diff --git a/Billiards.html b/Billiards.html
index f892d4527..5df185c05 100644
--- a/Billiards.html
+++ b/Billiards.html
@@ -15300,7 +15300,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_1934/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+<pre>/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>
@@ -15580,7 +15580,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_1934/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+<pre>/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>
@@ -16556,7 +16556,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_1934/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+<pre>/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>
@@ -16651,7 +16651,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
 <pre>/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phiml/math/_functional.py:628: RuntimeWarning: Using torch for gradient computation because numpy does not support jacobian()
   warnings.warn(f&#34;Using {math.default_backend()} for gradient computation because {key.backend} does not support jacobian()&#34;, RuntimeWarning)
-/tmp/ipykernel_1934/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>
diff --git a/Cookbook.html b/Cookbook.html
index 03cac505b..350de951c 100644
--- a/Cookbook.html
+++ b/Cookbook.html
@@ -15157,13 +15157,13 @@ <h2 id="Import-for-NumPy,-TensorFlow,-Jax,-PyTorch">Import for NumPy, TensorFlow
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>2025-01-04 13:22:54.626367: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
+<pre>2025-01-04 13:37:07.306894: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
 WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
-E0000 00:00:1735996974.640854    2242 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
-E0000 00:00:1735996974.645259    2242 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
-2025-01-04 13:22:54.661523: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
+E0000 00:00:1735997827.321472    2176 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
+E0000 00:00:1735997827.325880    2176 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
+2025-01-04 13:37:07.341912: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
 To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
-2025-01-04 13:22:57.032044: E external/local_xla/xla/stream_executor/cuda/cuda_driver.cc:152] failed call to cuInit: INTERNAL: CUDA error: Failed call to cuInit: UNKNOWN ERROR (303)
+2025-01-04 13:37:09.713150: E external/local_xla/xla/stream_executor/cuda/cuda_driver.cc:152] failed call to cuInit: INTERNAL: CUDA error: Failed call to cuInit: UNKNOWN ERROR (303)
 </pre>
 </div>
 </div>
@@ -15351,7 +15351,7 @@ <h2 id="Sample-Random-Values">Sample Random Values<a class="anchor-link" href="#
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-green-intense-fg">(examplesᵇ=10, vectorᶜ=x,y)</span> <span class="ansi-blue-intense-fg">0.446 ± 0.263</span> <span class="ansi-white-fg">(4e-02...9e-01)</span></pre>
+<pre><span class="ansi-green-intense-fg">(examplesᵇ=10, vectorᶜ=x,y)</span> <span class="ansi-blue-intense-fg">0.587 ± 0.246</span> <span class="ansi-white-fg">(4e-02...9e-01)</span></pre>
 </div>
 
 </div>
@@ -15401,7 +15401,7 @@ <h2 id="Slice-a-Tensor">Slice a Tensor<a class="anchor-link" href="#Slice-a-Tens
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">(x=0.521, y=0.035)</span></pre>
+<pre><span class="ansi-blue-intense-fg">(x=0.735, y=0.559)</span></pre>
 </div>
 
 </div>
@@ -15450,18 +15450,18 @@ <h2 id="Print-a-Tensor">Print a <code>Tensor</code><a class="anchor-link" href="
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
-<pre><span class="ansi-green-intense-fg">(examplesᵇ=10, vectorᶜ=x,y)</span> <span class="ansi-blue-intense-fg">0.446 ± 0.263</span> <span class="ansi-white-fg">(4e-02...9e-01)</span>
+<pre><span class="ansi-green-intense-fg">(examplesᵇ=10, vectorᶜ=x,y)</span> <span class="ansi-blue-intense-fg">0.587 ± 0.246</span> <span class="ansi-white-fg">(4e-02...9e-01)</span>
 <span class="ansi-green-intense-fg">(examplesᵇ=10, vectorᶜ=x,y)</span>
-[[0.5, 0.0],
- [0.8, 0.2],
+[[0.7, 0.6],
+ [0.0, 0.6],
+ [0.8, 0.3],
+ [0.4, 0.8],
  [0.7, 0.9],
- [0.3, 0.2],
- [0.4, 0.7],
- [0.6, 0.0],
- [0.3, 0.9],
- [0.4, 0.5],
- [0.4, 0.3],
- [0.7, 0.1]]
+ [0.8, 0.6],
+ [0.9, 0.6],
+ [0.5, 0.2],
+ [0.8, 0.3],
+ [0.3, 0.9]]
 </pre>
 </div>
 </div>
@@ -15523,7 +15523,7 @@ <h2 id="Plot-a-Tensor">Plot a <code>Tensor</code><a class="anchor-link" href="#P
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15538,7 +15538,7 @@ <h2 id="Plot-a-Tensor">Plot a <code>Tensor</code><a class="anchor-link" href="#P
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15591,22 +15591,22 @@ <h2 id="Convert-a-Tensor-to-NumPy">Convert a <code>Tensor</code> to NumPy<a clas
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre>array([[0.11813462, 0.33852887, 0.586897  , 0.04966831, 0.5822248 ,
-        0.6269636 ],
-       [0.68497777, 0.10762787, 0.6639436 , 0.32167923, 0.52176833,
-        0.39144784],
-       [0.5327451 , 0.56052625, 0.9025061 , 0.3390363 , 0.24136847,
-        0.48165548],
-       [0.46168846, 0.7197864 , 0.33480918, 0.92709696, 0.3829741 ,
-        0.38586944],
-       [0.24077576, 0.1762346 , 0.23716837, 0.46623135, 0.4330241 ,
-        0.53698635],
-       [0.3024652 , 0.22887206, 0.540303  , 0.8724412 , 0.92055964,
-        0.6255222 ],
-       [0.09510732, 0.8370405 , 0.00505859, 0.66447496, 0.13015461,
-        0.47462702],
-       [0.00222492, 0.00883055, 0.00508934, 0.8886481 , 0.7776589 ,
-        0.981269  ]], dtype=float32)</pre>
+<pre>array([[0.45890176, 0.46969485, 0.630665  , 0.60979366, 0.17350727,
+        0.60059035],
+       [0.77336365, 0.8273449 , 0.28990412, 0.5472014 , 0.36634874,
+        0.9915469 ],
+       [0.8640622 , 0.29587066, 0.16747254, 0.25976688, 0.7601131 ,
+        0.26212794],
+       [0.47446686, 0.4500293 , 0.13545412, 0.5448348 , 0.41024113,
+        0.3426029 ],
+       [0.9772401 , 0.87820894, 0.34084707, 0.31503183, 0.78255033,
+        0.7394776 ],
+       [0.17223364, 0.4657156 , 0.11530668, 0.3564728 , 0.7861415 ,
+        0.7891149 ],
+       [0.42320448, 0.6579279 , 0.6501486 , 0.02011663, 0.98986346,
+        0.60323185],
+       [0.8578743 , 0.0144105 , 0.6744581 , 0.390603  , 0.14521521,
+        0.29923356]], dtype=float32)</pre>
 </div>
 
 </div>
@@ -15645,16 +15645,16 @@ <h2 id="Convert-a-Tensor-to-NumPy">Convert a <code>Tensor</code> to NumPy<a clas
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre>array([[0.11813462, 0.33852887, 0.586897  , 0.04966831, 0.5822248 ,
-        0.6269636 , 0.68497777, 0.10762787, 0.6639436 , 0.32167923,
-        0.52176833, 0.39144784, 0.5327451 , 0.56052625, 0.9025061 ,
-        0.3390363 , 0.24136847, 0.48165548, 0.46168846, 0.7197864 ,
-        0.33480918, 0.92709696, 0.3829741 , 0.38586944, 0.24077576,
-        0.1762346 , 0.23716837, 0.46623135, 0.4330241 , 0.53698635,
-        0.3024652 , 0.22887206, 0.540303  , 0.8724412 , 0.92055964,
-        0.6255222 , 0.09510732, 0.8370405 , 0.00505859, 0.66447496,
-        0.13015461, 0.47462702, 0.00222492, 0.00883055, 0.00508934,
-        0.8886481 , 0.7776589 , 0.981269  ]], dtype=float32)</pre>
+<pre>array([[0.45890176, 0.46969485, 0.630665  , 0.60979366, 0.17350727,
+        0.60059035, 0.77336365, 0.8273449 , 0.28990412, 0.5472014 ,
+        0.36634874, 0.9915469 , 0.8640622 , 0.29587066, 0.16747254,
+        0.25976688, 0.7601131 , 0.26212794, 0.47446686, 0.4500293 ,
+        0.13545412, 0.5448348 , 0.41024113, 0.3426029 , 0.9772401 ,
+        0.87820894, 0.34084707, 0.31503183, 0.78255033, 0.7394776 ,
+        0.17223364, 0.4657156 , 0.11530668, 0.3564728 , 0.7861415 ,
+        0.7891149 , 0.42320448, 0.6579279 , 0.6501486 , 0.02011663,
+        0.98986346, 0.60323185, 0.8578743 , 0.0144105 , 0.6744581 ,
+        0.390603  , 0.14521521, 0.29923356]], dtype=float32)</pre>
 </div>
 
