu3di6dSvS6bTnOhUVFYHkgYiIKGisUCAi3zgQGhER5auxB2UmIqLmrSHiyMaNG7Fjx47M5NV/NRERNX8OjECnQsUKBSLyzw548oEDoRERNXONGEOIiOgA0ABxpLS01DUF1e90WVkZKisrXfMqKytRWlqKoqIiHHzwwbAsy3OdsrKyQPJARETfquvyKKipUHEMBSJqVjgQGhERERERNQcDBgzAX/7yF9e8119/HQMGDAAARCIRnHDCCVi0aBGGDx8OALBtG4sWLRL71y4UtgPY3/xap46RkFQ63c8aMyFrzAX33+qPgOqYBuqYCillfwlT/0ZDIuFerm4vpIyPXhR2b//gqDtBqZJ/df0WEfffYcv9d653qOvbj72aPtc4BfXZX9a+1PEhoP9bpY4XEfQYBeri+v7+rF5LWfsL+IX5XOfD7/4aY8wEahhsoUBEvjWn7iqkgdDqBjmrGwht73U4EBoRUcNpTjGEiIiansaMI9XV1Vi9ejVWr14NYE9r6NWrV2PDhg0AgIkTJ2LUqFGZ9X/84x/jk08+wYQJE/DRRx/h/vvvx9NPP41x48Zl1hk/fjweeughzJs3D//5z39wzTXXoKamJvOyU1MyZcoUGIbhmnr27JlZXltbi2uvvRZt27ZFixYtMGLEiKzWF0REjYktFILR7Foo2EnvOhDHlqu5pA/YduQ06ZT3flJpy3M+ANQmvU+nachXWFrId9LW7CclL9ud9s5DbVquO0oJ50FX21QcSnvOj4ZSYhor5H23Fi6Vz0+oY5HnfKNNiZjGKI6Iy2AKn7mtKQXU1xu+4STkYxUvupT3eQMAQ8iDWSx/EvYB1F9bVVWV6+9oNBpIU+NcA6F9/fXX4kBoH330Ub33T40nZDoIebw9JAb9tFwOOLoywidHsx876b1Min0AEBdiz+5kWEyT1MQEKWZZppzviO1dthma+BfWxG2JYQnlZFjellnkfaxGTI6lRkQTAaU4or7aVk+GcKEa0v4BOHEhzkY0safe70kRHZjSjoG0xz2ynfb+DhqactoQyk9pWwCQEp5FEprnACke6KRt4ZlHmA/on0VqhWclaT4AJIV9WZoY0lJIUxJJimmssBDf2sr3m+ahB3kvaFMqpkFM8ywiPQvEE2ISo7pWSCMfq/gKq/oqriuN9zIzeuA8bwRhxYoVGDJkSObv8ePHAwBGjx6NuXPnYvPmzZnKBQDo3r07FixYgHHjxuHee+/FoYceiocffjjTUhoALrroImzZsgWTJk1CRUUF+vTpg4ULF2Y9nzQVxxxzDN54443M36HQt2XPuHHjsGDBAjzzzDNo1aoVxo4di/PPPx9//etfGyOrRETUQJpdhQIRNb4ga2LrttO5c2fX/MmTJ2PKlCnB7ISIiJqMhoghRERUOBozjgwePBiOJtHcuXM907z//vva7Y4dO7bZdHEUCoU8x3fYsWMH5syZgyeeeAKnnnoqAODRRx/FUUcdhWXLluGkk07a31klIsrCZ5FgsEKBiPyzjT1TUNsCsHHjRpSWfvu21/4aCM2yLA6ERkS0PzVADCEiogLCONKo1q5di06dOiEWi2HAgAGYNm0aunTpgpUrVyKZTLq6ku3Zsye6dOmCpUuX+q5QsO1vG9uk0u5WN2pjn1xjJiSVFsJqo1e1oam6fkLZgZ3jV8RE0r2+uj1T6Ui+OKpuz51ebeBsKZdtWPllL6Qcj3p8amOlXOMS+KWmN5UWtrnGPdBRG+tm9ekP/XJV1qHmGhMhx3gRucZwqO8P0H4/m/qOeeB3+37lOp8NwXEMOJoea/xuq1BxDAUiahJKS0tdU1AVCgMGDMCiRYtc86SB0OrUDYRWtw4REREREVGh69+/P+bOnYuFCxfigQcewPr16zFo0CDs3LkTFRUViEQiaN26tStNhw4dUFFRIW4zHo+jqqrKNRERUdPGFgpE5FuQA2HmMxDaxx9/nPm7biC0Nm3aoEuXLpg4cSI2bdqExx57DMCegdD+8Ic/YMKECbjiiivw5ptv4umnn8aCBQsy2xg/fjxGjx6Nfv364cQTT8SMGTOa7EBoRETNXWPGECIiav4YRxrPsGHDMv/v1asX+vfvj65du+Lpp59GUZH3+Ie5TJs2DVOnTg0qi0REWg78tYrJta1CxRYKRNSsrFixAn379kXfvn0B7KkM6Nu3LyZNmgQA4kBor7/+Onr37o27777bcyC0u+66C5MmTUKfPn2wevXqJj0QGhERERERUWNr3bo1jjzySHz88ccoKytDIpHA9u3bXevk6kp24sSJ2LFjR2bauHFjA+eaiIjqiy0UiMi3xuxzjgOhERE1b+y3lIiI6oNxpOmorq7GunXr8KMf/QgnnHACwuEwFi1ahBEjRgAA1qxZgw0bNmi7ko1Go57d3aZtB+Y3gwckU+7nv5QyqIA6ZoK6XB1zIXtfyt9K+mTS/bdtu/9WH0/V/astYdQxDKLKL3OG8t6zOkaEOo6AOkZCyNIvV8dwyNWPffYYC+4Zan6yxlDIkV73fK9S06qCHiQ315gD9d3d/n7D3e+YCn7Pp7q+eq03BRyUORjNrkIhlfJ/NTrCQEu2ZgCmVMrynJ/WpIlLaRw5z7Zw8SXS3tsCgF2aZdVCHmqE+QAQz2MgqlZh72MqCSXFNOGwd3vSULuwmMY89CDvBe2F+QBQFJOXSXcS8YScZnet52yjVj5WxL2XOWok35twMZhF8mfXWNjMmJqDsJVG2Mrx9LAXJ6W5G8jnRki4tp2EvB9HKIqkOAbIcalWU+7XauKIdKghU/6y2sLDuGHIxxoJCZ+N5lgNIXNGRJMm5n2sRrF8C2SENeWuOspdHfVJqb6EmOAYKTGJEfXOmxWRP7uwuf/vghlDqDmwHQNpj7JNLO804UYqCnUPoXba+/ts23JAkp4fEpp44HWMAJDU7GdXSi4/a4Q86J5Fdqe986ArVjsI+e7g1IhpwqXeJ9xo30LekfDM4bQ/WE6j6/YlKQT6nXK+jfBO7wU7qjX7EWKF7qQKn7kuxgYd+vYV40jjueGGG3Duueeia9eu+OKLLzB58mRYloWRI0eiVatWuPLKKzF+/Hi0adMGpaWl+OlPf4oBAwb4HpCZiKjBBFihUMh9HjW7CgUiIiIiIiIiItq/Pv/8c4wcORLbtm1Du3btMHDgQCxbtgzt2rUDAEyfPh2maWLEiBGIx+MoLy/H/fff38i5JiKioLFCgYh8c5wA3woq4BpdIqJCxBhCRET1wTjSeObPn69dHovFMHPmTMycOXM/5YiIyB92mxcMVigQEREREREREVGTkbaBuh43s8dQUNdVxlRQx0TIUQGl9naprq+OiSB1XS3lT11f7bdeHfNAFcqxv9xjKihjHmSNqYAcy/Xps8ZMMP3tT1exF/QYBur66rGpmcm1/f1dKZkju77lGlMh1/7295gV1HSwQoGIfGONLhER5YsxhIiI6oNxhIiI8uUguKEPCrmRGysUiMg/29AOEut3W0REVEAYQ4iIqD4YR4iIKE9OgIMyF3K3ec2uQiGfGwdbSJNOm57zASAtpLE1bzBIy6qT8mlOC2kStpy36pTcHm6nsGx7Us73TmGZ7nshLfuOJbcljLVNec43Dz1Y3lFZW+/9tyyR05QUy8vCEe/5O6vFJEZVlfcCc5e8H2lbatu+vantIuvSxHK0fyQiT6bpwDI9SiuhmHJScqlnCEWytv/ePPZjexcDed2oJDVxZFdKjkvSrkKGnAkplulEQt4HG016xwoAcKQTJB8qjIj3QqMoLCeKapYJ5bi2fBc4uvbywjLdfsy49/kJReNimrDmcyUqZLaTu0uLvWnL6XyeX4Ry1U+e6tSm5XvJhO29LK55TqrRbG9n0jvd18J8AKhJeR9rsaaPj3ZR7/nF0aSYJtTOu2w3Oh4kpnHaC88pRUViGh2nRUvvPFiauGx731AYSflYUZ3HhWIK+4nKn53F3+KJiIgKUrOrUCCixscaXSIiyhdjCBER1QfjSGHQjaGQa4wEtfI1qzI2K72/7Ttw16ap15GtbE/9W6WOOWApG1Tf/8gasyBrDAX9GAbqGAvq32p+cu0vq999qMv123M0X8SsesvAxxCo3wbqO6aBenz1LZJ8799nxXDOMS3qefz7YwwFxpBgaN7pIyIiIiIiIiIiIiIi2oMtFIjINw6ERkRE+WIMISKi+mAcISKifDGGBIMVCkTkmxPgQGiBDahGRETNAmMIERHVB+MIERHli10eBYMVCkRERERERERE1GTY9p4JAFJpdZk6RoF7ufojX9YYCEo9UtaYCzm2p+4/1/7U7fv9EVIds0AdE8FUOp63LPfy7DET9GMsqPtTO7pXF6tjLuQas0FdX3c6co1RkOtc1rdPfr9jHNR3TAW/ss6H7w3oF+c6f34/n/0xRgLtH/UaQ+G3v/0tDMPA9ddfn5lXW1uLa6+9Fm3btkWLFi0wYsQIVFZW1jefRNSE1NXoBjVRYWIMISpMjCEUBMYQosLFOEJERPlyAp4KVd4tFP7+97/jwQcfRK9evVzzx40bhwULFuCZZ55Bq1atMHbsWJx//vn461//6mv7Up9WQQZ8XV9X0jJdGtPwzpyTPS59Rk3K+yOIa5pe1qTkeqDtSe902+Ly9rYnvPMdyaqW/laXYu/5LaJxMU34YMtzvtHxIDGN0/5g7wVqlfvedtfKy9RXA+qUCAcEwEkmPecbiZS8H/UViszGbO/5gJy3qHysZkEXX9ScNXQMAQDTsGGamu+cSrOq+E3TpUkJMUEoHvZsz/8rG5bpvxyoteU4khTyYAkxDgBSecTMsOl9ImJR7zIXAGJp73LX0MQrhIUytCgiJjFiYXl7uvjjk6GLCSnvZY7mWI0i7/NjlchxMWbpLkiipml/xJC0s2dSSff7Ovk8v0jlp664k+4LdWlq097xYFdaLut2JuUYskN4TqkSnlEAICEUhTFLThMV4ntRiRxDzIOKvBe0LhXTOKXCMk35beyslpfV1HhvrpWcB6Mo5r0grIlVEMp9XdyR9h+RP+9wHt8HIiIiav7yaqFQXV2NSy65BA899BAOOujbH4N37NiBOXPm4J577sGpp56KE044AY8++ij+9re/YdmyZYFlmogaV12FX1ATFRbGEKLCxhhC9cEYQkSMI0RElC+2cgtGXhUK1157Lc4++2wMHTrUNX/lypVIJpOu+T179kSXLl2wdOlSz23F43FUVVW5JiJq2mzbCHSiwhJkDAEYR4iaG8YQqg/GECJiHCkMadvJTMm0e0rbcE1qFyS2455UKdtwT2m4JnX76vZy/cBo245rytqeMqXTjmvK1aWKYRiuybLgmkLKFA4ZrikUgnuyDNdkqZPpnkxlMgDXZBqGe1LTGHBN6vlwH6wyKRzH0U5Z506ZGrr7GsNwT37X95telev8ZHXhk+PH8lz5MU33lGt99Vqu7/HuC1YoBMN3l0fz58/HqlWr8Pe//z1rWUVFBSKRCFq3bu2a36FDB1RUVHhub9q0aZg6darfbBARUTMUdAwBGEeIiAoFYwgRERERUePz1UJh48aNuO666/CnP/0JsZjQl6NPEydOxI4dOzLTxo0bA9kuETUc1uhSPhoihgCMI0TNDWMI5YMxhIjqMI4QEVG+2G1eMHxVKKxcuRJffvkljj/+eIRCIYRCIbz99tu47777EAqF0KFDByQSCWzfvt2VrrKyEmVlZZ7bjEajKC0tdU1ERHTgaYgYAjCOEBEVAsYQIiIiIqKmwVeXR6eddho++OAD17zLL78cPXv2xC9+8Qt07twZ4XAYixYtwogRIwAAa9aswYYNGzBgwABfGbO/mVT59RnmPd8w/L+OoEsj5S1seB2JXm1aruvZpVlWm/bOxK6UvK+UkL0SzdVRYnknKilKiGnM1hHvBS1K5B1Fo97zU5oDisfFRcbWrzznO2Xt5O2Zwgcrzdfx6sAxByMkf97hvEZBqb8ga2ILuUa30OzPGAIAlunAMgN67UwoJx1N8S7FHl0aiS72Wab3Bi1NvEprvndSjNG9wZewvdPYmv1In01RrVy+F8e9Y0wkpYnNQhlqxMJiGpRo3n4OWd7zdeV7Vmew+5DGSnvONjSxx4knvTdVJKeJCftpSIwhlI/9HUNsGLA9OmuWymNDE28coY/2fN6MNoUyH5DL1bAmTUiIFSlNv/JxzbJkHv3RS/ezJSH5BJWEvGNFKKYp04q9n0WckPzQYyS9y1Uk5WceY2e1nIcdwrKUJt9S3NE9i0g3GwE/i0SDus/yiXGkMNjfjDdQ9/+9qeVnruXq10X9yql/q9tT/zaUr4X61UrnSJ9MuxOo66v5t5T9qaWWujwSch9wyHL/bSnFiuE1OMHe+VFGF8gZvwztnzCUYKqev70/r1zfUDUrat7y+NmvQan3EerfWdc29MtVtu3vs1J/4zR9/s5lKteeur/c+/e3fhCCHC+jiV1e+5WvCoWWLVvi2GOPdc0rKSlB27ZtM/OvvPJKjB8/Hm3atEFpaSl++tOfYsCAATjppJOCyzURNSrexFM+GEOICGAMofwwhhBRHcYRIiLKV93g00Ftq1D5HpQ5l+nTp8M0TYwYMQLxeBzl5eW4//77g94NEREdgBhDiIgoX4whREREREQNr94VCosXL3b9HYvFMHPmTMycObO+myaiJsp2DG1XJn63RYWLMYSo8DCGUFAYQ4gKE+MIERHly3ECbKFQwE0UAm+hQERERERERERElK+0DRjSGAr13Lbab3syrf7t3kNYWZ41BoCtHxMhqYz3lVCGgdENowIAEeWXOzX/6pgJsYi7Y/tw2L08Vzf5av6zxnjI+jz0n4jfcQP2HjhB7dM/nWMsmKwxCJQZ9a1CbPAqSPVc5bjYc40hoZ6urPFFlDEQDEcdg8GdoazPUtm/ujydI//qtVjIP9A3N6xQICLfHNsQBxjMZ1tERFQ4GEOIiKg+GEeIiChfbKEQDFYoEJFvLICJiChfjCFERFQfjCNERJQvxpBgNLsKBcP0/2mZwnxH01TKMm1hvvwGg5QmJMwHgJjl3bZtV1rKNSBvLbs5U52wvDkUh7yPqXVETlMaTnnOj0TktnpGOOq9IK1p37ejyntb8bgmTbW8rMp7mZFMymlal3rP17VLlJZprjknVztHDxHNtUVU6CzT9i6XNeVhU6WLfSHLuxyIheQyxdK0nU0Ib+rVpuX4t0vYVVLz1p8p5KGoVogVAFrsqvVOk9CU4ZKw5haoKCYvC1ne89W2+K5lwvnWlfum/2MyirwDt1kiH2tJJI9zR1TApPLYDMtlgJPyDjy6h1DpuUIXxELCc0U05H3fDgDFwjNHwpb3I8UJAEgKB+VoOomICOf0ILWPkb20FMouK6o5qUKZa+zYKaeR4ovu2aFmt7xsR413HjTPQ87BB3kv0MUQKe6o/azsC+FZEdA/YxIREdGBq9lVKBBR47MR4EBoDd8LIRERNSGMIUREVB+MI4XBNYZCwK8BZ/XzrlSUxpPu/aljGJhKRWhWv/VKnbBal7c7oexPWZ495oB7B2q/99GIO0FRzL1CRKn9yxqXQOnoPplyH4Ch1F+m1J77fXYdln3+3X9be2VX3bLuHR4ge0wB3ba9qPWxucab8Esdf0M9F+p4HOrxpJTPSj0+lZp/Qzn++n61co2PkWPIC9/rB8GBoX3Rwe+2ChXfKSAiIiIiIiIiIiIiopzYQoGIfHMcA05AbwUFtR0iImoeGEOIiKg+GEeIiChfHEMhGKxQICLfHCe4Zsa8iSciKiyMIUREVB+MI0RElDcH2X1J1WdbBYoVCkRERERERERE1GTYzrf9qQfez7vyK6Dar3085f47nFDHMND3g6/2c6+OkVAddyeoSbr/Lg6507ctcf9dEnOvX1Jkuf6ORd1/q9VmhpL/UI6BBWxHHVPBnR9bPZ9KRZ3aL747d9ljOOw9GLx6bh2fF4O6ut9rSV0961yqGfRJHTNBHW8jkdSPqZCLmj312g0rvwr7PV9Z21dmmEaO/OcYQ4KariZbobB38NibZXpfXIYwHwDsdHBvHejehIjYac/56ZBcOKeF7Unzcy1zHO99WZpCThpkpm1EHt2lNJz03k9YTuPsTnnONz7fIqYxinZ4L0h7n2sAQK133gDA2VnrvUCaD8Cw1HD3jd1xOQ9J72N1NHkTj0lToMasHCPwNBA2M6bmwLRsmB7fEbE4zGNUIe3VK3w9tbdIUizTxDivYwSAiCWXkzFTLjukY6rVDLaWEjYXt+WTaiPsOT+iyVtpdcxzfoudCTFNSMicERLKdgCIRsRFTsQ734ZuhLiU8FmYmpiQzwhwaSFvLeTbvRZR+dw1FMYQag5MODB9PLZbIc2ziOFdPjiaZxQr5J3GdPzf++m+J/l8h9QfB/YWMb3Lm4QmhoSFGNc2IpeRRcKziO6c2tt2e843Q5ViGiPqXa7qRgV1kprnlGrh+UHzjGCov/bU0T2LqL9IfUObt1wjnXrQxeyGxDjSNPz2t7/FxIkTcd1112HGjBkAgNraWvz85z/H/PnzEY/HUV5ejvvvvx8dOnRo3MwSEdUJsMujQm6hwEGZiYiIiIiIiIhon/z973/Hgw8+iF69ernmjxs3Di+//DKeeeYZvP322/jiiy9w/vnnN1IuiYiappkzZ6Jbt26IxWLo378/li9fLq47d+5cGIbhmmIx94t2juNg0qRJ6NixI4qKijB06FCsXbu2QY+BFQpE5Jsd8ERERIWjKcQQPzfxgwcPzrqJNwwDZ599dmadyy67LGv5mWeemWfuiIhIpynEkUJWXV2NSy65BA899BAOOuigzPwdO3Zgzpw5uOeee3DqqafihBNOwKOPPoq//e1vWLZsWSPmmIjoW07Ak19PPfUUxo8fj8mTJ2PVqlXo3bs3ysvL8eWXX4ppSktLsXnz5sz02WefuZbfeeeduO+++zBr1iy89957KCkpQXl5OWpr5d5Y6qvJdnlERE0XmxkTEVG+GjuG1N3Ez5o1C/3798eMGTNQXl6ONWvWoH379lnrP/fcc0gkvu0aatu2bejduzcuuOAC13pnnnkmHn300czf0WjUd96IiCi3xo4jhe7aa6/F2WefjaFDh+K2227LzF+5ciWSySSGDh2amdezZ0906dIFS5cuxUknneS5vXg8jnj82y68qqqqAHzTpaamly6drDET1D781VdrlW6G1a6u1V7JQpZ7/XDIvb7aa3FK6Y6tVhmjQe2hsySqjJlQ5F6/RbGlLHf/tBcOuw8wmXTvoDbuPrHq+bIsZYwI9+KsH1HV7mNsZYahfI6W0rVnWlOzp+bNbxf7ubq28bs861zlKELUMR/U/Ku9ZcfVMROU9U3l2lV7SVXHSFCv9ewxD9x/q5+9Oh5IrtOfPWaD++9cvevtjx6EnAC7PMpnO/fccw/GjBmDyy+/HAAwa9YsLFiwAI888ghuuukmzzSGYaCsrEzIg4MZM2bgV7/6Fc477zwAwGOPPYYOHTrghRdewMUXX+w/k/uALRSIiIiIqGDsfRN/9NFHY9asWSguLsYjjzziuX6bNm1QVlaWmV5//XUUFxdnVShEo1HXenu/tUlERHQgmD9/PlatWoVp06ZlLauoqEAkEkHr1q1d8zt06ICKigpxm9OmTUOrVq0yU+fOnYPONhFRg6qqqnJNe1eS7i2RSGDlypWuilfTNDF06FAsXbpU3H51dTW6du2Kzp0747zzzsO//vWvzLL169ejoqLCtc1WrVqhf//+2m3WFysUiMi3PYOmGwFNjX00RES0PzVEDGnom/i9zZkzBxdffDFKSkpc8xcvXoz27dujR48euOaaa7Bt27b8ThAREWnxWaRxbNy4Eddddx3+9Kc/ZfXfXR8TJ07Ejh07MtPGjRsD2zYRkaquhUJQEwB07tzZVTHqVekKAFu3bkU6nc4aqF5X8dqjRw888sgjePHFF/HHP/4Rtm3j5JNPxueffw4AmXR+thkEVigQkW91zYyDmoiIqHA0RAxpyJv4vS1fvhwffvghrrrqKtf8M888E4899hgWLVqEO+64A2+//TaGDRuGdDrPvhqIiEjU2M8ihToOz8qVK/Hll1/i+OOPRygUQigUwttvv4377rsPoVAIHTp0QCKRwPbt213pKisrxa46gD0t/EpLS10TEVFDaYgKhY0bN7oqRidOnBhYfgcMGIBRo0ahT58++N73vofnnnsO7dq1w4MPPhjYPvLR7MZQMJW+6uoYIbkjLsPwrjcxDE0as+m+qqC75YlZluf82rRcd2QIvZS1CssPwSXhlOf8VELeT3KT92AgoYT8Bp9RLFyiakdve0vIn6u9yzvfprQfAEZL4e0LtaPDvThqJ4t14sJ8zfYcTYeCMZPDiBFJTMvxjhlC+WGE/D9QOik5VkjbMzQdLRreRRRM76IdABAS4l8kJGwMQLFmWdQMe87XvcFXI2yuJiWf05TjfVBhIyKmaVlT5Dm/9fZdYppojabcFTgxTd/3Ue/8OboTlPTOQ17Vqbb35wNAjCNGkZymuMj7Tf7mZuPGja4fIBpq/II5c+bguOOOw4knnuiav3ffpMcddxx69eqFww8/HIsXL8Zpp53WIHmhxiE9i5gRuQyQbtdsTQwJC5VRji2XHIYQRAy18/C9WMIzj6V5Topa8rISIb6kHf/PIi2E5w0ACAl5SO6S92N94V3ehWrlZx4j5h2rDM2ziC4eONKzSFKThxZCeaZ7Ftmd8F6gSSMGes3xWJpr60BVyOPwnHbaafjggw9c8y6//HL07NkTv/jFL9C5c2eEw2EsWrQII0aMAACsWbMGGzZswIABA3zvr64VyR5Kn/zKumq/7WqxkjWmQo70prKBlFL21ir93KvlbFY/+0pZGwspYyQoMaR1sfvvUmXMhGKlbIpGNA8LAFLKbwq1CXVMBfffJcr+1HLNVv5Wf7JQl2eNg2Dp0/tR31ZGfpOrj3KOMsZArjED1GNVx0xQw0FI2Z46JoKpnFz1J8GQ8re6vjrGg/pZqeODJDX3Ll7ps/aXK24007Cyr5WhBx98MCzLQmVlpWt+rorXvYXDYfTt2xcff/wxAGTSVVZWomPHjq5t9unTZx+PwD+2UCAi3/Y0Mw5uIiKiwtEQMUR9s1H6IaY+N/E1NTWYP38+rrzyypzHeNhhh+Hggw/O3OgTEVFwGvNZpJDH4WnZsiWOPfZY11RSUoK2bdvi2GOPRatWrXDllVdi/PjxeOutt7By5UpcfvnlGDBggDggMxHR/uYEPPkRiURwwgknYNGiRZl5tm1j0aJF+1zxmk6n8cEHH2QqD7p3746ysjLXNquqqvDee+/lVZm7r1ihQEREREQFoT438c888wzi8TguvfTSnPv5/PPPsW3bNtdbQkRE1LxxHJ7cpk+fjnPOOQcjRozAd7/7XZSVleG5555r7GwRETUZ48ePx0MPPYR58+bhP//5D6655hrU1NTg8ssvBwCMGjXK1WXSLbfcgtdeew2ffPIJVq1ahUsvvRSfffZZpgtWwzBw/fXX47bbbsNLL72EDz74AKNGjUKnTp0wfPjwBjuOZtflERE1viDHPuAYCkREhaWxY8j48eMxevRo9OvXDyeeeCJmzJiRdRN/yCGHZI3DMGfOHAwfPhxt27Z1za+ursbUqVMxYsQIlJWVYd26dZgwYQKOOOIIlJeX539wRETkqSHiSFVVlWt+NBrNau2mG4fno48+yrmvunF45syZ45p/5pln4vzzz0f37t2xbt063HzzzRg2bBiWLl0KS+jSuKlYvHix6+9YLIaZM2di5syZjZMhIqIc9h77IIht+XXRRRdhy5YtmDRpEioqKtCnTx8sXLgwE1s2bNgAc6++s77++muMGTMGFRUVOOigg3DCCSfgb3/7G44++ujMOhMmTEBNTQ2uvvpqbN++HQMHDsTChQsRiwlduAeAFQpE5JsNA3Z+vX97bouIiApHY8cQvzfxwJ4+oN9991289tprWduzLAv//Oc/MW/ePGzfvh2dOnXCGWecgVtvvbVJ9oFNRNTcNUQc6dy5s2v+5MmTMWXKlED2UYfj8Phj23Lf+tljHihpoV+etT213/usHwndM9QfEdV8qv3clyi3AxFlDLSI8stcm5buDbQscVcsFUXdCdR++3crY8PU7Hb/Xb3L/feuuPuAEko/+UVRtR999/5Saf35cZTzZyljKNSnG+T6/jCcK73f7ecaD0I9V36P3VAu/pBy7USUMQ90w4/u2b9+BfX41WstazwS9W91/JIc453sD41doQAAY8eOxdixYz2XqRW106dPx/Tp07XbMwwDt9xyC2655Zb8MpQHVigQERERUUHxcxMPAD169MgatK5OUVERXn311SCzR0RE+9nGjRtdA2p6VQgHMQ7PvvzYs/c4PIVcoUBERE1Xs6tQMMPe1X2mJVcLOZZ3GiPtOXvP9lLeddimZkRyU9iPZcppLNM7TdiUMxcV9gMALVLeTSKTjv/hMmKWnAcpf4m4fEnt3uqdJhpPimnMopTnfPUNgr05mhphO+79WYRayYmMr2vkDUoS3sfqJDUXXco7D05Kvn6ims+oITWFGt2ZM2fid7/7HSoqKtC7d2/8/ve/z3rbp87gwYPx9ttvZ80/66yzsGDBAgDAZZddhnnz5rmWl5eXY+HChfllkBqdZTqe5a8Z8V7fCOXxppuuaBW+u4Yt78eMeKex0po4EvJeFg3L5UNxSLdMikvywSaEY6rV5FtKY2huTVqEijznt9vhPR8AWu6o9pxvJbzjy56Fmu4FpDfOdcFH4Nia2CMt0L3GpL7eVqdIuOgBFJV6n5+G1BRiCFEuhuHxFh0AKyI8i4R1WxMuVE0MCQlliq6osYTXIsMRzT29cM8a1sSJqPpq6l6KU97lUMr2/ywS0dznGsIzWSIul9/GV95pHE08MKPCMt0rn5py2hYeeyIhOQ/Ojl2+94Na7+05uldn83gWCWuecxtSQ8SR0tJSV4WCl73H4anrl7puHB6pkroOx+EhImoa+CwSDA7KTETNzlNPPYXx48dj8uTJWLVqFXr37o3y8nJ8+eWXnus/99xz2Lx5c2b68MMPYVkWLrjgAtd6Z555pmu9J598cn8cDhERERERNQN+B9OsoxuH58Ybb8SyZcvw6aefYtGiRTjvvPM4Dg8RETVpza6FAhE1Ptsxcva152dbft1zzz0YM2ZM5sZ91qxZWLBgAR555BHcdNNNWeu3adPG9ff8+fNRXFycVaEQjUZzNlcmIqL6aewYQkREzVtjxhGOw7P/pB1kGnhljZmg/J1rzAT1Y1YbOWX1E58jbyFlhbDl3kFY+aWtWPkoLWX9aNj9d4tid2urkiJ3Mzg1fTzhPgM7d7lbKe2oTivL3evvirvzt6vWfUIOUsZ0sJUWUmrjJ/WlbbWTDbUVua7xlPrZqNdC0G+I+91e1ngRWeNr5DhXyvrq+Bu5/lavPXW5yu/x2UqCXCVmrs2r6dXGdrnyH4S9ipZAtlWoWKFARL45AQ6E5nyznaqqKtf8aDTqeROdSCSwcuVK15s/pmli6NChWLp06T7tc86cObj44otRUlLimr948WK0b98eBx10EE499VTcdtttWW8RERFR/TREDCEiosLR2HGE4/AQETVf7PIoGOzyiIiahM6dO6NVq1aZadq0aZ7rbd26Fel0OvMWUJ0OHTqgoqIi536WL1+ODz/8EFdddZVr/plnnonHHnsMixYtwh133IG3334bw4YNQzrdOONUEBERERERERERNTVsoUBEvjVEje7GjRtdA6E1VBPfOXPm4LjjjssawPniiy/O/P+4445Dr169cPjhh2Px4sU47bTTGiQvRESFiG8FERFRfTCOEBFRvhzHgBNQt3lBbac5YoUCETUJpaWlrgoFycEHHwzLslBZWemaX1lZmXP8g5qaGsyfPx+33HJLzv0cdthhOPjgg/Hxxx+zQoGIiIiIiGg/sm3A+Ka/eUPpON9U+uBXB1FQf+PL6ude3VmO3wTVfvtD7iEOEHEPcYDimLszkKKo++9YxP13NOLeYFRZP6QMGpFMu49gd9zdqr56l/vvqhr3Cfq6xr29XQnXn1Cyg3DInd5UTojaz77KUvJvKoNYpGz5A8gaQ0G7p9zqW4mYa8yEnGMIKAegjhmgjg8SstRrX799dUyC+so6X+p4JDnWz3W+s8YvUU9AQY9S0LQ1uwqFUNT7YjLD8kVmp72XWZpCy055d3NipuU0VtJ7P6GQPMJMOOxdGkSTcjcr0WRKXJZIeX+kKVsudaSBqNRCfm/qIDp14kn5kjJ2eqdJx+VjtcLe586w5LzpCiwnZXnOLw7L59TZUStvUCJ85E5KM9qQVPJrkkRMzcIG1JgDoUUiEZxwwglYtGgRhg8fvmcbto1FixaJfZnWeeaZZxCPx3HppZfm3M/nn3+Obdu2oWPHjr7yR02HYTkwvcqKkHDNWf6vafWG0CXrZuib2UL5Cchfd1NzZ2glvVOFa+VyrSiUFJcVW95lcsT0f8uwOyXnu0aImY4jx6uSUNhzfvudJZ7zAaDdl9We80M1eZTtAJxIxHO+YedTvuvSCMvS3nEMACDEOKPYO88AEGkt5aHh3rbhoMzUnIWKpGcRTSIhHhiaeGCqI1h+w8nj1s/RPL+EhBgS0dyfR+JyOZQUnlOSQvkEBPt2XyIuxypHePZLJ+RjNaVnEU2Wtccj5CHUSs6DsTMuLhMlpOtH86AkPadorrmw5nmxITGOEBFRvtjKLRjNrkKBiBqfAyOwgTDz2c748eMxevRo9OvXDyeeeCJmzJiBmpoaXH755QCAUaNG4ZBDDskah2HOnDkYPnx41kDL1dXVmDp1KkaMGIGysjKsW7cOEyZMwBFHHIHy8vL8D46IiLI0dgwhIqLmjXGEiIjy5SC4dg8FXJ/ACgUian4uuugibNmyBZMmTUJFRQX69OmDhQsXZgZq3rBhA0ylLeCaNWvw7rvv4rXXXsvanmVZ+Oc//4l58+Zh+/bt6NSpE8444wzceuutDTaWAxERERERERERUXPDCgUi8s12guubL9/tjB07VuziaPHixVnzevToAUdoj1ZUVIRXX301v4wQEZEvTSGGEBFR88U4UhhsB6jrVSurHUmOMRVy9fueq5sStVsztV93td/7sNKlajTs/rukyN3tW4tidz95RTFle0ovcWml6zG7VhnDQOnmO6F0LVqt9PS5bZc7/ddx9wG1jrjTF0fd3bKFNF32AV7jBDja5UKP456yPtocn622i9p92Z/PMQFU6rVj5NhA9nghynJl/azxKzRdu+dDLSNz9RKcfb70xxv0GBn7gl0eBSPHcB5ERERERERERERERERsoUBEeeBAaERElC/GECIiqg/GESIiyhdbKASjyVYohIw9k8qMen9aZthzNoBvm8ll0bRvNFPe8x1NGiftvcwWtgUA4bT3DUw0Kbf5iiblhiWphOU5P5Hyng8AqbT39tK2vB9HuPGKJ+VLStqPVav5HEzbe774oepJzd1ibeUPyd6RFDaWRwbyyLbumotaPtoGBogDoVFzYEVsWJHsMsQIe5dFRiTgRnsp4btr+S/zDE3WnJR3mmhcLh+KdstlXknIe1mxFRHTWELhmtCUXzVJ73ynNHdlUcs7lrWPFolpDv3Se1nx17vENEZaU7aa3sfqmHKcNaQYHJLTOEKsN4T9a7cXlmNzqJWUB+/PJwiMIdQcmPBuym0WeV9zplxEihzN99kRnm108UDclubrbKn9aHzDrpUThTTxJVUrPIvE5fIumfReJj07AIAtPKckNM8vCeE5xdQcq/TMoXav4s6b/LlGo94xtqg2IaYxtnsvM7welr/hCPcguhjiCHFZ9ywSFu5bGhrjCBER5cuBk7MrJj/bKlRNtkKBiIiIiIiIiIgKT9o2Mv3BG0rlnloNpFYM1bfhiVr3pvZjr45xoI6hEFZeYIpG3AmKlTETWha7jy+kvICUTLm3n1L+NpWO7W2lInB3wr184y53fmrju93bgzuDLZUxG5TDyTo/amVsKKuuVzk+4UVbL7nGSMj1O7G6ONcYCX5/d851JOqYClnpDf3fufj9oVwds0Edk8Hv+VQT5BjOJCu/an6o6WKFAhH5xoHQiIgoX4whRERUH4wjRESULwd5dR4ibqtQcVBmIiIiIiIiIiIiIiLKiS0UiMg39ltKRET5YgwhIqL6YBwhIqK8BTgocyE3UWCFAhH5xmbGRESUL8YQIiKqD8aRwpDeq18Sv92q+60mytVvfSjXmAmW/u+Qsn4k7N5eNOK+ECMh99+Wsn91TISQsj+1H/pE2r292vgu9wZrt7r+rIp2cf1dGnd3bhJT8hdWxnwIKeMEpH2PofDtcr9jJNR/DAJ/6+fafn2Xq0Mu5Dwf6vr6zWdJpX3uT5Vj/fqejyA4AVYoBFYx0QyxyyMiIiIiIiIiIiIiIsqpybZQsAwHlpFd1WNGvaurzIi8LccWFkjzASDqc1s6mtcenLT3Micl7yiSlKvsUvGU5/xoreU5HwDitd6XQW0i7DkfAGqEZYmUvJ+047+q0esaAABTmJ9Lq6K453w7LuctXZX2nG+ENMezn6rqQlY+F2T92Y4BO4/PU9oWUUOwwg6scHZZYUS8v6BGTC6/RLrX2qQIq0kjlSuOKX/XQ0Iws5PeZRcAxGqS8jLLO13UlPMdFso83empSXvnYZctlwkhwzs4t43KtzPddrTwnF+2dZu8n1rvWAFoWrUamoI/JOQvKX8OMIXt6fajvsJUJyKfH7OVFOvlc1BfjCHUHJjSs0jM+5ozwv6vRUPz/CKy5P0YUhmgIT1zOHE57lgJeXtWjfeziLlLs73d3st27ZJPUDz7dVcAQCItx/KUkEYn6DclyyJVnvPtuObeYKfwLCJci3s26D3b0Z2ClP/nq7Dm/qQhMY4QEVHeOCpzINhCgYiIiIiIiIiIiIiIcmqyLRSIqOlihS4REeWLMYSIiOqDcaQw+OnnvL6tidSGoWqDL0uZYaljJoTVv90bjKhjLuQYgyAccrf+cZTmRWGlMZaaP/V40moL4MTX7r9td6vZWqVhVJUyZoPa0UZUaawUUcdUyGo85t5eXDOGgnoN5BgyIOegAX77vM+5P3V5jjEPco4hkGN7ufgdU8FREqjpczV+zHU+sz6/JtAojDEkGKxQICLfHATXzNjxPUwQERE1Z4whRERUH4wjRESULw7KHAx2eURERERERERERERERDmxhQIR+WZDP6a5320REVHhYAwhIqL6YBwhIqJ8sYVCMJpshULIsBE2s8O7GfNukmiE5aaK4hLdBx9ky0ddp2O2kAlN3pyUvDBU670sXZP0nA8AxnbvNPGkfHkkUlmd4AEAvopHxTS1tneDGEfTXNUyvPMmzQfged3UOahkt+f8ZK3/D9wMy3kwpFOnaROUT7+PuvNAVOjMKGBGsr8jRsy7/DLUzkgbilTuA+IdiRHRPO5aKc/Z4ZT3fACIaWJCUbV3uoimbLUM73Onu8HaDe88xJ2EmMYUyuq2u2Nimk27ij3n9/xii5gmVOMdKwDASKU95zvhPBp9qh3cupYJQUGbRliW3XFthlESEZbE5f0QFYCYZSNmZZd7RtT7e2aENDdyuTog9pHGiGjKAMt/OWSkhbJd87xhJrzLQQAwY97LTE0ck2KFIRfF2J0Me86vSnjPB4DatHdZqOs6x8zjXrtlWI6/kvRu3TXinQdNWBaJzyhAXr+s81mEGpKNb3+WyfWs7PdHPfWWSd189hgK7r/VW6uQOqZCSBnzQPnuqY8dplm/75KhnCB5RIJvpGqVDChlZ2qX688vDff9dHt/2fPKgUtcDiu+xzDwK9e1k2tMA99/+9yeKmtMAuVvNX2u5cm0fnnO/SvLc117hfwD/IGGXR4RkW+OYwQ6ERFR4WAMISKi+mAcaTwPPPAAevXqhdLSUpSWlmLAgAF45ZVXMstra2tx7bXXom3btmjRogVGjBiBysrKRswxEZGbE/BUqFihQES+2QFPRERUOBhDiIioPhhHGs+hhx6K3/72t1i5ciVWrFiBU089Feeddx7+9a9/AQDGjRuHl19+Gc888wzefvttfPHFFzj//PMbOddERN9yHCfQqVA12S6PiIiIiIiIiIioaTj33HNdf//mN7/BAw88gGXLluHQQw/FnDlz8MQTT+DUU08FADz66KM46qijsGzZMpx00kn7LZ9+uxNWu0AylT6P1L8tU9/FUUzpnq445v7RMRZ1V2WpXSql0u7t7467V6hVeghNK93XqT9xZvW4GilVVlA3qHSJZLm7tq5RupCLKF02WcoHoHYhZSjdpcXT8gdm67qLRe4ufurLb5dEubo4ytXdltp9lfqDdY7TkbOLI7WnQ3V9Xe+qgP838nN1kZRrfWq6WKFARL7ZTu5A5mdbRERUOBhDiIioPhhHmoZ0Oo1nnnkGNTU1GDBgAFauXIlkMomhQ4dm1unZsye6dOmCpUuXihUK8Xgc8fi3YzdVVVU1eN6JqHBxUOZgsMsjIiIiIiIiIiLK6YMPPkCLFi0QjUbx4x//GM8//zyOPvpoVFRUIBKJoHXr1q71O3TogIqKCnF706ZNQ6tWrTJT586dG/gIiIiovnxVKHAAHiICAAdGoBMVBsYQIgIYQyh/jCNEBDCONLYePf5/e/cfHkV1943/Pfs7CUlIBBKiQaJQERVQkBi1rbfkIVHbWyr11j72ESmFp5bQanpXpV8BC1ZEqaI2NVbLD69K8bYttmobxSh43TWCgjyKQm6xKChsADG/SfbXfP/ALMzsnLPZ2dnsbvb94ppL98ycmbOzs+ezkzPnnHOwc+dObN26FbfeeitmzZqFDz/80PT+Fi5ciLa2tvBy4MABC0tLRKTV10PBqiVTxTTkUd8EPGPHjoWqqli3bh2uvfZavPvuuzjvvPNw++2346WXXsJzzz2H/Px81NTU4LrrrsM///nPmAvmsQfhsQcj0hW3cRuI4rK4s4V+kLe+4wjSAQAOwTpJHkU/WF4/qJJ+mXZ/5DkDAHubX7y/oHEepV18nHa/yzD98+PG6QDQFjB+r7Iz4LEbl0E/Rt+pRmX3CtepqvFnEeixG6YDgKIIzqlkBi+b4DNSJG9WNXEJ25Tk1F7sZkxmDGQMAQC7B7C7I7/zilsQ+lziekBIFhMEpDlEXwi3uMKxieKf5Mvlajeu1wDA4wgYpjsl9a5IUPIL6zh6DNM7bF9K9mdctoLuEcI8h3qMP++Oo+J4ldPRLVwHv8843WHi+hkodknZctyCFR0JKQrAGELmDWQcybaHkG3wY090z6E4JD/kRKtk9whOwfdWFqtcJkazFQ0GLam/lYA4hijdxvccitO4zgcAZ6/x/oJfiM9Pa69xHe7tEdVpQIfgXkTGKfitnSW4RwGAQrcgTgAIBY3L4O+W3IsI4nLsI1kDNov/eO60JWdKY8aR5HK5XBgzZgwAYPLkyXj77bfxyCOP4IYbboDP50Nra6uml0JLSwuKi4uF+3O73XC7xd/dRIj2TdBXjfrq2mHXJricujkTsrTb5+VovytZut/2+jkTuo5r64QvO7TrO7q1+Xt92tch3Vcz26W70D3Dta+P6xrfVf1A+7rjqdryBXR/Z9HfA+jH7Vd0n0BPSDaHgi5vtDkMdK/1X/FocwxE7C/OOROiz6mgTdFvH4o4N7HNqaDPrT+f0bbXi3b+ov2BPVqVOzB1stqPksSyr8wU06/OdJmAh4iIUg9jCBERxYNxhIgo9YRCIfT29mLy5MlwOp1obGzEzJkzAQDNzc3Yv38/KioqklxKIiKykulJmTkBD1HmsrJ7MLsZZyarYgjAOEKUbhhDyAq8FyHKXIwjybNw4UJcddVVGDVqFDo6OrB+/Xps3rwZL7/8MvLz8zFnzhzU1taisLAQeXl5WLBgASoqKtioS0Qpg5MyWyPmBoX3338fFRUV6OnpwZAhQ8IT8OzcudP0BDy//OUvYy44ERGlH6tjCMA4QkSUSXgvQkSUPIcPH8bNN9+MQ4cOIT8/HxMmTMDLL7+M//W//hcA4OGHH4bNZsPMmTPR29uLqqoq/Pa3v01yqYmIyGoxNyj0TcDT1taGP/3pT5g1axa2bNliugALFy5EbW1t+HV7eztKS0tN74+IEo/jlpJZVscQgHGEKN0whlA8eC9CRIwjyfP73/9eut7j8aCurg51dXVxH8uunFiMRB2nPdo471GOHW0cfLuuYB63dk6BvGztQPUuh/aI+jkS9FPT9Pi0+2/v0u6v+7h2bpWg7kJ2u7T5T9PN4ZDXqj1eu82pTZBN/mhA/z2KeK3bXn/+fZIPJGL+hSidiqJdG9HG/I+2/2j7i7ZeP2dCNPppV/XnQ38y9e9Hf23FOu3bQNeRoQE4oKqqUC3qWmDVftJRzA0Kg2ECHiKKD3/Ek1lWxxCAcYQo3TCGUDx4L0JEjCNERGQWhzyyhuk5FPokagIejz0Ijz0Yka54jJvTFIeJsQ9lLYP6ZsDwcSQttS5BU59TfJoVl2CdaF8AFFlrsT9gmKzkdguzODqNx4r1fyouw8HjxjdeH7aL87QJmp2zJZ/dUJfxutOzxFPTG103fYIh4/0FAuJzavcbl1uxicsgojjEtY0i2J3s47abKANRKknkJG62bBtsboMvkEdQ79olj2sI4oUiiyM2wZc3xqdSAMjvdn3G9b7suSJnmzgmOB3Gdahsf6LS9YbEdVSPYlyGDvWIMI9POW6YfrQ3X5jncG+2YXpbZ5YwT1G7+PzA5zdMVpwucR7ReZCcn4GiZEvKTZQGEhVHhjj8yDH43a+4BLWh5B5BEdxXyPKI7gUUt9Mw/UQeE/FN9KiirGySmKT0+ozTXR3iIrQZ34v0+MTvVXQv8j+d4vuuNuOiIUdyR5wvqCJHZxvHAgBwSe5FAkHj8xoKin8bqAHjdSHJM9Y2wceqBiWfnYmfJ07eixAREWWkmBoUOAEPEQGcCI3MYQwhIoAxhMxjHCEigHGEiIjMUxF92LNY9pWpYmpQ4AQ8RERkFmMIERHFg3GEiChz2JSTHXvjHVYk1jkXoh3ObtPPoaBdr++o7D2m/dOb3aY9gn7OhOO90L3W9nyKNodDlm5kj/auHs3rfKe2d1G7I0d7QFXX00rRll8/yIS+A3asHbIDkhMeSrExZfS9uaLNtxHtVESb00G/g2i9yfRzLIg6SYpYfbZjnbMiBTpwUz/F1KAwkBPwEFHqUi0ctzTFfh9QAjGGEBHAGELmMY4QEcA4QkRE5nFSZmvE2FZFRASELF6IiChzMIYQEVE8GEeIiMg01eLFhLq6OowePRoejwfl5eXYtm2bcNsnn3wSX//611FQUICCggJUVlZGbH/LLbdAURTNUl1dba5w/cQGBSIiIiIiIiIiIiKiBHr22WdRW1uLJUuWYMeOHZg4cSKqqqpw+PBhw+03b96M733ve3j99dfR1NSE0tJSTJ8+HZ9//rlmu+rqahw6dCi8/PGPf0zo+4hpyCMiIgBQVQWqatFEaBbth4iI0gNjCBERxYNxJDOcOoeCntWjjOiH0NKP4x4x7ruuYC7dX9b2HdS+dju1r7t7tAfo9csPmOXRHqAwX/tssMel3b69U1s+t1P7Otuhe0MO3SQQ+hOie79ZujkgHIr2tf5j0z/JrF+vn5NBU5QocwLoixp1TgKLRcyZoJ8TQH8qdfmDQd25izJJQrQ5G/TnJ9qcC/GKNudDrKwazk4m2ZMyP/TQQ5g7dy5mz54NAKivr8dLL72E1atX46677orY/plnntG8fuqpp/DnP/8ZjY2NuPnmm8PpbrcbxcXFJkpkTso2KHicAWQ57BHpikvQqUIy04i+sg+TzRTjijw2AMApPmWKx2m8IsttnC5bly3Oo7rF6xTRDCbN+4V5ug8av9fPO4YI8xzqMc6zt90nzNMe7DVMH+HKFubJNrgGAKDAFTRMBwC7EnvHVdkPSVEAUiWHEe1OCUmOYxMcSHIcRRmA2taAld2D2c2YEkXx2KF4DOoQQT2u6O8ETiWKF3ZBrJDlEdRrUdcJKL5AbMcHYP/CuD4GAJfDuH6VfVd7BVVyT0hcV3cprYbp3f4vhHl8tk7D9CO2ImGeL3qNY0xnr0uYB93Hxet6BXFOEpuFBmrWMf3MgKdyCn67JFAqxJC6ujo8+OCD8Hq9mDhxIh577DFMnTrVcNu1a9eGf/D3cbvd6Ok5OcGhqqpYsmQJnnzySbS2tuKyyy7D448/jrFjx5osISVbrtuHIUZ/4XAa19PC+w1AfF/hkNy/6P/61Ed2XyG6F5F9z0X3HJI8qku8TvH5jVd09BinA+g6ZBx/D3XlGKYDwIHjxnmaWwUxEUCPfqbKr4zMFr+fQsHpyRXESsD63+eiew7pfYWgDLLbJFVwOcr+GOWyi89DIqVCHCEiovSUzDkUfD4ftm/fjoULF4bTbDYbKisr0dTU1K99dHd3w+/3o7CwUJO+efNmjBgxAgUFBbjyyitx77334rTTToupfLHgkEdERERElDFi7WYMAHl5eZouxJ9++qlm/QMPPIBHH30U9fX12Lp1K3JyclBVVaVpdCAiIiIiosGnvb1ds/T2Gj/Ad/ToUQSDQRQVaR+IKyoqgtfr7dex7rzzTpSUlKCysjKcVl1djaeffhqNjY1YsWIFtmzZgquuugrBYOIa/tmgQEQxC6nWLkRElDmSHUNO7WY8fvx41NfXIzs7G6tXrxbmURQFxcXF4eXUmwBVVbFq1SrcfffduPbaazFhwgQ8/fTTOHjwIJ5//nkTZ4iIiGSSHUdimUxz7dq1ERNlejwezTaqqmLx4sUYOXIksrKyUFlZiY8++ij2ghERUVSqau0CAKWlpcjPzw8vy5cvT0jZ77//fmzYsAEbN27UxJIbb7wR//7v/44LLrgAM2bMwIsvvoi3334bmzdvTkg5gBQe8oiIiIiIyEpmuxl3dnbizDPPRCgUwkUXXYT77rsP5513HgBg37598Hq9mqeE8vPzUV5ejqamJtx4442Je0NERDSg+nq51dfXo7y8HKtWrUJVVRWam5sxYsQIwzx5eXlobm4Ov9aPkd7Xy23dunUoKyvDokWLUFVVhQ8//DCi