 </div>
@@ -15716,7 +15716,7 @@ <h2 id="Compute-Pair-wise-Distances">Compute Pair-wise Distances<a class="anchor
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_2242/2195475714.py:3: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+<pre>/tmp/ipykernel_2176/2195475714.py:3: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   math.print(math.vec_length(distances))
 </pre>
 </div>
@@ -15772,7 +15772,7 @@ <h2 id="Construct-a-CenteredGrid">Construct a <code>CenteredGrid</code><a class=
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15787,7 +15787,7 @@ <h2 id="Construct-a-CenteredGrid">Construct a <code>CenteredGrid</code><a class=
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15856,7 +15856,7 @@ <h2 id="Construct-a-StaggeredGrid">Construct a <code>StaggeredGrid</code><a clas
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABKQAAAEiCAYAAADH8gqyAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnWWYHFXahu92GXd3y8TdjSRECYQEd5ddYCEsLPAhC7vILu5hseCeIAkkRIi7THwyGXf3nvau70cnkwzdNZmBKJz7unIlfeq8Ved0d6qrnnrP8yokSZIQCAQCgUAgEAgEAoFAIBAIThHK0z0AgUAgEAgEAoFAIBAIBALBnwshSAkEAoFAIBAIBAKBQCAQCE4pQpASCAQCgUAgEAgEAoFAIBCcUoQgJRAIBAKBQCAQCAQCgUAgOKUIQUogEAgEAoFAIBAIBAKBQHBKEYKUQCAQCAQCgUAgEAgEAoHglCIEKYFAIBAIBAKBQCAQCAQCwSlFCFICgUAgEAgEAoFAIBAIBIJTivp0D+BU43K5KC8vx8/PD4VCcbqHIxD8aZEkiZaWFqKjo1EqhTYO4vwkEJwpiPOTJ+L8JBCcGYjzkzgfCQRnA109V/3pBKny8nLi4uJO9zAEAsFhSkpKiI2NPd3DOCMQ5yeB4MxCnJ+OIs5PAsGZxZ/5/CTORwLB2cPxzlV/OkHKz88PcL8x/v7+p3k0AsGfl+bmZuLi4tr/TwrE+UkgOFMQ5ydPxPlJIDgzEOcncT4SCM4Gunqu+tMJUkfSOv39/cUJTCA4AxCp1kcR5yeB4MxCnJ+OIs5PAsGZxZ/5/CTORwLB2cPxzlV/zoXHAoFAIBAIBAKBQCAQCASC04YQpAQCgUAgEAgEAoFAIBAIBKcUIUgJBAKBQCAQCAQCgUAgEAhOKafVQ2rNmjU8++yzbN++nYqKChYuXMisWbM6jVm1ahVz585l3759xMXF8fDDD3PdddedkvEKBAKBQCAQCAQCgUAgEHSGy+XCZrOd7mGcNDQaDSqV6nfv57QKUiaTiX79+nHDDTcwe/bs4/YvKChgxowZ3HbbbXzyySesWLGCm266iaioKKZMmXIKRiwQCAQCgUAgEAgEAoFA4B2bzUZBQQEul+t0D+WkEhgYSGRk5O8qsnBaBalp06Yxbdq0LvefN28eSUlJPP/88wBkZmaybt06XnzxRSFICQQCgUAgEAgEAoFAIDhtSJJERUUFKpWKuLg4lMo/nkuSJEm0tbVRXV0NQFRU1G/e12kVpLrLxo0bmTRpUoe2KVOmcPfdd8vGWK1WrFZr++vm5uaTNTyBQCAQCAQCgUAgEAgEf1IcDgdtbW1ER0djNBpP93BOGgaDAYDq6mrCw8N/8/K9s0quq6ysJCIiokNbREQEzc3NmM1mrzFPP/00AQEB7X/i4uJOxVAFAoFAIBAIBALBn5Sq4jo2Ld1NXWXj6R6KQCA4hTidTgC0Wu1pHsnJ54jgZrfbf/M+zqoMqd/Cgw8+yNy5c9tfNzc3C1FKIBAIBAKBQCAQnDSeuuUdcrKKAAiPDabnkGQyByfTa1gKKb3FvYhA8Efn9/gqnS2ciDmeVYJUZGQkVVVVHdqqqqrw9/dvTxn7NTqdDp1OdyqGJxAIBAKBQCA4RUiS9Lsuhn9vPECr2YqvoWvXmWabHYNW06HNJUkoZcYgSRIuSUL1B/Qf+TPgH+zb/u/q0nqqS+tZtXAbALc8PocLb514uoYmEAgEZwxn1S/ciBEjWLFiRYe2ZcuWMWLEiJN+7AMVzbhcktdt+8qbvLbvLfPebrE7yatp7VZMTYuV6mZLt2Lya1ppszm6FSM3F0mS2F/u3X9Lbl8mq4PCWlO3YiqbLNS1Wr1uk4vJrW7B6nB2K0au3emSyK7s3jybzHZK6tu6FVPa0EZjm/cyoHIx2ZXNOJzeKzV0d542h4tDVS3diqk32aho8r40Vi5GIBAIBIKusmLZPj79eAMF+dVet0uSxAtfrOaFL1ZTWd/CQy/9wMc/bMUucw1wPJ75dhUv/LAGk8Xz99jlkrj9fwv5csNu2d/er3/ZxZyH51NYWX/cYxXWNTD11fl8v+tAe1u9uY1pn3/IkrxDXmP+l72JG1Z/Qb3V+zWGN/65agWvb91Ey2H/VJck8eL69XySlYXl8JKKutY2Pt+yi4827pTdj93pZMH2ffzlw29xnsVVotauz+H5V5dSUFQLQHOTmf+9uoyP3ll90o/dZ0Sa7DYff+8P0gUCgeDPxmkVpFpbW8nKyiIrKwuAgoICsrKyKC4uBtzL7a655pr2/rfddhv5+fncf//9ZGdn88Ybb/Dll19yzz33nPSxZkb5o1R6f4LVKzrAa3vvGO/teo2KlDBfr9vkYsL8dIT767sVkxzmi1HrPQlOLkZuLgqFgp7R/t3al49OTWKoT7diIgP0hPh6f9IoF5Ma7odO7d1ETS5Grl2lVNAjsnvzDDBoiAv2blgnFxMbZCTQ6H1dsVxMj0h/1Crv/2W7O0+tWklahF+3YoJ9tEQFeL+AkosRnHzMJgvnKi/mXOXFmE2W47b/0bedKeMQ8z79cxOcfSz9aRfvvb2K/DzvglRNo4lPlu/gk+U7OP/Bd9lWUMa3q3ZTU+/9IV9n5FbW8uXG3by/ajvZ5Z7H+2H7ftZlF/LiorW0mD0flP206QBfr8qirsnEsq0HOz1WWWMz13/wDVXNrczfuKNd4Jq3ZStKScHzm9djd3YU1TZVFfHc7lWsqyrgl/LcLs0pp76WPfVVfLpnF8VNjQAUNTby6pbNPLdhPerDhrMmm43Hf1jJC8vWIUneH7Za7A7eXbOVFquVZfu7dvwzkS8XbuWHH3exam02ADnZZRzcVcwXb66kWEb47Iyaika+/t8v1Fd7PryUJInK4jqsZrfA2WeknCAlEZsaIbNNIBAITj1Op5ORI0cye/bsDu1NTU3ExcXxf//3fyft2KdVkNq2bRsDBgxgwIABAMydO5cBAwbw6KOPAlBRUdEuTgEkJSWxePFili1bRr9+/Xj++ed55513mDJlymkZv0AgEAgEAoHgxNBksWIJVNEqY47qOkY8cbok6s0WCpubefvHzVTUda+K8rNL1xIa5sulo/sxKDm2wzar3cHiLLfIdPOkoQT5dnwYsyu3nMffW0ppdRPXzxjKTecNlz1OXUsb13/wNRVNLSSHBvP2VReiVinZVVHBu9u2c6iilmfGn4vmmOpE9RYTf9v4LS5J4sLEPsxO7NOlOf13y1q2V5fTLzaKXuFuwWNvtdvqIikoCPXhpX+R/n4oFG7Rqd7kPfPZT69jWt90theV89aqzbKrBM5ksguqqHFa6dM3lpnT+gEweFgqvgYdDruT919cil1mJcGvsbRZmffEQl556CvefWYxq3/IAqCqtJ6ln2/imb/O58pBj3D9qCd45q8fAJDWNx6doePDR0mSuOeFq+g5JOXETfQ0s2bNGmbOnEl0dDQKhYJvv/32uDGrVq1i4MCB6HQ6UlNTmT9//kkfp0AgkEelUjF//nyWLFnCJ5980t5+5513EhwczGOPPXbSjn1aPaTGjx8v+2QG8HpyGj9+PDt3yqcYCwQCgUAgEAjOPootJqzBGp79di0KPw0zR/fq4PHkzWtJAr5fv4+9+RV89cS1XTpOVnE5a3MKUSkVXD12oMf277L2s7a4iBG947hyzIAO22obW7n/9e9xOF2M65/CX2aNkvWhstgczH31O6J9fXEFSrx/7RxCfI1IksSTq9xLxmb17Mmg6JgOcQ9tXkKiMYRwvS//Gjy1Sz5X2yrKWF6Yh1KhYO6QUe3tew97rx4RqAC0ahVhvj5Ut5gob2wmxNd7lvdVIwYyf/0ODlbWsupgPhMyzy4R5ZPF2yisaSRjZA9CQ45mhd/+wAxUksSGxbt4Ua3i789fhrITn66cXcU8O/cTSvKq8fXREhsfhNVs5cYx/6K8sNajf3OD265CrVGROSSZrDXu7CyFQsHV981g8hWjPGLOZkwmE/369eOGG27wyK7wRkFBATNmzOC2227jk08+YcWKFdx0001ERUWJJAOB4DSSnp7OM888w5133smECRPYsmULn3/+OVu3bj2pFQPPKlNzgUAgEAgEAsEfE7tGATZ3htK/3vuZ1TvyeOi6SYQEuJf/d6bLjO3fdbHkleUbAJg1oBcJIYEdtjldLt5dtx2A8ZnJ6DQdL5XfW7KVmMggAvwMPHbDFFmxSJIk/vXBMvYWVBLgo+edBy4lwt9t1/BjTg7by8sxqNX8fXRHceLnkhyWluSgVij5ftp1GNQab7v3ONZ/Nq8B4JKM3qQGhbRv21vtXpbWOyK8Q0x0oH+7INUnNtLrfgONeq4Y3p931mxl3qrNnNMj+aypGlVe08TKLTkAXDljcIdtkTFBTL94CFt+3kPOrmKeuvVd7nnhKnz8OmbCSZLE9/PX8L9/f0d0TBAqi4XW5lbaqhpom9zHqxgFEBl/9P03+h212xgyuQ+Xz51+oqZ4xjBt2jSmTZvW5f7z5s0jKSmJ559/HoDMzEzWrVvHiy++KAQpwR8SSZIw23+b1+HvxaBRdeu8feedd7Jw4UKuvvpq9uzZw6OPPkq/fv1O4giFICUQCAQCgUAgOANosVrhmOvmNVl57H64nEdunMzY/ilevTz1WjUPXTWRGSN6dukYWwtK2ZRXglql5LZzhnlsX7Y/l+L6RgIMei4a1HGpXEFlPV+sykKS4P37L8Gol39i/OHSbSzZko1SCQ9eM5GKphbWHCwgu7yan/bloJXghqkDifQ7mrnTYrPy2NafAbil5zAyg7vmM7SyOJ+tlWXoVGruHjyyvV2SJPYdEaTCO+4rJtCfrJIKypu8Fzg5wrUjB/Lxxp3sLatifW4Ro9MSuzSm082XS3fidEkM6R1PekK4x/bB43rwyJvX8sq9H7P+QAmlh6q48ZFZDJ7gzsqrLK7lzUe+oiK/BmeTiZKGo++TyyVx7iVD2b46m/z9ZR77HnPe0ay6xmp30Re9j46H5t1w1gh6J5ONGzcyadKkDm1Tpkzh7rvvPj0DOgNxuSQK60xUNVtpaLPhdEkE+2gJ9dWREuYj6ykrODMx2530fHTpaTn2/iemyHpKe0OhUPDmm2+SmZlJnz59eOCBB07i6NwIQaqLVDZZiPDXef0hqWgyezV7lmu3O100ttkJ8/M075aLabU6cEkS/nrPJ2XljWaiAz1jalut+OnVXg2/5WLkji9JElXNViIDPI3V5WKsDietFodXk3K5mCazHZVSga/O86spN+bqFgvBRq3Xk7NcjFy7yyVR02olwouBvNyYzTYnVofTq0m5XExjmw2dWoVB2/XPpqrZQqivDpWXC/LuztPhdFHfZiPcr+vzNFkdOFwSAQbP76BczB+JN998kzfffJPCwkIAevXqxaOPPtr+VNBisXDvvffy+eefY7VamTJlCm+88QYREcK4VCAQCI5HQ0sbLi/36o2tZh56czFr593psWQvMTKY/942g5SY0C4dQ5Kk9uyoiwb1JibI32P722u3AnDV8P4YtR1/797/aQuSBOP7pdAvpeMyu2PZlVvOqwvWISlBF6Hnns8We/RRoWBOZq8Oba/sWUdlWwsJvoHc2adry7pcLld7dtR1fQYQ6XtU4CpuaqLZakWrUpEWEtIhLjrQPffyxs69t0J8jVw6pC8fbNjBvF82Myo14ZSIKg6niz155ZTVNnPeSE+x0Wp30GyxEubnWTynrsnEd7/sAeCqX2VHHcuwib14+N1beObWd/ELMPDIpa+QMSgJU2MbpXmVqJQqnDIVHHV6DU98cCu3TngKU0vHggrp/eLb/12WXwPAhbdO9PCT+rNSWVnpcW0UERFBc3MzZrMZg8HLPYXVitV6tLhAc3P3POPOBkxWB4t3V7B0XyXbihpoMnv30vPRqhiYEMQ5GeFcOCCGIB/xvRKcWN577z2MRiMFBQWUlpaSmJh4Uo8nBKkuolMrZX+A5Sq8ybUrFQq0au/KtlyMWqlAkrwfX6/xHqNVK1HJjFkuRu74CoUCXTfHrFQo0HQzRqNSePWIgE7GrFJ1O0auXaEArcxTB7kxq5QK2ScVsp+nSomcXYH8Z6NEptBjt+epVCjQqbr3HVApFbLLJeRi/kjExsbyzDPPkJaWhiRJfPDBB1xwwQXs3LmTXr16cc8997B48WK++uorAgICuOOOO5g9ezbr168/3UMXCASCM54d+0q8tms1Km6dNQKFQsGqrLz29jF9knjqlumdZin9mrWlhTiCXYQ3+XLr+KPZUQcbanh110b6+Eawv7wag0bNlcP6d4itamxhX7Hbj+mm6UNljyFJEu99sJZ+YWH4RPmwsqjQa79QfyMJoUHtrxvMZjYcKqOHIZIHho5D34WlegA/le/FJ9TMEJ9w/jKgY8ZXblsJ4wf7EKEMR/ur3/zU2BD694+iQe9ZnbKwqYF39mwD4N+jz+WGMYPYVFiMRelkU0EJI5LjPWJW/rKfxMRQkpPc2UhtZht/e/QLVEol40emM25EOlHhnVfkNVlsbNpXyJqsfNbtyaep1YJRp2HykHS0xyydbLVYueOT76ltbeOjmy4hyKejgPHGL5sJSw8k2RjI0N4JnR4zc1AS81Y/wsf/+Z7sbXno9BoOHqoEwOmSX2LjcroIjw3gsfdv5h+XvIZ02PQ9PCaI4HC32GdusxIY7k9TfSsX3Di+03EIOufpp5/m8ccfP93DOClUN1t4dWUuC3aUYrId/c7pNUpiAg0E+2hRKBQ0ttkob7TQanWw9lAtaw/V8sxP2UzvE8nfJqWTJFPZXHD6MWhU7H/i9CxHNcjcC8qxYcMGXnzxRX7++Wf+/e9/c+ONN7J8+fKT+iBCCFJdpDP1OVhmm1y7SqnwmmXSWYycsNBZjLdsquPFyLWD/HsgF6NRKdHICDVyMZ2lFMrFBBhP3DwVCkW356lVK2UFRrkYbxlgx4vxloF1vBi5dqVSIfu+ncjv4B+JmTNndnj95JNP8uabb7Jp0yZiY2N59913+fTTT5kwYQIA77//PpmZmWzatInhw+UrMAkEAoEAVu3I7fBaoYDpI3py2+xRRB42pF6+ze0JZNRrefHOC7p1gSxJEi9uX8/OugpuGDmIiADf9m0fHNjBooJsFpFNWJoPl8X29RA5vt2yj0ON9UwekUbPRO+eSwB7ssvYsacYvU7DNw9cxCvLNvD5xl0e/ab1y+jw+sfcHPbX1NAzNIxx0cldmpNTcjEvZzWFrbXc0aMXAbqOWc/7Woo5YC4gM84zUzcq2I+NdSXEWJs8trXYrHy8PwudSs0/ho4lzM+XgcmxfLw1i9fXbvIQpMxmG8+98BMWi51B/eKJiQrCP9iH7Fy3gLcvp4LX56+mR2oE40dmMHJgEjq9htKKRkrLGygpb6DOZmbZ7lzsx2QkBfjoGdU3iVazjeDDglSDycytHy5kb1kVPjotxfWNHT6rXcUVfL51F5IE98wZ16XviMFHx81PXMys2yZRlltJSu9YNDoNhfvL2bPhIOZWq0fMkaqDfYalcvU9U/nwuR9BoUDvc3RVQGtDG0XZFag1agJCfD328WclMjKSqsNm+0eoqqrC39/fa3YUwIMPPsjcuXPbXzc3NxMXF3dSx3myMducvLkql7fXFrT7CyWGGLl4cByjU0PpGe3vcR/lcknkVLewIbeOr7eXsr+imW+zylm0u4IrhsVzz6R0kTF1BqJQKLq1bO500dbWxnXXXcftt9/OOeecQ1JSEn369GHevHncfvvtJ+24Z/47IxAIBGcYTqeTr776CpPJxIgRI9i+fTt2u72DJ0KPHj2Ij49n48aNsoLUnyEFXSAQnJ2c6vPT0q0H2/89uEccf7t0LD0SjwopOSU1bNpfjEIBHz50Wbef1q4qKWBndQV6lZrb+nfMcMprqm//d43TxKKGbKbVZ9Az2J3tI0kSP2w9AMC4Xp2LRbkFNej0as4ZkYG/n577Zo5lZ2E5BytqOvSb2Du1w+tvD+4HYFZG17ywAH4s3UNhay0BGgNXJnn6Ye1vcmed9fT3vHFPD3IvcyxrbabFZsVPe1RI6R0aQUpgMHmN9SwtPMRF6b25eeRgvtixh63FZWwuLGFY4tF9trRYGDI4iY2bckGCRd/vRAII0hx1opcksnOryM6tYt6HazzGk5oejt3hJDYsgHH9Uxk3IIW+KdEdMtArGlu4+YMF5NfUE2Q08L9rL6RXzNHviN3p5NGFy5AkmDWwJyNSPTO5OiMsOoiw6CD6j808OrdGE9//byUL5y2ntbGtvd3ldLX/+/K7p/LDh2tpqGmlOKeyvV13+OGzw+7E6XShEr4/AIwYMYIff/yxQ9uyZcsYMWKEbIxOp0On87QAOVvZVdLIPV9mkV/jrsg4MD6QeydnMDIlpNNzm1KpoEekPz0i/blhdBK7Sxt5cVkOvxys4cONRSzZW8l/L+rL+AxP3zSB4Hg8+OCDSJLEM888A0BiYiLPPfccf//735k2bdpJW7onzowCgUDQRfbs2YOvry86nY7bbruNhQsX0rNnTyorK9FqtQQGBnboHxERQWVlpfed4U5BDwgIaP9ztj/tEwgEfxxO5fnpl22H3AIGcON5w3jj/os6iFEA7yzeDMC5g9NJigqhO0iSxEvb3cunr+7Vn3Bjx2yVgmMEKYCC5gYu+OEjPjqwE4DdRRUU1zZi0GqY2LejkOQxl915tKolMnpGAaDTqHnuqukYjvGj0qpU9E+Ibn/darMRoNaTERjKzLQMj316w+Fy8lbOagCuSx2Jr0bvsT272W243SvA87ML0OmJ9HG/DzkNHavFKRQKZqW6hbFvD7mFskh/Py4Z0BuA19Zs6tA/PNyfxx+bzVdf3Mmci4Zy+ZUjGTkqDfWx3gRebrITYoMZMyyVy2cN4fLpQ/jyiWtZ+NQN3HPpOAamx3YQowprG7jq7S/Ir6knMsCPj26+pIMYBfD+2u0cqqoj0KjnvmljZd657uEX6MOV98/kw13/4YbHZhMQ6od/sA/BEYEd+t3+r4vc01QqsJhtAGiPWU5qs9hOyHjORFpbW8nKyiIrKwuAgoICsrKyKC4uBtw3uddcc017/9tuu438/Hzuv/9+srOzeeONN/jyyy+55557TsfwTymSJDFvdR6z39xAfo2JCH8d864ayDe3j2RUami3hfa+sYG8f/1QPrt5OKnhvlS3WLnu/a388/t9OI4RTQWC47F69Wpef/113n//fYxGY3v7rbfeysiRI7nxxhuRJKmTPfx2RIaUQCAQdJGMjAyysrJoamri66+/5tprr2X16tW/eX9/xBR0gUDwx+BUnZ/Kapp4+sPlAIzpl8xtczzNvLcdKqWssRm1WsmNMzwzgY7HkqJsdtVUYFRrubVfx+yoFpuVarPJI8bucvLY5uVckdGP7w9nR03qm4pR1/lyGOfhm8AAv6NLj5LCg3l09kQe/HwJABH+vh3ElvLmZn7JL8Bfp+tQda8z1lTlUGSqI1Br5HIv2VEFpiqsLjs+ah3xPt5N39ODQqk0tZJTX8ugiI4m7RekZvL8tnWsLyuiytRKhI8vt4wawpc791Ld1MqGvCJGpnT0ZwrwNzB8RCrDR7hFu7n//Iqtu4o69FGplFw4tR83Xzkao6FrGS8b8ot4deVGqltaSQwN4p3rZrebsh+hsLaBN1a6hbIHZozDoFLT3GLG3+/EFFwx+um55G/TmP2Xc3HYneiNHcc+enp/QiIDqKts4sC2AgaMyUCrP3qbZTXbMfh4FpL5I7Bt2zbOOeec9tdHzhvXXnst8+fPp6Kiol2cAkhKSmLx4sXcc889vPzyy8TGxvLOO+8wZcrp8dg5VVgdTh5csIcFO9xC8Xl9o/j3rN6dWnJ0lREpISy6czTP/JTN/A2FzN9QSF5NK69dMVDWJkYgOJZx48bhcDi8blu69ORWCBSClEAgEHQRrVZLaqr7QnvQoEFs3bqVl19+mUsvvRSbzUZjY2OHLKmqqioiI+W9Rv5oKegCgeCPw6k4P+3Nq+CheYuJiwwkyN/I0389z6NPo8nM/334E1WNrdxy3jBSu1hRD+BAUxm1lhae2vszvROCmBXdn1BDR+PfwuYGr7EheiMPDRmP0+ViaZZ7OeHMwZle+x5LRnokTZKdZltH36GZgzJ55Mufcbhc1LR2FMCqTe7XEb5d9xn6MG8jaX7hzIjth4/a83Pa31QKQKZ/HEqF9wURGcGhrCkt5GB9rce2eP9ABkfEsK2qjB/yDnBT3yFE+vtx56hhvPzzBv6zeDXf/PWqTsvPx0UHdRCkEuNCeOTu6aQnd636rCRJvLdhO8+vWIdLkpg9oCf3njuGEF9jh342p5MXVq3H6XIxIjWemf0z+cu9H7P/YAU9e0QzZngaY0amERcT3KXjdoZao0at8bx9UigUjJjal6KcKsoKaxkwJgOlUolGp8ZudWA1H82QqiquZd7/fcmM68YxeGIvj32dbYwfP77TzIn58+d7jdm5c+dJHNWZRbPFzk3zt7GlsB6VUsE/z+/F1cM7N9zvLnqNin+e34uRKSH87fMs1h6qZc6bG/jwhqFeK24LBGcKQpDqIgcqmsmI8EPppczZvvImekV7Vg7ZW9ZE7xjPdovdSVmjmZQwzwsPuZiaFiuSJBHu7/l0RS4mv6aVyAC9VxM1uRi5uUiSxIGKFnpG+3tsk9uXyeqgpsVKopeqD3IxlU0WNCoFIb6eF1dyMbnVLcQFG71WepOLkWt3uiQOVbfQI7Lr82wy22k224kLNnY5prShDV+d2utTEbmY7MpmUsN8vV78dXeeNoeLojoTaRGeT2LlYupNNqwOJ1EBnj9qcjF/dFwuF1arlUGDBqHRaFixYgVz5swB4ODBgxQXF3fqiSAQCAR/NhwOJ1kHy1i8bj8/bT2A0yWh1ah476HL0f3qRl+SJB79eClVja0khAdx3aTBXT5OWVs9N216C5vLQYtVh06l5orMfh79vs3d1+G1Ua3h5t5DuLn3EHw1Or7fd4DwlEB6SnqGpB0/Q8zqdHKgpJqi6kaPbef2SeWnXTkkhgZ2aDfZbCQEBhDr73nt4Y1KcxPb691Cz4zYPl77lLXV4q/W0zMgVnY/6UFhKBVQafbuD3ZBaiatFhs7yipw9nKxM7+cJL8gAgx6DlXV8eXW3VwxvL/s/uNjjwpAF88cxK1Xjkan61q2hslm4+Hvl/HTPreR/YX9e/Lo9InovXxHHlq2jEUlOQzvGcvjUyehUChoOOz3tD+7nP3Z5bw1fzUJcSGkp0VQWtZAfGww9Q0mikvqCVeoaGxow9dPz+AhSRi0GoaOyyC1R1S3llAFRway6JNNRCYcFU11eg12qwObxd7eNv/J79i0ZDc7V2fz4pJ/kNQzxtvuBH8Qmsx2rnlvC7tKGvHTqXn9yoGMTQ87aceb3CuSr24bwU0fbCO3upXL/reJz24ZTowQpQRnKEKQ6iKZUfIXCd4EHED2Bl2vUXkVozqLCfOTf0opF5Msc4zOYuTmolAovIpRne3LR6fGR6aanFxMZIB8OrNcTGq4fHq7XIxcu+qwWWB3YgIMGtl0WLmY2CBP8ep4MXLj6ixGrl2rVnoVozqL6ayS3p9BjHrwwQeZNm0a8fHxtLS08Omnn7Jq1SqWLl1KQEAAN954I3PnziU4OBh/f3/uvPNORowYISrsCQSCPzU7dhWRXVBFRXUzpRUN7C+voclkAWBw33j8/PT837Xn4vurJVCSJPHs4jXkVNSiVav4z/XTj7tc7lheyv4Rm8u9/MCot/HU4BkY1R3jXZLEuwe2t7++pscA7uw/krBjsqg+2bGLPdVV3DV6BKpjPJHeXrWFnYXlXDS0DxN6prS3p8W6xYickmqPMV08vC8/7cqh1drRT6jBYqawuYm00K5lf/1c7hbRBgbHE2nw/vu7oyEbq9RKT/9or9sBeoSGoPFzsq2pEEmSPMSX81N68NTPqyjaV8/Ute9Q2+TO5Lp51nBeW7WJ7zfvZ0J6CpHB3q8nJo/rSVVNC8MGJDGob9cNxovqG7nji+85VF2HWqnkoanjuXxwX6/i0OtbNrPgwH5UCgW3jRxKbLD7/UiIC6GiqmMFwaKSOopK6gA4cLCivd3lVNLc2EZ1ZRN6pZLsrGI+enMlU2cPYsDwFMZO7t0lYSricAZWVelRT7LMISnUVzVhbnNnzFUW1bLmO/d3zmq28cS1b/LKzw/iF+T58FZw9tPUZufq9zazu7SJIKOGj28aJnuvdSLpHRPAN38ZyeX/20RxfRuX/W8jn908vNP7D4HgdCEEKYFAIOgC1dXVXHPNNVRUVBAQEEDfvn1ZunQp5557LgAvvvgiSqWSOXPmYLVamTJlCm+88cZpHrVAIBCcXr5bnEXWoXLqDosZKRkRKJQKRg9I5sIJfemZEulxs293OnlswXK+27GfQKOeZ66fRo/YrleN2lCTw6qq/e2vVUqJ7Q05DA1L7NDv3X1b2//9j4FjuL1fx4zWfZVV7CirQKNUcln/jplIe0uqWJ1dwJiMpA7tmQkRpPQII7et0UPkSYsKRatWotVrMNls+Gi1h8fnFrocUtdMiJceFqSmxPT2ut3qtFNgchfUyPCXz5BKDQjF4XJRbzVTazERZjj6IPOXXXl8tGIb+jwABbUcXWY4s38mdfUmFi7fzd1vfMv8+y9H7yUb389Hz1+uHdelOQHYHA4+Wr+T5QfzOFRdR5ivkZcuPo9B8d4ziL7PzuaFDRsAeHzCRMYeUwEqIS6ETdvyZY81algKI4amkhAXgp9ei9Vip7XFTFlhHcFBPuzYnMcvP+1hycIdLPpyC/c/NYewXxmZ/5qI2GASe0RiPCbLv6aikcID5bQ2mQFY8ObyDhX6Kgtr+e9t7/HPT/8qqvD9wbDYndz04VZ2lzYR7KPlk5uGdZrgcKKJCTTw+S3DufztTRTVtXHNu1v45vaRBHXygFkgOB0IQUogEAi6wLvvvtvpdr1ez+uvv87rr79+ikYkEAgEZz59esYQFOaDwaAjJjKQzLRIEuNCOmQbHUtDq5n7v/iRDbnFqJQK/j5tLBP6pnX5eDang6f2LvRo/yB/DZMi+5Dm765+t7++mme3rwXgmVFTuCzdcznfR9uzAJjSI40w344ZLKbDWU6++o43dylRIeRV12NzOCmqbSQxLKh9W5CPAWWohmxzHRVNLaSGuasFHqlG53QdX5AqNTWwu6EUJQomR/X02qfAVIlTcuGvMRKhD/LaB8Cg1pDgF0xhSz3ZjTXtgpTD6eL+dxbhkBlPZJAfM/qks/zjnZRVV3L3U1/x2sOXoPZindAVJEli+b5cnv9xLSX1TUjA5aP7ctu4YUT4ec/2X1+Zz7zt7sqLNw0axBV9+7Zvq2huYVtVhUeMWq3k1hvGc/H5g2QzngYPT+WCy4ZharHw7Web+PK9tdTVtfK3W+bzj8dm0W9gouw8wqMDKcyporSgFqfThUqlpPfQFMKiAjH46GisbWHpJ+s94rat3MdHT3/PdQ/Pkn+TBGcVLpfE3C+z2FrYgJ9efcrFqCNEHxal5ryxgfxaEzd+sJVPbx6OXvPb/q8KusfJqkp3JnEi5iikeIFAIBAIBALBSeGiWYO5++ZJ3HrVGM6b1IeUhDCvYpTN4eDd1VuZ/tz7mG0O9Bo1r1x1PhcO7p7p8/MHfqDK0uTR7pRcPLX3WyRJotVu5Z41P2BzOTk3PpVL0/p69M+tr2NNbRHDkmO5ZlB/j+1Hlt35/GoZoUatomeMO5trV5GnKHJEYKlqbaXVbuX/Ni7lu5J9JMT4EebFixLA7LCxqGw7h1oqWF99gKFhMcyI60Wo3vtSuZxmt6F5ul/scZeaZQS6vWwONh5dYqhWKblusne/rmA/Ixq1isY6t0eT0gUHtpcy+4Z5FJXVe42Rw+FwsnZXPte99RV3f7yIkvomwvx8ePriKTwyfYKsGLWhqoBb1n9JkbaCG4YM4B+jxwBgdTh4ddMmJn3wPmXW1g4x6SkRvP/69VxyweAuLb/z8dNz5S3jeefbu4hICKW2uoWH7vmUzesPycYEh7u9Zh12J421LQD89alLeOKj28kclMT3b//SwUvqWL56dSmWNpvXbYKzjyd/PMCPeyrRqpT87+rBp0WMOkJUgIEPbhiKv17NjuJG/vb5TlyuP75QcjpRqdyCn832x/8/3dbm/i3QaH57NUeRISUQCAQCgUAgOM0o+GrLHpotVqwOBwv/dhXxIfLZPb/GJbm4Y8v7bK3Pk+1zqKWSRlsbd236BklnoX9YJM+MmuohUEiSxMNrVlDe2kJmaBgDYjx9mFotbk8gP31H76u91VWog9U4aiR+zDlIfGwgflodQQYDIQYjEX6+HKqto6qlld21lXxyMKs9tqCgni21xQwKj2FyfBpTEzIA+LpkI6/nLAFAq1RjcTroHRiDS3J5raCX03JUkDoeGQFhLC05yMGmmg7tfzlvJHqthte+75jREx7oFonKKxs7tDc1tHH9X9/n/Kn9uP2G8ei8LOEDd+bI7rxylm7OZtnWHBpbzfQeGItOreL6sYO5YdxgD5HvWDZUFXDzui+wOh2cE5XGfSPGoFIq2VJayv+tWE5evVsUy+gdyf7dLdjtTi6fM5Qbrx6D5jdkhYRFBvD4fy/lqUcXcPBAOa+9+jMqjYrBQ5M9+qrUKkIiAqipaKSmoomQiKNeQQvnreCzF370EqMkuVcso84biN5LoRvB2ceCHaW8u64AgOcu6ceIlJDTPCJIi/Dj7WsGc/W7W1i6r4rXf8nlzoldzzwVdA+1Wo3RaKSmpgaNRoNSJiP4bEaSJNra2qiuriYwMLBdhPstCEGqi+TVtJIU4uO1yl5udYtXY+1DVS1ejaMtdic1LVavVdnkYupNNiRJ8lp9Ti6mpL6NUF8dBq3nF0QuRm4ukiSRV2MiNdzzaZXcvtpsDhra7F6rOsjF1LRY0agUXqvPycUU1ZmIDNB7rbInFyPX7nRJFNWZvBrCy8W0WOyYrE6vhuxyMVXNFgxaFf56TzVZLia/ppX4YKPXKnvdnafN4aKiyUxCiKeJplxMU5sdq9NJuF/X5ykQCAQCQVfQqlU8OHM8DSYzMwdkyi7p80ZhazX/3ruQXQ1F7W0pvhFEGgIJ0/sTrvMnXB9Aul8Uf9u0gM01RfiotXw0bjYhes9rsYU5B9hUVoJereafYyZ02GZx2Pn24AHq7GYkJHx/JZ7cuGgh1W0mCIOf6/P5+eujPkaPjjmHcD/3725Vi4lx6R39pwCKWhopamlkQd4+tl56B2EGH3zUR393bS4HSgV8UbyOlVW7uT1tCtNjBnbYR05LGQDpfsev3pYR6M7mOjZDCtzFbG6cMhQ/g45nvljJkXwKX4N7vuWVXrLQnC4WLt7JwsU78ffTc+VFwwgIMGKx2SmvaqKiqokiSwsHio8eK9jfyJikBJ66YirRQZ1nkfxajHptpLuq7ctZ63ht1VackkSo0cgj48dzXnoG2f0qUakUpKdGHvd96AytTs0jT17E8/9ZxM9L9/DPR77muZeuokemp1DZf0QqFcW11FY0QP94JEni27dW8PajXx/tpFHjE+aPySHx1ebHMPjKF/QRnF3sLWviwQV7ALhrYhrn95MvKnCqGZYcwr8v7M39X+/mheU59I4N4JyMrnvzCbqOQqEgKiqKgoICioqKjh9wFhMYGEhk5O87xwpBqovEBhm8ilGAV2EJID7Ee7teoyLC3/uPj1yMXBW3zmIiA/SoZcYsFyM3F4VCQVyw93KhcvsyaFRo/LxfUMrFBBk1sqnUcjFRAQa06u4dR65dpVTIVqCQi/HRqjHIPHWTiwnx0aLs5jxjggxexajOYuTatWolUQHd+zz99Gp8pO7NUyAQCAR/blYfLCC/up6Lh/TGVy9fMRhgXA/PrJPOaLK18XnhJj7I/wW75ESv1DA8NI1/978UnarjdZPZYefW9Z+zqaYQH7WW98ZcSe+gKM99Wiw8uX4VAHcNHk6cf8eKWF8d2Mejq1eAL2h8lMw/sJNLlX3oHxmFUqGgV1g41UUFXsfrkiQifA8v2WtpJURvJC0whEONdZ7vRUwSoYfFsgQf7yXia6zN/Fi+o4MgZXHaUCicDApOoYd/nMw7d5SMgDAG+SaitalwSZLHtcklY/vhZ9Tx0Ps/AVBU1QBAxa8ypH5Nc4uFN99fTVpqBAcLjwpQ/YcnYtRpOGdQGlOH9WBIZrzstc2xbKgo5O51i4j2CSDRL5jXRs6hsq2Fv65dyL6GKgbFJpARGM79o0cToHdfY2dmeH6+vxWVWsk998+gtq6VHdsK+OG77V4FKSSJvVsKGDAqHZfLxYLXl/HuE25Ps/D4EC69bybJmdEYfHS0NFuEGPUHoqnNzu2fbMfqcDE+I4y7z8AMpEsGx7GrpJFPNhfzt892sviuMbL3foLfh1arJS0t7Q+9bE+j0fyuzKgjCEGqi3jLvjnets5i5AQUuRiVjLDUWYymkx/43zLm7sYoFAo0Ku/jlovp7KJELkbuvews5kR+NkqlAiUnf56n+zv4W+YpEAgEgj8vkiTxxoqN7Cmt4s2Vm7hoSB+uHjmAqMDfl1FbZW7mo4L1fF20DbvLQaTBlzT/SB7odQGRhkCP/mVtNbx48Ev2Njbjo9by7ugrGBDiuZzN4XIxd82PRPj5Eqw3clN/Tx8lH83RjCi7wsWX2Xv5MnsvUb6+zB02imv7DuAXL4JUrJ8/V/buy4Jd7up/Va1uj6NhEfEeglSyfzCvjD2//QFdgk+o1/chUOPDvZkzO7TtbSogt7WMcF1gp4bmADUmE6X1LewsqMTllJj18SeUNTVzfmYPHpt4NDNs2uAe/Lwth1V78qhtMuFwuLxmSEVHBjC4XwKFJXVotWr8/Q2EhvoSFu5PVEQA0eEBZKRFkJYUjl7bdb+RjZVF3LDyayxOB0MiMnhh5Ex+Kcvj/k2LabFbCdYZuGPEMMbHpHR5n78FjUbFP/89h2+/2call4/w2uecWYPI6B9P7yHJfPHCj3zw5LekD0pi4iUjOP/mc7rkXyU4+5AkiYcW7qGk3kxcsIGXLu0vm8hwunl0Zk/2VzSz87Cf1Je3juiSKCzoPkqlEr1eiM7HQwhSAoFAIBAIBIITjiTBxUP6YLLaya+pZ/667Xy0YQdT+2Rw7agB9I7tepq/JEnsaahgQfFWfijbiUNyApDhH8k9mZMZHprq1Qvqp4qNzMv7FqvLxtTE3syJmcLA0KOZQ1anjVpbI9H6MB5c9zPLi/Pw0WhYdME1aL08+U0K9C7yVLS28tm+3Xw153ISA4IobGrosP2hUePQqzX4+mrpkxFO5GELhKERsXx8cGd7Pz+NjncmziFAd/QmJkTrh49ah8lhbW/z1xh4dciNJPlGdDhOVkMuAP2CPN+PY/nflq38Z83a9tcKFOyrcmcy7a+u8ej/+DWTGXffm0jAyl25HFlRGRbiyzljejBhTA96pEWecMFlU2Vxuxh1TkwK/xkxnf9mreK97K0ADA6L5ZXRFxBlPDWm0UajjiuuHiW7fcCoNAaMSmPn2mwWvruapN5xzLxxPOdeLh8jOPv5anspi/dUoFYqeO3ygV6tR84UdGoVr14+gGkvr2VHcSOvrMxl7rnpp3tYgj8xQpASCAQCgUAgEJxwlEoFFw3pw+xBvVmbU8D8dTvYnF/C4l3ZlLU0Y9W5uLhvb87rkeHhxQTgdLnYW1/Oz+XZ/FR6gNK2RoaFx+CQnAwKTuTG1LGMDPMuvNRYGngt92s21e0DoF9gGndnzCH8mKwhh8vJw3ve4EBzAb21o/gypwilQsHL488jOTDY65ySAgO9tvvrdDw+diJKhYJr+/bn8bW/tG8bFh3L1BT38h0LDrbXl+Pv4xachkUeFccUwOvjLyA5oOOxFQoFoVp/TA63UOSr1vPK4BtJ8/NckpbV6K4C1z8w1es4j2B1OGS3jUtK9JyfUc+Efqms3JXLmj15vPTkZdQ3mshIjTxpmSBbqkq4YeVXmB12xkUn8+b4C1ErlOyrrwLg5sxh3Nd/HBrlmZWlbTZZ+fKNFYQnhDFgVJoQo/7gFNaa+Of37vPMPeem0y8u8PQOqAvEBhl58sI+3PXZTl5beYgxaaEMSfR+zhMITjZCkBIIBAKBQCAQnDSUSgXjeiQzrkcy+8uqeH/dDnY2VFBY38Suikpe37gZ/0AtoUYfgvUGWpQWSk2N5DfVkx4WSI6pAgCjSkPvwDju7T2J/sHxXo/VZG/k58olrK1dS7XZH41CxXVJ5zE7dpxHRbrPi5eyv9ltOr61ZTMQwdOjp3BugryYE6g3YFCrMR8j6PjrdHx8wcX0DndnK83J7MW/1q3CJbmtwB8dc3SpVpPVAkCAzu2nFaY/WlzkopTejI3xNDoHaLSb3O8lCl4ZfAM9/D0Ny00OCwcPV9gbENS5IHXL0CEsPZTLgRrPbKiJKd6Xvl177mBW7splRVYuD1w6gYjw7mcluVwS+3Mr6J3eudnz/qpqbvnlG9ocdsZEJfLWObPRq9y3La+MvoDddRVMij3zPHoA2kxmtAYVLYUmBozPPN3DEZxEnC6Je7/aRZvNybCkYG4bd3KXjZ5Izu8XzarsahbsLOPeL3ex5O4xGGWqYwoEJxPxrRMIBAKBQCAQnBJ6xkTw7KXTqDO1sXDfAb7avZe44ABWlOcBbnEkPFRPlcXtsRStDyQ5MJDpcT0ZF5mGQe3de6jWUsuy6qWsqVmFXbIDMDlyGOPDJ5Hs6yl+7G/K5/Pipe2v9To7V/SN47KMvsedg69G1y5I+Wl1fHT+RfQJP7p0zk+raxejlAoFPcOOVrJqPCxIBerchUU2VBa3b3t4aMeKfkdwuVw029sAmBLVn54B3s3K9zTm45JcROlDiNB3nu2gU6t5ZeYMLvjoE9rs9vb2uIAA0kO9l6nvkxhJQngQpTUNbM0u4ZwBnYtev8bhdPHMG0v4ec0Bnpg7k/EjvC8TKm1s4saPF5AYGYJflJa3jxGjAMINvh3EKEmSWFi4B5VCybmx6RjVp3e5lMFXi1KlQK1W8/6zPxEeE0xssqhm9kfkw42FbC9qwEer4vlL+nXq+Xsm8vgFvdiUX0dxfRvP/5zDI+f1PN1DEvwJEQ5mXeRARTMul+R1275yT2NHcJf+9IbF7iSvprVbMTUtVqqbLd2Kya9ppc3mPSVbLkZuLpIksb+8uVv7MlkdFNaauhVT2WShrtXqdZtcTG51C1aHs1sxcu1Ol0R2Zffm2WS2U1Lf1q2Y0oY2Gtu8V12Qi8mubMbhdHUrRq7d5nBxqKqlWzH1JhsVTeZuxQgEAoFA4I0QHyM3DR3Ekhuv4bGJ5/D+zNk8O3EK/xg5hgeHjOfdiXNYM+dW3hw3m1dGXMTU2J4eYlSbw8KKqi08vPt1Htk7jxXVy7BLdpJ9Urgr9R6uT7raqxhlcph55sB8JDpe11VKB7G77B79f029xf2br1Io+eiCi+gb4emFNTo2AYCr+/Tr0N5oseCv1RF42CNqZanb88lHoyVA57367Z7G4vaR3t3jPNlxlZqLidL70T+wa1kaycHBHczLASamJMv6QCkUCmb1yiCiRsnaZQe6dIwj2O1O/vnCDyxZtR8FYJO5bmuxWLnt8++obzODScGbY2ehlxEhj1De1sx9W35g7ubvGP7dyzywZRFba4qRJO/X7UeQJAmL006D1UR5WyP5LTUcbKxkb3UVeQ11lDY3U2duw2Sz4XR5v/7yhtFo5MFXbyAiMRwJBW8+uwSH3ft8BWcvxXVt/HfJQQAemJ4pW6X7TMZPr+HJ2X0AeG99AduLGo4TIRCceESGVBfJjJJPS+4VHeC1vXeM93a9RkVKmG+3YsL85Esly8Ukyxyjsxi5uSgUCnpGe38P5Pblo1Pjo/P+FZOLiQyQr0QgF5MaLl+tRy5Grl2lVNAjsnvzDDBoCDB4v1iSi+nsR0suRm5cncXItWvVStIivL9vcjHBPvJPHOViBAKBQPDnZkt+CYV1DVw8uI9XoUOhUBAXEEBcQNd/R/JaS/i6ZAWb6/ZgPUZAuiBmDKPDhpPp17NTc+37s16lztbo0V5treenig2cHzMOgJVFefQKjSDC5+j1lEuScB4WOiYmJtHPixgFYNC4r3/SgztWyNtfVUNzq50eQe6MmSar+yHcuXHy2UYb6tw3vYODkwnQyl8/7GvejEZdzKiwqQDYXA5UCiUqhfzz5zm9erIsN5fluXkAjElMkO0L0Cc1mvdbrew7UNZpv1/z9aLtrNp0CI1axeNzz2PsMM/ldhaHg5lvfURFcwuhPkbmXXYBvjr5698jHJs9ZXLY+KpgF18V7CLS4EecTxBGtRqTw06wzki9tY0qcwsx/np2NZTwa8kqVO1HsWeRRACemTCZS3v26dJ8tXoNd//nEm6/fB6HSvL4+sP1XHbj2C7FCs58JEniwYW7MdvdS/WuHOp9CfHZwDkZ4cwZGMs3O0q5/+td/Pi3MaJ6tuCUIgQpgUAgEAgEAsEJp9ls4YGvl1DZ3MranEKemHUuQT7es4C6Q4u9jTU1OwCIMYRzTvhgxocPIsoQ1mlcoamcx/bMo9aLGHWExeXrOD9mHBvLi7nt5+8JNRr55oIriPJ1P8TZUVkOgE6l4uUpM+THaHNnQfsfI6hYHHb21rgNuTND3GPdU1cJwLSEDNl9rapyGyafHztEto/ZaaaorQhJAj91GA22VjbW7mZe3jdMihjKXemXeo1TKBT8d8pkBua+CYBNJhP7CJnpbhPzyupmampbCAuVfyh4hA1bcpn3ziqSEkP5603nMHyAp0+W2W5n2hsfUNHszt5+/dLzifQ//r4BAjR61AolDqnj2CvNLVSavWeDh/qEdRCjtEoVepUGH5WOCB8NFocDs8OOzXk0s0mn6t5tU3h0ELf9fRofvLmSHdllTGs2E+D/+7//gtPP97vKWZ9bh06t5D9z+p40Y/9TxSPnZbI6p4a8GhNvr8nnjglnpj+b4I+JEKQEAoFAIBAIBCccX52Oq0cO5MVl61hxII/dpZU8PWcKI1M7z8I5Hn0C07gk7lxGhvYj1Teu02wogCpLHZ8U/sTK6q3ty/QUKIjUh6BValArVShRoVGoGR8xkJz6Wm5Z+h02l5P+4VEdMqR+zM0BYHpqRqdLyRot7iXuftqjgtTu6irsLhdhRh/i/QMoa27G2gDjQ1MYHO5pUg5Q0FJNiakOjULFqLAessfLbc1FQqLWHMatW98+ZouK70v3sLm2lOuSJnJuVH+P2ADDUaP2rPIKJqfJZ2sZjToG94lHcklUVDQeV5ByuSTefHcVAKMGJXuIUaWNTXy6bRefbtuF2e62mbhxxCD6x3hWEPw1+Q31fL1/Hwuz96Pw7fgdkCRQKNyVC4N0RuJ9g5gQlUqiXzARBj9C9UZ8NFqMKi06lRq1TKU+lyRhPSxOGTWdLx0EsFjs6PVH+02c0ZcvftzJlj3F/LR0N5ddPOy4+xCc2TRb7Px7sXvJ6p0TUkkM9TlOxJlPoFHLI+dl8rfPs3h1ZS4X9I8hLvjsW4IoODsRgpRAIBAIBAKB4ISjVCq4fvQghqfEcd+XP5FfU89N8xdw3ahB3H3uSLTq33YZqlIouTZpZqd9XJKLvU25LK/ayMbafbQ53T6cI0P6cVXCNBKO8ZYqNtVz7dr3USlczAyP5aGNS2mxWRgSGcsL50xHeVjwqm1rY1NpCb3DwpmR6t2QG8DqcFBe20KfwAiSAoPa249kVw2OikahUPBt9gFKmpqI9fcnxOD9pvbn8kNYLAGcF98DH7W8rUF2czYAfhpfGmzH+ncqMDvtFJqqWV97wKsgBdA/OoqNxSU4Xcf3OnJanWRlFTNjSr/j9t17oAxfHz1pyeFcc9kIwL3caXNRKR9vyWJFTl67ATxAqI+R+yd1vrRta1Ep3+dm88m+Xe1tvn5q7NLRsSsUMDkmg38OmkKEoWuZVt5QKhQYNBoMXRCjnE4Xd971EXFxwfzl9omEhvqhVCqZPWsQ/33xJ75dtJOLZw9BpRIWvmczL/ycQ02LleRQH24em3y6h3PCOL9fNJ9vKWFjfh2P/7CPd66Vz8gUCE4kQpASCAQCgUAgEJw0MqPC+er2K3h2yRo+37Kbr7ftYUNpCX8bP4LxqUnHzXDqDuXmalZWb2ZV9RZqrG6D3r4BPXBKcF3STNL9OmZn1VtN3LLhY6os7qVdN6z+DIdNxZW9B3DfoDHoD4tmkiTxyKrlHKitoW94JBMS5W9Et5eX02qzUW0yEed/1Bvrpv6DGR2XgAIFkiSx4MB+AGZnyle2WlmeQ6vDSmaA9wyqI+S0ujO3Jkb04v38LR7blSi4InGcbPz4pCQ2FpdQ1uJ9iduxaA/7Y9lkCuccy/7scvYfLGfcqAyMRne22MOLlvN11l6v/a8a0l92X5XNrfx3xRoW7TtIYnggSoWCcQlJXNSzF4uq9rCk1C3Khet9+eegKUyJlc8oOxksW7aXvLxqKiub0Nx19BZr4vhMvl+yC5WPmuz8KnqlHT/7S3Bmsr+8mQ83FgLwxAW9/1BeSwqFgicu6MW0l9ey/EA1Kw5UMTEz4viBAsHvREj0XeS3VNmTa++syp5czG+psldQazolVfbkYkxWB0V13qvsycWcqip7csfvrMqeXExnVfbkYsoazd2usnewsqXbVfbkjt9ZlT25mM6q7MnFCAQCgUAAYNBqePT8ibx25fkMSYtlf3U1t375Hdd9+g0HKqt/834dLifZzSV8WvQL92U9z+3bn+CrkqXUWBvwURmYEjmKaxJn8lTfOzzEqDaHjds3fkKxqb69TaV1MDulFw8NHU+g/qjfzw852SzJO4RaqeSpCZM6FdHWFhYCMDohoUM/tVJJ77AIeoWFs6uykoKGBgxqNVNSvfu11FpayaovBeCcSHlPF6vTSoHJ7cR9XvRo4oyhHn1mxgwl3c+z4uAR0kPdMYdq62T7HEGjdd+Ed0WQqq51X2ukJh/192q1er/OAxiS4Cm8SZLEj3uzmTZvPov2HUQBDIuJZcVVN/Du+RcyLTWdcVEpqBVKLksewNJpt55yMaq8tokvVmURGurHlVeOJCDg6HdHp9MQFB/Ajrxytu8vPqXjEpw4JEniX4v245JgRp8oRqd5/j8720mL8OPGMe5ltf9efACbo+vVJQWC34rIkOoiv6XKnlx7Z1X25GJ+S5W9pE7WNJ/IKntyMZ1V2ZOLOVVV9uSO31mVPbmYzqrsycXEBMqbWsqNOSPyxM2zsyp7cjGdVdmTixEIBAKB4FgmZKYwJCmWxA1bmL9lJxsLS/j74iVghNHxCYyJS2RIdAw6L8v5zE4b1eYWStvqKDaXk9WQz+7GAkyHl+P1D4pAiYIBQZmcEz6MocF90Km8/3Y5XE7u2Pw5exrL2/2GAFRqF7f3HYKP5mjcioI8nt+4nnCDkcv79KNXWOdZA2sOC1JjO6lY9/U+d4bQlNQ0fLXex7iqMhcJ6B0YRaSx47XJlupifiw5gEapwuJspb45Dh+Nnl/Kyjg3YiDvFfzc3tdXrefm1MmdjjktJJhBse6lhBaHvVN/rCB/A5kp4eg0x88OKW9uxemjwnjM9d0zF0xBApYeONShr1alok90x6qFbTY7j36/nEV7sukdH4FapeSRKefQK6rjZ3BJcn8uTOyDRsYLqitIkoSEhLKTqoTeaG2zcvfL35JfU8eo4YnMvnCQR59eqVFs3FlAY7P3B3uCM59l+6vYmO82Mn9w+qkVPE8ld5yTyjfbSymoNfHRpiJuHO1ZhEAgOJGcdkHq9ddf59lnn6WyspJ+/frx6quvMnToUNn+L730Em+++SbFxcWEhoZy0UUX8fTTT6PXywsZAoFAIBAIBIJTz6GKWupb2xiWdrQsup9ex30TxnDZwL68tGoD+ZZ6smoq2V9bw/92bCMzKpgSZz2+Gh0+ai0JQQYOtZXQZD96Mx9ksOHC/fTeV62nb2AykyL6MDA4jWBt5w9JilrruPCXeVicduCoGHWEb4p38kCfqQB8tGsnj6/5BZckcU3f/vxlcOem1AeqalDZFfQKC2dUgndBqrHNzMotuYyJieOyXr1l97Wi/CAAE6I9/ape2LOarTUlx7RoACcbypYwJjIRrVKNzXXYJDzlXIK03h+EHiHSz4+C5kbq2to4UFPDgCj5bKq6mhYOZlfgPE5FPnCLPC5AfczSJoNGw0tzZvD00lV8uDWrvb1fTGQHIbK4vpE7P/+Bg1W1qJQKZvRI57qRg2Sz07orRrkkF5WWMvJbs8kzZZPfms20qIsZHjK+y/uoaG3hoR+WUFbTRGiADw9dey5areftVWiEH81GJ1lVVd0ao+DMwOZw8dSPbiPzm8YkERv0xzX89tNr+PvkDB5YsIeXl+cwe0AMQZ08lBYIfi+nVZD64osvmDt3LvPmzWPYsGG89NJLTJkyhYMHDxIeHu7R/9NPP+WBBx7gvffeY+TIkeTk5HDdddehUCh44YUXTsMMBAKBQCAQCATe2HyomNveXkiAUc93919LgLHjw8O4wACenzWN2rY2NpQWsbbY/cdoUNPaYKPV7l7aHuUf2S5G6VUaIvUBjI2MJ9YnmP6BKaT6RaM6TlaLS3KxpbaQrwq381PZvk77flucxUUxQ3hmwxpKm5txSRIX9+zN/40Zj0bVuejx3Mp1ZFfWcl6vDEKM3m9aP9qwk8Y2Cy2tVobExnrtY3HaWV+dD8CEKE9BakJ02q8EqaMMCUvA3FBKqbkOtULF7NgRnY4Z3JnwfSMi+KWggF2VlZ0KUjarW+jS6Y5v9B0dGUBGSgR2qaN4pVQoSPINQmUClw9IwJCEju/Fa79s5GBVLSE+Rl66ZAZpUSHUWkyEGToX17whSRL1tkaK2kopayul0rKXfFMObc6OFhr5rdldFqRWlxRwz4ofqbeYmTwxmXuGjCIi2Hv2uUKpAIUC9XG+P4Izkw83FlJY10aYn47bx8tXofyjcPHgOD7YWMSBimZeWp7D4xfIC+cCwe/ltApSL7zwAjfffDPXX389APPmzWPx4sW89957PPDAAx79N2zYwKhRo7jiiisASExM5PLLL2fz5s2ndNwCgUAgEAgEgs7pnxhNXEggBdX1PPPtLzx9xTSv/UKNRs5Pz+T89EwkSaLB2kaTzYrJbqPVbkWnUeKr0RJh8MdPre+yCXqzzcz2+iK21RWwvbaE3Q3lHbZH6v1J9Q+nwWaizmqi3mrC5nLicsL0zz/A7pII9/HhifETubJPv+Med11+IWvzC9Eolfxt7EivfVosVj7elAXAbeOHye5zd1UlvRVJKH1dZAZ4LhG8PKU/r+1bh8nR0Y8ywuDLDRlD2b09i1JzHRH6QNRdzBzqFxHJLwUF7O4ki8dstrFrQx5KILOnvGh1BJsWdtfWMKDF0zv15105qOxwZf/+SFpPQ/NHZkzAJcF9k8cQ6mtk2LevUG9to09wFBNjUpkUk05mYLjHe2iy28htrqXOXkaxOZ+itlKKTGWYnG6/TwUQazBjl2xolToSjWkk+2aQ4tuDBOPxxQany8VL2zbw2o5NSECv0HD+79wJJAQEysZUNLfQMyWS/qnHf88EZxZNZjuvrswF4O+T0/GVsSP5I6FSKnhkRiZXvLOZTzYXc/2oJBI7sYIRCH4Pp+1/lM1mY/v27Tz44IPtbUqlkkmTJrFx40avMSNHjuTjjz9my5YtDB06lPz8fH788UeuvvrqUzVsgUAgEAgEAkEX0GnU/OuyyVzz6hcs2p7N5L7pnNM7pdMYhUJBsN6HYH3Xb37sLgcV5kZK2+opbaujytzC2qo8DjZXIuEuSDM0JBkftZbzYvtyceJAegZ6CgOSJGFyWPlg106eK97A+IQk/m/UOFKDQ447hsrmVp5ZvoakkCDGJCeQEBzotd+nm3bRYrGSHBbMpEx58WNnRQWbisqYnpruVbTy0+q5LGUA7x7s+FD27t5jMag17esQI/Rd93jsG+H2b9pdVdml/oFB7s/I1GpBkiR8/Tz9MSOC3BlDVfUdBakWswUfnZaoID9uGD2IqCBP/04/vY7nLnKLmE6Xq11821NfwZ76Cl7as5ZwvS8RBl/sLicNNjMuSaLG4i6oMyfDj2Lr0Ww4JUqiDZEkGGMYGJRInDGBWGMiKkXXb4f2N+Xz/r7NfLW7DICrevbj4ZHntFdjlGNtXiE7ayoZN6jz77/gzOOt1Xk0me2khfty0aC40z2cU8bI1FDGpYexOqeG55fl8OrlA073kAR/UE6bIFVbW4vT6SQiouNTn4iICLKzs73GXHHFFdTW1jJ69GgkScLhcHDbbbfx0EMPyR7HarViPaaaR3Oz9wpqx8PhdKFWeU8Hl9t2ImOOVPhTKj0vSk7F8X9rjNMloerGmM/GeUqShEuiW/N0uiTc2dtn1zwlqXufzR+Jp59+mgULFpCdnY3BYGDkyJH85z//ISMjo73P+PHjWb16dYe4W2+9lXnz5p3q4QoEAsEZQb+EKK4dN5D3V23nia+XMzA5xmPpXlfYU1/G69lrAFDg/h3SauwUmCqoMjfh4mgl5B7+MWQ3u7N8En1CGRKayNjwDF4ZmoRRLe+FolAo8NXouan/EPqERzE2PrFLY6tvM3P9Z9+QV1tPv+hI5o4f5bVfm83OBxu2A3DruKFef0+PsK/GXXmwZ5inhcURrksfwvycrTgPL4dL8Q9mdlJfACL1gextKmJQcNcFkL6RbkEqv6GBZosFfy/+rAaDltvumsSCTzfy9vOLiU2K4MN5v3Dh5cO59i8TPfpHHl7CVtXQsbJvXlU9a/YXEBHo61WM+jUqpZJU/xD2NXTM3qq2tFJt8cy+Cjf4EqyOoU9wFAnGGOJ9Yog1RKFRHn+ZoTdyWor4pGgxOxoOIEkwNn4Uc9L6cUFa5nFjSxqa2FHozs6b2tdz+aXgzKWq2cJ7690VLO+bkuH1Wv+PzP1TM1idU8MPu8q5dWyybBElgeD3cFbdQa5atYqnnnqKN954gx07drBgwQIWL17Mv/71L9mYp59+moCAgPY/cXG/TdkurDO1iyW/Jr/W1K12i91JWaP3KhtyMQ1tNurbbF635dV4j6losmC2ObsVI3d8SZIo6OY8TVYHFU3dm2etyUqT2e51m9yYSxvMWB3dm6dcu9MlUVjX5nWb3JhbrA6qWyzdiqlpsdJs8V4uWW5sRfVtOGQMRLs7T5vDRUlD9z6bJrOd2lbvpZrlYv5IrF69mr/+9a9s2rSJZcuWYbfbmTx5MiZTx7nffPPNVFRUtP/573//e5pGLBAIBGcGf5k6ksSwIGpb2nh1yYbftI86q4lVlYdYVXmIXypz+KUyh2pzMxXmRlxI6FUaUnwjGBeeybiITP4z8GJWnHsf30+4i0f6ns+4yIxOxahj0anVXRajCusbuGvhIvJq64nw8+Wl2TMwylTN+3j1DhpNFuKCA5jWJ8NrnyPsq3YLUr3D5Sv6Rfv4MyTsaKbXg/0noVa6L+0tLve1VJBWvkLvrwk2GIjzD0CrUJJVViHbzz/Qh+bGFn78ZicVlQ1EJ4Zidnm/PjmSIVXd0FE0KqppACAxLOi447LaHXyzYy91dfIV6sL0PsyIz+S9cZewffbdbJp1Fw/2nc01iRcxLnwEST7x3RajJMlJlWkzT+6fx71Zz7Gj4QAqhZKpUSN5ceLULolRAC+t34ArWMk15wwkLiSwW2MQnF5eXnEIi93FoIQgzu3ZeXXNPyK9ogO4oL/7HPOfJd4TRgSC38tpy5AKDQ1FpVJR9at16lVVVURGRnqNeeSRR7j66qu56aabAOjTpw8mk4lbbrmF//u//0Op9NTXHnzwQebOndv+urm5+TeJUqnh8j/o6RHet8m16zUqEkK8p6LLxYT46mSPnxHpPSYuWL4ChFyM3PEVCgVp3Zynj06Nj8w6a7mYcD/5p6ZyY+5sTbNcjFy7SqkgNdy7WabcmP31Gvz13i9y5GIiA7o/z5QweRPP7s5Tq1aSJPO+yY050Ch/IS8X80diyZIlHV7Pnz+f8PBwtm/fztixY9vbjUaj7DlMIBAI/kx8uWMPi/Ye5Pw+Pfj35VN4btEavt2zn8n90xia3L1rsYyACJ4cOBMJ90MygAiDkQCdgRhjMCFa3y57S50IrA4H/9u8jTc3bUGvVjM0IZZ/Tp1ATID3bJ9DpTW8v2AzQxIiuWry4E6zilttNgob3YJNZxlSANHGQKAUgPFRR7OhTA73gzJfdfey0S6MzeD9NdtZv7+IsSney70PGZXKA09ewsH95fQclMiCH3ZhVsBtXvpGBPsSFGqk0tyC0+VCdfhavbD6+IKUyyWxYn8u//xxJXWmNpzBdvjV2xFp8OOlkRcwNDze+066iSRJNNkOUdTyIyWtSzE7q1ExByUKxocP4bL4qUQZwrq8vw2FxXy3LxsFMLXvURFSkiTqzGZCZYzvBaefwloTX2x1Fw74x9Qep/T8ciZx77kZ/LingrWHatmQV8vIlNDTPSTBH4zTJkhptVoGDRrEihUrmDVrFgAul4sVK1Zwxx13eI1pa2vzEJ1Uh6tVHLk4+TU6nQ6dTl7MEQgEgt9CU1MTAMHBwR3aP/nkEz7++GMiIyOZOXMmjzzyCEaZC84TtaRYIBAITjQn4vxU1tjM5sISkkODuGhAb9JiQ9leXs6/fljJgjuuOm7FumOJMgYwJ/H0epjYnU62l5bz88FctpeWs6/WncU0NC6Wp6aeS7S/94czdU0m7ntjETaHkwCjgYk9OzfOPlBbjQRE+vgeV7A4JyaNBYV7SfcP7XDD7NsSj75ajbm1e1lB/eKicDhd/Lw3h3/MGOd1WWFAkA8jz+nJyHN6sm59DtExQSQmeRdpwgJ9aTRZcLhc1DaZ2jOmVEolA5KiSZARpBpNZh78dAlb80rQB+uI9PdleK9YvqzZ2d5nUkwa/xk2gyCd9/dIkuxUNT6JJFkx6AZj1A1Co0rwEBZcrjbabNtosaxjd0sWzba89m0apR8TwyK4MvEG4ozde9hUbW7l1V3rMWjUzOnTi37RR+N3VJZzycIvmJ6azivnzvjTih1nMq+sPITTJTEuPYyhScHHD/iDEh9i5LIh8Xy0qYiXlh1iRHKI+L4KTiintUzA3Llzufbaaxk8eDBDhw7lpZdewmQytVfdu+aaa4iJieHpp58GYObMmbzwwgsMGDCAYcOGkZubyyOPPMLMmTPbhSmBQCA42bhcLu6++25GjRpF795HS+FeccUVJCQkEB0dze7du/nHP/7BwYMHWbBggdf9PP300zz++OOnatgCgUDQZU7E+Snx8PKkorpGAO46dxRL9x4ir7qejzdmcf3oQbKx3+dmMyI6jjDj6ansZLLZyKmpo6C+nqyySg5U1VDf1kZxY1N7n0kZyczs2YPpGd6NxwEOFFbx4OuL8NFrSY4O5vHrp3TqHQVQ3dRChNpIRsDxMxGOLOUPNXTMom5os5Ff30ij2bvdgxyj0hLw1WmxWZys2pPHhH6di2c795RQUt9CD1/vGW8qpZKwQB8q6luoaGhpF6QOVdays7Cc8wZ7X/b2wKdLWJ9diE6t4rZRQ7l0eF8abWYWfLcLhULBg/0ncG364E5vjG2OEupb3wagwfTh4fGEotP0Q6VQY3OWYXcU4ZJMgPt9VDMaJRqifMaS4DuVSJ/RqBRdW+p5LM02C9et+oyD5homDEjj3pEdfcW+zt6HU5LQqtTi5v4MJK+mlW93uo3r554rfL/+ek4qX2wrYUthPetz6xidJrKkBCeO0ypIXXrppdTU1PDoo49SWVlJ//79WbJkSbvReXFxcYeMqIcffhiFQsHDDz9MWVkZYWFhzJw5kyeffPJ0TUEgEPwJ+etf/8revXtZt25dh/Zbbrml/d99+vQhKiqKiRMnkpeXR0qKp7HsiVpSLBAIBCeaE3F+ign1JzjJQKnBLeIEGvXcO3UMDy/4mddXbGR6nwwiAjyXo+fU13LPysUYNRruGjiCa3sPRHsSHzzanU5W5uZzsLqW7OpaDlbXtAtPQ+Ji2FpS1t63R3govSIjmJyeyqikeHQy1dUaW818tHQbX/+chdlqJzosgDf/cTFBXirR/ZqqfY0oVrWRMfH4y+HNTrdXlEHVMRMqxODOGqpr8+6LKYdWrebvE0fz7GereOnLNQzPiMeo9y7I1NS2sHtvCUqlgknje8rv9PAihk3ZRfRPdvvRHBHSNF7sNgDumzmW2mYT/75sMj1i3Ov0wgy+LJx8Hb4aHQl+nXtPOVwuWp0GwAAc9Z5yumpps67w6K9WReOjG06Y/nwC9MPRqn67FYHFYefmNV9ysKmGML0PjwyZhN8xqzVMDhsFLXVoVSou7tHrNx9HcPJ4ZcUhXBJMyoygX1zg6R7OaScyQM+Vw+J5f30hLyw7yKhUkSUlOHGcVkEK4I477pBdordq1aoOr9VqNY899hiPPfbYKRiZQCAQeHLHHXewaNEi1qxZQ2xsbKd9hw0bBkBubq5XQUosKRYIBGcqJ+L8FOHnS7m1BYNTgyRJKBQKZg3oydfb9pBVXMF/f1rN85fN8IhzSC56hYazu6aKJzet5rMDu7lv+GimJKSjPAk3QQqFgnu//8mjQEq4rw8JQYEMiIkiMyKczIgwEoMC232Qfo3LJbG3uJKVOw7x1cpdWGwORvVMRKtQ8uhNU/D36Zqfk8slgSThcng3Cj8Wp+RChQKlq+P7cmSpX625e4IUwNTBPXh/8VZKaxr511tLeOTWqR6iVFNzGw/9awE5BdXMmNyXQQMTZfd35MY1K6+8ve2IICXnpZUSGcJXc6/0uOntFRyJJElUtrZQ2NBIZVszxc5qaiytVJtb3H9bWqizmrilh4sBBjXhMnc7SkUg/sapBPvehE5zYjyC7E4nd234lm21pfhpdMwffznxvh3Fs28Ksthhy6V/WixDozu/jhCceg5VtfD9Lvd39e5Jaad5NGcOt49P4bMtxewobmRVTg3nZHTubycQdJXTLkidLRyoaCYjws9rmvW+8iZ6RXuWwZRrP1Jlz5tJtVxMTYsVSZII9/e8mNlb1uS1DGdBrYkIfx1GrefHLBcjd3xJkjhQ0ULPaE+zTrkYk9VBbavVq4G7XExlkwWNSuHVxF1uzLnVLcQFG9GpPZ+edneeTpfEoeoWekR2fZ5NZjvNZrtXE3m5mLJGMz5alVejcLkxH6xsISXMx+vFW3fnaXO4KKozeTWql4upN9mwOpxEBXg+3ZWL+SMhSRJ33nknCxcuZNWqVSQleTd7PZasrCwAoqKiTvLoBAKB4Mwj3Oi+zjE77LTYbfhrdSiVCh6eOYFL3viU/PoGNpYXMSI6oUNcz5Bwvr3wKr4+uJf/bllLpamVf2xezH93/8I16YO4KKUvfpoTJ+arlUqm9UhHpVSSERZKj/BQ0sNDCTmOf1Oz2UJxfSM5FbXsy6tk9d58appN9I6LwGJzkBEXzuzxfRjXL6VbYkecjw8B1TbsZa3H7etrNqDONeBwdbw2CDEYQYLyhu57f/kZdPzzusl8v2w3K9ceJOdQFZeeO4BRQ1NQK5WsWZPNNz/sICjYl8AAI1ddMrxTk/Yj7CmqbBcmHYer8nkrSHSEY9+z8qZmFu89SHlbC19m78XscFcqDjLqMIXVeY1vtfvTZogGDv5qi4qooKcI8r3quGPuDnUWE/dsXkhFays6lZq3x1xMj8CON+1OycX83M0AXJjY96QIrILfx2u/5CJJMKVXhNdr6z8r4X56rh6ewNtrC3hlxSHGp4eJLCnBCUEIUl0kM8p71RRA9kZcrl2vUclWTJOLCfOTv/CSO1nKVVHrLEbu+AqFwqsY1VlMZ1X25GI6qz4nN+bOKiB2d54qpcKrGNVZTIBBQ4DBu2moXExMoHzKvtyY5SrmdRYjd3ytWilbNVEuJthH3kPhjy5GgXuZ3qeffsp3332Hn58flZWVAAQEBGAwGMjLy+PTTz9l+vTphISEsHv3bu655x7Gjh1L3759T/PoBQKB4NRjUGvw1+potlmpMrXir3Vfy/SMDufGGYN4+eAG/rl1OYtnXo/6V8KEUqHgkh59mJaczoLcvbywbw2FLQ08sX05L+xaw0UpfbkgsSd9Q6JPyE39szOndqv/f35czQcbdrS/DnJqaW2z4aPTkhwVwt9mjGZIj7jfdMMWFRNIr96xtDWb2wUcOUJ8jDgliYqmlg7t/YMiSa3xp7S2DmlW5/vwxtAe8WhcCvYdKEdySLz+v5W8/tYKdFYJh9NFbEoYDfWt/O/la4gIk79GliQJi829rNBksfHjtmxmDMkkIswPbaWaFrtVNhagwWTmo407eWvTVhwuF6EBPphdDlQKBbH+/iQEBhKfmECkwZ8wvS9hel/CDX6E6f0I1hmx2sZTWD2zfX9KhR+xof/DVz+2k6N2ny01RdyzaSHVllZijAG8N/ZShnip/Le8/CClpkYCtQZmJYhrgzONgloTPxzOjrprosiO+jU3j03mw41F7CxuZGNeHSNThZeU4PcjBCmBQCDoAm+++SYA48eP79D+/vvvc91116HValm+fHl7cYa4uDjmzJnDww8/fBpGKxAIBGcGEUZftyDV1kpaUEh7+/UDB/NB0Q4ONtbyaU4W1/QY2CHuiBDjp9Vxbc9BXJzehwX5e5l/cBt5zXV8emgnnx7ajq9Wx9DweIaHxzMsIoE0/1DZJXUnknB/94PFUF8j8cGBTEhNJiMqjCFpsWhlfKWOUFZST0CgEV8/7w/hUtMiqa9uwdffwP49pfTqK+/dFR3gFoPKmpo7iFcZkWE0tZmx2p3kVtSRFt39G8cBPeP46Llr2bKjgC++2UJBUS09kkNxOJxcfNkwhg5Jwcen80y1/cVV1Lce9XD671erGJ4Rj1qlxOxwUG8yy8buKCrj75//SGVTKwkxQYT6+jC1ZxpDkmJJDArqkq+YQdsHhcKIJLWhUcURH/YhOs2JM6l2uly8fXAjL+5dhQuJFL9QXh0xh7QA71UH389xZ0ddljwQg7p7FRAFJ583V+XikmBij/A/xcPW7hLup+fyofHM31DIqytzhSAlOCEIQUogEAi6gCRJnW6Pi4tj9erVp2g0AoFAcHYQbvThUGMd1W0dl58F6gzc238sj2z+med3rmVmYiZBenf2sNPl4t6NPzAoLJar092V+IxqLVelD+TKtAGsrSxgQ2URH+Vso8FqZmnJQZaWHMRXo8VhVtEzOILeIRH0CgmnZ3AEKQHB6DUn9pL3kiF9uGRIH3x03a/A9tJTi9i9o5Ab/jqREWPTiU/sKF4YfXQMHZ1GzsEKPnhnNf969lJ0Ou/iRXSAO9vZbHfQYLYQbHS/h3qtmqFp8azdX8DKnYd+kyAF4GvUMWF0DyaM7oHD6UIBqGSW563dlouPUUdmciQGvXu8i7dmd+jT1Gbh6S9XkpzsnnPVrzK7jrCnpJJPN+yisqmVxNAgnp01jV4xEd0ev0KhITLwMdqsW4gIfAS1yrtQ1F1ckosVFdm8kb2aSpMFFxKzEvrw+MBpGNXevxO76srYUVeCRqHkypQhbv8vxckXTwVdo6S+jQU73AUM/jqh8+qSf2ZuGZvMJ5uL2Jhfx7bCegYnBp/uIQnOcoQgJRAIBAKBQCA4KSSF+OFQR6DSeBp0X5Hej09ydpLdUMPzWWv59/DJAPxUks33Rfv4vmgfbQ4bt/Yc0R6jUCgYG5XM2Khk7u03lj11FWyqLmZLdTFWh5MNzWVsrSpla1UpAIODY9izr5pIP18SggOJDwokPiiACL0PfnodPjotvnot0QH+BPkaury07bcIUeB+uNHSbEaS4KtPN/L1Z5t45d0biIruaHx94SVDef3FpWzfWsCzT3zHHX+fRmCQpxWDTq0mzNdIbbOJwpp6ghNi2rfNGdEbV6WVxQuyuOqcgfgYf5/v1vF8ov777nJqG028/cTl9E6LxuF0sWT7r/2bYHlWLnMC3f5clc2ePllmm50HvlxCQW0DE3qm8J9Lpv7m9xsgyPeqE+YXZXPa+al8H+/mrCe3pQaA0WFpnBvdk4sS+3f6/fmqYBehOh9GR6bQbG/jinVvcEHcQO7MmHTWe/G8/vrrPPvss1RWVtKvXz9effVVhg4d6rXv/Pnzuf766zu06XQ6LBbLqRiqLG+tycPhkhidGsrA+M6rOP6ZiQ40cNGgWD7bUsIrK3P58Abvn7NA0FWEICUQCAQCgUAgOCk0S63sai1klqunxzaVUsk/h07isqWf8WlOFlek96dncDgz4jM52FjN6/s28J+sX2hz2Li7z1iPm3aNUsXAsFgGhsXyl14jcbhc5DfVs7e2ir11Veyrq8JodwsZlS2tVLa0srmolNgAf6pKj5p96zVqaHFi0GlJigiiR2w4Q9LjGNkjAV/Dia2EqlAomPfJrRQX1PDUowtQqFV8+slG7r1veod+EVGBXHT5cCSnizUr9tPSYOLqm8bR20s1u6mBSSzes5+8QzUMPEaQGpmZyFv/W0V9g4kvF23n+ktGntC5HEtzq4XaRhMASTHupZlbDhZT3+K9yt+KbYdACVVNnoLU/rIqqppaiPD34d9zJv8uMcobB5p3sbD0Q2KNSfTyH0Cmfz+Mau/ergBV5gY212ezuW4/O+pzCVImkNtSg59ax1Upw7g6ZTiB2s4N8LfXlPLpoSyMag1/6TGaZZVZJPqGUGluOuvFqC+++IK5c+cyb948hg0bxksvvcSUKVM4ePAg4eHeK7H5+/tz8OBRsfJ0vwfVLRa+3OYWse8Q2VHH5fZxqXy5rZQ1OTWyhZUEgq4iBKku0tRmJ8DoPV1abptcu8slYbI58NN3PcZid5ci1ms818vLxbRY7Bi1alReKgN2d8y/JcbhdGFxuPD1YmwuF2O2OVEq8VoxTy6m2WLHV6v2WgHxN83TbPdqUi4XY3e6sDtdXqsZysW02RyolUq0as+njbJjNtvx16u9/mh3d56SJNFideDfje+g1eHE5QKDtuufjUAgEAj+3Fid7mpoepX3S87hkfHMSMigytzKS3vW8NbYOSgUCu7tNx6DWstzu1bx6t71mOx2/m/gxE5vXNVKJelBoaQHhTI7rRfg/r1rmOyuhlfU0EhRfSNWu4NcYy2tFistFrepdmlzA61mK3sKK2lus/Ll+t3oNCrG9Upm1ojeDM+IP6HeVPFJYTz07znccN3/yCms4YqrRhIVFdihT98BCfgHGDC1WsjbXcr9N7zLNbeNZ/Z1Y9Ee8/sdGxqI0+liw64CLp7Uv71dp1Vz782T2J1dxhUXDDlhY/dmtF5Y7q50Fx7s256JlZVf7jVer1HTNzmKDRUl4OXjHJQUyzd3XUVdaxuBRvliN7+V3NYDVFnLqbKWs71hPUqUJPmmk+7bB7VChZ8mgCpLBeWWYirMxRS0RlPSVt8eHx2gZWzEOVyRNBR/rXyRmiNIksTTWSsAmJnQizjfIBaWbqHW2sI1ySe20t/p4IUXXuDmm29uz3qaN28eixcv5r333uOBBx7wGqNQKIiMjDyVw+yU+esLsTlcDIwPZFiSWIJ2POJDjJzXN4rvssp5a00+r14+4HQPSXAWIwSpLuIWkLyLHi1WGUFIpt3hkjDbnF4FKbkYm9OFJHkXpORizHYnWrUSlbLrMa02h6yAIbets3la7E6vgpTsPB0uWUFKdp42JwaNCqWXq5rufjYul0SbzeFVkJKLsTtdWOwujF4e4MnFWO0u0IAWz4tbuZg2mwNfnRqVl4u37s7Tefg76E2Qkp+nu7KON0FKLkYgEAgEf26KTQ0A2A4LU954cPA5TP7xLSyNDn4qyWZ6fCYAf+k1Eh+1hse3L+O9g1uwW1zcP2Q8Plr5jJnaFhMfrtrBrKG9SI4IRqFQEGw0EGw00D82SjbOZndQXNNIflU9ueW1/Jx1iIKqen7OOkRTm4UXv1vLvbPGMqJHwm98JzyJTwilb78EWlotHDhY4SFIASQmh/PvF67g9Sd/YP/OQj55/ieKDpTzj5evbu8zflAK+/aUsHtrEcWldcTHHjWPH9I/kSH9E0/IeCVJYtO2fN6ev4aH7zuP5GO8rwpK3IJU0jHHvmh0X1CAn0FPVVMLH6zZQY/YML6ceyVWh4OBz7zGgcZa6k1tBPt0zDBKCA0iIbTry6YcLhdmux2Lw4HZbsfqsuNSW7C53P+2uRzuP047zbamDrEuXOS1ZpPXmu1130k+mfhr/BkeksnwkExSfKO7ldHzU0k2O2rLMKg03NNnLFvr8qi1thCgMTIy7MQZrJ8ObDYb27dv58EHH2xvUyqVTJo0iY0bN8rGtba2kpCQgMvlYuDAgTz11FP06tXrVAzZgxaLnY82FQFw27iU056tdbZw69gUvssqZ/Hucv4+OZ2EEPnq7gJBZwhBqotEB8o/AYkN8p6mK9euVSsJ9/f+xEcuxptwcLyYcJnqLZ3FxMjMU6FQyG6T25deo/IqoHUW05moIRcTIfNedhYj165UKogK6N48jVq1VzGqs5ggH/mLabkYuXF1FiPXrlYpZd83uRhvwuLxYgQCgUDw56bK7F4aV9bWJNsn1jeAWzNH8PLetTy5cwXnRKe2VyC7NmMIBrWW7/P28dGmPazJLuG5qdMYFBPtdV+Lth3g/V+28f4v2xiQFM2FQ3sxuV86PvrOl31pNWpSo0NJjQ5l8oB0bp8+guzSahZvzWb1vnyKaxq57Y0FjOmZxD0XjCElKqTT/XWV3sMSmf/5BrbuKWLC+EyvfYw+Ou576iI2r9zHG498w8W3TuiwPTE6BKUTgv2NPPLvb/n7nVPo0yv2d43LYrVT09hKbYOJsopGdu8rYeuuInyUakpK6vng0w08/tAF7f0Lyo4IUkfN08MDffnLDPcywbL6JjaWlZDf2IjZ7sCo1RAV6E9pYzN5tfUegpQcbRYbWwtLWX2ggH2lVWgiNGwrL8Pu6uhRlh7lgyUix+s+pkd1/gDNXx1In8DBRBviidbHE6WPw6D+bdc5NqeT/+76BYCbM4cRbvDltZydAEyO6otGeXbfitXW1uJ0OomI6Gg4HxERQXa2d4EvIyOD9957j759+9LU1MRzzz3HyJEj2bdvH7Gx3r+3VqsVq9Xa/rq5udlrv9/Cp5uLabE4SA33ZVJm943z/6z0jPZnXHoYq3NqeHttPv+e1ed0D0lwlnJ2nwUFAoFAIBAIBGcslsOZUVanvUO7w+Vib00VmaFh6FRqbskczlf5uyhva+atAxu5u8/Y9r6XpPQjXhNEYeFSihubuOyLL7h1yBDuGjkCrarjg6/M2HDG90pm7YECdhaUs7OgnKcXrmJK/3SuGzOQlJiuVZtTKBRkxkWQGRfBTVOG8r8lm/li7S7W7i+goqGZ0cnx3HrBSIzHEbqOR3SE23ulqub4N9jDJvRi0JgeqL087Hvwrmnc98hXtJms3DX3Ewb0jUOv1xDgZ8Rmc+Djq6Ou3oTN5nD/sTuJjA3iUFE1TocLh9OF0+n+OzY9lO2Hytr33Ts+goMHKgBI6ZfI8EFJXHv5qA7HLzwiSMV4X+4UHeRPo81Km83OtsJSxqYnkRIaQmljM7m1dQxJ6FxAc7kkvlm/m7cWbyIlOYx1ee6MlhT/0A5ilAIwaDRolVoCdEFoVWo0SjVapQatUo1WqSbOaKTMUsSva+eG66K4PvEeoo1xnY6lO3x8aDvFrY2E6X24ucdwTA4rv1TtA2B69J9zmdOIESMYMeJooYKRI0eSmZnJW2+9xb/+9S+vMU8//TSPP/74CR+L1eHk3XUFANw6NtnrShiBPLePT2F1Tg1fbivlbxPTCfM7sZ57gj8HQpASCAQCgUAgEJxwNtcU4jp823+ouabDtomfv0dRcyNfX3A5g6NiMKg1PDRgInesX8hbBzZxcXI/YnyOGuUOj4/nx2uu5olfVrFw/37e3LKFVQUFPD9tKhlhR5eODUuLZ1haPNVNrfyw7QDfbtlHYU0DO/LKWLZ4L6P7J3PT7BH0SOp6JkSgj4H754znkjH9ePG7NZSWNfDJsh2s2H6IB66ayOi+yb/5PfILMpLQMwKfiK5l4HgTowACA4w8+ciF/PTzHj79fBOVFU1UVjUREuRLXV0rCYmhFB5eVte+L6OG4tJ6j30lKNx2AnqtmrAgX5ISQhmYFsOQfon0zYxBr/NiK2C3ExUZSFS4d3NjhULBqJR4vtq+l/V5RW5BKiyY1bkF5NV6juFYXC6J579aRVZhBXUtbfjXtXL92EH0jo0gMTKYQKMeg0aDXq1Gq1J1aclVQdsuKi1HRbdhweOYE3sdOtWJ86yqaTWxaGcOKb4h3Jg5FB+NlkWl27G67CT4hNIz4PdlsZ0JhIaGolKpqKqq6tBeVVXVZY8ojUbDgAEDyM3Nle3z4IMPMnfu3PbXzc3NxMX9fuHwu6xyqlusRPrruaB/zPEDBB0YlhRM/7hAskoa+WhjIXMnZ5zuIQnOQoQgJRAIBAKBQCA4oUiSxLN7l7e/3lJbRJW5hQiDHwC9QsMpam5kc0Upg6PcN4LT4nowLDyezdXFPLNjJa+MntVBXPDX63lu2lQmpSTz8LLlHKip4dGfVjA6KI6bJg/FcIxQEh7gy40Th3DDhMFkFZbz88aDfJfdyLqd+azbmc95Y3tx20WjCA2Wr672axLDg3j55gtYv6eAZz5eQUVdM3e/8i3njejJX2ePJiyo6/tqR6Ugu6oW9L/fMD08zJ9rrxzFnFmDObC/jKqaZiSXhN3mRKfXgMK9NFGrVaHVqtEZNChVSlSH/6gP/63TqQkMNOKj13bZT6eksomG5jYC/eWFtVGpCXy1fS8b8ooBSA11L3vMq+lckHpr0UY+W5mFj0HL3bPGcMU5A9B48RrtDtGGBCotZWiVOi6Ju5EhwWN+1/688fTy1ezNr6FPdAQXJfUFYGdNOWG6AKZHD/xDeBVptVoGDRrEihUrmDVrFgAul4sVK1Zwxx13dGkfTqeTPXv2MH36dNk+Op0One7EZt9IksQ7a/MBuH5UotdCQ4LOUSgU3DI2mb98soOPNhVx+/hUr16zAkFnCEFKIBAIBAKBQHBCWVJ2gD0N5UgSKBTgkFx8lLeZv/eeBMCQqFh+zM9hS0UJf2UY4L65eXTgZJ7dtopl24v42HcXVw/o77HvqenpDIqJ4ZlVa9i8Np93TRUs3LiHOSP6cPuMESiPqYanUCgYkBTDgKQYLhvfn/e+3cTPG7Mpq2jguns/4Mn7L6BfZvcyVUb1SeLLJ67lf99v5NNl2ymtaOSS++dzy5yRXHxuf9Sqrt/YulzuDLITuVTI10fHkCG/PWuru0iSRIvJAoC/j3yG0bCkeBQKyK2uo6q5lfTwUPpGR6KQvFfuAyisrKegrBaDTsPfLx7PBaNOjPH1lMjZ+KkDGBU6iQi9dz+y38PSA4dYtO8gSoWCx6dORK1SUWs28f6ubFwSvDG43wk/5uli7ty5XHvttQwePJihQ4fy0ksvYTKZ2qvuXXPNNcTExPD0008D8MQTTzB8+HBSU1NpbGzk2WefpaioiJtuuumUjnt1Tg05Va34aFVcNjT+lB77j8SUXpHEBRsoqTfz9Y5Srh5+4go/CP4cCCm4ixyoaG6/aPg1+8q9G3XuLfPebrE7yatp7VZMTYuV6mZLt2Lya1pps3mvaiMXIzcXSZLYX+7d30BuXyarg8JaU7diKpss1LVavW6Ti8mtbsHqcHYrRq7d6ZLIruzePJvMdkrq27oVU9rQRmObrVsx2ZXNOJwur9u6O0+bw8WhqpZuxdSbbFQ0mbsVIxAIBII/H3aXkxf3rQTcYtQRPsvfTqvd/Rs/NMotAm2vLMdxjAdQZlA4IwOTsTtc/PuXVWwrPbqs6ljCfHx4bvpUnrh8CtHB/tS3mHn75y2Muv8NXv5uLdsOlZJTVkNVQwtmmx1JkkiIDubxv0zng39dSVuzlcZmM399+HMeeHohkuT9Gk8Og07D3y4ey0cPX4nL4aLNYuP1L9byn/eW0djs/ZrA63vldOJn1OGjP3u9V8xWe/v1iZ+P/DwCjXr6REeiVirZX1FNengIBytq2JBfTEFdg9eYRev3sXJ7Lv0To06YGAUQqY9hduw1J0WMqm9r455vfwTgon696B3lXh66tOgQLkmib2gUkUYfvipZyYHmwm5/9840Lr30Up577jkeffRR+vfvT1ZWFkuWLGk3Oi8uLqaioqK9f0NDAzfffDOZmZlMnz6d5uZmNmzYQM+ePU/puN9Z6/aOumxovNfq2oKuoVIquHFUEgDvrSvAKXO/LBDIITKkukhmlL/stl7R3tfL947x3q7XqEgJ857WLRfTmUmcXEyyzDE6i5Gbi0KhoGe09/dAbl8+OjU+MpXZ5GIiA+SfrMnFpIb7dTtGrl2lVNAjsnvzDDBoZH/I5GI6q0onFyM3rs5i5Nq1aiVpEd7fN7mY4E4qA8rFCAQCgeDPx1eFOykyeS7DanVY+bJwBzekjaBHcCh+Wh0tNisH6qrpE3bUb+bGwYPYU1XFouyD/PX7H/ju6iuJ9PP8zVIoFEzol8rIzET+8f5iVu/Nx2y18/7ybby/fFuHvlq1iv7J0bz+lwtJT4xg3pOXM/eJr9lzsJx12/KYcvWrDO6bQJ8e0fTtEUt6UjgaGb+mY0mPD+edRy/n+9V7WLR6H4t+2cvu7DJeemAOUWFHfxuLKhvYfrCE2eP6dohvcdqo1diQ/H/fMpc2i03WYL3NYsNqcxDUyXI6OXZkl7D9QCk3XzhCtk+LyS0yqlTKDssmf83u0kruOXcUvaMj8D0swA2Ii2ZzYQlbCktIDvU0RDdZ7IT4G5k58tSKFb8Vm9PJRe99hsPlQgHMHT+6fdtH2e7qetMSMjjYXMo7+d8TrPXn0+En3qz7VHPHHXfILtFbtWpVh9cvvvgiL7744ikYlTz7yptYl1uLSqng+lGJp3UsfwQuHhzHC8tyKKg1sfxAFVN6dc0/TCAAkSElEAgEAoFAIDiBrKvKk932U6m7wphKqWRIpNs7anN5aYc+CoWCpydPJiM0lNq2Nu74fhFWh/eMb3Cbb7986wW8d/fFaGSWy9kcTnYXVrRnuxv0Wl55/NL2/m1mG2s2H+L1D1Zz64OfMPWaV7n78a8orfDM3HG6XKzdnsuWPe5Kb0qlglnn9OX/bppMRIgfbRYb7yzYgONw9nZLm4VLHvuApz5aTnFVx/1VN7kzycP8fWTndzxa26xc/c+PefmL1R6Z1Babnfue/5bb//UFtQ3es/O94XC6eGvBem5/5ive/nYjG3YVtG/78qcdvPHpGsqqGgHQ69REJAfh8lXKZnL/9+c1XPLOZyzPzmsXowCGJroz5TYXlnqNW7JuP/X1bWTEh3tsa2w0sWjZbhYv38OPq/ax/1AFZovdy15ODVuKSpn65nxKm9yZ9nP69SLYxwBAbmMd2Q1uY//J8amsLa6mtjyRPrphfwgvqbON99YVAjCtd2SnD4kFXcNHp+aqw0v13l1bcJzeAkFHhCAlEAgEAoFAIDhh/KPPudzT8xx6+cXisKro4RvFnIT+zIzrw+09jppHT4xJZogxmv05VR77MGo1vDnrfPx1OnZWVPDUL6uPu7RpYEosH957mewN/k2Th6HTHM3c1mhU/Peh2eBlt1abg227i9i2u8hj29dLs7j/+e948/O1HcaUFBvCG49cgsMlsXjNfhas2AWAn1HP4Ax3RbCV2w912Fdts1uQCv0dgtST85dRXNXI8q05mMxHbQ8kSeLR1xazfX8J1fWt1HRRkGo2Wbjjv1/z7nebkSSYOaYX/TPc4qHLJfHZom18/N1W9h1yL8Py99FT22zC6nJSVut9Cf/oFPfN6sKs/bRaj1oWDDssSG0vKsPh9LRfsNmdKHBnuB3B5ZKY9/Yv3HrnB/zn9aX87+O1PPn6Em5+6FPuevIrbvvPlyxcvZtmk3erixNNbauJ+75fwlUff9UuRgHcMWZ4+78f2rAUAK1SRUpgCFnV5dS22QjTeAptgpNLdYuFH3aVA3DTmFPntfZH55oRiaiVCrYU1gsrD0G3EIKUQCAQCAQCgeCEkeAbzG09xjC31wT+kjGG+3ufy1ODzue5IRcyIepoWfB+oZHsy6liXXah18yahMBAXpwxnYyQEFatzeHtn7cc99iZcRFcO3GQR3tEgC9XTxjo0T6kfyIBRu+2CBkpEUwd7+lbNHlUD7QaFSqlkvLKxg7bosMDuXnOSAA+XbwN++EsqZF9k+iZGkmTraNPZnWzWyT6rRlSm3KKqbWbCQ304Zm/zCTA19C+7ZMVO2l22PHz0fHC/ReSmXz8ZTT1TW3c/Pjn4JLwMWj59+3TeeSmKe3LAfNLawkN8sXPR8e4oamAO6MtITwIgKJq715QI5LjSQoJwmSz8f2uA+3tfWOjmJSeQl2LiV8OemZWjOuRiM4sUVx2dAnoG68u48CeUmpqWumXGUPfXrEM6ZtAcIARh1Jie3YpT81fzpS/zePvr3zHuj35splbv5evs/Yy9a0P+G7PAY9toT7uzJvv8vazpcqdARZu9EGSJHbWuMW8AeEn3sNK0DkfbyrG5nQxMD6Q/nGBp3s4fxgiA/TM6BsFwHvrRZaUoOsIQUogEAgEAoFAcMIZHZ3IvQPHMio60ev2zKhw/PU6Wq029pV7ZkkBjE9O4prUfjQ2WXj9xw28vXTzcY9727QRxIUFdmjT1NhBRpPo4UWoCQny4Zl/zELvxRMpyN9I34QosveVs3Of51KzCyb0oV+PGNAoWbU9F4CkuBB2Vlex+lBhh75HMqTCAn6bIPXp2p1sLiplzKg0eh0zj2aThXcWb2JLXik3XzGa/hnHryTYYrJw93+/oai8nvKqJt566FImD+/RoU/WwTL2FFbSKzMGnfboe5MZH05SVDAHyqq97luhUHDl0P4AfLwlC9dhI3utSkVqWAguF7y7bptHFpy/jx6XU2LtFvf7KEkSKqC0oJa/3zmZ156+gn/ddz4vPXIRP7xzO//6y3TuuGg0aXGhOJwuVu/M451ftjHzP/P5etMebJ0s/ewudaY2Hlq8jGaLZzGeQIMerVrNd/n7uWfN4vb2ML0PZa3N1JhNqBVKeoeIDKlTicXu5JNN7qzHG0YnnebR/PG4/rC5+Q+7yqluOTUZioKzHyFIdZGyRrNslT25Cmty7TaHiyqZinlyMc0WO01t3tfFy8VUN1uw2L1Xn+vumCVJorShezEWu5OaFu8V8+RiGttstMis/5eLqWyyYJd58tXdebpcEuWN3ivJycW02RyylQHlYupNNkxW7xdFcjHljWbZyhXdnafD6aKyqXvfwVarQ7YyoFyMQCAQCARyqJRKhiW7l7JtzCuW7XfZmP7cOmUYAK/9uIGnv17Z6X71WjWPXX5u+2s/SU2c0Y+356/22l+pAMMx4opGo+Lpf8wiLES+aEpSbAgAJV48plRKJSkJYZTXNrM/vxIAf4M7C6vF3PF6oQUbfsF6An3li7rIUVbfxOr9+QBcPqZ/h23v/rSF5jYrqdEhzBnb10t0R9osNuY+t5CcohqCA4y89tDFpMeHeR6z2r0UJyG6owH5oN7xHGyp54fd2bJLK2f1y2RUajxmvZ1vs49mFF05rD9atYpdpRXsKC7vEDNlbE9GDkhm3ZocSssbUCgU/PLjHlQ2J8mJnuOLjQji2hlD+fSJa/jsX9dw9bTBFNU3UFrXxONfLWf6U+/zydqdWOy/X5gKNhq4coD39zbM14cf8g9wz5rFuI5ZE1rZ1srOGvccM0PC0KtFdbdTyfe7yqkz2YgO0DNVGG+fcPrHBTIoIQi7U+LjTfLndIHgWIQg1UV8dWqUSu+eBP4yFdbk2tVKhWz1ObkYnVqJTuP945KLMerUsuae3R2zQqHAT9+9GI1KiVHrvWqMXIxeo0Kr7t6YfXQq1Cfos1EqFfjqu/fZuOfZvRjDb5inr16N6gTNU6VU4KPr3mejVSnRy1QckosRCAQCgaAzhqfEA7A5r6TTfrdPG0GvOHcZ+c/X7uKvby2krkX+YcjgtFhunTaclKgQ/jF7PAeyK/jp5z1YfvXQS5Ik8gpqsJqOPnB58K9T6ZkW1el4bE4nYaG+RIR5r4DbM8k91vLDnkp+hwWpZnPHh0F1rWYazBb8DN0XpL5cvxtJghHp8SRFHBWIGlvb2Jrtfj//NmcMKmXnl/uSJPHZjzvYc6gCfx8dL/9jDvGRQV77+oToSe0ZgW+woUP7+MwkfHRaimobWX/Q03cLwFevY3CPWIramnh6/Rqare73IszPh1n9ezI8KQ6duuN1Rr/MWOwtNpoa2njyucW4XBJjJmVisdpZvHB7p75iqbGh3HXJWH586Abuv2Ac4f4+VDW18sy3q/jHe4v5ftM+2YfNXWHr/hI2LcnFt1jC51eFyxUquHvNIly/Gl9FWwtbK91ZdQPCxHK9U4kkSby/vhCAa0cmopa5RxL8Pm48nHn2yaYi2cQIgeBYxP/ELhLQyQ233Da5dqVSga+MICUXo1OrZMUAuRhfnbyA0d0x/5YYVSfCm1yMXqPyuBg5XoyfXiNrYPpb5ukvI7zJxWhUSgwywptcjEGrkhUL5WLkxtVZjFx7ZwKjXIxWLS9IdfZ+CgQCgUAgx/DDGVI7S8oxW+UrpCkUCj68+zICD1ctW7e/kHMf/R93v/M9K3fnYvdiiH379BF889A1zDinNz0yooiJDSa/sKZDn03bC9Do1YwemsJfrh7Lw3dOY/KYzOOOu6q2her6VtRyD5cCjGBQUt7q9ojyPyw4tVntHfyMWq3ujCnfwx5NXcXhdFFU3YBWreKy0f07bFu+/RDZJdUMy4xnZK/E4+5rY1YB736xnuTIIJ7/+4WkecmMOkKD2cye6mpaHB0zvYw6LSPT3cblf3lvoWz8jQMGkxwURJ25jZc2bWhvf3jGObx//UX0jumYtaJUKnhw7nSiIwO5bPYQlEoF580eTFCwD/v3lDD/zV+w2dzZTk6HiwWfbsT+q5tgg1bD1WMH8uNDN/DInAkMiI9iza58HvvwZ6559jN25XfMyjoeRWV1PPf+Cu589mvqmkykBYfw+VWX8I+JYzEcNs0vNTfjlBHLKutbGBgUzcBQIUidSrYU1HOgohm9RsmlQ+JO93D+sEzuGUF0gJ46k43FuytO93AEZwFCkBIIBAKBQCAQnBYSQ4MYl5hIsEPLnsLOb17UaiXv3XVx+2unS+KXPXnc8+4PnPvo2zy3cDVtVs+l5QqFAoUSDuZWUtdgam+3Wu28Nn8V5TXNRMcEccWsoV5NzH+NyyVRUuE22U6OD/XaR6lQ4JCk9gycIxlScHTZ3v+zd9bhcZVpH77HMhN391SSpu4uQBUtxR0Wh6IrH+yyLLbAssDirqWUKpSWGnV3b2ONuyeTZDI+5/tjYtM5J1JaWuDc15WryXnPc877zkxnzvzO8/wei82OucX03FsrbqwuRVphBVuO5OCj8mBivwSXsZ0n8wEY0TdW8oZdK3aHg/fnbwNg7OBEBvbpXCQJ8nEadYtlp01IdgpSDgH+b/Ea0ewlD5WKf02+GIB5x46wt8SZyaVRid/wAggP8+ObT+9h8gSnIX5irzAe/sssAgN9CA33a3uM33p5JR//72de/NtiLCK2CFqNmuvHDeazh67lsdkT8NJqOFlQwd8+/Yl3l23HIlHGV1alZ96Kvbw1bzP3/n0BNz/+FT+sOUJcRCBXTxnI18/dTHJ8OHePGc7q++/g8cnjeOqiSQwPixY93q70QjIOVzEoQC4Z+zX5enc+AFcPjSHAq2cCsEz3UauU3DrW+V7w1a78LrujysjIgpSMjIyMjIyMjMx5QaFQEKDRUas3cjCnpMv9e0UEExcS4La9rsnIN1sOsfpghtuYIAhU1xno0zucyAhniZ3DIfDyxz+DRkFyr3DuuH5st+e8fmcGpVUNjB6WSHJLad7pmFvEDW1LSb9apcRLq8FH54GhRTRrtrSLZ94i5umdsf+UU8gZlhSNuoOYY7Ha2NdSrjdhYEKXx1m95SR5xTX4euu44+oxXe4f5OsUpGpFBKnWDCmAVfsz+OeSn7E73D0+J8YlcMvAwQwOj+SJNaspbWzs8rynl1eNGteH5/57AxfPHIiuJeN78rT+eGjV7N2RxWv/+gGbTbxcyEOj5s7pI/nxubu4ckwqgVodX6/Zzz3/WURZTYPb/mVVDXy4cAeL1hyiTm9ApVQwflgSL947i6fvmuZifB/t78dDE0ZzY/9BLLvsFmbRG22pkmiNH63SoMVux1OjJiFEvCxS5uxTWm9k3Uln44Q7xsV3sbfML+XGkXF4qJUcL9FzqLD+fE9H5gJHFqRkZGRkZGRkZGTOG8N7OTNJDmV3LUgBXDSol+j23pHBXDKoj9v2tKwyauoM5BfWEB3pFAG+WLqL9TszKKyo58E7J+Pr3T0PJ4vVxqeLdoJCwZB+MWgkStn1BhOhAT6EBfi0bRM8oEGwYGsRaYwWK6OTYhkWH9VphpAYrYLUyL6u3fMKy+sYnBBJ76hg+sZIl96BU5T7dsV+AO6cMxq/bhir94oMZmRKLOWGJrfMh/rmdn8sAVi+P41Hv1pJs8W9FPMvYyfQaDZTbjBw5/Jl1JvEG8p0ho+vDi/v9syyEWN789Lbt+Af5E1xeT3ffLGt0/gQf2+ev30Gc+dMwN9bR1p+Bbc8/w2HMl39zMKCfblsUn+unzmUx+66iGUf3sdrT11NSq/OM5xqG5opTK9mil8Cn180hz03PMjDSWNQGhSkRIZ26e0lc/aYv6cAu0NgTFIQKRHivm8yZ48gbw+uGuzMtvx6V/75nYzMBY/8TigjIyPTDV555RVGjhyJr68vYWFhzJ49m8zMTJd9TCYTDz/8MMHBwfj4+HDNNddQUSHeylxGRkZGxsnQXtEE+3qhUSpd/JWkmJDaoV17iygyOCGSLx65nkAfT7f95y3bi9JTxa03jsGzxatp5qT+RIcH8MyDMxk+IK5b87TZHTz/2Tq8fbSEBHpz3axhkvvmVtZSYWgiKNC7ZZoCxpasqfZsKAX7coo4UdSzzwmb3U5aoTNmZF9XL5yiinoOHC3AT+nRZbnewROFOBwC/ftEcM2MId06d+/IEA4Vl5JRWc2pihqXsTpDu6jUeuat6bn86aMl1DS5ZlT563R8NfsaInx8yK6t5Z4Vy2k0i3cs7gmDhyfw4F9mkXOqgoXzd5GdVd5lzIRBScx/9lb6J0bgqdbw/Os/sXl3++d7THgAzzwwkyfuuJiJI3oTGuTTydHaWbb5KJVVTZjqzCRHhRLu5Yuh2EQMvkztJS6qypx9TFY7C/c7RcY7xyWc38n8gbij5bFefbxMsru8jAzIglS3SS9rkOzEcbJUL7r9RIn4dpPVTk5VU49iqhrNVEr8Z5aKya1qotkiXg8vFSO1FkEQSCt1T2Pu7FgGs438aoPomFRMud5ETZP4BYlUTHZlY5sHQ3djpLbbHQIZ5T1bp95opahWvNOPVExxXTP1ze4+F53FZJQ3SF6o93SdFpuDUxXiKfJSMbUGC2V68TuYUjG/J7Zu3crDDz/Mnj17WL9+PVarlenTp2MwtL/Gn3jiCVauXMmSJUvYunUrpaWlzJkz5zzOWkZGRubCJz4sAEN5Mwf251NTL37d0JGhSVF4a1s8YBQKIry9+eiha/AXyXJate0kOw/kYLM7mDI+uW17TEQA81+/gxndMDAHZ2bUUx+s5Of9mWTW1PDGP+bg2UmzkcO5zmyv/vHOkj6j1dbWcc2rZe6tzU2sdnuPfFbyS2pRV9sYFBxKr4hgl7Gm5haT9G545Jw4VUpxRT1RYQF4aMSb0JyOl4eGMb2dAt6W9FyXsXqDxDVCUQXvrt3ptj3K15evZs/BT6vFYrVz6/wlFNX/8uuJi6b1Z9LF/XDYBV5/eaVk6V5HIoP9+Oz/bmBc7ziq6wz8638/sWlXZpdxnXE4y/kauHn6cBQKBYIgsCu9gOq6JlIiOs9ekzl7/HSsjFqDhSh/HVP7iZfYypx9BkT7MzIhEJtDYMHewvM9HZkLGFmQ6ib9Iv1QSnSs6x/lL7p9QLT4dp1GRa9Q8bsrUjGhvlrC/MRTqaVikkJ98PIQv8CQipFai0KhIDVKPMVV6ljeWjUJId49ionw1xHsI27sKRXTO8xXsjOfVIzUdpVSIZnKKxXj76khNsirRzExgV6ShopSMSkRfpItanu6Tg+1kj7hvj2KCfL2INLf/c5zZzG/J9auXcudd95J//79GTx4MF999RWFhYUcPHgQAL1ez+eff86bb77JxRdfzPDhw/nyyy/ZtWsXe/bsOc+zl5GRkblwUatUbd5EJVVdCxIalYopA5MAUJoFHHVWvEQ8mA6kF/Ly/A0kpIbx4G2TSIhxFW+0EtdIHbHbHczfeJDx97/D1sM5qFVKXn3wcvrEhUnGNJstZBRVAjCspRyx1TdKoQBPjXOuHb2f7BI3PcXIL63FaLSiFZRuWVBNRud5fLy6Nklftu4IACHdzPhpZUo/52O/OS3HZXvHkr2OOJQCdUqzqJ9U3+AQFl57A411JtIrqrj68/nM23+4R/MRY+4TM/Dx1eGhUbFzi7uvmBgatYqn7p/OzMmp2B0Cz731Ext2di9WjPf/cg3v//VaLhnhLCPddiSHQJ2O+LAAhveJ6SJa5mzxTYuZ+S1j4iWvo2XODbeNTQDgu32FWLuR/Srzx0T+XykjIyNzBuj1zi9NQUFBABw8eBCr1crUqVPb9klJSSEuLo7du3eflznKyMjI/FaobsmM+n7T0W7t//frLuaZORehNSpQKd1vSjkcAm8u3IrFZici3J9rZg3t9lyajGZW7DrB3f9dxPgH3+Htb7e2jT1390ymDOvdafyxvDLsDoHIQF8ig5w3uZrNTh8lT42m7QanpsOXY6u96yyeVvJLnKVy8VFBbmM+nh70ig5G10XGU6PBRK3emd1dUy+etS/FlH5JTElJpKiqnuNF7SVxDR0EKYUCJiQncP1FgxgyIoYVxZk8sHoFBot7dnhKSAgLbr+BwVERNJgtvLR+CwP/8w5vb9nFwaISUQ+qrggM8uHGW8aScbyYb7/c7paBZrHayDzlXs6nUin5+0MzmTWlP3aHwAtvrzpjUUqhUDAqNQ61WkVDk5FXv9pAXnYVVw7uh7abGWkyv4yjRfUcLdbjoVJy48jYrgNkzioz+0cQ4qOlstHMupNdl8/K/DGR3w1lZGRkeojD4eDxxx9n/PjxDBgwAIDy8nI8PDwICAhw2Tc8PJzycvEPYbPZjLmDZ0ZDg3i5qIyMjMyvza/9/qQEHEB6Xvf8lHx0WlQOJXalwMhB7h5QSqWCtx+/ms9/2ssTN05GLZFJ3UqTxcK2U7l8uGgn5SV6pyv3acyeMpAZY1K6nNuhnBIig3wZ2pIdBe0d9dpKDcHFyNwmkj0kxcY9zlIynUiGl8IB+XnVBGilM6QcDoEX3lvT9relGyVtHQnz88FPp6O+2cS763bxyT3O0vRJ/RLZkZnP8KRorh09kNjgAAB+OpXJwapSNuTlcP2yhXx2xdVE+rhmaUf6+fLtbdcz8o0PMNpsmO123t+1l/d37UUBJAQFMjAqnCv6pzC5V7uHmN1mp7SolthE9xK4y2YPZ/5nW2nUN1NcUENsQggAldWN3Png51htDn5cMBcvT+dzom8wsmb9cXolhvH0gzNQKhSs2nSclYv2YakxcumV3Rc1O5KeU86dLy5AAIL9vbh55vAzOo5Mz5m3uwCAywdFSlZgyJw7PNRKbh4Vyzubspm3u4DLB0Wd7ynJXICc9wyp999/n4SEBHQ6HaNHj2bfvn2d7l9fX8/DDz9MZGQkWq2Wvn37snr16l9ptjIyMjLw8MMPc+LECRYuXPiLjvPKK6/g7+/f9hMbK9+9k5GRuTD4Nd+fKmsaaJVjiirr2XzgVJcxdoeDLUezCfb3pk+suB9PaKAPT912SZfZKPMOHWb4O+/zxNLVlBeLi1EatYq5cyZ0OS+r3c4Pu09QVtfIpSPaxatGo5lh8VEMj28XqRRAlMqbOI0v9h6Us5RUOjN0fbzcrRwG9nV+4Tt+qgyrhND05bLd7DzU7v+UXVDd7XO38tC0MaiVSnZlFbAvx2kYnRoTzvy5N/LEpRPbxCiAy/sks3DO9QR7epFWXcXsxd9ysLTU7ZgeKhVH//YIvYJcM78EIK+2jhUnMnj4uxU8+dcFPPbkfP76lwVcO+kVHrzuA8wm9ywqH18dw4fGU1dUx8Gd7a+p0GAfAvy9sFhs7D3Q/jgs/mE/H36+he+W7kWlUvLUgzO496oxpB0s5H//WcX8L7d12+urvr6ZDetP8MQ/FnHncwvaXlIPzBmPp0h5qczZp9ZgYeUx5+vstrHx53k2f1xuHh2PSqlgX16tpE+vzB+b8ypILVq0iCeffJJ//etfHDp0iMGDBzNjxgwqKytF97dYLEybNo38/HyWLl1KZmYmn376KdHR0aL7y8jIyJxt5s6dy08//cTmzZuJiWn3gIiIiMBisVBfX++yf0VFBRER4q2hn376afR6fdtPUVGR6H4yMjIyvza/5vvTBwu2u/z92ryNNBg678q0bOsxdqYVoPBQMueiQb/o/ImBgdgFgahIP6KTAkX3mTQkCX+RDn6ns+14LlV6A0G+XoxObs/cqmowcDinlNrG9iYoDkGgus5AeU2jS7ZUZxSU1mK1OoWmXrEhbuNxkc752+0O3pu/1W1858EcPl/qWkZeXF5Ho4T/kxSxwQFcM3oAA2MjeHXlFhpNnXfIGxoRxfLrb6ZvUDAK4P7Fy3l3xx7RUsXnZ10ieRxtoYUjRwo5fryYiupGjM0WtDoNZcW1ovvHJzm9vorz20U3hULBxHF9Adi2K6tt+xUzB6NUKjh4pICCohqUSgV33DaBm+8YD4LA0W1ZfPTyShwt2WwVxbXsXHecXRtPsvb7A8z/cBNvPvs9jz48jznXvs2/PlrDzuJihJanNiLYj6smD+z0cZI5eyw+UITF5mBgtD9DYgPO93T+sET465ie6jST/6YlY01GpiPnVZB68803uffee7nrrrtITU3lo48+wsvLiy+++EJ0/y+++ILa2lqWL1/O+PHjSUhIYPLkyQwePPicz/VURaNkl73McvFuZVIqsMlql+w+JxVT02SmqlH8w14qprCmGaNF/O6YVIzUWgRBIEuiK5vUsQxmm2T3OamYykYTtQbx7nNSMXnVBskue1IxUtvtDoHsyp6ts8FkpbRevLOMVEyZ3ojeKO6JIBWTXdkk2WWvp+u02BzkSnR6lIqpM1gk27b+Ee54CILA3Llz+eGHH9i0aROJiYku48OHD0ej0bBx48a2bZmZmRQWFjJ27FjRY2q1Wvz8/Fx+ZGRkZC4Efq33pyaDmS2HXc2xa/TNvLXAXUxppaCyjnUHnELCXbNG4uP5y0pxRsXGsPW+e9h83z0s+/sdTB3Z122fy8b179axFmw5BMDsMf3RdCgTrKh3XluE+7cbiHf8TFcpu74kt9nsPPvuT21/1za4X2N1NDlfvuEYJnP7tUZRWR3PdyjVa8MB36ze3+X5T+fPl06kxthMZkU1f/1utahpeUdi/PxZet1NXJGQgt5o5p3tu7lu3kKyqlwztEbGRTMsxr20Z1BYOK9cP4t//uMqnnt2No89OoOPls5lybanSOgt3j3N31dLSp8wgoNdm+xMbhGkCgpr2rrwRYT7M3ZUL5RKBQcO5QPOx/Ou+y7iz3+7lBN7clgxfzdfvr4Wh8PB0T05vDT3GxZ9vJm3nlvO/A83se7HQ5SYDTRFeWD1VTnNtFoY3EcuV/q1cDgEvt3rFD9uGxvvZv4v8+vSmqH2w+ESGkWyGWX+2Jw3QcpisXDw4EEXA2ClUsnUqVMlDYBXrFjB2LFjefjhhwkPD2fAgAG8/PLL2HtgBHmmJIZ4S3bZ6xUq3kmut0QnPZ1GJdmVTSom0MuDYG/xrmxSMdGBnnh6iN9xk4qRWotCoSBJomOe1LG8tWqiAsTvJkrFhHhrCfQST2WWiokN9JTssicVI7VdpVSQENyzdfpq1YRLdECUign31eGnEy8hkIpJCPaS7A7S03V6qJXE9fA1GOClIVSi/l4q5vfEww8/zPz581mwYAG+vr6Ul5dTXl6O0egUI/39/bn77rt58skn2bx5MwcPHuSuu+5i7NixjBkz5jzPXkZGRubCo7nZzNy/f0ez3eY29tOOk+w+nu8eY7Lw5McrOJRXwuxJA7hm8i/LjgLQqtVE+zsFN5VSyQv3zmLcwIS28SA/L8YO6Lrk58v1+ziY4ywRunaC67wqGpw3gcL9272TOgo43en+9dmy3WQVVLX9vf1gjts+NrujzVvKYrfzyIuL28be/WYLTc3iNzeXrT8iKnB1hpfWg7duuRydRs32rHz+s2prlyVtvh5a/n7RZN68chb+Oi0nyyt55IdVODrEKRQKHhw/yiUu0s+XT26+mulTB3DRlH5MmpjC8GEJJPQOQ9mJmFdf2UDmwTzqSutctqf0jSTc34e8U5UUl7SPTRrTB61Cyfr1J1z2nzl7OH997XoiovzZsHAX899ci1+gF6nDE0joE8HICX2Zdc0Ikq9IpchmBJHvDFGhv/+OxBcKW09VUVRrxE+n5grZt+i8MzYpmF6h3jRb7Cw/XHK+pyNzgXHeBKnq6mrsdjvh4a53NDozAM7NzWXp0qXY7XZWr17NP//5T9544w1eeuklyfOYzWYaGhpcfs6Ezi4UpMY6i1FJiFtSMUqlQlIQk4qROkdnMRfCOqXuYvxac+5pjEKh+MOss6evwd8TH374IXq9nilTphAZGdn2s2jRorZ9/ve//3H55ZdzzTXXMGnSJCIiIvj+++/P46xlZGRkLkwOHCvgyeeXcqpM2r/oq5V7Xf52OAT+/d1GcstqCfH35oErxnYrs6inaNQq/vPQFQzp47SEuGxcapem6IdzS3h35a62v6OCXDPKKlo62UVIZkh1nsFxKL2IeStcH48j6UXoG10ztLPyKzFZ2gW+Eznl/Ot/KwEYNzSJAD/xG4WGJgv//XZTp3MQIzU6nJeunU6wjxc/Z+fw5A9raDKLZ7q3olAouKJ/CqvvvZ2pfXrxwoyLUZ52TTQpKYH+Ec5yO7VSyTtzLifIq+uSydPJTy8leXAsKUNdBUWlUkFAgPPGXEdBKrVfFGazjfyCajdfr4uvGMpN919EfXUT6xbvxS/YhzcWPsQT/76WFz+4ncf+NZtbbhwvajYPEBUiZ0H/WsxvKQ27bkSs5M15mV8PhULBrWOc/wfn7ynsthebzB+D31SXPYfDQVhYGJ988gkqlYrhw4dTUlLCf//7X/71r3+Jxrzyyis8//zzv/JMZWRkfm9058NTp9Px/vvv8/777/8KM5KRkZH57ZGZW8Hni3ay86DTTDos2p+S+vZSeaVCQUigN+FBvlxzcbslg8Mh8NJXP7PnSB4psWE8dcNFhPqfu+xcnVbDu0/OYc/JAsZ0kR318+Es/vH1mrYsn9gQ90yYCr10hpSqk5tUAA1NJp5/fzWnfwzZHQI7Dudy2aT2csJDae5eXz/vzcTxip2nHp3FVVMHUV7VQHpOOek55aTllJNTWE291czmg9ms2p3GZWNTO13v6cwalIxCreDJ5WtYlZZJWnkl71x7Oclh7h5XHQnz8eHDa68UHVMoFDx1ySSe/ulnHpk0lsFR4l6MnXF8Tzb7N55EpVYyZFwft/GY6EBOZVdQ2iF7KjoqEA8PNWazjfJyPdHRrp5i068fTV5OJevWHufNF1fw8aKHUHUQK0cPiGfBS7fzwmfrOJLlmgkiZ0j9OhTVNrMp0+lHfMto9w6cMueHOcNieG1tJpkVjezPr2NUYlDXQTJ/CM6bIBUSEoJKpaKiwrW9b2cGwJGRkWg0GlQdjB/79etHeXk5FosFDw/3krann36aJ598su3vhoYGuZOVjIyMjIyMjMyvgMVq43BGCbuO5rHraB4Oq53y4npUKiVXTx/M1TOHkFdWS5CfFxHBfgQHeLtl3baKUSt3nESlVHDPtJEMTnKW4SzNPcbKgpPMjE3hivhUfDRnr7W7TqthyrDekuOCIPD1xoO89aOrKTsi4lKF3im6hfm32wLYbA56RwR3mR31/YYjVNaK+z5u3X/KRZA6nF7svpNCwYYj2aTd+ykP3XcxF03qR2SYPxePTW7b5dt1B/hh5wlenL+BiGA/hveNcT9OJ8xM7UuYrw+Pfb+KvNo6rvviO56bdTFzBnfPe0uM0fGxbHr47jOKLc6t5PW/fEfysAQSkyMJCncXg6KjnGJTSQdBSqVSMnhILHaHg9p6g5sgBXDr3GmsX3+Sovxqtq4/ycWzXMszY8IC+Oip61m0/jDvL92OpcWEXhakfh2+21eIIMD43sEk/QEsJX4r+HtquGpIFAv3FzF/T4EsSMm0cd7qbDw8PBg+fLiLAbDD4WDjxo2SBsDjx48nOzu7rbsFQFZWFpGRkaJiFMimwTIyMjIyMjIy54v7X1rEo68tY+G6QxSW11Fe18jNV43kmzfv5Im7LyEhOpiLRvRhcN9owoN93cSoyppG/va/H1m/LxOVUsGL913KJSPaTccX5x5he3ke/9i/hjHL3+Gpvas4Ul3S45IQQRBotlmoMDaS3VDN4ZpitpfnsKYozcXfqCNv/rDNXYwC9AbXMjqrzY7FbCMpONAlQ8phcVB+qJK6k3WnH8KF0YMSGNA7Ei+du8fm8azStt/tDgdHM0QEKQClgmq9gfnzd3Hnnz7hh+UHMRrbS+tumDqMuIggLDY7T3ywglMl0qWUUgyLjeLHe25hYlI8JpuND7bv5Z6vvyetTLx79rmgukLPt+9t4MUHv6aypA6rzcFDL10jum9QgBd9E0Lx1rp+h6hvMnHgaCFNBnG/LW9fHdfdOYHeY5JYsy1ddB+lUsFNM4bx7Yu3M2ZAPBOHJBEZLH8HOddYbA4WH3BmCd42pmvfN5lfl9ayvTUnyqhu6rwzp8wfh/Nasvfkk09yxx13MGLECEaNGsVbb72FwWDgrrvuAuD2228nOjqaV155BYAHH3yQ9957j8cee4xHHnmEU6dO8fLLL/Poo4+ez2XIyMjIyMjIyMiIMCwllsraJsYOSmDckERG9Y/Hx6vrLCaL1cayn4/w2bLdNBstjB6awGVTBjBtVLLLfgEe7b5CzTYri3OPsjj3KDqlGq1KxfDQWBqtZqpNBvy0GsrtRQiAgNChBE6gr1cieyvFzXYPzf4rvqdlXtnsDr7bdkR0/0ajGbvD0eZvVV7fSEOzGbPFRohve0MRa0t3N00X/lT9kiL49IWbEQSBqromnn1mCRW1TQRF+3P91e3m3zX1BgwdRCaNWkVyYhgD+0YxNCWG2rIGPvt8KwaDmXffX8+27Rn8741bAKcX5Mv3XMpDby/jSHYpf/loJS/dO5OBcZGdzu10gry9+PSmq/lk137WHz/FzpwCdn5YwKUDk3n04nHEBwf06HiCIJBRUIkgCKQmuldQWCw28nMqyUorZf/GkxzYnIHDIRAeE8i4GQN55KVr0XiIN8tx2B1kn6ogLjbYZbvd5rzxrVZL37efdsVQPvp2J4IC0nPL0fp40Gy2kBQejFeH88VHBPLOX8QFMZmzz7qT5VQ3WQjz1XJJP/HOizLnjwHR/gyJDeBIUT1LDhTz4JRe53tKMhcA51WQuuGGG6iqquLZZ5+lvLycIUOGsHbt2jaj88LCQpfOGbGxsaxbt44nnniCQYMGER0dzWOPPcb//d//nfO5ppc1kBzuK2rqfLJUT/8o9zTcEyV6BkS7bzdZ7ZTUG+klkkYqFVPVaEYQBMJEurlJxeRWNRHhr8NLxFxRKkZqLYIgkF7WSGqU+90dqWMZzDaqGs0kiHTnk4op15vQqBQEi3Rzk4rJrmwkNshLtNOeVIzUdrtD4FRlIykR3V+n3milwWgV7ZwoFVNc14yPVk2Al3tmn1RMRnkDvUN9RA3Ee7pOi81BQY2BPuG+3Y6pNVgw2+xE+rubikrFyMjIyMj8sbl3zljm3jixW23XrTY7h9OK2bAzgy17TxETHUCz0cKAPpE8etNkkmLdPYmCteKdcU0OGyaHjU2l2W3bgqxaHFr3jn4AmpbrTSUKfDRafFt+fDRarA73bs5qlZL3H7yaD1fv5khuqcuYIDhFqQBv5+dlSa2zoU5UkL/L42BrEaQ6Ez46olAoCAvyZe59l/DkA1+jqrfQMKKexkYjvr6ehAb68PS90zAYLQzsG0XfhDA8NK7XgNOnDmDdz8f5/ocDzJzhWmqm81Dz1kNX8ffPV5PXWM9t7y3ivktGc+/UUWhU3TeGVioUPDB+FLNS+vLupl2sOp7J6uOZZJZVEavxZergPlw0qBdBPuLdfgFq9AbW7kpn5Y6T5JbUoFDA96/eRW2VgeycCk7lVFBf18yRjRnYWgSkASkROBwCA0YkMOv60Uy+fDCqTpqumFraz+s8XQUra9vzIr7m73Yd4b2fd6Mf5AEKuO6j79rGxvSO5bP7ru3eAyVz1vl2r9PM/MZRcWj+AA13fovcMjqOI0X1LNhXwP2TkiQbJsn8cTjvpuZz585l7ty5omNbtmxx2zZ27Fj27NlzjmflTr9I6TRbMQEHkPyCrtOoRMWozmJCfaXvJkrFdFY3LRUjtRaFQiEqRnV2LG+tGm+t+EtMKibC311w6yqmd5i7qNJVjNR2lVIhKkZ1FuPvqcHfU/zum1RMTKD0RZhUjNS8OouR2u6hVoqKUZ3FBHmLl8V2FiMjIyMj88dGpxX/fASnIHOqqIoDGcXsTy/kSFYJKeEhnEh3CjxalZqn7pnGFRcNdPvSUt1kYNmRk6zNOAUdNSkBaNnVT6PlgdSxxPoEEKLzJkjrhU9L9krr0RQ4DcUVggIvjRYvlaZb4hnA6OQ41p08xYGSUiK8vTEZrTS1ZCjZ7A42p+egVaspqHSW5J3eea+7GVKn039wHLffN4U1Kw+z9Lu9fPzBRgYNjaeiuhG1WsXX8+6XjPX09GD2VcO58ophomWNft46Xrn3Mp5fuoHCo3pWHc7gzikjeiRItRIfHMDr113K3RNG8L8NO7E22tiVUcCujAJeWryRwQmRDAkPJzTQl9AAb+oamimp1HMyr5yTueUupZKCALfe+Ql0aHynUatQCuDr50mffpFMnJzC4/+aTVyvsG7Nz2RyipO600ohfQM9ibQHoJXolneyuBJ9s6n9RdQBP0/p61iZc0t2ZRN7cmtRKuDGkbJf8IXK5YOiePGnNIpqjWw7VcWU5O79f5X5/XLeBSkZGRkZGRkZGZnfLw6HQHV9EyUVegor60jLryA9v4Ls4mpS4kM5nlPetq/GU81VUwcxbXwKg/tFt5W9OY/jYG9BMYsOHmdDRjZWhwO7v81VkFLArNgUnhk2lUivc+vZk1VexcG8ElDCq3dcSv/ocNYfyQIgxM+bVz/ZSlGtntkD+wFiglRraVjPxB6FQsGNt4/Hx8+TwoJqVvx4CI1GRXm5Ho2me8dyCnziwpuvp5bXb7uMSwb0JjLQF69ORMXu0C8yjE9uu5r8yjo2Hj3FhqOnSCuqxGy1sWDdoe4dRBAQHBAa4kOfXuH07hVG717h9O0VTniEv6SIeCq9lD79okTHTHYbKYNiiDrNuDyrspamZjNeEjeD77loJCsPpbd1SezITeOGOI9tsaHVqLotbsr8chbsLQTg4pRwogLcs/llLgw8PVRcMzyGL3fm8+3eQlmQkpEFKRkZGRkZGRkZmXPDix+vZcPuTMxWZzbKgH7RHM1pL3EzW2xMGJzIyH5xjEyNo1d0iEs2lCAInCiuYO3RLH4+loXKT01erTPjaEh0JP36BjGv+AAAsd4BPDdiOhdFSXfGO1tYbDaeWrKOU9U1/GnKcEYkObvSXTm6f9t4SZ2zVM9sdpaGRQe6ClK2tgypnpcWqdUqZl87EoA7751CbU0TzUYLyh4IIFa7nSq9gQajCaPDRpC3F8HeXnh7OLPEZg1N7vogPSAhLJC7p43i7mmjKK1tILOwkqMxJVTrmygqryc9v0IyNtDXi0Vv30FAgHSG+en8tHQ/777yE7fcO5nbH7jYbfzEqTLScsu5avawtm1Gk5WmZqfZckigeKVBQmggt4wfwrztrmJacmQoI5Ki+XDFLhZtOcLr91/BiGQ5U+fXwGS1s/Sg08z8ljFx53k2Ml1xy+g4vtyZz8b0Csr0RlE7EJk/DrIgJSMjIyMjIyMjc05QKhWYrTZUSgURIX4kx4UyuG8UKQnh9EsIJzrUPbtFEATSSypZdyyLdceyKG7xYAIYFx3P6MRYbhw+kH4RYTRYTJQKevoFhvNAv7F4qn9ZNk93EASBN9ZsJ6OsigBvHXdMGOa2T0FNPQ5BwEfrgd0mEO7rQ6i/q9+Vp0bN8L7RnfocdQc/P0/8/Lr+Qmc0W9l2PJetx3M5VVtDZlkVggCBPp5UqNo7A47sFUOd2URcgD9xAQEkBgcQ6OVJmLc34T4+hHh743EGJXwdiQryIyrIj4uGuIqHhzOLeeWrDeSX1bruH+bfIzFqx6Y03nt1leS4xWrjVI6z+1//lPYMquq6JgA8tRq8PaWtCu6/ZDQrDqZR32xq23brhKEoFApqG5tpaDazdPsxWZD6lfjpWBkNJhsxgZ5M6hN6vqcj0wW9w3wZnRjE3rxaFu4r4olpfbsOkvndIgtSMjIyMjIyMjIy54S7Zo/hjitHExHs2+3StAajmZve+w67w+kh5OmhYUq/JGYM7suE5AR0HYy6/Tx0fDLpunMydzFaxagFu48wrnccN44eTKifeyZNXpUziysxNIhKfROV+iY3fyFvby3HDhXg6emBIAjnrLzrRF45W4/lMH/zIUwWZ6ZaTHQAggAalQpPjYYYPw21BiPNVitljY0U6PVkVlUDEBHgTVlTk8sxgzw9GRYVhc1mJ9LXlwhfXyL9fIn0df5E+Hjj6SEt6EgxNDmG+S/cyter9vPVT3vbyhpDAtrFPIvFxsqVhzEZLdxy63i3Yxw6nM83n29DEAQunTOc2+6/yG2fUzmVWG12/P08iYoIaNte1SJIhQT6dPp8+HvpmDt9HC8t3wSAj9aDS4c4M8qumTiIZduPs+lwNjUNBoL9xI33Zc4eC1rMzG8aFYdKNsn+TXDz6Dj25tWyaH8Rj1zcW7Rpk8wfA1mQ6iZn0mVPantnXfakYs6ky15etYFwP+0577InFWMw26huMhMf7P5BLBXza3XZkzp/Z132pGI667InFVNSb8TbQ9WjLnuZ5Y30CvXuUZc9qfN31mVPKqazLntSMTIyMjIyf2yiQnv+2eDvpWNKai9UCgUzB/dlYkoinh7nPvOpK8rqG/nfuh2sOpwBwOS+iUztL14eWN9kZHB0BANiIthzLB9wejN1JCzUea1hNFpoajLh63v2ylbsDgdbj+Yyf+NBjmSXEhbgg8lsIybUnxnDkxmdGkdSRDBBPp4uwkuzxSlIFdfrKajXU1hXT5XRQEljAxVNTVQZDFgdDmqNRmqamzlSUiZ6/qFBERRX6Z0iVYAvEX6+RPj7EhPox6wBnZcCemjU3Dt7LNNGJfPyV+s5klVCcnwYDofAls1pfPHFNsrK6tFoVEydNoDw8PbX2IkTxTzzzDIALrtxNA8/MUNUWDqZ4Swb7Z8S5TLemiEVGiTdGKiVa0cP5NUVW7A5HEQF+qJtEUpT4sIYmRKDXQk70vO5qqWMU+bckF7WwKHCetRKBdeNiDnf05HpJjMHRBDk7UF5g4nNmVVMSw0/31OSOU/IglQ3OZMue1LbO+uyJxVzJl32EkOk78iczS57UjGdddmTivm1uuxJnb+zLntSMZ112ZOKie7EbFFqzskRZ2+dnXXZk4rprMueLEbJyMjIyJxN3rrt8gvCELrZYuVoaRmb03JYvPc4FqudKSmJXNK/N9eMHCAZV1LXwLHCcgbFRtJodHoS+epcP0d1Og2zZg7i6PEiDh0uYPKklF88X32zkdV70vlu0xGKq/UAqFVKRqfEcdX4/gztHd3p4+rloaFXcBC9goNExx2CQL3RRKWhiWpDM6UNDZQ1Njp/Gpoob/m90WihvtlEfbOJ9PKqtvhIf98uBalWEqKC+Oip6ykor6WmrIGHH/qKrCynAX5QkDd33DmRkJD2a5nMzDKe/vsSTCYrI0Yk8sBj01FJZOUV6vUk9Qtn0ABXAaO6zgBASGDXWU1qlZJQPy/K6psI9nXdf9zgJN5YsQ2NVi0LUueYVjPz6f3DCfOVuxz+VtCqVVw3PIaPt+Xy7d4CWZD6AyMLUjIyMjIyMjIyMhcUZypGGaxmshuryG6o4lRDJSolnNQXYxPs2BwO7IKDWF0Y2fV6dCoNnioNOrUGT5WaQHypbGrGZLNitNnwsmnYkVWAXRAYGBKGxWZnZFIMc6eNJTW68y9P+hZvIX8vHeF+PhgMZmx2wW0/Xz9PSkrr+f7HQ0yamNytddtsdnYfz8fHU8vQlBgsVhs70vNZfSCDbSdzifb1o7haj5+XlmsnDeaGiwYT6t91xk93UCoUBHl5EuTlCRJWPYIg0GA0UdFooEzfSLm+kbKWHz+d9A3W02k2Wdiy5xSbd2dycH0mCsDT04MbbxzDNdeOxLODx1NOTiV/+79FGAxmBg+O5YXn5+AhUiEAzuyxNYcy0RtMPD7QVZBq1tpJGRdLTK9gt7hn1qxnU3YuT06ewLWDnCKTn6eOsvqmNtP+VsalxPPGCjiYU4zZamvLnpI5uzRbbCw/XALALaPjz/NsZHrKTaPi+HhbLluzqiiqbRatNpH5/SO/O8rIyMjIyMjIyPxmyairZGVBGlXmBlaWHnYZS/YPJddQ7rJN5dByss69o9sQXTwHy9pL0MaHxmEXBKL8fEmNCeMf06YwLD6qW6KR3ugUpAK8dNjtDqx2B/UGo9t+s68YRk5uJZnZ5bz53s88+sBUNBrxrJ7SKj3Ltxxn5bYT1OqbUamUXHJJPzYfz2nLwgJITgjjpilDuWJsKp7aX1bqaLZbKWtuoNrUjNluw+KwY3XYsTjsWOx2dEoNVquAj8YDb40HPh4ebb/HBvnTJyy42+KiyWKloLyOrMJKDh0uZNu+bIwtHQqHDYkhOSGcW28bT+Bp2UuFhTX89W8LaWw0kdovin+/dC06nfS6Mwsr0RtMeHt60D8xwmUsp66OfaUljB+U6BanN5mpMjRjtrWLT/1jwsksqybC3zXrvHdEMGH+PlTqmziUW8LYZFksOResOV5Go9lGQrAXY5PcRUSZC5uEEG/G9w5mZ3YNi/YX8ZcZZ7ezp8xvA1mQkpGRkZGRkZGR+U1R2FjHioI0VuankaV3mm+HenqCAkK0PvT2C6WPXxhJPsEE6bzQKJWoFSpUCiUqhQpTisOZCWW3YbRZMdmt6AQtV/bqh06tQadWE+HlQ+w0f6L8xUv5bXaHpBFvW4aUp5ZgP2+yy2qoaTC47RcR4c/0aQM4cLSAHbtOsetQLhPG9qFf/yi8vXTkV9RSUdfEgRMF5BXVuJ3/YE4xjUYzYf4+zBqezKzhKaTEhPY4w6zO3Ey6vozMhnIKmmopNNRSYKihwthAmM6PgjqTaNyo4Hh255WKjqVoQims0uOj1eKr9cBXq8VXqyXOy4/q6iYsNqeoZbXZ8TBCZk4FQksSWYynL0azlZiIAC6d0p/LpgwQ9XWqrGnkP59vwKGA3r3DefXV6/Hy6jwLa2+as8RrRHKs2/PX+rwFeLmXfjlaJtfxoU0IDQRArXY9jkKhYHxKPD/sPcnOjAJZkDpHLDlQDDgzbcR8fmUufG4eFe8UpA4U8djUPmhkc/M/HLIgJSMjIyMjIyMjc8FjsllZkZXB9ppcfipMa9vuoVQxOSqJy+P6MS4ynhDd2SlP64y9mYW8sngTr/3pMvpGu9euhXp74aPWYLHaCfFzlqGU1OhFjzXt4v5otRq27M5iw/Z0jqYVs3DHsS7noFIruXb8IAbGRzCsVzQqZc++yJU017OpLJONpRkcqClgaHAsh2oL3PYz2i3E+wSiVanRKFV4KFV4qFR4KNVEaP0gSo3BaqHJYqbJasFgtWCwWjFZbVgdDuqMRuqM7dlh9uBIjp1yNUMfHhaBIIC/t46EyCCmDelD/8QIBvSVzkhrNJh48uXvyS2qZkhqNK/8+Up8fLr2ENqb5lzj6FR3kai+TZBy9/oUWgQpZYf5hAb6kJISBiKa5bjkVkEqn79cNanLecn0nBOlDei8fLh2uGxm/ltlWmo4IT4eVDWa2ZhewcwBked7SjK/Mt0WpEpLS4mKijqXc7mgMdvsol3cOhvrLMZic+Chdr9wkIqxOwQEQRC9EycVY7E50KgUoh/kZzLnnsYIgoDVLvRonTa7A4VCIdqy9deY85nEOBwCdkEQVfSlYqx2ByqFQvRuzoW6zjN5DZ4v/kjvVxl7T3W5z+FNxxl3xUjRseLMUvoMSxIda7347ulYT/ZtbnQvYWmlNLtccuzYtjTJsVbMzWY8vcW/nFQUVJGQGiseZ7RIxvUEu90hOdZQ0yg5Zm0pURFj/9ojXZ731KFcBk1MFR2rq6jHMylCdMx2mgfKmdLZcWrK6iTHTh3M7fLYB38+yoSrR4uOFaYXkzxCvOOZzPlj0/4sMguquG/O2B4LJq0UN+j55vgRFqedoN5sYnh8BEqFgrHh8VyZkMrM2GT8PH49M+Os4iqe+nI1dU1Glmw/xj9uvMRtH0GAZrOVRpOFUb1j2XesgKy8KpGjOZk0vi+jRyQyeXxfSqv1eJ3IJ6+khtqGZsmYxIhA/jRV/L1dijJDAz8WH+HnknTS9a7vsV4qD2ZFDyDeO4g47yDifYKJ9w4iwMOrxxlXDkGg0WzGYLbQaLbQaDa3/FjQOJRYhtmcopba+RPi7UVEgC+Bvt3zkDFbbDz13x/JLaomJNCHZx+9FH//rmMtdjsKPxWhkb6M7BfnNl7f7PxM6ixDqqMg5Rus5YCymAazewbZmL7xKBRg8XB2Loz0lW5O81vn/fff57///S/l5eUMHjyYd999l1GjRknuv2TJEv75z3+Sn59Pnz59+M9//sOll156RueeMSBCtDu3zG8DD7WS60bE8uGWHL7dWygLUn9Aun1l0L9/fxYsWHAu53JBU1JnxOEQ/1JVVCv+hUpqu8lqp6JBPPVZKqbBaEVvFP+SUlQrfrFS2WjCZBX/QiQVI3V+QRAoruvZOo1WO9VNZtExqZh6o5VGU8/WWaE3Y7bZexQjtd3uECit79lzY7DYqDVYehRTZ7DQZBH/0iY1t7J6EzaJL7g9XafF5qBC37Pnpslko65Z6rmRFhXOB3+k96u3H/iky33+c9u7kmOfPf2t5Fj2oTzJsePb013+Nje3v56aG1xfD52JZms/3yQ59tU/F0qOvXb7e5JjrWxeuFNybP4LSyTHNnyzVXIs95hr9kB9VXvGw+lCzKH10hkOP763VnJs14oDkmMv3/SW5Fgr7z3yheTY4v+ukBzbuXy/5Fh5fqXL32W57v47rez4fq/k2KL/LJcce3fuZ5Jjrfy7k/V/8tdvuoyX+XWpbWjmxc9+5suVe3n89R+o70SAPp1mi5U1xzN56ud1TP7mcz45fIB6s4kYXz+mRfdhz9VzmX/JTVzfa/CvKkbtOJnHPe8sIT48kIEJEfx5zmTR/YJbhJXqBgN9okKo1RvZl1aIpRPBVqvVMHlsX266YiQfPH0da957gL3znuR/f76amDD3brb+vu5ZPA5BYP7Ro+wocH2vOlJdysPbf2DCjx+wptApRilRMCI4nv8bOJ2fpz/Kx+Nu4fUR1/JIv4u5Km4IQ4JiCdR6n5HBvFKhwF+nI8rfj+SwEEbERnNR7ySu7J/CrIF9uWp4KrOGJHPJgN5MTEmkX2x4t8Uoh0PgxffWcDitGG9PD978+xwiQqS7YXeksLaezWUFVHpZSIgIdBuv707JHu2PRy9/ZzfC/IY67A7XazR/bx0DZoWRHVXCkuI1fJn3Jf/L+h+1ltpuzfW3wqJFi3jyySf517/+xaFDhxg8eDAzZsygsrJSdP9du3Zx0003cffdd3P48GFmz57N7NmzOXHixBmd/+ZR7sKizG+Lm0Y6n8Ptp6oprJEW4WV+n3RbkPr3v//N/fffz3XXXUdt7e/rjbQ7JIX6SNYm9w4TTw2X2q7TqCS7CEjFBHp7SKr/vcPE77jEBHrh6SGetSIVI3V+hUJBr9CerdPLQ01UgPvFUmcxIT5aArw8RMek5hwX7CWZnSO9TvHtKqWCxBDxVr9Sc/bVaQj3E78YlooJ89PhJ2G4KTW3hBBvSa+Knq7TQ60kLrhnr0F/Lw2hvlKvwXNfHtET/kjvV4OmiGfCdGT4tMGSY/1G95Ecqy2XzmbxCz7ttdXhC4vitPdKn07aZ0f3lb4Tljyyl+TYsOmDJMdaqSiQzkboLZEVBhDZS7p7lu6092Flh4yP07+0BYRJf0GKT5UuL6gurpEcGzlriORYKwMnSreOTxok7WMSGiPe5h1Ac5oxsqYTw+DQ2BDJsV6Dpc8/aFI/ybFWRs4cIjnWb0zfLuNlfl2C/Lz4vzsuQeehZu/JAh59Yxlfr9pHdX2T276CIFBarWfFoXQeW7CSCS9/xJ8XriarsBqHIDAhNp5PLruKLbfdzf3DRhHq+et97jgcAtvT83jo0x94/YetNBjNWGx2Pnx4DjqJTm4hvs73vZqmZlLiwgkN8KbZbGVfemGPzz9ucCILXr6De+eMxaOD4bmYgPP6zh08u2kj96/4kXqjkQ3Fp7hh/XyuXvc1qwszcAgCvX0i+PewK9l+6Z/5ZtKd3Nl7LLHe7uLMhYggCLz99WY27clCrVLyyl+vone8RLs/4MNNe/h8234q9M7XXG6185ogKSTQ7T3b7nDQYJIu2euT5MvI4QE4vNpvQkZ5+6FVqbE47BQ3td+gyGnKYX7BfHwC9jMuKY/DTWvYVr2NY/pjnGrsOrP5t8Sbb77Jvffey1133UVqaiofffQRXl5efPGF+M2Rt99+m5kzZ/LXv/6Vfv368eKLLzJs2DDee6/rG02nkxDsxZgk6c8umd8GccFeTOzjvHZYuL/n75Eyv226LUg99NBDHDt2jJqaGlJTU1m5cuW5nJeMjIzMGfNHer/KOdJ+F7xjaVzH3wvSilxiOmbypJ+WvdRU3266e2TzSZex8rz2u50nd2a4jHUst8o8kOMylrYrq+330hzXzJrjHUrvGmtdv6Sm7W6Ps56WUZh/vP2CRWrdR0+bf8dSuLRdmS5j+qqGDnNyzf4qzmw37M3Y7fp4ZXVY96nDriVnJ3e2n6OqqNpl7Nj29nWfnlF2eOPxtt/tp2V/FmWImwc7OtyZP3XQNbPNZGjP+jw9s622vL7DmOtz2jEbLHNftstYx6y3vBOuF48dn9OOxwc4saP9MemYVQeQ1WHeHdfT8Tktyihxien4+Jw+R5kLg5nj+vHlv25mYK9IGg1m3l+ygyue/JRbn/6aB19cxKOvLuW2VxYw6YkPuPyZL1iw6zDrT2ZjstqIDfJnSnwCG265i2+uupZpib3PuOyvu1jtdkr1DezJKeSL7Qf4y6LV3P3JUh76dDnb0/NxqBXcOXUEXz1+PT6e0mVC8SEBDE+Ixm61o1QquPGioQyMDWfpz0fPaF5aDzX3zB7LwlfuYPxgZwe4fomu4vmi48f5aL8z09Fos3HT94u5d+tS9lUWoVEquSZpIGsuvZs3xl7FnPihBGmdopnNIZ5lfqFhdzh4adVm9jSWoVIpeebhmYwYIJ0dY3c4+GrnId5Yt4OqxlZBynmjJSnEXcQw220o+qpQJatEuxM2qZo5Yiig0tYuPKmUShL9nGJejt4pdjkEB69lvsbGyo1Y0HN61Xqsl3i5+G8Ri8XCwYMHmTp1ats2pVLJ1KlT2b17t2jM7t27XfYHmDFjhuT+AGazmYaGBpcfgGuHx5xRBp/Mhccto53/lxcfKMZik7Y8kPn90aNP9cTERDZt2sQzzzzDnDlzGDRoEMOGDXP5kZGRkbkQ+CO8XxWkFbkIQXt/Otj2+9Et7WJMYXqJi0i0+bv2UrZjW9Oo7CCWrPxwXdvv25bsdvF4WvzfH9t+/+nDn7Hb7aJjS19vLwuz2+2s+KD9mItfW972u9FgYsvCXW1/d9yvuqSGI5vb0/c3fbu97ffsw3nkn2gX2Q5taBdw9q857LJfR7Fk/bz2UryD64+5ZIAtf3eNy7nMHVqoL+ow5+XvrWkTSwRBYOkb7WLn4lfbHwO7zc7qzza0/b2kw34GvYGd3+9r+/unj9e3/V6WV+Ei9m1buqft97TdmZR0MALuKC7t+rG93C5j3ymKs9qFqzUdyiL3rjro4l+17H8/tf2+7svNWC3tot3CV5e77NcqDAmCwPdvrWobW9RhP4vZys9ftz/O37/Vfnx9dQN7V7W/Rtd+0T6voswSMve3C0q7O5QtdlxncVYZaXvahcqti3d32C+t06w4mfNHr5gQPvr79dxx+SgG9Y4iyM+L7MJqDmcUs+94AZX1TRhMFtQqJX2DQ7hv8iiWPXwLa5+8i0enjadX4NnJgLDY7eTr69hanMc3aYf5994t/HvLFm5asJgZn37NiLc/pN/r73DxR1/wpy+W8fra7aw+lklFcxP+XjpumzyMd+++ksevmoiHpnMb1tigAI5klrD9WB52h4OLh/YmM7uC3UfzOJ4tLix3h+iwAN7889Wsee8Bbr10RNv27QUFPLNxg8u+mZXV9NKFMDt+ANuueojXx15OSmBY23i6vpgXTyzi5l1vXPCilMlq4/GFq1iw9yjHqyv5x99mMX1C51mVpypqaDSZ8fLQkBLpXHdeS4ZUoogg5RCg0WKmwWIWFT4jdM6s10pTg8v21rK93AZndqtSoWRUULt/Uke9xFPlSYRO3Mfvt0h1dTV2u53wcFdxNDw8nPJycR/I8vLyHu0P8Morr+Dv79/2ExvrFPWuHBL9C1cgc6FwSb9wQn21VDeZ2ZAubQsg8/ujx7eZCgoK+P777wkMDOSqq65y+5GRkZG5UPi9v1/Nf2mZS/bId68uRxCc5vPfvfyD674tnkk2q81FPLJZbG3CQ1O9gR/fbxeFGmubWPG+0+uoLLeCTQt2tI2VZJe3iUkndmZwZFO7eHRsa1qb6fj2pXtcslq2LNpFSbZTVFn5wToXcWTlh+toqHX+veg/P2I1t2dFLXl9RZtY8s1p/k/fvfx9+7pfOW3dLy4FnELJkg5CmcVoafNTqq/Ss+qTdlGorkLPqk+cX+wKM0rYtqRdFMo/UdTmtXRk8wmXTKsDPx8lY58zc2jD/G2U57ZnlG2Yt5XKQqdY8sM7azDo2z0Sfnx3NYYW4+LvXv4Be4c7g4v/s7wtC+j0dS9sWavD4Wj7HUBwCHz772WAU/TrKB4ZG01tIlRNWR3rOohC1cU1rPtyCwDZR/LYs7JdFDp1MJd9LWLfvtWHXPzFdv24vy2bat2Xm11KDtd+vqnNyHzpmz9hMrQLfcv+twpTS5bUt/9ehtDBp3HhKz/gcDhaXsvfu6y79bVst9ldxEK7zeG2r8yFg0atYvbkgXz2zI18++JtvPGXq/n3o5fzzH0zeOHOGSx59jZ2vjOXF26azuPTx9MvKuwXZz7YBQeHa4p5++QWrt34OVOWfMbkJZ9x+9qlPLNrA58c38+xigr2F5WQU1tLfUu5lkMBw+KjmN6/N49NG88zV17M5ufu429XTSY+tHulbb2jgvHSajCYLOSU1RAXGcisCan0SwjjjY/W09Ak7lfZXYL82o3GM6uruH/Fj9hPS8URFJDbUM+KU5kUNTizeqwOGz+XHea+fe9zz753WVt2iBJjDQdrL9wMw7KGBu7+ahkb0rPRqFS8ef1lzBwqXZrcyoH8YgCGxkW1WR4U1zkfh6QQ9+fRQfvjpxR57YV5OkvVK4ynC1LBAGTr29/7bo+/nWTfZLdjJHonolTIbe17ytNPP41er2/7KSpy3pQK8ha3+ZD57aFRKbl+hNPOYMFeuWzvj0S3u+wBfPrpp/z5z39m6tSpnDx5ktBQ6ZptGRkZmfPJ2X6/2rZtG//97385ePAgZWVl/PDDD8yePbtt/M477+Trr792iZkxYwZr10qbV/8SCtKK2Lpol8u2vGMF7PpxP54+OtI7ZJEA7PnpIJkHcsg7VkBFvmsWyZrPN3LjU7NZ98VmmvWuZpJL3ljJlQ/PZMG/l+E4zVR//otLmHLjODehBJziyavrnmkThFpx2B18++9lPPLePS7CGDhL175/axWX3z+NVZ+63umvLKxm/ddb6Tuil0s2EEDWgRwOrDuCzWon50i+y9i2JbvJ+2chx7elU1Pq6on100c/c/1fr+T7t1a5CCXgNN++7L6pfPvSUrcugfNfWMK4q0bwzfPi635h+f+xoEUQasVmtfPdKz9wz6u3uGQlATTWGfjxvbVcdNN4fv56i8tYSXY5mxfuJKpXOAfWuZb6HN+eztEtJ6mvaqAw3bWUbdO327nlH9ewe+VBl3JEcGaDXfPE5Sz6z3IspzWRWPDyMmbcNcXteQP45vnFjJw5hHki657/4hKemv8Y373iKghZTFYWv/YjN/9jDj++t8ZlrL5Sz6qP1zPq0qFs7iB2AhSkFbPj+734Bfu6lD6Cs9Ng2p4sSrLKKDutBHTtl5u56e9zCO/EU0bm/BPg68X4odI+br8Em8POgdpsluamsa08h3pLe5ZnvEc0OpWaOL8A4nz9ifMNoLdPMLcPGkKwtxfBXs6fAE+dqCDRkRW7T2KzO5gzYaDouEqpZGBCJHszCzmWV0bf6FD+evtF3PHk15RW6Hnq1R/4z9NX4/sLOno2W618sHcvH+zfJzouaB0tRtwCD23+kUeGjuF40yl21TnFZbVCxSURg7g2djyp/ue+jMxst1BvbSRcF9yt/U02G/MyDvLe0d1EOvzw02l59+YrGZUo7cHXkYP5zvfFYfFRnKwtx0vtQa6qHs9oD8ID3T3IOr7Xiz3/EZ7ODKkKk2uX1AkxIejVFlTKfcAsADRKDY/0foR/p/+bMlN7ZmuS97l53Z8vQkJCUKlUVFS4vhdXVFQQESGeCRYREdGj/QG0Wi1ardxJ7/fOjSPj+GBLDjuyq8mvNpAg4esr8/ui24LUzJkz2bdvH++99x633377uZzTBUl6WQPJ4b6ixuYnS/X0j3LvfiK13WS1U1JvFDUJl4qpajQjCAJhIubZJ0r0DIh2j8mrNhDup8VLxHBTKkbq/IIgkF7WSGqUu0mvVIzBbKO6yUx8sPubiVRMud6ERqUQNXCXmnN2ZSOxQeLG5j1dp90hcKqykZSI7q9Tb7TSYLSKGtVLxZTUG/H2UIkauEvNObO8kV6h4sbmPV2nxeagoMZAn3B303OpmFqDBbPNTqS/u9GnVMz54ly8XxkMBgYPHsyf/vQn5syZI3neL7/8su3vc3nxdHp2VCvznl+Mp4/4F5x5zy2mML3YbbvNYuOb55ewfdket7GGmkbmv7iUnzuUu7VSnFXG/BeWinaTO7LpBPNfXEZBmvv5Ns7fTmB4APrqRrexH95ZTV1FvYvfUysLXv6exEHifiFfP7fYzW+plXnPLRbt9Gc2Wvjm+SVsmL/Nbay2vJ75Ly51KW9sJfdYAd++9L2bHxPAvtWH+eaFJW5eWeAsUdN5a118ulpZ+uZKirNKRdfw7UtLCU8Ic9sOzue7QeRxdDgE5j23mMOb3LsWNTcamf/ikrYssI5UFdUw/4Wl7PzB/Qtu5v4c5r+4lKzTPMIAti/bS2zKUqqK3A3Zf/r4Z+x2B0aRjJBFry0nY3+2aBfbec8vxi9IvDHDN88tplSk05/dZue7l7/n8Y/vF42T+fVZf+IUlQ0Gbhk35Jyep8qkZ0XJXn4q3U+VWY+/kEi9xYivRsuE8F5MjujNiOB4Yn38f3Hm1c6T+bzw7XrsDoGoED9GJ8eJHnNwolOQOpJXyrUTBuGp8+CV/5vNw88sxNBs4U9/m8+f77mEMUMTe3T+vLo65h89ytK0kzSaxTvmCgoBwaP9/1Wl0cA/92wg0l9HaKAfV8eO5qqY0QRrxf+PnU0EQWBb1SE+z11OjUXPG0OeIMVPes0Wu52f8tN549B2SgxOQX1inyAenz2BPuFO4+NtRfmcrK7ggSGjRB97QRA40CJImX2tXL665bNZCYIH/Ovwz/TxD2ZiZCJXJvYH2rvogbggFd5Ssnd6hlRKQDSfFDjfF/VWPf4a5/WQt9qbJ/o+wXMnnqfZ4XzfT/BK6PzB+o3h4eHB8OHD2bhxY9tNOofDwcaNG5k7d65ozNixY9m4cSOPP/5427b169czduzYX2HGMhcysUFeTOoTytasKr7bX8jTs7pudiLz20chiH2jEWHatGl8+eWXxMR0767EhUpDQwP+/v7o9Xr8/LrXIlZGRubscy7/L57r9yuFQiGaIVVfX8/y5cvP+LjdfUyqimu4Jf5BUUHqTFGqlG4ZUK14eHpgMVpEx3wCvGiqF2/R6xPoTVOdu/gCoPXSuplat6JSK13K1s4lKrVKUsjSeWvdMqda6Wxt3v5eLiV5HdHoNFhN7mIbgFKpEBVmzhSFAjcz3VbUHmpspxnFt+Ll5+lmtN5KZ+vuLK6z8ykUirP6WlapVSyp+AxfkQyI7iJfK7hzJo/JscIybvpgIUqFgk/+dDVj+0h3WewMg83E00e/Rm814K/xxk/jRUDLv/mGSo7W5aK3tf+fC9B4c2nEBEYF92FIUAzqs2iEvvNUAR+v2M3xnDIuG5XCC7fPQKFQiIoiO9PyefjDH4gNDWDls3e1bc8trOb5d1aRXeD075s8rg+jRiQyql8cUSGuN3esdjtZ1TUcLyvnWHkFR8vKyW+sw2h3/n+K9fOjb3AIUxIT8dfp0JtM6M1m1hZncrS+rMORBEDBiIgo5k+/AU+1dKfMs0luUwkf5yzlhL5dyH60z03MiHQVH+rMzWyvyGZreTbbK7LxdviSV9dAhJcPTw6dyDW9BrT5OhXo67ly2Xz0ZhMvT57GzanunWSLG/TcuHQRUV6+3DVmKA/t+MFtH3AKTydv+DM6tYYaYzPDv3kfgLx7/+L2nDZaTYxe9Sr+Gtg44//wUrffoHsh7V8UNhdwT+J9jAke5xJ3qvEUL2e8DMBdCXcxKXRSdx8+US6096dFixZxxx138PHHHzNq1CjeeustFi9eTEZGBuHh4dx+++1ER0fzyiuvALBr1y4mT57Mq6++ymWXXcbChQt5+eWXOXToEAMGDOjWOS+0x0Dm7LHuZDn3f3OQYG8Pdj99CR5qucT1t0pNXT0hQYFd/j/tdobU+vXru95JRkZG5gLgfL1fbdmyhbCwMAIDA7n44ot56aWXCA7uXmlCT9B6eRCbEkVFfhUCtIlFHp4eePt5olAqaao3uGxXAL7BPljNNoxNJrexoMgAmuqbMRstbmPhCWFUl9Rgs9rdx+LDsFnLcDgElzGlUkFEfChFJqvbHFUqJWFxIZTnVbqNeeg0+AX5UFNa5zbm6aPFQ+dBQ3Wj+7r9PQEFBn2z2xz9Qv2wGC2i6w6JCUJf3YjFZHUbi0gMo7KgGpvNfd0R8aEUm204BPd1hyeEUpJV5r5utZLQ6GAqCtyfN62nBz4BXtSW1buNefl6otaoaKxtchvzDfTGYXdgaDC6zTEg3B9jowlTs9ltLDQuhPoKPRazyLoTQinLrcRud7iuTaGQXLdKpSQiIYySU+7r1nioCQz3p6qoxm1M56XF00dHfaVeZN06VCoVjWKv5SAfbFYbzY3uz2lMchRqkcxgmV+fgbERzB6eyvKDafz5u9UsevgmYoMDenyceouBQ3XumXmnE+MZzD29ZjApbAAeyrP/Gliy/zgv/LgRh0PgzqlDefzKiSg7EbsGJjhLkJqazVTVNxEa4BRJk+JC+OCFG/liyW5+3HCMEyUV/HzC6eHUu28Y1TYTaqUCpVJJgaYR82mi+YSkeFRqBbcNHsKkhAS3bJ46k5G3013LYMG5z4HyUo5VlzM64tyV6DkcDoqM5Swp3MCWqoMIuArO+2syyW9qosxYT7mxnjJTPdVNAjXm9izK0RGJXJs4hD+ljnARz5qtFu5fuxy92cSQsEiuSe4vOofjlRWUNjUS5OnJJbF98PfQobe4Z2leGpeCruX4DhwMjwnGgSAqMHqrPHi4XxkNtiL213yF3WFAoVAyIewhUv36U9hcwMmGk26CVB/fPnipvGi2N3O0/ugvFqQuNG644Qaqqqp49tlnKS8vZ8iQIaxdu7bNuLywsNDl/8m4ceNYsGABzzzzDH//+9/p06cPy5cv77YYJfP75pKUMMJ8tVQ2mll3spwrBked7ynJnAEOh8CcD9yrDMSQr9hkZGRkzgIzZ85kzpw5JCYmkpOTw9///ndmzZrF7t27Uancy0nB2cbY3KHcorWNcVf4Bfny+cm3AKdp9ZW+twGwtPJzPFv8SKS2/97HLpR5yOs+/2uT+WWc6ftTRxQKBc/OvoTsihoKa+qZO28Fz8+ZypD4nn3BiPYKpp9fLOkNRaLjfhov/t7veiaEpfZ4jt3B4RB4a/1OPtvq9K+7cmg/HrtyIhoRqwCXeXnpmJIYz64j+RxMK2LmuPbyE28vLY/cMYXbrh7Fwk2H2ZdexMm8cmwqgfKWMlxPDw0Eg69Wy8CIMAZGRDAoMpzh0dGEeLvbBDjn6uDqn+ZjsotnJGpV6i79sTpDEASqLfUUN1c4f4wVWB128gylNNmaqTbXY3GIZ4G2ktaQT3aDq8/hwIA+1JgsTArvzeSIPgwWyWwTBIG/bl5HRm01IZ5efDTjSrQq8a8yJyudTSX6h4XjoVIxMy6ZRdmuPnwhOm9eGDUdm8NOTlMpdZYmChXO8u5DtadQKBT08Y3GQ+FgTclzlBtPIggmfFVwvK7dSy/Vfxb9/Qawtnw1aQ0nEQR3QWuw/2B21+6m1lLb6WPzW2Xu3LmSJXpbtmxx23bddddx3XXXneNZyfwWUauU3DAylnc3ZfPdvkJZkPqNsiO7mrxq8WqB05EFKRkZGZmzwI033tj2+8CBAxk0aBC9evViy5YtXHLJJaIxr7zyCs8///yvNUUZGRmZbnO23p+0GjVv33YFr6/axppjWdz+8WLumTKSuyePxFvbeYcshyBwoq6MDaUZFOhNrUk+LgwNTOLNofeg6SIjymK3saMyh1XFJ7g+YRijQ7vn22S22vj70nWsOe4UUB68aDRzp47ttg9V39gwdh/JZ+eRXBdBqpUAPy8emD2eB2ZDs8lCRUMTzRYrdocDQYDQQG8ifH27JSLpzSam//AF5c1NbdsSfAMYHBrJwJAIBgaH0z84HF+P7vsb1lrqOa7PoNxYze6aNEqaKzA5XEu4e3vHk9XU/a5YvhodV8cOIVIXQIRnAJGegcR7hRKgFRfZWvn4yH5W5WSiVir5cMaVRPhI+1+dqHR6zA0Ic2bpXJmQ6iZIvTx6FoFaL15OW8D68oMAtFqY/vnIRwCMCOzLU6nTKWo+KHoejdKLEG0vgrSgUWjQW+spNZUQ7elqGTA9Yjq7a3dTbirHLthRKToXM2Vk/sjcOCqO9zdnsyunhtyqJpJEfJdlLmx60ilRFqRkZGRkzgFJSUmEhISQnZ0tKUg9/fTTPPnkk21/NzQ0EBt77jsdycjIyHTF2Xx/ivD35bk5U1EoFKw+msmOrHy+2n6QicmJjEuOJybEH0+NBlQCZcYmcutryWmo5qAhhwpjq2m/QGSAEjvt/nK9fCJ4ZfAdkmKUXXCwtyqf1cUnWF+aToPVWbKlVaq7JUiVNzTx+s/bWHM8C7VSyfNXX8LsYf3bxKhtefn0Cgoi2l/aG2PcoES+XrmPPcfzsTscbT5IYnjpPEjUBXU5LzEyaqu4b+MPbWLUlJhE3pl8Bf7anmUNmuxm0htOcUyfxrH6DIqNpQBE6SLIaXI2LVAplETqQonxCifGM5wozzCuV3vhq/bCW+2JXXAQ7OFPWmMeq0q3c7TeNRsq0Secp/rN7tG8firZz7qyQwD8a/zFjIyU9ogUBIGTVS2CVKizIcTosDj8NFoarM6svzlJA5gW2weAAI30l90QnT/B2kRS/S8lTb/abTzBezQqpQcqYFjAIEz2SooNaW6CVJxXHN4qbwx2A/mGfHr59Or+4mVk/mBEB3gyJTmMTRmVfLevkH9cdm6yX2XODZUNJtanuzeekUIWpLpJrcFCkLf4nbyaJrNoVzip7XaHQJPJhr+Xu6GkVIzRYkdAEO2YJxWjN1rx9lCJdmXr6ZzPJMZqd9BssePv2f11Gsw2VEoFOo37nSOpmPpmC746DSqRDog9nbMgCNQ1W0Wfa6kYs82OxebAV9f9dTaZbWhUCtHOgFIxtQYLgV4a0buyPV2nwyHQYLKKdvmTijFZ7dgdAt7a7r8G/8gUFxdTU1NDZGSk5D5yG2MZGZkLlbP9/uSj0/LajbOYNTiZL7btx2yzs+FkNmXmJo5UlAPQv3coh/WtRtwCEeEqvNUeTIroxdSoZNKbslhRuheAUK0f/x3yJ3zU7p1fy03VbKzYzRfpOZQa9W3bQ3U+zIruz5Wxg7qc7668Qp5cvppag5GLUhK4a/xwxvRq7/JpsFj486rVNJktLLjpeoZGRSEIAs8v2UBMsD83TxiCl9aDAb0j8fPW4hAgq6CKfonhv+BRFGd59kme2vUzRpuVUJ03L42bxsyEvt2OFwSBkw35fF+0gwZbEUXG9jvbChQkesfR3z+Z62N7EesVQYQuBLWy6wyf8drBjA8ZTGFzOatKd7CxYi9Gu7lH2UGCIPBV3kY+y1mPykPJs5Ov4NZ+7ibmHSlraqTGaESlUJASEgqASqkkSOdFg9WMSqHg2eFT2/a/IW4KP5bsxOJwLXNUouDmeOcNpYnhD1NqPE69xbVsNNG33S9qgH8M68vXk9OkZnTIdNdjKZQk+6ZQYiwnu6lAFqRkZLrgltFxbMqoZOnBYv48PVn0u6HMhcniA0XYHQJDYgMQL7R3RRakuonV7hCtCXeOiXcHktruEASsDvEOUlIxdkGQ7EIkFWOzO3AI4v95ezpnQRCwSXR/6myd9h7G2AUBJJprdTZn52Pzy58bQXA+bj2N6fE67QIqifR7yeezJX1fLKzH6zyDGIcgOJ+fHsT8nmhqaiI7O7vt77y8PI4cOUJQUBBBQUE8//zzXHPNNURERJCTk8Pf/vY3evfuzYwZM87jrGVkZGTOH4Ig8O2Bo9Q1G3lksrPM7eLUXlzUL4nM8mrWHc/CgA2jYKPZYiXBLwi0kOgfRC//IMbERDMwKBKPFp+ggYYwfirdj6dKw3+H3E2YLqDtXA7BweH6NNaWbeVwfRoCAmFegzDYLMyI7sdlMQMZHhKHStF5xyaHIPDxzn28vW03DkEgJTyUf1xxEXGBAS77fXv4KHVGE/EBAQyMcJqXVzUYWLb3BEqFgtsnDwOcfijjByWydmc6h9IKz6ogpTebeHb3BrLqqjFarUyMTuCdKZcTpOu89K0Vq8PGlsqjLCvaTmaj82vDoIBoQrVBDPTvx6CAVAb4JePbSQZRd4jziuDB3tdyZ+IVHKnLpL9/98QYm8POGxnLWVGyD4Cb4idxZ+8xXZZLHqwpYHjvIPzt/mjV7V911C3PfS+/YPy17UJmsNaP2dHjWVy01eU4U8KHEOvlFLQ0Sk9mRD3DkoKHcQhO4UqJinjv0W37J/kMAaDAcAK7w4pK6XqjspdPf7ZUpeGpOsGMiIu79RjIyPxRmZIcRpS/jlK9ibUnypk9NPp8T0mmG9gdAt/tc36eXDc8hpXdiJEFqW4S7ied8hzhLz4mtV2jUhIikU0iFeMjkpXSVUxnGSs9nbNCoZB8DKRitGqVaAZQZzF+IllGXcWE+p69dSqVCsJ6uE6dRiWp2kvFiGXHdRUT5nv2XoMqpULycZOKEcvO6yrm98SBAwe46KKL2v5uLWW54447+PDDDzl27Bhff/019fX1REVFMX36dF588UU5A0pGRuYPy6HiUl5cuxmAgVHhTOmTBDivKVIiQ0mJDO3R8RK8w/l01Fx81J5Eezk7mOotDWyu2su68m1Ummva9h0SkMrU0AkMD+6HRzeyeQDqjSb++uNatubkAXDNoFSenXGx01y8A80WK58dOADAw2NHt5lv51U6Datjg/3x6CCEJEYFgwAZed0vYeiK7SX5/GXbasqbm1AqFDw35hJu7ze005LAjuyrzuWHov3sqXOKPRqlmqnhw5gdPY4+vjHd9sjqCZ4qLWNDus5OAygzVvN57mrWlJ5EiYInUq5iTuzYbsWurThGhi2fe/tMdNnebHN6Xw0OdjdJvin+YlaU7Hbxx7o1fqrLPqG6PowLvZcdlR8C4O8Ri1bVLtaFaePxVvljsOspMmaS4O3aNW6AfzIAGY05WB1WNErpa0EZmT86KqWCG0bG8b8NWXy7t0AWpH4jbMuqoqTeiL+nhhkDIroVIwtSMjIyMt1gypQpklmKAOvWrfsVZyMjIyNz4TM8NppbRw5h/v4j/G35WpbefTNxQQG/6JjJfjFYHBYO1e3hQO1OTjVmUWTUYhVseKs8uShsLDMiJhHlGdaj42ZVVvPetj1szclDq1bx7PSLuHbIAFFhZsGRo9Q2G4kL8OfK1Haj8uxypyCWGO7qA5XSkhWVkVfZ0+W6Ud3czBsHt7Mgy2nQnegXyJuTL2NYWPc6UTXbzLydsZ5FBc7Sx+HBCUwJT+GK6LEEeJx/42CT3cKSog0sKdqIVbAxJqQ/s6PHMzGsf7fiq0yN7Kx0ZjNfETvEZUyrcgpAs+JT3OICPHyYEzuRBQUbARgVlEKij/uXqcGB17Cn6ktsgonTU/oVCiWJPkM4od9KbtMRN0Eq1jMSf40vemsjWY359Pfv0601ycj8UblhZCzvbDrF/vw6sioa6Rsu3chA5sLg270FAMwZFt3tMktZkJKRkZGRkZGRkTkn/N/UiRwtKaO+ycg9ny/jvzdcyuC4dm89q8OGWqHqMiPH5rCRY8jkQO1OjtTtxeQwtY1NDB1Nsm8yE0NGolV13rlPjO05+Ty+bBWNZguT+yTwxJTxpEaIC1rNVgvzDh8G4KEx7dlRANuLC+jVK4TJA5NcYloFqaLyOpqazfh49Txz9mh5GfOOHmFVVhYDIp1zu73fUJ4eORkvTffWfKK+iKcOL6G4uQ6A6+JG8ni/GXirf51M3npLAx9kf0WSTzw3xl3lMmYX7OysOszneauoNDszzYYE9OXh3lcR49X9MsdVxcewCw4GB8aS6BPStl0QBMqaGwCniCfGDXFT2gSpKWHiPlUKhZIozwEUNh/AYje6jSd1EKQuDr/1tFgFA/yT2Vl9gBP6TFmQkpHpggh/HVP7hbHuZAUL9hby3JXdE6Zlzg+l9UY2ZThvvNwyOh5JH57TkAUpGRkZGRkZGRmZc4KHWs0H11/JP5b+zM5TBdz2yWLumzKKW8cNpchSziOHPsRHpaOvXzTJvjEk+8bQ1y+GSF0gFaZ6DtRmsb82iwO1WQwMqMZgd4oKQR4hDA8cx8ig8UR6Sndc64rvDh7lxTWbsQsCI2Oj+M8VMwjylvZgmpd2mAadmWlRvbiqQ3ZUvdHEjtwCrA4HA+JcM2v8fT0ZmBxFs8VKZW1jjwSpjOoqnlr/M8cq2sv9dAo1Sy+7mZER3V/3quKjfJWznSpjIxE6f/41aDZjQ3u77We2W1lZcoRLIlIJ9PDu9vG7oslq4N/pb1PYXMIxfTrTwycRpA2kylzD1qodbKncgValo9LcQKg2gHuTrmZCyOBulQ4eqz/E8pLFTA6dxo9F6QBcdVp2VLXJgMluQ6lQEOXlL3ocP0378x6mDZA8X7T3MAqbD2AVmt3GknycQlalqRiDrQlvtWvW2UD/vuysPsDxhixu6HJlMjIyt4yOZ93JCpYdKuZvM5M7tRCROb8s3F+EQ4AxSUH0DvOhoaGhW3HyMyojIyMjIyMjI3POCPP14X83XcY/v1/PhrRsVhxI49ON+0gd5I0jzEGDrZkDtac4UHuq0+NE6PoR4enNiKDxJHn3RdmFQXln2B0OXtuwna/2HgLgygEpvHT5VLQaaV+fJouFj47tp85q5JLkXmhU7eUIa9IysTocJIeFkBLu7o1V22SkqKKehmZzj+YZ6uVNRnU1HioVl/dN5rbBgxkcId29VYxvcnfxetoaAKaHD+Kfgy/Hz8O1O2GD1cjign18l7+HGnMTNeYm7u9zkdjheozRbuKVjHcpbC4BQEBgQeESDPZmjuudBvQAPoIPj/a5jovCRqJTdV+0212znVJTCd8VfUWItzcVpjBmRLtmUmQ2ltI/yoMUvxg8VNJlJEqUOHDgq5EWJXv7TmJ31SfYHGYcgh1lh66BfpoQfD0u4XB9Gif0mYwOHu4SO8DP2f0wqyEPg82It0iXSBkZmXYm9A4hLsiLwtpmfjpaxvUjY8/3lGREsNodLNzn7NDqzI7qPmf+SX4Wef/990lISECn0zF69Gj27dvXrbiFCxeiUCiYPXv2uZ0gkF7WgEOik9rJUr3o9hMl4ttNVjs5VU09iqlqNFPZYBIdk4rJrWqi2WITHZOKkVqLIAiklYqrnFLHMpht5FcbehRTrjdR0yR+sSYVk13ZiNlm71GM1Ha7QyCjvGfr1ButFNW63yXrLKa4rpn6ZovomFRMRnmDZAfAnq7TYnNwqqKxRzG1Bgtlevf09M5iZGRkZGRkBEHAR6flzZsu44u7r8Vb54HN4eD4CT100aS1l3ckf0qczgcjHmZun4e5Me5uevuk/CIxSm82cfeaHzhWXQ7AY1PG8Z+rZnQqRgF8efIgdWYjSf6BzO6d6jK24ngGAFcN6icWiqfWeWyj2dqjuQZ7efH+ZZez4+57eX3GzB6JUYIg8L/0dW1i1Fj//iw5mcu9G3+gzuT8PLc67CzMPcisjW/wXuYGasxNROj8CdP69WieUljsFl7LeJ/spnyX7btqDlDUXISAQH+/fsztfR/vDX2NWZET2sQoQRBosHZ9fVFjqW77XaUyMDS8iGP6vS6+jyfqiyg11aFVd/668W45d6vflBi+mnDUCi0ObDRYy93GQ7UR2AUHx/Qn3MYidKH08ZhEcXUS28ryu1qajMwfHqVSwc2j44B2fyKZC4+N6ZVUNpoJ8fFgRv/umZm3ct4zpBYtWsSTTz7JRx99xOjRo3nrrbeYMWMGmZmZhIVJG1Lm5+fzl7/8hYkTJ0ruczbpFyn9wdw/Sjz1d0C0+HadRkWvUHHjSKmYzjrJScUkSZyjsxiptSgUClKjxB8DqWN5a9V4S3QHlIrprFubVEzvMGmDO6kYqe0qpYKUiJ6t099Tg7+n+IWLVExMoPSdN6kYqXl1FiO13UOtpI+EMaBUTJC3tEeFVIyMjIyMzB+XA5lFPPbBj/SOD+XrJ29AoVAwMjGGHx6/jfyqOrZn5rHYtAY99W6x0bpQ/tn/BlIDenantSsya6q4b+2PFDTUo1WpeP/GK5jax7107XT0ZhOfHN8PwOPDxrt4R+XU1JKtr2V0UiyX9U8WjW8VpEw9FKQALknq5fK33eHgyx/3EhHix2UTUkXL2hyCg9dO/sSROmf77cdSpnG85cbi3ooirl71Dc+OuZh30rZwsr6cISGhoLJyZ9IEpkcNRNPNzoSdUdJcxsvp71JtqcWpPLbOU8AuKJkQPIaLwicTrnO/3tdb6lhQ+BmV5jKeSnkZrUr6+rDaXOXyt12wMb/gc07qj3Ff0iMoFAqO1jnv3A8JjOt0ziqlCuzg6KSJiVKhwt9jCqUmC/mGSoZ4uHb/GuQ/gDXlGzhafwJBEFyeH4VCQZAmlEpTNj8VnmRWrLiAKSMj0851w2N44+dMjhbrOV6sZ2CM/L3jQqNVLLx+RCweXQj/p3PeM6TefPNN7r33Xu666y5SU1P56KOP8PLy4osvvpCMsdvt3HLLLTz//PMkJSVJ7icjIyMjIyMjI3N+eG/FToxmK8ezSnll0UaXsYTQQG6bMIyrk0a6xU0NH8q8sU+edTHq37u2MHPx1xQ01BPl48v3c27plhgFsCTrBA0WM30DQ7giybVL28Ijx6kzmdDpNET4id/s0Z1hhpQYHy3Zyac/7Oalz9ZxzaJvMdlcs+HtgoPnj/3A4sJ9FDfX8MLgq/lT70nsryxu2ye/sY4/rV/K8ZoK/DU6bkkay+KJD3NZzJBfJEbZHDb21Rxm7qF/8OTR51vEKGgXo9p/N9hNpDccwmxvrwAQBIH9tTt5Of3/SGs4Qr2lljxDtuT5jPZmmu3i2fgZjSdx4MAuODhe7xTmBgd2/ppSKBQIglPQazuHzUJ2YznV5vbM8gprNFuqKznZUOp2jBS/vngoPaiz1lNkLHEbvzLe2X1vc9kpGizi1Q8yMjLtBPtomTXAmR06f4+cJXWhkVdtYPupahQKuGlU56K/GOdVkLJYLBw8eJCpU6e2bVMqlUydOpXdu3dLxr3wwguEhYVx9913/xrTlJGRkZGRkZGR6QFV+iZO5LaXMy3ZfIwlW4+67TcyyLXT2A1xk3im/41olL88ib/OZGRzQS6v793OsC/f59OjBxCASB9fVl5zK/1DpDPxO2J3OPji6AH6B4bxyJAxKDtkvJhtNn44kQbATUMGSh5D5adGEaTGouxe1yEpNu7LYt4qZ6aWIMCpw+XMSzvUNm512PnHkSWsLDmMSqHknwNnc1XsMEqaGihuOr38TYHDpOaR5IuYHT+oWwbiUhQ3V/J57nfcf/D/eCPrY6rMNS1nUOCj9karPD3LWuCkfjvLir9hWfE3ADRa9XyW+xbz8j+g2W4gziuJv6W8RIrfAMnznp4d1UqKb3/+mvxPVAoV2Y0VNNst+Ki19PLt/DmvbwqkTO+PqYPG98Lxpdy04x1+Lj3Wtq2Xt9PHJqep+PRD4KHUkOrnzJQ7Vn/SbTzZP4w+fqFYHHZ+LsnodD4yMjJObh3jFJN/PFqC3vjLhX2Zs8eCluyoKX1DiQ2SrgKS4ryW7FVXV2O32wkPd23nGh4eTkaG+Bv0jh07+Pzzzzly5Ei3zmE2mzGb2z2Juuv2LiMjIyMjIyMjc2as2pPuVvb0ynebUCoVXDNxUNu2fn5xBHn4UGtpYm6fK7g+btIvOu/RyjK+On6YIxVl5Onr3MYT/QNZc/0d6NTdvwTeW1ZMqaEJg83GzIS+LmNrM09RbzIR6evLpMQEyWM4BAGz1c7plWAmk5WF3+/jpmtGodV27mGVW1zN85+sddnmU6lidpyz7Mtit/H0kUVsrkhHrVDx6tAbuDjC6XW1v6JI9JgCsOjUMe7oN1x0vCvyDWV8k7+ObVVHGegfSpPNQKDGn8H+qQwLGsjo4GHO8wgCzXYjNeY6qi21HKjdznH9TgB212zBV+3Fobp9VFuqUSlUzIy4mmkRV6BSdP48nag/4vJ3uDaSa2JuYqD/kDaB7Uit88vSgIBYVN30HrN3eKKiPIMAKDXWtm1L8nF2OMxpEn9cB/n350j9cY7qj3N51AyXMYVCwRVx/XnzxBZWFJzg2sQh3ZqTjMwfmZEJgSSH+5JZ0cj3h4q5a3zi+Z6SDE5v7MUHnMJ8q2jYU867h1RPaGxs5LbbbuPTTz8lJCSkWzGvvPIKzz///DmemYyMjIyMjIyMDDjFhxW700TH/v3tRvZmFPKfey5DoVCgVqp4b/jDGGwmkv1i3PZvNJtZn5Pj7DKXLO7P1JH/7t3BjmLxko5QL2823vQnlwyn7rD8lHMtlyb1devQdrKigqFRkYxPiEOllBY7BAlPor+/8D0HjxRQV9fMEw9Pk4yva2zmgf8swXxasxqHXeD7Dce4e84Y/n1wIztrTuGhVPPfYTcxMaz98dpakud2TAVwcUwvnhjacz/WQkMF8wt+Zkvl4bYueXFeidyZOJsB/u6m8wqFAm+1F95qL3w1OhYUHHQZX1/xE/18++Ch8uK2+AeI8er6i43NYWN1+YqWtSi4NuZmpoRNdROxyk3VpPqHMyKo6y+w6paOeVahvVlOpGcAAKXGdoEz0TsaBQpqLXrqLA0Eerj6fA72H0ioKpPjlQr0vYz4n9bV8Iq4/mRX1TExUrYekZHpDgqFglvHxPHPH08yf08Bd45L+EVZnTJnh5+OlaE3WokO8GRKcveyjk/nvJbshYSEoFKpqKiocNleUVFBRIS7O3tOTg75+flcccUVqNVq1Go18+bNY8WKFajVanJyctxinn76afR6fdtPUZH4nYyuKKxpluyyJ9VJTmq72WantF68W5lUjL7ZSp1BvCubVEy53oTJKt59TiqmoEZ8uyAIkmNSxzJa7FRIdAaUiqk1WCTTMKViSuqNWGziKfA9fW7sDkGyY55UjMFso6pRvDOgVEx1k5kms3gHRKmYotpmyS57PV2n1e6gpIevwQaTVbIDolSMjIyMjMwfjxP55eSXt2eTqJsdqEztn18bDp5i+v99wryfD1DTYCDGK6RNjLLa7WSUVrH44DHu//FHRn30EX9du5b39+zp1rnvGDBUcuyvoyegVChoNJmZv++IpEjUEZPNxpq8UwBc1dvVgNohCCw5cZLD5aVM7dtLLLyN3JbHI6+i1mX7TdeOAuD48SIWzt8lOqcfd5/gsic+QS/R6XbJhiM8vnElX6cdIdyRwP+G3eIiRuU31PFDbnvpmKdazV39hrN5zn18PvVaBgSHix1WFLvg4KPMLbyVsYrNlYcQEJgYMohPRvyVx5NvYlBAapcdEJcVf4PZ4Xp9KKDEQ+XH31Je7JYYBTC/4AusgvPa+MFej3NJ+Ew3MUoQBDZXHaLQVMjQYHfB83RaRUWbo/31GuXlzJAqMdSRUVXFTxmZVDYaifIMBSBXpGwvwjOMXL3AsboKtpRnuo3H+gTy5uQruLpv/26tVUZGBmYPjcbbQ0VOlYHduTXnezoytHt63Tw6DpXyzATC85oh5eHhwfDhw9m4cSOzZ88GwOFwsHHjRubOneu2f0pKCsePH3fZ9swzz9DY2Mjbb79NbGysW4xWq0Wrle5Q112CfTxQSjzIUh3wpLZ7qJQEeol3LJOK8fSQNpiUivH31OChEr8okIoJ8RHfrlAoJMekjqVVKyW7z0nFeGtVkncupWICvTRoVGfnuVEpFZLd5Dpbp9R/QKkYH60adQ9jgrw9UPfw+ZTarlEpCfTq2XPjqVFJtkvurAukjIyMjMwfi2p9+00KTaMd70obKCB4dAR51fU4BIGahmbe+n47320+jMlqQ+ehJjjYm5N11Vhsdvx9dVR4OgWY3kFBzOzTB5vD4dLd7nRy62v54uhBlMDpt2/CvX24qk8/zDYbDy1cwf6CYioaGvnz1M6zg7YU5tJoMRPp7cuoSFdBI7umhkazGU+NmpTQ0E6PYzA7hZPaRtebXiOHJfKPJy7l9RdX8PmJMnKzyrnqmhEEh/txNL2E5btPcjiz2K3UryNNzWbWpWeh9lfy+OCJjA1rF8esDjsPbf6h7e/7Bozk0cHj8dH0/HO7xtzE04e+Z3dVDl4qDy6JGcCfkmbS2ze66+AWtlX+zNH6/aJjaQ1pGGxN+GkCAKexeJ2lnmBtkNu+FaZy9tc6/WbHBU9iUMAw0WMWNldRa2nEQ6km1a9rs121olWQslNvNPL9yTT2lRahLwjggMXGZfucflcDwsOZMDKW4uZK0vRFDA9KdTvW9KhUsjO38nNpGlfFDeny3DIyMp3jq9Mwe2g03+4tZP6eAsb16l7FlMy54XixniNF9WhUCm4Y6a7DdJfzXrL35JNPcscddzBixAhGjRrFW2+9hcFg4K677gLg9ttvJzo6mldeeQWdTseAAa7GhgEBAQBu28823lrph0pqTGq7QqGQFJikYjprnygV05mI1dM5n0mMUqlAJ9GpRSpGq+75nL08zt6czyRGrVIiNW2pGJ3m/D43IP24ScVoJMSwrs4jIyMjI/PHYsrgXnz51xvIyizjo7c3OAu6BLi6fzI33ziWRqOZnw9ksmJXGqEB3mw6ko3eAL4+Oiw2O746Lcmhodw3ohdj42LpGxzcaWmG3eHgo8P7eGvfLqyCAw+lioSAQLLqqtv2+dPAYagVSh5ftor9BcV4e3hw6YCuSwAPF5UyKiSGUTHRbjfMDpU4O6wNjozsVCgTBAGD0SlIFVS6+1pNnzaAxloDC+fv4uCOU2xddRRboA61tweNAQoQID4+mKvG9ycmNACz1YbVasditfFTbgY7agpw+MG7k6/gopheLud9bu8G0uqq0CiVfDBlNtPi+ridvzvsr87n/w4upcrciE6l4e8DL+uRyGJ1WPkq7z2O6Q9I7mNxmKkyV+CnCcBkN/NhzufkGvJ5of/fCfQIaNvPITiYl/8pdmyk+Pbntvh7JI95uM7Zoa+/fzxaVeceXUBbh0Gb4ODtXbuZd/hIy4jrdU60ny8pugQWljawqrmW20SqAWdE9+eDzK3sqMyh0WrCV6Pr8vwyMjKdc9vYeL7dW8i6kxWU601E+Mv/r84X83bnAzBrQKRk4kp3OO/fIm+44Qaqqqp49tlnKS8vZ8iQIaxdu7bN6LywsBBlJx/yMjIyMjIyMjIyFw4KhYJADy1ff7IVoYPdwcqfDnPDdaPx9dRyzcRBXDNxEA0GEw9dOQ6TxYpSqcTLy4PYIP9ue4PUG03MXbISh7cDq+BgUmwCL06aSpCnJ7OXfUtOfS0+Hh7c2G8Qz6/axPr0bDQqFe/feCX9Irr2u1iXlUORXs/cYWPcxjKqnB3ehkVFdXqMA6eKsbaU3OeW12KyODPCOnLNDaMZP7Evn7+znswTJWjjA3E4HFx69TDGDk0kKtTf7bjvHN3JxsJ8CIfXxs/isoQUl/Gfc0+xMPMYCvhFYtTanCz+k7WCamsjST6hvDHienr7dd8rJM9wiq/y3qPW4hQIFSiI80oiTBeBj9oPX7U/vho/wrQRJHr3pc5Sz+uZ75LfXIhaoSbfUOgiSK0p202dxYpOqeO2+Hs6fa0crnPaeQwL7LykspU4bQhKbw8Eu4JLevXqIEi5clFSEkOCY6gxGamrKKLOZCRQ5+oT1ds3lCSfEHKbqtlSnsUVsYNEjyUjI9N9UiL8GJUQxL78WhbsK+TJaX27DpI569QZLKw46rwpc/vYMzMzb+W8C1IAc+fOFS3RA9iyZUunsV999dXZn5CMjIyMjIyMjMwZUV/fzNP/WELzad6XFRUN7N2Xw7ix7cKIn7cOP+8zu8OdX1vHfQuXk1dbh5/Ogzcum8mclP5tAsWns2bz1JafmdM3la93H2LxoeMogNfnzGJMYtflBeWNjRTp9SgVCoZGRbqNF9bVE+zpSWJQgOQxBEHgo9W72/42mCws3XmMWy9yLzGLiArkH69ejyAIOBwCqk4yk3em55OWVgEC/HPUxVzfx1XsKGts5K+r1pHkG8KcYf3OWIxal3uKh35eSay/P7P6JPDc0CvxUotbG5yO0dbMj6Xfsat6MwICKlQMDRrDLXH3oVaqsTkc1BqbCfP2aYvJMxTwRuZ71Fnr8VP78njfh0j27d02Xmmq48PsnzDazTzd7y6CtdIlO4IgtAlSQwN7S+7XkeJqIwcqKjH1dTAzMZ4HRo3ko33uJYaTExMI8/EhJTCUjLoqNhXncE1v12oNhULB9KhUPs7czqHyYlmQkpE5S9w2Np59+bV8t6+QuRf17rSSSObcsORgEWabg36RfgyPD/xFx5KfPRkZGRkZGRkZmbPGl19to6ysXnTs6wU7z8o58ipruGXeYvJq64jy82XB7TdyTb8BLtkySQFBLJ59I/YmB9tO5QPwr8suZkZq98SZ/SUlAPQLC8VXxI+0utlIjdFIkJeX5DEOnCrmYHaJy7av1u/HZBFvbAJOIaMzMcpstfHy0k3s3lvA/cEjubv/SLd9/r1lCwarFX+tjvsHjZY8VmfsLyvm0fWrcAgCYyLj+M+Ia7otRqU3FPLAgXc5Vp+FgMCooIm8OPBd7kh4CLXSeT/8ua2bGPP5x3x55JDzfLWHeTHtNeqs9UR7RvJ8/6ddxCiAd0/9gNFupr9fAheHu2etdaSgqQ5DYzgxylT6+XXP36TV1NzaYmr+xITxjIh29cjqHx5GmI9TRJveIvT9XHhK9HgXh/bDoySEpbtzMNukn3MZGZnuM6N/BKG+Wqoazaw7WX6+p/OHw+EQmL+nEHBmR/3SboeyICUjIyMjIyMjI3PWGD48kaAgb9GxUxnlfPXtjl90/PL6Ru76cAkRGm8GRUaw9E83kxwmnimz+kQmL63eTFpZBU9Nn8yNIwZ3+zwHi51C0shocdPuRrOzU5yPRlykOT07qpXqhmaW7TzW7Xmczt60fPQGI6H+3jw6fYLbeEZpJdY6G0FqHS9NmyrZLKYzKhub+Gz/Acx2G1MTevHvydO69aVDEAR+KN7Bowffo7C5kmZbNI/1eYbbEh7AV9NedthgNrEs7QQAL27bzONbfuDdtL2Y7VYG+qfyXOpThOlcjeJ3VB1nV/UJVAolTyRf12U3v4z6SvIb62i2gkbZvaIQTYsgZW8RpNRKJW9dfqmLIDklsd0walpMb0Z7x1Ne1IzF7t7Zun9IBDq1mmarlQMlJW7jMjIyPcdDreSmUc4mBa0+RjK/HluzqiisbcZPp+aqIZ2XrHcHWZDqJullDTgc4i1OTpbqRbefKBHfbrLayalq6lFMVaOZygaT6JhUTG5VE80Sd+CkYqTWIggCaaUNPTqWwWwjv9ogOiYVU643UdNk7lFMdmUjZpv7RUBnMVLb7Q6BjPKerVNvtFJU2yw6JhVTXNdMfbNFdEwqJqO8AZv99L5BncdIbbfYHJyqaOxRTK3BQplEy2mpGBkZGRmZPx6TJiazZOFcvvr8Xh57ZDqTJibj59furzPvqx2cOFHc5XHyciqpqnT9TDZZbTz61Y9UNzYjmAS+unkOoT7i4tfOnAL+7/u1CMCNIwZzx5ihPVpHa4bU6RkyrZQ1Oq/lpDrtHsopccuOauXL9fuxSly7dMXCHw+iKLZw+6gheOvcxbDlB9PYcTKfCcFxXXb/k+KdTbvZeiiPqcFJvDvt8k5N21sx2sy8dHI+72T9gE2wMzF0IC8Nupfevv3c9v0pKxNzBwFnxbEc9hdXcUnItfw1+VG81K5ZZwabiXdPfQ/ADXEXk+jjXkJ5Oml1FQD0Cwjvct9W1KdlSAFE+vryxqUzO+zT/nz3D4kgv1zPyfLKNpP7jigUCiYlJKBEwcnyym7PQ0ZGpnNuHhWHSqlgf36d5HdUmXPD1y0i4HUjYjttLtZdZEGqm/SL9EMpccHRP8rdaBJgQLT4dp1GRa9QH9ExqZhQXy1hfuIeC1IxSaE+ki8SqRiptSgUClKj/Hp0LG+tmoQQ8YtEqZgIfx3BEi79UjG9w3wlu/NJxUhtVykVpET0bJ3+nhpig8TT9aViYgK9CPASv6MqFZMS4YdaIoW/p+v0UCvpE+7bo5ggbw8i/T1Fx6RiZGRkZGT+mCgUCuLigrnqymE89+zVfL/kUZ7951Vt11J//tt3bN6SLhl//EghTzz4NU8/sYCGhvabIW+v2k5acSWBXp68c+eV+HqKXxsV6/XMO3wYFDAztQ//mDWlR2UFeqMJBGeH2ZEx4oKUrUW06ChedKRaL35TDjFjLEIAAJBkSURBVKDRaMFosXZ7Pq0IgoDZYsNudzBhkHtrN0EQyKusBQGuGp7a4+MDZFVU8/2RkwA8PG4Mnpquu9MVGCp44MBbbKo8gkqh5KHeV/L8gDvwUYtfNyxNO3naFgX2am8GeKaiUrhf083PX0+1WU+UZzC3xk9t2769OJ8X9mxid2mhW0x6vVOQSg3svgG7uiXryi64PqeX9Opgit7h/rRSoWB8gjNTY0degegxhwdF4VejZt9R9znKyMicGRH+OmYOiADg613553cyfyDyqg1syaxCoYDbxvwyM/NWZEFKRkZGRkZGRkbmnKJUKpgyqR8//fgk48f3wWq18+qrK/nkzTWYjO0Zw3a7g6WfbOazt9ZhaDLj6+eJAqfQsvd4Pps2ZpAcFsqbt19OTLD4zRCHIPCXn9eyvjiX0alxvDZnZps3UHc5VFhKbm4NvdWBhHi731wrrK9v+10jUTo2fVhfFj99K18+cT2XT0rF4gsTR/XiyyeuZ8Wzd+Ln1XMzd0GAosJaFDbwULvfdDRZbew5WoDaBEPius4iEmNnRj6hnl5MS+nF0NiuyzH2lRfxly3rKW2uJcTDj/8NfYjr4iZLCoDZtTUcqShz225zCNz/03Kara5CXXFTPV8dzydSmcwjfa5Bq2q/ofdzYTafnzjI+sJst+N5m7wYqI4lXhfU5Rpaac2QsomIjLNTnZleNsG1YmJMbAzDQyOxGMWrEhKDAzFbbZTVyVkcMjJnkzvHJQCw/EgJdQbxyhOZs0ur+HdRcphk4klPuSC67MnIyMjIyMjIyPz+0ek0PPfPq/n4080Unyjh+y93cGRbFsmpUdgsNnLTislNK0WhVHD9E7O47d4paLVqHA6B9xftoL7eyLSRyYzsLW1S/cWhg+wrKcFLo+HZqReJCjddcbDAWWo3REKQeX1buw/WptxchkS776dQKOgb7SyZ25Cdg6CBuPAAhvYSz7jqDkqlgv59I3E4BCwiJX8Wa8s2AXx04hnnnSEIAt9sOEh9YzPXXta/y/03F+Vy/8blmO02ZvcZzXOjphHoIZ6B3cprO7dLjkX4+LqVB354cg/lzU308ktgVHCKy9iBcmfp5/Bw98f0cGk5RQ16fNXdF/4CPT0ZFBaBp8hrZlBEBMvT0smsqnbZHuvnz9GCMpqN4l+Ig7w96RUYSGJo94UxGRmZrhkRH0hqpB9pZQ0sOlDEA5N7dR0kc8Y0mW0sPeh8z72jRQw8G8iClIyMjIyMjIyMzK+GSqXkoQcuYc+WdIpPVeDro2Xtor34+mlprGtmzNT+jJk2gOnXj0ahUCAIAhv2ZpJZUIm3pwd3z5burlbSqGdLQT4Az0yaTJx/wBnNcVuW8xgjEtyFjqNlZazOzGr7e9Gx4zw8dgzaToQvQ0t5npdH1+VvXfG/Z66VHNNpVMwY1IdDWSVU1jcRFSxuQyBFSY2emsZm1Colo/t0Xo6xKi+Dx7b8hNXh4OLYJP4z7gp06s7X9/7+PWzIy2n7W6lQMDQikikJiUyJTyQ1NMwls6qsuYGluU4D+EcGjHc5VoPFTEadUxwaISJI2RxOcU6jErd1EKO8uYmj1eVuWVAA/Vr8uNKrqly2+7YIf3qjuNdrfaORwuI67MYz8wyTkZERR6FQcOf4BP629Bjf7C7gngmJkvYmMr+c7w8V02S2kRTqzcTe4o1EzgRZkJKRkZGRkZGRkfnVEASBvPRSkvvH8PlPT3BkVzYpg+Pw8lRhbrZw3cPT8fTWIrSIAlabnQ+X7ATg9stHEugn7tsI8NmJg+yozmN6ch9uGDDwjOZXa2jmVKVT6Bga61r2JggCL2/e6rKtptnITxmZXDNAOqOo2eLMnvHycPePLKqpp9lsJTnqzAzIO6L10FDfaKS2sZl1+zO4a+aoHsWX1TUSGeCLv5cOXSdmtTsz83l23wasDgdXJKbw5uTL8OhC+Jl/7Ahv7HY+j1qVihcvmsrUpF4E6MR9pgA+TtuDxWFnVFgso8Pj2rY7HALr92bQJ90bQ5mR95o28+LjV7jEWuztnfK6i9lua5vf6YT7+BAR6Iufp2vmmYdSRd/gYGKDxEtIs0ucAlZSZHC35yEjI9M9rhwcxSur0ympN7IhvYKZA86sVFmmcxwOga9ayvXuGJsg6a19JsgSYjfJKJfusifl7C+13WS1kyvRZU8qprrJTGWj+J0XqZj8aoNklz2pmPQy8e2CIN19TupYBrONwhrx7nNSMRUN0l32pGKyK5sku+z19LmxOwSyJLrPScXojVaK63q2zpJ6I/pmcTNTqZisikbJLns9XafF5iC7smevwTqDhXJ9z16Dvye2bdvGFVdcQVRUFAqFguXLl7uMC4LAs88+S2RkJJ6enkydOpVTp06dn8nKyMjIXMC88eQCHp75XzYu249Go2bk5BQuu2k0qz7ZxJI3V5O+P6dNjAJIz6ugtqGZ0EBvbpwxTPK4erOJRRnHQAG3DhzcIxPzjszbfRgABRAb6CoyrM7M4qBIN7WvDhxymfPpmOw2ogP8CPJ2FV8EQeCO9xdz7ZvzeW7JehqN4tdAPeGy0akMTIhk1Z506hrFr0+kKK9qoKqkkWAJM3KA7LJqnvxsJaF5Om5OHMTbUy7vlhj17JaNAMT5+7P/3oe4NnVAp2JUlbGJhdlHgfbsqKKyOj5auINr5n7KG+9toKmoGcEmcCq/yi3e5nA4jel7JEg5ryd1ItlugkKgrKmRgg7+YQDl9Y3klNRQXCnecXjLvmyGREcwdUifbs9DRkame+g0Km4a5RSrv9iZf34n8ztm26kqcqsM+GrVXDM85qweWxakuklyuK+kEtgvUrxWXmq7TqMiUcIETComxEdLmK94DbxUTHywl2SXPamYlAjx7QqFgmSJrmxSx/LWqokNEr/QkIoJ89VKdtmTiukV6i3ZZa+nz41KqaBPmHgHRKkYf08N0QE9W2eUvw5/L/G0dqmYPmE+kmmoPV2nh1pJr9CevQYDvT0I9+vZc/N7wmAwMHjwYN5//33R8ddee4133nmHjz76iL179+Lt7c2MGTMwmcRFPBkZGZk/Kv2GJQCwY41TbKirbODv175FSHQg4fEhxKc4hf9WQWlw32iW/vcuXnz4MnRa6ZKwj47spdlmJSUohInRCWc0tyaTmW/3HgFAq1aj7CBmCILAf7eJ+x+lV1Wxt6hYdMxqt7OtppBcpd4tS6bOYKSqwdmNb9neE1z9+jx2ZOSf0dxbuWJMKiaLldyyWv7x+RrsEl0AxQjwcV7PNDSLf3ZZbXb+/MVPmCw24oIDeGnK9E4N4wVB4MPde9rEqFsHDmbjbX/CRyRT7HTmnzyM2W5jaEgU4yMSOJ5Vyk1Pfsm8H/ZSUeN68zA02P06ZJwuhvB6T2rrjW5jUphsrRlS7tfPlhax6nTxLb20EoAUkQy3jPwKDqQXkZZTzrDeZ+4dJiMjI81tY+NRKxXsy6vlRIm4MCzzy2gV+64fGYuP9uwW2cmCVDfp7C6b1NjZjjnf5/81Ys73+X+tmPN9/l8z5vfCrFmzeOmll7j66qvdxgRB4K233uKZZ57hqquuYtCgQcybN4/S0lK3TCoZGRmZPzpjpw9AoVCQcSif7GMFvPHIlxRnV1BToefl7x8nOCLALSYsyJehydJ3ZQv0tXx4bB8ANyUPcvlc6ixzqSN2h4M/L1lDk9lZXicguIg5NocDq0SmMsCJ8grR7ftLS2gwmwny9CQ11FW0OL3zWoW+iQc/+4F/LvqZBglPoq5QKhW8fPcsdB5q9qQXsvFQ97N1wwJ8SIoMQtXi3XU6336/jxibJ/EB/rx6x6WdilGNJjOPLljJVxsPEePtzyOjxvD8lEu61fGwvsnIku+OMrYqnsf6TUShUODrpZW8MRcW5H4z0WZz0NBsJq+ytsvztdJestd9QSqj1JmdlRLpLkh9udb5mpw+OpmYsIBuz0NGRqb7RPp7culAZ6neFzvzzvNsfn+cqmhkW1YVSkV7Z8OziewhJSMjI/MLycvLo7y8nKlTp7Zt8/f3Z/To0ezevZsbb7xRNM5sNmM2t5dnNDT8/ksfZWRkfhucy/enoHB/Zl43gu1L9/DXWf9BUCgYNKEvj71xG2HRPffZOVRRyl1rl7b9fXUfVy+nlemZvL9zL3MGpnL/mP9v777Do6rSB45/p6f33gMEQu+E3hXFgr2hYF9ddXVde3ctqOu6/nRdsXfFjopILwLSewktCaT3MskkmXp/fwwEhplJQSBA3s/z8Gjuvefec+5kTu68c857Bns9zyvzf+f3fTmgACow2+zsL62gW4wz0KDTaFh4y03k1VRTWd/A0wsXo9VouLZvbwxaLZPTu3k876IsZxLv8amd3IIxhVWe0wTMXr+T2et3AjCpb1cSw4PpkxRDWlwkCV5yFR2tc1wET1w/kdp6M+cM7Nri8YelxoZRWlGLqdHCzpxienU6ko/FbLby9ZyN1NY18s8HLiQswHMuL6vdzoINe/l63TY2lBSi02h4YtA4LurbvdX1+HL5ZurNVhyNCqMTUwFISQjnP49dwYMv/0h9o+uKdp5GSHWLi2Dl3gPsLnKfzueNTq3GV6P1mEOqxmImPTqcpIAQl+1PXDKeK4b0JjnCdfuirftYsDuLEYNTmTbZ9feupLSGJUsyuebqjA7xpZ4QJ9vNI1P5eWshv2wt5JHz073OLBJt99Gh3FHn9IgmMcx7DsfjJQEpIYT4k4qLiwGIjo522R4dHd20z5MZM2bw7LPPntS6CSHE8ThR/ZOiKNQbG6gsraG61EhVSQ0VxdVsW7aT2irnVLX0jDTueula4jtHt3A2d9/t3cGjKxZgdRzJJemvc50Oti43n6zKSirqvedT+nr9tqbcURwVH9iUW9gUkALnKnndIiMpMtaSXVGNRqViav9+qL0EFRRFYeGhgNQ5nd2XJC+sajnQN3+rc0W/tPgI9haVEx8axJAuiUzom8bQ1ER8dJ4f5ydntD4AdJhep2Vk31Tmr93Dr6t2ugSk9mQW0cU/AEdIEGOHugbfFEXhYF4ly7btZ9aqbZRW1xETFkj3uEiemTKR3gkxra5DXYOZr5ZtAeCWSYNdAjb9eyTw36ev4v4Xv6e69shUvPAQ9w9J3Q6NWNpT2PqAVKnJRKPN5vY7BLC3uoxdxlKig11HY4UH+DGiq+uKhGU1dTz39SIcikJ4pD9Xfvs1E9M68/IFkyguquEfD31FaakRjUbFVVdmtLp+QgjP+iWGMCAphE251Xy++iD3n+v5CwLRNlUmCz9sck5Hv3lE6km5hgSkhBCinTz66KPcf//9TT8bjUYSExPbsUZCCOF0IvqnDYu2M+PmmZhqvOfwyTivL/e9cSOh0S2P+jmazeHgxbXL+HDHRrd9jXYb/uojAYX1+QUADE70POUvs6iU5+Ys8bhvc24h1w7p67b9cHAr3N/PazAKYHd5OQW1Rny0WkYmuQYtjGYz32zZ7lYmyNdA/9R4wgJ8CA/wJ9jPh/yKGvaUlKNVqymoMvL77my+27ETX72OiemduaB3OsM7J6FrIbl4a1wyujemOguL/tjLdecOJDE6FACTqRFjTQNd0qJd8qrmFVTyt4e/orLKRHqvOEqNdYQH+XH5yD5MndAfH733vF+erMo8QG2DmdToMCb0dU8Ent4pmv89ezX3Pv8dZZXOBVrqre4LxfSMj6JfXAw6swqz1YbBS+DuMEVRqDE7p0kG691HV2wqcSazHxgd1+J5nv5qIdWmRronRNHoq2CyWPlp525sZjsN24xUVdeTkBDG2DFtDxoKITy7eWQqm77czOdrc/nruC746P58f9jRfbkul0arg55xQQxJDTsp15CAlBBC/EkxMc5vfktKSoiNPfJtcklJCf369fNazmAwYDB4ThQvhBDt6UT0TyW5Fc0Go259/iquuOe84zr3P5bN5aesTI/76q3WphEuFfX1ZFU4cwgNSvAcSKiub8RblqlNue4r6gFUmA4FpPyan77w2769aFQqRiUl46s7EpjZV1HBzbN/pLTaiB4VBr2W8/t148qM3vROivE6javebGHTgUK25Bbyw45MCquN/LxtNz9v202Inw/TRvdnYtcudA2PaLZezRnYNZGPZ6/FaGrkufcWMPOxq1CrVQwb0ZVhI5zT/2qr69mx6SA1VXVYrQ5q6xrR6zTEhQXxz0sHcO7AruhbCAB5M2lAN5KjQqlrsHhdUCglPpyZz17D5fe8D8DqDdlMv8h1pFFSeCgVRXWUVtexNjOX0X06NXvdepsVm+LMERbs4Xf/cEBqQEzzycm/XrmVVZkHMOg0PHb1eK7/9sh00l/378OvxsGUc7px3/TxhIV6XmBGCNF25/WMIT7El4LqBr7flM/UjOSWCwmvzDY7Hx+arnfrqNSTNr1Ykpq3UmaREYfD8+PKzkLP2fy9bW+02skqq2tTmbJaM6VGz8ktva0mkFNuot5ia1MZb9dXFIVdhZ6HlXsrU2e2cbDC1KYyxTWNVNR5XvLYW533l9Zittk97mtrO+0Ohd3FbWtnTYOV/CrP0wC8lSmobqC63uJxn7c67ymuxeYlmWpb22mxOdhX4jlvhbcylSYLRV4+WHgr01GkpqYSExPD4sWLm7YZjUbWrl3LsGHD2rFmQgjRfs6ZOoLErrEe9428eOBxB6MA8uu8/91ptB0ZLbO7tAwVkBYRTqiv5xVxh3VOYt69N/LMRRMI1hngqD+1pbUmj89/5YdGSEX4ew9IGRsb+XzzFkINvkzr179p++r8XC7//kuCfAzEJAbx7A3nsua5u3juqnPpkxzb7EO/n0HPyG4p3H3OcBbdezNf3nI1U4f0I9zfj6r6Br7cu51zZ33C1J++ZfGBLBytTOh+NLVaxeO3nIufjw5TVQOvvDkP+1HPH6WFlXz4n9/48ZOVLPllCz/PWoNS3QjVZnQ+Wnzt6mZHjbVGekIUg9KaX1o8NiqYyaN7AGDy8EylVqsY378LAIs3t5zY3XgoZ5pWpcZX6zqqq6iuloI6IxqVir6R3qcfHiip5D8/OVdivPeiUeyoKKXB6vosXh+rpseoJAlGCXGCaTVqbh7pnFb2wYocr5/dRev8tKWQslozMUE+XNin+ZGhf4YEpFqpe2yQ129pesZ5HmbubbuPTkPnSPfVQJorExloICrIc3K2XvGey6RG+OOn9/ztlLcy3q6vUqnoERfUpjIBBi3J4Z7/2HorExPsQ3iA529kvdW5S1QgBq3nIZltbadGrSI9pm3tDPbVkRDq+YHUW5n4EF9C/Dwveeytzt1iAr2uLtPWduq1atKi3ROANlcmzF9PbLDnh3lvZc4mdXV1bNmyhS1btgDOROZbtmwhNzcXlUrFfffdx/PPP8/PP//M9u3bmTZtGnFxcVxyySXtWm8hhGgveoOOe/4zzW27r7+Bv7x07Z869yfnXckTQ8cRH+D+N7vBdiQAsL+wglCHnl6h7iugHS0xLISM5EQaysyEWfUs/vvN/PvKyXx84+Uen//KTS0HpN7buJGaQ6vrDU1wBlf+yM/l5jk/UmuxEBnox5ypN3BZ355e/743R61WMSApjicvGMfyf9zGezdcSu/oaNQqFavyc7nl19mM/+JDPtq6iVqL5y/7vImLDOa1e6dQll3Jbwu2s3VHXtO+fz38BYvmbGT7+hw6pcfSo38yifFhhIUHMPf3XTz92hwenPEDc1btbPUKh8frr1NHo1GryMot50BBhdv+Cf2dU/5+35aN1e75y8vDaiyHpusZfNyCgptKnaOjuodHecwvdVh4kD8T+6UxtFsS147qx6zN7lMyAZ5dvMzrqoxnksrKSqZOnUpQUBAhISHccsst1NV5/tL9sLFjx6JSqVz+3XHHHaeoxuJsd/XgRAJ9tGSXm1iyu7S9q3PGUhSF91dkA3DTiBR0x/E3qrVkyp4QQrTChg0bGDduXNPPh3OrTJ8+nY8//piHHnoIk8nE7bffTnV1NSNHjmTevHn4+MgqH0KIjqvPyG5MvG4Ei75c1bTthscvJTL+z+WiCNDrubX3IG7sOYC/zZ/D3AN7mp5qj/6SytjYSG2DhYBmggiH5ZZVARAfFkxcqPOfN00BKS9T9spNJj7etAmA+0eMQKNWsyrvILf+OptGm41xyam8ff7FGLQn5lFcq1Ezuksqo7ukkm808tmOzXy1azsHaqp5duVSVlXso0dUBDemDSXM0LqROf17JvH4AxdQUmpkQN8jU1/+9dk92O0O1GqVS+CmsKiK35bv4qeFWymtr+fZD+azdON+nrl1EoF+J+dvYViIP0P7pbJqUzZzl+3kr1NHu+zv1yWO0EBfqmob2LSvgIz0JK/nOjxCytN0ve1lzgVKWsofFehr4IXrz8NstbE+L5/MUs8J1W0OB6V1nmcRnEmmTp1KUVERCxcuxGq1ctNNN3H77bfz5ZdfNlvutttu45///GfTz34tTH0VorUCDFquy0jineXZvLcim4k92r5YhoDle8vYW1KHv17DNUO895snggSkhBCiFcaOHdvsN70qlYp//vOfLg9YQggh4NbnrmTtb1uorTLRqXciU/4y4bjOoygKU/71KZV19fz04HTCA/3QqtXEGAJRm9RM6ZXOxT26kxwU2lSmzuycyhVgaDkglVdWDUBiRMujfh8YM4IbB/VH7yWJ+Ftr11JvtdI3JoZzOndmZd5Bbp0zG7PdxvjkTvxv8kUYNCfnMTwhKIhHh4/h3sHD+WHPLr7YuYVtpoOs3LuHz7LWcXXqQG5OG0aUr+eR0kcbM8LzSlUaD9+Wx8WGcss1I5h66RBmLdrMgZ9WU9vQyM0vf807/7iSsCD3oIOiKCiKglp9/N++Xzy2J/Y8I+u/34Lt6hFojwpIatRqxvbtzI8rd7Bw3Z5mA1Jms40RQUlEBrjPYnh4yGiuTu+DtpVTEQuMRm78+geXbQathsGJCYxISWJMpxTSIo8/z9fpIDMzk3nz5rF+/XoGDRoEwJtvvsnkyZN59dVXiYvzHrzz8/Nryr8pxIl20/BUPliRw9qcSrbkVdMvMaS9q3TGefd35+ioqwcnEezbtoUp2kqm7AkhhBBCiJMmODyQB2beQo+hXXjg7VvQeJlm3xKVSkVVXT019Y1Um47kNEz2DyZa7UeAQ8+4JNfE1YoCBq22VTmNquoaUKkgMTKkxWMNWi3xwUFEBriPNiowGvlq2zYA/jFyJOsLC3hy2WJnMCrl5Aajjuan03F9r778etU0Xhx4MT1DYmmwW/l4/xomzn+Df275jcL6E58D0seg48YLhvDuo1eRV1FDdlElr36zjAaL+0p4+QfKuXbcS7zy2LesXrKLxgbP+TWbM3RAJwr3lVKYW8kfy3a77Z8ytCcDIqJZujCTaqPnnJ8AxjozG/YWUlnhni9TpVKRGhxKYlBIi/XJr67h4o++wOZw5t0a3yWVj66+jA33/pWPrr6MWzMGnfHBKIDVq1cTEhLSFIwCmDhxImq1mrVr1zZb9osvviAiIoJevXrx6KOPUl/v/XUBMJvNGI1Gl39CeBMT7MOUfs7FB2Yuy2rn2px5tuZV80dWBVq1iltGpZ7060lASgghhBBCnDQqlYqM8/rx2vzH6NT7zw39D/F35jKsOiog5W/QU2lqJL/S/UNqsFqPo9qGpc49GHK0BrOVD39dh8oCU0f3b/bYlry7eh2R/v4MT0oi0t+P237+CVOjhYvT0vnf+acmGHU0tUrFxLh0vht3K+8Ov5Z+YQlYHHa+zF7P78UtJ/s+Xj1TY3nnH1fSIzWGZZnZfLRgvdsxG//YT01VPUvmbOWHj37nuoFP8s3biygvrm71dXQ6LedfMhBfXy1/zNvmNpq5d+dYHDYHDWYrX83Z6PU8DYeS4fse5+qAALtKSrnqs1mYbTa0ajXvXH4x71xxCSNTk/H5E+c9HRUXFxMVFeWyTavVEhYWRnFxsddy1113HZ9//jlLly7l0Ucf5bPPPuP6669v9lozZswgODi46V9iYuIJaYM4e90xxvnlxPxdxV4XExOezVzuDOJd3C+O+BDP+YNPJAlItZKsstf2VfZMHWiVvbxKWWVPCCGEaI7dZqeiuIbSgsrjPkeIvzMXUX7lkb87XQ+NNtlXVu52fFyoM+n5/mL3hNeeqIAAX8+Lq7TG8qwcvtq4nZrqBu4cPISbZv9IrcVMcnAIr0yYdMqDUUdTqVSMjknjqzE38fGoGzg/vgeXJfc7qddMig5l+nmDqDdb+XjRBgrKXZ8XLrxqCC++dxNX3jQKU3ktDXVmFn67jtvGz2Dzqr3YbXYWfrOGHWv3Nztt/qIrB+FntrL8+/Vs+cM1yKZSqbjpiqEAfD9vs9dRUo2HVsPzOc68XitzD3DdF99SZqonPTKCpXfczPi0zsd1rvb0yCOPuCUdP/bf7t3uI9Fa6/bbb2fSpEn07t2bqVOn8umnn/Ljjz+SleV9JMujjz5KTU1N07+8vDyvxwoBkBYdyMTu0SgKvLs8u72rc8bIKqtj3k5nQPmOMaem/zq7QvUnUfdYzyuvwalbZc+b5lbZa2uZE7nKnr9Bi7/B869Yc6vsedPcKnttLXOiV9nzNre2uVX2vGlulb22ljnRq+x50xFW2RNCCHF8qitNzP9mLT99uorklHCqS434+WqZ+sAFDBjTvU3nGpGewq6SMvaVHgk+dY4MIyM5gbpGC7kVVSSFH8khlRZ7KFhV1LqA1J9hslh4+rfFAFzWpxcvrFxOUV0tnUJDefeiKU0JzKssdUz943V8NXomxw3g/NgBxPn9uSTvbaFSqRgamcrQyLZNxZi/ejd90+KIiTjynFTWYGJxbhY+Wi2XdO7hsdyEfl0YmJZAo83Koj37mR4xEACr1c7nP6xlwbKdfPDadG669xw2LNvNrP8uQO9r4LGbP+SyG4bxw1sLAEjuFsvkaSMZf/kQAoJd81GFRQQx+oJ+/PTxCj565Vf6fN/ZZWroyIGd6Zoaxd6cUmbN2cgd141yq2eD9fAIqbbnS/l09yZe2LiUrlGRhKj9+N9lFxHoc/yBzfb0j3/8gxtvvLHZYzp16kRMTAylpa6rmNlsNiorK9uUHyojIwOA/fv307mz5w/ABoMBg4dk80I0586xnViUWcIPm/P5+zldm/2cKZze+z0bRYGJ3aPo6uWz4okmASkhhBBCCHHCKYrCsnnb+d9Lv9KpcyRVZbUEBhhorG3gwI4yZn+wjPwD5Vw83T044E1qVBiNVhvLMnN48IIxAPjr9WjsKjLzSvll627uGj+s6fjOMeEE+RoI8jGQW1ZNkpf8UL4GHe/87XJmL9/Oj8u3cd25A9vc3v9b/geFxlrigwLZV1dBZnkZEX5+fDTlMkJ9j3wRVWGupcpSRxXwftYi3s9axIDQTkyOG8C46N74aHRUW+opM9dQZjaiUVkxOxrQqbVoVRp0ah06tZYQnS8huhACtIEuq92dDGVVdTz19lxUKvjtzTsIPZSgPNdYzcMr55EUGOI1IKVSqbjm3P7c/d0vFG1sYNrwAahUKmx2O78t2UFRSQ2LV+3mool9GDK+B4PHdef9l3+ltt7K5o05Tec5uKeItx//lg+fm82YSwcxaFwPzA1WbDY7UQmh9B/ehaK8CnasO8DL933BQ/+ZilanaarDTZcP5dFXf+a7eZu59qJBBAe6fjnYNEKqDVPrrA47z65bzOd7NwPQq0sUzwyZeMJWT2wPkZGRREZGtnjcsGHDqK6uZuPGjQwc6Hy/LFmyBIfD0RRkao0tW7YAEBsbe1z1FcKbgclhDEkJY92BSt5fkc0TF3ruo4RTUU0DP2wqAODOsadudOeZ21sKIYQQQojTVr3JzLuvzqO2pgFTg5Un35rGkHHdsZitvP/cbH6btQaLXSE6OYKMsa0bKTWiazJajZoD5VXklFWSGukcWXT5gF6syc7jh827uHPsUNRqZ4DGV69jeEoSCzfv48eV27n3Uu/Br/zSahas20NZdV2bA1LbCov5dMMWAG4ZMYgZf/yOn07HBxdfSmKw6yjiCIP7SOxNVdlsqsrm+Z3fue0bGxPH3jr3KVK9gv0oMxejU+kJ00cQbggnTB9BrCGBQF0I0T4xRBqi8dG0fVSAoijMWbWLhev28J/7LmH5xv0A9OwU2xSMApqmIJrtnlNEHDaiczI6jYaCGiMHKqtJDQ/F10fPbTeM4r/fr+S/v/7BBeN7o1Y7p4Td8tBk/li9n/z8KrdzmRutLPhqNQu+Wt20re/IrmxdsYf4rnE01NazZtFODu4rpnOP+KZjRg/uQlpyJAcLKvn8u7XcddNYl/NabDZQlFaPkKpqbOCvv89mdXEuKuDhAWP5S88hJz04eLro3r075513HrfddhszZ87EarVy9913c8011zStsFdQUMCECRP49NNPGTJkCFlZWXz55ZdMnjyZ8PBwtm3bxt///ndGjx5Nnz592rlF4mz013GdWfdRJV+szeXOsZ0JD5CRdt68szwbi93BkNQwBiafulG7EpASQgghhBAnnH+AD3974iKy95Vw9U2jmkaraHUa7nnpanyD/fjh41XszZzFmz/eQ3xyyyuPBfgYGNMtlRJjHXM27+aec4cDMLFHFwJ9DGhUKoqNtcSFHAn6XJDRnYWb9/HN8q3cct4QrzmiBnRzJkrekV1Mo8WKj751gQmLzcaz85fgUBQu7pnO9f370ScuhurGRnpHR7sdH6zzQ6fSYFU85788LEwfQKQhmHB9KH1DumNz2LApNqwO5z9FqUaFCqtiocRcSIm5EIBOft3YW7e/6TwhuhCiDDFE+USjozMGjR+hen9CdH6E6P0J1PhgtUGt2UxJZS1b9heyYVceu3Y6zzdv9W5WbHXmYBk7qItLHQ/nW2q0NR+Q8tPrGNMzhSp7PVl15aQemlY5JiONZ79YSKPFxv6CcromOkfmqNVqemZ0Zv4vG1v8sBIeE4xfgA+JaTHk5ZThH+yLBQ0/frySa/86gfgU5++VSqXiHzeP5/lX5vDNd+vo3zOB4UOOtEeTZyN8p0JgF29XclIUhZ/37ObdDevZq5Tir9Xzf6MuYmJiCwXPQl988QV33303EyZMQK1Wc/nll/PGG2807bdarezZs6dpFT29Xs+iRYt4/fXXMZlMJCYmcvnll/PEE0+0VxPEWW5M10h6xwezvaCGD1fl8OCk9Pau0mmprNbMV+tyAfjb+LRTem0JSAkhhBBCiJNi2LjuDBvnPvpJpVIx/YHJrFqcSUl+FXdf+iafLX+EgMCWV/S5Ykgv7vz4J3LKqrhhRH9C/H3x0Wn55o5rSQoNaRodddioXp0IC/Sjsraea1/8nF+eu8XjeZOiQ0iKDsFPr2fHnkIG9U5uVRu/WLGF2pIGBsbH8dhE5zTCPtGec+iUNtTxxtZVOBxqUNkJN9QR6WuiyuxHRWMAvYO7cFuXCfQKSUKnbvkx3eqwUm2tpNJSToW5nEpLOWa7FbsCJeYS6my1VFurqbZWs7duN0V15RQ2uCYWT3Wksmmvc0GXgb7R7NlbCorCiO6JDO+dSkx0EMsOHqBv71gmDXP9MKdTq0gMDCLE0PIoLG0Y/JFzgPGmTk3b9DotQyaksNdazj57OV05MlUsKjWM1L4J5B0oczuXSqOmS98kZsy6G/9DvzMOh4PNv+/h93nbWfDDRhbP3kRNRR3PfXDk9e7TPYGRQ9P4/ueNvPjvubz/5nRiopwj2ByHkqZr1N7XfMosK+OZpUtYX+Cc1nJp7x7cPnAw3UJbnuIGzpFkerXmrBlFFRYWxpdfful1f0pKiksy+sTERJYvX34qqiYE4Pxbc/f4Lvzls4188sdBbh/VmWC/tueJO9u9vyIbs81Bv8QQRnQJP6XXloBUK9VbbPjpPd+uBosdX72m1dsVRcFsc+Cja30Z66HV1XQa9z+S3urWaLWj16jdHsyaK3Mi2+lwKFjsbWunxeZArQJtG9rZYLHjo1N7/ON+KtppdyjYHA4M2taXMdvsaNVqNG14bbydq7kyJ7KdNrsDh+JMiN6WugkhhBCe6PVa/v7iFTwy7T0aTWauH/Uidzx+EedcOtAlIfWxRnZNpXtcFJmFpby/fD0PTB4NQMpRycyPplarSAgPorK2nvwKI+/+uprbLxjmdpxKpWJIfBxzFm1nRfy+VgWkCiuNvL1gNQ1WG3+dMJQwfz+Px9VZzby7cx3v71pHvc1KWJgDgx6C9GZ0agdRvnUk+ls5JzqCbkHRrQpGAejUOiIN0UQaosFD/lmTzURpYzEl5mJKGkvIrNZQ3FBDtbWeKouJaks9IWoftOo6AvV64mND6OQfyoj0FMb27ESgr4Fb//sdqFR0SoggKsz1IjaVFUtQLo26lgOJoQbnMVVm1xV7VbFqdmSXcrCu2mV7fYyWleFGUrRqFJvzOTg2JYKwpAhydxdzya3jmoJR4BxVNXBsdwaO7c7k64bx5X8Xcc2d493qcefNY9m1u5ADueUcyK1oCkgN79+J0CA/+qbHu5U57I01q1lfUICPVstdQzK4deDAVueLmndwD/evmsPk5HReHXFBq8oIIf68c7pH0y06kD0ltXz0Rw73Teza3lU6rVSZLHy25iAA94zvcsoD5hKQaqWyWjOJoRqPwZ1iY6PHFe28bbfYHVSYLB5XWvNWxmS2oSgQ6mGls+KaRjp5WLWvqt5CqJ8eH7X7Q523MiVGM6kR7r8WiqJQYmwkpQ3tNNsc1DRYiQn2cH0vZerMNjRqFcG+7kEPb3WuMJmJCvRBr/Xw2rSxnXaHQlmtmaRw9wdKb3VusNqpt9iICmx9O40NNnx0agJ93CP03upcXmcmNtjHY7Cure202h2U15lJDGt9O+utdqw2h8e5197KCCGEEM3pm9GZTj3iyN5ViLnByv898QPfvrec6+85hzEX9EHtYbSKWq3i3knDueOj2Xz0+0Z6xEYxuX/z0zBumzyUe/43G4C3f11DaY2Jh68ah+6YwNfooV2Zs2g7v6/Zx723TvD43HeYoijMmL2UBquNgZ3imTLIPWGuxW5n1r4tvLFtFeWNzmlL/SLiSIq0s75qDxrVkfaZHWbmFM1mcel8egX1p3tQOin+nVCpVKgALRr8dXp8NEFoVK37ht9f609qQGdSA5wJaqd4iLXYHQ7U41UeP4R8t3ob9WYLPnotd5w31G1/jdXZphBdy88Akb4GkgOD0KldpypG+TqfX8oaTK71UhygUhHYOZyGA1Vc/bdJDD6vH3ff8gG6YH8yJvbyeq1ufRJ59t2bPO7T6TQ88+jFNDbaSEk6MhJgaL8UhvZLabYNj40eg49Wy4MjRxEX2PoVqL7et5VH18zDoSj8nLOLv3UfTk5xFWN6dGq5sBDiT1GrnaOk7vlqMx+uzOHmkakEefgM1lG9vzKbeoudHrFBjE+POuXXl4BUKyWHe/9D6+2DuLftBq3GYzCquTIhfu6BqMM8BSIAYoO9f1vlrYy366tUKo/BqObK+Oo1XkfNeCsT5iHgdpi3OieEev42srky3q6vUas8BqOaKxNg0BJg8PxW8lYmMtB7Qj1vdfYUPGqpjLfr6zRqr+fzVqa5jluCUUIIIY7X2Ml9yd5V2PRz4cEKXnlgFt+8u5R7nr2MHgPcRyqN7JrS9P8Pff0bsaFB9E+J83oNm8Ph8vP3K7eTXVzJv269gPCgI3/DBvZNwt9PT3llHTv3FtK7mdEyS3ZmsWxXNlqNmqcun+AW0DlYXc2/1qxgfvlurA47qYGhPDRgDOcldaOooYoFxVvZX7eYUkueS7kGewPrq/5gfdUfLtt7BsbgwxoA9OoAfDTB+GpC8NGGEKJLRsGBQROAXh2AQROAQR2IXhNAtE8PVCrv09C8TVHbmFXAjO+XYbXb+ec15xAT6h6AqbE4g0gheu/PKIf1iq4iT1lCXKgdODJyKdLXef9LG+pcjrc7nFO9et03igfOGYGvvw9ff7YKgH6DUvEPPP4l3A+PimqrxOBg/nP+5DaVmbljDS9tWtb0s8Vh59yZH5ARlsTATvEE+EiSZSFOtsm9Y3lj8T72ldbx4UoZJXVYpcnCR6sOAHDfxLR2mU4sASkhhBBCCNFuktPcE38DHNhbwgf/msu/v7rTbZ9KpWJMt1SW78lBAW5452vunTSCW0YP9jiqyWI9Jum2orB5fwFTX/qS/959KV3inImv9TotIwZ3YcHyXSz7Y4/XgFS92cKMH5cCcNPYQXSKds25sTgni/vn/0atxcygTvFclJbONWl9UatULCvey5Li3Swt2kN8cBnBR8UjFAWO/jzgq/FDq9KgAAa1GpVDjYIDi6MOi6MOo9WZy6jBp5rSxp3u9wk1t3Vd7LENzVm4eS+v/ricID8D/VLiuHhwT4/HVR8eIaVv+Yspjcr5JaX9mGTukV5GSB0OIur1Wnz9ncGniy8fTEJSOP4BLQejCvIq2LAmi/IyI/t2OAOeyZ0i0Om0JCZHkNQpkpQuUfj6nZyAkKIo/HP9Ij7avdFtn83fQWSQP2VGkwSkhDgFNGoV903syl1fbuKDFTncODyl2QEfHcU7v2dRb7HTKz6Ic3p4/lt8sp0WAam33nqLf/3rXxQXF9O3b1/efPNNhgwZ4vHY9957j08//ZQdO3YAMHDgQF588UWvxwshhBBCiNNXUmfXKQIKoAIM/gam3Xuu13JpsREs35PjLKPA6/NWsWZ/LjOuOo+oINeRw43HBqQORX1Kquv4Yslmnr7+nKZdY4Z1ZcHyXSxfvY+7bxrn8Rvj/EojapWK+LAgbptw5BnUoSj839o/eHOdcyTTgJhY3hh7ETEBztFFdsXBU1t+psLsDL4kHTNySaWC7oHpXJZwLcn+KW7XVRQHZkctDbZqGuzVNB76Z3NYiPHtjcVRi9nuDFaZ7bUoOJodHeXWrqoaPlq6nu+Xbgfg8hG9+celo71OXayxOANSwbqWR0ipDwWkHG4BKWcwq7zxmCl7hwJSR1/b10/PiDHNT8+srW3kzf8uxGoys2rRLtRqFYrFec0D+0uoqqgjMjqY8sJqeg9IJjjMn74ZyVx0pXtesbZSFIU91eX8Z8sKlhVkYXZ4XkkxIs6ff10x+axJbi7EmeD8XjGkxwSyu7iW91fk8MCkbu1dpXZVVmvm0z+cuaP+PrFru/VH7R6Q+vrrr7n//vuZOXMmGRkZvP7660yaNIk9e/YQFeU+h3HZsmVce+21DB8+HB8fH15++WXOPfdcdu7cSXy892HVQgghhBDi9BMVH4LBV4e5wQo4g1G6MD8qI3x456d1PJIYSlJ8mFs5rYepZmv253Hp65/x/q2X0z3uyHOk2WJzOxYgQK1j6rj+Ltsy+qfg76sn0N9A9oEyOqe6P492jY1g9oPTKKwy4qt3Tmmvbmzg7/N/Y/lBZ5Dshj79eHzUWPSaI+kLNCo1V6UMxGhtZHxsOn9UfsOe2kwABoQOIky9BZt9Nnm1dYTp7iBQn+hyXZVKjY8mGB9NMKG0bhXAltgcDtYW5PHjul38tmMPdodCv8QohnVL4q4LR3jMXXnY4RFSwa2YsudthFSUrw/9I0OJOyZtg8FHRXJkMAFtWBGrpLSGe+75nPLyWgxaDf0GpdK7XxIREQHo9VqqKuooLaqhvq6RjX/sx1hdj06vwWbzHDi675Nf0GjUdIkOp3NMGDERQUT4+xHu54dOo6GysZ7i+joOGitZX5bP0oIsDtZWt1jP4oZa9tWU0zWkdavzCSH+PPWhUVJ3fL6Rj1blcNOIFI+5cTuKmcuzaLDa6ZsQ3C65ow5r94DUa6+9xm233cZNNzkTD86cOZNff/2VDz/8kEceecTt+C+++MLl5/fff5/vv/+exYsXM23atFNSZyGEEEIIcWKo1WqSOkezb0c+Go2a6fdPQp8QzFufLGf77gK+nbORf/zlHLdy3nIfVdc3snZ/nktA6vBqxeDMo3hO/65sWptDlH8AX363jif/dn7Tt8MGg46+6QmsWZfFxi0HPQakAPwMerrEOKf6lVTV8u/fV7L8YA4GjZYXxk/ksu6ep7nd0/1I/qQIn0vZVJXIiIjRJPgl8n32JGxAbt0i8uqW0iX4EnqF3oKv9sQuw11SX8vyghyWF2azougAxkYzsaXB2BWF4Z2T+MeEEfSMj2nxPBp1IxkRCaT6uwcMj3VkhJRrcDDKV8OI5B9QoUZRpje9DtaYcmptu9HHJ7SuTeVGbnnsSxKiA/Hx0fHIwxfQo0fzX1ZXltdSkFuOwdfTAjB2lmfmYLXbmQ+kxUWwzV7WtD8lPoT9DeUAdA0JZ1+dc59WpSLMx59eYdEMjkpArVKRWVVGZlUp+2vKsSvO3FjV5sZWtUsIceJM6hlNr/ggdhQYeWtpFk9d5L4YRUdQUN3AZ6sPjY46p/1GR0E7B6QsFgsbN27k0UcfbdqmVquZOHEiq1evbtU56uvrsVqthIV5/kNoNpsxm81NPxuNxuOqa2aRkW7RgR6HLO8srKFnnHtyRG/bG612Cqob6OwhEbW3MmW1ZhRFISrIfc78joIaesW7l8kpNxEdZMBP7/4yeyvj7fqKopBZVEuPuKBWlzGZbZTXmT0mhPdWprimEZ1G5TFa7a3O+0trSQzzw+Bhiei2ttPuUNhXWkt6TOvbWdNgxdhg9Zgk3FuZguoG/PUaj3OXvdV5T3EtnSP9PX5T2dZ2WmwODlaYSIt2T1DqrUylyYLZZveYLN9bGSGEEKI1rrp9DPO/28D190ykWx/nqKCMAal88NUq7rhhtMcyHkfuOBR0JugeHuGyeUSPFJamJdA7NZZrx/UjMjiAXaMKufvJr8nKLiUpLpQbj5qy1bt7PGvWZbFzd+GxV3BTYTRxx+vfc6C0klGjk3h44hh6RLbu2+a0wG6kBTqnjVgcNmzKkWdWBTv7ar4nq+YXInz6EOXbBz9tNMH6zmhUOtQqPRqVBrVKgwo1KpUaFc7/d6Ci2mqlylJNpbWaSnMVldZqqixV7CgMZHFugUs9gn18uH5UX8Ymd6JnXOvziBysP0h2fQ4hhpanux0JSLkmmNeqDYfa68CBDQ3OEVFWhzNwpVO3/HFFURSe+b+5VNXUExHsx3//ewNBgd4X9zksLCKQsAjvq+W9ceNF7C+uYH9xBehUlJY3UGGqx+pwEO7nS1YDRPj6kxAQzJC4BMbEpTI8NpkAnftzbFmDiYdW/Ea1pZFHBo1mSHSihysKIU4mlUrFQ5PSmfbhOj5fc5CbR6Y0u0DW2eo/C/disTsY2imMMV3bd6RmuwakysvLsdvtREe7/uGLjo5m9+7drTrHww8/TFxcHBMnTvS4f8aMGTz77LN/uq7dY90DFId5+yDubbuPTuMxGNVcmeZWZfMUiIDmVz7zVsbb9VUqlcdgVHNl/A1a/L2sPuetTEyw9ySV3urcJcr7g0Rb26lRqzwGo5orE+yrI9jX83Byb2W8rbII3uvcLebEtVOvVXsMRjVXprkVECUYJYQQ4s8YOak3Iyf1dtkWExXM4/d6X9FMd1RASqdS0z8gnOG9OlFtbGRIjySXY5OjQ3nv71e6bOuRFsf9t03kpf/N5/1Zq0hNimBMRhoAPdOdK/btzHQN3ByrxtTIX9/4gYOlVcSGBfHSpEnEhnl/ZjysylzPzpqDbK85yIG6Ug6YSsmvr+DO1EaO/e7TgYXSxg2UNm5wO0+cTwq1lky37Y2OKH4o7+Tx2mG6oaiAPhGxjI3rxJj4VPqGx3odcdac4sYKAGJ8Wh7BFalVMSI4nvBjng116iPPuFaHGY3mcEDKfmi/5xWbj7Zk8340QVoiwwJ44aEprQpGtUSn0TAqPZVR6aku2xVFwWg2Y3U4CPYxtKp+m0oLuWPxbErqnSsJ+mklmbIQ7WVUWgTDO4fzR1YFry3cy2tX9WvvKp1Se0tq+WFTPgAPn5fe7rns2n3K3p/x0ksvMWvWLJYtW4aPj+dAxqOPPsr999/f9LPRaCQxUb6REEIIIYQ4k41IS+brwK3U5xjR7qsl31rLhTddQExsSKsfsC+c0Jusg2V8++smnn9jLvEvXEeXlEjSu8agUasoq6ijtMxIVKR7kKmuwczdb/7AvoJyIoL8mHnv5c0Go6wOO8uL9vPDwW0sK9zHmMRottTsO+oIBbVK8VpejQ6VSo1BHeIcTaRY0KgMaFQ+KDhQFAcKDsCBv1bBoNYTqg8hTB9K2KH/hupDiNUn8tzAeMJ8PI8KcDgUfli/gymDeqDTeA+2NNotVFmcMw9aE5AK1Zjoqv4WX5XrQkTqoz6OmKwV+GicX9paDo2Q0rdihNS3y7eybn8et03OID46pNljS0qNfP3tOhRF4d673aeCtkSlUhHs5XPHsRRF4cs9W3l69SKsjiMjw2YuX0MffTR/uejPJ1IXQrSNSqXi4fPSmfLWKn7cXMDtozt5HZBwNnpl3h4cCpzXM4b+SaHtXZ32DUhFRESg0WgoKSlx2V5SUkJMTPPz1l999VVeeuklFi1aRJ8+fbweZzAYMBg6brIyIYQQQoizTXFRNZ/+ezH2P4o4+imvsqKO2Li2PWDfNX0sOXkVbNh2kEde+pH3Xr6e0GA/OqdGsTerhB27Cxl/TECqwWLl3v/9xM6DJYT4+/D2vZeTFOX5ugU1Rr7N28SXWZuoOrQqHYDdruXShAxSA6JI8Y8myT+ExfnLXMoGaOPpHjqV1MAL0KpbFwQB52p85yer2vzNd73FymNfzWPRjv3szCvh6Ss8z0AAKD00Ospf40uAtuUpLyqVc+STguWY7UfqWGsrJ/xQsvbWTtkzNjRisdtRq1VMGdmrxXqYzVZ+/GkjAQEG7rpzQrNJ2/+MOrOZf6yYy7yD+9z2Ldy/D5OqkevPGYi/j4yWEuJU65sYwuTeMczdXsyMubv55OYhLRc6C6zJrmBRZglqFafNKoPtGpDS6/UMHDiQxYsXc8kllwDgcDhYvHgxd999t9dyr7zyCi+88ALz589n0KBBp6i2QgghhBDiVLPbHZQUV1NWYmT1qn1s25rHgX0lWK3uK6NVlte1+fxajZp/3n8htz/yBXaHQm1dI6HBfvTrk4hWq0Z3TI5KRVF4+8NlGOsaCfDR89bfLqNzXITbeWsbzby9eh0fr99Mv75hVFnqiTD4MyW5N5em9KFbsGueKYdiQ6MyYFfMhBq60SNkGokB45pyL7WFStX2IMu2/GLe+G0Va/bmotNo6JcS1+zxTdP1fMNbGfhytsNmr3DZWms9kig8x7SRlICBwJERUjpV8x9X9haXs6aykMTUIOLCWx7lEB8XSsY53Vi+cT+//b6Ti8b1brEMwKriHHLrqukZGkO3kEgMmiP1UhSF/Doj28qLWJKbzYLcfRgtZq/n8gnXMyElrVXXFUKcHA9NSmfhrhKW7y1j2Z5SxnZrv5XmTgW7Q+G5ObsAuC4jiS5RnlMInWrtPmXv/vvvZ/r06QwaNIghQ4bw+uuvYzKZmlbdmzZtGvHx8cyYMQOAl19+maeeeoovv/ySlJQUiouLAQgICCAg4PS4qUIIIYQQ4s/J3lPE95/9wfqV+4hICWff3pIWy8xftxtDYgBdYsIJC2h9otqgQF/+9fjlBAX6EHwo/9Bdt473eOyc+dv46ZfN6H10/Pu5y+me5JoL1eZw8PXm7fzfitVUNTQA4Ffvx3sjr2FkdCe0XnI1qVVazol/F5vSSKRP31OW1yO/qobXFq9i7o49hPv60i02kscvHceA1OZXqCtprECr0hDdiul6AFZbHgB2u+vruKnyp6b/z6xZyIjIG9CrfekTbCPSEEqsb/P3obzOOeosMrh1nwM0GjV9uiewfFMWP6zYTsbAVKKCWi77ffZ2Zh/YAYBWpSbcX49KBXZFIcE3jA25ZS2c4YhatYXLx/TGTyejo4RoLykR/kwflsL7K3N44ddMRnaJOGkjJk8H32/KZ2ehkUAfLX+f2LW9q9Ok3QNSV199NWVlZTz11FMUFxfTr18/5s2b15ToPDc3F/VRf7jffvttLBYLV1xxhct5nn76aZ555pmTVs/S2kYiAwweHw5KjY0eV7/ztt1md2BstHlMEu2tjMlsQwECPCQJLzE2Eu2hTJXJgr9Bi17r/sbyVsbb9Zvb5227xeag3mLzuJKctzK1jVY0apXHlQG91bmizkywr85jB9LWdjocChUmi8ck8t7KNFrtmG0Oj4nNvZWpabBi0Krx0bl/6+mtzmW1ZsL99R5XemxrO+0Ohap6CxEeVjP0VqbBYsfqcBDk0/p2djTPPPOM2yIK3bp1a/UiDUIIIaCi1Mh/n53NxpX78I8IwFhdT7QjjNi4EKqqTDQ2Wp0HKi7/AY2Kxev38lPpAQDCAvxIiwmnS2w4g1IT6JMSS1QzQYvEVkz1yzlYzpvvLgbgpmuHM/iY5Okrsg/wwqLlZFVUAtApPIxHxo9ibOfUVgWYwnzSWzzmRFAUhc3FRczZtZvv/tiBxW5HBYzulsqD54wizL/lYF6pOR8/bT3pQa1blU/B6vJfALPdxNbqX5t+rrcb2VDxPcMjr8dXvYlAzX5CdROaPa/ZbiMlMpSYUO+LvxzrsnP7kmWsYtb2Hdzywfd8ctuVLQYw+4THUtFoYkdVMQ5Fodxs4vBL2jkwEq1KTffwSHqEReGj1TE8NonOwWFsKClgZeEBVhXmUmV2Bigdh0ZUdQ11H1knhDh17pmQxveb8tlXWsdX63K5YVhKe1fppDCZbfxr/h4A7hnfxeOK9u2l3QNSAHfffbfXKXrLli1z+fnAgQMnv0IeqFXe5+G3dbvzfJ63ez8XRz1xudfNWxlvVfBeppk6e6l0c2VUtP2eeSvjrc7NvTZtbadKdXyvjbdb4L1eno937vNe5kS9nqrjKaM6vt+bjqZnz54sWrSo6Wet9rToZoUQ4oxwcG8xrz/2LUWFNTgcDkaN78Go83rTo28imqOmzjU2WlmxNJM5P21i17Z87D4aFJ2aEIeOkLAgCqqMVNbVs3Z/PRuyC/hu1TYsNgedo8MY2i2ZYV2TGNQlAT9D20aorF6fhdlsY/CAFK657EjOkfoGC//5cAkH9SayKioJ9fXl3lHDuKpfr2YTgx+rwVbL4pKPCDfE0zdkIn7aE7eKrdHawM6KIlZkFTBn327yjUZQIC0kjNigQB46dzQ9Yls/ZSWvIR9UCjE+rVsy3GzZeej/FBrMG/E1DGRb9W9YHPUux62v+Ja+oRc0bdermw8Ulanr2eVfRlpE64M7PnodN503hKUHD5BdWsn9P/zKPyaPpneE9+Dajd0Gc2O3wSiKQqW5npIGI2qVGo1KhY9GR+SoQHw8/M1PC43g2vS+OBSFzMpSVhYeRFEUOgeHtbq+QoiTI9hXx/3ndOXJn3by74V7uaBPXLMri5+p3lyyn7JaM8nhfkwfntLe1XEhn5RaydNIksM8jaZpbrtWo/Y4aqi5Mp5GDLVUxts1mivjbTt4vwfeyui1ao+js5or42kEWEtlQpvpNNraTpVK5TVi7K2MQavBoPX8sOmtTKCHUUYtlWkukt3WdqrVKq+drbcynkZztVSmI9JqtS0uyiCEEMJdXlYpj057h6ryOnoNTuXu5y4nuYvnAIGPj45zzu/DOef3Ycf2PP72wJcANJqs3JzancsfGExOaQX7iirILq1kw748duaVkFVSSVZJJV/8vhmtWs21w/vSPymOsQO6tGqqxnVXZJAYH0bP9LimL+r2HSjlqf/MIbewCq1OzW03DeSOUUMIauVKbEc7YNrK1uoFACwv/ZzuQSMZGDaZeN+Wl+a2K3bqbTXU2qqos1ZTUG9mY2UN+2tLyaotpbTRiMqhpiE3BKvDgZ9OxzmdujC9dz/6xsa26cslRVHIqy8EIMG3+al9AA5HPXUN85p+Lqt5kbiIWWyq/NHtWKvSyB9lnx8JSGn8W1mnVh3WJCEsmA9vvYL/LFrJHNNelv/0GTf2GMD9A0cQqPf+XKNSqQj38Sfcp3X1OkytUtEzPJqe4a0bUSaEODWuHZLEF2tz2V1cyyvzdvPS5d4XTDsT7Sup5f0V2QA8cUEPr59b24sEpIQQ4gTat28fcXFx+Pj4MGzYMGbMmEFSUpLHY81mM2bzkaSnRqPxVFVTCCGadar7p9qaej56dS4Ws41O3WN56u0bCQxpXQ6orTvzXQaRf/jJCkJC/Lhocj96Jh75gqDG1Mjafbms2ZvL6j0HKag0snzDfr6eu4nY8CAevHYco/p1ajEwM2qYMxm1oij8MH8L//10ORarnciwAJ7+22T690xsc/sP06qOBELsipUdNUvZUbOUYF00IbooDGp/VCo1AdpQGuxG6m21VNtM1NqqqLcZUY6+E47B/JzX4HL+KL8AJgzsT6/wWMandsJX5/kLssW7s1iXk8c/zhmJ3sOonwpLJfX2BjQqNfG+LX8JU2P6GodS0/Rzg3k1uyo/oNZW7vH4bdVz8VU5gJZHSB1+uQ633WS1UG1uJD6g5QTnKZGhPD5lHI418HP2bj7cuZG9plyGJUUyOW4gnQLa9gWToigt/v40WmzkVVRTWVtPRlfPzwdCiFNHq1Hz3CW9uHLmamatz+PKQYkMTG7baq2nK0VRePKnHdgcChO7R3FOj9MvIC4BKSGEOEEyMjL4+OOP6datG0VFRTz77LOMGjWKHTt2EBjonttixowZbjmnhBDidHAq+ydFUfi/x75l9cKdpPVK4LkPb211MEpRFH6bv91t++tvLCA4yJfRI7vRYLGi12oI9vfh3H5dObefM5lrVnEF81dn8v2ybZTXmPjPzIUsSIvjsbvOw8+3+Skb9fUWnvvvb/y+fj8AIwZ24rG/TiIkyHu968xmtheWUOCoIs9UTXmjiQpzPeWNJsobTXQK1mE3rKarhzRXNdYSaqxekrqrQmi0m5z/i5oAbTAB2lCCtVEEpMTSJTCazoFRdAqMJEjn22y7AIpqanls9nxqGsxEBwVy84iBbsfk1hcAEOsTg1bd/McJRbFSWfu22/aGhh/QqPTYFSsqHGhR0GvC0ap9iTSkkle3HJUK9OrmRyIdTvWgKLAgdx+3L/2B/pFx/Dj5hhbbCs4g3ZvjL+Kqrr3537a1FLGDrw5m8tXB3+kaGMf5cQMZHpFGvG+UW7Cp0d7ITuNetlbtZEv1Loy2Wl7s/QjRPlHk1VWRVVtO/p5aDpZVc7C8mtzyKkqqnStB9k2OZUDn+DZN6RRCnByDU8K4cmAC327M58nZO/j57hFnRYLzn7cWsia7EoNWzdMX9Wzv6ngkASkhhDhBzj///Kb/79OnDxkZGSQnJ/PNN99wyy23uB3/6KOPcv/99zf9bDQaSUw8/m/WhRDiRDmV/dOvX6xm1fwdaHUa7n7uMoLDWj8Vauv2PAoKq9y2OxSFp1+cjWmIP3U2K3PunU6nSNecPZ1jwvnrpSO5+YIMvp63iY++WMWy1Xs5mF/Bf56+kohQzwnQy0qNPP7ALFSx/ui0Gu66YTRXnN/fLVhRaapn4Z79bC0oZmt+EVnllShAYj8/susq3M7rp/cnVO/9A5AKNf6aYIJ0UaT498VfF4yvJhBfTRj+2mACtaH4aQNRq44/wGGzO3jw+9+oaTDTMy6K6zP6eTwu71BAKtGv5el6tfW/YLPnu20PYQc3Jf6XAJ9J5BX1RMFCclwmGnUwJmsxiwoL0agD0KmbD6JpNNArMorYQP+mUVEHje6/Ey0ZlZDCsLhEVpf3Ym7RRv4o283e2kJy9pbwbX4VQTo/kn3jMSsWaq0mtCoNRY2lOHC4nOeO1Z+RVWPF6rADkLA3ivIy1zxZgT4GgnwNmC02dL4SkBLidPDI+eks2FXCriIjH67K4fbRndu7Sn9KlcnCc3N2AXD3uC4khrV+5dlTSQJSQghxkoSEhNC1a1f279/vcb/BYMBgkPxbQojTz6nqn4pyK3jvpV8AuPnByXTt3bag14efrPC4XQHMgSrqrBZQqSirNbkFpA7z0euYfnEGA7sl8vi/fkKNin8+/xMvP38lvseMlMo9WM4jf/+KslIj0Y1W3nr+anp2jfV43pLaOp76dbHLtviQIAaExDAsJpkIH3/CffwO/defCB9f/HRW3s+6zaWMXu3DqMjrGBx+MRrVyX10f/v3tWw4WICfXsdrV1yA3kuukQqzmc7+6aT6pbZ4zhrTLK/7auu/w98wGBsW1OpQVDiDgHXWbOy2dfjqUloMsNVQx15HLgN0EaQEOqfZVJobqLE0Eqx35vHaWVnCgty9/L3fqGbPpVVrGBXVk1FRPamxmFhUspXsugI21yylzmZiZ+3eFtu7r9qEXdHgo9GSGhDOkP6dCFb8SIoIITkyhKSIUEL8fWRBGCFOM+EBBh6f3J2Hvt/Gvxfs5ZweMaRGtC1X3Onkn3N2UV5nIS0qgNvHdGrv6nglAalWyiwy0i060ONKczsLa+gZ574Kyo6CGnrFu29vtNopqG6gc6T7N2/eypTVmlEUhagg9wSZ3spkl9URE+zjMSG6tzLe2qIoCplFtfSIc5+P7+1cJrONslozKR7eyN7KFNc0otN4Tizurcz+0loSw/w8JmjzVsbbdrtDYV9pLekxrW9nTYMVY4PVY9TZW5n8qnoCDFqPiee9ldldbKRLZIDH4aNtbafF5uBghYm0aPdpZN7KVJosmG12YoPdv6n0Vqajq6urIysrixtuaN20ASGE6EgUReH/nv6R+M4xxCeGcslNzQcLji37zPOz2b7jqJE3WhVBMQGk94hj4NAUUmLDiQj0JzLQn4BWrKbXq1scM1+4jnv+/jm55XX89+3FPHj/+S7HLF20k7JSI4lJ4bz02rVExXj/25cWFcGozin0jImiT3wMfeNjiAho/sONojhQoUY5NOqmV/BYxkffRKAuvMX6/1kr9uTw8R+bAHj2ookkh4d4PXZDZQ57avOZFDOxxfMG+k3BodRhd1Rhsx1Aow7HoB+IWuVDcMBUrLYcADTqcNRq57NctTkTgBBDeovnr2h0TlcM9/HHX6cn0tefsgYTB41V9ImIpazBxKVzP8XisNM3IpbxCV1aPCdAsN6fyxOHA2B1XEJefRH7arP5IvdHzA6zxzI+an9mDr+eToHhxPuFeFydeHdVKYpZIczn9BytIERHduWgBH7ZVsiKfeU8/N02Zt0+1OtK86ezxZkl/Li5ALUKXrmiz2mXyPxoEpBqpe6x3hMjegrgAF4/oPvoNB6DUc2VaW4VM29lOnm5RnNlvLVFpVJ5DEY1dy5/gxZ/L6vmeSsTE+x9RRpvZbpEuQdVWirjbbtGrfIYjGquTLCvjmBfz0lBvZVJCPX+EOKtjLd6NVfG23a9Vu0xGNVcmeaWQJVglNMDDzzARRddRHJyMoWFhTz99NNoNBquvfba9q6aEEKcdjau3MvWNVlodRqe/t+0Vo8YcTgUZr63lN9XOkeraLRqbr51NJdPHoDB4H0V29aIjQ7miYcv4v6HvqKkuIZ9e4pI63ZkBNQNN41Gq9Vw4ZQBBLeQ50qrVvP+dZe26foqlZr+oZMoMx9kbNQ0kvx7HVc72mpnfgn/+OxXIoL8uG5wHy7q4z0Q5FxhrxSARL+oFs8dEjCVkICplNV+Rr3pY3wNQ4kKfaFpf3XdJwDotSlN24pNqwAI0rUcPMo5NP0xWOd8hhwZn0Rxg5Eycy0QS6SvPzemD+TdXet4cu0CMqKT8Ne1bVl3nVpHp4AkOgUkMSl2LLn1Bfxnz7sUNrrm9eoV3JkxMZ7rbHM4eHnzUt7PXEe/iDh+PG96m+oghDj5VCoVL17am0mv/866A5V8uvoAN45oeSTo6aSm3srjP+4A4NZRneifdHonaD/zM3UJIcRpIj8/n2uvvZZu3bpx1VVXER4ezpo1a4iMjGzvqgkhxGnFbnfw4b/nAXDx1GFEx7f+gXnZ0l38PGczANddM5RFvz7IdZdm/Olg1GH9+iZx7qh0tq7azw/frHPZp1armDp9ZIvBqD/j/Li7mJb6yikLRh0sq+LOD36k3mIlPjiIe8YPa/b4cnMN9XYzKiDON6LV1znQaGKh0cJ+q+vfxMMjpHTaI1NKKs3ORPU6tfcvVw9bU3YAgO2VhQDYNWY2GbMpaqxuOua+viOJ9w+iwGTkP1s9T/NsiyS/eF7s8yjDwl0Tvqf4e141r7zRxA2Lv+L9TOfv09byQn7avPNP10MIceIlhvnxyPnOoPyM33azt6S2nWvUeoqi8Njs7RQbG0mN8OfvE7u2d5VaJAEpIYQ4QWbNmkVhYSFms5n8/HxmzZpF585ndkJEIYQ4GTav3k9eTjn+gT5cffvYVpcrKqzm5ed/Jkir5d6/nsNtN405KfW74ML+xMaFYLfYcDiUP3Wu1fsOct+nv1BUZWzxWKvdjqL8ueu1RU5RJTO+X0qlqYHucVG8Mf0i9NrmJ1D8XrYNAI1Kg76FFfaOVmdzjqoK0LouO261ZQOg0zpHIVQ37kHBBkC03/Bmz7n2UDAKwIHzvoUZnNMiK8ympn1+Oj0vDj2P0XGpfJC5np9ydrW63t74any4N+1Wbkq5Gs2hPFdpAe4jKTaXF3DRrx+xpiS3aZsCfLhxA7UNnqf+CSHa1w1DkxnTNRKzzcHfvtpMo9Xe3lVqle825vPrtiK0ahWvX90PX/3pO1XvMAlICSGEEEKIU+rrj1bgF+rH5beMISi09UljP/9kBXa7g9TUSC6ZMuCk1S+9ZzwlBypYPm8Hxpr6lgt4sbeonL998guLduznjfl/ALDi4AFWHDxIdWODy7EVDfVkfDSTCV98xOw9mdgdDk+nbDWTxcLaA3le92/am8/NL81i3caDXNwnnbdvuYQAn5YT2f9R7pwK0pZgFECdzTm9LUDnGpCyHBohpdemoigONpQ927RP28wKe1aHncc2/tL08+aKfOyKg3CDc/Rapdn1dRsT34nuYVEowEOr57K9orjVdbc4bDgU99dDpVJxXuw4Xuz9KHd0voE+Id2b6ra1vJCRP7zFZfM+pbjBfYSFJlBFpanBbbsQov2pVCr+dWUfwv317C6u5eV5u9u7Si06UG7imZ+dIy//fk5X+iaGtG+FWklySAkhhBBCiFOmrLiG7RsOADBxSv9Wl6uuMlFeYiQ+LpQbbxl9kmrnpNWqiY8NJiTMH7vt+AJD1aYG7vnkJxosVgDmbtnDveeN4LU//mBrsTMYkhAURK+oaHpGR2HQqqlqbKSqsZG/L5zLWxvWcO+Q4Uzu0tVjcuxjWe12dhWVsvpAHquyD7I5rxCrw8Ef9/+FcP8jUwwVReHnVTuZ8cUSrDY7fTvH8uCUMYQGtjwNsdJSy84aZwCpreO4TNZDAaljRkgF+0/DYtuDXteV3VXvYbRkNu0raVhNcuBFHs/36f515Jmqm34ubDCysiS7aYRU5VEjpA57qN8Y9laXs7QgiyfXLeDfwy+gc3DLCeN/zF/Fe1nzSPKLJMkviiT/KLSKHxqVFrtix6Y4cCgOFufMY1dVGbuqSjHbbc2eMy4uiOSIkBavLYRoH1GBPrxyRR9u+WQDH606wOCUMCb39ryqantrsNi54/ONmCx2MlLDuGPMmTNDQwJSrZRTbiI5zM9jlv2ssjqPScq9bW+02imvM3tMbO2tTJXJgoLnxNL7S+voEuVepqC6gXB/PT4696F63sp4u76iKOSUmzwmSvdWpt5io6bB6nFVNm9lyuvM6NRqgv3c80B4q3NeZT1RQQaPqwe0tZ12h0JeZb3HlQG9lakz26g32zyugOitTGltI746DYE+rW/nwQoT8SG+HlfZa2s7LTYHJcZGjysDeitT02DFancQ4WEFRG9lhBBCiGMtm+fMD9R7YAqRx6xS9+XMpfzy5RrOu2owU64fTmCgD5pDf/dWr9zLpnU5dOkWQ/eeCSe1jqbaBhxWO/t3FhDo4TkG4PU3F1BeXofd4cBms5OQHoUDhfjoYIyNFj7esJlqy5EpWXaHgy9WbaZLWBjVDQ0crKkh32gk32hk3v59JIS7Ljayv6qSe+bP4flV/qQGh3FDr76E+fmhQoUKhfLaBg5UVbO/vIK9ZeVkVVYRo/ejsObIaJzE0GAKqo1NAanCshr+/ckSMg+UYNBpGN0nlX/ecj4+HlZkPpaiKLyaOQur4py60mA3U9JYRbRPy/m/HIoNk60cAP9jRkiFBt4GQEn9GjKr3nHZV1rvOSBVVF/DG7uWu23/JmcT58Z0p19QEjF693pp1Gr+b+RFPL1uIb8e2MNlv33Oe+MuY0h0YrP1z6svx+Kwsb+uiP11RQDUNvhhP2Z6ZRhRHDx0//20OhrtNjSosHoYXbWtoqjZawoh2t+E7tHcNiqV91bk8OC3W0mLCvC6MFR7URSFR3/Yxu7iWiIC9Lx+TT80Z9DKgBKQaqXYYB+vSz7Gh3h+UPG23aBVe/xQ31yZQB/vL1VCqOcyEQF69B6CF82V8XZ9lUpFXBvb6aPVoPFv2z0L9tXh7e3jrc6RgZ6DUc2V8XZ9jVrldaU/b2X8dBqv99lbmRBfvdeOwludo4N8PAajmivj7fp6rdrryo3eygQYtDi85LXwVkYIIYQ41tb1zpxB4yb3AeBAThlffrmaioo6cvaXUKNy8On36/n0+/V0S4/lf2/fCMDKZXsAGDm62wmri8OhUFvXSHCQ698xi8VOcX4lqFToPHyxB7B+Yw6FhdVNP2c3GMmrNOLQgDVAhd1XBYoCR41u+nbNdhY9fisBPgaMjY3sLCtlR0kp20tLKLPWkWd0zzNVUmeipM7EmgLX6XcRDj+qGhpdtnWNjqBnTDQjOicxIjWZpLAQAKw2O1/9tpEPfliN2WJDq1HzwM0TuHh071Yvaf5TwSrWVmY6h0YdKrKybBuXJ7acx6veVoGCHTVa/DRhHvaXsL7kUY4dd1VSvxpFcaBSuT7/vLB1AQ12q9t5lhbto09AMmtzygi0e16dOEjvw+MDx5NjrGJLeRHXL/yaRweOZVq3AWjUnp+z/t7tUq5JGkNufSkHTaVUWGrJNTYCCmqVGo1KjValppNvHCF6f3qHx5ASGNY0sq2isZ7VxQdYWXyAlUUHKDDVoFef/rldhBDw8HnpbC+oYU12JX/5bCOz7x5BkIdBBe3l4z8OMHtLIRq1iv9eN8DjYJDTmQSkWsnTKKOW9nnbrlKp2lzGWyCiuTLegjTNlTmR7VSrVRi8/LH1VkZ3HO08kXU+njJqtQq9l4c5b2X02jOvnRq1Co2XcGFz1xFCCCEOq6ttZMPWXCI6RZIxxhlY+u23bSxedNSKY0cFBSwW57Qnk8nM5g3OqWIjx6a36lrl1XWUVZvonuI6Iicrr5ytWw6ydEkm+7NK6d4tltf+da3LMb6+enr0S8JqtVNvMuMf4PplVXFRNZ2TIxjYN5nomGCqbWY+W7EFh06FosIZjAKXYBRAndnCd2t3cOOYgQT5+DAsMYlhic6V2dbk57Em7xuv7dGgIjU0FIeioNgV0m0hWBob6dUviT6d4kmLCKOmvJ7i8loqy03MzdpBRbWJ7XsLOVBU2XSe/t0TeOimiaTGtzxV7bADpmLeyfr5UJuObF9Rtr1VAakDpmpKzONI8Q9yCy4BbC79JxZHtdt2i6OaanMmoT49m7bZFQfLi/d7vI5NcbCh4iAAoT7eP5RF+Prz1bnXct/KORSbjDy7YSHfZG3lkQHjGBPXye14jUpNgl8ECX4RDI/o0VJz3YT7+HFhSg8uTOmBw+Hgl22Z7MhqfQ4rIUT70WrU/Pe6AVz05kqyy03c+flGPrpxSLOf506VRbtKeG6Oc5GGR89PZ2in1vfrpwsJSAkhhBBCiFMia18xDruCCgiPdI5gOX9yX378YQN2u/u0pvPPd46iWr96P1arnYSkMJJSIlq8jqIo/PW178kurODB68Zx9fj+ZOeX8+EPq1mydi/9OsWRubMAgLz8ShRFQXVU8MjHT0/u/jLUahX5B8rp1st1iuCuXQWsWr6n6efoIXHYDtdfAW29gl0Piga3oNSrv/6Ov0HHlUP7uGx3eMjK1Dk0jLsHDWVUZAIrF+4ie28xWXuLOZBVSpbFOWIqsVTD+FdH8cuy7bzw3oJm78uTt09i8uieLm1tjVcyv8LicM+JtKMmh0qzkTCD59FIh+2vK2dhaT1Dw5M9H+AhSHVYScNql4CURqXmkT7n8Mym31CpYFhUCvV2KxWNJswOG9pDH2+ODkhZ7XYcioLhqBUEfbU6/jd6Cj9kb+fApkp2V5dy45KvyYhJ4NzErpyXkE6cv+uU0j9DURTW7s1lzvpM5qxx5sk6t3dXBndtfrqgEKL9RQQYeG/aIK5+ZzWr9lfw8PfbeO2qvm3uS0+kzblV3P3VJhwKXDkwgVtGuq/yeSaQgJQQQgghhDgl9u9xjgrp3DWmaVtKSgRXXjWEWV+tcTlWp9Mw8ZxeAKw8FPwZOSa9VR8AtmcXkV1YAcC/vlzKpsw8tu8ooOrQinkBwb48+tAFdE2LITEhzO2cKpWKISPTWPrrVnZtPOAWkIqMDOK88/uQk11GYVkNB3Iq0OjB7qNCBWgbnP8U4Orz+uEbpOfXzXvIr6wB4NkfFhPgY+D8fkemH/pojjyWdwuL4O7BGfQJiiYxKoQXHvmWFYt3eWxreKQzn0mAj3ue0aM9d88FnDO0daPLjmZXHJQ2Vnvcp6CwumIXF8QNbfYcB+qcCc1TA6I97h8e8zq5dRv5/OAzBKrN9A5Kos66H6ujDp3aPV/LquIDKIqKixJ78trQS1323b9sLgChBmdA6vklS5m1dTvPnjOBy3v1dDlWo1ZzZZe+TExM463tf7C7upTVFTmsr8jlhS2L6BsWx8S4bvQNi6NPeCyBetd0B/l11awuyWV18UHWluYS5RvA95OmuSSht9kdLNi6l4+XbGB3QRkBPnpCA3y5YHB3usS1HFwVQpweesUH87/rB3Lzx+v5cXMBEQF6HpvcvV2CUvtKarnlkw00Wh2M6RrJi5f1btfg2J8hASkhhBBCCHFKZO11BqS6dItx2X79DSNYsngXpaVHciiNHpNOcLAzGXdicjgxscGMGNO6/FFzV2e6/Lx4035igwMZ27ULt1w+nC5JkS2eY8CILuzafJDMLQe5dPpIl329+yTSu49zZIvVamPNlgP8sng7uwpKKTaZmqa1qYA+iTGcN7Q790waQWZBCVf+35cAPPjlXNQKTOrvbFPf6BieHjWOuMBAJqZ2oaa2gSkPf0B6chQDUrxPwzhQUs1Nt3/AgYPlaALV2A3uo42mXjDouIJR4ByR9EHGQ+yqOUB2bRH/t3E5OoOV6FA9JlsDES2MjgLIMTlf9xT/GI/7VSoNi0urKbeMJjE0inEJN6MoClZHrVtAanleDiuzChiZ2Jm/pI9wP5cZMiITSA4MAUCv0dJos7Ehv8AtIHVYqMGPJwZNpLyhjrn5mczL2826slz21JSyo6wUq8M5+k2v1hDh40eA1kCVpYGyRteV/Erqa7E67JgtNrblFrN2fy4LNu6lqMqZ6NxHr+XiwT24cdxAYkJbvm9CiNPLmK6RvHRZbx78bhvvrXBOIz/VQak9xbVMfX8NlSYLveKD+N/UAc2mvTndSUBKCCGEEEKcEjp/Pen9EklKdQ0I+frqufuec3jqye+btl1wQb+m/59+6xim3TK6Vdew2uwsXL/HdaMKSmrreHjChFYFowAGj+nGkp83ExUbjKmuAf8AzzmJdDotowZ3YdTgLuQUVPDE27+yp6j8yP6jcnp2j49m60v38p+5K1ifmc/DH85Fe4uaCf3S0KjV3Nh3QNOx27IKsdkdbN5bwFYln+4p4RQdqHC5tgLkFldTVlGHSgXdoiLYV1eN9ajpjzHhgdx62fBWtdmbYJ0/wyJ6kqJO5KfaUqwmB99fOBXlUFLvlhw0OUdIeQtI2Rx2fszfQLnZyHmxkwDnKDW9xjVoU93YwIO//4bRbCHFEEW3kCiX/YqisHL7QaobGnl8iHO63aCEeN5dt56NBQUt1jPCN4BpaYOZljaYsoY6VpceYFHufjaU5lPUUIvFYaewvhY4tJLhUQneATRWDdd98DV7sks5vA5MSkgIoQG+TB3Vn6tG9CHE/8xKOCyEcHXloEQarXae/Gkn763IweZQePKCHq1eIOLP2FVo5IYP1lJhstAzLojPbs7A33Bmh3TO3FDaKZZZZMTh8LzC2M7CGo/bdxR43t5otZNVVtemMmW1ZkqNjR73eSuTXVZHvcV9vn9zZby1RVEUdhW6r/zS3LlMZhsHyk0e93krU1zTSEWd2eM+b2X2l9ZittnbVMbbdrtDYXdx29pZ02Alr7K+TWXyq+qprre0qczuYuOR/BStLONtu8XmYF9Jrcd93spUmiwU1TS0qYwQQghxtB078tmZWUhAkPuKtiNGdiU62hmA0GjU9OnrmltHpVK16lvoVdtzqDG5PzM5FIWnP5jn9XnuWMGhATz1v+u54d5z8PP3vALvsVLjw/nsnzdwxeg+TQvGffrbepdjNGo1D1w4hsGdndMAf1m9i5o697+vY/p34ceXbubysX3oFxFFXnktqmOS6MYlh3Pt1UN54dnL+fGbv/Hh/27i3uvHuhxz//Tx+J6gFaFMlQ2Uf5mLZm4VKpWqVcGorMpKqg5G0kvTjyQ/z8HAZaU7KDcbCdMHMD66t9dzPfnHIkrrTXQKDuPhIe4ByryqGqobGtFpNKRHOafDDYyPAyC/xkhxrefnb08ifQO4OLkXb4y6hD8uv5sFF97KnT2HEn90Xqljfh1tJgWT1YqiQGJ4MBf1T+fhS8Yy/8lbuf3cDAlGCXGWuGFYCi9c6pxS/tGqA9z15SYaLJ4/j54oS3aXcOXMP6gwWegdH8wXt2YQ6t/8VO0zwZkdTjuFusd6H1bbM85zwsNe8Z63++g0dI4MaFOZyECDx+3Nlenk5RrNlfHWFpVKRY84z/fA27n8DVqvEVtvZWKCvT/weSvTJco9t0BLZbxt16hVpMe0rZ3BvjqCfT0/6HkrkxDq53F7c2W81au5Mt6267Vq0qI93zdvZcKa6fC8lRFCCCGOZrU6H9h1Os/PB4MGpfLrr1vRatXHPQXixU8Xedzua9Bx0YiebfoW28endYGoo6nVKh6ZPpFt2YXszS/nYGkVDofidt37poxiz75iVq3PYm6XTK49Z4DbuaLDAnlk2kRyskt5qWYO+zML0TkUlENBtSlXDObSKQNdylw6sS+/rthJZnYJYwZ1YfTALm1ugzc1RmfgLDjI+3PMsZbmZJNXbiHR1wdfrefn2W9z/wDgkoQMdGrPvxs/Z2XyS9ZuNCoVr42djK/W/dlrU14hAN2jI9AfSmAe7OPDJanpLNiyl1W7D3D54F6trvvR0kIieaj/OB7qP45F+fu4b+XPmGyuXy7enTGM8xPTifL3Jyyg9fdICHHmmZqRjK9Ow8Pfb+O3HcUUVK/m7esHEh9yYgPPDofCBytzmPFbJg4FhnUKZ+b1Awn2OzFfNLQ3GSElhBBCCCFOicMBKb3ec9AhrWss4ByZfTz+PWsplbVHRi1HhQRw5bi+vHHfpSx6/U7uu2rMcZ33eHz42LX4GnTU1VtYs/OA236tRs3EgWkAbNtX2Oy5UjtF8d+3pnPt9cOxHxWo69Uvye1YjVrNjHsv5rbLh/PYref+uUYco+ZQUvjg4NZ/4FqcnQ3AxM6dPO7fXVPAtuqDaFRqLknI8HhMsamWJ1c5A4139R9Kv6hYj8fNWLgcAL1G47K9W0QEdrvCvO17PZaraWjkkZ/ns6OopOUGARMT0vjp/BtJDQxz2T6law/SoyMlGCVEB3HZgAS+vG0oYf56tuXXcN5/fueHTfnH/TfsWMU1jUz/aB0vzHUGo64ZnMintww5a4JRIAEpIYQQQghxisTGhhATG+J1f+8+zmlsmmMCCq3x0dx1fLVoMwBqlYpPH7+WX/91Gw9PncDwXqkYvIzK8uZAQQXvfLOSvMIKaqo8pyBojo9Bx8SMbvTuHkdprefynRIi0PhpOVjV8tR3nU7DrX8Zz/W3jm4aPVZZ4XkKWkxEELdcNozgwNYHjky1DXzzf/P469jnWPHTRo/H1Byauh8U1LrzVjc2sOFQ7qYJnTp7POY/m/+gp38aF8UPJtLHfTS42WbjiSWL8NVo6RURzT39h3k8z7aCIqobnFM1j73f5/bqCsDarFyKq91TFnyzeTs/bNvFZR98yQ2ffcvX67dRYmx+el/n4HBmnz+d8fHOdoX7+LkFqM52L7zwAsOHD8fPz4+QkJBWlVEUhaeeeorY2Fh8fX2ZOHEi+/btO7kVFeIkGpwSxk93jaB/Ugi1Zhv3f7OVWz7Z4DU9SmuYbXY+WJnDuf9Zzop95fjo1Dw3pSczLut9Ricw90Sm7AkhhBBCiFOiqqae4uIaaus858UMDfUHoKHBgtVqR6drOTClKAr/+3EVH81dB8CtF2bwlynDj3vKn6Io/LRkO69/thSzxcbmddkUrzjAjX87h0umeg6GeBMZHsCP63fSNSmKSzzsN9vsmG12LDbPOT89mXbrGOb9sIHKsjq2rM8hY2TXNtXpWMbKOma/u4Sf31+K6VDAacXPGxl1zFRAgBrj4RFSrRsBNG/PPuyKQtfwcBKD3af3L8zdx/yD2WhVah6Zconbfoei8MD8eSzZn0NicDBvXXgxOrX770SFqZ47vv656efYYNe0BMkRIVwxsBebdufz9fKt3DvFddXEEZ2S2VNaztxde3E4FJ75eTGwmO4xkYzulsqYrqn0SYhBo3b9IBik9+G9sVfyQ/Z2UoPCzthl14+XxWLhyiuvZNiwYXzwwQetKvPKK6/wxhtv8Mknn5CamsqTTz7JpEmT2LVr13FNkRXidJAY5se3fxnGzOVZvL5oH0t2l7JsTymXDUhg2rBkescHt6p/qGmw8vPWQt5ZnkV+lbM/7pMQzGtX9aNLlPd0PGcyCUgJIYQQQohTIi4ulNyDFRQVVgGpbvsDA31Rq1U4HAo1NfVERHjPEwnO4NHHv6zjq0WbAPjbFaOYdt7g466fsa6Rl95fyNJ1R6Z2ZWaX0LdzJEHHkRekwWala1Ik8eGe80BuPlhIeHQAEzNaH1RSqVQMHdWVzO0FdOoS1XKBo+tT18j+7XnUlBlRadRsW7mXBV+uovGYhVbUXr6BPzxCqjVT9hRFYfbCbfTRhHNdb/f8WA02K8+sc07Du63nELoEh7sd8/KK3/l17150ajUzJp5DcnCI2zFWu537vv+VCtORqZpbC4qx2GxNeaQAxqSl8tOyHXxVsZlrxvQjOuTIh7seMVG8esn5PDB+FEv3ZGFrtLO9oJjM4jIyi8t4Z/k6hickkhoRxuT+3eiXEteUE0ytUnFF5z6YrTaySyqpMtXTMyEGHy/TUs8mzz77LAAff/xxq45XFIXXX3+dJ554gilTpgDw6aefEh0dzezZs7nmmmtOVlWFOOm0GjV3j0/jvF6x/Gv+bubvLOG7jfl8tzGf9JhAxnaLYnBKKGlRgYT66zBoNVTXWygxmtmcV8Xa7EoW7y6h0epcxCoq0MDfz+nKlQMT0J5lo6KOdvb3lCdIZpGRbtGBHhNh7iys8ZgMfEdBjcdkz41WOwXVDR4Tm3srU1ZrRlEUojysSuOtTHZZHTHBPvh5+IPorYy3tiiKQmZRrcfE5t7OZTLbKKs1kxLh3+oyxTWN6DQqwgPck156K7O/tJbEMD8MWvdvzLyV8bbd7lDYV1rrMYG4tzI1DVaMDVYSw9y/LfRWJr+qngCDlhA/90Th3srsLjbSJTLAY4fU1nZabA4OVpg8Jjb3VqbSZMFssxPr4SHUWxkhhBDiaHFxIQAUFlZ73K9Wqxg2Pp3cwioKS2taDEh9NHst737/B50Swrl0Ul+uHNfvuOu2dXcBT7zxC+XVrtO9rFoYMKob4yb3bfs584vJLC3jCl/3leMcDoVfN+2m1FhHfHjb/oaWFNSQs7uYmirPq/weq76ukcVfr+Xr1+dSVWbEYW8+v4nGwzMVQFWxkZ5dYuic7Hm1vKMt2ZZFZl4ZfgYdE9Pcp+v9d9tqCkxG4v2DuKeP+8izTzZv5r2NzqmDL587ieFJ7vmyAF5e9DvrDua7bGu02dhSUMyQ5ISmbeP6dKZvp1j25pfx1uyVPDt9ktuIhZigAK4d3JdrB/el0lTPin0HWL4nh235xazbm8e6PXl8vWor/gYdjVYbI9NTMDaYya+oocx45PfmpnGDuP+iUS3eo44mJyeH4uJiJk6c2LQtODiYjIwMVq9e7TUgZTabMZuPrMJtNHpeEVuI00GXqADeuWEQGw9W8enqA/y2o5jdxbXsLq5l5vKWy3eNDuDqwUlcOyTR4+f4s83Z38ITRFbZk1X2ZJU9WWVPCCHEnxMXFwpAXm6F12PqLVay88o5kFtBnx4JXo/7ZsFm3v3euTrblLG92xSMqqipY092Kdn5FeQUVLB49R7MVs/T5hStmstuGNbm6Vg19Y1sPVgEwKju7qPBft6WSXC4LzqNhol901p93qKCKrZsPkjPQSkMHZPe4vF2u4O3HvuG1fO24bBYCQ4PwGRsxNJo9VqmsrwWq9WKTnfk+cZmtbFzSx7VVSZi7mk+Wbrd4eCtuc7XZuqYAW5JvrcVFvHuTucUy6eGTMBP5/qMMW/fPv65bCkAD4wYySXdu3u8zuI9WXy2bovHfWtycl0CUiqViievnsgjM+cwd8Uu4kOD+MuU4V7bEObvx5R+PZjSrwcWm411+/L5bfNuFm3bj8nsvHfLd+V4LBviL1PPPCkuLgYgOjraZXt0dHTTPk9mzJjRNBpLiDPFwORQBiaH8my9hYW7SthwoIoNBysprG6k4dACH2oVhPrp6REXxOCUMEalRdAvMaRDTf+VgJQQQgghhDglevSMJz45jF37inA4FI8jzzunRLJu8wGyDpR5Pc/mXXm89qkzYHHLpUO5+jz3KWFHszsc7DhYzO87cvh9RzYhPj7sWJ/b6nrnFFTSt1t8q48HWLRzH74GHbHBgcSGun6pVGVq4OX5v1NV38DD547GV9/6FZM+eGcpNpsDg4+OhGT3aW7HWvbLFjJ3FRMSG8K9L15F3xFdURSF0oIq5n2+koVfraaisMqlTHFRJdu27WPAgO7Y7Q60Wg3ffb4aY0kNY8/tSae0aC9Xc5q9agdZxRUE+hqYNs71tSmpruPBD36lZ0QkvfrGcG6iazBuwc59vLtmHVq1mit79eLOwd6nYBYbvScNXnMgj78ds61LfATXnzuQ5z9eyHs/r2HFlmw+fXKqx9/Do+m1WkZ2T2Fk9xSevMLG41/NY8FW74m4z+/frdnznc4eeeQRXn755WaPyczMJD295WDoifLoo49y//33N/1sNBpJTEw8ZdcX4s8I8dNz5aBErhx05He20WrHbHUQ6KNtsf8520lASgghhBBCnBKdOkVRVVWPqd7M7t2F9OjhHuTpnOKcDuYtIFVdU8/T/5xNn4RI0nrEcutl3hONZxdXsGx7Np8t2UhVXUPT9lB/X1Ljw+iUGEFqQgQx4YEUl9VgdSj8sTmbfQddr32wsKJNASmr3c4HqzbSqLVz44RBbvtfnLeMqvoG0qLCmZrRr9XnnbNkO4v355Jxbjo3X9/ylDCHQ2HVkkwKcyu48f5J9B3hzFWlUqmITghj+iMXM+3hi1i/cAcfvzCbnF3OFfH6Z6QxcGAPNq/P4e3X5hEa4sfOLQcZOLQzPXsnNptsPq+wivdmLmN43wTGDE0jyO/IaCFjfSN3vvsDRVW1JGtDuL/PKJeRALPWbuW5OUtQFLh17CD+Pm5EsyMFrhvUl535Jfy0NRODXktksD8HKqsBqGnwnDj/klG9WbR+L2t2HmR3bikT/vY/7r1qNBeP7NWqD4Y+ei3/nn4hewrLmP7mN5jMrvm30iLD3AKQZ5J//OMf3Hjjjc0e06lTp+M6d0xMDAAlJSXExsY2bS8pKaFfv35eyxkMBgwG77NFhDjT+Og0+LRi0Y6OQAJSQgghhBDilNDpNAwenMqy5btZvWZ/swGp7INlKIriFpB4/9MV1BgbiGwM5L5p4zwGLHbmFvPBwvUs2bafYD8fqusaCfQ1MLJ7CqN6pTKiRwoh/p4Tc99x1UiKyoys3LSfFRuzOFhYSVpy25KHf79xBwfKqwj182VCD9f8Scv35vDLtt2oVSpemHIuei/5mo61Y28hr763GKvNTrd+iaSlx7ZYZtPaLFauyaLzoFQumup5eppKpWLIub0ZNLEnq37ZzIqfNzJ5mjPYtfi3bURGBuKwOxg+pjvhUYFccu1Qr9erb7Dw2EuzMdVboMrKZcN6Ne1rtNi454Of2F9cQWSQPzP/clnTVD5FUXhz8WpmLlsLwFWDe3P/+BFuq9oda+Gu/fy4eRdJYcE8c+FEhnVJoqahkV3FpSSHhXgt98Z9lzH6rjdptNiobTDz/CcL+deXSxnZJ5WbL8ygW1LLr3e3uEg+uutKbnn7O2objuQ3KtpUwvPPzebOv04kPPzMWxUrMjKSyMiWc4Qdj9TUVGJiYli8eHFTAMpoNLJ27VruvPPOk3JNIcTpTQJSQgghhBDilBk2tEtTQOqWm8e47U9KCEejUVNnMlNaXkt05JHRJrv3FjFn3lYA7r1zIrqjgjmKorBhfz4fLFzP6t0Hm7YP6JzA5cN7ktEtGZ2mdcGf2Mggrpw0gCsnNT8V0BOT2cJbS9YAcOe4DAJ8jozsqGs088ycxQBMHzaAPgkxrTpneVUdj736M1abnTEZaUy/zHtQ6Gi/fO9MCt5rQAr+gc3nNVKr1YyaMpBRUwY2bbv30QvJ2lOExWwjLCKAhOQIr+UdDoXn/28uB/IqiAgL4LkHL0avc37UsNkdPPz5XDbnFBLgo+ft2y8lPiy4ad8/f17Mdxt3AHD3+GHcOS6jxRwqe4rLeOSHeQCM7daJYV2cSc+DfX0Yluo5AfqRtqqYeu5APpiztmmb2Wpj8cZ9LN64jwC9jsHpSfToFEPPTjF0T4km0ENeqO4JUbz7l8u4beb31DVaUAG+RgdLl2Sybm02N98ymosuHoDmLF0hKzc3l8rKSnJzc7Hb7WzZsgWALl26EBDgDMalp6czY8YMLr30UlQqFffddx/PP/88aWlppKam8uSTTxIXF8cll1zSfg0RQrSb06J3fOutt0hJScHHx4eMjAzWrVvX7PHffvst6enp+Pj40Lt3b+bOnXvS6+hweF+NxNu+E1lGURQUpW1l2rvOx1Omo7Szva9/PGWO57XpiNranwkhREczZEhn1GoV2TlllJW75wDS6TT0SY8jPTmSnOxSl32zvl+HosA543rQp6drwvPfNu7h1je/Y/Xug2jUKi4c3J3vH72B/9x6ESN7dGp1MOrPmr9jHxV19SSGBnPV4D4u+37YvJOimloSQ4P52zjvUw2P9fF3a6ioMpGaGM7jd53XqqlltcYGNqzeD8CFlw1s4WjPdDoN6b0S6DMwpdlgFMCGbQdZsXY/Oq2G5x+eQkTYkdFBC7buZemOLPRaDW/cPIWucUdG4MzevJPvNu5ArVLxzJQJ/HX80FYl9H153u80WG0M75zEg+eObnPbBnbznoOozmxl+aYs3v5uFXe/8j0T/vo/vvhtg8djeyXF8PbtlxIe6MdlGb2Y+eaNpKfHYjKZefONhXzzzVqP5c4GTz31FP379+fpp5+mrq6O/v37079/fzZsOHKv9uzZQ01NTdPPDz30EPfccw+33347gwcPpq6ujnnz5uHjI4ngheiIVIq3T5inyNdff820adOYOXMmGRkZvP7663z77bfs2bOHqCj34bJ//PEHo0ePZsaMGVx44YV8+eWXvPzyy2zatIlevXp5uIIro9FIcHAwNTU1BAW1fn733pJaukQGeHwA2F1s9LgCWmaR0ePqfI1WO0U1jaRG+Le6THmdGYeiEOXh2y1vZQ5WmIgMNHhcLtJbGW9tURSFvSV1dItxX5nN27lMZhuVJguJYe4rynkrU2psRKtRe1zRzVuZ7LI64kN9MXgY8u6tjLftdodCdlmdxxXovJUxNlqpbbQRH+I+9N9bmcLqBvz1WoL93JOYeiuzr6SW1Ah/tB6+ZWtrOy02B3lV9R5Xe/RWpspkwWJ3EB3U+t/B5hzve/F01tb+7Fhn4z0R4kwk70V3J/qeLP99N926xRIT7XmV1m1bcgkK9iUxKdxldInZYuPbHzdw/jm9CA9z/RtWb7ZyyQsfM6ZXJ6ZPGERCePusAKsoCr/vPYBapWJU1xS3fT9s3klCaDAZqa1Pymy22Hjrs+VcNXkACbGhrS5XVmJkw+r9nH9J20d6HY95S3eiKArnj3d9JlcUhXcXrqVzTDgT+7gmMXc4FJ74cQHju3dmYo8urb5WdX0jry5YwQPnjiLEr+3BjEazlbH3vIXN7nDZHhMeyF8vGUmVsZ5d2cXszC6msKyGV++dwugBnb2cDZfppXa7g7m/buHHHzbyxn9vICDgxAVbpH+SeyDEmaC179N2D0hlZGQwePBg/vvf/wLgcDhITEzknnvu4ZFHHnE7/uqrr8ZkMjFnzpymbUOHDqVfv37MnDmzxetJBybE6eFsfC+2tT871tl4T4Q4E8l70d2Zck8sVlvTNDEhWnLbS1+zeV9B08+9O8Xy73umEBbk+mVqdW0DPnotPobWr4YIeF1J8s84U96LJ5PcAyFOf619n7brlD2LxcLGjRuZOHFi0za1Ws3EiRNZvXq1xzKrV692OR5g0qRJXo83m80YjUaXf0IIcaIdT38m/ZMQ4nR1pvZPEowSbTEw/ci0z4mDuvL2g1e4BaMAQgJ92xyMAjr8cu5CCNGSdg1IlZeXY7fbiY6OdtkeHR1NcXGxxzLFxcVtOn7GjBkEBwc3/UtMbP3waCGEaK3j6c+kfxJCnK6kfxIdwQXDetA5PpzbLhrKi3+5AB9924NOQgghjt9pkdT8ZHr00Uepqalp+peXl9feVRJCCED6JyHE6Uv6J9ERJEaH8vU/p/OXS4bLaCYhhGgH7TquOSIiAo1GQ0lJicv2kpISYmI8L4MbExPTpuMNBgMGg8HjPiGEOFGOpz+T/kkIcbqS/kkIIYQQJ1u7jpDS6/UMHDiQxYsXN21zOBwsXryYYcM8L4U7bNgwl+MBFi5c6PV4IYQ4FY6nPxNCCCGEEEKIjqrdMz/ef//9TJ8+nUGDBjFkyBBef/11TCYTN910EwDTpk0jPj6eGTNmAHDvvfcyZswY/v3vf3PBBRcwa9YsNmzYwLvvvtuezRBCiBb7MyGEEEIIIYQQTu0ekLr66qspKyvjqaeeori4mH79+jFv3rymxMC5ubmo1UcGcg0fPpwvv/ySJ554gscee4y0tDRmz55Nr1692qsJQggBtNyfCSGEEEIIIYRwUimKorR3JU4lo9FIcHAwNTU1BAUFtXd1hOiw5L3oTu6JEKcHeS+6k3sixOlB3otyD4Q4E7T2fXrWr7InhBBCCCGEEEIIIU4vEpASQgghhBBCCCGEEKeUBKSEEEIIIYQQQgghxCnV7knNT7XDKbOMRmM710SIju3we7CDpbFrlvRPQpwepH9yJ/2TEKcH6Z+kPxLiTNDavqrDBaRqa2sBSExMbOeaCCHA+Z4MDg5u72qcFqR/EuL0Iv3TEdI/CXF66cj9U0VFBSD9kRBngpb6qg63yp7D4aCwsJDAwEBUKlWzxxqNRhITE8nLyzvjV3A4m9oCZ1d7zqa2QOvboygKtbW1xMXFoVbL7GFoff90tv3OHI+Ofg86evvh5N4D6Z/cSf/Ueh39Hkj7T277pX+C6upqQkNDyc3N7bBBudbq6O/HtpB71TYt3a/W9lUdboSUWq0mISGhTWWCgoLOml/Ks6ktcHa152xqC7SuPfIQ4aqt/dPZ9jtzPDr6Pejo7YeTdw+kf3Il/VPbdfR7IO0/ee3v6P3T4Q+3wcHBHfp3rC06+vuxLeRetU1z96s1fVXHDKsLIYQQQgghhBBCiHYjASkhhBBCCCGEEEIIcUpJQKoZBoOBp59+GoPB0N5V+dPOprbA2dWes6ktcPa153Qk91juQUdvP8g9OF3J6yL3QNrfsdt/Ksg9bj25V60n96ptTtT96nBJzYUQQgghhBBCCCFE+5IRUkIIIYQQQgghhBDilJKAlBBCCCGEEEIIIYQ4pSQgJYQQQgghhBBCCCFOqQ4VkHrrrbdISUnBx8eHjIwM1q1b1+zx3377Lenp6fj4+NC7d2/mzp3rsl9RFJ566iliY2Px9fVl4sSJ7Nu372Q2wUVb2vPee+8xatQoQkNDCQ0NZeLEiW7H33jjjahUKpd/55133sluBtC2tnz88cdu9fTx8XE55kx6bcaOHevWHpVKxQUXXNB0THu9Nr///jsXXXQRcXFxqFQqZs+e3WKZZcuWMWDAAAwGA126dOHjjz92O6at70XhqiPdv5Z+B9v7vX4yzZgxg8GDBxMYGEhUVBSXXHIJe/bscTmmsbGRu+66i/DwcAICArj88sspKSlppxqfeG+//TZ9+vQhKCiIoKAghg0bxm+//da0/2xv/5moo/RPHblvAumfQPqn9tJR+pg/qzXvUeHZSy+9hEql4r777mvvqpyWCgoKuP766wkPD8fX15fevXuzYcOG4z+h0kHMmjVL0ev1yocffqjs3LlTue2225SQkBClpKTE4/GrVq1SNBqN8sorryi7du1SnnjiCUWn0ynbt29vOuall15SgoODldmzZytbt25VLr74YiU1NVVpaGg47dpz3XXXKW+99ZayefNmJTMzU7nxxhuV4OBgJT8/v+mY6dOnK+edd55SVFTU9K+ysvK0a8tHH32kBAUFudSzuLjY5Zgz6bWpqKhwacuOHTsUjUajfPTRR03HtNdrM3fuXOXxxx9XfvjhBwVQfvzxx2aPz87OVvz8/JT7779f2bVrl/Lmm28qGo1GmTdvXtMxbb0/wlVHu38t/Q6253v9ZJs0aZLy0UcfKTt27FC2bNmiTJ48WUlKSlLq6uqajrnjjjuUxMREZfHixcqGDRuUoUOHKsOHD2/HWp9YP//8s/Lrr78qe/fuVfbs2aM89thjik6nU3bs2KEoytnf/jNNR+qfOnLfpCjSPymK9E/toSP1MX9Wa96jwt26deuUlJQUpU+fPsq9997b3tU57VRWVirJycnKjTfeqKxdu1bJzs5W5s+fr+zfv/+4z9lhAlJDhgxR7rrrrqaf7Xa7EhcXp8yYMcPj8VdddZVywQUXuGzLyMhQ/vKXvyiKoigOh0OJiYlR/vWvfzXtr66uVgwGg/LVV1+dhBa4amt7jmWz2ZTAwEDlk08+ado2ffp0ZcqUKSe6qi1qa1s++ugjJTg42Ov5zvTX5j//+Y8SGBjo8gejvV6bo7UmIPXQQw8pPXv2dNl29dVXK5MmTWr6+c/en46uI9+/Y38H2/u9fqqVlpYqgLJ8+XJFUZxt1el0yrffftt0TGZmpgIoq1evbq9qnnShoaHK+++/32HbfzrrqP1TR++bFEX6p8Okfzq5OmofcyIc+x4V7mpra5W0tDRl4cKFypgxYyQg5cHDDz+sjBw58oSes0NM2bNYLGzcuJGJEyc2bVOr1UycOJHVq1d7LLN69WqX4wEmTZrUdHxOTg7FxcUuxwQHB5ORkeH1nCfK8bTnWPX19VitVsLCwly2L1u2jKioKLp168add95JRUXFCa37sY63LXV1dSQnJ5OYmMiUKVPYuXNn074z/bX54IMPuOaaa/D393fZfqpfm+PR0vvmRNyfjkzun6v2fK+3h5qaGoCmfnvjxo1YrVaX9qenp5OUlHRWtt9utzNr1ixMJhPDhg3rcO0/3Un/dERH65tA+ifpn04+6WP+nGPfo8LdXXfdxQUXXOD2WUYc8fPPPzNo0CCuvPJKoqKi6N+/P++9996fOmeHCEiVl5djt9uJjo522R4dHU1xcbHHMsXFxc0ef/i/bTnniXI87TnWww8/TFxcnMsb7rzzzuPTTz9l8eLFvPzyyyxfvpzzzz8fu91+Qut/tONpS7du3fjwww/56aef+Pzzz3E4HAwfPpz8/HzgzH5t1q1bx44dO7j11ltdtrfHa3M8vL1vjEYjDQ0NJ+R3tyOT++eqPd/rp5rD4eC+++5jxIgR9OrVC3C2X6/XExIS4nLs2db+7du3ExAQgMFg4I477uDHH3+kR48eHab9Zwrpn47oSH0TSP8k/dOpIX3M8fP0HhWuZs2axaZNm5gxY0Z7V+W0lp2dzdtvv01aWhrz58/nzjvv5G9/+xuffPLJcZ9TewLrJ84QL730ErNmzWLZsmUuycCvueaapv/v3bs3ffr0oXPnzixbtowJEya0R1U9GjZsGMOGDWv6efjw4XTv3p133nmH5557rh1r9ud98MEH9O7dmyFDhrhsP1NeGyHEyXHXXXexY8cOVq5c2d5VOeW6devGli1bqKmp4bvvvmP69OksX768vaslhDhE+ifpn8TprSO/R1sjLy+Pe++9l4ULF7otlCVcORwOBg0axIsvvghA//792bFjBzNnzmT69OnHdc4OMUIqIiICjUbjtrJFSUkJMTExHsvExMQ0e/zh/7blnCfK8bTnsFdffZWXXnqJBQsW0KdPn2aP7dSpExEREezfv/9P19mbP9OWw3Q6Hf3792+q55n62phMJmbNmsUtt9zS4nVOxWtzPLy9b4KCgvD19T0hr3dHJvfPVXu+10+lu+++mzlz5rB06VISEhKatsfExGCxWKiurnY5/mxrv16vp0uXLgwcOJAZM2bQt29f/u///q/DtP9MIf3TER2lbwLpn6R/OnWkjzk+3t6j4oiNGzdSWlrKgAED0Gq1aLVali9fzhtvvIFWqz3tZqS0p9jYWHr06OGyrXv37uTm5h73OTtEQEqv1zNw4EAWL17ctM3hcLB48WKXkTZHGzZsmMvxAAsXLmw6PjU1lZiYGJdjjEYja9eu9XrOE+V42gPwyiuv8NxzzzFv3jwGDRrU4nXy8/OpqKggNjb2hNTbk+Nty9Hsdjvbt29vqueZ+NoAfPvtt5jNZq6//voWr3MqXpvj0dL75kS83h2Z3D9X7flePxUUReHuu+/mxx9/ZMmSJaSmprrsHzhwIDqdzqX9e/bsITc396xovzcOhwOz2dxh23+6kv7piLO9bwLpn7yR/unkkT6mbVp6j4ojJkyYwPbt29myZUvTv0GDBjF16lS2bNmCRqNp7yqeNkaMGMGePXtctu3du5fk5OTjP+kJTZF+Gps1a5ZiMBiUjz/+WNm1a5dy++23KyEhIUpxcbGiKIpyww03KI888kjT8atWrVK0Wq3y6quvKpmZmcrTTz+t6HQ6Zfv27U3HvPTSS0pISIjy008/Kdu2bVOmTJlyypb0bWt7XnrpJUWv1yvfffedUlRU1PSvtrZWURTnqgIPPPCAsnr1aiUnJ0dZtGiRMmDAACUtLU1pbGw8rdry7LPPKvPnz1eysrKUjRs3Ktdcc43i4+Oj7Ny506W9Z8prc9jIkSOVq6++2m17e742tbW1yubNm5XNmzcrgPLaa68pmzdvVg4ePKgoiqI88sgjyg033NB0fHZ2tuLn56c8+OCDSmZmpvLWW28pGo1GmTdvXtMxLd0f0byOdv9a+h1sz/f6yXbnnXcqwcHByrJly1z67fr6+qZj7rjjDiUpKUlZsmSJsmHDBmXYsGHKsGHD2rHWJ9YjjzyiLF++XMnJyVG2bdumPPLII4pKpVIWLFigKMrZ3/4zTUfqnzpy36Qo0j8pivRP7aEj9TF/Vmveo8I7WWXPs3Xr1ilarVZ54YUXlH379ilffPGF4ufnp3z++efHfc4OE5BSFEV58803laSkJEWv1ytDhgxR1qxZ07RvzJgxyvTp012O/+abb5SuXbsqer1e6dmzp/Lrr7+67Hc4HMqTTz6pREdHKwaDQZkwYYKyZ8+eU9EURVHa1p7k5GQFcPv39NNPK4qiKPX19cq5556rREZGKjqdTklOTlZuu+22U9bBt6Ut9913X9Ox0dHRyuTJk5VNmza5nO9Mem0URVF2796tAE0PMUdrz9dm6dKlHn9vDtd/+vTpypgxY9zK9OvXT9Hr9UqnTp2Ujz76yO28zd0f0bKOdP9a+h1s7/f6yeSp3YDLe6qhoUH561//qoSGhip+fn7KpZdeqhQVFbVfpU+wm2++WUlOTlb0er0SGRmpTJgwwaWfPNvbfybqKP1TR+6bFEX6J0WR/qm9dJQ+5s9qzXtUeCcBKe9++eUXpVevXorBYFDS09OVd99990+dT6UoinL846uEEEIIIYQQQgghhGibDpFDSgghhBBCCCGEEEKcPiQgJYQQQgghhBBCCCFOKQlICSGEEEIIIYQQQohTSgJSQgghhBBCCCGEEOKUkoCUEEIIIYQQQgghhDilJCAlhBBCCCGEEEIIIU4pCUgJIYQQQgghhBBCiFNKAlJCCCGEEEIIIYQQ4pSSgJQQQgghhBBCCCGEOKUkICXOCHa7neHDh3PZZZe5bK+pqSExMZHHH3+8nWomhOjopH8SQpyupH8SQpyupH8SACpFUZT2roQQrbF371769evHe++9x9SpUwGYNm0aW7duZf369ej1+nauoRCio5L+SQhxupL+SQhxupL+SUhASpxR3njjDZ555hl27tzJunXruPLKK1m/fj19+/Zt76oJITo46Z+EEKcr6Z+EEKcr6Z86NglIiTOKoiiMHz8ejUbD9u3bueeee3jiiSfau1pCCCH9kxDitCX9kxDidCX9U8cmASlxxtm9ezfdu3end+/ebNq0Ca1W295VEkIIQPonIcTpS/onIcTpSvqnjkuSmoszzocffoifnx85OTnk5+e3d3WEEKKJ9E9CiNOV9E9CiNOV9E8dl4yQEmeUP/74gzFjxrBgwQKef/55ABYtWoRKpWrnmgkhOjrpn4QQpyvpn4QQpyvpnzo2GSElzhj19fXceOON3HnnnYwbN44PPviAdevWMXPmzPaumhCig5P+SQhxupL+SQhxupL+ScgIKXHGuPfee5k7dy5bt27Fz88PgHfeeYcHHniA7du3k5KS0r4VFEJ0WNI/CSFOV9I/CSFOV9I/CQlIiTPC8uXLmTBhAsuWLWPkyJEu+yZNmoTNZpOhnUKIdiH9kxDidCX9kxDidCX9kwAJSAkhhBBCCCGEEEKIU0xySAkhhBBCCCGEEEKIU0oCUkIIIYQQQgghhBDilJKAlBBCCCGEEEIIIYQ4pSQgJYQQQgghhBBCCCFOKQlICSGEEEIIIYQQQohTSgJSQgghhBBCCCGEEOKUkoCUEEIIIYQQQgghhDilJCAlhBBCCCGEEEIIIU4pCUgJIYQQQgghhBBCiFNKAlJCCCGEEEIIIYQQ4pSSgJQQQgghhBBCCCGEOKUkICWEEEIIIYQQQgghTqn/B4ZU0Dms2dn+AAAAAElFTkSuQmCC"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15871,7 +15871,7 @@ <h2 id="Construct-a-StaggeredGrid">Construct a <code>StaggeredGrid</code><a clas
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -16228,7 +16228,7 @@ <h2 id="Plot-Optimization-Trajectories">Plot Optimization Trajectories<a class="
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_2242/1489350838.py:9: UserWarning: bounds argument is deprecated since 2.5 and will be ignored.
+<pre>/tmp/ipykernel_2176/1489350838.py:9: UserWarning: bounds argument is deprecated since 2.5 and will be ignored.
   segments.append(PointCloud(start, end - start, bounds=Box(x=2*PI, y=2*PI)))
 </pre>
 </div>
@@ -17017,8 +17017,8 @@ <h2 id="Neural-Network-Training">Neural Network Training<a class="anchor-link" h
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
-<pre>Initial loss: <span class="ansi-green-intense-fg">(batchᵇ=100)</span> <span class="ansi-blue-intense-fg">0.246 ± 0.198</span> <span class="ansi-white-fg">(7e-08...6e-01)</span>
-Final loss: <span class="ansi-green-intense-fg">(batchᵇ=100)</span> <span class="ansi-blue-intense-fg">0.095 ± 0.076</span> <span class="ansi-white-fg">(1e-05...2e-01)</span>
+<pre>Initial loss: <span class="ansi-green-intense-fg">(batchᵇ=100)</span> <span class="ansi-blue-intense-fg">0.206 ± 0.169</span> <span class="ansi-white-fg">(2e-05...5e-01)</span>
+Final loss: <span class="ansi-green-intense-fg">(batchᵇ=100)</span> <span class="ansi-blue-intense-fg">0.060 ± 0.048</span> <span class="ansi-white-fg">(6e-06...2e-01)</span>
 </pre>
 </div>
 </div>
diff --git a/Fluid_Simulation.html b/Fluid_Simulation.html
index f02eebb3e..500bd05eb 100644
--- a/Fluid_Simulation.html
+++ b/Fluid_Simulation.html
@@ -15448,12 +15448,12 @@ <h2 id="Operator-Splitting">Operator Splitting<a class="anchor-link" href="#Oper
 
 
 
-<div id="d286690b-ca42-4500-be5f-8e2f0a7232fe" class="jupyter-widgets jp-OutputArea-output ">
+<div id="8c8e29ce-3c6f-4c96-84c3-343d808425d0" class="jupyter-widgets jp-OutputArea-output ">
 <script type="text/javascript">
-var element = document.getElementById('d286690b-ca42-4500-be5f-8e2f0a7232fe');
+var element = document.getElementById('8c8e29ce-3c6f-4c96-84c3-343d808425d0');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
-{"version_major": 2, "version_minor": 0, "model_id": "5a73541daacc4f378f1a6e589b075cb5"}
+{"version_major": 2, "version_minor": 0, "model_id": "8123e392c3374d91ac033b6fd12c44e6"}
 </script>
 </div>
 
@@ -19094,12 +19094,12 @@ <h2 id="Higher-Order-Simulations">Higher-Order Simulations<a class="anchor-link"
 
 
 
-<div id="a7a0d7f1-9f91-4ccf-b985-7b6571106aad" class="jupyter-widgets jp-OutputArea-output ">
+<div id="499f0e01-8a4e-4eb7-8d18-908f63117a3b" class="jupyter-widgets jp-OutputArea-output ">
 <script type="text/javascript">
-var element = document.getElementById('a7a0d7f1-9f91-4ccf-b985-7b6571106aad');
+var element = document.getElementById('499f0e01-8a4e-4eb7-8d18-908f63117a3b');
 </script>
 <script type="application/vnd.jupyter.widget-view+json">
-{"version_major": 2, "version_minor": 0, "model_id": "a4136bdae78e4dd284bc67164d4ed80e"}
+{"version_major": 2, "version_minor": 0, "model_id": "fd3be56ce3ba45b39e6123a3962ebad0"}
 </script>
 </div>
 
@@ -22689,7 +22689,7 @@ <h2 id="Further-Reading">Further Reading<a class="anchor-link" href="#Further-Re
 
 
 <script type="application/vnd.jupyter.widget-state+json">
-{"state": {"bb95b47c10774e04846b8d5d2afbd7c0": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "103c67f0872a4ecf841e1b5ddc06df0c": {"model_name": "ProgressStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "bar_color": null, "description_width": ""}}, "88570c87e5714d22963efeb763fed7cb": {"model_name": "FloatProgressModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_bb95b47c10774e04846b8d5d2afbd7c0", "max": 100.0, "min": 0.0, "orientation": "horizontal", "style": "IPY_MODEL_103c67f0872a4ecf841e1b5ddc06df0c", "tabbable": null, "tooltip": null, "value": 100.0}}, "7b2b271fb569466d8aa184a8a8e7a994": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "75f9c773f06345f9b8952c929939a34a": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "005da2b5baea4deabbeb9d9337964653": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_7b2b271fb569466d8aa184a8a8e7a994", "placeholder": "\u200b", "style": "IPY_MODEL_75f9c773f06345f9b8952c929939a34a", "tabbable": null, "tooltip": null, "value": "100%"}}, "50afbb56df264296ba6fac533f5df09f": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "fcde641142904124982a72ffb5460790": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "97e538d6ccbe4f4aa59f4014d01fc290": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_50afbb56df264296ba6fac533f5df09f", "placeholder": "\u200b", "style": "IPY_MODEL_fcde641142904124982a72ffb5460790", "tabbable": null, "tooltip": null, "value": "\u2007100/100\u2007[00:26&amp;lt;00:00,\u2007\u20073.42it/s]"}}, "38394acc8f3d4679977b150a519af5ec": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "5a73541daacc4f378f1a6e589b075cb5": {"model_name": "HBoxModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HBoxView", "box_style": "", "children": ["IPY_MODEL_005da2b5baea4deabbeb9d9337964653", "IPY_MODEL_88570c87e5714d22963efeb763fed7cb", "IPY_MODEL_97e538d6ccbe4f4aa59f4014d01fc290"], "layout": "IPY_MODEL_38394acc8f3d4679977b150a519af5ec", "tabbable": null, "tooltip": null}}, "1fed1569c858497498ef6f0cda2dd668": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "8a89538391ff4fb6923fe5dedc16040d": {"model_name": "ProgressStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "bar_color": null, "description_width": ""}}, "11b3874d3f98491abd71db1e4f8b6c28": {"model_name": "FloatProgressModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_1fed1569c858497498ef6f0cda2dd668", "max": 100.0, "min": 0.0, "orientation": "horizontal", "style": "IPY_MODEL_8a89538391ff4fb6923fe5dedc16040d", "tabbable": null, "tooltip": null, "value": 100.0}}, "2631127d5b204cbeb7903e3388f381c4": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "da15ecfbfd2048fc9d8b3f4a55e4cec4": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "f5715e277f31498ca38569c153d4853f": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_2631127d5b204cbeb7903e3388f381c4", "placeholder": "\u200b", "style": "IPY_MODEL_da15ecfbfd2048fc9d8b3f4a55e4cec4", "tabbable": null, "tooltip": null, "value": "100%"}}, "43ec53f95ae940eab85dbb7f7371ca5f": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "5c7a22f7d56248f39dc7552f90b17735": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "6aa568a53823474a9dff050ca5370c04": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_43ec53f95ae940eab85dbb7f7371ca5f", "placeholder": "\u200b", "style": "IPY_MODEL_5c7a22f7d56248f39dc7552f90b17735", "tabbable": null, "tooltip": null, "value": "\u2007100/100\u2007[06:53&amp;lt;00:00,\u2007\u20073.55s/it]"}}, "5a429a2d3fd242f4ba271a3f3cf3eea5": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "a4136bdae78e4dd284bc67164d4ed80e": {"model_name": "HBoxModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HBoxView", "box_style": "", "children": ["IPY_MODEL_f5715e277f31498ca38569c153d4853f", "IPY_MODEL_11b3874d3f98491abd71db1e4f8b6c28", "IPY_MODEL_6aa568a53823474a9dff050ca5370c04"], "layout": "IPY_MODEL_5a429a2d3fd242f4ba271a3f3cf3eea5", "tabbable": null, "tooltip": null}}}, "version_major": 2, "version_minor": 0}
+{"state": {"8cd4dc9cbe9d4c2b891cef9d788367d5": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "1aa702cf8d4e47c2a3743e17065c78ef": {"model_name": "ProgressStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "bar_color": null, "description_width": ""}}, "93cb8ddab87f4e149773b8473ea1d4dc": {"model_name": "FloatProgressModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_8cd4dc9cbe9d4c2b891cef9d788367d5", "max": 100.0, "min": 0.0, "orientation": "horizontal", "style": "IPY_MODEL_1aa702cf8d4e47c2a3743e17065c78ef", "tabbable": null, "tooltip": null, "value": 100.0}}, "27ea4e43288b4c6ab05287715f96e90c": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "d6e4009be8a44e5f816f2dd4f966eb57": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "3d02608d7b4b4428b0a6a25ea01d85e3": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_27ea4e43288b4c6ab05287715f96e90c", "placeholder": "\u200b", "style": "IPY_MODEL_d6e4009be8a44e5f816f2dd4f966eb57", "tabbable": null, "tooltip": null, "value": "100%"}}, "a0df9ceeab114ef6b7f1f2245cf30d29": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "9f07b2ac5d914d0f96b336995d7258be": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "70f25b57fd344308b940f148d1d14c81": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_a0df9ceeab114ef6b7f1f2245cf30d29", "placeholder": "\u200b", "style": "IPY_MODEL_9f07b2ac5d914d0f96b336995d7258be", "tabbable": null, "tooltip": null, "value": "\u2007100/100\u2007[00:26&amp;lt;00:00,\u2007\u20073.36it/s]"}}, "6a5c5bf17c2e41f9a33da031b3d772d1": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "8123e392c3374d91ac033b6fd12c44e6": {"model_name": "HBoxModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HBoxView", "box_style": "", "children": ["IPY_MODEL_3d02608d7b4b4428b0a6a25ea01d85e3", "IPY_MODEL_93cb8ddab87f4e149773b8473ea1d4dc", "IPY_MODEL_70f25b57fd344308b940f148d1d14c81"], "layout": "IPY_MODEL_6a5c5bf17c2e41f9a33da031b3d772d1", "tabbable": null, "tooltip": null}}, "e650d89d4ca54ca493dacc5903ec7bdc": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "9ff66c1d2ba54dfda23df4d4fc2592b8": {"model_name": "ProgressStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "bar_color": null, "description_width": ""}}, "1ae895fd30104615938ce5207b38d987": {"model_name": "FloatProgressModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_e650d89d4ca54ca493dacc5903ec7bdc", "max": 100.0, "min": 0.0, "orientation": "horizontal", "style": "IPY_MODEL_9ff66c1d2ba54dfda23df4d4fc2592b8", "tabbable": null, "tooltip": null, "value": 100.0}}, "acb792c305dc477f9aa328cdfa7f5d2d": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "99304d1f0cb3400d88013f6a7aff11a1": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "ae1f7e5b47594c7e9e718d586ff68554": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_acb792c305dc477f9aa328cdfa7f5d2d", "placeholder": "\u200b", "style": "IPY_MODEL_99304d1f0cb3400d88013f6a7aff11a1", "tabbable": null, "tooltip": null, "value": "100%"}}, "79f60364e9f3451db1849fc332c21988": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "ecbc52f0579046f7b6c4e7c70b3dc7bb": {"model_name": "HTMLStyleModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "StyleView", "background": null, "description_width": "", "font_size": null, "text_color": null}}, "93d7aeb875184d05aba27549dbdb87c6": {"model_name": "HTMLModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HTMLView", "description": "", "description_allow_html": false, "layout": "IPY_MODEL_79f60364e9f3451db1849fc332c21988", "placeholder": "\u200b", "style": "IPY_MODEL_ecbc52f0579046f7b6c4e7c70b3dc7bb", "tabbable": null, "tooltip": null, "value": "\u2007100/100\u2007[06:50&amp;lt;00:00,\u2007\u20073.49s/it]"}}, "5afc7058b77042e980a38098c92e3291": {"model_name": "LayoutModel", "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "state": {"_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null}}, "fd3be56ce3ba45b39e6123a3962ebad0": {"model_name": "HBoxModel", "model_module": "@jupyter-widgets/controls", "model_module_version": "2.0.0", "state": {"_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "2.0.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "2.0.0", "_view_name": "HBoxView", "box_style": "", "children": ["IPY_MODEL_ae1f7e5b47594c7e9e718d586ff68554", "IPY_MODEL_1ae895fd30104615938ce5207b38d987", "IPY_MODEL_93d7aeb875184d05aba27549dbdb87c6"], "layout": "IPY_MODEL_5afc7058b77042e980a38098c92e3291", "tabbable": null, "tooltip": null}}}, "version_major": 2, "version_minor": 0}
 </script>
 
 
diff --git a/Heightmaps.html b/Heightmaps.html
index bf83a881b..d8cafb1da 100644
--- a/Heightmaps.html
+++ b/Heightmaps.html
@@ -15501,17 +15501,6 @@ <h1 id="Heightmaps">Heightmaps<a class="anchor-link" href="#Heightmaps">&#182;</
     <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 
 
-<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phiml/backend/_backend.py:1679: RuntimeWarning: invalid value encountered in power
-  return base ** exp
-</pre>
-</div>
-</div>
-<div class="jp-OutputArea-child">
-    
-    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
-
-
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
 <pre>
 <span class="ansi-red-fg">---------------------------------------------------------------------------</span>
@@ -15554,7 +15543,7 @@ <h1 id="Heightmaps">Heightmaps<a class="anchor-link" href="#Heightmaps">&#182;</
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15682,7 +15671,7 @@ <h2 id="2D-Heightmaps">2D Heightmaps<a class="anchor-link" href="#2D-Heightmaps"
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_2768/959595594.py:2: DeprecationWarning: phiml.math.vec_squared is deprecated in favor of phiml.math.squared_norm
+<pre>/tmp/ipykernel_2752/959595594.py:2: DeprecationWarning: phiml.math.vec_squared is deprecated in favor of phiml.math.squared_norm
   height = CenteredGrid(lambda pos: math.exp(-math.vec_squared(pos-1) * 3), 0, bounds[&#39;x,y&#39;], x=10, y=10).values
 </pre>
 </div>
@@ -15725,9 +15714,9 @@ <h2 id="2D-Heightmaps">2D Heightmaps<a class="anchor-link" href="#2D-Heightmaps"
 
 
 <div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output " data-mime-type="text/html">
-<div>                            <div id="e77bce96-6e1e-4244-8206-9b9a1d3295fd" class="plotly-graph-div" style="height:525px; width:100%;"></div>            <script type="text/javascript">                require(["plotly"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById("e77bce96-6e1e-4244-8206-9b9a1d3295fd")) {                    Plotly.newPlot(                        "e77bce96-6e1e-4244-8206-9b9a1d3295fd",                        [{"line":{"color":"rgb(31, 119, 180)","width":2},"mode":"markers+lines","opacity":1.0,"x":[0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.6666667461395264,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.0,1.0,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.0,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.4444444179534912,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.6666667461395264,null],"y":[0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,null,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,1.8888888359069824,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,1.0,1.0,1.0,1.0,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.0,null,1.2222223281860352,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.2222223281860352,null,1.0,1.0,1.0,1.0,1.4444444179534912,1.4444444179534912,1.2222223281860352,1.0,1.0,null,1.6666667461395264,1.4444444179534912,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.8888888359069824,1.8888888359069824,null,1.6666667461395264,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,null],"z":[0.025275003165006638,0.05582558363676071,0.09823016822338104,0.13782274723052979,0.15428254008293152,0.13782274723052979,0.09823018312454224,0.055825620889663696,0.025275014340877533,null,0.05582558736205101,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696364879608154,0.12330356240272522,0.0558256134390831,null,0.09823016077280045,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.09823019057512283,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.30441296100616455,0.13782279193401337,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,0.13782280683517456,null,0.09823018312454224,0.21696366369724274,0.3817670941352844,0.5356419086456299,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637680053711,0.09823022037744522,null,0.055825620889663696,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.1233036145567894,0.05582563951611519,null,0.025275014340877533,0.0558256134390831,0.09823018312454224,0.13782277703285217,0.1542825996875763,0.13782280683517456,0.09823022037744522,0.05582563579082489,0.02527501992881298,null,0.05582558736205101,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696364879608154,0.12330356240272522,0.0558256134390831,null,0.12330349534749985,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.12330356240272522,null,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356418490409851,0.3817670941352844,0.21696370840072632,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.30441296100616455,null,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996121168136597,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.5996122360229492,0.3407682180404663,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,null,0.21696366369724274,0.3817670941352844,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.381767213344574,0.2169637680053711,null,0.12330356240272522,0.21696370840072632,0.3817670941352844,0.5356419086456299,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637829065323,0.1233036145567894,null,0.0558256134390831,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.1233036145567894,0.05582563579082489,null,0.05582558736205101,0.025275003165006638,0.05582558363676071,0.15428254008293152,0.13782274723052979,0.15428254008293152,0.055825620889663696,0.025275014340877533,0.055825620889663696,null,0.025275003165006638,0.05582558736205101,0.09823016822338104,0.34076806902885437,0.15428254008293152,0.34076806902885437,0.09823018312454224,0.0558256134390831,0.025275014340877533,null,0.05582558736205101,0.09823016077280045,0.21696361899375916,0.5996121168136597,0.34076806902885437,0.5996121168136597,0.21696370840072632,0.09823019057512283,0.0558256134390831,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996121168136597,0.8412914276123047,0.30441296100616455,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,0.13782280683517456,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.5356419682502747,0.3044130206108093,0.3407682180404663,0.1542825996875763,null,0.055825620889663696,0.09823018312454224,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.09823022037744522,0.05582563951611519,null,0.025275014340877533,0.0558256134390831,0.09823018312454224,0.3407682180404663,0.1542825996875763,0.3407682180404663,0.09823022037744522,0.05582563579082489,0.02527501992881298,null,0.055825620889663696,0.025275014340877533,0.0558256134390831,0.1542825996875763,0.13782280683517456,0.1542825996875763,0.05582563579082489,0.02527501992881298,0.05582563579082489,null],"type":"scatter3d","scene":"scene"},{"line":{"color":"rgb(31, 119, 180)","width":2},"mode":"markers+lines","opacity":1.0,"x":[0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,0.7777777910232544,0.7777777910232544,0.7777777910232544,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.0,1.0,1.0,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,1.8888888359069824,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,null,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,null,0.3333333432674408,0.5555555820465088,0.3333333432674408,0.5555555820465088,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,1.0,1.0,1.0,0.7777777910232544,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.0,null,1.2222223281860352,1.0,1.0,1.0,0.7777777910232544,1.0,1.0,1.0,1.2222223281860352,null,1.0,1.0,1.0,1.0,1.4444444179534912,1.2222223281860352,1.2222223281860352,1.0,1.0,null,1.6666667461395264,1.4444444179534912,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.6666667461395264,1.8888888359069824,null,1.6666667461395264,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.6666667461395264,null],"y":[0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.6666667461395264,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,1.0,1.0,1.0,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.4444444179534912,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.4444444179534912,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.8888888359069824,null],"z":[0.025275003165006638,0.05582558736205101,0.09823016077280045,0.13782274723052979,0.15428254008293152,0.13782274723052979,0.09823018312454224,0.055825620889663696,0.025275014340877533,null,0.05582558363676071,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696366369724274,0.12330356240272522,0.0558256134390831,null,0.09823016822338104,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.09823018312454224,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419086456299,0.30441296100616455,0.13782277703285217,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,0.13782280683517456,null,0.09823018312454224,0.21696364879608154,0.3817670941352844,0.5356419682502747,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637829065323,0.09823022037744522,null,0.055825620889663696,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637680053711,0.1233036145567894,0.05582563579082489,null,0.025275014340877533,0.0558256134390831,0.09823019057512283,0.13782279193401337,0.1542825996875763,0.13782280683517456,0.09823022037744522,0.05582563951611519,0.02527501992881298,null,0.05582558736205101,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696366369724274,0.12330356240272522,0.0558256134390831,null,0.12330349534749985,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.12330356240272522,null,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356418490409851,0.3817670941352844,0.21696370840072632,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.7515373229980469,0.5356419086456299,0.30441296100616455,null,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.8412914276123047,0.5996122360229492,0.3407682180404663,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,null,0.21696364879608154,0.3817670941352844,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.381767213344574,0.2169637829065323,null,0.12330356240272522,0.21696370840072632,0.3817670941352844,0.5356419682502747,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637829065323,0.1233036145567894,null,0.0558256134390831,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637680053711,0.1233036145567894,0.05582563579082489,null,0.05582558736205101,0.025275003165006638,0.05582558736205101,0.15428254008293152,0.13782274723052979,0.15428254008293152,0.055825620889663696,0.025275014340877533,0.055825620889663696,null,0.025275003165006638,0.05582558736205101,0.09823016077280045,0.34076806902885437,0.15428254008293152,0.34076806902885437,0.09823018312454224,0.0558256134390831,0.025275014340877533,null,0.05582558363676071,0.09823016822338104,0.21696361899375916,0.5996121168136597,0.34076806902885437,0.5996121168136597,0.21696370840072632,0.09823018312454224,0.0558256134390831,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996121168136597,0.8412914276123047,0.30441296100616455,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,0.13782280683517456,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.5356419682502747,0.3044130206108093,0.3407682180404663,0.1542825996875763,null,0.055825620889663696,0.09823018312454224,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.09823022037744522,0.05582563579082489,null,0.025275014340877533,0.0558256134390831,0.09823019057512283,0.3407682180404663,0.1542825996875763,0.3407682180404663,0.09823022037744522,0.05582563579082489,0.02527501992881298,null,0.055825620889663696,0.025275014340877533,0.0558256134390831,0.1542825996875763,0.13782280683517456,0.1542825996875763,0.05582563951611519,0.02527501992881298,0.05582563579082489,null],"type":"scatter3d","scene":"scene"}],                        {"template":{"data":{"histogram2dcontour":[{"type":"histogram2dcontour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"choropleth":[{"type":"choropleth","colorbar":{"outlinewidth":0,"ticks":""}}],"histogram2d":[{"type":"histogram2d","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmap":[{"type":"heatmap","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmapgl":[{"type":"heatmapgl","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"contourcarpet":[{"type":"contourcarpet","colorbar":{"outlinewidth":0,"ticks":""}}],"contour":[{"type":"contour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"surface":[{"type":"surface","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"mesh3d":[{"type":"mesh3d","colorbar":{"outlinewidth":0,"ticks":""}}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"parcoords":[{"type":"parcoords","line":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolargl":[{"type":"scatterpolargl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"scattergeo":[{"type":"scattergeo","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolar":[{"type":"scatterpolar","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"scattergl":[{"type":"scattergl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatter3d":[{"type":"scatter3d","line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattermapbox":[{"type":"scattermapbox","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterternary":[{"type":"scatterternary","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattercarpet":[{"type":"scattercarpet","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"pie":[{"automargin":true,"type":"pie"}]},"layout":{"autotypenumbers":"strict","colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"hovermode":"closest","hoverlabel":{"align":"left"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"bgcolor":"#E5ECF6","angularaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"ternary":{"bgcolor":"#E5ECF6","aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"sequential":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"sequentialminus":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]]},"xaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"yaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"geo":{"bgcolor":"white","landcolor":"#E5ECF6","subunitcolor":"white","showland":true,"showlakes":true,"lakecolor":"white"},"title":{"x":0.05},"mapbox":{"style":"light"}}},"scene":{"domain":{"x":[0.0,1.0],"y":[0.0,1.0]},"xaxis":{"title":{"text":"x"},"range":[-0.10000002384185791,2.0999999046325684]},"yaxis":{"title":{"text":"y"},"range":[-0.10000002384185791,2.0999999046325684]},"zaxis":{"title":{"text":"z"},"range":[-0.044235020875930786,0.9887170791625977]},"aspectmode":"manual","aspectratio":{"x":1.3421753817212907,"y":1.3421753817212907,"z":0.6301831473832873}}},                        {"responsive": true}                    ).then(function(){
+<div>                            <div id="e5c0b92e-dc93-4a8c-b0d3-d92f9d5ae53a" class="plotly-graph-div" style="height:525px; width:100%;"></div>            <script type="text/javascript">                require(["plotly"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById("e5c0b92e-dc93-4a8c-b0d3-d92f9d5ae53a")) {                    Plotly.newPlot(                        "e5c0b92e-dc93-4a8c-b0d3-d92f9d5ae53a",                        [{"line":{"color":"rgb(31, 119, 180)","width":2},"mode":"markers+lines","opacity":1.0,"x":[0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.6666667461395264,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.0,1.0,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.0,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.4444444179534912,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.6666667461395264,null],"y":[0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,null,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,1.8888888359069824,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,1.0,1.0,1.0,1.0,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.0,null,1.2222223281860352,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.2222223281860352,null,1.0,1.0,1.0,1.0,1.4444444179534912,1.4444444179534912,1.2222223281860352,1.0,1.0,null,1.6666667461395264,1.4444444179534912,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.8888888359069824,1.8888888359069824,null,1.6666667461395264,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,null],"z":[0.025275003165006638,0.05582558363676071,0.09823016822338104,0.13782274723052979,0.15428254008293152,0.13782274723052979,0.09823018312454224,0.055825620889663696,0.025275014340877533,null,0.05582558736205101,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696364879608154,0.12330356240272522,0.0558256134390831,null,0.09823016077280045,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.09823019057512283,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.30441296100616455,0.13782279193401337,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,0.13782280683517456,null,0.09823018312454224,0.21696366369724274,0.3817670941352844,0.5356419086456299,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637680053711,0.09823022037744522,null,0.055825620889663696,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.1233036145567894,0.05582563951611519,null,0.025275014340877533,0.0558256134390831,0.09823018312454224,0.13782277703285217,0.1542825996875763,0.13782280683517456,0.09823022037744522,0.05582563579082489,0.02527501992881298,null,0.05582558736205101,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696364879608154,0.12330356240272522,0.0558256134390831,null,0.12330349534749985,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.12330356240272522,null,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356418490409851,0.3817670941352844,0.21696370840072632,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.30441296100616455,null,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996121168136597,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.5996122360229492,0.3407682180404663,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,null,0.21696366369724274,0.3817670941352844,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.381767213344574,0.2169637680053711,null,0.12330356240272522,0.21696370840072632,0.3817670941352844,0.5356419086456299,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637829065323,0.1233036145567894,null,0.0558256134390831,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.1233036145567894,0.05582563579082489,null,0.05582558736205101,0.025275003165006638,0.05582558363676071,0.15428254008293152,0.13782274723052979,0.15428254008293152,0.055825620889663696,0.025275014340877533,0.055825620889663696,null,0.025275003165006638,0.05582558736205101,0.09823016822338104,0.34076806902885437,0.15428254008293152,0.34076806902885437,0.09823018312454224,0.0558256134390831,0.025275014340877533,null,0.05582558736205101,0.09823016077280045,0.21696361899375916,0.5996121168136597,0.34076806902885437,0.5996121168136597,0.21696370840072632,0.09823019057512283,0.0558256134390831,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996121168136597,0.8412914276123047,0.30441296100616455,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,0.13782280683517456,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.5356419682502747,0.3044130206108093,0.3407682180404663,0.1542825996875763,null,0.055825620889663696,0.09823018312454224,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.09823022037744522,0.05582563951611519,null,0.025275014340877533,0.0558256134390831,0.09823018312454224,0.3407682180404663,0.1542825996875763,0.3407682180404663,0.09823022037744522,0.05582563579082489,0.02527501992881298,null,0.055825620889663696,0.025275014340877533,0.0558256134390831,0.1542825996875763,0.13782280683517456,0.1542825996875763,0.05582563579082489,0.02527501992881298,0.05582563579082489,null],"type":"scatter3d","scene":"scene"},{"line":{"color":"rgb(31, 119, 180)","width":2},"mode":"markers+lines","opacity":1.0,"x":[0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,0.3333333432674408,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.5555555820465088,0.5555555820465088,0.5555555820465088,null,0.7777777910232544,0.7777777910232544,0.7777777910232544,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.7777777910232544,0.7777777910232544,0.7777777910232544,null,1.0,1.0,1.0,0.7777777910232544,0.7777777910232544,0.7777777910232544,1.0,1.0,1.0,null,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.0,1.0,1.0,1.2222223281860352,1.2222223281860352,1.2222223281860352,null,1.4444444179534912,1.4444444179534912,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.4444444179534912,null,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,1.8888888359069824,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,null,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.1111111119389534,null,0.1111111119389534,0.1111111119389534,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,0.3333333432674408,0.1111111119389534,null,0.3333333432674408,0.5555555820465088,0.3333333432674408,0.5555555820465088,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.5555555820465088,0.3333333432674408,null,1.0,1.0,1.0,0.7777777910232544,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.0,null,1.2222223281860352,1.0,1.0,1.0,0.7777777910232544,1.0,1.0,1.0,1.2222223281860352,null,1.0,1.0,1.0,1.0,1.4444444179534912,1.2222223281860352,1.2222223281860352,1.0,1.0,null,1.6666667461395264,1.4444444179534912,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.6666667461395264,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.6666667461395264,1.8888888359069824,1.6666667461395264,1.8888888359069824,null,1.6666667461395264,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.8888888359069824,1.6666667461395264,null],"y":[0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.7777777910232544,0.7777777910232544,1.0,1.2222223281860352,1.2222223281860352,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.4444444179534912,1.6666667461395264,null,0.3333333432674408,0.5555555820465088,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.6666667461395264,null,0.3333333432674408,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.4444444179534912,1.6666667461395264,1.8888888359069824,null,0.3333333432674408,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.6666667461395264,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,1.0,1.0,1.0,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.4444444179534912,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,0.7777777910232544,1.0,1.4444444179534912,1.6666667461395264,1.6666667461395264,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.5555555820465088,0.7777777910232544,1.0,1.2222223281860352,1.6666667461395264,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.3333333432674408,0.5555555820465088,1.0,1.0,1.0,1.4444444179534912,1.8888888359069824,1.8888888359069824,null,0.1111111119389534,0.1111111119389534,0.3333333432674408,1.0,1.2222223281860352,1.0,1.6666667461395264,1.8888888359069824,1.8888888359069824,null],"z":[0.025275003165006638,0.05582558736205101,0.09823016077280045,0.13782274723052979,0.15428254008293152,0.13782274723052979,0.09823018312454224,0.055825620889663696,0.025275014340877533,null,0.05582558363676071,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696366369724274,0.12330356240272522,0.0558256134390831,null,0.09823016822338104,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.09823018312454224,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419086456299,0.30441296100616455,0.13782277703285217,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,0.13782280683517456,null,0.09823018312454224,0.21696364879608154,0.3817670941352844,0.5356419682502747,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637829065323,0.09823022037744522,null,0.055825620889663696,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637680053711,0.1233036145567894,0.05582563579082489,null,0.025275014340877533,0.0558256134390831,0.09823019057512283,0.13782279193401337,0.1542825996875763,0.13782280683517456,0.09823022037744522,0.05582563951611519,0.02527501992881298,null,0.05582558736205101,0.12330349534749985,0.21696361899375916,0.304412841796875,0.34076806902885437,0.304412841796875,0.21696366369724274,0.12330356240272522,0.0558256134390831,null,0.12330349534749985,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.3817670941352844,0.21696370840072632,0.12330356240272522,null,0.21696361899375916,0.38176703453063965,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356418490409851,0.3817670941352844,0.21696370840072632,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.5356418490409851,0.5996121168136597,0.5356418490409851,0.7515373229980469,0.5356419086456299,0.30441296100616455,null,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.8412914276123047,0.5996122360229492,0.3407682180404663,null,0.304412841796875,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.9417645931243896,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.3044130206108093,null,0.21696364879608154,0.3817670941352844,0.5356418490409851,0.7515373229980469,0.8412914276123047,0.7515373229980469,0.5356419682502747,0.381767213344574,0.2169637829065323,null,0.12330356240272522,0.21696370840072632,0.3817670941352844,0.5356419682502747,0.5996122360229492,0.5356419682502747,0.381767213344574,0.2169637829065323,0.1233036145567894,null,0.0558256134390831,0.12330356240272522,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637680053711,0.1233036145567894,0.05582563579082489,null,0.05582558736205101,0.025275003165006638,0.05582558736205101,0.15428254008293152,0.13782274723052979,0.15428254008293152,0.055825620889663696,0.025275014340877533,0.055825620889663696,null,0.025275003165006638,0.05582558736205101,0.09823016077280045,0.34076806902885437,0.15428254008293152,0.34076806902885437,0.09823018312454224,0.0558256134390831,0.025275014340877533,null,0.05582558363676071,0.09823016822338104,0.21696361899375916,0.5996121168136597,0.34076806902885437,0.5996121168136597,0.21696370840072632,0.09823018312454224,0.0558256134390831,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996121168136597,0.8412914276123047,0.30441296100616455,0.3407682180404663,0.1542825996875763,null,0.13782274723052979,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.3407682180404663,0.1542825996875763,0.13782280683517456,null,0.15428254008293152,0.34076806902885437,0.5996121168136597,0.8412914276123047,0.5996122360229492,0.5356419682502747,0.3044130206108093,0.3407682180404663,0.1542825996875763,null,0.055825620889663696,0.09823018312454224,0.21696370840072632,0.30441296100616455,0.3407682180404663,0.3044130206108093,0.2169637829065323,0.09823022037744522,0.05582563579082489,null,0.025275014340877533,0.0558256134390831,0.09823019057512283,0.3407682180404663,0.1542825996875763,0.3407682180404663,0.09823022037744522,0.05582563579082489,0.02527501992881298,null,0.055825620889663696,0.025275014340877533,0.0558256134390831,0.1542825996875763,0.13782280683517456,0.1542825996875763,0.05582563951611519,0.02527501992881298,0.05582563579082489,null],"type":"scatter3d","scene":"scene"}],                        {"template":{"data":{"histogram2dcontour":[{"type":"histogram2dcontour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"choropleth":[{"type":"choropleth","colorbar":{"outlinewidth":0,"ticks":""}}],"histogram2d":[{"type":"histogram2d","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmap":[{"type":"heatmap","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmapgl":[{"type":"heatmapgl","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"contourcarpet":[{"type":"contourcarpet","colorbar":{"outlinewidth":0,"ticks":""}}],"contour":[{"type":"contour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"surface":[{"type":"surface","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"mesh3d":[{"type":"mesh3d","colorbar":{"outlinewidth":0,"ticks":""}}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"parcoords":[{"type":"parcoords","line":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolargl":[{"type":"scatterpolargl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"scattergeo":[{"type":"scattergeo","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolar":[{"type":"scatterpolar","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"scattergl":[{"type":"scattergl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatter3d":[{"type":"scatter3d","line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattermapbox":[{"type":"scattermapbox","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterternary":[{"type":"scatterternary","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattercarpet":[{"type":"scattercarpet","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"pie":[{"automargin":true,"type":"pie"}]},"layout":{"autotypenumbers":"strict","colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"hovermode":"closest","hoverlabel":{"align":"left"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"bgcolor":"#E5ECF6","angularaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"ternary":{"bgcolor":"#E5ECF6","aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"sequential":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"sequentialminus":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]]},"xaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"yaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"geo":{"bgcolor":"white","landcolor":"#E5ECF6","subunitcolor":"white","showland":true,"showlakes":true,"lakecolor":"white"},"title":{"x":0.05},"mapbox":{"style":"light"}}},"scene":{"domain":{"x":[0.0,1.0],"y":[0.0,1.0]},"xaxis":{"title":{"text":"x"},"range":[-0.10000002384185791,2.0999999046325684]},"yaxis":{"title":{"text":"y"},"range":[-0.10000002384185791,2.0999999046325684]},"zaxis":{"title":{"text":"z"},"range":[-0.044235020875930786,0.9887170791625977]},"aspectmode":"manual","aspectratio":{"x":1.3421753817212907,"y":1.3421753817212907,"z":0.6301831473832873}}},                        {"responsive": true}                    ).then(function(){
                             
-var gd = document.getElementById('e77bce96-6e1e-4244-8206-9b9a1d3295fd');
+var gd = document.getElementById('e5c0b92e-dc93-4a8c-b0d3-d92f9d5ae53a');
 var x = new MutationObserver(function (mutations, observer) {{
         var display = window.getComputedStyle(gd).display;
         if (!display || display === 'none') {{
@@ -15854,16 +15843,16 @@ <h2 id="2D-Heightmaps">2D Heightmaps<a class="anchor-link" href="#2D-Heightmaps"
 <span class="ansi-green-intense-fg ansi-bold">    709</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">return</span> DEFAULT_PLOTLY_COLORS[<span style="color: rgb(0,135,0)">int</span>(col) <span style="color: rgb(98,98,98)">%</span> <span style="color: rgb(0,135,0)">len</span>(DEFAULT_PLOTLY_COLORS)]
 <span class="ansi-green-fg">--&gt; 710</span> <span class="ansi-bold" style="color: rgb(0,135,0)">raise</span> <span class="ansi-bold" style="color: rgb(215,95,95)">NotImplementedError</span>(<span style="color: rgb(0,135,0)">type</span>(col), col)
 
-<span class="ansi-red-fg">NotImplementedError</span>: (&lt;class &#39;numpy.ndarray&#39;&gt;, array([3, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 3, 1, 1, 1, 1, 3, 3, 1, 1,
-       1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 3, 1, 1,
-       1, 3, 3, 1, 3, 1, 1, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 1, 3,
-       1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 1, 1, 1, 3, 1, 1, 1, 1, 1, 3, 1, 1,
-       3, 1, 3, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 3, 1, 1, 3, 3, 1,
-       1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 1, 3, 1, 3, 1, 3, 3, 1, 1, 1, 3, 3,
-       3, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 3, 1, 1, 3,
-       1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 3, 3, 1, 1, 1, 3, 1, 1, 1, 1,
-       3, 3, 1, 1, 3, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 3, 3, 1, 1, 1, 1, 1,
-       1, 1], dtype=int32))</pre>
+<span class="ansi-red-fg">NotImplementedError</span>: (&lt;class &#39;numpy.ndarray&#39;&gt;, array([3, 1, 1, 1, 1, 3, 1, 1, 3, 3, 1, 3, 1, 1, 1, 3, 1, 3, 1, 1, 1, 3,
+       3, 1, 1, 1, 1, 1, 1, 3, 3, 1, 1, 3, 3, 1, 3, 3, 1, 1, 1, 1, 1, 1,
+       1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 3, 1, 1, 1,
+       1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+       3, 1, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 1, 1, 1, 1, 3, 3, 1, 3, 1, 3,
+       1, 1, 3, 1, 1, 1, 1, 3, 1, 1, 1, 1, 3, 1, 1, 1, 3, 3, 1, 3, 1, 3,
+       1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 1, 1, 1,
+       1, 3, 1, 3, 1, 1, 1, 1, 1, 3, 1, 1, 1, 3, 1, 3, 1, 1, 1, 3, 1, 1,
+       3, 1, 1, 1, 1, 3, 1, 1, 1, 1, 3, 1, 3, 1, 1, 1, 1, 3, 3, 1, 1, 1,
+       3, 1], dtype=int32))</pre>
 </div>
 </div>
 
diff --git a/IO_with_Scenes.html b/IO_with_Scenes.html
index 720a25f19..6f4c091b7 100644
--- a/IO_with_Scenes.html
+++ b/IO_with_Scenes.html
@@ -15174,7 +15174,7 @@ <h2 id="Writing-Data">Writing Data<a class="anchor-link" href="#Writing-Data">&#
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phi/field/_scene.py:150: RuntimeWarning: Failed to copy calling script to scene during Scene.create(): [Errno 2] No such file or directory: &#39;/tmp/ipykernel_2795/2238997793.py&#39;
+<pre>/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phi/field/_scene.py:150: RuntimeWarning: Failed to copy calling script to scene during Scene.create(): [Errno 2] No such file or directory: &#39;/tmp/ipykernel_2783/2238997793.py&#39;
   warnings.warn(f&#34;Failed to copy calling script to scene during Scene.create(): {err}&#34;, RuntimeWarning)
 </pre>
 </div>
@@ -15303,7 +15303,7 @@ <h2 id="Writing-Data">Writing Data<a class="anchor-link" href="#Writing-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+gAAAHqCAYAAACX9GTGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAPcFJREFUeJzt3XuUXXV5MP7nzCQzuc7A5D5mEsJF7gTLrQGKSckipIogithSDeiPWg0ohCLkfQuYVhzRLhcVskCtiu+7xEtbwEsrSpFAWXJNjICFQPIGMhCScJGZZJLMJOfs3x/ItCMJcxLmO3tP8vmstdfKOXPOc57MPvvMPPM8+7tLWZZlAQAAAOSqJu8EAAAAAAU6AAAAFIICHQAAAApAgQ4AAAAFoEAHAACAAlCgAwAAQAEo0AEAAKAAFOgAAABQAEPyTiC1SqUSa9eujdGjR0epVMo7HQAAgEEly7LYuHFjNDc3R02NHm9Ke3yBvnbt2mhpack7DQAAgEGtra0tJk+enHcae7Q9vkAfPXp0RLz+ZmpoaMg5GwAAgMGlo6MjWlpaemor0tnjC/Q3xtobGhoU6AAAALvJKcPpOYEAAAAACkCBDgAAAAWgQAcAAIACUKADAABAASjQAQAAoAAU6AAAAFAACnQAAAAoAAU6AAAAFIACHQAAAApAgQ4AAAAFoEAHAACAAlCgAwAAQAHkWqDfd999ccYZZ0Rzc3OUSqW444473vSYJ598Mt73vvdFY2NjjBw5Mo477rhYs2bNwCcLAAAACeVaoHd2dsb06dNj8eLFO/z6qlWr4uSTT45DDjkklixZEo899lhcddVVMWzYsAHOFAAAANIqZVmW5Z1ERESpVIrbb789zjrrrJ77PvzhD8fQoUPj//7f/7vbcTs6OqKxsTHa29ujoaGhHzIFAADYe6ipBk5hz0GvVCrxb//2b/HOd74z5syZE+PHj48TTjhhh2Pw/1NXV1d0dHT02gAAAKDohuSdwM5s2LAhNm3aFF/84hfj85//fFx33XVx5513xtlnnx333HNPvPvd797h81pbW2PRokUDnO3uO+jarySNP7SzlDR+TXfS8BERMWRz2iGPzslJw0d2wOa08bO0+zgiYsjQctL4o0dsTRr/3ZNWJo1/wLANSeNHRHz1v2YljV8qpT3ONr80Mmn8qB2AYbDE36PpB7Uljb9l+9Ck8X9+6E+Txo+I+O7GMUnjP711YtL4m8t1SeMvWXtQ0vgREe2Pp90H20dVksbPhqWNP3Jl2uMsIqL76M6k8SuJf6/YtyHt70WvvDoqafyIiGx72h7nc+dfkTQ+xVboDnpExJlnnhmXXnppHH300XHllVfGe9/73rj55pt3+ryFCxdGe3t7z9bWlvYXHgAAAOgPhe2gjx07NoYMGRKHHXZYr/sPPfTQuP/++3f6vPr6+qivr0+dHgAAAPSrwnbQ6+rq4rjjjosVK1b0uv/pp5+OqVOn5pQVAAAApJFrB33Tpk2xcuV/nxu6evXqWL58eTQ1NcWUKVPi8ssvj3PPPTdOOeWUmDVrVtx5553xk5/8JJYsWZJf0gAAAJBArgX6o48+GrNm/ffCRwsWLIiIiHnz5sUtt9wS73//++Pmm2+O1tbW+PSnPx0HH3xw/Ou//mucfPLJeaUMAABAlbZu3Rrd3QOwsnSV6urqYtiwYXmnsVO5FugzZ86Mvi7D/rGPfSw+9rGPDVBGAAAA9IetW7fGtKmjYt2GtFcE2hUTJ06M1atXF7ZIL+wicQAAAAxe3d3dsW5DOZ5bul80jM5/+bOOjZWYesyz0d3drUAHAABg7zNqdClGjS7lnUZUIv8c+qJABwAAIJlyVonyW5/ZPGB5FF3+cwYAAACADjoAAADpVCKLSuTfQi9CDn1RoAMAAJBMJSpRhOHyYmTx1oy4AwAAQAHooAMAAJBMOcuinOU/Xl6EHPqigw4AAAAFoIMOAABAMhaJq54CHQAAgGQqkUW5AMXxYCjQjbgDAABAAeigAwAAkIwR9+op0AEAAEjGKu7VM+IOAAAABaCDDgAAQDKV3295K0IOfdFBBwAAgALQQc9ZbXcpafwtE9P+nWjIxrT5R0Rsa0j7Gtsayknj19Wm3Qel9LsgRg3vShr/pfWNSeP/rOuwpPE/ecjLSeNHRJRKac+Z2vzSyKTxS+W0b9Qh+2xNGj8iYuK+G5PGHzdsU9L4lSztPvhx54ik8SMifvbKkUnj/9fLE5LGP73lyaTxKwNwauX25rQ/D0qv1CWNn9Um/r1rQvr+XGVr2l/fj9z/haTxV6wbnzR+zUtp30MREeWRg6EPWyzlglxmrQg59EWBDgAAQDLl7PUtb0XIoS9G3AEAAKAAdNABAABIxiJx1VOgAwAAkEwlSlGOAVg4qYo8is6IOwAAABSADjoAAADJVLKBudJENXkUnQ46AAAAFIAOOgAAAMmUC3IOehFy6IsCHQAAgGQU6NUz4g4AAAAFoIMOAABAMpWsFJUs/+51EXLoiwIdAACAZIy4V8+IOwAAABSADjoAAADJlKMmygXoDZfzTqAK+X+XAAAAAB10AAAA0skKskhcVoAc+qJABwAAIBmLxFXPiDsAAAAUgA46AAAAyZSzmihn+feGy1neGfQt1+/SfffdF2eccUY0NzdHqVSKO+64Y6eP/eu//usolUpx/fXXD1h+AAAAvD2VKEUlagqwGXF/S52dnTF9+vRYvHjxWz7u9ttvjwcffDCam5sHKDMAAAAYWLmOuM+dOzfmzp37lo954YUX4uKLL46f//zn8Z73vGeAMgMAAKA/WCSuevmfCPAWKpVKfOQjH4nLL788Dj/88LzTAQAAgGQKvUjcddddF0OGDIlPf/rTVT+nq6srurq6em53dHSkSA0AAIAqFGeRuOKvElfYAn3p0qXxj//4j7Fs2bIolaofRWhtbY1FixYlzKx/bRuV9k1S05V2jGP7tK1J40dE1NQkPpBeGpY0fPfmuqTxhw7fljR+RMTWbWk/Klre8UrS+J3dQ5PGP3PUk0njR0RMPLI9afwvrDg9afxKJe0P5ddeHpU0fkTES09NShp/63Fpj7ONm9N+1v2ue3jS+BERV7b8e9L4/zHqiKTxn9valDT+pNEbk8aPiGjvGJk0fnl4JWn8IY3dSeNXKunHZ2s21CeN//h/TUkav35D2s+6Uv0AFGCl4hd5RfP6InH5j5fvag6tra1x2223xVNPPRXDhw+PE088Ma677ro4+OCDE2VY4BH3//zP/4wNGzbElClTYsiQITFkyJB47rnn4rLLLov99ttvp89buHBhtLe392xtbW0DlzQAAAB7hHvvvTfmz58fDz74YNx1112xbdu2OO2006KzszPZaxa2g/6Rj3wkZs+e3eu+OXPmxEc+8pG44IILdvq8+vr6qK9P+5dFAAAAqlOJmigXoDdciV2bfrjzzjt73b7lllti/PjxsXTp0jjllFP6M7UeuRbomzZtipUrV/bcXr16dSxfvjyamppiypQpMWbMmF6PHzp0aEycODHpSAEAAAD9Z085B729/fVTDpua0p2ylGuB/uijj8asWbN6bi9YsCAiIubNmxe33HJLTlkBAACwp/rDhcSrmcKuVCpxySWXxEknnRRHHJFuzZJcC/SZM2dGtgt/xXj22WfTJQMAAEC/q0RNVAo04t7S0tLr/muuuSY+97nPveVz58+fH0888UTcf//9qdKLiAKfgw4AAAD9ra2tLRoaGnpu99U9v+iii+KnP/1p3HfffTF58uSkuSnQAQAASKaclaKc5X+ZtTdyaGho6FWg70yWZXHxxRfH7bffHkuWLIlp06alTlGBDgAAQDrlgqziXt7FVdznz58ft956a/zoRz+K0aNHx7p16yIiorGxMYYPH54ixQJ8lwAAAKBgbrrppmhvb4+ZM2fGpEmTerYf/OAHyV5TBx0AAIBkKllNVApwmbXKLl5mbVcWNO8vCnQAAACSGawj7nnI/7sEAAAA6KADAACQTiWiEKu4V/JOoAo66AAAAFAAOugAAAAkU4maqBSgN1yEHPqiQAcAACCZclYT5QKs4l6EHPpS/AwBAABgL6CDDgAAQDKVKEUlirBIXP459EWBDgAAQDJG3KtX/AwBAABgL6CDDgAAQDLlqIlyAXrDRcihL8XPEAAAAPYCOugAAAAkU8lKUcnyX6CtCDn0RYGesxHr0r5JUq+DsLlmWNoXiIjy8ErS+Ecc/WzS+I8/Mzlp/PKakUnjR0RsGrMtafwxIzcnjf+JA+9PGv/57cOTxo+ImD1ifdL4N9R3J42/Zu2YpPFHPVmXNH5ERP3vsqTxX6sfmzT+sENfSxp/1pink8aPiPjV5oOSxr/v5QOTxn/mNy1J4x9z3DNJ40dEHDDxpaTxr57x46Txn+memDT+f7x6WNL4ERHLhqX9vaJrzaik8Wu3Jg0f+zyd9rM6IqJjv6HJX2NPUynIiHulADn0pfgZAgAAwF5ABx0AAIBkKllNVApwibMi5NAXBToAAADJlKMU5cj//O8i5NCX4v8JAQAAAPYCOugAAAAkY8S9esXPEAAAAPYCOugAAAAkU45inP9dzjuBKijQAQAASMaIe/WKnyEAAADsBXTQAQAASKac1US5AN3rIuTQFwU6AAAAyWRRikoBzkHPCpBDX4r/JwQAAADYC+igAwAAkIwR9+oVP0MAAADYC+igAwAAkEwlK0Uly//87yLk0BcFOgAAAMmUoybKBRjeLkIOfSl+hgAAALAX0EEHAAAgGSPu1VOgAwAAkEwlaqJSgOHtIuTQl1wzvO++++KMM86I5ubmKJVKcccdd/R8bdu2bXHFFVfEkUceGSNHjozm5ub46Ec/GmvXrs0vYQAAAEgk1wK9s7Mzpk+fHosXL37T1zZv3hzLli2Lq666KpYtWxa33XZbrFixIt73vvflkCkAAAC7o5yVCrMVXa4j7nPnzo25c+fu8GuNjY1x11139brvxhtvjOOPPz7WrFkTU6ZMGYgUAQAAYEAMqnPQ29vbo1QqxT777LPTx3R1dUVXV1fP7Y6OjgHIDAAAgB2xSFz1Bk2BvnXr1rjiiiviz//8z6OhoWGnj2ttbY1FixYNYGZvTyXxHmh6anvS+JWh6d9CXfsUfzGHt3LMwc8mjb/0yWlJ40dE1NSVk8Z//jeTksa/bsOcpPEPnbwuafyIiFFDu/p+0NuwZu2YpPGHP12fNP620UnDR0TEkC1pf6gP6UwaPjZuGJU0/s3lk5PGj4gYUltJGn/rE/skjV+f+D3UtnGfpPEjIs5p+XXS+MfWp/15c/DQ1Unjf6dtRtL4ERFNozYnjb+unPYDtTI0afioDE1fgI3YkCV/jT1NltVEJcv/d/qsADn0pfgZxusLxn3oQx+KLMvipptuesvHLly4MNrb23u2tra2AcoSAAAAdl/hO+hvFOfPPfdc/PKXv3zL7nlERH19fdTXp+3UAAAAUJ1ylKIc+Y+XFyGHvhS6QH+jOH/mmWfinnvuiTFj0o5gAgAA0L8qWTHO/64MgrMTci3QN23aFCtXruy5vXr16li+fHk0NTXFpEmT4oMf/GAsW7YsfvrTn0a5XI51614/z7OpqSnq6uryShsAAAD6Xa4F+qOPPhqzZs3qub1gwYKIiJg3b1587nOfix//+McREXH00Uf3et4999wTM2fOHKg0AQAA2E2VgiwSV4Qc+pJrgT5z5szIsp3PGbzV1wAAAGBPUuhz0AEAABjcKlGKSgEWaCtCDn1RoAMAAJBMOStFuQCLxBUhh74UfwgfAAAA9gI66AAAACRjkbjqFT9DAAAA2AvooAMAAJBMJUpRKcD53xaJAwAAYK+WFWQV96wAOfTFiDsAAAAUgA46AAAAyVSygoy4FyCHvijQAQAASMYq7tUrfoYAAACQg/vuuy/OOOOMaG5ujlKpFHfccUfS11OgAwAAkMwbI+5F2HZVZ2dnTJ8+PRYvXpzgO/NmRtwBAABgB+bOnRtz584dsNdToAMAAJBMpSCXWStCDn1RoAMAAJBM0VZx7+jo6HV/fX191NfX55HSmzgHHQAAgL1GS0tLNDY29mytra15p9RDBx0AAIBkitZBb2tri4aGhp77i9I9j1Cg5y71pfhemp52F5fKScNHRMTwl9IezE/fOy1p/O6mStL4Q8dsTRo/IqJcTvtGHbox7T4e+0Bd0vibtk5OGj8iYsXMtMdy1rg9afzufbKk8RtWJQ0fERGbWtLGr6R9m0bTo2nfQ68dMjpp/IiI+lfSfhY1rE37Pu1uTBo+1rU1pX2BiHhh/D5J4/+6K+0+LsfwpPGfXTMuafyIiOkHtiWNf/X7/ylp/MsePydp/E3ZPknjR0R0Jf7dbk9UtAK9oaGhV4FeJAp0AAAA2IFNmzbFypUre26vXr06li9fHk1NTTFlypR+fz0FOgAAAMkUrYO+Kx599NGYNWtWz+0FCxZERMS8efPilltu6a/UeijQAQAAYAdmzpwZWZb2FKj/SYEOAABAMlkU4xrkA1dm7z4FOgAAAMkM5hH3geY66AAAAFAAOugAAAAko4NePQU6AAAAySjQq2fEHQAAAApABx0AAIBkdNCrp4MOAAAABaCDDgAAQDJZVoqsAN3rIuTQFwU6AAAAyVSiFJXIvzguQg59MeIOAAAABaCDDgAAQDIWiaueAh0AAIBknINePSPuAAAAUAA66AAAACRjxL16OugAAABQALkW6Pfdd1+cccYZ0dzcHKVSKe64445eX8+yLK6++uqYNGlSDB8+PGbPnh3PPPNMPskCAACwy944B70IW9HlWqB3dnbG9OnTY/HixTv8+pe+9KX46le/GjfffHM89NBDMXLkyJgzZ05s3bp1gDMFAABgd2S/H3HPexsMBXqu56DPnTs35s6du8OvZVkW119/ffzt3/5tnHnmmRER8X/+z/+JCRMmxB133BEf/vCHBzJVAAAASKqw56CvXr061q1bF7Nnz+65r7GxMU444YR44IEHcswMAACAamURkWUF2PL+RlShsKu4r1u3LiIiJkyY0Ov+CRMm9HxtR7q6uqKrq6vndkdHR5oEAQAA6FMlSlGK/MfLKwXIoS+FLdB3V2trayxatCjvNKo2ec5zSeM/+3JT0vjZM6OSxo+I6BqW9m9dpe1pD9TRk9P+kWjjmoak8SMishHlpPEn/skLSePX3D82afwhv1yaNH5ERHPt8UnjPz+rNmn8YRvSHmebJqf/m3iW9lsUQzal/R61v7OSNP6otvRDeaOeT/tZtHFK2p3cefSWpPGHDkm7jyMi7mo7OGn8nz93aNL4HzhgedL4h+6/Nmn8iIhTxz6VNP62SHscHDupLWn8h49OX4DVrEr/uxd7r8KOuE+cODEiItavX9/r/vXr1/d8bUcWLlwY7e3tPVtbW9oPAQAAAHYu75XbreLeD6ZNmxYTJ06Mu+++u+e+jo6OeOihh2LGjBk7fV59fX00NDT02gAAAKDoch1x37RpU6xcubLn9urVq2P58uXR1NQUU6ZMiUsuuSQ+//nPx0EHHRTTpk2Lq666Kpqbm+Oss87KL2kAAACqVslKUSpA97pSgBz6kmuB/uijj8asWbN6bi9YsCAiIubNmxe33HJLfPazn43Ozs74q7/6q3jttdfi5JNPjjvvvDOGDRuWV8oAAADsgjdWUc9bEXLoS64F+syZMyN7i+9SqVSKv/u7v4u/+7u/G8CsAAAAYODtcau4AwAAUBxFWaCtCDn0RYEOAABAMgr06hV2FXcAAADYm+igAwAAkIxV3Kungw4AAAAFoIMOAABAMi6zVj0FOgAAAMm8XqDnP14+GAp0I+4AAABQADroAAAAJOMya9VToAMAAJBM9vstb0XIoS9G3AEAAKAAdNABAABIxoh79XTQAQAAoAB00AEAAEjHSehVU6ADAACQTkFG3KMIOfTBiDsAAAAUgA46AAAAyWTZ61veipBDXxToAAAAJGMV9+op0HP2YkdD0vip34Tl+vR/hiqPqKR9gWHlpOE71o5OGn9UW23S+BERkaV9jWez8UnjDz9xaNL4w945I2n8iIgRL6c9DkY/m/aMp/bDtyWNP/Yd7UnjR0S88uqopPGnvuOlpPFXvTAuafyGX6U9zgbC1jFpf6ZllbQ/k4fWbU8aPyJic+ewpPEr5bTfoyl1rySN/4uthySNHxHx/bZjksZ/3zseTxp/dceYpPEPGvty0vgRETEQr8FeS4EOAABAOlmpGAu0FSGHPlgkDgAAAApABx0AAIBkLBJXPQU6AAAA6WS/3/JWhBz6YMQdAAAACkAHHQAAgGRcZq16CnQAAADSGgTj5UVgxB0AAAAKQIEOAABAMm+MuBdh2x2LFy+O/fbbL4YNGxYnnHBCPPzww/38HfpvCnQAAADYgR/84AexYMGCuOaaa2LZsmUxffr0mDNnTmzYsCHJ6ynQAQAASCcr0LaLvvKVr8SFF14YF1xwQRx22GFx8803x4gRI+Jb3/rWrgerggIdAACAhEoF2qrX3d0dS5cujdmzZ/fcV1NTE7Nnz44HHnhg174FVbKKOwAAAHuNjo6OXrfr6+ujvr7+TY97+eWXo1wux4QJE3rdP2HChHjqqaeS5KaDDgAAQDp5j7X/wYh7S0tLNDY29mytra0p//e7RAcdAACAdHbz/O9+9/sc2traoqGhoefuHXXPIyLGjh0btbW1sX79+l73r1+/PiZOnJgkRR10AAAA9hoNDQ29tp0V6HV1dXHMMcfE3Xff3XNfpVKJu+++O2bMmJEkNx10AAAA0slKr295240cFixYEPPmzYtjjz02jj/++Lj++uujs7MzLrjgggQJKtABAABgh84999x46aWX4uqrr45169bF0UcfHXfeeeebFo7rLwp0AAAAksmy17e87W4OF110UVx00UX9m8xOVH0O+tq1a1PmsUPlcjmuuuqqmDZtWgwfPjwOOOCA+Pu///vIirB3AQAA6FveK7f/wSruRVZ1gX744YfHrbfemjKXN7nuuuvipptuihtvvDGefPLJuO666+JLX/pS3HDDDQOaBwAAAKRWdYF+7bXXxic+8Yk455xz4tVXX02ZU49f/epXceaZZ8Z73vOe2G+//eKDH/xgnHbaafHwww8PyOsDAADwNr2xSFwRtoKrukD/1Kc+FY899li88sorcdhhh8VPfvKTlHlFRMSJJ54Yd999dzz99NMREfGb3/wm7r///pg7d+5On9PV1RUdHR29NgAAAPJRyoqzFd0uLRI3bdq0+OUvfxk33nhjnH322XHooYfGkCG9Qyxbtqzfkrvyyiujo6MjDjnkkKitrY1yuRzXXnttnHfeeTt9TmtrayxatKjfckhty3/tkzT+9pFp34XZvtuTxo+IiG1V/x1pt9S+MjRp/NS2Hbcx+WtUymn3QbTv+NqT/WXLft1J49d21SWNHxHRWVubNH77YYmP5XLav1gPH7otafyIiCFDy0njr3xmUtL49U1bksav1Kb/LN0+LO1nUeMzScNH90vDksbf+K6k4SMiYvKE3yWN//z6fZPG/9ZzJyaN/8pro5LGj4j40KH997v2jowdkvb3ismjXksa/+nfjUsaPyKitqaS/DXYe+3yKu7PPfdc3HbbbbHvvvvGmWee+aYCvT/98Ic/jO9+97tx6623xuGHHx7Lly+PSy65JJqbm2PevHk7fM7ChQtjwYIFPbc7OjqipaUlWY4AAAC8haIs0FaEHPqwS9X1N77xjbjsssti9uzZ8dvf/jbGjUv7F6rLL788rrzyyvjwhz8cERFHHnlkPPfcc9Ha2rrTAr2+vj7q69N24wAAAKC/VV2gn3766fHwww/HjTfeGB/96EdT5tRj8+bNUVPTe5yttrY2KhVjJQAAAINCURZoK0IOfai6QC+Xy/HYY4/F5MmTU+bTyxlnnBHXXnttTJkyJQ4//PD49a9/HV/5ylfiYx/72IDlAAAAwNtgxL1qVRfod911V8o8duiGG26Iq666Kj71qU/Fhg0borm5OT7xiU/E1VdfPeC5AAAAQErpVnjrB6NHj47rr78+rr/++rxTAQAAYHfooFet0AU6AAAAg5wCvWqJL24MAAAAVEMHHQAAgHSs4l41HXQAAAAoAB10AAAAkillr295K0IOfVGgAwAAkI5F4qpmxB0AAAAKQIEOAAAABWDEHQAAgGRKUYzzv4u/hrsOOgAAABSCDjoAAADpuA561XTQAQAAoAB00AEAAEjHZdaqpkAHAAAgHQV61Yy4AwAAQAHooAMAAJBMKSvIZdYKkENfFOgAAACkY8S9agr0nA3ZnHap//KwtO/Cfcd3JI0fEXHSpNVJ4z+8YWrS+B2bhyWNP2RIOWn8iIjNnWn/D0Nfq00af0hn2o+6mu1Jw0dExObmtMfysDFbksbv6qxLGr/t+TFJ40dE1K0bmjR+zcjE+/g/RyeNv314+t96hr+U9mDbMjbtZ0Ul7UddHDF1bdoXiIgV68YnjZ9tSftN2tKd9jjOBuASTstfm5w0/rN1aT9Pf7Vy/6TxoyPtPo6IiIZt6V+DvZYCHQAAgHR00KtmkTgAAAAoAB10AAAAkrFIXPUU6AAAAKSTlV7f8laEHPpgxB0AAAAKQAcdAACAdCwSVzUFOgAAAMk4B716RtwBAACgAHTQAQAASMeIe9V00AEAAKAAdNABAABIpyDnoA+GDroCHQAAgHSMuFfNiDsAAAAUgA46AAAA6eigV02BDgAAQDKug149I+4AAABQAAp0AAAAKAAFOgAAABSAc9ABAABIxyJxVSt8B/2FF16Iv/zLv4wxY8bE8OHD48gjj4xHH30077QAAACowhuLxBVhK7pCd9B/97vfxUknnRSzZs2Kn/3sZzFu3Lh45plnYt999807NQAAAOhXhS7Qr7vuumhpaYlvf/vbPfdNmzYtx4wAAADYZYOge10EhR5x//GPfxzHHntsnHPOOTF+/Ph417veFd/4xjfyTgsAAIBqZQXaCq7QBfr/+3//L2666aY46KCD4uc//3l88pOfjE9/+tPxne98Z6fP6erqio6Ojl4bAAAAFF2hR9wrlUoce+yx8YUvfCEiIt71rnfFE088ETfffHPMmzdvh89pbW2NRYsWDWSab8uWyduTxh/a2JU0/lHjXkwaPyLiL8f8Kmn8M/ddljT+A50HJY3/zUdOTho/IqJu7dCk8WsO2ZQ0fveakUnjdw3AshgjpqX9Y+O7J69KGv/V7hFJ4z+w4oCk8SMiareU0sbfnDZ+pS5p+Hj5XenbEg2r0n4WRSVt+O1pD4N4ZsO4tC8QESOHp/29YsiQctL4v3t5dNL4Q15K/B6NiBd+lfZ0zzWJPyvqGtPGH4hFwLYOT/s+3RMVZYG2IuTQl0J30CdNmhSHHXZYr/sOPfTQWLNmzU6fs3Dhwmhvb+/Z2traUqcJAADAXuzaa6+NE088MUaMGBH77LPPbscpdAf9pJNOihUrVvS67+mnn46pU6fu9Dn19fVRX1+fOjUAAACqUZTzvxPm0N3dHeecc07MmDEjvvnNb+52nEIX6JdeemmceOKJ8YUvfCE+9KEPxcMPPxxf//rX4+tf/3reqQEAAFCFvWHE/Y3TrG+55Za3FafQI+7HHXdc3H777fG9730vjjjiiPj7v//7uP766+O8887LOzUAAADoV4XuoEdEvPe97433vve9eacBAADA7ijYiPsfXumrSKdJF7qDDgAAwCCX97XP/+A66C0tLdHY2Niztba27jDtK6+8Mkql0ltuTz31VL99myIGQQcdAAAA+ktbW1s0NDT03N5Z9/yyyy6L888//y1j7b///v2ZmgIdAACAdIq2SFxDQ0OvAn1nxo0bF+PGjUucVW8KdAAAAHgb1qxZE6+++mqsWbMmyuVyLF++PCIiDjzwwBg1alTVcRToAAAApFOwReJSuPrqq+M73/lOz+13vetdERFxzz33xMyZM6uOY5E4AAAA0sl7Ybg/WCQuhVtuuSWyLHvTtivFeYQCHQAAAArBiDsAAADJFG2RuCJToAMAAJDOXnAOen8x4g4AAAAFoIMOAABAMkbcq6eDDgAAAAWggw4AAEA6zkGvmgIdAACAdBToVTPiDgAAAAWggw4AAEAypd9veStCDn1RoAMAAJCOEfeqGXEHAACAAtBBz1ltQ3fS+Gce/FjS+Oc3/Spp/IiIf990RNL4Z4/+TdL43+kcnzR+0/iOpPEjIl7t3iftC2yqSxp+7inLk8Z/aN2UpPEjIk6atDpp/Oc375M0/spXxyaNPxB/Ea/tShu/cXU5afzarWm/SVsm1CaNHxGxccaWpPEr5bTDj7Uv1ieNH9vS74OObcOTxi93Dk0av9SdtjdVqUv/YVT/WtrXqNmeNHxs3Zz2OBv+SiVp/IiIl+rSvk/3RK6DXj0ddAAAACgAHXQAAADScQ561RToAAAApDUIiuMiMOIOAAAABaCDDgAAQDIWiaueAh0AAIB0nINeNSPuAAAAUAA66AAAACRjxL16OugAAABQADroAAAApOMc9Kop0AEAAEjGiHv1jLgDAABAAeigAwAAkI4R96op0AEAAEhHgV41I+4AAABQADroAAAAJGORuOrpoAMAAEAB6KADAACQjnPQq6ZABwAAIJlSlkUpy786LkIOfRlUI+5f/OIXo1QqxSWXXJJ3KgAAANCvBk0H/ZFHHomvfe1rcdRRR+WdCgAAANUy4l61QdFB37RpU5x33nnxjW98I/bdd9+80wEAAKBKb6ziXoSt6AZFgT5//vx4z3veE7Nnz+7zsV1dXdHR0dFrAwAAgKIr/Ij797///Vi2bFk88sgjVT2+tbU1Fi1alDir/lNbW0kaf1RtV9L4hwytTxo/IuLa9ilJ4w8rbU8a/8lXJiaN39LQnjR+RMRBR72cNP6z7U1J4z+0Lu17aGTdtqTxIyI2dI1OGv/X/zUtafzRT6f9cVP/xxuTxo+I6GoamjT+q3W1SeNvH522bTBsQylp/IiILaVhSePX77cpafztWeKfmc8PTxs/ImpaNqd9gY60x0FU0r5P69rTHwddjWnjD92U9rOiJv2PzORq0v7quGcy4l61QnfQ29ra4jOf+Ux897vfjWHDqvuhvHDhwmhvb+/Z2traEmcJAAAAb1+hO+hLly6NDRs2xB/90R/13Fcul+O+++6LG2+8Mbq6uqK2tvdfWuvr66O+Pn1XFwAAgL4V5fzvIuTQl0IX6Keeemo8/vjjve674IIL4pBDDokrrrjiTcU5AAAABWPEvWqFLtBHjx4dRxxxRK/7Ro4cGWPGjHnT/QAAADCYFbpABwAAYHAz4l69QVegL1myJO8UAAAAqJYR96oVehV3AAAA2FsMug46AAAAg8tgGC8vAh10AAAAKAAddAAAANLJste3vBUhhz4o0AEAAEjGKu7VM+IOAAAABaCDDgAAQDous1Y1BToAAADJlCqvb3krQg59MeIOAAAABaCDDgAAQDpG3Kumgw4AAAAFoEAHAAAgmTcus1aELYVnn302Pv7xj8e0adNi+PDhccABB8Q111wT3d3duxzLiDsAAADpZNnrW94S5fDUU09FpVKJr33ta3HggQfGE088ERdeeGF0dnbGP/zDP+xSLAU6AAAA7KbTTz89Tj/99J7b+++/f6xYsSJuuukmBToAAADFkXK8fFfziIjo6OjodX99fX3U19f362u1t7dHU1PTLj/POegAAADsNVpaWqKxsbFna21t7df4K1eujBtuuCE+8YlP7PJzddABAABIp2CXWWtra4uGhoaeu3fWPb/yyivjuuuue8uQTz75ZBxyyCE9t1944YU4/fTT45xzzokLL7xwl1NUoOesvn5b0viNQzYnjf/+lX+WNH5ExDN37580/kMH7Zc0flZOO6iyaUv/juPsyPbVo5LG3++Y55PGT+24pueSv8bmSl3S+KXh25PG3/yOtMfBiAdHJ40fEbFlYtrfLLa0pN0HNaPS/rzZvmV40vgREeWGtN+j2kopafysZWvS+DW15aTxIyLK22uTxi9N7Eoav7w57a++5a70v1pvGZ/2fdrdmDb+0E1Jw0dnS9r3aERE18S0n6d7oqKNuDc0NPQq0Hfmsssui/PPP/8tH7P//v9dq6xduzZmzZoVJ554Ynz961/frRwV6AAAAPAHxo0bF+PGjavqsS+88ELMmjUrjjnmmPj2t78dNTW715xQoAMAAJDOHn6ZtRdeeCFmzpwZU6dOjX/4h3+Il156qedrEydO3KVYCnQAAACSKdqIe3+76667YuXKlbFy5cqYPHlyr69lu/hHAau4AwAAwG46//zzI8uyHW67SgcdAACAdAq2inuR6aADAABAAeigAwAAkMyefg56f1KgAwAAkE4le33LWxFy6IMRdwAAACgAHXQAAADSsUhc1RToAAAAJFOKYpz/Xco7gSoYcQcAAIAC0EEHAAAgnSx7fctbEXLogw46AAAAFIAOOgAAAMm4Dnr1FOgAAACkYxX3qhlxBwAAgALQQQcAACCZUpZFqQALtBUhh74o0AEAAEin8vstb0XIoQ+FH3FvbW2N4447LkaPHh3jx4+Ps846K1asWJF3WgAAANCvCl+g33vvvTF//vx48MEH46677opt27bFaaedFp2dnXmnBgAAQB/eGHEvwlZ0hR9xv/POO3vdvuWWW2L8+PGxdOnSOOWUU3LKCgAAAPpX4Qv0P9Te3h4REU1NTTlnAgAAQJ9cZq1qg6pAr1Qqcckll8RJJ50URxxxxA4f09XVFV1dXT23Ozo6Bio9AAAA/lCWvb7lrQg59GFQFejz58+PJ554Iu6///6dPqa1tTUWLVo0gFm9PVuf2idp/H8Z9kdJ47/41Pik8SMimp5PeyBV1g1LGn/j/knDR+1r9WlfICK6J6Rd8vK5l/ZNGv/8wx5KGn/O6MeTxo+IGFHanjT+r8ZOSxr/pS1p93EpS7+kyogXS0njb6nUJo2/rb6cNP6wP3o1afyIiBMnPJ80/iPrWpLGHzfmtaTx12wY/NOFWeIVlktdaT8rsgH4zXpbQ9pjuWZb2s+6Sl3afdC9T/pluktbC7+MF4PYoHl3XXTRRfHTn/407rnnnpg8efJOH7dw4cJob2/v2dra2gYwSwAAAP6nUlacregK30HPsiwuvvjiuP3222PJkiUxbdpbd3nq6+ujvj59RxEAAIAqGHGvWuEL9Pnz58ett94aP/rRj2L06NGxbt26iIhobGyM4cOH55wdAAAA9I/CF+g33XRTRETMnDmz1/3f/va34/zzzx/4hAAAAKhaqfL6lrci5NCXwhfo2SAYQwAAAIC3q/AFOgAAAIOYc9CrpkAHAAAgnez3W96KkEMfBs1l1gAAAGBPpoMOAABAMqUsi1IBxsuLkENfFOgAAACk4xz0qhlxBwAAgALQQQcAACCdLCKKcA3y4jfQddABAACgCHTQAQAASMYicdVToAMAAJBOFsVYoK0AKfTFiDsAAAAUgA46AAAA6bjMWtUU6AAAAKRTiYhS3klEMVaS74MRdwAAACgAHXQAAACSsYp79XTQAQAAoAB00AEAAEjHInFVU6ADAACQjgK9agr0nG1r2p40/rrfjk8avzIi/VKIXfumfZuWEv8XSuW0HwSbJ5eTxo+IyIanfY0xo7ckjf9fmyYljT+6dmvS+BERz3fvmzT+K6+OShq/YUXa43hIZ/ofuFvHpl1+tmb/TWnjd6fdBx+Ytjxp/IiIY0esThp/eO22pPEffaklafxKOf0SyUPq0v482LZ+eNL49S/Xpo3/WtLwERGxaUra/Vy7JW38rZO7k8YfMiLt79YREdu3KqFIx7sLAACAdHTQq6ZABwAAIB3XQa+aVdwBAACgAHTQAQAASMZ10Kungw4AAAAFoIMOAABAOhaJq5oCHQAAgHQqWUSpAMVxpQA59MGIOwAAABSADjoAAADpGHGvmg46AAAACWX/XaTnuUW6Av1973tfTJkyJYYNGxaTJk2Kj3zkI7F27dpdjqNABwAAgLdh1qxZ8cMf/jBWrFgR//qv/xqrVq2KD37wg7scx4g7AAAA6ewFI+6XXnppz7+nTp0aV155ZZx11lmxbdu2GDp0aNVxFOgAAADsNTo6Onrdrq+vj/r6+n6L/+qrr8Z3v/vdOPHEE3epOI8w4g4AAEBKlaw4W0S0tLREY2Njz9ba2tov/80rrrgiRo4cGWPGjIk1a9bEj370o12OoUAHAAAgnaxSnC0i2traor29vWdbuHDhDtO+8soro1QqveX21FNP9Tz+8ssvj1//+tfxi1/8Impra+OjH/1oZLs4Vm/EHQAAgL1GQ0NDNDQ09Pm4yy67LM4///y3fMz+++/f8++xY8fG2LFj453vfGcceuih0dLSEg8++GDMmDGj6twU6AAAAKQzSBeJGzduXIwbN263XqpSeb1b39XVtUvPU6ADAACQTiXtNcirVkmTw0MPPRSPPPJInHzyybHvvvvGqlWr4qqrrooDDjhgl7rnEc5BBwAAgN02YsSIuO222+LUU0+Ngw8+OD7+8Y/HUUcdFffee+8urw4/KDroixcvji9/+cuxbt26mD59etxwww1x/PHH550WAAAAfRmkI+7VOvLII+OXv/xlv8QqfAf9Bz/4QSxYsCCuueaaWLZsWUyfPj3mzJkTGzZsyDs1AAAA6DeFL9C/8pWvxIUXXhgXXHBBHHbYYXHzzTfHiBEj4lvf+lbeqQEAANCXLP67i57rlvc3om+FHnHv7u6OpUuX9rouXU1NTcyePTseeOCBHT6nq6ur10p5HR0dyfMEAABgJ/bwEff+VOgC/eWXX45yuRwTJkzodf+ECRN6XRD+f2ptbY1FixYNRHr94rn/77N5pwAQX56e+AXOSxwf+sGf5Z0AAHu9wo+476qFCxdGe3t7z9bW1pZ3SgAAAHuvSqU4W8EVuoM+duzYqK2tjfXr1/e6f/369TFx4sQdPqe+vn6Xl7IHAAAgESPuVSt0B72uri6OOeaYuPvuu3vuq1Qqcffdd+/yBd8BAACgyArdQY+IWLBgQcybNy+OPfbYOP744+P666+Pzs7OuOCCC/JODQAAgL7ooFet8AX6ueeeGy+99FJcffXVsW7dujj66KPjzjvvfNPCcQAAADCYFb5Aj4i46KKL4qKLLso7DQAAAHZVJYtCXIS8UoAc+jAoCnQAAAAGpyyrRJblv4J6EXLoS6EXiQMAAIC9hQ46AAAA6WRZMcbLLRIHAADAXi0ryDnog6BAN+IOAAAABaCDDgAAQDqVSkSpAAu0WSQOAAAAqIYOOgAAAOk4B71qCnQAAACSySqVyAow4u466AAAAEBVdNABAABIx4h71RToAAAApFPJIkoFKI4V6PnLfr8TOjo6cs4EAABg8HmjlsoGQYE72O3xBfrGjRsjIqKlpSXnTAAAAAavjRs3RmNj464/McsiogALtA2CPzDs8QV6c3NztLW1xejRo6NUKuWdTi8dHR3R0tISbW1t0dDQkHc6JGAf7/ns472D/bzns4/3fPbxns8+TifLsti4cWM0Nzfnncoeb48v0GtqamLy5Ml5p/GWGhoafIjs4ezjPZ99vHewn/d89vGezz7e89nHaexW5/z3skoWWQHOQR8MI/p7fIEOAABAjrJKFGPEvQA59MF10AEAAKAAdNBzVF9fH9dcc03U19fnnQqJ2Md7Pvt472A/7/ns4z2ffbzns4+Ly4h79UrZYMgSAACAQaWjoyMaGxtjZpwZQ0pD804ntmfbYkn8KNrb2wu7ToEOOgAAAMlsj20RBWgLb49teafQJwU6AAAA/a6uri4mTpwY96/797xT6TFx4sSoq6vLO42dMuIOAABAElu3bo3u7u680+hRV1cXw4YNyzuNnbKKe04WL14c++23XwwbNixOOOGEePjhh/NOiX70uc99LkqlUq/tkEMOyTst3ob77rsvzjjjjGhubo5SqRR33HFHr69nWRZXX311TJo0KYYPHx6zZ8+OZ555Jp9k2S197ePzzz//Tcf16aefnk+y7JbW1tY47rjjYvTo0TF+/Pg466yzYsWKFb0es3Xr1pg/f36MGTMmRo0aFR/4wAdi/fr1OWXMrqpmH8+cOfNNx/Jf//Vf55Qxu+Omm26Ko446qud65zNmzIif/exnPV93HBfLsGHDevZVEbYiF+cRCvRc/OAHP4gFCxbENddcE8uWLYvp06fHnDlzYsOGDXmnRj86/PDD48UXX+zZ7r///rxT4m3o7OyM6dOnx+LFi3f49S996Uvx1a9+NW6++eZ46KGHYuTIkTFnzpzYunXrAGfK7uprH0dEnH766b2O6+9973sDmCFv17333hvz58+PBx98MO66667Ytm1bnHbaadHZ2dnzmEsvvTR+8pOfxD//8z/HvffeG2vXro2zzz47x6zZFdXs44iICy+8sNex/KUvfSmnjNkdkydPji9+8YuxdOnSePTRR+NP//RP48wzz4zf/va3EeE4ZpDLGHDHH398Nn/+/J7b5XI5a25uzlpbW3PMiv50zTXXZNOnT887DRKJiOz222/vuV2pVLKJEydmX/7yl3vue+2117L6+vrse9/7Xg4Z8nb94T7OsiybN29eduaZZ+aSD2ls2LAhi4js3nvvzbLs9eN26NCh2T//8z/3PObJJ5/MIiJ74IEH8kqTt+EP93GWZdm73/3u7DOf+Ux+SZHEvvvum/3TP/2T45hBTwd9gHV3d8fSpUtj9uzZPffV1NTE7Nmz44EHHsgxM/rbM888E83NzbH//vvHeeedF2vWrMk7JRJZvXp1rFu3rtdx3djYGCeccILjeg+zZMmSGD9+fBx88MHxyU9+Ml555ZW8U+JtaG9vj4iIpqamiIhYunRpbNu2rdexfMghh8SUKVMcy4PUH+7jN3z3u9+NsWPHxhFHHBELFy6MzZs355Ee/aBcLsf3v//96OzsjBkzZjiOGfSs4j7AXn755SiXyzFhwoRe90+YMCGeeuqpnLKiv51wwglxyy23xMEHHxwvvvhiLFq0KP7kT/4knnjiiRg9enTe6dHP1q1bFxGxw+P6ja8x+J1++ulx9tlnx7Rp02LVqlXxv/7X/4q5c+fGAw88ELW1tXmnxy6qVCpxySWXxEknnRRHHHFERLx+LNfV1cU+++zT67GO5cFpR/s4IuIv/uIvYurUqdHc3ByPPfZYXHHFFbFixYq47bbbcsyWXfX444/HjBkzYuvWrTFq1Ki4/fbb47DDDovly5c7jhnUFOiQwNy5c3v+fdRRR8UJJ5wQU6dOjR/+8Ifx8Y9/PMfMgN314Q9/uOffRx55ZBx11FFxwAEHxJIlS+LUU0/NMTN2x/z58+OJJ56wPsgebGf7+K/+6q96/n3kkUfGpEmT4tRTT41Vq1bFAQccMNBpspsOPvjgWL58ebS3t8e//Mu/xLx58+Lee+/NOy1424y4D7CxY8dGbW3tm1aSXL9+fUycODGnrEhtn332iXe+852xcuXKvFMhgTeOXcf13mX//fePsWPHOq4HoYsuuih++tOfxj333BOTJ0/uuX/ixInR3d0dr732Wq/HO5YHn53t4x054YQTIiIcy4NMXV1dHHjggXHMMcdEa2trTJ8+Pf7xH//Rccygp0AfYHV1dXHMMcfE3Xff3XNfpVKJu+++O2bMmJFjZqS0adOmWLVqVUyaNCnvVEhg2rRpMXHixF7HdUdHRzz00EOO6z3Y888/H6+88orjehDJsiwuuuiiuP322+OXv/xlTJs2rdfXjznmmBg6dGivY3nFihWxZs0ax/Ig0dc+3pHly5dHRDiWB7lKpRJdXV2OYwY9I+45WLBgQcybNy+OPfbYOP744+P666+Pzs7OuOCCC/JOjX7yN3/zN3HGGWfE1KlTY+3atXHNNddEbW1t/Pmf/3neqbGbNm3a1Ku7snr16li+fHk0NTXFlClT4pJLLonPf/7zcdBBB8W0adPiqquuiubm5jjrrLPyS5pd8lb7uKmpKRYtWhQf+MAHYuLEibFq1ar47Gc/GwceeGDMmTMnx6zZFfPnz49bb701fvSjH8Xo0aN7zkdtbGyM4cOHR2NjY3z84x+PBQsWRFNTUzQ0NMTFF18cM2bMiD/+4z/OOXuq0dc+XrVqVdx6663xZ3/2ZzFmzJh47LHH4tJLL41TTjkljjrqqJyzp1oLFy6MuXPnxpQpU2Ljxo1x6623xpIlS+LnP/+545jBL+9l5PdWN9xwQzZlypSsrq4uO/7447MHH3ww75ToR+eee242adKkrK6uLnvHO96RnXvuudnKlSvzTou34Z577ski4k3bvHnzsix7/VJrV111VTZhwoSsvr4+O/XUU7MVK1bkmzS75K328ebNm7PTTjstGzduXDZ06NBs6tSp2YUXXpitW7cu77TZBTvavxGRffvb3+55zJYtW7JPfepT2b777puNGDEie//735+9+OKL+SXNLulrH69ZsyY75ZRTsqampqy+vj478MADs8svvzxrb2/PN3F2ycc+9rFs6tSpWV1dXTZu3Ljs1FNPzX7xi1/0fN1xzGBWyrIsG8g/CAAAAABv5hx0AAAAKAAFOgAAABSAAh0AAAAKQIEOAAAABaBABwAAgAJQoAMAAEABKNABAACgABToAAAAUAAKdAAAACgABToADLByuRwnnnhinH322b3ub29vj5aWlvjf//t/55QZAJCnUpZlWd5JAMDe5umnn46jjz46vvGNb8R5550XEREf/ehH4ze/+U088sgjUVdXl3OGAMBAU6ADQE6++tWvxuc+97n47W9/Gw8//HCcc8458cgjj8T06dPzTg0AyIECHQBykmVZ/Omf/mnU1tbG448/HhdffHH87d/+bd5pAQA5UaADQI6eeuqpOPTQQ+PII4+MZcuWxZAhQ/JOCQDIiUXiACBH3/rWt2LEiBGxevXqeP755/NOBwDIkQ46AOTkV7/6Vbz73e+OX/ziF/H5z38+IiL+4z/+I0qlUs6ZAQB50EEHgBxs3rw5zj///PjkJz8Zs2bNim9+85vx8MMPx80335x3agBATnTQASAHn/nMZ+Lf//3f4ze/+U2MGDEiIiK+9rWvxd/8zd/E448/Hvvtt1++CQIAA06BDgAD7N57741TTz01lixZEieffHKvr82ZMye2b99u1B0A9kIKdAAAACgA56ADAABAASjQAQAAoAAU6AAAAFAACnQAAAAoAAU6AAAAFIACHQAAAApAgQ4AAAAFoEAHAACAAlCgAwAAQAEo0AEAAKAAFOgAAABQAAp0AAAAKID/H/nrW0phjl2XAAAAAElFTkSuQmCC"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15318,7 +15318,7 @@ <h2 id="Writing-Data">Writing Data<a class="anchor-link" href="#Writing-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15430,7 +15430,7 @@ <h2 id="Reading-Data">Reading Data<a class="anchor-link" href="#Reading-Data">&#
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre>{&#39;smoothness&#39;: 0.1591038554906845}</pre>
+<pre>{&#39;smoothness&#39;: 0.9007402062416077}</pre>
 </div>
 
 </div>
@@ -15481,7 +15481,7 @@ <h2 id="Reading-Data">Reading Data<a class="anchor-link" href="#Reading-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15496,7 +15496,7 @@ <h2 id="Reading-Data">Reading Data<a class="anchor-link" href="#Reading-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15564,7 +15564,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABKUAAADaCAYAAAB3hvFMAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAQpNJREFUeJzt3XmUVeWV+P19h7pDzfMEBYKgoiIoNkjihBKBGMeoMcPPKbYZNKsTO53W7iSGxIQk3a+vSSSxO4MmnRW1JYa8GgcUFUxEERARZVRAxiqqoOY71b3n94evlVRg71PUcG4N389arKW1a9/73Oecs8+up27dx+c4jiMAAAAAAACAh/zZHgAAAAAAAABGHxalAAAAAAAA4DkWpQAAAAAAAOA5FqUAAAAAAADgORalAAAAAAAA4DkWpQAAAAAAAOA5FqUAAAAAAADgORalAAAAAAAA4DkWpQAAAAAAAOA5FqWAv/Hggw+Kz+eTNWvWZHsoAEYJ6g4Ar1F3AHiJmgMLi1LImg+K09/+q6yslDlz5shTTz3V58f93ve+J0uXLh24gR6j5uZmueWWW6SiokLy8vJkzpw5sm7duqyNB8BfjcS6s3//frnjjjtkzpw5UlBQID6fT1588cWsjAXAkUZi3Vm+fLncdNNNcsIJJ0hubq5MnDhRbr75Ztm/f39WxgPgr0ZizVm5cqVceumlUldXJ5FIRKqrq2X+/Pnyl7/8JSvjwcAKZnsAwLe//W2ZMGGCOI4j9fX18uCDD8pHP/pRefzxx+VjH/vYMT/e9773Pbnqqqvk8ssvH/jBushkMnLxxRfLG2+8If/yL/8i5eXl8tOf/lTOP/98Wbt2rUyePNnzMQE40kiqO1u2bJEf/OAHMnnyZJk6daqsWrXK8zEAcDeS6s6//uu/yqFDh+Tqq6+WyZMny7vvviv33XefPPHEE7J+/Xqprq72fEwAehpJNWfr1q3i9/vl85//vFRXV8vhw4flt7/9rZx77rnypz/9SebPn+/5mDBwWJRC1i1YsEDOPPPM7v//7Gc/K1VVVfLQQw/1qWBm05IlS+Tll1+WRx99VK666ioREbnmmmvkhBNOkLvuukt+97vfZXmEAERGVt2ZMWOGNDU1SWlpqSxZskSuvvrqbA8JwFGMpLpzzz33yNlnny1+/1//6GL+/Ply3nnnyX333Sd33313FkcHQGRk1Zybb75Zbr755h5f++IXvygTJ06Ue++9l0WpYY4/38OQU1xcLNFoVILBnmum//mf/ykf+tCHpKysTKLRqMyYMUOWLFnS43t8Pp90dHTIr3/96+63q95www3d8b1798pnP/tZqa2tlXA4LBMmTJAvfOELkkwmezxOIpGQ22+/vftP8K644go5ePCg69iXLFkiVVVVcuWVV3Z/raKiQq655hr54x//KIlEog8zAmCwDee6U1BQIKWlpX1/8QCyYjjXnXPPPbfHgtQHXystLZVNmzYd40wA8MJwrjlHk5ubKxUVFdLc3NynfAwdvFMKWdfS0iKNjY3iOI40NDTIT37yE2lvb5fPfOYzPb7vRz/6kVx66aXy6U9/WpLJpDz88MNy9dVXyxNPPCEXX3yxiIj8z//8j9x8880yc+ZMueWWW0RE5PjjjxcRkX379snMmTO7P/PppJNOkr1798qSJUuks7NTQqFQ93N96UtfkpKSErnrrrtk586dcu+998ptt90mjzzyiPlaXn/9dTnjjDOOaNRmzpwp//3f/y1bt26VqVOn9nvOAPTPSKo7AIaHkV532tvbpb29XcrLy/s6RQAG0EisOa2trZJMJqWxsVF+85vfyMaNG+Xf/u3fBmK6kE0OkCUPPPCAIyJH/AuHw86DDz54xPd3dnb2+P9kMumceuqpzgUXXNDj63l5ec71119/RP51113n+P1+57XXXjsilslkeoxp7ty53V9zHMf5yle+4gQCAae5udl8TXl5ec5NN910xNf/9Kc/OSLiPP3002Y+gME1EuvO33r00UcdEXFeeOGFXucAGFwjve584Dvf+Y4jIs7y5cuPORfAwBnJNWfevHndrycUCjmf+9znnFgs1qtcDF38+R6ybvHixfLss8/Ks88+K7/97W9lzpw5cvPNN8tjjz3W4/ui0Wj3fx8+fFhaWlrknHPO6dXOdplMRpYuXSqXXHJJj7+t/oDP5+vx/7fcckuPr51zzjmSTqdl165d5vPEYjEJh8NHfD0SiXTHAWTfSKo7AIaHkVx3Vq5cKQsXLpRrrrlGLrjggmPKBTA4RmLN+f73vy/Lli2TX/7yl3LWWWdJMpmUrq6uXuVi6OLP95B1M2fO7FHEPvnJT8rpp58ut912m3zsYx/rfsvnE088IXfffbesX7++x2cz/X2xO5qDBw9Ka2urnHrqqb0a07hx43r8f0lJiYi8X6gt0Wj0qJ8bFY/Hu+MAsm8k1R0Aw8NIrTubN2+WK664Qk499VT5xS9+0es8AINrJNac6dOnd//3Zz7zGTnjjDPkhhtuOOIzsDC88E4pDDl+v1/mzJkj+/fvl23btomIyEsvvSSXXnqpRCIR+elPfypPPvmkPPvss/KpT31KHMcZ8DEEAoGjft3tuWpqamT//v1HfP2Dr9XW1vZ/cAAG3HCuOwCGp5FQd3bv3i0XXXSRFBUVyZNPPikFBQUDOTwAA2gk1Jy/FQqF5NJLL5XHHnuMv0YZ5ninFIakD96G2d7eLiIiv//97yUSicgzzzzT48/jHnjggSNyj7aqX1FRIYWFhbJx48ZBGvH7pk+fLi+99JJkMpkeH3b+6quvSm5urpxwwgmD+vwA+m641h0Aw9dwrjtNTU1y0UUXSSKRkOXLl0tNTc2gPyeA/hnONedoYrGYOI4jbW1t/EXKMMY7pTDkpFIpWbZsmYRCIZkyZYqIvL+q7vP5JJ1Od3/fzp07ZenSpUfk5+XlHbE1qN/vl8svv1wef/xxWbNmzRE5A/WbgKuuukrq6+t7/K12Y2OjPProo3LJJZcc9fOmAGTfcK47AIan4Vx3Ojo65KMf/ajs3btXnnzySZk8efKAPC6AwTOca05DQ8MRX2tubpbf//73UldXJ5WVlQPyPMgO3imFrHvqqadk8+bNIvJ+wfnd734n27ZtkzvuuEMKCwtFROTiiy+We+65R+bPny+f+tSnpKGhQRYvXiyTJk2SDRs29Hi8GTNmyHPPPSf33HOP1NbWyoQJE2TWrFnyve99T5YtWybnnXee3HLLLTJlyhTZv3+/PProo/LnP/9ZiouL+/1arrrqKjnrrLPkxhtvlLffflvKy8vlpz/9qaTTaVm4cGG/Hx/AwBhJdUdE5O677xYRkbfeektE3t+6+c9//rOIiHz9618fkOcA0D8jqe58+tOfltWrV8tNN90kmzZtkk2bNnXH8vPz5fLLL+/3cwDon5FUcxYsWCBjx46VWbNmSWVlpbz33nvywAMPyL59++SRRx7p9+Mjy7Ky5x/gHH270kgk4kyfPt352c9+1mO7UMdxnF/+8pfO5MmTnXA47Jx00knOAw884Nx1113O35/Gmzdvds4991wnGo06ItJj69Jdu3Y51113nVNRUeGEw2Fn4sSJzq233uokEokeY/r7LU1feOGFXm+zfujQIeezn/2sU1ZW5uTm5jrnnXfeUbdIBeC9kVp3/v41/e0/ANk1EuvO+PHj1Zozfvz4Ps8VgP4biTXnvvvuc84++2ynvLzcCQaDTkVFhXPJJZc4K1eu7PtEYcjwOQ5/PwAAAAAAAABv8ZlSAAAAAAAA8ByLUgAAAAAAAPAci1IAAAAAAADwHItSAAAAAAAA8ByLUgAAAAAAAPAci1IAAAAAAADwXDDbAxhsmUxG9u3bJwUFBeLz+bI9HABDkOM40tbWJrW1teL393+tnroDwM1A1h1qDgA39DoAvNbbujPiF6X27dsndXV12R4GgGFg9+7dMnbs2H4/DnUHQG8NRN2h5gDoLXodAF5zqzsjflGqoKBARN6fiMLCwiyPBsBQ1NraKnV1dd31or+oOwDcDGTdoeYAcEOvA8Brva07I35R6oO3kxYWFlIwAZgG6u3n1B0AvTUQdYeaA6C36HUAeM2t7vBB5wAAAAAAAPAci1IAAAAAAADwHItSAAAAAAAA8NyI/0ypvjjzqX8z47X5rWpsb1uRmdtYr//NdXXtYTO3Kx1QY2dU7jZzl62dqsZCjfrjiogU7jDD0jJZjxVvtnMzOXqs8g9bzNzkacepsR2XheznzUub8dAB/dJIltm54yc1qLETi+vN3IPxfDW25SljokWkc3JSjZ0+aZeZu7O51IyHgvprDvgzZu6Bg/o1EQjauV2NETUWrIiZuduv+YYZH2pOWPJtM15TotedoMsx6Mrov3+IBlNmbqxLv0jbE2Ezt3FPsRqL7LdvP5GDZlhyOh01Fm2yr9Fghx4PHbLPq3h1nho7dKJR0EQkpV/erlIF+usVEUlX69d/fnGnmWv9lX9np32Ma8pa1NippfvN3Fjani+rHta32x+YebhFP07pNvt5A236PTGTa19rO7/wVTM+lPSn19nXbn9+zMF6ve5X1/S915lesdfMfW7dKWqs373OJD1W4tLrWKd65dJB7HVyXXqd+uz0OvUx/fzZ9szxZm7n5IQaO/3498zcXS0lZjwnoF/fWet1yuNm7vZPfN2MDzUTH/qeGS8p6lBjeSH9PidiH6Ogzz4G7Sn9WmrpjJq5HQ36/SbcYNedSKP9OTuhFv3eH2lx6XXajd49buemiozer9ru31IF9mvKGGUr6dLrWHUpUGyfH5GI3u/mBOz5GFOk9zrj8ux7WiJtz1d9XO9n9rXa99qWllw1lnHrdWL6zwaZsH0cdn5x4Hsd3ikFAAAAAAAAz7EoBQAAAAAAAM9ldVFq5cqVcskll0htba34fD5ZunRpj/gNN9wgPp+vx7/58+dnZ7AAAAAAAAAYMFldlOro6JBp06bJ4sWL1e+ZP3++7N+/v/vfQw895OEIAQAAAAAAMBiy+kHnCxYskAULFpjfEw6Hpbq62qMRAQAAAAAAwAtDfve9F198USorK6WkpEQuuOACufvuu6WsrEz9/kQiIYnEX3fmaG3Vd48BgIFA3QHgJWoOAK9RdwAMliH9Qefz58+X3/zmN7J8+XL5wQ9+ICtWrJAFCxZIOq1v27ho0SIpKirq/ldXV+fhiAGMRtQdAF6i5gDwGnUHwGAZ0u+Uuvbaa7v/e+rUqXLaaafJ8ccfLy+++KJceOGFR82588475fbbb+/+/9bW1mMumnmhpBkfl3dIjW3cU2vm1o7Rc/9t0pNm7s/2zFFjbamImZu3Sz/UtS91mrn1/5BrxsvXZ9RYV9Rn5nbW6PFN351k5l5y5utqrK7Lno8VWyab8Zz2HCNmXzb5JyfU2LJ1U81ccfRQgX1aSniPPubaqfZvs6YV7TXjRUH9HPnl1g+ZuRNrG9XYgdYCM9fXqp97qcKhU74Gou6MLztsxsfl6/Eux/79QmlOhxqrDreYuW+36zVth6O/a1VE5FBMH1fYfrniuBzejH66S6wsYOdW6/GuU8NmbqxCv0gzYeMCFpFgu10PQ8Zl6su41NJSfa7bDuWZueIzxp22n/dwNKrGgmX6L5BERMZF28x4yN+lxurb7dqRE9JzM7n2a0r79fmIlMTNXK9kvdfZW2PmjqnVc+/sR6/T0RUyc61ep+bPdq/TcKZLr/PGIPU6d9u9zoIzN6ixapfe7+VtE834UOx18l16ndAe/RyoPTV7vc5xNU1qrKEt38y1ex37fualgag7dZV6bRARGZOn9yR5Qf2cExEpDOr1Ocdn34/ei5WqsXdcep0O0e+xPpd7aNpuOSSVr+dngva54SvR447LaZXKM57XZcwuUy1+4zAGg/Z8pVJ6r5PutGtW3NEfO230DCIiHSm97gRdXnBB2O4bUkYPfzik91giIvFoSo0l7KmUjHGMI3kuhXgQDJ2f6nph4sSJUl5eLtu3b1cXpcLhsITDLlcLAAwg6g4AL1FzAHiNugNgsAzpP9/7e3v27JGmpiapqbF/QwcAAAAAAIChLavvlGpvb5ft27d3//+OHTtk/fr1UlpaKqWlpbJw4UL5+Mc/LtXV1fLOO+/I1772NZk0aZLMmzcvi6MGAAAAAABAf2V1UWrNmjUyZ85fPzvgg79Tvv766+VnP/uZbNiwQX79619Lc3Oz1NbWykUXXSTf+c53eOsoAAAAAADAMJfVRanzzz9fHEf/tMNnnnnGw9EAAAAAAADAK8PqM6UAAAAAAAAwMgyr3fe80pG0txx+cY++fe/8E942c+cWv6XGrG2QRUQ276tSY3UV9v7qXcaOkm3j7C2FY2e1m/GaSn0b3G17K81cx9rm3GVrzydfnKHGfLX29ptOh/3YpVv0rUETLtvz7mjSt5UNFOhbd4qIRN7UD1TaPi3F2OlUqsP6FrsiIisOTjbj7+4rV2Njfq9vKS0icrCuWI0FXLYr7Zqob8E9YUyjnTzMjM1rNuOloQ41Ni6sX4MiInU5enxfqsTMDfn1ayHg14+PiEgmoseTBfbvRFIFxp7hIpKJ6HG/2z64BsdvP6/4jLh1EYqI3778JdxsvKak/diJVr0upfPs42RtWe1E7a2OQ0H9/CjJ0bdXFxFJZexaurNN34a7sb7QzBVj22g3wUJ9K+Rxpfa9djiJpezavcLodT56gt7LiIhcULRJjf3X3vPN3K379b5hTHmzmWv1Ou11Lr3OLL3GiohUG73O9n0VZm5/ep1lK6frwRq715F2+xgPxV4nYw9ZxJjK2nCzmerW62zfrx/H2sfsJqxpbLEas2dydPU6kwrt11MbaVZjlTmtZm5ZQP95pTVjFAcRSTn6UTqUyDVzG/L08z3l0ut05br0K0bL4dZT+Ky6Y/UyLk9s9QwiIkG7lEowoT+24/KDQSCmx7tC9lynA/rzhsL2fIQDeq3MDyTMXL/LXCcz+j2gM2HXna4u/TX7XfrZSJ4+7tpC+1obDLxTCgAAAAAAAJ5jUQoAAAAAAACeY1EKAAAAAAAAnmNRCgAAAAAAAJ5jUQoAAAAAAACeY1EKAAAAAAAAnmNRCgAAAAAAAJ4LZnsAQ9Htk54z4+8mKtXYw++eYebG0jlq7JM1q83c5yInq7E3GmrN3K5cRw/6zFQJbM4349tSATVWXdFi5rZ0RtXYtae/bOY2JAvU2NPbp5i5tS/YLzrY3qXGWuvsyya5rVCNpQvTZm6XPh0SnGrP5XFFerwoEDNz/8+YVWb8WxuvUmP7P2TPpfXUjt84L0Uk/zj9NdXktpq5w80ZhbvMeMSXUmOdmXCfn3diqMGMx/P0mnUwbteGQKE+5mSJ/TuRTNg+N5xc/VpySjNmrs+nP3YkN2nmdnXp9S7ZFDFzc3bbtSOQ0MeV0Q+DiIiEWvT5TLjc6TNRfS5LK+3r7JTyA2qsPNhu5qZdbj7WccorsWtarCNkxi1lxfq4jyto6vPjDjVfPn65Gd+VLFdjv3vnTDM3ltbn/xPVr5m5z4f1+/frDWPMXKvXcVx+DRvYkmfGt3fpD1BZbl8nbTG9Nlw9/RUz96DR6yx750Qzt+pFMyzBdv3abxtrF45Uf3od4zgFT7XnckJxsxorCnaauZ8eY8/1t976uBrbP9s+gayndgJ973XG5DWbucPN+KhdQ8uDbWos158wc4sD+kGwYiIiKUe/tzcm7V5nf6F+LTQbdUNERNziVp+ccfkBrq+PKyKS1h870KbPlYhIMObymoxh++zSIYGEnpzucvuBVn/NRXl2T2H9zFEUtHPdhPz6z5xF0biZm3H012zFRERKcvVxV2XhZyzeKQUAAAAAAADPsSgFAAAAAAAAz7EoBQAAAAAAAM+xKAUAAAAAAADPsSgFAAAAAAAAz7EoBQAAAAAAAM+5bBQ9Ou1OlZrxHTF9m+SK/A4z9/jcg2rs1baJZu53ap9SY1c23WjmRifp280eKM01cyOF9hasmYNRNXbonWoz1zlZ3/r14e0zzNyJZfq2sp89ZZWZ++uNHzHj457Wj2PpJjNVgnF9K+ymM+zc5Hh9rq+auMHM3dxWpcYOddlbXb/QdIIZP+m099TYtTWrzdzH6vXjmMzY28pu3ae/pqkFe83c4aY9rW8ZLiKS8OWosRyXPXRTjl7qMy6/mzgu1KjG3gjVmbm15c1q7HCuXjd6I5nUX1O6yz6vQuFUn583YuQGKjNmbuyQvrW7iEhOu759r0/fMfj957bLtJ1boL+m8UWHzdyqsF7D3SQy+jktInJSUb0aG59/yMzd3lqhxtoSYXtgo4Rbr7O9s1KNVRa0m7mTchvU2GvtE8zchbVPq7H+9Dr1g9jrHH5Xv1eJiMgU/Tp59J3TzVSr17nh5FfN3N9uvNCMW71OyWYzVQIJo9exX5IkxyXVmFuvs7VdPy8Pu/U6LSea8ZONXueq6rVm7tJ6/UXH0/aPW9v366/plPz9Zu5w05nWzxsRkU6/Xp/dep24Y/VJ9k20ONCpxkpz7J/txhfr98ncsH6ui4gku+xzI57S410uvY4lk9H7DRERx4h3hdzGbB9jcYznduxUk8tbbXLC+jlQFI6buQVBO25JO/bASkP6uZfJt3N9Pn3COpL2cUgbx6HL5eezwcA7pQAAAAAAAOA5FqUAAAAAAADgORalAAAAAAAA4DkWpQAAAAAAAOA5FqUAAAAAAADgORalAAAAAAAA4DkWpQAAAAAAAOC5YLYHMBQ9uusMM+44PjV21fjXzdwHN5+lxk6sbDBzv7zrcjXWvqrCzA2eeViNLThto5m7paXSjOeUHVJjzcdFzdx0Rl8XTS0rN3O3lheqsV2nlZi5x12404xvKR+nxkrf0I+/iEibnirB1oCZG67qUGPL9p5k5t52/Atq7LnDJ5u5Y3ObzfiYsB7fn7LneutB/dxMxHLM3ExML1H/s22mmXvnKWZ4yHnh4AlmvDLapsaOz200c99LlKqxomDMzO1Mh9TYzjb9cUVEiiP6Yx9fZI+5o0t/XhGRLqN2tKUiZm5bIqzGDjYVmLmBnLQai0ZSZm7X8Z1m/HA4V42FD9t1J1XgqLFMJGPmhoP6azqc0MckIpLJ08dVn9JrdG/kBxJqzO0YH+rQx93eYeda1mXq+pw71Pz+vdPNeMbodT4+br2Z++sts9TYSZX1Zu6XOy9XY+2v2L1Ozoy+9zrbWu3HDgxSr5N8zu51tpQZvc7UIdrrtLv0OtWD0+u80DzFzK2Ntphxq9epTxWZufQ6vbPusF1Da3Jb1di4qH4Niog0dun371x/0sztzOg9R3ta7xlERCoi7X2KiYjE0va5EU/r50Z7yh5Xe1KPt8Ts+6D1s24o3GXmxgJ2z9EZ0ccViNl1Jx3Wex0nZD+v36/nxrvs49DRpY+5wWf3jX6f/rwiIl0ZvV52uozLOo7tnfb54TOmOp7yfomId0oBAAAAAADAcyxKAQAAAAAAwHNZXZRauXKlXHLJJVJbWys+n0+WLl3aI+44jnzzm9+UmpoaiUajMnfuXNm2bVt2BgsAAAAAAIABk9VFqY6ODpk2bZosXrz4qPEf/vCH8uMf/1juv/9+efXVVyUvL0/mzZsn8Xjc45ECAAAAAABgIGX1g84XLFggCxYsOGrMcRy599575etf/7pcdtllIiLym9/8RqqqqmTp0qVy7bXXejlUAAAAAAAADKAhu/vejh075MCBAzJ37tzurxUVFcmsWbNk1apV6qJUIpGQROKvO/a0tuq7OADAQKDuAPASNQeA16g7AAbLkF2UOnDggIiIVFVV9fh6VVVVd+xoFi1aJAsXLuzXczdtKzPjwRp9W+8lu+wtlgPGNplbGirN3ESnvi1kKGRvN9m+R99SeGeRva17s8u2ofPGblZjW9vt17Rhb60aCxSbqXLaBVvVWEvC3p65vj3fjBdOaFZjjRF7m/NAob7t7D9O/YuZe//q89RY/JD9vP+Z+ogam1TaaOa+tme8GR9vbIVtbRsrIhJ5Tt8q1Vfiss19oX5ex3L17Xu9NhB1Z+t71WZ8X7F+/BsK7e1oQ4G0HvPbW/tarG3ORewt5QuC9p9h5wXs7ZujRrwxaV/f7zn6NuqdBfa4agra1JjPZdvfdmMbZBGRpqB+f+gssuuwBPTnjhbZr8narnz3QXvLeescKI/aW2EnM3YLYm2j3NBhH+OW3fr27YEO+7x1gvrzNrbZ2zN7ZSBqzsGt5WZ8sHqdzQ1VakxEJN6p1/Ycl14nvrc/vY7dN3xkjN7rbO+oMHPf2DtGjfn1U1VERKaer3+WalvSrgvZ6nVuOnWVmfvz185RY/HD9v3s/zF6neNdep1Xdh9nxvvV6yw3ep3ifvQ60ZHV62zbZ/9cUF+gz2O9S69THIqpsYIc+z6Y49NrVlcmYOaGA3ofVRzU66iISNrlk3SsPqq1y77+D8b16z/H6AtF7NeUduwxt4TtcbWE9OdOtruc78alFIjY/WxXSj+OB9vy7Oc1FIf1805EJGMNWkQSXXov1OBSw5sbjLrTaZ+3lkMu/epgGHG77915553S0tLS/W/37t3ZHhKAEY66A8BL1BwAXqPuABgsQ/adUtXV779roL6+Xmpqarq/Xl9fL9OnT1fzwuGwhMPer+4BGL2oOwC8RM0B4DXqDoDBMmTfKTVhwgSprq6W5cuXd3+ttbVVXn31VZk9e3YWRwYAAAAAAID+yuo7pdrb22X79u3d/79jxw5Zv369lJaWyrhx4+TLX/6y3H333TJ58mSZMGGCfOMb35Da2lq5/PLLszdoAAAAAAAA9FtWF6XWrFkjc+bM6f7/22+/XURErr/+ennwwQfla1/7mnR0dMgtt9wizc3NcvbZZ8vTTz8tkYjLB74CAAAAAABgSMvqotT5558vjqPvOOHz+eTb3/62fPvb3/ZwVAAAAAAAABhsQ/YzpQAAAAAAADByDdnd97LJH/eZ8Zx1+Wrsgms3mLlLVpzV5+e99+O/VmN35F1p5o4valNjs0p3mrnLEieZ8Wf36vHGvUVmri+cUWP5ZzaZuWt3jFNjkdykmfuPJ/3FjK9unqDH2qNmbrotR4394s0Pm7kFb4fUWKJEf1ehiEg6ra8xv75tvJmbk5sy4+/Wl6sxx7HP2+j8ZjWWervYzA3E9Mf27RhZf8Yb3K8fexGRjmb9vNo73j4GXV0BNRYN29fKh2p2qrGgX79+RUTKQx1qrDKk1yQRkcaUXmdFRGJpfb5iaX2uRESKQjE1VlVhj8sS9KfN+Pj8Q2Z8d7hEje2QMjM30am/5niHfW5Ji56bybHrzn7Ra/zBHPsYBoP2fGUy+nkd67B3gPKl9NxQs329+I3cdHTk/C6vP73O+Z9408z9/Uuz1FjArde5Uu917sy7wswd249e51mXXue5fSeqsYN7i81cX1g/14tn2L3O67vq1FjUpde5+cR+9Dod9j3W6nUe2GhvSGT2OqV2zUkZ97PXt7v0OlGXXqdBr7NOxr72Ixe1qLHUJrsXDnYavc7OkdXr+PfYr6elwLi3V9j39mhYP77Fufp9X0RkUmGjGnO7txcE42osN2BfoylHP59FRFIZPR72d5m5ZeHOPsVERDJGb5/I2MsHJS6PfSBYqMYO+u2+IRnXnzvTZV+jTlKPp5P2cThg/IzVlJNr5vp8LjUtpb+meJvd6wSa9dzwYfte6zNO60zI+15n5HRXAAAAAAAAGDZYlAIAAAAAAIDner0otW/fvsEcBwAAAAAAAEaRXi9KnXLKKfK73/1uMMcCAAAAAACAUaLXi1Lf/e535XOf+5xcffXVcuiQ/WGtAAAAAAAAgKXXi1Jf/OIXZcOGDdLU1CQnn3yyPP7444M5LgAAAAAAAIxg9p6Of2fChAny/PPPy3333SdXXnmlTJkyRYLBng+xbt26AR0gAAAAAAAARp5jWpQSEdm1a5c89thjUlJSIpdddtkRi1IjgVMXN+NdiagaW/qn2fZjF2f0oM9n5m6KjzFSHTP3xrq/qLGnm6aauft2lZnxK89cq8beKagwcxtjeWrstDL7w/VvmbpCjT3TfqqZuzteasYzoh+L6eN2m7nr1k1SY8FS+9zqrNXPj5wW+42NwZeK1Fg030yVxIlpM56bn1BjeeGkmdu6qlKN1azvssdVqL/mlskja/PQnFb7+g+26/HOTKGZmynW5zmTsZ/3QLzAjFuKczrV2OFUrsvz2q+pLnpYjVVH7PM5IPp1Vh1uMXML/Po1vCdp15WDSftCDPr1ceVG9GtQRCTeGtaDXfYx9hvngL/Dzs3EIvqYIsb9TkT8BSkz7jjGc7fkmLl5e/T6kL/HHpd1O42V2vMxnGTG9r3X+f+ePMt+8EHrdeynvX7sy2ps2SG7L9j7nkuvM8PodfLtXudQXK93p5Xavc7NU1eqsUHtder2mLnrXj9ejQVK7Brcn14n5y/GvcGt1znBHlc0T+9ncsMxM7d9lX4O1LzRj15n0sjqdaIN9kXc1R5QY4mk/jODiEiyRL+npNL644qIRIN6bmHIrpXRgJ6bcfQ6KiISS4fMeF5Qv/dbzysikh/Qc8N++5y0NKXs49CYsC/EnIB+HebkuFwrMf3e7yRdrpUuPe7YUymJpN7rJHJcep2gHc8k9HMzcNjudXIP6NdT9KC9NuDv0uOpPO97nWNaUfr5z38u//zP/yxz586Vt956Syoq7JswAAAAAAAAcDS9XpSaP3++rF69Wu677z657rrrBnNMAAAAAAAAGOF6vSiVTqdlw4YNMnbs2MEcDwAAAAAAAEaBXi9KPfvss4M5DgAAAAAAAIwiI+vT8wAAAAAAADAssCgFAAAAAAAAzx3T7nujRabJ3p6zerW+b+R719jbzX5kyiY1tqW5ysx9+N0ZaiwRt8f8dNNUNZbM2NukBl227d7WXqnGdh4uMXMvqNumxu6tWWPmTlt9gxprbbK3K5WUvR7rS+lbYfqK9S2DRUTy9uqPHdxSYA9ror5taNDekVZi1frWnoG4vbVnUVGnGfcZe6Qn/qQffxGRokP6a4oX2+deuFW/npLGrtDDkfvWrXosneuyxXKFPo/WsRUR2XxQr0vhHLs2ZBx9XH6X5z2c0LdQdxNy2ep4XPSwGqsKtpi5q9v0bdD3dBabuc0Je2volpi+5XBHZ9jM9bfpt3O/y/WfCRnHwmVXYCfY91w3TkyvD/m77dqRt0+vO+EW+z7t69Jz0zn29szDidNkn1Nmr3O1vcX1R05+W431p9eJxwav18kpsO/t77TrO06/e7jUzO1Pr3P6a9erseYme+t1MXoZERGf0Qv5ilx6nT36fAY3271OW396naq+9zqFhTEz7vfr40o9Ze84Xtyo5yaK7J4z1GY87wjrdXLr7drRFTGOoc+ex1hYPydjAbt27EiXqbH8aMLMbc3T790hv32/ybjcKPOD+nNHA3YPVpyj9/Zhlz6p3miyGxP2z1hu/VtrXJ+vRMK+xzpx/Rj7kvb54fj70a9YLWvapcdy7HuPr1OPR5rsx4426AOLHrKPsT+l5waN/muw8E4pAAAAAAAAeI5FKQAAAAAAAHiORSkAAAAAAAB4jkUpAAAAAAAAeI5FKQAAAAAAAHiORSkAAAAAAAB4jkUpAAAAAAAAeC6Y7QEMRYXbA2a8o1JfyysuaTVzD8bz1dipJfvN3BXLZqix9OSUmXsokavG2pNhM1fei5rht50aNTappsHMfebdKWrsMwl9rkRE2nYXqrGrPrzazH1u94lm/MO1O9TYM9v0MYuI+JN6rPm0LjPXl/Spsckf22bmbtgzRo3l5cXN3EmljWb8tU0T1VhwnGPmZkL69RJpsnMPTdFLVNQ+tYad/H32uZGO6PMYbLdrVupwSI0lIvZtoKtVf+yOgrSZG0/mqDGffqqLiEisQx+ziEhDvl4fagvtOtya1Gvazs4yM/e9thI1VhrpNHMzjv2iIyG9jrd1RMxcMS6ldNS+zsSvx50i+97i8+m5wWDGfl4jV0TEiRv3JpeX5DOe2p+yx+UE9OMUOWyf88NJ4Xb795KdFfo8FJUcNnPrY/r9+eSSA2buS8+eocbSx9t1simep8Y6UnZNcXbpfZKIyMZMrRo7obbezF224yQ1dl3Sft6W3UVq7KoP9a/XmV27U409u00fs4iI3ygN/el1jr/4HTN3416953TrdSaXHTTjZq9T59LrBPvR65yk34cjI6zXyTtg31OShfpcpKN2r5MO6fGuhF3vEn79fhPPs39OaivU44GAfb9Jp+1x5Ub0HyqKovb5Hg3qdTjot8fVZvxs6He5d3em9N5PRKTLeM1u8yEZvXY4AbfGwAhF7Hu7zzqOLv1sJmW/Jr9xbgYS9mMHE/prDsTsY+xP6q85kPC+1+GdUgAAAAAAAPAci1IAAAAAAADw3JBelPrWt74lPp+vx7+TTrLfTgwAAAAAAIChb8h/ptQpp5wizz33XPf/B4NDfsgAAAAAAABwMeRXeILBoFRXV2d7GAAAAAAAABhAQ35Ratu2bVJbWyuRSERmz54tixYtknHjxqnfn0gkJJH460fVt7bauzABQH9RdwB4iZoDwGvUHQCDZUgvSs2aNUsefPBBOfHEE2X//v2ycOFCOeecc2Tjxo1SUFBw1JxFixbJwoUL+/W8hbtctrI1dljMuUffjlhEZOssfbvxxi3282am6LGqlfY2qVsyY9RY/jv2aVC1094W8mBa36o8f5y9l+VZdTvVWDRgbxvr5OjbYB5K2schL6xvsSoi8vTK09VYxcn2lsL1Z+gf1eYztjIVESl6U9+CdWPnJDM3PFlvDlJp+/ywtkEWEQk06+dIsNN+TcEO/TiF2uztStv9+rj99iH01EDUndBh+wVlIvpclG62H7u91Tj+Pvvc6DJ2K08ftj+WMB47ep0WEfEbW4KLiARdjm97mb7l8B6X6ywS0mtLJmO/po5O/RpNFtlzmeyy461txmS7bMGcyTfqdJc9H/64/pozSZftqktj+uO6bDnd0abfO0REfP3Zkdhli+a+CnZ6v03y0QxEzSnaafccYpxyhf+vca6KyDszS9VY0zZ7DjPGR4dWvWSfj1udWjXm1utU7nLpdTL6+Rqps/uVWWN3qTHXXic4eL3OMy9NV2OVU1x6ndP70ets1Ovo2512PzJUe50co9cJt9nnVrtff163LeG9NBB1J9jmcnM36k6u20+tGf34p6P28euK6rF0u95viIgkO60ey0wVcblWElG97rTmG4MWkUBAvwc7dkth9kKhkH3vcBz7NSUT+oF00i4TFjAG7pZr8dsTEo7addoS79LrnYiY/Z3js1+TNdU+l4Psy+hxf8L7XmdIf9D5ggUL5Oqrr5bTTjtN5s2bJ08++aQ0NzfL//7v/6o5d955p7S0tHT/2717t4cjBjAaUXcAeImaA8Br1B0Ag2VIv1Pq7xUXF8sJJ5wg27dvV78nHA5LOOyyIgkAA4i6A8BL1BwAXqPuABgsQ/qdUn+vvb1d3nnnHampqcn2UAAAAAAAANAPQ3pR6qtf/aqsWLFCdu7cKS+//LJcccUVEggE5JOf/GS2hwYAAAAAAIB+GNJ/vrdnzx755Cc/KU1NTVJRUSFnn322vPLKK1JRUZHtoQEAAAAAAKAfhvSi1MMPP5ztIQAAAAAAAGAQDOk/3wMAAAAAAMDINKTfKZUtbWPsaUmU6bGal9NmbmedHi9612fmRhsdNdY23mV90ZfRQ/rDiohI0ykBM56sTKmx9asnmbmZiqQai26KmLk5hfrA320zDpKIlEY7zfg+Y1wH9paYuQXlHWqsc1uxmRtc0KjGMpvs1/SxiW+psW1t9p+8boiNNePhUn2+ujYXmrmxCv287hhjn1vWuVm4Qz+nh6NMxJ6LREmOnmunimPEAwm7AATi+vFze16/kWuUJBGxxywiEujUa15iR4GZmzBKbbDdpZbm6PNVX6kfIxGRQNS+P6TjxotO9f13SL6MfW/JFOs1PBCyD9TY4ua+DElERPa7xFu79Nfc1WrvAJUoNF6zYx+ncIt+nAKd+lwNN21j7YssXqbPYc0q+1zuMHqdwp396HXGDV6vc+hkez5S5fqx3/Da8WbukO11yvve6+SX6Y8d215k5vrnGb3O5kHsdeJjzHioJKbG0lvs+4rd67j8uGWU2aIR1us4OfZ1lo7q17gTsGuHz9GvFX/Kzg0YpcXxu+RayXaqiEtdkoRx7hyyzytjOsTvdiszHjqeb5+TTtitwbPuz3aqyWWufRH9vpQT7jJzS/LtWmo57BKPGb1fV659z0vl6S86WWifH+FDxmQn7PkYDLxTCgAAAAAAAJ5jUQoAAAAAAACeY1EKAAAAAAAAnmNRCgAAAAAAAJ5jUQoAAAAAAACeY1EKAAAAAAAAnnPZo3R08nfZ+1HGxuhbSu77vL69roiIc1hfB9x/vssaYUbfYrPsdTu3c6weO/fatWbumoN1ZtzXqW9nHE/kmbl5G/Xcwh32ltOxMv01H95nb/u7c7p9nHLy9Lizz35N5Q/nqrEd19hbbLavKdeft8jeYrUgEFdj8bS9BfpPZ/3WjP+q/hw1tj7tct6+qW+jnKix96StflHfJrXk6S328w4zqTy7HLeN0eciYe/cLU6wH3vsWlsK25eRZEJ6slPqsh9xhz0fwRb9vAs32/sCW9vghtrt6yyVqz92ojFk5saq7OPgy9OfO9BpX2c5rfq44tV2LZW0nhuO2Ad5TG6L/diGymibGX/TV6vGWtpczo92/XpxXEpWuNnYVrzTbR/t4cPnclrExur3q72fc+l1mo1e5zyXA5DW579svUuvY7QrZ1+7zsxdd9BolEREOqJqKJHQ7/siInlvGr3OTvtAxEuHZq9T8b9Gr/Nxu9fpXGv0OsV973WSGbsu3DfzITP+YP2H1dj6jD3Xzga914n3o9cpfmZk9TrJIrsf7ajUj2GixL63p/XLTFxODXH0Q+DOKEvpsH3fD8Ts12Td23PazVTJadefO5Cwc9NhPZYstCcrUWLX6XTUmBPHng+fUR66iuxa6gvoyZGwfY1WRDvUmN8alIhEgnY93J3S5zPZZs91Trs+X37jcUVEAnF93G65g4F3SgEAAAAAAMBzLEoBAAAAAADAcyxKAQAAAAAAwHMsSgEAAAAAAMBzLEoBAAAAAADAcyxKAQAAAAAAwHMsSgEAAAAAAMBzwWwPYCjqrPGZcV9ajxfnd5q5Bw5F1JgTypi5wbyUGmuaHrZzi5Nq7KLiN83c53dNNuO5zxSosag9lRKMO2oskNRjIiKJEv3Bi9615zK5M2TGC2c3q7H6Yv0Yioi0Hqc/tr/dfk2lZx1QYw2HCs3cc/M3q7G2tD3mr268yozHY8Zr2ppn5qZDxjFuC5i5TVP1Y1y6yp6P4aa91p6LWJU+j8nytP3g1mlnn5IixjXsS9q/13Ci+rhCUb2eiYikm3LMeP57eix6yL7+w4f05w52dpm5iVK91gYS9nxkQnY8FtYn23GppemwfiCdoH2Qc0tiaqwkT4+JiIyNHlZjqYx9Tr/dWmPGuzLGfLnMR0q/LYkvYyfHKvTWKJDMtZ94GOlfr2OfF/WH+97rBKxeZ5p9L7N7nY1m7ou7JpnxvGX5aizXrdeJ6deg1QeJiCSK9Qcv3Nm/Xif/rBY1dtCt1xmn12h/R3Z6nc60/Xr/deOVZjzWn17HqMH96nVeGWm9jv2jZ2eVPhfJYvu8cnKM+6Dfpdmxeh2jFoqIOAHjsV1qg1vfEGnUHzt6yH5NoRa9nwkk7dqRyjPugwn7fBaf/aITRthxWZlwrOlyOcahiD4fRdG4mVsW7tCf1mc/bzxt97M5IX1csVyXGl+kHwu389aX0Sc7HfX+fUu8UwoAAAAAAACeY1EKAAAAAAAAnmNRCgAAAAAAAJ5jUQoAAAAAAACeY1EKAAAAAAAAnmNRCgAAAAAAAJ5z2XhxdIqP07cUFhGZOmlPnx87MF7fNnLve2VmbsbYxtrJd9kS3rCseaoZjx20t8DOs57aZdfQvH36XOc8t9bMHf+Cvk3u5kVTzFx/sb2d9aEWfetff769lX3TP+jHeMoJe83cPS1F+vMG7G1BV3VMVmPNqaiZW+yyFeqe3fpc+46357K0WN9GtWNVuZlbtEN/zekyY8/3Yah1oh13xunzXJCbsHMdvXYk4vZWtVZuOuXye420Hk+22Vt3R5vtxw616+dGTptdD8ON+lz66w+ZuYHWYjXWMavEzDV2333/uY19kjMhe8vhZLk+H5Ey+xoN5+jbEbs5nNLvD2G//bihgB23tln2l9r36USOfl770vaBSHbqx6FlQtjMHU7idS69zuT+9Dr6+bjPpddxrF6noO/n6rLmU814rKEfvY5LKcw3ep3gcrvXGbfC6HW+a/c6vhL72u9q1V9ztnqdQNCu32av02UfQ7dt39v29L3XKS7Se53YK/3odcr1MQ1HbRPseLJCP+8CLudkwK/Po5OxL1Kz10m4/DCT0B/bH7OfN9hpP3SOflpJTrt9reS0GnPZZveN/mREjSWK9JiIiC+tz+X7j23MddDuddJR/Rj7c+37Q47R61j9hohIRvQxu/U6uUH7Xpsb1o9Totil13GsXto+b52Afm7Gy7x/3xLvlAIAAAAAAIDnWJQCAAAAAACA51iUAgAAAAAAgOeGxaLU4sWL5bjjjpNIJCKzZs2S1atXZ3tIAAAAAAAA6Ichvyj1yCOPyO233y533XWXrFu3TqZNmybz5s2ThoaGbA8NAAAAAAAAfTTkF6Xuuece+cd//Ee58cYb5eSTT5b7779fcnNz5Ve/+lW2hwYAAAAAAIA+ctmgOruSyaSsXbtW7rzzzu6v+f1+mTt3rqxateqoOYlEQhKJv25z2draOujjBDC6UXcAeImaA8Br1B0Ag2VIL0o1NjZKOp2WqqqqHl+vqqqSzZs3HzVn0aJFsnDhwn49764b/7Vf+SPODJf45zwZBbLpI4P0uB8dpMf12EDUnXe+dvsAjQbASDcgvc5N9Do9uPU6GPkGq9e5eJAe12MDUXe23UmvA+BIQ/7P947VnXfeKS0tLd3/du/ene0hARjhqDsAvETNAeA16g6AwTKk3ylVXl4ugUBA6uvre3y9vr5eqqurj5oTDoclHA57MTwAEBHqDgBvUXMAeI26A2CwDOl3SoVCIZkxY4YsX768+2uZTEaWL18us2fPzuLIAAAAAAAA0B9D+p1SIiK33367XH/99XLmmWfKzJkz5d5775WOjg658cYbsz00AAAAAAAA9NGQX5T6xCc+IQcPHpRvfvObcuDAAZk+fbo8/fTTR3z4ucZxHBFhhwgAug/qwwf1or+oOwDcDGTdoeYAcEOvA8Brva07PmegKtMQtWfPHqmrq8v2MAAMA7t375axY8f2+3GoOwB6ayDqDjUHQG/R6wDwmlvdGfGLUplMRvbt2ycFBQXi8/lcv7+1tVXq6upk9+7dUlhY6MEIhzfmq/eYq2Pj5Xw5jiNtbW1SW1srfn//P2qPujN4mKtjw3z1ntdzNZB1h5ozuJivY8N89R69DjTMV+8xV8dmKNadIf/ne/3l9/v79NuAwsJCTupjwHz1HnN1bLyar6KiogF7LOrO4GOujg3z1XteztVA1R1qjjeYr2PDfPUevQ40zFfvMVfHZijVnSG9+x4AAAAAAABGJhalAAAAAAAA4DkWpf5OOByWu+66S8LhcLaHMiwwX73HXB2b0TRfo+m19hdzdWyYr94bTXM1ml7rQGC+jg3z1Xujaa5G02sdCMxX7zFXx2YozteI/6BzAAAAAAAADD28UwoAAAAAAACeY1EKAAAAAAAAnmNRCgAAAAAAAJ5jUQoAAAAAAACeY1HqbyxevFiOO+44iUQiMmvWLFm9enW2hzQkrFy5Ui655BKpra0Vn88nS5cu7RF3HEe++c1vSk1NjUSjUZk7d65s27YtO4PNskWLFsk//MM/SEFBgVRWVsrll18uW7Zs6fE98Xhcbr31VikrK5P8/Hz5+Mc/LvX19VkacXb97Gc/k9NOO00KCwulsLBQZs+eLU899VR3fDTMFXXn6Kg7vUfdOTbUHeqOhrrTe9Sd3qPmvI+6cyRqzrGh7vTecKs7LEr9/x555BG5/fbb5a677pJ169bJtGnTZN68edLQ0JDtoWVdR0eHTJs2TRYvXnzU+A9/+EP58Y9/LPfff7+8+uqrkpeXJ/PmzZN4PO7xSLNvxYoVcuutt8orr7wizz77rKRSKbnooouko6Oj+3u+8pWvyOOPPy6PPvqorFixQvbt2ydXXnllFkedPWPHjpXvf//7snbtWlmzZo1ccMEFctlll8lbb70lIiN/rqg7OupO71F3jg11h7qjoe70HnWn90Z7zRGh7mioOceGutN7w67uOHAcx3Fmzpzp3Hrrrd3/n06nndraWmfRokVZHNXQIyLOH/7wh+7/z2QyTnV1tfMf//Ef3V9rbm52wuGw89BDD2VhhENLQ0ODIyLOihUrHMd5f25ycnKcRx99tPt7Nm3a5IiIs2rVqmwNc0gpKSlxfvGLX4yKuaLu9A5159hQd44ddYe68/eoO8eGunNsRlPNcRzqTm9Qc44ddefYDOW6wzulRCSZTMratWtl7ty53V/z+/0yd+5cWbVqVRZHNvTt2LFDDhw40GPuioqKZNasWcydiLS0tIiISGlpqYiIrF27VlKpVI/5Oumkk2TcuHGjfr7S6bQ8/PDD0tHRIbNnzx7xc0Xd6Tvqjo2603vUHepOb1F3bNSd3hltNUeEutNX1Bx31J3eGQ51J5iVZx1iGhsbJZ1OS1VVVY+vV1VVyebNm7M0quHhwIEDIiJHnbsPYqNVJpORL3/5y/LhD39YTj31VBF5f75CoZAUFxf3+N7RPF9vvvmmzJ49W+LxuOTn58sf/vAHOfnkk2X9+vUjeq6oO31H3dFRd3qHukPdOVbUHR11x91orTki1J2+oubYqDvuhlPdYVEKGCS33nqrbNy4Uf785z9neyhD2oknnijr16+XlpYWWbJkiVx//fWyYsWKbA8LGJaoO71D3QEGDnXHHTUHGFjUHXfDqe7w53siUl5eLoFA4IhPnK+vr5fq6uosjWp4+GB+mLuebrvtNnniiSfkhRdekLFjx3Z/vbq6WpLJpDQ3N/f4/tE8X6FQSCZNmiQzZsyQRYsWybRp0+RHP/rRiJ8r6k7fUXeOjrrTe9Qdrp1jRd05OupO74zWmiNC3ekrao6OutM7w6nusCgl7x+wGTNmyPLly7u/lslkZPny5TJ79uwsjmzomzBhglRXV/eYu9bWVnn11VdH5dw5jiO33Xab/OEPf5Dnn39eJkyY0CM+Y8YMycnJ6TFfW7Zskffee29UztfRZDIZSSQSI36uqDt9R93pibrTf9Qd6o4b6k5P1J3+GS01R4S601fUnCNRd/pnSNedrHy8+hD08MMPO+Fw2HnwwQedt99+27nllluc4uJi58CBA9keWta1tbU5r7/+uvP66687IuLcc889zuuvv+7s2rXLcRzH+f73v+8UFxc7f/zjH50NGzY4l112mTNhwgQnFotleeTe+8IXvuAUFRU5L774orN///7uf52dnd3f8/nPf94ZN26c8/zzzztr1qxxZs+e7cyePTuLo86eO+64w1mxYoWzY8cOZ8OGDc4dd9zh+Hw+Z9myZY7jjPy5ou7oqDu9R905NtQd6o6GutN71J3eG+01x3GoOxpqzrGh7vTecKs7LEr9jZ/85CfOuHHjnFAo5MycOdN55ZVXsj2kIeGFF15wROSIf9dff73jOO9vWfqNb3zDqaqqcsLhsHPhhRc6W7Zsye6gs+Ro8yQizgMPPND9PbFYzPniF7/olJSUOLm5uc4VV1zh7N+/P3uDzqKbbrrJGT9+vBMKhZyKigrnwgsv7C6WjjM65oq6c3TUnd6j7hwb6g51R0Pd6T3qTu9Rc95H3TkSNefYUHd6b7jVHZ/jOM7Av/8KAAAAAAAA0PGZUgAAAAAAAPAci1IAAAAAAADwHItSAAAAAAAA8ByLUgAAAAAAAPAci1IAAAAAAADwHItSAAAAAAAA8ByLUgAAAAAAAPAci1IAAAAAAADwHItSAAAAAAAA8ByLUhgV0um0fOhDH5Irr7yyx9dbWlqkrq5O/v3f/z1LIwMwElFzAHiNugPAa9QdDASf4zhOtgcBeGHr1q0yffp0+fnPfy6f/vSnRUTkuuuukzfeeENee+01CYVCWR4hgJGEmgPAa9QdAF6j7qC/WJTCqPLjH/9YvvWtb8lbb70lq1evlquvvlpee+01mTZtWraHBmAEouYA8Bp1B4DXqDvoDxalMKo4jiMXXHCBBAIBefPNN+VLX/qSfP3rX8/2sACMUNQcAF6j7gDwGnUH/cGiFEadzZs3y5QpU2Tq1Kmybt06CQaD2R4SgBGMmgPAa9QdAF6j7qCv+KBzjDq/+tWvJDc3V3bs2CF79uzJ9nAAjHDUHABeo+4A8Bp1B33FO6Uwqrz88sty3nnnybJly+Tuu+8WEZHnnntOfD5flkcGYCSi5gDwGnUHgNeoO+gP3imFUaOzs1NuuOEG+cIXviBz5syRX/7yl7J69Wq5//77sz00ACMQNQeA16g7ALxG3UF/8U4pjBr/9E//JE8++aS88cYbkpubKyIi//Vf/yVf/epX5c0335TjjjsuuwMEMKJQcwB4jboDwGvUHfQXi1IYFVasWCEXXnihvPjii3L22Wf3iM2bN0+6urp4iymAAUPNAeA16g4Ar1F3MBBYlAIAAAAAAIDn+EwpAAAAAAAAeI5FKQAAAAAAAHiORSkAAAAAAAB4jkUpAAAAAAAAeI5FKQAAAAAAAHiORSkAAAAAAAB4jkUpAAAAAAAAeI5FKQAAAAAAAHiORSkAAAAAAAB4jkUpAAAAAAAAeI5FKQAAAAAAAHju/wIjB1PBrr+hDQAAAABJRU5ErkJggg=="
+<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABKUAAADaCAYAAAB3hvFMAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAQrNJREFUeJzt3XmUXVWd//3PnYeaK1WpqowECGMwadGE2CAE8iOJyijQoj6AQOMArlbatqFbRZQ2avePBxWEbgfQdik0KHGBqGCAoM1kgDAHEgwhJJVKKpWaq+54nj94KC2T/T2VGs6t4f1ai7VIfWvfu+8++3zOubtu1Q55nucJAAAAAAAACFC41B0AAAAAAADA1MOiFAAAAAAAAALHohQAAAAAAAACx6IUAAAAAAAAAseiFAAAAAAAAALHohQAAAAAAAACx6IUAAAAAAAAAseiFAAAAAAAAALHohQAAAAAAAACx6IU8Bduu+02hUIhrV+/vtRdATBFkDsAgkbuAAgSmQMLi1IombfD6S//mz59upYtW6Zf//rXw37cr33ta1qzZs3odfQAtbe367LLLlN9fb3Kysq0bNkyPf300yXrD4A/m4y509zcrKuuukrLli1TRUWFQqGQHn744ZL0BcC+JmPurF27VhdffLEOO+wwpdNpHXzwwbr00kvV3Nxckv4A+LPJmDmPPPKITj/9dM2ePVvJZFKNjY1auXKl/vd//7ck/cHoipa6A8BXvvIVzZs3T57nqaWlRbfddpve97736Z577tEHPvCBA368r33tazrnnHN05plnjn5nfRSLRb3//e/Xs88+q3/6p39SXV2dvvvd7+qkk07SU089pfnz5wfeJwD7mky588orr+gb3/iG5s+fr2OOOUaPPfZY4H0A4G8y5c4///M/q62tTeeee67mz5+vP/3pT7rxxht17733asOGDWpsbAy8TwAGm0yZ8+qrryocDusTn/iEGhsbtXfvXv3kJz/Re9/7Xv3qV7/SypUrA+8TRg+LUii5VatW6V3vetfAvy+55BI1NDToZz/72bACs5TuuusuPfroo7rzzjt1zjnnSJLOO+88HXbYYbrmmmv005/+tMQ9BCBNrtw59thjtWfPHtXW1uquu+7SueeeW+ouAdiPyZQ7119/vY4//niFw3/+pYuVK1fqxBNP1I033qjrrruuhL0DIE2uzLn00kt16aWXDvrapz71KR188MG64YYbWJSa4Pj1PYw71dXVSqVSikYHr5n+x3/8h97znvdo2rRpSqVSOvbYY3XXXXcN+p5QKKSenh796Ec/Gvi46kUXXTRQ3759uy655BLNmDFDiURC8+bN0yc/+Ulls9lBj5PJZHTllVcO/AreWWedpd27d/v2/a677lJDQ4POPvvsga/V19frvPPO0y9/+UtlMplhjAiAsTaRc6eiokK1tbXDf/EASmIi58573/veQQtSb3+ttrZWL7/88gGOBIAgTOTM2Z90Oq36+nq1t7cPqz3GDz4phZLr6OhQa2urPM/Trl279J3vfEfd3d366Ec/Ouj7vvWtb+n000/XRz7yEWWzWd1+++0699xzde+99+r973+/JOm///u/demll2rx4sW67LLLJEmHHHKIJGnHjh1avHjxwN98OuKII7R9+3bddddd6u3tVTweH3iuT3/606qpqdE111yj119/XTfccIOuuOIK3XHHHeZreeaZZ/TOd75znxu1xYsX67/+67/06quv6phjjhnxmAEYmcmUOwAmhsmeO93d3eru7lZdXd1whwjAKJqMmdPZ2alsNqvW1lb9+Mc/1gsvvKB/+Zd/GY3hQil5QInceuutnqR9/kskEt5tt922z/f39vYO+nc2m/UWLFjgnXzyyYO+XlZW5l144YX7tL/gggu8cDjs/fGPf9ynViwWB/Vp+fLlA1/zPM/77Gc/60UiEa+9vd18TWVlZd7FF1+8z9d/9atfeZK83/zmN2Z7AGNrMubOX7rzzjs9Sd5DDz005DYAxtZkz523ffWrX/UkeWvXrj3gtgBGz2TOnBUrVgy8nng87n384x/3+vr6htQW4xe/voeSu+mmm/TAAw/ogQce0E9+8hMtW7ZMl156qX7xi18M+r5UKjXw/3v37lVHR4dOOOGEIe1sVywWtWbNGp122mmDfrf6baFQaNC/L7vsskFfO+GEE1QoFLR161bzefr6+pRIJPb5ejKZHKgDKL3JlDsAJobJnDuPPPKIrr32Wp133nk6+eSTD6gtgLExGTPn61//uu6//3794Ac/0HHHHadsNqt8Pj+kthi/+PU9lNzixYsHhdj555+vv/mbv9EVV1yhD3zgAwMf+bz33nt13XXXacOGDYP+NtNfh93+7N69W52dnVqwYMGQ+jRnzpxB/66pqZH0VlBbUqnUfv9uVH9//0AdQOlNptwBMDFM1tzZuHGjzjrrLC1YsEDf//73h9wOwNiajJmzaNGigf//6Ec/qne+85266KKL9vkbWJhY+KQUxp1wOKxly5apublZmzZtkiT9/ve/1+mnn65kMqnvfve7uu+++/TAAw/owx/+sDzPG/U+RCKR/X7d77mamprU3Ny8z9ff/tqMGTNG3jkAo24i5w6AiWky5M62bdt06qmnqqqqSvfdd58qKipGs3sARtFkyJy/FI/Hdfrpp+sXv/gFv40ywfFJKYxLb38Ms7u7W5L085//XMlkUr/97W8H/Xrcrbfeuk/b/a3q19fXq7KyUi+88MIY9fgtixYt0u9//3sVi8VBf+z8iSeeUDqd1mGHHTamzw9g+CZq7gCYuCZy7uzZs0ennnqqMpmM1q5dq6ampjF/TgAjM5EzZ3/6+vrkeZ66urr4jZQJjE9KYdzJ5XK6//77FY/HdeSRR0p6a1U9FAqpUCgMfN/rr7+uNWvW7NO+rKxsn61Bw+GwzjzzTN1zzz1av379Pm1G6ycB55xzjlpaWgb9rnZra6vuvPNOnXbaafv9e1MASm8i5w6AiWki505PT4/e9773afv27brvvvs0f/78UXlcAGNnImfOrl279vlae3u7fv7zn2v27NmaPn36qDwPSoNPSqHkfv3rX2vjxo2S3gqcn/70p9q0aZOuuuoqVVZWSpLe//736/rrr9fKlSv14Q9/WLt27dJNN92kQw89VM8999ygxzv22GP1u9/9Ttdff71mzJihefPmacmSJfra176m+++/XyeeeKIuu+wyHXnkkWpubtadd96pP/zhD6qurh7xaznnnHN03HHH6WMf+5heeukl1dXV6bvf/a4KhYKuvfbaET8+gNExmXJHkq677jpJ0osvvijpra2b//CHP0iSvvCFL4zKcwAYmcmUOx/5yEf05JNP6uKLL9bLL7+sl19+eaBWXl6uM888c8TPAWBkJlPmrFq1SrNmzdKSJUs0ffp0vfHGG7r11lu1Y8cO3XHHHSN+fJRYSfb8A7z9b1eaTCa9RYsWeTfffPOg7UI9z/N+8IMfePPnz/cSiYR3xBFHeLfeeqt3zTXXeH89jTdu3Oi9973v9VKplCdp0NalW7du9S644AKvvr7eSyQS3sEHH+xdfvnlXiaTGdSnv97S9KGHHhryNuttbW3eJZdc4k2bNs1Lp9PeiSeeuN8tUgEEb7Lmzl+/pr/8D0BpTcbcmTt3rjNz5s6dO+yxAjBykzFzbrzxRu/444/36urqvGg06tXX13unnXaa98gjjwx/oDBuhDyP3x8AAAAAAABAsPibUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACByLUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACFy01B0Ya8ViUTt27FBFRYVCoVCpuwNgHPI8T11dXZoxY4bC4ZGv1ZM7APyMZu6QOQD8cK8DIGhDzZ1Jvyi1Y8cOzZ49u9TdADABbNu2TbNmzRrx45A7AIZqNHKHzAEwVNzrAAiaX+5M+kWpiooKSW8NRGVlZYl7A2A86uzs1OzZswfyYqTIHQB+RjN3yBwAfrjXARC0oebOpF+UevvjpJWVlQQmANNoffyc3AEwVKORO2QOgKHiXgdA0Pxyhz90DgAAAAAAgMCxKAUAAAAAAIDAsSgFAAAAAACAwE36vyk1HId+/XqznqvPu4vRotk2lso5a97rZWbbxF7372IWY2ZTs57abbftnuOZ9ViXu1/RHvux++vcj52rM8ZZ0mGHNDtr8yvtF3VousWsv9rb6Kyt32XvNNL2Up2zVv+MPZbpFvf8kN1UkT73eIX77bHMVyfMerTb3a++hpTZtmtWxFnrmWk2VbjgnluRfrvtS1/7rP0N48wh/27nTr6y4C7G7dxR2D15wh12eESN8zuS9fn9cGM6R/rMpiraU1IhYziKPle2TK17PIoz7Ik1f+YuZ+3oKncmSVJl1H7s1/umOWtP77R3SurZXOWsVW2yj1P5Dvdgxrrs7Ij2GAe5aM/LYsI+UF7E/XOzTK09b3vr3bnTP80ej2Lc6JPPj/JeuWbi5M6h3/C516kZfuaE4+62oRb75I51uAc55HMdNB+3065na+y6dc0J2aeJMtOMe53GrNn28Lk7nTW/zGlMdJj1V3vc9zpPtdiZ07Wx1lmredFsqrIW94BFjXsZSQob9VDOnpeFMjs3QkX3ccpMs+dtd5M7c/qm25lj5UrYZ269fN3EyRxJmnfD/zXriTndzlp/t30Mmhr3Omvdv3XPdUlK7XLPne5ZdvD3NbjbNj1qh9be892vV5IyW9x/HLpsm0+/Gt3P7Xctm3aM+31UPGJcGySdNvM5s/5S9wxn7c2earPt5k1Nztqs++3zLNbpPpn66u1siHe7j3Fqp31D2zHffn9f86x73nYcVW227Z7pzp3OI437M0mRTvc9WLLVHsuXVo9+7vBJKQAAAAAAAASORSkAAAAAAAAErqSLUo888ohOO+00zZgxQ6FQSGvWrBlUv+iiixQKhQb9t3LlytJ0FgAAAAAAAKOmpItSPT09WrhwoW666Sbn96xcuVLNzc0D//3sZz8LsIcAAAAAAAAYCyX9Q+erVq3SqlWrzO9JJBJqbLT/OB0AAAAAAAAmlnG/+97DDz+s6dOnq6amRieffLKuu+46TZvm3qEok8kok8kM/Luz02e7FQAYIXIHQJDIHABBI3cAjJVx/YfOV65cqR//+Mdau3atvvGNb2jdunVatWqVCgX3VpSrV69WVVXVwH+zZ88OsMcApiJyB0CQyBwAQSN3AIyVcf1JqQ996EMD/3/MMcfoHe94hw455BA9/PDDOuWUU/bb5uqrr9aVV1458O/Ozs4DDs1C2rO/IWTU+yJm03zE3dZuKRVSRpfydtu48cOMos8sKH89ZNaT7UVnLVdmt/Ui7nohbY9IyDgOH532qNk2Hc6Z9eZstbMWto6/pMRe92vqrfcZj3DMWYv12s8bNsYrknU/riTl0/b6dCHhfuxQ0adfxtyMZO3xyFa555YXGj9r6qOSO+Xu1ypJiht1n8hS3j1WftkRKrqPkV/bSJ+7Fu33mTdd9mOH3D+b8M2dQtJd78/YuWOd/7OTbWbbinC/Wd+drXDWImGf+WHIldvj0V/td/VxszI8nLf7XIza57D12F7Yfk0yyp5PdORT7mPsjZO7ptHInHyZz5yKGvWcPf5F444mWvA5dsbxCWXtphHjFAsbmSFJ6R12JlnX4FzaZzxi7nquaviZ856KzWbbirARwpJ2ZqqcNeseS5LCxrHI1NjjES64X3O8224bSblPwnDWntOFhH3y+93P2G2HV5OkXLn7ef3aBmk0csdnWqlvr/vNTrzFDuC95WlnrVhjP3F/rXveRXxyp2KLe161HW63Da13n4OS1LDZHVw9Pn/dJrXTyJ1Ku23Rc7e972j77zsnQvZ7jit6pztrMZ+gnv6oOzv2HmZnR6rFfZwiWXt+9NVaOW28QZf/PWnnkdXOWrLNvtHOVLlfU2yPfb7k6t2PHW62j+FYGCe3V0Nz8MEHq66uTps3b3YuSiUSCSUSiYB7BmAqI3cABInMARA0cgfAWBk/HzUYgjfffFN79uxRU1NTqbsCAAAAAACAESjpJ6W6u7u1efOfP3q8ZcsWbdiwQbW1taqtrdW1116rD37wg2psbNRrr72mz3/+8zr00EO1YsWKEvYaAAAAAAAAI1XSRan169dr2bJlA/9++/eUL7zwQt1888167rnn9KMf/Ujt7e2aMWOGTj31VH31q1/lo6MAAAAAAAATXEkXpU466SR5nvsPi/32t78NsDcAAAAAAAAIyoT6m1IAAAAAAACYHCbU7ntBKabt7SjDSXfdb+dWz9iaPdpvbxlp7M6pQtreyjJr7Dha8br9vFVbc2Y90u9+1X7b67Yd7v5VTGvLd8neJvmNfK3Zdnfe3gv1xQ73H9Nvaa4226aMXUOLPr952nGwe37Eu+y28Xb3eOTL7FO96LPzZ/l29zHOVNnzp6/OXQ/ZO53KM8YyO81ngkw05T7nWcx9DIo5++cLXsY9kKG8ffys83AkW1VH7Z3Kleiwj6/Vr2i/PR75MqNuZLQkFYruesbvRPLRU4g7a9m8fQ57RjmftJ+3f5p7DhRj9nb1iU57/li8sM/cM64fmQr7OGUrrNdk96uQdD9vMT2O9mcfIa/cPsciCXe9kPX5maZxHoXtqJOM24aiz12r594RXvFO+36kbKfPvV/OfewTMZ/cSLo7HioM/xxqLxgvWNLufIVZ395f7ax1dtmPHTKioeCTOd0zjXsdn0yxjmMx5nOvY8eZEl1W5tj9ytS469b9uyQV48ZrSk2ezJH8z+Fw0n1jmKuwD2Co6B7oRJt9EHob3ccg25Q12848qcVZe/P3s8229evtG+Fw3t2vqhf3mm1b3z3NWctV2uMRCbvn3b099oZja9uPMusPvTbfWYu9YudOyni/6/e+sXWJ+xsSu+y5lWx1j1fbMT75X2Ef45n3u9u3LrDfOPYZ8za10z7G+Sr38/bMCj53+KQUAAAAAAAAAseiFAAAAAAAAALHohQAAAAAAAACx6IUAAAAAAAAAseiFAAAAAAAAALHohQAAAAAAAACx6IUAAAAAAAAAhctdQfGo3hVxqynk1lnraOQNtuG2uLOmhf27H61h5y1cM5dk6RIxv3Yyfai2TbWnTfroZy7fTEeMdsWEu5+FxN2v8Ih92vana8021ZHes16fbLbWUtW2vMjXxZz1uId9nHK1LpfU1edPR6Vm91j7dmHQfmkXe+d7l6/7m20520h6e53vMNnXdx46Oi0frvtBFNe1WfWI8Z87+lNmG1z/T4TwHped9wp5j5NJEnxLnefEx0Fs22sy65binH7PAtZp5J9mqkv7z6/2/JlZtu6WJdZj4fdWZtOGAdCUo9xnhXj9nmWM2pe2B7LcN792OG8nQ3FqP3YVr2/1m6bq3Q/d8E+XVQsc8+9eLWd/xNJ2idzohH3nOqRfdEo9rpvLz370ClqXJ6jdpcV7R3De52C+7HzZfaL8qxT0OcymCu687s1X2G2rYn2mPWKqHs+p9L2XO9JGnPA514nb9wq59MjyG87clSM2Y/d54539df5vKZy95OH7KklL+FuG6uZXPc6Xtq+tldXuQNgb7dxgCSFXnSfDzn78qzKLe5aYbv7vZsk7Xp+trOW7rMnZbTPHg8rd7ywHR4Z4zrZ7/Oe4l3Vu521PYVys+1J1RvN+p+mT3PWtmTt+9VIxn0Bn/aCfaJ1H+KuLTrlFbPts/cf4S76XNTCabtfXXNSzlrnYT7hEXHPj8rN9jJP6k33WGcW+FxsxwCflAIAAAAAAEDgWJQCAAAAAABA4FiUAgAAAAAAQOBYlAIAAAAAAEDgWJQCAAAAAABA4FiUAgAAAAAAQODsvQKnqPoqe5/zfNG9lhdN2Fs35lLuIc/6bO0Z6zK2nLT29JaU3u3e+jPaZ28LWoz6rF0a9Z5Ge/vWzDRrC117i82X3mhy1hqS9tbrR5fvMOupiHtAq8uN/aoltZS59zrua7DH0tj5WWXb7G1S0y3u41iI22OZ6LK3pN0735i304e/XWlfpd2v9DT3WM+t3Ws/7wTTVGHP2UzBfQyKPtvR5o0tdotJe155Ifdjh/P2VsexHiN3euw5F87ZueRF3f2yziPJ3p49nLXP0d2d7q2Qt5XXmG1jZfZrToTd51JN0t6ed0+Zu1+5Cr9ri7se7jSbKpJ1zwG/+RHO2fW+One/cu6dv9+qV7ofu+hzHMqM3Gmq8hmQCWR6pX2vkyu4T6R8wZ5TvUauFHJ2XnkdRt2OBSXb3d8Q67aPux8rczJVdujk3bcFCvmMx9Zdtc7ai2n3fZAkHVHWYtZTkayzNq3MvtfpKndnTiZrv6aQcShSu33uVzrs3LCE8/YE6pppbJFe63OvnDLqUbvPVubMqm432040sYqMWS8Y77FkTw0VUu5xztXY96qxXvf7lZx7qkuS6je4H9vv/rt3uv0+KWJcJ1uPcWeDJHUe4z6/I232EsDjDx/trMWW2efCOyu3mvVoyN0+FPEJeeNUajvKZ1kj5H5v9/yvjjCb1m10h1bnXDv/G+62X9PW97lf1JFHvGm3bXPfd7b9jT1xo9P6nbVDpu8x244FPikFAAAAAACAwLEoBQAAAAAAgMCxKAUAAAAAAIDAsSgFAAAAAACAwLEoBQAAAAAAgMCxKAUAAAAAAIDAsSgFAAAAAACAwEVL3YHxqLGs06xv2lPvrM2t32u2bS9POWut26rNtqGiew3Ri5hNla1wtw0VPbNtOGs/ttk2b9fjHSFnLVtdNNt6efdr+v3rB5ttN9W4j6EkLal/3Vn7uzlPmW3/O7/YWWtrrTDbhvfGnLVIxj1WkpTanXPWCkl7/TlbaU+gaJ+7Fttjx0g+7Z5fkfp+s+2Mave5eF7TerPtRDOrrN2st/S7504sUjDbFj333Onu9bkMhIzcsaekZNRDduwoVLDPf+tnKn65Y83ncNZ+UZk+9zn6p45p9hP7mJlqd9YOqthjtm2tTjtrbf32Mfb63K85VLDHI9rvPk4hn+OQTw//52J+88cLu78hVm5f1GZWdThrC6p32E88gcwsc79OSXqjq8ZZs7JZklqj7kxqz1baHbN+XuqTOfmE+xsixjyXpEjBnlRexN0+nLfbRnvctZAd38pn3OfvhpaZZtv2GncuSNKRlTudtaV1W8y23ZmEs9Yato9xtNWdo373nPEOY8B85keu3L7Xsa4d0V77wXNRdz1anTHbWpmzrP5Vs+1EU5ayD3Dna9XO2qELt5tte3PuedW82b7vj7e7z+FslX3s2w9xn6OxbjsbEh32vY6VLZGs/djJrXFnLTvfuBGSlOtxv6ZH1h1jtn0ofbRZf+ei15y1u0+42Wz7odSlzpp1fyZJMt43+r2PLnvDHeJeqMxs23aUncPJPe759epTc8y25j3rLDt3Ekn3+8bvHnq72Vb6f33qB45PSgEAAAAAACBwLEoBAAAAAAAgcCVdlHrkkUd02mmnacaMGQqFQlqzZs2guud5+tKXvqSmpialUiktX75cmzZtKk1nAQAAAAAAMGpKuijV09OjhQsX6qabbtpv/Zvf/Ka+/e1v65ZbbtETTzyhsrIyrVixQv399t+hAQAAAAAAwPhW0j90vmrVKq1atWq/Nc/zdMMNN+gLX/iCzjjjDEnSj3/8YzU0NGjNmjX60Ic+FGRXAQAAAAAAMIrG7e57W7Zs0c6dO7V8+fKBr1VVVWnJkiV67LHHnItSmUxGmcyf/9p8Z6e9QwwAjBS5AyBIZA6AoJE7AMbKuF2U2rnzrW1qGxoaBn29oaFhoLY/q1ev1rXXXjui566K2b8eWJF0b7FY4dM2FnZvZbu3yt4yMlvl3q8y0eazD66xa2jR2MZWkjyfutU+1ereblKS8ilju9JKe39Oa1PZQtxue3j1LrN+dNq97exjnYeYbevL3NuG7t1TYbaNd7p/ozbWZW/9Gum39l+3T/VIcgRbs/ts+25t3V7I2c/bkOpy1moj3fYTB2g0cqcpaW/PnvPcY9Wdc2/NLUndSfd51p2wc6dgPbRP7Fi8EbSVpFDRPbFiXfakjHW7xzLabXcs3+s+l3oy7nGWpKiR/5KUjrhTrTOfNNuWxd1Z2xa1t5yWUfbb6t66toQ8n7Y+vNAIJokRLeGIPR7Tku4Mn5loH2aHRtdoZE5dws7Qzpx7zkVD9lzOp90HoKPMzpx8mfv6Heux54R1vfH7gxVexGe+GeVEu5052XL3k2er7Y5lku7Myabta3u9zzFuirc7a5t7G5w1SapOubeU3xOx73Ui/e7BjPT73Otk3eev3zEMFUaQZ4Xh55Hnc8GrT7mPU0PMvjcI0mjkTsFnLIpl7mxJROzzbE7ZXmetraHMbNszyz1nfeJOYaNbxZjdthizx6OnyZ2H1Zvt91heyJ0P+bR9TxGKuE+GYsI+j05Z/IJZ/z817vrHX/6I2XZmjft82NxuZ1bqdfc9Wnqn/ZrCXe7399HelNk27vM+Olvlrhu3/pKkQtLd79Ae+5507pxmZ213wX5N8+1uDcuk233v6quvVkdHx8B/27ZtK3WXAExy5A6AIJE5AIJG7gAYK+P2k1KNjY2SpJaWFjU1NQ18vaWlRYsWLXK2SyQSSiTsTw0AwGgidwAEicwBEDRyB8BYGbeflJo3b54aGxu1du3aga91dnbqiSee0NKlS0vYMwAAAAAAAIxUST8p1d3drc2bNw/8e8uWLdqwYYNqa2s1Z84cfeYzn9F1112n+fPna968efriF7+oGTNm6MwzzyxdpwEAAAAAADBiJV2UWr9+vZYtWzbw7yuvvFKSdOGFF+q2227T5z//efX09Oiyyy5Te3u7jj/+eP3mN79RMmn/cTYAAAAAAACMbyVdlDrppJPkGbvzhEIhfeUrX9FXvvKVAHsFAAAAAACAsTZu/6YUAAAAAAAAJq9xu/teKR1R3mzWd2fKnbWW3gqzbVtXmbMWixXMtpmaorOWaomYbSM59yfSvEjIbFuM2vVkS6+zFu7Pm21z5VXOWqbGnp5e2L2mmk3b49GTj5v1+mins1YZ7TfbFjx3v7yMvQ5cjLiPk5/MNPeOKJE+e26FCvbzFmPuWqzHnh+ecShySfsYZ4vuxtMi3WbbiaYh5p5zktSZd//acmc2ZbbN5NzjHIq4c0WSinFjbvhNV6upT+54Ybse6cs5a1HjE7iSFOtxj0e0z86OcK/7HM5k7Pnc65M7OWO+542aJBU9Y7ysmiQZZb/8zyfd4xHJ+uSKzx2IlTtjKRp252VVxH29m2gOSe42623ZtLPW3Ou+dkvSnh5320jUzpx82pg3RXs+hoyH9pvLfpkT6zCu/fZLUqLSPdn7u+xzO59yn2M543ElqadgZ04y5M7RsDWYkvJF414n7zfWxjH2+XF51njNkYzPgfCJQitzwlm7bTjnfvBCfvifAaieRJkjSUua3jDrD/Uc5qy9vK3RbPti92xnbe4hu8y2O452H7/UY+73fZIU73DP52yVzzXUZzPD+mf6nLVYi33fmE/VuftVbedOqODud3+9fW3f63NPel55h7P26PStZtuX291zINxl52Eh5e53vNt+Td1H1LrbdtjvdcM+77H2HunO6co/2dmRN4ba7x5qb7+78dyoe96NFT4pBQAAAAAAgMCxKAUAAAAAAIDADXlRaseOHWPZDwAAAAAAAEwhQ16UOvroo/XTn/50LPsCAAAAAACAKWLIi1L/9m//po9//OM699xz1dbWNpZ9AgAAAAAAwCQ35EWpT33qU3ruuee0Z88eHXXUUbrnnnvGsl8AAAAAAACYxHw2ZB5s3rx5evDBB3XjjTfq7LPP1pFHHqlodPBDPP3006PaQQAAAAAAAEw+B7QoJUlbt27VL37xC9XU1OiMM87YZ1FqMkiHs2a9IdnlrLX3p8y2hbz7w2m5joTZNtUScdZCBc9sWzQOUz4VsttG3M8rSckWo5ixxzJUcNci/fZrMj/nl7M/BPjC7kaz/u3+5c5atmiPR1tP2l0s+Iy1MQV6G+22Ic+YHz59LsTMsqzmhaTdNl9ZdBcTxgSQtKe/zFnbnq+xn3iCCYeMcZKUiuSG3bZQdJ8PXsaeG5F+97wLFe1z1DNOw2LcPkeLOZ9+ZYy54xMdChnnkm9bd6lYsPvc3FNp1rNGUGd9Hrs3a5zE9vSQZ10fjDiTpJwxP/JJO7MK9iVPxbjRNu4z92LuFx2J2APSbwRirxXSE4xfblTH+py1XaEKs20+756v+S77gpPqcGdD2Odex8qcXNrOHJ/hUKzTyMJC3n5sz93vsN3UzhyfnNzUVmfWO7PuC7h13ZCk9l7jftfvXseYAplqu23YuL8L+fS5YGSKZPermLDnXiHtnkDRqD25OnPu49Be8AnhCWZuao9ZP2yG+03F5hZ7PnvGRWPrn6abbdNvGBdCn98ryla652zXPPvYx9vtB6/eZMy7nbvNtuEjpzlr6WZ7PvfMcL+maK99jj69ZY5Zf3fHec5ab8a+PuSy7uMU7bH7lat2H4uW4+y2VRvdWevNtNdC/K5bkX53LVNtNlWmzv2aQjn7Ne1uL3fWns7a59pMu1vDckArSt/73vf0j//4j1q+fLlefPFF1dfXj0GXAAAAAAAAMNkNeVFq5cqVevLJJ3XjjTfqggsuGMs+AQAAAAAAYJIb8qJUoVDQc889p1mzZo1lfwAAAAAAADAFDHlR6oEHHhjLfgAAAAAAAGAK8fnTbQAAAAAAAMDoY1EKAAAAAAAAgTug3femiof2HG7Wu4wtdCNhn23dU1l3cYu97Wtyj3tLyXi3vd1krMddj/b7bbFsbymZqXNvCxyptLfP7mlyb7HZP81+3vwc93bVMZ/td7vayuz6Tvd21+UN3WbbQsHYzroiZ7YNtbvHI9Huc5yM4crUDH97ZknKG8OVT9r9ClUZc75o96utx31ObOiZa7b9kFkdf7Znasx6T374W9FbuRTK2j+bCBuHL1Swn9faYj1UtOdNMeZz/pe7J20hYW+TnqlwP7Y11yWpWOnevz0Zt/d27+q3j2Fvxr2ddSxqD3YmN/ztrGUcCusYSlLBeElexD6GVltJyhs7zvttzx5KuscrZHdL3Tl3x5qzVXbjCeTFHntT5/as+wCEQz73HMZ8zXbb52fMuMRaW2dLUiTr7pdf5vjJWfczIXsy99W6X7PflMpPd4dwLGXfU3R1GyeRpI4u9zW2oswe7Gze/ZpCCTs4rOkTyZhNzfuVfHKEmWPd69hDqVDanf8hn/cG7f3uB3+1r9F+4gnmB08eP+y2qWp7TpbN6nDWig/W2m13uo9R0efdcqzPPaEjGfsC7Devuua633Omyu33q60Lhv82P/ruvc5aptc+kaJv2C8q/4T7NeXfa7/HssIjfLjdNv5yubNW87J9fYhk3fOj/VD7mhbO++SS+9ZPYTviFW3qdT/uG/YNbb7VfZwe7jzSbHua3a1h4ZNSAAAAAAAACByLUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACByLUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACFy01B0Yj46ubDbr3fmEs/bH1rlm23i04H7ctGe2zVa61xDDWbOpwnmjT13uPklSd5M9TaK97n550ZDZVsZLzlYXzabzZ+5y1l7bWW8/r49wWc5Z6+uLm229gvs1F/P2OnDYKOfT9lj2NbhrxYg9t/IVdt2Luuuhap/JZzx0NG7PvZhxvmxon2U/7wRT8PkZQTTsHouiZ7cNhdwHwTq2klSMGTX7VFAx5p6zXtaez8WUXbeyJZe2xyNf5m6brbJzJ13d56xFInbbkejP2Tmcyxr1vE8OGzyfu4RcuXGMI3bbQtKu51PuuVlI22MdMl6yZ0959eXdk/7N/mq78QRSHe016ynjxqItkzbbRiNGXiV8rkcp43Hdt1+SpELGfeBj3T73WBU+OVp0t7eyTpIKRr8zNfZcbmjocNY6e+2TyMwFSVHjGtuXMcJfUj7vPsGt+yBJklG2xkoaWebkynyud8bcLFYaN9KSwmF3W6smSUXP/Zo294zsfna8uWTxH8x6a67cWfvlcwvNtuXTM85a5zSf4A+5z//0LvsczRjvzypft++R31hpn2cV2415lbP7VfuK+/zes8A+Wf6fQ5901m5e+3/Mtn53HO1HG+dSm8+NgaFY6X7vJkkyzv++ejv/O45w9znSZx8Hz5iXklTMuI9F48y9ZtuWXVXu551mj0e8zD03f/nKO8y2/3eRWR4WPikFAAAAAACAwLEoBQAAAAAAgMCN60WpL3/5ywqFQoP+O+KII0rdLQAAAAAAAIzQuP+bUkcffbR+97vfDfw7Gh33XQYAAAAAAICPcb/CE41G1djYWOpuAAAAAAAAYBSN+0WpTZs2acaMGUomk1q6dKlWr16tOXPmOL8/k8kok/nzX7nv7OwMopsApjByB0CQyBwAQSN3AIyVcb0otWTJEt122206/PDD1dzcrGuvvVYnnHCCXnjhBVVUVOy3zerVq3XttdeO6Hm39E4z6/XxbmetscwO6O3dxtaN1fbWjZl+9/7rmVqzqSpfM7ZAL7OnQdjeBVe5cvefJuuvtjcG7Z7rriUP7jLbHl3V7Kzt6S0z2+4xtpyVpHDEvW1oLG4PSKbP2N7V2PZTksLGFCi4D/9bdZ9tti3FpL2dabjPfYyLXfZ2tkoaW4Pn7T9r51W45080bPc5SKOSOz127pRF3Vu3Fn034DUk3MdHkvJl7jmbydvPa+woL8/YflmSwna3lLe2WPfJnX5jqL1p9vbN9RU9zpq1rbck9eeHf8kt5uy2xaJ7PENZn7HODn/+eMZDWzVJKkZ9Mssoh3J2nz3jNWcidph2xt2TqyVcabYNymhkzus+9zrV8T5nLW3kkSTFIilnzSuzr6HZKvexKyTs4x4y5kwh5nP9LdjzMVtuZKFP5vTMdNciTe5xlqQ5le4twbeH3feUkrS3O23Ww+Hh3zfkskYmZfwyx13z7MOkonHL4Rn3bpJU9LlPClm3FT6vqWhMAZ+N6tVn5Ht3zrjYBWw0cufVnulmvSnpfh91zMHbzbZ9effkaJ1jZ5Y89zhn3uO+7ktS+iH3e4qdx9nHL7HH7lZ/tXvOds6xH7vrYPeN1Jwjdpht35Pe5KzdXHOi2TbWmjTrxYRxLtVn3DVJxX53QBQLdg5HM+563n3JekvcHQ6hbju0kmX23Ovf6b6vaOmpN9t6afcxjnTY/aqc7j7XDq/dZbYdC+P6D52vWrVK5557rt7xjndoxYoVuu+++9Te3q7/+Z//cba5+uqr1dHRMfDftm3bAuwxgKmI3AEQJDIHQNDIHQBjZVx/UuqvVVdX67DDDtPmzZud35NIJJRIjJ+fKgCY/MgdAEEicwAEjdwBMFbG9Sel/lp3d7dee+01NTU1lborAAAAAAAAGIFxvSj1uc99TuvWrdPrr7+uRx99VGeddZYikYjOP//8UncNAAAAAAAAIzCuf33vzTff1Pnnn689e/aovr5exx9/vB5//HHV19t/9AsAAAAAAADj27helLr99ttL3QUAAAAAAACMgXH963sAAAAAAACYnMb1J6VK5fcbjjDrC4/a6qxlixGz7Y7mGmctHC2abfPVBXfbPp/1xVDIWYp3e2bTeLf7eSUpn3I/d990u19exP3ckbA9Hi2ZSmdtXvUes211qs+sR0Lu5+7O2juP7My6+xVvtedHvMN9nDyfszXW6W6bq7CPcSjvbvvWkw+zJilkHGMvY4/HnrZyZ611e5X9xCfY5fFmw7ZZZn16TdewH7unzz1nQ2H7ABbS7nMhn7XP70LCPa+iGft5Pfv0Vz7pfuxMtT2f82n3c0fjdt5ZuVQbt3Ml79nzPVtw1/d4ZWbbLuMcjnbbxynW7a5F+s2mChmHMZ+024ajfrljZYfP3Iu62xYK9vPuzVW4a3vdmTTRPL7pYLN+yOxdzlrRs8ewtd09Tr73OhXGOehzDhWN62SsYGdOtM+u51Pu19w/zR6PQsL92PGYnTnZgvtFNZV1mm2rEvYJbB3H9v6U2bavJ+6sxdrt42Tdrxi3X5KkcNZdy5fZxyGcsx/bEsr53M/G3R0v9tk3cHsL7sxp2+W+p5QknWiXx5un7llg1s//0IPOWjpqHHxJrz7szrTQwfb1OdOQd9bCGfv4RY2HrnnVntDp5oxZ9yLuOb3lTPc5KEnJ3e7zsP9Q+zWtaT/WWVswd4fZ9s1q+/58Trn7psPzuba80eZ+H63n3eeRZB+n3ib7OEVbY86a9f5ckiL54b8X9lL2Y9c2djhrbZ59HLqN9waPPnO42VbH2eXh4JNSAAAAAAAACByLUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACByLUgAAAAAAAAgci1IAAAAAAAAInM8m81NT9fP2sDyXO8hZm37oHrNtuN29pWRsZo/ZNmNsKRnqsdcXc+XuLTb9tsjNJ+3x6K9zP3a22t5is5h017va02bb9dnZztqCpmazbUOqy6z35t3H6fXWWrNt0dg2uHyXvdVpss09HiF7V1BFM+4tRTvn2tsz9xd95k+Vu1+RHvuxZdTDfq+py30cqrb47Bv993Z53Nlqz/ftfe6xSFXa235njbayp6S8mLFVrc8VJG+8pHDBfmK/bcFzxtbf+TJ7a/diwnhwn3OhJ+vegrk+5d7mWJLSITts2z33Fux9WeMYSvKMLcfje31yZ497vGK99lhaxylT4bM9e96u51PGdcu9e/db9Zw7dzyfH8dZrynS73PCTCDpje7toCVpc3+Ts1bRaF9DC0Z2Ryvs86AYNw5A2L7eWLngN2fySfvYZqvc9VylT+ak3K8pY+WzpK3t7i3QD6/bZbatS9qZ1J51h3SXsV24JBUz7mNR1mqPZarVPV6RrD2W4by73tPgcz9S9MmccvdjR3vstp7PcbRE+9yPnbTfVkgfG/bTlkTd8/aJ+JPEyc7a+z/wuNl203b38Usu6TDbNhfc55la7XPBfo9lz+fuWfZjdx5kXLDq+sy2feXu86Fvm/F6Ja15/jhnrWnRTrNtY4V9fUhG3NeAZ145yH7sWW3OWnZnudk2kjX65JNZlVvdjXccbx/DTMG+v592mPs1tb5Rbbbt2DjNWYvbbw0U3VzhrM27t9Vu/Em7PBx8UgoAAAAAAACBY1EKAAAAAAAAgWNRCgAAAAAAAIFjUQoAAAAAAACBY1EKAAAAAAAAgWNRCgAAAAAAAIFjUQoAAAAAAACBi5a6A+NR9Z9yZr2/LuastURr7QdPFJ2lUMhuGk0UnLV8ub2+2NfgfvBMjf288umXF/KctUjWbhzORtyP22u/ppqj2521uek2s+0rXQ1mfW9/ylnL9MTNtrFmd716kz23on3uY+yF7bEsJN3jFemzxzLRZj92utl9nPz0zHTPDz/xLnetfFtm2I87HiVa7WNQjLnjuq+YtB/cOPyhqDuT3voG9/Erxuxjmy9zvyYv6hMsPorGlPR8HjpUcH9DMWefK8lo3lkri2TNtpmifcnNFNz1bMZuG+10D0hyj32cUm3u3In2+swPQ6hg50Y045NpMXe94DPlM9XGMXZfwiVJ1mGMGZk00ZRtt+dFrsJ9/LpUYT94ePi5H4q551whbc/HTK37/M2nR5Y5Zo66T6G3mvYbczlqT8iy+g5nrS7eY7bd2W8fp86M+0Tq7/W512l197t8u32cknvdORrK23OnaORCPGXnd9j9tG/ZPbznlaT+OnfN8/kIgJUrZTt9JtcEU/boZrMeWXCEs/bLhxebbWNNxj1H1j7P0pX9zlp/3D4GHZGEu+hzQ+IZeSdJoYL7fAjtNp5XUqrNPfH88r//NHfunDvrabPtLRuPN+vW+91wj33fsPvFemft8N81m22zM91vePvr7bzrmeGeP7kqn/skn1M485A7PGq77OPU9i53qBXTPu/92t1jXXjpVbPtWOCTUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACByLUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACJy9x/QUla2w1+q8qLE9o9+2r9XuLUf95HvdhyvcZ2+hWShzb1fphexOF8rtvSytrcjL3rS3Qu2eY2x1OsMeq2mpXmftxY4m+3mz9jaqRWsLV2M7eUlKtBt1nx2pwxlja/Z29+v1E+mvNOte1GfLWqOcrbJjJGecT/m0z7bhRrlzns+e8BOMZ5/C5lioaB+/UMw9r7y8ff6Hsu56KG8/b9HIypDPeeS3hXbI2IE3Ymy/Lkn5Mne/Ij5bPyejOWct59dpHxHjRXk+20qH3d3y3QY90u8ej1hn1mwbyrnHK9Jrb8FdjPtctxLu8cxW2W2LRqbly8ymChlToGBfOiaUgk+E+kw5U6TMPen85rLX576mRDI+mRM3MsfnclOwdwRXxLgliVvXfUl9De4nj1ba51hlwv3EuzLlZtts0b4+h4xB8TtO0W53PVS0t0iPmPc6PvfJnjGW/SmzaSHmd3/vrmd8MsfKq3zabGpez/pqJ9nnB+pqzbJnTNliwj6Jk+9sc9Zq0n1m26273P0q7rbDMjmz21nr22PPyYbZe816y/YaZ23WvfY5uuO97lphgf2e4sjaPc7aDc+cbLb1OuwwjdRknLWQz/1K1Sb3a841VduNDRXP7zbroYL7JI1kGsy20T573obzxn1luX3+R9vcJ4z13l+Soj3ufnWef5zZdixMsqQDAAAAAADARMCiFAAAAAAAAALHohQAAAAAAAACNyEWpW666SYddNBBSiaTWrJkiZ588slSdwkAAAAAAAAjMO4Xpe644w5deeWVuuaaa/T0009r4cKFWrFihXbt2lXqrgEAAAAAAGCYxv2i1PXXX6+///u/18c+9jEdddRRuuWWW5ROp/XDH/6w1F0DAAAAAADAMNl7xZZYNpvVU089pauvvnrga+FwWMuXL9djjz223zaZTEaZzJ+3muzs7BzzfgKY2sgdAEEicwAEjdwBMFbG9aJUa2urCoWCGhoaBn29oaFBGzdu3G+b1atX69prrx3R8z52x+dG1B7A1DIaufPS6s+OUm8ATHajkTlP/+eVo9QbAFPBaOTOb15ePUq9gS4pdQeA0TPuf33vQF199dXq6OgY+G/btm2l7hKASY7cARAkMgdA0MgdAGNlXH9Sqq6uTpFIRC0tLYO+3tLSosbGxv22SSQSSiQSQXQPACSROwCCReYACBq5A2CsjOtPSsXjcR177LFau3btwNeKxaLWrl2rpUuXlrBnAAAAAAAAGIlx/UkpSbryyit14YUX6l3vepcWL16sG264QT09PfrYxz5W6q4BAAAAAABgmMb9otTf/d3faffu3frSl76knTt3atGiRfrNb36zzx8/d/E8TxI7RABwezsf3s6LkSJ3APgZzdwhcwD44V4HQNCGmjshb7SSaZx68803NXv27FJ3A8AEsG3bNs2aNWvEj0PuABiq0cgdMgfAUHGvAyBofrkz6RelisWiduzYoYqKCoVCId/v7+zs1OzZs7Vt2zZVVlYG0MOJjfEaOsbqwAQ5Xp7nqaurSzNmzFA4PPI/tUfujB3G6sAwXkMX9FiNZu6QOWOL8TowjNfQca8DF8Zr6BirAzMec2fc//reSIXD4WH9NKCyspJJfQAYr6FjrA5MUONVVVU1ao9F7ow9xurAMF5DF+RYjVbukDnBYLwODOM1dNzrwIXxGjrG6sCMp9wZ17vvAQAAAAAAYHJiUQoAAAAAAACBY1HqryQSCV1zzTVKJBKl7sqEwHgNHWN1YKbSeE2l1zpSjNWBYbyGbiqN1VR6raOB8TowjNfQTaWxmkqvdTQwXkPHWB2Y8Thek/4PnQMAAAAAAGD84ZNSAAAAAAAACByLUgAAAAAAAAgci1IAAAAAAAAIHItSAAAAAAAACByLUn/hpptu0kEHHaRkMqklS5boySefLHWXxoVHHnlEp512mmbMmKFQKKQ1a9YMqnuepy996UtqampSKpXS8uXLtWnTptJ0tsRWr16td7/73aqoqND06dN15pln6pVXXhn0Pf39/br88ss1bdo0lZeX64Mf/KBaWlpK1OPSuvnmm/WOd7xDlZWVqqys1NKlS/XrX/96oD4Vxorc2T9yZ+jInQND7pA7LuTO0JE7Q0fmvIXc2ReZc2DInaGbaLnDotT/74477tCVV16pa665Rk8//bQWLlyoFStWaNeuXaXuWsn19PRo4cKFuummm/Zb/+Y3v6lvf/vbuuWWW/TEE0+orKxMK1asUH9/f8A9Lb1169bp8ssv1+OPP64HHnhAuVxOp556qnp6ega+57Of/azuuece3XnnnVq3bp127Nihs88+u4S9Lp1Zs2bp61//up566imtX79eJ598ss444wy9+OKLkib/WJE7buTO0JE7B4bcIXdcyJ2hI3eGbqpnjkTuuJA5B4bcGboJlzsePM/zvMWLF3uXX375wL8LhYI3Y8YMb/Xq1SXs1fgjybv77rsH/l0sFr3Gxkbv3//93we+1t7e7iUSCe9nP/tZCXo4vuzatcuT5K1bt87zvLfGJhaLeXfeeefA97z88sueJO+xxx4rVTfHlZqaGu/73//+lBgrcmdoyJ0DQ+4cOHKH3Plr5M6BIXcOzFTKHM8jd4aCzDlw5M6BGc+5wyelJGWzWT311FNavnz5wNfC4bCWL1+uxx57rIQ9G/+2bNminTt3Dhq7qqoqLVmyhLGT1NHRIUmqra2VJD311FPK5XKDxuuII47QnDlzpvx4FQoF3X777erp6dHSpUsn/ViRO8NH7tjInaEjd8idoSJ3bOTO0Ey1zJHIneEic/yRO0MzEXInWpJnHWdaW1tVKBTU0NAw6OsNDQ3auHFjiXo1MezcuVOS9jt2b9emqmKxqM985jP627/9Wy1YsEDSW+MVj8dVXV096Hun8ng9//zzWrp0qfr7+1VeXq67775bRx11lDZs2DCpx4rcGT5yx43cGRpyh9w5UOSOG7njb6pmjkTuDBeZYyN3/E2k3GFRChgjl19+uV544QX94Q9/KHVXxrXDDz9cGzZsUEdHh+666y5deOGFWrduXam7BUxI5M7QkDvA6CF3/JE5wOgid/xNpNzh1/ck1dXVKRKJ7PMX51taWtTY2FiiXk0Mb48PYzfYFVdcoXvvvVcPPfSQZs2aNfD1xsZGZbNZtbe3D/r+qTxe8Xhchx56qI499litXr1aCxcu1Le+9a1JP1bkzvCRO/tH7gwducO5c6DInf0jd4ZmqmaORO4MF5njRu4MzUTKHRal9NYBO/bYY7V27dqBrxWLRa1du1ZLly4tYc/Gv3nz5qmxsXHQ2HV2duqJJ56YkmPneZ6uuOIK3X333XrwwQc1b968QfVjjz1WsVhs0Hi98soreuONN6bkeO1PsVhUJpOZ9GNF7gwfuTMYuTNy5A6544fcGYzcGZmpkjkSuTNcZM6+yJ2RGde5U5I/rz4O3X777V4ikfBuu+0276WXXvIuu+wyr7q62tu5c2epu1ZyXV1d3jPPPOM988wzniTv+uuv95555hlv69atnud53te//nWvurra++Uvf+k999xz3hlnnOHNmzfP6+vrK3HPg/fJT37Sq6qq8h5++GGvubl54L/e3t6B7/nEJz7hzZkzx3vwwQe99evXe0uXLvWWLl1awl6XzlVXXeWtW7fO27Jli/fcc895V111lRcKhbz777/f87zJP1bkjhu5M3TkzoEhd8gdF3Jn6MidoZvqmeN55I4LmXNgyJ2hm2i5w6LUX/jOd77jzZkzx4vH497ixYu9xx9/vNRdGhceeughT9I+/1144YWe5721ZekXv/hFr6GhwUskEt4pp5zivfLKK6XtdInsb5wkebfeeuvA9/T19Xmf+tSnvJqaGi+dTntnnXWW19zcXLpOl9DFF1/szZ0714vH4159fb13yimnDISl502NsSJ39o/cGTpy58CQO+SOC7kzdOTO0JE5byF39kXmHBhyZ+gmWu6EPM/zRv/zVwAAAAAAAIAbf1MKAAAAAAAAgWNRCgAAAAAAAIFjUQoAAAAAAACBY1EKAAAAAAAAgWNRCgAAAAAAAIFjUQoAAAAAAACBY1EKAAAAAAAAgWNRCgAAAAAAAIFjUQoAAAAAAACBY1EKU0KhUNB73vMenX322YO+3tHRodmzZ+tf//VfS9QzAJMRmQMgaOQOgKCROxgNIc/zvFJ3AgjCq6++qkWLFul73/uePvKRj0iSLrjgAj377LP64x//qHg8XuIeAphMyBwAQSN3AASN3MFIsSiFKeXb3/62vvzlL+vFF1/Uk08+qXPPPVd//OMftXDhwlJ3DcAkROYACBq5AyBo5A5GgkUpTCme5+nkk09WJBLR888/r09/+tP6whe+UOpuAZikyBwAQSN3AASN3MFIsCiFKWfjxo068sgjdcwxx+jpp59WNBotdZcATGJkDoCgkTsAgkbuYLj4Q+eYcn74wx8qnU5ry5YtevPNN0vdHQCTHJkDIGjkDoCgkTsYLj4phSnl0Ucf1Yknnqj7779f1113nSTpd7/7nUKhUIl7BmAyInMABI3cARA0cgcjwSelMGX09vbqoosu0ic/+UktW7ZMP/jBD/Tkk0/qlltuKXXXAExCZA6AoJE7AIJG7mCk+KQUpox/+Id/0H333adnn31W6XRakvSf//mf+tznPqfnn39eBx10UGk7CGBSIXMABI3cARA0cgcjxaIUpoR169bplFNO0cMPP6zjjz9+UG3FihXK5/N8xBTAqCFzAASN3AEQNHIHo4FFKQAAAAAAAASOvykFAAAAAACAwLEoBQAAAAAAgMCxKAUAAAAAAIDAsSgFAAAAAACAwLEoBQAAAAAAgMCxKAUAAAAAAIDAsSgFAAAAAACAwLEoBQAAAAAAgMCxKAUAAAAAAIDAsSgFAAAAAACAwLEoBQAAAAAAgMD9f2fO3EyObAAHAAAAAElFTkSuQmCC"
 class="
 "
 >
@@ -15579,7 +15579,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15639,7 +15639,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15654,7 +15654,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15696,7 +15696,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">(0.064, 0.620, 0.074, 0.924)</span> along <span class="ansi-green-intense-fg">batchᵇ</span> <span class="ansi-yellow-intense-fg">float64</span></pre>
+<pre><span class="ansi-blue-intense-fg">(0.446, 0.839, 0.609, 0.109)</span> along <span class="ansi-green-intense-fg">batchᵇ</span> <span class="ansi-yellow-intense-fg">float64</span></pre>
 </div>
 
 </div>
@@ -15748,7 +15748,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phi/field/_scene.py:150: RuntimeWarning: Failed to copy calling script to scene during Scene.create(): [Errno 2] No such file or directory: &#39;/tmp/ipykernel_2795/3852168639.py&#39;
+<pre>/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phi/field/_scene.py:150: RuntimeWarning: Failed to copy calling script to scene during Scene.create(): [Errno 2] No such file or directory: &#39;/tmp/ipykernel_2783/3852168639.py&#39;
   warnings.warn(f&#34;Failed to copy calling script to scene during Scene.create(): {err}&#34;, RuntimeWarning)
 </pre>
 </div>
@@ -15830,7 +15830,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre>0.06428778916597366</pre>
+<pre>0.4464888870716095</pre>
 </div>
 
 </div>
@@ -15869,7 +15869,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+gAAAHqCAYAAACX9GTGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAO55JREFUeJzt3X2UXHWZIP6nupOudJLuTjpvnTavvMg7geElA7gYJIeQVQZkhsFZVgN60NGAQhxHsjuAmdFpcea4GYUD6q4yu0ccx12DozuDMkhg+AlGkomAK4FgJJGQBBC6k07SnVTd3x+RnmlJ6MrLt+/t5PM5556Tqq566kndulX11PP9fm8py7IsAAAAgFzV5Z0AAAAAoEAHAACAQlCgAwAAQAEo0AEAAKAAFOgAAABQAAp0AAAAKAAFOgAAABSAAh0AAAAKYFjeCaRWrVZj48aN0dTUFKVSKe90AAAAhpQsy2Lr1q3R3t4edXV6vCkd9gX6xo0bY+rUqXmnAQAAMKRt2LAhpkyZkncah7XDvkBvamqKiD0vpubm5pyzAQAAGFq6urpi6tSpfbUV6Rz2Bfrrw9qbm5sV6AAAAAfIlOH0TCAAAACAAlCgAwAAQAEo0AEAAKAAFOgAAABQAAp0AAAAKAAFOgAAABSAAh0AAAAKQIEOAAAABaBABwAAgAJQoAMAAEABKNABAACgABToAAAAUAC5FugPP/xwXHLJJdHe3h6lUinuvffeN9zm5z//efze7/1etLS0xKhRo+Kss86K9evXD36yAAAAkFCuBXp3d3fMmjUr7rjjjr3+/bnnnou3ve1tcfzxx8fy5cvjiSeeiJtvvjlGjBgxyJkCAABAWqUsy7K8k4iIKJVKsWzZsrjsssv6rnvPe94Tw4cPj//1v/7XAcft6uqKlpaW6OzsjObm5kOQKQAAwJFDTTV4CjsHvVqtxv/9v/833vrWt8a8efNi4sSJMXv27L0Og//3enp6oqurq98GAAAARTcs7wT2ZcuWLbFt27b47Gc/G5/+9Kfjtttui/vuuy8uv/zyePDBB+Ptb3/7Xu/X0dERS5YsGeRsD9xxS/5b0vg723cljR/D0w/AaBjVm/YBnhmVNHzjllLS+JVy0vAREVEdnjb+qBfTvo5ee2vS8FF+Ne0+joho6Er7HG1vS/t/2Dl5d9L4p5+4Lmn8iIjfGbMhafxTG9Our/Kv22ckjX//i8cnjR8RsWXVpKTx2/8l7et05POdSePHIAyKLG3bkTR+tn170vgxvjVp+FLn1qTxIyJ2z0h7HHQePTJp/K4ZafuDpWrS8BERMbw7bfwnlt6Y9gEotEJ30CMiLr300rjxxhvjtNNOi5tuuine9a53xV133bXP+y1evDg6Ozv7tg0b0n6hAgAAgEOhsB308ePHx7Bhw+LEE0/sd/0JJ5wQjzzyyD7vVy6Xo1wehJYiAAAAHEKF7aA3NDTEWWedFWvWrOl3/TPPPBPTp0/PKSsAAABII9cO+rZt22Lt2rV9l9etWxerV6+O1tbWmDZtWnziE5+IK6+8Ms4///y44IIL4r777ovvfve7sXz58vySBgAAgARyLdAff/zxuOCCC/ouL1q0KCIiFixYEHfffXe8+93vjrvuuis6Ojriox/9aBx33HHxf/7P/4m3ve1teaUMAABAjXbu3Bm9vYkXfd4PDQ0NMWLEiLzT2KdcC/Q5c+bEQKdhf//73x/vf//7BykjAAAADoWdO3fGzOmjY9OWSt6p9Glra4t169YVtkgv7CJxAAAADF29vb2xaUslnl85I5qb8l/+rGtrNaaf8cvo7e1VoAMAAHDkGd1UitFNpbzTiGrkn8NAFOgAAAAkU8mqUXnzmc2DlkfR5T/OAAAAANBBBwAAIJ1qZFGN/FvoRchhIAp0AAAAkqlGNYowuLwYWbw5Q9wBAACgAHTQAQAASKaSZVHJ8h9eXoQcBqKDDgAAAAWggw4AAEAyFomrnQIdAACAZKqRRaUAxfFQKNANcQcAAIAC0EEHAAAgGUPca6dABwAAIBmruNfOEHcAAAAoAB10AAAAkqn+ZstbEXIYiA46AAAAFIAOes52NSX+HaeUOHx3fdoHiIhd9WlfpsOTRo/YNTpt/LpdaeNHRJRfTTtfp5r4nWjsz9PGH/lS+p3Q05L2WKsOS/tmsWt02vyH1aX/TfyG1tVJ44+uG5E0/vO93Unj15XSz+sb8XLa1+m29sRvRnUtScMP79qdNH5ERF1T2tdp3fa0H5qVlrT51zc2JI0fEVHanfb9rj7xR1rq+D1jB2OOceIv2IehSkFOs1aEHAaiQAcAACCZSrZny1sRchiIIe4AAABQADroAAAAJGORuNop0AEAAEimGqWoFGDufrUAOQzEEHcAAAAoAB10AAAAkqlme7a8FSGHgeigAwAAQAHooAMAAJBMpSBz0IuQw0AU6AAAACSjQK+dIe4AAABQADroAAAAJFPNSlHN8u9eFyGHgSjQAQAASMYQ99oZ4g4AAAAFoIMOAABAMpWoi0oBesOVvBOoQf7PEgAAAKCDDgAAQDpZQRaJywqQw0AU6AAAACRjkbjaGeIOAAAABaCDDgAAQDKVrC4qWf694UqWdwYDy/VZevjhh+OSSy6J9vb2KJVKce+99+7ztn/8x38cpVIpli5dOmj5AQAAcHCqUYpq1BVgM8T9TXV3d8esWbPijjvueNPbLVu2LB577LFob28fpMwAAABgcOU6xH3+/Pkxf/78N73NCy+8ENdff318//vfj3e+852DlBkAAACHgkXiapf/RIA3Ua1W473vfW984hOfiJNOOinvdAAAACCZQi8Sd9ttt8WwYcPiox/9aM336enpiZ6enr7LXV1dKVIDAACgBsVZJK74q8QVtkBfuXJl/M3f/E2sWrUqSqXahyJ0dHTEkiVLEmZ2aFVGV5PGrxu5O2n86mC8hHanPZiHbS/+UJc3s3tU+sfoGZc2/pin08Yf+/S2pPHrunsGvtFBakz8gZKdnnYnb5s6tI+ziIhfpH07jU27hyeN/+hrRyWNv2H9+KTxIyJGJ/7IqTSmfZ2+clLafVx+Nf1ncuMrab+39DSl/cyvlJOGjzHP1ad9gIjYMSHt66h7Utp9UJf4IzNLvwtiR1va4+BwtGeRuPy/C+xvDh0dHfHtb387nn766WhsbIxzzz03brvttjjuuOMSZVjgIe7/8i//Elu2bIlp06bFsGHDYtiwYfH888/Hxz/+8ZgxY8Y+77d48eLo7Ozs2zZs2DB4SQMAAHBYeOihh2LhwoXx2GOPxf333x+7du2Kiy66KLq7u5M9ZmE76O9973tj7ty5/a6bN29evPe9741rrrlmn/crl8tRLif+eRQAAICaVKMuKgXoDVdj/0Yk3nffff0u33333TFx4sRYuXJlnH/++YcytT65Fujbtm2LtWvX9l1et25drF69OlpbW2PatGkxblz/IZfDhw+Ptra2pEMKAAAAOHSKNgf9t9cpq7XJ29nZGRERra2thz6538j1WXr88cfj9NNPj9NPPz0iIhYtWhSnn3563HLLLXmmBQAAwGFq6tSp0dLS0rd1dHQMeJ9qtRo33HBDnHfeeXHyyScnyy3XDvqcOXMi24+Fj375y1+mSwYAAIBDrhp1US3QEPcNGzZEc3Nz3/W1dM8XLlwYTz31VDzyyCPJ8oso8Bx0AAAAONSam5v7FegDue666+J73/tePPzwwzFlypSEmSnQAQAASKiSlaKS5X+atf3NIcuyuP7662PZsmWxfPnymDlzZqLM/o0CHQAAgGQqBVnFvbKfq7gvXLgw7rnnnvjOd74TTU1NsWnTpoiIaGlpicbGxhQpFuBZAgAAgIK58847o7OzM+bMmROTJ0/u2775zW8me0wddAAAAJKpZnVRLcBp1qr7sUB5ROzXguaHigIdAACAZIbqEPc85P8sAQAAADroAAAApFON/V9BPVUeRaeDDgAAAAWggw4AAEAy1aiLagF6w0XIYSAKdAAAAJKpZHVRKcAq7kXIYSDFzxAAAACOADroAAAAJFONUlSjCIvE5Z/DQBToAAAAJGOIe+2KnyEAAAAcAXTQAQAASKYSdVEpQG+4CDkMpPgZAgAAwBFABx0AAIBkqlkpqln+C7QVIYeBKNBzVm7dkTR+08iepPFfqYxOGj8iom5LOWn81GtFNL6cJY1f15s0fEREDN+R9v/Q+NKupPHrXutOGr/Umzb/iIis3JA0/q7GtB9Y1RFpX0PDStWk8SMiNu5uSRp/Qv3WpPHf0vha0vgjW7cnjR8RsWt0c9L4I15OGj52TEh7nG1vS3ucRUTEzxJ/aCYOv3tk2n2wdUra9+qIiG3T0v4fdo9K+zoqv5K4QBqEw2DYpPTvd4ebakGGuFcLkMNAip8hAAAAHAF00AEAAEimmtVFtQCnOCtCDgNRoAMAAJBMJUpRifznfxchh4EU/ycEAAAAOALooAMAAJCMIe61K36GAAAAcATQQQcAACCZShRj/ncl7wRqoEAHAAAgGUPca1f8DAEAAOAIoIMOAABAMpWsLioF6F4XIYeBKNABAABIJotSVAswBz0rQA4DKf5PCAAAAHAE0EEHAAAgGUPca1f8DAEAAOAIoIMOAABAMtWsFNUs//nfRchhIAp0AAAAkqlEXVQKMHi7CDkMpPgZAgAAwBFABx0AAIBkDHGvnQIdAACAZKpRF9UCDN4uQg4DyTXDhx9+OC655JJob2+PUqkU9957b9/fdu3aFZ/85CfjlFNOiVGjRkV7e3u8733vi40bN+aXMAAAACSSa4He3d0ds2bNijvuuOMNf9u+fXusWrUqbr755li1alV8+9vfjjVr1sTv/d7v5ZApAAAAB6KSlQqzFV2uQ9znz58f8+fP3+vfWlpa4v777+933e233x5nn312rF+/PqZNmzYYKQIAAMCgGFJz0Ds7O6NUKsWYMWP2eZuenp7o6enpu9zV1TUImQEAALA3Fomr3ZAp0Hfu3Bmf/OQn44/+6I+iubl5n7fr6OiIJUuWDGJmB+ctrZ1J41eqaWcxdI3YnTR+RETv6LQv0966tM9R+bW08et6s6TxIyJG/Wpn0vjDtvUmjR8Nw5OGz4anfyvdPqMlafwdk9J+YJV2p32dPrZ2ZtL4ERFTR76aNP7Zo36RNP7I+rTH2YSm7qTxIyI2NDUljb9tStr36+rwtMdB89r0Mxebn+8Z+EYHoTKiPmn88qtpj4OXZo1MGj8iYsdbEn/3qk/7Ot01Ju3nzehJ25LGj4g4aeKm5I9xuMmyuqhm+S/QlhUgh4EUP8PYs2DcH/7hH0aWZXHnnXe+6W0XL14cnZ2dfduGDRsGKUsAAAA4cIXvoL9enD///PPxwx/+8E275xER5XI5yuXyIGUHAADAm6lEKSqR//DyIuQwkEIX6K8X588++2w8+OCDMW7cuLxTAgAAYD9Us2LM/66mnxl60HIt0Ldt2xZr167tu7xu3bpYvXp1tLa2xuTJk+MP/uAPYtWqVfG9730vKpVKbNq0Z75Ha2trNDQ05JU2AAAAHHK5FuiPP/54XHDBBX2XFy1aFBERCxYsiE996lPxD//wDxERcdppp/W734MPPhhz5swZrDQBAAA4QNWCLBJXhBwGkmuBPmfOnMiyfY8zeLO/AQAAwOGk0HPQAQAAGNqqUYpqARZoK0IOA1GgAwAAkEwlK0WlAIvEFSGHgRR/ED4AAAAcAXTQAQAASMYicbUrfoYAAABwBNBBBwAAIJlqlKJagPnfFokDAADgiJYVZBX3rAA5DMQQdwAAACgAHXQAAACSqWYFGeJegBwGokAHAAAgGau41674GQIAAMARQAcdAACAZAxxr50OOgAAABSADjoAAADJVAtymrUi5DAQBToAAADJGOJeO0PcAQAAoAB00AEAAEhGB712CvScHdX0StL4q7a8JWn8E9o2J40fEbG5eXTa+M+NTxq/bneWNH5WnzR8RET0jGtIGr9UTfscDXttd9L4g6Gut5o0fvnXaffBzrSHWWS70w8Iu/eZU5PGXz1+StL489ueShp/0cwfJI0fEdFRmZ80/qaNY5PGH/bK8LTxd6Y9jiMiRrzQlTR+dWTaz5vecY1J4w/fnn4flDen/fq+e1Taz5tS+86k8Y9uTfvdOiLi+sn/nPwxDjcK9NoZ4g4AAAAFoIMOAABAMjrotdNBBwAAgALQQQcAACCZLIpxDvL0q0QcPAU6AAAAyRjiXjtD3AEAAKAAdNABAABIRge9dgp0AAAAklGg184QdwAAACgAHXQAAACS0UGvnQ46AAAAFIAOOgAAAMlkWSmyAnSvi5DDQBToAAAAJFONUlQj/+K4CDkMxBB3AAAAKAAFOgAAAMm8vkhcEbb99fDDD8cll1wS7e3tUSqV4t577z30T9C/o0AHAAAgmdfnoBdh21/d3d0xa9asuOOOOxI8M29kDjoAAADsxfz582P+/PmD9ngKdAAAAJJxHvTaKdABAAA4YnR1dfW7XC6Xo1wu55RNf7nOQR9own2WZXHLLbfE5MmTo7GxMebOnRvPPvtsPskCAACw3/Ked/7bc9CnTp0aLS0tfVtHR0fOz9C/ybVAH2jC/ec+97n4whe+EHfddVf8+Mc/jlGjRsW8efNi586dg5wpAAAAByIrwOrt1X9XoG/YsCE6Ozv7tsWLF+f8DP2bXIe4v9mE+yzLYunSpfFnf/Zncemll0ZExP/8n/8zJk2aFPfee2+85z3vGcxUAQAAOAw0NzdHc3Nz3mnsVWFPs7Zu3brYtGlTzJ07t++6lpaWmD17djz66KM5ZgYAAECtsojIsgJsB5D7tm3bYvXq1bF69eqI2FOnrl69OtavX38on6I+hV0kbtOmTRERMWnSpH7XT5o0qe9ve9PT0xM9PT19l397AQAAAAAGTzVKUYr8V1CvHkAOjz/+eFxwwQV9lxctWhQREQsWLIi77777UKXWp7AF+oHq6OiIJUuW5J1GzVobutPGH7kjafyx5e1J40dENNTvThr/pdampPF3jhuZNH7jSwfyW+D+KVXTxs+Gpx3Mkw1LHL8h/VvpiI1bk8Yf1TQ2afyesfVJ4+8chI+z3eVK0vhnjXs+bfzGXySN/4OtpySNHxHxltGdSeNvqhuTNH7Dq2m/nI54Le1rNCKitD3tOkCph3bWj2xI+wDZ8LTxI6JuV/KHSKqyK+1enjbq10njR0RMqE/7/ZpimTNnTmRZ+u/bryvsEPe2traIiNi8eXO/6zdv3tz3t71ZvHhxvwn/GzZsSJonAAAA+5b3yu2/vYp7kRW2QJ85c2a0tbXFAw880HddV1dX/PjHP45zzjlnn/crl8t9k/6LPPkfAAAA/r1ch7hv27Yt1q5d23f59Qn3ra2tMW3atLjhhhvi05/+dBx77LExc+bMuPnmm6O9vT0uu+yy/JIGAACgZtWsFKUCdK+rBchhILkW6ANNuP/TP/3T6O7ujg9+8IPx2muvxdve9ra47777YsSIEXmlDAAAwH54fRX1vBUhh4HkWqAPNOG+VCrFn//5n8ef//mfD2JWAAAAMPgOu1XcAQAAKI6iLNBWhBwGokAHAAAgGQV67Qq7ijsAAAAcSXTQAQAASMYq7rXTQQcAAIAC0EEHAAAgGadZq50CHQAAgGT2FOj5Dy8fCgW6Ie4AAABQADroAAAAJOM0a7VToAMAAJBM9pstb0XIYSCGuAMAAEAB6KADAACQjCHutdNBBwAAgALQQQcAACAdk9BrpkAHAAAgnYIMcY8i5DAAQ9wBAACgAHTQAQAASCbL9mx5K0IOA1GgAwAAkIxV3GunQM/Z2aN+kTT+CzvGJI3/y62tSeNHRGzpGp00frm8K2n8nROqSeOPeiH9G019T9r/Q3VY2tk2WUPat7q65zcnjR8RkXV3J43f2NKYNP6ICSOTxs/q0s/Y2tGU9nX02q60z1F7/fak8ccOS/sajYjYXa1P+wA9aeNnidMfDLsnj00av35rT9L4pUraz7NKOWn4iIho6EobP0v8mbxzZNr30p5q+vJmUr1ZwqSjQAcAACCdrFSMBdqKkMMA/PwDAAAABaCDDgAAQDIWiaudAh0AAIB0st9seStCDgMwxB0AAAAKQAcdAACAZJxmrXYKdAAAANIaAsPLi8AQdwAAACgAHXQAAACSMcS9djroAAAAUAA66AAAAKTjNGs1U6ADAACQUOk3W96KkMObM8QdAAAACkAHHQAAgHQMca+ZAh0AAIB0FOg1M8QdAAAACkAHHQAAgHSy0p4tb0XIYQA66AAAAFAAOugAAAAkk2V7trwVIYeB1NxB37hxY8o89qpSqcTNN98cM2fOjMbGxjj66KPjL/7iLyIbCs8sAAAA/7ZIXBG2gqu5QD/ppJPinnvuSZnLG9x2221x5513xu233x4///nP47bbbovPfe5z8cUvfnFQ8wAAAIDUai7QP/OZz8SHPvShuOKKK+LXv/51ypz6/OhHP4pLL7003vnOd8aMGTPiD/7gD+Kiiy6KFStWDMrjAwAAcJBeXySuCFvB1Vygf+QjH4knnngiXnnllTjxxBPju9/9bsq8IiLi3HPPjQceeCCeeeaZiIj46U9/Go888kjMnz9/n/fp6emJrq6ufhsAAAD5KGXF2YpuvxaJmzlzZvzwhz+M22+/PS6//PI44YQTYtiw/iFWrVp1yJK76aaboqurK44//vior6+PSqUSn/nMZ+Kqq67a5306OjpiyZIlhyyH1JrqdiSNP60x7WiHl3aMTho/ImJXb9q1DHe9Wk4af/TGtCdLqNtdTRo/IqLSkPb/sGtU2vjVYWl/LW18Pmn4iIiobt+eNH6pkvZ1NHx72k/E7fXpfxEv9aR9nf5/G2cmjb9xx7uTxu+tpl93dmNXc9L4pV1pX0e7R6Y9Drqm1SeNHxERWWPS8KVJI5LGrzSk3cfZIOyCXaPSxu8dk/h7xYi08V/c0ZI0fkTE87vTvo7GJo1O0e33p+nzzz8f3/72t2Ps2LFx6aWXvqFAP5T+/u//Pr7+9a/HPffcEyeddFKsXr06brjhhmhvb48FCxbs9T6LFy+ORYsW9V3u6uqKqVOnJssRAACAN1GUBdqKkMMA9qu6/spXvhIf//jHY+7cufGzn/0sJkyYkCqviIj4xCc+ETfddFO85z3viYiIU045JZ5//vno6OjYZ4FeLpejXE7bEQUAAIBDreYC/eKLL44VK1bE7bffHu973/tS5tRn+/btUVfXf0hhfX19VKvph/QCAABwCBRlgbYi5DCAmgv0SqUSTzzxREyZMiVlPv1ccskl8ZnPfCamTZsWJ510Uvzrv/5rfP7zn4/3v//9g5YDAAAAB8EQ95rVXKDff//9KfPYqy9+8Ytx8803x0c+8pHYsmVLtLe3x4c+9KG45ZZbBj0XAAAASCn9kqsHoampKZYuXRpLly7NOxUAAAAOhA56zQpdoAMAADDEKdBrlvakrgAAAEBNdNABAABIxyruNdNBBwAAgALQQQcAACCZUrZny1sRchiIAh0AAIB0LBJXM0PcAQAAoAAU6AAAAFAAhrgDAACQTCmKMf+7+Gu466ADAABAIeigAwAAkI7zoNdMBx0AAAAKQAcdAACAdJxmrWYKdAAAANJRoNfMEHcAAAAoAB10AAAAkillBTnNWgFyGIgCHQAAgHQMca+ZAj1n33rl7KTxX+kZmTR+fV01afyIiNGjdiaNv+PpUUnjj9yU9p2g3Jl+HzS81ps0/vDutLNtsrq0p9TI2scnjR8RUd/akjT+azPTHgfdbWn3ce+xO5LGj4gYNrySNP5rL49OGv9fX2hOGn/MW7qSxo+I2FWpT/sALbuShq9/eUTS+I0vpf88iMRnKNo+Pu0+rjYkDR+9zelP4bR7ZNrvFVlr2s/81B3MF7emfa+LiPiX7ccmjX9a0ugUnQIdAACAdHTQa2aROAAAACgAHXQAAACSsUhc7RToAAAApJOV9mx5K0IOAzDEHQAAAApAgQ4AAEA6WYG2A3DHHXfEjBkzYsSIETF79uxYsWLFgQWqgQIdAACAZF6fg16EbX9985vfjEWLFsWtt94aq1atilmzZsW8efNiy5Yth/6JCgU6AAAA7NXnP//5uPbaa+Oaa66JE088Me66664YOXJkfPWrX03yeAp0AAAA0sl7WPtvDXHv6urqt/X09Ow17d7e3li5cmXMnTu377q6urqYO3duPProowf/vOyFAh0AAIAjxtSpU6OlpaVv6+jo2OvtXn755ahUKjFp0qR+10+aNCk2bdqUJDenWQMAACCdgpwH/fUO+oYNG6K5ubnv6nK5nFNCb6RABwAAIJ2DWEH9kPpNDs3Nzf0K9H0ZP3581NfXx+bNm/tdv3nz5mhra0uRoSHuAAAA8NsaGhrijDPOiAceeKDvumq1Gg888ECcc845SR5TBx0AAIB0CtZB3x+LFi2KBQsWxJlnnhlnn312LF26NLq7u+Oaa6459PmFAh0AAICEDvQc5Cny2F9XXnllvPTSS3HLLbfEpk2b4rTTTov77rvvDQvHHSoKdAAAANiH6667Lq677rpBeSxz0AEAAKAAFOgAAABQAIa4AwAAkM4QXiRusBW+g/7CCy/Ef/7P/znGjRsXjY2Nccopp8Tjjz+ed1oAAADU4PVF4oqwFV2hO+ivvvpqnHfeeXHBBRfEP/3TP8WECRPi2WefjbFjx+adGgAAABxShS7Qb7vttpg6dWp87Wtf67tu5syZOWYEAADAfhsC3esiKPQQ93/4h3+IM888M6644oqYOHFinH766fGVr3wl77QAAACoVVagreAKXaD/4he/iDvvvDOOPfbY+P73vx8f/vCH46Mf/Wj87d/+7T7v09PTE11dXf02AAAAKLpCD3GvVqtx5plnxl/+5V9GRMTpp58eTz31VNx1112xYMGCvd6no6MjlixZMphpHpTfbX4uafzOysik8b+/+cSk8SMiGht2JY3fNTrtT2m9LaWk8YfvSBs/IqIyMu1bRcOrPUnjb505Kmn8YVvTv5WWGtI+RupFU3rGp32A02dsSBo/IuKJX70l+WOkVNeU9r10a/eIpPEjIqq70/YVssTxq8MSf940pf882Dot8T5I3DrqHZN2H2TDq0njR0TE+LSfmak/D+obKknjl4ftTho/IuJfXj02afzrk0bPR1EWaCtCDgMpdAd98uTJceKJ/QvAE044IdavX7/P+yxevDg6Ozv7tg0b0n9pAwAAgINV6A76eeedF2vWrOl33TPPPBPTp0/f533K5XKUy+XUqQEAAFCLosz/LkIOAyh0gX7jjTfGueeeG3/5l38Zf/iHfxgrVqyIL3/5y/HlL38579QAAACogSHutSv0EPezzjorli1bFt/4xjfi5JNPjr/4i7+IpUuXxlVXXZV3agAAAHBIFbqDHhHxrne9K971rnflnQYAAAAHwhD3mhW+QAcAAGAIU6DXrNBD3AEAAOBIoYMOAABAMhaJq50OOgAAABSADjoAAADpmINeMwU6AAAA6SjQa2aIOwAAABSADjoAAADJWCSudgp0AAAA0jHEvWaGuAMAAEAB6KADAACQjCHutdNBBwAAgALQQQcAACAdc9BrpkAHAAAgHQV6zQxxBwAAgALQQQcAACCZ0m+2vBUhh4Eo0AEAAEjHEPeaGeIOAAAABaCDnrP/t709afy2cmfS+NNGv5o0fkTEL7aOSxq/Mr43afwdOxqSxt/elv53tnFPpR0Q1NtcnzR+3e60P5f2ji0njR8RsWN82rfrzmPTvo5GHJ/2vWL22HVJ40dEvNjdnDZ+z9ik8euHVZPGbyjvTho/ImL7tsTHWk/a46C+J+17aSX9W1FURqSNn/ocxZVRlaTx67vTfp5FRFRfS/u9IhuZ9jmq9qZ9jrIxScNHRMSwUtr308OR86DXTgcdAAAACkAHHQAAgHTMQa+ZAh0AAIC0hkBxXASGuAMAAEAB6KADAACQjEXiaqdABwAAIB1z0GtmiDsAAAAUgA46AAAAyRjiXjsddAAAACgAHXQAAADSMQe9Zgp0AAAAkjHEvXaGuAMAAEAB6KADAACQjiHuNVOgAwAAkI4CvWaGuAMAAEAB6KADAACQjEXiaqeDDgAAAAWggw4AAEA65qDXTIEOAABAMqUsi1KWf3VchBwGMqSGuH/2s5+NUqkUN9xwQ96pAAAAwCE1ZDroP/nJT+JLX/pSnHrqqXmnAgAAQK0Mca/ZkOigb9u2La666qr4yle+EmPHjs07HQAAAGr0+iruRdiKbkgU6AsXLox3vvOdMXfu3AFv29PTE11dXf02AAAAKLrCD3H/u7/7u1i1alX85Cc/qen2HR0dsWTJksRZHTrLHjsrafy3n/H/ksbfURmeNH5ExC+en5g0fl1DJWn8nvFp49d31yeNHxGRJf4pr6Er7XPU8GpP0vi7R6c/DrZNSbsTqsPT/qQ8rK6aNP4LPelHV504dnPS+BMau5PGb6jfnTT+qz0jk8aPiFi3c1zS+A0b034tGvFK2uOs0lBKGj8iovzrtPF7x6SNX9qV9r20lPatbo/EHcDSsLT/iWxH2u8tL24ZkzR+RMTGX45P+wC/mzZ8Lgxxr1mhO+gbNmyIj33sY/H1r389RowYUdN9Fi9eHJ2dnX3bhg0bEmcJAAAAB6/QHfSVK1fGli1b4nd+53f6rqtUKvHwww/H7bffHj09PVFf3/9XuHK5HOVyebBTBQAAYC+KMv+7CDkMpNAF+oUXXhhPPvlkv+uuueaaOP744+OTn/zkG4pzAAAACsYQ95oVukBvamqKk08+ud91o0aNinHjxr3hegAAABjKCl2gAwAAMLQZ4l67IVegL1++PO8UAAAAqJUh7jUr9CruAAAAcKQYch10AAAAhpahMLy8CHTQAQAAoAB00AEAAEgny/ZseStCDgNQoAMAAJCMVdxrZ4g7AAAAFIAOOgAAAOk4zVrNFOgAAAAkU6ru2fJWhBwGYog7AAAAFIAOOgAAAOkY4l4zHXQAAAAoAB10AAAAknGatdop0AEAAEgny/ZseStCDgMwxB0AAAAOwmc+85k499xzY+TIkTFmzJgDjqNABwAAIJnXh7gXYUult7c3rrjiivjwhz98UHEMcQcAAICDsGTJkoiIuPvuuw8qjgIdAACAdJxmrWYK9JxNeCztLIOHe05KGv8tJ21OGj8iov7Xw5PGb5i5M2n8Hbvqk8YvdaWNHxHR01xKGr++J+3/YffIxqTxt7UNwj5oTfuJUhlZTRr/1VdGJ43/g97jk8aPiDhv6rqk8WeMfiVp/M5daY+DpzZNTho/IqK6K+1n5qgX0h5nI7dUksav25X2OI6IGLY97f/h1yeMSBq/VE37GuppHYR9sDXxDNWt5aTh63YnDR8NnWm/N0ZEtP6/XWkf4INpw+ehaKu4d3V19bu+XC5HuZz2tV8rc9ABAAA4YkydOjVaWlr6to6Ojr3e7qabbopSqfSm29NPP31Ic9NBBwAAIJ2CnWZtw4YN0dzc3Hf1vrrnH//4x+Pqq69+05BHHXXUIUsvQoEOAABAQkUb4t7c3NyvQN+XCRMmxIQJExJn1Z8CHQAAAA7C+vXr49e//nWsX78+KpVKrF69OiIijjnmmBg9uva1eBToAAAApHMErOJ+yy23xN/+7d/2XT799NMjIuLBBx+MOXPm1BzHInEAAABwEO6+++7IsuwN2/4U5xE66AAAACRUtDnoRaZABwAAIJ1qtmfLWxFyGIAh7gAAAFAAOugAAACkcwQsEneoKNABAABIphTFmP9dyjuBGhjiDgAAAAWggw4AAEA6WbZny1sRchiADjoAAAAUgA46AAAAyTgPeu0U6AAAAKRjFfeaGeIOAAAABaCDDgAAQDKlLItSARZoK0IOA1GgAwAAkE71N1veipDDAAo/xL2joyPOOuusaGpqiokTJ8Zll10Wa9asyTstAAAAOKQKX6A/9NBDsXDhwnjsscfi/vvvj127dsVFF10U3d3deacGAADAAF4f4l6EregKP8T9vvvu63f57rvvjokTJ8bKlSvj/PPPzykrAAAAOLQKX6D/ts7OzoiIaG1tzTkTAAAABuQ0azUbUgV6tVqNG264Ic4777w4+eST93qbnp6e6Onp6bvc1dU1WOkBAADw27Jsz5a3IuQwgCFVoC9cuDCeeuqpeOSRR/Z5m46OjliyZMkgZnVwWp/sTBq/u31M0vi/Gj4xafyIiCinXW6xVEp7oA4bsTtp/N0t6ZeS6J5anzT+zglp42eFX21jYPU708av6037JGXbGpLGn/iWV5LGj4g4YdSLSeOv6JyRNP5LO0Ynjb+ja0TS+BERI9anfR2N+9e0n8l123YkjR/D0r6XRkRUR6bdB8O7y0njx5a04ZueL6V9gEHQNXNo/x/Kr6YvwEateSn5Y3DkGjJfW6+77rr43ve+Fw8++GBMmTJln7dbvHhxdHZ29m0bNmwYxCwBAAD490pZcbaiK3wHPcuyuP7662PZsmWxfPnymDlz5pvevlwuR7mc+NdXAAAAamOIe80KX6AvXLgw7rnnnvjOd74TTU1NsWnTpoiIaGlpicbGxpyzAwAAgEOj8AX6nXfeGRERc+bM6Xf91772tbj66qsHPyEAAABqVqru2fJWhBwGUvgCPRsCwxAAAADgYBW+QAcAAGAIMwe9Zgp0AAAA0sl+s+WtCDkMYMicZg0AAAAOZzroAAAAJFPKsigVYHh5EXIYiAIdAACAdMxBr5kh7gAAAFAAOugAAACkk0VEEc5BXvwGug46AAAAFIEOOgAAAMlYJK52CnQAAADSyaIYC7QVIIWBGOIOAAAABaCDDgAAQDpOs1YzBToAAADpVCOilHcSUYyV5AdgiDsAAAAUgA46AAAAyVjFvXY66AAAAFAAOugAAACkY5G4minQAQAASEeBXjMFes56WxuTxs/qk4YflEkSw8fvSBo/y9IuKbl72/Ck8eu3pd7JEbua0i55mZXSvpB2t6TNf/ir6Q+E5ufSxu88Nm38bHra47h9VGfS+BERP3r1qKTxO3vTfh5Uqolfp5X0y/OOeDnxA9Sn/T+UdvYmjV/Z8lLS+IOhdcf0pPGzYYmPg1L646B33Mik8XvGlJPG3zU6afiIQai/tp4yMf2DcMRSoAMAAJCODnrNFOgAAACk4zzoNbOKOwAAABSADjoAAADJOA967XTQAQAAoAB00AEAAEjHInE1U6ADAACQTjWLKBWgOK4WIIcBGOIOAAAABaCDDgAAQDqGuNdMgQ4AAEBCBSnQowg5vDlD3AEAAKAAdNABAABIxxD3mumgAwAAQAHooAMAAJBONYtCzP8eAqdZU6ADAACQTlbds+WtCDkMwBB3AAAAKAAddAAAANKxSFzNFOgAAACkYw56zQxxBwAAgAIYEgX6HXfcETNmzIgRI0bE7NmzY8WKFXmnBAAAQC1eH+JehK3gCl+gf/Ob34xFixbFrbfeGqtWrYpZs2bFvHnzYsuWLXmnBgAAAIdM4Qv0z3/+83HttdfGNddcEyeeeGLcddddMXLkyPjqV7+ad2oAAAAMJIv8O+dZVohp8AMp9CJxvb29sXLlyli8eHHfdXV1dTF37tx49NFH93qfnp6e6Onp6bvc1dWVPE8AAAD2oSjDy4uQwwAKXaC//PLLUalUYtKkSf2unzRpUjz99NN7vU9HR0csWbJkMNI7JB7855vyTgEAAIACKPwQ9/21ePHi6Ozs7Ns2bNiQd0oAAABHrmq1OFvBFbqDPn78+Kivr4/Nmzf3u37z5s3R1ta21/uUy+Uol8uDkR4AAAADMcS9ZoXuoDc0NMQZZ5wRDzzwQN911Wo1HnjggTjnnHNyzAwAAAAOrUJ30CMiFi1aFAsWLIgzzzwzzj777Fi6dGl0d3fHNddck3dqAAAADEQHvWaFL9CvvPLKeOmll+KWW26JTZs2xWmnnRb33XffGxaOAwAAgKGs8AV6RMR1110X1113Xd5pAAAAsL+qWRTiJOTVAuQwgCFRoAMAADA0ZVk1siz/FdSLkMNACr1IHAAAABwpdNABAABIJ8uKMbzcInEAAAAc0bKCzEEfAgW6Ie4AAABwgH75y1/GBz7wgZg5c2Y0NjbG0UcfHbfeemv09vbudywddAAAANKpViNKBVigLdEicU8//XRUq9X40pe+FMccc0w89dRTce2110Z3d3f89V//9X7FUqADAADAAbr44ovj4osv7rt81FFHxZo1a+LOO+9UoAMAAFAgBZuD3tXV1e/qcrkc5XL5kD5UZ2dntLa27vf9zEEHAAAgmaxaLcwWETF16tRoaWnp2zo6Og7p/3ft2rXxxS9+MT70oQ/t930V6AAAABwxNmzYEJ2dnX3b4sWL93q7m266KUql0ptuTz/9dL/7vPDCC3HxxRfHFVdcEddee+1+52aIOwAAAOkUbIh7c3NzNDc3D3jzj3/843H11Ve/6W2OOuqovn9v3LgxLrjggjj33HPjy1/+8gGlqEAHAAAgnWoWUSpOgV6rCRMmxIQJE2q67QsvvBAXXHBBnHHGGfG1r30t6uoObLD6YV+gZ/tYCAAAAICBvV5LZftZ4B4pXnjhhZgzZ05Mnz49/vqv/zpeeumlvr+1tbXtV6zDvkDfunVrROxZCAAAAIADs3Xr1mhpadn/O2ZZRBThPOhpfmC4//77Y+3atbF27dqYMmXKbz3k/j1mKTvMfwapVquxcePGaGpqilKplHc6/XR1dcXUqVNjw4YNNc2BYOixjw9/9vGRwX4+/NnHhz/7+PBnH6eTZVls3bo12tvb92vodldXV7S0tMQ7Gq6IYaXhCTOsze5sV/yw91vR2dlZ2NfIYd9Br6ure8OvGEVT6yIFDF328eHPPj4y2M+HP/v48GcfH/7s4zQOqHP+G1k1i6wAc9CHQm/6sC/QAQAAyFFWjWIMcS9ADgNwHnQAAAAoAB30HJXL5bj11lujXC7nnQqJ2MeHP/v4yGA/H/7s48OffXz4s4+LyxD32h32i8QBAAAw+F5fJG5OXFqYReKWx3csEgcAAMCRaXfsiihAW3h37Mo7hQEp0AEAADjkGhoaoq2tLR7Z9I95p9Knra0tGhoa8k5jnwxxBwAAIImdO3dGb29v3mn0aWhoiBEjRuSdxj5ZxT0nd9xxR8yYMSNGjBgRs2fPjhUrVuSdEofQpz71qSiVSv22448/Pu+0OAgPP/xwXHLJJdHe3h6lUinuvffefn/PsixuueWWmDx5cjQ2NsbcuXPj2WefzSdZDshA+/jqq69+w3F98cUX55MsB6SjoyPOOuusaGpqiokTJ8Zll10Wa9as6XebnTt3xsKFC2PcuHExevTo+P3f//3YvHlzThmzv2rZx3PmzHnDsfzHf/zHOWXMgbjzzjvj1FNP7Tvf+TnnnBP/9E//1Pd3x3GxjBgxom9fFWErcnEeoUDPxTe/+c1YtGhR3HrrrbFq1aqYNWtWzJs3L7Zs2ZJ3ahxCJ510Urz44ot92yOPPJJ3ShyE7u7umDVrVtxxxx17/fvnPve5+MIXvhB33XVX/PjHP45Ro0bFvHnzYufOnYOcKQdqoH0cEXHxxRf3O66/8Y1vDGKGHKyHHnooFi5cGI899ljcf//9sWvXrrjooouiu7u77zY33nhjfPe7341vfetb8dBDD8XGjRvj8ssvzzFr9kct+zgi4tprr+13LH/uc5/LKWMOxJQpU+Kzn/1srFy5Mh5//PF4xzveEZdeemn87Gc/iwjHMUNcxqA7++yzs4ULF/ZdrlQqWXt7e9bR0ZFjVhxKt956azZr1qy80yCRiMiWLVvWd7larWZtbW3ZX/3VX/Vd99prr2Xlcjn7xje+kUOGHKzf3sdZlmULFizILr300lzyIY0tW7ZkEZE99NBDWZbtOW6HDx+efetb3+q7zc9//vMsIrJHH300rzQ5CL+9j7Msy97+9rdnH/vYx/JLiiTGjh2b/ff//t8dxwx5OuiDrLe3N1auXBlz587tu66uri7mzp0bjz76aI6Zcag9++yz0d7eHkcddVRcddVVsX79+rxTIpF169bFpk2b+h3XLS0tMXv2bMf1YWb58uUxceLEOO644+LDH/5wvPLKK3mnxEHo7OyMiIjW1taIiFi5cmXs2rWr37F8/PHHx7Rp0xzLQ9Rv7+PXff3rX4/x48fHySefHIsXL47t27fnkR6HQKVSib/7u7+L7u7uOOeccxzHDHlWcR9kL7/8clQqlZg0aVK/6ydNmhRPP/10TllxqM2ePTvuvvvuOO644+LFF1+MJUuWxH/4D/8hnnrqqWhqaso7PQ6xTZs2RUTs9bh+/W8MfRdffHFcfvnlMXPmzHjuuefiv/yX/xLz58+PRx99NOrr6/NOj/1UrVbjhhtuiPPOOy9OPvnkiNhzLDc0NMSYMWP63daxPDTtbR9HRPyn//SfYvr06dHe3h5PPPFEfPKTn4w1a9bEt7/97RyzZX89+eSTcc4558TOnTtj9OjRsWzZsjjxxBNj9erVjmOGNAU6JDB//vy+f5966qkxe/bsmD59evz93/99fOADH8gxM+BAvec97+n79ymnnBKnnnpqHH300bF8+fK48MILc8yMA7Fw4cJ46qmnrA9yGNvXPv7gBz/Y9+9TTjklJk+eHBdeeGE899xzcfTRRw92mhyg4447LlavXh2dnZ3xv//3/44FCxbEQw89lHdacNAMcR9k48ePj/r6+jesJLl58+Zoa2vLKStSGzNmTLz1rW+NtWvX5p0KCbx+7DqujyxHHXVUjB8/3nE9BF133XXxve99Lx588MGYMmVK3/VtbW3R29sbr732Wr/bO5aHnn3t472ZPXt2RIRjeYhpaGiIY445Js4444zo6OiIWbNmxd/8zd84jhnyFOiDrKGhIc4444x44IEH+q6rVqvxwAMPxDnnnJNjZqS0bdu2eO6552Ly5Ml5p0ICM2fOjLa2tn7HdVdXV/z4xz92XB/GfvWrX8Urr7ziuB5CsiyL6667LpYtWxY//OEPY+bMmf3+fsYZZ8Tw4cP7Hctr1qyJ9evXO5aHiIH28d6sXr06IsKxPMRVq9Xo6elxHDPkGeKeg0WLFsWCBQvizDPPjLPPPjuWLl0a3d3dcc011+SdGofIn/zJn8Qll1wS06dPj40bN8att94a9fX18Ud/9Ed5p8YB2rZtW7/uyrp162L16tXR2toa06ZNixtuuCE+/elPx7HHHhszZ86Mm2++Odrb2+Oyyy7LL2n2y5vt49bW1liyZEn8/u//frS1tcVzzz0Xf/qnfxrHHHNMzJs3L8es2R8LFy6Me+65J77zne9EU1NT33zUlpaWaGxsjJaWlvjABz4QixYtitbW1mhubo7rr78+zjnnnPjd3/3dnLOnFgPt4+eeey7uueee+I//8T/GuHHj4oknnogbb7wxzj///Dj11FNzzp5aLV68OObPnx/Tpk2LrVu3xj333BPLly+P73//+45jhr68l5E/Un3xi1/Mpk2bljU0NGRnn3129thjj+WdEofQlVdemU2ePDlraGjI3vKWt2RXXnlltnbt2rzT4iA8+OCDWUS8YVuwYEGWZXtOtXbzzTdnkyZNysrlcnbhhRdma9asyTdp9sub7ePt27dnF110UTZhwoRs+PDh2fTp07Nrr70227RpU95psx/2tn8jIvva177Wd5sdO3ZkH/nIR7KxY8dmI0eOzN797ndnL774Yn5Js18G2sfr16/Pzj///Ky1tTUrl8vZMccck33iE5/IOjs7802c/fL+978/mz59etbQ0JBNmDAhu/DCC7Mf/OAHfX93HDOUlbIsywbzBwEAAADgjcxBBwAAgAJQoAMAAEABKNABAACgABToAAAAUAAKdAAAACgABToAAAAUgAIdAAAACkCBDgAAAAWgQAcAAIACUKADwCCrVCpx7rnnxuWXX97v+s7Ozpg6dWr81//6X3PKDADIUynLsizvJADgSPPMM8/EaaedFl/5ylfiqquuioiI973vffHTn/40fvKTn0RDQ0POGQIAg02BDgA5+cIXvhCf+tSn4mc/+1msWLEirrjiivjJT34Ss2bNyjs1ACAHCnQAyEmWZfGOd7wj6uvr48knn4zrr78+/uzP/izvtACAnCjQASBHTz/9dJxwwglxyimnxKpVq2LYsGF5pwQA5MQicQCQo69+9asxcuTIWLduXfzqV7/KOx0AIEc66ACQkx/96Efx9re/PX7wgx/Epz/96YiI+Od//ucolUo5ZwYA5EEHHQBysH379rj66qvjwx/+cFxwwQXxP/7H/4gVK1bEXXfdlXdqAEBOdNABIAcf+9jH4h//8R/jpz/9aYwcOTIiIr70pS/Fn/zJn8STTz4ZM2bMyDdBAGDQKdABYJA99NBDceGFF8by5cvjbW97W7+/zZs3L3bv3m2oOwAcgRToAAAAUADmoAMAAEABKNABAACgABToAAAAUAAKdAAAACgABToAAAAUgAIdAAAACkCBDgAAAAWgQAcAAIACUKADAABAASjQAQAAoAAU6AAAAFAACnQAAAAogP8fbb6aTb4Z0t4AAAAASUVORK5CYII="
 class="
 "
 >
@@ -15884,7 +15884,7 @@ <h2 id="Batched-Data">Batched Data<a class="anchor-link" href="#Batched-Data">&#
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
diff --git a/Math_Introduction.html b/Math_Introduction.html
index cca83a773..cdf7fe740 100644
--- a/Math_Introduction.html
+++ b/Math_Introduction.html
@@ -15410,7 +15410,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">(x=0.080, y=-0.925)</span>; <span class="ansi-blue-intense-fg">(x=-0.882, y=-0.251)</span>; <span class="ansi-blue-intense-fg">(x=-0.720, y=-0.912)</span> <span class="ansi-green-intense-fg">(pointsⁱ=3, vectorᶜ=x,y)</span></pre>
+<pre><span class="ansi-blue-intense-fg">(x=-1.445, y=1.277)</span>; <span class="ansi-blue-intense-fg">(x=0.471, y=-1.125)</span>; <span class="ansi-blue-intense-fg">(x=0.490, y=-0.913)</span> <span class="ansi-green-intense-fg">(pointsⁱ=3, vectorᶜ=x,y)</span></pre>
 </div>
 
 </div>
@@ -15460,7 +15460,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15475,7 +15475,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15530,7 +15530,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">(x=0.080, y=-0.925)</span></pre>
+<pre><span class="ansi-blue-intense-fg">(x=-1.445, y=1.277)</span></pre>
 </div>
 
 </div>
@@ -15581,7 +15581,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">(0.080, -0.882, -0.720)</span> along <span class="ansi-green-intense-fg">pointsⁱ</span></pre>
+<pre><span class="ansi-blue-intense-fg">(-1.445, 0.471, 0.490)</span> along <span class="ansi-green-intense-fg">pointsⁱ</span></pre>
 </div>
 
 </div>
@@ -15632,7 +15632,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">(0.080, -0.882, -0.720)</span> along <span class="ansi-green-intense-fg">pointsⁱ</span></pre>
+<pre><span class="ansi-blue-intense-fg">(-1.445, 0.471, 0.490)</span> along <span class="ansi-green-intense-fg">pointsⁱ</span></pre>
 </div>
 
 </div>
@@ -15683,7 +15683,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">0.07990938</span></pre>
+<pre><span class="ansi-blue-intense-fg">-1.444536</span></pre>
 </div>
 
 </div>
@@ -15722,7 +15722,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-blue-intense-fg">0.07990938</span></pre>
+<pre><span class="ansi-blue-intense-fg">-1.444536</span></pre>
 </div>
 
 </div>
@@ -15776,7 +15776,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
-<pre><span class="ansi-green-intense-fg">(xˢ=10)</span> <span class="ansi-blue-intense-fg">0.288 ± 0.262</span> <span class="ansi-white-fg">(5e-03...7e-01)</span></pre>
+<pre><span class="ansi-green-intense-fg">(xˢ=10)</span> <span class="ansi-blue-intense-fg">0.396 ± 0.252</span> <span class="ansi-white-fg">(5e-02...9e-01)</span></pre>
 </div>
 
 </div>
@@ -15815,7 +15815,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15830,7 +15830,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABKUAAAHqCAYAAADVi/1VAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAfihJREFUeJzs3Wd8VGXexvFr0hNSKGkkhF5CKAk1UkSBADbAjqCCvYGNXRVd6+qKrg0VFMWKShGUYkPpHQKBhBISSoAAIY1Aep2Z50U0wLOoBJI5M8nv+/nkzZw5mX8cTGauue/rmKxWq1UAAAAAAACADTkZPQAAAAAAAADqH0IpAAAAAAAA2ByhFAAAAAAAAGyOUAoAAAAAAAA2RygFAAAAAAAAmyOUAgAAAAAAgM0RSgEAAAAAAMDmCKUAAAAAAABgcy5GD3A+LBaL0tLS5OPjI5PJZPQ4AAAAAAAA+J3ValV+fr5CQkLk5HT+658cIpRKS0tTWFiY0WMAAAAAAADgTxw5ckTNmjU77/s7RCjl4+MjqfKH8/X1NXgaAAAAAAAA/CEvL09hYWFV+c35cohQ6o8te76+voRSAAAAAAAAdqi6lUsUnQMAAAAAAMDmCKUAAAAAAABgc4RSAAAAAAAAsDlCKQAAAAAAANgcoRQAAAAAAABsjlAKAAAAAAAANkcoBQAAAAAAAJsjlAIAAAAAAIDNEUoBAAAAAADA5gilAAAAAAAAYHOEUgAAAAAAALA5QikAAAAAAADYHKEUAAAAAAAAbI5QCgAAAAAAADZHKAUAAAAAAACbq3YotWbNGg0fPlwhISEymUxauHDh356zatUqde/eXe7u7mrbtq2++OKLCxgVAAAAAAAAdUW1Q6nCwkJFRkZq2rRp53X/gwcP6uqrr9bAgQMVHx+vxx57TPfcc49+/fXXag8LAAAAAACAusGluidceeWVuvLKK8/7/tOnT1erVq301ltvSZI6duyodevW6Z133tGwYcOq+/AAAAAAAACoA2q9U2rjxo2KiYk567Zhw4Zp48aNf3pOaWmp8vLyzvoCAAAAAABA3VHroVR6erqCgoLOui0oKEh5eXkqLi4+5zmTJ0+Wn59f1VdYWFhtjwkAAAAAAAAbssur7z399NPKzc2t+jpy5IjRIwEAAAAAAKAGVbtTqrqCg4OVkZFx1m0ZGRny9fWVp6fnOc9xd3eXu7t7bY8GAAAAAAAAg9T6Sqk+ffpo+fLlZ922dOlS9enTp7YfGgAAAAAAAHaq2qFUQUGB4uPjFR8fL0k6ePCg4uPjlZqaKqly693YsWOr7v/AAw8oJSVFTz75pJKSkvTBBx/o22+/1eOPP14zPwEAAAAAAAAcTrVDqa1bt6pbt27q1q2bJGnixInq1q2bnn/+eUnS8ePHqwIqSWrVqpV++uknLV26VJGRkXrrrbf0ySefaNiwYTX0IwAAAAAAAMDRmKxWq9XoIf5OXl6e/Pz8lJubK19fX6PHAQAAAAAAwO8uNLexy6vvAQAAAAAAoG4jlAIAAAAAAIDNEUoBAAAAAADA5gilAAAAAAAAYHOEUgAAAAAAALA5QikAAAAAAADYHKEUAAAAAAAAbI5QCgAAAAAAADZHKAUAAAAAAACbI5QCAAAAAACAzRFKAQAAAAAAwOYIpQAAAAAAAGBzhFIAAAAAAACwOUIpAAAAAAAA2ByhFAAAAAAAAGyOUAoAAAAAAAA2RygFAAAAAAAAmyOUAgAAAAAAgM0RSgEAAAAAAMDmCKUAAAAAAABgc4RSAAAAAAAAsDlCKQAAAAAAANgcoRQAAAAAAABsjlAKAAAAAAAANkcoBQAAAAAAAJsjlAIAAAAAAIDNEUoBAAAAAADA5hwqlDpVVGb0CAAAAAAAAKgBDhVK/ZCQZvQIAAAAAAAAqAEOFUrNizsqq9Vq9BgAAAAAAAC4SA4VSqVkFWrr4ZNGjwEAAAAAAICL5FChlCTN2pxq9AgAAAAAAAC4SA4XSv208ziF5wAAAAAAAA7OoUKpDsE+Kquw6Lttx4weBQAAAAAAABfBoUKpm3s2kyTNjk2l8BwAAAAAAMCBOVQodVWXpvJyc9b+zAJtOUThOQAAAAAAgKNyqFDKx8NVIyJDJFWulgIAAAAAAIBjcqhQSpJG924uqbLw/GQhhecAAAAAAACOyOFCqa7N/NQpxFdlFRZ9v53CcwAAAAAAAEfkcKGUyWSqWi01a/NhCs8BAAAAAAAckMOFUpI0MipEXm7OOpBVSOE5AAAAAACAA3LIUOrMwvNZmw8bPA0AAAAAAACqyyFDKUkaE125he/nXekUngMAAAAAADgYhw2luoSeLjz/bttRo8cBAAAAAABANThsKGUymapWS82OTaXwHAAAAAAAwIE4bCglSSMiTxeexx7MMXocAAAAAAAAnCeHDqXOLDyfHZtq8DQAAAAAAAA4Xw4dSkkUngMAAAAAADgihw+lKDwHAAAAAABwPA4fSp1ZeD6LwnMAAAAAAACH4PChlHS68DyFwnMAAAAAAACHUCdCKR8PV42Mqiw8n0XhOQAAAAAAgN2rE6GUJI3uXbmF75edFJ4DAAAAAADYuzoTSnVt1lCdQ31VZqbwHAAAAAAAwN7VmVBKOr1aisJzAAAAAAAA+1anQqmRUaFVheebKTwHAAAAAACwW3UqlPJ2d6kqPJ9N4TkAAAAAAIDdqlOhlCSN6d1CUmXheQ6F5wAAAAAAAHapzoVSXZr5VRWef0/hOQAAAAAAgF2qc6GUdHq1FIXnAAAAAAAA9qlOhlIjokLUgMJzAAAAAAAAu1UnQylvdxeNiAqVJM3aTOE5AAAAAACAvbmgUGratGlq2bKlPDw8FB0drdjY2L+8/5QpU9ShQwd5enoqLCxMjz/+uEpKSi5o4PM1pndzSdKSXRSeAwAAAAAA2Jtqh1Jz587VxIkT9cILL2jbtm2KjIzUsGHDlJmZec77z5o1S5MmTdILL7ygPXv26NNPP9XcuXP1zDPPXPTwf6VLMz91CfVTmdmi7+IoPAcAAAAAALAn1Q6l3n77bd1777268847FRERoenTp8vLy0ufffbZOe+/YcMG9evXT2PGjFHLli01dOhQjR49+m9XV9WE0b+vlppN4TkAAAAAAIBdqVYoVVZWpri4OMXExJz+Bk5OiomJ0caNG895Tt++fRUXF1cVQqWkpOjnn3/WVVdd9aePU1paqry8vLO+LkRV4Xk2hecAAAAAAAD2pFqhVHZ2tsxms4KCgs66PSgoSOnp6ec8Z8yYMfr3v/+t/v37y9XVVW3atNHll1/+l9v3Jk+eLD8/v6qvsLCw6oxZhcJzAAAAAAAA+1TrV99btWqVXn31VX3wwQfatm2bvv/+e/300096+eWX//Scp59+Wrm5uVVfR44cueDHvzWawnMAAAAAAAB741KdO/v7+8vZ2VkZGRln3Z6RkaHg4OBznvPcc8/p9ttv1z333CNJ6tKliwoLC3XffffpX//6l5yc/jcXc3d3l7u7e3VG+1OdQysLz3cey9V3cUd174DWNfJ9AQAAAAAAcOGqtVLKzc1NPXr00PLly6tus1gsWr58ufr06XPOc4qKiv4neHJ2dpYkm5WPj4mm8BwAAAAAAMCeVHv73sSJEzVjxgx9+eWX2rNnjx588EEVFhbqzjvvlCSNHTtWTz/9dNX9hw8frg8//FBz5szRwYMHtXTpUj333HMaPnx4VThV24ZHni4835RC4TkAAAAAAIDRqrV9T5JGjRqlrKwsPf/880pPT1dUVJSWLFlSVX6empp61sqoZ599ViaTSc8++6yOHTumgIAADR8+XP/5z39q7qf4G97uLhrZLVSzNqdqdmyq+rRpYrPHBgAAAAAAwP8yWR1gP1teXp78/PyUm5srX1/fC/oeu47l6pr318nN2Umbnhmsxg3canhKAAAAAACA+udCc5tav/qevegc6qeuzfxUZrbou7ijRo8DAAAAAABQr9WbUEqSRvem8BwAAAAAAMAe1KtQagSF5wAAAAAAAHahXoVSDX4vPJekWbGpBk8DAAAAAABQf9WrUEqSxvy+he/XXek6UVBq8DQAAAAAAAD1U70Lpc4qPN9G4TkAAAAAAIAR6l0oJZ1eLTU79giF5wAAAAAAAAaol6HU8MgQebu76GB2oTamnDB6HAAAAAAAgHqnXoZSDdxdNDIqRFLlaikAAAAAAADYVr0MpSRp9O9b+JbsOk7hOQAAAAAAgI3V21Cqc6ifIpv5qdxspfAcAAAAAADAxuptKCWdXi1F4TkAAAAAAIBt1etQisJzAAAAAAAAY9TrUOrMwvNZm1MNngYAAAAAAKD+qNehlCSNia7cwvfr7nQKzwEAAAAAAGyk3odSnUJOF57Pj6PwHAAAAAAAwBbqfSglnV4tNTs2lcJzAAAAAAAAGyCUknRN18rC80MnirTxAIXnAAAAAAAAtY1QSv+v8DyWwnMAAAAAAIDaRij1uzMLz7MpPAcAAAAAAKhVhFK/O7Pw/DsKzwEAAAAAAGoVodQZziw8t1goPAcAAAAAAKgthFJnOLPwfFMKhecAAAAAAAC1hVDqDA3cXXRtt8rC828oPAcAAAAAAKg1hFL/z+jelVv4fqPwHAAAAAAAoNYQSv0/nUL8FBnWUOVmq+ZTeA4AAAAAAFArCKXOYUzvMEnSHArPAQAAAAAAagWh1DkMjzxdeL6RwnMAAAAAAIAaRyh1Dl5upwvPZ1F4DgAAAAAAUOMIpf7EmN4tJFF4DgAAAAAAUBsIpf5ERIgvhecAAAAAAAC1hFDqL9zau7kkaTaF5wAAAAAAADWKUOovXBPZVD7uLjpM4TkAAAAAAECNIpT6C5WF56GSpFmbKTwHAAAAAACoKYRSf2P071v4ft2drqx8Cs8BAAAAAABqAqHU34gI8VVUWENVWCg8BwAAAAAAqCmEUudhzO+rpeZsofAcAAAAAACgJhBKnYczC883HKDwHAAAAAAA4GIRSp2HMwvPZ8dSeA4AAAAAAHCxCKXOE4XnAAAAAAAANYdQ6jxReA4AAAAAAFBzCKWqYUw0hecAAAAAAAA1gVCqGq7pSuE5AAAAAABATSCUqgYvNxdd153CcwAAAAAAgItFKFVNFJ4DAAAAAABcPEKpaurY1FfdmlN4DgAAAAAAcDEIpS7AH6ulZsdSeA4AAAAAAHAhCKUuwPCuIfLxcFFqDoXnAAAAAAAAF4JQ6gJ4ujnrum6VheezYg8bPA0AAAAAAIDjIZS6QGOiK7fw/bY7g8JzAAAAAACAaiKUukDhwacLz+fFHTF6HAAAAAAAAIdCKHURxvxeeD4n9giF5wAAAAAAANVAKHURrjmj8Hz9gWyjxwEAAAAAAHAYhFIXwdPNWdf/Xng+OzbV4GkAAAAAAABsK7e4XE/MS7igcwmlLtLoMwrPM/NLDJ4GAAAAAADANo7nFuvm6Rv1y670CzqfUOoihQf7qvvvhefz444aPQ4AAAAAAECt25eRrxs+2KDkjHwFeLtd0PcglKoBoyk8BwAAAAAA9cTWQzm6cfpGpeWWqHVAA319T/QFfR9CqRpA4TkAAAAAAKgPftudrls/2azc4nJ1a95Q3z3QV6GNvC7oexFK1YAzC89nbabwHAAAAAAA1D2zNqfqga/jVFph0eDwQM265xI1anBhW/ckQqka80fh+dJECs8BAAAAAEDdYbVaNWXZXj2zYKcsVmlUzzB9dHsPebo5X9T3JZSqIWcWns/bSuE5AAAAAABwfBVmi55ZsEtTlu2TJD0yqK1eu6GLXJwvPlIilKpBY6JbSJLmbEml8BwAAAAAADi0knKzHvxmm2bHpspkkl6+trMmDu0gk8lUI9//gkKpadOmqWXLlvLw8FB0dLRiY2P/8v6nTp3S+PHj1bRpU7m7u6t9+/b6+eefL2hge3Z1l6by8XDRkZxirdtP4TkAAAAAAHBMp4rKdOsnm7U0MUNuLk768Nbuuv2SFjX6GNUOpebOnauJEyfqhRde0LZt2xQZGalhw4YpMzPznPcvKyvTkCFDdOjQIc2fP1/JycmaMWOGQkNDL3p4e+Pp5qwbujeTJM2OpfAcAAAAAAA4nmOninXj9I2KO3xSvh4u+vruaF3RuWmNP47JarVWa59ZdHS0evXqpalTp0qSLBaLwsLC9PDDD2vSpEn/c//p06frjTfeUFJSklxdXS9oyLy8PPn5+Sk3N1e+vr4X9D1sJSk9T1dMWSsXJ5M2PD1IgT4eRo8EAAAAAABwXpLS83THZ1uUnleipn4e+vKu3mof5POX51xoblOtlVJlZWWKi4tTTEzM6W/g5KSYmBht3LjxnOcsXrxYffr00fjx4xUUFKTOnTvr1Vdfldlsrs5DOwwKzwEAAAAAgCPalHJCN03fqPS8ErUL9NZ3D/b920DqYlQrlMrOzpbZbFZQUNBZtwcFBSk9Pf2c56SkpGj+/Pkym836+eef9dxzz+mtt97SK6+88qePU1paqry8vLO+HAmF5wAAAAAAwJH8svO4xn4Wq/ySCvVq2UjzH+irkIaetfqYtX71PYvFosDAQH388cfq0aOHRo0apX/961+aPn36n54zefJk+fn5VX2FhYXV9pg1isJzAAAAAADgKGZuPKSHZm1TWYVFwzoF6au7o+XndWEVTNVRrVDK399fzs7OysjIOOv2jIwMBQcHn/Ocpk2bqn379nJ2dq66rWPHjkpPT1dZWdk5z3n66aeVm5tb9XXkyJHqjGm4MwvPZ22m8BwAAAAAANgfq9WqN35N0vOLdstqlW6Nbq4Pbu0hD1fnvz+5BlQrlHJzc1OPHj20fPnyqtssFouWL1+uPn36nPOcfv36af/+/bJYLFW37d27V02bNpWbm9s5z3F3d5evr+9ZX45mdO/mkqRlezKUmVdi8DQAAAAAAACnlZstenL+Dk1beUCS9I8h7fXKtZ3l7GSy2QzV3r43ceJEzZgxQ19++aX27NmjBx98UIWFhbrzzjslSWPHjtXTTz9ddf8HH3xQOTk5evTRR7V371799NNPevXVVzV+/Pia+ynsUIdgH/Vo0aiy8DyOwnMAAAAAAGAfisoqdN/MrZoXd1ROJum167vo4cHtZDLZLpCSJJfqnjBq1ChlZWXp+eefV3p6uqKiorRkyZKq8vPU1FQ5OZ3OusLCwvTrr7/q8ccfV9euXRUaGqpHH31UTz31VM39FHZqdO/mijt8UrNjU/XgZW3kZMO0EQAAAAAA4P/LKSzTnV9sUcKRU/JwddLU0d0VExH09yfWApPVarX7y8Pl5eXJz89Pubm5DrWVr6TcrN7/Waa8kgp9eVdvXdY+wOiRAAAAAABAPXUkp0jjPotVSnahGnq56tNxvdSjRaOL/r4XmtvU+tX36jMPV2dd/3vh+WwKzwHgLFarVcnp+Zq6Yp9u+2SzZsemygE+JwEAAAAc0u60XF3/4QalZBcqtKGn5j/Qt0YCqYtR7e17qJ7RvZvriw2HtPT3wvNAXw+jRwIAw1SYLYo9lKNliZlauiddR3KKq46t25+tHUdz9dKITnJz4TMTAAAAoKZs2J+t+76KU0FphcKDffTlXb0VZAf5BKFULfuj8Dzu8EnNizuq8QPbGj0SANhUQWmFVidnadmeDK1IylRucXnVMTcXJ/Vv66/mjb305cZDmh2bqn0Z+frwth4K8HE3cGoAAACgbvghIU0Tv41Xudmq6FaN9fHYnvLzdDV6LEmEUjYxhsJzAPVMem6Jlu7J0LLEDG08cEJlZkvVsUZerhoUHqQhEUEa0N5fXm6Vf4ouax+gR+Zs19bDJzVi6jp9fHtPdWnmZ9SPAAAAADi8z9Yd1L9/TJQkXdUlWG/fHCUPV2eDpzqNonMboPAcQF1ntVqVlJ6vpYkZWrYnQzuO5p51vJV/Aw2JCFJMxyD1aNFIzn8Szh/IKtC9M7cqJatQ7i5O+u+NXTUyKtQWPwIAAABQZ1gsVr3+a5I+Wp0iSRrXp4WeH97pT1+HX6wLzW1YKWUDfxSef7HhkGZtPkwoBaBOKDdbtOVgjn77PYg6evJ0P5TJJHULa6ghEcEaEhGoNgHeMpn+/g9gmwBvLRzfT4/O3q6VyVl6dE68Eo/n6clh4bX2BxQAAACoS8rNFj01f4e+335MkvTkFR304GVtzuv1uK2xUspG9mbka+g7a+TsZNLGSYMoPAfgkPJLyrV6b5aWJmZoZVKm8koqqo65uzjp0nb+GhIRpEHhQRfVCWW2WPXmb8n6cNUBSdLlHQL07i3d7GbvOwAAAGCPCksr9OA327Rmb5acnUx67fouuqlnWK0/Liul7Fz7IB/1bNFIWw+f1Ldbj2jCoHZGjwQA5yXtVLGW7cnQ0sQMbUo5oXLz6c8ymjRw06DwQA2JCNKl7QLk6VYz+9OdnUx66opwhQf76KnvdmhVcpaum7ZeH4/tqbaB3jXyGAAAAEBdkpVfqru+2KKdx3Ll6eqsD27rroEdAo0e6y8RStnQ6N7NtfXwSc2OPaKHLm9L4TkAu2S1WpV4PK+qH2rXsbyzjrcOaKAhHSuLyrs1//N+qJowMipUbQK8dd/MrUrJLtR109br3dFRGhQeVGuPCQAAADiawycKNfazWB0+UaTGDdz02R29FBXW0Oix/hbb92zozMLzL+7spcvtPLEEUH+Umy3anJKjpYnpWrYnU8dOnd0P1aN5I8VEVAZRbQJsv1Ipu6BUD34dpy2HTspkkp4YZr/74gEAAABb2nk0V3d+EavsgjKFNfbUzLui1cq/gU1nYPueAziz8Hx2bCqhFABD5Raf7odalZyp/DP6oTxcnXRpu4Df+6EC5e994f1QNcHf213f3HOJXvxht2ZtTtV/lyQrMS1Pb9wYWWNbBgEAAABHs2Zvlh74Ok5FZWZ1CvHV53f2UqCP43RYE0rZ2Jjo5vpiwyEt25OpjLwSBVF4DsCGjp0q1rLE0/1QFZbTi2X9vd00OLxyNVS/tv52F/a4uTjp1eu6KKKpr15cvFs/7jiug9mF+nhsT4U29DR6PAAAAMCmFmw/qifm7VCFxap+bZto+m095OPhWBcGIpSysTMLz+dReA6gllmtVu1Oq+yHWpqYocTjZ/dDtQ30Vszv/VBRYQ1rtR+qptx2SQu1C/TWg99s0+60PI14f50+vK2HerdqbPRoAAAAQK2zWq2asTZFr/6cJEkaERmiN2+KlJuLk8GTVR+dUgb4fttRTfw2QaENPbX2yYEUngOoUWUVFm1KOVFVVH48t6TqmJNJ6tmisWIiAjUkItjme81r0tGTRbpvZpwSj+fJxcmkl0Z20q3RLYweCwAAAKg1FotV//l5jz5dd1CSdE//Vnrmqo6G5woXmtsQShmgpNys6FeXK7e4nMJzADUit6hcq/Zm6rfEDK1OzlJB6el+KE9XZw1o76+YjpX9UE0M7oeqSUVlFXpi/g79tOO4JOnW6OZ6YXgnh/yUCAAAAPgrpRVm/XPeDv2QkCZJ+tdVHXXvgNYGT1WJonMHUll4HqrP11N4DuDCHckp0rI9ldvyYg/m/L9+KHcNiQjUkIgg9W3jLw9X++qHqilebi6aOrqbIpr66s3fkvXN5lTtyyjQB7d1N7ycHQAAAKgp+SXluv+rOG04cEKuzia9cWOkru0WavRYF42VUgbZl5GvIe+skbOTSRsmDaLwHMDfslqt2nksV8sSM/RbYoaS0vPPOt4u0FtDIir7oSKbNTR8Ca+tLd+ToUfnxKugtEIhfh76eGxPdQ71M3osAAAA4KJk5pXojs+3KPF4nhq4OWv67T10absAo8c6C9v3HNBN0zdoy6GT+ufQ9hSeAzin0gqzNh44oWV7MrQsMVPpef+vH6plYw2NCFJMxyC1dOB+qJqyPzNf986M08HsQnm4OumNGyM1PDLE6LEAAACAC5KSVaCxn8Xq6Mli+Xu76Ys7e9vlB6+EUg7ozMLzNU8OdIirXgGofaeKyrQyOVPLEjO1eu/Z/VBebs66rH1AVT9UowZuBk5qn3KLy/XI7O1avTdLkvTQ5W30j6Ed+B0LAAAAh7I99aTu/nKrcgrL1LKJl768q7daNLHPD6IJpRwQhecA/nAkp0i/JWZoWWKGYg/lyHxGP1Sgj7tiIoI0pGOQ+rRpUmf7oWqS2WLVf5ck6aM1KZKkQeGBmnJLlHw9XA2eDAAAAPh7K5My9dA321RcblbXZn767I5edt2ZStG5Azqz8HzWZgrPgfrEYqnsh1qaWFlUnpxxdj9UhyAfDYkIUkxEkLqG+tW7fqiL5exk0tNXdVTHpr566rsdWpGUqWunrdcnY3uqdYC30eMBAAAAf2re1iOa9P1OmS1WDWgfoA9v7a4G7nUzvqmbP5UDGdO7uT5ff0jLkzKVkVdC4TlQh5WUV/ZDLd2ToeV7MpSRV1p1zNnJpF4tG2lIRLCGdAxS8yZeBk5ad1zbLVStAxro/q/ilJJVqJHT1uu90d00kA8BAAAAYGesVqs+WHVAb/yaLEm6vluoXr+xq1ydnQyerPawfc8O/FF4/o8h7fXwYArPgbrkZGGZViRlatmeDK3em6WiMnPVsQZuzrq8Q6BiIgI1sEOgGnrRD1VbMvNL9ODX2xR3+KRMJumpK8J1/4DWMplYgQYAAADjmS1W/fuH3fpy42FJ0gOXtdFTV3RwmNerdEo5sAXbj+rxuRSeA3XF4ROFVdvyth4+eVY/VLCvh2IiAhXzez+Uuwv9ULZSWmHWC4t2a86WI5KkkVEhev2GrnR0AQAAwFAl5WZN/DZeP+9Ml8kkPXd1hO7q38rosaqFTikHdmXnpnpxcaKOnSrWmn1ZbCsBHIzFYlXC0VNVQdS+zIKzjocH+2jo7/1QXUL9HObTjrrG3cVZk6/vok4hvnrph0Qtik/TgawCfXx7T4U09DR6PAAAANRDucXlunfmVsUezJGbs5PeujlSwyNDjB7LZgil7ICHq7Nu6N5Mn60/qNmbUwmlAAdQUm7WhgPZWpqYoWV7MpWVf3Y/VHSrxpVF5R2DFNaYfih7YTKZdHuflmob6KOHvonTrmN5GjF1nabf1kM9WzY2ejwAAADUI+m5JRr3WaySM/Ll4+6ij8b2UN82/kaPZVNs37MT+zPzFfP2Gjk7mbRh0iAKzwE7lPN7P9TSxHSt2Zut4vLT/VDe7i66rEOAhkYE6fL2gfLzcjVwUpyPIzlFunfmViWl58vV2aR/j+ys0b2bGz0WAAAA6oH9mfka+2ms0nJLFOjjri/u7K2IEMfNO9i+5+DaBvqod8vGij2Uo2+3HKHwHLATB7MLtTQxXcsSM7X1cI7OqIdSUz8PxXQM0pCIIEW3bkw/lIMJa+yl7x/qq3/OS9DPO9P19Pc7ted4np67JqJOX+EEAAAAxoo7nKO7vtiq3OJytQ5ooC/v7F1vd1ewUsqOUHgOGM9isWr7kVO/b8vL0P7/1w8V0dRXMRFBGhoRpE4hvvRD1QFWq1XTVu7Xm7/tlSRFt2qsD27tribe7gZPBgAAgLpmaWKGJszaptIKi6LCGuqzO3qpcQPHvwo3V9+rA0rKzYp+dblyi8v1+Z296JYCbKSk3Kx1+yr7oZYnZSi7oKzqmIuTSZe0bqIhEUEa3DFQzRrVz08w6oOliRl6fG68CkorFNrQUx+P7aFOIX5GjwUAAIA6YnZsqv61YKcsVmlQeKCmjukmL7e6sYGNUKqO+PcPifps/UENiQjSjLE9jR4HqLOyC0p/74fK0Np9WSopt1Qd83F30eXhgRoSEaTL2gfIz5N+qPpiX0a+7p25VYdOFMnT1Vlv3hSpq7s2NXosAAAAODCr1ar3lu/XO8sqV+bf3LOZXr2ui1zqUGUEoVQdcWbh+fqnBinYj8JzoKYcyCrQssQMLU3MUFzqSZ352y+0oadiOgZqSESwerdqLDeXuvMHAtWTW1SuCbO3ae2+bEnSw4Pa6vGY9nJiSzUAAACqyWyx6rlFuzRrc6qkyteWE4e0r3M1IBSd1xFnFZ5vPaJHKDwHLpjZYtX21JNauqcyiErJKjzreOdQ36qi8oim9EOhkp+Xqz6/o5deX5KkGWsP6v0V+7XneJ7eGRUlHw9WzQEAAOD8lJSb9cjs7fotMUMmk/TvEZ10e5+WRo9lV1gpZYcWbj+mx+bGU3gOXIDiMrPW7svS0sQMrUjK1InC0/1Qrs6n+6FiOgYppKGngZPCEXy/7agmfb9TZRUWtQ301oyxPdXKv4HRYwEAAMDOnSoq0z1fbtXWwyfl5uKk926J0hWd624tBCul6pArOger4Q+uOnaqWGv2ZmlgOIXnwF/Jyi/ViqSM3/uhslVacUY/lIeLBoUHKqZjkC7rECBfVrqgGq7v3kxtArx131dbtT+zQCOnrtP7Y7rrsvYBRo8GAAAAO5V2qljjPovVvswC+Xq46JNxvdS7VWOjx7JLrJSyUy//mKhP11F4DpyL1WrVgaxCLU3M0NLEdG0/cup/+qGGRARpaESQerVqLNc6VCAIY2TmleiBr+O0LfWUnEzS01d21D2XtmLLJwAAAM6SnJ6vcZ/FKj2vRMG+Hvryrt7qEOxj9Fi1jqLzOobCc+BsZotVcYdPatnv/VAHs8/uh+oS6qchEZX9UOHBPoQFqHGlFWY9t3CXvt16VJJ0XbdQTb6+izxcnQ2eDAAAAPZgc8oJ3Ttzq/JKKtQ20Fsz7+pdbypD2L5Xx7QN9FHvVo0Ve5DCc9RfRWUVWrM3W8v2VPZD5ZzRD+Xm7KQ+bZooJiJIMR0D1dSvfvyyh3HcXZz1+g1dFdHUVy//tEcLth9TSlaBPrq9Jx8cAAAA1HNLdh3XI3PiVVZhUc8WjfTJuJ5q6OVm9Fh2j5VSduyPwvMQPw+tfWoQheeoF7LyS7VsT4aWJWZo3f6z+6H8PF2r+qEGtPfnSmgwzIb92Xpo1jadKipXgI+7pt/WQz1aNDJ6LAAAABjgq02H9fyiXbJapSERQXp/dLd6t5qe7Xt1UEm5WZdMXq5TReX6/I5eFJ6jzlu+J0MPfrNNZWcEUWGNPTWkY7BiIgLVqyX9ULAfqSeKdN9XW5WUni83Zye9cm1n3dwrzOixAAAAYCNWq1Vv/bZXU1fulySN7t1cL4/sJJd6+J6F7Xt1kIers27o3kyfrjuobzanEkqhTtufma9Hf1/u2rGpr67uEqwhEcFqH+RNPxTsUvMmXvruwb76x7cJWrI7XU9+t0OJx/P0r6s7Ep4CAADUcRVmi55ZsLOqb/TxmPZ6ZHBb3rtUE6+a7dzo3pWfuq9IylB6bonB0wC1I7e4XPfOjFNBaYV6t2qsxRP6acKgdupAYTnsXAN3F31wa3dNHNJekvTFhkMa+2nsWf1nAAAAqFuKyip031dx+nbrUTmZpMnXd9GjMe1473IBCKXs3B+F5xarNHfLEaPHAWqc2WLVI7O362B2oUL8PPTBrd1ZZQKH4uRk0iOD2+mj23uogZuzNqac0Iip65SUnmf0aAAAAKhhOYVlGjNjs1YkZcrdxUkf3d5To3s3N3osh8U7Pwcw5vd/4HO3pMpssfsKMKBa3vg1Wav3ZsnD1Ukfj+0pf293o0cCLsiwTsH6/qF+at7YS0dPFuv6Dzbol53HjR4LAAAANeRITpFu/HCD4o+cUkMvV826N1pDIoKMHsuhEUo5gCs6B6uhl6vScku0em+m0eMANWZxQpqmrz4gSXr9hq7qHOpn8ETAxekQ7KPFE/qpf1t/FZWZ9eA32/T20r2y8IECAACAQ0tMy9P1H25QSnahQht6av4DfdSjRWOjx3J4hFIO4I/Cc0matZktfKgbdh3L1ZPzEyRJ91/WWiOjQg2eCKgZDb3c9MWdvXRXv1aSpPeW79P9X1d2pgEAAMDxbDiQrVEfbVRWfqnCg3303YN91TbQx+ix6gRCKQfxxx7VFUkZOp5bbPA0wMU5UVCq+7+KU0m5RZe1D9CTw8KNHgmoUS7OTnp+eITeuLGr3JydtDQxQ9d/sF6HTxQaPRoAAACq4ccdabrjsy3KL61QdKvGmnt/HwX7eRg9Vp1BKOUg2gZ6VxWef7vlqNHjABes3GzRQ99s07FTxWrZxEvv3dJNzk5cpQJ10009wzT3/ksU6OOuvRkFGjF1vdbuyzJ6LAAAAJyHz9cf1MOzt6vMbNFVXYL15V295efpavRYdQqhlAO5NZrCczi+V35M1OaDOWrg5qwZY3vKz4tf6qjbujVvpB8e7q+osIbKLS7XuM9i9cnaFFmt/B4HAACwR1arVa/9kqSXfkiU1SqN7dNC74/uLg9XZ6NHq3MIpRzIsE7BakThORzY3C2p+nLjYUnSO6Oi1C6IfdioH4J8PTTnvkt0Q/dmslilV37ao3/O26GScrPRowEAAOAM5WaL/jEvoeqCTE8M66CXRnRid0ctIZRyIGcXnqcaPA1QPXGHT+rZhbskSY/HtNfQTsEGTwTYloers968qaueuyZCTibpu21HNerjTcrIKzF6NAAAAEgqLK3Q3V9u1ffbjsnZyaQ3buyq8QPbymQikKothFIO5paqwvNMCs/hMNJzS/TA13EqN1s1rFOQHh7U1uiRAEOYTCbd3b+VZt4VLT9PVyUcOaXh76/TttSTRo8GAABQr2UXlGr0jE1aszdLnq7O+mRsT93UM8zoseo8QikH0zbQW9G/F57P3XLE6HGAv1VSbtb9X8cpK79U7YO89dbNUXJi6Svquf7t/LV4Qj+1D/JWZn6pbvlok+Zt5Xc6AACAEVJPFOnGDzdox9FcNfJy1ax7ozUwPNDoseoFQikHNKaq8PwIheewa1arVc8u3KWEI6fk5+mqGWN7ytvdxeixALvQokkDff9QPw2NCFKZ2aIn5u/QSz/sVoXZYvRoAAAA9cauY7m6/sP1OnSiSM0aeeq7B/uqW/NGRo9VbxBKOaA/Cs+P55ZoVTKF57BfX2w4pPlxR+VkkqaO6aYWTRoYPRJgV7zdXTT9th56dHA7SdLn6w9p3OexOllYZvBkAAAAdd/afVka9dFGZReUKaKpr75/sK9aB3gbPVa9QijlgM4sPJ8dS+E57NOG/dl65ac9kqSnr+yoS9sFGDwRYJ+cnEx6fEh7Tb+tu7zcnLV+/wmNnLZeyen5Ro8GAABQZy3cfkx3fr5FhWVm9W3TRHPvv0SBvh5Gj1XvEEo5qNHRpwvP005ReA77ciSnSONnbZPZYtV13UJ1z6WtjB4JsHtXdG6q7x/qq7DGnkrNKdJ1H6zXkl3pRo8FAABQ58xYk6LH5sarwmLV8MgQfX5nL/l4uBo9Vr1EKOWg2gScLjz/lnJc2JGisgrdO3OrThaVq0uonyZf34VLqALnKTzYV4vG91ef1k1UVGbWA1/H6d1l+2ShPxAAAOCiWSxWvfxjov7zc+WOjrv6tdK7o6Lk7uJs8GT1F6GUA6PwHPbGarXqiXk7lJSeL39vN310ew95uPILHqiOxg3cNPPu3rqjb0tJ0jvL9uqhb7apsLTC2MGAGpCZV6LfdqcrM7/E6FEAAPVMaYVZj82N16frDkqSnrkqXM9d05ErgxuMy2A5sCs6n114PrhjkNEjoZ77YNUB/bTzuFycTPrg1h4Kaehp9EiAQ3J1dtKLIzopoqmvnl24S0t2p+vgB4WaMbanmjfxMno8oFpyi8v16650LUo4po0HTshilXw9XPTSyE66NiqU1bQAgFqXX1KuB76O0/r9J+TiZNKbN0Xq2m6hRo8FsVLKobm7OOvGHhSewz6sSMrQm78lS5JeGtlJvVs1NngiwPHd3CtMs++7RAE+7krOyNeIaeu0fn+20WMBf6u4zKwfd6Tpvplb1euVZXryux1av78ykPL3dldeSYUen5ugB76OU3ZBqdHjAgDqsMz8Eo36aJPW7z+hBm7O+uyOXgRSdsRktVrtft9XXl6e/Pz8lJubK19fX6PHsSsHsgo0+K3VcjJJ654axMoUGOJAVoGunbpe+aUVGhPdXK9e18XokYA6JT23RPd/tVUJR3Pl7GTSs1d31B19W7LCBHal3GzRuv3ZWhyfpt92p6uwzFx1rH2Qt0ZGhWp41xCFNPTQR2tSNGXZXpWbrWrcwE2vXtdZV3RuauD0AIC6KCWrQOM+j9WRnGL5e7vp8zt6q0szP6PHqpMuNLe5oJVS06ZNU8uWLeXh4aHo6GjFxsae13lz5syRyWTStddeeyEPi3NoE+CtS1pTeA7j5JWU696ZW5VfWqFeLRvpxeGdjB4JqHOC/Tw09/4+ur5bqMwWq176IVFPfbdDpRXmvz8ZqEUWi1VbDuXo2YU7Ff3qct35+RYt2H5MhWVmhTb01EOXt9GSxy7Vb49fpvED26p5Ey+5ODtp/MC2WjS+v8KDfZRTWKYHvt6mx+ZsV25RudE/EgCgjog/cko3Tt+oIznFatHES9892JdAyg5Ve6XU3LlzNXbsWE2fPl3R0dGaMmWK5s2bp+TkZAUGBv7peYcOHVL//v3VunVrNW7cWAsXLjzvx2Sl1F9bFH9Mj86JV1M/D619cqBcnNmVCduwWKy6d+ZWLU/KVFM/Dy2e0F8BPu5GjwXUWVarVZ+uO6hXf94ji1Xq1ryhPrqthwJ9PYweDfWI1WpV4vE8LU5I0w/xaUrLPV1a3qSBm67p2lQjokLVvXnDv13NV1Zh0XvL9+mDVftlsUpBvu567YauGtjhz19TAgDwd1YmZ+qhr7epuNysLqF++vzOXvL35n1KbbrQ3KbaoVR0dLR69eqlqVOnSpIsFovCwsL08MMPa9KkSec8x2w2a8CAAbrrrru0du1anTp1ilCqBpVWmHXJq8t1sqhcn47rSeE5bObNX5M1deV+ubs4ad4DfdS1WUOjRwLqhTV7szRh1jbllVQoyNddH93eU1FhDY0eC3XcoexCLU5I0+KENO3PLKi63dvdRcM6BWtkVIj6tmlyQR+ObU89qX/MS1BKVqEk6ZZeYXr2mgh5u3NNHgBA9cyPO6qnvtshs8WqS9v5a/ptPdSAvye1zibb98rKyhQXF6eYmJjT38DJSTExMdq4ceOfnvfvf/9bgYGBuvvuu6vzcDhPZxaez9pM4Tls4+edxzV15X5J0ms3dCGQAmxoQPsALZ7QX20DvZWRV6qbP9qo7+KOGj0W6qDMvBJ9uu6gRk5br8vfXKW3l+7V/swCubk46YpOwfrw1u7a+myM3ro5UgPaB1zwau1uzRvp50cu1d39W8lkkuZsOaIrpqzRxgMnavgnAgDUVVarVR+s2q9/zkuQ2WLVdd1C9em4XgRSdq5az052drbMZrOCgs5eiRMUFKSkpKRznrNu3Tp9+umnio+PP+/HKS0tVWnp6Sux5OXlVWfMeml07+aasfagViZnKu1UMYXnqFV7jufpH98mSJLu6d9K13VrZvBEQP3T0r+BFjzUV4/PTdCyPRn6x7wE7Tmep0lXhrONGxclt6hcS3Yf16L4NG1MOaE/1tQ7maR+bf01IjJEwzoHy9fDtUYf18PVWc9dE6EhEUH657wEHT1ZrNEzNumOvi311BXh8nRzrtHHAwDUHWaLVS//mKgvNhySJN1/WWs9NSxcTk5cFMbe1WpkmJ+fr9tvv10zZsyQv7//eZ83efJkvfTSS7U4Wd3T+vfC800pOZq75YgeH9Le6JFQR+UUlunemVtVXG7Wpe38NenKcKNHAuotHw9XfXx7D01ZtlfvrdivT9YdVHJGvt4f3U0NvdyMHg8OpLjMrGV7MrQ4IU2rkjNVbj7d7tC9eUONjArVVV2a2qQ38JLWTbTksQF69ec9mrU5VV9sOKQ1e7P05s2R6t68Ua0/PgDAsZSUm/WPbxP0087jkqTnronQ3f1bGTwVzle1OqXKysrk5eWl+fPnn3UFvXHjxunUqVNatGjRWfePj49Xt27d5Ox8+pMti8UiqXLbX3Jystq0afM/j3OulVJhYWF0Sv2NxQlpemT2dgrPUWsqzBaN/SxWGw6cUPPGXlo8oR9vfAE78fPO4/rHtwkqLjerRRMvzRjbU+2DfIweC3as3GzRun3ZWhR/TL8lZqio7PTVHMODfTQ8MkQjIkMU1tjLsBlXJWdq0nc7lZ5XIieT9MBlbfRoTDu5u7BqCgBQeSXw+2Zu1aaUHLk6m/TWzVEaERli9Fj1kk2Lznv37q33339fUmXI1Lx5c02YMOF/is5LSkq0f//+s2579tlnlZ+fr3fffVft27eXm9vfv6Gl6Pz8lFaY1WfyCuUUlumTsT0VE0HhOWrWSz/s1ufrD8nLzVkLHuqnDsG84QXsSWJanu6duVXHThWrgZuzptzSTUP4W4AzWCxWbTmUo8UJafp553GdLCqvOtaskadGRoVoRGSoXf1+zy0q10s/7Nb3249JqgzM3rwpUp1Duaw3ANRnGXklGvdZrJLS8+Xt7qKPb++hvm3Pf4cWapbNQqm5c+dq3Lhx+uijj9S7d29NmTJF3377rZKSkhQUFKSxY8cqNDRUkydPPuf5d9xxB1ffq0Wv/rxHH69J0eDwQH16Ry+jx0EdMj/uqP45r7JHavpt3XVF56YGTwTgXE4UlGr8rG3alJIjSfrHkPaaMKitTCY6Feorq9Wq3Wl5WpyQph8S0nQ8t6TqmL+3m67pGqIRUSHqFtbQrv+dLNmVrn8t2KkThWVycTLpkcHt9ODlbeTKynAAqHf2ZxZo3GexOnaqWAE+7vrizl7qFMKHFUa60Nym2p1So0aNUlZWlp5//nmlp6crKipKS5YsqSo/T01NlZMTLw6MckuvMH28JoXCc9So+COn9MyCnZKkRwa1JZAC7FgTb3d9dXe0XvkxUV9uPKy3lu7VnvQ8vXFjJFefqWcOZhdqcXyaFicc04GswqrbfdxdNKxzsEZGhahP6yYOs93/is7B6tWykf61YJeW7E7X20v3atmeDL11U6TasVUVAOqNuMMndfeXW3SqqFyt/Bto5l29Dd1qjotT7ZVSRmClVPWM/niTNqac0KOD21F4jouWmVei4VPXKSOvVDEdg/Tx7T24igXgIObEpuq5RbtUbrYqPNhHM8b25EVbHZeRV6IfEtK0OCFNO47mVt3u5uKkmI6BGhEZoss7BMrD1XE7maxWqxYnpOm5hbuUV1IhNxcnPTG0g+7q30rO/H0CgDptWWKGJszeppJyiyLDGuqzcT3VxLv2L8KBv2ez7XtGIJSqnj8Kz4N9PbTuKQrPceFKK8wa/fEmbUs9pbaB3lrwUF/51PAlwAHUrq2HcvTA19uUXVCqRl6umnZrd/VtQ99CXXKqqEy/7ErX4vg0bTp4Qn+8snN2MqlfW3+NjAzR0E5Bde73d0ZeiZ76bodWJWdJknq1bKQ3b4pUiyYNDJ4MAFAb5sSm6pkFO2WxSgM7BGjard3l5cYqcHtBKIUqFJ6jJlitVj39/U7N2XJEPh4uWjS+n1oHeBs9FoALkHaqWPd/Faedx3Ll7GTS89dEaGyfFnbdH4S/VlRWoWV7MrU4/phW781Sufn0y7meLRppRFSIrurSVP51/NNjq9WquVuO6OUfE1VYZpanq7Oeubqjbotuzr9vAKgjrFar3l+xX28v3StJurFHM02+vgudgnaGUApn+aPwfFB4oD6j8BwX4KuNh/Tcot0ymaTP7+ilyzsEGj0SgItQUm7WU9/t0KL4NEmVHYQvjewkdxfH3cZV35RVWLR2X5YWJ6RpaWKGisrMVcfCg300IipEw7uG1MstmkdyivTE/ISqgv9L2/nr9Ru60q0JAA7ObLHq+UW79M3mVEnShIFt9Y+h7fngwQ4RSuEsKVkFGvTWajmZpLVPDVIoL8pQDZtTTujWTzarwmLVpCvD9cBlbYweCUANsFqt+nhNil5bkiSrVerRopE+vK27An08jB4Nf8JisSr2UI4Wxafpl13HdaqovOpYWGNPjYwM1YioELWn6FsWi1Vfbjyk135JUmmFRT7uLnphRCfd0D2UNy8A4IBKys16ZPZ2/ZaYIZNJ+veITrq9T0ujx8KfIJTC//ij8PyRwe00kcJznKdjp4o14v11OlFYphGRIXr3lihezAN1zKrkTD08e7vySyoU7Ouhj8f2UNdmDY0eC7+zWq3anZanRfHH9EPCcaXnlVQd8/d21zVdm2pkVIiiwhry+/kcDmQV6J/zErQ99ZQkKaZjkF69vjPhKwA4kFNFZbrny63aevik3Fyc9O6oKF3ZhSuA2zNCKfyPHxLS9DCF56iG4jKzbpy+QbvT8tQpxFfzH+grTze29gB1UUpWge6duVUHsgrl7uKk127oouu6NTN6rHotJatAixPStDg+TSnZhVW3+3i46MrOwRoRGapLWjfm7/l5qDBb9PHaFL2zdK/KzVY18nLVK9d20dVdeUMDAPYu7VSxxn0Wq32ZBfLxcNEnY3squnUTo8fC3yCUwv84s/B8xtieGkLhOf6C1WrVo3PitTghTY0buGnxhH5q1qj+9ZIA9UleSbkemxOvFUmZkqT7BrTWU1eEy9mJ1Te2kp5boh93pGlRfJp2Hsutut3dxUkxHYM0PDJEl3cIkIcrHxBciKT0PE2cm6DE43mSpOGRIfr3iE5q1MDN4MkAAOeyNyNfYz+NVXpeiYJ9PfTFXb0UHkwG4AgIpXBOk3/eo48oPMd5+Gj1AU3+JUkuTiZ9fU+0LuHTCKBeMFusentpsqatPCBJGtA+QO/f0k1+Xq4GT1Z3nSoq088707U44Zg2H8zRH6/EnJ1M6t/WXyOjQjQkIkg+HjwHNaGswqKpK/Zp2qoDMlusCvBx1+s3dNGgcD6sAwB7EnswR/d8uUV5JRVqG+itL+/qTTeyAyGUwjkdzC7UwDdXUXiOv7R6b5bu/DxWFqv075GdNJYCQaDe+SEhTU/MT1BJuUWt/BtoxtgeahtIeXZNKSqr0NLEDC2OT9OafVkqN59++dWrZSONiAzRVV2aqom3u4FT1m0JR07pH/MStD+zQJJ0c89meu6aCMI/ALADS3al65E521VWYVGPFo306bieaujFqlZHQiiFPzVmxiZtOEDhOc7tYHahRk5dp7ySCo3qGabXbuhCcS5QT+1Oy9V9M+N07FSxvN1d9O4tURrckdUkF6qswqI1e7O0OCFNSxMzVFxurjrWsamvRkaF6JquTdkqbUMl5Wa99VuyPll3UFarFNrQU/+9sav6tfU3ejQAqLe+3nRYzy/aJYu18uIUU8d0Y9u6AyKUwp/6o/A8yNdd658aREEqquSXlOu6DzZof2aBujdvqNn3XSJ3F/4AAPVZdkGpHvp6m2IP5chkkv45tIMeurwNYfV5slis2nwwR4sTjunnnenKLS6vOtaiiZdGRIZoRGSI2gWxCs1IsQdz9M95CUrNKZIkjevTQk9dGS4vNxeDJwOA+sNqteqdpXv13or9kqTRvZvr5ZGdeL/qoAil8KcoPMe5WCxW3fdVnJbtyVCQr7t+mNBfgb5cLhtA5Qqff/+4W19vSpUkXd21qd64sStv2P+E1WrVrmN5WhR/TD/sSFNGXmnVsQAfdw3vGqIRUSGKbOZHuGdHCksrNPmXPVX/zls28dJbN0eqR4vGBk8GAHVfhdmify3Ypblbj0iSHotpp0cHt+PvpAMjlMJf+qPwfGCHAH1+Z2+jx4EdeHvpXr23fJ/cnJ009/5L1K15I6NHAmBnvtl8WC8s2q0Ki1URTX318dgebDU7w4GsAi2OT9PihDQdzC6sut3Hw0VXdW6qEVEhuqR1E65maOfW7M3SU9/t0PHcEjmZpHsHtNbjMe3ZOgIAtaS4zKwJs7ZpeVKmnEzSK9d20Zjo5kaPhYtEKIW/9EfhuckkraPwvN5bsuu4Hvh6myTpjRu76qaeYQZPBMBexR7M0YNfx+lEYZkaN3DTB7d2r9dX5zyeW6wfEiqDqF3H8qpu93B10uCOQRoZGaLLOgSwFdrB5BaX698/JOq7bUclSe2DvPXWTVHq0szP4MkAoG45WVimu77cou2pp+Tu4qT3R3fT0E7BRo+FGkAohb9VVXg+qK0mDu1g9DgwSHJ6vq77YL2Kysy6o29LvTiik9EjAbBzx04V6/6vtmrXsTy5OJn0wohOuv2SFkaPZTMnC8v0867jWhSfpi2HcvTHKydnJ5MubeevkVEhGhIRLG93tjc6ut92p+uZBTuVXVAmFyeTJgxqq/ED28qVfhMAuGhHcoo07vNYpWQVys/TVZ+O66meLdkyXVcQSuFvUXiOU0VlGjF1vVJzitSndRPNvLs3L7QBnJfiMrOe/G6HfkhIkySNiW6uF4d3kptL3fwdUlhaoaWJGVqckKY1e7NUYTn9cql3y8YaHhWiqzoHq4m3u4FTojbkFJbp2YU79fPOdElS51BfvX1zlNpTTg8AFywxLU93fB6rzPxShfh56Mu7enPRjzqGUAp/q6zCoj6Tl+tEYZk+vr0HyyTrmQqzRXd+sUVr92WrWSNPLZ7QX40buBk9FgAHYrVaNX11iv77a5KsVqlXy0b64NYeCvCpG8FMWYVFq/dmaVH8MS3bk6GSckvVsYimvhoZFaJrIkPYAl8PWK1W/bDjuJ5buEu5xeVyc3bSP4a21z2XtqYjDACqacOBbN0/M075pRXqEOSjL+7qpaZ+/C2tawilcF4oPK+//vNTomasPShPV2d992BfRYTw/xKAC7MyKVOPzN6u/NIKhfh56OOxPdU51DG7d8wWqzYfPKHF8Wn6ZVe6covLq461bOKlEZGVV85rG8inufVRZl6JJn2/UyuSMiVJPVo00ls3RaqlfwODJwMAx/DjjjRNnJugMrNFvVs21oyxPeXn5Wr0WKgFhFI4L2cWnq99ciBXUaonFm4/psfmxkuSpo7ppmu6hhg7EACHdyCrQPd+uVUp2YVyd3HSf2/sqpFRoUaPdV6sVqt2HM3V4oQ0/ZCQpsz80qpjgT7uGh4ZohGRIerazI9LU0NWq1Xzth7Vv39MVEFphTxdnfX0VeG6LbqFnFg1BQB/6ov1B/XSj4myWqUrOgVryi1RXNm0DiOUwnmj8Lx+2Xk0VzdO36DSCovGD2yjJ4aFGz0SgDoit7hcj83ZrpXJWZKkBy5royeGdbDb7U37M/O1OL7yynmHThRV3e7r4aKrujTViKgQRbdqYrfzw1hHTxbpyfk7tOHACUlSv7ZN9N8bI9nOCQD/j9Vq1X9/TdaHqw5Ikm6/pIVeHNGJv691HKEUztuPO9I0YRaF5/VBVn6pRkxdp+O5JRoUHqhPxvbkU10ANcpsserN306/8Ly8Q4DevaWb/DztY2l+2qli/ZCQpkXxaUo8nld1u4erk2I6BmlkVKgGtPeXuwuf3OLvWSxWfbXpsCb/skcl5RZ5u7vo+eERuqlHM1bVAYAq+xknfb9D3287Jkl6YlgHPXR5G35H1gOEUjhvFJ7XD2UVFt36ySZtOXRSrQMaaOH4fvL1sI83iQDqnkXxx/Tk/B0qrbCodUADzRjbU20CvA2ZJaewTD/tPK4f4tMUeyin6nYXJ5MGtA/QiMgQDYkIUgN3F0Pmg+M7mF2of3wbr22ppyRJg8MDNfn6Lgr09TB2MAAw0P7MfD02N167juXJ2cmkydd30c09w4weCzZCKIVqmfzLHn20OkWXdwjQFxSe10n/WrBT32xOlY+7ixZO6GfYm0MA9cfOo7m676utOp5bIh93F703upsGhgfa5LELSiu0NDFdi+PTtHZftiosp1/e9G7VWCOjQnRl56ZcdRQ1xmyxasbaFL39216VmS1q6OWql0d21vBIehsB1C8Wi1UzNx7S5F+SVFphkZ+nq6aMirLZawDYB0IpVMuh7EJdTuF5nTVrc6qeWbBTJpP06bieGhQeZPRIAOqJrPxSPfRNnLYcOimTSXpyWLgeuKx1rSzbL60wa3VylhYlpGn5ngyVlFuqjnUO9dWIyBBd0zVEIXT+oBYlp+frH/MqVwZI0tVdm+rlkZ0JQAHUC+m5JXpifoLW7suWJF3azl9v3hSpIFaO1juEUqi2Wz/ZpPX7T+jhQW31DwrP64yth3I0esYmlZutemJYB40f2NbokQDUM2UVFr2weLdmx6ZKkoZHhui/N3SVp9vF9zaZLVZtTjmhRfFp+mXXceWVVFQda+XfoOrKeW0DWR0K2yk3WzR1xX5NXblfZotV/t7umnx9Fw2J4EMhAHXXDwlpenbhLuUWl8vdxUn/urqjbr+kBf1R9RShFKrtj8LzQB93bZhE4XldcDy3WMPfX6/sglJd3aWppo7pxh8FAIb5etNhvbh4tyosVnUK8dXHY3te0JXKrFarEo7manF8mn7ckabM/NKqY0G+7hreNUQjokLUJdSP33kw1M6juZr4bbz2ZRZIkm7s0UzPD4+g0xFAnZJbXK4XFu3Swvg0SVLXZn56++YoPhCq5wilUG1nFp5/dHsPDaPw3KGVlJt180cbteNorsKDffT9Q33l5UaJLwBjbU45oQe/2aacwjI1aeCmD2/rod6tGp/Xufsz87UoPk2LE9J0+ERR1e1+nq66qkuwRkSGqnerxlxiGnalpNysd5bt1cdrUmS1Sk39PPTGjZHq387f6NEA4KJt2J+tf8xL0PHcEjmZpAkD2+rhwe3kygKHeo9QCheEwvO6wWq1auK3CVqw/Zgaeblq8YT+CmtMTxgA+3D0ZJHumxmnxON5cnU26aURnTUmuvk573vsVLF+SEjTovg07TmeV3W7p6uzYiKCNDIyRAPaB8jNhRe/sG9bD+XoH/MSqgLV2y9poUlXhnPVRwAOqaTcrDd+Tdan6w5Kklo08dI7o6LUvXkjgyeDvSCUwgU5s/B8zRMDCTIc1CdrU/TKT3vk7GTSV3f1Vt+2fBoLwL4UlVXoifk79NOO45Kk2y5pruev6SQ3FyedKCjVzzuPa3FCmrYcOll1jouTSZe1D9CIqBDFdAzizTwcTlFZhV77JUkzNx6WVPkm7s2bItWr5fmtFgQAe7A7LVePz43X3ozKrcmjezfXs1d35O8yzkIohQtG4bljW7svS+M+i5XFKj1/TYTu6t/K6JEA4JysVqs+WHVAb/6WLKtV6tmikbw9XLR2X7bMlsqXIyaT1LtlY42MCtWVnYPViCuYoQ5Yvz9bT8xLUFpuiUwm6Z7+rfSPoR3k4Xrx5f8AUFvMFqs+XpOit5cmq9xslb+3m16/oasGd+QiDvhfhFK4YD/tOK7xs7Yp0Mdd6ycNYj+wAzl8olAjpq5XbnG5bujeTG/e1JWSXwB2b/meDD06J14FpaevnNcl1E8jIkN0TWRTNfWrfhk6YO/ySsr18g+Jmhd3VJLUNtBbb98cqa7NGho7GACcw5GcIk38Nr5qBfPQiCBNvr6Lmni7GzwZ7BWhFC5YWYVFfV9bruwCCs8dSWFpha7/YIOSM/IVGdZQc++7hE9cATiM/Zn5mrJsn9oGemtEZIhaB3DFHtQPy/dkaNL3O5WVXypnJ5PGX95GEwa1oycNgF2wWq2aH3dUL/2QqILSCjVwc9YLIzrpph7N+PAbf4lQChfltV+SNH31AQrPHYTFYtVD32zTkt3pCvBx1w8T+ivYz8PosQAAwHk4WVim5xfv1g8JlZdTj2jqq7dHRSo8mNe5AIxzoqBUzyzYqV93Z0iq3Gb/9s1Rat6E3mH8vQvNbfhIBpKkW3qFSZJW783SkZyiv7k3jDZ15X4t2Z0uV2eTpt/WnUAKAAAH0qiBm94f3U1Tx3RTIy9XJR7P0/D31+mDVfur+tUAwJZWJGVo2JS1+nV3hlydTXryig6ae38fAinUOkIpSJJa+jdQ/7b+slqlb7ceMXoc/IWliRl6e+leSdLLIzurRwuu4AMAgCO6pmuIfn18gGI6BqrcbNV/lyTrxukblJJVYPRoAOqJorIK/WvBTt31xVZlF5SqXaC3FjzUTw9d3lbOTmzXQ+0jlEKV0b2bS5LmbjmicrPF4GlwLvsz8/X43HhJ0tg+LXTL788ZAABwTIE+HpoxtqfevClSPu4u2p56Sle9t1afrz8oC6umANSi7aknddW7a/XN5lRJ0l39WumHh/urc6ifwZOhPiGUQpUhEUHy93ZTZn6pViRlGj0O/p/c4nLdOzNOBaUVim7VWM9dE2H0SAAAoAaYTCbd2KOZfn18gPq39VdJuUUv/ZCoMZ9solYBQI0rN1v09tK9unH6Rh06UaSmfh765p5oPT88ggsnweYIpVDFzcVJN/ao7Jaa9XtaDvtgtlj1yOztOphdqNCGnvrg1u5ydeZ/XwAA6pKQhp766u7eevnazvJ0ddamlBxdMWWN5sSmygGuTQTAARzIKtCNH27Qe8v3yWyxamRUiJY8OkD92vobPRrqKd7V4iyje1eGUmv2UXhuT974NVmr92bJw9VJH93eQ0283Y0eCQAA1AKTyaTbL2mhXx69VL1aNlJhmVmTvt+pO7/Yooy8EqPHA+CgrFarvtp4SFe/t1YJR3Pl6+Gi90Z307u3dJOfl6vR46EeI5TCWVo0OV14PncLhef2YHFCmqavPiBJev2GruzxBgCgHmjp30Bz7uujf13VUW4uTlqVnKWh76zRovhjrJoCUC2ZeSW64/Mtem7RbpWUW9SvbRP9+vgAjYgMMXo0gFAK/2tMdGV59rdbKTw32q5juXpyfoIk6f7LWmtkVKjBEwEAAFtxdjLp3gGt9dPD/dUl1E+5xeV6dE68Hvpmm04UlBo9HgAH8MvO4xo6ZY1W782Su4uTXhgeoa/uilZTP0+jRwMkEUrhHGI6ni48X76HwnOjnCgo1f1fxamk3KLL2gfoyWHhRo8EAAAM0C7IR98/1FcTh7SXi5NJv+xK19B31ujX3elGjwbATuWVlGvit/F68JttOlVUrk4hvvrx4f66s18rOTmZjB4PqEIohf/h5uKkm3pWdkvNjqXw3AjlZose+mabjp0qVssmXnrvlm5y5o8HAAD1lquzkx4Z3E4Lx/dThyAfnSgs0/1fxWni3HjlFpcbPR4AO7Ip5YSunLJW3287JieTNH5gGy14qJ/aBfkYPRrwPwilcE639KLw3Egv/5iozQdz1MDNWTPG9qR8EAAASJI6h/pp8cP99ODlbeRkkr7ffkzD3qncmgOgfiutMGvyz3s0esYmHTtVrOaNvfTt/X30xLBwubnw1h/2iX+ZOKcWTRro0nYUnhth7pZUzdx4WJL0zqgoPtEAAABncXdx1lNXhGveA33Vyr+B0vNKNO6zWD2zYKcKSiuMHg+AAfYcz9PIqev10ZoUWa2Viwx+fvRS9WzZ2OjRgL9EKIU/Nbp3ZeH5XArPbSbu8Ek9u3CXJOnxmPYa2inY4IkAAIC96tGikX5+5FLd0belJGnW5lRd+e4abUo5YexgAGzGYrHq4zUHNHLqeiWl56tJAzd9fHsPvXZDV3m7uxg9HvC3CKXwp4ZEBMnf211ZFJ7bRHpuiR74Ok7lZquGdQrSw4PaGj0SAACwc55uznpxRCfNujdaoQ09dSSnWKNnbNLLPyaqpNxs9HgAatHRk0Ua88kmvfpzksrMFg0OD9SSxwbwwTYcCqEU/pSrs5Nu6tlMkjSLwvNaVVJu1v1fxykrv1Ttg7z11s1RXBUDAACct75t/LXksUt1S68wWa3Sp+sO6qr31ir+yCmjRwNQw6xWq77fdlRXTlmrTSk58nJz1mvXd9En43oqwMfd6PGAaiGUwl8a3atyC99aCs9rjdVq1bMLdynhyCn5ebpqxtieLLUFAADV5uPhqtdu6KrP7+ilQB93pWQV6voP1uvNX5NVVkEVA1AXnCws0/hZ2zTx2wTll1aoe/OG+vmRS3VL7+YymfhQG46HUAp/qXkTr6rC8zlbWC1VG77YcEjz447KySRNHdNNLZo0MHokAADgwAaGB+q3xwdoZFSILFZp6sr9GjF1nRLT8oweDcBFWL03S8OmrNHPO9Pl4mTSP4e217f391FLf94/wHERSuFvjfm98PzbrUcpPK9hG/Zn65Wf9kiSnrmqoy5tF2DwRAAAoC5o6OWmd2/ppg9u7a7GDdyUlJ6vkdPWadrK/arg9RzgUIrLzHp+0S6N+yxWmfmlahPQQAse6qcJg9rJxZm39HBs/AvG34o5q/A8w+hx6owjOUUaP2ubzBarrusWqrv7tzJ6JAAAUMdc1aWpfn1sgIZGBKncbNUbvybrhukbtT+zwOjRAJyHhCOndPV7azVz42FJ0h19W+rHhy9Vl2Z+Bk8G1AxCKfwtV2cn3VxVeH7E4GnqhqKyCt07c6tOFpWrazM/Tb6+C3vAAQBArQjwcddHt/fQ2zdHysfDpepN7qfrDspisRo9HoBzqDBb9O6yfbr+ww1KyS5UkK+7Zt7VWy+O6CRPN2ejxwNqDKEUzsstFJ7XGKvVqifm7VBSer78vd00/bYe8nDlDwsAAKg9JpNJ13dvpt8eH6BL2/mrtMKil39M1OgZm3htB9iZg9mFunH6Rr2zbK/MFquu7lq54nFAe6o+UPcQSuG8UHhecz5YdUA/7TwuV2eTPryth0Iaeho9EgAAqCea+nlq5l299Z/rOsvLzVmbD+Zo2JQ1mrU5VVYrq6YAI1mtVn2z+bCuenet4o+cko+Hi6aMitLU0d3U0MvN6PGAWkEohfNG4fnFW5GUoTd/S5YkvTiik3q1bGzwRAAAoL4xmUy6NbqFljw6QL1bNlZRmVnPLNipcZ9vUXpuidHjAfVSZn6J7v5yq/61YJeKy83q07qJljw2QNd2C6XmA3UaoRTOG4XnF+dAVoEenR0vq1UaE91ct0a3MHokAABQjzVv4qU5912iZ6/uKDcXJ63Zm6Wh76zWgu1HWTUF2NCvu9N1xZS1WpGUKTcXJz17dUd9c0+0QtlRgXqAUArn7czC8282s4WvOvJKynXvzK3KL61Qr5aN9OLwTkaPBAAAICcnk+65tLV+fqS/Ipv5Ka+kQo/PTdADX8cpu6DU6PGAOi2/pFxPzEvQ/V/FKaewTB2b+uqHCf11z6Wt5eTE6ijUD4RSqJbThefZlGKeJ4vFqsfnxCslq1BN/Tz0wa095ObC/3oAAMB+tA300XcP9tU/h7aXq7NJv+7O0NB31mjJruNGjwbUSbEHc3Tlu2s1L+6oTCbpgcvaaOH4vuoQ7GP0aIBN8c4Y1fJH4bkkzY5ltdT5eHvpXi1PypS7i5M+ur2HAnzcjR4JAADgf7g4O2nCoHZaOL6fwoN9lFNYpge+3qbH5mxXblG50eMBdUJZhUWvL0nSqI836ujJYjVr5Km59/XRpCvD5e7CFblR/xBKodooPD9/P+04rqkr90uSXruhi7o2a2jsQAAAAH+jU4ifFk3op/ED28jJJC2MT9PQKau1MjnT6NEAh7Y3I1/XTluvD1cdkNUq3dijmX559FL1bsXFj1B/EUqh2v4oPM8uKNWyRArP/0xiWp7+OS9BknRP/1a6rlszgycCAAA4P+4uznpiWLi+e7CvWvs3UEZeqe78fIsmfbdDBaUVRo8HOBSLxapP1qbomvfXKfF4nhp5uWr6bd315k2R8vFwNXo8wFCEUqi2MwvPZ7GF75xyCst031dbVVxu1qXt/DXpynCjRwIAAKi2bs0b6adHLtVd/VpJkuZsOaIrpqzRxgMnDJ4McAxpp4p126eb9cpPe1RWYdHADgH69fEBuqJzU6NHA+zCBYVS06ZNU8uWLeXh4aHo6GjFxsb+6X1nzJihSy+9VI0aNVKjRo0UExPzl/eHYxjd+3TheeoJCs/PVGG2aMKsbTp6sljNG3vp/dHd5OJM/gsAAByTp5uznh8eodn3XqJmjTx19GSxRs/YpBcX71Zxmdno8QC7tSj+mIZNWaMNB07I09VZ/7musz67o5cCfTyMHg2wG9V+pzx37lxNnDhRL7zwgrZt26bIyEgNGzZMmZnn3mO+atUqjR49WitXrtTGjRsVFhamoUOH6tixYxc9PIwT1vh04fmcLayWOtN/ft6jDQdOyMvNWTPG9lRDLzejRwIAALhofdo00ZLHBlR9OPnFhkO66r21ijt80uDJAPtyqqhMD8/erkfnxCu/pEKRYQ310yP9dWt0C5lMJqPHA+yKyWq1WqtzQnR0tHr16qWpU6dKkiwWi8LCwvTwww9r0qRJf3u+2WxWo0aNNHXqVI0dO/a8HjMvL09+fn7Kzc2Vr69vdcZFLVqy67ge+Hqb/L3dtfHpQXJlNZDmxx2t6pGaflt3luUCAIA6aVVypp76bocy8krlZJLuv6yNHotpx9XDUO+t3ZelJ+btUHpeiZydTHpkUDuNH9iGnROo8y40t6nW/xllZWWKi4tTTEzM6W/g5KSYmBht3LjxvL5HUVGRysvL1bjxn19hoLS0VHl5eWd9wf4M7hikAB8Kz/8Qf+SUnlmwU5L0yOB2BFIAAKDOurxDoH577DJd1y1UFqv04aoDGjl1vXYdyzV6NMAQJeVmvbh4t27/NFbpeSVq7d9A3z/YV4/GtCOQAv5Ctf7vyM7OltlsVlBQ0Fm3BwUFKT09/by+x1NPPaWQkJCzgq3/b/LkyfLz86v6CgsLq86YsBEKz0/LzCvR/V9tVVmFRUMigvTY4HZGjwQAAFCr/Lxc9c6oKE2/rbuaNHBTUnrl5e7fW75P5WaL0eMBNrPrWK6ueX+dvthwSJJ0+yUt9NMjlyoyrKGhcwGOwKaR7WuvvaY5c+ZowYIF8vD483K3p59+Wrm5uVVfR44cseGUqI5bejWXyVS/C89LK8x64Os4ZeSVqm2gt96+OVJOTuwVBwAA9cMVnZtWXk2sU7AqLFa9vXSvbvhwg/Zl5Bs9GlCrKswWTVu5X9dOW6/9mQUK8HHX53f20svXdpanG1tZgfNRrVDK399fzs7Oysg4e6tWRkaGgoOD//LcN998U6+99pp+++03de3a9S/v6+7uLl9f37O+YJ8qC88DJEmz62HhudVq1QuLdmtb6in5erhoxtie8vFwNXosAAAAm/L3dteHt3XXlFFR8vVw0Y6jubr6/XWasSZFZku1KmwBh3D4RKFGfbxJb/yarAqLVVd2Dtavjw3QwA6BRo8GOJRqhVJubm7q0aOHli9fXnWbxWLR8uXL1adPnz8977///a9efvllLVmyRD179rzwaWGXxvSu3F45b+sRlVXUr6XaX286rDlbjsjJJL03upta+TcweiQAAABDmEwmXdstVL89fpkuax+gsgqL/vPzHt3y8UYdPlFo9HhAjbBarZq7JVVXvVt55Ukfdxe9fXOkPri1uxo34KrbQHVVe/vexIkTNWPGDH355Zfas2ePHnzwQRUWFurOO++UJI0dO1ZPP/101f1ff/11Pffcc/rss8/UsmVLpaenKz09XQUFBTX3U8BQpwvPy7RsT/0pPN+cckIv/ZAoSXryinBdzqciAAAACvbz0Bd39tLk67uogZuzthw6qSumrNXzi3ZpVXKmSsrNRo8IXJDsglLdOzNOT323U4VlZvVu1Vi/PHapru/eTCYT9R3AhXCp7gmjRo1SVlaWnn/+eaWnpysqKkpLliypKj9PTU2Vk9PprOvDDz9UWVmZbrzxxrO+zwsvvKAXX3zx4qaHXfij8HzaygOaHZuqq7rU/avOHTtVrIe+2aYKi1UjIkN0/4DWRo8EAABgN0wmk0b3bq7+bf31xPwEbUrJ0cyNhzVz42F5ujqrX1t/DQoP1KDwQAX7/XnXLGAvliZmaNJ3O3SisExuzk7657D2urt/aznTJQtcFJPVarX7Td55eXny8/NTbm4u/VJ26khOkQa8sVJWq7T6icvVoknd3cZWXGbWjdM3aHdanjqF+Gr+A30pMgQAAPgTFotVK5MztWxPplYkZSgjr/Ss4xFNfTW4Y6AGhgcqsllD3uTDrhSWVujlHxM1Z0vlxbfCg330zqgodWzK+1LgTBea2xBKocaM/SxWa/Zm6cHL2+ipK8KNHqdWWK1WPTonXosT0tS4gZsWT+inZo28jB4LAADAIVitViUez9OKPZlakZyp+COndOa7kSYN3HRZhwANDg/Spe395csFZGCguMM5enxuglJzimQySfde2loTh7SXhysfSAP/H6EUDLdkV7oe+DpO/t5u2jBpsNxcql1ZZvc+Wn1Ak39JkouTSV/fE61LWjcxeiQAAACHdaKgVKuSs7QiKVNr9mYpv7Si6piLk0m9Wjau3ObXMVCt/RvQ2wObKKuw6L3l+/TBqv2yWKXQhp5686ZI9WnDa3/gzxBKwXDlZov6vrZCWfml+uDW7nWuW2pVcqbu/GKLrFbp3yM7aWyflkaPBAAAUGeUmy3acihHK5MytTwpUylZZ1+xr0UTr6oeqt6tGsvdhdUqqHn7M/P12Nx47TqWJ0m6vluoXhzZiVV7wN8glIJdePPXZE1duV+XtvPXV3dHGz1OjTmYXagRU9cpv6RCo3qG6bUbuvBJHQAAQC06lF2oFUmZWpmcqU0pJ1RuPv22pYGbs/q389fg8CBdHh6gQB/K0nFxLBarZm48pMm/JKm0wqKGXq76z7VddHXXuvVBO1BbCKVgF+pi4Xl+Sbmu+2CD9mcWqHvzhpp93yV8MgcAAGBDBaUVWrcvWyuSMrQyOUtZ+WeXpXdt5qeBHQI1uGOgOof4yYmydFRDem6JnpifoLX7siVJA9oH6I0buyrIl7ATOF+EUrAb4z6L1eo6UnhusVh131dxWrYnQ0G+7vphQn8F8scJAADAMBaLVbvScrUiKVMrkjK142juWccDfNw1sEOABoUHqn+7AHm7uxg0KRzBDwlpenbhLuUWl8vD1UnPXNVRt1/Sgl0RQDURSsFu1KXC87eX7tV7y/fJzdlJc++/RN2aNzJ6JAAAAJwhM79Eq5Iqy9LX7stSYZm56pirs0nRrZpUdVG19Hf8VfyoGbnF5Xp+0S4tik+TVLna7u2bo9Q20NvgyQDHRCgFu1FutqjfayuU6eCF50t2HdcDX2+TJL1xY1fd1DPM4IkAAADwV0orzNpy8KSWJ2VoRVKmDp8oOut464AGGtSh8mp+vVo2lquz4354igu3YX+2/jEvQcdzS+TsZNL4gW318KC2/HsALgKhFOzKH4Xn/dv66+t7HK/wPDk9X9d9sF5FZWbd2a+lXhjeyeiRAAAAUA1Wq1Up2YWVV/Pbk6kth3JUYTn91sfH3UUD2gdoYHigLu8QIH9vdwOnhS2UlJv1xq/J+nTdQUlSyyZeentUlLqzGwK4aIRSsCuOXHh+qqhMI6auV2pOkfq2aaKZd/WWC5+aAAAAOLS8knKt3ZutFUmZWpWcqROFZVXHTCYpsllDDQ4P1MDwQHUK8aVTqI7ZnZarx+fGa29GgSRpTHRz/euqjmpA5xhQIwilYHf+KDx/4LI2mnSlYxSeV5gtuvOLLVq7L1vNGnlq8YT+atzAzeixAAAAUIMsFqsSjp6qKkvfnZZ31vFgXw8NDA/QoPAg9WvbRF5uBBeOymyx6uM1KXp7abLKzVb5e7vrvzd20aDwIKNHA+oUQinYnV93p+v+rxyr8Pw/PyVqxtqD8nR11vcP9VXHpvx7AwAAqOvSc0u0Mrlym9/6/dkqLj9dlu7m4qQ+rU+XpYc19jJwUlTHkZwiTfw2XlsOnZQkDY0I0uTru6gJWzWBGkcoBbtzZuH5tDHddXVX+y48X7j9mB6bGy9JDjEvAAAAal5JuVmbUk5UraI6erL4rOPtg7w1MDxQg8OD1L15Q2oe7JDVatX8uKN66YdEFZRWqIGbs14Y0Uk39WjGtkyglhBKwS699Vuy3l9h/4XnO4/m6sbpG1RaYdH4gW30xDDH2G4IAACA2mO1WrUvs6AyoNqTqbjUkzKfUZbu5+mqy9oHaFB4oC5rH6BG1D4Y7kRBqZ5ZsFO/7s6QJPVq2Uhv3xzFCjeglhFKwS4dPVmkS/9bWXi+6p+Xq6W//RWeZ+WXasTUdTqeW6JB4YH6ZGxPOTnxCQoAAADOdqqoTKv3ZmllUqZW7c3SqaLyqmNOJql780Ya1LFym1+HIB9W5djYiqQMPTl/p7ILSuXqbNLEIR1034DWcua1PVDrCKVgt+74PFarku2z8LyswqJbP9mkLYdOqnVAAy0c30++Hq5GjwUAAAA7Z7ZYtT31pJYnZWplUqaS0vPPOh7a0FMDwwM0ODxIfdo0kYers0GT1n1FZRX6z0979M3mVElSu0BvvTMqSp1D/QyeDKg/CKVgt+y58PxfC3bqm82p8nF30cIJ/dQmwNvokQAAAOCAjp0q/n2bX4Y2HDih0gpL1TEPVyf1a+Ovgb+XpYc09DRw0rple+pJPT43XodOFEmS7u7fSk8M60AICNjYheY2XNsUtW5weKACfdyVmV+qpYkZdlMgPmtzqr7ZnCqTSXp3dBSBFAAAAC5YaENP3X5JC91+SQsVl5m14UB2VVn68dwSLU/K1PKkTElSeLCPBv++zS8qrBHbyy5Audmi91fs17SV+2W2WNXUz0Nv3hSpfm39jR4NQDWwUgo28Ufheb+2TfTNPZcYPY62HMrRmBmbVG626olhHTR+YFujRwIAAEAdZLValZSeXxVQbUs9qTPfgTXyctXlHSoDqgHtA+TnSZXE3zmQVaCJc+OVcDRXknRtVIheGtmZ/3aAgdi+B7tmT4XnaaeKNWLqOmUXlOnqLk01dUw3SigBAABgEzmFZVq9N1PL92Rqzd4s5ZVUVB1zdjKpZ4tGGhQeqMEdA9UmwJvXqWewWq36etNh/efnPSopt8jXw0X/ua6LhkeGGD0aUO8RSsHu/VF4fv9lrfX0lR0NmaGk3Kybpm/UzmO5Cg/20fcP9ZWXG7tYAQAAYHvlZoviDp/Uyt+39u3PLDjreFhjTw0OD9LA8EBFt2pcr3uSMvNK9MT8HVq9N0uS1L+tv964qaua+tHPBdgDQinYvd92p+u+r+LUpIGbNj5t+8Jzq9Wqid8maMH2Y2rk5arFE/orrLGXTWcAAAAA/kzqiSKtSMrQiuQsbTpwQmXm02XpXm7O6tfWX4PDAzUwPFBBvh4GTmpbv+w8rqcX7NSponK5uzjp6SvDNbZPSznRxQXYDUIp2L0Ks0X9Xl+hjLxSTR3TTdd0te0y20/WpuiVn/bI2cmkr+7qrb6UIAIAAMBOFZZWaP3+02XpmfmlZx3vHOqrQR0CNahjkLqG+tXJgCavpFwvLt6t77cdkyR1CvHVlFFRahfkY/BkAP4/Qik4hLd/S9Z7BhSer92XpXGfxcpilZ6/JkJ39W9ls8cGAAAALobVatXutDyt+H2b346jp84qS/f3dtPlHQI1ODxQ/dv5y8fD8Qu/N6Wc0D++TdCxU8VyMkkPXd5WjwxuZ/PdFgDOD6EUHIIRheeHTxRqxNT1yi0u1409mumNG7tSGAkAAACHlZVfqlXJmVqZnKk1e7NVUHq6LN3V2aTerRprYIdADe4YpFYGXmDoQpRWmPX2b3v18doUWa1S88ZeevvmSPVs2djo0QD8BUIpOIw7P4/VShsVnheWVuj6DzYoOSNfkWENNfe+S+p1QSQAAADqlrIKi7YeytHypEytTMpUSnbhWcdb+TfQoPBADQoPVK+Wje16pdGe43l6fG68ktLzJUm39ArTs9dEyNudCxMB9o5QCg7DVoXnFotVD32zTUt2pyvAx10/Pty/XhVCAgAAoP45mF34ew9VhmIP5qjcfPrtnre7iy5t569B4YG6vEOgAnzcDZz0NIvFqk/WpejNX/eqzGxRkwZueu2GrhoSEWT0aADOE6EUHIatCs/fW75Pby/dKzdnJ82+7xL1aNGoVh4HAAAAsEf5JeVat6+yLH1lcqayC8rOOh4Z1lCDOgRqcMdAdQrxNaTi4ujJIv1zXoI2peRIkmI6Bmry9V3tJjADcH4IpeBQ/ig879umiWbdW/OF50sTM3TvzK2SpNdv6KJRvZrX+GMAAAAAjsJisWrnsdyqbX47j+WedTzQx12DwgM1MDxQ/dv6q0Etb5mzWq1asP2YXli0W/mlFfJyc9bz10RoVK8w+l8BB0QoBYdy7FSx+r++QlartPKfl9doAeP+zHxdO22DCkorNLZPC/17ZOca+94AAABAXZCRV6JVyZlavidT6/Znq6jMXHXMzdlJ0a0ba3B4oAaFB6l5E68afeyThWX618Kd+nlnuiSpe/OGemdUlFo0caxSdgCnEUrB4VQVng9oraevqpnC89zicl07bb0OZhcqulVjfX1PtFyd7bfMEQAAADBaaYVZm1Nyfu+iylRqTtFZx9sGeleVpfdo0eiiXl+vSs7Uk/N3KDO/VC5OJj0W004PXNZGLrxmBxwaoRQczh+F540buGnj04Pk7nJxV8UzW6y664stWr03S6ENPbV4Qj818WYvOgAAAHC+rFarDmQVakVShlYkZWrLoZMyW06/ZfTxcNFl7QOqytIbN3A7r+9bXGbW5F/2aObGw5KkNgENNGVUN3Vp5lcrPwcA27rQ3IZra8Iwg8IDFeTrroy8Uv22O0PDIy+u8PyNX5O1em+WPFyd9NHtPQikAAAAgGoymUxqG+ittoHeum9AG+UWl2vtviyt2JOpVXuzlFNYph93HNePO47LZJK6hTXU4I5BGtghUB2b+pyzDyrhyCk9PjdeKdmFkqQ7+rbUpCvD5eF6cR9KA3B8rJSCoWqq8HxxQpoemb1dkvTuLVEaGRVaUyMCAAAAUOXOhPgjp7QyKVPLkzK153jeWceb+nloYHigBocHqm8bf7k6mzRt5QG9t2KfzBargnzd9eZNkbq0XYBBPwGA2sL2PTikmig833UsVzdO36CScovuv6y1nr6yZvqpAAAAAPy5tFPFWplceTW/dfuzVVJuqTrm7uKkIF+Pqn6qq7s21X+u7ayGXue33Q+AY2H7HhxSaENPXd4+QCuTszQnNrXahefZBaW6/6s4lZRbdFn7AD05LLyWJgUAAABwppCGnro1uoVujW6hknKzNqac0Io9lWXpx04VKzWnSD4eLnrl2s4aERlyzq19AOo3QikYbkx0C61MztK8uKOaOLT9eReel5steuibbTp2qlgtm3jpvVu6ydmJP3QAAACArXm4Omtgh0AN7BCof1ut2ptRoD3H83RJ6yYK9vMwejwAdorrbsJwAzsEKNjXQzmFZfptd8Z5n/fyj4mKPZijBm7OmjG2p/y8XGtxSgAAAADnw2QyqUOwj67tFkogBeAvEUrBcC7OTrq5V5gkadbm1PM6Z+6W1KrLyb4zKkrtgnxqbT4AAAAAAFDzCKVgF0b1CpOTSdqYckIpWQV/ed+4wyf17MJdkqSJQ9praKdgW4wIAAAAAABqEKEU7EJoQ09d3iFQkjRny5E/vV96boke+DpO5WarrugUrAkD29pqRAAAAAAAUIMIpWA3RvduLkmaH3dUpRXm/zleUm7W/V/HKSu/VB2CfPTWzZFyotgcAAAAAACHRCgFu3Fm4fmv/6/w3Gq16tmFu5Rw5JT8PF318dgeauDOxSMBAAAAAHBUhFKwG2cWns/+f4XnX2w4pPlxR+VkkqaN6a4WTRoYMSIAAAAAAKghhFKwK+cqPN+wP1uv/LRHkvTMVR3Vv52/kSMCAAAAAIAaQCgFu/L/C8+P5BRp/KxtMlusuq5bqO7u38rgCQEAAAAAQE0glILdGXNG4fl9X8XpZFG5ujbz0+Tru8hkotgcAAAAAIC6gKZo2J3Lfy88T88rUU5hmfy93TT9th7ycHU2ejQAAAAAAFBDWCkFu+Pi7KRRvxeeuzqb9OFtPRTS0NPgqQAAAAAAQE1ipRTs0l39WunwiUJd0TlYvVo2NnocAAAAAABQwwilYJf8vFw15ZZuRo8BAAAAAABqCdv3AAAAAAAAYHOEUgAAAAAAALA5QikAAAAAAADYHKEUAAAAAAAAbI5QCgAAAAAAADZHKAUAAAAAAACbI5QCAAAAAACAzRFKAQAAAAAAwOYIpQAAAAAAAGBzhFIAAAAAAACwOUIpAAAAAAAA2NwFhVLTpk1Ty5Yt5eHhoejoaMXGxv7l/efNm6fw8HB5eHioS5cu+vnnny9oWAAAAAAAANQN1Q6l5s6dq4kTJ+qFF17Qtm3bFBkZqWHDhikzM/Oc99+wYYNGjx6tu+++W9u3b9e1116ra6+9Vrt27bro4QEAAAAAAOCYTFar1VqdE6Kjo9WrVy9NnTpVkmSxWBQWFqaHH35YkyZN+p/7jxo1SoWFhfrxxx+rbrvkkksUFRWl6dOnn9dj5uXlyc/PT7m5ufL19a3OuAAAAAAAAKhFF5rbVGulVFlZmeLi4hQTE3P6Gzg5KSYmRhs3bjznORs3bjzr/pI0bNiwP72/JJWWliovL++sLwAAAAAAANQd1QqlsrOzZTabFRQUdNbtQUFBSk9PP+c56enp1bq/JE2ePFl+fn5VX2FhYdUZEwAAAAAAAHbOLq++9/TTTys3N7fq68iRI0aPBAAAAAAAgBrkUp07+/v7y9nZWRkZGWfdnpGRoeDg4HOeExwcXK37S5K7u7vc3d2rMxoAAAAAAAAcSLVWSrm5ualHjx5avnx51W0Wi0XLly9Xnz59znlOnz59zrq/JC1duvRP7w8AAAAAAIC6r1orpSRp4sSJGjdunHr27KnevXtrypQpKiws1J133ilJGjt2rEJDQzV58mRJ0qOPPqrLLrtMb731lq6++mrNmTNHW7du1ccff1yzPwkAAAAAAAAcRrVDqVGjRikrK0vPP/+80tPTFRUVpSVLllSVmaempsrJ6fQCrL59+2rWrFl69tln9cwzz6hdu3ZauHChOnfuXHM/BQAAAAAAAByKyWq1Wo0e4u/k5eXJz89Pubm58vX1NXocAAAAAAAA/O5Ccxu7vPoeAAAAAAAA6jZCKQAAAAAAANgcoRQAAAAAAABsjlAKAAAAAAAANkcoBQAAAAAAAJsjlAIAAAAAAIDNEUoBAAAAAADA5gilAAAAAAAAYHOEUgAAAAAAALA5QikAAAAAAADYHKEUAAAAAAAAbI5QCgAAAAAAADZHKAUAAAAAAACbI5QCAAAAAACAzRFKAQAAAAAAwOYIpQAAAAAAAGBzhFIAAAAAAACwOUIpAAAAAAAA2ByhFAAAAAAAAGyOUAoAAAAAAAA2RygFAAAAAAAAmyOUAgAAAAAAgM0RSgEAAAAAAMDmCKUAAAAAAABgc4RSAAAAAAAAsDlCKQAAAAAAANgcoRQAAAAAAABsjlAKAAAAAAAANkcoBQAAAAAAAJsjlAIAAAAAAIDNEUoBAAAAAADA5lyMHuB8WK1WSVJeXp7BkwAAAAAAAOBMf+Q1f+Q358shQqkTJ05IksLCwgyeBAAAAAAAAOdy4sQJ+fn5nff9HSKUaty4sSQpNTW1Wj8cHFteXp7CwsJ05MgR+fr6Gj0ObITnvX7iea+feN7rJ573+onnvX7iea+feN7rp9zcXDVv3rwqvzlfDhFKOTlVVl/5+fnxj7oe8vX15Xmvh3je6yee9/qJ571+4nmvn3je6yee9/qJ571++iO/Oe/719IcAAAAAAAAwJ8ilAIAAAAAAIDNOUQo5e7urhdeeEHu7u5GjwIb4nmvn3je6yee9/qJ571+4nmvn3je6yee9/qJ571+utDn3WSt7vX6AAAAAAAAgIvkECulAAAAAAAAULcQSgEAAAAAAMDmCKUAAAAAAABgc3YfSk2bNk0tW7aUh4eHoqOjFRsba/RIqGVr1qzR8OHDFRISIpPJpIULFxo9EmrZ5MmT1atXL/n4+CgwMFDXXnutkpOTjR4LtezDDz9U165d5evrK19fX/Xp00e//PKL0WPBxl577TWZTCY99thjRo+CWvTiiy/KZDKd9RUeHm70WLCBY8eO6bbbblOTJk3k6empLl26aOvWrUaPhVrUsmXL//n/3WQyafz48UaPhlpkNpv13HPPqVWrVvL09FSbNm308ssviwrrui8/P1+PPfaYWrRoIU9PT/Xt21dbtmw57/PtOpSaO3euJk6cqBdeeEHbtm1TZGSkhg0bpszMTKNHQy0qLCxUZGSkpk2bZvQosJHVq1dr/Pjx2rRpk5YuXary8nINHTpUhYWFRo+GWtSsWTO99tpriouL09atWzVo0CCNHDlSu3fvNno02MiWLVv00UcfqWvXrkaPAhvo1KmTjh8/XvW1bt06o0dCLTt58qT69esnV1dX/fLLL0pMTNRbb72lRo0aGT0aatGWLVvO+n996dKlkqSbbrrJ4MlQm15//XV9+OGHmjp1qvbs2aPXX39d//3vf/X+++8bPRpq2T333KOlS5fqq6++0s6dOzV06FDFxMTo2LFj53W+XV99Lzo6Wr169dLUqVMlSRaLRWFhYXr44Yc1adIkg6eDLZhMJi1YsEDXXnut0aPAhrKyshQYGKjVq1drwIABRo8DG2rcuLHeeOMN3X333UaPglpWUFCg7t2764MPPtArr7yiqKgoTZkyxeixUEtefPFFLVy4UPHx8UaPAhuaNGmS1q9fr7Vr1xo9Cgz02GOP6ccff9S+fftkMpmMHge15JprrlFQUJA+/fTTqttuuOEGeXp66uuvvzZwMtSm4uJi+fj4aNGiRbr66qurbu/Ro4euvPJKvfLKK3/7Pex2pVRZWZni4uIUExNTdZuTk5NiYmK0ceNGAycDUNtyc3MlVQYUqB/MZrPmzJmjwsJC9enTx+hxYAPjx4/X1VdffdbfedRt+/btU0hIiFq3bq1bb71VqampRo+EWrZ48WL17NlTN910kwIDA9WtWzfNmDHD6LFgQ2VlZfr666911113EUjVcX379tXy5cu1d+9eSVJCQoLWrVunK6+80uDJUJsqKipkNpvl4eFx1u2enp7nvSLapTYGqwnZ2dkym80KCgo66/agoCAlJSUZNBWA2maxWPTYY4+pX79+6ty5s9HjoJbt3LlTffr0UUlJiby9vbVgwQJFREQYPRZq2Zw5c7Rt27Zq9Q3AsUVHR+uLL75Qhw4ddPz4cb300ku69NJLtWvXLvn4+Bg9HmpJSkqKPvzwQ02cOFHPPPOMtmzZokceeURubm4aN26c0ePBBhYuXKhTp07pjjvuMHoU1LJJkyYpLy9P4eHhcnZ2ltls1n/+8x/deuutRo+GWuTj46M+ffro5ZdfVseOHRUUFKTZs2dr48aNatu27Xl9D7sNpQDUT+PHj9euXbvoGqknOnTooPj4eOXm5mr+/PkaN26cVq9eTTBVhx05ckSPPvqoli5d+j+fqqHuOvOT8q5duyo6OlotWrTQt99+y3bdOsxisahnz5569dVXJUndunXTrl27NH36dEKpeuLTTz/VlVdeqZCQEKNHQS379ttv9c0332jWrFnq1KmT4uPj9dhjjykkJIT/3+u4r776SnfddZdCQ0Pl7Oys7t27a/To0YqLizuv8+02lPL395ezs7MyMjLOuj0jI0PBwcEGTQWgNk2YMEE//vij1qxZo2bNmhk9DmzAzc2t6lOUHj16aMuWLXr33Xf10UcfGTwZaktcXJwyMzPVvXv3qtvMZrPWrFmjqVOnqrS0VM7OzgZOCFto2LCh2rdvr/379xs9CmpR06ZN/+dDho4dO+q7774zaCLY0uHDh7Vs2TJ9//33Ro8CG3jiiSc0adIk3XLLLZKkLl266PDhw5o8eTKhVB3Xpk0brV69WoWFhcrLy1PTpk01atQotW7d+rzOt9tOKTc3N/Xo0UPLly+vus1isWj58uX0jQB1jNVq1YQJE7RgwQKtWLFCrVq1MnokGMRisai0tNToMVCLBg8erJ07dyo+Pr7qq2fPnrr11lsVHx9PIFVPFBQU6MCBA2ratKnRo6AW9evXT8nJyWfdtnfvXrVo0cKgiWBLn3/+uQIDA88qP0bdVVRUJCens+MFZ2dnWSwWgyaCrTVo0EBNmzbVyZMn9euvv2rkyJHndZ7drpSSpIkTJ2rcuHHq2bOnevfurSlTpqiwsFB33nmn0aOhFhUUFJz1yenBgwcVHx+vxo0bq3nz5gZOhtoyfvx4zZo1S4sWLZKPj4/S09Ol/2vnDkJzfuA4jn/WRpm0ol2U4YSEXVzWipHksAuhpTa5iJJoDk8YyRwlDpiYk6ubPNphLtIz0VpKUkpPaHJYygnP//YvuTh4fj/N63Xb72n1Oa2ed799k3R0dGTRokUlr6NZKpVKdu3ala6urnz58iX37t3L5ORkqtVq2dNooiVLlvxyL27x4sVZtmyZO3Lz2PDwcPr7+7Ny5cq8f/8+586dS2trawYGBsqeRhOdOHEiPT09uXTpUvbt25darZaxsbGMjY2VPY0m+/HjR8bHxzM0NJS2tr/6Kyd/SH9/f0ZHR9PV1ZX169fnxYsXuXz5cg4dOlT2NJqsWq2m0WhkzZo1efPmTU6dOpW1a9f+drf5q/9C7N+/P58+fcrIyEg+fvyY7u7uPHz48Jfj58wvz549S19f3/8/nzx5MkkyNDSUu3fvlrSKZrp+/XqSZOvWrT89Hx8fdxhzHpudnc3g4GA+fPiQjo6ObNy4MdVqNTt27Ch7GvCH1ev1DAwM5PPnz+ns7Exvb2+ePn2azs7OsqfRRJs3b879+/dTqVRy4cKFrF69OleuXHH4+B8wMTGRd+/eCRL/kGvXruXs2bM5evRoZmdns3z58hw+fDgjIyNlT6PJ5ubmUqlUUq/Xs3Tp0uzZsyejo6NZsGDBb/1+S6PRaDR5IwAAAAD85K+9KQUAAADA/CVKAQAAAFA4UQoAAACAwolSAAAAABROlAIAAACgcKIUAAAAAIUTpQAAAAAonCgFAAAAQOFEKQAAAAAKJ0oBADTZ9+/f09PTk927d//0fG5uLitWrMjp06dLWgYAUJ6WRqPRKHsEAMB89/r163R3d+fWrVs5cOBAkmRwcDDT09OZmprKwoULS14IAFAsUQoAoCBXr17N+fPn8/Lly9RqtezduzdTU1PZtGlT2dMAAAonSgEAFKTRaGTbtm1pbW3NzMxMjh07ljNnzpQ9CwCgFKIUAECBXr16lXXr1mXDhg15/vx52trayp4EAFAKh84BAAp0586dtLe35+3bt6nX62XPAQAojTelAAAK8uTJk2zZsiWPHj3KxYsXkyQTExNpaWkpeRkAQPG8KQUAUICvX7/m4MGDOXLkSPr6+nL79u3UarXcuHGj7GkAAKXwphQAQAGOHz+eBw8eZHp6Ou3t7UmSmzdvZnh4ODMzM1m1alW5AwEACiZKAQA02ePHj7N9+/ZMTk6mt7f3p8927tyZb9+++Tc+AOCfI0oBAAAAUDg3pQAAAAAonCgFAAAAQOFEKQAAAAAKJ0oBAAAAUDhRCgAAAIDCiVIAAAAAFE6UAgAAAKBwohQAAAAAhROlAAAAACicKAUAAABA4UQpAAAAAAonSgEAAABQuP8AIDJ2JDfmiI8AAAAASUVORK5CYII="
 class="
 "
 >
@@ -15895,7 +15895,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15910,7 +15910,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15965,7 +15965,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -15980,7 +15980,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -16036,7 +16036,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output jp-OutputArea-executeResult">
-<img src="data:image/png;base64,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"
+<img src="data:image/png;base64,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"
 class="
 "
 >
@@ -16051,7 +16051,7 @@ <h1 id="Introduction-to-Tensors-in-%CE%A6Flow">Introduction to Tensors in &#934;
 
 
 <div class="jp-RenderedImage jp-OutputArea-output ">
-<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABKUAAAElCAYAAAA1NVE0AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAALgVJREFUeJzt3X281/P9P/Dn6eScLtSRi66UhIyUimi0sZFrjVmxja+wjVFI2LSNvmMkpu1rTBjaRhjTXHw3pIUNXZCLXKRMrJXkIudEHJzz/v3h1/nuKHai1/t9Tt3vt9vnj/M+n8/jPM/HOY+O53mf96cky7IsAAAAACBHzYoeAAAAAID1j6UUAAAAALmzlAIAAAAgd5ZSAAAAAOTOUgoAAACA3FlKAQAAAJA7SykAAAAAcmcpBQAAAEDuLKUAAAAAyJ2lFOuV+++/P0pKSuL+++8vehRgPaJ7gKLoH6Ao+oeGsJSizsSJE6OkpOQTb9OnTy96xCaruro6fvjDH0bnzp2jZcuWMWDAgJgyZUrRY0GjoHvSePvtt2PMmDGx//77x8YbbxwlJSUxceLEoseCRkX/pDFr1qwYMWJE7LDDDtG6devYYost4vDDD4958+YVPRo0GvonjWeeeSaGDh0aW221VbRq1So23XTT2GOPPeLOO+8sejQ+QfOiB6DxOffcc6N79+6rHN9mm20KmGbdcMwxx8Stt94aI0eOjB49esTEiRPjwAMPjGnTpsWXvvSloseDRkH3rF2vv/56nHvuubHFFltEnz59/JYSPoX+WbvGjRsXDz30UAwdOjR23HHHWLJkSVx22WWx0047xfTp06NXr15FjwiNhv5Zu15++eVYvnx5DBs2LDp37hwrVqyIP/7xj/G1r30trrzyyjj++OOLHpGPsZRiFQcccED079+/6DHWGTNnzoybbropLr744jjjjDMiIuLoo4+OXr16xQ9+8IN4+OGHC54QGgfds3Z16tQpXnnllejYsWM8+uijscsuuxQ9EjRa+mftGjVqVEyaNCnKysrqjh1xxBHRu3fvuPDCC+P6668vcDpoXPTP2nXggQfGgQceWO/YiBEjYuedd47x48dbSjVC/nyPNTZmzJho1qxZTJ06td7x448/PsrKyuLJJ5+MiIj3338/zjnnnNh5552joqIiWrduHV/+8pdj2rRp9R730ksvRUlJSfz85z+Pyy+/vO5Uy3333TcWLlwYWZbFeeedF126dImWLVvGIYccEm+++Wa9jC233DIOPvjguPfee6Nv377RokWL6NmzZ9x2220N+pxmzJgR+++/f1RUVESrVq1izz33jIceeqjefZYvXx4jR46MLbfcMsrLy6N9+/axzz77xOzZsz81+9Zbb43S0tJ6BdiiRYv4zne+E4888kgsXLiwQTPC+k73rFn3lJeXR8eOHRs0B/Dp9M+a9c/uu+9ebyEVEdGjR4/YYYcd4rnnnmvQfMBH9M+a9c/qlJaWRteuXeOtt95a48eSgwz+v+uuuy6LiOy+++7LXnvttXq3119/ve5+77//ftavX7+sW7duWVVVVZZlWXb33XdnEZGdd955dfd77bXXsk6dOmWjRo3Krrjiiuyiiy7KvvCFL2QbbLBB9vjjj9fdb8GCBVlEZH379s169uyZjR8/PvvJT36SlZWVZV/84hezH/3oR9nuu++eXXrppdkpp5ySlZSUZMcee2y92bt165Ztu+222UYbbZSdddZZ2fjx47PevXtnzZo1y+699966+02bNi2LiGzatGl1x6ZOnZqVlZVlu+22W3bJJZdkv/jFL7Idd9wxKysry2bMmFF3v29/+9tZWVlZNmrUqOw3v/lNNm7cuGzw4MHZ9ddf/6nP66BBg7Ltt99+leP33XdfFhHZHXfc8en/YWAdp3vSdM+/mzVrVhYR2XXXXdfgx8D6QP+k75+Vamtrs8033zzbd9991/ixsC7SP2n75+23385ee+217IUXXsjGjx+flZaWZt/+9rcb9FjyZSlFnZXFuLpbeXl5vfvOmTMnKysry7773e9my5YtyzbffPOsf//+2QcffFB3nw8//DCrrq6u97hly5ZlHTp0yI477ri6YyuLcbPNNsveeuutuuOjR4/OIiLr06dPvdxvfetbWVlZWfbee+/VHevWrVsWEdkf//jHumOVlZVZp06dsn79+tUd+3gx1tbWZj169Mj222+/rLa2tu5+K1asyLp3757ts88+dccqKiqy4cOHN/j5XGmHHXbI9tprr1WOP/PMM1lEZBMmTFjjTFiX6J403fPvLKVg9fRP+v5Z6fe//30WEdk111yzVvKgqdM/afvnhBNOqHs+mzVrlg0ZMiR78803P3Me6bimFKu4/PLLY9ttt613rLS0tN7bvXr1ip/+9KcxevToeOqpp+L111+Pe++9N5o3b17vMSsfV1tbG2+99VbU1tZG//79V3va5dChQ6OioqLu7QEDBkRExFFHHVUvd8CAAXHjjTfGokWLYquttqo73rlz5/j6179e93bbtm3j6KOPjnHjxsWSJUtW+2csTzzxRMyfPz9+8pOfxBtvvFHvfXvvvXf8/ve/j9ra2mjWrFlstNFGMWPGjFi8eHF07tz5k5/Aj3n33XejvLx8leMtWrSoez+ge1ZaW90DNJz++Uiq/pk7d24MHz48dttttxg2bNhnzoF1kf75yNrun5EjR8aQIUNi8eLF8Yc//CFqamri/fffX+Mc0rOUYhW77rprgy62d+aZZ8ZNN90UM2fOjAsuuCB69uy5yn1++9vfxiWXXBJz586NDz74oO746l5hYosttqj39sqS7Nq162qPL1u2rN7xbbbZJkpKSuodW1nwL7300mqLcf78+RERn/oDUmVlZbRr1y4uuuiiGDZsWHTt2jV23nnnOPDAA+Poo4+uV86r07Jly6iurl7l+HvvvVf3fkD3fNzn7R6g4fRPfWuzf5YsWRIHHXRQVFRU1F1nE/g/+qe+tdU/2223XWy33XYR8dGLTO27774xePDgmDFjxipzUyxLKT6zF198sa5Y5syZs8r7r7/++jjmmGPi0EMPjTPPPDPat28fpaWlMXbs2PjHP/6xyv0/6YeUTzqeZdnnmP4jtbW1ERFx8cUXR9++fVd7nw033DAiIg4//PD48pe/HJMnT4577703Lr744hg3blzcdtttccABB3zix+jUqVMsWrRoleOvvPJKRIQzH2AN6Z6GdQ+w9umfNeufysrKOOCAA+Ktt96Kv/3tb37mgc9B/3y+n3+GDBkSJ5xwQsybNy++8IUvfObPgbXPUorPpLa2No455pho27ZtjBw5Mi644IIYMmRIHHbYYXX3ufXWW2OrrbaK2267rd42esyYMUlmeuGFFyLLsnofa968eRHx0StErM7WW28dER+dbjpo0KD/+DE6deoUJ510Upx00kmxdOnS2GmnneL888//1GLs27dvTJs2LaqqqqJt27Z1x2fMmFH3fqBhdE/DuwdYu/TPmvXPe++9F4MHD4558+bFfffdt9qzOoCG0T+f/+eflZdMqaysXOPHklazogegaRo/fnw8/PDDcdVVV8V5550Xu+++e5x44onx+uuv191n5Zb937fqM2bMiEceeSTJTIsXL47JkyfXvV1VVRW/+93vom/fvp/4sug777xzbL311vHzn/883n777VXe/9prr0VERE1NzSoF1r59++jcufNq/zTv3w0ZMiRqamriqquuqjtWXV0d1113XQwYMGCVU2SBT6Z7Gt49wNqlfxrePzU1NXHEEUfEI488Erfcckvstttua/qpAf9G/zS8f5YuXbrKsQ8++CB+97vfRcuWLS3IGyFnSrGKv/zlLzF37txVju++++6x1VZbxXPPPRdnn312HHPMMTF48OCIiJg4cWL07ds3TjrppPjDH/4QEREHH3xw3HbbbfH1r389DjrooFiwYEFMmDAhevbsudoS+ry23Xbb+M53vhOzZs2KDh06xLXXXhuvvvpqXHfddZ/4mGbNmsVvfvObOOCAA2KHHXaIY489NjbffPNYtGhRTJs2Ldq2bRt33nlnLF++PLp06RJDhgyJPn36xIYbbhj33XdfzJo1Ky655JJPnWvAgAExdOjQGD16dCxdujS22Wab+O1vfxsvvfRSXHPNNWv7aYAmS/es3e6JiLjsssvirbfeisWLF0dExJ133hn/+te/IiLi5JNPrneBU1if6Z+12z+nn3563HHHHTF48OB488034/rrr6/3/qOOOmqtfP6wLtA/a7d/TjjhhKiqqoo99tgjNt9881iyZEnccMMNMXfu3Ljkkkvq/jyQRqSYF/2jMfq0lyWN//9S4h9++GG2yy67ZF26dKn3EqJZlmX/8z//k0VEdvPNN2dZ9tFLfl5wwQVZt27dsvLy8qxfv37ZXXfdlQ0bNizr1q1b3eNWvizpxRdfXC9v5UuI3nLLLaudc9asWXXHunXrlh100EHZPffck+24445ZeXl5tt12263y2I+/LOlKjz/+eHbYYYdlm2yySVZeXp5169YtO/zww7OpU6dmWZZl1dXV2Zlnnpn16dMna9OmTda6deusT58+2a9//esGPbfvvvtudsYZZ2QdO3bMysvLs1122SW7++67G/RYWNfpnnTds/Ilm1d3W7BgQYMyYF2mf9L0z5577vmpzyugf1L1z4033pgNGjQo69ChQ9a8efOsXbt22aBBg7Lbb7/9Pz6WYpRk2Vq4YhkUbMstt4xevXrFXXfdVfQowHpE9wBF0T9AUfQPa5NrSgEAAACQO0spAAAAAHJnKQUAAABA7lxTCgAAAIDcOVMKAAAAgNxZSgEAAACQu+ZFD/B51NbWxuLFi6NNmzZRUlJS9DhAQbIsi+XLl0fnzp2jWbN8du36B4jQP0Bx9A9QlLXZP016KbV48eLo2rVr0WMAjcTChQujS5cuuXws/QP8O/0DFEX/AEVZG/3TpJdSbdq0iYiPnoi2bdsWPA1QlKqqqujatWtdJ+RB/wAR+gcojv4BirI2+6dJL6VWnjLatm1bpQjkehq5/gH+nf4BiqJ/gKKsjf5xoXMAAAAAcmcpBQAAAEDuLKUAAAAAyJ2lFAAAAAC5s5QCAAAAIHeWUgAAAADkrnnRA+St228uSpo/Zo/bk2XPfrtbsuyIiLum75Qse9vTHk+WHRFRukm7pPkLj9w6Wfb0036ZLDsiYuBjRyfLbn/I3GTZERFTam9Jmp+32iU9kubvP/jIZNn7/vaRZNkREQds+HSy7CMuPSNZdkREm32XJM0/qfsDybLP/90RybIjIrpOWZ4su+TCN5NlR0Tc+5VfJs3P2w4//EXS/Pc2yZJlH3VAuu+BiIhZy9L9fPXMs12TZUdE/O3g8UnzvzXy9GTZnUa9kCw7IuLbHWYky75q112SZUdE3P3GVUnz87b74T9Pml/dJt15Fhs/83ay7IiILpcuSJY9bd62ybIjIuKtDZLGb/fT+cmyF4zYLll2RMQW96T7utn+8meTZUdEXNrvxqT5q+NMKQAAAAByZykFAAAAQO4spQAAAADInaUUAAAAALmzlAIAAAAgd5ZSAAAAAOTOUgoAAACA3FlKAQAAAJA7SykAAAAAcmcpBQAAAEDuLKUAAAAAyJ2lFAAAAAC5s5QCAAAAIHeWUgAAAADkzlIKAAAAgNxZSgEAAACQO0spAAAAAHJnKQUAAABA7iylAAAAAMidpRQAAAAAubOUAgAAACB3llIAAAAA5M5SCgAAAIDcNS96gNzVlCSNv+BP30iW3emhmmTZEREdW6V7bqr32jFZdkTEa/3Kkub//LvXJMs+5JvHJ8uOiNgsS5c98Z9/Txe+DvrKd76XNP+fw9L9nmHztzsny46IuO8bOyXL/uCIZNEREVHym82S5r98zqbJspul/WclmlV/mCz7HzO3SJYdERFfSRuftxWb1ybNv/GQXyXLPnXuN5NlR0S8/2FpsuzJB6R7XiIivjb2zKT5Hee8miz7nSFp/zfk0l7pyn/BOL/XXxNtn3mz6BE+s5qKlknzFw3vliy7Y4+0/3/U7MOE/5MREXPP7ZEsu9m7af9N3OvqR5Jl337+3smyIyJiUtr41dGoAAAAAOTOUgoAAACA3FlKAQAAAJA7SykAAAAAcmcpBQAAAEDuLKUAAAAAyJ2lFAAAAAC5K3wptWjRojjqqKNik002iZYtW0bv3r3j0UcfLXosAAAAABJqXuQHX7ZsWQwcODC++tWvxl/+8pfYbLPNYv78+dGuXbsixwIAAAAgsUKXUuPGjYuuXbvGddddV3ese/fuBU4EAAAAQB4K/fO9O+64I/r37x9Dhw6N9u3bR79+/eLqq6/+xPtXV1dHVVVVvRtAHvQPUBT9AxRF/wCpFbqUevHFF+OKK66IHj16xD333BMnnnhinHLKKfHb3/52tfcfO3ZsVFRU1N26du2a88TA+kr/AEXRP0BR9A+QWqFLqdra2thpp53iggsuiH79+sXxxx8f3/ve92LChAmrvf/o0aOjsrKy7rZw4cKcJwbWV/oHKIr+AYqif4DUCr2mVKdOnaJnz571jm2//fbxxz/+cbX3Ly8vj/Ly8jxGA6hH/wBF0T9AUfQPkFqhZ0oNHDgwnn/++XrH5s2bF926dStoIgAAAADyUOhS6rTTTovp06fHBRdcEC+88EJMmjQprrrqqhg+fHiRYwEAAACQWKFLqV122SUmT54cN954Y/Tq1SvOO++8+OUvfxlHHnlkkWMBAAAAkFih15SKiDj44IPj4IMPLnoMAAAAAHJU6JlSAAAAAKyfLKUAAAAAyJ2lFAAAAAC5s5QCAAAAIHeFX+g8bz0vfCVp/qJDuibLXviNmmTZEREVM9N9OQw/d3Ky7IiIn/7x8KT5v1701WTZLwzbIFl2RETUlCSLPnr+t5JlR0RM7ZI0PnctFy1Pmv/1gfOSZW+ywTvJsiMi/n5U72TZmz2ZtjsHj/lr0vybJuyTLPvOH1yULDsiYsjA45Jlb9X6n8my10VPDvll0vz9Tjs1Wfb7Ry9Llh0RUf33TZNlD6n6frLsiIiaPmn77d29WifLrl6xUbLsiIhtrvwwXfgG693/Qn0u7176ftL8sn3T/Xuw2UMVybIjIh56attk2S1eSXv+Sbe7KpPmX3D+n5Nlb1S6Ill2RMTdlel+rt3rrIeSZX/k9MT5q3KmFAAAAAC5s5QCAAAAIHeWUgAAAADkzlIKAAAAgNxZSgEAAACQO0spAAAAAHJnKQUAAABA7iylAAAAAMidpRQAAAAAubOUAgAAACB3llIAAAAA5M5SCgAAAIDcWUoBAAAAkDtLKQAAAAByZykFAAAAQO4spQAAAADInaUUAAAAALmzlAIAAAAgd5ZSAAAAAOTOUgoAAACA3FlKAQAAAJA7SykAAAAAcmcpBQAAAEDumhc9QN6GTXkwaf7Eg/ZOlt1h5obJsiMiFu5dniz73FsOT5YdEbHNr/6RNP/Ko25Lln3cyd9Nlh0RcdQtU5Jln/PnocmyIyLiq2nj87bZlYuT5v/tVwOSZbeb+Eiy7IiIDc4qSZa9fPPSZNkREb+btE/S/KtOvyxZ9salaZ+byqrWybI/mLZpsuyIiPhK2vi8DX7uiKT5r/dJ93vOLQfPS5YdEbHj7PnJsv903xeTZUdEbPhauu6MiOj8/TnJsl86b7dk2RERQ665PVn2z59I2/vrmrdv7Jw0v/X+7ZNlv/DWsmTZEREbVFQny97yzOeSZUdE/P7Zu5PmD/n+yGTZ3/75/ybLjoh4anTfZNktFlYmy46IiGfSxq+OM6UAAAAAyJ2lFAAAAAC5s5QCAAAAIHeWUgAAAADkzlIKAAAAgNxZSgEAAACQO0spAAAAAHLXaJZSF154YZSUlMTIkSOLHgUAAACAxBrFUmrWrFlx5ZVXxo477lj0KAAAAADkoPCl1Ntvvx1HHnlkXH311dGuXbuixwEAAAAgB82LHmD48OFx0EEHxaBBg+JnP/vZp963uro6qqur696uqqpKPR5AROgfoDj6ByiK/gFSK/RMqZtuuilmz54dY8eObdD9x44dGxUVFXW3rl27Jp4Q4CP6ByiK/gGKon+A1ApbSi1cuDBOPfXUuOGGG6JFixYNeszo0aOjsrKy7rZw4cLEUwJ8RP8ARdE/QFH0D5BaYX++99hjj8XSpUtjp512qjtWU1MTDz74YFx22WVRXV0dpaWl9R5TXl4e5eXleY8KoH+AwugfoCj6B0itsKXU3nvvHXPmzKl37Nhjj43tttsufvjDH66ykAIAAABg3VHYUqpNmzbRq1evesdat24dm2yyySrHAQAAAFi3FHqhcwAAAADWT4WdKbU6999/f9EjAAAAAJCDBp8ptXjx4pRzAAAAALAeafBSaocddohJkyalnAUAAACA9USDl1Lnn39+nHDCCTF06NB48803U84EAAAAwDquwUupk046KZ566ql44403omfPnnHnnXemnAsAAACAddgaXei8e/fu8de//jUuu+yyOOyww2L77beP5s3rR8yePXutDggAAADAumeNX33v5Zdfjttuuy3atWsXhxxyyCpLqcZu4qKBSfNXXF6bLLvlNxYky46I6L6kXbLsNje8nSw7IuLQoY8nzf/WCacly/7n9xp8wuJncsPAvsmyNzilJFn2uuiozR5Jmv/9nbdPlj3mJ3OTZUdEPLQ8XXc++LPdkmVHRFRuVZo0f/Rp30+WPWDMrGTZEREdJ5cly146JO2/K+uadyd2Spp/9XlXJMsee8u3kmVHRDw5It3X6XnX3ZQsOyLiF+d/M2n+ixel68+aFul6PyJi0sJdk2WXz26dLDsiIo5IG5+3lm/UJM2//spfJMu+dXmvZNkREX86c59k2R/utE2y7IiIR6s3Tprfavo/kmVPPmKPZNkREW+c+06y7HffbZUsuyhrtFG6+uqr4/TTT49BgwbFM888E5tttlmquQAAAABYhzV4KbX//vvHzJkz47LLLoujjz465UwAAAAArOMavJSqqamJp556Krp06ZJyHgAAAADWAw1eSk2ZMiXlHAAAAACsR9JeYRkAAAAAVsNSCgAAAIDcWUoBAAAAkDtLKQAAAAByZykFAAAAQO4spQAAAADInaUUAAAAALmzlAIAAAAgd5ZSAAAAAOTOUgoAAACA3FlKAQAAAJA7SykAAAAAcmcpBQAAAEDuLKUAAAAAyJ2lFAAAAAC5s5QCAAAAIHeWUgAAAADkzlIKAAAAgNw1L3qAvPXd6F9J82//w5eSZbf4dqdk2RER7+6zPFl2q4mbJ8uOiPjdLTVJ8y994lfJsr/x8PeTZUdEzL+0a7LszW7PkmWvi859YXDS/M1mpvs9w8K9N0mWHRGxRfkbybJL30/7ddpj8Pyk+cvO75Ys+39v2y1ZdkTED352a7LsZlGbLPsjZyfOz1fl1ml/D/nah22TZd/15xuSZUdE9JnxX8myr/tCuu/fiIjNH3whaf6O5SuSZU+d3jtZdkTEv15rlyx7m18+miw7IiLGpY3PW5vHFiXNf/r9dD+jzFvRMVl2RMSNE36RLPuQOccmy46I+MW2vZLmvzj2C8myu9/xbrLsiIidOv4jWfa/ztg6WXZERByRNn51nCkFAAAAQO4spQAAAADInaUUAAAAALmzlAIAAAAgd5ZSAAAAAOTOUgoAAACA3FlKAQAAAJC7QpdSY8eOjV122SXatGkT7du3j0MPPTSef/75IkcCAAAAIAeFLqUeeOCBGD58eEyfPj2mTJkSH3zwQey7777xzjvvFDkWAAAAAIk1L/KD33333fXenjhxYrRv3z4ee+yx2GOPPQqaCgAAAIDUCl1KfVxlZWVERGy88carfX91dXVUV1fXvV1VVZXLXAD6ByiK/gGKon+A1BrNhc5ra2tj5MiRMXDgwOjVq9dq7zN27NioqKiou3Xt2jXnKYH1lf4BiqJ/gKLoHyC1RrOUGj58eDz99NNx0003feJ9Ro8eHZWVlXW3hQsX5jghsD7TP0BR9A9QFP0DpNYo/nxvxIgRcdddd8WDDz4YXbp0+cT7lZeXR3l5eY6TAXxE/wBF0T9AUfQPkFqhS6ksy+Lkk0+OyZMnx/333x/du3cvchwAAAAAclLoUmr48OExadKkuP3226NNmzaxZMmSiIioqKiIli1bFjkaAAAAAAkVek2pK664IiorK+MrX/lKdOrUqe528803FzkWAAAAAIkV/ud7AAAAAKx/Gs2r7wEAAACw/rCUAgAAACB3llIAAAAA5M5SCgAAAIDcWUoBAAAAkLtCX32vCH+9ZPek+TVfW54su+rFDZNlR0T0OO6fybJrlqd7XiIiNn6oImn+6IGHJcveunNNsuyIiN5XPp0s+0///GKy7HXR4M3nJM2/bnDrZNm3fW+fZNkRES+NSPdqrD+6+E/JsiMiJh17QNL8OPe1ZNE1Mzony46I+Nmd30iWPWnIpcmy10VlOy1Lmn/1Dtsly77kGzsly46IyLqn+x1t6fY9kmVHRHRv/Y+k+c9+J91/13a7liTLjojY6/tPJMue9b/dkmWvi8792+Sk+UMf/H6y7K9+YV6y7IiI4w78brLstw/dOFl2RMTr17ZNmt/juJnJsku3Tvs9/OyveyXL3uSZucmyi+JMKQAAAAByZykFAAAAQO4spQAAAADInaUUAAAAALmzlAIAAAAgd5ZSAAAAAOTOUgoAAACA3FlKAQAAAJA7SykAAAAAcmcpBQAAAEDuLKUAAAAAyJ2lFAAAAAC5s5QCAAAAIHeWUgAAAADkzlIKAAAAgNxZSgEAAACQO0spAAAAAHJnKQUAAABA7iylAAAAAMidpRQAAAAAubOUAgAAACB3llIAAAAA5K550QOsa87sPSVZ9mUPHJYsOyKipM2GybIXXNk9WXZERLNB85Pmbza1Nln27FfaJcuOiHjxni8my970qSxZ9rro6nv2Tprfvd+iZNkvn5L267TintbJsm9sv2uy7IiIiyZdlTS/vKQmWfbpRx2aLDsiYvLs/02WfehBw5JlR0TcMztpfO6u7vO7pPln7/ydZNllVem+ByIipp10SbLso8fvlSw7IqLdBiuS5sf8l5NFf2/SS8myIyLGPXJAsuwOnd5Klr0u2n6DtPnH9Xs4WfbfvrtLsuyIiA5Xp/se+0LZC8myIyIeuiztc1Oyc89k2affNClZdkTEydeekCz7qL+/mCy7KM6UAgAAACB3llIAAAAA5M5SCgAAAIDcWUoBAAAAkDtLKQAAAAByZykFAAAAQO4spQAAAADIXaNYSl1++eWx5ZZbRosWLWLAgAExc+bMokcCAAAAIKHCl1I333xzjBo1KsaMGROzZ8+OPn36xH777RdLly4tejQAAAAAEil8KTV+/Pj43ve+F8cee2z07NkzJkyYEK1atYprr7226NEAAAAASKTQpdT7778fjz32WAwaNKjuWLNmzWLQoEHxyCOPFDgZAAAAACk1L/KDv/7661FTUxMdOnSod7xDhw4xd+7cVe5fXV0d1dXVdW9XVVUlnxEgQv8AxdE/QFH0D5Ba4X++tybGjh0bFRUVdbeuXbsWPRKwntA/QFH0D1AU/QOkVuhSatNNN43S0tJ49dVX6x1/9dVXo2PHjqvcf/To0VFZWVl3W7hwYV6jAus5/QMURf8ARdE/QGqF/vleWVlZ7LzzzjF16tQ49NBDIyKitrY2pk6dGiNGjFjl/uXl5VFeXp7zlAD6ByiO/gGKon+A1ApdSkVEjBo1KoYNGxb9+/ePXXfdNX75y1/GO++8E8cee2zRowEAAACQSOFLqSOOOCJee+21OOecc2LJkiXRt2/fuPvuu1e5+DkAAAAA647Cl1IRESNGjFjtn+sBAAAAsG5qUq++BwAAAMC6wVIKAAAAgNxZSgEAAACQO0spAAAAAHJnKQUAAABA7kqyLMuKHuKzqqqqioqKiqisrIy2bdsWPQ5QkCK6QP8AEfoHKI7+AYqyNrvAmVIAAAAA5M5SCgAAAIDcWUoBAAAAkDtLKQAAAAByZykFAAAAQO4spQAAAADInaUUAAAAALmzlAIAAAAgd82LHuDzyLIsIiKqqqoKngQo0soOWNkJedA/QIT+AYqjf4CirM3+adJLqeXLl0dERNeuXQueBGgM3njjjaioqMjlY+kf4N/pH6Ao+gcoytron5Isz9X6WlZbWxuLFy+ONm3aRElJyVrPr6qqiq5du8bChQujbdu2az0/JbMXw+zFqKysjC222CKWLVsWG220US4fU/98MrMXw+zF0D+Ni9mLYfZi6J/GxezFMHsx1mb/NOkzpZo1axZdunRJ/nHatm3b5L5IVjJ7McxejGbN8rtMnv75z8xeDLMXQ/80LmYvhtmLoX8aF7MXw+zFWBv940LnAAAAAOTOUgoAAACA3FlKfYry8vIYM2ZMlJeXFz3KGjN7McxejKY8+ydpyp+T2Yth9mI05dk/SVP+nMxeDLMXoynP/kma8udk9mKYvRhrc/YmfaFzAAAAAJomZ0oBAAAAkDtLKQAAAAByZykFAAAAQO4spT7B5ZdfHltuuWW0aNEiBgwYEDNnzix6pP9o7Nixscsuu0SbNm2iffv2ceihh8bzzz9f9FifyYUXXhglJSUxcuTIokdpsEWLFsVRRx0Vm2yySbRs2TJ69+4djz76aNFj/Uc1NTVx9tlnR/fu3aNly5ax9dZbx3nnnReN8XJzDz74YAwePDg6d+4cJSUl8ac//ane+7Msi3POOSc6deoULVu2jEGDBsX8+fOLGfZz0D/F0j/50T+Nj/4plv7Jj/5pfPRPsZpa/zTV7onQPx9nKbUaN998c4waNSrGjBkTs2fPjj59+sR+++0XS5cuLXq0T/XAAw/E8OHDY/r06TFlypT44IMPYt9994133nmn6NHWyKxZs+LKK6+MHXfcsehRGmzZsmUxcODA2GCDDeIvf/lLPPvss3HJJZdEu3btih7tPxo3blxcccUVcdlll8Vzzz0X48aNi4suuih+9atfFT3aKt55553o06dPXH755at9/0UXXRSXXnppTJgwIWbMmBGtW7eO/fbbL957772cJ/3s9E+x9E++9E/jon+KpX/ypX8aF/1TrKbWP025eyL0zyoyVrHrrrtmw4cPr3u7pqYm69y5czZ27NgCp1pzS5cuzSIie+CBB4oepcGWL1+e9ejRI5syZUq25557ZqeeemrRIzXID3/4w+xLX/pS0WN8JgcddFB23HHH1Tt22GGHZUceeWRBEzVMRGSTJ0+ue7u2tjbr2LFjdvHFF9cde+utt7Ly8vLsxhtvLGDCz0b/FEf/5E//NC76pzj6J3/6p3HRP8Vpiv3TlLsny/TPxzlT6mPef//9eOyxx2LQoEF1x5o1axaDBg2KRx55pMDJ1lxlZWVERGy88cYFT9Jww4cPj4MOOqje898U3HHHHdG/f/8YOnRotG/fPvr16xdXX3110WM1yO677x5Tp06NefPmRUTEk08+GX//+9/jgAMOKHiyNbNgwYJYsmRJva+dioqKGDBgQJP53tU/xdI/+dM/jYf+KZb+yZ/+aTz0T7GaYv805e6J0D8f1zzFcE3Z66+/HjU1NdGhQ4d6xzt06BBz584taKo1V1tbGyNHjoyBAwdGr169ih6nQW666aaYPXt2zJo1q+hR1tiLL74YV1xxRYwaNSp+9KMfxaxZs+KUU06JsrKyGDZsWNHjfaqzzjorqqqqYrvttovS0tKoqamJ888/P4488siiR1sjS5YsiYhY7ffuyvc1dvqnOPqnGPqn8dA/xdE/xdA/jYf+KU5T7Z+m3D0R+ufjLKXWUcOHD4+nn346/v73vxc9SoMsXLgwTj311JgyZUq0aNGi6HHWWG1tbfTv3z8uuOCCiIjo169fPP300zFhwoRGX4x/+MMf4oYbbohJkybFDjvsEE888USMHDkyOnfu3Ohnp3HSP/nSP/B/9E++9A/8H/2Tn6bcPRH65+P8+d7HbLrpplFaWhqvvvpqveOvvvpqdOzYsaCp1syIESPirrvuimnTpkWXLl2KHqdBHnvssVi6dGnstNNO0bx582jevHk88MADcemll0bz5s2jpqam6BE/VadOnaJnz571jm2//fbxz3/+s6CJGu7MM8+Ms846K775zW9G796947/+67/itNNOi7FjxxY92hpZ+f3ZlL939U8x9E9x9E/joX+KoX+Ko38aD/1TjKbcP025eyL0z8dZSn1MWVlZ7LzzzjF16tS6Y7W1tTF16tTYbbfdCpzsP8uyLEaMGBGTJ0+Ov/71r9G9e/eiR2qwvffeO+bMmRNPPPFE3a1///5x5JFHxhNPPBGlpaVFj/ipBg4cuMrLv86bNy+6detW0EQNt2LFimjWrH4VlJaWRm1tbUETfTbdu3ePjh071vveraqqihkzZjT6792V9E8x9E9x9E/joX+KoX+Ko38aD/1TjKbcP025eyL0zyrW1pXY1yU33XRTVl5enk2cODF79tlns+OPPz7baKONsiVLlhQ92qc68cQTs4qKiuz+++/PXnnllbrbihUrih7tM2kqr/6QZVk2c+bMrHnz5tn555+fzZ8/P7vhhhuyVq1aZddff33Ro/1Hw4YNyzbffPPsrrvuyhYsWJDddttt2aabbpr94Ac/KHq0VSxfvjx7/PHHs8cffzyLiGz8+PHZ448/nr388stZlmXZhRdemG200UbZ7bffnj311FPZIYccknXv3j179913C5684fRP46B/8qF/Ghf90zjon3zon8ZF/zQOTaV/mnL3ZJn++ThLqU/wq1/9Kttiiy2ysrKybNddd82mT59e9Ej/UUSs9nbdddcVPdpn0lRKcaU777wz69WrV1ZeXp5tt9122VVXXVX0SA1SVVWVnXrqqdkWW2yRtWjRIttqq62yH//4x1l1dXXRo61i2rRpq/0aHzZsWJZlH70s6dlnn5116NAhKy8vz/bee+/s+eefL3boz0D/FE//5EP/ND76p3j6Jx/6p/HRP8VrSv3TVLsny/TPx5VkWZY1/LwqAAAAAPj8XFMKAAAAgNxZSgEAAACQO0spAAAAAHJnKQUAAABA7iylAAAAAMidpRQAAAAAubOUAgAAACB3llIAAAAA5M5SCgAAAIDcWUrR5NTU1MTuu+8ehx12WL3jlZWV0bVr1/jxj39c0GTAuk7/AEXRP0BR9A8plWRZlhU9BKypefPmRd++fePqq6+OI488MiIijj766HjyySdj1qxZUVZWVvCEwLpK/wBF0T9AUfQPqVhK0WRdeuml8d///d/xzDPPxMyZM2Po0KExa9as6NOnT9GjAes4/QMURf8ARdE/pGApRZOVZVnstddeUVpaGnPmzImTTz45fvKTnxQ9FrAe0D9AUfQPUBT9QwqWUjRpc+fOje233z569+4ds2fPjubNmxc9ErCe0D9AUfQPUBT9w9rmQuc0addee220atUqFixYEP/617+KHgdYj+gfoCj6ByiK/mFtc6YUTdbDDz8ce+65Z9x7773xs5/9LCIi7rvvvigpKSl4MmBdp3+AougfoCj6hxScKUWTtGLFijjmmGPixBNPjK9+9atxzTXXxMyZM2PChAlFjwas4/QPUBT9AxRF/5CKM6Vokk499dT485//HE8++WS0atUqIiKuvPLKOOOMM2LOnDmx5ZZbFjsgsM7SP0BR9A9QFP1DKpZSNDkPPPBA7L333nH//ffHl770pXrv22+//eLDDz90GimQhP4BiqJ/gKLoH1KylAIAAAAgd64pBQAAAEDuLKUAAAAAyJ2lFAAAAAC5s5QCAAAAIHeWUgAAAADkzlIKAAAAgNxZSgEAAACQO0spAAAAAHJnKQUAAABA7iylAAAAAMidpRQAAAAAubOUAgAAACB3/w+IkTzTnhs6EwAAAABJRU5ErkJggg=="
+<img src="data:image/png;base64,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"
 class="
 "
 >
diff --git a/Unstructured.html b/Unstructured.html
index f5b208590..2c16465ae 100644
--- a/Unstructured.html
+++ b/Unstructured.html
@@ -15210,17 +15210,17 @@ <h2 id="Loading-an-Unstructured-Mesh">Loading an Unstructured Mesh<a class="anch
 <span class="ansi-green-intense-fg ansi-bold">   1357</span>     results<span style="color: rgb(98,98,98)">.</span>append(f_output)
 <span class="ansi-green-intense-fg ansi-bold">   1358</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> <span style="color: rgb(0,135,0)">isinstance</span>(results[<span style="color: rgb(98,98,98)">0</span>], <span style="color: rgb(0,135,0)">tuple</span>):
 
-File <span class="ansi-green-fg">/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phi/geom/_mesh.py:489</span>, in <span class="ansi-cyan-fg">load_su2</span><span class="ansi-blue-fg">(file_or_mesh, cell_dim, face_format)</span>
-<span class="ansi-green-intense-fg ansi-bold">    475</span> <span style="color: rgb(175,0,0)">&#34;&#34;&#34;</span>
-<span class="ansi-green-intense-fg ansi-bold">    476</span> <span style="color: rgb(175,0,0)">Load an unstructured mesh from a `.su2` file.</span>
-<span class="ansi-green-intense-fg ansi-bold">    477</span> 
+File <span class="ansi-green-fg">/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phi/geom/_mesh.py:494</span>, in <span class="ansi-cyan-fg">load_su2</span><span class="ansi-blue-fg">(file_or_mesh, cell_dim, face_format)</span>
+<span class="ansi-green-intense-fg ansi-bold">    480</span> <span style="color: rgb(175,0,0)">&#34;&#34;&#34;</span>
+<span class="ansi-green-intense-fg ansi-bold">    481</span> <span style="color: rgb(175,0,0)">Load an unstructured mesh from a `.su2` file.</span>
+<span class="ansi-green-intense-fg ansi-bold">    482</span> 
 <span class="ansi-green-fg">   (...)</span>
-<span class="ansi-green-intense-fg ansi-bold">    486</span> <span style="color: rgb(175,0,0)">    `Mesh`</span>
-<span class="ansi-green-intense-fg ansi-bold">    487</span> <span style="color: rgb(175,0,0)">&#34;&#34;&#34;</span>
-<span class="ansi-green-intense-fg ansi-bold">    488</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> <span style="color: rgb(0,135,0)">isinstance</span>(file_or_mesh, <span style="color: rgb(0,135,0)">str</span>):
-<span class="ansi-green-fg">--&gt; 489</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">from</span> <span class="ansi-bold" style="color: rgb(0,0,255)">ezmesh</span> <span class="ansi-bold" style="color: rgb(0,135,0)">import</span> import_from_file
-<span class="ansi-green-intense-fg ansi-bold">    490</span>     mesh <span style="color: rgb(98,98,98)">=</span> import_from_file(file_or_mesh)
-<span class="ansi-green-intense-fg ansi-bold">    491</span> <span class="ansi-bold" style="color: rgb(0,135,0)">else</span>:
+<span class="ansi-green-intense-fg ansi-bold">    491</span> <span style="color: rgb(175,0,0)">    `Mesh`</span>
+<span class="ansi-green-intense-fg ansi-bold">    492</span> <span style="color: rgb(175,0,0)">&#34;&#34;&#34;</span>
+<span class="ansi-green-intense-fg ansi-bold">    493</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> <span style="color: rgb(0,135,0)">isinstance</span>(file_or_mesh, <span style="color: rgb(0,135,0)">str</span>):
+<span class="ansi-green-fg">--&gt; 494</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">from</span> <span class="ansi-bold" style="color: rgb(0,0,255)">ezmesh</span> <span class="ansi-bold" style="color: rgb(0,135,0)">import</span> import_from_file
+<span class="ansi-green-intense-fg ansi-bold">    495</span>     mesh <span style="color: rgb(98,98,98)">=</span> import_from_file(file_or_mesh)
+<span class="ansi-green-intense-fg ansi-bold">    496</span> <span class="ansi-bold" style="color: rgb(0,135,0)">else</span>:
 
 <span class="ansi-red-fg">ModuleNotFoundError</span>: No module named &#39;ezmesh&#39;</pre>
 </div>
diff --git a/data/sim_000000/batched_noise_data_000000.npz b/data/sim_000000/batched_noise_data_000000.npz
index 4b48da127..c5661f2f2 100644
Binary files a/data/sim_000000/batched_noise_data_000000.npz and b/data/sim_000000/batched_noise_data_000000.npz differ
diff --git a/data/sim_000000/description.json b/data/sim_000000/description.json
index 2a8a85fa8..bad4fd28c 100644
--- a/data/sim_000000/description.json
+++ b/data/sim_000000/description.json
@@ -10,10 +10,10 @@
       null
     ],
     "data": [
-      0.06428778916597366,
-      0.6195746660232544,
-      0.07410836964845657,
-      0.9235832691192627
+      0.4464888870716095,
+      0.8391245603561401,
+      0.6090283393859863,
+      0.1093357652425766
     ]
   },
   "__tensors__": [
diff --git a/data/sim_000000/noise_data_000000.npz b/data/sim_000000/noise_data_000000.npz
index f14b451a2..c8778f3ca 100644
Binary files a/data/sim_000000/noise_data_000000.npz and b/data/sim_000000/noise_data_000000.npz differ
diff --git a/data/sim_000001/batched_noise_data_000000.npz b/data/sim_000001/batched_noise_data_000000.npz
index 2a716d4ea..879dfde9c 100644
Binary files a/data/sim_000001/batched_noise_data_000000.npz and b/data/sim_000001/batched_noise_data_000000.npz differ
diff --git a/data/sim_000001/description.json b/data/sim_000001/description.json
index f1fec06a5..928584ce4 100644
--- a/data/sim_000001/description.json
+++ b/data/sim_000001/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.06428778916597366
+  "smoothness": 0.4464888870716095
 }
\ No newline at end of file
diff --git a/data/sim_000002/batched_noise_data_000000.npz b/data/sim_000002/batched_noise_data_000000.npz
index 6cd099696..67d786b5f 100644
Binary files a/data/sim_000002/batched_noise_data_000000.npz and b/data/sim_000002/batched_noise_data_000000.npz differ
diff --git a/data/sim_000002/description.json b/data/sim_000002/description.json
index 49b20f167..555029d27 100644
--- a/data/sim_000002/description.json
+++ b/data/sim_000002/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.6195746660232544
+  "smoothness": 0.8391245603561401
 }
\ No newline at end of file
diff --git a/data/sim_000003/batched_noise_data_000000.npz b/data/sim_000003/batched_noise_data_000000.npz
index 7a9a680bd..274c19788 100644
Binary files a/data/sim_000003/batched_noise_data_000000.npz and b/data/sim_000003/batched_noise_data_000000.npz differ
diff --git a/data/sim_000003/description.json b/data/sim_000003/description.json
index 6fb76c75a..8f9383e67 100644
--- a/data/sim_000003/description.json
+++ b/data/sim_000003/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.07410836964845657
+  "smoothness": 0.6090283393859863
 }
\ No newline at end of file
diff --git a/data/sim_000004/batched_noise_data_000000.npz b/data/sim_000004/batched_noise_data_000000.npz
index 5ea98a299..3cf85a4aa 100644
Binary files a/data/sim_000004/batched_noise_data_000000.npz and b/data/sim_000004/batched_noise_data_000000.npz differ
diff --git a/data/sim_000004/description.json b/data/sim_000004/description.json
index baeb6fae4..fe2229170 100644
--- a/data/sim_000004/description.json
+++ b/data/sim_000004/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.9235832691192627
+  "smoothness": 0.1093357652425766
 }
\ No newline at end of file
diff --git a/phi/field/index.html b/phi/field/index.html
index 072d00ccd..386f26318 100644
--- a/phi/field/index.html
+++ b/phi/field/index.html
@@ -833,7 +833,7 @@ <h2 id="args">Args</h2>
 </dl></div>
 </dd>
 <dt id="phi.field.divergence"><code class="name flex">
-<span>def <span class="ident">divergence</span></span>(<span>field: phi.field._field.Field,<br>order=2,<br>implicit: phiml.math._optimize.Solve = None,<br>upwind: phi.field._field.Field = None,<br>implicitness: int = None) ‑> <function <a title="phi.field.CenteredGrid" href="#phi.field.CenteredGrid">CenteredGrid()</a> at 0x7f54fc1f82c0></span>
+<span>def <span class="ident">divergence</span></span>(<span>field: phi.field._field.Field,<br>order=2,<br>implicit: phiml.math._optimize.Solve = None,<br>upwind: phi.field._field.Field = None,<br>implicitness: int = None) ‑> <function <a title="phi.field.CenteredGrid" href="#phi.field.CenteredGrid">CenteredGrid()</a> at 0x7fb9c1408360></span>
 </code></dt>
 <dd>
 <details class="source">
diff --git a/phi/geom/index.html b/phi/geom/index.html
index c4ad55c07..45afab0ca 100644
--- a/phi/geom/index.html
+++ b/phi/geom/index.html
@@ -7774,6 +7774,9 @@ <h2 id="args">Args</h2>
             &#39;boundary_slices&#39;: boundary_slices,
         }
 
+    def _build_faces(self):
+        return build_faces(self.vertices.center, self.elements, self.boundaries, self.element_rank, self.periodic, self._vertex_mean, self.face_format)
+
     @property
     def face_shape(self) -&gt; Shape:
         return instance(self.elements) &amp; dual
@@ -7816,6 +7819,8 @@ <h2 id="args">Args</h2>
         return {self.face_shape.dual.name: slice(0, instance(self).volume)}
 
     def pad_boundary(self, value: Tensor, widths: Dict[str, Dict[str, slice]] = None, mode: Extrapolation or Tensor or Number = 0, **kwargs) -&gt; Tensor:
+        if not widths:
+            return value
         mode = as_extrapolation(mode)
         if self.face_shape.dual.name not in value.shape:
             value = rename_dims(value, instance, self.face_shape.dual)
@@ -8980,6 +8985,8 @@ <h2 id="returns">Returns</h2>
 <span>Expand source code</span>
 </summary>
 <pre><code class="python">def pad_boundary(self, value: Tensor, widths: Dict[str, Dict[str, slice]] = None, mode: Extrapolation or Tensor or Number = 0, **kwargs) -&gt; Tensor:
+    if not widths:
+        return value
     mode = as_extrapolation(mode)
     if self.face_shape.dual.name not in value.shape:
         value = rename_dims(value, instance, self.face_shape.dual)
diff --git a/phi/physics/fluid.html b/phi/physics/fluid.html
index 714b1627f..1765bccc7 100644
--- a/phi/physics/fluid.html
+++ b/phi/physics/fluid.html
@@ -97,7 +97,7 @@ <h2 id="returns">Returns</h2>
 <p>Velocity of same type as <code>velocity</code></p></div>
 </dd>
 <dt id="phi.physics.fluid.boundary_push"><code class="name flex">
-<span>def <span class="ident">boundary_push</span></span>(<span>particles: <function PointCloud at 0x7f54fc1f9440>,<br>obstacles: tuple,<br>separation: float = 0.5) ‑> <function PointCloud at 0x7f54fc1f9440></span>
+<span>def <span class="ident">boundary_push</span></span>(<span>particles: <function PointCloud at 0x7fb9c14094e0>,<br>obstacles: tuple,<br>separation: float = 0.5) ‑> <function PointCloud at 0x7fb9c14094e0></span>
 </code></dt>
 <dd>
 <details class="source">
@@ -222,7 +222,7 @@ <h2 id="returns">Returns</h2>
 </dl></div>
 </dd>
 <dt id="phi.physics.fluid.make_incompressible"><code class="name flex">
-<span>def <span class="ident">make_incompressible</span></span>(<span>velocity: phi.field._field.Field,<br>obstacles: <a title="phi.physics.fluid.Obstacle" href="#phi.physics.fluid.Obstacle">Obstacle</a> = (),<br>solve: phiml.math._optimize.Solve = auto with tolerance None (rel), None (abs), max_iterations=1000,<br>active: <function CenteredGrid at 0x7f54fc1f82c0> = None,<br>order: int = 2,<br>correct_skew=False,<br>wide_stencil: bool = None) ‑> Tuple[phi.field._field.Field, phi.field._field.Field]</span>
+<span>def <span class="ident">make_incompressible</span></span>(<span>velocity: phi.field._field.Field,<br>obstacles: <a title="phi.physics.fluid.Obstacle" href="#phi.physics.fluid.Obstacle">Obstacle</a> = (),<br>solve: phiml.math._optimize.Solve = auto with tolerance None (rel), None (abs), max_iterations=1000,<br>active: <function CenteredGrid at 0x7fb9c1408360> = None,<br>order: int = 2,<br>correct_skew=False,<br>wide_stencil: bool = None) ‑> Tuple[phi.field._field.Field, phi.field._field.Field]</span>
 </code></dt>
 <dd>
 <details class="source">