8SGT2G0q7F8NCxwxp0Gc+442MllQt0EoylwbX3Zot2/VDQXd69Oub+vSPjXscWn3X1qcpXl9ZrF2fWG+YHi5r9gU7Z/6HLq//GU5teUZpnt9PKibI0I3PHOWbiQ//WiAdt32+hHK9etdsjkUdJ9VrAPE6ncdrRHR6jkY9Pvr0V0L+hFv9aMk6kcuDejekU1XQEW3vb748b6fiPlEYpwzIdr2iZ7zIlEOHDiAvLy88Gu3YDjcYcOGwW63o6WlRZPe0tISdf6DlStX4v7778err76KCRMmSLc966yzMGzYMOzduxfTpk3r57uIDXsoEFHMVIsXIiLKHImIIYnsZnzOOedg9erV+Otf/4o//OEPCIVCuPTSS/HZZ58BQDhfPF2XiYio/5J5L8JebkRE6S0RPRTy8vI0i6hBweVyYfLkyWhsbAynhUIhNDY2oqKiQljmBx54AMuWLUNDQwOmTJkS9T1+9tln+OKLLzBy5MjYTk4M2KBARDE70T1YsWhJ9rshIqKBlIgYkshuxhUVFbj55psxadIkfPOb38Rf/vIXDB8+HE888YRlxyAiov5LRBzpT8N0Xy+3U3ukxdLLrbS0FNdeey0++OCD8LpovdyIiMhqqmX/zDwiW1tbiyeffBLr1q3D7t27ceutt6KrqwuzZ88GANx8882a3tQrVqzAokWLsHr1aowePRperxderxednZ0ATsSYn//853jrrbfwySefoLGxEddeey3GjBmDqqoqS86YkZQd8ijbFUCOw6C9Q99X6iuK0bZ9bII+NbI8bqfxcTzG6QCALOMWKORkGacDUHNzjFfk54rzDBGvwyHjJ+F824+IsxwuNExv7hCXu7ktZJi+P3RUmMcN4/OTZRecAwAjs4y/nDl28cQiTptx2YDIrnV9lGh9HlOU6P0QEaBkO6FkRdbZwnrcLulAq++LGk6XxBGn4DiifQGASxCW7ZJwHQwYJiui2AfAltshXKcI6hV/SLy/44IquVM1fkocALpU43jR4z8mzGNTjM9pa1aLYToAtPuMu476QuLPQfWLY4ytx/g9qTnZwjxCshbVgWptlV3DaWQguhn3cTqduPDCC7F3714ACOdraWnRPAXU0tKCSZMmxfI2KIUMcfuQa1DlCO85JHWu8HvmlNTtolglvRcRDI0iuxcR1V054t/nqmQdPt1vmNy7/QthFtG9yP90iId6+R/RvYi/TZgnD8bnYYjTJcwz3GUcD7IdxrEXkN+L2AQx1mY3UeenwH2Ay5G4yR4HWmlpqeb1kiVLcM8992jSZL3c9uzZY7jfvl5uEyZMQFtbG1auXIlLL70UH3zwAc444wz2ciMiyjA33HADjhw5gsWLF8Pr9WLSpEloaGgIx4H9+/fDdspYV48//jh8Ph+++93vavbTF6fsdjvee+89rFu3Dq2trSgpKcH06dOxbNky4T2RFVK2QYGIUpeVQxUl/1aIiIgGUiJiSF/34mhO7WY8Y8YMACe7GdfU1PTrmMFgEO+//z6uvvpqAEBZWRmKi4vR2NgYbkBob2/H1q1bceutt8b6loiIKIpExJH+NkzHqqKiQjOMxaWXXopzzz0XTzzxBJYtW2bJMQYrm3KyrTYUZWD1uMeFjxhpXysQ1M2poHv98YFuzWt/QLv+M12bqr4NelypNiF/iLYhuug07QMtw4f2aI8X1G7f06ttLHY5tPv36OZMyNO9dunawW26b5x+zgSHroHTaZOv179/j6SBNHLMfosnOYhRtMP3yqe3QEj30FCWW3uyXE7tAYK6Nmr9Q6X6+UUimrT1pydK+a0+nfpvVrTdqwPweZ46VJEV+zKjpqZGeO+hn0j5k08+ke4rKysLL7/8srmCxIENCkRERESUMWprazFr1ixMmTIFU6dOxapVqyK6GZ9++unhYZOWLl2KSy65BGPGjEFraysefPBBfPrpp/jhD38I4MSN7W233YZ7770XY8eODU+oWVJSEm60ICKi1Nafhmn2ciMiIjphcPRzJ6IBdWLcUusWM+rq6jB69Gh4PB6Ul5dj27Ztwm3Xrl0LRVE0i8ej7UavqioWL16MkSNHIisrC5WVlfjoo4/MFY6IiISSHUNuuOEGrFy5EosXL8akSZOwc+fOiG7Ghw4dCm//5ZdfYu7cuTj33HNx9dVXo729HW+++SbGjx8f3uaOO+7AggULMG/ePFx88cXo7OxEQ0NDRKwhIqL4JSuOmJ1M81R9vdz6Gg9O7eXWp6+XW3/3SUREMVItWjIYeygQUcxCMOhKF8e+YvXss8+itrYW9fX1KC8vx6pVq1BVVYXm5maMGDHCME9eXh6am5vDr/VdJR944AE8+uijWLduXfjp0qqqKnz44Yf8gxARkYWSHUOA2LoZP/zww3j44Yel+1MUBUuXLsXSpUtNloiIiPormXGEvdyIiNIbh/C2BhsUiCjtPPTQQ5g7d274h3t9fT1eeuklrF69GnfddZdhHkVRhF2RVVXFqlWrcPfdd+Paa68FADz99NMoKirC888/jxtvvDExb4SIiIiIiNJGrJNp9vVy83q9KCgowOTJkw17uXV1dWHevHlobW3F5Zdfzl5uAOzKiQWIPs579HHZ5ev1czTox6W368b26PVrNzh0TPtaf7z3vnBqXp+Tr53YvdevzaAfp39ork/zuniYdgL6Xp92/0e/1M4B4tTNoZDl0h4vWzeHgn6cfj27In/t0E00r58zQf/+XAmcZD7Rf/DV718/R4JfN3e9S/dXWIddPmeC/lxF2z4YiO0dR5sTYoCnqKA0wgYFIopZMiex8fl82L59OxYuXBhOs9lsqKysRFNTkzBfZ2cnzjzzTIRCIVx00UW47777cN555wEA9u3bB6/Xi8rKyvD2+fn5KC8vR1NTExsUiIgslAoToRERUfpKdhxhLzciovSlqqplkz8PxCTSqSplGxSy3D5kOSPTFYdBIhDZ5Hkqh2CqCKf47Sv6ZsM+bpf4OFlu4/ScLHGe/FzDZHXYMGEWNStbvG7tPwzTWz8VlA3AtiMFhulNR4RZ0NzzhWG6E4LPB8AYz1Dj9DzxVB5Fbr9heq7TOB0Asl3idU5H0DDd4RB3drU5jdfZ7OKKwya6tCQt7/qW4XC6ZKYTu82qzr7J197ernntdrvhdkdet0ePHkUwGAw/BdSnqKgIe/bsMdz3Oeecg9WrV2PChAloa2vDypUrcemll+KDDz7AGWecAa/XG96Hfp996yj9KNlOKEaBRFT3O+zinYnWSeIIXIL6UBJHVINrXrovIPIRqq9IoiLgahGuCgSMc3YHxZVRl9+4DG3Kl8I83b6jhum9/lZhHpvN+Nz1qG2G6QBwPGBcNrsiqT9lAyoHjeMIfOLYI/yNIvjspOtkecyQXfdEGWxITi+GOA3qApvgd73ofgMA7MbfM0X2/XPGHkNE69Qcyb1DvmAS2iHG9ygAoMqemt7yvmFy6wHxvcg7Xxjfi2w1DhMAgObjxvHFJol+ZwruyUbliOv8QlfAMD1Pcr+R7fYJ17ncxvsT3W8A4vsKm6z6Fl2OkstUdC8iu88W3VsRERHR4JayDQpElLpUKAjJ/1wZ074AoLS0VJO+ZMkS3HPPPZYco6KiQjOp2aWXXopzzz0XTzzxBJYtW2bJMYiIqH8SEUOIiChzMI4QEZFZye7lNliwQYGIYpaICvjAgQPIyzv5lJxR7wQAGDZsGOx2O1patE9Yt7S0COdI0HM6nbjwwguxd+9eAAjna2lpwciRIzX7nDRpUn/fChER9QN/xBMRUTwYRzKDzXZiASI7j0b73KLNsRAtv77Hjl3Xucin653b3asb1163/x7duPYdvdruQm2d2t4+3T3a/Md7tH+6G16o7cLl92t7qO09oO355dT1onPr/hKYFTGHgna9/nzpz0+0ORL0cyxEzKEg6XGVat/RWK89fedim+7NB/UXi45+/oug7sugXx/Q7S/e8xdtjgW9aNeKvgk3GR8vY4g1JJ0eiYgGTl5enmYRNSi4XC5MnjwZjY2N4bRQKITGxkZNLwSZYDCI999/P9x4UFZWhuLiYs0+29vbsXXr1n7vk4iIiIiIiIiIaLBjDwUiilnoq8WqfcWqtrYWs2bNwpQpUzB16lSsWrUKXV1dmD17NgDg5ptvxumnn47ly5cDAJYuXYpLLrkEY8aMQWtrKx588EF8+umn+OEPfwjgxERot912G+69916MHTsWZWVlWLRoEUpKSjBjxgyL3ikREQHJjyFERJTeGEeIiMgsFdb1jMjgDgpsUCCi9HPDDTfgyJEjWLx4MbxeLyZNmoSGhobwpMr79++HzXayA9aXX36JuXPnwuv1oqCgAJMnT8abb76J8ePHh7e544470NXVhXnz5qG1tRWXX345Ghoa4JFNPEhERERERERERJRBUrZBwZ0VgMdpMCKTzRWZBkQO2nYqh/GAbIpDMuKTaJ0sj8tpmKwKhm4BADUryzg9e4gwj+1fHwvXfbnT+BmLxn+NEuZ58TPjPB+FPhPmKUChYfrY7FxhnjF5xududHbAMB0ARnp6DdNPy+oxTAeAHI9PuC4ry2+YbncHDdMBwO4wbnO0Sb49it04j2JmkDHZZWpPzjM1ITVyHMt49mVGTU0NampqDNdt3rxZ8/rhhx/Gww8/LN2foihYunQpli5daq5AlHIUjxNKlkHMcAm+vIJYAQBwGtfvwn1BUvdLYgKyjBuwVI8kj4jfuL6LpqvHOM52BMSVUaffuA7tUL4Q5un1txmmh0JdktIZ13mBkHGsAICAYGDLHKfk/OgHjtUUQVDvitIBCCtyVZxHEe1Pksdc2QZeKsQQomjcuQF4XDH8cJPdi4jWmboXEccqVXAvIrpHAQC4BXEnR3Ivsvcj4bq27cZ169ufnSHMs+mgcfrOgPieJxdDDdPPzxkmzPO1fOP0MwT3BwBQJLjnGJp9XJgnO1t8L+LMMo6XjixxPW0TfHyKiTt5/VjW2gMZr5Tdv7gc4nuoRGIcyRx9V2XEnAgxzpEQbQ6GaOO+B2zycemzXNqEQEi7gzOytOuzdXMWBHRfpbYObT3yySFtXT1yuLZOnXTO/9O8dtjP1rx2OrWxw+XUls+jK4+iOwGxzjmhr00i1uteewR/czGiptig9dGuHWeUujqon2PBpl8vv1Y8uls3h27CCr9u/o6o09DHOGdCOlJV1bLrKNWux4GUsg0KRJS62EWMiIjMYgwhIqJ4MI4QEZFZnJTZGpyUmYiIiIiIiIiIpJYvX46LL74Yubm5GDFiBGbMmIHm5mbNNj09PZg/fz5OO+00DBkyBDNnzkRLS0uSSkxERInABgUiillfN2OrFiIiyhyMIUREFA/GkeTZsmUL5s+fj7feegubNm2C3+/H9OnT0dV1csjK22+/HS+88AKee+45bNmyBQcPHsR1112XxFITEZHVOOQRERERERERERFJNTQ0aF6vXbsWI0aMwPbt2/GNb3wDbW1t+P3vf4/169fjyiuvBACsWbMG5557Lt566y1ccskl/T6WzXZyPHmr50zQr48Yx143jrx+e/0492cM0yYcbdPucMLp2oHv3bo5DFTdwPWfH9HOodDRrc3/ZfsIzetJ52n/tGfXzemoH1dfPx1P5LRw2vz68xONfh4B/fmMmGdAMpWddO6XBIg2J0I0Toc8Q7T5JIJB/Xwd2g1Cuouxu0c3P4dHey0GIvYnLR5Rv7FBgYhixjHniIjILMYQIiKKB+NI6mhrawMAFBYWAgC2b98Ov9+PysrK8Dbjxo3DqFGj0NTUZNig0Nvbi97e3vDr9vb2BJeaiDIZY4g1OOQREcUsZPFCRESZgzGEiIjiwTiSGkKhEG677TZcdtllOP/88wEAXq8XLpcLQ4cO1WxbVFQEr9druJ/ly5cjPz8/vJSWlia66ESUwfoaFKxaMlXK9lBwZgXhdAWjb9hH34cqXoqgrUXft60/ZdD3J+vPcVTxT5vgH/9buG7rv043TH/uU/H+3lbfNEwfqhjvCwCK7DmG6WW54vNzTq7PML00u1uYpzDnuGF6Tk6vYToAuLICwnUOl/G3XXGIawGb6OMz0Rwn+rilZJecnT+BiYQ8zhOLnqhOtkvqalEep8H+o63L8gizqFlZxiuyBekybeKnu9R2v3Cdt6vAMP1LnzjOtgWM93dc/VKYJxjqEZVOmEcVxEZFUrl67MbrcjzGMQkAFJfkWhD9DpDEbeFfK2QDN4vWmclDRDFzDAEc7hi+U7J7BGEeyf2LKO5I70UE6+ySWz4T5VY3vSNct+fT4YbpL37uEubZ4je+t7FDHGPLFOM/OJZki8/pmBzjen90bqcwT+EQ4/uUnCHiGOIaIr6HtQmuKZvk54QSZfgMy5i4hO0O3otksvnz52PXrl347/8W/32iPxYuXIja2trw6/b2djYqEBGluJRtUCCi1GXlBGb8+xcRUWZhDCEiongwjiRfTU0NXnzxRbzxxhs444wzwunFxcXw+XxobW3V9FJoaWlBcXGx4b7cbjfcbndEugIVylcPmkSbMyHa62hzJoR049Sruh3o8yu6ge+HF2j/tHbomPYByNIi7fru49oC9Pp1x9OVr7VD21C57QNtQ2hne67mtd2m3Z/Npp9DQfvaqZtzQX/+9M/nRHsqO9q8AxFzKMTQoDnQX9lY51SIOHe65wP0zxIEQ/LPPqBbrz+8/lrO0zVCR8wHgij0J1iXP9FP5Ou/W4n4xFVVjfiOx7OvTMUhj4iIiIiIiIiISEpVVdTU1GDjxo147bXXUFZWplk/efJkOJ1ONDY2htOam5uxf/9+VFRUDHRxiYgoQdhDgYhipsK6duLMbc8lIspMjCFERBQPxpHkmT9/PtavX4+//vWvyM3NDc+LkJ+fj6ysLOTn52POnDmora1FYWEh8vLysGDBAlRUVBhOyExENNAYQ6zBBgUiihm7GRMRkVmMIUREFA/GkeR5/PHHAQBXXHGFJn3NmjW45ZZbAAAPP/wwbDYbZs6cid7eXlRVVeG3v/3tAJeUiMiYlZMpZ/CIR2xQICIiIiIiIiIiuf6MF+7xeFBXV4e6urq4jqXg5Hj1UedMiHHf0fenHcddP859IKB9nZOtnVl9xFC/5rV+DoR4/wipH5d/196zNa8VRT7uvn5cff2cCqEoc0jEWv5o8w44Y/jLZLr9ATfa/BP6ORP0opy6iP37dfNx6OfPCAUTewKjfdY0eKRsg4I9C7C70qymEJE99hAMGiYrbW3CLB/9M0+47tUWj2H6G/7nhXl6/MeMy5BlN0wHAJtSZph+Zrbx+wGAcwtaDdOHFXQJ87hzA4bp9izxOVUkV7WwctNH1HgN0KMuDkfUKXUSQv1qiiyr9kWUEE7niUVPEUwf5BDXeRG/2r+iOiQVjsvg2ABUl0ucx2Nch6tu43QZRVIP+bx+4bp/dWUZph/pEe+vQz1umB4M9RqmA4AinMZJEntsxufOqWQL8xS4jY8zJEdcNmTli9eZiReqoK6W3UFEu7uIJU+KPX7JGELpwJ4F2N2D5PqS1Sc+n2Gy0tkuzHJ0iziGbD2Wa5i++fgHwjwtnf/PML0we6wwj81u/NmM8Ijru68NNb6/Kh4pvu9y5xqfO1uW+NoQhKqvVhrHJMUhudZEqyRVuxoQrDQTDyRxT3wvktipGhlHiIjILPZQsAYnZSYiIiIiIiIiIiIioqhStocCEaUuFdY98JrBDbpERBmJMYSIiOLBOEJERGZxUmZrsEGBiGLGidCIiMgsxhAiIooH40hmsCnWj0xsVlA3ulePT3vhuJ3agkaboyFe+tPybvNQzevRI3s0r0O6C10/Aqx+NDanbhi2oG7cfau/Nk67fo8nj68ftlp/LqOtH2jRypPo8vlEQ96ZpL/WEj1HwoDMwcAxjyzBIY+IiIiIiIiIiIiIiCgq9lAgopixixgREZnFGEJERPFgHCEiIrPYQcEa7KFARERERERERERERERRpWwPBZsLsLljGDxLNvhhKCRYYRfnUQV5hPsCEAgap/v9wizK8ePGKzo6hHk+/DJfuO7d1nbD9NbOD4V5VAQM07+UnJ+e7HLD9IAqznPG6DbDdM+ZksvQ4RSvE5FeC8bJakD8uapBwf4kl4LwOCbyyNgdyWkO5billBacDsBlUL+IBmPVDx7an3WygV0dgvrQLok9TkGd53SJ8wSN63D09gqztH7mEa77uNP4vbZ0C44DoFMxjlk2RVyHOx1DjFfoB3U9hcNmXG63ItgXgOIs488oa6j4/SjZkvNtF8QsSblFlb8i+00hChii3xqAuEKVBZ8kVMKMIZQOFI8disegvhZddLLvs2hAYOlv1tiPowSM6zVVdi8iihVdXcI8Hx06TbjuvWPG5f68e7swTyBwzDC9o/dzYZ4uj88w3QZx3Ckabhyrcs8T34sYXgPRmLgXkVFF+5PcvyBiPPKviO5rJMdRJL917E5RGRL73CLjSGZQlJPVZ9Rx1fXj1Pdj35rX+t3pdqD/+dXdq92gu0f7XcjS/S2rozuxF5q+fMfatXWhzy+vfOxRvrKK7gzp342qO2HRntrWn/9ox08lsT6Rrq9jol3Ksc4Jkew5G+Kd8yDanBiJwF5u1kjZBgUiSl3qV/+s2hcREWUOxhAiIooH4wgREZlm4ZBHmRxC0qgdkIiIiIiIiIiIiIiIkoU9FIgoZuxmTEREZjGGEBFRPBhHiIjILE7KbA02KBARERERERERUcqwKSenK4sYVj3KuPERcyTo1keM2a9rWQpFGem+x6fd/siX2vlozj0rW/N6265O6f7iddE52rk0//medt7NXn+PNL/+fET7G2nEH1F1JzzWP7I6bP3PEHHo2A6V8mI9d/rt9Z+lP2DtX7wHYo4DSg9sUCCimHESGyIiMosxhIiI4sE4QkREZrGHgjXYoEBEMWM3YyIiMosxhIiI4sE4QkREZp1olLam8s/kEJKyDQqK48QSIRAyzuCQzC8t+JWgivYFQBGtk+RBIGi8r55ew3QAUG3G/YWUbnGXtHa/XbjugG2f8XFgXDYZRRGf086QzzB9f/cQYZ7PPsk3TD/nqhxxIUSfXY9fnKdXvE7tNl6n+MXnR+0xXqfKuo4FBetkeUz8mrU5JdcjUaaz4WQ/6USR1JNCNkke2TqRkHE9oHR1C7McPJYnXNfcalxPHgq2G6YDQLetwzDdacs2TAeAXPfphun+0HFhnmDIOJ56II49xR7j8+McKswC5HiEq1SXU5JRQFS/y+p9YR5Jva+KfrtIfgPwLylEhhSHAsVhEEPMfJ9FQznI8oi+t7Lvs2idT/K7WRR3JPcvrT6XcN3Hx43jgaj+BgBFcEtqt7mFeXyCe5vDveI4+tFnpxmmT/2OJPa6BXW+7H5Ddp/iDxin+2Sfq6Bu75XksRnnUX2S+1/RTybJbyneixAREWWmlG1QIKLUxS5iRERkFmMIERHFg3EkMyiKuKFLn6xvG9U/f6FfH/G569bbolwY+tXH2rUNfEe/1DYeupzaEvv88V14Hrd2f+9/rH1Y6Iju+AHdA4+R50+bEvH+o5y/aHNYRBMxp0UMUv07HO1ajPfxN/3b1z9bkOjToy9/vMcbiCkaGEOsEcfXloiIiIiIiIiIiIiIMgV7KBBRzEJfLVbti4iIMgdjCBERxYNxhIiIzGIPBWuwQYGIYsaJ0IiIyCzGECIiigfjCBERmaXCuqGgMjmExDTk0fLly3HxxRcjNzcXI0aMwIwZM9Dc3KzZpqenB/Pnz8dpp52GIUOGYObMmWhpabG00ERElH4YQ4iIKB6MI0REmUM5ZbHZtEvf/ArhJcr2NkW+2G3yxWHXLvrj+wOqZtnv7dUsudk2zZLlVjRLNPr8o0uyNctH+wOapatbu4RCqmaJONe69xPtfEUs0T6fKIs+v6xs0ai6JdGilS/a+njL67QrmiWkqpql72l8K5/Kl9F/F2nwiqmHwpYtWzB//nxcfPHFCAQC+MUvfoHp06fjww8/RE5ODgDg9ttvx0svvYTnnnsO+fn5qKmpwXXXXYd//vOfMRVMcShQHJGXnyp4hEAJmOisaAuK1wUEbS36GU5O5Q8Ypzv8wixKj+A4QfFxzszpFa473PuhYXpe9teEebKchYbpObZhwjxfqK2G6VuPiC+pw8eHG6Y/5hSfH4wwLpvS0SXO09EtXuc8bpx+3CfOYxOUr0d2/QhqakV8naqS3YnYnUlqD7UyGGVyk26GGcgYYop+xqz+UC3uKG+iDEpAEHuOi2NFq88lXLdD/X+G6T6lU1wG1W6YnqsY1/sA4LENMV4hedThkLrbMF2VDFgw3G1ch9tPc4oPlOURr7Mbv1cp0ecq+7xFvzckvw+EeWSPXybj0UzGEDJpQOOIw3Zi0bH0XkR2X2GmDvAb13dKrzgeCL9CkuMUZfUI1/0PthumF2SPEeYBjNfl2YqFObpV49/7O45mC/Mc6803TL/4+BfCPEpZifGK4+JzoLRJ7lMEsVntkdwvCu4xZdWfIoql0ngQ+59+bHbeixARURpi3R+3mHooNDQ04JZbbsF5552HiRMnYu3atdi/fz+2bz/xw7GtrQ2///3v8dBDD+HKK6/E5MmTsWbNGrz55pt46623EvIGiGjghSxeKDMwhhARwBhC5jGOEBHAOEJERObpe23Eu5hRV1eH0aNHw+PxoLy8HNu2bZNu/9xzz2HcuHHweDy44IIL8Pe//133nlQsXrwYI0eORFZWFiorK/HRRx+ZK1w/xdSgoNfW1gYAKCw88RT59u3b4ff7UVlZGd5m3LhxGDVqFJqamuI5FBERDTKMIUREFA/GESIiIiJKJ88++yxqa2uxZMkS7NixAxMnTkRVVRUOHz5suP2bb76J733ve5gzZw7effddzJgxAzNmzMCuXbvC2zzwwAN49NFHUV9fj61btyInJwdVVVXo6RH3qIyX6UmZQ6EQbrvtNlx22WU4//zzAQBerxculwtDhw7VbFtUVASv12u4n97eXvSe0g23vb3dbJGIaIBYOf7eQIzjR6nHqhgCMI4QpRvGELIC70WIMhfjSGY4dTz9iAG5oozQpV+t/5jVOAd3t0XJ3+vXHrG1QzuMnMOu3UFejvZZX7dL+1o/78GxVu3wafrRzAJBbYJ+FLtol72iG+xfiZZDt1o/V4A+t/702fozOYIgb6xf4YiyxbiDaEWNtl5/PP320V7rhXQ7HOg6Ld7zGW1/iZDsSZkfeughzJ07F7NnzwYA1NfX46WXXsLq1atx1113RWz/yCOPoLq6Gj//+c8BAMuWLcOmTZvwm9/8BvX19VBVFatWrcLdd9+Na6+9FgDw9NNPo6ioCM8//zxuvPFG0+9PxnQPhfnz52PXrl3YsGFDXAVYvnw58vPzw0tpaWlc+yMiotRnVQwBGEeIiDIR70WIKFliGariySefxNe//nUUFBSgoKAAlZWVEdvfcsstUBRFs1RXVyf6bRARkUXa29s1S69g/iqfz4ft27dretPabDZUVlYKe9M2NTVptgeAqqqq8Pb79u2D1+vVbJOfn4/y8vKE9tA11aBQU1ODF198Ea+//jrOOOOMcHpxcTF8Ph9aW1s127e0tKC42HhSrYULF6KtrS28HDhwwEyRiGgAcdxSioeVMQRgHCFKN4whFC/eixBltmTGkViHqti8eTO+973v4fXXX0dTUxNKS0sxffp0fP7555rtqqurcejQofDyxz/+McaSERFRfyRiDoXS0lLNAyrLly83PPbRo0cRDAZRVFSkSZf1pvV6vdLt+/4byz6tEFODgqqqqKmpwcaNG/Haa6+hrKxMs37y5MlwOp1obGwMpzU3N2P//v2oqKgw3Kfb7UZeXp5mIaLUpqqqpQtlhkTEEIBxhCjdpEIM4dOl6Yn3IkQEJDeOnDpUxfjx41FfX4/s7GysXr3acPtnnnkGP/7xjzFp0iSMGzcOTz31FEKhkKaeAk7URcXFxeGloKDA9PkhIiKxRDQoHDhwQPOAysKFC5P7JgdATHMozJ8/H+vXr8df//pX5Obmhls68vPzkZWVhfz8fMyZMwe1tbUoLCxEXl4eFixYgIqKClxyySWxlcwG4+aOoPEzBKpkEDzhGsnAd6otaJiuOALCPOgR7E82wJ5N0KYjyXNu8RHhus63jJ+qmpo3W5inVzHuitMN8Riy3Yrxur2SPDs7jZ/aeOSjs4R5lAnjjFd4WsV5JOdOUUXXj/iHpKIfkLCPKB2AKnrWJWTiOpX8xrU5+WwmpY8BjSHAV4+dGXyBlNi/0wiJvtOyPIJ1QUkcER3HTB5ROgCnTbyuM2D8FEO2fZgwzxDlNOE6EZ9yPOY8Q5QRhuk96BTmKXT5DNNt+W7xgdwu8TpR3Jacb0X4uRr/1gAABATrROkAEIj9WpBew4NU39Ol9fX1KC8vx6pVq1BVVYXm5maMGBF5jfU9XXrppZfC4/FgxYoVmD59Oj744AOcfvrp4e2qq6uxZs2a8Gu3W3KNkSkDHkeMiH4zir5/gPB3vSrJo/gF9b7PLj6OIrqvMK4HT6wT5RE/dzbmTPG9yJdNew3Ty7NvEObphXH5etRuYZ6Q4Lf2p6rx/QYA7O4wvk+5f6f4ltj1jcnGK7rEZZMO/yy4FmR5RLW04hDHA+G9jUNS54uuR9m9lWx/g1DfUBWn/qEo2lAVet3d3fD7/eHJ5Pts3rwZI0aMQEFBAa688krce++9OO202H9fDSY25eTlFzGueqxj9ls8br7+axFtDoBoP7f0P9X0cyDo/4wR1K/XvWP9/uL9uRfrHBaxbi4JObEeKmZWzwEQ6/GiSXR5Yv4uJKYYaa+/D6UMGzYMdrsdLS0tmnRZb9ri4mLp9n3/bWlpwciRIzXbTJo0KZa3EZOYeig8/vjjaGtrwxVXXIGRI0eGl2effTa8zcMPP4xvfetbmDlzJr7xjW+guLgYf/nLXywvOBElT0i1dqHMwBhCREDyYwifLk1fjCNEBCQmjvRn/GszQ1Xo3XnnnSgpKdGMdV1dXY2nn34ajY2NWLFiBbZs2YKrrroKQdmDB0nyxhtv4Nvf/jZKSkqgKAqef/55zXpVVbF48WKMHDkSWVlZqKysxEcffZScwhIRGUhmLzeXy4XJkydr7iP67itEvWkrKioi7js2bdoU3r6srAzFxcWabdrb27F161bpSA/xiqmHQn9OlMfjQV1dHerq6kwXioiIBh/GECJKNj5dmt4YR4goUfQTsi9ZsgT33HOPpce4//77sWHDBmzevBkejyecfuONN4b//4ILLsCECRNw9tlnY/PmzZg2bZqlZYhXV1cXJk6ciB/84Ae47rrrItY/8MADePTRR7Fu3TqUlZVh0aJFqKqqwocffqh5z0REmaq2thazZs3ClClTMHXqVKxatQpdXV2YPfvEyDI333wzTj/99PA8DD/96U/xzW9+E7/+9a9xzTXXYMOGDXjnnXfwu9/9DgCgKApuu+023HvvvRg7dmy47i0pKcGMGTMS9j5ialAgIgJOdCG1qmMBOygQEWWWRMSQ9nbtUCZut9twyCHZ06V79uzp1zFFT5ded911KCsrw8cff4xf/OIXuOqqq9DU1AS7XTJEDRERxSwRceTAgQOa4SqMYoiZoSr6rFy5Evfffz9effVVTJgwQbrtWWedhWHDhmHv3r0p16Bw1VVX4aqrrjJcp6oqVq1ahbvvvhvXXnstAODpp59GUVERnn/+eU3DCRFRsiT771k33HADjhw5gsWLF8Pr9WLSpEloaGgI35/s378ftlPGAbv00kuxfv163H333fjFL36BsWPH4vnnn8f5558f3uaOO+5AV1cX5s2bh9bWVlx++eVoaGhIaEMuGxSIKGZWDlXEIY+IiDJLImLIQDxZCgyOp0uJiNJdIuJIf8a/PnWoir6nPvuGqqipqRHme+CBB/CrX/0KL7/8MqZMmRK1TJ999hm++OILzVjY6WDfvn3wer2aBvf8/HyUl5ejqakp5gYFRTk53rxNN2mBvseavgNbxJQLUeZc6E9ZTqUvj359tP3rr9+gLkGRTJ8GRL4f/ddBvz6kP18WT8UY7f1GO/+xfh4x7Vu/vflDGYqn7EDscxLEO/9HoudkSAenTqZsxb7MqKmpEcaNzZs3R6Rdf/31uP7664X7UxQFS5cuxdKlS80VyISY5lAgIkoVdXV1GD16NDweD8rLy7Ft2zbhtk8++SS+/vWvo6CgAAUFBaisrIzY/pZbboGiKJqluro60W+DiIgscODAAbS1tYWXU4c0OpUVT5e+8sorMT1dSkREg0dtbS2efPJJrFu3Drt378att94aMVTFqTFoxYoVWLRoEVavXo3Ro0fD6/XC6/Wis7MTANDZ2Ymf//zneOutt/DJJ5+gsbER1157LcaMGYOqqqqkvEez+uaRiHWOid7e3og5LIiIKLWlbg+F0FeLXkDQ/GMTNwuJ1ii+WAsFqJLmR+Ea6ZT1gnUelzBL4dfEBR+eO9Ewvc32hTBPyPBEWy9HGWaY/q+Xxe/1rDlDDdOVgKTJvrtHvO545ORaAKD0+IVZVIfgMxKlA8LrVHGIrx9V9JYkj98oSfoGJ7uHwrPPPova2lrU19ejvLwcq1atQlVVFZqbmzFixIiI7Tdv3ozvfe97uPTSS+HxeLBixQpMnz4dH3zwAU4//fTwdtXV1VizZk34tVFXZ0ojodCJxQoO40nxZHWR6jOuVxSnpL7xC/I4JF920SNGbnHdWuBpE64TxYQhSvLHgncj2zC9XT0szJPnFsTMXHH3T9XljKlcAADZxIkBwTrBNSLdX0ByTYuOIytbErqJJevJUoBPl1IMRBeq4OJVJb+nhfccNslziT7B70xZHtE6SR5FsE7NyhLmyT1XPIzXsJxzDdPb0SHMM1DcqvF72v3uUGGeCfn5humK7P7u+HHxul7BxdAr3p8iuOcQ3qMAwlgh+rwBQDVx/diSNKJbMu9FYh2q4vHHH4fP58N3v/tdzX76etLZ7Xa89957WLduHVpbW1FSUoLp06dj2bJlGXMvsnz5cvzyl79MdjGIKEOkQg+FwSB1GxSIiAQeeughzJ07N/wkUH19PV566SWsXr0ad911V8T2zzzzjOb1U089hT//+c9obGzEzTffHE53u91Rn1AlIqL0FutEaCtWrMDixYuxfv368NOlADBkyBAMGTIEnZ2d+OUvf4mZM2eiuLgYH3/8Me644460fLqUiIiii2Woik8++US6r6ysLLz88ssWlSy5+u6jWlpaNA3qLS0tmDRpkjDfwoULUVtbG37d3t4eMZQhERGlFjYoEFHMTkxiY01TbKx78fl82L59u6Yrsc1mQ2VlJZqamvq1j+7ubvj9fhQWFmrSN2/ejBEjRqCgoABXXnkl7r33Xpx2WvKfyiYiGkySGUMAPl1KRJTukh1HyFhZWRmKi4vR2NgYbkBob2/H1q1bceuttwrzud1uw3ipKCc7yET0k1Hkcxjo51iIe5x7/fHkxYkqYo4DXaeiQIxXZsTW+jkWYpxzIZpY5yWIdn7i/XxiEW1OgYEsy0AY6Cfo9YdLxdOZ7EmZBws2KBBRzBLRzVg/Vqboh+XRo0cRDAYNx+bcs2dPv4555513oqSkRDNhWHV1Na677jqUlZXh448/xi9+8QtcddVVaGpqgt2epP7cRESDULKHzQP4dCkRUTpLhTiSqTo7OzXzA+3btw87d+5EYWEhRo0ahdtuuw333nsvxo4di7KyMixatAglJSXhYQaJiJKNQx5Zgw0KRJQS9N1a+578tNr999+PDRs2YPPmzfB4To6hfuONN4b//4ILLsCECRNw9tlnY/PmzZg2bZrl5SAiIiIiIkon77zzDv7t3/4t/LpvqKJZs2Zh7dq1uOOOO9DV1YV58+ahtbUVl19+ORoaGjT3XURElP7YoEBEMUtEi+6BAwc0E2qKhokYNmwY7HY7WlpaNOktLS1R5z9YuXIl7r//frz66quYMGGCdNuzzjoLw4YNw969e9mgQERkIT4VRERE8WAcSZ4rrrgiYjihUymKgqVLl2Lp0qUDWCoiov5jDLGGLfomRESJl5eXp1lEDQoulwuTJ09GY2NjOC0UCqGxsREVFRXC/T/wwANYtmwZGhoaMGXKlKjl+eyzz/DFF19oJhQjIiIiIiKixLPZlPCiKNAukC82RdEsSpRFv31Efv0xdOXRi7ZeVVXN0jeMV3gJxbao+kXVLdAt+vW6JdGifX7xiPbeI8qiv7aifHZW0x9voD+LVJPp7z+dpG4PBcHAiGogZLAxTs7WY0DRz3DTty+HpGVdXjrj/Yn2JSmbrNwizvGFwnVD7J2G6SEIztsAUgTtV68fHCHMU5YzxHhFZ4f4OA7JePeidTZJ25roM5JEF9FnbnV9qCSpSVCFipBlE6HFvp/a2lrMmjULU6ZMwdSpU7Fq1Sp0dXVh9uzZAICbb74Zp59+OpYvXw4AWLFiBRYvXoz169dj9OjR8Hq9AIAhQ4ZgyJAh6OzsxC9/+UvMnDkTxcXF+Pjjj3HHHXdgzJgxqKqqsuR9UhIEQ4BRzLCZuHZ9fuN0af0u+ILK6iiXM7Z9AZGzuPXJEnctH55vHCsAINch7+mTirKUfOG6gpzjhulKjnjCdVV2voMB4/2JrhEA6PUZp/uN9wUA8AnW+SXHEf1Gkg0QLbp+EijZMYSoXwLqiUVP9H2SfM+E9wi+oDiPw3idIqufFEn9ECNF8iPTPk782z1fMa67VFX8Xq2kQnwcO4xjbNPRocI8F+TkGK/o6REXwiG+xRae12T9qD+VifvSZD2eyDhCRERmcVJma6RugwIRpaxkdxG74YYbcOTIESxevBherxeTJk1CQ0NDeKLm/fv3w3bKDffjjz8On8+H7373u5r99M3TYLfb8d5772HdunVobW1FSUkJpk+fjmXLlgl7ShARkTnJjiFERJTeGEeIiMg0K3s/ZHAMYYMCEaWlmpoa1NTUGK7bvHmz5vUnn3wi3VdWVhZefvlli0pGREREREREREQ0OLFBgYhiFvpqsWpfRESUORhDiIgoHowjmeHU8fTjHcs+3qHw4z2+/mloVbe/kH7YPDNDkMVRnsj11j52He3d6M9vKvUcSvQ8CtE/i8QePxOxl5s1UmCwRiIiIiIiIiIiIiIiSnXsoUBEMVNV1bKnFqx++oGIiFIbYwgREcWDcYSIiMzipMzWSNkGBTV0YolI9xl3SlQkXcJUUT+MkKSDhr7LWbR0AIpgnexHihIQdLIMBMV5CnOF68ap5xqm71X+JcyTbLmO2DuaKj6/eKXk3AnXhSRlEH3mks9VlVwnlkpSH6OQKv0qxLwvooTw+wG/wZdEEXxxZBejrI4QEEUl1Sb+4iqCddI6xW43zpPtEWYpOMsnXFfy2tmG6W22Y+IyJNmIUIlwXeHpR41XZIvzSGOM6FroFZ9T4boeSR5/wDhd9LsBgCqMcZLrJwl/SGEMoXSgBkJQjb5vgdhjiCL42souX6XHuB5SJfFIEa0Lyn4bm8gzVHwvcp6tzDD9o6BXvD8BFZIyCCgwjomy/RU4JccR/WaQnB8lIKi/Zfkk+xP+BrC6AhTtL8FDr5jBOEJERGZxyCNrpGyDAhERERERERERZR6b7cRiJNHj2scq1vJE/BEyypwKisVvON6eOVb/DTWeORRSef4FirxWol3JbORNH2xQIKKYhaAiZNHPCKv2Q0RE6YExhIiI4sE4QkREZrGHgjU4KTMREREREREREREREUXFHgpEFDMVFrboWrMbIiJKE4whREQUD8YRIiIyiz0UrMEGBSKKGbsZExGRWYwhREQUD8YRSjar53CINqeCfs6DRE8hYfW3ItZx9OOR7Pk19Icf7DWM1X9QH4g/0Kuw7nMZ7J+vDIc8IiIiIiIiIiIiIiKiqFK2h4IaAFS7wYqgcfuPKkgHIG7+DEjyOASZZHmCIeN0X1Ccx+U3Tu8VpANQnEYn5oT7LjQuw3/sFBch2W740VHhOrXlkPGK1jbxDruOi9f1+oyP45d8RgHB5yqbfl60TrCrqPtLMapqYYtu+rxtSje+IOAw+G7bBF/EoKweENS7su+tYH+KLE8gYJze0yvO43Iap0uO4zorR7ju64WnGaa/2HpMXIYku2RooXCdq6TVeEVA8nl3dYvXia4Tn+CzA4SxRxhfAKii/Yl+awBAyMJ4lUCMIZQO1JBqeH+hCH8XyvYlqDdMfP9kMUQVrZP8zlVEdU2v5DbRKV639KJ2w/TvvS3enYgC8T2PCkkdHuP+/mOW4H4DAI60GO/ry1ZxHtm9SI8gHshiiF+wThJDRLFCeI2kGcYRIiIyi0MeWYM9FIiIiIiIiIiIiIiIKKqU7aFARKmL45YSEZFZjCFERBQPxhFKtFjH4Y91e/1Tzfr8UdfHdriUM5BzKiRbps2pEOtnqb+2QwPwyD97KFiDDQpEFLOQauGP+EyugYmIMhBjCBERxYNxhIiIzOKkzNbgkEdERERERERERERERBQVeygQUczUr/5ZtS8iIsocjCFERBQPxhEiIjKLQx5ZI2UbFNQgoAYjPxnVF4p9ZzbBKF42yScfFOSRHd8n6PDhEI8iph4PGK9o6xUfJyQu97mXG+8v690cYZ7jSpf4WBbKUwsM05UzThPmUT78H+MVPsF5A4CuHuEq9bjPeEWPX5yn1/hY0msxYPwZqQFJngyuiIgSQfX5odoN6mXRIKeiWAFAcQi+u8GguAABwTpROgD0GNdRiuO4OI+o3JJ6UvWIw/+Px39umP7im+IiJNucsUeE6xRBDFa/6BDn8YjjiJAkNquizzwoiyOi60eSR1QGSdmISCCgAvYY7kVkXzO7cT2khMTfZ+HuZHWAX1BvyAb3lsQ+EVVSp4yZZvybOmdbnjBPl9IdcxlEFNiF64aqxmWwlbnEO9y91zhdFv+7Jfdxx43Xqb3iexH4jI+lSmOIiXggyiP7i4GJW3Oi/lKUk9VXov9oF+scCFaLdU6FaJL9fmIle3uD7VdsrB9NtPefZh91VJKfRpRiUrZBgYhSlwrr7h8G2w8EIiKSYwwhIqJ4MI4QEZFZ7KFgDTYoEFHMQrBwIjT+jCciyiiMIUREFA/GESIiMouTMluDkzITEREREREREREREVFU7KFARDFTVQsnQsvkPmJERBmIMYSIiOLBOJIZrByWRC/eOQZSfY6CaOct1ct/qmjzSyRboouTYm/Xcvr3p790E/H+OeSRNdhDgYiIiIiIiIiIiIiIomIPBSKKGcctJSIisxhDiIgoHowjRERklgoLeyhYs5u0lLINCmoQUAMG6QZpAKCGxPtSbLF/xKogjyLp06H6TVxKIeM8ovcJAMHj4uN0H3Yapj8y/jRhnjs/yDZM/9J2RFwIgeLQ6cJ1T11y3DDd/+anwjz2Io9huuKWXLqCcwoAakBwofiDkjyC/fnEF53wOJJLRBWVW3JtJwt/xFNa6AkYV9o2QcdJUToA1S+olO12YR7FIchzXBJIHIJ1krIJ40i3T5hF/bJHuC6v0Djf3aPLhHnu/WSfcJ2VbjvjbMP0IVkHhXmCXxp/DoqrU3ygLEmMEX1GZpiJV2Z+/UqOI12XIIwhlA5CPiBkUPXaTNxXCOtpSRZF9N2UxQOb+PesiOgeSlgHAQgdF6/raTEu368niOPl//feUMP0o8oXwjwKjPdXpBYK8zx2Sbthuv+dw8I8jmLj+yR4TN5GC86r6pN8dkFRHslNguj6Ed3XQHwvokjuS2X34InEOEJERGZxUmZrpGyDAhERERERERERUTxSbdx90pI9L6P/7KKNuT/Qoh2fl15seL7SB+dQIKKYqeHngqxZiIgoczCGEBFRPBhHUl9dXR1Gjx4Nj8eD8vJybNu2LdlFIiICcHJSZquWTMUGBSIiIiIiIiIiituzzz6L2tpaLFmyBDt27MDEiRNRVVWFw4fFw4sREVF6YYMCEcXM2meCMrhJl4goAzGGEBFRPBhHUttDDz2EuXPnYvbs2Rg/fjzq6+uRnZ2N1atXJ7toRERQ1RNTDVmxZHIPBc6hQEQx40RoRERkFmMIERHFg3Ekdfl8Pmzfvh0LFy4Mp9lsNlRWVqKpqSmJJUsv+j9SZvIcEKk2Z0I0GfxRpQ0rhypig0IKUgOAatB/IuSP/dNSgxYU6Cuyilw1cSWpAeP0UK/4QL5O8cfW1p5lmN4btAvz/HvRcMP0j9pPE+axC4o3sVBc7o4e4/Epuz7pEubJ9h03TLfliDvXKC4THW8kQ2eqAcFKycetBgQrQxbXNhzyk0hI9QWh2vsfABSbpIIXrbOJ968K85j4mSmrOwR1lNrlF2dp6RWv6zGOMcUecZ4bh401TH/7qDhPT8g4AE45LUeYZ4TbZ5juD4hjnO+YYIVNXDZ7ruS6EcQYxWHx7YOJ+l01E2OsjktEg4QaBNRg5PdD9NvdciFB3W6mf7n0d65xHRDqFdcNgQ5xfdfV6jJM94fEBf/3043r/Q9axfHALtjdhKHich/3G99XHD8gzIKsgPF9ii1XfD+muMQxSURaf4vWie43ZPuTHUewShYlMvkPKWTs6NGjCAaDKCoq0qQXFRVhz549hnl6e3vR23vyd1l7e3tCy0hERPFL2QYFIkpdoa/+WbUvIiLKHIwhREQUD8aRwWX58uX45S9/mexiEFGGUGFdT5dMbldngwIRxUxVVKiKNT++1YyugomIMg9jCBERxYNxJHUNGzYMdrsdLS0tmvSWlhYUFxcb5lm4cCFqa2vDr9va2jBq1Cj4/cY9U82wesigWPcX7+GTXf5E0/d2kvV+SvVvbIqd2kGjrz4wMzKMnqoqUFVrPimr9pOO2KBARERERERERERxcblcmDx5MhobGzFjxgwAQCgUQmNjI2pqagzzuN1uuN3u8Ou+IY9efXFtootLRGmmo6MD+fn5yS4GgQ0KRGSCauFEaHwqiIgoszCGEBFRPBhHUlttbS1mzZqFKVOmYOrUqVi1ahW6urowe/bsfuUvKSnBgQMHoKoqRo0ahQMHDiAvLy/BpR5c2tvbUVpaynNnEs9ffBJx/lRVRUdHB0pKSizYV3pMynzs2DEsWLAAL7zwAmw2G2bOnIlHHnkEQ4YMEW6/ZMkSvPLKK9i/fz+GDx+OGTNmYNmyZZpGGMWgi9If//hH3HjjjTGVjw0KREREREREREQUtxtuuAFHjhzB4sWL4fV6MWnSJDQ0NERM1Cxis9lwxhlnhHsq5OXl8Y+6JvHcxYfnLz5Wn79M65lw00034dChQ9i0aRP8fj9mz56NefPmYf369YbbHzx4EAcPHsTKlSsxfvx4fPrpp/jRj36EgwcP4k9/+pNm2zVr1qC6ujr8eujQoTGXjw0KRBSzEEJQOBEaERGZwBhCRETxYBxJfTU1NcIhjoiIkikdJmXevXs3Ghoa8Pbbb2PKlCkAgMceewxXX301Vq5cadhT4/zzz8ef//zn8Ouzzz4bv/rVr/D9738fgUAADsfJJoChQ4cK57Xpr5RtUFCDgBqM7IahBgQf1wD9DpBdLKqgDLIuMCGf8QQeQZ9NmKe3xy5c5w8a53Pbg8I8ZTkBw/R8p/g4dsX4TY30+IV5RBP/9B4XX4bOVuOJmBwB8ftRXOKLQXGYmDAlFHsVIboWrL5OhcdJsBOdjK2aCI0/4ilBfEHAJq4r9FRxtStmM1GnyPKI6htJPaT2GL/HUJf4vQc6xPsLBIxPRLbDOFYAwFmCOOK0uQ3TAcAXMl53epa4TshzGscY2WRYgR7j92OXnB9A/F5tHuP9qXZxGRQz18kAUU3EuLiPyRhCaUANAqpBVaAKfgObigey75+Fl7bw/glASPDTPdQrfj/+bsm9iN94ndsufkOl2caFyLKL7xEcgs+hSHIvIrp/kb0fx5fG+3OExHFCcUnuUySxIlZq0ET9beK6kpVYDSQnviU7jtTV1eHBBx+E1+vFxIkT8dhjj2Hq1KnC7Z977jksWrQIn3zyCcaOHYsVK1bg6quvPlkGVcWSJUvw5JNPorW1FZdddhkef/xxjB071tR7IiIisZAKiH7OmdkXcHLulz76uWFi1dTUhKFDh4YbEwCgsrISNpsNW7duxXe+851+7aetrQ15eXmaxgQAmD9/Pn74wx/irLPOwo9+9CPMnj3bcCgkGTN/PiEiIiIiIiIiyijPPvssamtrsWTJEuzYsQMTJ05EVVUVDh8+bLj9m2++ie9973uYM2cO3n33XcyYMQMzZszArl27wts88MADePTRR1FfX4+tW7ciJycHVVVV6OnpGai3lZLcbjeWLFkS1x/lMhXPXXx4/uKTieevtLQU+fn54WX58uVx7c/r9WLEiBGaNIfDgcLCQni93n7t4+jRo1i2bBnmzZunSV+6dCn+67/+C5s2bcLMmTPx4x//GI899ljMZUzZHgpElLpCSgiKwm7GREQUO8YQIiKKRzLjyEMPPYS5c+eGJxiur6/HSy+9hNWrV+Ouu+6K2P6RRx5BdXU1fv7znwMAli1bhk2bNuE3v/kN6uvroaoqVq1ahbvvvhvXXnstAODpp59GUVERnn/++ZgnyRxM3G437rnnnmQXIy3x3MWH5y8+qX7+EjEps34CalFjyl133YUVK1ZI97l79+64y9Xe3o5rrrkG48ePj/gsFi1aFP7/Cy+8EF1dXXjwwQfxk5/8JKZjsIcCEREREREREWWs9vZ2zdLb2xuxjc/nw/bt21FZWRlOs9lsqKysRFNTk+F+m5qaNNsDQFVVVXj7ffv2wev1arbJz89HeXm5cJ9ERJRa+iag7ltEDQo/+9nPsHv3buly1llnobi4OKLnWyAQwLFjx6LOfdDR0YHq6mrk5uZi48aNcDqd0u3Ly8vx2WefGcY9GfZQIKKYcSI0IiIyizGEiIjikYg4UlpaqklfsmRJxFOdR48eRTAYRFFRkSa9qKgIe/bsMdy/1+s13L5vyIq+/8q2ISIi6yRzUubhw4dj+PDhUberqKhAa2srtm/fjsmTJwMAXnvtNYRCIZSXlwvztbe3o6qqCm63G3/729/g8XiiHmvnzp0oKCiIeYiqmHsovPHGG/j2t7+NkpISKIqC559/XrNeVVUsXrwYI0eORFZWFiorK/HRRx/FehgiSmEhi/9R5mAMIaJUiCF1dXUYPXo0PB4PysvLsW3bNun2zz33HMaNGwePx4MLLrgAf//73zXrWXcNDMYQIgISE0cOHDiAtra28LJw4cIkv0siIkqEkGrtkgjnnnsuqqurMXfuXGzbtg3//Oc/UVNTgxtvvBElJSUAgM8//xzjxo0L38e0t7dj+vTp6Orqwu9//3u0t7fD6/XC6/UiGAwCAF544QU89dRT2LVrF/bu3YvHH38c9913HxYsWBBzGWPuodDV1YWJEyfiBz/4Aa677rqI9X0TCq1btw5lZWVYtGgRqqqq8OGHH/arZaRPKACEDJo7FLvx9laNf3WyALHNbg0AquCeNhQU7ysUNE4P+sVtPaGgeJ1NMFV5jiMgzFPk8Rmm5zvFxxG9o1ynX5jHIyhDSHKu/T2CdTbxB24PitcpdsE6W+yfd8JqjpjKkOwCEMVmoGIIAKg9QagwqGQHarA/Ub0iqzsE32k1IP6yq37j/QW7xHmCvbHXeTmS+r0ky7h7pMcuKYNqXIZ8pzheiWKMzSY+jigGhyTnQHHIPiPjYyku8f5UE9ecYiYumaCmQiwbYH0TatbX16O8vByrVq1CVVUVmpubIyY/A05OqLl8+XJ861vfwvr16zFjxgzs2LED559/PgBr6y4SG9AYEjD+7gq/z2ZuRiS/41TR/kz89hPdowDiujAgqSODgdjrpyyHOIYMdxuf1By74EYJ4nuefJf4OC7BvUhQci8iipdKl/jztonDmDC+KCbihOxzFe1PlscMq/eXTH3DVMgMGzYMdrsdLS0tmvSWlhbhEBTFxcXS7fv+29LSgpEjR2q2mTRpUqxvY9Coq6vDgw8+CK/Xi4kTJ+Kxxx7D1KlTk12slLN8+XL85S9/wZ49e5CVlYVLL70UK1aswDnnnBPepqenBz/72c+wYcMG9Pb2oqqqCr/97W8jesVkuvvvvx8LFy7ET3/6U6xatQoAz100n3/+Oe6880784x//QHd3N8aMGYM1a9ZgypQpAE78llmyZAmefPJJtLa24rLLLsPjjz+OsWPHJrnk6eGZZ55BTU0Npk2bBpvNhpkzZ+LRRx8Nr/f7/WhubkZ3dzcAYMeOHdi6dSsAYMyYMZp97du3D6NHj4bT6URdXR1uv/12qKqKMWPGhOcGilXMP12uuuoq3HvvvfjOd74TsU4/odCECRPw9NNP4+DBgxFPEBFR+lIRsnShzMEYQkTJjiGnTqg5fvx41NfXIzs7G6tXrzbc/tQJNc8991wsW7YMF110EX7zm9+ceD+suwYMYwgRAcmLIy6XC5MnT0ZjY2M4LRQKobGxERUVFYZ5KioqNNsDwKZNm8Lbl5WVobi4WLNNe3s7tm7dKtznYNfX8L9kyRLs2LEDEydORFVVVcR44gRs2bIF8+fPx1tvvYVNmzbB7/eHn1Duc/vtt+OFF17Ac889hy1btuDgwYOGjfKZ7O2338YTTzyBCRMmaNJ57sS+/PJLXHbZZXA6nfjHP/6BDz/8EL/+9a9RUFAQ3qbvQY/6+nps3boVOTk5qKqqQk9PTxJLfnJSZquWRCksLMT69evR0dGBtrY2rF69GkOGDAmvHz16NFRVxRVXXAEAuOKKK6CqquEyevRoAEB1dTXeffdddHR0oLOzEzt37sT//b//FzZb7E82WPqcJicUIiIisxhDiMis/kymCXBCzcGMnwMRDYTa2lo8+eSTWLduHXbv3o1bb70VXV1dmD17NgDg5ptv1gyX9NOf/hQNDQ349a9/jT179uCee+7BO++8g5qaGgCAoii47bbbcO+99+Jvf/sb3n//fdx8880oKSnBjBkzkvEWky7Whv9M1tDQgFtuuQXnnXceJk6ciLVr12L//v3Yvn07AKCtrQ2///3v8dBDD+HKK6/E5MmTsWbNGrz55pt46623klz61NDZ2YmbbroJTz75pOaP4Tx3citWrEBpaSnWrFmDqVOnoqysDNOnT8fZZ58NgA96ZAJLGxTMTCjU29sbcRNIRKkthKClixkc/3rwMTspHeMIUXpJRAwpLS1Ffn5+eFm+fLnhsWUTaorqGU6omR4YQ4gyRzLvRW644QasXLkSixcvxqRJk7Bz5040NDSE6579+/fj0KFD4e0vvfRSrF+/Hr/73e8wceJE/OlPf8Lzzz8fHjIPAO644w4sWLAA8+bNw8UXX4zOzk40NDRk5JB5Zhr+6aS2tjYAJ55sBoDt27fD7/drzue4ceMwatQons+vzJ8/H9dcc03EwyM8d3J/+9vfMGXKFFx//fUYMWIELrzwQjz55JPh9an8oMeJSZkVi5bMNVAjSQstX75ccwNYWlqa7CIRURQqVAu7GcdeBcfaDbZv/Os5c+bg3XffxYwZMzBjxgzs2rUrvE2qdsej6BhHiNJLImIIJ9MksxhDiNJPsu9Fampq8Omnn6K3txdbt25FeXl5eN3mzZuxdu1azfbXX389mpub0dvbi127duHqq6/WrFcUBUuXLoXX60VPTw9effVVfO1rXzN1btKdmYZ/OiEUCuG2227DZZddFm6w8nq9cLlcGDp0qGZbns8TNmzYgB07dhg+iMJzJ/evf/0rPB/Cyy+/jFtvvRU/+clPsG7dOgCp/cBNOkzKnA4sbVA4dUKhU8kmKVq4cKHmBvDAgQNWFomIBiGOfz04mYkhAOMIEZ2cTLNvcbvdhtslekLN/u6TrMcYQkREmWz+/PnYtWsXNmzYkOyipIUDBw7gpz/9KZ555pmM7A0Ur1AohIsuugj33XcfLrzwQsybNw9z585FfX19sotGA8TSBgUzEwq53e6Im0AiSm0hJWTpAnD8azI/KR3jCFF6SUQM6S9OqDl4MYYQZY5kxhFKLDMN/3Si18yLL76I119/HWeccUY4vbi4GD6fD62trZrteT5PDGl0+PBhXHTRRXA4HHA4HNiyZQseffRROBwOFBUV8dxJjBw5EuPHj9eknXvuudi/fz+A1H7gJl0mZU51jlgzdHZ2Yu/eveHX+/btw86dO1FYWIhRo0aFJxQaO3YsysrKsGjRIlMTCqmqAlVVItMFQxyqJn4HmMpjUKZo+5NdYCG/cZtOMCQ+jozdZnwwjyMgzGNTjPP4Q+L2JpugeG7JcVyO2MfKVwPGZQj5ZN9a8TqbXbQi9lpAMdEcJ7vmzOwvZG76gZSkH2JgyZIluOeeeyK2k3WD3bNnj+G+Of516hioGAIAaiAE1R9DRW+u2pUUwEQWUZ/JgHhnIZ9gX4J0QB7LbHbjY2W7/cI8hapxBeaxiyspVXDCPXZxHMl2GZfBYY89oIfEh4FNcu5Cgg9W9vcIYf0uq/dNxCXqn9raWsyaNQtTpkzB1KlTsWrVqogJNU8//fRw9/ef/vSn+OY3v4lf//rXuOaaa7Bhwwa88847+N3vfgdAO6GmFXUXiQ1oDAkCatDgXkRQHyuSuyrhPYKkHrLyd6b0XkRQBqP33h82Qd3ldorf7FBBeo4kj0iWUxyr3E7jmCS6FwKAkOA8hPzm7kUUQVhUZKdbdOMlG2fBYZzHzP2vIolHst8TRGac2vDfV3f3Nfz3TWRNJ6mqigULFmDjxo3YvHkzysrKNOsnT54Mp9OJxsZGzJw5EwDQ3NyM/fv3Z/xDD9OmTcP777+vSZs9ezbGjRuHO++8E6WlpTx3Epdddhmam5s1af/zP/+DM888E4D2QY9JkyYBOPmgx6233jrQxaUEiLlB4Z133sG//du/hV/X1tYCAGbNmoW1a9fijjvuQFdXF+bNm4fW1lZcfvnlGTuhENFgFUIQikUdnPomQjtw4IDmqUDRcBWU3hhDiCgRMSQWN9xwA44cOYLFixfD6/Vi0qRJERNq2mwny9c3oebdd9+NX/ziFxg7dqzhhJqsuxKPMYSIgOTHEUqsaA3/dNL8+fOxfv16/PWvf0Vubm74Ybj8/HxkZWUhPz8fc+bMQW1tLQoLC5GXl4cFCxagoqICl1xySZJLn1y5ubma33IAkJOTg9NOOy2cznMndvvtt+PSSy/Ffffdh//4j//Atm3b8Lvf/S4tHrhRLZz7gD0UYnDFFVdAlZyxvgmFli5dGlfBiCiVnZjEzKp9Aej3MAOJHv965MiRmm36WtPJGowhRJSIGBKrmpoa4ZOOmzdvjki7/vrrcf311wv3x7prYDCGENEJyY8jlDjRGv7ppMcffxzAifh4qjVr1uCWW24BADz88MOw2WyYOXMment7UVVVhd/+9rcDXNL0xHMndvHFF2Pjxo1YuHAhli5dirKyMqxatQo33XRTeJtUfdBDhanBBIT7ylQxNygQESWTmW6wfeNf33bbbeE00fjX7I5HRERERESUPLKGfzpJ1sjex+PxoK6uDnV1dQNQovSmf6iE507uW9/6Fr71rW8J1/NBj8GNDQpEFLOQGoRVc7qHRBOjSHD8ayKi9JXsGEJEROmNcYSIiMwKWdhFwaqhk9IRGxSIKO1w/GsiIiIiIiIiIqKBl7INCmroxKIXCgi2VxXLj298HEmmkHEZVEF6tHVmOOzGT1i4neI8dpvxm3JLzqlNMc4jOj4AOB3G6xTBvgDx+Q4GTJ430RUvOAcAoAgOZXlDpJmHbCy+fvpLtXDcUrP74fjXFI3qC0FVDK4vm4nvjYWPHojiy4njCPIEJPWkoNoNmXzgThgTnIIALOF2iPOI4rYsjrgEccTpFOcR1uGSGBcKis+3TfiWJNeI6DOXXItWxhhFEl+k12OCpEIMIYpGdC8i/M5Iqkgz9xXCh6al9xWxpQNAKBj7/YuMQ1BPy+8rjNPdauxxRxQnAHHZRHFCRpXci6iSexthnJfU04rkPkVYBgtniZS912RhHCEiIrNUVbHsb8hW/y06naRsgwIRpS4VQagWdTNWwW7GRESZhDGEiIjiwThCRERmWdmMnMlN0tZEYSIiIiIiIiIiIiIiGtTYQ4GIYhZCCFa1xYYyuk2XiCjzMIYQEVE8GEeIiMgsTspsDfZQICIiIiIiIiIiIiKiqNhDgYhipkK1cCK0DG7SJSLKQIwhREQUD8YRIiIyiz0UrMEGBSKKmaoGocKa2exVlROhERFlEsYQIiKKB+MIERGZxQYFa6Rsg4Kqnlgi041/OKiSBxSM9mNaSPzDRRWss/T4AGx28Zu1Cc6PyyH+oeQQ7E90rgFAUYzflN0mfrN2m/FxbHYTJ0jyOYSkvwmNj6XYJD9IB2hgMNXEhSK77okynRoAVLvhmoE5vpnvp+AXiexeVw2I9mXuRltUJztc4kIogrrfKYk9ohgjihUnyma8zuEQ5xGVTUoW6wMm9ieKI0HJvqyMPaZ+I1nzhxqidKWGjOtxNSj6vW/id1zA2u+ZKO7IftOLii2rOxVFvD9RDHFCFKzE9xVmOCRxR1Q22XsVnR/pvafgGjmxP0EZZL8ZzMQDC2OIKvl8RPe/RERENLilbIMCEaUuToRGRERmMYYQEVE8GEeIiMisEBRY9fBUKIMfwuKkzEREREREREREREREFBV7KBBRzFRYOG4pOG4pEVEmYQwhIqJ4MI4QEZFZIcC6ORSs2U1aYoMCEcVMVUNQLao6VU4EQUSUURhDiIgoHowjRERklqpaN5my1XPmphMOeURERERERERERERERFGlbg8FVQFCkd0YQ2b6pRjsJ+rhzeQRFE22LzOtWYqkaHa78RMWNkmmkBr7e7UpxgVXbOI3ZBOsE+3LLNk5DQWN36usCIpVTZcAFFkTnuA6keZJEk6ERulADQCqPbGPDJh6IsHEJa8GJOtM7E+RVHqKw3iHTsn+NkKKugAAGs1JREFU7IL6PRiKvXCymCAKZTbJ56wI1snOgYzwM5d8RsLHN6QxoX/lOZUoXqTagzOMIZQOVFWBavAbWRX8LlQkw6+I6mmrH4w2Km8ijiP7vW8XpJup280Q3QsB4lghiyEionMNAKGA5H7IIfiMJOdUNTEij5W3D7LjJ+s+hXGEiIjMCsKqKZlT7z5rIKXgnyqJiIiIiIiIiIiIiCjVpG4PBSJKWapq4URoZh67IiKitMUYQkRE8WAcISIis4KqfJSSWGTyHApsUCCimKlQrZsILaM7iRERZR7GECIiigfjCBERmRVgg4IlOOQRERERERERERERERFFxR4KRBQzVQ1Z2M2YE6EREWUSxhAiIooH4wgREZkVhALFqhhi2fTO6Yc9FIiIiIiIiIiIiIiIKKr066EQir31RzWRR7ivARofyyYZ0CskaQYSrVIl+7OyVUmRnGrFZlwGWR4R2Wcq250qKINsCE5Ri6Ni4sTJ5vxSBJ9Raj40E7RwtFFOhEaJoQbl37mEH9/Md1eQR7Yvq+OSzW6cHpJUlHabcT1pszD+ApI4YhefBFN1teR8i/Yn/RwE+7P6eZbUjBdGGEMofYm+Z2a+f6pqbS0wUHWA9Le7qJ6W7s+6govixInjmNifxRW16DOy6knJPiELa1lZGBXdvyQe4wgREZnDORSskX4NCkSUdCe6BrObMRERxY4xhIiI4sE4QkREpqkWNgRkcIMChzwiIiIiIiIiIiIiIqKo2EOBiGLGp4KIiMgsxhAiIooH4wgREZmnwrquBZnbRYE9FIiIiIiIiIiIiIiIKCr2UCCimIUQsmzyOFU2IzYREQ06jCFERBQPxhEiIjKNHRQskbINCmpIgRqyqhujJbuJfhwT5VUEWWRltkmmIw8J+pxYcyajk5UtJQg+I9VmotwW//ZUBZ+SkoL9iNjNmNKBqgIJv7ysrgcE+7M6jknrlZDxwWx28XdeFdT9in1gYoLs/SiispmtW0WxXhJHhJ9fhlZ/jCGUzlR1YH5VW3lpm4ohkjpNegbM3A9ZGCsUM7/pzeSRkF4jghhrNav+2A6IYzyQvPsUxhEiIjKPLQpWSME/VRIRERERERERERERUapJ2R4KRJS6VDWYkvsiIqLUxxhCRETxYBwhIiLTrBzKYKCGxElBbFAgopipUGHVWB1qBncRIyLKRIwhREQUD8YRIiIyTVWtawjI4AYFDnlERERERERERERERERRsYcCEcXMysnLOBEaEVFmYQwhIqJ4MI4QEZF5IVjVy826/aQf9lAgIiIiIiIiIiIiIqKo0q5BoW+oq1gWS48fUoRLKrApalIXGUURLDZVuJhh6jMKKeJFdBwT16KZ61QNxb4kmqqGLF2IEiI0AIvEgH13Y6y7olFsgkVRhYvNbrwI92VyER5HUrYBM0BxZDBgDKF0YGWdkoq/5RJF9rt+IBaYWIT3KAN4e2f1tWDmmhMuQUW4iOJ1ojGOEBGRaZYGycTFkGPHjuGmm25CXl4ehg4dijlz5qCzs1Oa54orroCiKJrlRz/6kWab/fv345prrkF2djZGjBiBn//85wgEAjGXj0MeEVHMVAu7dVm5LyIiSn2MIUREFA/GESIiMs3KhoAENijcdNNNOHToEDZt2gS/34/Zs2dj3rx5WL9+vTTf3LlzsXTp0vDr7Ozs8P8Hg0Fcc801KC4uxptvvolDhw7h5ptvhtPpxH333RdT+dKuhwIRERERERERUSqL9enSY8eOYcGCBTjnnHOQlZWFUaNG4Sc/+Qna2to02+mfPlUUBRs2bEj02yEiogGye/duNDQ04KmnnkJ5eTkuv/xyPPbYY9iwYQMOHjwozZudnY3i4uLwkpeXF173yiuv4MMPP8Qf/vAHTJo0CVdddRWWLVuGuro6+Hy+mMrIBgUiihm7GRMRkVmMIUREFI90iSM33XQTPvjgA2zatAkvvvgi3njjDcybN0+4/cGDB3Hw4EGsXLkSu3btwtq1a9HQ0IA5c+ZEbLtmzRocOnQovMyYMSNh74OIaHAZwHGQTWpqasLQoUMxZcqUcFplZSVsNhu2bt0qzfvMM89g2LBhOP/887Fw4UJ0d3dr9nvBBRegqKgonFZVVYX29nZ88MEHMZWRQx4REREREREREVmk7+nSt99+O/wHocceewxXX301Vq5ciZKSkog8559/Pv785z+HX5999tn41a9+he9///sIBAJwOE7++Wbo0KEoLi5O/BshIqKo2tvbNa/dbjfcbrfp/Xm9XowYMUKT5nA4UFhYCK/XK8z3v//3/8aZZ56JkpISvPfee7jzzjvR3NyMv/zlL+H9ntqYACD8WrZfI+yhQEQxS5engoiIKPUwhhARUTwSEUfa29s1S29vb1xljOfp0lO1tbUhLy9P05gAAPPnz8ewYcMwdepUrF69GqpqbtJ4IqKMYzSxcjwLgNLSUuTn54eX5cuXGx76rrvuMhy27tRlz549pt/avHnzUFVVhQsuuAA33XQTnn76aWzcuBEff/yx6X2KpG4PBRVIdExUQ0piDxAHRVK0VPitICvfoGPmOrHF/iGlwufaf1b+AYd/DKLUN1B/s0zlekCRPIIgOj+Kkvw3JCv3gBHFkUEfK0QYQyj1qaoCVY387qZyG9aA1Q+yumug7q9M1J9Wkl0H0nhpcE0B8nhp5pqzMvaZfa+JZX0cKS0t1aQuWbIE99xzj+m9mn269FRHjx7FsmXLIoZJWrp0Ka688kpkZ2fjlVdewY9//GN0dnbiJz/5ienyEhFlDNXCPzh/tZ8DBw5o5ioQ9U742c9+hltuuUW6y7POOgvFxcU4fPiwJj0QCODYsWMx9U4rLy8HAOzduxdnn302iouLsW3bNs02LS0tABBzr7fUbVAgIiIiIiIiIkqw/v4x6K677sKKFSuk+9q9e3fc5Wlvb8c111yD8ePHRzRsLFq0KPz/F154Ibq6uvDggw+yQYGIKEny8vI0MURk+PDhGD58eNTtKioq0Nraiu3bt2Py5MkAgNdeew2hUCjcSNAfO3fuBACMHDkyvN9f/epXOHz4cLjRe9OmTcjLy8P48eP7vV+ADQpEZIKVQ0xwuAoioszCGEJERPFIRBzp7x+DBuLp0o6ODlRXVyM3NxcbN26E0+mUbl9eXo5ly5aht7c3rjG7iYgyg5WTKSfmXuTcc89FdXU15s6di/r6evj9ftTU1ODGG28Mz8Hz+eefY9q0aXj66acxdepUfPzxx1i/fj2uvvpqnHbaaXjvvfdw++234xvf+AYmTJgAAJg+fTrGjx+P//N//g8eeOABeL1e3H333Zg/f37M8YMNCkREREREREREUST66dL29nZUVVXB7Xbjb3/7GzweT9Rj7dy5EwUFBWxMICIaRJ555hnU1NRg2rRpsNlsmDlzJh599NHwer/fj+bmZnR3dwMAXC4XXn31VaxatQpdXV0oLS3FzJkzcffdd4fz2O12vPjii7j11ltRUVGBnJwczJo1C0uXLo25fGxQIKKYqRa2wlq5LyIiSn3pFEOOHTuGBQsW4IUXXgj/kH/kkUcwZMgQ4fZLlizBK6+8gv3792P48OGYMWMGli1bhvz8/PB2isFkVH/84x9x4403Juy9EBENFukQR8w8Xdre3o7p06eju7sbf/jDH8ITRAMnGjLsdjteeOEFtLS04JJLLoHH48GmTZtw33334T//8z8T8j6IiAadUyZTtmRfCVJYWIj169cL148ePRrqKXNBlJaWYsuWLVH3e+aZZ+Lvf/973OVjgwIRxexEpWVNxakOjhlGiYion9Iphtx00004dOgQNm3aBL/fj9mzZ2PevHnCH/cHDx7EwYMHsXLlSowfPx6ffvopfvSjH+HgwYP405/+pNl2zZo1qK6uDr8eOnRoIt8KEdGgkS5xJNanS3fs2IGtW7cCAMaMGaPZ1759+zB69Gg4nU7U1dXh9ttvh6qqGDNmDB566CHMnTs3Ye+DiGhQUVULGxQy9+9ZbFAgokGLT5YSEZFZu3fvRkNDA95++21MmTIFAPDYY4/h6quvxsqVK8NPmJ7q/PPPx5///Ofw67PPPhu/+tWv8P3vfx+BQAAOx8mf3kOHDo06jjYREaWvWJ8uveKKK6I2cFRXV2sao4mIiJLBluwCiKghxXAhQFHESzoeZyDxurJK0OIlMW666SZ88MEH2LRpE1588UW88cYbmDdvnnD7U58s3bVrF9auXYuGhgbMmTMnYts1a9bg0KFD4WXGjBkJex9EJKfYxAulovSIIU1NTRg6dGi4MQEAKisrYbPZwk+Q9kdbWxvy8vI0jQkAMH/+fAwbNgxTp07F6tWr2WMvxfT1htcvqSwlfrfb1IFZkixd447oujZ7bYcCxkvipUccISKiVBSyeMlM7KFARIMSnywlIsocfWNM93G73XFPTun1ejFixAhNmsPhQGFhIbxeb7/2cfToUSxbtiyiMXvp0qW48sorkZ2djVdeeQU//vGP0dnZiZ/85CdxlZmIiIiIiCjRUvwZCiJKRaoasnRJBD5ZSkSUmhIRQ0pLS5Gfnx9eli9fLjz+XXfdBUVRpMuePXvifp/t7e245pprMH78eNxzzz2adYsWLcJll12GCy+8EHfeeSfuuOMOPPjgg3Efk4goE6TDvQgREaUoVbV2yVDsoUBEJoQAWNWH/kQFbPXTpXyylIgoVVkfQw4cOIC8vLxwqix+/OxnP8Mtt9wi3etZZ52F4uJiHD58WJMeCARw7NixqD3UOjo6UF1djdzcXGzcuBFOp1O6fXl5OZYtW4be3t64e1YQEQ1+1scRIiLKEFaOY5nBjdJsUCCilFBaWqp5vWTJkognOoETT5auWLFCuq/du3fHXZ5oT5b2ufDCC9HV1YUHH3yQDQpEREmSl5enaVCQGT58OIYPHx51u4qKCrS2tmL79u2YPHkyAOC1115DKBRCeXm5MF97ezuqqqrgdrvxt7/9DR6PJ+qxdu7ciYKCAjYmEBERERFRymODAhHFTrXwqSA1tqdL+WQpEVGaS0AMSYRzzz0X1dXVmDt3Lurr6+H3+1FTU4Mbb7wxPA/P559/jmnTpuHpp5/G1KlT0d7ejunTp6O7uxt/+MMf0N7eHu6BN3z4cNjtdrzwwgtoaWnBJZdcAo/Hg02bNuG+++7Df/7nfybsvRARDSppEkeIiCgFsYeCJRI2h0JdXR1Gjx4Nj8eD8vJybNu2zZL9qiHFsoVOUBTjhWgg9T1d2reI/jA/fPhwjBs3Trq4XC7Nk6V9+vtk6fTp0+FyufhkaRIlKobI9P2uMFoGG8UmXqzcH1G6e+aZZzBu3DhMmzYNV199NS6//HL87ne/C6/3+/1obm5Gd3c3AGDHjh3YunUr3n//fYwZMwYjR44MLwcOHAAAOJ1O1NXVoaKiApMmTcITTzyBhx56CEuWLEnKexyMkhFDKPXxnsf6+E9ERESZKSE9FJ599lnU1taivr4e5eXlWLVqFaqqqtDc3BwxpjkRpR/VwrFGrdzXqfhkafpiDCEa3NIhhvQpLCzE+vXrhetHjx4N9ZSnW6+44grNayPV1dWorq62rIykxRhCNPilUxwhIqJUo8K6+XMyN4Yk5FmEhx56CHPnzsXs2bMxfvx41NfXIzs7G6tXr07E4YhowIUsXhKDT5amJ8YQosEuPWIIpSfGEKJMwDhCRERmSYYmiHXJ4BhieQ8Fn8+H7du3Y+HCheE0m82GyspKNDU1RWzf29uL3t7e8Ou+p4GJiOLFJ0vTT6wxBGAcISKiExhDiIiIiIgSz/IeCkePHkUwGERRUZEmvaioCF6vN2L75cuXIz8/P7yUlpZaXSQispx6YgIzK5YM7iJGkWKNIQDjCFH6YQyhxGAMIcoUjCNERGSSVb0TBuuEi/2U9OmXFi5ciLa2tvDSN6wIERFRfzCOEBGRWYwhRERERESxsXzIo2HDhsFut6OlpUWT3tLSguLi4ojt3W433G53+HXfcCMdfr/VRcsIUUZrMaQo1pcjpuPbzBQ6Bcog3WFyn3QJqsbfn9BX6dGG9YlO5QRmlBCxxhBAEkd8scWRVHi4wNRX0+JyW3keBuqcKgP4eISlx0r6Yx1iQYNrMcgYQinO0hgyiO5F4v7KDhJW3vNYHXcUi+8dBiouiuK8cQzxnchjyQXJOEJERCYF/db9OAoFrNlPGrK8QcHlcmHy5MlobGzEjBkzAAChUAiNjY2oqamJmr+jowMAMPHF56wuGhF9paOjA/n5+THnc7lcKC4uFg4bYFZxcTFcLpel+6T0FG8MAU7Gka89vTFRxSTKaIwhlKqsjCHn//kviSomUUYzG0MAxhEiIjIvHEP2b7J0v5kaQxTVmkcENJ599lnMmjULTzzxBKZOnYpVq1bhv/7rv7Bnz56IMU31QqEQDh48iNzcXCiKgvb2dpSWluLAgQPIy8uzuqhpgeeA5wCw5hyoqoqOjg6UlJTAZjP36FJPTw98Pp+pvCIulwsej8fSfVL6iieGANo40tHRwbqD9SfPwVfiPQ+MIZQOGEOsxfrzBJ6H1IghAOMIERGZxxhiHct7KADADTfcgCNHjmDx4sXwer2YNGkSGhoa+vUj3maz4YwzzohIz8vLy9gfb314DngOgPjPgdkngvp4PJ6MrCxp4MQTQwBtHFG+Gt+AdQfPAcBz0Cee88AYQqmOMSQxeA5O4HlIbgwBGEeIiMg8xhDrJKRBAQBqamr63bWYiIjoVIwhRERkFmMIEREREVHipPB0gERERERERERERERElCpSvkHB7XZjyZIlcLvdyS5K0vAc8BwAPAdEZvB7w3MA8Bz04Xkgig2/MzwHfXgeeA6IiIjopIRMykxERERERERERERERINLyvdQICIiIiIiIiIiIiKi5GODAhERERERERERERERRcUGBSIiIiIiIiIiIiIiiooNCkREREREREREREREFFVKNyjU1dVh9OjR8Hg8KC8vx7Zt25JdpIR644038O1vfxslJSVQFAXPP/+8Zr2qqli8eDFGjhyJrKwsVFZW4qOPPkpOYRNg+fLluPjii5Gbm4sRI0ZgxowZaG5u1mzT09OD+fPn47TTTsOQIUMwc+ZMtLS0JKnEifH4449jwoQJyMvLQ15eHioqKvCPf/wjvD4TzgGRFRhDntesH+wxBGAcARhDiKyUSXGEMYQxBGAMISIiov5J2QaFZ599FrW1tViyZAl27NiBiRMnoqqqCocPH0520RKmq6sLEydORF1dneH6Bx54AI8++ijq6+uxdetW5OTkoKqqCj09PQNc0sTYsmUL5s+fj7feegubNm2C3+/H9OnT0dXVFd7m9ttvxwsvvIDnnnsOW7ZswcGDB3HdddclsdTWO+OMM3D//fdj+/bteOedd3DllVfi2muvxQcffAAgM84BUbwYQyIN9hgCMI4AjCFEVsm0OMIYwhgCMIYQERFRP6kpaurUqer8+fPDr4PBoFpSUqIuX748iaUaOADUjRs3hl+HQiG1uLhYffDBB8Npra2tqtvtVv/4xz8moYSJd/jwYRWAumXLFlVVT7xfp9OpPvfcc+Ftdu/erQJQm5qaklXMAVFQUKA+9dRTGX0OiGLBGMIYoqqMI30YQ4hil8lxhDHkBMaQExhDiIiISC8leyj4fD5s374dlZWV4TSbzYbKyko0NTUlsWTJs2/fPni9Xs05yc/PR3l5+aA9J21tbQCAwsJCAMD27dvh9/s152DcuHEYNWrUoD0HwWAQGzZsQFdXFyoqKjLyHBDFijEkUibGEIBxhDGEyBzGES3GEMYQxhAiIiI6lSPZBTBy9OhRBINBFBUVadKLioqwZ8+eJJUqubxeLwAYnpO+dYNJKBTCbbfdhssuuwznn38+gBPnwOVyYejQoZptB+M5eP/991FRUYGenh4MGTIEGzduxPjx47Fz586MOQdEZjGGRMq0GAJkdhxhDCGKD+OIFmMIYwhjCBEREZ0qJRsUiObPn49du3bhv//7v5NdlKQ455xzsHPnTrS1teFPf/oTZs2ahS1btiS7WEREaSOT4whjCBFRfBhDGEOIiIhILCWHPBo2bBjsdjtaWlo06S0tLSguLk5SqZKr731nwjmpqanBiy++iNdffx1nnHFGOL24uBg+nw+tra2a7QfjOXC5XBgzZgwmT56M5cuXY+LEiXjkkUcy6hwQmcUYEimTYgjAOMIYQhQfxhEtxpATMqUOZQwhIiKiaFKyQcHlcmHy5MlobGwMp4VCITQ2NqKioiKJJUuesrIyFBcXa85Je3s7tm7dOmjOiaqqqKmpwcaNG/Haa6+hrKxMs37y5MlwOp2ac9Dc3Iz9+/cPmnMgEgqF0Nvbm9HngKi/GEMiZUIMARhHRBhDiGLDOKLFGHJCptahjCFERESkl7JDHtXW1mLWrFmYMmUKpk6dilWrVqGrqwuzZ89OdtESprOzE3v37g2/3rdvH3bu3InCwkKMGjUKt912G+69916MHTsWZWVlWLRoEUpKSjBjxozkFdpC8+fPx/r16/HXv/4Vubm54bE48/PzkZWVhfz8fMyZMwe1tbUoLCxEXl4eFixYgIqKClxyySVJLr11Fi5ciKuuugqjRo1CR0cH1q9fj82bN+Pll1/OmHNAFC/GkMyLIQDjCMAYQmSVTIsjjCGMIQBjCBEREfWTmsIee+wxddSoUarL5VKnTp2qvvXWW8kuUkK9/vrrKoCIZdasWaqqqmooFFIXLVqkFhUVqW63W502bZra3Nyc3EJbyOi9A1DXrFkT3ub48ePqj3/8Y7WgoEDNzs5Wv/Od76iHDh1KXqET4Ac/+IF65plnqi6XSx0+fLg6bdo09ZVXXgmvz4RzQGQFxpDMiiGqyjiiqowhRFbKpDjCGMIYoqqMIURERNQ/iqqqasJbLYiIiIiIiIiIiIiIKK2l5BwKRERERERERERERESUWtigQEREREREREREREREUbFBgYiIiIiIiIiIiIiIomKDAhERERERERERERERRcUGBSIiIiIiIiIiIiIiiooNCkREREREREREREREFBUbFIiIiIiIiIiIiIiIKCo2KBARERERERERERERUVRsUCAiIiIiIiIiIiIioqjYoEBERERERERERERERFGxQYGIiIiIiIiIiIiIiKJigwIREREREREREREREUX1/wO+7pujznigbAAAAABJRU5ErkJggg==", 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", 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" ] @@ -1017,6 +1021,13 @@ "* Use the external github code to generate tougher test data, and run your trained NN on these cases. You'll see that a reduced training error not always directly correlates with an improved test performance.\n", "\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {