From 69c57bcec7ca6acb904310ee9ecde24de958e251 Mon Sep 17 00:00:00 2001 From: Josh Date: Tue, 22 Feb 2022 15:06:35 -0500 Subject: [PATCH 01/12] got the explainer working --- manufacturing/manufacturing-workshop.ipynb | 678 ++++++++++++++++++++- 1 file changed, 655 insertions(+), 23 deletions(-) diff --git a/manufacturing/manufacturing-workshop.ipynb b/manufacturing/manufacturing-workshop.ipynb index 4bdde9c..62b7322 100644 --- a/manufacturing/manufacturing-workshop.ipynb +++ b/manufacturing/manufacturing-workshop.ipynb @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -67,6 +67,14 @@ "from tensorflow.keras.applications.inception_v3 import InceptionV3\n", "from tensorflow.keras.models import Model\n", "\n", + "# Explainer\n", + "from alibi.explainers import AnchorImage\n", + "\n", + "from skimage import data\n", + "from skimage import color\n", + "from skimage import morphology\n", + "from skimage import segmentation\n", + "\n", "# Drift Detection\n", "from alibi_detect.cd import MMDDrift\n", "from alibi_detect.cd.tensorflow import preprocess_drift\n", @@ -111,9 +119,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 1440 images belonging to 6 classes.\n" + ] + } + ], "source": [ "train_datagen = ImageDataGenerator(rescale=1/255)\n", "data_dir='data/train/images/'\n", @@ -127,9 +143,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 360 images belonging to 6 classes.\n" + ] + } + ], "source": [ "val_datagen = ImageDataGenerator(rescale=1/255)\n", "data_dir='data/validation/images/'\n", @@ -150,11 +174,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{0: 'crazing',\n", + " 1: 'inclusion',\n", + " 2: 'patches',\n", + " 3: 'pitted_surface',\n", + " 4: 'rolled-in_scale',\n", + " 5: 'scratches'}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "categories = (train_ds.class_indices)\n", "categories = dict((v,k) for k,v in categories.items())\n", @@ -170,9 +210,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(224, 224, 3)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "example_image = train_ds.next()[0][0]\n", "print(example_image.shape)\n", @@ -307,7 +377,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -323,9 +393,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "crazing: 0.00\n", + "inclusion: 0.00\n", + "patches: 0.00\n", + "pitted_surface: 0.00\n", + "rolled-in_scale: 1.00\n", + "scratches: 0.00\n" + ] + } + ], "source": [ "test_scratches = load_img('data/validation/images/scratches/scratches_241.jpg',\n", " target_size=(224, 224, 3))\n", @@ -439,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -455,9 +538,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "crazing: 0.00\n", + "inclusion: 0.00\n", + "patches: 0.00\n", + "pitted_surface: 0.00\n", + "rolled-in_scale: 0.00\n", + "scratches: 1.00\n" + ] + } + ], "source": [ "inception_preds = inception.predict(test_scratches)[0]\n", "\n", @@ -465,6 +561,27 @@ " print(f\"{categories[v]}: {i:.2f}\")" ] }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4.4717559e-35, 7.2654901e-29, 2.5751141e-27, 7.0891162e-38,\n", + " 9.1415584e-35, 1.0000000e+00], dtype=float32)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inception_preds" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -823,9 +940,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(160, 224, 224, 3)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_ds.reset()\n", "\n", @@ -850,7 +978,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -885,7 +1013,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -902,9 +1030,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'data': {'is_drift': 0,\n", + " 'distance': -0.009648085,\n", + " 'p_val': 0.87,\n", + " 'threshold': 0.05,\n", + " 'distance_threshold': 0.021276295},\n", + " 'meta': {'name': 'MMDDriftTF',\n", + " 'detector_type': 'offline',\n", + " 'data_type': None,\n", + " 'version': '0.8.1',\n", + " 'backend': 'tensorflow'}}" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "new_batch = train_ds.next()[0]\n", "preds = cd.predict(new_batch, return_p_val=True, return_distance=True)\n", @@ -934,7 +1082,423 @@ "metadata": {}, "outputs": [], "source": [ - "!gsutil cp -r defect-drift gs://tom-seldon-examples/workshops/manufacturing//" + "!gsutil cp -r defect-drift gs://tom-seldon-examples/workshops/manufacturing/drift//" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "f\"gs://tom-seldon-examples/manufacturing/workshops/drift//{filepath}\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Explainer" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "predict_fn = lambda x: inception.predict(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "def slicMask(image):\n", + " # Compute a mask\n", + " lum = color.rgb2gray(image)\n", + " mask = morphology.remove_small_holes(\n", + " morphology.remove_small_objects(\n", + " lum < 0.7, 500),\n", + " 500)\n", + "\n", + " mask = morphology.opening(mask, morphology.disk(3))\n", + " return mask\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "def slicSegmentation(image):\n", + " slic = segmentation.slic(image, n_segments=15, start_label=1)\n", + " return slic\n" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [], + "source": [ + "example_image = train_ds.next()\n", + "image_shape = example_image[0][0].shape\n", + "explainer = AnchorImage(predict_fn, image_shape,segmentation_fn=slicSegmentation)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "crazing: 0.00\n", + "inclusion: 0.00\n", + "patches: 1.00\n", + "pitted_surface: 0.00\n", + "rolled-in_scale: 0.00\n", + "scratches: 0.00\n", + "(224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "example_image = val_ds.next()\n", + "# print(example_image[1][0])\n", + "# print(categories)\n", + "\n", + "for v, i in enumerate(example_image[1][0]):\n", + " print(f\"{categories[v]}: {i:.2f}\")\n", + "\n", + "example_image = example_image[0][0]\n", + "\n", + "print(example_image.shape)\n", + "plt.imshow(example_image[:,:]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Predict Test Image" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "crazing: 0.00\n", + "inclusion: 0.45\n", + "patches: 0.00\n", + "pitted_surface: 0.53\n", + "rolled-in_scale: 0.00\n", + "scratches: 0.01\n" + ] + } + ], + "source": [ + "test_predict_example_image = example_image / 255\n", + "test_predict_example_image = test_predict_example_image.reshape((-1,) + test_predict_example_image.shape)\n", + "\n", + "for v, i in enumerate(inception.predict(test_predict_example_image)[0]):\n", + " print(f\"{categories[v]}: {i:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, \"The Boxes that don't look like boxes\")" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "example_image_slic_segments = slicSegmentation(example_image)\n", + "example_image_mask = slicMask(example_image)\n", + "\n", + "fig, ax_arr = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(10, 10))\n", + "ax1, ax2, ax3, ax4 = ax_arr.ravel()\n", + "\n", + "\n", + "ax1.imshow(segmentation.mark_boundaries(example_image, example_image_slic_segments))\n", + "ax1.contour(example_image_mask, colors='red', linewidths=1)\n", + "ax1.set_title('SLIC Segmentation')\n", + "\n", + "ax2.imshow(example_image_slic_segments)\n", + "# ax1.contour(example_image_mask, colors='red', linewidths=1)\n", + "ax2.set_title('The Boxes that don\\'t look like boxes')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best: 1 (mean:0.3333333333, n: 42, lb:0.0688) Worst: 0 (mean:0.2000, n: 45, ub:0.5671) B = 0.50\n", + "Best: 1 (mean:0.3802816901, n: 142, lb:0.1920) Worst: 2 (mean:0.2083, n: 48, ub:0.5760) B = 0.38\n", + "Best: 1 (mean:0.3966942149, n: 242, lb:0.2424) Worst: 5 (mean:0.2157, n: 51, ub:0.5793) B = 0.34\n", + "Best: 1 (mean:0.4064327485, n: 342, lb:0.2720) Worst: 4 (mean:0.1702, n: 47, ub:0.5487) B = 0.28\n", + "Best: 1 (mean:0.3959276018, n: 442, lb:0.2765) Worst: 6 (mean:0.1887, n: 53, ub:0.5501) B = 0.27\n", + "Best: 1 (mean:0.4114391144, n: 542, lb:0.3009) Worst: 3 (mean:0.1481, n: 54, ub:0.5012) B = 0.20\n", + "Best: 1 (mean:0.4096573209, n: 642, lb:0.3072) Worst: 3 (mean:0.2857, n: 154, ub:0.5033) B = 0.20\n", + "Best: 1 (mean:0.4097035040, n: 742, lb:0.3136) Worst: 0 (mean:0.2690, n: 145, ub:0.4934) B = 0.18\n", + "Best: 1 (mean:0.4061757720, n: 842, lb:0.3155) Worst: 2 (mean:0.2703, n: 148, ub:0.4935) B = 0.18\n", + "Best: 1 (mean:0.4108280255, n: 942, lb:0.3243) Worst: 5 (mean:0.2715, n: 151, ub:0.4935) B = 0.17\n", + "Best: 1 (mean:0.4213051823, n: 1042, lb:0.3381) Worst: 7 (mean:0.1404, n: 57, ub:0.4901) B = 0.15\n", + "Best of size 1 :\n", + "1 0.4238178633975482 0.39267277899226377 0.45537185269881236\n", + "(1,) mean = 0.42 lb = 0.39 ub = 0.46 coverage: 0.50 n: 1142\n", + "Best: 4 (mean:0.6568965517, n: 580, lb:0.5545) Worst: 2 (mean:0.6331, n: 556, ub:0.7306) B = 0.18\n", + "Best: 4 (mean:0.6676470588, n: 680, lb:0.5706) Worst: 2 (mean:0.6357, n: 656, ub:0.7284) B = 0.16\n", + "Best of size 2 :\n", + "4 0.6730769230769231 0.6364025790505464 0.7083912210972068\n", + "(1, 5) mean = 0.67 lb = 0.64 ub = 0.71 coverage: 0.25 n: 780\n", + "Best of size 3 :\n", + "3 0.884318766066838 0.8465344343409165 0.9160623529728122\n", + "(1, 4, 5) mean = 0.88 lb = 0.85 ub = 0.92 coverage: 0.12 n: 389\n", + "Best of size 4 :\n", + "4 1.0 0.9880778805778836 1.0\n", + "(1, 2, 4, 5) mean = 1.00 lb = 0.99 ub = 1.00 coverage: 0.06 n: 192\n", + "Found eligible result (1, 2, 4, 5) Coverage: 0.0584 Is best? True\n" + ] + } + ], + "source": [ + "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, verbose=True)\n", + "\n", + "# explanation = explainer.explain(example_image.reshape(224,224,3), threshold=.75, p_sample=.5, seed=0, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(explanation.segments)" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[255, 255, 255],\n", + " [255, 255, 255],\n", + " [255, 255, 255],\n", + " ...,\n", + " [197, 197, 197],\n", + " [195, 195, 195],\n", + " [168, 168, 168]],\n", + "\n", + " [[255, 255, 255],\n", + " [255, 255, 255],\n", + " [255, 255, 255],\n", + " ...,\n", + " [174, 174, 174],\n", + " [166, 166, 166],\n", + " [172, 172, 172]],\n", + "\n", + " [[255, 255, 255],\n", + " [255, 255, 255],\n", + " [255, 255, 255],\n", + " ...,\n", + " [156, 156, 156],\n", + " [158, 158, 158],\n", + " [159, 159, 159]],\n", + "\n", + " ...,\n", + "\n", + " [[ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " ...,\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0]],\n", + "\n", + " [[ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " ...,\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0]],\n", + "\n", + " [[ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " ...,\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0],\n", + " [ 0, 0, 0]]])" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "explanation.anchor" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(explanation.anchor[:,:])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Check The Anchors" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "not explanation.anchor.any()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "example_image = val_ds.next()\n", + "# label = --> grab the real label\n", + "example_image_np = example_image[0][0]" ] }, { @@ -943,7 +1507,75 @@ "metadata": {}, "outputs": [], "source": [ - "f\"gs://tom-seldon-examples/workshops/manufacturing//{filepath}\"" + "import matplotlib.pyplot as plt\n", + "\n", + "from skimage import data\n", + "from skimage import color\n", + "from skimage import morphology\n", + "from skimage import segmentation\n", + "\n", + "# Input data\n", + "img = example_image_np\n", + "print(type(img))\n", + "# Compute a mask\n", + "lum = color.rgb2gray(img)\n", + "mask = morphology.remove_small_holes(\n", + " morphology.remove_small_objects(\n", + " lum < 0.7, 500),\n", + " 500)\n", + "\n", + "mask = morphology.opening(mask, morphology.disk(3))\n", + "\n", + "# SLIC result\n", + "slic = segmentation.slic(img, n_segments=15, start_label=1)\n", + "\n", + "# maskSLIC result\n", + "m_slic = segmentation.slic(img, n_segments=100, mask=mask, start_label=1)\n", + "\n", + "# Display result\n", + "fig, ax_arr = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(10, 10))\n", + "ax1, ax2, ax3, ax4 = ax_arr.ravel()\n", + "\n", + "ax1.imshow(img)\n", + "ax1.set_title('Original image')\n", + "\n", + "ax2.imshow(mask, cmap='gray')\n", + "ax2.set_title('Mask')\n", + "\n", + "ax3.imshow(segmentation.mark_boundaries(img, slic))\n", + "ax3.contour(mask, colors='red', linewidths=1)\n", + "ax3.set_title('SLIC')\n", + "\n", + "ax4.imshow(segmentation.mark_boundaries(img, m_slic))\n", + "ax4.contour(mask, colors='red', linewidths=1)\n", + "ax4.set_title('maskSLIC')\n", + "\n", + "for ax in ax_arr.ravel():\n", + " ax.set_axis_off()\n", + " \n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(224, 224)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# SLIC result\n", + "segmentation.slic(img, n_segments=15, start_label=1).shape" ] }, { From c158f450511c30f46fa1f7082ad8c17a55c83d05 Mon Sep 17 00:00:00 2001 From: Josh Date: Fri, 25 Feb 2022 12:26:07 -0500 Subject: [PATCH 02/12] pushing for help --- manufacturing/manufacturing-workshop.ipynb | 776 +++++++++++++-------- 1 file changed, 466 insertions(+), 310 deletions(-) diff --git a/manufacturing/manufacturing-workshop.ipynb b/manufacturing/manufacturing-workshop.ipynb index 62b7322..87953e0 100644 --- a/manufacturing/manufacturing-workshop.ipynb +++ b/manufacturing/manufacturing-workshop.ipynb @@ -45,9 +45,18 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-02-25 12:14:28.191185: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + } + ], "source": [ "# General Packages\n", "import os\n", @@ -69,12 +78,18 @@ "\n", "# Explainer\n", "from alibi.explainers import AnchorImage\n", - "\n", - "from skimage import data\n", "from skimage import color\n", "from skimage import morphology\n", "from skimage import segmentation\n", "\n", + "# Outlier Detection\n", + "from alibi_detect.models.tensorflow.losses import elbo\n", + "from alibi_detect.od import OutlierVAE\n", + "from alibi_detect.utils.fetching import fetch_detector\n", + "from alibi_detect.utils.perturbation import apply_mask\n", + "from alibi_detect.utils.saving import save_detector, load_detector\n", + "from alibi_detect.utils.visualize import plot_instance_score, plot_feature_outlier_image\n", + "\n", "# Drift Detection\n", "from alibi_detect.cd import MMDDrift\n", "from alibi_detect.cd.tensorflow import preprocess_drift\n", @@ -210,39 +225,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(224, 224, 3)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "example_image = train_ds.next()[0][0]\n", "print(example_image.shape)\n", @@ -377,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -393,22 +378,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "crazing: 0.00\n", - "inclusion: 0.00\n", - "patches: 0.00\n", - "pitted_surface: 0.00\n", - "rolled-in_scale: 1.00\n", - "scratches: 0.00\n" - ] - } - ], + "outputs": [], "source": [ "test_scratches = load_img('data/validation/images/scratches/scratches_241.jpg',\n", " target_size=(224, 224, 3))\n", @@ -512,9 +484,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mkdir: inception/: File exists\n", + "Copying gs://tom-seldon-examples/workshops/manufacturing/pretrained/inception/1/saved_model.pb...\n", + "Copying gs://tom-seldon-examples/workshops/manufacturing/pretrained/inception/1/variables/variables.data-00000-of-00001...\n", + "==> NOTE: You are downloading one or more large file(s), which would \n", + "run significantly faster if you enabled sliced object downloads. This\n", + "feature is enabled by default but requires that compiled crcmod be\n", + "installed (see \"gsutil help crcmod\").\n", + "\n", + "Copying gs://tom-seldon-examples/workshops/manufacturing/pretrained/inception/1/variables/variables.index...\n", + "\\ [3 files][268.9 MiB/268.9 MiB] 19.2 MiB/s \n", + "Operation completed over 3 objects/268.9 MiB. \n" + ] + } + ], "source": [ "!mkdir inception/\n", "!gsutil cp -r gs://tom-seldon-examples/workshops/manufacturing/pretrained/inception/1 inception/" @@ -522,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -538,7 +528,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -563,21 +553,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4.4717559e-35, 7.2654901e-29, 2.5751141e-27, 7.0891162e-38,\n", - " 9.1415584e-35, 1.0000000e+00], dtype=float32)" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "inception_preds" ] @@ -855,11 +833,18 @@ " json.dump(seldon_sample, f, ensure_ascii=False, indent=1)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Adding Model Metadata\n", + "# Adding Model Metadata\n", "\n", "You have now created 2 new models within a single deployment. Both of these models have been automatically added to the model catalog. The model catalog acts as a centralised repository for metadata associated with models. Models can be easily deployed directly from the catalog, while metadata acts to speed knowledge transfer between teams and to track models across tools.\n", "\n", @@ -940,20 +925,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(160, 224, 224, 3)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "train_ds.reset()\n", "\n", @@ -978,7 +952,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1013,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1030,29 +1004,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': {'is_drift': 0,\n", - " 'distance': -0.009648085,\n", - " 'p_val': 0.87,\n", - " 'threshold': 0.05,\n", - " 'distance_threshold': 0.021276295},\n", - " 'meta': {'name': 'MMDDriftTF',\n", - " 'detector_type': 'offline',\n", - " 'data_type': None,\n", - " 'version': '0.8.1',\n", - " 'backend': 'tensorflow'}}" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "new_batch = train_ds.next()[0]\n", "preds = cd.predict(new_batch, return_p_val=True, return_distance=True)\n", @@ -1082,7 +1036,7 @@ "metadata": {}, "outputs": [], "source": [ - "!gsutil cp -r defect-drift gs://tom-seldon-examples/workshops/manufacturing/drift//" + "!gsutil cp -r defect-drift gs://tom-seldon-examples/workshops/manufacturing/drift/tom-farrand/defect-drift" ] }, { @@ -1101,23 +1055,16 @@ "outputs": [], "source": [] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Explainer" + "# Explainer" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -1126,36 +1073,39 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "def slicMask(image):\n", - " # Compute a mask\n", - " lum = color.rgb2gray(image)\n", - " mask = morphology.remove_small_holes(\n", - " morphology.remove_small_objects(\n", - " lum < 0.7, 500),\n", - " 500)\n", - "\n", - " mask = morphology.opening(mask, morphology.disk(3))\n", - " return mask\n" + "def slicSegmentation(image):\n", + " slic = segmentation.slic(image, n_segments=15, start_label=1)\n", + " return slic\n" ] }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "def slicSegmentation(image):\n", - " slic = segmentation.slic(image, n_segments=15, start_label=1)\n", - " return slic\n" + "example_image = train_ds.next()\n", + "image_shape = example_image[0][0].shape\n", + "segmentation_fn = 'slic'\n", + "kwargs = {'n_segments': 15, 'compactness': 20, 'sigma': .5}\n", + "explainer = AnchorImage(predict_fn, image_shape, segmentation_fn=segmentation_fn,\n", + " segmentation_kwargs=kwargs, images_background=None)" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1166,100 +1116,170 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "(224, 224, 3)\n", "crazing: 0.00\n", - "inclusion: 0.00\n", - "patches: 1.00\n", + "inclusion: 1.00\n", + "patches: 0.00\n", "pitted_surface: 0.00\n", "rolled-in_scale: 0.00\n", - "scratches: 0.00\n", - "(224, 224, 3)\n" + "scratches: 0.00\n" ] }, { "data": { - "image/png": "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", "text/plain": [ - "
" + "(1, 224, 224, 3)" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "example_image = val_ds.next()\n", + "example_image = load_img('data/validation/images/inclusion/inclusion_285.jpg',\n", + " target_size=(224, 224, 3))\n", "# print(example_image[1][0])\n", "# print(categories)\n", + "example_image = img_to_array(example_image)\n", + "print(example_image.shape)\n", + "# print(\"Labeled Values\")\n", + "# for v, i in enumerate(example_image[1][0]):\n", + "# print(f\"{categories[v]}: {i:.2f}\")\n", + "\n", + "# example_image = example_image[0][0]\n", + "\n", + "# print(example_image.shape)\n", + "# print(\"Predicted Values\")\n", + "# plt.imshow(example_image[:,:]);\n", + "\n", + "example_image = example_image / 255\n", + "example_image = example_image.reshape((-1,) + example_image.shape)\n", "\n", - "for v, i in enumerate(example_image[1][0]):\n", + "for v, i in enumerate(inception.predict(example_image)[0]):\n", " print(f\"{categories[v]}: {i:.2f}\")\n", "\n", - "example_image = example_image[0][0]\n", + "example_image.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "seldon_sample = {\n", + " \"data\": {\n", + " \"names\": [\n", + " ],\n", + " \"ndarray\": example_image.tolist()\n", + " }\n", + "}\n", "\n", - "print(example_image.shape)\n", - "plt.imshow(example_image[:,:]);" + "with open('test-patches-2.json', 'w', encoding='utf-8') as f:\n", + " json.dump(seldon_sample, f, ensure_ascii=False, indent=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Predict Test Image" + "### Explain a Test Image" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def slicMask(image):\n", + " # Compute a mask\n", + " lum = color.rgb2gray(image)\n", + " mask = morphology.remove_small_holes(\n", + " morphology.remove_small_objects(\n", + " lum < 0.7, 500),\n", + " 500)\n", + "\n", + " mask = morphology.opening(mask, morphology.disk(3))\n", + " return mask\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "crazing: 0.00\n", - "inclusion: 0.45\n", - "patches: 0.00\n", - "pitted_surface: 0.53\n", - "rolled-in_scale: 0.00\n", - "scratches: 0.01\n" + "(224, 224, 3)\n" ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "test_predict_example_image = example_image / 255\n", - "test_predict_example_image = test_predict_example_image.reshape((-1,) + test_predict_example_image.shape)\n", - "\n", - "for v, i in enumerate(inception.predict(test_predict_example_image)[0]):\n", - " print(f\"{categories[v]}: {i:.2f}\")" + "example_image = load_img('data/validation/images/inclusion/inclusion_285.jpg',\n", + " target_size=(224, 224, 3))\n", + "example_image = img_to_array(example_image)\n", + "print(example_image.shape)\n", + "plt.imshow(example_image);\n", + "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, verbose=True)" ] }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 16, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "/Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/ipykernel_launcher.py:9: UserWarning: No contour levels were found within the data range.\n", + " if __name__ == '__main__':\n" + ] + }, { "data": { "text/plain": [ "Text(0.5, 1.0, \"The Boxes that don't look like boxes\")" ] }, - "execution_count": 113, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1271,84 +1291,40 @@ } ], "source": [ - "example_image_slic_segments = slicSegmentation(example_image)\n", + "# Add Mask for graph using Sciimage \n", "example_image_mask = slicMask(example_image)\n", "\n", "fig, ax_arr = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(10, 10))\n", "ax1, ax2, ax3, ax4 = ax_arr.ravel()\n", "\n", "\n", - "ax1.imshow(segmentation.mark_boundaries(example_image, example_image_slic_segments))\n", + "ax1.imshow(segmentation.mark_boundaries(example_image, explanation.segments))\n", "ax1.contour(example_image_mask, colors='red', linewidths=1)\n", "ax1.set_title('SLIC Segmentation')\n", "\n", - "ax2.imshow(example_image_slic_segments)\n", + "ax2.imshow(explanation.segments)\n", "# ax1.contour(example_image_mask, colors='red', linewidths=1)\n", "ax2.set_title('The Boxes that don\\'t look like boxes')\n" ] }, { "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Best: 1 (mean:0.3333333333, n: 42, lb:0.0688) Worst: 0 (mean:0.2000, n: 45, ub:0.5671) B = 0.50\n", - "Best: 1 (mean:0.3802816901, n: 142, lb:0.1920) Worst: 2 (mean:0.2083, n: 48, ub:0.5760) B = 0.38\n", - "Best: 1 (mean:0.3966942149, n: 242, lb:0.2424) Worst: 5 (mean:0.2157, n: 51, ub:0.5793) B = 0.34\n", - "Best: 1 (mean:0.4064327485, n: 342, lb:0.2720) Worst: 4 (mean:0.1702, n: 47, ub:0.5487) B = 0.28\n", - "Best: 1 (mean:0.3959276018, n: 442, lb:0.2765) Worst: 6 (mean:0.1887, n: 53, ub:0.5501) B = 0.27\n", - "Best: 1 (mean:0.4114391144, n: 542, lb:0.3009) Worst: 3 (mean:0.1481, n: 54, ub:0.5012) B = 0.20\n", - "Best: 1 (mean:0.4096573209, n: 642, lb:0.3072) Worst: 3 (mean:0.2857, n: 154, ub:0.5033) B = 0.20\n", - "Best: 1 (mean:0.4097035040, n: 742, lb:0.3136) Worst: 0 (mean:0.2690, n: 145, ub:0.4934) B = 0.18\n", - "Best: 1 (mean:0.4061757720, n: 842, lb:0.3155) Worst: 2 (mean:0.2703, n: 148, ub:0.4935) B = 0.18\n", - "Best: 1 (mean:0.4108280255, n: 942, lb:0.3243) Worst: 5 (mean:0.2715, n: 151, ub:0.4935) B = 0.17\n", - "Best: 1 (mean:0.4213051823, n: 1042, lb:0.3381) Worst: 7 (mean:0.1404, n: 57, ub:0.4901) B = 0.15\n", - "Best of size 1 :\n", - "1 0.4238178633975482 0.39267277899226377 0.45537185269881236\n", - "(1,) mean = 0.42 lb = 0.39 ub = 0.46 coverage: 0.50 n: 1142\n", - "Best: 4 (mean:0.6568965517, n: 580, lb:0.5545) Worst: 2 (mean:0.6331, n: 556, ub:0.7306) B = 0.18\n", - "Best: 4 (mean:0.6676470588, n: 680, lb:0.5706) Worst: 2 (mean:0.6357, n: 656, ub:0.7284) B = 0.16\n", - "Best of size 2 :\n", - "4 0.6730769230769231 0.6364025790505464 0.7083912210972068\n", - "(1, 5) mean = 0.67 lb = 0.64 ub = 0.71 coverage: 0.25 n: 780\n", - "Best of size 3 :\n", - "3 0.884318766066838 0.8465344343409165 0.9160623529728122\n", - "(1, 4, 5) mean = 0.88 lb = 0.85 ub = 0.92 coverage: 0.12 n: 389\n", - "Best of size 4 :\n", - "4 1.0 0.9880778805778836 1.0\n", - "(1, 2, 4, 5) mean = 1.00 lb = 0.99 ub = 1.00 coverage: 0.06 n: 192\n", - "Found eligible result (1, 2, 4, 5) Coverage: 0.0584 Is best? True\n" - ] - } - ], - "source": [ - "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, verbose=True)\n", - "\n", - "# explanation = explainer.explain(example_image.reshape(224,224,3), threshold=.75, p_sample=.5, seed=0, verbose=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 115, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 115, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1365,134 +1341,325 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[[255, 255, 255],\n", - " [255, 255, 255],\n", - " [255, 255, 255],\n", - " ...,\n", - " [197, 197, 197],\n", - " [195, 195, 195],\n", - " [168, 168, 168]],\n", - "\n", - " [[255, 255, 255],\n", - " [255, 255, 255],\n", - " [255, 255, 255],\n", - " ...,\n", - " [174, 174, 174],\n", - " [166, 166, 166],\n", - " [172, 172, 172]],\n", - "\n", - " [[255, 255, 255],\n", - " [255, 255, 255],\n", - " [255, 255, 255],\n", - " ...,\n", - " [156, 156, 156],\n", - " [158, 158, 158],\n", - " [159, 159, 159]],\n", - "\n", - " ...,\n", - "\n", - " [[ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " ...,\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0]],\n", - "\n", - " [[ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " ...,\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0]],\n", - "\n", - " [[ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " ...,\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0],\n", - " [ 0, 0, 0]]])" + "" ] }, - "execution_count": 116, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "explanation.anchor" + "plt.imshow(explanation.anchor[:,:])" ] }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "True" ] }, - "execution_count": 117, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ - "plt.imshow(explanation.anchor[:,:])" + "not explanation.anchor.any()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Check The Anchors" + "### Scratch " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "example_image_slic_segments = slicSegmentation(example_image)\n", + "example_image_mask = slicMask(example_image)\n", + "\n", + "fig, ax_arr = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(10, 10))\n", + "ax1, ax2, ax3, ax4 = ax_arr.ravel()\n", + "\n", + "\n", + "ax1.imshow(segmentation.mark_boundaries(example_image, example_image_slic_segments))\n", + "ax1.contour(example_image_mask, colors='red', linewidths=1)\n", + "ax1.set_title('SLIC Segmentation')\n", + "\n", + "ax2.imshow(example_image_slic_segments)\n", + "# ax1.contour(example_image_mask, colors='red', linewidths=1)\n", + "ax2.set_title('The Boxes that don\\'t look like boxes')\n" ] }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "explanation.anchor" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Save and Upload Explainer Artifact" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "dill.dump(explainer, open( \"explainer.dill\", \"wb\")) " + ] + }, + { + "cell_type": "code", + "execution_count": 33, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Copying file://explainer.dill [Content-Type=application/octet-stream]...\n", + "/ [1 files][ 1.1 KiB/ 1.1 KiB] \n", + "Operation completed over 1 objects/1.1 KiB. \n" + ] } ], "source": [ - "not explanation.anchor.any()" + "!gsutil cp explainer.dill gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer/explainer.dill " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Outlier Detection" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "load_outlier_detector = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### AE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from alibi_detect.od import OutlierAE\n", + "\n", + "\n", + "filepath = 'outlier' # change to (absolute) directory where model is downloaded\n", + "detector_type = 'outlier'\n", + "dataset = 'test'\n", + "detector_name = 'OutlierAE'\n", + "filepath = os.path.join(filepath, detector_name)\n", + "if load_outlier_detector: # load pretrained outlier detector\n", + " od = fetch_detector(filepath, detector_type, dataset, detector_name)\n", + "else: # define model, initialize, train and save outlier detector\n", + " encoding_dim = 1024\n", + "\n", + " encoder_net = tf.keras.Sequential(\n", + " [\n", + " InputLayer(input_shape=(32, 32, 3)),\n", + " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Flatten(),\n", + " Dense(encoding_dim,)\n", + " ])\n", + "\n", + " decoder_net = tf.keras.Sequential(\n", + " [\n", + " InputLayer(input_shape=(encoding_dim,)),\n", + " Dense(4*4*128),\n", + " Reshape(target_shape=(4, 4, 128)),\n", + " Conv2DTranspose(256, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2DTranspose(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2DTranspose(3, 4, strides=2, padding='same', activation='sigmoid')\n", + " ])\n", + "\n", + " # initialize outlier detector\n", + " od = OutlierAE(threshold=.015, # threshold for outlier score\n", + " encoder_net=encoder_net, # can also pass AE model instead\n", + " decoder_net=decoder_net, # of separate encoder and decoder\n", + " )\n", + " # train\n", + " od.fit(train_ds,\n", + " epochs=50,\n", + " verbose=True)\n", + "\n", + " # save the trained outlier detector\n", + " save_detector(od, filepath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### VAE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "filepath = 'outlier' # change to directory where model is downloaded\n", + "detector_type = 'outlier'\n", + "dataset = 'test'\n", + "detector_name = 'OutlierVAE'\n", + "filepath = os.path.join(filepath, detector_name)\n", + "if load_outlier_detector: # load pretrained outlier detector\n", + " od = fetch_detector(filepath, detector_type, dataset, detector_name)\n", + "else: # define model, initialize, train and save outlier detector\n", + " latent_dim = 1024\n", + " \n", + " encoder_net = tf.keras.Sequential(\n", + " [\n", + " InputLayer(input_shape=(224, 224, 3)),\n", + " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu)\n", + " ])\n", + "\n", + " decoder_net = tf.keras.Sequential(\n", + " [\n", + " InputLayer(input_shape=(latent_dim,)),\n", + " Dense(4*4*128),\n", + " Reshape(target_shape=(4, 4, 128)),\n", + " Conv2DTranspose(256, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2DTranspose(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2DTranspose(3, 4, strides=2, padding='same', activation='sigmoid')\n", + " ])\n", + " \n", + " # initialize outlier detector\n", + " od = OutlierVAE(threshold=.015, # threshold for outlier score\n", + " score_type='mse', # use MSE of reconstruction error for outlier detection\n", + " encoder_net=encoder_net, # can also pass VAE model instead\n", + " decoder_net=decoder_net, # of separate encoder and decoder\n", + " latent_dim=latent_dim,\n", + " samples=2)\n", + " # train\n", + " od.fit(train_ds, \n", + " loss_fn=elbo,\n", + " cov_elbo=dict(sim=.05),\n", + " epochs=2,\n", + " verbose=True)\n", + " \n", + " # save the trained outlier detector\n", + " save_detector(od, filepath)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check quality VAE model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "example_image = train_ds.next()\n", + "example_image = example_image[0][0]\n", + "print(example_image.shape)\n", + "plt.imshow(example_image[:,:]);\n", + "\n", + "example_image = example_image / 255\n", + "example_image = example_image.reshape((-1,) + test_image.shape)\n", + "\n", + "print(type(example_image))\n", + "print(example_image.shape)\n", + "\n", + "y_pred = np.argmax(model.predict(test_image), axis=-1)\n", + "print(y_pred)\n", + "classname = y_pred[0]\n", + "print(\"Class: \", categories[classname])" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1559,20 +1726,9 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(224, 224)" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# SLIC result\n", "segmentation.slic(img, n_segments=15, start_label=1).shape" From a6627928d50c3b5168b0a74f348b6e7040a3b425 Mon Sep 17 00:00:00 2001 From: Josh Date: Fri, 25 Feb 2022 12:31:17 -0500 Subject: [PATCH 03/12] re-arranged so explain builder is near the test method --- manufacturing/manufacturing-workshop.ipynb | 28 +++++++++++----------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/manufacturing/manufacturing-workshop.ipynb b/manufacturing/manufacturing-workshop.ipynb index 87953e0..27e3a52 100644 --- a/manufacturing/manufacturing-workshop.ipynb +++ b/manufacturing/manufacturing-workshop.ipynb @@ -1089,20 +1089,6 @@ "outputs": [], "source": [] }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "example_image = train_ds.next()\n", - "image_shape = example_image[0][0].shape\n", - "segmentation_fn = 'slic'\n", - "kwargs = {'n_segments': 15, 'compactness': 20, 'sigma': .5}\n", - "explainer = AnchorImage(predict_fn, image_shape, segmentation_fn=segmentation_fn,\n", - " segmentation_kwargs=kwargs, images_background=None)" - ] - }, { "cell_type": "code", "execution_count": 27, @@ -1194,6 +1180,20 @@ "### Explain a Test Image" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "example_image = train_ds.next()\n", + "image_shape = example_image[0][0].shape\n", + "segmentation_fn = 'slic'\n", + "kwargs = {'n_segments': 15, 'compactness': 20, 'sigma': .5}\n", + "explainer = AnchorImage(predict_fn, image_shape, segmentation_fn=segmentation_fn,\n", + " segmentation_kwargs=kwargs, images_background=None)" + ] + }, { "cell_type": "code", "execution_count": 14, From c77b3178baf8905eb1787253152e0100118e92a8 Mon Sep 17 00:00:00 2001 From: Josh Date: Mon, 28 Feb 2022 12:19:00 -0500 Subject: [PATCH 04/12] sending up for some fun --- manufacturing/manufacturing-workshop.ipynb | 233 ++++----------------- 1 file changed, 36 insertions(+), 197 deletions(-) diff --git a/manufacturing/manufacturing-workshop.ipynb b/manufacturing/manufacturing-workshop.ipynb index 27e3a52..843dc61 100644 --- a/manufacturing/manufacturing-workshop.ipynb +++ b/manufacturing/manufacturing-workshop.ipynb @@ -1064,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1073,7 +1073,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1082,13 +1082,6 @@ " return slic\n" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 27, @@ -1100,61 +1093,6 @@ "explainer = AnchorImage(predict_fn, image_shape,segmentation_fn=slicSegmentation)" ] }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(224, 224, 3)\n", - "crazing: 0.00\n", - "inclusion: 1.00\n", - "patches: 0.00\n", - "pitted_surface: 0.00\n", - "rolled-in_scale: 0.00\n", - "scratches: 0.00\n" - ] - }, - { - "data": { - "text/plain": [ - "(1, 224, 224, 3)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "example_image = load_img('data/validation/images/inclusion/inclusion_285.jpg',\n", - " target_size=(224, 224, 3))\n", - "# print(example_image[1][0])\n", - "# print(categories)\n", - "example_image = img_to_array(example_image)\n", - "print(example_image.shape)\n", - "# print(\"Labeled Values\")\n", - "# for v, i in enumerate(example_image[1][0]):\n", - "# print(f\"{categories[v]}: {i:.2f}\")\n", - "\n", - "# example_image = example_image[0][0]\n", - "\n", - "# print(example_image.shape)\n", - "# print(\"Predicted Values\")\n", - "# plt.imshow(example_image[:,:]);\n", - "\n", - "example_image = example_image / 255\n", - "example_image = example_image.reshape((-1,) + example_image.shape)\n", - "\n", - "for v, i in enumerate(inception.predict(example_image)[0]):\n", - " print(f\"{categories[v]}: {i:.2f}\")\n", - "\n", - "example_image.shape" - ] - }, { "cell_type": "code", "execution_count": 74, @@ -1187,11 +1125,7 @@ "outputs": [], "source": [ "example_image = train_ds.next()\n", - "image_shape = example_image[0][0].shape\n", - "segmentation_fn = 'slic'\n", - "kwargs = {'n_segments': 15, 'compactness': 20, 'sigma': .5}\n", - "explainer = AnchorImage(predict_fn, image_shape, segmentation_fn=segmentation_fn,\n", - " segmentation_kwargs=kwargs, images_background=None)" + "image_shape = example_image[0][0].shape\n" ] }, { @@ -1214,26 +1148,39 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 27, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(224, 224, 3)\n" + ] + }, { "name": "stderr", "output_type": "stream", "text": [ - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + "/Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/alibi/explainers/anchor_image.py:284: FutureWarning: skimage.measure.label's indexing starts from 0. In future version it will start from 1. To disable this warning, explicitely set the `start_label` parameter to 1.\n", + " return self.segmentation_fn(image_preproc)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "(224, 224, 3)\n" + "Best: 8 (mean:0.9166666667, n: 48, lb:0.5828) Worst: 9 (mean:0.7027, n: 37, ub:0.9581) B = 0.38\n", + "Best: 8 (mean:0.9324324324, n: 148, lb:0.7689) Worst: 5 (mean:0.7667, n: 60, ub:0.9599) B = 0.19\n", + "Best of size 1 :\n", + "8 0.9516129032258065 0.9167004232016129 0.9754468856319305\n", + "(8,) mean = 0.95 lb = 0.92 ub = 0.98 coverage: 0.52 n: 248\n", + "Found eligible result (8,) Coverage: 0.5155 Is best? True\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1247,22 +1194,23 @@ "source": [ "example_image = load_img('data/validation/images/inclusion/inclusion_285.jpg',\n", " target_size=(224, 224, 3))\n", - "example_image = img_to_array(example_image)\n", - "print(example_image.shape)\n", - "plt.imshow(example_image);\n", + "example_image = img_to_array(example_image) / 255\n", + "segmentation_fn = 'slic'\n", + "kwargs = {'n_segments': 15, 'compactness': 20, 'sigma': .5}\n", + "explainer = AnchorImage(predict_fn, example_image.shape, segmentation_fn=segmentation_fn,\n", + " segmentation_kwargs=kwargs, images_background=None)\n", "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, verbose=True)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "/Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/ipykernel_launcher.py:9: UserWarning: No contour levels were found within the data range.\n", " if __name__ == '__main__':\n" ] @@ -1270,16 +1218,16 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, \"The Boxes that don't look like boxes\")" + "(-0.5, 223.5, 223.5, -0.5)" ] }, - "execution_count": 16, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1301,94 +1249,16 @@ "ax1.imshow(segmentation.mark_boundaries(example_image, explanation.segments))\n", "ax1.contour(example_image_mask, colors='red', linewidths=1)\n", "ax1.set_title('SLIC Segmentation')\n", + "ax1.axis('off')\n", "\n", "ax2.imshow(explanation.segments)\n", "# ax1.contour(example_image_mask, colors='red', linewidths=1)\n", - "ax2.set_title('The Boxes that don\\'t look like boxes')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(explanation.segments)" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(explanation.anchor[:,:])" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "not explanation.anchor.any()" + "ax2.set_title('Explanation Segmentation')\n", + "ax2.axis('off')\n", + "\n", + "ax3.set_title('Anchor')\n", + "ax3.imshow(explanation.anchor[:,:])\n", + "ax3.axis('off')\n" ] }, { @@ -1398,37 +1268,6 @@ "### Scratch " ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "example_image_slic_segments = slicSegmentation(example_image)\n", - "example_image_mask = slicMask(example_image)\n", - "\n", - "fig, ax_arr = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(10, 10))\n", - "ax1, ax2, ax3, ax4 = ax_arr.ravel()\n", - "\n", - "\n", - "ax1.imshow(segmentation.mark_boundaries(example_image, example_image_slic_segments))\n", - "ax1.contour(example_image_mask, colors='red', linewidths=1)\n", - "ax1.set_title('SLIC Segmentation')\n", - "\n", - "ax2.imshow(example_image_slic_segments)\n", - "# ax1.contour(example_image_mask, colors='red', linewidths=1)\n", - "ax2.set_title('The Boxes that don\\'t look like boxes')\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "explanation.anchor" - ] - }, { "cell_type": "markdown", "metadata": {}, From 8ced349165f0a4d9240c5dc092e1b19bf765c5bc Mon Sep 17 00:00:00 2001 From: Josh Date: Fri, 4 Mar 2022 06:39:58 -0500 Subject: [PATCH 05/12] using new explainer that works in notebook but does not work in seldon deploy --- manufacturing/manufacturing-workshop.ipynb | 566 ++++++++++++++++----- 1 file changed, 451 insertions(+), 115 deletions(-) diff --git a/manufacturing/manufacturing-workshop.ipynb b/manufacturing/manufacturing-workshop.ipynb index 843dc61..bd12b14 100644 --- a/manufacturing/manufacturing-workshop.ipynb +++ b/manufacturing/manufacturing-workshop.ipynb @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -512,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -601,14 +601,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Copying file://simple-cnn/1/saved_model.pb [Content-Type=application/octet-stream]...\n", + "Copying file://simple-cnn/1/variables/variables.data-00000-of-00001 [Content-Type=application/octet-stream]...\n", + "Copying file://simple-cnn/1/variables/variables.index [Content-Type=application/octet-stream]...\n", + "\\ [3 files][130.2 MiB/130.2 MiB] 3.1 MiB/s \n", + "Operation completed over 3 objects/130.2 MiB. \n", + "Copying file://inception/1/saved_model.pb [Content-Type=application/octet-stream]...\n", + "Copying file://inception/1/variables/variables.data-00000-of-00001 [Content-Type=application/octet-stream]...\n", + "==> NOTE: You are uploading one or more large file(s), which would run \n", + "significantly faster if you enable parallel composite uploads. This\n", + "feature can be enabled by editing the\n", + "\"parallel_composite_upload_threshold\" value in your .boto\n", + "configuration file. However, note that if you do this large files will\n", + "be uploaded as `composite objects\n", + "`_,which\n", + "means that any user who downloads such objects will need to have a\n", + "compiled crcmod installed (see \"gsutil help crcmod\"). This is because\n", + "without a compiled crcmod, computing checksums on composite objects is\n", + "so slow that gsutil disables downloads of composite objects.\n", + "\n", + "Copying file://inception/1/variables/variables.index [Content-Type=application/octet-stream]...\n", + "| [3 files][268.9 MiB/268.9 MiB] 3.1 MiB/s \n", + "Operation completed over 3 objects/268.9 MiB. \n" + ] + } + ], "source": [ - "# !gsutil cp -r simple-cnn/1/ gs://tom-seldon-examples/workshops/manufacturing//simple-cnn/\n", - "# !gsutil cp -r inception/1/ gs://tom-seldon-examples/workshops/manufacturing//inception/" + "!gsutil cp -r simple-cnn/1/ gs://tom-seldon-examples/workshops/manufacturing/josh/simple-cnn/\n", + "!gsutil cp -r inception/1/ gs://tom-seldon-examples/workshops/manufacturing/josh/inception/" ] }, { @@ -622,11 +651,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ - "SD_IP = \"34.147.53.165\"\n", + "SD_IP = \"34.139.18.24\"\n", "config = Configuration()\n", "config.host = f\"http://{SD_IP}/seldon-deploy/api/v1alpha1\"\n", "config.oidc_client_id = \"sd-api\"\n", @@ -670,12 +699,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ - "YOUR_NAME = \n", - "DEPLOYMENT_NAME = f\"{YOUR_NAME}-test\"\n", + "YOUR_NAME = \"josh\"\n", + "DEPLOYMENT_NAME = f\"manu3\"\n", "NAMESPACE = \"default\"\n", "\n", "MODEL_NAME = \"inception\"\n", @@ -684,16 +713,16 @@ "CANARY_NAME = \"simple-cnn\"\n", "CANARY_LOCATION = f\"gs://tom-seldon-examples/workshops/manufacturing/{YOUR_NAME}/{CANARY_NAME}/\"\n", "\n", - "CPU_REQUESTS = \"1\"\n", - "MEMORY_REQUESTS = \"1Gi\"\n", + "CPU_REQUESTS = \"2\"\n", + "MEMORY_REQUESTS = \"8Gi\"\n", "\n", - "CPU_LIMITS = \"1\"\n", - "MEMORY_LIMITS = \"1Gi\"" + "CPU_LIMITS = \"2\"\n", + "MEMORY_LIMITS = \"8Gi\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1059,7 +1088,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Explainer" + "# Explainer " ] }, { @@ -1073,64 +1102,7 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "def slicSegmentation(image):\n", - " slic = segmentation.slic(image, n_segments=15, start_label=1)\n", - " return slic\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "example_image = train_ds.next()\n", - "image_shape = example_image[0][0].shape\n", - "explainer = AnchorImage(predict_fn, image_shape,segmentation_fn=slicSegmentation)" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "seldon_sample = {\n", - " \"data\": {\n", - " \"names\": [\n", - " ],\n", - " \"ndarray\": example_image.tolist()\n", - " }\n", - "}\n", - "\n", - "with open('test-patches-2.json', 'w', encoding='utf-8') as f:\n", - " json.dump(seldon_sample, f, ensure_ascii=False, indent=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Explain a Test Image" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "example_image = train_ds.next()\n", - "image_shape = example_image[0][0].shape\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1148,16 +1120,9 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 73, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(224, 224, 3)\n" - ] - }, { "name": "stderr", "output_type": "stream", @@ -1170,25 +1135,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best: 8 (mean:0.9166666667, n: 48, lb:0.5828) Worst: 9 (mean:0.7027, n: 37, ub:0.9581) B = 0.38\n", - "Best: 8 (mean:0.9324324324, n: 148, lb:0.7689) Worst: 5 (mean:0.7667, n: 60, ub:0.9599) B = 0.19\n", + "Best: 11 (mean:1.0000000000, n: 56, lb:0.7860) Worst: 9 (mean:0.7895, n: 38, ub:0.9828) B = 0.20\n", "Best of size 1 :\n", - "8 0.9516129032258065 0.9167004232016129 0.9754468856319305\n", - "(8,) mean = 0.95 lb = 0.92 ub = 0.98 coverage: 0.52 n: 248\n", - "Found eligible result (8,) Coverage: 0.5155 Is best? True\n" + "11 1.0 0.9853473990555988 1.0\n", + "(11,) mean = 1.00 lb = 0.99 ub = 1.00 coverage: 0.50 n: 156\n", + "Found eligible result (11,) Coverage: 0.4953 Is best? True\n" ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ @@ -1196,7 +1148,7 @@ " target_size=(224, 224, 3))\n", "example_image = img_to_array(example_image) / 255\n", "segmentation_fn = 'slic'\n", - "kwargs = {'n_segments': 15, 'compactness': 20, 'sigma': .5}\n", + "kwargs = {'n_segments': 15, 'compactness': 10, 'sigma': 0.5}\n", "explainer = AnchorImage(predict_fn, example_image.shape, segmentation_fn=segmentation_fn,\n", " segmentation_kwargs=kwargs, images_background=None)\n", "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, verbose=True)" @@ -1204,7 +1156,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -1221,13 +1173,13 @@ "(-0.5, 223.5, 223.5, -0.5)" ] }, - "execution_count": 29, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1261,13 +1213,6 @@ "ax3.axis('off')\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Scratch " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -1277,7 +1222,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -1286,16 +1231,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "\n", + "\n", + "Updates are available for some Google Cloud CLI components. To install them,\n", + "please run:\n", + " $ gcloud components update\n", + "\n", "Copying file://explainer.dill [Content-Type=application/octet-stream]...\n", - "/ [1 files][ 1.1 KiB/ 1.1 KiB] \n", - "Operation completed over 1 objects/1.1 KiB. \n" + "/ [1 files][ 1.0 KiB/ 1.0 KiB] \n", + "Operation completed over 1 objects/1.0 KiB. \n" ] } ], @@ -1303,6 +1254,391 @@ "!gsutil cp explainer.dill gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer/explainer.dill " ] }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "EXPLAINER_TYPE = \"AnchorImages\"\n", + "EXPLAINER_URI = \"gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer\"\n", + "\n", + "CPU_REQUESTS = \"1\"\n", + "MEMORY_REQUESTS = \"4Gi\"\n", + "\n", + "CPU_LIMITS = \"2\"\n", + "MEMORY_LIMITS = \"4Gi\"\n", + "\n", + "explainer_spec = {\n", + " \"type\": EXPLAINER_TYPE,\n", + " \"modelUri\": EXPLAINER_URI,\n", + " \"containerSpec\": {\n", + " \"name\": \"\",\n", + " \"resources\": {\n", + " \"requests\":\n", + " {\n", + " \"cpu\": CPU_REQUESTS,\n", + " \"memory\": MEMORY_REQUESTS\n", + " },\n", + " \"limits\": {\n", + " \"cpu\": CPU_LIMITS,\n", + " \"memory\": MEMORY_LIMITS\n", + " }\n", + " }\n", + " }\n", + "}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": { + "id": "Gr7cIsDPOZ0T" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'kind': 'SeldonDeployment',\n", + " 'metadata': {'name': 'manu3', 'namespace': 'default'},\n", + " 'apiVersion': 'machinelearning.seldon.io/v1alpha2',\n", + " 'spec': {'name': 'manu3',\n", + " 'protocol': 'seldon',\n", + " 'predictors': [{'componentSpecs': [{'spec': {'containers': [{'name': 'inception',\n", + " 'resources': {'requests': {'cpu': '2', 'memory': '8Gi'},\n", + " 'limits': {'cpu': '2', 'memory': '8Gi'}}}]}}],\n", + " 'name': 'default',\n", + " 'replicas': 1,\n", + " 'traffic': 70,\n", + " 'graph': {'implementation': 'TENSORFLOW_SERVER',\n", + " 'modelUri': 'gs://tom-seldon-examples/workshops/manufacturing/josh/inception/',\n", + " 'name': 'inception',\n", + " 'logger': {'mode': 'all'}},\n", + " 'explainer': {'type': 'AnchorImages',\n", + " 'modelUri': 'gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer',\n", + " 'containerSpec': {'name': '',\n", + " 'resources': {'requests': {'cpu': '1', 'memory': '4Gi'},\n", + " 'limits': {'cpu': '2', 'memory': '4Gi'}}}}},\n", + " {'componentSpecs': [{'spec': {'containers': [{'name': 'simple-cnn',\n", + " 'resources': {'requests': {'cpu': '2', 'memory': '8Gi'},\n", + " 'limits': {'cpu': '2', 'memory': '8Gi'}}}]}}],\n", + " 'name': 'canary',\n", + " 'replicas': 1,\n", + " 'annotations': {'seldon.io/canary': 'true'},\n", + " 'traffic': 30,\n", + " 'graph': {'implementation': 'TENSORFLOW_SERVER',\n", + " 'modelUri': 'gs://tom-seldon-examples/workshops/manufacturing/josh/simple-cnn/',\n", + " 'name': 'simple-cnn',\n", + " 'logger': {'mode': 'all'}}}]}}" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mldeployment['spec']['predictors'][0]['explainer'] = explainer_spec\n", + "mldeployment" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "id": "ZEE1Ng-IOeR_" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'api_version': 'machinelearning.seldon.io/v1alpha2',\n", + " 'kind': 'SeldonDeployment',\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': None,\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': 'manu3',\n", + " 'namespace': 'default',\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'spec': {'annotations': None,\n", + " 'name': 'manu3',\n", + " 'oauth_key': None,\n", + " 'oauth_secret': None,\n", + " 'predictors': [{'annotations': None,\n", + " 'component_specs': [{'hpa_spec': None,\n", + " 'keda_spec': None,\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': '2022-03-03T14:52:07Z',\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': None,\n", + " 'namespace': None,\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'pdb_spec': None,\n", + " 'replicas': None,\n", + " 'spec': {'active_deadline_seconds': None,\n", + " 'affinity': None,\n", + " 'automount_service_account_token': None,\n", + " 'containers': [{'args': None,\n", + " 'command': None,\n", + " 'env': None,\n", + " 'env_from': None,\n", + " 'image': None,\n", + " 'image_pull_policy': None,\n", + " 'lifecycle': None,\n", + " 'liveness_probe': None,\n", + " 'name': 'inception',\n", + " 'ports': None,\n", + " 'readiness_probe': None,\n", + " 'resources': {'limits': {'cpu': '2',\n", + " 'memory': '8Gi'},\n", + " 'requests': {'cpu': '2',\n", + " 'memory': '8Gi'}},\n", + " 'security_context': None,\n", + " 'startup_probe': None,\n", + " 'stdin': None,\n", + " 'stdin_once': None,\n", + " 'termination_message_path': None,\n", + " 'termination_message_policy': None,\n", + " 'tty': None,\n", + " 'volume_devices': None,\n", + " 'volume_mounts': None,\n", + " 'working_dir': None}],\n", + " 'dns_config': None,\n", + " 'dns_policy': None,\n", + " 'enable_service_links': None,\n", + " 'ephemeral_containers': None,\n", + " 'host_aliases': None,\n", + " 'host_ipc': None,\n", + " 'host_network': None,\n", + " 'host_pid': None,\n", + " 'hostname': None,\n", + " 'image_pull_secrets': None,\n", + " 'init_containers': None,\n", + " 'node_name': None,\n", + " 'node_selector': None,\n", + " 'overhead': None,\n", + " 'preemption_policy': None,\n", + " 'priority': None,\n", + " 'priority_class_name': None,\n", + " 'readiness_gates': None,\n", + " 'restart_policy': None,\n", + " 'runtime_class_name': None,\n", + " 'scheduler_name': None,\n", + " 'security_context': None,\n", + " 'service_account': None,\n", + " 'service_account_name': None,\n", + " 'set_hostname_as_fqdn': None,\n", + " 'share_process_namespace': None,\n", + " 'subdomain': None,\n", + " 'termination_grace_period_seconds': None,\n", + " 'tolerations': None,\n", + " 'topology_spread_constraints': None,\n", + " 'volumes': None}}],\n", + " 'engine_resources': {'limits': None,\n", + " 'requests': None},\n", + " 'explainer': {'config': None,\n", + " 'container_spec': {'args': None,\n", + " 'command': None,\n", + " 'env': None,\n", + " 'env_from': None,\n", + " 'image': None,\n", + " 'image_pull_policy': None,\n", + " 'lifecycle': None,\n", + " 'liveness_probe': None,\n", + " 'name': '',\n", + " 'ports': None,\n", + " 'readiness_probe': None,\n", + " 'resources': {'limits': {'cpu': '2',\n", + " 'memory': '4Gi'},\n", + " 'requests': {'cpu': '1',\n", + " 'memory': '4Gi'}},\n", + " 'security_context': None,\n", + " 'startup_probe': None,\n", + " 'stdin': None,\n", + " 'stdin_once': None,\n", + " 'termination_message_path': None,\n", + " 'termination_message_policy': None,\n", + " 'tty': None,\n", + " 'volume_devices': None,\n", + " 'volume_mounts': None,\n", + " 'working_dir': None},\n", + " 'endpoint': None,\n", + " 'env_secret_ref_name': None,\n", + " 'model_uri': 'gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer',\n", + " 'replicas': None,\n", + " 'service_account_name': None,\n", + " 'storage_initializer_image': None,\n", + " 'type': 'AnchorImages'},\n", + " 'graph': {'children': None,\n", + " 'endpoint': None,\n", + " 'env_secret_ref_name': None,\n", + " 'implementation': 'TENSORFLOW_SERVER',\n", + " 'logger': {'mode': 'all', 'url': None},\n", + " 'methods': None,\n", + " 'model_uri': 'gs://tom-seldon-examples/workshops/manufacturing/josh/inception/',\n", + " 'name': 'inception',\n", + " 'parameters': None,\n", + " 'service_account_name': None,\n", + " 'storage_initializer_image': None,\n", + " 'type': None},\n", + " 'labels': None,\n", + " 'name': 'default',\n", + " 'replicas': 1,\n", + " 'shadow': None,\n", + " 'ssl': None,\n", + " 'svc_orch_spec': {'env': None,\n", + " 'replicas': None,\n", + " 'resources': None},\n", + " 'traffic': 70},\n", + " {'annotations': {'seldon.io/canary': 'true'},\n", + " 'component_specs': [{'hpa_spec': None,\n", + " 'keda_spec': None,\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': '2022-03-03T14:52:07Z',\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': None,\n", + " 'namespace': None,\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'pdb_spec': None,\n", + " 'replicas': None,\n", + " 'spec': {'active_deadline_seconds': None,\n", + " 'affinity': None,\n", + " 'automount_service_account_token': None,\n", + " 'containers': [{'args': None,\n", + " 'command': None,\n", + " 'env': None,\n", + " 'env_from': None,\n", + " 'image': None,\n", + " 'image_pull_policy': None,\n", + " 'lifecycle': None,\n", + " 'liveness_probe': None,\n", + " 'name': 'simple-cnn',\n", + " 'ports': None,\n", + " 'readiness_probe': None,\n", + " 'resources': {'limits': {'cpu': '2',\n", + " 'memory': '8Gi'},\n", + " 'requests': {'cpu': '2',\n", + " 'memory': '8Gi'}},\n", + " 'security_context': None,\n", + " 'startup_probe': None,\n", + " 'stdin': None,\n", + " 'stdin_once': None,\n", + " 'termination_message_path': None,\n", + " 'termination_message_policy': None,\n", + " 'tty': None,\n", + " 'volume_devices': None,\n", + " 'volume_mounts': None,\n", + " 'working_dir': None}],\n", + " 'dns_config': None,\n", + " 'dns_policy': None,\n", + " 'enable_service_links': None,\n", + " 'ephemeral_containers': None,\n", + " 'host_aliases': None,\n", + " 'host_ipc': None,\n", + " 'host_network': None,\n", + " 'host_pid': None,\n", + " 'hostname': None,\n", + " 'image_pull_secrets': None,\n", + " 'init_containers': None,\n", + " 'node_name': None,\n", + " 'node_selector': None,\n", + " 'overhead': None,\n", + " 'preemption_policy': None,\n", + " 'priority': None,\n", + " 'priority_class_name': None,\n", + " 'readiness_gates': None,\n", + " 'restart_policy': None,\n", + " 'runtime_class_name': None,\n", + " 'scheduler_name': None,\n", + " 'security_context': None,\n", + " 'service_account': None,\n", + " 'service_account_name': None,\n", + " 'set_hostname_as_fqdn': None,\n", + " 'share_process_namespace': None,\n", + " 'subdomain': None,\n", + " 'termination_grace_period_seconds': None,\n", + " 'tolerations': None,\n", + " 'topology_spread_constraints': None,\n", + " 'volumes': None}}],\n", + " 'engine_resources': {'limits': None,\n", + " 'requests': None},\n", + " 'explainer': None,\n", + " 'graph': {'children': None,\n", + " 'endpoint': None,\n", + " 'env_secret_ref_name': None,\n", + " 'implementation': 'TENSORFLOW_SERVER',\n", + " 'logger': {'mode': 'all', 'url': None},\n", + " 'methods': None,\n", + " 'model_uri': 'gs://tom-seldon-examples/workshops/manufacturing/josh/simple-cnn/',\n", + " 'name': 'simple-cnn',\n", + " 'parameters': None,\n", + " 'service_account_name': None,\n", + " 'storage_initializer_image': None,\n", + " 'type': None},\n", + " 'labels': None,\n", + " 'name': 'canary',\n", + " 'replicas': 1,\n", + " 'shadow': None,\n", + " 'ssl': None,\n", + " 'svc_orch_spec': {'env': None,\n", + " 'replicas': None,\n", + " 'resources': None},\n", + " 'traffic': 30}],\n", + " 'protocol': 'seldon',\n", + " 'replicas': None,\n", + " 'server_type': None,\n", + " 'transport': None},\n", + " 'status': {'address': None,\n", + " 'annotations': None,\n", + " 'conditions': None,\n", + " 'deployment_status': None,\n", + " 'description': None,\n", + " 'observed_generation': None,\n", + " 'replicas': None,\n", + " 'service_status': None,\n", + " 'state': None}}" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "deployment_api = SeldonDeploymentsApi(auth())\n", + "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)" + ] + }, { "cell_type": "markdown", "metadata": {}, From 0589dd873c0da58b8bafd774ac79cbb3b06f3cee Mon Sep 17 00:00:00 2001 From: Josh Date: Thu, 10 Mar 2022 20:00:14 -0500 Subject: [PATCH 06/12] added extra parameters for the explainer deployment --- manufacturing/manufacturing-workshop.ipynb | 137 ++++++++++++++------- 1 file changed, 91 insertions(+), 46 deletions(-) diff --git a/manufacturing/manufacturing-workshop.ipynb b/manufacturing/manufacturing-workshop.ipynb index bd12b14..496f402 100644 --- a/manufacturing/manufacturing-workshop.ipynb +++ b/manufacturing/manufacturing-workshop.ipynb @@ -45,14 +45,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2022-02-25 12:14:28.191185: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "2022-03-10 08:45:24.660459: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] } @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "scrolled": true }, @@ -205,7 +205,7 @@ " 5: 'scratches'}" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -484,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -500,7 +500,7 @@ "installed (see \"gsutil help crcmod\").\n", "\n", "Copying gs://tom-seldon-examples/workshops/manufacturing/pretrained/inception/1/variables/variables.index...\n", - "\\ [3 files][268.9 MiB/268.9 MiB] 19.2 MiB/s \n", + "| [3 files][268.9 MiB/268.9 MiB] 3.4 MiB/s \n", "Operation completed over 3 objects/268.9 MiB. \n" ] } @@ -512,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -651,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -699,12 +699,12 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "YOUR_NAME = \"josh\"\n", - "DEPLOYMENT_NAME = f\"manu3\"\n", + "DEPLOYMENT_NAME = f\"manufaturing-demo\"\n", "NAMESPACE = \"default\"\n", "\n", "MODEL_NAME = \"inception\"\n", @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -1082,7 +1082,26 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# \"DD_URI = 'gs://tom-seldon-examples/datareply-workshop/models/sgreaves/lr/drift'\\n\",\n", + "# \"DD_NAME = 'KSDrift-Detector'\\n\",\n", + "# \"\\n\",\n", + "# \"dd_config = {'deployment': DEPLOYMENT_NAME,\\n\",\n", + "# \" 'deployment_namespace': None,\\n\",\n", + "# \" 'namespace': 'seldon-logs',\\n\",\n", + "# \" 'params': {'drift_batch_size': '10',\\n\",\n", + "# \" 'env_secret_ref': None,\\n\",\n", + "# \" 'event_source': f'io.seldon.serving.dev-seldondeployment-{DEPLOYMENT_NAME}-drift',\\n\",\n", + "# \" 'event_type': 'io.seldon.serving.inference.drift',\\n\",\n", + "# \" 'http_port': '8080',\\n\",\n", + "# \" 'model_name': DD_NAME,\\n\",\n", + "# \" 'protocol': 'seldon.http',\\n\",\n", + "# \" 'reply_url': 'http://seldon-request-logger.seldon-logs',\\n\",\n", + "# \" 'storage_uri': DD_URI,\\n\",\n", + "# \" 'user_permission': None},\\n\",\n", + "# \" 'prom_scraping': None,\\n\",\n", + "# \" 'url': None}\"" + ] }, { "cell_type": "markdown", @@ -1093,7 +1112,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1102,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1120,26 +1139,38 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 27, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/alibi/explainers/anchor_image.py:284: FutureWarning: skimage.measure.label's indexing starts from 0. In future version it will start from 1. To disable this warning, explicitely set the `start_label` parameter to 1.\n", - " return self.segmentation_fn(image_preproc)\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Best: 11 (mean:1.0000000000, n: 56, lb:0.7860) Worst: 9 (mean:0.7895, n: 38, ub:0.9828) B = 0.20\n", + "Best: 11 (mean:1.0000000000, n: 3, lb:0.0112) Worst: 2 (mean:0.6667, n: 3, ub:1.0000) B = 0.99\n", + "Best: 11 (mean:1.0000000000, n: 8, lb:0.1671) Worst: 6 (mean:0.7500, n: 4, ub:1.0000) B = 0.83\n", + "Best: 11 (mean:1.0000000000, n: 13, lb:0.3204) Worst: 5 (mean:0.8000, n: 5, ub:1.0000) B = 0.68\n", + "Best: 11 (mean:1.0000000000, n: 18, lb:0.4312) Worst: 7 (mean:0.8000, n: 5, ub:1.0000) B = 0.57\n", + "Best: 11 (mean:1.0000000000, n: 23, lb:0.5118) Worst: 2 (mean:0.8750, n: 8, ub:1.0000) B = 0.49\n", + "Best: 11 (mean:1.0000000000, n: 28, lb:0.5724) Worst: 5 (mean:0.9000, n: 10, ub:1.0000) B = 0.43\n", + "Best: 11 (mean:1.0000000000, n: 33, lb:0.6195) Worst: 5 (mean:0.8667, n: 15, ub:1.0000) B = 0.38\n", + "Best: 11 (mean:1.0000000000, n: 38, lb:0.6570) Worst: 7 (mean:0.8000, n: 10, ub:1.0000) B = 0.34\n", + "Best: 11 (mean:1.0000000000, n: 43, lb:0.6877) Worst: 6 (mean:0.7778, n: 9, ub:1.0000) B = 0.31\n", + "Best: 11 (mean:1.0000000000, n: 48, lb:0.7132) Worst: 9 (mean:0.6000, n: 5, ub:0.9999) B = 0.29\n", + "Best: 11 (mean:1.0000000000, n: 53, lb:0.7347) Worst: 12 (mean:0.6000, n: 5, ub:1.0000) B = 0.27\n", + "Best: 11 (mean:1.0000000000, n: 58, lb:0.7532) Worst: 12 (mean:0.7000, n: 10, ub:0.9995) B = 0.25\n", + "Best: 11 (mean:1.0000000000, n: 63, lb:0.7692) Worst: 8 (mean:0.5714, n: 7, ub:0.9992) B = 0.23\n", + "Best: 11 (mean:1.0000000000, n: 68, lb:0.7831) Worst: 15 (mean:0.5714, n: 7, ub:0.9992) B = 0.22\n", + "Best: 11 (mean:1.0000000000, n: 73, lb:0.7955) Worst: 0 (mean:0.5000, n: 6, ub:0.9990) B = 0.20\n", + "Best: 11 (mean:1.0000000000, n: 78, lb:0.8065) Worst: 1 (mean:0.5000, n: 6, ub:0.9991) B = 0.19\n", + "Best: 11 (mean:1.0000000000, n: 83, lb:0.8163) Worst: 4 (mean:0.4000, n: 5, ub:0.9988) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 88, lb:0.8251) Worst: 10 (mean:0.4000, n: 5, ub:0.9988) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 93, lb:0.8331) Worst: 14 (mean:0.4000, n: 5, ub:0.9989) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 98, lb:0.8404) Worst: 5 (mean:0.8000, n: 20, ub:0.9988) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 103, lb:0.8470) Worst: 6 (mean:0.7143, n: 14, ub:0.9983) B = 0.15\n", "Best of size 1 :\n", - "11 1.0 0.9853473990555988 1.0\n", - "(11,) mean = 1.00 lb = 0.99 ub = 1.00 coverage: 0.50 n: 156\n", - "Found eligible result (11,) Coverage: 0.4953 Is best? True\n" + "11 1.0 0.9789048987033846 1.0\n", + "(11,) mean = 1.00 lb = 0.98 ub = 1.00 coverage: 0.00 n: 108\n", + "Found eligible result (11,) Coverage: 0.0 Is best? True\n" ] } ], @@ -1151,12 +1182,12 @@ "kwargs = {'n_segments': 15, 'compactness': 10, 'sigma': 0.5}\n", "explainer = AnchorImage(predict_fn, example_image.shape, segmentation_fn=segmentation_fn,\n", " segmentation_kwargs=kwargs, images_background=None)\n", - "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, verbose=True)" + "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, batch_size=5, coverage_samples=2,min_samples_start=10, verbose=True)" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1173,7 +1204,7 @@ "(-0.5, 223.5, 223.5, -0.5)" ] }, - "execution_count": 74, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, @@ -1222,7 +1253,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1231,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1256,13 +1287,17 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "EXPLAINER_TYPE = \"AnchorImages\"\n", "EXPLAINER_URI = \"gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer\"\n", "\n", + "EXPLAINER_BATCH_SIZE = \"5\"\n", + "EXPLAINER_COVERAGE_SAMPLES = \"1\"\n", + "EXPLAINER_MIN_SAMPLES_START = \"5\"\n", + "\n", "CPU_REQUESTS = \"1\"\n", "MEMORY_REQUESTS = \"4Gi\"\n", "\n", @@ -1272,6 +1307,11 @@ "explainer_spec = {\n", " \"type\": EXPLAINER_TYPE,\n", " \"modelUri\": EXPLAINER_URI,\n", + " \"config\": {\n", + " \"batch_size\" : EXPLAINER_BATCH_SIZE,\n", + " \"coverage_samples\" : EXPLAINER_COVERAGE_SAMPLES,\n", + " \"min_samples_start\" : EXPLAINER_MIN_SAMPLES_START\n", + " },\n", " \"containerSpec\": {\n", " \"name\": \"\",\n", " \"resources\": {\n", @@ -1291,7 +1331,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 32, "metadata": { "id": "Gr7cIsDPOZ0T" }, @@ -1300,9 +1340,9 @@ "data": { "text/plain": [ "{'kind': 'SeldonDeployment',\n", - " 'metadata': {'name': 'manu3', 'namespace': 'default'},\n", + " 'metadata': {'name': 'manufaturing-demo', 'namespace': 'default'},\n", " 'apiVersion': 'machinelearning.seldon.io/v1alpha2',\n", - " 'spec': {'name': 'manu3',\n", + " 'spec': {'name': 'manufaturing-demo',\n", " 'protocol': 'seldon',\n", " 'predictors': [{'componentSpecs': [{'spec': {'containers': [{'name': 'inception',\n", " 'resources': {'requests': {'cpu': '2', 'memory': '8Gi'},\n", @@ -1316,6 +1356,9 @@ " 'logger': {'mode': 'all'}},\n", " 'explainer': {'type': 'AnchorImages',\n", " 'modelUri': 'gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer',\n", + " 'config': {'batch_size': '5',\n", + " 'coverage_samples': '1',\n", + " 'min_samples_start': '5'},\n", " 'containerSpec': {'name': '',\n", " 'resources': {'requests': {'cpu': '1', 'memory': '4Gi'},\n", " 'limits': {'cpu': '2', 'memory': '4Gi'}}}}},\n", @@ -1332,7 +1375,7 @@ " 'logger': {'mode': 'all'}}}]}}" ] }, - "execution_count": 93, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1344,7 +1387,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 33, "metadata": { "id": "ZEE1Ng-IOeR_" }, @@ -1364,14 +1407,14 @@ " 'generation': None,\n", " 'labels': None,\n", " 'managed_fields': None,\n", - " 'name': 'manu3',\n", + " 'name': 'manufaturing-demo',\n", " 'namespace': 'default',\n", " 'owner_references': None,\n", " 'resource_version': None,\n", " 'self_link': None,\n", " 'uid': None},\n", " 'spec': {'annotations': None,\n", - " 'name': 'manu3',\n", + " 'name': 'manufaturing-demo',\n", " 'oauth_key': None,\n", " 'oauth_secret': None,\n", " 'predictors': [{'annotations': None,\n", @@ -1379,7 +1422,7 @@ " 'keda_spec': None,\n", " 'metadata': {'annotations': None,\n", " 'cluster_name': None,\n", - " 'creation_timestamp': '2022-03-03T14:52:07Z',\n", + " 'creation_timestamp': '2022-03-11T00:43:33Z',\n", " 'deletion_grace_period_seconds': None,\n", " 'deletion_timestamp': None,\n", " 'finalizers': None,\n", @@ -1456,7 +1499,9 @@ " 'volumes': None}}],\n", " 'engine_resources': {'limits': None,\n", " 'requests': None},\n", - " 'explainer': {'config': None,\n", + " 'explainer': {'config': {'batch_size': '5',\n", + " 'coverage_samples': '1',\n", + " 'min_samples_start': '5'},\n", " 'container_spec': {'args': None,\n", " 'command': None,\n", " 'env': None,\n", @@ -1515,7 +1560,7 @@ " 'keda_spec': None,\n", " 'metadata': {'annotations': None,\n", " 'cluster_name': None,\n", - " 'creation_timestamp': '2022-03-03T14:52:07Z',\n", + " 'creation_timestamp': '2022-03-11T00:43:33Z',\n", " 'deletion_grace_period_seconds': None,\n", " 'deletion_timestamp': None,\n", " 'finalizers': None,\n", @@ -1629,7 +1674,7 @@ " 'state': None}}" ] }, - "execution_count": 95, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } From ca37e09f3430d47e1045b184eea3b2655a6334ff Mon Sep 17 00:00:00 2001 From: Josh Date: Mon, 18 Apr 2022 18:25:46 -0400 Subject: [PATCH 07/12] sanity commit --- finance/fraud-detection.ipynb | 2 +- manufacturing/manufacturing-workshop.ipynb | 988 ++++++++++++++++----- 2 files changed, 755 insertions(+), 235 deletions(-) diff --git a/finance/fraud-detection.ipynb b/finance/fraud-detection.ipynb index 1cb934b..c44adfe 100644 --- a/finance/fraud-detection.ipynb +++ b/finance/fraud-detection.ipynb @@ -1043,7 +1043,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/manufacturing/manufacturing-workshop.ipynb b/manufacturing/manufacturing-workshop.ipynb index 496f402..5ea9a5f 100644 --- a/manufacturing/manufacturing-workshop.ipynb +++ b/manufacturing/manufacturing-workshop.ipynb @@ -35,12 +35,12 @@ }, "outputs": [], "source": [ - "# Colab has a load of packages pre-loaded into the environment. \n", + "# Colab has a load of packages pre-loaded into the environment.\n", "# Installing the additional ones we require.\n", "!pip install seldon_deploy_sdk\n", - "!pip install alibi_detect==0.6.1\n", + "!pip install alibi_detect == 0.6.1\n", "!pip install dill\n", - "!pip install tensorflow==2.4.4" + "!pip install tensorflow == 2.4.4\n" ] }, { @@ -52,7 +52,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "2022-03-10 08:45:24.660459: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "2022-03-28 22:35:57.965024: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] } @@ -96,13 +96,13 @@ "from alibi_detect.utils.saving import save_detector, load_detector\n", "\n", "# Seldon Deploy SDK\n", - "from seldon_deploy_sdk import Configuration, ApiClient, SeldonDeploymentsApi, OutlierDetectorApi, DriftDetectorApi, ModelMetadataServiceApi\n", + "from seldon_deploy_sdk import EnvironmentApi, Configuration, ApiClient, SeldonDeploymentsApi, OutlierDetectorApi, DriftDetectorApi, ModelMetadataServiceApi\n", "from seldon_deploy_sdk.auth import OIDCAuthenticator\n", "\n", "# Logging and Clearing Session\n", "tf.keras.backend.clear_session()\n", "logger = tf.get_logger()\n", - "logger.setLevel(logging.ERROR)" + "logger.setLevel(logging.ERROR)\n" ] }, { @@ -118,9 +118,9 @@ "metadata": {}, "outputs": [], "source": [ - "!wget https://storage.googleapis.com/tom-seldon-examples/workshops/manufactoring/data.zip\n", + "!wget https: // storage.googleapis.com/tom-seldon-examples/workshops/manufactoring/data.zip\n", "!mkdir data\n", - "!unzip -o 'data.zip' -d data" + "!unzip - o 'data.zip' - d data\n" ] }, { @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -147,18 +147,18 @@ ], "source": [ "train_datagen = ImageDataGenerator(rescale=1/255)\n", - "data_dir='data/train/images/'\n", + "data_dir = 'data/train/images/'\n", "train_ds = train_datagen.flow_from_directory(\n", - " directory = data_dir,\n", - " target_size = (224, 224),\n", - " batch_size = 32,\n", - " class_mode = 'categorical'\n", - ")" + " directory=data_dir,\n", + " target_size=(224, 224),\n", + " batch_size=32,\n", + " class_mode='categorical'\n", + ")\n" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -171,13 +171,13 @@ ], "source": [ "val_datagen = ImageDataGenerator(rescale=1/255)\n", - "data_dir='data/validation/images/'\n", + "data_dir = 'data/validation/images/'\n", "val_ds = train_datagen.flow_from_directory(\n", - " directory = data_dir,\n", - " target_size = (224, 224),\n", - " batch_size = 32,\n", - " class_mode = 'categorical'\n", - ")" + " directory=data_dir,\n", + " target_size=(224, 224),\n", + " batch_size=32,\n", + " class_mode='categorical'\n", + ")\n" ] }, { @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "scrolled": true }, @@ -205,15 +205,15 @@ " 5: 'scratches'}" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "categories = (train_ds.class_indices)\n", - "categories = dict((v,k) for k,v in categories.items())\n", - "categories" + "categories = dict((v, k) for k, v in categories.items())\n", + "categories\n" ] }, { @@ -225,13 +225,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(224, 224, 3)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "example_image = train_ds.next()[0][0]\n", "print(example_image.shape)\n", - "plt.imshow(example_image[:,:])" + "plt.imshow(example_image[:, :])\n" ] }, { @@ -273,11 +303,12 @@ "source": [ "class myCallback(tf.keras.callbacks.Callback):\n", " def on_epoch_end(self, epoch, logs={}):\n", - " if(logs.get('val_accuracy') > 0.90 ):\n", + " if(logs.get('val_accuracy') > 0.90):\n", " print(\"\\nReached 90% validation accuracy so cancelling training!\")\n", - " self.model.stop_training = True \n", - " \n", - "callbacks = myCallback()" + " self.model.stop_training = True\n", + "\n", + "\n", + "callbacks = myCallback()\n" ] }, { @@ -300,11 +331,13 @@ "outputs": [], "source": [ "simple_cnn = tf.keras.models.Sequential([\n", - " tf.keras.layers.Conv2D(32, (3, 3), activation='relu', input_shape=(224, 224, 3)), # First Convolution\n", + " tf.keras.layers.Conv2D(32, (3, 3), activation='relu',\n", + " input_shape=(224, 224, 3)), # First Convolution\n", " tf.keras.layers.MaxPooling2D(2, 2),\n", - " tf.keras.layers.Conv2D(32, (3, 3), activation='relu'), # Second Convolution\n", + " # Second Convolution\n", + " tf.keras.layers.Conv2D(32, (3, 3), activation='relu'),\n", " tf.keras.layers.MaxPooling2D(2, 2),\n", - " tf.keras.layers.Conv2D(32, (3, 3), activation='relu'), # Third Convolution\n", + " tf.keras.layers.Conv2D(32, (3, 3), activation='relu'), # Third Convolution\n", " tf.keras.layers.MaxPooling2D(2, 2),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(512, activation='relu'),\n", @@ -312,7 +345,7 @@ " tf.keras.layers.Dense(6, activation='softmax'),\n", "])\n", "\n", - "simple_cnn.summary()" + "simple_cnn.summary()\n" ] }, { @@ -330,17 +363,17 @@ }, "outputs": [], "source": [ - "simple_cnn.compile(loss = 'categorical_crossentropy',\n", - " optimizer = 'adam',\n", - " metrics = ['accuracy'])\n", + "simple_cnn.compile(loss='categorical_crossentropy',\n", + " optimizer='adam',\n", + " metrics=['accuracy'])\n", "\n", "simple_cnn_history = simple_cnn.fit(train_ds,\n", - " batch_size = 32,\n", - " epochs = 20,\n", - " validation_data = val_ds,\n", - " callbacks = [callbacks],\n", - " verbose = 1,\n", - " shuffle=True)" + " batch_size=32,\n", + " epochs=20,\n", + " validation_data=val_ds,\n", + " callbacks=[callbacks],\n", + " verbose=1,\n", + " shuffle=True)\n" ] }, { @@ -357,16 +390,16 @@ "outputs": [], "source": [ "!mkdir simple-cnn/\n", - "!gsutil cp -r gs://tom-seldon-examples/workshops/manufacturing/pretrained/simple-cnn/1 simple-cnn/" + "!gsutil cp - r gs: // tom-seldon-examples/workshops/manufacturing/pretrained/simple-cnn/1 simple-cnn/\n" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "simple_cnn = load_model(\"simple-cnn/1\")" + "simple_cnn = load_model(\"simple-cnn/1\")\n" ] }, { @@ -387,12 +420,12 @@ "\n", "test_scratches = img_to_array(test_scratches)\n", "test_scratches = test_scratches / 255\n", - "test_scratches = test_scratches.reshape((-1,) + test_scratches.shape)\n", + "test_scratches = test_scratches.reshape((-1,) + test_scratches.shape)\n", "\n", "simple_preds = simple_cnn.predict(test_scratches)[0]\n", "\n", "for v, i in enumerate(simple_preds):\n", - " print(f\"{categories[v]}: {i:.2f}\")" + " print(f\"{categories[v]}: {i:.2f}\")\n" ] }, { @@ -451,13 +484,13 @@ "\n", "# define the input and output of the model\n", "inception = Model(inputs=InceptionV3_model.input, outputs=custom_output)\n", - " \n", + "\n", "# compile the model\n", "inception.compile(loss='categorical_crossentropy',\n", " optimizer='adam',\n", " metrics=['accuracy'])\n", "\n", - "inception.summary()" + "inception.summary()\n" ] }, { @@ -471,8 +504,8 @@ " epochs=20,\n", " validation_data=val_ds,\n", " callbacks=[callbacks],\n", - " verbose=1, \n", - " shuffle=True)" + " verbose=1,\n", + " shuffle=True)\n" ] }, { @@ -507,16 +540,16 @@ ], "source": [ "!mkdir inception/\n", - "!gsutil cp -r gs://tom-seldon-examples/workshops/manufacturing/pretrained/inception/1 inception/" + "!gsutil cp - r gs: // tom-seldon-examples/workshops/manufacturing/pretrained/inception/1 inception/\n" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "inception = load_model(\"inception/1\")" + "inception = load_model(\"inception/1\")\n" ] }, { @@ -548,7 +581,7 @@ "inception_preds = inception.predict(test_scratches)[0]\n", "\n", "for v, i in enumerate(inception_preds):\n", - " print(f\"{categories[v]}: {i:.2f}\")" + " print(f\"{categories[v]}: {i:.2f}\")\n" ] }, { @@ -557,7 +590,7 @@ "metadata": {}, "outputs": [], "source": [ - "inception_preds" + "inception_preds\n" ] }, { @@ -636,8 +669,8 @@ } ], "source": [ - "!gsutil cp -r simple-cnn/1/ gs://tom-seldon-examples/workshops/manufacturing/josh/simple-cnn/\n", - "!gsutil cp -r inception/1/ gs://tom-seldon-examples/workshops/manufacturing/josh/inception/" + "!gsutil cp - r simple-cnn/1 / gs: // tom-seldon-examples/workshops/manufacturing/josh/simple-cnn/\n", + "!gsutil cp - r inception/1 / gs: // tom-seldon-examples/workshops/manufacturing/josh/inception/\n" ] }, { @@ -651,11 +684,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "SD_IP = \"34.139.18.24\"\n", + "SD_IP = \"34.139.213.176\"\n", "config = Configuration()\n", "config.host = f\"http://{SD_IP}/seldon-deploy/api/v1alpha1\"\n", "config.oidc_client_id = \"sd-api\"\n", @@ -667,7 +700,7 @@ " auth = OIDCAuthenticator(config)\n", " config.id_token = auth.authenticate()\n", " api_client = ApiClient(configuration=config, authenticator=auth)\n", - " return api_client" + " return api_client\n" ] }, { @@ -699,13 +732,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "YOUR_NAME = \"josh\"\n", - "DEPLOYMENT_NAME = f\"manufaturing-demo\"\n", - "NAMESPACE = \"default\"\n", + "DEPLOYMENT_NAME = f\"manu-run\"\n", + "NAMESPACE = \"seldon-demos\"\n", "\n", "MODEL_NAME = \"inception\"\n", "MODEL_LOCATION = f\"gs://tom-seldon-examples/workshops/manufacturing/{YOUR_NAME}/{MODEL_NAME}/\"\n", @@ -717,12 +750,12 @@ "MEMORY_REQUESTS = \"8Gi\"\n", "\n", "CPU_LIMITS = \"2\"\n", - "MEMORY_LIMITS = \"8Gi\"" + "MEMORY_LIMITS = \"8Gi\"\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -795,8 +828,8 @@ " ],\n", " \"name\": \"canary\",\n", " \"replicas\": 1,\n", - " \"annotations\":{\n", - " \"seldon.io/canary\":\"true\"\n", + " \"annotations\": {\n", + " \"seldon.io/canary\": \"true\"\n", " },\n", " \"traffic\": 30,\n", " \"graph\": {\n", @@ -806,11 +839,11 @@ " \"logger\": {\n", " \"mode\": \"all\"\n", " }\n", - " }\n", " }\n", + " }\n", " ]\n", " }\n", - "}" + "}\n" ] }, { @@ -822,12 +855,265 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'api_version': 'machinelearning.seldon.io/v1alpha2',\n", + " 'kind': 'SeldonDeployment',\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': None,\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': 'manu-run',\n", + " 'namespace': 'seldon-demos',\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'spec': {'annotations': None,\n", + " 'name': 'manu-run',\n", + " 'oauth_key': None,\n", + " 'oauth_secret': None,\n", + " 'predictors': [{'annotations': None,\n", + " 'component_specs': [{'hpa_spec': None,\n", + " 'keda_spec': None,\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': '2022-03-29T14:10:32Z',\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': None,\n", + " 'namespace': None,\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'pdb_spec': None,\n", + " 'replicas': None,\n", + " 'spec': {'active_deadline_seconds': None,\n", + " 'affinity': None,\n", + " 'automount_service_account_token': None,\n", + " 'containers': [{'args': None,\n", + " 'command': None,\n", + " 'env': None,\n", + " 'env_from': None,\n", + " 'image': None,\n", + " 'image_pull_policy': None,\n", + " 'lifecycle': None,\n", + " 'liveness_probe': None,\n", + " 'name': 'inception',\n", + " 'ports': None,\n", + " 'readiness_probe': None,\n", + " 'resources': {'limits': {'cpu': '2',\n", + " 'memory': '8Gi'},\n", + " 'requests': {'cpu': '2',\n", + " 'memory': '8Gi'}},\n", + " 'security_context': None,\n", + " 'startup_probe': None,\n", + " 'stdin': None,\n", + " 'stdin_once': None,\n", + " 'termination_message_path': None,\n", + " 'termination_message_policy': None,\n", + " 'tty': None,\n", + " 'volume_devices': None,\n", + " 'volume_mounts': None,\n", + " 'working_dir': None}],\n", + " 'dns_config': None,\n", + " 'dns_policy': None,\n", + " 'enable_service_links': None,\n", + " 'ephemeral_containers': None,\n", + " 'host_aliases': None,\n", + " 'host_ipc': None,\n", + " 'host_network': None,\n", + " 'host_pid': None,\n", + " 'hostname': None,\n", + " 'image_pull_secrets': None,\n", + " 'init_containers': None,\n", + " 'node_name': None,\n", + " 'node_selector': None,\n", + " 'overhead': None,\n", + " 'preemption_policy': None,\n", + " 'priority': None,\n", + " 'priority_class_name': None,\n", + " 'readiness_gates': None,\n", + " 'restart_policy': None,\n", + " 'runtime_class_name': None,\n", + " 'scheduler_name': None,\n", + " 'security_context': None,\n", + " 'service_account': None,\n", + " 'service_account_name': None,\n", + " 'set_hostname_as_fqdn': None,\n", + " 'share_process_namespace': None,\n", + " 'subdomain': None,\n", + " 'termination_grace_period_seconds': None,\n", + " 'tolerations': None,\n", + " 'topology_spread_constraints': None,\n", + " 'volumes': None}}],\n", + " 'engine_resources': {'limits': None,\n", + " 'requests': None},\n", + " 'explainer': None,\n", + " 'graph': {'children': None,\n", + " 'endpoint': None,\n", + " 'env_secret_ref_name': None,\n", + " 'implementation': 'TENSORFLOW_SERVER',\n", + " 'logger': {'mode': 'all', 'url': None},\n", + " 'methods': None,\n", + " 'model_uri': 'gs://tom-seldon-examples/workshops/manufacturing/josh/inception/',\n", + " 'name': 'inception',\n", + " 'parameters': None,\n", + " 'service_account_name': None,\n", + " 'storage_initializer_image': None,\n", + " 'type': None},\n", + " 'labels': None,\n", + " 'name': 'default',\n", + " 'replicas': 1,\n", + " 'shadow': None,\n", + " 'ssl': None,\n", + " 'svc_orch_spec': {'env': None,\n", + " 'replicas': None,\n", + " 'resources': None},\n", + " 'traffic': 70},\n", + " {'annotations': {'seldon.io/canary': 'true'},\n", + " 'component_specs': [{'hpa_spec': None,\n", + " 'keda_spec': None,\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': '2022-03-29T14:10:32Z',\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': None,\n", + " 'namespace': None,\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'pdb_spec': None,\n", + " 'replicas': None,\n", + " 'spec': {'active_deadline_seconds': None,\n", + " 'affinity': None,\n", + " 'automount_service_account_token': None,\n", + " 'containers': [{'args': None,\n", + " 'command': None,\n", + " 'env': None,\n", + " 'env_from': None,\n", + " 'image': None,\n", + " 'image_pull_policy': None,\n", + " 'lifecycle': None,\n", + " 'liveness_probe': None,\n", + " 'name': 'simple-cnn',\n", + " 'ports': None,\n", + " 'readiness_probe': None,\n", + " 'resources': {'limits': {'cpu': '2',\n", + " 'memory': '8Gi'},\n", + " 'requests': {'cpu': '2',\n", + " 'memory': '8Gi'}},\n", + " 'security_context': None,\n", + " 'startup_probe': None,\n", + " 'stdin': None,\n", + " 'stdin_once': None,\n", + " 'termination_message_path': None,\n", + " 'termination_message_policy': None,\n", + " 'tty': None,\n", + " 'volume_devices': None,\n", + " 'volume_mounts': None,\n", + " 'working_dir': None}],\n", + " 'dns_config': None,\n", + " 'dns_policy': None,\n", + " 'enable_service_links': None,\n", + " 'ephemeral_containers': None,\n", + " 'host_aliases': None,\n", + " 'host_ipc': None,\n", + " 'host_network': None,\n", + " 'host_pid': None,\n", + " 'hostname': None,\n", + " 'image_pull_secrets': None,\n", + " 'init_containers': None,\n", + " 'node_name': None,\n", + " 'node_selector': None,\n", + " 'overhead': None,\n", + " 'preemption_policy': None,\n", + " 'priority': None,\n", + " 'priority_class_name': None,\n", + " 'readiness_gates': None,\n", + " 'restart_policy': None,\n", + " 'runtime_class_name': None,\n", + " 'scheduler_name': None,\n", + " 'security_context': None,\n", + " 'service_account': None,\n", + " 'service_account_name': None,\n", + " 'set_hostname_as_fqdn': None,\n", + " 'share_process_namespace': None,\n", + " 'subdomain': None,\n", + " 'termination_grace_period_seconds': None,\n", + " 'tolerations': None,\n", + " 'topology_spread_constraints': None,\n", + " 'volumes': None}}],\n", + " 'engine_resources': {'limits': None,\n", + " 'requests': None},\n", + " 'explainer': None,\n", + " 'graph': {'children': None,\n", + " 'endpoint': None,\n", + " 'env_secret_ref_name': None,\n", + " 'implementation': 'TENSORFLOW_SERVER',\n", + " 'logger': {'mode': 'all', 'url': None},\n", + " 'methods': None,\n", + " 'model_uri': 'gs://tom-seldon-examples/workshops/manufacturing/josh/simple-cnn/',\n", + " 'name': 'simple-cnn',\n", + " 'parameters': None,\n", + " 'service_account_name': None,\n", + " 'storage_initializer_image': None,\n", + " 'type': None},\n", + " 'labels': None,\n", + " 'name': 'canary',\n", + " 'replicas': 1,\n", + " 'shadow': None,\n", + " 'ssl': None,\n", + " 'svc_orch_spec': {'env': None,\n", + " 'replicas': None,\n", + " 'resources': None},\n", + " 'traffic': 30}],\n", + " 'protocol': 'seldon',\n", + " 'replicas': None,\n", + " 'server_type': None,\n", + " 'transport': None},\n", + " 'status': {'address': None,\n", + " 'annotations': None,\n", + " 'conditions': None,\n", + " 'deployment_status': None,\n", + " 'description': None,\n", + " 'observed_generation': None,\n", + " 'replicas': None,\n", + " 'service_status': None,\n", + " 'state': None}}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "deployment_api = SeldonDeploymentsApi(auth())\n", - "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)" + "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)\n" ] }, { @@ -851,15 +1137,15 @@ "outputs": [], "source": [ "seldon_sample = {\n", - " \"data\": {\n", - " \"names\": [\n", - " ],\n", - " \"ndarray\": test_scratches.tolist()\n", - " }\n", + " \"data\": {\n", + " \"names\": [\n", + " ],\n", + " \"ndarray\": test_scratches.tolist()\n", + " }\n", "}\n", "\n", "with open('test-scratches.json', 'w', encoding='utf-8') as f:\n", - " json.dump(seldon_sample, f, ensure_ascii=False, indent=1)" + " json.dump(seldon_sample, f, ensure_ascii=False, indent=1)\n" ] }, { @@ -887,19 +1173,19 @@ "outputs": [], "source": [ "model_catalog_metadata = {\n", - " \"URI\": MODEL_LOCATION,\n", - " \"name\": \"InceptionV3\",\n", - " \"version\": \"v1.0\",\n", - " \"artifactType\": \"TENSORFLOW\",\n", - " \"taskType\": \"defect classification\",\n", - " \"tags\": {\n", + " \"URI\": MODEL_LOCATION,\n", + " \"name\": \"InceptionV3\",\n", + " \"version\": \"v1.0\",\n", + " \"artifactType\": \"TENSORFLOW\",\n", + " \"taskType\": \"defect classification\",\n", + " \"tags\": {\n", " \"auto_created\": \"true\",\n", " \"author\": f\"{YOUR_NAME}\"\n", - " },\n", - " \"metrics\": {},\n", - " \"creationTime\": \"2022-02-15T15:26:26.630592Z\",\n", - " \"project\": \"default\"\n", - " }" + " },\n", + " \"metrics\": {},\n", + " \"creationTime\": \"2022-02-15T15:26:26.630592Z\",\n", + " \"project\": \"default\"\n", + "}\n" ] }, { @@ -909,7 +1195,8 @@ "outputs": [], "source": [ "api_instance = ModelMetadataServiceApi(auth())\n", - "api_response = api_instance.model_metadata_service_update_model_metadata(model_catalog_metadata)" + "api_response = api_instance.model_metadata_service_update_model_metadata(\n", + " model_catalog_metadata)\n" ] }, { @@ -925,8 +1212,9 @@ "metadata": {}, "outputs": [], "source": [ - "api_response = api_instance.model_metadata_service_list_model_metadata(uri=MODEL_LOCATION)\n", - "api_response" + "api_response = api_instance.model_metadata_service_list_model_metadata(\n", + " uri=MODEL_LOCATION)\n", + "api_response\n" ] }, { @@ -954,9 +1242,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(160, 224, 224, 3)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_ds.reset()\n", "\n", @@ -965,7 +1264,7 @@ "for i in range(4):\n", " drift_ref = np.concatenate((drift_ref, train_ds.next()[0]))\n", "\n", - "drift_ref.shape" + "drift_ref.shape\n" ] }, { @@ -981,25 +1280,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# define encoder\n", "encoding_dim = 32\n", "encoder_net = tf.keras.Sequential(\n", - " [\n", - " InputLayer(input_shape=(224, 224, 3)),\n", - " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Flatten(),\n", - " Dense(encoding_dim,)\n", - " ]\n", + " [\n", + " InputLayer(input_shape=(224, 224, 3)),\n", + " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Flatten(),\n", + " Dense(encoding_dim,)\n", + " ]\n", ")\n", "\n", "# define preprocessing function\n", - "preprocess_fn = partial(preprocess_drift, model=encoder_net, batch_size=160)" + "preprocess_fn = partial(preprocess_drift, model=encoder_net, batch_size=160)\n" ] }, { @@ -1016,12 +1315,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# initialise drift detector\n", - "cd = MMDDrift(drift_ref, backend='tensorflow', p_val=.05, preprocess_fn=preprocess_fn, n_permutations=100)" + "cd = MMDDrift(drift_ref, backend='tensorflow', p_val=.05,\n", + " preprocess_fn=preprocess_fn, n_permutations=100)\n" ] }, { @@ -1033,13 +1333,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'data': {'is_drift': 1,\n", + " 'distance': 0.053456962,\n", + " 'p_val': 0.0,\n", + " 'threshold': 0.05,\n", + " 'distance_threshold': 0.019707084},\n", + " 'meta': {'name': 'MMDDriftTF',\n", + " 'detector_type': 'offline',\n", + " 'data_type': None,\n", + " 'version': '0.8.1',\n", + " 'backend': 'tensorflow'}}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "new_batch = train_ds.next()[0]\n", + "new_batch = val_ds.next()[0]\n", "preds = cd.predict(new_batch, return_p_val=True, return_distance=True)\n", - "preds" + "preds\n" ] }, { @@ -1056,7 +1376,7 @@ "outputs": [], "source": [ "filepath = 'defect-drift'\n", - "save_detector(cd, filepath)" + "save_detector(cd, filepath)\n" ] }, { @@ -1065,7 +1385,7 @@ "metadata": {}, "outputs": [], "source": [ - "!gsutil cp -r defect-drift gs://tom-seldon-examples/workshops/manufacturing/drift/tom-farrand/defect-drift" + "!gsutil cp - r defect-drift gs://tom-seldon-examples/workshops/manufacturing/drift/tom-farrand/defect-drift\n" ] }, { @@ -1074,7 +1394,7 @@ "metadata": {}, "outputs": [], "source": [ - "f\"gs://tom-seldon-examples/manufacturing/workshops/drift//{filepath}\"" + "f\"gs://tom-seldon-examples/manufacturing/workshops/drift//{filepath}\"\n" ] }, { @@ -1100,7 +1420,7 @@ "# \" 'storage_uri': DD_URI,\\n\",\n", "# \" 'user_permission': None},\\n\",\n", "# \" 'prom_scraping': None,\\n\",\n", - "# \" 'url': None}\"" + "# \" 'url': None}\"\n" ] }, { @@ -1116,12 +1436,12 @@ "metadata": {}, "outputs": [], "source": [ - "predict_fn = lambda x: inception.predict(x)" + "def predict_fn(x): return inception.predict(x)\n" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -1139,55 +1459,152 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 7, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/alibi/explainers/anchor_image.py:284: FutureWarning: skimage.measure.label's indexing starts from 0. In future version it will start from 1. To disable this warning, explicitely set the `start_label` parameter to 1.\n", + " return self.segmentation_fn(image_preproc)\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Best: 11 (mean:1.0000000000, n: 3, lb:0.0112) Worst: 2 (mean:0.6667, n: 3, ub:1.0000) B = 0.99\n", - "Best: 11 (mean:1.0000000000, n: 8, lb:0.1671) Worst: 6 (mean:0.7500, n: 4, ub:1.0000) B = 0.83\n", - "Best: 11 (mean:1.0000000000, n: 13, lb:0.3204) Worst: 5 (mean:0.8000, n: 5, ub:1.0000) B = 0.68\n", - "Best: 11 (mean:1.0000000000, n: 18, lb:0.4312) Worst: 7 (mean:0.8000, n: 5, ub:1.0000) B = 0.57\n", - "Best: 11 (mean:1.0000000000, n: 23, lb:0.5118) Worst: 2 (mean:0.8750, n: 8, ub:1.0000) B = 0.49\n", - "Best: 11 (mean:1.0000000000, n: 28, lb:0.5724) Worst: 5 (mean:0.9000, n: 10, ub:1.0000) B = 0.43\n", - "Best: 11 (mean:1.0000000000, n: 33, lb:0.6195) Worst: 5 (mean:0.8667, n: 15, ub:1.0000) B = 0.38\n", - "Best: 11 (mean:1.0000000000, n: 38, lb:0.6570) Worst: 7 (mean:0.8000, n: 10, ub:1.0000) B = 0.34\n", - "Best: 11 (mean:1.0000000000, n: 43, lb:0.6877) Worst: 6 (mean:0.7778, n: 9, ub:1.0000) B = 0.31\n", - "Best: 11 (mean:1.0000000000, n: 48, lb:0.7132) Worst: 9 (mean:0.6000, n: 5, ub:0.9999) B = 0.29\n", - "Best: 11 (mean:1.0000000000, n: 53, lb:0.7347) Worst: 12 (mean:0.6000, n: 5, ub:1.0000) B = 0.27\n", - "Best: 11 (mean:1.0000000000, n: 58, lb:0.7532) Worst: 12 (mean:0.7000, n: 10, ub:0.9995) B = 0.25\n", - "Best: 11 (mean:1.0000000000, n: 63, lb:0.7692) Worst: 8 (mean:0.5714, n: 7, ub:0.9992) B = 0.23\n", - "Best: 11 (mean:1.0000000000, n: 68, lb:0.7831) Worst: 15 (mean:0.5714, n: 7, ub:0.9992) B = 0.22\n", - "Best: 11 (mean:1.0000000000, n: 73, lb:0.7955) Worst: 0 (mean:0.5000, n: 6, ub:0.9990) B = 0.20\n", - "Best: 11 (mean:1.0000000000, n: 78, lb:0.8065) Worst: 1 (mean:0.5000, n: 6, ub:0.9991) B = 0.19\n", - "Best: 11 (mean:1.0000000000, n: 83, lb:0.8163) Worst: 4 (mean:0.4000, n: 5, ub:0.9988) B = 0.18\n", - "Best: 11 (mean:1.0000000000, n: 88, lb:0.8251) Worst: 10 (mean:0.4000, n: 5, ub:0.9988) B = 0.17\n", - "Best: 11 (mean:1.0000000000, n: 93, lb:0.8331) Worst: 14 (mean:0.4000, n: 5, ub:0.9989) B = 0.17\n", - "Best: 11 (mean:1.0000000000, n: 98, lb:0.8404) Worst: 5 (mean:0.8000, n: 20, ub:0.9988) B = 0.16\n", - "Best: 11 (mean:1.0000000000, n: 103, lb:0.8470) Worst: 6 (mean:0.7143, n: 14, ub:0.9983) B = 0.15\n", + "Best: 11 (mean:1.0000000000, n: 5, lb:0.0674) Worst: 12 (mean:0.6667, n: 3, ub:1.0000) B = 0.93\n", + "Best: 11 (mean:1.0000000000, n: 6, lb:0.0920) Worst: 10 (mean:0.7500, n: 4, ub:1.0000) B = 0.91\n", + "Best: 11 (mean:1.0000000000, n: 7, lb:0.1208) Worst: 10 (mean:0.8000, n: 5, ub:1.0000) B = 0.88\n", + "Best: 11 (mean:1.0000000000, n: 8, lb:0.1507) Worst: 10 (mean:0.8333, n: 6, ub:1.0000) B = 0.85\n", + "Best: 11 (mean:1.0000000000, n: 9, lb:0.1806) Worst: 3 (mean:1.0000, n: 1, ub:1.0000) B = 0.82\n", + "Best: 11 (mean:1.0000000000, n: 10, lb:0.2097) Worst: 3 (mean:1.0000, n: 2, ub:1.0000) B = 0.79\n", + "Best: 11 (mean:1.0000000000, n: 11, lb:0.2377) Worst: 3 (mean:1.0000, n: 3, ub:1.0000) B = 0.76\n", + "Best: 11 (mean:1.0000000000, n: 12, lb:0.2645) Worst: 3 (mean:1.0000, n: 4, ub:1.0000) B = 0.74\n", + "Best: 11 (mean:1.0000000000, n: 13, lb:0.2898) Worst: 3 (mean:1.0000, n: 5, ub:1.0000) B = 0.71\n", + "Best: 11 (mean:1.0000000000, n: 14, lb:0.3138) Worst: 3 (mean:1.0000, n: 6, ub:1.0000) B = 0.69\n", + "Best: 11 (mean:1.0000000000, n: 15, lb:0.3365) Worst: 3 (mean:0.8571, n: 7, ub:1.0000) B = 0.66\n", + "Best: 11 (mean:1.0000000000, n: 16, lb:0.3579) Worst: 3 (mean:0.8750, n: 8, ub:1.0000) B = 0.64\n", + "Best: 11 (mean:1.0000000000, n: 17, lb:0.3781) Worst: 5 (mean:1.0000, n: 2, ub:1.0000) B = 0.62\n", + "Best: 11 (mean:1.0000000000, n: 18, lb:0.3972) Worst: 5 (mean:1.0000, n: 3, ub:1.0000) B = 0.60\n", + "Best: 11 (mean:1.0000000000, n: 19, lb:0.4152) Worst: 5 (mean:0.7500, n: 4, ub:1.0000) B = 0.58\n", + "Best: 11 (mean:1.0000000000, n: 20, lb:0.4322) Worst: 5 (mean:0.8000, n: 5, ub:1.0000) B = 0.57\n", + "Best: 11 (mean:1.0000000000, n: 21, lb:0.4483) Worst: 3 (mean:0.7778, n: 9, ub:1.0000) B = 0.55\n", + "Best: 11 (mean:1.0000000000, n: 22, lb:0.4635) Worst: 3 (mean:0.8000, n: 10, ub:1.0000) B = 0.54\n", + "Best: 11 (mean:1.0000000000, n: 23, lb:0.4779) Worst: 10 (mean:0.7143, n: 7, ub:1.0000) B = 0.52\n", + "Best: 11 (mean:1.0000000000, n: 24, lb:0.4916) Worst: 10 (mean:0.7500, n: 8, ub:1.0000) B = 0.51\n", + "Best: 11 (mean:1.0000000000, n: 25, lb:0.5046) Worst: 10 (mean:0.7778, n: 9, ub:1.0000) B = 0.50\n", + "Best: 11 (mean:1.0000000000, n: 26, lb:0.5170) Worst: 4 (mean:0.6667, n: 6, ub:1.0000) B = 0.48\n", + "Best: 11 (mean:1.0000000000, n: 27, lb:0.5287) Worst: 4 (mean:0.7143, n: 7, ub:1.0000) B = 0.47\n", + "Best: 11 (mean:1.0000000000, n: 28, lb:0.5400) Worst: 4 (mean:0.7500, n: 8, ub:1.0000) B = 0.46\n", + "Best: 11 (mean:1.0000000000, n: 29, lb:0.5506) Worst: 4 (mean:0.7778, n: 9, ub:1.0000) B = 0.45\n", + "Best: 11 (mean:1.0000000000, n: 30, lb:0.5608) Worst: 5 (mean:0.6667, n: 6, ub:1.0000) B = 0.44\n", + "Best: 11 (mean:1.0000000000, n: 31, lb:0.5706) Worst: 5 (mean:0.7143, n: 7, ub:1.0000) B = 0.43\n", + "Best: 11 (mean:1.0000000000, n: 32, lb:0.5799) Worst: 5 (mean:0.7500, n: 8, ub:1.0000) B = 0.42\n", + "Best: 11 (mean:1.0000000000, n: 33, lb:0.5888) Worst: 5 (mean:0.7778, n: 9, ub:1.0000) B = 0.41\n", + "Best: 11 (mean:1.0000000000, n: 34, lb:0.5974) Worst: 5 (mean:0.8000, n: 10, ub:1.0000) B = 0.40\n", + "Best: 11 (mean:1.0000000000, n: 35, lb:0.6056) Worst: 8 (mean:0.6667, n: 6, ub:1.0000) B = 0.39\n", + "Best: 11 (mean:1.0000000000, n: 36, lb:0.6134) Worst: 1 (mean:0.6000, n: 5, ub:1.0000) B = 0.39\n", + "Best: 11 (mean:1.0000000000, n: 37, lb:0.6210) Worst: 0 (mean:0.5000, n: 4, ub:1.0000) B = 0.38\n", + "Best: 11 (mean:1.0000000000, n: 38, lb:0.6282) Worst: 0 (mean:0.6000, n: 5, ub:1.0000) B = 0.37\n", + "Best: 11 (mean:1.0000000000, n: 39, lb:0.6352) Worst: 12 (mean:0.5000, n: 4, ub:1.0000) B = 0.36\n", + "Best: 11 (mean:1.0000000000, n: 40, lb:0.6419) Worst: 15 (mean:0.3333, n: 3, ub:0.9999) B = 0.36\n", + "Best: 11 (mean:1.0000000000, n: 41, lb:0.6484) Worst: 15 (mean:0.5000, n: 4, ub:1.0000) B = 0.35\n", + "Best: 11 (mean:1.0000000000, n: 42, lb:0.6546) Worst: 15 (mean:0.6000, n: 5, ub:1.0000) B = 0.35\n", + "Best: 11 (mean:1.0000000000, n: 43, lb:0.6606) Worst: 15 (mean:0.6667, n: 6, ub:1.0000) B = 0.34\n", + "Best: 11 (mean:1.0000000000, n: 44, lb:0.6664) Worst: 15 (mean:0.7143, n: 7, ub:1.0000) B = 0.33\n", + "Best: 11 (mean:1.0000000000, n: 45, lb:0.6720) Worst: 3 (mean:0.7273, n: 11, ub:0.9997) B = 0.33\n", + "Best: 11 (mean:1.0000000000, n: 46, lb:0.6775) Worst: 5 (mean:0.7273, n: 11, ub:0.9997) B = 0.32\n", + "Best: 11 (mean:1.0000000000, n: 47, lb:0.6827) Worst: 5 (mean:0.7500, n: 12, ub:0.9997) B = 0.32\n", + "Best: 11 (mean:1.0000000000, n: 48, lb:0.6878) Worst: 4 (mean:0.7000, n: 10, ub:0.9997) B = 0.31\n", + "Best: 11 (mean:1.0000000000, n: 49, lb:0.6927) Worst: 10 (mean:0.7000, n: 10, ub:0.9997) B = 0.31\n", + "Best: 11 (mean:1.0000000000, n: 50, lb:0.6974) Worst: 15 (mean:0.6250, n: 8, ub:0.9996) B = 0.30\n", + "Best: 11 (mean:1.0000000000, n: 51, lb:0.7020) Worst: 15 (mean:0.6667, n: 9, ub:0.9996) B = 0.30\n", + "Best: 11 (mean:1.0000000000, n: 52, lb:0.7065) Worst: 6 (mean:0.5714, n: 7, ub:0.9995) B = 0.29\n", + "Best: 11 (mean:1.0000000000, n: 53, lb:0.7108) Worst: 8 (mean:0.5714, n: 7, ub:0.9995) B = 0.29\n", + "Best: 11 (mean:1.0000000000, n: 54, lb:0.7150) Worst: 8 (mean:0.6250, n: 8, ub:0.9996) B = 0.28\n", + "Best: 11 (mean:1.0000000000, n: 55, lb:0.7191) Worst: 0 (mean:0.5000, n: 6, ub:0.9994) B = 0.28\n", + "Best: 11 (mean:1.0000000000, n: 56, lb:0.7230) Worst: 0 (mean:0.5714, n: 7, ub:0.9995) B = 0.28\n", + "Best: 11 (mean:1.0000000000, n: 57, lb:0.7268) Worst: 1 (mean:0.5000, n: 6, ub:0.9994) B = 0.27\n", + "Best: 11 (mean:1.0000000000, n: 58, lb:0.7306) Worst: 1 (mean:0.5714, n: 7, ub:0.9995) B = 0.27\n", + "Best: 11 (mean:1.0000000000, n: 59, lb:0.7342) Worst: 1 (mean:0.6250, n: 8, ub:0.9996) B = 0.27\n", + "Best: 11 (mean:1.0000000000, n: 60, lb:0.7377) Worst: 2 (mean:0.5000, n: 6, ub:0.9994) B = 0.26\n", + "Best: 11 (mean:1.0000000000, n: 61, lb:0.7412) Worst: 2 (mean:0.5714, n: 7, ub:0.9995) B = 0.26\n", + "Best: 11 (mean:1.0000000000, n: 62, lb:0.7445) Worst: 2 (mean:0.6250, n: 8, ub:0.9996) B = 0.26\n", + "Best: 11 (mean:1.0000000000, n: 63, lb:0.7478) Worst: 7 (mean:0.5000, n: 6, ub:0.9994) B = 0.25\n", + "Best: 11 (mean:1.0000000000, n: 64, lb:0.7509) Worst: 7 (mean:0.5714, n: 7, ub:0.9995) B = 0.25\n", + "Best: 11 (mean:1.0000000000, n: 65, lb:0.7540) Worst: 7 (mean:0.6250, n: 8, ub:0.9996) B = 0.25\n", + "Best: 11 (mean:1.0000000000, n: 66, lb:0.7571) Worst: 7 (mean:0.6667, n: 9, ub:0.9997) B = 0.24\n", + "Best: 11 (mean:1.0000000000, n: 67, lb:0.7600) Worst: 13 (mean:0.5000, n: 6, ub:0.9995) B = 0.24\n", + "Best: 11 (mean:1.0000000000, n: 68, lb:0.7629) Worst: 13 (mean:0.5714, n: 7, ub:0.9996) B = 0.24\n", + "Best: 11 (mean:1.0000000000, n: 69, lb:0.7657) Worst: 14 (mean:0.5000, n: 6, ub:0.9995) B = 0.23\n", + "Best: 11 (mean:1.0000000000, n: 70, lb:0.7684) Worst: 12 (mean:0.4000, n: 5, ub:0.9993) B = 0.23\n", + "Best: 11 (mean:1.0000000000, n: 71, lb:0.7711) Worst: 5 (mean:0.6923, n: 13, ub:0.9987) B = 0.23\n", + "Best: 11 (mean:1.0000000000, n: 72, lb:0.7737) Worst: 5 (mean:0.7143, n: 14, ub:0.9988) B = 0.23\n", + "Best: 11 (mean:1.0000000000, n: 73, lb:0.7762) Worst: 3 (mean:0.6667, n: 12, ub:0.9985) B = 0.22\n", + "Best: 11 (mean:1.0000000000, n: 74, lb:0.7787) Worst: 3 (mean:0.6923, n: 13, ub:0.9987) B = 0.22\n", + "Best: 11 (mean:1.0000000000, n: 75, lb:0.7811) Worst: 4 (mean:0.6364, n: 11, ub:0.9984) B = 0.22\n", + "Best: 11 (mean:1.0000000000, n: 76, lb:0.7835) Worst: 10 (mean:0.6364, n: 11, ub:0.9984) B = 0.21\n", + "Best: 11 (mean:1.0000000000, n: 77, lb:0.7858) Worst: 7 (mean:0.6000, n: 10, ub:0.9982) B = 0.21\n", + "Best: 11 (mean:1.0000000000, n: 78, lb:0.7881) Worst: 15 (mean:0.6000, n: 10, ub:0.9982) B = 0.21\n", + "Best: 11 (mean:1.0000000000, n: 79, lb:0.7903) Worst: 1 (mean:0.5556, n: 9, ub:0.9980) B = 0.21\n", + "Best: 11 (mean:1.0000000000, n: 80, lb:0.7925) Worst: 1 (mean:0.6000, n: 10, ub:0.9982) B = 0.21\n", + "Best: 11 (mean:1.0000000000, n: 81, lb:0.7946) Worst: 2 (mean:0.5556, n: 9, ub:0.9980) B = 0.20\n", + "Best: 11 (mean:1.0000000000, n: 82, lb:0.7967) Worst: 8 (mean:0.5556, n: 9, ub:0.9980) B = 0.20\n", + "Best: 11 (mean:1.0000000000, n: 83, lb:0.7987) Worst: 8 (mean:0.6000, n: 10, ub:0.9982) B = 0.20\n", + "Best: 11 (mean:1.0000000000, n: 84, lb:0.8007) Worst: 0 (mean:0.5000, n: 8, ub:0.9977) B = 0.20\n", + "Best: 11 (mean:1.0000000000, n: 85, lb:0.8027) Worst: 6 (mean:0.5000, n: 8, ub:0.9977) B = 0.19\n", + "Best: 11 (mean:1.0000000000, n: 86, lb:0.8046) Worst: 6 (mean:0.5556, n: 9, ub:0.9980) B = 0.19\n", + "Best: 11 (mean:1.0000000000, n: 87, lb:0.8065) Worst: 13 (mean:0.5000, n: 8, ub:0.9977) B = 0.19\n", + "Best: 11 (mean:1.0000000000, n: 88, lb:0.8083) Worst: 14 (mean:0.4286, n: 7, ub:0.9972) B = 0.19\n", + "Best: 11 (mean:1.0000000000, n: 89, lb:0.8101) Worst: 5 (mean:0.6667, n: 15, ub:0.9965) B = 0.19\n", + "Best: 11 (mean:1.0000000000, n: 90, lb:0.8119) Worst: 5 (mean:0.6875, n: 16, ub:0.9968) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 91, lb:0.8137) Worst: 5 (mean:0.7059, n: 17, ub:0.9970) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 92, lb:0.8154) Worst: 5 (mean:0.7222, n: 18, ub:0.9972) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 93, lb:0.8170) Worst: 5 (mean:0.7368, n: 19, ub:0.9974) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 94, lb:0.8187) Worst: 5 (mean:0.7500, n: 20, ub:0.9975) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 95, lb:0.8203) Worst: 5 (mean:0.7619, n: 21, ub:0.9977) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 96, lb:0.8219) Worst: 5 (mean:0.7727, n: 22, ub:0.9978) B = 0.18\n", + "Best: 11 (mean:1.0000000000, n: 97, lb:0.8234) Worst: 9 (mean:0.3333, n: 6, ub:0.9965) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 98, lb:0.8250) Worst: 12 (mean:0.3333, n: 6, ub:0.9966) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 99, lb:0.8265) Worst: 3 (mean:0.6429, n: 14, ub:0.9963) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 100, lb:0.8279) Worst: 3 (mean:0.6667, n: 15, ub:0.9966) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 101, lb:0.8294) Worst: 4 (mean:0.5833, n: 12, ub:0.9955) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 102, lb:0.8308) Worst: 4 (mean:0.6154, n: 13, ub:0.9959) B = 0.17\n", + "Best: 11 (mean:1.0000000000, n: 103, lb:0.8322) Worst: 4 (mean:0.6429, n: 14, ub:0.9963) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 104, lb:0.8336) Worst: 4 (mean:0.6667, n: 15, ub:0.9966) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 105, lb:0.8350) Worst: 4 (mean:0.6875, n: 16, ub:0.9969) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 106, lb:0.8363) Worst: 10 (mean:0.5833, n: 12, ub:0.9955) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 107, lb:0.8376) Worst: 10 (mean:0.6154, n: 13, ub:0.9960) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 108, lb:0.8389) Worst: 10 (mean:0.6429, n: 14, ub:0.9964) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 109, lb:0.8402) Worst: 10 (mean:0.6667, n: 15, ub:0.9967) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 110, lb:0.8414) Worst: 10 (mean:0.6875, n: 16, ub:0.9969) B = 0.16\n", + "Best: 11 (mean:1.0000000000, n: 111, lb:0.8426) Worst: 5 (mean:0.7391, n: 23, ub:0.9953) B = 0.15\n", + "Best: 11 (mean:1.0000000000, n: 112, lb:0.8438) Worst: 5 (mean:0.7500, n: 24, ub:0.9955) B = 0.15\n", + "Best: 11 (mean:1.0000000000, n: 113, lb:0.8450) Worst: 5 (mean:0.7600, n: 25, ub:0.9957) B = 0.15\n", "Best of size 1 :\n", - "11 1.0 0.9789048987033846 1.0\n", - "(11,) mean = 1.00 lb = 0.98 ub = 1.00 coverage: 0.00 n: 108\n", - "Found eligible result (11,) Coverage: 0.0 Is best? True\n" + "11 1.0 0.9800042323501885 1.0\n", + "(11,) mean = 1.00 lb = 0.98 ub = 1.00 coverage: 0.50 n: 114\n", + "Found eligible result (11,) Coverage: 0.5 Is best? True\n" ] } ], "source": [ "example_image = load_img('data/validation/images/inclusion/inclusion_285.jpg',\n", - " target_size=(224, 224, 3))\n", + " target_size=(224, 224, 3))\n", "example_image = img_to_array(example_image) / 255\n", "segmentation_fn = 'slic'\n", "kwargs = {'n_segments': 15, 'compactness': 10, 'sigma': 0.5}\n", - "explainer = AnchorImage(predict_fn, example_image.shape, segmentation_fn=segmentation_fn,\n", + "explainer = AnchorImage(lambda x: inception.predict(x), example_image.shape, segmentation_fn=segmentation_fn,\n", " segmentation_kwargs=kwargs, images_background=None)\n", - "explanation = explainer.explain(example_image, threshold=.90 , p_sample=.5, seed=0, batch_size=5, coverage_samples=2,min_samples_start=10, verbose=True)" + "explanation = explainer.explain(example_image, threshold=.90, p_sample=.5,\n", + " seed=0, batch_size=1, coverage_samples=2, min_samples_start=10, verbose=True)\n" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1204,7 +1621,7 @@ "(-0.5, 223.5, 223.5, -0.5)" ] }, - "execution_count": 28, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, @@ -1222,7 +1639,7 @@ } ], "source": [ - "# Add Mask for graph using Sciimage \n", + "# Add Mask for graph using Sciimage\n", "example_image_mask = slicMask(example_image)\n", "\n", "fig, ax_arr = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(10, 10))\n", @@ -1240,7 +1657,7 @@ "ax2.axis('off')\n", "\n", "ax3.set_title('Anchor')\n", - "ax3.imshow(explanation.anchor[:,:])\n", + "ax3.imshow(explanation.anchor[:, :])\n", "ax3.axis('off')\n" ] }, @@ -1253,28 +1670,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "dill.dump(explainer, open( \"explainer.dill\", \"wb\")) " + "dill.dump(explainer, open(\"explainer.dill\", \"wb\"))\n" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "\n", - "Updates are available for some Google Cloud CLI components. To install them,\n", - "please run:\n", - " $ gcloud components update\n", - "\n", "Copying file://explainer.dill [Content-Type=application/octet-stream]...\n", "/ [1 files][ 1.0 KiB/ 1.0 KiB] \n", "Operation completed over 1 objects/1.0 KiB. \n" @@ -1282,19 +1693,19 @@ } ], "source": [ - "!gsutil cp explainer.dill gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer/explainer.dill " + "!gsutil cp explainer.dill gs: // tom-seldon-examples/workshops/manufacturing/pretrained/explainer/explainer.dill\n" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "EXPLAINER_TYPE = \"AnchorImages\"\n", "EXPLAINER_URI = \"gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer\"\n", "\n", - "EXPLAINER_BATCH_SIZE = \"5\"\n", + "EXPLAINER_BATCH_SIZE = \"1\"\n", "EXPLAINER_COVERAGE_SAMPLES = \"1\"\n", "EXPLAINER_MIN_SAMPLES_START = \"5\"\n", "\n", @@ -1308,9 +1719,10 @@ " \"type\": EXPLAINER_TYPE,\n", " \"modelUri\": EXPLAINER_URI,\n", " \"config\": {\n", - " \"batch_size\" : EXPLAINER_BATCH_SIZE,\n", - " \"coverage_samples\" : EXPLAINER_COVERAGE_SAMPLES,\n", - " \"min_samples_start\" : EXPLAINER_MIN_SAMPLES_START\n", + " \"batch_size\": EXPLAINER_BATCH_SIZE,\n", + " \"coverage_samples\": EXPLAINER_COVERAGE_SAMPLES,\n", + " \"min_samples_start\": EXPLAINER_MIN_SAMPLES_START,\n", + " \"start_label\": \"1\"\n", " },\n", " \"containerSpec\": {\n", " \"name\": \"\",\n", @@ -1331,7 +1743,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 7, "metadata": { "id": "Gr7cIsDPOZ0T" }, @@ -1340,9 +1752,9 @@ "data": { "text/plain": [ "{'kind': 'SeldonDeployment',\n", - " 'metadata': {'name': 'manufaturing-demo', 'namespace': 'default'},\n", + " 'metadata': {'name': 'manu-run', 'namespace': 'seldon-demos'},\n", " 'apiVersion': 'machinelearning.seldon.io/v1alpha2',\n", - " 'spec': {'name': 'manufaturing-demo',\n", + " 'spec': {'name': 'manu-run',\n", " 'protocol': 'seldon',\n", " 'predictors': [{'componentSpecs': [{'spec': {'containers': [{'name': 'inception',\n", " 'resources': {'requests': {'cpu': '2', 'memory': '8Gi'},\n", @@ -1356,9 +1768,10 @@ " 'logger': {'mode': 'all'}},\n", " 'explainer': {'type': 'AnchorImages',\n", " 'modelUri': 'gs://tom-seldon-examples/workshops/manufacturing/pretrained/explainer',\n", - " 'config': {'batch_size': '5',\n", + " 'config': {'batch_size': '1',\n", " 'coverage_samples': '1',\n", - " 'min_samples_start': '5'},\n", + " 'min_samples_start': '5',\n", + " 'start_label': '1'},\n", " 'containerSpec': {'name': '',\n", " 'resources': {'requests': {'cpu': '1', 'memory': '4Gi'},\n", " 'limits': {'cpu': '2', 'memory': '4Gi'}}}}},\n", @@ -1375,19 +1788,19 @@ " 'logger': {'mode': 'all'}}}]}}" ] }, - "execution_count": 32, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mldeployment['spec']['predictors'][0]['explainer'] = explainer_spec\n", - "mldeployment" + "mldeployment\n" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 8, "metadata": { "id": "ZEE1Ng-IOeR_" }, @@ -1407,14 +1820,14 @@ " 'generation': None,\n", " 'labels': None,\n", " 'managed_fields': None,\n", - " 'name': 'manufaturing-demo',\n", - " 'namespace': 'default',\n", + " 'name': 'manu-run',\n", + " 'namespace': 'seldon-demos',\n", " 'owner_references': None,\n", " 'resource_version': None,\n", " 'self_link': None,\n", " 'uid': None},\n", " 'spec': {'annotations': None,\n", - " 'name': 'manufaturing-demo',\n", + " 'name': 'manu-run',\n", " 'oauth_key': None,\n", " 'oauth_secret': None,\n", " 'predictors': [{'annotations': None,\n", @@ -1422,7 +1835,7 @@ " 'keda_spec': None,\n", " 'metadata': {'annotations': None,\n", " 'cluster_name': None,\n", - " 'creation_timestamp': '2022-03-11T00:43:33Z',\n", + " 'creation_timestamp': '2022-03-29T02:36:39Z',\n", " 'deletion_grace_period_seconds': None,\n", " 'deletion_timestamp': None,\n", " 'finalizers': None,\n", @@ -1499,9 +1912,10 @@ " 'volumes': None}}],\n", " 'engine_resources': {'limits': None,\n", " 'requests': None},\n", - " 'explainer': {'config': {'batch_size': '5',\n", + " 'explainer': {'config': {'batch_size': '1',\n", " 'coverage_samples': '1',\n", - " 'min_samples_start': '5'},\n", + " 'min_samples_start': '5',\n", + " 'start_label': '1'},\n", " 'container_spec': {'args': None,\n", " 'command': None,\n", " 'env': None,\n", @@ -1560,7 +1974,7 @@ " 'keda_spec': None,\n", " 'metadata': {'annotations': None,\n", " 'cluster_name': None,\n", - " 'creation_timestamp': '2022-03-11T00:43:33Z',\n", + " 'creation_timestamp': '2022-03-29T02:36:39Z',\n", " 'deletion_grace_period_seconds': None,\n", " 'deletion_timestamp': None,\n", " 'finalizers': None,\n", @@ -1674,14 +2088,113 @@ " 'state': None}}" ] }, - "execution_count": 33, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "deployment_api = SeldonDeploymentsApi(auth())\n", - "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)" + "deployment_api.create_seldon_deployment(\n", + " namespace=NAMESPACE, mldeployment=mldeployment)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "ename": "ApiException", + "evalue": "(403)\nReason: Forbidden\nHTTP response headers: HTTPHeaderDict({'content-type': 'application/json', 'date': 'Wed, 23 Mar 2022 13:45:20 GMT', 'content-length': '105', 'x-envoy-upstream-service-time': '7', 'server': 'istio-envoy'})\nHTTP response body: {\"body\":{\"code\":403,\"message\":\"Authorization Denied\",\"requestId\":\"10f007f0-6495-4b6b-b9a3-693f3b09bbfa\"}}\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mApiException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/xv/n51qjph14_52lj9y4706w6sc0000gn/T/ipykernel_98013/1372342636.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mdeployment_api\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSeldonDeploymentsApi\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mapi_client\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mdeployment_api\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_seldon_deployment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNAMESPACE\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmldeployment\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmldeployment\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api/seldon_deployments_api.py\u001b[0m in \u001b[0;36mcreate_seldon_deployment\u001b[0;34m(self, namespace, mldeployment, **kwargs)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_seldon_deployment_with_http_info\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmldeployment\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# noqa: E501\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m \u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_seldon_deployment_with_http_info\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmldeployment\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# noqa: E501\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 59\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api/seldon_deployments_api.py\u001b[0m in \u001b[0;36mcreate_seldon_deployment_with_http_info\u001b[0;34m(self, namespace, mldeployment, **kwargs)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_preload_content'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0m_request_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_request_timeout'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m collection_formats=collection_formats)\n\u001b[0m\u001b[1;32m 150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdelete_seldon_deployment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnamespace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# noqa: E501\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36mcall_api\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, async_req, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 355\u001b[0m \u001b[0mresponse_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauth_settings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 356\u001b[0m \u001b[0m_return_http_data_only\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcollection_formats\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m _preload_content, _request_timeout)\n\u001b[0m\u001b[1;32m 358\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 359\u001b[0m thread = self.pool.apply_async(self.__call_api_with_retry, (resource_path,\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36m__call_api_with_retry\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 125\u001b[0m _preload_content=_preload_content,_request_timeout=_request_timeout)\n\u001b[1;32m 126\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 129\u001b[0m def __call_api(\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36m__call_api_with_retry\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[0mresponse_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mresponse_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauth_settings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mauth_settings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0m_return_http_data_only\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_return_http_data_only\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcollection_formats\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcollection_formats\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m _preload_content=_preload_content,_request_timeout=_request_timeout)\n\u001b[0m\u001b[1;32m 116\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mseldon_deploy_sdk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mApiException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[0;31m#if unauthenticated and have authenticator try refreshing in case token expired\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36m__call_api\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0mpost_params\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpost_params\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_preload_content\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 188\u001b[0;31m _request_timeout=_request_timeout)\n\u001b[0m\u001b[1;32m 189\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 190\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlast_response\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresponse_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, query_params, headers, post_params, body, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_preload_content\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0m_request_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_request_timeout\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 400\u001b[0;31m body=body)\n\u001b[0m\u001b[1;32m 401\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"PUT\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m return self.rest_client.PUT(url,\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/rest.py\u001b[0m in \u001b[0;36mPOST\u001b[0;34m(self, url, headers, query_params, post_params, body, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 273\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_preload_content\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 274\u001b[0m \u001b[0m_request_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_request_timeout\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 275\u001b[0;31m body=body)\n\u001b[0m\u001b[1;32m 276\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 277\u001b[0m def PUT(self, url, headers=None, query_params=None, post_params=None,\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/rest.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, query_params, headers, body, post_params, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 227\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;36m200\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m299\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 228\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mApiException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhttp_resp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 229\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mApiException\u001b[0m: (403)\nReason: Forbidden\nHTTP response headers: HTTPHeaderDict({'content-type': 'application/json', 'date': 'Wed, 23 Mar 2022 13:45:20 GMT', 'content-length': '105', 'x-envoy-upstream-service-time': '7', 'server': 'istio-envoy'})\nHTTP response body: {\"body\":{\"code\":403,\"message\":\"Authorization Denied\",\"requestId\":\"10f007f0-6495-4b6b-b9a3-693f3b09bbfa\"}}\n" + ] + } + ], + "source": [ + "\n", + "config = Configuration()\n", + "config.host = f\"http://{SD_IP}/seldon-deploy/api/v1alpha1\"\n", + "config.oidc_client_id = \"sd-api\"\n", + "config.oidc_server = f\"http://{SD_IP}/auth/realms/deploy-realm\"\n", + "config.oidc_client_secret = \"sd-api-secret\"\n", + "config.auth_method = \"client_credentials\"\n", + "\n", + "auth = OIDCAuthenticator(config)\n", + "config.id_token = auth.authenticate()\n", + "api_client = ApiClient(configuration=config, authenticator=auth)\n", + "\n", + "\n", + "\n", + "deployment_api = SeldonDeploymentsApi(api_client)\n", + "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "ename": "ApiException", + "evalue": "(403)\nReason: Forbidden\nHTTP response headers: HTTPHeaderDict({'content-type': 'application/json', 'date': 'Wed, 23 Mar 2022 13:46:13 GMT', 'content-length': '105', 'x-envoy-upstream-service-time': '4', 'server': 'istio-envoy'})\nHTTP response body: {\"body\":{\"code\":403,\"message\":\"Authorization Denied\",\"requestId\":\"b05ba0ef-32ef-4dd6-87cd-446a9716fc83\"}}\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mApiException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/xv/n51qjph14_52lj9y4706w6sc0000gn/T/ipykernel_98013/2135827860.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mdeployment_api\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSeldonDeploymentsApi\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mapi_client\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0mdeployment_api\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_seldon_deployment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNAMESPACE\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmldeployment\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmldeployment\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api/seldon_deployments_api.py\u001b[0m in \u001b[0;36mcreate_seldon_deployment\u001b[0;34m(self, namespace, mldeployment, **kwargs)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_seldon_deployment_with_http_info\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmldeployment\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# noqa: E501\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m \u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_seldon_deployment_with_http_info\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmldeployment\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# noqa: E501\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 59\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api/seldon_deployments_api.py\u001b[0m in \u001b[0;36mcreate_seldon_deployment_with_http_info\u001b[0;34m(self, namespace, mldeployment, **kwargs)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_preload_content'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0m_request_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_request_timeout'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m collection_formats=collection_formats)\n\u001b[0m\u001b[1;32m 150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdelete_seldon_deployment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnamespace\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# noqa: E501\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36mcall_api\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, async_req, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 355\u001b[0m \u001b[0mresponse_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauth_settings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 356\u001b[0m \u001b[0m_return_http_data_only\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcollection_formats\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m _preload_content, _request_timeout)\n\u001b[0m\u001b[1;32m 358\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 359\u001b[0m thread = self.pool.apply_async(self.__call_api_with_retry, (resource_path,\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36m__call_api_with_retry\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 125\u001b[0m _preload_content=_preload_content,_request_timeout=_request_timeout)\n\u001b[1;32m 126\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 129\u001b[0m def __call_api(\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36m__call_api_with_retry\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[0mresponse_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mresponse_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mauth_settings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mauth_settings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0m_return_http_data_only\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_return_http_data_only\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcollection_formats\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcollection_formats\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m _preload_content=_preload_content,_request_timeout=_request_timeout)\n\u001b[0m\u001b[1;32m 116\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mseldon_deploy_sdk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mApiException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[0;31m#if unauthenticated and have authenticator try refreshing in case token expired\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36m__call_api\u001b[0;34m(self, resource_path, method, path_params, query_params, header_params, body, post_params, files, response_type, auth_settings, _return_http_data_only, collection_formats, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0mpost_params\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpost_params\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_preload_content\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 188\u001b[0;31m _request_timeout=_request_timeout)\n\u001b[0m\u001b[1;32m 189\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 190\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlast_response\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresponse_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/api_client.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, query_params, headers, post_params, body, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_preload_content\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0m_request_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_request_timeout\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 400\u001b[0;31m body=body)\n\u001b[0m\u001b[1;32m 401\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"PUT\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m return self.rest_client.PUT(url,\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/rest.py\u001b[0m in \u001b[0;36mPOST\u001b[0;34m(self, url, headers, query_params, post_params, body, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 273\u001b[0m \u001b[0m_preload_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_preload_content\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 274\u001b[0m \u001b[0m_request_timeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_request_timeout\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 275\u001b[0;31m body=body)\n\u001b[0m\u001b[1;32m 276\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 277\u001b[0m def PUT(self, url, headers=None, query_params=None, post_params=None,\n", + "\u001b[0;32m~/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages/seldon_deploy_sdk/rest.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, query_params, headers, body, post_params, _preload_content, _request_timeout)\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 227\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;36m200\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0;36m299\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 228\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mApiException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhttp_resp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 229\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mApiException\u001b[0m: (403)\nReason: Forbidden\nHTTP response headers: HTTPHeaderDict({'content-type': 'application/json', 'date': 'Wed, 23 Mar 2022 13:46:13 GMT', 'content-length': '105', 'x-envoy-upstream-service-time': '4', 'server': 'istio-envoy'})\nHTTP response body: {\"body\":{\"code\":403,\"message\":\"Authorization Denied\",\"requestId\":\"b05ba0ef-32ef-4dd6-87cd-446a9716fc83\"}}\n" + ] + } + ], + "source": [ + "\n", + "config = Configuration()\n", + "config.host = f\"http://{SD_IP}/seldon-deploy/api/v1alpha1\"\n", + "config.oidc_server = f\"http://{SD_IP}/auth/realms/deploy-realm\"\n", + "\n", + "## These are the updated config values:\n", + "config.oidc_client_id = \"deploy-server\"\n", + "config.oidc_client_secret = \"deploy-secret\"\n", + "config.auth_method = \"password_grant\"\n", + "config.username = \"admin@seldon.io\"\n", + "config.password = \"12341234\"\n", + "\n", + "auth = OIDCAuthenticator(config)\n", + "config.id_token = auth.authenticate()\n", + "api_client = ApiClient(configuration=config, authenticator=auth)\n", + "\n", + "\n", + "# env_api = EnvironmentApi(api_client)\n", + "# user = env_api.read_user()\n", + "# user\n", + "\n", + "\n", + "deployment_api = SeldonDeploymentsApi(api_client)\n", + "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)\n" ] }, { @@ -1697,7 +2210,7 @@ "metadata": {}, "outputs": [], "source": [ - "load_outlier_detector = False" + "load_outlier_detector = False\n" ] }, { @@ -1716,7 +2229,8 @@ "from alibi_detect.od import OutlierAE\n", "\n", "\n", - "filepath = 'outlier' # change to (absolute) directory where model is downloaded\n", + "# change to (absolute) directory where model is downloaded\n", + "filepath = 'outlier'\n", "detector_type = 'outlier'\n", "dataset = 'test'\n", "detector_name = 'OutlierAE'\n", @@ -1727,37 +2241,40 @@ " encoding_dim = 1024\n", "\n", " encoder_net = tf.keras.Sequential(\n", - " [\n", - " InputLayer(input_shape=(32, 32, 3)),\n", - " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Flatten(),\n", - " Dense(encoding_dim,)\n", - " ])\n", + " [\n", + " InputLayer(input_shape=(32, 32, 3)),\n", + " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Flatten(),\n", + " Dense(encoding_dim,)\n", + " ])\n", "\n", " decoder_net = tf.keras.Sequential(\n", - " [\n", - " InputLayer(input_shape=(encoding_dim,)),\n", - " Dense(4*4*128),\n", - " Reshape(target_shape=(4, 4, 128)),\n", - " Conv2DTranspose(256, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2DTranspose(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2DTranspose(3, 4, strides=2, padding='same', activation='sigmoid')\n", - " ])\n", + " [\n", + " InputLayer(input_shape=(encoding_dim,)),\n", + " Dense(4*4*128),\n", + " Reshape(target_shape=(4, 4, 128)),\n", + " Conv2DTranspose(256, 4, strides=2, padding='same',\n", + " activation=tf.nn.relu),\n", + " Conv2DTranspose(64, 4, strides=2, padding='same',\n", + " activation=tf.nn.relu),\n", + " Conv2DTranspose(3, 4, strides=2, padding='same',\n", + " activation='sigmoid')\n", + " ])\n", "\n", " # initialize outlier detector\n", " od = OutlierAE(threshold=.015, # threshold for outlier score\n", - " encoder_net=encoder_net, # can also pass AE model instead\n", - " decoder_net=decoder_net, # of separate encoder and decoder\n", - " )\n", + " encoder_net=encoder_net, # can also pass AE model instead\n", + " decoder_net=decoder_net, # of separate encoder and decoder\n", + " )\n", " # train\n", " od.fit(train_ds,\n", " epochs=50,\n", " verbose=True)\n", "\n", " # save the trained outlier detector\n", - " save_detector(od, filepath)" + " save_detector(od, filepath)\n" ] }, { @@ -1782,25 +2299,28 @@ " od = fetch_detector(filepath, detector_type, dataset, detector_name)\n", "else: # define model, initialize, train and save outlier detector\n", " latent_dim = 1024\n", - " \n", + "\n", " encoder_net = tf.keras.Sequential(\n", - " [\n", - " InputLayer(input_shape=(224, 224, 3)),\n", - " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu)\n", - " ])\n", + " [\n", + " InputLayer(input_shape=(224, 224, 3)),\n", + " Conv2D(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(128, 4, strides=2, padding='same', activation=tf.nn.relu),\n", + " Conv2D(512, 4, strides=2, padding='same', activation=tf.nn.relu)\n", + " ])\n", "\n", " decoder_net = tf.keras.Sequential(\n", - " [\n", - " InputLayer(input_shape=(latent_dim,)),\n", - " Dense(4*4*128),\n", - " Reshape(target_shape=(4, 4, 128)),\n", - " Conv2DTranspose(256, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2DTranspose(64, 4, strides=2, padding='same', activation=tf.nn.relu),\n", - " Conv2DTranspose(3, 4, strides=2, padding='same', activation='sigmoid')\n", - " ])\n", - " \n", + " [\n", + " InputLayer(input_shape=(latent_dim,)),\n", + " Dense(4*4*128),\n", + " Reshape(target_shape=(4, 4, 128)),\n", + " Conv2DTranspose(256, 4, strides=2, padding='same',\n", + " activation=tf.nn.relu),\n", + " Conv2DTranspose(64, 4, strides=2, padding='same',\n", + " activation=tf.nn.relu),\n", + " Conv2DTranspose(3, 4, strides=2, padding='same',\n", + " activation='sigmoid')\n", + " ])\n", + "\n", " # initialize outlier detector\n", " od = OutlierVAE(threshold=.015, # threshold for outlier score\n", " score_type='mse', # use MSE of reconstruction error for outlier detection\n", @@ -1809,14 +2329,14 @@ " latent_dim=latent_dim,\n", " samples=2)\n", " # train\n", - " od.fit(train_ds, \n", + " od.fit(train_ds,\n", " loss_fn=elbo,\n", " cov_elbo=dict(sim=.05),\n", " epochs=2,\n", " verbose=True)\n", - " \n", + "\n", " # save the trained outlier detector\n", - " save_detector(od, filepath)" + " save_detector(od, filepath)\n" ] }, { @@ -1835,10 +2355,10 @@ "example_image = train_ds.next()\n", "example_image = example_image[0][0]\n", "print(example_image.shape)\n", - "plt.imshow(example_image[:,:]);\n", + "plt.imshow(example_image[:, :])\n", "\n", "example_image = example_image / 255\n", - "example_image = example_image.reshape((-1,) + test_image.shape)\n", + "example_image = example_image.reshape((-1,) + test_image.shape)\n", "\n", "print(type(example_image))\n", "print(example_image.shape)\n", @@ -1846,7 +2366,7 @@ "y_pred = np.argmax(model.predict(test_image), axis=-1)\n", "print(y_pred)\n", "classname = y_pred[0]\n", - "print(\"Class: \", categories[classname])" + "print(\"Class: \", categories[classname])\n" ] }, { @@ -1885,7 +2405,7 @@ "source": [ "example_image = val_ds.next()\n", "# label = --> grab the real label\n", - "example_image_np = example_image[0][0]" + "example_image_np = example_image[0][0]\n" ] }, { @@ -1939,9 +2459,9 @@ "\n", "for ax in ax_arr.ravel():\n", " ax.set_axis_off()\n", - " \n", + "\n", "plt.tight_layout()\n", - "plt.show()" + "plt.show()\n" ] }, { @@ -1951,7 +2471,7 @@ "outputs": [], "source": [ "# SLIC result\n", - "segmentation.slic(img, n_segments=15, start_label=1).shape" + "segmentation.slic(img, n_segments=15, start_label=1).shape\n" ] }, { From a177c07693709eb35c1b8724cc07b7d21f258c8e Mon Sep 17 00:00:00 2001 From: Josh Date: Mon, 18 Apr 2022 18:31:04 -0400 Subject: [PATCH 08/12] custom wrapper only workshop of the airline sentiment --- .../airline-sentiment-custom-wrapper.ipynb | 1408 +++++++++++++++++ 1 file changed, 1408 insertions(+) create mode 100644 custom-wrapper/airline-sentiment-custom-wrapper.ipynb diff --git a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb new file mode 100644 index 0000000..4613b3d --- /dev/null +++ b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb @@ -0,0 +1,1408 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "20eec117", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2021-11-15T07:48:52.44714Z", + "iopub.status.busy": "2021-11-15T07:48:52.446721Z", + "iopub.status.idle": "2021-11-15T07:48:52.478971Z", + "shell.execute_reply": "2021-11-15T07:48:52.4775Z", + "shell.execute_reply.started": "2021-11-15T07:48:52.447038Z" + }, + "papermill": { + "duration": 0.032152, + "end_time": "2021-11-15T08:54:16.800827", + "exception": false, + "start_time": "2021-11-15T08:54:16.768675", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Hands-On NLP Workshop: *Detecting Sentiment Using Tweets to US Airlines*\n", + "\n", + "Within this hands-on workshop you will analyse tweets from customers of airlines about their performance. These were scraped from Twitter in 2015, and will be categorised in positive, neutral or negative sentiment. \n", + " \n", + "The steps which have been carried out\n", + "1. Load The Data \n", + "2. Data Visualization \n", + "3. Text Preprocessing and Cleaning \n", + "4. Handling Imbalance \n", + "5. Model Building \n", + "\n", + "The code in this notebook has been adapted from the brilliant work done by [Meisam Raz](https://www.kaggle.com/meisamraz/sentiment-analysis-96-acc-eda-text-preprocessing/notebook). " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8974c403", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mWARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': /simple/seldon-deploy-sdk/\u001b[0m\n", + "Collecting seldon-deploy-sdk==1.4.1\n", + " Downloading seldon_deploy_sdk-1.4.1-py3-none-any.whl (755 kB)\n", + "\u001b[K |████████████████████████████████| 755 kB 165 kB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: Authlib<=0.16.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (0.15.5)\n", + "Requirement already satisfied: urllib3>=1.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.26.8)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2021.10.8)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2.8.2)\n", + "Requirement already satisfied: six>=1.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.16.0)\n", + "Requirement already satisfied: cryptography in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (36.0.1)\n", + "Requirement already satisfied: cffi>=1.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (1.15.0)\n", + "Requirement already satisfied: pycparser in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cffi>=1.12->cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (2.21)\n", + "Installing collected packages: seldon-deploy-sdk\n", + " Attempting uninstall: seldon-deploy-sdk\n", + " Found existing installation: seldon-deploy-sdk 1.4.0\n", + " Uninstalling seldon-deploy-sdk-1.4.0:\n", + " Successfully uninstalled seldon-deploy-sdk-1.4.0\n", + "Successfully installed seldon-deploy-sdk-1.4.1\n", + "Collecting alibi-detect==0.6.2\n", + " Downloading alibi_detect-0.6.2-py3-none-any.whl (150 kB)\n", + "\u001b[K |████████████████████████████████| 150 kB 2.4 MB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.3.5)\n", + "Collecting tensorflow<2.5.0,>=2.0.0\n", + " Downloading tensorflow-2.4.4-cp37-cp37m-macosx_10_14_x86_64.whl (174.3 MB)\n", + "\u001b[K |█████████ | 48.7 MB 414 kB/s eta 0:05:03 |██████ | 33.0 MB 325 kB/s eta 0:07:15" + ] + } + ], + "source": [ + "# Colab has a load of packages pre-loaded into the environment. Installing the additional ones we require here.\n", + "!pip install seldon-deploy-sdk==1.4.1\n", + "!pip install alibi-detect==0.6.2\n", + "!pip install alibi==0.6.2\n", + "!pip install wordcloud\n", + "!pip install seaborn\n", + "!pip install dill\n", + "!pip install imblearn\n", + "!pip install nltk" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b5d9522f", + "metadata": { + "papermill": { + "duration": 2.027968, + "end_time": "2021-11-15T08:54:18.918059", + "exception": false, + "start_time": "2021-11-15T08:54:16.890091", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Basic Operation\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Text Preprocessing & Cleaning\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords\n", + "nltk.download('stopwords')\n", + "\n", + "import re\n", + "from sklearn.model_selection import train_test_split # Split Data \n", + "from imblearn.over_sampling import SMOTE # Handling Imbalanced\n", + "\n", + "# Model Building\n", + "from sklearn.ensemble import RandomForestClassifier \n", + "from sklearn.metrics import classification_report , confusion_matrix , accuracy_score # Performance Metrics \n", + "\n", + "# Drift Detection\n", + "from alibi_detect.cd import KSDrift\n", + "from alibi_detect.utils.saving import save_detector, load_detector\n", + "\n", + "# Explainabilty\n", + "from alibi.explainers import AnchorText\n", + "import spacy\n", + "from alibi.utils.download import spacy_model\n", + "\n", + "# Data Visualization \n", + "import matplotlib.pyplot as plt\n", + "from wordcloud import WordCloud\n", + "from termcolor import cprint\n", + "import seaborn as sns\n", + "import warnings \n", + "\n", + "# Serialising artefacts\n", + "import joblib\n", + "import dill\n", + "\n", + "# Deploy SDK \n", + "from seldon_deploy_sdk import Configuration, ApiClient, SeldonDeploymentsApi, OutlierDetectorApi, DriftDetectorApi\n", + "from seldon_deploy_sdk.auth import OIDCAuthenticator\n", + "\n", + "warnings.filterwarnings('ignore')\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa9bb6a1", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "!wget https://storage.googleapis.com/seldon-koz-data/airline/airline.zip\n", + "!unzip -o 'airline.zip'" + ] + }, + { + "cell_type": "markdown", + "id": "1070e25d", + "metadata": { + "papermill": { + "duration": 0.029596, + "end_time": "2021-11-15T08:54:18.978151", + "exception": false, + "start_time": "2021-11-15T08:54:18.948555", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Data Exploration\n", + "\n", + "Load the data into memory. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8bcb0084", + "metadata": { + "papermill": { + "duration": 0.158843, + "end_time": "2021-11-15T08:54:19.166751", + "exception": false, + "start_time": "2021-11-15T08:54:19.007908", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "df = pd.read_csv('./data/Tweets.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "79a17210", + "metadata": {}, + "source": [ + "Inspecting the columns within the data..." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b3d73f1", + "metadata": {}, + "outputs": [], + "source": [ + "list(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c127e19", + "metadata": { + "papermill": { + "duration": 0.038976, + "end_time": "2021-11-15T08:54:19.322909", + "exception": false, + "start_time": "2021-11-15T08:54:19.283933", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "markdown", + "id": "c798bf82", + "metadata": {}, + "source": [ + "The dataset is 14,460 separate tweets to various US airlines which have been labelled according to their percevied sentiment. There is additional metadata associated with each tweet such as a location of where the tweet was created, the retweet count and the user name of the tweeter. \n", + "\n", + "Next we can begin to explore and visualise the data!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "93edf684", + "metadata": { + "papermill": { + "duration": 0.229076, + "end_time": "2021-11-15T08:54:20.451714", + "exception": false, + "start_time": "2021-11-15T08:54:20.222638", + "status": "completed" + }, + "scrolled": false, + "tags": [] + }, + "outputs": [], + "source": [ + "cprint(\"Number of tweets in each category:\",'green')\n", + "print(df[\"airline_sentiment\"].value_counts())\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "ax = sns.countplot(x='airline_sentiment', data=df, palette='pastel')\n", + "ax.set_title(label='Number of tweets in each category', fontsize=20)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6a4dfda2", + "metadata": {}, + "source": [ + "Who would have thought? People turn to Twitter when they're annoyed. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9105da75", + "metadata": { + "papermill": { + "duration": 0.288513, + "end_time": "2021-11-15T08:54:20.773727", + "exception": false, + "start_time": "2021-11-15T08:54:20.485214", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "cprint(\"Total number of tweets for each airline:\",'green')\n", + "print(df.groupby('airline')['airline_sentiment'].count())\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "ax = sns.countplot(x='airline', data=df, palette='pastel')\n", + "ax.set_title(label='Total number of tweets for each airline', fontsize=20)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b52b1d74", + "metadata": { + "papermill": { + "duration": 0.323079, + "end_time": "2021-11-15T08:54:21.131089", + "exception": false, + "start_time": "2021-11-15T08:54:20.808010", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plt.figure(figsize=(24, 10))\n", + "sns.countplot(x='negativereason', data=df, palette='hls')\n", + "plt.title('Reasons for Negative Tweets', fontsize=20)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d53a6825", + "metadata": {}, + "source": [ + "So at first glance it appears that customer service issues are the main driver of negatively sentimented tweets!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cfaca8b8", + "metadata": { + "papermill": { + "duration": 1.224283, + "end_time": "2021-11-15T08:54:22.392408", + "exception": false, + "start_time": "2021-11-15T08:54:21.168125", + "status": "completed" + }, + "scrolled": false, + "tags": [] + }, + "outputs": [], + "source": [ + "NR_Count=df['negativereason'].value_counts()\n", + "def NCount(Airline):\n", + " airlineName =df[df['airline']==Airline]\n", + " count= airlineName['negativereason'].value_counts()\n", + " Unique_reason= df['negativereason'].unique()\n", + " Unique_reason=[x for x in Unique_reason if str(x) != 'nan']\n", + " Reason_frame=pd.DataFrame({'Reasons':Unique_reason})\n", + " Reason_frame['count']=Reason_frame['Reasons'].apply(lambda x: count[x])\n", + " return Reason_frame\n", + "\n", + "def plot_reason(airline):\n", + " a= NCount(airline)\n", + " count=a['count']\n", + " Id = range(1,(len(a)+1))\n", + " plt.bar(Id,count, color=['darkviolet','yellow','blue','lime','pink','crimson','gold','cyan','orange','purple'])\n", + " plt.xticks(Id,a['Reasons'],rotation=90)\n", + " plt.title(airline)\n", + "\n", + "airlines= ['US Airways','United','American','Southwest','Delta','Virgin America']\n", + " \n", + "plt.figure(2,figsize=(13, 13))\n", + "for i in airlines:\n", + " indices= airlines.index(i)\n", + " plt.subplot(2,3,indices+1)\n", + " plt.subplots_adjust(hspace=0.9)\n", + " plot_reason(i)" + ] + }, + { + "cell_type": "markdown", + "id": "62da2d3a", + "metadata": {}, + "source": [ + "Breaking that down by airline, we can see that Delta is the only airline whose most frequent issue is late flights. All of the other providers suffer from customer service issues as their leading cause of negative tweets. \n", + "\n", + "Finally, we can generate word clouds to observe the most common words within each sentiment category. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ee504b6", + "metadata": { + "papermill": { + "duration": 0.053641, + "end_time": "2021-11-15T08:54:22.484599", + "exception": false, + "start_time": "2021-11-15T08:54:22.430958", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Split text of Sentiments \n", + "positive = df[df['airline_sentiment'] == 'positive'].text\n", + "neutral = df[df['airline_sentiment'] == 'neutral'].text\n", + "negative = df[df['airline_sentiment'] == 'negative'].text" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98ce926d", + "metadata": { + "papermill": { + "duration": 14.596571, + "end_time": "2021-11-15T08:54:37.118795", + "exception": false, + "start_time": "2021-11-15T08:54:22.522224", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# word cloud of positive sentiments\n", + "plt.figure(figsize = (20,20)) \n", + "worldcould_pos = WordCloud(min_font_size=3,\n", + " max_words=1000, \n", + " width=1600,\n", + " height=680).generate(\" \".join(positive))\n", + "\n", + "plt.imshow(worldcould_pos,interpolation='bilinear')\n", + "ax.grid(False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07fb8f3d", + "metadata": { + "papermill": { + "duration": 18.741769, + "end_time": "2021-11-15T08:54:55.916434", + "exception": false, + "start_time": "2021-11-15T08:54:37.174665", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# word cloud of neutral sentiments\n", + "plt.figure(figsize = (20,20)) \n", + "worldcould_neutral = WordCloud(min_font_size=3, \n", + " max_words=1000,\n", + " width=1600,\n", + " height=680).generate(\" \".join(neutral))\n", + "\n", + "plt.imshow(worldcould_neutral,interpolation='bilinear')\n", + "ax.grid(False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "17aa493c", + "metadata": { + "papermill": { + "duration": 25.446856, + "end_time": "2021-11-15T08:55:21.441573", + "exception": false, + "start_time": "2021-11-15T08:54:55.994717", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# word cloud of negative sentiments\n", + "plt.figure(figsize = (20,20)) \n", + "worldcould_neg = WordCloud(min_font_size=3,\n", + " max_words=1000, \n", + " width=1600, \n", + " height=680).generate(\" \".join(negative))\n", + "\n", + "plt.imshow(worldcould_neg,interpolation = 'bilinear')\n", + "ax.grid(False)" + ] + }, + { + "cell_type": "markdown", + "id": "0d55fe4a", + "metadata": { + "papermill": { + "duration": 0.103814, + "end_time": "2021-11-15T08:55:21.649180", + "exception": false, + "start_time": "2021-11-15T08:55:21.545366", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Data Cleaning\n", + "\n", + "Tweets are inherently messy for ML models to interpret; emojis, punctuation, usernames all need to be removed and prior to being embedded and used for training. \n", + "\n", + "This section of the notebook tackles the data preparation and cleaning required to wrangle the dataset into a training-ready state. \n", + "\n", + "Firstly, we prepare the labels by converting the categories to integers. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a0cab57", + "metadata": { + "papermill": { + "duration": 0.11074, + "end_time": "2021-11-15T08:55:21.864153", + "exception": false, + "start_time": "2021-11-15T08:55:21.753413", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# convert Sentiments to 0,1,2\n", + "def convert_sentiment(sentiment):\n", + " if sentiment == \"positive\":\n", + " return 2\n", + " elif sentiment == \"neutral\":\n", + " return 1\n", + " elif sentiment == \"negative\":\n", + " return 0\n", + " \n", + "# Apply convert_sentiment function\n", + "df[\"airline_sentiment\"] = df[\"airline_sentiment\"].apply(lambda x : convert_sentiment(x))\n", + "df[\"airline_sentiment\"]" + ] + }, + { + "cell_type": "markdown", + "id": "9d4edfea", + "metadata": {}, + "source": [ + "Next we then perform a number of data cleaning and standardisation steps. This ensures that there are no quirky characters or usernames fed to our model later down the line which would cause issues. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcc4b8b7", + "metadata": { + "papermill": { + "duration": 29.790366, + "end_time": "2021-11-15T08:55:52.201738", + "exception": false, + "start_time": "2021-11-15T08:55:22.411372", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Remove stop words\n", + "def remove_stopwords(text):\n", + " text = ' '.join([word for word in text.split() if word not in (stopwords.words('english'))])\n", + " return text\n", + "\n", + "# Remove url \n", + "def remove_url(text):\n", + " url = re.compile(r'https?://\\S+|www\\.\\S+')\n", + " return url.sub(r'',text)\n", + "\n", + "# Remove punct\n", + "def remove_punct(text):\n", + " table = str.maketrans('', '', string.punctuation)\n", + " return text.translate(table)\n", + "\n", + "# Remove html \n", + "def remove_html(text):\n", + " html=re.compile(r'<.*?>')\n", + " return html.sub(r'',text)\n", + "\n", + "# Remove @username\n", + "def remove_username(text):\n", + " return re.sub('@[^\\s]+','',text)\n", + "\n", + "# Remove emojis\n", + "def remove_emoji(text):\n", + " emoji_pattern = re.compile(\"[\"\n", + " u\"\\U0001F600-\\U0001F64F\" # emoticons\n", + " u\"\\U0001F300-\\U0001F5FF\" # symbols & pictographs\n", + " u\"\\U0001F680-\\U0001F6FF\" # transport & map symbols\n", + " u\"\\U0001F1E0-\\U0001F1FF\" # flags (iOS)\n", + " u\"\\U00002702-\\U000027B0\"\n", + " u\"\\U000024C2-\\U0001F251\"\n", + " \"]+\", flags=re.UNICODE)\n", + " return emoji_pattern.sub(r'', text)\n", + "\n", + "\n", + "# Decontraction text\n", + "def decontraction(text):\n", + " text = re.sub(r\"won\\'t\", \" will not\", text)\n", + " text = re.sub(r\"won\\'t've\", \" will not have\", text)\n", + " text = re.sub(r\"can\\'t\", \" can not\", text)\n", + " text = re.sub(r\"don\\'t\", \" do not\", text)\n", + " text = re.sub(r\"can\\'t've\", \" can not have\", text)\n", + " text = re.sub(r\"ma\\'am\", \" madam\", text)\n", + " text = re.sub(r\"let\\'s\", \" let us\", text)\n", + " text = re.sub(r\"ain\\'t\", \" am not\", text)\n", + " text = re.sub(r\"shan\\'t\", \" shall not\", text)\n", + " text = re.sub(r\"sha\\n't\", \" shall not\", text)\n", + " text = re.sub(r\"o\\'clock\", \" of the clock\", text)\n", + " text = re.sub(r\"y\\'all\", \" you all\", text)\n", + " text = re.sub(r\"n\\'t\", \" not\", text)\n", + " text = re.sub(r\"n\\'t've\", \" not have\", text)\n", + " text = re.sub(r\"\\'re\", \" are\", text)\n", + " text = re.sub(r\"\\'s\", \" is\", text)\n", + " text = re.sub(r\"\\'d\", \" would\", text)\n", + " text = re.sub(r\"\\'d've\", \" would have\", text)\n", + " text = re.sub(r\"\\'ll\", \" will\", text)\n", + " text = re.sub(r\"\\'ll've\", \" will have\", text)\n", + " text = re.sub(r\"\\'t\", \" not\", text)\n", + " text = re.sub(r\"\\'ve\", \" have\", text)\n", + " text = re.sub(r\"\\'m\", \" am\", text)\n", + " text = re.sub(r\"\\'re\", \" are\", text)\n", + " return text \n", + "\n", + "# Seperate alphanumeric\n", + "def seperate_alphanumeric(text):\n", + " words = text\n", + " words = re.findall(r\"[^\\W\\d_]+|\\d+\", words)\n", + " return \" \".join(words)\n", + "\n", + "def cont_rep_char(text):\n", + " tchr = text.group(0) \n", + " \n", + " if len(tchr) > 1:\n", + " return tchr[0:2] \n", + "\n", + "def unique_char(rep, text):\n", + " substitute = re.sub(r'(\\w)\\1+', rep, text)\n", + " return substitute\n", + "\n", + "def char(text):\n", + " substitute = re.sub(r'[^a-zA-Z]',' ',text)\n", + " return substitute\n", + "\n", + "# Combine negative reason with tweet (if it exists)\n", + "df['final_text'] = df['negativereason'].fillna('') + ' ' + df['text'] \n", + "\n", + "# Apply functions to tweets\n", + "df['final_text'] = df['final_text'].apply(lambda x: remove_username(x))\n", + "df['final_text'] = df['final_text'].apply(lambda x: remove_url(x))\n", + "df['final_text'] = df['final_text'].apply(lambda x: remove_emoji(x))\n", + "df['final_text'] = df['final_text'].apply(lambda x: decontraction(x))\n", + "df['final_text'] = df['final_text'].apply(lambda x: seperate_alphanumeric(x))\n", + "df['final_text'] = df['final_text'].apply(lambda x: unique_char(cont_rep_char,x))\n", + "df['final_text'] = df['final_text'].apply(lambda x: char(x))\n", + "df['final_text'] = df['final_text'].apply(lambda x: x.lower())\n", + "df['final_text'] = df['final_text'].apply(lambda x: remove_stopwords(x))\n", + "\n", + "# End result\n", + "df['final_text']" + ] + }, + { + "cell_type": "markdown", + "id": "1e2cf4c2", + "metadata": {}, + "source": [ + "Setting the X and y datasets ready for training. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d98b5dd", + "metadata": { + "papermill": { + "duration": 0.113587, + "end_time": "2021-11-15T08:55:52.637907", + "exception": false, + "start_time": "2021-11-15T08:55:52.524320", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "X = df['final_text']\n", + "y = df['airline_sentiment']" + ] + }, + { + "cell_type": "markdown", + "id": "25e08ead", + "metadata": {}, + "source": [ + "We then embed the tweets using the TF-IDF vectorizer. This is an industry standard embedding method and provides us with an array for each tweet which can then be used for training a range of ML algorithms. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "abd9fe6e", + "metadata": { + "papermill": { + "duration": 0.286932, + "end_time": "2021-11-15T08:55:53.028524", + "exception": false, + "start_time": "2021-11-15T08:55:52.741592", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "tfidf = TfidfVectorizer()\n", + "X_final = tfidf.fit_transform(X)\n", + "X_final" + ] + }, + { + "cell_type": "markdown", + "id": "31f0e7eb", + "metadata": { + "papermill": { + "duration": 0.103698, + "end_time": "2021-11-15T08:55:53.237132", + "exception": false, + "start_time": "2021-11-15T08:55:53.133434", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Due to the imbalance in the dataset, with there being 3 times as many negatively sentimented tweets as any other category we use SMOTE to resample the minority classes. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "074603b0", + "metadata": { + "papermill": { + "duration": 0.596374, + "end_time": "2021-11-15T08:55:53.937794", + "exception": false, + "start_time": "2021-11-15T08:55:53.341420", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "smote = SMOTE()\n", + "x_sm,y_sm = smote.fit_resample(X_final,y)" + ] + }, + { + "cell_type": "markdown", + "id": "72f07668", + "metadata": {}, + "source": [ + "Finally, we split the data into training and testing sets. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc981371", + "metadata": { + "papermill": { + "duration": 0.119667, + "end_time": "2021-11-15T08:55:54.162350", + "exception": false, + "start_time": "2021-11-15T08:55:54.042683", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "X_train , X_test , y_train , y_test = train_test_split(x_sm , y_sm , test_size=0.2)" + ] + }, + { + "cell_type": "markdown", + "id": "c136c037", + "metadata": { + "papermill": { + "duration": 0.104987, + "end_time": "2021-11-15T08:55:54.371587", + "exception": false, + "start_time": "2021-11-15T08:55:54.266600", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Model Training\n", + "\n", + "Once the data has been prepared we are ready to train our ML model. \n", + "\n", + "In this case we will use a RandomForestClassifier from Scikit-Learn." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5864054", + "metadata": { + "papermill": { + "duration": 35.283075, + "end_time": "2021-11-15T08:56:29.760402", + "exception": false, + "start_time": "2021-11-15T08:55:54.477327", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "rf = RandomForestClassifier()\n", + "rf.fit(X_train,y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c9ed28e7", + "metadata": { + "papermill": { + "duration": 0.523926, + "end_time": "2021-11-15T08:56:30.388872", + "exception": false, + "start_time": "2021-11-15T08:56:29.864946", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "rf_prediction = rf.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2165c266", + "metadata": { + "papermill": { + "duration": 0.122419, + "end_time": "2021-11-15T08:56:30.622007", + "exception": false, + "start_time": "2021-11-15T08:56:30.499588", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "accuracy_score(rf_prediction,y_test)" + ] + }, + { + "cell_type": "markdown", + "id": "1f5c6bc9", + "metadata": { + "papermill": { + "duration": 0.108862, + "end_time": "2021-11-15T08:58:47.165457", + "exception": false, + "start_time": "2021-11-15T08:58:47.056595", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Now that we have successfully generated our RandomForestClassifier we can generate a classification report, and visualise a confusion matrix to gain greater insights into our model's performance. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12107597", + "metadata": { + "papermill": { + "duration": 0.187788, + "end_time": "2021-11-15T08:58:47.463191", + "exception": false, + "start_time": "2021-11-15T08:58:47.275403", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "cr = classification_report(y_test, rf_prediction)\n", + "\n", + "print(\"Classification Report:\\n----------------------\\n\", cr)\n", + "cm = confusion_matrix(y_test,rf_prediction)\n", + "\n", + "# plot confusion matrix \n", + "plt.figure(figsize=(8,6))\n", + "sentiment_classes = ['Negative', 'Neutral', 'Positive']\n", + "sns.heatmap(cm, cmap=plt.cm.Blues, annot=True, fmt='d', \n", + " xticklabels=sentiment_classes,\n", + " yticklabels=sentiment_classes)\n", + "plt.title('Confusion matrix', fontsize=16)\n", + "plt.xlabel('Actual label', fontsize=12)\n", + "plt.ylabel('Predicted label', fontsize=12)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7f045f80", + "metadata": {}, + "source": [ + "## Deploying the Model\n", + "As we have seen in the previous sections the tweets are pre-processed using a variety of techniques. In order to account for this we have 2 options for how to account for the pre-processing logic in production:\n", + "1. **Custom Model:** Incorporate the pre-processing directly in the `predict` method of a custom model. This provides simplicity when creating the deployment as there is only a single code base to worry about and a single component to be deployed.\n", + "2. **Input Transformer:** Make use of a separate container to perform all of the input transformation and then pass the vectors to the model for prediction. The schematic below outlines how this would work. \n", + "```\n", + " ________________________________________\n", + " | SeldonDeployment |\n", + " | |\n", + "Request --> Input transformer --> Model --> Response\n", + " | (Pre-processing) (SKLearn) |\n", + " |______________________________________|\n", + "```\n", + "The use of an input transformer allows us to separate the pre-processing logic from the prediction logic. This means we can leverage the pre-packaged SKLearn server provided by Seldon to serve our model, and each of the components can be upgraded independently of one another. However, it does introduce additional complexity in the deployment which is generated, and how that then interacts with advanced monitoring components such as outlier and drift detectors. \n", + "\n", + "This workshop will focus on the generation of a **custom model for this case**, therefore we need to define an `__init__` and `predict` method which shall load and perform inference respectively in our new deployment. \n", + "\n", + "---------\n", + "\n", + "First we will save our model using joblib- SKLearn's recommended serialisation technology. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "154dbf39", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "joblib.dump(rf, 'model.joblib')" + ] + }, + { + "cell_type": "markdown", + "id": "9842aa11", + "metadata": {}, + "source": [ + "We also need to serialise our TF-IDF vectorizer in order to make use of it at runtime. This will ensure that we are using the same embeddings our model relyed upon at training time when inferring against new unseen data. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a687828", + "metadata": {}, + "outputs": [], + "source": [ + "joblib.dump(tfidf, 'tfidf.joblib')" + ] + }, + { + "cell_type": "markdown", + "id": "194b0325", + "metadata": {}, + "source": [ + "We can now copy the models over to GCS where they can be downloaded from later when we come to deploy. \n", + "\n", + "!!! Remember to replace your `` with your name. !!!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "abf19411", + "metadata": {}, + "outputs": [], + "source": [ + "!gsutil cp model.joblib gs://tom-seldon-examples/nlp-workshop//model.joblib\n", + "!gsutil cp tfidf.joblib gs://tom-seldon-examples/nlp-workshop//tfidf.joblib" + ] + }, + { + "cell_type": "markdown", + "id": "1fa02e77", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "We then define our Seldon custom model. The component parts required to build the custom model are outlined below. Each of the files play a key part in building the eventual Seldon docker container.\n", + "\n", + "---\n", + "### TweetSentiment.py\n", + "This is the critical file as it contains the logic associated with the deployment wrapped as part of a class by the same name as the Python file. \n", + "\n", + "A key thing to note about the way this has been structured is that we have focused on making this deployment reusable. The `__init__` method accepts two custom predictor parameters; one for the saved model (`model_path`), and the other for the TF-IDF vectorizer (`tfidf_path`). \n", + "\n", + "The advantage of this is that it allows us to upgrade the model or vectorizer without having to re-build the container image. Additionally, if the logic was more general it could be used to accept a wider variety of objects for greater reusability. \n", + "\n", + "```\n", + "from joblib import load\n", + "import logging\n", + "import pandas as pd\n", + "import numpy as np\n", + "import re\n", + "import seldon_core\n", + "import os\n", + "\n", + "# For downloading the model and OHE encoder from GCS\n", + "from io import BytesIO\n", + "from google.cloud import storage\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords\n", + "nltk.download(\"stopwords\", download_dir=\"./nltk\")\n", + "nltk.data.path.append(\"./nltk\")\n", + "\n", + "logger = logging.getLogger(__name__)\n", + "\n", + "\n", + "class TweetSentiment(object):\n", + "\n", + " def __init__(self, model_path, tfidf_path):\n", + " logger.info(f\"Connecting to GCS\")\n", + " self.client = storage.Client.create_anonymous_client()\n", + " self.bucket = self.client.bucket('tom-seldon-examples')\n", + "\n", + " logger.info(f\"Model name: {model_path}\")\n", + " self.model_path = model_path\n", + "\n", + " logger.info(f\"TF-IDF Name: {tfidf_path}\")\n", + " self.tfidf_path = tfidf_path\n", + "\n", + " logger.info(\"Loading model file and TF-IDF vectorizer.\")\n", + " self.load_deployment_artefacts()\n", + " self.ready = False\n", + "\n", + " def load_deployment_artefacts(self):\n", + " logger.info(\"Loading model\")\n", + " model_file = BytesIO()\n", + " model_blob = self.bucket.get_blob(f'{self.model_path}')\n", + " model_blob.download_to_file(model_file)\n", + " self.model = load(model_file)\n", + "\n", + " logger.info(\"Loading TF-IDF vectorizer\")\n", + " tfidf_file = BytesIO()\n", + " tfidf_blob = self.bucket.get_blob(f'{self.tfidf_path}')\n", + " tfidf_blob.download_to_file(tfidf_file)\n", + " self.tfidf = load(tfidf_file)\n", + " \n", + " self.ready = True\n", + "\n", + " # Remove stop words\n", + " def remove_stopwords(self, text):\n", + " text = ' '.join([word for word in text.split() if word not in (stopwords.words('english'))])\n", + " return text\n", + "\n", + " ...\n", + " \n", + " def char(self, text):\n", + " substitute = re.sub(r'[^a-zA-Z]',' ',text)\n", + " return substitute\n", + "\n", + " def predict(self, tweets, names=[], meta={}):\n", + " try:\n", + " if not self.ready:\n", + " self.load_deployment_artefacts()\n", + " else:\n", + " final_text = []\n", + "\n", + " for text in tweets:\n", + " # Apply functions to tweets\n", + " text = self.remove_username(text)\n", + " text = self.remove_url(text)\n", + " text = self.remove_emoji(text)\n", + " text = self.decontraction(text)\n", + " text = self.seperate_alphanumeric(text)\n", + " text = self.unique_char(self.cont_rep_char,text)\n", + " text = self.char(text)\n", + " text = text.lower()\n", + " text = self.remove_stopwords(text)\n", + " final_text.append(text)\n", + "\n", + " logger.info(f\"Final text to be embedded: {final_text}\")\n", + " embeddings = self.tfidf.transform(final_text)\n", + " sentiment = self.model.predict(embeddings)\n", + " return sentiment\n", + "\n", + " except Exception as ex:\n", + " logging.exception(f\"Failed during predict: {ex}\")\n", + "```\n", + "---\n", + "### .s2i/environment\n", + "In order for the Seldon base image to correctly convert your source code to an image it requires certain environment variables. In this case it is only 3 variables. \n", + "* `MODEL_NAME`: The model name matches the name of the Python file and class which is created. \n", + "* `SERVICE_TYPE`: Seldon allows you to create many different components each specialised for a different purpose e.g. `TRANSFORMER` for performing pre or post-processing steps. \n", + "* `PERSISTENCE`: In some cases you would like to save the state of your deployments to Redis e.g. when scaling up multi-armed bandits\n", + "\n", + "This is our environment file:\n", + "```\n", + "MODEL_NAME=TweetSentiment\n", + "SERVICE_TYPE=MODEL\n", + "PERSISTENCE=0\n", + "```\n", + "---\n", + "### requirements.txt\n", + "List of Python packages which the deployment requires to run.\n", + "```\n", + "joblib\n", + "pandas\n", + "numpy\n", + "seldon_core\n", + "google-cloud-storage\n", + "scikit-learn\n", + "nltk\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "f49f48e6", + "metadata": {}, + "source": [ + "## Testing Locally\n", + "In order to ensure that we have gotten the `TweetClassifier.py` working correctly we can use the `seldon_core` Python package to run our model locally and test the endpoint. \n", + "```\n", + "seldon-core-microservice TweetSentiment --service-type MODEL\n", + " --parameters='[{ \n", + " \"name\": \"model_path\",\n", + " \"value\": \"nlp-workshop//model.joblib\",\n", + " \"type\": \"STRING\"\n", + " }, {\n", + " \"name\": \"tfidf_path\",\n", + " \"value\": \"nlp-workshop//tfidf.joblib\",\n", + " \"type\": \"STRING\"\n", + " }]'\n", + "```\n", + "This endpoint can then be tested by posting cURL commands to the local endpoint: \n", + "```\n", + "curl -H 'Content-Type: application/json' -d '{\"data\": {\"ndarray\": [\"@united how can you not put my bag on plane to Seattle. Flight 1212. Waiting in line to talk to someone about my bag. Status should matter.\"]}}' http://localhost:9000/api/v1.0/predictions\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "988862c0", + "metadata": {}, + "source": [ + "## Building the Image\n", + "\n", + "We can then build the custom model using source 2 image technology. Firstly, installing it locally as per [the documentation](https://github.com/openshift/source-to-image), and then by running this command: \n", + "```\n", + "s2i build . seldonio/seldon-core-s2i-python3:1.12.0-dev tweet-sentiment:0.3\n", + "```\n", + "\n", + "The built image is then pushed to Dockerhub where it can be pulled ready for deployment. In an enterprise setting, the container registry would be customised to the client's needs. \n", + "```\n", + "docker tag tweet-sentiment:0.3 tomfarrand/tweet-sentiment:0.3\n", + "docker push tomfarrand/tweet-sentiment:0.3\n", + "```\n", + "\n", + "In this case we will use my pre-built container image for speed and simplicity, which we can now deploy using the SDK. " + ] + }, + { + "cell_type": "markdown", + "id": "cf376647", + "metadata": {}, + "source": [ + "## Using the SDK\n", + "Now that we have our trained model artefact and preprocessor, alongside our custom built container we can now use the Seldon Deploy SDK to deploy our model! \n", + "\n", + "Initially we setup some authentication: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fd51dc3c", + "metadata": {}, + "outputs": [], + "source": [ + "SD_IP = \"34.125.69.167\"\n", + "\n", + "config = Configuration()\n", + "config.host = f\"http://{SD_IP}/seldon-deploy/api/v1alpha1\"\n", + "config.oidc_client_id = \"sd-api\"\n", + "config.oidc_server = f\"http://{SD_IP}/auth/realms/deploy-realm\"\n", + "config.oidc_client_secret = \"sd-api-secret\"\n", + "config.auth_method = 'client_credentials'\n", + "\n", + "def auth():\n", + " auth = OIDCAuthenticator(config)\n", + " config.id_token = auth.authenticate()\n", + " api_client = ApiClient(configuration=config, authenticator=auth)\n", + " return api_client" + ] + }, + { + "cell_type": "markdown", + "id": "9dc14b53", + "metadata": {}, + "source": [ + "Next, we define the parameters which we shall feed to the SDK.\n", + "\n", + "!!! Again, remember to fill in the `YOUR_NAME` parameter !!!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cfc7d155", + "metadata": {}, + "outputs": [], + "source": [ + "YOUR_NAME = \n", + "MODEL_NAME = \"tweet-sentiment\"\n", + "\n", + "DEPLOYMENT_NAME = f\"{YOUR_NAME}-{MODEL_NAME}\"\n", + "CONTAINER_NAME = f\"tomfarrand/tweet-sentiment:0.3\"\n", + "\n", + "NAMESPACE = \"default\"\n", + "\n", + "CPU_REQUESTS = \"0.1\"\n", + "MEMORY_REQUESTS = \"1Gi\"\n", + "\n", + "CPU_LIMITS = \"0.1\"\n", + "MEMORY_LIMITS = \"1Gi\"\n", + "\n", + "MODEL_PATH = f\"nlp-workshop/{YOUR_NAME}/model.joblib\"\n", + "TFIDF_PATH = f\"nlp-workshop/{YOUR_NAME}/tfidf.joblib\"" + ] + }, + { + "cell_type": "markdown", + "id": "a1194566", + "metadata": {}, + "source": [ + "The deployment specification is then defined. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e67912bc", + "metadata": {}, + "outputs": [], + "source": [ + "mldeployment = {\n", + " \"kind\": \"SeldonDeployment\",\n", + " \"metadata\": {\n", + " \"name\": DEPLOYMENT_NAME,\n", + " \"namespace\": NAMESPACE,\n", + " \"labels\": {\n", + " \"fluentd\": \"true\"\n", + " }\n", + " },\n", + " \"apiVersion\": \"machinelearning.seldon.io/v1alpha2\",\n", + " \"spec\": {\n", + " \"name\": DEPLOYMENT_NAME,\n", + " \"annotations\": {\n", + " \"seldon.io/engine-seldon-log-messages-externally\": \"true\"\n", + " },\n", + " \"protocol\": \"seldon\",\n", + " \"predictors\": [\n", + " {\n", + " \"componentSpecs\": [\n", + " {\n", + " \"spec\": {\n", + " \"containers\": [\n", + " {\n", + " \"name\": f\"{DEPLOYMENT_NAME}-container\",\n", + " \"image\": CONTAINER_NAME,\n", + " \"resources\": {\n", + " \"requests\": {\n", + " \"cpu\": CPU_REQUESTS,\n", + " \"memory\": MEMORY_REQUESTS\n", + " },\n", + " \"limits\": {\n", + " \"cpu\": CPU_LIMITS,\n", + " \"memory\": MEMORY_LIMITS\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " ],\n", + " \"name\": \"default\",\n", + " \"replicas\": 1,\n", + " \"traffic\": 100,\n", + " \"graph\": {\n", + " \"name\": f\"{DEPLOYMENT_NAME}-container\",\n", + " \"parameters\": [\n", + " {\n", + " \"name\":\"model_path\",\n", + " \"value\":MODEL_PATH,\n", + " \"type\":\"STRING\"\n", + " },\n", + " {\n", + " \"name\":\"tfidf_path\",\n", + " \"value\":TFIDF_PATH,\n", + " \"type\":\"STRING\"\n", + " }\n", + " ],\n", + " \"children\": [],\n", + " \"logger\": {\n", + " \"mode\": \"all\"\n", + " }\n", + " }\n", + " }\n", + " ]\n", + " },\n", + " \"status\": {}\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "bae9630a", + "metadata": {}, + "source": [ + "Finally, we deploy the model using a few simple API calls. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c822fb8a", + "metadata": {}, + "outputs": [], + "source": [ + "deployment_api = SeldonDeploymentsApi(auth())\n", + "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)" + ] + }, + { + "cell_type": "markdown", + "id": "61951499", + "metadata": {}, + "source": [ + "Once our endpoint becomes available we can then test the deployment using the following request: \n", + "\n", + "```\n", + "{\"data\": {\"ndarray\": [\"@united how can you not put my bag on plane to Seattle. Flight 1212. Waiting in line to talk to someone about my bag. Status should matter.\"]}}\n", + "```" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + }, + "papermill": { + "default_parameters": {}, + "duration": 279.948311, + "end_time": "2021-11-15T08:58:48.814352", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-11-15T08:54:08.866041", + "version": "2.3.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From e1dc16417fa055559116144bcf873e5851265227 Mon Sep 17 00:00:00 2001 From: Josh Date: Wed, 20 Apr 2022 07:33:11 -0400 Subject: [PATCH 09/12] made minor tweaks for ease of file creation for customer wrapper --- .../airline-sentiment-custom-wrapper.ipynb | 1059 +++++++++++++++-- 1 file changed, 963 insertions(+), 96 deletions(-) diff --git a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb index 4613b3d..6460a01 100644 --- a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb +++ b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb @@ -49,31 +49,329 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[33mWARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': /simple/seldon-deploy-sdk/\u001b[0m\n", - "Collecting seldon-deploy-sdk==1.4.1\n", - " Downloading seldon_deploy_sdk-1.4.1-py3-none-any.whl (755 kB)\n", - "\u001b[K |████████████████████████████████| 755 kB 165 kB/s eta 0:00:01\n", - "\u001b[?25hRequirement already satisfied: Authlib<=0.16.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (0.15.5)\n", - "Requirement already satisfied: urllib3>=1.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.26.8)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2021.10.8)\n", + "Requirement already satisfied: seldon-deploy-sdk==1.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (1.4.1)\n", "Requirement already satisfied: python-dateutil>=2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2.8.2)\n", "Requirement already satisfied: six>=1.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.16.0)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2021.10.8)\n", + "Requirement already satisfied: urllib3>=1.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.26.8)\n", + "Requirement already satisfied: Authlib<=0.16.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (0.15.5)\n", "Requirement already satisfied: cryptography in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (36.0.1)\n", "Requirement already satisfied: cffi>=1.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (1.15.0)\n", "Requirement already satisfied: pycparser in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cffi>=1.12->cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (2.21)\n", - "Installing collected packages: seldon-deploy-sdk\n", - " Attempting uninstall: seldon-deploy-sdk\n", - " Found existing installation: seldon-deploy-sdk 1.4.0\n", - " Uninstalling seldon-deploy-sdk-1.4.0:\n", - " Successfully uninstalled seldon-deploy-sdk-1.4.0\n", - "Successfully installed seldon-deploy-sdk-1.4.1\n", "Collecting alibi-detect==0.6.2\n", - " Downloading alibi_detect-0.6.2-py3-none-any.whl (150 kB)\n", - "\u001b[K |████████████████████████████████| 150 kB 2.4 MB/s eta 0:00:01\n", - "\u001b[?25hRequirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.3.5)\n", + " Using cached alibi_detect-0.6.2-py3-none-any.whl (150 kB)\n", + "Requirement already satisfied: Pillow<9.0.0,>=5.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (8.4.0)\n", + "Requirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.3.5)\n", + "Collecting scikit-learn<0.25.0,>=0.20.2\n", + " Downloading scikit_learn-0.24.2-cp37-cp37m-macosx_10_13_x86_64.whl (7.2 MB)\n", + "\u001b[K |████████████████████████████████| 7.2 MB 3.9 MB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: tensorflow-probability<0.13.0,>=0.8.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.12.2)\n", + "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.21.5)\n", + "Requirement already satisfied: opencv-python<5.0.0,>=3.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (4.5.5.62)\n", + "Requirement already satisfied: matplotlib<4.0.0,>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (3.5.1)\n", + "Requirement already satisfied: transformers<5.0.0,>=4.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (4.16.2)\n", + "Requirement already satisfied: scipy<2.0.0,>=1.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.7.3)\n", + "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.18.3)\n", "Collecting tensorflow<2.5.0,>=2.0.0\n", " Downloading tensorflow-2.4.4-cp37-cp37m-macosx_10_14_x86_64.whl (174.3 MB)\n", - "\u001b[K |█████████ | 48.7 MB 414 kB/s eta 0:05:03 |██████ | 33.0 MB 325 kB/s eta 0:07:15" + "\u001b[K |████████████████████████████████| 174.3 MB 3.3 MB/s eta 0:00:01 |███████████████ | 81.2 MB 3.2 MB/s eta 0:00:29 |████████████████████▋ | 112.4 MB 6.7 MB/s eta 0:00:10 |██████████████████████████▍ | 143.7 MB 3.7 MB/s eta 0:00:09\n", + "\u001b[?25hRequirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (4.29.1)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (3.0.7)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (2.8.2)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (1.3.2)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (0.11.0)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (21.3)\n", + "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas<2.0.0,>=0.23.3->alibi-detect==0.6.2) (2021.3)\n", + "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (1.16.0)\n", + "Requirement already satisfied: imageio>=2.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2.15.0)\n", + "Requirement already satisfied: tifffile>=2019.7.26 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2021.11.2)\n", + "Requirement already satisfied: networkx>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2.6.3)\n", + "Requirement already satisfied: PyWavelets>=1.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (1.2.0)\n", + "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<0.25.0,>=0.20.2->alibi-detect==0.6.2) (1.1.0)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<0.25.0,>=0.20.2->alibi-detect==0.6.2) (3.1.0)\n", + "Collecting grpcio~=1.32.0\n", + " Downloading grpcio-1.32.0-cp37-cp37m-macosx_10_9_x86_64.whl (3.3 MB)\n", + "\u001b[K |████████████████████████████████| 3.3 MB 23.6 MB/s eta 0:00:01\n", + "\u001b[?25hCollecting typing-extensions~=3.7.4\n", + " Using cached typing_extensions-3.7.4.3-py3-none-any.whl (22 kB)\n", + "Collecting six>=1.5\n", + " Using cached six-1.15.0-py2.py3-none-any.whl (10 kB)\n", + "Collecting gast==0.3.3\n", + " Using cached gast-0.3.3-py2.py3-none-any.whl (9.7 kB)\n", + "Collecting h5py~=2.10.0\n", + " Downloading h5py-2.10.0-cp37-cp37m-macosx_10_6_intel.whl (3.0 MB)\n", + "\u001b[K |████████████████████████████████| 3.0 MB 3.7 MB/s eta 0:00:01\n", + "\u001b[?25hCollecting wrapt~=1.12.1\n", + " Using cached wrapt-1.12.1.tar.gz (27 kB)\n", + "Requirement already satisfied: tensorboard~=2.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.8.0)\n", + "Requirement already satisfied: keras-preprocessing~=1.1.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.2)\n", + "Collecting numpy<2.0.0,>=1.16.2\n", + " Downloading numpy-1.19.5-cp37-cp37m-macosx_10_9_x86_64.whl (15.6 MB)\n", + "\u001b[K |████████████████████████████████| 15.6 MB 3.8 MB/s eta 0:00:01\n", + "\u001b[?25hCollecting tensorflow-estimator<2.5.0,>=2.4.0\n", + " Using cached tensorflow_estimator-2.4.0-py2.py3-none-any.whl (462 kB)\n", + "Requirement already satisfied: opt-einsum~=3.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3.0)\n", + "Collecting absl-py~=0.10\n", + " Using cached absl_py-0.15.0-py3-none-any.whl (132 kB)\n", + "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.0)\n", + "Requirement already satisfied: astunparse~=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.6.3)\n", + "Requirement already satisfied: wheel~=0.35 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.37.1)\n", + "Requirement already satisfied: google-pasta~=0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.2.0)\n", + "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.19.4)\n", + "Collecting flatbuffers~=1.12.0\n", + " Using cached flatbuffers-1.12-py2.py3-none-any.whl (15 kB)\n", + "Requirement already satisfied: requests<3,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.27.1)\n", + "Requirement already satisfied: setuptools>=41.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (58.0.4)\n", + "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.6.0)\n", + "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.8.1)\n", + "Requirement already satisfied: werkzeug>=0.11.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.0.2)\n", + "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.6.1)\n", + "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.4.6)\n", + "Requirement already satisfied: markdown>=2.6.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3.6)\n", + "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.2.8)\n", + "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (4.8)\n", + "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (5.0.0)\n", + "Requirement already satisfied: requests-oauthlib>=0.7.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.3.1)\n", + "Requirement already satisfied: importlib-metadata>=4.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (4.10.1)\n", + "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.7.0)\n", + "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.4.8)\n", + "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3)\n", + "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.0.11)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2021.10.8)\n", + "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.26.8)\n", + "Requirement already satisfied: oauthlib>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.2.0)\n", + "Requirement already satisfied: cloudpickle>=1.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (2.0.0)\n", + "Requirement already satisfied: dm-tree in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (0.1.6)\n", + "Requirement already satisfied: decorator in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (5.1.1)\n", + "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.0.47)\n", + "Requirement already satisfied: pyyaml>=5.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (6.0)\n", + "Requirement already satisfied: filelock in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (3.4.2)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.4.0)\n", + "Requirement already satisfied: tqdm>=4.27 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (4.62.3)\n", + "Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.11.4)\n", + "Requirement already satisfied: regex!=2019.12.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (2022.1.18)\n", + "Requirement already satisfied: click in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from sacremoses->transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (8.0.3)\n", + "Building wheels for collected packages: wrapt\n", + " Building wheel for wrapt (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for wrapt: filename=wrapt-1.12.1-cp37-cp37m-macosx_10_9_x86_64.whl size=32576 sha256=17a259e8d0dadceff88ea04779eb1a4a36ecdc623817462f85413093fbd5ffb2\n", + " Stored in directory: /Users/josh/Library/Caches/pip/wheels/62/76/4c/aa25851149f3f6d9785f6c869387ad82b3fd37582fa8147ac6\n", + "Successfully built wrapt\n", + "Installing collected packages: typing-extensions, six, numpy, grpcio, absl-py, wrapt, tensorflow-estimator, h5py, gast, flatbuffers, tensorflow, scikit-learn, alibi-detect\n", + " Attempting uninstall: typing-extensions\n", + " Found existing installation: typing-extensions 3.10.0.2\n", + " Uninstalling typing-extensions-3.10.0.2:\n", + " Successfully uninstalled typing-extensions-3.10.0.2\n", + " Attempting uninstall: six\n", + " Found existing installation: six 1.16.0\n", + " Uninstalling six-1.16.0:\n", + " Successfully uninstalled six-1.16.0\n", + " Attempting uninstall: numpy\n", + " Found existing installation: numpy 1.21.5\n", + " Uninstalling numpy-1.21.5:\n", + " Successfully uninstalled numpy-1.21.5\n", + " Attempting uninstall: grpcio\n", + " Found existing installation: grpcio 1.43.0\n", + " Uninstalling grpcio-1.43.0:\n", + " Successfully uninstalled grpcio-1.43.0\n", + " Attempting uninstall: absl-py\n", + " Found existing installation: absl-py 1.0.0\n", + " Uninstalling absl-py-1.0.0:\n", + " Successfully uninstalled absl-py-1.0.0\n", + " Attempting uninstall: wrapt\n", + " Found existing installation: wrapt 1.13.3\n", + " Uninstalling wrapt-1.13.3:\n", + " Successfully uninstalled wrapt-1.13.3\n", + " Attempting uninstall: tensorflow-estimator\n", + " Found existing installation: tensorflow-estimator 2.7.0\n", + " Uninstalling tensorflow-estimator-2.7.0:\n", + " Successfully uninstalled tensorflow-estimator-2.7.0\n", + " Attempting uninstall: h5py\n", + " Found existing installation: h5py 3.6.0\n", + " Uninstalling h5py-3.6.0:\n", + " Successfully uninstalled h5py-3.6.0\n", + " Attempting uninstall: gast\n", + " Found existing installation: gast 0.4.0\n", + " Uninstalling gast-0.4.0:\n", + " Successfully uninstalled gast-0.4.0\n", + " Attempting uninstall: flatbuffers\n", + " Found existing installation: flatbuffers 2.0\n", + " Uninstalling flatbuffers-2.0:\n", + " Successfully uninstalled flatbuffers-2.0\n", + " Attempting uninstall: tensorflow\n", + " Found existing installation: tensorflow 2.7.1\n", + " Uninstalling tensorflow-2.7.1:\n", + " Successfully uninstalled tensorflow-2.7.1\n", + " Attempting uninstall: scikit-learn\n", + " Found existing installation: scikit-learn 1.0.2\n", + " Uninstalling scikit-learn-1.0.2:\n", + " Successfully uninstalled scikit-learn-1.0.2\n", + " Attempting uninstall: alibi-detect\n", + " Found existing installation: alibi-detect 0.8.1\n", + " Uninstalling alibi-detect-0.8.1:\n", + " Successfully uninstalled alibi-detect-0.8.1\n", + "Successfully installed absl-py-0.15.0 alibi-detect-0.6.2 flatbuffers-1.12 gast-0.3.3 grpcio-1.32.0 h5py-2.10.0 numpy-1.19.5 scikit-learn-0.24.2 six-1.15.0 tensorflow-2.4.4 tensorflow-estimator-2.4.0 typing-extensions-3.7.4.3 wrapt-1.12.1\n", + "Collecting alibi==0.6.2\n", + " Using cached alibi-0.6.2-py3-none-any.whl (390 kB)\n", + "Requirement already satisfied: spacy[lookups]<4.0.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.2.1)\n", + "Requirement already satisfied: tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.4.4)\n", + "Requirement already satisfied: matplotlib<4.0.0,>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.5.1)\n", + "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.18.3)\n", + "Requirement already satisfied: transformers<5.0.0,>=4.7.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (4.16.2)\n", + "Requirement already satisfied: typing-extensions>=3.7.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.7.4.3)\n", + "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.19.5)\n", + "Requirement already satisfied: Pillow<9.0,>=5.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (8.4.0)\n", + "Requirement already satisfied: dill<0.4.0,>=0.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.3.4)\n", + "Requirement already satisfied: scipy<2.0.0,>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.7.3)\n", + "Requirement already satisfied: scikit-learn<1.1.0,>=0.20.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.24.2)\n", + "Requirement already satisfied: tqdm<5.0.0,>=4.28.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (4.62.3)\n", + "Requirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.3.5)\n", + "Requirement already satisfied: requests<3.0.0,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.27.1)\n", + "Requirement already satisfied: attrs<22.0.0,>=19.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (21.4.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (4.29.1)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (21.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (2.8.2)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (0.11.0)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (3.0.7)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (1.3.2)\n", + "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas<2.0.0,>=0.23.3->alibi==0.6.2) (2021.3)\n", + "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (1.15.0)\n", + "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (3.3)\n", + "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (1.26.8)\n", + "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (2.0.11)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (2021.10.8)\n", + "Requirement already satisfied: imageio>=2.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2.15.0)\n", + "Requirement already satisfied: networkx>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2.6.3)\n", + "Requirement already satisfied: tifffile>=2019.7.26 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2021.11.2)\n", + "Requirement already satisfied: PyWavelets>=1.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (1.2.0)\n", + "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<1.1.0,>=0.20.2->alibi==0.6.2) (1.1.0)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<1.1.0,>=0.20.2->alibi==0.6.2) (3.1.0)\n", + "Requirement already satisfied: srsly<3.0.0,>=2.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.4.2)\n", + "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.6)\n", + "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", + "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.9.0,>=1.7.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.8.2)\n", + "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.3.0)\n", + "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.1)\n", + "Requirement already satisfied: thinc<8.1.0,>=8.0.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (8.0.13)\n", + "Requirement already satisfied: typer<0.5.0,>=0.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.4.0)\n", + "Requirement already satisfied: wasabi<1.1.0,>=0.8.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.9.0)\n", + "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.8)\n", + "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", + "Requirement already satisfied: jinja2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.3)\n", + "Requirement already satisfied: pathy>=0.3.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.6.1)\n", + "Requirement already satisfied: setuptools in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (58.0.4)\n", + "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.6)\n", + "Requirement already satisfied: blis<0.8.0,>=0.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.7.5)\n", + "Requirement already satisfied: spacy-lookups-data<1.1.0,>=1.0.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.3)\n", + "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from catalogue<2.1.0,>=2.0.6->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.7.0)\n", + "Requirement already satisfied: smart-open<6.0.0,>=5.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pathy>=0.3.5->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (5.2.1)\n", + "Requirement already satisfied: gast==0.3.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.3.3)\n", + "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.1.0)\n", + "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.4.0)\n", + "Requirement already satisfied: absl-py~=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.15.0)\n", + "Requirement already satisfied: grpcio~=1.32.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.32.0)\n", + "Requirement already satisfied: keras-preprocessing~=1.1.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.1.2)\n", + "Requirement already satisfied: wrapt~=1.12.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12.1)\n", + "Requirement already satisfied: flatbuffers~=1.12.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12)\n", + "Requirement already satisfied: wheel~=0.35 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.37.1)\n", + "Requirement already satisfied: astunparse~=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.6.3)\n", + "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.19.4)\n", + "Requirement already satisfied: tensorboard~=2.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.8.0)\n", + "Requirement already satisfied: opt-einsum~=3.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.3.0)\n", + "Requirement already satisfied: google-pasta~=0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.2.0)\n", + "Requirement already satisfied: h5py~=2.10.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.10.0)\n", + "Requirement already satisfied: werkzeug>=0.11.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.0.2)\n", + "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.6.0)\n", + "Requirement already satisfied: markdown>=2.6.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.3.6)\n", + "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.6.1)\n", + "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.8.1)\n", + "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.4.6)\n", + "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (5.0.0)\n", + "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (4.8)\n", + "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.2.8)\n", + "Requirement already satisfied: requests-oauthlib>=0.7.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.3.1)\n", + "Requirement already satisfied: importlib-metadata>=4.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (4.10.1)\n", + "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.4.8)\n", + "Requirement already satisfied: oauthlib>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.2.0)\n", + "Requirement already satisfied: regex!=2019.12.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (2022.1.18)\n", + "Requirement already satisfied: pyyaml>=5.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (6.0)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.4.0)\n", + "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.0.47)\n", + "Requirement already satisfied: filelock in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (3.4.2)\n", + "Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.11.4)\n", + "Requirement already satisfied: click<9.0.0,>=7.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from typer<0.5.0,>=0.3.0->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (8.0.3)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jinja2->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.1)\n", + "Installing collected packages: alibi\n", + " Attempting uninstall: alibi\n", + " Found existing installation: alibi 0.6.4\n", + " Uninstalling alibi-0.6.4:\n", + " Successfully uninstalled alibi-0.6.4\n", + "Successfully installed alibi-0.6.2\n", + "Collecting wordcloud\n", + " Downloading wordcloud-1.8.1.tar.gz (220 kB)\n", + "\u001b[K |████████████████████████████████| 220 kB 3.5 MB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.6.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (1.19.5)\n", + "Requirement already satisfied: pillow in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (8.4.0)\n", + "Requirement already satisfied: matplotlib in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (3.5.1)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (21.3)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (1.3.2)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (0.11.0)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (2.8.2)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (3.0.7)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (4.29.1)\n", + "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.15.0)\n", + "Building wheels for collected packages: wordcloud\n", + " Building wheel for wordcloud (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for wordcloud: filename=wordcloud-1.8.1-cp37-cp37m-macosx_10_9_x86_64.whl size=158530 sha256=020aef2ce6c98069a1225d26a2c2b76f2175b14e12c22580f3a305ee2985a4ef\n", + " Stored in directory: /Users/josh/Library/Caches/pip/wheels/f8/f6/55/6bd394c32a844a621ca0fe5dbf563c8d71d71edaf095656991\n", + "Successfully built wordcloud\n", + "Installing collected packages: wordcloud\n", + "Successfully installed wordcloud-1.8.1\n", + "Requirement already satisfied: seaborn in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.11.2)\n", + "Requirement already satisfied: pandas>=0.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.3.5)\n", + "Requirement already satisfied: scipy>=1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.7.3)\n", + "Requirement already satisfied: matplotlib>=2.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (3.5.1)\n", + "Requirement already satisfied: numpy>=1.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.19.5)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (21.3)\n", + "Requirement already satisfied: pillow>=6.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (8.4.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (4.29.1)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.3.2)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.8.2)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (3.0.7)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.11.0)\n", + "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2021.3)\n", + "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib>=2.2->seaborn) (1.15.0)\n", + "Requirement already satisfied: dill in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.3.4)\n", + "Collecting imblearn\n", + " Downloading imblearn-0.0-py2.py3-none-any.whl (1.9 kB)\n", + "Collecting imbalanced-learn\n", + " Downloading imbalanced_learn-0.9.0-py3-none-any.whl (199 kB)\n", + "\u001b[K |████████████████████████████████| 199 kB 3.4 MB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.14.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.19.5)\n", + "Collecting scikit-learn>=1.0.1\n", + " Using cached scikit_learn-1.0.2-cp37-cp37m-macosx_10_13_x86_64.whl (7.8 MB)\n", + "Requirement already satisfied: scipy>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.7.3)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (3.1.0)\n", + "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.1.0)\n", + "Installing collected packages: scikit-learn, imbalanced-learn, imblearn\n", + " Attempting uninstall: scikit-learn\n", + " Found existing installation: scikit-learn 0.24.2\n", + " Uninstalling scikit-learn-0.24.2:\n", + " Successfully uninstalled scikit-learn-0.24.2\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "alibi-detect 0.6.2 requires scikit-learn<0.25.0,>=0.20.2, but you have scikit-learn 1.0.2 which is incompatible.\u001b[0m\n", + "Successfully installed imbalanced-learn-0.9.0 imblearn-0.0 scikit-learn-1.0.2\n", + "Collecting nltk\n", + " Downloading nltk-3.7-py3-none-any.whl (1.5 MB)\n", + "\u001b[K |████████████████████████████████| 1.5 MB 1.5 MB/s eta 0:00:01 |███████████████████████▊ | 1.1 MB 1.5 MB/s eta 0:00:01\n", + "\u001b[?25hRequirement already satisfied: regex>=2021.8.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (2022.1.18)\n", + "Requirement already satisfied: click in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (8.0.3)\n", + "Requirement already satisfied: joblib in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (1.1.0)\n", + "Requirement already satisfied: tqdm in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (4.62.3)\n", + "Requirement already satisfied: importlib-metadata in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from click->nltk) (4.10.1)\n", + "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click->nltk) (3.7.0)\n", + "Requirement already satisfied: typing-extensions>=3.6.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click->nltk) (3.7.4.3)\n", + "Installing collected packages: nltk\n", + "Successfully installed nltk-3.7\n" ] } ], @@ -91,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "b5d9522f", "metadata": { "papermill": { @@ -103,7 +401,16 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to /Users/josh/nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], "source": [ "# Basic Operation\n", "import pandas as pd\n", @@ -154,12 +461,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "fa9bb6a1", "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2022-04-20 06:43:58-- https://storage.googleapis.com/seldon-koz-data/airline/airline.zip\n", + "Resolving storage.googleapis.com (storage.googleapis.com)... 142.251.40.176, 142.250.80.112, 142.250.65.208, ...\n", + "Connecting to storage.googleapis.com (storage.googleapis.com)|142.251.40.176|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 2734410 (2.6M) [application/zip]\n", + "Saving to: ‘airline.zip’\n", + "\n", + "airline.zip 100%[===================>] 2.61M 3.37MB/s in 0.8s \n", + "\n", + "2022-04-20 06:43:59 (3.37 MB/s) - ‘airline.zip’ saved [2734410/2734410]\n", + "\n", + "Archive: airline.zip\n", + " creating: data/\n", + " inflating: data/database.sqlite \n", + " creating: data/nltk_data/\n", + " creating: data/nltk_data/corpora/\n", + " extracting: data/nltk_data/corpora/stopwords.zip \n", + " creating: data/nltk_data/corpora/stopwords/\n", + " inflating: data/nltk_data/corpora/stopwords/german \n", + " inflating: data/nltk_data/corpora/stopwords/romanian \n", + " inflating: data/nltk_data/corpora/stopwords/nepali \n", + " inflating: data/nltk_data/corpora/stopwords/bengali \n", + " inflating: data/nltk_data/corpora/stopwords/turkish \n", + " inflating: data/nltk_data/corpora/stopwords/spanish \n", + " inflating: data/nltk_data/corpora/stopwords/tajik \n", + " inflating: data/nltk_data/corpora/stopwords/english \n", + " inflating: data/nltk_data/corpora/stopwords/french \n", + " inflating: data/nltk_data/corpora/stopwords/slovene \n", + " inflating: data/nltk_data/corpora/stopwords/arabic \n", + " inflating: data/nltk_data/corpora/stopwords/italian \n", + " inflating: data/nltk_data/corpora/stopwords/greek \n", + " inflating: data/nltk_data/corpora/stopwords/indonesian \n", + " inflating: data/nltk_data/corpora/stopwords/kazakh \n", + " inflating: data/nltk_data/corpora/stopwords/russian \n", + " inflating: data/nltk_data/corpora/stopwords/azerbaijani \n", + " inflating: data/nltk_data/corpora/stopwords/portuguese \n", + " inflating: data/nltk_data/corpora/stopwords/finnish \n", + " inflating: data/nltk_data/corpora/stopwords/norwegian \n", + " inflating: data/nltk_data/corpora/stopwords/hungarian \n", + " inflating: data/nltk_data/corpora/stopwords/dutch \n", + " inflating: data/nltk_data/corpora/stopwords/swedish \n", + " inflating: data/nltk_data/corpora/stopwords/README \n", + " inflating: data/nltk_data/corpora/stopwords/danish \n", + " inflating: data/Tweets.csv \n" + ] + } + ], "source": [ "!wget https://storage.googleapis.com/seldon-koz-data/airline/airline.zip\n", "!unzip -o 'airline.zip'" @@ -186,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "8bcb0084", "metadata": { "papermill": { @@ -198,7 +556,182 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
tweet_idairline_sentimentairline_sentiment_confidencenegativereasonnegativereason_confidenceairlineairline_sentiment_goldnamenegativereason_goldretweet_counttexttweet_coordtweet_createdtweet_locationuser_timezone
0570306133677760513neutral1.0000NaNNaNVirgin AmericaNaNcairdinNaN0@VirginAmerica What @dhepburn said.NaN2015-02-24 11:35:52 -0800NaNEastern Time (US & Canada)
1570301130888122368positive0.3486NaN0.0000Virgin AmericaNaNjnardinoNaN0@VirginAmerica plus you've added commercials t...NaN2015-02-24 11:15:59 -0800NaNPacific Time (US & Canada)
2570301083672813571neutral0.6837NaNNaNVirgin AmericaNaNyvonnalynnNaN0@VirginAmerica I didn't today... Must mean I n...NaN2015-02-24 11:15:48 -0800Lets PlayCentral Time (US & Canada)
3570301031407624196negative1.0000Bad Flight0.7033Virgin AmericaNaNjnardinoNaN0@VirginAmerica it's really aggressive to blast...NaN2015-02-24 11:15:36 -0800NaNPacific Time (US & Canada)
4570300817074462722negative1.0000Can't Tell1.0000Virgin AmericaNaNjnardinoNaN0@VirginAmerica and it's a really big bad thing...NaN2015-02-24 11:14:45 -0800NaNPacific Time (US & Canada)
\n", + "
" + ], + "text/plain": [ + " tweet_id airline_sentiment airline_sentiment_confidence \\\n", + "0 570306133677760513 neutral 1.0000 \n", + "1 570301130888122368 positive 0.3486 \n", + "2 570301083672813571 neutral 0.6837 \n", + "3 570301031407624196 negative 1.0000 \n", + "4 570300817074462722 negative 1.0000 \n", + "\n", + " negativereason negativereason_confidence airline \\\n", + "0 NaN NaN Virgin America \n", + "1 NaN 0.0000 Virgin America \n", + "2 NaN NaN Virgin America \n", + "3 Bad Flight 0.7033 Virgin America \n", + "4 Can't Tell 1.0000 Virgin America \n", + "\n", + " airline_sentiment_gold name negativereason_gold retweet_count \\\n", + "0 NaN cairdin NaN 0 \n", + "1 NaN jnardino NaN 0 \n", + "2 NaN yvonnalynn NaN 0 \n", + "3 NaN jnardino NaN 0 \n", + "4 NaN jnardino NaN 0 \n", + "\n", + " text tweet_coord \\\n", + "0 @VirginAmerica What @dhepburn said. NaN \n", + "1 @VirginAmerica plus you've added commercials t... NaN \n", + "2 @VirginAmerica I didn't today... Must mean I n... NaN \n", + "3 @VirginAmerica it's really aggressive to blast... NaN \n", + "4 @VirginAmerica and it's a really big bad thing... NaN \n", + "\n", + " tweet_created tweet_location user_timezone \n", + "0 2015-02-24 11:35:52 -0800 NaN Eastern Time (US & Canada) \n", + "1 2015-02-24 11:15:59 -0800 NaN Pacific Time (US & Canada) \n", + "2 2015-02-24 11:15:48 -0800 Lets Play Central Time (US & Canada) \n", + "3 2015-02-24 11:15:36 -0800 NaN Pacific Time (US & Canada) \n", + "4 2015-02-24 11:14:45 -0800 NaN Pacific Time (US & Canada) " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df = pd.read_csv('./data/Tweets.csv')\n", "df.head()" @@ -214,17 +747,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "4b3d73f1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['tweet_id',\n", + " 'airline_sentiment',\n", + " 'airline_sentiment_confidence',\n", + " 'negativereason',\n", + " 'negativereason_confidence',\n", + " 'airline',\n", + " 'airline_sentiment_gold',\n", + " 'name',\n", + " 'negativereason_gold',\n", + " 'retweet_count',\n", + " 'text',\n", + " 'tweet_coord',\n", + " 'tweet_created',\n", + " 'tweet_location',\n", + " 'user_timezone']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "list(df.columns)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "4c127e19", "metadata": { "papermill": { @@ -236,7 +794,18 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(14640, 15)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.shape" ] @@ -253,7 +822,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "93edf684", "metadata": { "papermill": { @@ -266,7 +835,31 @@ "scrolled": false, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32mNumber of tweets in each category:\u001b[0m\n", + "negative 9178\n", + "neutral 3099\n", + "positive 2363\n", + "Name: airline_sentiment, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "cprint(\"Number of tweets in each category:\",'green')\n", "print(df[\"airline_sentiment\"].value_counts())\n", @@ -287,7 +880,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "9105da75", "metadata": { "papermill": { @@ -299,7 +892,35 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32mTotal number of tweets for each airline:\u001b[0m\n", + "airline\n", + "American 2759\n", + "Delta 2222\n", + "Southwest 2420\n", + "US Airways 2913\n", + "United 3822\n", + "Virgin America 504\n", + "Name: airline_sentiment, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "cprint(\"Total number of tweets for each airline:\",'green')\n", "print(df.groupby('airline')['airline_sentiment'].count())\n", @@ -312,7 +933,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "b52b1d74", "metadata": { "papermill": { @@ -324,7 +945,20 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(24, 10))\n", "sns.countplot(x='negativereason', data=df, palette='hls')\n", @@ -342,7 +976,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "cfaca8b8", "metadata": { "papermill": { @@ -355,7 +989,20 @@ "scrolled": false, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "NR_Count=df['negativereason'].value_counts()\n", "def NCount(Airline):\n", @@ -397,7 +1044,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "4ee504b6", "metadata": { "papermill": { @@ -419,7 +1066,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "98ce926d", "metadata": { "papermill": { @@ -431,7 +1078,20 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# word cloud of positive sentiments\n", "plt.figure(figsize = (20,20)) \n", @@ -446,7 +1106,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "07fb8f3d", "metadata": { "papermill": { @@ -458,7 +1118,20 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# word cloud of neutral sentiments\n", "plt.figure(figsize = (20,20)) \n", @@ -473,7 +1146,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "17aa493c", "metadata": { "papermill": { @@ -485,7 +1158,20 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABIQAAAH9CAYAAABrx6eYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9eZQdWX7fB35u7C/e/l7umQASexWAQhVq7a7qrl6LTXa3SJpaKNGmLFGSZWk09hnJx5Jnjsdn7BnLHktjnaPRORLHNiWLkrmIIptLsxd2N6urq6q7a0dh35H79vb3Yo+480c85ILMBBIFoLuKzC8OTr4l4saN+yJu/O739/t9f0JKyS52sYtd7GIXu9jFLnaxi13sYhe72MUu/vRA+XF3YBe72MUudrGLXexiF7vYxS52sYtd7GIXP1rsEkK72MUudrGLXexiF7vYxS52sYtd7GIXf8qwSwjtYhe72MUudrGLXexiF7vYxS52sYtd/CnDLiG0i13sYhe72MUudrGLXexiF7vYxS528acMu4TQLnaxi13sYhe72MUudrGLXexiF7vYxZ8y7BJCu9jFLnaxi13sYhe72MUudrGLXexiF3/K8FAIISHETwohLgohrggh/sHDOMYudrGLXexiF7vYxS52sYtd7GIXu9jFLj4YhJTywTYohApcAl4CZoA3gL8kpTz3QA+0i13sYhe72MUudrGLXexiF7vYxS52sYsPhIcRIfQscEVKeU1KGQC/BvzMQzjOLnaxi13sYhe72MUudrGLXexiF7vYxS4+ALSH0OY4ML3u/Qzw3J12EEI82DClXXyoIRCAQJI8kLYECgnxB9hPkNxnHxQUZP/fnz4IuKfzFuteSxAKSHmPbexiF3/yIAwNGUR33khVUHSNJIwg3uG8JQRCU5BhnL7WVWQQITQVoasgIQlCSCTC0CBJkNFa20JTkUkCye49uotd3B0CIRSkvDd7ZBcfLghFRSbxrTcoikoShwAoqo5Mkt3feBe72MVHEStSysGtvvixiUoLIf4TIcSbQog3f1x90BQTU8uxcaF6dwgEFXsfqmJs871Cxd7H/upz6Gpmw+fV7CSKuD8eTtUtcpW9WPlB7OIYmcIwdnEEK1sFcW/ncjdoGjzyqMahQyqq+mDarIoRJsSBDZ/Z5ChS/QBtjXJQOYF6F26zyggm1ur7ITHBfnEMhQ9+UgoKk+JRhsT43bfVVTRb/8DH+rBBNwvYhRHswijF6gFy5T3kiuNY2QGyhTFMu4xdGMGw0u10M0+uNEEmN0B17ARWdoB8aYJMtkomN4hdGEGIH9F0pCgohtlfLOso+rr7WKRk5QYIBaE8oIt/Fw8P2819mgr63edcIRSGy8cpZfegKiaDxSPkMsPrt3gw/bwNai7D6C9+BiVjpCTNrcMoAmFoCC299ozhEsN/8RMUnjy41qM+sSP0ra9Pc6LK0M99HKGpGMNFRn7xMyiWzvBf+iTFjx8l/8wh9GoeNZ9h4m//FJWfOLXallAVrL0DaAV7rT+qkhJHqpL+7xNOKCL9LwT0t0nPJX2/vr8bzk3XHtaw/imF2PK/ouhYZgldtxFCQVXN2+bbrfcDgWHk0TSLhw5FUHpqH4Xj4xs+2xJCbH/d3P7dnbbdIVIlhFuvb42bQFE0FEVjbayyZHMjG7YVG7ZJ21rb7+FBCJVMpopu5FAUDU23UVUTTcsghIqVKWNlKqiqQcYeQNUsVNXEtIpYmQpCqGRzIwwMncC0Sg+1r+tRFSPY5NDQGRZ7KYthxMNcqggl/U37/xXdxCoMrv7OZrbE6GOfQzUyCFVj4NCzFMaPbvm8ufV737IXbr1fvZ/6baZtC4SibrAtVt/fzY5XBMXDA2THC/d16oquMPjMBGKL+0zRVQaf2fORmp+z+RGy+VEy2cH0dWGUXGEcy66SK06g6RmEolEo7kXXs/fUtmmWKBT2oCg6Q0MnyRf28MEHR5AZ2IOeLfXfitW/qpFBaPrGzyG9LiujAGhWlsqRp1Et+56OqmgC3VLRTPVBLxX/REIIUJS117f/VT6aZblubvfFw3gizQJ71r2f6H+2AVLKXwZ+Ge4tQsjSCwSRg6UX8MMOqmIQJT6mlkNTDPyoS5h4mGoWRdEQKHhhm0RGWHoBTbGIEp8gdqhk95HRi9R6N3CDJrEMNx1PESoZvYQiVILYIYh6mFoekEiZrG5jqDaqogMCN2zTC+oM5Q+jKSZh7CIQmHqeRCbcioi4RUgJoRDFPn7URVczmFqWKAnwwtaWkSeabqPpNpncIIqqE0c+od+l5872Iy4eHExTcPiIBhLm5hIcZ619BQWLLC49JAkWNjERCioCgY4JSFx6RKRja2GTkNCQK6vtZMgyJCYwhAWJwMfBwwFAx8TCBiQOXWIiBAo2OVRUDMw79l8gyFFkTNnPipzHkV16tNL+C4WcLALg0iPEB8DAwiSDQODhEOCtvl9/TrdHJWXIkhDj423qhzVgM/apA1z77TMkfoxqpguh2I8wSxmMooW71EXPm6iGhrPQJokStIxOEiYkYYyiqyi6svr+QUFoKpk9FRRTx5trELXdu+6jKCqGlUdRDQwzCwjc7grZ0jhudxnTLiKEiifqmHYFmcToZhYEyCQhkxsgjnw0w8bODxPHAb7TII78HfVZK2SwxsskXog7VUPuMGJCqBqF/cfRsnlal95FyxXJjk1Se+9VEILM0B7CbpPI6aIaJlJKjGIFzcriLE6RhAGqkUHLFQg7TZJg82+tGCYkEinj1NMoJTIKUXQj9SwmSWob9iOkZLI2J/xJglrIA4K43d7wuZLJoA8NIsOQYH7hgcxZ2tAgxp4xnHfPQLx2byh2BvuZUySdLs7bp7fdXyDIWUMU7XEW/SZJEpIkEaaeo+sukjFKWEYBKcEPO+iaRRR7eEGHRN4lsmcn/a9kGfjS0yi2SevV87g3lyg8fRhr3yDECc3vnSdYbOLP1Fb3UfMZhv7sx4laDsLUaP7xGYKF5t0Ppigolo57fRF/roEMIqy9A8gwQivaqFmLqNkjc3iMykuPU/vqW0TNHoVnD2MMlVAsHefyHKptEta75I7vxb2xiFAUgsUmxmiZzIERSBLab1zBfmSc5h+fQZgG5RePsfyVH1L82FEyB0eIHZ/my2cJV9p37/cu7gg7U0XVLKSUKIpGkoRYZpEo8lAUHUXRiCKPnrNEqbSfbncB111BERq53AhRHKAoGrpukyQRSRwgFBXLLNHpzBJFm+e6B4pEEnV9MhNlODuLUc2S2VMlbPSInAAZxQghUG0DvZIlcQL8WhfF0Ih6PnrRJu56ZPZWSbyQ3rVl7P0DqJaOv9zGX+x8oG4JRWNs4jlqy+eJ44Ch4ceYn32TQmkPpXLq2FpaeJ8ochkefQIpE7qdWRRFY2zPx1FVHVU1adav4vstKtUjmJkyADevfosw7D2wIVyPQnEvheIehFBZmHuTUuUAIHB6i4BCvjCO46xQLO1D17MkSYzjLJHJVBFCodm4hmkWMMz8BkLs4UIwIMbwhENL1tAx0dDpUCd6ABHlt0PRDEoTxxCqhowj4tBHUTWMbBm/W0dGAYHTIvTS30jGEV5nZcvHtaIZVCZPoRkZkiSis3CF7MBeFM3EbcwSOG0ypWE6C1cp730Mr72MXZlAypj23EWSOGTg0HP43TpuYx63Ob/9KAlBdryQEjlC4Cx0MEsWmm0QNF2Cto9RsjAKFpEbErQ8rIEsIAk7AWHHJzOcQ8+ZlB8ZonlxGaNgkUQx3oqDNZBFzxqUHxlk+a2ZB76ueDgQmFaJKHLJZoYJvA6Z7ACuU6NQ3kschyRxiO82yGVHUBUD160TBG0MI4+i6Ph+Cynj/vt0voxjH8MoYNsD6HqGdnuGJAkxjFw6H6kWup4ljn2CoMvdbDlFN8lUx8gO7aUzdw2hKBi5EkG3gUwSivtOEHTrOCuzWKUh4sDHXZnGLA6gaOl6JwpcFMNC0Qzi/lrpbtBMhVM/f4jH/oNJOgsuL/+T0yxdbN3voAOQywpGhlWmZiKC4IE0+SODqsL+fRqdTsLi8tocY5rw1BMGcQJXr0UUCwq1eky1qpIkkuEhFUWBd0+HG9bFaxCYRgFFKHhBa5Uv+DDjYRBCbwCHhRD7SYmgvwj8woNqfLz4GLXeTfaUnmC2dZqMXsIJG1TtyZR4EQorvWuMF0/iR138qEuU+AiRYaL0OH7Uww2btL2YnDFA1qjgRz2CyCGONxNCqmJQsIYxtCyKUJhtnsE2Suwpn6IXNPCjDoaWZX/lOXpBgyDuEsQOUewRJ2vtCaGQNSqMFx+j66+QxA5lew+jhUdpefMYqs1C+wKV7D6SJEJXM6z0rtL2FjcPghAIVaXXmkMgiCOfRMZE4d0X8veKOJZ4rqTdTgiCjRe9hc0B5TiXk/fwcdmjHKYta2REjgIVHNnBEBY92WJKXgbAFjnGxX56oks3afY/y1MQFVRUKmKIJst40kHHYI9yCAUVFRVPOkzJS1TEEGNiPy5dbPK4bG9QCRQKooIt8hTxsbDxZTpORTEAikBDI5QBV+UZQFASVQqigoIGSK4n5xhR9lHccE5tZuSV1ePkKLJXOcJCcnNLQsiZ7yDjJCWVCiYDp8ZRdYWV9+YpHR0kv7fM8tuzFA9VUUyN+Veuo2iC8iNDJFHCwms3GX1xPzKRNC8u4cx9MON2K+glm/3/2RewJwe5+v/5KvVXLt51HyljosAhidv4Th07P0wSh3QaU4Ag8NqrYdduZxEpE0K/SxwHBHRIIh/6ofWd5jRJHGx5/22Hwql9HPy7X6R3dZFL/+1vEzV3+FC0c1jVEfzWCnHgkzSWyY6nRr2i6pilQWLPITMwilkZQagqQbtGZngvWraIM38DPV8iOzpJd/oyzsJGst0aGMWqjBC062h2DqHp+CsLxIGLPbofZILfWkHRDPR8iaBVJ2itEHs76/+PHYqCdegg3qXLd900e/IxUDXa33v1NpLGJvv44+jDQyz9q3+NfAAWhGKZFD73IiQJzjvvp5/lcxQ+/yLW4QM0/v0f3HF/CcRJSBB2cIMmkoQ4CVEVA021GK08hqoY2GaFeuc6mmriBi2C6ApJfP+EkIwS6t98F2v/MPajE0Rth/KnjtM7N40xViZ3ch/1b20ktISqoBZtFv6P75I/dZD8qQPU/vDtux4rcQNar1+k+LGjq4SMfWSM3tlpzIkBjKEiUbOHc3mO7PE9KGbqrVRzGWSSsPSbrwGSwtOHMEfL6ENFoo6LkjFwLs+j2CbBfAP7yBhaOYfQNYzRMsZImbDWASnRh4qEtQ7tH14mrD+4uexPMwyzSBx7aJqJ6zawzCK6nkXTMoShAyKN9vH8BlHkraa8CEXFMPLEbg3LLGIYecKwS707T6k4mRqyPyJ3cuKFq+spLZ8hd3AQLTfB4jfOkj8xjkwketHCX+xgTJThqoK9t4K30MYo20gJxeNjCF1l5jffoPLsfjoXFojdnT9bbocADCObpg0lCrqRRYh08RnHAStL5/DcOlImNGpXGBg61t9RkLErLM69QxR5DA6fwPSLOE6NdmuabH6UOH44qychFKxMOV2k+l0SGZPEEYXSXhr1K+Tyo/R6izjdJQqFCYKgQxj0UISK5zYQQkHTTIIgvTd9r7HzYysaucF96GaOzvINQvdeFp0SDxcVjbIYIiFOaSD5sK4/gWZmSeIIuzpKb2WKzvINSpn8vV/zQqBoOq25i5j5AYrjx9CtLG5znmx1D93l71Hac5w49JEywa6Mo5kZ4tAjUx7FaaQEUOPGeztKR1NNDXs0j1m26c21sUfyRE6I0ARz37mKWbEpHR5Az5vUTs+z5wtHWXl7hu5UE6EKJj5/GK/moOdNBp4YwyxlEKqgO92idHQQr+6gZn58Ue1CFaiGSuTu9PkqcbpLJElEHAWARI/yxLFPq34dJPhueh1rmkUuN0IuN0KjcQ1dt8lmh3C9Br3eImOjz+C6dVRVx3Xr2PYgCAj7hE8U+aiqgaJoVKuPIBQFVTVYXjqzes9sh0x1DCNfBgSalaW471EUTSf2PRrX3k2P43ZRVA2zMECmOsbMyjQyjskMjdBbuNZP7b5Hu0MI7IpJdX8BVVPQzAdH8j56VOc/+as5/h//sMXM3INzVg8PKQghWFyKHxonaWcE/+X/pcAP3gj4X//37urn+ZzC5z9r8Vu/45KxBE+eMjj9fsATjxsEgSRrC0xTsLyccPnq5t9CVQ3Ghk7R7s7ih90/nYSQlDISQvwd4OuACvxvUsqzD6p9L+xQsSdwwgalzDi9oEFGL9H1l1nqXmGy8iyWXiSREcvda/SCNBLFUPteLxn3iZwuTXeWMHZZbF/YVs9GVXQM1UYTBpZRRFU0mu4cg7mDG7aLZchS9xJemHo6VbFxIk1kTMOZZiC3liolEHT8JWab77OnfIpSZpwBe5K2t4immhvSzdYj9Nq0gx5x+JA9dkAYwo0bEY8+qmOaEVG0s7vSx+W6PI8tc+xTHkGTBiE+dbmESYaMyK9uW5eLZMiioDIlL61+XhIDmFjMJ1MIIdgrjrAi5xkUYyzKaWpygQlxEEtsHzaZELMgpynLQWaTa3RoAlCkgi9dppJLSBIeUZ7ElBk8HJqyRk92MITJPnEUHaN/Th435HksmWVSeRRdptFClshREkMsJFM0WL7r2BQPD1A5PoyMJb25NkHToyuadKcaWJUMkRcRtFzGP3OQ3N4yMpY0zi1ij+SZe/ka3vLOyANzuEgShISNB082BF6bwFvz6vtuizh0P/STXuw5+K0V/PoiMo7WQnOBJAoBiWpl0Ow8QtMQQpBEIWGnQRL4aHae2HcJWiv4jaUNbQtVwywPpe03lqiMPEt39hp+u0Zh8hiZoXFkkiAUFS2XRqYpmkHQrqHY6TWcOOnCTS0UiLtd1FwOkgQlY5EEAXG7A0kCqoqaz6MYBkkYplE4caoTo+ZzKFYGKRPiZgsZ9rUP7AxKNocQEHe7JI6L0PU0kkdRSbodEtdDyeXS7TMWxDFRK21bGAbG2CiFj3+cpN0hiUKilVraRj4lvxLfJ+70+wgIXUcfqCLjmLjVRoYhUa1G54dvUPrspzeOn2GkfRGCuN1B+juLFgMI5xZof+cVci88C0BUq5P/7Isolknjt34f//rUXVqQhLFLELmEUepY0FULRdFRFY0wcmkH83TcRWyzgh92UIRKktw/GQQQd1zinkfiBSiaiqJrxD2P3rlpuqdvELW2vodlECHDmMQNEMPFTd8nfria4qXaJjJIr/He+Rm8G0sUX3iU4sePkjkyBoBqm2TdfTiX5jYfK07SSJ6+ZeYvNChODhPWO6hZEzVjIhQoPneE+rffxxguIRRB9/QN8qcOoBgaje+mpkDz5bNkDo5Q/aknaX73LN7Nu8+bHzXkShOUqgeZv/l6f4FyNwiK1QNEYY9ee4FsYYww6BF4O1tQdzqzKEqq+RQnIWHYw3FXkEncT0uRCNJo5CjySPoaKXEc0GrfREpJEPZSbT0Zr35+y1P+0KEItJyJljXQChbZAwP4tR5CUwnqPdSsiVAESRARdjzUrEHs+Mg4Ibt/gPbZWcyhAp0rS3jzTcKmS9QL6F1dImo/iP6ni75bKT615QvkciOMjD1FvXaJVuP6pj2iyCcIemm0qFBwessMDB0nDHu0Gjce2PxxO9IopTlK5f1r0ahC0KhfJZOp4HstytXDGEaBbncByyqlfRGCYnEfcRywvHQGmcQUivvIFcbptKbvfmDAsAtMnPxJjEyBG2/8Fq17IoSglsxjCRuJREMnJCDhIY1TEq8S+kkckiQxqm6h6Rk0I0MQ9SOCDQvNzCLjCM1II9ZVzdxkgydRgEwiICGJAqJA4HcbdJenkEmM11qiOHqE1tzFfjvgNObw2ssoqp7uv0NtojiIqZ9ZJOj47P2pozTOLjL/vRvs/w+OYxQssmMFNNvAGsii2QZ+3WHhtSmQkuKhKl7NYfH7N8ntLVE8NJASEd2AzHAOb7nH4g+nsKr3lpJ0L1BNlUzVRrM1vEY6jpmKjWqpNK82KB0oUTpQZvnMEpEXkSln6M51iPyI4v4yMkpoXm2QrNO889w6AIHf7v/tEIYurLNLVdVIn+etKSyrjG0PrN7XllWi11vE8xusrJxjdPQpLKtEuz2VErxWecM5aFqGXH6UMEizJHZCIgpFJfY9FNUAAZHXw2/XCHtNYs8h9hwEkkxllMh3iH1nNX1R0QyUvs2qGhaqkSGkxY87wvzchZD//h+1WFp+cGSQqsIXv2DjOAn/7nec9T7FHwmkhPn5mLPnQyplBU2DwUGVbFbQ7Urm5iOqVQVN3yLdUtGoFA+Qs0dod+fImGUqxQMkSUS9dZUgchgbfJIwcoiTAEPPoakWiYyoNS7jeCtb9Ojh46EkMUspvwp89WG07YYtyvY4y91rDOeP0PIWAFCFmubrCpEuhJKQZF0KWBC73Gy8SSkzwUTxJDfqb5AaSKK/z1ZHExStUSQJ8+1z7Ks8zXY5o3ESrBpYO4UkIYpTb4GUCZKEbrDC9foPSGS07S2exCHcQzTF/UDXYWJCZW4uxvd3Mumk4+PIDjERIakhrKJwrz02yJAVRYaVPUgkXVLPvY6BI9P0MYcuJlsTZ3eDS5eIgISEBImKiobOqNiXpoYJiSkyq/nrjmwTrTsnBQVFqFTECK7s0qK2tbi0IrBH8tijBbITRcK2T3emhTPXpnOziVW1KRysYFZsgo5Pbl+Jzs0G7nIPoSh0p5v4dZfYi/Ab7o7SxRRL59A/+DLt0zNM/6vvPnRR2Ch4OGHvDxoyjpFRmJI/isAoD2IUKuj5MkkYoBcqSClJQp/MwBjta+kCNvJ6yDjup/m5KGYGPV8m9tdF5UmJjCPM4gAyjkjimNjtIqOQsNdGba7gN5eJnC7F8hB+Ywk9WyAJfHIfexZUhc6rr6OYJuUvf5HmN75J5Us/lRIyioJiWXRe+R7+1DRqIU/+2WdQMhkUK0P3rbfxLl/G3LMnbaufmtb+7veIVlZQi0UKn/okimUhowj3/AW8K1fJPvE4xt49aaRhr0v7lVcpfOIFtGKBxPNQczl677yLc+48arFA9slT6KPD5J59mrjTofXyK2jVKrmnTiEMA2EYdF77PsF0uniw9k+i5rKouRzupct0f/jGlr+LMA1yzzyDPjSIUFSi2grt7722Smbd9XeNIpw33wMJ+c+m5+nfnKbxW98gWq7dvQEgSUJ63jISia6kZFBK+sS0nDlss4wfdgmiNAIU5ANJF0sPLjfYdGG9Q7DUInNotE8W+diHR8kcHCHqeviLDeK2i1bKUnrxOOZohe7pG5uajRpdZJxQfelx1IKNc2kONZ8hf+oAQlHQijYyigmXWqz83hsotsngzzyLkjHIHBjG2ptqD4bN/v29ro/BYgt9IJ+mhR0a6S/O5ar2kFrIgBAEi020fjpP1Eg9cJn9w6hZCxknqxFIf9LgdJYolCdXNXvylb0AdBrTKKqOnR9GVXV67dSGyeQGyRVGaddvoGomhlUgDHqomkWuOIaiGvhOnTB0yRZG0PQMncb0qtc7jv0NRrOUMcmtKOXbHhlJsv6+kmkE0Rb4kRBBfaimjlbIIKP0mggaDkY5S+/6MkkY4823MAfzNN64QfHkBLET4C20SfyI3NFRnBs1gnqP0ql9aP1rq3dtmdi/v3s0SWJ8r0Vl4AgyiVb1lOzsIIZZQMoYVTWwMmWK5f3Y2UEKpX043aVNRRNuLeyCoJdGej9EAepedwGnt8wteYOVpbP9vqTFIFyn1v9OoigKUibki3tpNa/Tak6t9mt+9g3uZcFp2GWylQmSyP9AqWYFUUbrO1R7sk1dLtxzGzuFTCKc2jSKpuN3Voj8Hka2RBwFmNkKkdfDzFaIAw8rP4BMktUFuZ7JbyCEZBzjNheJAhe/U8dr1zDsAka2vLpdrzaNZqZRQwiFwvBB9EwBv1snDn2cxmYifjsomkLhUJWoF7Dy9ixmxWb4ub2EnQAE5CaKBG2fJEh/xyROVsl8r+4yWM5QfXwUoQha1+toto6z0CFouAw9t5fq42OoD3FuNnIG45/Yg5E3aVyp4zdcMlWb0WfHufCb51CN9NpRDZW9n5lE0VWcxR7LpxfZ8+I+bv7RNeRdwkbCbezSW2suAMNM08XCoLuq65UkcZrq358bc/kxkAlRHKCqJtlsOnd7/YiiJI7w/daOsjTc+hz58SNp+lpzidh3MPIVIkcljnz8Th0jXyF0uhi5Em59HhQF3c6ThD5app+KH/romTy+srQmgP4jhm0LPvcpi9ERlaXlmFrdIwjT3yRrC55/zmR6NubIIY1iUeHq9Yg33/ZX08ryOcGzT5tMjKkEoeTq9Yh3TwcMVFVefMHkz/1MhqXlhHJJwfclv/37Ds1m2v7wkMrHnjEolxSmpiO+/0aA46bfVSsKp04ajI2qxDGcOR/w/tnwlp+ScknhhY+ZlMsKM7PRepnDVbie5Mz59DnZ7iTMzMaMDCvcuBmxuJjQ7SV0u5JGY/PYJ0lEs32TbGaIeusKA+VH6PTmCSOXaukwi7Uz6HqGuaU3MY0CWt4E1SKKPDT1zjIoDxMPV9XuISBNAYtwgvqqpo+T1BkpPMJk5Rn8sIMT1Mka5Q3RCqZmM1Z8DEVouGGLWIa4YYuKvZeJ0uMsdi7hR93bjiZxwxalzBjDhUcIYw9VaIwVjmMbZUYLj7DYuUwiI6I4WI0yUoTGSPFRskaFkfxRFjuXCGKH0cIxbL3EWOFRlrpXiJOIKAmRSOIkoOvXECjsqzxDGLssdS7jRT9ebQVFETiOxLIEuiE2RAjdIj+UPpGyXs8nuUfGWiJRUBCI1XYjAlqyxo3kAhFhvypYTESEKSx6UsHA7Fctu1vrcpOAdDrhb4SBRUkMcDk5nRpISnlDK1u1vJzMogmdUTHJnLy+ueKZlMRexMwfXSFoewQtjyROUm9nFOPMt6nrCrEX0r7mEPsRSRDTPL9E2PGJ/QgpJQuv3iD2drZAticHMAYLCHVXOW49ZJLQm7tOEvr936VH89I7JFGITCK6Ny+AEJjlIXqz19BzRYL5OkGrlhpTUpKEAb3ZayS3ef1lEtObu54SRYFP58Z5Ijc1SNzlmdT7F0cEnSbNC2+ShAFC05FxtLo4APrak6noJJpOMDtH7/RpCs8/jzk5iT87R9Lt0n3rHUhi7MceI3PkMP70FPbjj+FPTdF75z2EopD0o2wyjxwFoPH7X10NNVaLRTKPPkLn+z8g7nYpfe6zmHv3IBSF2HFofv2bWAf2k33icbzrN4iWV+i89jpqNkv9d39/9byjRoPOD98EKck98xTWgf2rhFDc6dD61rdRiyWKn34R9/yFNILoNhgjI5h799B5/fvIMKT00ufRr1wlmJ7Z/scUAiWXpm/cgn/tJmrOJveJj+FdvIL0A9RCnsTz+tEx2yNOQlpOKncXxi6LzXOr34WOS9vZubG+FZ74pZMMnhhg5UKdM796htDpe6Zdn9o330UmCf50jajRI/FC6t94F2OsDLEkdn2Utkbz1fPIRJI46bUXNXr4c3X8qWW8qc1eJRnG1L7+DuZYhcQL8KaWQUKw0EAYOu6NJeK2A6pC3POJHZ/a195GxglRy6H+R++lEUheQO/0jQ1aXTKIqP3h2wTLLfzZGjKMiVo9at98D9U2qX3tbeK2m35e7xKstEnctN/hSpvED/FnVtI+PWioKopuIDQNxbLQSxW0QgElk0W1s6iZDEI3EKoKqopQlFTLK4rSuSCOkGFI7DjEvS5xt5P+7XVJAh8ZRen/OL6DvsY6MkCkixA7N4SUCUkcUijvpducoTpynChy00Vj/1pOtx0kChzC0KFYPUi7foPS4GE8t4FlV9CNLG53mfWctDBNVOuDOUgeNGQcEzu91WjBuyF2A+qvX119HyyvzRPWWAm9mKH59k2CWpfl71xY/c5f6uAvpduGDYflb59f/a79/h3mjx1D0miexTCqxGFAo36VOA4J/E6qM+jW6HWXUFSdTmuaXmeeKHSIk5CFubcJ/A4gWV46Sz4/Tqc9SxB0qA48gufU8f0Ho+OxZc83kE1yw9/1391yZjrdRUBs+O6eCCuhkK1MoGpGmhb+AaAJg8VkKrWLH1Jk0HrcTsK4zQXac2tp873aFL3aWoTpypUfbtmOTCJ6K2kKeeSlawmvtZHMirwutWtrdXTqN9/b8H1n4Qo7gUwSVt6ZwyxnkIlMo8sHsuh5E2/FIWi5zL9yAy2j0Ti7iNdwcJfW1jd+w2Hh1RsomkLnRhO/7pAZyiETibvYYeG1GyiqQudGfUtnomJaKKZ1z5rKMkrnVKQkiRL0rEFvoUthb5GGF6GaKm7dQSYSr+FhFExkLAk6AZ2ZNs5SjyRK6My0aVyu39vB+4iTiEb9ClHkEoYO3e48um6ngQRxQBB0adSvEMcey0tniGMf0yymsgdRGgXfat1ECEEQdKmtXMA0CyRJtKMI+dhzaF59d/V90KnjLE1z6750lm7i9IPP19NZndnLdGbXUvVr51//QOf/IJEk4LgJByZNfvqLGd57P6DdSeeLYkHh7/zNPJ4vuX4jQkr48z9r88u/0uUPvu4iJfy1v5zj1OMGl66E5LIKeyc0Ll0OMXTIZRVyWYVaLUHTIInXVnoTYyr/1X9RRCaSWj3hC5/P8NgJn3/2yx2iCE6e0PniFyyaLUm1ovCzX87w3/+jFu+cDjEN+M//Vp4Tx3XOnQ955pTByRMGr/1goz3vOJLX+59FEbzyqo8Qtz/ut58bZV8vWMoEmUSoqp5G3vadMXEcEidhag8kMYmMHpyD8QPiI0cIOUGdK8svEychV5ZfSQcUyVTjHRQUYpmmhc023ydeN7hB5DDTeBegv02Em4TcqP8QEMTJ1iHdHW8RJ0g9cFImJDLGizosdi+tRiJJJDPN91aPl8iIxfYFljqXN2wz3z7HQufC6mde1O2HZ0fMts4gZULbW0AV2ipJ9EGhmhmy4wfpzV0n9j549IaUknxewTQ33QlEhIT4jIi9RCJMU7fuwNiraBREmbyoYGJREcN0ZIOQAEd2GVMmGWEfHdmgS4umXKEoqoyJSQJ8JAmLcpqGXGJYTGBhUxKDBPLOXsyEmK5sMaiMYUmbulzadtuYiJiIar+yhS7uzNZKKfHo0Urq7Fcepcowy3KeDR41CX7dwa+veWE71zY+zNpX1963Lq1s+dpZ2LnWRu7oGFruR1AZ5iMHSeSsjWPYaRJ2mqvv3aWZtNKHqqHbBcJem7Dd2OSB8etbaHvBasjvpqNGId7ymrZ+0LpT1IpYWxh6HsHcPNLzibsd1GIRIQT60BD2ycdACPSBAZJuF0XTUe0svbnTSN/fQF9q1QrB/EKaktaHkrEwJ8aRTz2JjEJkGK4KXIfLy8ggIFypIXQDxbJI3K29X+bEOJlHjiIBc3QU78aarlK4skLsuMgoXTgrudyWhJCay2GMj5N/9hlkEhP3etzN2lTzOap/5S+uptulAyaRcYywTEpf/gmSz70IQPuPXsZ58907tvewMXCsyp4XJhCqgqKtuaRknOBPp/d53POIe+l8FjV7RM21udvv+fhza/OEVsqSBCHuFuld6xHVOkS1jWPuXNxmHwn+dHpt+jO1DSLWW8G7kc6lQW9t8eevI3iUjEH22B6EqeNcmF2dFh8GCSR0Hb1cRS9XMIZHMUfH0KuDaPlCmv6ppFWE0r/9e0zAhuvs1vOrT/5KKVej7ZCpbkPUbhKsrBDWlgnrNaJ2i6jdJGq1kNHWpKOVrZItjKJqJrpu40VNPKdGpzlNobofKSM69ZuofdHQpE843Bow32vSbc2QLY6AlGiaRa+9gNtdRwKqKoVTz1D59EsPfGw/CMLlJRZ/5zcIa/f/W/uLbYJ6j8T/0URGQ1qRxy4ZRH7C0CMmK9cWECaIRJLPmsikR7teX81GiWO/rzGyBtdZO3e3t0KhsAch0qpvcZxqP94zhEDNF9ALJZRMBqFp6QI7CIi7HaJWk8T/YJFd9xsRJhSF/ND++2oDCcPKXmJCerJDU/7JSye9b0jwVnp4K2vPB2e+g1hwUFUdGUNvdiPRGLbTOVpRNIRQ6E41N37fWZvDuzc3fnc7is8+T+n5F+9ZZ8m9fpXl3//3xL0uoRtSv7CC1/QoRAmd2Q72UBav4RM6IbEbUj5SRctotKdaWCULZ6FH0A3ozt6H7pxMVknYWxpet5Oyt957fe2s2yMou92Nz8/7F4b/KIh2b4bnSb7zso+UcPjQZjohkxGcORfyj/9pmySB/+w/zfOZFy2+810P15U8/pjB2fMh/79/2SEI0sup50ja7Ziv/IHD8x8z+f4Pff71r/WIQknYX9J/4SULy4T/+v/ZptFM+NQLJn/rr+f5xrdczl+MeO0HPm+9ExCGUCwI/qf/V5nHHzN453TIY8cNnnnK4B/+4zZvvRvw6FGdk49tXTH8dtyLjpGUMT03nbvavXmqpcPoWo5a8wqJjFfTwuIkwAtaaSp37BFGD14LeKf4yBFCEknUJ0qidYRJnAQbuLrVimF9Sk8iCZPbH3ZyQxvbH2+jp+P29xuOt7rN5nY37bcuS+AWM5iSTvfPEtqjk+z74l/m2r//5/Tmrn3gdjRNUKko+IHsT/5rd0RIwFRyiYKoEMmIq8kZPBx6soPsp+OF+MzKq/00K4GC2id8BLowVsUCW9RAgom1Gonj4662r6Diyl4akSNnCQnQ0JhJrhATb47KWQeJZE7eoES1HyUkack6juiCmqYXz3INH4+YiJvJRbKigCdd2kkDH5eanO9XiEuJsFl5lQCv35cQD4ebySU0dDaO0o8GQlWw9w+SPTyCNV6m9PQBFEun9PQBtMJGj7FzfYnlr71P7N5+jaa91stZik9OYu8fRM0YhC2X7oVZOmdmiJ3N17VQFfRKltyRUez9g+glG4QgbDk415Zovz+zSQNF6CqVF46Qe3SMpT88jb/QJH9igvyx8bRajBfiXF+m9c4Nwnr33gZUERRO7KHyyaPIKGbl2+foXVnYcRsyiXHmNutBPFQkqUaPEALFziD0NFRb9gmO9A3cIouyTzxO3O7Qfu11ck89iTE+1vdExCiZzJqh1n+CST9AtTMbDDgZxQSzczS//g2iZist8RwnZA4eQLXT31AxDECuCRje8haqal+zCLJPnsK7eg3nzBkKn/hEP7ophZLJIFQVYRigKMhw6/k2CUOCqSkaX/1D4l6qo3S3pPHE8+h89/V0QXQXBFObCl1+5BE7Ps1Xzt19wx8nhIBE0v7+xYdTSUxR0HJ5MvsPYR88jDk6jl6pIgxzQ+TYPfV3/dstNtEKRayJfUDqqY+dHlGjTlBbIViYw5ubJpifJ2cPY+eHKVYPkMQxmmYRx32NEJn0tUskUegQ+F1KQ0fQdRu3t4KZKZErjqObeXqtWZI4TOeCJEFRtfTeVDRMu4zbXXNwKLqBlstv0esfPeJed8NcoBoZFM0gdNusjaxcfW3kyoROG7lFOryMkx1XktwOQihpVdY43KApsh0MW2P8sTJLV9oIIFPQKQxn0DMq+WGL0Is59/U5QndnpE6ShNRXLpLNDYMQLC2c3jalZZsTQCuVyT92CvvAIfTKAKqdReh6Ovf7PlG7hb+4QPfMuzjXLm8Q7BdCQTUzSCmJA29HY7Czfil9uQYFM1/BLo3e+gJF01crI22FZIvfYkHeRJHpdRPfwa5bD/PgONFyk8TzkWGMUBXMw6kgvnd1lqRzNx1FgaobWPlBspUJjGwJVc+khTHikNDr4HfrOM0F/F59VW/wzk0KND2DXZlI27SLCEUliQK87grdlSm81mI6BjtGqmOjaiZCqMi+LqoiVBIZY5mlNOU6dAjCHrqWIYq91QpaYehgGHly2REcd6W/X0IcewihoqpmWgjEq/UjHMRqcZAU6TkLw0TN5jbc3zvBetskCRLmXk8j+Orn08Vxd7a9YVhvfOPq6mGFIpB9+8OrfYBFswDdUkEIIj9Gxmlbqq6gaH3pEEDGkjhMVo+1o/PSBIqmpFXfII3ijeQGfaMdtaP221HX7LckksRRsmP7VdEEqqak9pxMUwXjMOk3t65KtCJQ1dREFCKN9tH0dDYOQ9DSxwxheGciJJHbm2oC+P4bPo1mgqLA1EzEi/tMdF3QcyRf/5bLX/pzWQYHFb71HY9Xv5+SSxIIo3RqiGNJGErWa2g//YTJoQM6f/fv5NNCAgWFgarCyLDK+YsR+ZzCiy9YHD6oUSopHDqg84M30vX35D4NKeG99wNcV3LjZsTNqQcfmRMnIcv1NFo1CDvML28s+LH2XY/gIVWavFd85AihLaEIlIyFDGOUfJbESScLoWuo5SLRwnKaLvCRKJ34AKAo2CP7EOr9/7xRDEtLMUkCSbx5/Fx6uHLzxWzqefL6KD1vma7oIqRGIiOaotEXvozJ2yNEvSidtEjoKh06tEmSCFUYCKEQyoiW2kSgEiUeOpnUuyG6xEm0moOvYRElWwvyqRkddEEjXkGoqZc4pZA8qsf30r64hJ8JSBYTNNvEkx6BEa7mXhML4iJEvRDTyJH4EZ2kDULFU/10RuwKnOTHVy1HsXQGPnucwsk9KJaOXklLYhqDeQrmbdeBlAht84NcxgmZPRUGP3+C7JFRkEkazWDqxO7j1L97gdlfe22jSLUiKD61nz3/8ScxBvNpmlKfxlctnSSM6ZydYfpfvoJ7c82bLVSF3KPjDL50grDeQy/ZVF44gtBUEKBaBjJO6F6YY+pXXsa5trSzB6KAwuN72fc3PosxkGPpq+/izTc/9A6YcGmZ3NNPkTl+DGNkOE1l2RaSuOegFgpkjhzGOngA6fskno937TrZx06gmCYoCv71G8StFu7lyxQ+8QLZp55MFw7NJlG9TlirkX3iCYKFBRTTxL1wMU2Z2z+JvbyCuW8v/tR0P2InFaOWcUz28ZNEtTr+1BRJz0GrVMgcPZpuvy7NyxgZwT5xHL1aJarViRpNtIEqxsQ4Sj6PObmPcHGJcHGJxPfJPvE4Ya2O0DScc+fhDpU0ZBDivnvmnsZZVQ0y9gBx7ON77du0VD5akEGEe3n70sQfBiSOv6W20X1DVTGqg2SPPkruxBPolSqKad3zAuV+IfqElJbLY07sRR57jKjVZPkPv0L32nXcXq0vVhvS68z3RWxDEpngdpeJ45DFqTdTMVvNAAlx5CGB2WuvpHpmcQCtWeIoYGX+fUoDB+m151EUnUy2uoEQ+jBDNW2yg3sInQ6KbvRT80IUPV2E6tkS7enz91Rt8l5QnjjBnpM/xfU3fov20t1Tc5JY4jQDrLyOZqkYWY04ThA+dBa91UXWvcD3Wx84RczaO0n1sz+JtWcfQtc3EJ4CFTQdNZvDGB7FPniY1huv03ztuyReag9rVpb86GHiwKWzeC1Nm74PCFUjW57ALo2SKQ5hFYax8lXMbJpmrxk2+576WSYe397pev0Hv0lnaS1NUCCI+mqTGjq2yNOSd+9n7rljKNkMievTe+M8im2RffIISRRjTo7S/Nr3kd7W/VB1i8LwIQYOPkOuMoGimSiqvpa2LWWaDhSHxKFPt3aT6Xf/EL+7ffSkqluUxh5h8OBz2KVRFN1MiVxEnwwOCX2H9sJlFi+9htOYZSdGiiJULKuMZZWJk4DAb2MaBYKwRxg5qW2NJJExlfJhkiQttd5zl4n6KXxCCKLIJZcbIQwcdN0milxU1SBJYtqdmdXUp8LAfvLlvTQWL6JqBp36zTt17/5x+xDciuSMU4JGyWVIvCBdmNwjCqM2n/8Hp7ArJq/+83NMv7HMyPEyB18cZfhYGbtsEAUJrdkeN19f5Prri3QW7kw8qYZC9UCB/c8PM/54lexQBkUR9GoeC2cbXH9tkcXzDSLvzv1VVEF5Ms/kc0OMPzlAYdRG1RW8VsDi+SbXX11g/kydoLe9PaRogoGDBQ59eozxJwawKyaRH7N8qcWVP55j4XyDJFwb4GMndPaXTLrdBNtWmJ2JePxJA8+TXDgb8fgpHcMUvPqyz/x9VA7r9ZLVpXci135SgN/+PYf3z4a89FmLv/aXc7z4gsX/+E9atFp9R+Z256rA9GzM938YrG7zlT9wOX8xpFgU/Fd/r0gmI/jaH7l0OpKD+7VVH4SirAYAp8eQD11idUsYOhSLabCFqgriSCKUlFzL5wRCwPxC8iOlLf5EEELCMDAP7ydcWEbJ2QhNRS0VidsdjLFhhKKkHuItCI0/iVBUDXvsPsN2+3AdyR9/595T15IkQlV0cplhFKGiqSZ+2EFVDHQtg+M3UIS6Gk1jaDZZa4AwchBC7Vf40QgiB0WoqIq+GjmUMUoIoazmYkaxTxj16LhLxLcRQkJTyB8eJKg7WEN5pJRYgzn8lS6RE6JmDJIwJre/CoBZzSLjhNyhQYJaj8SP+pESKs5ME8XUiN0Qo2Kj6Cp63iRourQvLhF178/Auh/EXsjiV9+l9sfnQFUY/bPPUv3kURo/uMri7769Qcch6vlbR/oYGsNfPkXU8Vj4ypt40/WUYHlsLwMvnWDwJ0/iTNdY+v131nZKZF9jJKTx+mV6lxcJ6l2QkuyhEQa/8BilZw8SNh1u/LNvIm/zmKimxvCXnwCh0HjtEp2zMyRBRGaiytAXH6f41H5Gal1u/vK3iXt3GV8B+WPj7Psbn8EaLTL/228y/+9+uOW5/iih5LPYTx7DO3+VaGnrvHfv+o005WVoCH96Bn9qmqTXw3n3vdUUK39mFmVlJSXK3nwL+9ij6AMDdL7/g7RaWhzjvH+GxHHQR4aRwa0UMAhmZml/71WsyUmwbaJ6naTn0Hr5u2SOHkUfHiJuNFc1UYKpGdRSkWBhAffs+dXrJ3FdOt97DXP/JEiJPzVF5/s/IPPIUdRcjvbLr6x6E70bUwQLi2iDA8TdDs65CxDHaNUqaj6Pd/UqxtgYiecRTM+kfTlyBH14iHBp+QMR+GqpiFospMTvOkQrdeJ2hySJURSNXG4EfShHpz1Lq3HjoQm77uLBQ7Ey5J94iuIzH8cYHP6Rk0DbQQiRRvmpKuHKMnHkEa9LwQluIzpuXXG3hEiT20qQr6/iuPZZh05zNtUXCh06jZ1VfvpwQOK3a1ilIRTdJOqnsmtW9sFGrGyJNFojUxhE0XaWHhD0IqbfuXedknJJIY4l7c7m+csw0qn0XitG69UBBn7iy1h7J+8a+SYUBS1foPzCp0iCgNb3X0lTHX0Hr7WUOtEegAitaZfZ/7G/QKYwtGWfhKJg2JsrH66Huu63MLDQMSiLodQphE4azX33ijvC0AimFggXG2SfeZSo0cY5fRX3/A0qP/dp1GyGaAtCSLPyjD36aQYPfQzN2CbFXghUxQDNQDOzeN3aHcdP1S1Gj32G4SPPr1YS29ieiqqoqLqFefBZspUJpt75fdqLl+/6zEtFjnup5lgSEMdBmmIi0yiEVI8kIoo8ZBKn5FAc9rVv0j6HoZNq5YQ9BApB0E3HW9EJQ4doXcpKtjCG7zTQzRyWXXowhJCqoJbyaWq3UIg7PdRCFoC4nVYVVIs54o6DsXcYYej412YhTjD3j+NfmyUhQLFMlIxB1EjtI61aTAn1RhsZbr7BVF2hMGpT2pNl8FCR4pjNc3/1KIXR7IbtRo9XOPyZca5+d56X/8lpmtNbR29opsLxL+/j6b98hPKe3Gp00C3sf36EEz89ydu/doV3fv3qqmbgVjj8uXE+/jcepXogj3Kb7bL3mSFO/PQ+Tv/2dd74V5dwm5uvY0UTHPjEKJ/4Px1n4GBhQ1/GTlY58tIEp//9deJ1BWkGhhSsnMbSYkK5ojA4rHL5Qsi5MyGf/LTJ0lKC70kOP6KxuBDvVApuE+50Rfs+nD0fcu5CyJtvB/yP/12JX/lVlVYrQiaSIJCYhtiUmXjxcsiJYwbfetmj0dzYsf37VJ5/zuDv/zdNvvs9n4GqQtZea2B+IUbTBBPjKhcuRVTKCmMj9y5+f78YHlY5clgjYwnabYmmp2TVykqC3e/vwmKwSwgZWhZdy6R6BlG3X9HlDpCSxPHSssqmiSCNQBCGTtxNoxnS0M+dXdEjL3wJe3gviz/4Or3ZNN1KaDqDT36awoETuMszLL7+tVUtEr1QZvxTP0fsu8x8+zeRUer1MivD5CYOkBnai54tgFCI3C7u8gyd6+fwVuY3PFiEqlJ+9FnKjzzF0ht/hLs8Q+HgY+T2HkHP5EniEG9lntaV07iL0xv21ew8hYMnsIf2YFaGyQyOAzD+ub+wwRMkk5j66ddoXFgTtnsY0LUMupohiNKSiX7YIWsN0vNW0KSFrlpoqoWmZgiiblrpQmgIoWJoNqpqrJJBQeRgaDZCqChCIYq9VXIoSSLiJMTxm1trLsnUUFdtI42MUQRR18df6SEluLNNZCL75W5N3IU2QlUw+no/QleJ/YhwxU23y+ioZlqOXABB0yNsefeaSv3gESd4M6nxKlSxqj0S1rt0L83viAJXTZ2o7XLzl79D+92bq/dL+/Q0KILhL5+i/OwBlv/wvQ33UufsDJf/h98l6vqrorEAzbeuE/V89v6VT5I9OIwxWMCfb244ptBUtEKGmV99jaU/eGeVvGmq1wjbDpN/6/MUn5xEL9lbE0K3qjMJQeHkHvb9p59DL2eZ+40fsPC7b//YySAANZ8l+8KTRMuNbQkh4hj3/AXc8xc2fOycXSdsPL8WDZJ0u1tW7JJBsGU7JAnB1DTB1MYFZNLp0nvzrU3tRPU63bfe3vT5LRLIn5rasG3ntc0Ch8FMP1LoytUNn3sXL+FdvLRp+7jRpPuDrQU77wZh6OSefxb7qcdTge7bvm9/+xWct08DqYaCqhk4veWUHMqP0mk/CPHZXTxUCIE1sY/Kpz9PZvLAB08Le8jw5maIezuLFhUiNQJ3XlJX4naXPjJRQesR9lpEbge/vdIX8Y77JdzTQhJCiJQY+ohjeFBlsKrSaCaMDKuEoUTXBK1OQrmoUG8mvH3a3/ECS+g6hac/hjWx556ud8UwKX3sE7jXLuPPzaQpY0aG0Gk9kGj5JA5oL1zCa63p6amGTX5gH4qmk8QRvfo0obv9vRCs+y4iICbCx6WTNNHRsUR2233XI247BDPLhEsNch8/gVAV4lob6fdTu5TN46YZNhMnv8DA/idRNTMVDXa79OrTdFduEjgtkiRCM20yhSGylT3oVo7W/AUCd+soL6GojBz9JMNHXkDVrTQ6pz5LY/p9evUZkjhCt3Lkhw5QnjiGmatil8eYfPpn02ip5TunqksZ0+1tFKr2/TXieL3WzXa6Nrd0ooLg9iI6mxEGPbKlcWQc0WlM3XX7nUArFzAOjKBVi4TzK0QrTYz94whNxXn3Isa+UVTbIgnCdJ4II4KpBaSU6GODBHPLaIUs9uNHSFyPaLGOlBJjbBAlm6H99TuLLWuGyomf2YduacRhwtu/doXFcw1CL6ayP8/Rz49T3V/g4IujtBccXv1nZwluI3MUTXDyzx7guV86SqZgsHC2ztVXFmhOp2uZ6v4CBz85ysDhIs/91bSgx9v/9gqRf5vDWhUc/swYL/7nj1EYzlC72ubq9xaoXW0TRwnFUZuDL44xcqLMqZ8/iKIqvPYvzm2KFBo9UeHTf/ckpYksXjvg2qsLTL+5TOBElPfkOPDJUR77mUm87voU0jQNr1BUcB2JqkGzmUakZGzBylRM4EsGB7Vt1zfVssLxYzrPPmUyNKDyyRcsBgZSguduKJcU/vpfyREGkk5X8sgRjavXIjqddGJ0XMm7pwN+8iWLREKnk/D7X3NptSW/+1WXJ58w+K//fpHzF8OUQJHwL36lQ6crOXcx4me/ZDMxpnLsEQPbXiPZ3nkv4NKVkP/q7xX5wRs+Y6Mq5dKdnUqaYmKqWaIkwI/vft/cgqlm0ZXNRR4kCZbZpVBQ8FwJSuoo6PUkhiFYqSXk+lFCqtCwtMJqtev18OMeYfLgNIc+dISQZRQ5PPZZdM0mij3mau+z0t68eFgP6Qf4l69vfMj19W7CD/Lck2CP7ksrDc2l7apmhtzeo9jDe1ANi3qutEYI2QVye4/SvvZ+vw+C7PhB9rz086hWliT0iZxOGp1SHaGw/xjlo08x/8pXaF9frwEh0HMFMsN7yB84RvnRZ8jvP0bs9UiiENPOkdtzmOKhk8x993doXzu36lXT7Dy5iUNo9kb9ABmHmwihB1WiMFsYpVg9AAi8Xo360lp1D8ev4/hri19DyxEnIT1vBbZQ2Qljh1rn2qbP19rbWeloIdRUsyGJaDdSUqNxegv9kNsOs/jy5Q2fufNbPPAl9Kbq62UPPvSpSPeKxg+u0Dk3u4Hwidou7dNTDP3U4+ilLFohQ9hYMzaSINpQEeYWZBDTuzhHUO+h2gZazmKrGB/nxgr1Vy5sIG9knNB+b4qo66NmTYxqHm+2sWnfWyKjuWNj7Pubn8UcKjD3699n/nfeQgY/XsX+jyq86zeIOzt/6H0YoA0NkP34MzhvvYt/+fqa7lIfUaMJgKKo+H6LVjP1dKqqvqPSyAPHqgw9NkTjSoP5txdQDZXK4TLFfUV0WyPohjSvNmlcb5LcLZWk/5zSczrVIxUKE3lUUyNyQzqzXWoX64TOXQwqBXJDWSqHy9gDNkIVBN2A1s02jasN4mDrPuRGsuz55AR+y+f6t9IxKEzkqRwuYxYtQOLVPWqXG3TnunfVUVA0hdL+IsXJImYh1QrxGh6Nqw3aM51VnYb7hVBV7MOPUH3pSxhDwx9KIggAKXFvXEWREUPDCu2OJEkkWVsBQWr8Afm8oNuTjI6oDA+pnDkbEEWpEaxpKUnkffS5kXUQ62yPe9NM+ag9ZBUFDuzTmTUjDuzTcb2EniMxTcFKPSYI5D3xMVqhSO7YyXuXABACrVjCPvwI/vwsEolqWOiZPEGved92YOC0uPnmVzYIbWUrezjy4n+MoZWIQ5e5s9+mOXd++0bWDURCAiQsy9ReC1AI5c4cOu6Z6+RffBxh6ET1NkrGxDq6F31sAISC9De2IxSV6uSTDEyeQlENpJR0lq4x+/436azcSCt/btwDRdXIFIcJvc62hFph+BCDhz6GqltIGbNy/W1mTn+d8DYCqTF7jvr0++w99WVyA3uxCkOMHv8M7uvLRP6H59lbmztNrzWHTCI8Z7P99UEgNJW44yA0lcTzMSbH0s9aXdRcBn2gRNTspNFCqkJUa61qQCV+kDr7NZVopUnc6qLYJgQRQtcIF2tbRgdt7ABUJvMsX27x7f/pPWbeWl4NThQCrr48zxf/26cZOFzk8GfGePfXrxJMbfxNRo6VefIvHsIum1z+9hwv/8+nac07q1OVUOD8H07z0v/1FHueHuSpXzjE9JvLzL+/0SFY3pPluV96hMKozfQby3z7//0utevttWBJkbbz2f/ycQ59epwTP72P6beWufbd+dVLUNEEp37+IKWJLKEb8f3/5QLv/uZVIj9ZbePs793ks//F4xz6zNjqsSWwvBhz4JDGu28FqKrguedNrl+NWFyIeexxHQlcPBduS16PjKh87lMWqgbffc3nyEGNallhfj6m3Un4rd91mJ5J5xmZwLkLIWEg8XxJHEvOXQg5eVynUFC4cCnin/6LDotL6cHCEH7jt3t0ugmH9uvo2lqk0JVrEf/g/97kpc9aTIxrdLsJb74bEASw4iX8w3/U4idfyjC5V+Ot90Leu5wwfyN97nR7kn/4j1v89E/ZDFQVXn7V54dvBSwsbj0fChQmC0+xr3CKlr/A+ytf3xEppAiNyeJT7Cs8tek7P+5xtffrvPFml9k7pONJCWVziJODX8TUNmsDXmq8wo3Wgwvu+NARQuXsXnQ1w4XpP0zLst8tOugWbp+g78MD4tXmkUmCURxAqBoyClEtG6syjFdbQM8V0XMl3KXU224Uqyialkb89EvNBZ067evn8GoLuEszxL4LUmIUqwyc+hTZsf1UT75Ad+bqplxuoWqUjjxJ7PZYfO2r9ObTBY6eKzLwxIvk9h5m4IkXcRamiHqpd8BvLDH33d9FKAqqZTP5pb+CUayy9MYf4SysZ/Zl2pcHACkThFAYGDuJ7zY3EEK3I4wcgujWTbTdb3P/hp+iagyOP04UunSb06kQ9E6avX2bu3Xxo2Wj7ggyTnCuLqc52rch8SOSMEofxvrWC2hhqKimjtDV1Uo+as5K70VFrAnlrT+mlARLbfytCKUoIfYCtKyBcrsO0rp+5Y6MMP4fvYA5WGDu13/A4u+/sy0ZpJYL2M+eRB8dTCMKLYPE9ei++g7e6Yuga2SOHSJz8ggiYxEt1XDeeJ9wbnlVfU8fG8J+5jG0wQrS93Hfu4B79spqXruSz5L92OMYk+MkXYdgdjFdJXxEsCm66CMAxbKQnkfvh+8QN7fx3goVRTWIIh9Nz5AvjNNqXN9RZZ2xZ0d56m+e4urXr+O1PI7+zGH2vDBBpppBNVRiP6a33OPmy9Oc+/XzOMvbz7EyTqg+UuXozxxm6LFBrLKFoiskYYJb91g6vcTpf32W+uX6lvOMVbY49KWD7P/cPvJjOYx8KkYe+RHOssvCO4uc/3cXaVxpbCJ0ipNFnvk7T9Ge6VC7WGfPCxMc+tJBciNZtIyOEBB0Q7oLXS7+zmUu/94V4mALg0VAcU+BR/7cUcafHcMestEz6T0a9kJ6S+lYnP+ti7gr9/m8UVWyjz7GwBe+hFaqfHjJICDqdYmX53nuSY3DhzTiBBYXYwaqChPjKmfOpeV14xgsKyWABqoKN6ciqhWFJIFqReHq9Yip6T85aYyZ8ghCKLjNhT4RcbtYLavEQho1BHqmgGEXcepzJFGAUFV0K0/kO3ctaS4UFc3IIBQtreoaemy6mYRAt/LIJCHyexu+V1QdzcwSBe6mYymagapbff3CtO0kWntm3pyJWFjqoWuC85cC7IzCxJjK2QshQShvr81xV+jVQfRyZec7bDhFQWbyIM3vfQfR/7eqIvtAIDeei5QbT229WMddoKKREblV4Vtd6JjYePLukSne5WnidhfFtohWWkgk5t40CqX3xgXi7sY5yLBLDB58pk/cSHr1Gabe/n169e1SMGU/2mf7SFLVyDCw/+lUPFoIOks3mT/3nU1kUNpcQnf5BrNnvsmB5/48hl0iP5hGDS1f3Rwlq2Qz2M+eIG52cN9PS49nnzkBApx3LiLde2OPhWWSOXEI582zd9zOLozQa86iqDrZwgi91p0rWu4EMk6QfkDieCR+SHBzHn18CBmGhPMrKDkbxbaIW6n0gHV4L3Grm1ZXHRlAej7B3AqJ66eVUQMVFAV9fJDE9RG6dkdSSAhBHCa8+xvXmH1nZUOmqpSwdLHJje8vUtlfwCoYlPbkaKwjhDRL5dCnxyiOZ2nN9Xjr316mNbdRtFwmUL/R4czv3WTokRK5gQyTHx9i/szaM11RBfs+NszQkSJuw+fNf3OZlWvt2+4n6Cy6nP73Nxh7rEpuMMP+54eZemN5NQVt4GCBkeMVEDD7bo3zfzi1Rgata+OtX7vCxFOD2JXUcXP67ZDZ93zeeyug1UqIYxgbVwlDWJiL6bTTqKGpG/G2t/DZ8yH/zfntNdH++f+6Nm6JhDffDnjz7bW58g++5vIHX9vePmg2Jf/Hb66NrW4KDp7M4nQi7LLO985Keq+lQtTZgsaRJ3UCLyFK4N99LaA4qLMyFzJ+QOX062vz+MJiwi//y50Rr4pQqGb2oqsWOWMAWy/tiBCSMqHtL7HsXENXLHTVJKMVUYWOQFCrJfjx9mN7C37isOzewNaL6IqFqWYx1Vw/S+XB2kIfGkLI1PPkMsNUCvtRVYOCPUacBDS66cNAU0xymUEcv0HWGkBXM3hBi467iCS9+LPWIFmzQiITut4yXtDsty7IWQPYZoVExv3vtr+IvfoiMoowSwMomk4chZilgTQy6MzrVE++gFke7Bs0CVZlOC0/XltY1drw64vMvfzbyHhjRI5XXwAhyAyMYhSrGMUq3srGSVYIgRAKK+99j/qZ11e9FV5tniSOsIbGsYf3oOeKq4SQjCOiXnpOSRisaodEvQ5h58Ew+7fD6SzhdlewslU0fYtc6XW49Rt9FKCoOlZ+EMMuomg6W9WaifwuneWbyCRC0QwKQwcQikZn+XrfuNwIM1clWx4n9Lt0V6aQSYRmZskN7AMEnaWrfaN1i/5oJoXhg6mYdm2qX6XlwSMJ47Tk9ZYTlNzWiFVMjeyRUQqP7SF7cAhjII+aNVEMDcXS0XIW3kJzm4NKoq4H26Vz3mW21MtZxn/heXJHRghqXbqX54nd7T3QhS98Em2oQve1t9HKRfKf+zi9H7xHcH0GFIF96hj5l57Hv3ideG4J48Aeyj//Rer/5veIFmtoQxVKf+EnSVyP4MoUaiFH4YufQhg6zltnAUH+M89hPXak/x7sp46jFnN3PI9d3B8Sz0dGEYqd2ZYQymQqDI4+vloaOpOp0mlNr5ae3QlK+4s8839+ivLBMp2ZDrULfZ2tPXnKB8sc+/OPYGR13vrn7+K3tl60Zqo2T//tU+Qn8jSvt1g6s4xQBLnRHOWDJfa/NIlu67z6P7y+iViyyian/vrjHPqpA6imSuNqk4V3l5Bxglk0qRwsc/jLBykfLPGD//kNls9srb9hlS2e+GsnGXtmlKAbsvjuEqEbYeQNKofKVI9WeOKvncRvelz/9s1N935xX5GP/b1nGTk1RNAOWDm3kp6vIsgO2lQOlTnxC8fIjmR585+9fV+kkH3gENXPfeFDTwYBBEuLqG6DY49omKag3ZVMjKlcvRFRKikUCwqqKjh9JuCx4zpBILlyNWJ2LtVoeOmzFkkC757+6IqdbwXNzGIVBtEzebrLUxh2Ed0uEjpNkihIU8ZVDaGomLkqiqbjdxtkqxNoZha3uYCiapQmjtFdvkln8eq2x1I0k4F9TzAw+SRmtkIUODRmz20idjQjy5EXfhGvs8LNd36PKFhbeBSGDjD59M8xe/ZbLF9/YzXyO1MYYvDAMxSHD6faR75Da+kKS1d/iNtKU3l6PUmvt3bDaFrM7HyE434wL9L96mTppRKKZZO4DqHbRjWsHek1CaGiqcYWZZAFllFcZ18/GGTIMSz24tLXlhL95ckOhk3JZ7AO70EbKq+mhyWOT/vbbyHdzfNwYfggVmEIgDj0WLr8Or3G/VWiNLMViqNHEEKQxBG1m+/cUXgaJO2FK3SWrlOdPNUXon6UxswZEjVBGx2AKCZcrGMcmMAYH6ZzZRohBNroANbRSTqvvI0QoE+OgaIQzi0hwwhjYhgQxD0HGYRog2WkFxAtN9BHB1CyNvro4F3PKV/eS681h6IaZIvjD4QQimpN4uleWtWrTxj6N9J2pRfgvHMRYegpqZMkRAs1Ej8ACc2v/HEqMB3HhP0K0sLQyZw8jPveZZT8OjLpDmjOdJk7XSOJtri4JNRvdEmiBKEIMqWNmmNWXmfP04MIBZpTXRbPN7c9ztLFJoETYRUMRk9U1s6ZVJB637NDKJpCb8Vj5q3lba/1lastnIZPbijD8LEyuqWuEkKDh4vY5TR9euqHS7jtrZ8djRsdatfb2JX0d6/XYhr1hMa6oKWL7TUi7erlD1+EvaoKSgM62YLK8F6TbjMiW0gQClSGdHw3wXMSLr3TZXiPyfAekySWZPIqmiGIgnufg6WUdIMaBWMYN2rhRTtLB5ckLPYus+xc68sYCE4MfIEh+2C/XXaUNuyELS7WX04rOSIYyExyfODzaGL76o0fFB8aQkhTLXJWFVPPpa8zg0SxT6uXTtKmUWD/6Iv03CUURUeg4Pp1Ot4iSKjmDzAx8CRB5KKqOopQuTb/Cl1vmYHCQcarpwiiHppqIFC5uvByP31pMyKnQ9hrYdwihIDM0B4it4OzOE3B6WANjiF0Axn4mJVhYrdL2G2uNSIlyVYllqUkaNUIe20U3UA1NwvZSSnxWyu0r53ZFLrq1eaJ3R6aaaNnCzy47MGNUBSNQnU/hfI+dCNLFPk0Vy7Tql1fZ0zIfgndrW8yM1NicOxxVhbOUijtJVdMS2MvTL2B21sGQDdyVIYfIVsYRcqEVu0ajeVLqySaZVcoDR4hkx1IPYy9ZVbm3ydcDasV5Et7qAw/iqoadNtzaykgQmFo4mkUVWXh5g9W+6UbWcYOfJLawlm6zY0eIcMuMnL0RYqjR9Ct/KqRKhQtDV7vV4hoL13Faf4GkR+hW3n2PfUzaEaWiy//b3S3IISKI4fZ9+RP0166xtXXf43I76KoOntO/iRWfpDLr/0qzZmtvTW56h4OPf8fEnodLn33Vx4aIUQi76nUJoBqGwx/+RTDf+ZJtJyJO9vAvbFM2HCIvQC9lKX6qUe23V9KuUlo+l6QPTSc6iRdXMDeP8jEf/gC12td3KnNhpgwDYzJMXqvv4f75lmEoWMe2otQVZJOD6WQI/fJp/AvXKP1e99JDanTl6j+0p8lc+oYna+9QubxR1BMk8a//X2ixRqoCsUvf4bci8/gX76J0HWsYwdxfvg+nW++CkKQtLsUvvzpDX3JGCVy1hDL7UvYZhXbrLDSvvyBxkARGqaexwtaHyni9UEibjSJllYofvHzuGfOE7c6G5624dIyfrvF3NTrfW0FgW0PEN0DGQRQPVrBWXJ455ffZfrVWbyGC0JQmizy2C+e4MBLkxz4wgEW3l3i+jdvbHk/VY9WcFYc3v4X7zH13amU9BGQH89z8hdPcOiLBxh9ZoSRJ4a59s0bq/uphsLBnzzI4S8fRCaSs792nku/d4X2TBsZS6yiychTIzzxSycZOjHIE790klf+u1fxGpsXRHY1w/7PT3Lzj6d4/1fP0rzWIvIijJzO+MfHefpvP0l+PMfBnzzA/NuLeI01slo1VU7+4nHGnxtl5XyNd/6X91g6vYzf9hFCkB22OfAT+3nsPzrOgZcmaVxucO43L9w9lW4LGIPDVD79E+gDgx96MkgmCf7CLE6txaUrGpP7NG7ejCgWFBxH0u1JwhAqZcFzz5iEoeTa9YhPfdJiZi5mZjbGNARLyzGd7gdV8ExL0yPEh268ktBHs3Jkq2kJbq+9TLa6hyhwiXwnjehRNXQri6pbeK3l1A6QCZniMF5nmSjw8HvbO7iEojIweYqJEz+B05xn7vwfA1AcPoyZ2xhlI4RANWxU3drk8xGKhmZk+5WhUlj5AfY/83MYmSL16ffxenWsXJXq3sfJ5Ie49uZvEWzRtyiCaKuF5w6h5TenCtwLhKah2jYiBt0uptFM4u4EU8YsMTn6CaYWv0/PWUaSoKkWw5Vj5OwRLt786n3163a4dJlKLhARIlAQUmBxZ0fjLeSeO44xPoh3ZWZVLzHxg7R29RbIDx1AUbTUkdtZobVw6b5FzbOVcTQz1TwKeg169bVqXdtBJhHN+QtU9j2BEAK7PIZZHCQZtVCyGZASJZ/tE4IyjYiB1QhsGYTo40MYByZIei5qMYd34QbZjz+B8+55lDDEOLwPVAXFMoiGKujDVaJac1Phha0QRwEjk88hhIrvNu9rfFaRSIjijYEw60m7KEauqyKWON7W2936zAvwr0yjFnPIxTpx++4lvNtzDk59+yjDyItXA+lUfeM4mTmd8t7UwVfZn+el/9uT27Zj2BpWISWUsgMZhFjjfDRLpbI/vbezgxaf/wentuU+NUMhP5xq0WSrFsq6aPv8iI2e1UjihPrN7rbP2chPaM702PPU3YnADytCP+H62R6qLlic8vGcGEURCEUwfdFNSZZY0mvF1I2QbivCdxPcTvyBY2kSYq61fsCKexM3auFGO68SmRCTyHj1R08+UPESSSzD1TaixH9oQtMfGkKo563g+g1AoWiPcn3h1XTxLdcm9IxeoNmZYmbl1XThI9MFuqnnmBh8ipXWFRab59BUi4Ojn2K4fIykfpqJgSdZal5kqXUBTc1waOzTDJce5cbi6xvavwUZhfj1RXJ7j6JaNmG3TWZogqBVJ+w08euLWNURFD0tGWEUB/BbNSLP2dSWYlhodi4NMVa1tPJCsZqWlU5VvbYcj6jX2UgwrXZO9h/oPJCy8ttB1S3Kg0cBiec2yWQH2XfkJ7h+/g92LC6n6RmqI8cx7TIySQi8NkamuO57mz2HP4tpFem2ZlE1g4mDn0I3cizNvIWUCbniOLniGL7TRCgqQ+NPYlpFbl78xur3k4/+FJ7bwO0sUho4RLG6n5X5VM9JAIOjJ2kuX8ZzUio8X9pLaeAQtfn3N/RXKBqjxz7D4IFncVsLzJ39NoHTwMxWqO5/Crs4Qrc2w9y5b+E05zd4FD8IArdNc+4CY8fHqEycoDV3EZlsvh5LY4+iaAbtxat3NIZ/HMg9Osbozz0DqsL0v/4e9VcuEjsBMkqQSULukTFKzxx4aMcPal1u/LNv4s032fc3PkPx6f2M/aWPM/XL39mgcwQgo5jE9VAHSiiFHGreTiNK+oLCSsZEHxui8+3vI4N+Bbt6i3BhGXP/OB3A2DtGtFInWun/DnGCf3WK3Kee6Yc6ZxCmQTDdF4CWkmB2EelsjP7SNXuVEDK1HDlriJX2FSw9j6HlCGMHP+xg6gXcoIGmWqiK3v8sj6nnSZIIN2iQz4wwUDjMcusijl8njF0MLYelF4gSD8dvoCpavzqfSpJEOH59R+RRRRtDVx68J+J+EMmQWrgxdF8tlzD2jqNkMmjVCvK2Mj6d73wP5+3TxHFILj+GEAqBv70WxHZQFIVr37jOtW/eIHJvHUPSuNrkvX/5PpVDZSpHykx+ei8zr80SdLZIv4wTrnz1Ghd/59IG46091ebcb5xn/ONj2NUMg8cHNhBCmQGbw19KI4NuvjzN6X/1Pn57rX2v6XPz5SlUXeH5v/8xhp8YYs8LE1z+g6ubs2UUQft6m/d+5X3ql9fmlKAbMvXyNEMnBjn2849QOlAiU81sIISGTw4x/rExIjfi/f/9DDOvzq4SX1JKuvM9zv3GBYZODrL3E3vY/9IkV79+Hbd2b+4LxbIoPvs81sRexA4WsD9uJJ6HNz1F6Mf84I2YC5dC/CAlgeJIcvFSiGUJPvm8yaUrEVMzEd2upFZ36PUk+Zyg3oi5eDm85ypUQOppX5qne/Y9FCuDohsITev/19deq9ra6x8VaSSBfspSWgkpTtPx+w4Wwy6gmVni0MMsDNKeu4SUMYHTJnA76FaOOPSRSYii6tseRrfyDB14ltBtc/Ptr+B2UsdTc+4cBz/2C/d1CgP7n8IujXHj7a9Qnz5NEqV9CZwWY8c+S3XPSeYvfve+5Aq2gtB3VhVt+wYUhK6ThB5Bt0Hkp5qUd0Oa5t/j4MRnWVg5jes3Gak+RsYsMbP04IuSxETEQEUMUxAVVpJ5VKHtKEJIqxTo/fAc7rkbd91W1S2s3MCqzqjfWSHoNe+z92CX1/RZArdN4Oxs4ei2lpBxhNB0DLuIma8Q5MC/MYswDfTxIfyLN9BHqkQLqaMrXFghqjUJpxewnz2BPlQlnF0kbrQRAhLXw794M7Vpnh9EBhFJz01T6hpt/KvT6EN3T0Ns166Tr+xNtdG6yx9sYB42pCSutYhrO1+oB71ok8DzhibvsK+Z11ENFSEExbEsxbGdCZ+rhpIu9/qHNbM6upU6r7MVi+N/Zt/O2tGVVfkFoQqMrI6iCAInJnS3f3AkcYLf+WhHnsYx1Bd3dg61+TXbqH5PunWb4UZt3OghOeI/RPjQEEIgSWSElP1SiUmI3HRbCmqda4TxRsPS1PPkM8NEkYdtlkEoZIwymmKSMcvkMkMEkUPWqiKEki6MUFCEuiUhlEQhXm2B/IHjGMUBIqeLUajgLk4Rdpt4tQWyYwfQs0WkmUE1LbyVOeJ1hJCim+T3H6Mw+QhmZQTNzqMaZp8UUhGKIOg0txkKSRK42xsWPwL9mtDvcePC11YJCt3I8egzf5lsYfSeqg0oqg5ScuPC1zaV1c2X95IrjnP1zO/Qa88Dgj2HP8vQxCkay5cIvBa1xXOsLJxZHYsw6DE4/nhq5AiF8tBRpEy4ef5rBH6bTG6QXOkX+0eQNFYuM7z3aYrVA6uEUHnoEdzOEs5tlVrs0gil0UeJA5fp9/6Q9sJaxIbTWuDAx34ezbIJnOaWnsB7hkxozJ5j6NDHyA8dwMpXcddV7ADQrByF4YMkcUhz7vyODLn1afu3PEkP66LJHxtHzVm0359m5VtniVob7001Y6DaRpoW9hAQ1Lt0Ly8QNR1mfvVVjKECleePECy1mf2172+oekYc0/ve2xR/+rMY48MgJdFKE+ftfmSWEKCqG7xTyDQ8GS2dKoWmkgTBhqptMoxATcdZqEqqF7Q+FjSKV8OEb0EgKNijTA69QMYo4gYtTD3PePUUfthFUy1avRkGi0e4NPdN8pkRctYgc/X3GCufJEoCgqiHH3X70UYD9LwVgshByoTxyhOEsYOuZljppJUS9w+/QL1zHcsosNg8T8dNUxwUXWH45CDZgQy1Sw0a19cMq0P2U5T1kQfxUz0wdKI6r7dmNzwfopUa9V//yrb73BKVNsw8pfJ+4iQkjnwatcsbKrPcDZEfMffWwjoyaA2tGy1Wzq1QPlRi8PgARt7YkhAKOiHXv3VzS0+es+LSne+SHbTJVDdWp0gFqAvEfszNP57aQAbdgowki+8tUb9UZ+TJEUafGuHGd6YIexvnDSkls9+fo3VzsxEdBzHN601iP8YsGOiZdZphAkafHiFTyVC7WGflQn3LKKjIjVg5V2PP8xPkx3LkRrP3TAhZ+/aTf/zJ1HnyEUDs9vCmbwDg+eAtbfx9PV/iupJ33gtZXI5X04qWltPthodVrlyLuHTlA4bqJwnOpQs4l1INMKHrKKbV/2+u+2uufW5ZKXlkWqi3Xvf/qlYGYaT6VPerOeN3awg1XUQ5tRl0u4iZK+PUZwmcNrmhfSRxhGZk8JoLGNkigdPCbS6QRD5x4BD5PbzWMpqxuWrLLeiZAnZpjMXLr+F1a6sPQt9p0l66QmFo/wfqv1A0SiNHcFuLdJaurWoGJXFAa+ESI0c/SbayB1XPEN+no2gT7rcIiJSrIvt6toiRLRG63bvqMIWRy7WZ7zBUOcbekY+jqSaNzk0uTn0Nz2/eX5/ugKwo4kkHXZhY2LS4e9n54OYC9qkjSPoRJVIio5hwvrapwqpmZlF1s5/aFafXyQOwjwy7tPo6ChziYGfzXRL5hH4PUyuhqDq6ZuM2F8mcOIQMY/yr2+kapQhnl9AGK8Rdl2i5b5cmSbqO8AOCG3MohRxxvUVcb5N54iiKaYC+PbF6C6Whw0DqeDfMPG7nwVU3FELFzJaJQ48odFFUA83IEHodhKIShz6KqqFqVqpXqqiEXns1ci9w232tMBshBIHbQjPslKR129zpN03i5J6j4W9B0VLnhEwky1daTP1wZ2PSW/E23MqKpqzOq43pLldf3lk6XtCLVquMrY8pkIncZGeuh5SQ3Ec0/i7+5ONDRAjdHYmMSbaIoLhVjs0N2vhhmt/neHW8oImUaRk9L2jjh2maUc+r4wYN4i3IIEj1ePzmMiQJZmmQ2HdRNB2vvkTkdvHr6aLdGhgl9hyEquE3V0iC9AGrmhmGnv085WPPIqMIZ+Em7WtnCLutNGzaLjD45KfuaGTdLdT0YUNRNUoDhylW96PrNopmkrGrKDuoyLMeSRzSrt/cRAYB5EsTWHaF/ce+vEo8aUYWmcSrXkArU6YycoyMnabvZbKDKEq/7LtQyeaH6bZmifp57qHfpddeK8sZBl2aK1coDz1CbeEcmp7Bzg+yMPVDknjjIsnMVdGMDE5zHq+90RvSq00TeV2swiCa+eD0YLz2Eq2Fy5TGH6U8cRy3vbSBCCwMH8TMlunVp3Eas+zIcEkkcc9LdUVGiugFi7DxgI3UPtKupiWDb1+4GdUclReOoOWth0YIrUfv6iLTv/Iy+/7m5xj+0imCWpflr50mWS8wLQRxq0Pnj14jbnaIWx2SXnrtSM8nWqqhjw/jnb8KUYyaz6ENlAmn02sqmFvCPLQXtZQnbrRBERh7RoiWG6khmsg0jHtkAP/SDQDUSjE1wNZBInGDJsvtSxQyo5h6HtusEEQus7V3GCoepZhd8zjeEo+TMiGMXTTVwguaRLFHszdD1hxgqXWeOAnJZYZBwEztHcrZPVRzk9S7N/CCJnP19xgqPkLGKK8SQvmRLNXDJW5+d2ZLkuGjAOn5BFNbC34KXV9NCUniIDVujTxBP1rhXuA1ffzm9gupxo0WSSTRbZ3soE13brOWgbPcw1nZ+n6UUhJ76fWq3BaqXtpfRNEUQi/aENVzO9yaR3u2y8iTUNhbwCwYmwih2ItpTbW3rUYW+zFJLFOjdV3JZiOrk5/II1RBcbLI5//xZ7YNUc9ULIQqUFSFTGX7RfxWUEyL4lMfQ7Hubb+tIJOExHOJnR5ho064skTYqBN1uySuQxKGqetRsCGSRrUyqNlc+j+XRysW0bJ5hGGgGAaKYa5F+gLB4gJR585exDCCaze2tjuuXX+wmg0yDInDkLh7B80DRUmdVKqankv/r1D6fzWN/BNPUX7+U/fVl6DX2OBEiVvehnLlneXLKJqGXdqDYZcQqkLQqxNHPoqmECcuMolxOrN3TDHWDbu/WLyttLqE0PvgHl7NTFPLjEyBoy/+VZJ1KztF0TAyeTQjg6Jq3Cd9swmxe3/CADKOSTw3tYXjGC2T30oWcUvomk3GLCNljB92MfQsGaNEEHQ+YPrD3RHKgLwoYxPRlHcngwAU28LYO4w2UEzJLwlxx6H+G99G3lYkQ9UMhJIufaRMdkzc3A2qfkv+QSLjiGRTpbKtIZN4AzmnqAb+1RmChRVIkjT9WVHovvbe2j5+SPflNEornF8hcd8FoZD0HKQf0nn5rXTDOMF9/wpKzoYkIek6xJ1eOmftQMBEVQ3qi+dJ4nCTvXy/UHWTbGmcTH6I2uxpSkNHCIMeSRQQ+j2SJMTOD6MZNqpuEnpd3O4yll1GAr3mLLqZwy4M06ndBCmp7nkcoWg0Fy/iNO9f72gr+N0QGaeVAmvX2rzyT8/ekYhZhWQDCeX3QuL+s7O76PLK//fsjkmqW8/tJJKEbupw1EwFzdh+faYoYrXww4OGZqnYAxlkAl7LQ9EUgv443YKR04mDmDhIsMomQhG49VSz1Mgb6BkNZ8W9J6IuoxXQFJMgdvHjjYUBVKGT0VKB9ygJNqV6KUIjo+URKHhRh2hdRUNTzWGom22PRMY4YRNJgmKY0LchhZIyc4phEju9tABCeYCo0yJ2ezsTC/oQ4CNFCG2HIHbxwx5dd4Gl1sUN39lmlSDq0nHmWb4HjY6w2yJye5ilAeIg9Th4tfk0BaTTIPYdMgOjaZSPTPCbS9y6GO3RScqPPgsS5l75XVqX39uQn2wNjlM9+XyacvYhRWX4GJNHf4KFqR+yMvc+IDGtIju2JPqQMtm2io+i6nhOjfkbr20QVI7jME0vM/NMPvpFQLIw9Qa+26Qy/AgDI48BqQaAoup9nYG1lIX1pKFMYhpLFxkYPUkmO4CdH0Kg0Fq5tlVv06gDscVpilsL8p1XzdgJosChOXeO4ugRiiNHWLn+NoHTBFJxzOLIkTRdbOEKfv/znaB7YZ6o41E8tY/RP/ccnfenSaIY1TKIWg6dC3PI8P4Nut6leRIvrfQ1/GdO0X7nJkkYYwykZFDu0TGi7p09kQ8MiaT5w2vo5Sx7//pnGP+LHyOs96h/b21OUGwLJWtjHtpHEoRI18O/Ok04s0Dc6dF7/R2yLzxF0nOIay3MRw+glou0vvItANy3z5F57DD5l17AO3sZtZDD/tjjOD88TdzqELe6hNMLZJ9/krjnQpxgP3MCkdmcdhVGLj1vGUO1V1PAVEVDCAVF0YniAEtXEQgsPY9AkMiIufr72GaZscrjRHGQRjmKNWI8SSIUkXrjVcUglhESSdQnQ9LqgGsXuJbRiLyYztzdc+8/clAE1qOHQSi4750hijyWFk5j2RVcp7ajCmPrEXnRqhG3FYK2z62qenp2aw+s3w62L8e+vXY7ZtEEBZIgJuxtT9zFQUzYC5FSYuQM1C2MxDiMCbrbG/jr+7B+KlQtDSOnpxVfMhqlfcU7ctQySsuuC+3eUr4yBw9j7dt/X5EpUkqiZgPnykWcq5fwpm6mhI1MMNUsqtBJZIwf9+6YPqkJg5j0HlJtG61UQS9X0KsDGIPDGNVB9OoAzrXL24vj3yuEQDE1Ej964ClIG5AkyCRA3mGtZ+3ZWSrDB4VWsCg9sRc9b9E8PQNGD6OSxU5KJFGMvaeCUAS9mzUyoyWSMKLx5o0t76HVhdmW183OryVF1Tc20W83cDu0l65uXhzPg9dZ2VBt7EEhrN9JmPjuiLod4l4vJQzioF/04u5jYeoFHpn8ElHscfHm13D9BqMDj3Nw4jMs1M8ws/jGffVrOyzKKTqyTkK8KjB9N7S//Rbtb7+1o22Fom54/iX3G4F1q911aa1p9OrO7lsJGwgFIZQ0xctrrm2UxCSddWMh5ZpwcpIQ1zeSnUl7zREh/YDYX7su48bOidE4DqiOHieOfLxujebyB9M53AqGVQBA0y1UVSf0uzjtRez8EKHfpTR8BFW3iAKHyHGJQ49ceQ/d+hRJEmFYeYRQ6LXm6TamyVcnUVSDwG0+1DnTawd0ll2q+/PkBjJolorXuvf7PuxFdBYcynty2FUTM6fTW7l3x2lvxSPyYjRLJT9io6iCZIu5UdEVckP36GBRFO44V8g0Eq1yqMThLx6gu9BLo6IF3Hx5Bqe2dj65kSxOzSUOfIZPDlKeLPL+r10g9mNK+wpMfmqCd//V2TvaJbfjcPkTjGSPstC7wLnat4mStbVGNbOPk4M/iSoMmv4cby/+DmGy1p+CMcTJwZ9CFRrvr3yDFfc6kBJJ+4vPsK9watPxnKjJG/O/ia945I6cQCgKYbOGlisQdlpo2QJRt00SBhjlATQ7S9BYIWzc3xz+o8KfCELIC1rM108zPnAK0ygQxwGWUaDeuUHbmWexcY7xgSexjBJxkn5Xa1+j5WxfVSDstYmcDnqhghl4JHGMX0s96mGnSeR0MctDCEUliSL8xlpEiVkZQdF03KUZerNXN4nV6dkCmp3bWnT6QUAmqw+YD0o6FSr76HUWWJx+kzDoYWbKqPqD1RLxejUK5UncXg2ns7DumzTFySqOYdllbl78Bo2lCyAUqiPHV8vSyiTGd1tYdhlFNdKFsKpjmnmiYO3h6fZW6LZmGRh7DN3I0mrc6AvLboTbXCR022QKw+QGJmkFF0jiMA0XH3sUPVPAay+l3scHiNbCJbz2MnZlgmxlop97LjGzZfJDBwjdLs25C/f0kGu9N8XyH51h8KUTDH/pCQY+ewwZp0RA4/tX6F1bIn4AhFDn3CyLX32XwZ84wcjPPMXg546ThDGKruIvt7n5y99m+ItPYI6U7vtYO0XtuxcxBguM/twzjP/CxwmbPTpnZ1HyWfQ9o0TNdqr3IyXqgQkypx6l+ZtfJ5xdpPf990CCfeoYwtCJW12a/+5rBFP9e39+ieZvfYPcC09S+KkXkVGM84PT9F59Z7XsfPvr3yP/+Y9TeunjaF6X+puXUA0NnYhbj6MkiYji9F0s09c9f4V8ZpjJoeeJYo/F1nkURePAyIvpwjXooCo6o5XHMVSbIOoRxGmKWBh57Bl4muX2JRy/geM32D/0CRIZstA4h6oahLGHRBInIeuN1e6iw/BjAzzys4dYPl+jdnGdpoz08JIdGOXyFp2aEMsQXclgisyq4Z3OR5K4L7InSTakfIk+C6ugoAgNBWWD0e4nLo1wnk5cpxUtr+3brzSy+vo2CEVFHxlaLUNrWWU0PYPTXSRfmKDTmSW+S+rEeihqKmC4HcQ6scftPF1J/MFI5VsLYKHcRTBYsNrHNIx8i7bk9v27cydYvXSW3l/m/X9zdsu0uPVIooTWzZ0vQoRhkj38CKqd/UAaN1JKEt+je+Y92m//EH9hDhls7GNOqyCRZLUyvahBlPgIoZDIGF2xSGSMQCFIHHTFwo3a6IpJ4ic4s9P4s2kahzBNtGweNZcjrK3woFJzjdEK2eN7ca/N411bwBirotom/swKQlUxxiuAwLu+gAwebGTRjxpazsQaziNjiZrRyYyX6d1YITs5kJL2cYJqGpSf3IdesEBC99IiwRZRr6HfIQo9MvnUNpN9gk4IgZWr3ra1RCZRv4T8RtLUyg+s2hkAkd8jcFoomsHCpe/hdTZHrug6iCTNLl6vAaUooKoQhhs/g/TzW8Eaqgr+FlNRsLRA4nsoWxQguRuklHhTN5BxlKbf6BaalcOujNJbntpQAfd2CKHQ7N5kfuU0QT+6fnbpTbrOIuXC5D33ZacYFnvxcXBkBwWF5AMWSjD2DBPMr6w+l28hicPV6CaBQNUejGN27Tki0ih2Rb3j+N6CEMoGXaw49DetGX5c8Ho1CtVJ2rWb9+oLvis0w8bIFIlCjySOiEMPmUTEkU/k91BUHd9p9COtJHEc0GvOYuUGUFSN1vJVNMNeLbzjdpaxCyMg5bqiMw8efjdk9u0VqpN5ypM59jw5wJWX5+75J4vChKk3l9nz1CDZAYsDnxzhzO/e3N5ZtA1qV9u4zYD8SIaJpwa48PXpLbWCslWLwcPFLVrYGlqhSPWlL6EVt9+n+dor9C6cIYkkS2dWWDy9wiM/e5DIizj8xf24dZ8b351BNRTGnx1l6tVZvIZP/XKD7OCaYHzzRgvneBUhBCOPD+I2fSIvonqoxNSr20d6dYMa0k6wtTKq0IhYm0ALxtDqvG6oNrZeouWvrTMtLY+h2rhhC2+dPlBaLn6BJecKmmLy/2fvv6M0O+/7TvBz85tj5aqu6tyNbmQQAAkwglEULcqkgyzZsmV7d3xm7bNeh7E949k9a8/sevbs7nhsH8+MRnLQWFmiKCqAIkCQyLHRAZ27urpy1Vv15nDzfZ7941ZX6KrqhAYJrPzlwWnWe+9783uf5/k+39/3a6hJUkasRLoORVFBxMboWioTVx7Yvdi3T1XjoBrXJmg3P1Cv33uND92R9txaPIt9w+dh5FJtXVkfRG2GlBGLtdN4QZdiZg8KKl7QxQu6CBkyX30XN2hRSMfL3KCDH958kBPaHYJui2T/aCw567XXPX9Cu03QbZLoG0E1LCLPwW9tdBDkWoyqlkiimYn1aHgAs9BH8b6PoVmpD4wQElFI5MbnlxqaoDt35bYaps3w3TbZ/B7SuWHCwKE8/MC2aHndSKJqJppuoWkmVjJPFAWEgXtbDVqzdpX+0UcYGn+C1cXTCBFgmhmiyKfdmCUMHEQUkM4O49p1kul+iv2H178fRQGt2hTjR75Ieeg4vfYimfwYyewAvU0EUxg4NFYusufQMwgRUpk7seP1cNor1GZOMXzfZxl/6Ks0+/fj203MdIHCyDGkFKxcffMWUaK7YSfZUYzA6dBcushoaZTC6DFay1cQoU+mPE4iU6Yxf36L/DWRVhGRxEpqmAmFTjPCSqh0WyGmpeJ7AuH4LPzaa3TOzZM9NoqeT8U19U2bzpnZeOZ5DcILaJ24hjNbxVvZeeDmV7vUXrpI2Owh3I3GJup6LPzG63TPL5C9fwwjnyJyA5y5Gs23p/AqLfR0guSeMsEmfyEZCXqXl6j9wKJ7eWnHfUZeQPONq+jZBH5tawPvV9rUXryAV2lvGxAJx6fynXdBSBKjRZJjJXpXlkk9egy9v0jtl38X6cYNh5pJ0fe3fgZzfJhgoYJ0PLovv0PvzdMoqooMo7gETJckUgqGITGbsyjPLRGhYeiguj6ZXMSqHw8EUk6d1KvP4QuNI0c1aqd6lDuXSCQiTq4dY89dxfZiT6uOvUTXqaypf06veZtFa++uE/HfCJACISOW6mditRACIeJ7MVd9e21AG8ZJfs1zaIoeEzQigEBZM+2X1Lpb1XFey+PSH06hqMq28p9LvTfQlFt7DcQecBERIRmtyOHU41haMlZpyIBuVKcbNehFTRzRJRAukQwRCBRAU3Q0xcBS06TUHFm9RFYrk1BjUiCQHhX/Giv+DGKtKEOxTJIPHMOfnkUGIcnjO6TZaRrW/r24lyZRFJVUZoB0ZohEsoRppul27kxWbqQMNGt3WXaikEBRFaSQeO17q4xzarGcWjVUrLxFZ4dyNAA9oWNmY+8Xr+0R3cQ8804RumFMAMl4sFm7WKO7dG+VZXq+QOrg4bs2PI56XRovvUD75NsIZ+fSPE0x8EQPT/QIhUfeHKQbNsgbgwhiCX43qJLQMmiKTqC6ZI0+nKjN5i1KzyPwPIL67ZW23BYUUC0dNWnGKk5FwRwqkj42TufdSVRDxxgooOdSuFd3fnd+lBD1fKz+HN3JFcKOG5fql9NxqZ8fEbTjUlxUhaBh4yw2Cdo7l/kETofO6jS5wQPkBvbTWokN1dOlMXKDh7asK6IIr1sn0zdBpryH5tJlUCBdHKUwct96WRHEg4Ta3GnGH/wqfXsfozp9At/poCgqupnATOY5uLeHDJqEkaRWE/i+xNAVrITC2JjG5JUQx5WoKqTTCiICK6GQzymsVgWjIxoXL4Xkcgqrq4LrHGbYauJcu0r6yLE7VsxFvS69S+fWCGgFVbeQIsJtVm7ZJ3T9FrPLb8ZJstevmYxodKbX038/CNTlMgWlj3H1MC1ZZ0Xe3ENnN2SefoDmH7yKCLc+K1HgbqT3qipGMvd+DxmAwN14H6u6iWZYhN6tS/VVTUe34r61lILQt2+vBOkOofcXMfeN3nrFSOCcm0S6PsnsIG6vgarpWMk8ndr0PTueTm2GXnNhXdXvdFeRUuD2ajFR5PXo1GZixQ+sce1yTeGlEoX+ljYi9Huszr6LoihEd5geeifweyGXX1hg/6eHyfQleOwvH6JX91g6U9tx8iWRM8gNp2jMdgmcTb+lQDD10hLHfmKc4kSGR3/mIJ2Kw+xbqzt6/ZhpnfxIinbFwdsULV+52KA21SY7lGTiiQH2fnyQyy8sbCGWjJTOsZ8cJ9N/+6SyXiqTuf8h1Jt4TXXPnlnzzlTIj8eJafXJJpnBFPNvLDNwvExmIEXjWovADtBv0neCuE/h2wHlQwWCXojTuLliqhtUEUQkjTy6aq2VjcVTi1mzP/aKxMdUU6T0DUJIQSWp59b7AZsNowURS71LVOxJlDVy977S5xjObPQvhe/RufQea9L8tXJAQdCsraXTKWvVJB8OYvd28aEjhGqdq9R2KHn3gg6TSz/Y9XtChqy2LrF6Q8nY9WUrzUusNLcv2w0yDPBbVbITR9BTGern3lq/uTKKcOsVMuOHMdI5OjOX1v2DAHpL04S9Fmahn6Gnvkpn5iIi8DFyJTJjB2Nj4lbtAzPLlCKiM32B1OA4pfs/jpZI4bWq8UyEYdGdu4y9NH3TbVSXzpLKDjF28HNEoYvdqdCoXFgfgGqaydiBz5LM9MeR8KrG/vu/jmc3Wbz2Cq5dXy8X263j4doNpi8+y9D4E0wc/iIoEIUB1aXT0JjF6VWpzL1D38hD5EoT+F6HeuU82eL4euPQWL1MIlVkcM9jiOghep1l6ssXtkm6G9UrjB74DL7XwenuZgInWbnyOkYiQ//+JyhNPARSEPkuvdoMtZnTNBcv7Hw+t2i/Vd1Yiw7dGdfNpXODB0hkSridKsWxYwDU585s2efYwSR2J2L//SmWZ1yiQPLA0znOvdGhPGyyMudRHjZwbUHWXcR7bR4/kBimQtiJMCMY3WcABkvXXMKOi/vCW3QDSblkMPpImk4jJJFSWZ7xcHoCe2qFa//yuzseu7B9Gm9M0nhjcsflq997b9tnMoiofv8c1e+f2/WaRB2X2V/+4Y7LuhcX6V7cfTAfth0Wfu21LZ+pSSu+B5sUJXpfMTaKdjY1PJFAOt6WW5pIKBw/ZpBJKwwMati2oF4LGBjQ6HRVJiclrM1kHjmsY+iCeiNECzUO7lcp5LaWfkgkcs3DTCLWvWyEDLcY3d/4d3x4OyRXyXDLMyhlRLjF40Gub0fu4P2wG2ngiJv4j+yAvNbPodTjZLU+QNIKV5l1z9MMl3FFb4eggJ2hKxZZrcSodYhBcx9pNc/B1GMIGbEazCKRKKZJ6oH7iNodFEWh8NM/QVitrasCgPgeF/O4lyaRUtDrVghDl8Dv0QocwjtQB0FctpUZSrN6dnXbb15RFUqHiiiaittw79hE+VaoXa4TeRGaqdF/vI/qhZ2J6fRAivx4DiklrenWPSWmAjugOd0iCiIK+wpkhjP3nBBKjIyiF26dgLMTRBjSfP1lWm+/hgx2l543/WV84WCuqYEC4QNybaZQQRARiTAmKlWDSAQ0/MUfjbefhKjjEDa6hM0eRimHlk4QdZzYCNcP0dIJ7CuLWw3wP6JIjhbpXV1B0RT0jEXr7AJmMU13qhr7vwmJt6yBpmL1ZYjcYFd1W+B2qVx+hfFHvsbEo1/Hbi2DlBiJLHZrmVRheH3dKPSozZ4mXd7D+MNfo29fvK6ZyuN1a6TyW83067NnSGT76dv7GPnBgwSeHZflGhaqZlCyXmYo26XXk4yMSDQ17jJ21hLkHnrIoNuTRKHEcSEIJJ2OxLQUggAsS+Hxx036Siqvv+EzNx/f28ju0T71DtboHrRM9raIUiklMvBpn3gLb2mjnYy/qyBuy9NC7thWKIpGJjlA+wMihVJKBktJ0ZMdXHnzd0vm6QcgEiimgbV/ZEsba44PbfE/u47A7RK4XaSUKIpKItsXK8zfJ4ngNDfIWSOZxUhkb4sQMlOFdf+h0LPXFeL3GsboALkvPbX2l0TRDfS+AsJ2iXo2asJCTSfxpxfxJueIXB8ZBSQzfSRSRex7aCgNcT8k2vT+un7rpIyQQtCuTePZ9W1q2s3t+43E2fu9h7cFCQvvVjnzrWs89rMHGXukjy/9N49y7bVlVi41cTsBmq6SLJoUx7P0HchhpnT+5J+doDG7dRKnerXN2//7ZT75Xx6n/3Cez/+jh5l+vcLyuQZO00NRFJIFk8KeDH0HciQLJi/+y/dYPFNf30bgRJz+1jUGjxdJFS0+9XfupziRYf5klcAOyQ6l2P/JIfZ/cgi77pEduo2yMUUhMTp+UzJo22URULvSwG167P3UGF7HQ0QCRY9JE0UhTmfTFDRTQzNUNEON+zSGFv9natirDoXxHLmxDIvvVm66z15QJxIBumqS0vP0gvi6JPQsST2HE7ZxwzZ9yX2kjRIKKhKBphqkjSISgR0041j3zeeCIFpr61UR7eiXdt2of+tn17//0cSHjhD6MMGtV2Klj5XEWdk6S+FWl0CCalqxt9AmePUKK+98n76HP01m7CDpsYOxyVzg41YXWXzrexSPPUFm7OAHc+BC0Lh4AjNfJjN+hOKxJ+IyMiGIPDs2zL4FIeT2akyd/X003Ypn+QMHVdXWO8RRFLA4/SqquvUREiIi8OOXntOtMnn6d2PF0E6Qgk5jDqe7iqbHBl1ChESBs1b2BpX5d6mvXIzjsiOfKPTR5k+sE1NR6LI4/RorC6diJdfavhRF3eIlJKJYitqqTuHfRE5qZcpk+/fTXp1i4b3nCN1uHI0b+oTBzslvUsTJeHF63HbSR9F0zHRxIw5gB3idGq2ly5TGHyQ/fAQUlVRhBKe1Qq+29dlLpFTMhILdiSj0GQyMWRimwuiBBGZCJfAEZkKl24w49HAa1xY0VnyyRZ3GSoCCQhAITEtlZc4jCiWJtMbAqEk6r6MZCrUln2RGo7Ea4PQ+Wiz3bnAvTGEd3U/xL32NqNFCSVoYg314V+fwrszc9LuOIykVVZYrEWEEvZ4gnVJptwXNlmBhMVwvE+j1BLmciqaBocfFUFJK2u2PajNxezCVJPuSD5PT+gBohBUu9d6kE1Vvmwi6jlB6NMIlelETX3qMJ46RUvMcSD2G0+3QieqIbo/6b38H6XpYB/biXr5K8zvfRbgbBIiia2Q/9Yn1v32vja4nMIwUmmbGhPUdmKOqusr4p/aw9PYS7mZzaQX6j/fRd7SMokLlVOWOauFvB81rTVbPVRl9coS9z0ww98o83eWtAybN1Bj9+AjFAwW8lsfi2zsnot01JCy8scihrx0kO5rh8J85SHuujb26M/mlWXGi5p0cQ3Ji/12XitmTl+icfPumZBCAL+y1f+PjDncZSITS4y4rVt4Xoq4LKCQPDONOV2K1UBgR2R56IYOatjD7czhJc2uS4kcQYdeNiR9Fwa/38Gs93OWdlape5Valh5JW5QrX3v5dSnseJJEpE3g9qhdfxLOb6EZizUMH4pTPc4jQpzB6DDOVJ/Rsli+/Sq8eG9T7dmu9dx/6Ngtnv0e7cpXC8GHMdDE2um5V6Kxew09O0kiG7N2rEfgSN4JeT2JZClenIlIpBcuCblei6wq5rIqqCJIJhUJBxbIUOh2B50ranU0PnZT0Lp3HGh4l//hTaKkUt4L0PTrvnaL5+kvItclKKQWB014jH+6+LTL0JCP9j+xICMktJmh3l06nYdCVLUJ8PG5OqvtzcQhH9jOP4M+vEDU2JjC0QnbH70gRYTcWyQ0dRFV1Etl+UqVRuqvX7vhYN6NXn0dEPppuYaVLJHL921Jjt0FRyA5svO/cTnXdQ/K2cb3PuQvJpyXTIME9P4U/vbi+38ynH0PLpul8/w2E46EYOqlH70PrK66/P2tL50jnhxFRiN3+0akR11VBH1IEbsTJ35hECskDP72X8oEcxb0ZQicOY0ABTVfQLA1VV6leae1IYke+4PwfzqIZKo/97CHyo2ke+uZ+jn01RITxdlRNQbdiAqUx10XssJ2Z1yu8/R8v89jPHaQwlubjf+Mofi9ECIlmqKiawuQPF6lebfPpv3P/rU9QVUlO3H4io9/2WT61Qv1KEyOt012xCb2I3qpDaIfkRjMky0lKEtymS/lQEStvUTpYZPV8jdLhImbWoP94mcV3KrFn3IqNuIWtRRB5OGGTnDlE2iixuuYDlDaKmFqKtl+h5s5SSuwhY5bRVZNAuGiKTtooIWRE1/9o+Pv8KPCnjhBSDTMu1VJVrPIgkWMTdnf2hOktTFF57Y9RDJPe/NUty5yVObrLU2jJNJ3Zyxi5Iqmx/XSunkd4Dp3ZSzF5oZloVhIRBQSdJs7KPFomS2fmAr3Fa/jN6prkTkdGEZ2ZS0Sei9fYmY0XgU/11EvoqSxOdXeFRNBpsPjSt0kNTmAV+lA0HREGhHYbu3I7EtyYBAqDjQZ5qzBG4t8itUPKCN+7lcJg+362LBXhtv0Ib2tnX0QBfnRzX59C3wFUVaO+coGbdYZK4w+SLAyx9MaLa0TMrTtOoR+Xtqm6SSLbR2d1eotU0EwWyA0cuOkgJwocmosXKI4eIzuwH1Uz0K0Ujfmz2zoIyzMe2aJOczVEN+IGo74ckMppJNMqdjeiuRrgOYJTL7fRjXi/1cWAZEYDKVie9cnktHV+y+lGGAmVs6+3SeV0eq2QVEb7qCkebwp/eoHGbz6LdWAcNZVA1po4J87jTc2tl5DtBlWFyashCwsRPfvmz8T5CxuD33Pnfzz+Hn19Kj/19QTPP+cxO/ujUREMmBOUjJG4VEnYTDmnaEert/7iTeBLh1n3HHm9n6I+RE4vM2Id5pL9JkiJ6MaDu6jdwTl3kbDe2OoZoalE7Y13kGllKfcfQdMSCBHguk3CO4idl0Iy/skxnKrN5T+cpD3bARUG7u/nkb/xENmxLE7NiaPe7XtLCLkNj0u/d5nSoRKDDw7wxN/9GOd+4wLVCzVEKEj3p9j7zATHf+Y+NFNj9uU55t+497P41Qs1rn53iod+4QH2fWEvmqlx9U+uUZ9sxLJwUyNZTlLYX6D/eB+Lby0x+/LcbXkjKIaJNTp2x8ckpSTqdWm/+xZh+956vP04IFyf1itngdgjq/G9d0GCYupYwyW8mRVUy0DRPxiV8Y8S9mwde7Z+6xVvE1JEdFav0dlhgH/ppX+35W8RBTQWz9NYPL9t3cnXf23bZ1Hg0Vw8T3OH9a8PK949ufG732xxditcubJ7WyGDgMZLLxB22hSeeBqjr39nskVKgnqN9ok3aZ14E2FvJYyFiFBumhalkLKKBJFLJALSyf5tayTMHKaR3vHbIvTX+z6Kqm5K3rp9WEqCBCkUVLo0qdykZMyfjQkX+9QVvOklRHejH6kPFLf5B11Ha+kS/QefRLV0rHSB8sTDOM3F2L/nLuG2V+muzpAbOoRuJimMHqO9PLklMOVGmKki+eHYBkFEId3qNL4d+44oqoqiG8goRAqJkc0hPI/Is1ENC81KEro2ycFRkGAvz0IUoWfzRE4P4XtoqQzpPQcJex3shSmi5lpbqGuYY4N0fvAWwdJGuavz3hWKf/HLqJkUwnYJ/R6t1UkUVcNM5O7Ib+/DCCnlrr56W1cE5M2nsZymz1v/4RLzJ6sc+twoow+VyI2ksTI6Qkjclk/rcovlC01m31qhu4thdOhFnP6dKZbPNzj0uVHGHilT2JPBysTqHK/jU5/usHKxyezbqzSmt09o+3bIu78+SXO+y31fGWfoeJFkwSLyI6qTbS6/sMCFP56l/1Aep+XHHoI3OTc9k8UcGLzFRdpAa65Day5+toJeyOwrcb9j/o0NEvHdX9qoFGjPd+G5jUnYhTeXWHhzKZ5Yu69EZjDF1ednbjn+iGRI16+Rt0ZIGxuq4rRRwlAtnLBNw10kkiFZsw9dtdYIIZOUUUDIiE5wD8u9P+L4yBNCWjKNaloI30MKgbYWUxv2OsgoRE/nUDSN0O6iJZJk9t1H99oFhOdi9Q0hPBdPVQm7bdREEtUwiRx77WUgaV07R+TayHBTI6oooGm47SrtN5/Dqy6DqqJn86imifBdFE3HWVkgaNVQTQstkYoNqEVIujxI5DnYy7OEnk1yeBwjX6J37RL20vRNy7lkFNK89O5tXRvhe3TnLtOdu/x+LvFHGuXhB8gVxskW91BbPofTvfmPX1FUFKA4eozQ7W0yp5PIKCL0bQKvt4XwEaFHtzpDqjDC4KGnCJw2TquCBMxElsEjn8Ram028GTqr17CbiyTzQ1jpUtz5XLq0rfytuuhTXdw+K9yub+9Qzl/ZaIQUFbJFHacbEXiS5urGdj1bcOaVNk5X0FiJt9Nc/Wible6EcHGFcPHOpc9BEBNCH4b0yMFBla/9VIJv/55LrbrzAaVSCg88YPDGGz8a9YChJOg3x9HX/IbaYZV6cG9iX13RpRbMk9f70dDpM/cw557HFhtEcVBZJazWtg8AIkHvxOkNc2sh6HaW0fUEViJ/xz6Z9ckGncUOB37iAHufmVgnfax8glRfErfpcv63LrL07vI91w1LIZl7bYHkvzvD/T93jPFPjzPwwABe20MKiZ7QSZWToCrMvbbAyV86Q3CPVUrXj+P8b19ET+oc/Mp+9j4zwfDjw/hdHxmKNUm4jpk20BIazWvNeGB8G9s2y/1o6cxdHZe/vIhz9d63dYqq8PH/w1GchseZ3722Y4LLvcBjP3cQPaHx9q9cib281sqi2fyPH9I5eRU1YSBDQdS5t2WJ/xn3FvfKCsY0MxhGmvD8VVamZzFHR8geOA4pEyVhxSEDzRq9qUt0r15C6XlI54YBqITI7RGpzq7eFppqsGfoSWqtqzhek/v3/1n8sLelNEdTjW1lzNcRuN11AkTTLTJ9EzTmzt5RKc91hVAcMXB7hKc3u7ytfLLz4imEu/N+7cYircVLlPc+jKJq9O17DL/XZOXqm0T+7hMEimag6SaR72wrHw28LtXpE6RLY2hmkuLY/fSqs1Svndgxst1IZBm+7zMkcwPxOfTq1GZOI0WEVR7C6hvEyBbxqssE3Vb8Wamf9uUzpPceJrJ7SBGhpzKEdhdVN0juOYBZ6AMJ3WvnSY8fQrVSWywt1qFrGMP9eFMLSD9A0TX0gRJqOommmShWFitZiIk9PYGVLFCZefNWt+JHAkVX0YsZtHQCpCTqugT1bvyDU0AvZNDzSWQkCRtdoq5Le9nhu/+v86gqhIqOtCx0M4GWSRCstkBT0VIJhBewOBfxO//NGYJqh/bcWj9DUzEKabS0BapK1PMI6h3m3l6lcrFF9kAfmggxS2nQNPxGD3uhhdf2IZVESafA3Zic0otpFF0nWG0hQsnSmTqrl1ok8iZmSkfV496JCASBG+F2AgJ79z556EZceX6BuRM1Uv0Z9EwSNZWmN72E3fSJfFi+3OO3/vabKJrGDr7467BG96Alb61EvOeQMVnUq9g4jVuTj0KGdIMaCgopo4BK7C+VMfuQSHpBHTfs4EU9MmYZS0vjhC1SRh5NMfGiLk7w0Z9Aulf4yBNCZrEPayCelZZBgFEsE7kO3uoyfrNK7tD9RJ6L8D0izyExPEbQaeAuz6OZVvz9vkHclUXM0gAyDOLSKqdHYnAUd2UBd2mOcBMhpKgaZrEPI5NDNa14Ei/wN0yiFZXUnv0oukHrXIvMweMY2QJmoUz9nZdQzQRGsQ+rbwi3soDVN4SeLeDXVoi8ncuSPgzI6mUMNUHDX7ppTO+9RMEYomAMoSiw4k7Ti5p39H0pQsLQZfHaa9RXLnKrYUlj4RylPQ9QnniY8sTDG9uRgtB3sBuLrF59a5uvz8rkG2T69pIqjnLw6b+C160hAStdxLdbrFx5nb79H7vpvgOnTXPxEqMPfAFVK9CuTMZqo3sEKaBd27lB6bZ+fF4UyaSCaUG7tTFzo2nwwMMG594L+KDC+O4E8u6CoT4QTExoPPOMxXf/ePeZx9nZiP/L3/3RNXRJNUtaK6wTL81w5Z6+I9phjVAGaIqOpSTJ6/3Y/ibloIhLYneC2KQQCkMXRVFQNQPf6xLddLZ8O6SUnPmVc/Qfq7D/C3sp7Mujpwz8rs/i20tc/e4UU89N31Mj582IvIiL37pEa6bFwZ/Yz8AD/eTGsiiqgt/1qV6sMffqPJPPTuFUPziywK27nPi3J1k5s8reZ8YpHymT6k+hJzREIHBbHtVLdaoXqiydqNw2iWKU++I29U4hBL0rlxA7xTS9T0gpqV5u4fWCD8Ts9Trq1zoomnrL9Ddhewj7oz1T/59xJ1AYGv0YlpUnDB2CwKF6/iyldp6lubcIQof9B79M2F1CCxz0XkTf4MMszb9JsCltFQU0K4VmJPA7dWD7uy8SPtcWXyKKfFKJPrrOClMLL27xrUuaBcYGH9/xSEXo0anOkCqOoKga5fGH8Lp16rOn43RWCapmoJkJNCOJbzdiVdEmtERsFFtQBnC4vbSo9GNHMccGcC/N4l6cIWr3EPbu7WPo2yxfeolUcYRkfhDdTDL64BdJl8ZoLJzDaS6vmTsLNN3ESOSwMiVSpVFUTWfx7Pe3l3ZJSX32DNn+ffTtfxzdTDH20Fcw00Uac+/htFeQUYhmJkkVR+jf/zil8QdRNQMRhaxceX29VBEkVmmQ0O5gFsprSVsC1bRQdD0OuamtYJYGCO0uXnUJGYWY+TIyDAgdG7PQT9BuImlsn4yMBM6Zy+S+8jTW/jHCehs1ncA6NI577iqi56LpJvmBg7i9WlzpcI/S2N4vFFOn8KljFD9zf9zmC4k7u8ryr72E9ENSR0bp/7MfRzV1UFX85QYrv/s6UcvGePJhUBWSQ0WS9Q6R7ZHcN0jjB+8RtmzKP/kY3mwVoy+HlksSvD2Jf+VtAIxShqGf/xxa0kQxdBRVYeV3XqN7ehpSKfLf+Cx+tY2WtlATJkYk6PzqiwSrFfp/4jiJiQHm/tUfQiRAUxn4808j/ZCl//DC+rmFXkR35c7b7f4BlepqbLPhOQqKMYhoe2gygcyPYqRCDC2OkG/VG7FfVKkIK83tpYaKQmJsHDVxhxH19whe+/Y7/BJBL2gSSR9DS5LQswgZkTX7iERAx6/GpJFfJWf2kzX7aXqLZIwyqqLQ9evb/IP+NOMjTQgpmh4rgBQFPVsgaFSxF6YJOy2SIxOAxKutYM9NUfzYp7DfeztW4sxciV3qfQ93dQlF1UhPHEJLpfGqFRSNWDlUXaY7uV0aLKMQZ3GW5OAY9tzV7QcmItyVJay+wVjmvfaxPTdF2G0T+S7u6gKKZqCnMjiVefROE3flg0tueL9QUEjpedJagVZQWTfc+qARpxEFjCWP4USdOyaE6pUL1CsXbr2iopApjzN46CmkFHRrs3FqhBSAEpOAqTyZvgmsTIkocGkubmzXbi4z9cZvUp54mGzfRJwi57tUr52gNn2SKHRJlUYJnPZNneebSxcZPPI0hqXRXLyIuMNIbDOp4vWiHwl5kc4oZLJxWkqjLhAC8gUV04RuRxKEkkRCod2ScaqKACEluZyKqoLnSeye5KFHDQaHNd581aNWE4RhvB1gnb9LJON9aSq4rqTTlqQzCqm0gqYpNOoC5yalXMkkPPW0xWc+Y1EsKnie5O23Ar79bQfPi5d/8YsJPvUZE8tUuHo15DvfcZm+Fl/Lr/90guERjeqq4IknDXRN4eRJn9//fZd2S3LwkM5f+ktJXnrJ45OfshgYUFleivjW77pcuhSTcLoOjz9u8qUvW/T1qVSrgu9+1+XEO8G6/1Aup/DMMxZPPGmSzSo4tuT573u88H2P/n6Vr/90kk992uSBBwz++X+Xw3Yky0uC/+FfdAgCKBQU/vJfSXHsmE6+oPLP/+8dLl7cIAEVJSaUvvZnEhw6pBMEkpdf9vn+8x7drqS/X+W/+Ftp3nrL5/hxg717NdptwR/9kcvbbwXs4KMHgKkmsNSNDsR1j5Z7hUC66wSTpugkte3JMEoygTU+hl4qwg2lNN7VaYLFZQwzja4n6baXECK4I/8gAM3QCO2Ai797idmX50iWEvFnXohTdbBrzq6lUSf+55Oc+/ULeG0Pv7dzJ8Tv+bz9r05wJncWt+mhJdJr/nMb7wEZwcq5Lu3Fa6T6FlFVF2RE6EW4dRe76uyYUgJQu9TkB//0BEGvTfNaY8d19FSW6iWfF/9vJwnsFvWrzR3Xi/yI6R/MsPTOEsm+FGbGQNXVeFbWDXFbHk7N2ZZcdzMYxdJdEUIyCHBnbt8DRDNUEjmDKJSYKR2n6aEZKmbGwGl462kwiZxBIm+yOtnCbQc7vrrNtE4iZ8YpfaHA6wb4vXDrvgomuqkhhSRwQtxOsP6cmBmdVNGiMdfF74Vbnh9FVUiVLfxeiG5pmCkdEQqclk/objy7qqGSzJvoCW1LJVFn2SG6g+v/UYWixkk3d/Ks3cOdM/TQ5+ksTdKr7PwMJgqDlA8/gZHKEzptKmdfIug1r2+AoYeeobsyQ3dp52AGKSUry6fxvBaje55C1UwURcVK5NBCCxSFRu0KQ6OPk0r102rOEtyodJGxz6GqGzc1R/eDmEQKQptq4xK2U91C7osoWI+h33acIqI2fZLCyFHMVAEjmWX0gS/St+/RdeWQomiomo4Ept/6nU0kSIwuLQQRrrSJuD2Vsn3qClG9jTkxRPK+vfhLVdwrc4QrzZgY2qFD1KsvMH/mu4w9+GWS+UE03aI08RD54cMEbndd1aSoGppuoVspVN2iW51BUXdWLonQZ+n8D9GtNIWR+9CtDMP3fYby+EMEXhcpBKpmYCSzmMk8KAqh71K99jbVayfW+4ah3SV0egStBkY2nmgxsgWEFyekCS+OaheBhwxD0hOHaV86jbu6iFUaRPgu7uoi+cMPoRom9tLM1rlQKem9fhrR7pG4/yDG6ADCdug89wb2qYuIdo8AWJ17Nz5mVUcz7oKo/wCQGO+j/6eeYPU7b9E9Mw3Ev3/ph+iFNP3f+ATOlUUaL55DS5r0//STlL7wENU/fCcOruk4rL52kcG/+Elq330Xd7ZK6r4x2m9cRs+nqZ0/iX1hntThEfq+/gTdszPYFxcI2zar33qDqBc/TwPffIr8J47EhBCgZRJQbbH8Kz8AVWHgzz1N7vFDuLOrdE5cJfPQPhIT/bhTFayhItZYmZXfevWm55ovKBw4bOB5kmJJZWU5IplSCcPYh6zbEWQyKoPDGt//rkMUxe8K4fsoukZQWUHL5+KOn6IgHJewWkXNZDD0nYf/WjqDNTh80xCcDwyquqsX1m7woh5u2MVQLSw9QxC5pI0SXtilFzQQMqLtrzLCMXLWAHRYN5juBlWiXdSOfxrxkSaEVCuBWewjtDuxwY2My3qQEgUIOy1Sew6QGj9A0G4gAh8tkSIxMIrfqK7NKkcoikpod4l8l6BdJ+i0MDI5dosJ3w4FI1fAzJewyoPIMMQq98cqolxsJhzZXYJOE1Qt3m8kUFS5pi4KMEsDGPkyQavOh9GjXCJZcafX4q5/dGqSXtQk9AL6rYkPdD9WusTEo1/HTOWYPfXHtBYvbjGlBtDNFHse+gnKEw+THz6yhRBCCuzGAk6rshaLqazVK0dIEQIKV17+FUBumxHbDFXVYtNnt0Nr6c7KH3J9Bkc+UeT081Xc7gd7j7I5hZ/6ZopMVqFeFfzgOZdsTuVLP5lAipggmpuJOHJM51f/fY9PP2OtkUTwtZ9OMjsdomrww+dcnnzaYmxcxzAUXvqBS6speORxk2e+mODqlRZRJHnyEybPfDnB4nyEBJ77Y4fPfiGBYSjc/5DBL/3bLmdO7jzIVlX42teS/PW/keIHP/Q4+W5IsaQiZBwTr+vwZ7+R5M/9uSTPPefRbgs+/nGTf/gPs/x3/7zN0pJgbEzjr/1Cildf9XnzDZ9SSeVnfzaF78Pv/LZDNqPw2c9ZHL1P59VXfK5dDfnyTyT4P/0djX/0D1u4LjzxhMl/+bfTnHjH5+zZgOPHDf7pf5vlv/2nbU6dDEkm4a/8fIovfMHihRc83norYnAw7nhGEdi25N0TPum0wt69Gn/0R3HJWK8n14mablfyx3/kUqmY/KN/nCGb29qo9/Wp/L1/kCGZVHjxhx7ptMrP/VyKYlHlV/+TjWUpPPiQwZMfN3j5JZ/XXvX5+CdM/v7fz/L3/l6LuV38iFRFQ9vUnNypifRt4Xo4HCq6snW2Uk0lyX/1CySOHCLqdLd1KqJ2h2BxmSh00fUEqXQ/UejhOvU7So5aC+lBhILuYpfuLtHvO6GxC7GyGTKU1K/ERI2qmww88SWc1XlaV05tHIOmkdv3ANmJo+jJNHPP/Rp+6zaNEdU8Rt8zVM78Nn5r+wy6omrk9t9PdvwoeipL5blfu3nZmYxn9O5kVm/3Y1PRcvlYHniHCJp1ws6tDIc3UJzI8Km/fT/N+R5D9xeZfq2ClTUYfajM5e8vcOJXrwCw5/EBjn11nP5Dec4/O8vr/+uFLQqe3HCKR//SQfoO5lDVuNN99aUlTv32VSJfYCQ1jn55Dwc/N4JuqiiaSmuhxxu/fJHWfDzwHr6/xEN/bj99+3PMnVjl+//i1LqiKlkw+fw/epjaVJvCaJp0XwJVU5l6dZmTv3mVwI6JoiNfHmP/J4fQNJXiRAYjpVM53+CF//dpOsv//19WlupPkh3NUjm9clteVfcaodtD7qI2VI0EA8c/hWalaF47E6cr+ZvviYy/f5N+gaIoFIr7CUIbx64iIh9dT9I3+ABCBBhGCt/rEvg9srkxFube4MZ+5PXQC7e1esvydYhj55frZ7cpPf3QYXb5jV2/163OMH/mTxg5/nkS2T50M4leGtt0PHG/Ogo8FG17ilFRGaAmlwh3UDDthqjRwW50cC/PYR0cI/vJB0k/egRvegn75GXcyflYmbEZUtCcP0/odhk8+ilyg4cwrBT62n87QYqIwO2s9el2httZZfbdP8C3W5T2PICZypPI9ZNgqx+TlAKvW2P16ttUrry65ZmInB7N995ESoGiqEgpsJdm47CVKMSrx2bafrMGSJzlWUTgE9pd3JUFZBQho5DG2bfiZMIo5MbnQbo+9rsXcC9Mga4hPR8ZRFvazlxpL0YihwI43VXs9vJt3Y8PEqlDI/jVNp13rxI2tnpk6YU01kiJld98hWClRaBA590pyl95lMYPYg8bd6GGt1gn6ro4UxWM/hyZ+8eB2My/c+IqwvboegHFz95Pcv8Q9sUFZBAhvYDEeD9aykJNWajWpiG0Au23ruAt1FF0DXd6BWu0hGJouLNVgpUmuccO4M2ukjwwhOh5eHM3t7Ao92sMDmuUyiqaplAqa7iOIFdQuXIhxLElI6PKFr5Tui7u1an4DyFgeZn1sayUIARRq0XU6exIvui5fOwfdBeG8HcDNWlilLNEjo+WShA2u2jpuHTvuglb2OztKtH3oi5u1CWvD5HQshiqha6YVP0qkfDXVEQ1hIzWlEEGSSOPJE4p2ylB7E8rPtKEUOTYdK9dRNUN3JXFmDUPfGQY0g2vELQboGqopom9cA3hOfSmLiLXXqr24gwi8FAUFb/dQNV1tFQG4fu4K4s35WVE4NO+cnbtL4mUgs7UBYQTP7h+o0bY7aAacdx45NgkBkYRvrt1v606wnXieL/3qbqx1DSDiX2ktAISQTeoU/GuEq5J4tJ6kUFrH5aWxot6LLlXcKK4nCKtFShbY7SCVcrmGJaaoubPs+rNkNAyjCWPYqlpWsEKC84lxKaZm3i/+0lrBQLpsuJO0w6rgGTA2oelpphz4nhxQ7HYk7qfZXcSO2qhotNn7aFgDKEpGm7UZdmbwok2d+6334g+c5yUnmPevrh+LH3mHtJ6kRn7zB1fu2R+gHR5jPbyJI35szuSNn4Y0GssUN77yK6zJVKEu3QW5K3VPopCcex+dDPJ6vS7d5w2oSgK/eNJnvz6ECszDnY7wLcjnG7E4N4knXoQl95NOxx5qsjZH9x6EFk8UubwTx/FyGwMwFvXGogzlxke0fg3/982nhuTKk98wmJmKuSlH3j8/N9MoyhgWgqKAoapoBsSVYPF+ZDf+N97fPNnUmi6wluveSzMRXz7d2yuV2a++qLLx54w19skK6kwcy3kd3/D5md+Ps34Xp1CUeN3fr2HqsHSwu4v9UxG4Zt/Psnzz3v8m3/d5caqkrExjW98M8mzz7r80v9mIyW8+abP/+P/meczn7X4jV+PO2q+J/mP/97m5MmAVEphbI/Gww8b/NEfxgNrISSvvOzzv/1ijzCEVlvyC389xcioRmVZ8FNfTzA7G/Fbv+ngOJLz50Puf8Dgc89YnDoZMjys8VNfT/Dv/53N7/y2s64aWr/uLclbbwWUyypf/orFG6/7LCxsfWeEIUxNRZhmgONs/9089bTJnjGNf/pP25w7G6Io0O0IfvobsbrJ9wAJk5MR/9O/jK/VhYsB/+yf5Th0SN+VECL+2jqFnlDvzgdmN1hqGlXZTBRsPTe9v4x1aD+tZ5/Hn5nfVj4m7PgeChHRaS/E6Ym3MSj6cUJEIc0rJ4ncrQN6GYU0zr+JW19i6Mmv3DS9cBtUFdWwdu3sSRHROP8WbnWJoU989a7Svu4WqmGgpVJ3tU+/urpFRXUrKJpCaW+Wa69VaC/1ePKvH+X1X7xAe8nm0OdGee/3ruG2A669uszyuTpf+CePopvatjmiA58ZZuh4kVf+zVm8XkiqaOHbGyqf/Giaj/3lQ7z7G5MsnKphpmJvJa+zMdidf7dKdbLNZ/7uA2g37ENRFYykzqFnRnnz312kNtVh9KEyD/+F/SycqrFwskp+NMXjf+UwJ371CrNvrzD6cB+P/dwhTv/utbsqP/hxYeLTYzSutRh7coSlkxWSpQTtuQ65sSzloyXchsfiO0uMf2oMBQXV1Jh+YYbACTn01QP0HS1R2p9n9pWFbel7HyikoHrxtV0X61aSZHGYyns/pDnz3o7rVC/tTrDE+wBBSK+zTK9bQVFUgqC3XjK278AXMM0Mup7AdWpk86M0alduOMwIv9vASOZQVG3X95+q6GuDJLlLiaTA8XZWF8b7CaleO4HbWaU4cox03wRWuoCqm4goIPJdvF4Dp7mE39tuJm6RwCJJRIhA3NYEpJpNkTw6QeLoOIqi4F6axZutoGWSZJ5+gKBSJ2puJ++ljA3InfYKmb4Jsv37SJdGMZJ5dDMBKIjQx3c7eJ1VurV5uqvTsXr8JvC6NeZP/THNhfPkhw+TKU9gpgsoqkYUeHidKp3qDO3ly/TqCzv2GWUUf3adkJNi0/ttPaM9vjYbHkFyi1+QDINdhzFK0iL9+P0kjh8gqrdpPfsKWtFC7yviXrwGYYSZzFGdP4MQAeJD0l6q6URcNutvv2aKpsZKzWBtmYTI9VEsHUWL20kZrIkHhIwj7K93FRQFIrHuOyX8EBFGqImYtMw+so/yVx/DnakS1Duouhq3VZve11F77X17XZygxmVaSEnr7Un6fuIx2m9dIX3/ON33Zgi7u5c1QjyxevaUj27EavFkUiFcSx9rNeJEwjXxz1ZuZ7OUeyeCXEp2lHsrCmZfP3qucNPjupfQS1nSD+wlWGkhwyhu8/pyKIaOlksSdRw6JyaRO9xvgCBycMI2pcQYCT2z3k9s+5V1sicmjdqYWoq8OYipJte/92EUYPy48JEmhJACb3XnKEThxz80b3Wrsenmsqyw09z+xcZtOo6LCL+2ESkZdlqEnQ3Pjmg5lusquoGeK6InM0R2h6DVIHK2d1bs+fcXeQmwJ3WclJZl1ZtFUww0VUchfgkmtRwH0x/Djjq0gxUKxjAH0h/jYucVQhlgqkmGEgfI6CXaQRVf2AgZIhF4kU3FnWI0eR95c4Al9wrXJ0l1xeJA5jFUNBr+Iim9wOHsk1zqvE4nrJHRi6S1wjohpCk6JXOUmhcnRxTNYcZTx6m41wilj6Wm0ZRbP5aCiAFrH1VvHjtqoikGQ4kDd1xStoH4ra7qBpqR2JEQSuT6yA3sR0Qhbvv9pSdt371Ctm8fxbH7CX2HxvzZm6ZT7AbfFUyeaHH4yQKeHVGdc0AJ6BtPUpl2uO+pItpaWcftINWXYuzTEyTLG+VAy+8usXp5Kpam3sBhCrHBawoBhgG6rlAoqnTacTlYoyHwvZi80LS4bVLVm+vxwgCaDYnvQxTGMfBhIPnqTyWZvBRSr+1Opg4Na6SScOpksI0MAiiWFCYmNE6eDNb7WbMzEasrEcePG7AWfTs9HbG0FDcwUSRZXRHs369zXXnb60nOndso/6pW43XTaZVMRnL4iE4hrzIxkUeK+JwzGQVdi898bI9GFMKF88E2Muhe4cgRnU5HcuXyWmdTwqlTAf/F30ozNKQxOxMhJJx9b+NatVsSx5FkszdJyZMBofQxlThVpqgPoaHftuT/ZlBQKeqD64bVgghfbP1tKIaBsB28qRmi5u7eSYqioK3FzieSRbrdpW1KwNs/MAUjU8DIFFB1Ix7o1Csx2a+bJMpD+M3V2BeOuMQ52T+K16wSuT00K4WZL6NZyXjWt1Ul7MVEuJEpYBUH4skEd3t7IUUUBynsMGBTNB0z34eezKCoCkG3hddc3TLDpiczGKksoOA1Vwnt9tZtB96OyilFN0kUB9ASKSLPic/3JsqGO4FimHftWxC2msjgzu6j2/ZZPltH1RW8TsDsO6sksgYHPzuCkdRx2wGhG9FddQncnbft90I0QyVZsGgu2qxeaW3pX0ZrhqCpUgIZSSoXm0T+Deo1X9CrunFZWGJnddTSmTqXv79A5An8bsDhL4xS3JNm4WSVRM5E1RQqFxq0FmyQVR75mQOohvqRSolMFBKUD6n0HSvjdX2sjEnohEx8dpyV91YpHSigqDD08CAnf/kM5cMlhh8bZPK716herKEaKjMvzeM07rzdvBGKppMsDsdqmiggURgEKXEaS2hmAitbxm2tYqYLmNkSUkS4zQrBpt+RohkkCwMkisMYyQyJwgC56Cih08WuL4IUWPl+rGwZKQRuq0LQ2/ndJZG0m7O0mtMAGMZWBYuiaBRKB+h1l3GdBn0Dx+h1lvD9DeJCT2QwkjmMZGbXchBNNRjpf5Rq8xJh5JFJDtLszt1xaS1S0F2dxq4voOpWrHxWVZJGASkiem4NEfk7mi0risqocgCBoCsbVOWt484zj9+HMVjEPjWJP1sh6tqxIkjXMMd3VzsophmHhXg9mgvnaa9cxRoYImrE90ExDPS+cqzmmZtFyAi9VMAYHcFfXNx5UL2GKPRoLV2is3oNVTdR1bijECvHQ6IwfsfqpWIciAAoug5rfqibLgh6ubS+zj2BopB+4gEyn3mMsNbC3DeKYupo2TSZTz9GMF8hanaQQtA3+iBh6OL16rSqO1hk/IgRVNvkHjuAnkni97Z26IQbIPwQPZfCA9BUzL48YbO3K6GwGYqpYxQzBLUOejaJlrJis2oF8k/fh7fUZOV3X0P6IUYpizVa3vL9m/m/uVeXQUoyD+/DLGepfffd7aq1G9CoCRq3uO0Lc/eOqFN0ncTYBMpdqHTvFsL18StNhO2hJk0UU8evNNGySYQXELZ6MXG3CyQS268jpCChZUjoOQSCjr9R6upFNnbQJGcOUkqMoakGbhSbTf9nbOCjTQh9BCDDgO66kuj9Q0HZaNwkW+S8lpokED41fx5fbJ0Z7LfGAYXp3klC6dP0Vzie/ww5o5+6H5NmhpJg1Zth1ZvZ8l1BSCesY0dtsmppy7KCMUBGL3Ku9SK9qImumNyX/SQDiX10urduwAzVREGjHa7SDlZvu9SkFazgC4c+a4xZu0lSy5LWi8za527r+zfC7azitFdIFUcZf+RrtJYuETixekozkySyZXKDh8gO7Meuz1Off//3VLfS5IcOgaJiJvOUxh8kkS2zOvU2nZWpu9pmFAicdrDuXaUbKqmsjqJArxnQa4XsfzTH6effX9TiynJEq6nwV/9mhuqq4OUfuFy+GPClryaZ2KtjdyVnz/j82aMpfubnUwyNaMxMh7FiNYJ49jEeo66sCD7xKY2f+maSF7/v4XmSL/9kkoOHdb70k0le+YG3pnSNnw0hJKoKyVQslS2WVMp9KiuVnRsNXScu89lFcqoqCpqqsDlIUIj4v81l1rYjCYKNbUgpt/Qzowh63c3L43ugKLGIw9DhT77n8r3vekSbCLl6I/7/hq5cTzv9wHCdgNvcjw3CmJzSro8RZFx6tvk8JKDehLHzhI0nbAzVQkEhp5cZMPey7F993+VjOb2PfnN8feYnkgF2tHXgJLp2HLlbKhC12rteRCEiPLdJ4HcxzUz8Pr1LqJpB+cFPYmYKSCkws0Wal09SP/cGmplg6MmvUDv3Bu2rsWLRKg4w/MmfYvGlb+O4PbJ77yO37xgyDNFTWYJei+U3niXstdGSaTJjB8ntf4DamVeovXdzr4HNsAr99D/2eUCiajqqYVF563vYy9NAHAfd9+AnEVGAkcoR2h2W33iWoNu86XYVzaD8wFNkRg8Q+S56MkN37jLV0y/Fs6EKGzKxTf+aKY3AXfM1W/u8OJygsXgDqafraNadx1QjJdFaquidIPIFoR+hKxpeN0AEgigUICWqdnvPxdWXlsgMJPn43zxKr+5x7dVlLn1vHrseD1Raizav/a/neeQvHGD/J4dYOFnj/LOzrFxq3tHEZGO2g1h794SBIPQFejJ+OfVqHr4TsvcTg0gJE08MELoRrfnbL2f8MKA112HwoX46i11yIxkCO0DVVRL5OLijNtmgu9SlfLhEc7pFIm9RPlpCRhK/GxDYAU7DvSc+QrqZYvjhL1A5+yJep8box74aKyef+yXS/ROUDz/O3Bvfxsr1kRs7Sn7sKIsn/4T65In1bWiGRWboAOn+PWhmkszQfqxcGbu2hNOsIIXEypbJj91Hfs9Rls+8QPXSTilOkkZ9Et/bMMePIp/a6kWCwEaIkOrqeaLQw7GrhKEbKyBveAcGdovQ7YKi7vpbURSdUm4fjfY0upZkdOBROvYS4U2Ij42pnM0lYWttdRSslSvFyGf7Segl2sHCriRTVSzhYaOgYnB7RsbdN84i3GB7CUwY0X7hBMLx1n1UNidEJI8cxl+uEFarICVChAgDfLcNQqBYFlpmmOTBg9hTl0HX0QpFMo8+Qv07f4Cwd/HKu74fJVYYrRNfN+xfMQy0TGad7DFHR1B0HXd6ZqORVlW0TJawVt9o1zZ3PNb2E9+GG6Uiu0BVST5wiM5zb+DPLlH62fj5Fl0HNZVAseLJl9rie6iaEb9j7yAp7oOEfWmB8k88St+feZz227EKTjF1uqemCWptumemKX/5EVRTR8skyT91hObL5wl7tyaK9XyK8k9+jO7pa6SPj6NaBs6VuFok6nkYpQyJsT6Mvhzp+8ZiP6HbRNDs0T03S/Gz9+NcXb5ludiPA6phktjzwdpz3Iiw1qFb69x6xZugG9QQMiCp58mYZdywjRdttH9B5NILGhQTYxQSw+iqSdev4of/mRDajA81IaTrsVeJ40hcZ+Nd+qcVqWQ/B8e/SMoqAhCJkJnFV1ipxyTIvHOB8dQD3J/7HK1ghWV3kl7UAiRprUDe6Of+/OeAeNZdQUFTNmq4IxnSDbdLeG8GS0sTyXCdgAqljx21SOtFdtN8bP607i+S1cscyDwel4u5kzT95VvKhCMZUPPm6bP2sKxMkjcGcKL2DaVmtw+vU2P23T9k5NhnyQ0eJDd4iDXGbb2hFaFHffY0yxdfvicKoTh29LOY6SKqqiGikPrcGZYu/PCuZt3DQBB4koe+0E+z4rEybXP8M2WcTki37hO4gnbVpzRiYbfen3Kj2RT81q+65AtqXB7VEtTrgt/+tR6JhEKrJeh1Jb/8b7uYlrJuIC0lnDsDngd/+Hs2riMJAvi1/9hDVRXardic+tWXPE685eM6kkY94q3XBZoGriP5vd9yOP6gwex0yBuvejz8MZNHnzD57h/s3DhXlgVRBEePGrzysk8QbD+XufmQY8d1Tp+OVULDwxrlssrp05tl2re4KDdZbvckU1MR+bzK5GRIpxOvrKob77SFhYhkUmHfPp2zZ3ePuA8j0FQl9iy5Q0xORjz6qMnEXo2pq/Fv7L77dGp1weqmCPs7fc86UYdOVCOjFeIZTcXiYOpRQLIazBHKO3+eVTTyej8HU4+RUvPrn7vCphWuolgW6UcfRDENUFVkEFL8C1/Hu3SVsNna0jF2J68RLCyhKCqGkUbTTVrNGcI7MG2/ESIKqJ1+ec0nLCJ/8GFy+47TuPgOkWfTW54mM3qA7uwlROCR2XMIr7kaq3WAzsxFeguTiCDAzJcZ+cw3sAoDhL027uoC1W4LM1e+xVFsh9eqsvz6HyECH0VRGHrqa2Qnjq4TQigq9vIMjUsnMNI5hj/5U2QnjlI//9ZNy5bTI3vJjB5k5e3v4bWqJAfGGHj08/QWp8jlavRNpKnN2aSLJk4rwErr1Bdsxh8qsDrVIzdgETixB1i2z6KxtLzlN6OoWjxDfoeQgHDdOzajlLv+cftwWz4n/tNlLj03z8QTAxz7yXGKExle/ldnCZwIEQiuvbJM5UKTgSMF7vvqHj779x7kB/+f06xeuv0UwJsZQ3cqNhefnePwF8cYOFLAbni89osXqM98tAih9nyHg1/Zx7UXZtjz9Ch2zaG73KNX6dGZ7+B3faJQ7KhuDd0QI6FTmMjRmuu875Q/EfkEThcjlUOEAVHgYiSyGKkciXw/fq9J6PRozV+kW5kiWRre4Zh6VC+9QWdpkkRxiNULr9Fdvhq/L9YIgvbCZbrLUyRLQzc9nm57a+CIECHt5sbE3Y3lYa3GzorzuEzsZtcmvra59DBh5KFrCVKJMmF0gxJDhLh+C1NPM1p4CDdo0/VWsbQ0KbNIELmsdK+QNPIUU+NIKah0LmL7dQxtd9LXwGJAHWNVzGNgkVZyLMuZXddfP+ogxBgqoSat9ZJTEYT4cyuIroOWzZJ57FHUZBJ/aRn7/HnMwUGyTz5BWKvjXruGM3mV5OFDWOPj+PMLSCGQnoc3PYM1vifeURjiz84ijhze9VjUTIb0/ccJVlZIHDhA7+w5zJFh1EQCPZcjbDbpnngXRdNIPXA/xsAA3vQMerFA5onHURMJjMFB7LNnEZ5P6v7jWGNjeLOzACTvO0pi3z4QgrDZxL5wkdT9x9FzOfRSkeb3f0CwdAtVlQJoKlGrs7Wx19RYPbb2kZUukS1O0Fy5hG6lCbwf/zvFrzRZ/MXvUfj0ccpfeRQZRvQuLgAS4YasfusNis88SPHzDyHDiMaL52i9egEZCfyVFlHHQQQR3lId6QdEtou33ABir5pgtUXxCw9BJKj85it4y00A6t87Sd9Pfoy+P/M4/kqL+nOnMYcLQPysubPV9XIzCYTNHv7mFK9IYF+Yp/DUUTrvTsWla3cBsz+L8EIUPZ7BUzQVazCHv9ohaNqkDwwio4je1Ood78Mo96MXind1XD9OdIM6ofDJJ4bQFYuaO7NF/RNbqNSQSPLWEKqiYwfNHfulpppCUw1UJfZz1VQDQ4uVy6qikTX70CMrtp6RAiGjtYqa6IbtJNFUE1VR4/G2omKo1tp2VDJGH4ZiIdh9O6qiYWmZ9e+rikrKKKy/4ywtQ9YcQMoIiUBIQSg8AnF3KtkPLSGUTCp87esJnvqUxe/9jsO77/g88pjJ6ZM+7dafTlZIU3VSiTKZ1AAA4Zqx4HW0ghXOtV6kaA4xlDjIsdynea/1A1zRQSBoh1Umu2+vry+lwNuUBiQRdxyrK6RYm2XfGJwqirZO6Ei2LEJV9C0f+MLhSvdtMnqRAWsvhzNPcrV3YptKaSfU/HmGkgcomEOUzBGq3jyB9K4fxPZRrQJoelxzdMMiKQWtpYv06nNkyuMksv1oZtxxEaFP4Hawm8s4zaXtpRR3yVQGTpvKldcwU4U4ua5doV25elelYgCdWsBLv7a147hwaeOlWB5LMHIozcx7HTz7fcpMZVxK1L4hrn51Zeu12U21A3EJ2HVUlraud6MnkOdtrNuoC9otQd9jBg8/ZtLXp/HW67sP7JtNwff+xOUb30ziOpLLl0PSGQVVhR+84LG4GPGd33f55jeT2Lak3ZJ87hkTTYuX3wu025LvfMfl7/+DDH/1r6V4992AhKWw/4DG8897TF+LmJ+PePklj7/611IkEgpzcxGFokqvJ3jt1Q0iq14TqCp8+SsW752Jk79OnIiJrGQS+vo0xic0TFNhzx6NlYpGoyFotyUvv+Tx5S9b/O2/k+GP/tAlnVL4Sz+b5OWXfK5NhfT3351UOCJk2btK2RjDUpIoikJKy3Nf+ilK/jQVP/YV8+WtPU1UdLJ6iX5jD8PWQZJqdr0BlEgq/jU8aaOaGRL3H0VNbgwwhO1g7BnB2DOyZZthq02wsISq6jhOHd9rkUz1rZm/39Upcz21Jz2yDz2ZxSoPoaficgwRePTmrzL0ia+ipzKEPUl6aC/ta+fXy5mlFCTKw5i5Mnoqi55IoxkbM+Iyiu7I8HrzcempLInyMJqVxMgWthjeSiHoLkwSuT1E4OGszJHsH0XRNOQu6WQAqaG9GOkcmT2Hyew5HJdDp7JYpUGKAzb5oQRmSkcKSTKrIyU0lxV8O8JMaRSGk/h2iNPZ/v4FYgna3UjVRbS1xOJHCN1SiXxBc7ZLc66LiASP/IUD6JZG4EQoWkzc9qou16rL1Gc6fON/eorinswdEUI3g5HQGDxe5NJz85z8zas/nqStewC34bDw5iLVi3UUVaG71KW3YnP1uWkGHugntAOWT6+w8NZSrGKs9NZVo+25NrUrDcpHSrhNDzv0UdNJRPvuBrAiDPDaVaxcX+z12GshwpBEcQgzW8JtrhBPGEmiwGfnBzoOkIgCD6SI/79/Q9u+9vld/c4/AEQioNq6wujA4+i6hWmkuW/fT207vq6zwvmpb6MpBgoKy63zGHqSwexRnKBJyiphOimEjPCCNmmrj4Se3WZQvRkKCiklS5YCQhUoQFfe3m8k+cABsp96CGOwRNTuoRUy+LMVVv/dHyFdHzWRQMtlsc9fxJuZQQYB3twc3sws9vkL+Atxv8k+ew5rYvz9GepKiWIYWPv3xUqcQwcJVqsI20GGIeboKHqhQLCygn32HIUvx21V2GjiXL6Coqr0Tp9ZJxLs986SGB9fu0gKej5P1GrRO/MeuaefwhwZRs9mab/2Otknn4jNgm8FIYmqTZIPH8U5fQkUBS2XIXn/QaKuHSuqgExhDN9pYlhZEqkC3cbc3V+Xm+C6Uve21MRC4lxdxrm6s8F12Oyx+q3Xd1y2OdVr6ZefB8CvtLAvzJN/6ijCD6l9911qz7677bveXI2F/+VPdt5nvcvc//idjQ8iQfOl7QnVWi6JX23TOze76+ndClrSJHt0BEVXcZea5B+eQEuZCC+g+oMLFJ/cT+v03O1nIm1CYnwC1fpwpMndCfzIxg07lJJ7kFLS8+sE0dZ3bWfNZDqhZwkil26wcwXLvsLj9CX3oisGmmqgKcbauBUSWpZHBr9OJAMiERDJACdoc6XxKi1/8/OosC//OH2pfWiKgb5pO4qiYKhJHh38OpEIiaRPJEOcsM3l+ku0/ZX1rWTNAY6Xv7B+HLpqoCoG6ppv5ETuEcayDxCJeBuRDFjonGO2cwpxF+lpH1pC6GNPmuyZ0Jm+FjI4qCIlPPVJk6XFiPb7UDekB1M8/V89iV21eetfv4u/lqCS6k/y5N95jPRgmku/f4Wr35tej+6d+PQejn7jMNeen+byH14FZa3e/XCRoYcHKOwrYOXM2Aug0mP5ZIWFt5dxahuDHz2hcd83j7Dn6VHmXl3g7K9f2LHeVFEVjv/Fo4x/aoyFN5Y491sXCXfxL7jhm5hqAiklrWAFieBo9lMYqoUrOjT9ZTKpEppi0AsbsSmjoq0bTt8K6ho7ef17yFgW3AsbgELeGKAZVEhoafJ6PxVvCpD4ooehDJHScgTCo2gOr7OkALpioq6ZSS84F8nqfWT00johdH1/iqKsqZrU9U6FLxxa/grDiUNoikE9iEvfFEPHOrSfYGmFqNWKBzpBiGJapD/+GO6Fy4TVGoquI8M14mGtniEMHJpLF1FWr8RlEEKCpmHt3YNIRcjGpg6NqqKXCuj9Zbyr07GHxXV3N1VZ3+9uCH2b1atv3db1vxew2yGX32zQrNwr6a8CamziJ8P43BXdiOXo66aHsUGQkS+BqhDUVte+o62vF9fNr8nYb3OW/+K5gG5HYphg93wWb2IqHUXw67/u0O3C00+bfPYZC9eVvPF6fB2CAH7rNx18H772tQS6obCwEPE//Isu09OxoqHZkFRWJJGIn3spodGQVFYiIgGuJ1lcjHDdjd+060oWFiM8TyJReOVlDwX4ylcTPPYxk8CXVCqCaE2l0u1K/ud/2+Mb30jyxS9ZGIaCbUu++6y7hbS4cCHkl36px+c+Z/HU0yYXL4ScPBUgInjwIYNf+IU0qZRCuy34xjcTfOnLFt9/3uPbv+dQa8L/+C97/MzPpfmrv5BGCHjh+y6/9y0Xz4MwlCwuRXQ6G/chCCVLi4JO9+adtXq4zJI3yXji2Hp5l6EmGLUO02+O44guTtTGFh08YRPJACEjFFQ0RcdQLZJqlrSWJ6FmSNxgJC2loB4sseTFPgai26Pxm9++rc67cFwURSWTGyWVKmP3Vklnh1hZOnVbHkJXn52icmqFyIvorJXiJAfHGXjsGdx6Ba++jNpNkCxvKAW85gqh3SE1OEHQa6HoJt2FOFZaT2YYeOJLKJqOvXQNv9O4J148iqpRPPoxsnuP0ZufxO/UidztZQ0y2njvSRHF6hyUm3bHFc2I/YXCAJAQ+tTeexWnMsfMYpPZ0y10U0UISRQIFEUh8CK8bosoFNTnbEJfoJlq3Fe9cWeKelfeBVLID2RArVsao4+USZUs8iNpzJTOkS+O0a04VC42CJyIB7+xn74DOVpLNqqmMPZImbl3q4RrCpX+gzme/IWjNGa7eL2A8r4s3RWXxmz8DCmawtgjfaTKFqW9WTRD5ciX9tBbdVi+sLtx7xYoCn435OiXxxh7tA8ZSXo1lwvfnWPpTP2mvhYfJohQcu2FeKA0//qG92PtUp3apQ3lcmchvnbdpR7dpXjCQ+gJVjo5xLKDzJSxyhaKZRKuVFHTSRRVw5+eQwYh+kAZNZVEBiGiZ6OVCzG347po+RxBpUpUb+K1q+TGjqIZFl5rldDskO7bg5HM0pze2Rz6A4Gmxe3lGump6PpGG3s90VSIdV+gOy2d3AwpI5aqp2m0Z8ilhxkq38/M8uvbyoXC9b8lkQjWJhMjIuHFgy2vSih8BrKH4ne8oqAoGppioqsWumoSRDeY5SNpy1o8OKIbb/s2E20Th/bQefEk1v5RnAvTSNcn/fh9621DUK/TeecEib37MEeG6bz5FtJb82C7x775MgiIbIdEfz/u7Cyp++5DOC56qYg7OYk5NLRmNrzTl+Ut2zMZhETdLtL3kUIgXBfFNMk8/hhBtYZwbsNIXgi6r7xL4aefwfrmF9HLeUp/+SeRrkfrj1+JS7CJ+6jp/AhChPSaC7fY6N0hoWUYTh6m6s3RDWrkjH7sqEUg3PVKhrgHtRadLkN0xcRQE3hRb1s1ga5YGKq1viyl5UFR1gyEWU9KVuLRxQefmqwoJA8OkTo0QvbRA7RevXBLM+mbwVvtkH94HBkJwo5LZHvY11bwq12Cpk3znWkyR4awp1YI/F1KGnc6TE3DGtmDom9P/vuwQyKou/NYeppIhLT8yjbyuRfU6firRDLAj2w6/s4le5qirz8XQkQE3PxexSTP9t+zquqoiookIriN7Vzf72YoioKm6oCMiaNblG3G4/S793/60BJCwyMqly4GKMRqISnAMJQNn4u7hYRUX5LSoSKn/+O5dUKouL/AyONDpPpSdBa7XPvBbEwIKdB/vMzgA31ce34aAM3QeOjnj3Pk64fQTA2/6+N3fXRLZ/TxIQ5+eR/TL83x1r8+gb26VkrlRTg1h76jZfSEzvQPZ9c7NpuRHkix97PjlI+UuPq9aULv9hp3XTHYm3porYQrwFAtmsESnog7TDV/Pi7NSj+6pgpSiGTAle6bRDdhEhUU8sYQZXOEojmMqaaYSD1IO6hS9WfohFUq7hTjqfsZEvsx1ASO6K4TOnV/iX5rL4eznyAQbmyot9Z5V1DptyYYSOwjFN6aLE6h7i+snZPJgLWXrF4mpeUZTOwnqWWpenO0w1UEETV/nsHEAar+LG7UQcvnMPeNY44MEjXbaIVsXKO9WiOorCJsG8U04vX2jCBcn6jWiGen18gfRQW9vw/Rs/EXK1gH92KODOHPzG0EoWoq1r4J9IE+FF1D9GyiVgctmyFst9HLJbRMOt7v8soOV/ZHD6cd4rTvnVuxlsmQGBpFUTXcyiIyDEiM7EEKgb9aQTFMZOCjJVPo2Txhp4VimCT37EPRdaJel6C+SnLPftRkEmd6kqB1e4Mg34epyds/l2ZD8mu/avM7v22jqgpSUaHYT2go4PXodK4vd+KwiSg2sL5OxPzWbzuY39Nwehog8H341f9ko6px+duliyH/8B+08Nfe14plcble5h//k1U8V6Jls3jtNi+84PHKK17sUSI39nMdy8uCX/zFHoYRK5iEgCCQW0ymbVvyG7/u8K3fdVHVmMS5PgY48U7A2fe2z6oGQVyaN3a8QCOS/PrzFr0Vh9CPqEza69uvVAT/9T9ubdnf0qLgv/mvW7c0uo5kwIz7HqaaYNDct24OrygqlpLCVJLktf548ADcyAgoa/8DZVvSlJSSVrjKpHMCR7Svf0jUvpPac4XQ7xGaaUDSqF0hDG+vY9ar2PQqWztXmbGDAKy88zwyiigceZTNiV+h3aG3dI3M+BH8Vg2vUVk3jTbzZdIj+5h7/jdwq0uY+TL9j3zmDs5llzM0THL7jtOdu0LtvVeRQG7vsa3rKApmvozXqKDoJmaujNeq3pJU8ds1QneU5uWThM6mtmvdHGiX762pEd1b3CrlutnWHWPDk+N24TZ9pl5ewm0HmIbC9IurBF0BUcTsqzVwdIyEYOKxYZJZk9rlDkgYfbhMe8mmPtMhcCKWztXJlk2+8LUcpbzk6rsVXvrNOQInPudu1WXhdI3cSIr+EYO9Ax7vfW+G6pX4NzowoPFz/+cR2qHB5NX4mo48WMKueTTnerhdn+nXKlQn2+vq3cAJmX5tmdpU/Cwd+NQw6b4E7/3eNE7TQ9VV9jzWx1P/x/t49v/6Dr3q+zdZ/rBDMXS0bAY1kUA4LlohNkyXvo/eX0K6fqw+C0IUy0Qr5OLBpZdFL+bxLk+h5nNo5QJR1yaqN/HtFqphohkWrbkLqLrFwLGnkSLEbf+I/D8UlfS+Q8hI4C7Po6czGKU+IruHv7K8ZgCrIwIfzUrEBqvXJpH++yiFFSG2G78PklaRdm9x14FIKHy6XlwCG0Qutd41MlY/QksgZYTtN0gaBXp+g0gGJM08oJA08tsIIYhJoS7NOz5mGYTIICKstzEGSriTc+jFHIqmxv53ySRGXz9EIUoyEU/WAVG7TWL/flBUwloNa+9e9GKJxIH9eDOzoKokDuzHKJex9u0jWF0lMTGBXi6R2LcPb/oahh4ihcRI6iiqgl33kFGICEOidhtF15BhEPsRFQooRjzgVlMpEgcOoBdLWPv348/PE3W6JA8dJHHwIN7sDKCQOLAfvVQkceDAmpJJ3vC6XSNKbAdh91AMfYPwvwn82SVqv/IHJI7sRSvlET0b79IMQaW2/j713Q4iCnC6VZzuve/HqmjkjAEMNUEgXDRFJ6Xn160fytYeFEXBDluk9DyRDGn7KxTMITJGmao7SzfcUHooqBSsIdJ6iao7gx02SekFfGFTtEbQFRNQaAUVkloOQ7XoBjWcqI1fadJ+Z/Kuy4d3hQJGMYM5WKD50rnY9+gWZtI3g/AC/GoX1dRxl1t0Ly+TGC6g6DaqoaNnE/jVzo4pbDeDXihilvvenzrubqGp6MU8YfXm/X8lYaImE0SNdjzprmtIP0TIiKnmm1xrxRUwO0XJh8Lj1MofcJ0B3m3ce7H+4h17S27fluRS/UUurxE8ihJ7lQopb9pVuXE7LXeJ1xf/0x11b6S8vWTGnfChJYSmJkM+94XEusfGN/58El2Hev39zQQGTkhzusWekQzZ0QydxbgTVtxfQNVV2vMdSgcL6JZG6IQYaYPMcCb+3kz8kor8iNZsm9mX51g+tUJrrkPQiwmh4Y8NcezPHWHvZ8epnFrh4u9fiWveJSydrNCcalI8WGTwwQE6S122kJgKlI+UKB0s0J5rs3Ri+bZfTqEMWHQukdRzKKiE0qMT1Amku7bcZ9o5RZEyppoERdALO6h6hCLB15pM+28hdRcDZd0wV1UVcoUQt9ukEjURAagaRJEdkztIFpyLtIIVElqaUAZ0gtr6fp2ow6XO66T1AkhJJ6yT1LKxt5EiqPsL+MJBUwyEjLCj1rphrETgih5RENIMNiW6bar7DKSHL2xWvWkAjLFhZBAgXA8tnyVx+ACgoBXyBNV6PMJWFNRkAq1UxCoWaD//IskHjiFdj6jZwtw3jpZJxxGIpomasIg6W8k7LZtF7+8jarXRy0X0vjIIiT40gJJKkrzvULzffI6gWkcJBTrGFmlsiH9bEllt7XshazPzHxJoyTR6JkfY62L1DxE0auiZPNbgMNWFWbL7DxPaXYTjIEWEnisQdtpY5X681WWs/iFkGGCU+oiTOe/+t61pJql0P0FgY+hJfL+H520lRqII4skziZo0yR1/GHHlCuaIhmKZ8cxet4teLBHOzQEOyQMHkK5LUKshh8bBnkLP5zEHhwgqFUgkSBUKhPU6Si6HJSXu9DR6sUjyoUdpv/wyajmJls0S9XqY+/ahaCru7Nz6TJ4xNERYr2P09xOsrqLv2QOmibuwgLV/Aq3TiY9nUycvPpcdvDTCmCDaDUZKJz+UorXYIz2aZfKl5S1Ej5Tg3jh+1FS8MH5uFT1eSUoZz0grxESqEr8zPNXlsvM2nnAYtQ5jKLEhrLKJ5FG4/RkMKSURIXV/kSn3FK1w506pMTJE8vgROi+9gdwcJafrpB9/hLCygjc1Q89exXUbt00E3QxBt4m65zC5iftA08jtO45yg69Td+4S+YMPYeX7WHnnufWo58hziFybzNgh9FSWzNghVH2tXExRMNL5uJQskcbMlUj0jRD02kROF0U3MLNFEuUhNDNWJSmKgt9pxOmXnQaJ/lEy44cx831YhQHc6sbsrpSC4tHH0EwLI1vCzPdRP/cGMgrXt22Vh9CsJIm+kViB0mnQnbtMds8hBh7/Ar2FqyiqipbM0Lz4znqS2vvGj6gv2qk4vP0fL6OikdL6uPYfHDSRQm8lmP5Vm6RSBtHl4v/SwFBMuqIJKLTEVu+4pTN17JkGny1lODUVkUwpPPOUwrfWmisz8pl69irdbhwZ/IUvJHh4v8bzaz9Rz4lY+N4VEhZ875dsdB3SaQVFAc+R+B6c+o0rpNMKxUKsGPTaASd+dXL9GA59foSFU1XO/N619ebBaXp84Z88gpH6cHbxjnx6gKPPDPLut+aYO9N839sTXRvn3GXWXjYoC8vIIEAKSbhaQ4YR0ov7DWG1gehdT/5TCVdqiFYnJoIaTUQnnkQL7BaqZqAZFm5zFT2RwswUcOpLcZKgppPI96NbaTQzSbIwSHpgAr/XIujd+pwUVSORH0CzkuhmikR+kPTAXgK7hd/dGBiZA8MEjRqqYWINjxHUa5j9g2jp2BRfSoE1METYbqGn0ujpLMH7IISuw/PbLFZPEu2QBHYdQeRQ6234FbXdCm13o6/WsGdpsFEe0/M+GCLNPhPHUgeVOsWvf4r0x47iXp5FevGxyzBE2D2EYxNOXl03g7bPncccivshSImwbTqvvxGXd4m4bC1qtmJFURCbVke9Hp0334q3oUBxPIOe0DGSGo2ZLlIIvGvXCJaWibpdms9/n7BWj33tgPbCImEzVulH3S6d19+Ity0l/vz8WlSrXGtXQfRs2q+9gfBcZBThXr2KjATC9+mdOo1eKhG2moTVGubYKDIIcScnd7tU61B0najZoffGmU0fKnG6xJpyXogAzSiQ7z+Aqun3vGRMIPCiHnbUwhd2nLq2piDzhUPOHGDFnSIUHlmjj25Qj/vOMsCNurjR1n65RBCJeJkXddcmnwRJLYupZYjV3YI+aw9pvQRIdMXAdbq7l6HdaAmx4Zl+mycp6b5zje7b17aV8cSqJ/WOUvySo0XUhE77zDxEgu7FJbqXltePsf76lesX445glPsxiqVtk3H3Aoqho+UzKAmLsNaCMETvj31mg0oVvVxAL+cJ6030chEMjXCljpow0XKZWA21WscY6o9/g80OxtgQ5ugA3tQ8wnZjUliJ3+mye8M7S1VQVIXoNuJ7N98jczBP/5cfwuzP0bu8RPV7pxFeXA2Re2QvidES1e+dAW/7xRYyQlUjdA0SCYUH7zc5fzGkueaTahhrP3OxyUs0iuctNC3u4wshOXYMZudCWu04TCeeBAYkXBdzhSF3Oie2Iz6cvQXiiGjLUvj8lxIUiiquK/m1X7GpVt8fIRSuETsTn95DfjzH4tvL6Emdwr48bstj8e1lJj69h8xwGrfpYeUsssNp/K5Pa3bDsPjKH08x9dw0gRNuMTmsXqqTG81w8Cv76TtWxvjetXUVUm/FZv6tJcpHS4w/Pcrcq/N47Q1yQ0/ojHxsCD2pUzmzuqOCaHdIulGDbrQ7w2okQ/Y81MRKtJECHFugqhZ2VzAwqqAqTTwv9k5xepJeV9BuROQGO0jZxrIUhIR0RmVmMkBMrzUaRHFKWLjdaNlMKBgZFztYJHAFRlYl0nw0VzAwlqY651Bz5nc83kiG62qhG6EpBqaaoGyO4YgunWBNUh5FqMlkPFgVgrDWIKw3CVdr8UupkI/LlEwT6biIpBd3DqVEK+TwpufQO13CWiNWDgFaPhfLtDf/4NZKm1TTjAfIYSxF1wo5olZ7036rEIVklCIHjYdJqGl0DGzZ4aL/Fj15axPsw8YjmEqSS8E7uPLD5YqvaDqqYSICH2twBBH4CNdBeC4i8DFL/XQvncUaGkNLJlFNk8h1CLsd9FwBEfjo2Rzu8jzCu/tBeiY7jOe2Ma0cQdDbEre7E7RcDgCjvw/FShA26lh7xol6XYTrYQ4N4S8soGXS9DZ1rrRUCr2/j2BlhajTQUkkUC2LxMGDBMtLoGkY5TJaNosMA8zBQfzlZYz+fhRNQy+VcC5ciE1wr19DVSV1//0xGRVFGAP9CD/AGBhAtUzCxr1TdXVXXfxuSOhFuN0Qv3fzbSumTurAIMLx0dLWWmsUEXZczL4soe0hgwh9LSLUKGewJytMrZ6kFVQYSRwip/VjqckdZbW7QUpJKH26UYOKf41lf2qL39mN0LIZzL0TKK+9jdw0FlJUBXPPMIqm4U3NYBppUul+mo2pmxOQqoo+2If0faJac8dVOtMX0KwUmYn7UDIGjdNvkhwYQ66VjGr5LF67TnfuMpqZwKluGH16rSqr7/6Q7MRRzGwJuzJDtdskcLqouknuwAMk+0aIAg89k6f84Cfpzlykde0sZrZE6fiTaIk0QbdJdt9xUsN7qZ97A6+xQu29VykeeYzc3uN4zRWqp36IlkgDIDyX1pXTeK0q6ZF9KKrO6onvY1fiQZuZKVA6/vF4250G2b3HSA1NUD//Jl69wvKbf0L+wINk9hxGRiFudRFxG7PRH2Yk1QxSQlYtoaDgyC6B8EgqGZJqlkiGZNUSbbF7aqbjSF5/3aNWl/y9v5fhuec9xsY0nnrKpFRUefa7LidOBExOhkxMbBCizaZk6mrIsWNxV2xoSOXLX05QLqlcuhzy7LMu991n8PlnLISEl1/2OHky2FJZ6/dCSvuy9O3PEbgRyYLJoc+N0pjtrvc9PmwoT6Q48ukBJl99/+EMsFamc4vZ5fV1HZfI2aGtCYItn4dOl97KDIqmxelcUtCav4TXXIknOBIZygc/hmal8No1zEyJvsNP0lmapH51w4NEhD6d5WuE7ta2WzOTlA4+ip7I4HUbGKkcfYefoLsyTe3yWim5ouDMTpHae5Cw3URG0ZrHh0T6PkoyharEipCw3URR1V0j5e8UQoZ4/vtL/3lfUFX0bC7uX0UhEJfhoyiE3c6WCRJvaq3EUEhqv/UCqmUQdZ31kn3puriT2yPTRa+He3Xjc296estyCbhTWxNft6yjQBSYJAsa7SWbTsVGhBJa7TjtEvB78X33rm01+pY7fAbgzWz1z7zxmMJNEx5BpYJeLEAkkGEQ+87djp+aqpL59GPY75yPjaWvf5xLk3zwMM67FxA9B89uoOsJ9GySVHbgA/AQitv5UPgIGa2VglkktAxO2CaSPk7YRiJpeIuUEmO0g1UC4ZLS8+iqsc3wPBAuST23PslsqBammkIi8deqI3TFwIla2GGLXtjc1dtKMQ20UpGo3kBNJhB+gF6Mk0xjy4lwfTQv/QBUBeluPR5NMylk9+IHXbp2BVWN3/VR5JNMlFFVHdupImS4qY+koGnm2sTV1pG+u9wirLsI94aZvI1LeufQNKzBIdRU+i6+fGuouQzJR+5DdHoYg2WCpVXSTz2Mc/Li2goqxuggYaODdTA2cFcNHa2URy/lcS9NgwQ1aaFmU/jzy2iZFGo69tDVMin0gWL8bqg2Ed2tE1SJsTKJkQLNt6fuSJ0VNHrUX75I/1ceIn1oiNr310qFFbCGCqQPD1N74SzswL+bJjzykEkioTA9E3LsPoNiUWVmNuTyZMjDDxpkMyqNpiCbUQgCydvvBjx4v8FAv8rCYsT0TMi+vTqLSxHFosJ9R3QSlsLlyZAwhOP36ViWwg9f8ujZ758R+tASQpoKb73p8+rL/nrpxL2ACAXt+Q4ikuTH40FhIm9R2JunNdOmeqnGxGf2UDpQpHqhTiJnkhnOUL/SwGtt3PXIi3ZMsgidkOrFOvuemSCRt1D1TY2zhJkX5zjyZw4w/LEhcntyrJ7bmDFJlhKMPjlM6IRM/3D2ntf+Z7IqhZJGoaxx/qRHqV8jDCXltE6pT1+/zq1GRBTCpfd8cgWNgWENuydZWQw58oBFFEr8HRjRnTByJI3Xi8gUDdq1gPJoAt1UmT3XYfhgmtaKh+/c2c1VUOgzxxhJHkEime6dXlck+bMLmBNj+HOL+PNLRF0bLZte88lQCSqrSNdDuh5qJk2wGstjw9Ua+kAfUaOJO3kNY6AfKQXh8ipKwkIx9JjcWUPU6eLPL6KlUwSrNUS3izE6jJhbJFhYQjhOrDKKBEhw6DITXsBQLCb0Y7HxLrfXcTMUC0MxUW9z/R8pFIXIdfBXllAsCyNfpDfVBMCvraKl0kR2j8juIjwHEQY4C7NEdhd3YQY9k8OvraAaJkahhFe5RTrGLoiiECsRu+9bVo4o9PBv0pk1hoZwrlzGGh1DURWE6yECHxkE8b2uxxGvwnHisoNiMX4mPBckmMPDhKkU1vg4IOPZB9tGtSxUy0TLZnEuXsIcGUb4PkZ/P/7iItJzEZ63pQGP2m3SDz1Id2EhVg2t+VBF7TZqOoU1MUFYu01vgFtg9cqdpfApuoqeS+K7AVraQtE0FEPD6MuChN7kMkYxjZa20IupeLmmEEqfSjBNLVwkr/eT1wfI6X2ktQIJNYW6g0oo7rC52KJNJ6zSDFdphRVccQsSVIunTRRF2ZheuX78ZnwvAhnP/AkRkitMkEz3EYYu1ZVzG5HAW05cwZwYBUXBfuvUugoK1mZugSjwqJ19DUXXyH7+aTozF+nMXorvra6jJpNEnR6Vt/5kqwx7LSK4M3+JzsyFHU+pdvrlXU/Xa1RYeuU7uy+vV1h+/Y+3L1BV/G6D1XdfAKA9cy72JtlUs+g1V2+6bb+5yuqJ7++6/KMGicSXLpGMyGlllsIpCmo/CSWNLTtoUieQPjm1xLKYvsW2oLHmMZdMxsmK9ZqgVFJ55GGDEyduPVCLwri8NZWUPPywwcsv+2SzGwb4Fy4E2/pCp357isd//jDP/FcPISKJoil0V1ze/OXLOM079KX60x7luglSRFTe+8H636HXY+GtP1j/O7BbzG/6ezeETof5N769/XO3y8Lbf3TT7ypKXFrszM/g11YJu23MUj/e0gLeaoXE6J64ZGy1QtjrEDk2kbMDcX59yvnmO4tLNsUdELyatqFoucdQTZPUoSMARJ1OTMIVirHZ9Pn3iHob7YI5NoD0AoJKHWvfCMmj4/TeuYh3bekDf57dlk+n4uA07k0AxR3vf3oGNA01ncabnsGb33mCdQtUheT9B3EvXttKCCUs0o8fx7s8g+g5ZIt7UFSdVvUqTvuDsT7wIhtJvG1F0egE1bXSGYW6Nx8rLRQtJoXcRQLh4kuJpaXWy9I3w47amFESTdUJpYonHELp40cOgfDWPYRMNYWhWjefGNI09EIeLZNG7ysTVFbRy8XYp/TgfsJaHRkEqIkkUSMmpL1rs+vPnKGnKBcPkbSKNDuz5LN7SCZK2PYK7d4iyUQBIUIy6SH8oEPCKuB5bdKpfnQtge3WaXc37qeq6KS0Epo0MdMpel4NVdHWyCRt/VzifxV0zaDrVm+pQFItKy4//YDKxRRVQfQcgkoNY7AMmka4Wse7GhOMomvHZWOltbIxCWo6FauTZ5cI5mPVYdS10Uq52BS93UWxDKJ6CxSFxP0H4iS56cVNO46JpdyD45hDBTpn5hBBGHvHXn8trKmH4n63jMdsa5B+iDOzirfUJLV/4OYnubad68Ece8Z07jti8PKrHoEfp6Y7juCRh02WKxGjIxqf/2yCyashFy8HHDposLAkePwxE9uOrSTOXwgY6FfJ5VRMA44fNVlcjskl35OMjuj0l1W++9y9KQv/0BJCn/tCAinh+T9xb9mO3Sm6yz38tk92JINqqCSKCQoTOS5+e5LOfJfQDSkdKoICiVKSVDnJ5LNT27ajqApWzsTMmGiWhqrHBrvJUjIuS9LUbfWY7fkO828uceir+5n4zB5Wz1fXH8zhR4fIDKapnF6lcbV5b08aaNQi3n459khxHcns1XjXmrb1GIWQSBGvE/gR77ziEK55kKSzKomkQjJ9ey+OMIgTZ6IISiMJolAS+iGqptCu+XdVryqR1P1FumEjftGLjYGysB3cCxsRrKJns7kb7p69uG17ermIls/hnL0Q+5LUm0T15vpy78r2e4+UBHMLW7YdNTcG28J2tiwLCaiLeFA6qI2TUQq3ebZwKXgHBQXvNhKafpQQvo+7NIe7tCZz7hKbRgNaJhergy6fR3guzszGLFxE3AHxXQdTN+IZLSUmVO4Wve4ymmYiZYSiaDeVuQO4ly8jXJdgcWktsjzAn59HCoGq6wjXRQqBczl+lqJOh+7b78RGjlKimiYiCAir1fjnK2Xs27A2w+MvLsXbX6nEZQv1OsKxsS/1ts/g6Tre4hJRu41wXXqnTsclWL6PsGMZtdhWx/WjgXB8umfnkELiVVobP1dVhUgQOT7CCwjq3fhlokDkbgxCQ+lTCxaoB0voiomu6GiKgaFYceoCKhJJJEMC6cXpDTIgkAGCWyujjKEBMp98EmNsBGOwn/Jf/vPxrB3xYEpNJpCAPx8TjUFgU1l8F023CEMPsZsBaxQRVqpo5UJstnh0H8ZgH1HPwT17Cb2/hHVgAuH5eJevgapiHdyLYpm4FyYx9wyTOHKA8KU3sfaOYe4dQwYh3uUp9OEB9P4Siq7T+ZOXEPb7/F3HBeqbDEnj2vp41jhEMY14Bm5kML4G80vItZnO5MPH6Dz/CteTcYAfW2LXjwMSwUo4D0iaYgVfuvjCQ1VUAunRQl1fFnJzckVRYHxcQ0TxrfjJryZ46WUv9nHK3prM13X49GcsgkBy+kzApz9loShxgmCjIfj8MxZ7xjSe/a7L5lu09F6N5/77d7GyBqqqEAWC0DMo9j9OKnf+ts1gjUSOfP8BqnMnb2v9/4wPHjIKcRc2FCPCdQhbzfW/3bnpLetHve3KWNWySOw/gF9ZJmy1blATxC9t1TLR0hmMch/ewjyR3Vv/rgxDZBQbz6NrsRICiWKYpA4exp2fJWrfm8S8zZBCxIlZioKMQqSEqNuN29obWNH0Y0dxLs4ggewnH8CbXibz9AP4SzWk8wESNTIuP/1xGrdL18U5tz3RakcooKaSqEkrVr9k04hCdn2xMVBCWVO9X/+ClchjJfOYiRyN5Z0nMN4PQukRrgVrBMJh1Z1eX9ZZS4KKpKDpb50srHs7v9eEDLcsa+yy3o3lZjtvTCCFiPtinW6sFDJ1FFUlXKnGbWsYIVwntodYXt3y+0oly4ShR0/EnlymkcH1mnTsClIKgtAhYRXxnRWKub0oik4YeeSze4jWwi46vaV1Qidh5tBUE4kgjDxyySH8MLZJCCN/jUCWCAQJI4eUAsdvEd5iEK2l0lgjY7e+Hu8Del8BNZXAn1tG2A5Ra+366xrm3mG0XAbfn8MY7kcxdJz3rqAVcuuJd0rCxBwfQu8rohWyRK0u1sFxzL2jeJOzRLUWWjFH1Nkgiq3BAn1ffojCkwdRdA1rqABCsPCfXsGdraImDPq++CDpw8OoCRPheKw8e4rehTszUFeTJgM/+Sha2mT5W28RdVwUBXxfEoaxMUi1JpibjyiXNI7dZ2CZCotLET1bcm06IpVSCQJ5fX6TS1cCdEPBNBXKJRXblswvRlRWBKWiSrcr2b9X58VX3HsmmPnQEkKplILj3NyA6W7RXfr/sfffUZKl53kn+PuuixveZKQ35X21t+huWAIgQIIkJBqRRytDaaidHY1WOjPa2XO02tGZndndGWkkcVfSjiylISmSoidAmGY30A3T3lV1d3mT3md4d+337R83KrKyK6vSVHVXAcJzTp7MjLjmixv3fuZ53/d5WnQqDvGCTaIYJzOaws7blC9XqM838Boe2YkMsbRFdjyNZmiULm1MR04NJ9n7qQmGHhogO57BztkYcQPd1CJi6CZEh9/2mfnuLPs+s4exJ4Y5+3sXaK+20UyNiadH0QyNme/PbchGujl2dnECHxq19Ttnvcz8FoKgnsLz1t8/87ZDPKHRam7vDpw7e/NOtzy/+0Wur1z88M4M9EGpQlDapqPLXcC9RgRdQ1ArE9TKm74XNus0zp7a8hje8gLe8sKW220FpUKCYPvX6Vq2zfVZN9cyJa4fOq/p0aiuQOQ1hN3XbzbMXntiri32w2uEziauc8I08WZm1tt0HTEW3u3FuYKwdevnTPkhoX/rCYdC4isH/w7350GtTufsBTAMjEyaYGV1ndBQIB0H9/IU3kwUZRNCkEj2Y1pJfL+D7zW2dBnTUgmM/gLtt97DPn4Ic3wYo5DDOXsJLZUgdmgv5lAkxth88VWQEn9xBWvvWFTCYZl480uElRqx/RMIy0K2HWSzhbwD36+ey6ClkijXRbNttFQSLRmPCM1TZ7H2jGEUo4m+MHWMYgHnzEWC1fUSKC2VxD4c2SQ75y4jW7snZ3/QEHap+2uCjj7OdUNiuOG9myGd1viFn0+gafDyyy7VqsTz4f77LfqLGuWy5MABnU9/Osbx4wbPPGPxxhseBw4YPPPxGGOjGo89ZuH7in37DIaGFIYZzSEOHjR44AETTRebam4rCe2yS7u88Tm17bVeCUK6by9WPEu7voTbrpLKjWLGkvhem3ZtkXRhD4aVwIx9OCUDP8JdhBBYhSJ6MkXYaOCXS9H8tBsI0eIJjFwewgCzfwAtkcBfWcavVojv3Y8wTJzpSew9+0CAv7aGdDrExiew+gdwFz8c9ynlebQubI/oELaF8gNSjx7FvbJA/cW3Kf6lL/REpT9M/KC4+EGkG5T82APE7z+EtWeE3M9/fr3ESQj0bAr38mzPZSyWyLM88yZKBh+Kk+O9jmvSEt7cQo/ouVYKuAGGgTlQjDLLr4Pvt8kkR9D1GL7f6s5TnUibSbNIxvuJ2wWa7SUSdpFacw7Pa9JxqvhBm2Z7eUN2j+e30DULKX3csN4VZhd4wToJEkofXTPxghZKBoRy6yzR2OAIevJD7PsVeHPLOGeu9LTcOqUuiRyEOO9fwXk/Chq7l2d7marB6vq6TDkerZdObThs8ztvAqAXslEw7sLUhpIwr9xk7fl3MTJxUIrlP34D6YdRABNAKvxqm9K33yfseBQ/ex+DP/UIk5cWe5k+W30uPRGj7zMniO/pZ/7Xv0vYiOb6M7MBe8YNThw3eeddjzNnfdbKkjPnfJqtqEzszDmf2bmQ1bWQc+ev4z0kHDlkgvJZXZXE7Yg88i77NFuKZlOyb6/BzFzAngmDYp/P6m3K6cA9TAi9/67Pl75s47gxlhbCHjE0eTXgNqRGAOiUO7RWWxQO5EkOJCgcLvQ0gtqrbVorbVJDSVIjKXJ7MwROsEE/qHAwx+N/6xEG7++nU3ZYfm+V2lQNp+YSOAHDjwxx8Av7Nj+5gtXzZVbPrtF/rI/Rx4e49PWr9B3KUziUpz7fYOn0CjLc7iDz0Q5GUrJtMugHFRo6loihETlRBMrD/0CRqI5BTMRxVFSTvL69xFduVwB699DRsUSiJ0ItCXFV54ZaZ4FGXCRxlYNCRpkXt2j3NRhYmMLqps9GbQ63kZEBbH7LCTDiJmbCRLd0hBGluiupkIEk6AQEbT9y7vuQoNtGdP5r2XpdoWMZSEInwG/5hN69p3cSrN4ZHY3tQGgCM2lixE00U0PTtUgcPlSEfhhdp7a/QRftXobqODhnL0YT2CCg9o1vrRNqm3wEK5ZGN2wa9TmyuX1ourU5IaRp3UiqjdAjjQ49mwFdR7keyvPRMqmI3HFcwnoLWWtg9Bfw2m20uB39JONRGrLnRRMVpXpZiP7S6q7cRoSmYyVzhL5L4DTREnH0fA7ZakVOS3GbYK2MMTyAno7IoWti+970HMI00Qu5DaSPtXcMa/8ESir85bX/rAih20Wzqfi1f98im9FotiSzsyGuC7/zO20KBQ3XVVhDOUqlNs895/DiC4JyRRIEkavfV7/aQddhbU1y5oxieDiIROPbklpNRpkRYRQcm5sL2Q2HGAYuSkkyfXuphpfIFPfRKM+QyAxjxtLoRgzfqX/khJCVNHjoy2McfqafRM6iseZw/oUVLn5vpedOB2DaGmP35znx2SH69iRRUrFwrs6ZP1tk+XIj0m0R8Lm/dYT6moPbDDj5+WFWrzZ58/dnmHgwz4nPD9NYcfn+/36V0vT6AkrTBYOH05z8/DBDRzLohmD5coMzf7bE/Jkq4Z1mse8CpO/hr65i9g90NXlChK4TdjpoloWRyRBUK8hOm7BWw+wfQHoeWjxBbGwcf20FzbLwyyWMQgEUBNUq+oekObJTuJMLZD7zCMIyqPzRd9HiMaRznU3obiAEwjAQuhGVQhvGemnytR/o9undMp1QomTY0/JR4R1Se71DUEFI+53z+Mslcl9O0Dl1oZfZrpRCNtp40wvIdrTIEgiKow8Q+h2cdoVGeeoutv5GCMNEmNd9R5oeZcv2vhui+13JKNsn7H43QdATEr8VZKuN12xt/R0GQeQm/IFUjY5TYa16CSE0PK+JEALZLcmUKqRSn6bWnMN168yvvEUQOAShQ6lysUsibQxyBtKl0VkXvnaDnejM3hzxPXsR+odHBwTVOrLjdLMLt4HtPjPd7WSrg3NhakOVBkQlX95qoxvUjLLc1XXBS+kF1N64jJGOI0yd9uQKhU8cQ2jaTXWlrocwNPq/8EBEBv3Gd3GXqr33PA++9eI6WbG4GB2vVIp+T0+HG6aoayXJyLBOraEwdKjWJPOLIb/7hzfOxVbXYGhIp9FUKKlob2Iwsxvcs4RQJqdR7Nf5iS8ZPbtVgF/9R00W5m9vUadCRXWqxuB9AyT7E+T3R/pBbs1FBorylSp9Rwqkh1NkxjPU5xq9jB3DNjjwhf2MPj7Mypk1XvqHr1GbqkUEjoo6VTtn33JB1V5pM/fqAoP39TP2sVFmX55n6KFBEv0Jrj43RXVym+m3iig8eB0M3SYRL2JbGQzDBiAMfTy/QatTwvPvnEigEDoxK03MymCZSXTN6gqmKUIZEAQdXK+B41YJwjtX8qJpJvFYDjuWw9BtdM3spVB2nDLtTukGNf/tIiHSjBoHKeqjxEQiEswOS8yHlymFC8huJ5HXBjhmPcEl/x1SWo4BfZyYSOArl3K4zHRwlpbafRp1Sstz2HwYW6QwhUlDVjnjvUxbbfz+EiLFo/bnuOq/j4bOkL63K5IaUpWrTAfnqF7njCMQZLV+xoxD5LUBDGHiKoe1cJ654BLtbYhco67zRhOQKCYYeGiI/vsHyR8skBhMYqUslIKg7ePWXeozNSoXSiyfWqJ8fg3p3yFiSECiP0Hx5ADFEwPkDxZIDqWwsjE0U0P6Eq/m0lioU75QYu29FVbfW8Gr7y67rHhygNyB/Ia5YPn8GuULUbaFlrBQfrixRvkWKBzto3CkuKFysnS+ROViaduRx75jRfKH+3rHqE5WWTuzuiHCITRBeiLL4MND9N83SHZvjngxjhE3o5K2tk97tUVjrk7lUpnyxRLl8yX85g41SO4SgrUSrdffQbreLa676OkFJVNDhKF70+wgzbbQUoloomlbeFNzWGPDBKVKpE3WaBI7uBfluLjnL6NcF296Hmt8BGEYGMU8yvcxBvoI6w1kx0W5kYC9putoyQSJR07S/O7ryPrOJnWxdJFDn/5lKjPvMX/6z5COSyyfQeUyKCdy2wgbLfQ+H72/D6O/j7DRQLNiaOlUt5wsxCgWMAp5jP5CVFq7vEawUtqQOfShQgi0mB1lNdlxYkMjaKb10Zz7DiIMYXIy5IP5gisrkpWV6BncfyyPtddgqeVTvVjpzQ9KJdmbIF5Dvb7xniyX5W25qxpWkkxxP6AwzEjc3fdadBorxJIFLDuF0yrjtMrYqb5dn2fn7dJ45M+No+mC0kyL+orD8NEMRz85yNf/4Vne/uO5KAJrajz4U2N84q8foFl2Wb3aRGiCI58c4OgnB3j2n5zn8qtrKKnoP5DiyKcGWJtsITTBgz89xuDBNGGoCH3J8c8N4bYD/uxXz/dIpANPFvnx/+Yomi5YulhHBor9TxQ58ono2Be+s5MA3b0J6bmEnTZGGCI9D2tgEC0Ww5mbJahV0dMZ7L37CGpVjFwO6ftYg0MIXe9lroZOm9DpoCUSqCDAzOe7Atd3H603zxOsVpFtF3+phJaK03zp3YgU2gFELIZZ6MPM5DCyOYx8H0Y6g55MoidT6HZ8A0kEbCCAQqcTkWqtJn61SlCrENSq+OUSfqWM8u/yeKoUYalKWG3Q2T9G6833CZZKG96/HuWls2i6CSgC7x7IVNe0yB69UMTI5TELfRjZPEY6jZ5IotnxaAzRuwHBUEblhkGAdB3CVouw1SBoNPArJYJq9/uplDYvy99JLc4m2yokHWfzLHqlQhx3PQMmdK/T8vMbcAfXaptC0zBSKYxcAXvP/qhO6cNCECJ3kMG/UyjHJXR2Pqe3+jP0f+FBrIEM0guwimn0uLVtt9PkwSES+waovTOJu7yz9d5mI8rCYsgffaWNENdcxjbfNwjgey+56Hr0yG7DPG1buGcJodNve5w/eyOb2G7dmYG5cqWGHtNJjaTIjmVYeX+t5/hVvlTGSh4hO54mPZSidLmM34raYsQN+g7lowjVG4uUL24sNRK6ID0aaRPdCjPfm+Pozxxi5JEhCocKDD8yROgGzL40v+0sBoVEdgkh04hTzB9loHCcZLyIaabQ9ciuPJQBftDGcSqUapdZWnsXx62xm+wiTTOxrSz5zF5ymb0k7AKmmcQ04miagSaiQVLKgCD0ovO6NSr1SVbLZ+m4lV2nnppGgkJ2PwN9x0nY/VhmCkO30DQ9sqeWPq5Xx3FryC1E1Cr1SWYXX9nwWow4B82HyGp9LIfT1GQJA5NBYw9Hzce4yFssh5EbjxACU1jsM0/iqjYzwXkC5VPQhhgy9iAEXPDe3HWmUFPWOO+/iYHJYevhrgjvZr2UQMdg3DiCpzoshZO4QYeUlmfUOIAhLM54r/TcyXJaP0etx5FIZoLzuMohreUZ0vdgiwQX/Ldw1a2zAwI3ctbTYzpjz0xw8MtH6TtWxEyaN5RKxjIxkkMpCof72POZfTTm6yy+Ns+F3z1Lfba2+wQ3ER17/FN72fv5AxQOFzBT1qalmnbOJrMny8iTYzhlh9LZVS5/9QJLby4StHf2/ez5sX0c+fnjPbF4GUre+3fvUL5QiiwqP3cftbcmEaZO492ZLY4Go09PcN9fezDSG+vi3X/7NrWrlW33A2Mfn+DEX3mgd4yrX79E7WoFrxH1Z1Ymxv4vHmTfFw6S259Ht/QbbqVr31P/fYOozytq01Xe/NVXWXr99sv5PgrIdqdXFnYzxOwsmewEvt8iDFxct765oDQg2w7t105teM2fXdcwCNcqtK9zNXLevxj9PhtpTrmXpnAvTd1wXPfyFPEHjkXnqLd69r47gRACTTcRmhHZIldquFemIhvhehOkRHYcXNdFuh7KdRFCQ3peFOUGgrUyWiJO6813UZ6PX1mKSEzYWnx280aB6DocaRpCv/a3jh6Po6fS0YIqmcZIpdFTqWgCH4shrBiaFUO3bfRUeutzffDUukHuqU+SOvHAztt9m/CrZcovPo9s31r4vHKpTKI/8ZFlC1jxHMnsMGYsFWme6SYycAl8B6UkYeBF2mSBh9euksgOY8UzW5ZP3tE2JnQMS+PZf3yO2feqoGD/E3389H9/H/d/cYRTX51HBorhoxme+kv7WLna5Jv/+Byl6RaaJhg9meWL/5fjfPJvHGT5SoP6stM9rsErvzVFbbHDz//PDzJwMMVX/59nWDhb46f+/knG78+h6QIZKHLDcZ75q/tRSvGV/zHaRoaK0ftyfOnvneCZX97P/Jla79hbQRgG6QceIXnk+Id45bYPb3WF6qvfo3P1aqSL57rRb88FTSOoVBCGjr+yhLcwF2XF6AZBVxPIyOVxZmcIKiWCRgPle5HAc+BjFop4y0uEzc0XrhPWMUxhM+udw1MfsgZeEOJeWS9dk402bmPrLEdhGFEW1PAI8T37iQ2PYuTyGMlU5FYrbtQBvRXMD/yvpIx0n+o1gkb9ruizNc+cpnH67Y0vhiHN774VZdbeok8SQiNTPIAMfaorF26/Mbvo/oRlYWSyxPceIL53P1ZxACObi7LTtJvLc2zZlO53EzYb+NUK7sIcnakruIvzkdvgTsTVbwIrXUDJEL9VJ5brJ+g0Cd3tZ98a8TSh1+m67O0CmhaRl4aBME3MXB6r2I9ZHMAsFCOyM5XGzOZ2dR2zj32MxKHDH3Whyg3w1laofO/bNzdeUaqbObbx5fxTh0kcHmLu372At9Yg+9gBBn7ioe2ft9Rg7bl36fuxk+SePEz5u2d7piO7xXbJHSnXCSOBQBMGobq9/uWeJYQMQxC3b7xBnY66IwJK1aka0pcMnChipkwqU1X8TnQxq5M1Qjdk4L5+rIxFbbqO3+7aVyoVLdQExNKRi9i1MhjNEAw/MsToY8Mb3cU2QXOxxfxrixz/hSNMPD3KwMkitdkGS6eXt/8hlELKgITdx97RT9BfOIah2zc82IZuYegWtpUlkxqlkN3P5NyLVBszOyBnBKnEIMP9D1DMHyVmpdE1ExCbdiS6bqHrFjErRTLeTz6zh4HCcaYWvsda5cKWqvcfRDI+wJ6RZ+gvHMXQYzecNyqJNzCNOKnE4JbHC0OXqHdYf3j7jTHyej8z/gVmgvPdEipBTa5x3HqSceMo5XC5V4Z1rdzqovc2LVVDoajKVWwtSUEbwhQxgl0+oCE+DRlFFjzlYmHfcnsdnav+e1TkCgqJHs5hiRjD+j5skcBRLXRMRo1DmCLG++5LvW1XwhkUkjHjEIVwiMVwExHt6xB0Agxb58CXDnHkF06QKCYilf4tIDRBeixDcihFZiLL2//iDSoXdpeNkNuf5/hfvI+xj0/clAi64fxCEO+LM/r0OIWjfVz92iXO/95ZnNKdiVyYucgVwexLodsWjbvk2GMX4r3+JzGY5L6/+iB7Prtv+9dJE2imRmflh69sKJ0ZiYQWO2XsRIHSyjmk/Ogm6WGtQeu1U1FKchj26ulvC1Lizy3d8PK1iKM/s/n9HXr+hhRrf3YL8k8IhGmhWVbkpmfFEJYVZR7F4+jJFEYyhZ66nvRJIUyzm8rfJYmukUVi95P5Dc3SNOzRcRgdv+1j7RTu4gLVl76zZXJ5LBMjMZBE+jZr50qoTUi32FCW+J7+nstgUO/QmVkjbHtoMYPk4WE602sE9ej7NDJx4nuKtC4uIt2A5KEhwraLM1/BdxrMX3wxKgMJPZxW1yFTKcLQx3feQ4YB5YX3UUrSKE933/7oysEDT3Lx+ytMvV3uJTovnKuzcrlBbiSOaesETsjEg3kygzbf/t8usnolyqaTKOberfL+s4t88m8cZOy+HGeXo2egMt+mOt+mvuzQWHPRTI2liw06dZ/aUoe+PcneGn/wUJqR4xle+0/TTL9d7nXXC2drXH55lcd+boKBA6ltE0JoGrHBYVLH77uTl2rX6ExPUnv9pZ4QddAVjnQXNur+BLXNo9sbyJ5rGRTd3+78rS3Ii/oYMc1myb/64RNCO4SwYsSGRkjsP0ji8DGsYn+ksaYbd9RpSWgaeiIZifYOjdyx4+4E3srma4qwsnU2eKa4n/LiGQzTJlvcz8rMW7fVFhUEN1Q13AxaPI49OkHy6AkSBw9jpDMI01ov2btNXP/dmP2DxPcfJPPox/BWFmmefY/O5BW8tZUdB0h0O4lpp/BaVTTDwkrl8Fs1DDuJEUvQWp5CjyUw4ilCpx2Nq0IgAx89FtmoB50mZjJLcnAfjbnz+O3tucMK0+x9Jj2VxsjmsfoHsPojAki7luFmdEvsbvM6xoZHiA3fnfv6ejgzU1Rf+R6wyVxHSvxam9SxUezhAmHHxa+0UH6IFjNRbkDY8TDzSdLHRtHs62hdXUO3TbRYVJqoJWJIL+yNk95ag9qbVwnaLgNffBhvuUrz/PxHTpClrCL98b1M1d/eMhniVrhnCaFHH7f48s9FD4eug2kJmg3JP/2HDZYWb3/S0il1aK21GXpogNCV1KbqvS/RqbrU55sMPjCApgnqs40e6eO3fJbfXWX8qVH2fGocp+5SvlRBaIK+IwXGnxolcIIto/uhFzL93VkO/sR+9v1YZFH//m+f62UpbQcKiWkmODDxWQYKx7lGf0Y1qusuAeKa84wQ6LpFPrOf2L4M5ye/QqU+ta1zCSHIpceZGH6qJ1QJEUGmlIrqLTcsfgVCaN1S6+i82fQYh/d+ESl9StVLN57kJkjYRQ7v/SKF7H6E0LolhAo/cOi4FXy/g6bp2FYWy0qjiY0d3bXte79RN0RCDUxyWj9SSVbC2ev0dBQtVaMslxjRD5DW8j23MIWiFq7RVNXecXzl0pI1skYf+kf4eDVklZpc69W9hgQ0ZIUx4xCGiDo4S8TIaf00wjJtVUcgEF3772q4yrhxmIxWYCWcuaWeUOgG7Pmx/Zz8Kw9gpaOU8Ws6NEqq9VIn0SUXdC36uzvw6abO4CPDPPArD/PG//oyraUtbMU/gNyBPA//nx9n+NERhP6Be1Gut+Oa65LQBELv/u7+n+hPcvQXT2L3JTj9r9+is3r75Ie7VMUvNTAzcVqXlu6adoDdF0czdayUxX2//BAHvnSoRxBdu0bI9bK/6Hshss0UAoWiMVuPMri2gNAiDY7NdDaERuR6FETvabrAjOt47WC7c8IdQ09YpA4NRovieie6F7o6Pa5TZW76ZUwrgevWQcmPNCMCiMotHfcjmS9o6CSMHKHqijhucFXZWQv0ZIrso09iDQ1Hafl2HN2Od8u97EjL4UOyrP1hQHIoSXulRXosE2WnbLJN7vGDDP3MIzQvLiEMDauQov7uDPO//TJmPsnEr3yGmX/7Qi/zMLFvgIn/4lNc/J/+CG+5zvDPPk57cpWF//RKJF7qXSdO/4Fot+w+E9cy5D74/kcB35GUplsb+oLQl7jtsDtuCHRLIz+WQCnFyuWNpZVhoCjNtlBSUdyzrmXjtUMCv6u95EsCJ8TvBJGeXajQuv2cpguyw3FiKZM9Dxf4qb9/sncMoUW6QpqhkR26dTDmR9gck9676Bg4cuvxvaAPo6GxFn44AtXXIAyT2Og4mQcfIXHoKMYuMyN+GKAlbOIPHMEciVydrkEFIfVnX0Y2WgghsJN96Ia1Qbpjt1C+u3UpvK4T37ufzMNPkDhwCD2Z+tC/IyEEwjDRUiZG6hDxPfvxVpdpvh9lV/nV8jbncwIjliA5tA+jvoZXL/XIK+l76GYMzTBJDu5BhSGxkYN0J8eEnoNuWN2/O0jfw4jFucFJoEuICU1Ds2IYhT6svn7MviJmvhCVOmayGOnsPVPSeTehAkn9nSnSx8cY++VPEbYc5n/r+7jzFapvXiG+f4CJv/FjBC0Xv9TAW4tIcGFoZB87QP5jh7HH+9CTNuN/7dO0Li5Q+taZqBwxCFGhpPbaFWIDWYZ+/klm/tXzeNssH9PQkchoLSY0lJIbtIsE3Xn7LV7T0MnFhsnEhtCFBfjdNfnOx/R7lhA6/Y7H7Gw0WdcEHDhk8PFP3bmBOfBCqleqFI8UqFytUZ1a/wIDJ6B0qczgA/00F1vU59ejJNKXXPmzSbITGcafGuG+XzpG6IWEvsRvB8y+PM/Md2f55D94ess2lK9UWHpnmYlnxmittVl4a2lH2iqaMBkdeJRkvB8QeH6TRmuBWmMWx6sRhj6WmSKTGiWXmSAey3dJGkEiXmT/+I9x5vIf4LjVLc+llKTamKHZXiadHEIphee3cL06badEq73aPaeHrQb6FAABAABJREFUEBp2LEcuPU4mNYZlrnfo8ViWieGnqTXmCMKtMzMM3WbPyNPkM/t6RJQftFkuvc/S6mkcr97NNhLomkkus4fxoSdIJYeuK1/zKdeuUGvO47hVHLfaretd7+A1dExhd8WbN5IDCoWnHARgifiG1zfbVnYfRPHB/MQPEa5qoz6wyLvGFF9rR2T1bZDTB3hE++yG7XUMdMyu0PSts9vyBwsMPzaKlY6hVKQ/U75QYvntJUrnVumUOoRugJmyyO3LMfzkGAMPDBIvJHopm5quMfz4KHs+u5/z/+nMtu/79FiGh/7rxxh6ZCMZFDgBtckKi6/Ps/r+Ku2lJqEfYsQMksMp+u8fZOjREbJ7c2hm9AwYtsHez+1HBpJ3/n9v4DduL1tDugGVly9h5pMEjbtXbx/Px4llYxz8mSPs/fx+hC6QoaSz1qYxU6d8qURrsYnX1QeyczaZiSzZ/XmSQ0nsnM3KqSU0DQxbx3ckMlQYMQ3d0PA6QVQyaWukizHyo3Hmz9bp1HwQYKcMfEeSG7LJj8aZO1vHqfvYKYPHf26Md762SGPN7YmOa/o6aXQz6Bgk9Rya0AhVQCPcvC4fpTAzNrn778MqpnBXGsz/8duErW62jN/CtBIkEkWUCmk2lrbMVtSMGPHcEE59hdCLXD2sRBYzkcVrVfA7UfTOjKcx4xk6teVeircRS2ImMmi6hZIBfqeO32nyQULGTGQxrDhOYw2h6cSSeTTDQkmJ7zTw21tPMDTDwk4XQYBTW0WTGjE9gS81UkYBO4zGsUC6NIPKtkQTe8e24ySPncQem9j2Pj/COuZfnosy9DRuKazfnlxl9t+/iHR80ifHGP65J6i8epmgtjPS/AcBSioCbxvCnd1uftMF6TXe/7oM1SgY8IHNbmKEoOkRGZ4qxG7IcpWhYuZ0hXb1Ljs9/oCiEm4v211DY9jcT4D34RFCmoZZKJJ74ilSJx6ISAZtZ+VgP1TQBKlPPUbyifsIlksbxH6VH/SeherqFexkARn6tGqLNzvatiE97+bCKEJgFvvJPvIEqZMPYmSy0Xd0FyB0ndjQCGahSPLoCWqvv0zz3Hs3L0nqQjNM4n2joBSGnSR0O+hWAs2MoccS6KaF0E003cJtrZLoH4+yTRRotkEYuAStOpppRaRQ4HF9ZyZMi+Tho9jje7H6BzHzeUTMjrJ2TQvuQNbPDyM606tM/fNn0ZMWSNUjfTqTq8z8q+fREzGUHxA0HPSEhfSi+Vvz7DzO3Ma5pnQ8wrZL5fvnqb1xhbAdidevPXua2htX8CvbG6ttPc2h/NOUnVky1iAJM4sXdphpnKbmLiEQTGQexDbSXKm8QqA8NGGwJ/MQujCZrL1B3MgwmjpBMbEPS4tzf/8XUUhq7jJXqq9s3YgP4J4lhOp1Rb2+PlGfmwt55DGLbFa7IxlCQSfg4p9eoT7XoLXSprG0Hn0KnJArz07ilB06FYfK1Y2T8dZym1f/6RtMfmuA/P4suqXjNnzKl8usnimhGYJ3fu3dyFmpc/PJRKfiULpUYfzpUZZPrWxfTLoLw4iRSY2glKLRWmRy/kVK1Us3Rr2XBdn0OPtGP0lf7lAvUyObGmNs8DGuzr2wrUh5q7PWLfdSVOpXqdSmqDXn8IPNH4BZYVDMH2H/2KdJJa+VcQkyyWH6cgdYLr2/5TkzqVGKhaNo2jVyJ2R26VWm57+/qXB0Z7VMo7XE8QNfJp0c7nWO1cYMM4uv3HTxp+g6EQiBtgkhEpEk4oZFlNzBourDxK0Xd9E1uDahbsk6JbmwaXlAQ1V7hNbNUDhS7P3dXmlx7rfeZ/LZK7jVG9PC195bYfLZK0x8ei/3/8rDpEczvfd0S2fv5w4w/fwkraWthXWFLjjyc8cZeXJsw6Dn1l0u/8kFLv7BuU2PU75QYvbFaVIjKY78wgkO/cxRjHjU9Rm2wb7P76c+XeXiH5y7LbHr+J4iZi5JbDiHdDxWn333rtRWmymLvT9+gANfOoyZMPHbPjPfnuTqNy6z9t7KTbMXzaRJ/nAfgw8OsfLWPEc/0Y9uaLQqHnNn69z/hSFaJY/pUxUGDqRI9VnEEgbJvEWqYLFwvkGr4rHnwRy6pbF8qcnIsQypPov5s3VWrrZoVf0oMj9gE88YOK0AO2mwdKl5S+HWlFHgwfRniWkJmkGFV2p/eAMBCqDFTOIjObxyC2e5juzqXV2DFUuRyU7gOJUoO2Jj1eimsLMDHPrMX2f2zT+hdPUtNMNk8MQnGTj8FEtnXmD+1DdBCIoHn6Bv30NceO5f4TsNUv37GDz2DKn+fdHk0OvQWpth5fxL1Bcvbnj+igcfIzd2gvl3vk529Dj5iZOY8TQy8Fm7/Dqzb331lm3UdJP+g08weOKTVGfPsPDuc5FWiJKkzSJO2MTQLEBR91d2RAb18KN55o4RaQqmsTJRpNZM3rpsU4WSsOUStlzak6sgFXrC+qEkhIAtn73QV9SWHDRNkBuJb8gSEhqkijF0U1Bf2jkBL0NFc83F64S8/BuTvPF7W2u+/Qh3HraWIqXnqIVrH8rxhWGQOvkguac+QWxo5K6RDPcUNA37yF7q3/g+rdfeu2n2SyI9SGnhPfRuyZjbvkkgZpuQnrd5WaqmkThwmMKnPkt8Yt89Q9RploU9NoE1MEhsdJzK975NUK3cdHslQ7xmGc2M9crBAreFbtqRdpvvosKATmkBK1OgNn0mcvdSChUG6LFEpDnUaWBn+3HrJUJvfV6tJ1Pkn/k09viej+Lj//BAKoJqi6D6gXFUaAS1DsF1JI7srAeGg1qboLZ59cC1cbq3nxvgLla33SRN6CTMHAkzx1zjPUrONMPJoxzKP817q9/EC9tYWhxbT0XPg4qC+5aWwNBiCARO2GShdQ5dM0lZ/VypvkqoAgK5O9Oce5YQ2n/A4OQDUamLAHL5yHWstQ1RaaOvSPaJpzAyWcJmg9prL+OvrmzYRoWKhTeXWHhzo/aCZsfJPvVxqufPsPxv3+29nn7kcRKHjyI0jfLz38RbXmLu1QXmXr1Rd0EGcOFPLm/Zznjepu9wHr8dMPfKQk8EdqdoO2tcnPo61cYMm8+wFLXGDJdnnsPQbbLp8ShlWjMY6DvJcukMjdbW4rFKhcwuvsrCytu4XmNLJy+pAlbL5xBCcGTfT2KZKQAMwyaTGmOlfHZLzYJi7jCmvp6VU2/Ns7R6+pbnbrYXWVh9m0Pxz/e0jIaKD7BcOrNB1f96hPi0VJ0MfaSuKwsD0DFJallCAtpye7W89yJc1cFVHQJc5vyLuJvV224TSik6q23e+RdvMPPC1C2JlNANmX5+Et3SeehvPk4su57GmhxOUTzRvy1CaPixUSY+s3fDgspruJz9jXe58AfnthSIbi40ee/X3sFveRz7xZOYycjRyExaHP2FE6ycWqJ8fvcOS8oLSR4cpPbOFEYmvvUOHxL0mM6hLx/FSll01tqc+Y13ufqNy1s6q/ktn5V3llh9b4VExiB1fIDFS00G96eoLHRI5S3OfmsZw9IpjMZZvNhg/6MFmmWPxppLcU8CpcBOm4ydyLB6pUWz5NIoeRTGE5Rm1gfWZsXj4Mf6aFc9Gmveli4+hjC7JY63nigqKVFSkdhTIHQC2lNrGya7MvTRNB1N6EgRaYRthdBt4dZXieeGgPWMIb/TIJ4dRAgtys7J9OM0SoS+Q7JvnInHfhoQLJx+lk5tmVgyT/Hg44w/+iVm3vwq9YWNIp1WPMPwyc/gdxrMn36W0HOIpfvwmjebhEeUmGZYDBx5mv5Dj1O68hbL579P4DQBQcNfoxGUuv1sxH6Fu3Rg/BF2DsM2iPcnkV5ETIpu+ezNoMUt4hN9CEOn8PQR/HqHztQqWsxAty3G//LH8bsaQmY28RF9iruH0JfMnq7QLLnc/8VRFs7UaVVchBD0TSQ48WND1JYcZt+t7vzgCpYvNVi50uDE54aYfLNEbdEhDCS6oWEldHRDo1lyf+BdxiDKED5uf4y1YJ4F/woKSdEY44D1ACvBLNPeGSQhWa3IYftRzjuv05Bl0lqeojFGVi/2sqibYZWlYJJ6WNpALqe1PvbH7sMSNgKNtqxz2X2nZ2qxDkFBH2LQ3EtaK5DWCtgiRSZR6G2x5E8x61/YHXndhZ7OkPvYx8k89BhGOrP1Dv8ZQboeYatzy1Ioy04RS+TQDRvDuv3+RnnuDRlCmh0n/cDD5J/5NEYud8+QQddDmBbZR57ALPRRev4buAtzm143JUPaK5sTy9dn+br1Vdz66qbb9bZv3px4+hHuDOzhUWLFQWqn3wCiklIlJcgwIuo0EeledfUPVRDpBwtdj3QAb1PQWKEod2aZb54BwAvbHC18mlxsmJX2lS33D6RLw1vFDVvYMkPDW7mt+d09SwhlsoJ9+/Xe/+2W4jf/Q4vFha3r4tIPPIyZL1B77eXICrK5fVtfJSVBpRzZF1+H1vunCaoVCp/+/J2pyxQwcLKf4YcGqc02NiWWttVeFAsr71BrzrJVuK3ZXmJ+5U2SiX5MI1qwxmN5Ctl9NNtL2xKU9IIW3CQjaPP2yahcqzFHMX+kJwgXtwsYevym2UUQlYslEwO9UjGlFNX6NI63dSZVuXoFf9RB16NFfyoxQMIu3JQQkkjWwjkG9HHGjcO4foe2qqNhMKCP06+PUAoXb8tK/m4jwGUpmGKveYIR4wBL4TS+chBoWMLGFkmasrItoij0Qi5/5SKz35neVlaNDCTT355kz+cOMPzYugidYRsUjhSZ/tbkLfe30hb7vnCAeHF9UqKUYu57M1z6k/Pbdgvz6h4Xfvcsuf0Fxj4x0XPmSg6n2P8Th26LEOrMl/GffRcVhIil23BQu00IIbBSFtIPufD7Z7nw+2c3ZMlsBRVEpEosYdA3Fo/KAj2J0wpoVXzimUjYv288gW5q2CkDhuK0qx5Dh1NomsBpRoOSnTYRmqC27JAsWPSNx6ktJ6ktObQqHoMHUky/c2t3MABdGFuWMgIgFX61TdB20W2T2EAazdSRbtSeUPo0m0vouhWVz7L11xS4LZzGKvHcICAw7RSGFae+dJlYKo+VzCFliJ3pp74YuY0VDz6GEUsy/dofUls4D0rRZIpOfYX9T/0iA4eepLkyhQzWSToznqaxfIWZN79C4LSilnUjQ5tBhQG6YdF/5Cn69j3M6qXXWb34CqF/LaKo8JV71x1A/nOG3/ZZOb3c07GqzdRvqS+Y2Ftk7C99nNDx8ZZrzP/Hl/ArLWJDWaQfUHn1Mu2rUXArcWCAvk8c/Ug+x93E3HtV3vyDWZ74pb38zD+4j+m3S2i64MBT/RT3JPnWv7hIZX53wY21qRav/McpPvNfHeYX/peHuPp6CafhE8+a9E0k8TohX/t/n6FVvst24XcIOiZ5fZBlf5oAj4I+RFrPI5HMeudRSFJ6nqSW7WYKC8atY2T1Im1ZpyVrmMJiyNxHvzHGu53vUpfrmT2e6rAWzGOJOKPWITT0rkPqRggiBytfubRlnZSWxVVtKuF64LajGtxO52UW+ih85gukTt4fLe5+hHWEEvfCJIkHjyBrDYJKY8PiVradaMyqzNE3fBKlQmprtzYb2Q6k50UL7i60mE3uyY+Te/oTkeDxPUgGQTSnwjBIHDyCFrNZ++ZXcGam7nazfoTbhFdewx6JyuCNdBZ7ZBwV+LSnrhAbHMbIFfBWl4n1DyJ9H3d5Aat/MCrpczp0pq/cnlaoUnSCau/fTtAgVB5xI3ubn2x3uGd7yYsXAs6d8XGvC2onU7fuLETX+cTqH8QvreGtRFoO0ulOFjQdzY71UvSk56K89YFes22EFaN9+SKyszFNTLouQa26e/s/Ist63YwihNmJLPf9xePoMZ3L37xKe213ExrPa1KpX922O0ipeom28zjZ1BgQdXSF7EHmlt/sOm/defhBh1Znhb7cQYQwEAgM3UbXjFuasptGHMNYd02TMsBxq9v6rEHo4HkNbOtaVEiQsPso127OulblGtPBOfYYRzlpPYVHRJbERZKGrDDln91ViZiOwaA+QUrLoWOQ0YqYwuKAeT+OahPgsxBcoaMi4tLAZMCYICWy6MIkreXR0DhoPoCr2vjKYyG8uknU7daQSBaDq9giwahxgH59jJCgKy1tIAm55L+DK7e+F5vzDa587SKhu33hsqATsPTmwgZCSDM1UmNphC5uSVpk9uQYfGRkg85DZ7XN1W9e3nFmnVtzufzVCww+NEQsF+mSCSEYfnyU1Gia5vzmNrpbwcwlSZ8YRU/GCNsepW+f2dVx7gSUUiy/s8TkNy5vSXpoukA3Bb6z8d522wHVJYfKfIdW2eP8d6KIVqcecPX1Eom8xdKlZrS/IaguORhWpCs0+36VynwH+aqK3lt0UEpx5tsrdOpR2Vhj1SWRNWlWtv7+dMxta3LF+tMkD/TjlVusvnCeoL1+fIHAMGxMM4lhxmnU56OUzlsg9D2c+hr5ifvQzRiJwgih51BfuMDQ8U8Qy/TjtarE0n10zi5ixJLEs0N4rSqttZnrJgyKTmWRTn0FOzMQbV9ZDwQopajMvr9OBkUv3rJtA0eeov/Qx1g69x1WL766gWD6Ee4BqEhY/Zpoa7wvTtDxb9rXta+sMPsfvkNQ7xA0HZS/3r+qUNK8uNgTlVah/MEihDSBkYhEU912SGPVxXc39jlKKtpVj+aa2ytxDlzJG78/S33F5eTnh3j05yaQUrF0ocErvznFlVfXCH0JAtpVr3ccgE4jwMqs/+80Ahprbu+xEqbOue+s0Sp7nPz8MAee6COWtXAaPmtXm5x9fgm39cORUReqgKaskNMH0IVOqAQpLUc1XMUQFjEtQUc2SGk5mrJGoCL9kinvPbSuOHSAj4HJmHWIw7HHyBuD1L0S1/orV7WZ9yPDkLw+iCU21/1UKErBPKVgnpw+QM7opxqucMm9PRerazDyBfo++xOkTtz3IzJoMwiBOTJA4pHjWPvGkK12zy5b+T7l//h1wkqdVm0B14mCW2Fwe05xSqkNGkKaHSf3sY+Te+reJoOuhxACe2yC4ue/xOrX/gh38cMVQf8RPmT0BgJBfM9+7MFRICKK9HgSe3AUTTcwC0Vq77yGCgOsXB/u2gpWoYizMBtlvd0GhNhImEfWR7L7d9S+9bmvQNdu7M/uVMzvnu0pf+JLNnOzIa++HA3whgG/+BcTfPs5h8mrmy9CEwePkDxyDHt8AjkwGLF7K0tUv/8iyvOIT+wh/dCjaPEEQtdxlxapvfxdwla0EE8cOkryxP2YuRyl575B58r2nbC2gh7TOfLTBxl9fBjN1MjtzRLP28x8b47J56d3fdxmezlyzNkmgqBDrT7TI4QAEvE+YmaK9odECAG4XhOpQrTuLadrXSviW0DTTDRxnfuBCgm3bRGtbthW12+d2aWQLARXaMoKRX2MuEgSErISzrAazm8QkHZVh9Vwjraqf+AYiqasshrOERDduwKNmEgQEwkEgoYs9ba1hI2F3bsu17a3Wd++Fq6nlloiji4stDC6dgE+K+EcDVm5QVOlo5pUkssk9qXRLxuEboBLh9nsJWpeiXQnT0zEkSrEoU0lXKYut1cjvnJqaVtlXhuuTaioXdmYoSWEwIwbGDED/yZZPsLQKJ7oJ953naC3UpQvrFG+UNpVb1g+v0b5Yonhx0d7ryX6Eww9MsLl+Qu32PPmCJsdWpeWMFI28T3FbenTfFgI2j7T355EhD4PfHGIiy+t0arceH0TWZPDT/cRSxq89nvrmTqBJ1m82GTpUgOvHfW310fha8suteXN+4v6yvrryx9wBpp9N8qwSxct0v0xLnxvdVvXSO8SyVtul4whdI2Z33wVYej0PbGPznwVvxa1XcqQVnMZTTPIFw5GItVbHlXh1FdAQCxdIFEYw3caNFcnUerj2Jn+qG1K4bYqaIaFbsbwO40NTk8QpZSHbhvNMDGsjYslGfoEbpvt3jTZ0aPoVrwrQOmgwh+J395rMOIG/fcNYCZMlFKkxzJc/IPzBDcJLEkvwFtrbNAm+GGBkbAoPnOIxN4+3v0P3+f8C8u4zY3XwWkGPPer59EMDaex/p450seFN+qcf2EpCqoR9VEbHAsVfPN/PQfQO+6L/26KzLGhKGNRwcu/fpXXfnsK3wlBE+Qf3YsKJVdfvcrs6QpGTCe1v4iSisblNbx28ENRLgZRQKgpqwyb+zGEiY6BIUyWgxkGjQnSWh5HtkjpOVqySqCi/qQtNwZIAjzKwRJBzCcm4ndzmNsUejpD32e/SOr4fbDFHHOnUEpFJSRh13paaJF9t3Fn7ervBJRSUTuDTcYFpXDOTeLNLt34XiiRTjR3zQ0dxY7nQUCnsUpl+fztNAjld4Mzmkb6wUfIPfXJKBB/j127W0FoGvbEXgqf+hyr3/gKQfXmc2ZT2CT1LLowCFWAJx3aso4lYgih427Dge9H+JCgaZjZPEY6g55IEXY6uKtLeOW1ngh90KyjZIh0OgT1KpodJ3QdwlYDlc1FzmC30QQhBCmzD0Hk7pswshhajLZfBaKSMEuP9wySTM0iaeZp+x9Yd6qwu83tPUf3JCFkxyGb16g3FKl09AHTacHefTqGefMP3Ll8EWdmiuKXvoy/tkrt1ZdQYdDLAgqaDRqn3yZoNDByOQqf+izO7DTt81Ekv3n2PbzlJYo/+TN3PqogwEqZ9B8volsa7bUOZ799gXO/f5HWyu4sr5VSdJwyfrh95l4qSaO1gFKq1wnrmkUiXqTt7L5cZsvzSn9DtDs69xZ6IEg2KOwLDW0TdnRzCDTN3PBKKLfORJCEVOUqVXnr+t66LPO+9/INryski+Eki+F6CVSAx2SwLqA9mDiEG7aoupuXCfq4zMiLFMxRDC1GzVui5Ve5di2ELhCmhgg1XNnmLK+CHpU7oqKsG4CKXOZ08D32f+x+rDWbznIzuuQJKPkLLPpXEYaG0ERUJkS0r4YWOeHcrFRFKZbeWtzVLNCtO8hQ9kq1ADRLR4/pNyWEdFOj//7BDdlB0gspnS/h1Xa3cPKaPiunlhh6bKT3HBgJk75jRSb/7Aqhs4OosBDoyRhmPknyQCSe7ixU7tosWSlFe7XN6ullDFPjkZ8e5sjTfbzxR/NMn6oReBLdFOx5IMfjPzdK/94kr/zO7IZjeO2QmdPVD62NjTWPs99e2XrDLgyxPVtzzdAI3QBnqQZCoOTeDW50mqaTSBTRDRvXrW2bYHZqKygpieeGiaULtMsLBE4Lp75KPDuAbtq4zVKk3SMEUoYITUfTjJ619zUIwwSpkOFtWn0LwfLZ75IbP8HQ8U/gtavUFy5yby3P/vOGkorGXJ3AiZx7OqXOLV3GbguawB4rkHv8QO+l1uVl/PLOiPsPC0HTpfz6JImJAr4T4jshsf40/U/sQ4+b1N6bpz1bJv3wXmKDGRLzVcpvTmEPZxn98sO4aw3qZxcovzmFvL5/FpDcVyRzYhTN1HGWanhvTKHHTZInxgm7ZZe6bZJ+aC/2SJaBhMXyc2fRbYP04SHiozk6c1Xas2UyTx1F6Bqib4HKG5PI2g6yt5UiaDUJalVELHadk5Xolst3G9wtnQc+wsWwwpFNJCFxkUbTdAQaa8EcfcYwab1AJVwmJpKshnOERNdYxySj95HRC1giCl7FtDga2vbKeD9K6Dq5J54mffJBhL57MkgpBVKifB+/UsZdWcQvrRE26kjXQYUhSsqo7NjQETEbI5XG7CtG7k99/WimGWmP3OnvV3VDf9faqBQoGVUx1GsEter670Ydd35202O037xJBrOhQ3dsshN5VmdPIWWAkrc3XqkwjMg0IUgcPEL+mU/9wJFB1yA0jcSRY2RLq5S+9c3e9fogNKGR1HNkjD7K/iIZo59l7yppvQ8hBKvejwihuwklJZ2ZqyAEzvwM9tAIyJCgUcdZnEPoOkG9Gs3ZAOV7OPPThO02nbmprgvcraFp0aO6ebK3IGePsjf7GG7YYjBxEDdoUHOXUEjq3grjmfuZyDxE0yuRjQ1iG+kbCKGWX2E4eYTx9AM4QR1Pdig7mzz3W+CeJIR+/hcTfOEnbDxX8RNfWo+iTl4NWVm+eackXQdcB+V7SNclbGy8aH6ljApD9EQyimpIiZ5KrW8QhoRO57Y7vs0QuiFnf+8CV56dAhHZ17t1F799e+nInt+KyJZtQ/Ws2kU3+0YTBra1+5pFTRg98WZNGF1r++t+uuVa17SAtgvfb+MHnR55pWkG8ViXld2ibMw0EthW+rpXFK57b+j/DCT24UuXUAVYWpxAurT8cjdFGwxhcTD7JIPJgyil8GSbi+XvU3bnELpg4Mk9xAfT+E2X8ruL9D86jpmyWH55is5qi31//j6c1SatuRqVs8s4pVavM7KyNqOfPsjyq9MEbY/hTx3EysRoL9bx6i6Fk0N0VptU3luis7L5QiJ0QxqzuxPXloFCBh8ghHQNYdz83tBjBpk9G+9PvxNQvbJ7xwvphdSmqkhfolvRxFEIQXo8Qywbo70DQkhogtSxUaz+DH6pgbfW6GWk3C10Sm2a8w1kEPKH/+M5HvziEJ/+L/Yxd6bO5dfKHHyiwJ4HsixcbPK9/8dZVq7c2xMTXZhsJ/rhVdpI12f8Fx6LSkhmKwTNddIwDH1q1SlAINX2J7luo4QKfdID+9CNGO3yfCQgWZ4nN34CM57Bqa8RuG2UknjNMvHcEHZ2gHZ5Pa3cTGSJpfrwnTpeu7qzi/ABNJcnWbvyOs21aSYe/RlG7/9818lsaz25H+GjQeiGNBea9B0vktufx625N72NvVKDzmyppzd0PaQX0r6yTNhaD/4ELYfWlWVUV5PIWaiQPDBI/+fvXz9/6417hhDaDDIIcZZqxAYz5B/ag5KK1MEBqqdmac+WkX6Is1THWapRP7tA/fwS8oMaTEKQmOgjPpJj5YXz9H3sAO3pEs5SnfZchf5PHgHAHsqS3NdH5Z1Z+j9+COmFaKZB2PGpn1mg78kDdOYrtGfKqEBSPTVDsMNMLeX7kUX1e++ArqPbcbR4HD2eQIsn0Ls/Wjwe/R+zEaa5nmWiG9f91qPA5B20knZUG1d2SOpR+XqAR1vWacsGCS1NWiugkL2sIFskORh7iIxexFVtPNUhUH6vnO+egqaROn4/mYcfj1Zhu4T0PLy1FdpXLtK+fAF/bTWSl/D9iNC4CYRuIEwTLRbDyOWjioWDR7AGBhFWbPffoVKEjoN0nagdrkvYbuFXqwS1Mn6lQlAtE7ZbKN9HBgGq+8MO1zIiZpH96U/RfOF1grUqKOgfe5DA7+C0y9RvQ0dIhQEq8LH6Byl86nMY2dyur4mSEulE10N6bvezyp4+kRACdB3NtCJL9ngies7uIPkkdIP0/Q/jzEzRunB20xW/K9vUghU0NNa8WQZj+0noWSwtTj24ddD5R/iQISXe6hLe6nqWXHtq3QzKmZu6YRcVhviVKHFCutub4z/6iSQL0z5zkzeSR0pJ1jpTmJpFxuqnHVSZb7yPJ6MkkZq7yOXKKxTje4knMtTcRSZrb2Jq9oaKkFJnmpieIG+PkYkNUHbmfngIod/839sEPpTLklNvRxfR96BWkzcjYreEMAxS9z9E4sgxwmYDlMJIpT86dlqBW/dw63dOnFCpkGAH2UHXEIYeQehgaREZJjQN09iZg4AQOunkEJnkKIl4EdvKYplJDMNG10w0zUAIPSKIuq4+O73WftCm1V4hl96DEDpCaOQye4mZGRyvest9C9kDGNe5k7leg1bnw7E13Sk0YTCc2Mtw8giWlsCXDrONd7lSex2pAlJWHwOJA5SdOUqdGfZkHmQ8fT8Nfw09r1M4OUR7qUFqIk9zqoxX7WAmTVJ7C7jlDrptsPDilRsnzoBXdWjN10BAYihD9nA/jaslMgeKNGcquOU2Cy9c6dWTb4bOWhu/dRv38Q7nknbexkpvLPeTXkhr8fYWOk7Fwa25JPrX7/3EQBIrZdFe3oFwulT41RapI8PoCQs9GUNfbeCXdqdFdNuQUYbQNfHa8myHF/7dJJNvVfip/+4IT/3SOJVFh6//44tcfLnENuXH7iq2Kyodtj0W//RdrL4kKlR4ldYH7mVFGO783pWhj9ssk+zfiwxcOpVFlJJ0qksMHHkKFc9QuvpWT9C5PP0uEwP7GDz6cRbf/xZOYw0rnmXg6NPY6SJLZ1/c4DqyG0gZRalbazPMv/tn7Hn8zzHywI8z8/of4jbubLan7LRpnH6bzuTtC4veDHoySfLICfTEzsYiFYa0r1zEW1n+kFp2cwSNOtLdmjTIjGeYeXGasWfG0XRtUyH+yksXqbx0cdP9/XKTyf/PNze81r68zOSvrr829x++u8PW32VogvSRIZITBWQgMTI2fq1D/fwSqUOD6MkY/qtXkI5P0PbwKm386ubZ1CqUtGdKtGfK5B/ZgxYzUaHEr3d6+kGhF6AnYqQPDtBZrBG0XKQf0Jpai/Z7dC8AQcONSvfKH+w7tgfZafc0KLcM1QmBZsXQYjGEbaPHbLTeT6z3O77/EIl9B27bgcmVHVzVJqMVUCgaYaX7u0zaPEDeGCRUAW3VQCC64tHjzPhnmXbP9crgM1ofA+b4bbVlI7bOGN8KZr5A/plPYmR2F9xUSuGXS9TfepXGe6cIKjsLOKkw6GmWBrUqzvQktTdeIXX8PrKPfozY0PCu2gXQfO8dGu++Q9CoEzYbUfD7Q4AwDcyBQqTRAawtvIumGdGPYd3WsVUYgtDIPv4U8fE9O76XlZQEtQrO/Bze0gJeaY2gUYuuh+NEhF0YlYZiRGSQnkhipDMYhT6s/kHi43uwhkbQDOO2nyUhBGYuT+5jH8eZm4nWlbeAROLKFnEtTUyL0w53HlSVrkPj3bfpTN/ahGUn0CyL5LH7MNLprTf+ANpXLuIuLdz1+JNfLd+2ls+HgURK45M/meHbX6lvSggBtP0ai61zm74XqoDF1nkWW7cu1QyVz2zjXWYb795yu61wTxJCSsKffcPB9RTNxp2504xMjuyTz1D9/ou0L55Hi1mYxYE7cuy7BaUkcgtB1O3sJxDounmLPdZhGnEK2YMM9z9AMjGAZSTRtDvLvF+PlfJZ+gvHsGPRIJ9JjjA29DjTCy9t6lAmhE4+s5eRgYd75WVShayWz+F69Q9sC48/Y/MrfztDsy57JgsXznh87Q/b/IW/kuJP/6DFhTMbp3W/+FdTNBqSyUs+v/K3o3Z5rmJlKeTZr7Y5e9q7pRuhQKAJnaX2JereCmmzyGDiIFV3kdXOJKYWx9LjLDTPUXJmEEJjX+ZRbCON40WZPM5ai9rFVexiEruYRAaya0ikkF7YI4OMhImZimFlbdxyG6FrmOkYVjZOu+nhNxw6K01qF1eJFRLR5HmLSbDf8j68sodNYOfjaB/IIJKBxKne3qQoaPv4bQ9YX4DGsjGM+A67RaVoX17GL7cQukbQ6ET2lHcJSoHfXB98TFtj9FiGR35mBN8JOfX1JfomEhz/9ADtWsDSpcYNgtLXcDD+MAk99xG1/ObIGH3b0hAys3ESEwVq7915scd2eYHC3oeoL14kcKO+x2vXkIGPGU9HOkNd1ObPsZTI0n/oSQ584i8jZYDQdHTDYu3qm6xdefOOtq2xdJn5U88y+uCPM/LAjzP31p/idzafcJqDQ8h2C9npgN4tD9D1iIhRirDRRIUBwrTQUymCagUZ+NTfeaOXzSAdBzQN5XrcKUbRGhjCHtuzc0JIhjTfO0Xj3bfvSDt2dG7FraPwAqx0DKfqcPjLR2jM1T/SvvNegmbpxPpT6MkYVjFF0HSxB9K4a01CN8AejAwgOvMVlB+QPjpM/f15vHKLoOUSG8zgrjbwqu0bxiglVY/46Z3PNoj1pTGSFlZfMsogCCVetU1nrhJlYilu2C9su1jFFLH+NF6pidri+9KtqMR6V4+BUkjXQcPHr9duSiDlZRgRQreJEJ+2bFA0RglVwKoXRZEbYRnDOkZOH8BXLo5sIhDERByFoh6We2SQgUWfMYp+h5YPUkV6PLZIYGAS4Pf6+g/qIt4MwjDIPPQYseHRrTferA2BT/viecrfeT5a4N5uOW8XYb1G7fWXcaavkn/mMySPnUCY1s7my0JgDQ7j114gqOye6Lf2jRK/7xD1515FuR65L38GPb+RBBCWiTUxhG5YiFgK00p1x60YdiJPs7LzrINr0O04xc//JHoytW0yRklJ2GrizE3TOncGZ3aaoNmIjIJulaUWBoSuS9hs4K0swZWoVFtPprAGh0jf/zDx/QcwUpmorPM2YE/sJXn4GPW3X99y20ZQpi8+Riusdl38bg0rZxO0fGTXXEB22lRfe+mOrrf0VJrY6PiuCKHmuTPU33xlB05boquXc+vOMtKOVUi1vedQQ0fdZC1sGPDwM0ke/3SKdE6nb8Cg3ZS88JU6L3y1zvgBi8/9+Szvv9HmoWeS9PUbvPtam2d/v4bvKQoDOj/25SwHjtsEvuKt77V45bkGTkfxwJMJPvbZFPl+g8BXvPFik5efa+K5igc+luDTP5Xh4WeSDI6ZfOHns5RWAn7tH63iuddJoWzzyn0UuCcJIYD+QQ1Ng/Nng1surrcLFY38aKaJnkwS33cAq9jP9ZSCsCJGWehGlNJr2z1VfGHF0BJJhKGjxRNoMRvpubdnOXcHsF13sQ37IJEb9hM3KJ1vhoRdZN/YJ+gvHEfXrKgU/rrbWSlFEDoEoUMYekgZRD8qJGald1U2Vm/OsVx6n/Hhj6F1NYTGh54gbhdYLZ+l7ZQJAgchNCwzSS69h+GBB4nHCgghUErRbC0xv/LWphpC2ZyGbQt++9da1Ktda+CqxOlIigM6QyP6DYTQ/sMmZ9/1SKY0MjmN3/n3DTptxad/PM7f/LtZ/vv/tszq0s07MoWi7M5zvvwdQuWjCYP7i18gFxtmtTOJEFGnGXTbW/dWsPQ4phajUXdZfWOW9L4Cype0FurE8gn8ikdrvo70QyrnugtTIYgPpQnaHvGBFJ2lBkbCREmFlYnRuBpQOrVAYjiD9EI6q81tDY6BE94wif4wYSRMhL6x21Sh2rbV/M0QeuENLmmGbaCZu9MeUEFI7rH9NC8sgpR0Zj48Ta6tEHRL3uJZg0/98l4OPlFg8u0qv/8/nKU00yE7EOPxnx3lp/6vh7n6RoW3v7LIyuSNBGvBHCVnDH7Uzd8c2xg5jVSM5P7+D4UQqi9eYuXCyzRXJnu6QH67xsrFVzDjqW6pVgQZeKyc/z6NlatkBg9ixNOEXpvmyhTNtZkbBKBba7OsXnwZr1Xdsh2B22L18uu9sjWISJHK9GlAEc+PYCWzNyWEjGwGcjmU76PF45H+RLsdBVazWdyZGYJKBWGZGPkcYaOONTyCnk4hO05ECmkCYcXoXLyAbO9OA++DUGG47QXgDfvKMIpA32HouSzC0AnWomwBYZrofTmClRLbmZhohkZ2b5bisX46a23i/YmoL/vhMK7aNoQmyO7NYR8axFttkD0xQvmtaSpvz5B7aAJh6FTenEJogtwD4whdo3p6LiJ/gMobUxQe30fuvhFKr08Rdq57fpTCWaiixQxUIGlcWMavdbDySRJ7+/DWmmROjBI0ogBCbCBN6tAAqy9eoD1bjsgkP6Rxfomg6VI7u0jxqQNRG9+Y6u33QSSKNlbCJD2cwKl5tFY7GHEDGUhM28Br+ui2jt8O6JQdNFMjM5Ik9CSBE6AUJAo2CMiNpyldqeJ3Asy4SeAGGJZOq9Qh6IS7ylS6GZqyyqg4SEhAS0ZZiq5qE6qAlJZjIbjSW6zWwxLD5gH2WMdJaNGCMa0ViGtpHLXxudfQSesFYiKBjo6tJdCFyYA5QUc2CFRALVztEUvX0FFNmrJKQR/ksP0YLVlDR6cWrlEKF9lO+oE1EC3ytzIq2QzS92m+f4q1575OWP8QZAWkxF1cYOVrf0ShWSf7+NMIc3sB2GuwR8fJPf4UpW9/E+Xvct4TSpTX1fLUBPbxffhLpchivgutW3alaQbCtMkNHsZtVyJJCHNzx7jtQug6ZqFv+811HNoXz1E/9QadySu7/9xdqMAnqFUIahXaVy6S2H+Q7BPPkDh4GM3Y2fdxPYRhkn7oMZrnzyDbN86hfOnSCMsoFJ7qUA2WaQTbmBtqgv0/ex/z37pMY+o6MxYp72hCzm2Nm1JG+29zHWxqNjE9Scsv33Kst40Mpm5TdZe4/vm3tDjeJi7ISasAuqDu3ahLOTBi8uW/mudbf1zn6jmXn/uVAp2W5LUXogoDO6HxwJMJsn06rz7fxOlIPEfh+wo7IfjZv1YgldF59ner9A0a/PRfyuE6klefb2KYgovvOaws+Bw8YfNzv9LH9GWPyfMuUxdcXqDOviMxvvVHNd5/q0PgKXzvHiy37eKeJYTuf9Ck3VKcP7vzmVPYbt+QUhnWa9Ree5nkkePEDxzCL5donnk3InUAPZki98wnMfuK6Mkk6YceJXHgEPVTb+GX1sg9/QnMfB+anSD7xFMkj52k/uZruHMzd+Tz7hq7YIoFGtoGYkZtSSzF7QKH9n6BvtzBnuK5UhIvaNNsLVFtTNNsr+D5LULpI6WP6kZ+pJKMDjzMnpFn0PWdpZ2G0md26TVsK0sxfwRdN9F1i4HCcQrZ/fh+i1AGCCEw9BiWme5qFwmkkrQ6K1yZ/TbN9s3LCWpVyak3XEqr69cgmRI06pJsXkfXI5FzpxM9zImEYG2lq9vQlpx912N+JqRelfztv5djaES/JSEkVdjVEPK7/wd4soOhRWVRH8yEuMaSa0TXvX55jfrl9fK35vWDBbD2ZndhqhSNq2UaV9dTn/2Gy/SfrIsJOqstyu8u3rStm0GF8o5OULeCZogbbnOlbowI7xSbRZWFrm0Qr94JYsM5YkM5vHITIx2nM1u+e4Rx97SJrEluJM6z/+wKU6eq645hCw7f+teTXHy5xMM/NcLJzw7w7X+zeRryD5LoY9jxsQpJBj9/gqDRQfohtffmke7tr8A71UVm3/yTjefzHVYv3iguD1H/2C7N0S513ds0gZawUeLGvra+cIH6wvbc7fxOg4XTz256vvLUKZg6dcv9VRBEwY90CqRCmDGk54PvofwoMwgAqdCTKczBQfRkEqHpyFYzCozEbZTrbosUudehJeKgaUjHieKXMQslJcp1MQaKaAm7mzUlEZa5TpoLgbBjCF2PyCzPQ7Nt0HWU66FcF+lLVt9dITmQpHq1SuFIYcdj9qGTNgeOx7j4nsPVc7tJixcYpo1lpXA6VZSSPVOHRLIY2UoTGU5EBGM0VRdCIG/ihrZdGLbOwEN9KKXIjiaoTM7ihApdEwwfTiF9RXhpCitpUr9cx6l5lF88S348id70SRVjxHMxDEuj9dZFigcyMJ7AjEcR5FjaJPAk86dKhF50L1bfXndtXfzq6e4lEBSfOUjr6iq19+YpfuIwmmVQP7Nu7FB5c6r399I3100gbobC/ixKQWF/jpVzZSY+Nkxtvkl+T4bqTIP+YwWMmE5jqcXsq0uYCYPsWBqhCUI/GkOzEylUqEAI0u0k2bE0oRdGGnkzjei9OwhNM/H0gECTNP0Kvorup2tkjSVs6uH6YnU1mEV3TYbMvYyZRwjxqQTLLHhXGDb29/YHMIXFqHmIrF5EQ4vkAoBR8xCSkEB5XHDfoh5u1E4JhWTKP4uvXHL6AAVjGF+5dFQTEW6DDtJ1UicfRN9FqZgKQ1oXzlJ67hsfDhl0HWS7ReX7L6LFbDIPPbYj0WthGKTue5DWhbN0pq7s6vzezCLeTHeuZ+j4y2Wqf/A8YWU9cKClEvT95Z/C99oEzTWWp14n8FoITceK7TyDZDdQUuKtLFN9+Ts3JVluG2FI+9IFvOVlsk88RebRJzGSqa332wRCCGIDQyT2H6T5/ukb3ndVGzdYJ09XvKkN72umxthnD5E9VCR0Q5ZemqJ+pcTeP3eCkU/uJzWRx6s5XPnd07Tmalg5m7EfO0RyPEt7oc7c85cQusbETxwldAISQ2nK7y2y+P2pTWUj7gYSRo5sbAgvbJM0cySNPDVvmYw1QKA8au4Stp4mZRVoeiVC5ZPSC9h6qqcZaxtp8rERys4svnTJWoO0gxp1b5lQ+iTMHAkjR6gCDM3CDzt4skOmoKMUXD7jMD/lM33JZXjCwvfXe5ZESuN732jw5nc23msjeyxOPpbgd/63EvNTHmvLAQ8+5fHQx5K89d0Wp15pkUhpWDGNwFd8/mezpHPR/KBWDlma8XE6kpXFgNkrG4lwJ2xyofJdnOAuSUtsgnuWEJq6GrJ3n06+oFGryt66ajtkZvlbz94wUVVBQOP027TOnYncZwI/Gmm6REjYblH57gs3ZEhI142iry8+vyG7RaGiCfEtENNT+LKDLiL7dDeMGElDi5GyijTcZUK1+wmXEBq6tnNm+4NuXQp1SwcuTRiMDT5OIbv/OjJIUa1PM7P4CtXGdJQRdIvPEoTurlltx61wafpZHK/GUPF+LCsV1e8acUwjfsP2CoXrNajUp5hdfIV6a55bTSv6ihqf+GycRj1KIZ+bCZi8FFBaDenr1xidMPi7/yDHK99x+LOvtjEtwepySCa7fj/YtmB8r4HvK2qVWy+SvLBD2uwjpqdwwyaWliBp5FAocrFh0lY/QO9aR24eYtfR8zuNj7oVKlQ38iqCXRM3vUNo4oZjbEYSbRdBrY0KQuyRPO5idVtk0IfNtVTmHf74fzqH0whuaE7gSibfqrJ0qUk8s/sI2b0E6Yc4CzWEACNlRxOie4TQ0vMZCr/4OWpffxlvcnOHwY8CzvT0xnFOqa4jm1z/H5CdDu3z51BS4q+sRO42Um4UbL2FyOoPBAwD+8gBjIEi7tQsmmlijgziL67gXLwCKPR0ivj9x/GmZjGKBayJUYJSlEGVeuqxSNBUgXtliviJI2jpJO6lSdpvv9c7zcrpZXIH8pTOl3Y0Sc/kdZ74bIrlWZ9aOWR0n0U2r1NaCViZ9+kfMUllNWQIKws+AyMmdlwwd9WjWY++TzueJ5EoYtlZkskOvt/mmqg6SqHpFqaZQMoA2851HfI0dM2iWtnd4rN3eS2NRJ+Npokocyahk+yz6dR90v02q5frjD5UxGsFNJY7dGoehqWRHowjQ0Vhb5pO1SORjxE4YeSQGNMYOJLFa/mYcQPfCSN3Qe8W465SNC4tU3z6IMVPHsZbbdCavD1NQcPSCbyQ8mSNxkIL3dJRoaK+0KSxGC0shC5oLkV/S19SX2hi2AZm3MCwdWrzLVQgMWI6oS+pztQJfRmJkS+3b/2ZdgghdPrzR8mkRrjavMRK/WwvWyfE57L7Dle993qBKoAAn3n/Ekv+ZHf+q5BIspkJLjdPE4ROb17iKoeLzpsfCDZuPH8qPYzeqG2YbybsPnwVcKHz+nXWyYpQBdua81h9/SQPHdmVq5i3skzlu88T1Ks73nc3CBt1qi+9iFUcwN6zb0fBFiObI3Xfgzjzs+v27de/b8RRShKGHjErfYNEwsaGSJrfeZOwuTHLS3k+7tRCVAoMBF0XLCVD3E51223dLVQY0Jm6ytpzX8ddmPvQAw5BvUrlu99Gui75j38aPb6zcuVr0BIJEgcO07p4fsdaNqk9efoeGuXyb70TSQ60PALHZ/7bl8kfG2TqT85QnyzjN6Ljjn32EGY6xtSfnGXg8XEmfuIoy6/MMPKJfVz6rVNUz6+w78snacxUqV++e1nq1xBJZGhIFZI2+3DCFp2wTi42DCikjCzTU1aBmrtEwR5nrTONUgpLj6MLA6kkhjDxpUPDK9Gf2BeZCZg5Gv4asluCFkiXYnwPvnSphlEm0eKMT3Ut5Mt/Jc/MFY9DJ22+/80G4XWEkOcqluduzEBLZ6MSs5/+y3mcdiTLYSc0zr7VwbIFj38sxUNPJRBa9HphwEDf5rpEqoCau7T1hjuEENDfrxGLCep1Sa22/fXMPUsISQlf+Mk4T308Rr22Tgj9y3/eZHFBoXVTQ6UMu3+LdV0cz+9GwXSUkuvbhgGy047SIbv79pa3SvWEAK+HQIvKdfwYTthEyoC4kUES4gQhpmZjGymcoIkuDAzdpuNHkYZ0rEjVWcQ2MqSsAnV3hU5QQylF3h6j49cIwyYxPYWumTh+fVt1pb22CR1Dj2294Qeg6xaGvp7+qZTED26umJ5KDETZOV3ySSlFvbXAxelv0mhtb2EjhH5btZKuV6dUvUQxfxhLpVBIPL8FqMjaWUYC2x2nQqO9SLU+Tb05d8vPdQ25gs7jT9s4jgIFb7zscPGcz9JCyOHjJmN7DOy44PBxi9dfdhEalNckmaxG/5DBf/nfZNE0yBd0vvaHLRbmbr1IKjkzDCT2c1/x87T9CnEjS8LM0vIrHC98GlNPEEiPbGyIurdMJjZIoLxeCdl/bgg6wY2ZPJqGbhvQ2P010UwN3dw4eQ3dYEvNiJvBKzVZ/eZphGngrW5PMFAztmFLK8SuM41kqOjUb7wfhRYt1jIDMfY/ksd3JeW5mz8rSilc1aYe3B1h9pSeJ65tbQIQNByWnt06un83YI30Yx8ap2Hd5WE33G55leql6W/Y/ocgK+gahBmJiyrfxxzsx5uZx/D8rkBpiDAMEg+epPGdlwlWS0jPwxjo79mGqyCg/c77xO8/hp5OISyTsFLDm9uYddlebdNe3XlpndDAtARBoAiDKIV9YMxkz+EY3/nTOo9+MonXUUxdchndY3HisQS1UsDgmMV3/jTqg3TdisSLNR2lW+jX5kxC62Xy6rqNEFqUJaQkMStLGLq7Kkm/HkpFem+rVxsEXhiRIksdUFCZbuA2A9yGhwwVzdUoq9tp+CyfqyKlIjuapDTZoL7URgaKTj0qeXFqHoEjMWwdJdUNpb+bwV2qM/8Hd05nqnSlRnutE2X7AM2Vjd/vNVLoGvx2QGVyd+6ct4trZNBg8SRtp0zLLRHgUcgdwNBtYmaKenOeWCxLuXoVXWjkMhOsls+RSg6Rz+5FKUWpchE7lmV8+ElqjVmq9WmqjRlymQksI0kslqXRXKDamCaf3UcmOUoQuqxVzpNOjjA6+Cjp1AiV2iS15iypxCB9uYOUa1eQQlHI78My0xiGTbl6hUZrgWRigHx6L3YsS6O9zPLae/Tm7UIjNjqO1T+440xW6bpUX38Jd+nOL8puBW91herrLzEwMIieSG57PyEEycNHqb/1WkSWXAdNMyjk9qMUeH6DZHKQhcU3uWn4Tinci9M3vuz5NJ5/FeV/9ES/CgOa585Qeu7r+KWbO3AJ3YgCE3dIu066DrXXvo8Wi5H72Md3rvFE9N3E9x/CzOV2bG7gljtIL2T0s4dYfnmK5kwLFARNLxK3rzt4lWhupscMcof7mfyTMzQmywhNcPCXHqRydoX2UoPy+5E78NBTe8nsK9wThJAmdDLWIKYWrTlNLUbSLOCFLTRhkLH6cYI6ofTJxYZ72T5JM48nOyTNPKDR9iuEyidtFQmkS8osUPdWEQiSRoGEkaPqLiGEgcDD75aWdVqS+WmPwVGTWjnkD3+tzJWz7oZpTBiqTW8nz1U06yG//29KzF5dX2u4bcXQmMnP/vUCX/3NCqdebpPOaew9tHE9HknV3OGYpNCw84Mk+kbxWjVaS1cjN0ohkJ5DLAbPfNyi3VZ4HrzwbXfby4d7lhCamQ74l/+8eYN7ZL2mSKeGyWYm8IM21do02cwEtp2nVpvCdeuk06OUK5cZKJ6g3SmRy+3FcaqUyhfQNYti8TigqNfnaDRvrTVh6jZDycN4YYuMGKDj14mbWTRhUO7MkLdHAEGoAvoT++kEddyghVQBSbNAw40WULaRRhM6hhej5i4SyGjyY+lJRtLHEQjKzhxVZ/vaF0KAZaXQNHMH1vOCmJXZoBkkZXBLS/ZUYpB4LNf7P5QeS6unaLS2X2pkGPaO9YPWW6xRyB3k4MTnSNh9SBWwWj7P7OIreH6zt2BWShLKgFB6O7geMH3V51/+kxqltWhS6XuRTmhpNSSbjXHspMXr33eZ2G9w6KhJp61wu6Jgbkdy6bzPgUMm7bbkle84BFucuuLMM10/xWjqOH3xPYTSZ6r2NqudSfrj+zE0CzdsMZY+ScEeJWX2UXOX6WzHlUDTuppXFlrMImzcu5bD24VT6dwgxKoZglg2RmcXi6xrMOImRmJjZozX8Ah2WV4UnyhGAtNXb6xj3gxCF+i2eUttHD1lEx8r0Jkvo/wwyozSNZAQdtydpWsJiKcNcsNxho+kOPhEgcJYnMCVvP/8Vm1WlP0Fzrde3cEJ7xwOJh5mLHZsW8LSH4SIxzD6smgJG6EJpBcgm22Cch2CKIPI2jMEgD+3skEQXMRjWOMDhNUmwcp1pZlCoOfSGPk0wjJRYYh0PMJqA9m8TvBSExh9OfRMguTjx9HsGNbekUjMGVB+gL+wirzOThwh0LNJ9EIWzTJQfkBQqhHWWr3jingMa2wAf2EVPZdGi9sEaxXCRhtzqA8tGScs1yPr4OuvhWVi9OfQknEQIBttgtVKdG9dBy0ZxxjMEyyVUX6A0Z9HS8ejwEmzg79chlCSGU11y3fAa3k0Fu+MntBHBaMvj17II1vtiMyp1vHXSlGW0PIqhCGdc5fQc9noJ5OKfrIZlOuiPA+uiRMrhQpD3Om56PVbQOgayYMD6DGDzlwlcrTaBLVSlHY+dcHFdRT7j9rEUxqZvI5hCjRNcPlsh6kLLo98IsnoXhPfk5SW1/uwdmsVx6lSr05Hmc1Kogm9Zx1+fQnZtb813QCltqUteCv4nYDZt0q4jesGxdLGCLpT23itAiekttDGsHWmX1vBbfo4H241z67QWGrddXed7UKpkHprnmRigHpzjmYn6u/TyRECv81K+TwoSX/hGLXGbBSxTw6xWj5HLjNBEHSoNxdwvQZ+4OC4NdYqF3DcKqBIxgcw9BjLpfcIgq4zsO/Q6qySSY2SSg7TaC319uu4VQA6bhWpQmwrS6uzRiF7gEp9irZTopDbT6u9zEDhGOXaVQzD7s7r1i+6Zlkk9h9EGDtbyiilcOamaV88t2Nr9juB9uWLdKavkjp2347201NpkkeO3UAIKaWQSmIacULpUatNs+2b0zAiVz4/QHl+pDP0EUPJkPblS5Se/wZ+aRWhaSilojWDUqBpaLpB6HukBvYReh2c2gpKhmhGDBm4KNVNFNA0ZOBF0hG62dPru0ZuC6H1tPeuQbou1Ze+Q2xwmMSR47v6DGa+gNU/uAtCqM3FX3+TvgdG2PszJ1h5fZb5b12+bhF/3Zyna8bXC5AqhfigQV93LLpXSv1DFbDSuYpAQyG7czhBqDx0YVJ1FwmkiycdDGH2qmbafoVA+bT8avc4PpqnRcSHCmh4q4QqIFQBVXeBmrccOQWGbRr+OhGmG4KhMZPyakB5JUDXBcUhg8VZf0tOcWnOY/qyx7GH4sxN+gS+IpXRcNoBlq2h6bA85xOGij2HYxSHP7CecBStpmRsv8WVsw5KQbW8nTrYzSE0neze++g79iS6ZdNZm6e9Okt69CDxvhGWT30biHSXszkNx9mkuuIWuGcJoZVlycryjZMqIXSGBkeo1qZotpbQNJMgdAkDl2RyEM9voRsxhNAwuuVEUob4fpsw9Mhm9mLbORynQjo1vCUhJBCEyqfplcnagyTMHHVvBVtPY+lx6u4K6dgAMT1JzV0maeYx9Rhtv9PTtgFo+VW8sI2hWRvsk+NGGlC0/AqBdLmWLrs9COKxAqZh426zExdCI5XYGE2RMqDtbM4ka8LAjuU2lJj5fptac27b7RRCx/4ACbUTxON9HBj/TK/dleplLk1/A9e7M7WXQQDNhqRZ3/h5GnWJYQr2HjT4yu+20A14/OkYzbokDKJt6zXJt77e5qW4xj/4R3lOPhTju891bhlED5XPTOM0K+0rxPQkbtjCCZuAYrrxDhDpBemayVDiEHVvhcn623jhFostTSM2MY63sIhRyBMbG6P55lu3c2nuCXTKHYKWB6xH03RLJzmQonq5cvMdt4CVjhHLbGT0O+UOfmt3EyKha+SfOkzy4BDuco366RsjcNfDiBnEMreORmmWgTWQwSwk8StthC7QYiZhx6N1YTHSc9oCmiEYPJBi3yM59j6Uo39vkuxgjLkzdb79rydZON+gWbr1Alah8GQHX304drdbwZPrpQk7gTU+QPpzTxA/uR+jL4vQdcJWB+/qAqX/+E38uRWEodP3y18CKVn5579HWKpv2H/w7/wSje+9Q+V3vxUt/nWN+MkDZL/4FLF9I2gpG+UFhLUmnTOTlH/72YgUIiJW8n/hs9iHxtHzaYRpUPilz/fKs8JKg7V/+yc456aiE+oa8RP7yfz4k8QOjKGn4si2g3Nplvo3X6Vz5gpIhTXSz+Df+UVqz75K+uMPYRQyNF99D+f8NNmffBpzuI/Ou5dZ+/d/SljuZopkkmQ+/wTJJ05gDORBCPzFNZrfO03jhTc3kFKxA6MU/uIXqP7hCxh9WVKfehhzqA+kxLk4y+q//EPCcp3C/gyJYhw7Y+G1At7//Uu7/IbvDoJShWBlLSL0Wi20ZBxhmngz8xGZLgRBtQ5SRu9ZJsHKGlrcxq83cKfmkI6DNzmDMVAkrNYxclnMgSLN77120/PqCYvD/90XSYwXuPRP/4zlb7x3022vwU5oFIcM6tWwN/4oFWUBAsxPeizO+DRqIQvT632YUiHhB1wP5RaG6NXyVYSm9cTTdwsZKLzG7o4ROCGBc29oYGyKHxAy6Br8oEMQOnh+kzCMSDkpA5qdFVyvFhmFXIPQeuR7uXqVQu4AfblDLJfex/XqhKGH6zUIrh1HhbQ6qzjdwKKmmRTzh3HcKpoWZc4HQYcgdLv7R/uFoUcQrPc7YejRbC0TSo98Zm/UR/kdcuk96JpJx9k43mvJJPbEvh1fC+V5tC6cI6hVQdcQhtErk7pTEFZEsmy2IpOdNo33TpE8dGxHZJYwTOJ79qMnU4St9WCfUiHlyiV0zerqZ27judE1Yof2kHj4GEYuTdjq4Jy9Suf0hY+UFFJK4S4tsvb81/DXIqIynh8mcDuYiTTS94gXhqPsp2YZI54inh/Czg3QXpvHzg2CknSqSySL4yA0Wqsz2Nl+NMMi9F28Zpkea6IkTu3GAFjYblF5+bvExvfsSk9IaBr2xD6a597fURatlbNBCBa/N4mRtMgeKkaEUBASugGJwRStuSrSCwmdgMZ0leKDI7QX6uSPD9JZa+M3XBLDGTL7+9Atg8RwmsXv3jlr+m1DE9jH9xM/sR8A5/wUndOXumvbG3H9fapUgHed7Mj1Gqu97aHX73pqPaM9UB6oSHS6HVTpBOsRhIFRM1rHHYkxNG5hWgJNwG/+szWunL11eV9lNeSPfq3Ml385z3/9PwwS+BEB93v/psz8pMe5tzv80t/so14JcTqSq+c2zo/r1ZBXnm/w4z+X5f7H48xP+fz6r67tWlhajyXIH3yQyuW3kYFHZuIYCPDbdXIHHkRoOp4XcOqUTy4Xye3sBPcsIaTrMDCokclELBxE/erUpEJKH9NKYflp7FiWRLxIEDhR6VDoo2sWcbuAYdh4XoN6fYZ0egTHrRIEHXy/RbO1jOtUt9WWmJ6iEB+nE9Ro+xUK8XEU0GitkjBzGJqFqcdRSmFoMTRhkDByxM0sWTlE269i6ylsI0WlM0fCzBE3MmRjQ1ScOdJWEUOzug/Nzm6UVGKQmJXZNjli6DFymT0bXms7pZvvLwTaB3SKpArwg+1HguOxPMl4/64YayE0Cpl9pJPDvf2jScmdy3wxzYhNvaaf6fuKdkvRrEusmCCd0bh03ieRFPz4T+V47mvtG7SsZiZ9vv3NDj/1c0nOnHJZXd7qQVQ4YQMn3Py6S0Jm6++y3LpEqEJ82UFLJEg9/jhho4G/shylDu6ZiLQ+zpzFHBoi/eTjOFeuElQqWKMjZFIp/OUVnEuXsI8cxswXCGpV/NVVEsePE9RqkavQ6t0pBdoOQiegOlkluy/fe82wDbL7c8y/vDsbVM3QyExkorKzLpRSNOcbuLWbDxJyEwLmmitZZ2aNsO2CVITO1pNLM22RGLh1yrgKI6tkJRV6MoYWMwiqbTRTR+jaloRQbsjmz/+DYyQLFuXZNpNvVfnuf5jmiZ8fo7HmcvGl7aUUK9QGAdGPGtHkQALbJ5XNkSKFv/QTWGMDtN86R+fMJMr1MAYKaAkb2dq6nHQz6NkUhb/wWZSUrP361wiWK+ipONbeYdC1Ddk2su1Q/YMXwNDJfekZ4g8cpPxbf4Z7TUMoDAmuI6Dso3vo+8s/gWx1KP/Hb+IvrGEOFkh/7nEK/4cvUPr1r+Gc6U70NI3Eg4cp/+5zxE8eIPXU/Vjjg9T+9PsYA3kyn3mU+In9NL93CmFb5P78p0g+dpzWa2don74IUpF86n5yP/1xEILaN1+G69qu2RaZH38S2erQeO51/NUqei6FMA1U9/5efr+EbunYWYuB49t3kPmooVkG6WPDhI5P88J6iYjqOHTePbthW39+/f2wXL3hWO7lqfVtZ6Pv0ZuZjxZY+/ZEi9iFnUWJb4WXnm3gdCS+p3juD2pouiAMolT273+jTqcV9QEr8z4vfrWOaQma9dsjUpT6cFzbdgJhmBjJNMKyogxg3yNoNlDdgVqPJ9FT62WkoetEWjB32fn1g9D1GHvHPoHjVJhffot7i0lSvUwxqQKkkiTjRUwz2TMAkSqgWp+iL3eIhN0XETrSJxnvp9lZIQg6fNCYRNciXarV8lkS8WI3zKlQKiAR76fVXiEIHSwziWUm0TQN04h3Sf+N1ycIHXQjRqU+FWWEX4fY4PCOyq56x2w2aF86F7U1m8KaGMKbWUI22ohY934LwkiA34iyNIVlRCRPx+2VVImYGYnLaxoqCKNxxYkCu0Yxh7+0BkoROziOP7cSOXopFZVsLczjLi9hj45tu91CCMziAGZxYAMhBGDH8vTlD+EH7UhDs3pr/a/4yUNkf+bT+AsreItrUcDgx59Cz6VpvvjGR1Y2FjYbVL73bbyl9YoDI55BKbBSBQKnhdANvNoaVjIHKDqVRaxUASuVx4iniKVy+J1GZGITeNjZfox4CqeyjJ0fwq2tkB4+hAw9Wqs3nzO68zM0z7xL9tEnd2VHb4/vQRjmjnSErGyciS8ewcraeDWHuW9djq6LGzL3/CVGPn2Q/kfHuPK7p2kvNph99gITXzzK8f/yYzhrLab+5AyaoeHVHIoPjzLyyf2svb1A/epdKBdTEFab+MtlMp+PrmHn9EcXJPJkZ4MLmRDw+Z/NsDjj85XfqBAGCtMS/B//b4OceCTOlbMuM5dd/tHfXWR5fp0EjZtZsvER/NBh7Qr8p3+iyPcZBMohdGOUV4bRnJBv/JpOrihQImB2fhHdlDRr6/2gDOE7f9rg7Nsd7LiGJ+MQzyLCZm8cuyk2kYrQuqVhraVJrNT6ekgp2XNYzOUEx44bvPeuz7FjJlNT4Q9+ydiRowZ/+a8nGRmNXJ6UAl0X/Ld/q8ra6lVy2b1k0mO02iv4fgspAzqdiNhwnApxO0+ztYiuW8TjfThuHcep4lLDMOPErDT+NkgFRZS6VupM43fLvK6lsIHCDVtUnQUUkiifSHT/hkvl7/WO0/BWuT775+J17801zmzYDwBDxyjkUJ5PWL15qZBlpujLHqTRXNy4/01QyB4gaRc3vFauXSG8WYmVkje8J9i+mLUQOoXcAVKJ3VlXC6ETt/Mbys2uz1a6E9h30OTv/P0c1/rwi2c9fvvfN2jUFaYFS4sB1bLk6uUAwxI06oog2PiE+R5884/bPPJkjB//6QS/9e+a2woSCLQotXWT90IVdDOHutsaBlrMovH906gwxBwYIKhUMIeH0eJx/JUV3OlZ2mfOoKczBOUKzbfeJvXYYwRra9h79uCvrGCNDEeDvZS0Tp3enlL7XUToS1ZPL7PnM+uRQN026DtaxEiYu7KfNxIm/fd/IFPOl1Qul/GbNydzgpbfm0BDNEGz0t2Js+PjzJVvtusNsPM2mYlbO6MEtTaVly7e+MY2EwmFLoinDQJHUllwaJY8nEaA197ZZE+h8KVLsajx6U9bGIbgwoWAd97xP5L1V6D8nWUIGTqJR49hHxqn8ocvUvv6S1F2zx2AZpnohQyddy7SOX2plw3UPrXJ9xRK/MWIbA0bLQhCguUS/uwmhIGhk/nMowhDp/w7z/Wyhtwrc/jLJfr/q58j85lHca9cy2pVuJdnab9xjqBUJ/2JB3GvztN68xx6Nk36Ew9hFHMA2IfGSTxylPbpS5R/57leBNibW4kIp089ROvV9wlW1yPwImaixSzWfu2r+HOblxQO3V8kUYwjBNQXPgQ3mDuE2ECa/f+nT1M/u0Dz4tKHsib3JmfxJndHUN8K9cp6/7y2tPG5rZWvIx8llFd+wEW+u9CsGPlHnyZz36OYuUKkG7Q0x/I3/xB3JVo4Jg8eo++pz6AnUuh2nMbF91n++u8RbqIFeTchhEbczqPk3f1upAxoNBe62osRGs1FvG4wUCnJSukM+cxeXL9BpRYRz8l4sUsENai3FlBKUqpeJJfeg1Qh9eZ8l+BZXwT7QYtK7Sr57D4arUU6ThkpA0rVy2RTEygZUG8tkEoMoFBomkXczlOtT+MHHZSSVBszXWIpiUCQTo2QTo4wvbA+d44Njey4XAzAW1rAr1aBrh36YB96KhG5BXbHCWEauBenscYGcacWiB0cB03DvThNWImumX1kL3o20g5zLk5jH54grLfw51awJoYI1qoITRC/7yDK86OS5C7REtQquEvzxEZGdyYunc5g9Q/gzEz2FoymkSCRKOIHLerNBcJwi4CUrpF88n5aL5+i8cLr0dioCeInD5H5wtO03z5LWPrw6zSVkjROvUXr/JkNi18ZeCT7xzHiaUK3jfRcQt/BJI2SisBpYSayxDJ9qDAk9D0QYCVySBngVJfRDAs7O4DQNHyniQx9jHgKv3Pz9ZR0XZrvnyZ55DhmNrfjz2OkM5jZHN7q9gMCnbkW5/71G6hr2TLXjU1rby+w9s7Chted1RYXf+O6zH8FqfEcbrXDlf90Gqd0F0tZlcKfW8afWybx4OF7gvrWDUG2EJVZS6mY2B+j0K+zshA9h25H3eAApmsmhmb3Ej06VZfqap2WV6YvtZ8gdElaWdyGy3zNpdJevKnGq+cq5iej+Vb+ySexjTrtyUs3ELobIASxoVG80sqG8nMZBqggIF4cXXdIN2Nkxo4SdJooKcnmNPr7de67TzAzc6OZzK1wzxJCx0+anHrb56Xvupim4PQpn5/5c3E0DTyvwcrqeop1p7ORCS2VN9r3NlsbReNKpfPbbocfdig7sx9IeVMb/l5fqKgtFi03e+/G/fRkAqMvj7dFpFEIwVDxfsr1SWqN2VucI3JzGBl4GMNYF5R23BqV2uR6Z/QBSCXxvMZ14t1gGnFSicFbWrlDRI/l0nsYG3x81ySOUhLPb2+oiZ0Y/himblNtzOD5TaSS3PC5u5pCUgVdB7QbP59S8NarDv/3v7Px/qlWJE5H0WmH/LP/uUanHR17eSHg7/2tEqtLIWEAF876/LP/pcbaSjSBWFoI+f/+v+pIeeu6TYFGLjbCSOoocSOzKSEUypAzpec3ZhApFdV4BwGabWMfPIDsdBCGHrHJUiJ0DS0ej9L9O50oyquJaKLj+0jHoXP+QlRz7rq7J4N0ratDEjmPKNeLIrmahuw4gIqiZp4fWVQ77q4jtyqQrJ1dpb3aItEfRQOFEBSOFskdyLP23vY0e65HZiJL8UT/htecSoeVU7cWmPz/s/ffUZZc950n+Llhn38vvc/yBoWqgiU8QG9FUpbSyPS2He3uTPfMzvY523P2zNn9Y8/M9pnZVre6e9pL3SNRjjKkKFIkQYAEYQumABTKm/Q+83kX/t79I7IyK6syqzKrCkbq/uIAyHwvIl5kvIhrvvf7+379pr/xVhOQHc4hdLGjiGChx+ef6LoxJW9b2OZH1ZZc/vD/eZaeXSl2P1jg4Z8dRNMFncNJZk7X6dmTpln28FoRMtz6oEpJAuXT16dx/wMW3/tLl2c+bqHr8OabAem0IJ0WBIGi0VDkcrG/iRBQqUh0HUxT0GwqLCtO5fM8RS6nxXXVVUkYQiYjMIx420ZD4q4qcCPCmIjb5rhZS9gk9o8QNR3ab527a2QQQFRv0T55geTxA3T/na/QevMc3uVZolrzjlZVjc4c5kA3wVIZf3rjfehNLhAulTEHezC6VklEReyDBMi2gwojwlItXtn2/NhfwIg9FayRPvR0kmC+iJ5fX1EXlkm4UsEa7sUc6NpACKEUzoXJNUJrM/itkKWzs0SexL/NUssPAnZvjuRIB/VzH16623/B9pHatY/Oxz9Fe2qM4os/QIYhmq4TXJMG1bpyHm95ASOTZeDLv3RXPDNMM42UIYZur40bTCMZlzZFcWMUh3kk1sJJIhmshldc422jmasJqCI+rxuaVoFhJNbKtMLIXSujer+gVES1sbGM+frfm+1Fmu3F1TPU0dApVi6hCxNTS6x5M7pOlcV2hUA6ZMxOfKeGGzUxNBtdmPhRm2LlEvEfHq9eCAS+U6MZTNN0lxDoVGqTlGvjm55vuXoltisQBsulc+i6RXfnofUNhMDq7YvbuB3CnZ3aoIALixWCpTLZTzxE6/WzaEkbs6eDMJdBy6XjBDNNwx+bXSODANA19EIGNB1zoBvpBejpFJ4fIjSBZhlE9RbhSoVwsRQnEl79PoIAf3EBFQTx2GmbELoem2ib5tpk0TTT6FqcZpxO9hAEbXy/sbUpvBBoSZtgbnm9b5SKsBi3/7dDsu0USin8pUXqp06uhRdcRbs0R+Q7KCkJnUbsGxMFBE4DUMggIHCbaLqJbtpxZYidInCbtMtzRG4bK9OB1yzjN8soGRE4DWToIYObP2fe3DT+8iJGLr9zc2nLwuzq3iYhJNANm3zXHlr1eaIwQEYBZiKD0HQ8p4KSEbpux+P1a0m+69oTGUn8q16bHwUW5iYQlknqgUMkj+1HGDr+/AqtE6dXxx6C9OPH0PMZZKONfXg3Qgi8KzO0TpxGOqskSGeO9GPHMAe60dJJtISNbLs0X3oH59T6wpxS8INv1PjcL+T51b/fhaYLAk/x/LfqnDqx9cKB49cIovWKHamiWIWDQMoAqSJWmutCivBWnrWaRmJghOTIbhpn30VoOtl778fI5GiNX8JfWSS15yBWZzd+uYgKA3L3fQxndpLW5fNErbjNCb0WlfFTdB16BM20MFM5Rp7+GkLTWHznOVQUMDkBpWK8SLnT6d1HlhCKIghDRakoueeoiZSQywtS6Q/WKEshb+3d8n5A02IT1G00zKlkN/tHP8fk3AtU6pPraWvXIJ3sZdfgU3Tk9qypbaSMWCmfvwWxo2i5RfygQWLVWNowkvR330etOYvjbq6I0DWLzsI+9gx9nHSye9NttgOlImqNaTy/RsLOA4JUops9I5+M/061GQWniGRAGLo4bol6a55KfZJGc35DPSpAaUVSWtm8g7BIMHU+NkIz0dB8kyvvKiIlsEUCr6aYrAkkGrbQCFXAwqUUrmyhYaALAw0tLvli/TNydi9Huj6JradwwsaGmNer2KwfUkGAvxR/VzIICCtV9EyaYGkZ6XlI1yUsV7CHhglWVghKZYgigqUlwnod58oYZk93bGRbLhMUb79MTM9lSd9/CD2VRPo+3uUJ9Ewao7cLb3KWqFTB2jWMe+4SqQeP0Xr7NMq5ff+Z+lSNxZML7PncvrWo+MxgltFP7aF6pUzobH8iricM9n5xP4lCYsPr5Yslyhdufk0ac/UbEs8yg1lyo3lqE9Vtn4NdSLDrU3vQ9NszWt8uZKgoTbcpzbS58noZO6MzeDjH/kc6GDiU5Zf+l3upzDm8891Fzv34xmSPSIWE0idUPr5yUAqWlyUvv+zj+YpnPm5z8WLIl76UoNChoevw2ms+X/takonxkM4ujR8+6+E4iieesPit32rz8MMWu3brVCqS0VGdVFLwxhsBr7/u84u/lMSyYrLo1Vc8Ll6Me7RIBttSQF6F0DX0bArZaK0NIm4P4gYSSrZdKn/yI4L5Isn7D9D5q19ANtq03jhL87UzhEul2xqUaUk7LklwfWT7unOOJFHLwejvQkvaa8dfI6BWKy1UEK2VJKirp29oaNkUImnT8fOfiEvErv3zLBPlh2ipjc8DUiEb7ZuSaenuBCvnyx9pMkgYGtnD/Wgfdrrbf8G2kRzZi5KSysmXaU9cgatRLdcsKkROi8hpEdRTyFslOWwDmmZyaO+XabeLFHKja544nYV9OG6ZsakfEoQOXR0HGOi5H0O30TQdP2gzPffyqq9iPD4a6X+UzsI+IhngehUsM0Pbudq+CvLZEYb6H44DPhC02stML7y25Xjqg4cgb/dh6ykq3gIpI08hMUjZmaEdVOhL7SdUPiVnOo5+9osIdLoSo9h6mmVnHE3oRNLH1JL4sk3KiJODhNBpB1UyVndcjubNb+l54/l1Ws4K3R0HUCiWi2fX3tMSSfR0lm2vEqxCSRkb/64aC0vPJyzWkC0H59RltEwSIolzbgKzvwvlBUjXJ1yprJaDrSNcLKGCiNj7WKHrOmGjhp5OxItmmVSsGFosYY7244/PbVg08EsrSN9D2wEhBGB196CZJtEqIdR2imtKtLZTxLJyFPJ7qNWnNw9YUYqo5WDvG8Ebn40XEAwda3QgLlEP3v/2XIUBzTOnNjVhloGLU47J+7hkFFTgbyBzZLjxu7AynbR9F7e2jNBNnMoiXn2FyHexMp1oukF9/sotz0t6Hs7kOMk9+xDG9iohrkIzY0JoO0ikOsl0DJNMdRJ4TdK9g/huHU03McwU5aW4pLGz9xBSScpL5wn9zVW47cUG5/79G0TuR7cfBkDXyDx1P5mnH6D97kVU28O+ZzfWcB/lP/gBUbWB0dtJ7tOP4J4fx704jZ7PkP3so6ggpPnqKZCK/E89hdFdoPnSO+ideXKfe4zWa+/hjc3e8JGTlzz+02+sYFqxK1oUgedKblaxFamAaNM+RVBuT6OU3NIXaVNIibc4i7eyRGviMioKCRt1hGmR6B8irFex+wepvfMGKvTR7CT+ykKsJGo3NxynNnkGv1EmM7A3Vry16zRmL+Ot+mKZJnzsEYueXo1WU/EX397+vOsjO0I6/V5AoSCYmYp4/Cmbf/iPsiwvRZSKH73I2/zRQVQkqZ+/e/GVstXGvTiObG5FRinCVWO/VKKTQm6Uw9ZXKdfHqdWncf0qURRgmimy6UG6CwfIZgbRVo2dlVK0nGVml94kukWcebO1SK05u5pOFsdkd+b3cWj3l1hYOUW9OUcQOgihYZlpsul+Ogv76crvwzKz8cpUfYpsemCDOmm7qLfmmZh7kT3Dn1g1pxbowrx12ZoN2XQ/PZ334Ho1FoqnmFk4QRDeurRBQ6fLGAAEnmpjiNWVPBWQFHHsvRAabVmPDaCFQS1awRYppJBYIoElbEwtgSfbFKN18/Le1SSxserrFN3pLa+/F208T+m6OOdW/S6iaP3na9A+e/aG15xzccfiTUzgTawbzYUrW0d73hJCIJtx6lFUq8eTydU6erO3G+/SOInD+zBHBgkr1Ts2KfTrHpM/GKP/oUFSPan4FDTBns/upXyhyNRz49tS6GimxugndzPyiV1r3j8QR9uPf/cyMrh5+9KYqePVXIxEbDoohCDVl2bXZ/Zy9nffI3JvTUwZSYN9Xz5I99HeW25716Ag9CVhWXL51RKXXy2R7bHo25dh5GiOXI+96W5jzjuYwkYR0QhL9F/zXq2qSKUEe/YafPqzNqfeDegf0DlwwMA04fd+z+HBh0zuPWryrW86ZLOC4WGd++43eedtn1/+lRQTExGZrOD4fQavv+6TTArOnA74yU82PhPRDkvGlFLIIMTIpdcSvW4FsfrPtdASsertekSVBrW/fIXmiTPYuwdIPXiI/BeewN4zRPG3/4KounPDexWE8aq1occ+Pdc9M5ptxpHxYRSvWMMmxNMm9LhUKD9EeT71597Cn7oxHVKFEd6V6wZTq8TSzZDoSHD/rx0maAfUZpuM//jGAdmHAS1hkj3UR3p3D8nRTgoPxSuNhQdGOfj/+OKGbcOaw8J3TuHM3mhQL0yd1HAH+ftHSQ51IEydoNamcWGB+uk5wqa7JfkndI3EUIGOj+0hOVRACEF7pkz15BRBzbm58agmMFIW6b09ZA71k+jLoSVMpBfiLdepn5mjObaCvGYCIAyNzkf30vXkAZy5CnN/8hZyi8REYWiM/PKjJAYLlF4bo/TyZZAfnaVlI51Fum2idot19nPz87tbS4RCCBJWDtetMrd0kv27Psty6SwLy++we/jj2HaBYNWDcnHlFJ5fR9MMRgYeZ3jgUWqXZwFBT+dherruYWruZRy3TEd+L71dx6jW4743YefZPfwMjeY8swtvIITOrsEnGB18krGpH64pkT5MCDRsPU1Xchdu2ESqED9q40ZNJJJIBThBjVC6aMJYXdyqr5W5B5FDR2IYP2qRMjvwoiQpI48ftUkYWToSQ+TsPgQCN2zQDqubnodSkmJlc0W/nkyh2fbO4+adNmFzvX2W9RZ+PR5rOZWN7bY/sT5u8zcZiwcLxS0VlNeqPL2LmwdMhJUSKti5mbVR6LiOrFCYZgrbzmMYCWw7h+83aBkJ/M3GXpGk/dZZ8l/9JOZwH1G9iZZKYPZ10Xr1FFH9/S//DWtVGqff3TLlTSQSmJ2dCMtES6UJV1ZiVZSUCF2PlVVGnIboLy2tGkfHUFFAu7hevuuvKoW2C3d6MlZz7ZAQEoaBsc1Ss0S6A7dZRNMMrGSBMHAwrTRuu4zv1vG9BvnO3SgUUeje/D6Xisj5iJNBgNGZJ/PU/bTePEv9e6+AAvPCBN1/+6skj+2n+VIcqqMiSe37J/DHZ+OU2O4C1v4RxFvnYvPoXQO0XjlF+63zCNskcXAUoeubzpeVisvCPOdu9G+KILo978m4HDWu1LC6e7H7h2IfIU1b7cRWFzwUqCi8YeH5KsRqip5bXlzzDbKznZjJDM3FCQxDkS8ISkVJd4+2mRXRlrglISSE+G3gy8CyUuro6mudwB8Bu4FJ4BeVUhUR37G/CXwJaAN/Syn19vZOZSPGr4QYJmQyGt/5loNhCObnQqrVj86gBQBN0PuJgzSvrNxVQuhW8Y9KQau9zJXpH7J35FMUsrtI2AUGex6gt/NelAxRxLGNum6hCWOtQVFK4fl1xmdfoOXcmhQII5e5pbfIpPrX1D6aptNVOEA+O0oYeXGMoxBoQkfXLQzdJo6xjVgun2Nq/hUO7fkpCtnRHV0HITQSdh4hNIKgRcLK7Wj/9WMU4lIzI8n4zI+2YYqt8JSDJC5HC5RHSssRqgBPtePXlcKVLWwthVQRBhYaGpIIQ5i0VYOEVLhqY+eaMHK0gxpzrfM7Y5k/alAyptulxOjuBE1Htp04Fl0p/JkFEof24Zy5cFd8ihbfmmf6xxMc/Pl71pQ1ia4kx//uA2imxuyL0/j1ra+nlbUY+fgujv3dB0h0rpdqyVAy9aMJlm5RLgbgVV2W311i9+fSa8+Tbuns/+pBmrN1pl+Y3FqtJCDdl2bP5/dz+L86ipH8cPn4xopPY6VMcaqNndqcNKmG11+T+Jx1HQ4c1FlYiJCRYm4u4tt/7hIECsOAQ4cM2m2F68a/t9uKK2MRn/u8TSIBY2MRjYbi2R+4VCoSbzV1wXMV5fKNE2VfeThRI55wyFsPVmO/hiXsvUPYewZp38QPQSmF8gL0ziziWhWJEFgjvTERs+mOEJVqtEs13AtTyLZL5sn7sHb347y7CSEk44SyzQgmiMu/wmINoyuP2d+JP72+cmr0dmB0F+L4+Uodo7tj02NsiigiWCgi2x5RvUXz1dM7SkG5GS795QS6Hd87kffR8SKze7MM/uxDpEY60WwDsxCTyHZ3Bv3+jX2Qt9Jg5YUbJ51GPkn/F47S98VjWJ1pYL0sN3ID6qfnmPmjN2heXrqBTBGmTtcT+xn5rx4hOdwBmkD6sXqr73NHWfjOqVjevwVSo53s+a8/Tnp/L0ZqdYU8kggjvnfCpsfSs2eZ/cabRK24zbtqQN/56F4ix6d2epb6e5sTdOm9PfR94ShmIU3xpcu3Xc57N2Fk8xjZPJplYeQLcaLS4Ch6Mi5xDBs1/NIOy4M1DbunH2GYeEtzG0p2IPYqsnr6Y8PqUgkpQ+rN2ViVHDSpNWZXF7zamHq8mFVvzpOw85hGChD4QYtMKib3Dd2mI7+Xan2aYvkikfTxgzY9nYfXPrOQ24VtZVn2KqvjJIXrVenI78W2soR3oKS9W0iZeSw9hRvW1/zjAHRh4Ks2QeRiaBa6MDGEia2n0dAIIoekGY/XlIpIGjlsPb2qslerr8eEUsNfoR1U8aJbe3luBi2VQrN3vsAYtVsfiAJmOwibTVS483ZTT2cQ+sbxg+83yGYG0LXVtgqxdckY4Jy+jHJ9Ug8cxujIETXb1L73Mu6ZK3Ab57RTtMcuE1S3JmmEYWB0daLCCNluY/b3x2mPmQxhqUTYbpPYs4fIcQiKxbXkzruBoFIiajbQEzss6RcCPZlC6MYtTYOdZpFcx67VRSiFricI/BaeWyOdHcBO5Gg1lrASOaLAJQrvbgrehwE9l8bo7cS7NL3G84eLJaJ6E2vPIKwSQsFikai8OmaLIqJqA707j9A1pBsg2y5GdwE9n0HLptHSSaL6R2Mx6mYIquXYl9dpI4SISyKbDaTr4i3Pkzv2AH5xBWd2krDZIDW6l9bYhdWFERC6SdfhR+nYezxWMF3TbwftGq2VaTwv4NWXfXr7dDzv7sfO/yfgXwK/c81r/yPwvFLqHwsh/sfV3/8R8EXgwOq/jwL/evX/O0YiIfipn07wyGOxgWmrpfj+dx1OvOITbrM6JDXcQceDI1idaSLHpzm2QvX0PDKI6PvUISInoPjKuhO/mU8w8KVjFF+5Qnu6Apogd7ifwtFB9JRFUGtTO7tA48oKQgjyRwcpHBui+7G9pIY7SI3Gg/TFH16gNRGvGghTp3B0kNyRAYQmqJ9fpPLuDCqUpEY7Se/qRGgadm+G4qvjZPb1kOjNsvLSFdylrc3PQFFrzlKpT3Bl6gfsG/0sHbndCKFh3kSFo5Si7RQZm3meYuUi261tqNQnGJ/5EftHP0PC7kAIsfpZydVa+RsRRQGLxXeZmHsR348HVzshhDTNpL/7GMN9j6ymjMWDYT9ox4lx19R4rkOgaTqmkcA2c2uKJCEEhm4z2Psg9eY8Cyvv3PRvl0jK0XU+HsqhLW/8TpxrBjStKG7E3FV1T5PqjcdWYfzvLepOhW1j9vUQLC7d1RhQs7+PsFK5o5hV2XYJpuYQhoH0fcT8EkZ33HlHjfh6RPUGSinC0o0r77f1mYHkwjfO0nGwi977+lbvQUFuNM/D//2j9D84wOzL05QvlGivtJCBRDM1Ur1pug53M/TUCMNPjWJmrA3kaPlSiXO/dxr/JuliV+E3fWZfmmLoiWGsbKyqEUKQ6knzwN9/hI6DXcy9MkN1rIy3Sk6ZaYvMYJbue3sYfmqU3gf7MWwDGUqcchu7kEC3du6DcLdw+JluOoeS/OVv3DoNQtPgyL0G/+C/S2OYgj/8/TbNpmJlWfLlryQolyWn37vRaDoMYexKyC98Lcvv/W6bYlFy9mzAZz5rU6spTp70qVXDuPJpk8eyHdU433oVTWhEKrylWki5Pu13LpF+5F4KP/Nx0ATelVlUEKLnM5i9HXgT87EfhFIEc8skDu8i9dA9NH78FiqISBwaJf348Rv8HczB7jiVZmqRsFhFRRFaJomej1Vjytv8WQ0rDbRkgsTh3fhTi0jXR0tYSD+AMEK5Pq3XTtP5a18k9/nHqP3FywTLZYzuAvkvP4XemaP+45NEtdbOCCEF7sUp/KkFsh9/gKjWxD03Hn9+JoU10AWGQfudizueCFhZi/6jXWimTnOpzewbd29RZGcQJKwChmbS8sr4xSaz33gTPWEgTIPhrz1M4f5Rqu/OMP+ttzcamPoR7evUQcLUGfjyfQz/0iOgFKUXL1M/N48MQuyeLF1PHaDryf1YXWku/ZMf4ExvnNhkD/Wz++88RaI/T/PSEisvXiSotDE7UnQ+upfRX3sMzbzJ8EuBWUjhLddZOTOHM1clcnyMbILOh3dTeHg3g1+9H2emzPLz59ZKBhsXF2leXiJ//ygdD+2icX5hQ+rd6qWi46HdWB1pmpeXaY0vfyR8J3L3PkjhgUdXlR9JEILez/50PKmVitrpt1h+9ls7OqbQDfL3P0buyH3M/tF/wJ3faPqdGBhh4Gd+lca5dyn96HsxWSF9lFJEobfaR8vYP0LEARADPffT23WEMHJjc9Fk7+rYRKBpBgkrR7G1uFYGFUXehhTXZKITy8zQ33Pfhgl7vbV16dQHDS9q4YZ1PKHhRg1C6eGGDUzNxkHRDEpr6bhe1EaqCCE0WmEFU09iajbNoETe7qcVVGj6RSIVYmlJ6v4yblgnbw+gCR15m2SkZtkIc2cKDoDIdZEfEUJI+d5tKYTigJGNqt62U8JbPImUIaaZwjASqwlwWyCMVstyJmLlTRjeVa+9m0EGAa3zZzYuFAqNzJ7DCCFoTJxH+T7B4hLoOlGziXTdOPmrWo1/b7VwJydRvn8D0XunUL5PUC5hde9MxS2EQLMTCMtC3cLGwHOqrDjVTd9zW2WuNsorc+/u6Bw+0tAE6GKDf5eK4vZdXKPkVq6/vo1iNchlVSEVRTRfeofCz3wSc6Qv9r5aqcRekR9xNE7HZuBhrULl9Rc3vNceu8i1MoXm+VM37G8kUuRH76F08U0a85c3XkclUWGAYcOu3cZaevZ2A2hgG4SQUupFIcTu617+aeATqz//H8ALxITQTwO/o+Jv74QQoiCEGFBK3ahRvwWeeNri4EGD3/+dNo26YnhU52d/PsX0VMT05K07zfTuLvb9+lMEVQdnqU5iII/VmaY5VsSvtLE70xTuH6Z+YRG/FE/e80eH6P34AUonYmlv92N7GPmFB2mOrRC2fbKH+kFBc7y4eoEVYcsDAWHTxSvGE2G5OiEQhsbQl4/R/cQ+mmMroAl2/crHyOztZuab75IcKrD3bz9B5Z0ZMvt66Lh/BHelQWqogN2T4cq/3njDRDKg7azEkbBKUqrGE7hac45zV/6Mvu5j9HXdi20V1urbr6p0osjHD1qUa2PMLZ+k1V7ekSeHUpLl8jlcr8pg30N05PZgGkl0zVwbDCkVEcmQKHJpOSvML79DqXZltVMSlGtjdObjpKiWU7xp6oauWYwMPM7owBNrhFOzvcTc0kkq9XGC0F0dTN1ICMVEgY6h2xSyo4z0P0p6dQVP10wGeu5npXxux9Lszcig20HZnWU0e19ck+/ObfI3xBCWibVrJF4RWV4hqtUwhwYBQbC0jFHIoSWSax2lsEyC5RVQCrOvF+m4RPUGRlcHwrIIlmIDQaOnm6hWR6SSGF2dCNsiLJbROwpxWtnsPFH95n+rcl2C64iea6OW9UKOxJEDeJfH74h4uh7NuQYn/9nrPPTfP0LP8b41pZCVtdnzhf0MPTmC3/AJ3TBeUdc1jISBlbOxMtaa/xDEHVHlSoV3/vc3qU1sk7RSsPD6HNM/nmTPF/ejX1N2luxKcuhrR9j9ub34DR8ZRIBAMzSMpIGVtzESxurKgGL5nQXGv3eF+/8vD98yfv79hJ3SSWS3p1a6ciXkf/3HDYQGlbKiVJIIAV//3TadnRphBKWi5N/92xZKwdkzIWNX4uf88pWQ/9f/VGdlRaIUfOubLr29GkKL94ki+OafObTbNz4PESH1aGeeV+6FKcp//Dz5LzxO169+IfZuULEXSVRrUvrd78WEUCRpvnQKe/8I+S8+TvbjD6CCWN7rnh3H6MxuOK7Rlafw1afjsi4ZmzgKXUMYOo0X3l6PlL8OzruX8R4+Qu4zHyPz+DFUFJtAl//oubXUsdbJC+iFLNmPP0DiH/5KfA9rGhga9R++QevV93Z0DdauX6VB+RvP0/Gzn4gJsq88Fb+xSoy237uM897lHa9W735ykOKlCoEb4Tc+vBVMgSCT7MUyUnhhi6DdprFqIK3ZBr2fOQLEaqDq21O3HCDljw3T/6XjICXTXz/B0vdPEzZXCWNdUD4xzt7/6yfJHx9m+Bce5so/fw61qvjR0xZ9XzhKYiBP48Iil3/jWdrTpVhFJASlV6+w77/9FB0P797y8525Chf/v99FeiF+tb1O6gionBhn3z/4NB0f20PhgVFKr14hasfXPqi2Kb8xTvbIIJ2P72fp+2dwFzaq46zuLPn7R0AIKicn8Yu3p9C426idfovmlXhQ3/upL2P19LP83LfXVEGRu3Opvgp8mhdPkzt8jOzh+zYQQsIwSe09iNB1Ghfi50qt/WeNY9uAbHqAob6HWCyeZql4mkgGjAw8RlfHgdV9FFJF6Jq1mhwL8ZhkXRUoZUjbLXF58vsbiCKUJAw/GorhUHqsOBMbXiu769fOCWs4YW3152vGCgqK1+y33F5fcPW9jd/firO5mfTVvsht3HxCLQzjtqLBVRBsWaZ0NyAE2DZ428jRUIrb8r8SQmxYqNA1C6Hpq0blJqlkNyulm0+QtXyG7NMPkrh3X0xghBH++CyNF94kXL49H7ztwlucxy9uVPsJTZAePYAQgubkxZiUucbWQDZvbKeCpe2nee0EMgwJyrcX264lEmimhbyjtMOdXfxEdwq31P5IEPs3Q9RoExZr8YLa6jjJ6M6jZVK4l6a3fRwhBFG1Tv37rxJVGkT1JrL1/isrrd1DFH7+c4SlGtU/fRbZ+ID7TiGQYUBreYqgWd10E00T7N+vMz8fhyPtgA+6bQ+hvmtInkXgaqb4EHDtEszs6ms7JoTyBY1T7wScejdARjA3G/LY4xa2vb164cRAHrsny9i/f2VdraNra7LC4olxep45QO6efoovx51W9+N7qV9YxJmvApA90Evkhoz/x9fiAZeI6/euxlJWT81RP79E36cPUz45zcL3Nvq3pIYK9H78AJNff4PyW3EN8eCXj9H/uXsovTm5upVi5k/fpuOhXQx99TgX/9nzdD60i+4n9iJMfcPqXtsp8t6lP9zkr1W4fo2p+ZeZX36bXGaIVKIby4wlzWHk4XhlGs15HK/K7bYaSkXUmjPUW3Mk7S6ymQESVh5DtwBBFPl4QWwC2GwvXWdurShVL1GqbhLNvAk68nvYNfAEhpGMvRfcIhcnvkOlPrmjc262lwjCNkf2/Sy6HnegqUQXyUQnjdaHkzhTdmfoSe7hYMdTzDfP0woqqyuD69+LQtESTpwYZjZIHDpA+70zGN1dJA7so/nqGyT27SFYKZI8coio2SJqNtEyGbSEjTnQjzANnNPnsIaHiBoNhGnijU9i9Hbjz86hpVIkDuwjarbQCwWMfB5hGoRLO0/tAkHKyAMKqSRaU6Bev4KJQOhpDGFtTEy7XSgoXyjy1m+c4L5ff5CBx4bXSBmhCex8AjufiFcVrg7HN6m9lqFk6Z0FTv2bkxTPF3f0SPgNn7O/c4pEZ5Khx0cQ+vrxNUMj2ZUi2ZVai6e//vOVUhTPrvDuvzlJfabGkb9xnBQfHiG0E7huXO51LZSCWk1Rq13TVq2SOu22or06Lgp8mJpa38Zx1IbfAcrluzeiUUFI88V3cS9MkTq+H70jG5d5Ndr4s0sES2WEqYPQ8MbnWP4X3yB5fD9GZx7leriXZ/DG5wmrDYL54lpZkHtphvIfPIs10oeWSSE0QVRv4V6ZxZ+Y3zJpLFgosvKv/5TkfQcwunIgFcFSiaiyPqFSjkftL1/BOTtO8vAutFwa2XRwL0zhTS2sKXjCaoP6D1/Hn4oVObLlUPvBCbzx+dgM2vNp/OittfcB/Il5lv/Nn5I8vBtzpA/NNmOl30IJ7/LMBmVTuFKh/twbuFc2j1E3kwZdBwskuxJYWQslPULz/TVIvxnUah+olNwyMXO70BImHR/bg92bpfrONEs/OLNOBgFEitZEkYXvnCJ7zwD5+0dJ7+uleTG+1lZHmsKDu1ChZOWFC7QnryEylcKdq7L8/Hly9wyipzf37lKh3NTTCAXuYo362Tny949gdWfQE+YaIYSC8mtj9P/UcdJ7usneM3ADIZTa1UX20AB+uUXlzYk1IuvDRtRqrKWpRJ6LikKCagm/eGeTPndpjvbMBOl9h6i89TLhalKZkc6Q2X+E9tTYtj/DNFIITafenMUPmhh6gnSyF03EQ2kZ+bScFXLZQXTDRgYhlpkmleym2YqHwY3mHP09x0lYeZqtJVjrp/QdLdL9tYSAB356hHbV59R35m6+qaaveWjsCFF0V8uLrkcmI3jscYuXX/Jxbulbom5T3SI2BM5YVoZ0qodksitOyTOScDM+QxNkP/UIqfsP037zDGG1gZ5Okjx+kMLPfIry17+DbN2eV8qtoJTCnZkkat6F8eD7BRndPBb8JhCGsUHt8n5DMzQO/Y0HOf2vTmzpGffBnYyIy7hsCy2ZQM+mMPq7kI6LbLQJi1Xar58h+8yDsVl72yX54CEQ0D61vbkhgEgl0DNpEod2o/wA6Xi4l6fXFtbeL9gHd5O49wCy0aL18km8D5gQinwXt7ZCduggkdsidONS3GvheYp33wkYHtFx3btfMnZTKKWUEGLHo3ghxK8Dv77V++NXQn7pV1LkOzRqNcmePQaDIzrH7zPZu1fnzTcCyqWtG/XWeJH2dJl9f+9JKu9MU3pzCnehxtWxorfSpH5hkc6HdlF5ewarkCQ5XGD2T99Ze6jKb09TOD7M4f/7pym+NkH11Cx+Zftma5kDvdi9OYZ//gEGvnQUADOXQLdNzGxcyuRXHCIvJGr7+MUmUTsgcvzYj8fUia6Xe98CQdimVL1MiVuXf9wulJK03RXa7h2YEt8EAkF/930YRgIhBFJJFlbeo9a4nRpRRaO1SNstkU0PALH/UcLKf2iE0Ej2OHm7j6SRI93RSSg95HVqJ6lCTjk/JqrWCJdW0GwbayC29L1akiV9H9lqIf0A6TjIVnt11Ujgzy8QlSsoKQlWVpDNFsK2Y/mglGtmjMFyEdluo+dzaKkk/uwcUWvnhoKa0EmbhdhLSbMJIo+kkaUVVug0h5EqouLdvcl+5UqZN/6319j7pf3s+cJ+0v0ZdFtfJ18ENxgEoyD0QtorLaaeG2f8u1dozNVvix9tzDU4+Zuv01pqMvL0LhKdSTRj44T4eiJIRhKv5rHwxhznf/8M1StllFS0l1oU9uygBGgH0A1BtsfeNLXuKpI586bvf6jQNazRPohkPNBKxCUCKojW5OYqCNFzacJaCy1pIxstjK58rHbRNWTTIazUcc5PIqxYoaUlbayhHmR7dVVJKVQk8ScXCBeKeBPza0lf9e+9tuGUlOfjnB7DOT2G0AzSubhdsYRAT3ShZ+K2PYo8dMOmVZ1bI8fDYpXG829u+qeaaZPIj5CBxJ+YX1tB2wxRqUb1mz9Z+102Hap/+uP1c3R9an/x8g37qbZH++2L8PbFra85ECyUqH7rxS3fF7ogWUhQn21iJHSElojl4B8SBAJNGIShgxB3NhjXkyaZg32oUNIaWyFsbLLyqBTOTBl3sUaiL0d6b88aIZQc7sBI2cggonFh87Ww1pVlIi/YkhBagybQkyaaZSAMLVZECBETmYrYGP+66+4Vm1TemCA12kX3M4covnhpjfTRLIOOB3ehpy1qp2dpXrkd8v+vFqTTpnn5LD1DXyKz/x6q75wApUju2oeeStN640Ui17l1SAXQcpbx/SbD/Y+STQ+SSnaRsHNr5d+RDCiWLrBv12fYv+tztJ0iqUTnhr6o3pyjVLnE6OCT5DJDhJGHbedwnBJzSyfvmNC8XRiWiG0Bw807RDOhkciZGKaGjBR+O8JtBlytehMaJLImdvqqwidYU/lohiDdYeE2Qqy0jpnQiXxJuxYQ+fEBElmDVN5i/5PdTJ0s0zkS+341ix6+s8k10bTbanOUYPMY123gyacsHnrYxHXhO992WFqWfOrTNofvMWg2FN/9jsszH7f48leS7D9g8PJLPqffu4U1wG2onFZXvNbguGX8oEm5OoZSEtvO33x3TcPePUT9ey/TeuP0qnoRvIk5Or72ObR08n0jhKTr4s3Nbk2ECYGeTCM0HSUjIreNukZFpdlJ9FXvqMhzkdcoz/REvBAnhECzEvH+TmuDn49m2eh2EoSGDDwit32DlEtF0Zpvy04hNH1Ln8BroZk6fY+N0PPgEEITLL85y9KJafIHuhn8+B70hEHp1AKLr04ReRGJrhSjXzxEsjeNV3WZefYyMog48EvH6Xt0BM028KsOF3/3HcLWh6PW1bNpCj/zSfRCFi2bwkzadP7y5wnmi9R/8CpRtRmX5IcRmafuB10jLFWpfOM5wqW47Fq2nDiUY3UBThGPb6RtoqRCz2ewdw0QVupo6QSkElh7Bkk9eIjyHz5LMPv+9Wne+Aze2DThUolg+fYUZHcCITSsTAeF3UfJ774XeU25adCuM/fat7GtkH0HDMbHQprNnU1ubpcQWrpaCiaEGACufgNzwMg12w2vvnYDlFL/Dvh3AJsRSpoGzaZidJeOUjq6LlhelBw4aKCAC+dDbqboc5frXPk3L9L95D467h+h55mDLD1/gcUfnCNyAyInoPTGJHv/1uMkerPkjgygQkn1GhPG+rkFLv3LF+h9Zj/9n7uHgS/ey/Q3TsZqn20kclxduSu+fGXDCmPkh7RnK2QP9cdqo1XjDBlKFGpNWfCfK2wrt2peHXfaQdim3py7ITJ+u5CrEfRXIYRA03dee74d2AMdhLU20fWx0dfACesUnc1TJ65CqojQd1ArJaTjEBZLSM9D7+yIiR7fR0skMHp7ka0Wej4PQuBNTIGU2Ht3IxI24eIyhCHS8xGej56NVRJ6R4GwVEJVqijfRy/kUWGIXsij53OEq2Rfe7nF9I8mMDPr16s2WSP0rleJSJxVA0pTRaAkrbCCGzbR0NdSSrSazeSzY2jXqAnqU/VtpXNt/MD43M79/hlmX5pm5JlddB/rJTOUI9GRwEyaCF0gQ0noBLgVl9ZCk5XTy8y+NEVtqhabvN4uVJw49va/eJPZn0wx8sk9FPYUSPVlsDIWekKPPz+QBE2f9kqb6liFuZenWXhznqDlrw3opp6bwK2sD2oql8tbJgxshvLlMhPfH+NqVYKKFOWLcePYMZTk1/7J8Q2lctcjkTW48OL7Q+7eKYSuoSVt/NllUvfFZRnCNAhLNfR0EvfiFOZwL0ZHNibRUwlUPo2eS4NS+NNL6Lk0yg8RuobZlV8trYzJUmFbaCkbwggtk0LPpVBRhJgvwk2e4avQDQs7kce00zitFTynSrZzF1HoIyMf00rjNFauU0veCM3U6H+gj/pMndZyOx74mBqaocdeVALsnE3kRcgwQjN0ZCSRgdzRvXK34DcDpl6ZY+ihPhZOraAZGj2HO7e9v2YmkMHdk3grYml0JtlL27szzzLNNLC6MqhI4i1vXTobNj3CmoO2q2vVdDqG2ZFG6ILICQgqm0+qgmvLwDaDECQHC+TvGyZ7zyCJwTxmLometBCmjpGy0GyDzTK2VBBRPjFO3+fuJXOgj8z+vjViyiwkKTy0C6Si9NqVm5/DXyO0xi/S8dCTZA4coXHxDNJzyew/Qliv0p4Zj8dfMqJSG8Pz60gZxj97NaLIp1y9guc3cL0a4zM/oqfzHlLJLpqtRZaKZ8hnh7naoFfqU4xNP0dX4QCWmWalcpFKfZIoigfvYeQxOfsSnYV95LLDJI0kXtCg1pi9qQnwncBMaGQ6TAJXYiY0Ql+i6YLQl5i2RhQq8r02gSdpFGMPJdPW0C2N+rKPmdR56OdG2PtIN7opEJpg8VKdF//DGK2yj9Bg5L4OPva1UXK9CYQmWBlr8NrXJylOtSgMJPnSPzrCzKkK/YdypAoWCDj1nTne/Ys5hIBDz/Ry6ON9jBwrkO9LsOvBuD158d9fYeqdzdRy8tY1WZtAaNqOk8mu4vA9BvNzkjff8OPSZwkryxJByEMPW+zda/DG6wEHDpr86Z84VDYJSLjubDYofbYNxQ3G2FfvLyE0BLcgJBTIZjsmfa72Hwqk68VJTe+jgipyWvgrWys5rHwXPU98HjOTQ+gGzfHzVN47gQw87K4+uh58BjPfiVKKoF6h/M5LeMVFEILOB57CzBaIfA+7sxeh69TOv03t/NuoKMTI5Ol84CkSPYNx6bjTovzuKzgLUxvvJaWQ/m2SKpq+LZKvcLCboU/sY/xbZ/AqLiqSmPkEu79yD0uvT9NebLL35+7FLbUpvbdI9/2D2J0pLv/hexgJg6DhETQ8Jv78HKmBHOf/w5uETkDY/vBKt6N6i/If/uCG8aaK1Jp1hGw51H/4Oo2fnIztE8I4eevqeLj5wsk4sfiq1UQQ0njuddAEygtIPX4cvbtA8d/+2do2WiZJz9//JazR/veVEPLHZ1j+jf8Ikbyrvq7bhZIR9ZkLNBfGbngv8l1QMg5JUdDVrSHEzp7j2yWEvg38TeAfr/7/z695/e8LIf6Q2Ey6djv+QQAn3wx4+60A04IovI2QIhWrgOa+dYrlFy7R+8wBRr72ELXTc7EHENC8vIxXbNLz9H5Swx3Uzs4TXJNSpGQsDZ+YLJIcLDD6tYcY+fkHqJ2eW4v4U6vRvJs1AF6xSeQGNMeLNyaQbXhe/noRQPd/uhO3FXHhxNbJPjeDaabimujVTjuKfMLbjPoD0DQDXV9fiVVKIaNrGk0Bdl8BLWnhzpURuobVkyOstwlrbczODGY+jbdSxyykkG5AWHcwckn0tI1faiC9kER/gcyxUervTN6UEJprnmWOG+PhN8VEzJpHtXhiEszFj5OWSRMsLeFeHkfPZdELebyxibUHJSyt14BH5Y2DqcYLL93wMXomHSswDGMD2Vm5XObNf/LaDdtfD4WkGVw1Vt34edeWijXnfE78LzcqF24X0o+ojlWojlWwCwnS/WnswiohpAlkJAmdEK/q0lpsxpPrWzxuhinIdehouqBZjwh9ha6DndJoNyXJlEarEaFpAhWGNC8tMbVcpj6Spto06BpJ0nZiKa8KJb19GlOnqjjLLdxGgAoUhiHWVrLGvnOJse9sXy57PWZ+PMnMjyc3fa9R9Pj+b165ZTZzbenGyblAQxcGoQr4sNooFUb4s8vIlotzNvamsPcOEiyWCcKIsNZC+vMECQvpeHFMPMQDiiBEeUGsptDi5Dvl+ahIIl0/TsMTIh4YOx5aMhGvWmratmN3ZRTQaixAQxAFDmHgUl2+jFIRmmaCiJVC24FuanTs7yDZnSRohXQf7gQhWDi5SGYgTbonTao7SfFCiXRfmsZsnfJYFa/qYQ8USO3pofLq+6cMvRZCF3Qd6GDfp0ZI98TqON3WmXtre5LtzoMPUTz36m1N6DY9n1VD33p7nkjd4UBNxM8uSt3UU0lJuVY+rpk6V/NdNWPVuy+SWy7uKKm2ThnTBB0P7WLkVx8ns78X6QW0ZyqxWqnpEnkhmQO95I+PbL4/0JosUjs1Q+fj++h8bC/NK0uoUJI7NkyiLxeXnZ2+eUnOXydE7RaNC+/R9dRnsXsHUIGH3dNPc+wCQSUmz5WKmJpb75um5tb7ycnZdbVcvTlHvbnx2tUa1/pfSCq1CSq1jR481yKMXJZLZ1kubXMccIfI91jkemwCN2LkSIZmNY41blVCrKSGUuDUA6yERv/+NLoh6BpOICPFuZfK9B7Icd+Xh3jpt8ZYHm+SyBgYlk7gxs9Hvj/JM39nH3Nna5z4vUk0Q/DE/2kPT/6tPfzgNy7E/jCdFoc+3sdL/3GM2oLL4U/08rGvjTL9ToXiVIsrrxWZP1+ne0+aMz9Y4PT347FOq7R5+6nCcIOp6nahWfZtl/T88FmPhx+2+MpPJ/jOX7i0WopPfdrmxGs+UaSwE3HJRuArnLbiVt7VwtARpnXzjTaBQm1QB+Rzu8hmBlFKomk6umYxOfPC1geQEuf8OOnHjsfESLWOlk6RfPAegmIVLZvGtGPSTjbaRLW7UxqjlEK2WwSlrf0A7Z5+ahffxV2aJdk/TOcDT9NemMKvFOl+9NPIIGDpxe8iNI38vQ/T/ehnWHz+z4g8B820SA3tYfmV71M98zqp4X103Pc4XmkJd2WezvufxMzmWXntB6goIn/ofnoe+wzz3/8jwvZ1JWwyWhuj7QRim8q1jnt7qY2VKJ9e7zMLh7rRbZ2Vk3METZ/6eJnCoR5K7y3SnKvR/+Quhj+5l8XXpgmaHkoqwnaADCKChkf0YZeMKYVyvFuPFqMI5USbbrdZyf21r2lJOx67rb2gYfR2Igwd6bzPHmwy/vs+LMjAo3L5LRAamm7E41opkdF64lgUge8phgb1bQdwXcV2Yuf/gNhAulsIMQv8v4mJoG8IIf4uMAX84urmf0kcOX+FOHb+b+/sdNZhmvDgwxYfe9Ti5Rc9LpwLGN1lMD0d4d6yLheSg3nsvhx+uRVPALyrhqLr2/jVNpV3Zuj//BGQirm/eG/DADV3uB+EIKg7aLpOtFl6jJQENYfM/h5So50oqfDLcelX/fwifqXN4JeOoSJJ2PYx0jbC0Ghc/Osr1R7cn6JZDrjweu325pFqo52jJvS1Gv3bQTLRSTKxvnotZbjqpRRDmAYdTx3GmSoSVJrk7tuN2ZMFqai8fIHCowdoTyyTOTSAnk6gJUyc6SKZe4YIyk0Sw10E1RZ2fyFeHb7j0gmxmr6x9dMsW23ci5dRQUhY9IkqlY2s6Q6vuzc9G5tOK5De1iv3mqWT3tONV2q9r2akdk8WqytOwVHbTL7wqi5e9c5VB5YtGNhtYyU0EimNejmkXg6xkxrtZsTuw0mKCwEdPQZOU2IlBKal0dErePvFCsJq0Zjx6B+1WZrxSVRNvGWP7l4TJ23SM2QR+hLL1tANwekTTdz2+7Mi57UiLry0MzPmq8hZvezOPcjFykt3x/9pFYYw0THRhL5mvKqIiFRIqPyNCWJSIeuxCVFUjklR1/M3GAjKRhvZiLeRzZsTxzebPtxq3033iQLc1kapqufcnkLFTJl03dPFuT86T7IziVOO/8bsQIbuI13ISGHnLLoOdRJ5EdnhHOUr8WcZ2STZo8P4xQbSD3FnyqAJkiOdaLZJUGkR1h3svnw8cPICnNkyetLC7o/jXMOmS9T00BIm/nIdPWVh5FN4C9UbzlVFivpck5ULZapTDUIvorWy0UQz2TWEbm2eeJnu203x3GvcTaJR10wSVg7HryG5fVJISUXU9jE7UuiprSdrmqnHKh2p4gWiqwMyL/5ZmPoNZaRXEZuQb/6e3ZNl9NceJ3t4gOqpGWa+foL2TBkZxClASiqGfv4hckeGtjy3sO5Qfn2CwkO7KTy0m6Vnz+IXm3Q8vBstYVL50Xn84kfYw+NuQyla4xcpPPQE2UNHCepVNNOieenMXSMlP8oIfUVlwSUKFZlFj0YxQLcEhhmrhaQEw9Jjf5dmSCpnsDIVt4e+ExF4EhkpUh0WgRtRHG9uKC3b9UAH2d4E9ReWSBbMWEG75LHnkU5yvQmiUCFDxcRbJS78eGm1zEyx77FuCkNJipMtWmUfrxkS+pJWxacye3NTXul5txUfH/sy7pyEAchlBQsLEUPDGj09GmEgSSYFrquwVv1Ng0ARRXD/AybnzoWUilv37XoyjTB2rlZXQYBaU7CIWNFWHScIWghNJ5O6RTqWJkgc3oO1bxhzqDdWxWoaImGjghB7z3rb0nrjNI1nb70ouM0zJyiXbjrGdBdnaI6fJ3JbRJ5Dx31PYKSzqCgiNbCb2e/9Hu5yXMkhDJO+j38ZM99FtPqauzJPa/oykdsmclrkDz+A3TNA5DTJ7D5Ic+oyup0CFJHnYHf2YWRyNxBCSiquhlDsCGLtPzffbDVc5Iadr31JsTafqF0ucv6336L34SEO/Mr9THzrLOUzS+ubf1TL/u8ynLPjJO7ZQ9ff+Km4bCxpY/TFUfbexfXKCz2fwRzqJ5hfimPq+3vQUgmiSp1wpQxSonfmMbo7AUW4VCKqXdcnCjCH+tELG4NFVBDij89s6ReJEJijA2gJm2BuCdly0LJpjK4CWsKOCd2WQ1isoNo7m7PoVpLcriPkhg+i2ylCp0lt+jyN2QvIwMcwBJ1dGqWSpLtLu7pOtS1sJ2Xsl7d469ObbKuA/3Z7H31z3HvM5EtfTZBMCA4cNJgYC/nZryX5xh+0mRi79apAaqSD3b8WJ97LIEJJxeyfvYMzf41qRUHp9QmGvnocZ76GM1fdcIyOB0bofnJfLHcLIyI3ZPab725gYVWkmP/+WXb90sMc/oefIWr7TPzOCernFwlqDpO/+zqjv/ggB/6bj8edoFJUTs3SvBxPvq+uICrF+rd27c87RP/eJP27k5x5uULoKx79cjcX36yz774sgS8ZvSdNedHn7R+WcJsRQoN7Hsuz974sibROqxZy8gcldEPQPZIgldXp35Pk7R+WmbnYIpM3OP7JTnpHE5TmPd75YYlmNaRzwOLhL3SjJHT2WzRKPgLYfTzDPY/n8R3Ju8+XKc5tI9o7dIhksMbOm2aKdLKban3ylnHT18M00wz2PohprE9MHLeMew0hpIKQ1sV5EsOd+MspjHyKoNgkrLUwcimCWpvm2Rk6njhEe3yJxFAnZiFNUGriTBdJjnRhdmZwJmKS705L/pJGluHMUaYbp/CiLZQKSq1LFpW6c5PEKEK2bz0hNgsp9v76Myw9d57F7525s8+8Cboe20Pvpw9z5n/6842Grh8Q8p0GVlLDa8eD5UzBoKPH4MLJFoGvKHQbJNM6ybROsxbRN2oxP+ExuMsmXdAJA4nTiqiXAvYfS+K0IrIdBumcQkmFYWr0jVo0KuF2ys0/FOjCwNZTGxJybhe2SJE3eskZ3ST1LJZIoAsDDQ2FIlIhgfJwZYtWVKEaLtOKqps+7x9EmsRmEGjvq+lr6IYUz5foOtiJV/cJ2gGaoRH5IfXZBrqt05hrUNidpznfJNGZIGjFfZHQBImBAul9vVi9ecovXsBbrpMY7MAspNEzNq1Li/R89hjVkxMkBgqUXrqAmUvR84Xj1N+bxu7O0jg/T+bwIHN/8BrZo8NY3TmWF97d9Hy9us+lH0wRtDcfFPU/+BlC70Z/BgAjmd1kjztFPPK5wTtsh5BegDNfJbWri+RQx5axrWY+hdWZIWz7eCvrpWX+SgMVSTTLwO7JbmoObXWmt4ydzxzoIznahQwiZn7/BLX3bjT21hLmxlXS66Gg/MY4gz/3IJl9PWT29eKkLDIH+ohaHtW3p9dUzn91IeLv5toJm9DYagTsV0q0rpwnc/BegmoFd2kOb/m2BOx/5VBdWu9D6ys7LylZOF/j9T+c4oGvDnPsC4OMv17k3b+YozwTkzYdwynSnRb3frYfeQ1RNHemRujLVbWuojTVWvMcCpwIGSnMxO2pdaTTvimxsBX0dPaGyPbtQBgm2bxOf3+cnnnugsL3BC+8GDG8J81zz7aZnY2o1xQ/et5jdFQnkxHcRAyDkc+jmTsnhMJGfUM6mVIRum4RhG08r04Q3CLhSkoaz52g+eLJW37WtaEHdwypCMrlm24StBrI8KpJvoxLu4UWXydd35A2GLltVBRhJFPXvOasXRsZhUjfRbdshGmjJ9IkB0axCl1r27fnxrdOensfyeLa5SK7fuow2V0FvJqLZuq45TYyknQe6aM5VyO/v4vpZ2P1eLInQ+SFzL80SWY4T3ooT/nMUtyOC0FqIIuz1CR0gk37q/cPV9tfxcbO8trXr932+t+v3WazfTa+7k/OU/6DH2DvG0FL2YTLZVpvnMEbm0W5622bfWgvXX/n56n+2bMoPyD3xY+j57ME80tUvvE9ZKNF4ec+R+KefaAU7XfPU/2T72+833Wd3BefIf34/az1N0BUrrH4P/8bonJ18ytiGhR+9rPYe0cp/ac/Q3ke2U8/jrV7GD2bQimIKjW8ixPUn32ZYHZ7ymqhG3QdfoTsyGFaC+OEbhszlaX3+MfRLZvypZOEoWRuNmLvPoOJifCDNZV+v3DgkMHJNwOkVCQTAs8DXRdY1vYGe5V3Z2lNl9HtuLGNHB+vfGPdftjyCRselben8WsbJ8Rz336P5Z9cRrN0VBRHzAeV9g3+QaUTEzQvr6AnTVQkcVfWWcbG5SUu/vMfY+WTCF1D+iFB3Y1LXd6bpTVZJKg5lN+YpH5ugcgJKL89TePS8m0N2LqHbA49kuPC6zVCP+Lo0x0sjDtrZVzvPFfi6NMdGKbgpT9ZYuRwmvs+2ckb3y1y/6c6SeUMakWfex4r8Jm/OcCPfm+RS2/WadWCtee9WQlYnnI49kwHj3y5m1e/ucIzv9iP145YGHd44DOdzF5oMXwoxce+2M35E1WynRaf/VuDfPM3p3GbNyf0fL9By1khk+qD1VKAwb6HabaXqDW3V2evaSbpZA+jA4/TXTi09rqUIUvlM0RyveHQEhZ6LomWsJBeSHtsicRoF6oG7lyJ1L4+uj9zHGeuTPbYKCqMaF6Yx+rKIL2AsOES1Fpkj44iDO2OfRlsPU1f+gDzzfN4bCSETD1JJtFLJD3qzuIWR/gvuBM4bcl7J5oIAWGgkBFoOsxeETgtybm3WshQoekCKePyr8vvtWk3I0xToJuC0FdEoSIIFGdONAl8xfJs7Bt0Vch15XQbGSmc1l/PZBmBRlovMGDtpdsaJaHFaXNCiE0n7WrVKDMiwJcutXCZOe8ytXCZUL0/dfFC6GhCJ5JB7C0mTKSMVUqa0BFCR8oQTdPpyu6l2prFD2/PbPJmkIFk9sQ8KlLoth57AymFECAjhWZUsHMWkRex+PYSURCh6do1ZUexyXHxR+fofPoQVl+esOFi9+VjYqI/j7dQxS81KL1wjo4nDpLe34e/3MCdr1D68Tm6P3MUzTYIGw7pvT2k9/dTeuHm0cVbkUEA7eIcpfMnUJtEPPc9+Fnu5qhVofDD1gbi/5o3UauLOGYusSVhcBVRy6d2aprOR/aQOdhPalf3xqQwQJg6+WPDWD1Z2lNFGhfX22JnropXapIc6qDj4d3U3pvdqHIUgvzx4S3VR0bWjifQQRSPN66D1ZUhc6BvS4XRVQSVNuUT42T29tD52F4aFxZJDBRoXlygfu7DCVS4WzA7uig8+ARmoRM9kcLI5NCsBIM/86tEbpugUqb0ynNI/xoLgMCncfEMmYNHsfuGWPrBnyG9u7vYsKUZr6Zh9hYIlsp/JR0CQk9y6jtzjL9eYujePPd/ZYifOlrgL/4/Z6guOISepDLb5tl/eoHG8vo1lVLhNUM6huMJe+Rv44/f5vUJm3Uip73jsh7NtjEKnTAzdUM7YHX2YGYLyDBAt5NEnoOKIlQUYha6ePtiEe+VRRAayaFdmJrOm6drCN1AT/VgpFJYgy3G6iZnfjhN5NycsLK6ezbEx28XYa16jSmzwjIzdHUeIghbeF4dz69TrlzZ+gAK/KmFWLXQmUNLJpCeT1RtrBr6vk9jEqXWSjS3hNzcG0r6Hir0MdJZ/HK8+GqkMgjd2KDuMdIZNNMiCgM0w4q/R8dB+i5hu0H90nvUL7674TMi/4NfZCqfXSbRk2H/L92HUoql12dYem2Kye+cZ+iT+xiw91B8d57y2ZgsSA/nGHx6D5qh0VposHIyLlsNWj4LL02w/xeP4yw1ufJH78Wk0AcA00wyPPAIlpkhjFwMPcHs/AkMI0F35yEMI0G1NoXjluntvhddt6k3ZilVLpNKdtLTdS+aZlCuXsFx4m1MM02rvcxK8RyJRJ7uzsMk7AIIwcT0jzGNJN3sx5hKUqtPrxmpbw5B8tghtKRNsLCMCkKsPcMUfvazhCtl9K4C7qVJrF2DpB4+ij81R+OH15SyR5LG86/hXRxHS6Ww9gyReuT4tq+PlkqQ/thRzKF+tFSCYGEZ74qD3pHDHOgh/eRD6IUcpd/+U6LqrYlXw06R7t/D8qkf05i7AkoiNJ18eZH87qNUx06hlI9UkExuPs6+6fF3tPUHiJUlyX0Pxm7+SimefMYimxM0GtvrLaQX4i7c+gIX7h9GRpLSG5M3ED1h09uWOkGFEndp42cZwqTDHEQgWK5PEtZvbHCitr8WFxu2PMJW/FlRyye6yy7xvie58HqNc6/WiCJ4/Kd7eOv7RbKdJlIq5q606d+bJN9j4bUlQoOVaZczL1XwnfWHzW1F+K5k+GCadN4gmdFJpHX6diX45j+bpjjnsu+BLAjY/0COgX0pnEaEZghG7knTtyvB1NmbT6gUkqXiGboK++OYVwTZ1AD37PsZ5pffplqfou2WCUNnbcVeCAPTSKwZUucyI/R0HCSR6Fh7KJSSlKpXWCmd39CASMen+tqqh4tUeItVmudn1+6H4g9OrU0iWudn1wYs7nQ8SfDm4xVgZ/zulAFqQkffokTO0Cx0YeDL2yvX0tMWXY/soXZ2Hrs7Q/ZQf1wa98407Zl4sCpMndyhPjIHegFB88oy9XMLGyY1esKg+8n9JAZycarNyekNaTxmPknh/hHs3ixBzaF6agZvab3TFqZO/sgA6b09oBT1i4s0L21dHmZkE3Q/uQ93sU713c2jsO8WlIRmdWtSL6xt/V6wSZJa4ybHuhUy3bsQmk5jZRKu6/RSRoGUkUfXTHRhUPEW6LAHkSpkxZnE0pIUEoMst8fWfFU67EFMLcmys25KZ2lJOhLDJPUsEkkrqFDxrnpkCJJGji57GF2zaAZFKu488qbFV6BjMmgfYFfyXlJaflsDdrG6AmNgYegWKT1HtznCgj/GlHOatryLK5WArll0ZfehVESlOYVtZskkevHDFnVngb7CkXjFNWiQsrtIJ7qptW9UFBh2hs5dxwFBefoUoXt7z2bQir+jcBOD9ciL1t7fDErGix4qlKhIITRBam8vKFh57gwDP/9IbLqdMBGmjm6bRK6/mugSGxVrpkHU9mmPLdHxxIF4cWO+elt/C8DKmZeQweb9Z+XK23d19dXQE4QqIoy8GxRtSkqc1bK3zP5eMgf6aF5a2vLzVSQpvz5B9zOHyB4eYPRXHmXq66/hTMcr25pt0PXEfvq/eh8oRfGlS7jXqIuDWpvSy5cZ+eVH6f7EYRqXFim9OoYKIoSukTs6RN8XjqInzU0nv95yAxVK9LRF7t6huF1e7Yus7gxDP/cQ+WPD2xrslV65zMCX76Pw4C6MbAIhoPrONEH57pOadwRNkNgzgD9fRDo+zUtncBdmCFubl7UpKYlajTUPGWduY0iDdDZXprkLM0StBmGzjjM3eUObeqcofPkJmq+fxZ9cJwiFaZB+5B4yjx1l6Te/cVNfqo8qdFOgFNQWnLV/f/VfPkym26a64DB3tsZ9Xx6kYyjF0uVGfFlF7Ismo+0/51IqZKSwkrdWDUnHIaxWd1zWI4QgMTRM69x7NyRd6YkUYbtJamTv2r2lpzN4ywtI11knt5UkctroiSTCMDGzBTTLRrNs7HQW6bu3LgXTNKz+QTRr52olv7iMusZDqFwdw/MbCCHw/PqmJPz1sEb7Kfz8Z7GulowZcVhD9ds/xj079r6QQkopwurtlVT71RLNiYt0PfAUQtMRQqNw9GN4K/P41XXVUaJvmPzhB3FX5kjvOghC4CzPEjbr1C+fJnfgGFG7QdCsoydSCF2nOXkRJT9YM+bIC5n5wSVmfrDRP7J8emmDr9BVrLw1x8pbm/i+KZh59jIzz34w/oHXQggNXbdotBZIp3oJQwfbytHTfQ9KKaIooLvrMCvFc+i6Tal8iUZrHqUibCsPwHLxDK32Crpu4rhlpAzJ50ao1ibJZUdw3Aq1xsyqR1ZEX89xhBBEkU9352Gq9emb+jTaB3ZR/vq3ab1yEnv/Lnr+wd/APrgbYRiU/v03CBZWyH/p4+S+8knsvSO0kon1agml8Mdn8MfjOUfygSOkPnZs+9fH0Ek9dj/ehXFK//FP8afmQUqEZZF55iHyP/NZ7IO7Sd53iOZPNk+f3XC81fveb1bX+i4lI/xGCc0wQAgsU9BR0Pj2t1ye/rhFLi9oNtS2HuePLCH0xus+hQ6NT33WJp/XGBrS+fY3HZYX705n2vP0ftJ7uincN0TpxATt68rFrkIgsLQkAo1Q+YTKRxcmhjABQah8IhViCnvVgDXeRipJqDz67H0s+5MAq9uYRCogUB4g1vYTCDzZXvWOiZBEmCKx6qlxGw2ziNXTurnaUapY7QAQBRJNi8sMps81efjz3fzc/7ALtxXxxnfX04bajYjQ2/jZH/tiN0MHU7z3QoVkRqdjwEbT42OFgURGELjxPoatUVnwmDjTQIaKsy9XWJ7eHhNfqU8wv/w2Q32PoGsmQgjSyW72jnwK328QXC0rk1GcqiA0NM3A0G1MM42hJzZMQqWMqDYmuTL9HF6wySDz+lre63+/tpxvB8hb/XSndrPcHqPhx9e2N7WPtLF1zHjK7EAXmw8mFJCwcgih0fJ2HntoZhMMfOkYmQN9WB0pwqaLWUjRmi7TnikjDI3+zx+h55mD8WRQ0+h+Yh/LP7nE4vdOrx2n+6kDuEt1VBDR8/QBcvcMMPX1E4QND7s3y56//SRmPom7WCN/7yBdj+1l6usnaI0XEbpg8MvH6Xn6QDxRE4Lup/az+Ow5lp47f8O1N3MJhn/hIdJ7upn8nbtVy/7hQbeSaJpBFMadmG7YyCggClyEZmBYSdRqyhxAumOIZmn6BrIsY3axv/AYZXeOgt1Hb3IfXtQiZ/UQygCFZCRzlLI7QxTFZEJXYpS02bFGCCWNHPvzj2NqNq2gjBA6pmZR8+MJjaUlGM0cx42aaEJnIH2Qyfo7LLa3NsE2hc3e5P0M2Ycwta0Hu1fLwW42sTU1m2H7EGk9z6X2m9TDu5eGlrRiMq3UmEKqCENPkLByJO0CLa+IbWYoNcYopIZxgxq2mWazBsBMZhk48kkQgubK5G0TQncCGYREq4Rs5PhILyQoNcgdH6H7U/cS1GJ1rJlL0v+VBwGo/nCM5EgXdm+Ovq88iHR8WmNLaJZBb1+e0k8u3OE5xfd3um83RioHsNYmh+7dJSSUColkiONXieRG4kyFkurbUzifP4rdn+fQP/oirYkiUduPk0DdgJk/fH0DqeMuVJn5vRPs/q+fofOJ/SR3d+PMlJFugNWdIb27Gy1psfKj8yx9f2PprPRClp8/T/aeAfLHR9j733yK3s8dJSi3MAtJkkOdeCsNWmMrMSF+HVpjK9TPzNHx6F5G/8bj5I4P4680MNI26X09mPkUpVeu0PGx3be8Lu58jcpbk/R8/BCFB0YJ6i7l18dv6xrfLoShx/HAUiE9PzYF1TQix0O5PlrKRkslSB3dTVhtIh2fxvlTNz1mWKtQPvHCjs/F7h9CSyRpnH+P4DYnpjeDCkI6f+GTVP7sJ3gTC2jpBLlPPUTm0SPUnnvrQ0kEvBvY87Eu7vupQcozDoEXMXA4x8K5Gs1Vw+f5czUuvLDM47+2h6F783itkGxvgvJ0izf/ePoWR1+HihTT71a497MDWCmDyJdceGGJ4uTm7YU7P0vm6HHEDkmVxOgehG3fQAh5xcWYtGg3V88nRAgtLskXbCBJgnqFqN2IJ76tZrzIeHXMqVQcZ34TGNkcdv/gjmPnZRjgLy1c55+kaLWXVz35tjFf0DWyn3oU2Wqz8m//GNlyELZF6qEj5D7/JMHMYqwUuttQirC1Rf+o4gSya8k9JSVho4r0PaTvUnzzR3Qcf5zOB54CpfCKi1TOvIH03bX93KVZjEyOrl0HUFFE8fXn8UqLIOVaWlnu0P1oukHke7Rmrvxn4SP2fkHKkDB0iUI3VlbrBpowaLQXaTtxwqrrVYkij3xuF+l0D4vLp6g1ppEyoLvjIKlkN1JFJO0OWu1l0qkehBC0nRJ93fcShG2q9RmUUmiaQau9TKu9gpRBbKh8E0S1Bt7F8XgOvFLGn10kcWgP3vg0wcIKSIk3PY/yfPR8FmGbsA37jG1fn5ZD7Ts/xp9YTzBXvk/rjdMkjx8mcewg5lA/mAZs5Ul09W8JPELPobD7KJXxU6gwQDNtCvvux2+UUTIiDBX1huT4fSZhCEePmpx6N6DVuvU9/pEjhHI5QTYXN5DvnPQ5dzbAMCDwwXXVjv29toKesjDSFkvPXWDlpStbxsibwqbH2oWtpwilz7x7iV57Nxmjk1D5+NKh4i/Ql9gbdyTKZ9Edw1cO7aixtpJuaymGEocBiAhZdK+goTOQOIgudNJGB1dab5IzunGjFrVwmdHUvSy4V2hH20/r8h1JMmuQzhn0jibIdsTEgmlrjBxOc+VkncH9KWrFAN+RWAkNK6lRmneplwJMS+PaBdYNV0XA0MEUK9MuU2eaHHmigBCxKsJtRQzsSyEj6N+TpF70WZ5y6B1NsDjm0KgEJDPGLcvFriKMXCbnXkLKiIGeB0jYOUCga2ZsEs1Gr56tFAhKKTy/QbFygemFV2m7OydR7gQdiSF2Ze8njNw1Qqg/dZDe1L4tTaM1sfXqWFzGcmeeLkIXpEc7ufTPnyeotmE1+hEFycECvZ84xNw336X85iQAgz99H72fPET1nWnkajlcUHcY+1cvIIOIzod3sftvPUH5xDiVd2fofnIfyeEOLv3TH+LMVjDzSfb++jMMfPEoE7/9ComBPL2fPMT8d95j5cVLgKD/c0fo//y91M8trHluqEhhZGwGvnCU1EgHE//pVVrjH8149O3CsNN07X6AKPBwa0tYmU4MK4WSEdX58yTzfSTzfagopL40RuA2bxpZHkmfmeZ7hPIQWbOL8fqb7M8/RsbspBHc3ExaoNGfOkhCz3C2/Dxu2Fgr8b7abikUJW+GueY5BIKDHU/Sk9y9JSFkCIs9yfsYTtyDfk33opQiIsSNmniqTSA9JBFSrfoDoGEIC1tLkdQya6VlEN/zncYAh1KPcK75Mi15e+mFN167EEOzSFqdeEGdXGqAMHLRdQtQhJGLFzQJpU/CzKGtLgJ8FOFMFXFny6hIUntzPG63pWT2d+PUJCUVyZEunNkyi39+Mo4m9SMSQ520riyy+K2349SsIELvzhJUWjhTt2dGfj3sQi+Jjn4ANN3ALvTiluZpzo9xt+pnpIzQhI7j3UgIATSvLDP5H15k4Kv3k97bQ9cT+1FSIp2AxuWlG/sPFStprvzmcwx85T5yRwbpfGRvHCff9nHmq5RevcLSs2c3Vds4s2Um/t1PGPzZByncP0rhvjgRzC81qZ2aYeEvTtH3haObEkJBrc3U//EKkRuQPzZE99MHQcYl685smenfP0H97DyZg323vC5h06V8YoyOj+3GzCYpvz6Ou3B3np9tQRMkDg5h746VqFG1ib13gKjaJGo6NN+4SPbJowhNYHTl3qdz0EFJzHwnHQ8+jpIyJpy2oaLYKWrPvkHhp56g4+c+TuOFd0ge34c11EP5T17AvzhPpm8vreVJVPQhpwHtEOWZNstjTbK9CRLSYPZ0lYs/Waa6EE+cvFbIy/9pnPnzNUaOdZDtSdBYdpl6p4IMFV4z4NJLy5SvMYp2GyGXXlqmOr8++VIKXvv6BM2iR2Ewie9EN52re7NTSM/bscrG7OwiObKb1oWNKW9XSwyj4NZqERX4a9tJdj6BtHr7sQeGd7xfVK9tkdKltu+xKQR6PkP9uRN4l9bVdSoIsPcNI+zbM92+FWTgb2kErmRE6a0X4p9Xn4/IaTH37DfWfg+bdYqvP4fQjbgUWN6YNBc2GxTf+BFrEdzhuuG/9Bwq752gdvateNyrVLz/+9AW/OeDjfdcFAU0mvNYdpZI+nheHdNIY9t5pArRdRshdGwri2mmiVSIbtgQehiGjW3n0DRjw9E9r4FSEUpGNJrz2HaehO3hevUtPf7WzqfaQK4GQqkgRDbbqCAkKlbWCF7luLFKzlxN7rqL8Cdn8WdvtPeQjRZhqQrEpcbCMLY2qb76t/gOpQsn6L3vE+R33btKQmv4jTJL7zyPikKkgJVlSSqlmJpSXLoYbjtt7CNHCD3xtM1nPm+jaYJsThAGcYSanRQ4bcX/+j/XWZi/OQOumRpmysTKJ3CKbSIvJNGRwC27CD2WvhZfukzr3CyNmVuUIQgRO4KriIzRiakl0IVJLVimHMyzO3UcYWn40mHOucRw8h4yRgflYGMHkTE6iFTAjHOOgcR+cmYvftQGFIveOL3swo2aGMIka3QRqXiF35c762gWxh2qyz4/9X8eplENqCz5REFsZNs9aPPT/90omg4vfmOJMJAce6ZAad6lNO9h2hpP/lxvrAzyJW7rukZSwflXa3zsS9307U4S+pJ2PaTdCHn3R2Ue/XIPjXJA4EvajYhLb9bpHk7whb83hIxg7nKLl/5kGRWpWz7EAEHYZnLuRaqNafq6jtKR2x2XkGnaKmlyzUqCWu0MlYwVVjLE9WqU62OUKleoN2c3+AZ9UFhqX6YdVKj760SGEIKqN89U/Z1N98laPezKPbDpe5H0kTK8I1JISUXtzBze8o0rQNmDfST68/R95jBdT+wFwO7KYOYSmIUU3qo/Vv3cwlo5ZePKCkG1TWZ/L5VTs+SPDdO4sEB7poIKIrxSi8rb0wx99T6MjE3mQC/C0Ci/MYlcLY8pvznJwBePktnfs0YICV0w9NP3k9nfy/hvvUxr7O6TQcMjOt29Ou+e/GDuDTMRp2UUx9/ETOZIdQ5TnnmPjqEjJHI9WKkCtfmL8Xsdg7TKszc9ni9dgsglkC5u1CSUHpEK0LRbS+51YZK1uqn7S7jhKnl93TMZSp+qu7BGXnphi4Sd2fR4AkG/tZdh+55VBWVcpunKNsVghlIwRzuqxeesfBTR6gBWrBJCJqaWJKml6TAG6LV3kdJyCGIFYMHoY0/yPi62X19VWN4ZXL9GtT2LEBph5FFuTmJoJkHkEUYexXpMWNTb86TsTtpemSC8hVnnhwWp1soErlWSyWsDEMKIqO1f95pcfS0eMCWGOuh8+hCtK0v4pW2sEAvikjNdxO3BJm16+eIb12wvSHQM0LH//m31ATuBaSSwzWGqrTkiufH+UEFE9aVJoistkoOdhImASIVEToBfbt1Q8g3xdWycm6c9VSQ53InVGSdIRo6Pu9TAW6xtuNaaaaMZZhyt7Lu0xlYY/9cvkNrVSaKnA2FY+OUmzStzhE0X+RfvUjs1Q+PSdeUBClrjK4z978+TGunCLCSBuKzcXajFbbCAsX/xfJxeukk5+rXwlutELQ/NNii/PrFWmv5BQFgGif1DaAkL5QWQSxGs1Gi8epb8px9A74zNxZtvXiSXvPuTUGFadD7yNHb/MEY6i9XRRem1F3CX3x8PJdl0qH7nVfJfeoyuX/4MYaVB+Y+ex700g53vobD7GO2V6Y+gjdDNH8byTJuXfvvmyjKvGXL++SXOP39juUuz5N+wf6PobXrMxorHq787sa2zDsol/KVFjOzOyEQ9mSRz5DjtiSuou+wjtR1otk3myDH0ZHJH+yml8JaX8Ffu0J5AKYLlEnomFSsTIgmaQEuniGrNWDl1NS33DkJurod0nJuWs21GlKrryLnY0+lmBI5CRWFMBG16EhL5IcwF/joiDD2K5cuEoYPrVgFFELRpOytk0gMYuk0UeUgZEEYuoePiOCWiyCOKbMLIo9lcpNVeRsoQ32+iUNQbs4SRTyHZRau9jB+06Om8B9etUixf2HDsW4X4KNdbV/Yp4p+l3BhRL2P/SjRtR35k27pGS6UNZtfrJ6bW7mOhx597y6dMKVqLE8w2qyTyPWimTeQ7uJVFQidW3pmm4IEHTAxDsLQcce7s9hcfPnKE0Ms/8Xj3pM8DD1scOWryve84VMqS0V0Gn/n85hG21yM9kKVjf1ySk+nP0FpqkuxKoRkN0v1pgnZMEGmGdgtCSJA3ejGEScmfxU6mNylvWPWnWQ1Pjk1YNjNMXS+RuOrF7sk2lpag2xqm4i8SKp9GWKbDGiRv9uJEzR2bqTbKAT/4rTnstE7oS5QCtxkR+JKzL1WZONOMYz1rIYapsftolqmzTd59vkxHv8XoPWkSaY0Lb9QZe7dxQ4n9hddrzFxsoWkCrx2nlEWB4vSLFSbea8Tu6YEi8CW+I3npj5dI5Qw0Q8Nz4+hSYeokd/fgLVSJmjcfzEbSp1S9TK0xjW1lyaYHSCW6sa0chm6vMclShoSRhx80cLwqLWcF160QRC5yw4qxiCXAavsrAraRIZT+GqGUMPPowqDl31pt5IR1nHDjPaaUoumXWHE2H/SEMmA4c3SLIwqCyEHeyYqG4gYD9avQ0xbSC6idW1jztwKI3AB3sbaWbCOvMa2TboD0I7SkiRBgpCycmWDdK2F1dVtPWwhdQ09Yq/Lg9eOHLQ+02M/kKhJ9eTQzJv7i/28PXT0avqdwHUVvv47rKLp7dep1ydJ8RK6g0T+g47qKXE5w5LiJHygW5yPKN4mI3QqGnSaZ7wMlcWrLhP7WpEEUemiGRapjCBkFqCgkVRhACJ3QbWFYaZL5XoRuErpNrHQHVjKPlczjNW+832IvrKvtyvXdyfXJDaxFvV/78s3WFRVyQxt0sxXIpJZjJHEPphZ/h1JJysEcE8571KKVNR+jzT8lwlcRfuTSiiqUg0UW/TFGE0fpt/dirMbU99l7WQ6m18pw7wQKSeMaY/bQ3Ug4On5MTAaRQ629Se3+XzG4cxWWv7exFKc1toQzvb7a7C3XWf7ee2t+RLeCkbHZ8zcfJ72rk7P/8/djxeF10O0kQo8JQgFohoGR2JxUvBMIoWMayU1VxDoGPdoQLGlES3Wq0RI+2ytfjlo+zYu3NvDP7z1Gbs+9GMksC69+m/bSNFHLo3FuAePwMLnd95Ldlcab/XPCxiztyRLtya37kLDuUj+79X1XfXtqy/fWIATpfb2YhRTOdDk2v/4gy5YiSbhSQ0vZ+AvlOMa3K7+aHCRQro8wdKzhHrTkzr1UbgmlkEFsGB9Uy1RPvkrzyrm76o9i9nWiX6du8icW8Ef6EJaJlkmSOLIbQ08Suk3MVB6/WV6fyNxlH6ObQggMO72a/rf+uXa2k9BrEflu7FOh6etJTx9hRJ5L6/J5knv3IbaxCHIVQmik9h8kuWsv7csXPvCSIXt4F+mDR3a8nwp8nIkxpHuHJS1SES6VyX7mMYyBbqJKAz2TJHFkH1GtQfLYgbV2wp9bwh+7+cLUtj/W9+7qs/df8OFCyhDHLcUEY7BRKVtvbPT69KsbSwU9PzY/vxbV+uTaz5pmomkmUeQiVUi0GvYhZXjDsW+GTX1JFXeezLxNSNffxj1/cxLKSGYR+rXtm8KtrZPCQjcwUjnCdqyYkhIWFyMqlZ39jR85QqjZVDSbilxOY/xKyOVVuVO9FvC5LybI5bRbKoS8mkvkS1QkcUptEh0JUr0pZBDhlBw0U0e7RUJHjLgELKnnVidS6xOiTmuQtFHAi1qUg3n67L3sSh0HJK2wQkJL05/YT9bopN/eFxM9Zv/qNoqyO7dmHqwJnYSewQhtQuXRDmt026NMtN6+rWvoNCOc60qzohDcdkR16ZpJuC+58k6do890sOdYBt3SWJ5xWZxwkYaFLKTRgkaceOKHaLZJ5Hi0IwvdNAlx0EwTe8DAX6nTaAnMfAq/3kQzDKzeRKxGKbdI7evHGE5iXJgncgMy9w6DEHjzFaK2h54wkUG0RUKXWmOXW86dqEQEGauLlNVB3Y1VEbaeQtcs3DA25LP1DH7kABKpJLowyCcGiZRP3V0miNqYWoLO9CitcgmBRsLMEUqPINpeJ13x5lfVYZtDEq4qxK47e6Gt+p5YCHGHEtctBkBBpU3Y8qm+PU1zE0WO3Ruv6F5dtYa4/FKzDcKai1Lgl1qYHUk020S6AULXsLsyBJV2nJyzOmm0OlK4i3GHYHemIVIE1xBVQc3hyr98gZ5PHGT4Fx7CKza3Ve4wNGLQ1a0xOR7y0CMWQQBhqMgXNJ79roNlCYZGdPoHdYrLkp4+nd17DQ7eY/KtP9qhAkRoDN7zCXr3PYZSEYuXXmb+/AtblgQE7Rr15THMZBa3UaS+PEYi202zNIVTXyb0WiQLA0i3Rbu6QKpjkHZlfpX43JmkIpQ+AkFCT+NFLUzNJm2ue1dFMqAVVOiwB7H1JG4Ud+jXtnM7QZ+1m7ReAGLSsxIucKF9glZU3fGxJCGNqMzl9htIQkbsexAiVhENWvtZ8adv9Eq4qppb9XIQq5H26xOfVTJ4w2ub4GoKmrhqRq9Wn5fbnzSI1ThspTZPULnhc9cUj3cxiSuSRK0blTPRNW2uCiLC2vafAc3UyeztJjXSuWWf2nXoUZLdQ2u/C02nNn3urk/ChNAw9CRiy5JbEZcrKo+Iu1+yU738Dm5liYHHv7xGgK29d+nt+L3Hfioud/iAYOaTdD6yB2Ho1E7P4s7ffd+cm0EFEe0zk9i7+2JSplwnqjRRQUjr9DhhtYlzfgo9m6J9eoJos4SuO/n8MKDyxotU3njxrh73WmSeOk7uExsVvWo1KUlL2vT83S/HCr6aj/6TJumeXfjNylqwRW36HI25i+/b+SUL/WiZfnynTuQ5JAp9NJcnsLNd2JlO2pV5kp2D6IaFU1tG002Sq9uYqXw82XNbaLqOZtq0S3MkO/pBKdqlOcxkDjvXhVOeJ3DeB9+ZmyGKcCbHCcplzK7u7a/uC4GRy1N47Cn8pQXCWvV9Pc1roefyFB5/Gj2b3fG+Yb0eE1ibIGF3IFVIGDikUt00WzchsTWBOdSD8nwS+0fXX1cKPZch/bFrFiRP6neNEFJh+P6Rb0pRv3IGoeu3UBB9+LAs+OwXExy+x+SFH7mcfOODSQX7INHVqVGuyC1HrWuPqtr4vmHEKhfHCajWLpPNDGKZSVZKZwnD5rU2XduDUncydLtzrJYu3gn6H/wsdn61vFyIeDFFyTV1iRAaXr3E7KvfJAwCanXFk0/bvP2WD2z/3vrIEUJXceVywM/9YoqOTo1aTTI4qJNICKrVWzNeQcNn+dQiKlLIUKLpgtpElciPkEFsDucU21smGl2LWrCMG8UyNklEpAIkEZVgkWqwSCA9QhXgy7PowiSUPoFy0dBZcsdZ9iaJVByjPN0+i6FZRMonkD499i4qwSK1YJm+xF7SRoFasEQgPdyoQTu6e53rX/7bmRtKwJSCc69UmbvUxkpqhL6iXvIJlEHXJ47gzcUmmsk9vbgzJZJ7emmemaH3Sw/QujiPX2rS+fRh6u9OErV9Op44iGabBJUmMogwcymEpVN97TL2QAHNNuJYdj8kKDYRmiB9aJCg1CA50kX1rfE7jmy/GQSQMHMkzBxNr4ihWYx0PEjVmSVSPh2pUZSSJMwcLa+EGzZIGDlMPYlFklS2k/n6GbywsaowEhRSQ+QTAwihMV1+m2gbiq755rmbGv85QY2x2hv4cuPETClJELnoYeuOG5itUDu3wEDbp+9zR5DfeY/IDeKSEEOjPbW+ml24b4TSiXHChkfXI7sxMjb18wsgFcXXxtj1a4/S+eAojbFl7O4sXY/tpfzGJGHDpX52nqDm0P/5e2MTaaDvc0fwy60N8c2R69OeKTP7JyfZ+/eeZtevPMLEb7+Cv0kU87WYmw4ZHrW595jJ2KWAT38xSXFFEgQKXRfs3mvQ06vT1a3jtBVjlwJe+pHLz/1yesfXS9NNCgOHMawkoMj17mdl/E389ubElVKS9nVlYJ5Xi9l/XRAKn/riuj9Pc2V70vnN0AzKOGGDfflHqfvLWHoSS0vhRquGmUgWW5fIWt3c0/kJGn5praOZary7o8+yRJIOcwCNeDLuqTYTzqnbIoOuha9cpt1z5PQe8kZsNJg1ukjpeVrR+uTWSGQZvu8LAMyf/iF9h58m070Lp7bI0oWX8ds1eg88RmHkKKHXYmXsDWpz5zfI141EhnTXCLm+fSQLA5h2BoUiaNdoFqepzp7Bqd1YDnFTCEF+4BCDRz+DUpLli69Qnnlvw2hGaDqpjiE6Ro6S7hrBsJJEgUujOEV15gztyvy2UmM+DAhNQ09sboCvmTYy9KlOnIoJIIiJLhkRtO9uYhwQG0xu4h8EIJE4qoEtUmhouKq1gRQy03mUkoTtBkYqh24l8OulOC48nSdoVFAywkhlMVJZUBC262sybYg9MCJv85KI9fc+uNVxYep0PrqH/P2jeCsNij+5uC3V191G1GjTPn1jO+aNx229N7n1M6Wh0aH348gmbbW9eyYt8mvf9weB+g/fpPnamVtuJ9CxRX613HuduPDqd8erayvY+R6chSlSHQM0FsfRTRvDSpLIdaMZVrzYoCRes0Iy34vfrhP6bWQUYWe7UFGEkcjg1YvY6Q6UlCRyPVSm3kPoBtn+vSgp0XpGqU6fvfUJ3WX4S4u0L18g3/EE6NtXCQEk9+yn4+lPUfrR95Ht978cWEul6XjiGVL7DuzYTFpJSfPsKYLyjapCXTMp5HehCR0vaGJZGZqtJbacCUeS6p/9aFt+Kcq/i0oxGa2NXY1Elsh3UCpCNxNE/p2Twc785E3fF5p20zbYSGaJvPb73t8GIbz7dsA9R0wOHTb/2hFCCRvuOWSysBgxPKTTais0AY2mpJDX0DRBf5+Gt+oN3GorLBN0TdBsSbq6NFaKks6Ci1TjuK6i7Sg0zcRxFMODOhcvh0xO/9XyYrtdVK68jWYl0TSd7MghjESa+sx5QqeFmcqR33UEpzQXj1FsgZSK3/r3LY4dN6+uL24LH1lC6O23AjyvzSOPWQyP6CwvSv7sjx2WFm89oFFSETTWGzEJhM7GG8ffIg73ekgiHHlNXDZxAxpIF+cawib2+nG23A8gULHfx9UjSRWSNLrW/HBC6dFhDtBtj7Dobm24KXSTbNcoupmgUZwi9G6dalNb2bzBCQNFaX7jtbAH0kQNl/o7k2hJC902EYaOkUmAJpCuT+2tcayeHH6xQeO9aay+PEYuib9SJ6i1MdIJWmOL2AMdCFMnKDXi7+UaA07lh0jNJ31wABlESOf9lSgrFF4YXysnqKFrJoF0KLYmsI00GjoVdwFLT61FeRuaFSsp/CJZuwdLSxCt+qkIBCmzg0iFBEEbTWhsJ2F169KZGL50WGxtvmLo+FU0oW9qnHo34JeaTH39dUZ+6WEO/g+fjcu+dI3a6Tmmfu/1eKNI0poqsefvPIWeMNATFvPfPU1rMh7YVk5OkejPM/yLD4NSCEOjfm6Bhe+fQfoRXrHJzB+/xcgvPkzHg7tAQFB3mfnjt/BLNxq0eitNpn7/DQ7+3z7N4FfuY+r3Xr8pmVutSmpVya49Bq/8JOLS+RApFUsLEb6nGBrRUYDrxF/WVc/B2yodVhK5WquuFMjQQ26mDtI09K4CRBFaJgUKZNuJTeykQu/IESwWsYZ6cc+N3bj/JmgFFZbal4lUQM1bpBVUkEpSdKaJVECkAi5VX6EnuRtTS7DiTDHfuoitp9aPEVY4X36BrsQoSSNLJCPq/gqRDHCiOnOt8wRyvbSm6s3jbkJUJ7Q0KT23tkLbDMuUg7vj09GKqpSCOXJGFwIdU9jk9M4NhJCmadiZTuxMF0pK8gMH0EybTPcuDCtFu7pAz/5HUTIi3TlCIteL36rQLsclOUJodO99mKHjn0fTDUK3ReA20TSN5MBBOkaO0jF8LxOv/zFO9cbo+c0hyPXtZ/Shr2Il88yf/RHVuY3KGKEbdO1+gKFjn8NKFeJVfL9NItdLtncf3bsfYvbd71Ka3Nxv7EOHLuL49E3QefBhKlfeIdk9TGP20pYR9HcLmjCIZEDa7qIeechryoLV6j+GMGnI8g2l34WDD6IZFktv/oDu40+RHtjL7I+/gW4l6HngE8y//OfodpKeBz+JbiVj3ym3zfLJ5/Cqd+jncbcgBOl9PWQP9ccm4kMd9H7mHoShsfz8uRu9iv5KQGCLJGk9h6NyVKIlMloHlkjQkGUC5ZHTujCEhatatGWdtJajuWo8nxApslonGjr11e89q3WgC4NiNIevtlc2eDNE9RZRfXupeT4fwnegFH6rSiLfh5HMYOe6cOsrGIkMRiJNbfYCSkr8VhUrXUCGPprRgZFII8MAJUOsVAEzlUPJCE3TkYFL5LXRDAulJELT8eofbGDH2p8XBtTfPUn68BHMjq4d7auZJrkHPwYoyj9+lqh1d9MPN3xWIknHE8+Qf+RJNHPnfllBuUTz7HubeuNIGeG4ZQwjge83qTdmuZUsQjY/eD88FcUhElaqQG74EPW5SyDASnfQXBoHoWGl8igZErhNrFQeGYWEbhPDToPQCL0WmmFiWElCPybgdTOB0HQCpx6XDiczBKtpn2YyF++jm6S7R3AbJbzaMpppo5sJAqeBAMxUjtzQYWqz5wm2WNDbKYSAXbt1HnvCJpEUnDsb8M5bPkEAy4sR5dLGcezTn7B4792AgUGdwSGdHz/n8cjjFnMzEYcOG+zaY1ApS176iUdxRXLosEG+oPHm6z5KwX0PmEgJ584EPPK4xZF7TVotxasve0xPfnCLSkITDA3q6DqUypIH77OYmQ3xfEEqpdHbrZFICIQAx1Hkc7GiqFiKmFuQ5HIau0d1dF2gaXD6bMDHHrQ4fTagv1ejt0dnbuGjuUj2fqC1NAnE92hh330svfMcTml9fO1Wl+k8+HCcXhz5tFuKg4cMmg25I0HeR5YQUgrOvBdw5r2PFnOqkCx7k8g7rvtWVIIF3KgVS6mlhyfbRCpkzrlAO9p6NcxOdzBy/AvoVpKJN/+UxsrdjTn2Sw1yqV10feYYzTMzSDcgd/+uuHWL5FpZj4oiwmb8c1Bp4c5X0JNWHH8sFdILkW0PFUYElRa5B/cQVNtILyC5qxs9aVF/b4r8x/ZSfuHcXf0btvzbohYdqWGCqJ+mX1wr87pqzNuV3k0oPSw9ScLM4QYNQFFIDYNShNKnkBoiaeZJWQUa7hKF1BBSRQTy/TcnlCqk4d7+oNIrtbjyr17A38TrAwAFtbPzOP/0OezuDMLQiNwQv9REBRF+pc2Vf/UCXrGJ1ZnGyNiEbR93vob04wY6cgLmv32K8psTGBmbyA3xluprJtQA1VOzOHNVrM5YleOXWnil9fu4+MoYtbPzhKs+Ru2ZMhf/f8+iWfoto3ttW5BOCy5fCKhWJD95zqWjU8P3Fc2G5MfPumRyGmGgcByFjKDdVnzvWzsfIMkoZOHii/TJJ5Ghx+KlV2J/husgdA2zvwcVBJi9/3/2/itIsixP78R+V1/X7qFVRqTWorTu6q7u6a6u7p4ZjMJAY4k1Wz4QZlya8YlPNCOXtm80crlLYLFYwLjADDCiMVMtpmVVdWldqbUIrV371eLw4Xp6RGSIjMyMrMox4Gtrq0j369ePX3HuOd/5/t/XnaRuVRsohSz+5CySqiSdnqKwXUrfCitYYQWAmr9CUiy7452/3ajJVOvclvvxIotZ69K6152wwUxr7Ypv1ZuFDS5zXTYx5JUywlq4eF9lZ5uhES4RigC9XWZryht70OjpAqpucOP9P0FP5dn1+A8oDB3GyPUw+elf4zaXGTn1XQrDR8h07cKuzrUlvTF2ZYblGx/TWhrHaSwlBIYkkS4NMXTi26S7R+jd9zRTp39695QgSaYweIBdj/82ip5i9vyvWLz2wR0RqRL5gQOMnHoNgOnTP6U+dzWZkGkGXaOn6D/0IkPHfwu3WcYqbz++eTPIuoKa254X33ZgdGVQ0htPblKlAVrpHPnRI7jVhTVqGkRM5D/4ZHw1wthHljX80Fr3fFZRMaUMppQmIxdw4tYaMsCrLZEfO4Iky+i5LiLPQcsWkBWNyHNAluk5+TX8epnK5U+QFY3ex79B1+GnWfj0l4+E34qkSOSPDbH7f/e1xCBWlQktj4WfnWf+J2cfqvr2YUJCxhceCioD6p7EdDQu06MMUY7mKSi91KJFinIvvnBRJZ2UnMGOGphShoxUoB4v06MMEREio2BIqc7i3s42VkLtK5F54hDGngGQZYLpRazPrhAu1CmOnSA3eADVTBOHAbKqsXz5gxUF3UNAa+EWoWtRn7mMiCOq4y6SLBN5Dl6zTKo4QGtxnDgKaMwm/U/gNIjDoK1eEkiymnj0CEEUuB11Sxz61KYuomgmoffwyJS7wV+YpXn2NKWvvXLPyhtZN8g/8SxKOkv13TfxF+fXxdE/EGQZvbef0ovfIHPsBJK2MYG+FWLPo/7Zh/gLG5eBCWJarXlMs9gundXXebqsa1YmhXFwDK2/e40/SewHWO99QWzvbP98u6Xp7mE0JYWR7QJA0VIY+W5aCzcx873khw9hl6dIlYZQzTRObRFFM8n2jYGs4FRmyfTuIvI9QMK3qkkJI9Ccu0GqNIBqpIlCHwmIfBe7OouiGaS7h4l8l1BPUdp9EllRcWqLiCjEyHVh5Lp2/BcbpkSzGVOvwx/8UYpmI+bSJka/px7XadQFTz+r09uncPrzgO981+R/+zcWigo3roecekzj9/4oxb/6nyzMlMT3f9fk2tWQVjPm+7+T4o1fuRw+qvLa91O88UsXTQdV/XLTUYNA8M77Ho4j8DzB/EKEIoPnC2bbRI4sQTotMTaqcvFygBAQhuC4gnIlJo5XhsKuJ1hYjJAk8H3BuYsBtfp/hl5UsoxqpJFVfeXgSBKKpqOambYtAVSrMbWqoNR1b+f9kSWEHmXca/LXZohESCuqrHnNje9O7pjZLtKlYSLfeeAI8o0g/JDlX55DUqRE0bHUSMyEY4EIIypvJpPEoGJRfe9q5zO1968iqUo7mjyp23Sny53JrbfUSCTrsWDuzz5AUmTMXd240xW8pZ0vIdgIXmgxXTuLIJkEztWTiXAsIpZbN5AkJVnxkiRA6tT53/YeESJiuXWLsjXRWYFu+WU6huLbQEotAOCEG69CaLKJKhu4YWNHJ9WQeDpYt+4iURcCv2LhbxCnLIIIq22EuprguROxH2JPVDZ9n1jgLTY3TDoD1n9/LHBmalu3u41dYypRDFcuJg+ZelsxdBvLSzHLS+sfJttRH66HoDx1hupMck8k6qD150zEgqhcRTJ0gvm2N5MkdWInRRQhGzqEEZKq3DV+8lGDLKnIqx4nXryzq4+ecJIUNJIJoiZvbEAropD6/HWs5UlsRaV7z5OUcj1Y5Unq84lKpT5/LSGJsl3JandbbdZYuE5z8WZbUr5yDt3mMnq6wMip75IqDqAZmQ1LAkUct/uLhOjZ9fhvo6XzzF14g4XL7yLitedUVnX6DjyPlsoze+6XzF9+e41U3bdqGNkuSqMn6N79GHZt9oHjqnOHBtj3X7/4QPtYDdlQ0Itpgg2SrtzaAn2nXiHdM0L/qVfWkCaB1WDh9BvsVHG/QCAJgaaY+KG9br8REaEIkJAxpBRN1nrpeLVFlENPYRT7EHGMW57FKPQgqRp+o4Ks6mQGd9OYuExu1yEkSUJWdfTeIrKmPxKEkIgErSvzzP/kDHJKJ3J8mpfmqH0+sSYg4G8bIhFgiwYKKjm5i2ZcphXX6FGGkJCIRIgtmuRIJnOBWEmeEQgc0aIV18gr3QSxhyrpVOMFfLGzfkUA+nAv3f/oO0i6RrhcgzAidWwP6ScO0Xz9U7KZA9QnLpAbPkj1xufkRw4TejvfjtUIPQsRR4Rtf5/Is5EUFUUzkFUduzrbKdcJ2+XEfmv710vk2UQbLIIAqFqKUmkfqpoijkOWly4SRTu/cCbCkMYXn5DefwBjaNc9JwVJmkb2+CmMoWEan3+CdfkC/vLigxkgSxJaqZv0gUMUnnoOvX+w4/9xr3AmbtL8/OMt+/90uodCfhTXreEHFo67hV+YLJH9xlNknj9FVG2g9XcTzJdRe0v4N6exPjiz+WcfCBJ6uoA1ewupHQgTOA0UZQ+QxGpHgYOeSbwOreVJvGaZ/NBB3MYysqqhZ4vEYYhTnSPdNYyqp/Aay8iKhp4pYuZ7CT07Oc4Cmgs3iXwXLZXDa1Vw6gto6TxaKp+og2QZzSxil2eQ1J1NOhQClhZiBgYE3T0yXd0yPT2bz9mmJiN2jSlousTiYsThoyphBDPTEbm8zMiuhLg7cDA5dhO3QuIIRscUHEdGCLh8MWBgUME0IZuT+PRj/z7HtvePMKRD/ADYzurn8crfsgzzCzGOu/Z57brrxwW2vfE+HiaklIGcTiFpGpKmog30JK+rCvroIGHaRAQhIgiSOHv/4QpYIt/Fa5Tpf/xbNKeuEHoOaipNYew4rflbiChEMyX27FU580XAvn0q586Gf/tLxv4LNoYkq2RKIyiqviM1t5tBhBHi9rMnEmtKdNaU69zx+rpSnlUXolgddxxEiclpy6Px+S3iL3HAGotV7Vjl5ZMQPsl7d95AQsRrPrP636v3tx2M5R5DILhS3cjoUqLL3MVg5hAXK29saT79X7AxrlwMuHLxS1QWCnGH8mMDRBHB7N1LS8KlLUi0Rxyrh7nxFh5Z9wNxp/PgJqkMUeTjW8kxFFFI6FogYtzmMnE7vjb0rMQ8UzPW1gkKsXH6oIhx6gtEgZdI05WNV3hF+xrID+xn1+PfRzXSzJ1/g8VrH6wjgwDMfC/p0hCR71CbubjOtyD0WrSWxymNHCXTNYJm5vCtBzMF1gomxZPDd99wB1C++inm4iR9J79BfeLCmkljci52blAntQ3DvbC1obrutlF6JVrAlNLrvttvVBBxRHb4AEGrhldbxOwZRpJkrPnxxLhR0VCMNFq2CIBXX6Y1XemUjH5VSD12BCll4J6/hr1gM/WTy4RzSw/PvPVLRkRITIxETDOuoEoGw+p+WnGNmAhDSjGgjBHgIyOTl7uJiXCFTUzc9ooSiHZIhIRESspiSw1csbPP1+yLJ4gaNtW/fIugXIdYoHblKP72i+S//gTxhzXs8jTpnmGc6jyKniLdswtr4f694u4HIgqxlh5ccXg3SMgJKVTcS7G0h3p9gsi5d0JI09J0dR+kvHyFMNx43BtUlqm+9xt6X/tdlGzunogXSUrM/PWePrq/+Sq5E4/hTE3g3LqONzNN5NgJGRPHbcNw6PQht0keWUFSFGTDwBgYIrV3P6nRPej9g8j6/RENQgiC8hLVd97YspzNMAqkU4npbBi6dyfdZBlj/yjNX36IPzlH/jsvUPurNzD2jqCN9D/EJDCBbzfIDexD1gwkWSZdHMHIdyemue3jq2cK2JU58oMHcFJ5vGaZ3MB+ZEWltTSBkZGJo4A48omjgCjwAEHouzi1BRTDxGtVMbJdFEePYy1NENgNZFkl27eH1sJNfKuGEDFeq0Js+EmbdJOdTP3TdfgH/ySN7wvGb0UEAcjK5tfl9ETIt141mZmOqNdinnxaZ2Yq5NkXdL7+isknH/m0LIGcZFRQrwsunAs4cUrDtgRXrwS0moLrzZA/+1Ob5180eOY5gz//Dzbnzjxa1TaQXGZ3kkGPCiRNJfu1p8g8cwpUBUlTkdMpkCTkbJrSP/gBwg8SQiiMaP7yPeyPzz7UNsW+y+KZNynuf5zsyEGUdux8ffw81RunEXGE58G1qyF79ylcu7Z9Mgj+CyH0tw6yopLr2f1VN2NnEAu8uS839eRRgKFm1hBKayGQkCgZQ6iSxt/edd3/gv+cEIuIiAi1XYahSztXlnR7f7fVkAKxqQ+XiKP24HDl33EcEQUutwfwHeLlDnPX9otoZhYtlUPWDOR2qUS6a7gda3yn+8wK4igg0zVM38EXMXM9zF18k8Wr721KFqbyfSiqQRR6pLuG0cz1qTN6ppR435g5FG1njqkQSZpf8/qDJDYmUAyV/KH+Dd+LfRd7cZLarbM0Z649dA8hVTUx1CxNWWE1HykhYUoZJCR6lCGsuEF4B4kvopCgVScztIfW9DX8epncrkMgKQTNKnHgE9otWtNXqd+6sEK2CLEh2felQJJQSnlSxw9ifXQ68Scr5jvqQsnQUXu7kDSVqNog9n3U7lJCTi+U4RFP4oHEi7EczXWUsk2qSMjISESE6JKJK6yOH1BMxGRwGRBEJINhizoxEYvRND3KILZISsk0ydhxQkgb7MI+c51gYYXYD5fr2GdvkP7d3Xh2DYAo8Ok/9S0UzaA5e21H23DP2G545b2FXAIQBBbzs5/je01yhZH7aFwCM9VFX/9JarXxTQkh4hjr4jmMwWFKz7+cxBXdByRVxRgcRu8bIHfiMWLXJagsE5SXCVsNIttGBEGSZCVLyKqGbJqouQJqVzd6dy9KOo2sG6Ao96UIgqSfjpoNKm/9EmdifOs2IxOGDmHkIkkyimKgyDpRvPUIMphfJrYSs3vh+Xg3pkg/eRQ5m34oJWNCCOzyNJZ3M1lICzwCp4m9PNV5bkfTl9vP7RBb1YmjkDgKksUdSSL2XdzqPHEcEVj1lTTOdgmNU51HUXXiKMBenkrKfgMPEYdUxs8mzhe+S3XibOK5Enj4zUQ5dLskcqeg6RIHD6v8y//Rol6L+aO/l9py+4WFmNExlXNnAiqVmG+9qvLjv3I4clRjaTHivXc8fuf3Up1rSgj44D2Pf/5/yjE3G/HGLz3CELJZiWtXQq5dDfnjf5jmha/pjyQh9DAR1Ro4Zy/jT851UudEFOGPJ76RUaW2sq3l4F64Rmw5xKtUPsIPiZrbs2RZXWYq4hj/5hQIkSwEb5bqPD2Pc/oS/vjMtpPx/FaVpXNvU770YVK5IiLiwO+Ma6MIrlwOuXkDgns85X9rCCFZ0TFz3WRKI+jpQsdELA59Aq+F16pg1+fx7dqmDvG3B/Rwe1Jw96dbEhe8Eme8+UR+zadQNJNMaYhUYQA9nUdW9MQ3IfTwnSZucxmnPp/Iee+6T6mzCmFmu0kVVgbgkqx0pJcbYbu/M9mXSirfm5iuZruQVRMRh/hOHasyjVWdJQ63HtSvHK8kTUaSVbLdoxQGDiT1uo1FqjMXO/XmkqyQ7Rmj0LcfWdVxm8vU5q7g29sjim63Ods9ipHpQlYT+b7vNLCqM9i1ubu2eaN9AuvOt6KZZHvGyBSH0MwsSBKR7+JaFezqDE59YZvXx12+X5I7RuP3/Nnb57A0jJ7pQtXM5CEa+gSehWdVsGur75Ptj/AUzSTTNZL8/lQeSZYJfQffqtIsT+K1yveUzrD5cU6R6xkjXRxcdZwd3FYVqzqN21hcf5wlaVXctLj3lAhJXlV+ufnn1/QHG2HbfcTd2iOhainSxUHSxUFUI5MoWgREgYvvNnAbS9j1eULf2eaqloSiGZucwwrN8tQ9n8PbCIWflGO01TM59d7MPe+GrFJClZLrJRbh5iVpYoNzJ8RdfacAtHSBnj1Pkuvbi5EpoegpZEVDkuUVD40toJpZBo99EyPXA3G8EnG/2fZGCklW0NNFdj/9B1vuW5KVnSsPbvuEXfi//80D78ocyPPYf/97iQfWJqjdOJ38cc95sduHQNCw59DVDOEdq+MJIZRFlhJj4ZhoQ/+YoFWjsPcE5Qsf4jUqyO0xht+sEnk29ZvnKB58AiFiIsdCyxbx6svYCxMAqGYGPVdCVnW0bAE1UyByLUQcJ+9lSyiajpYtrrz3ICWAkoRk6EiG1r6+JbThJN49XKqgdBXJPHsKf3IWfe+uxLMsmwZZQtK1zsD4UcftUlG4/bSKOq8EwqcSzeMKu6P2De4wObt9tXnCohYvY0gmjbiMFe98mbrwQpR8FhR5RT0tyyiFLEGjRvnap0S2RfXG5+SGDhD5TmKs+1VAklAMhdy+HloT1bUl4LfJn/YtK+sqhf09NK4vE7WV3pnREn7VJmh6az9zB4RIJvebQVVTdHUfIJsdRIiIWu0WteothIjR9Cw9PYfp6j5APr+LPXu/RRh6+H6TqYl31yk6RRhSe/9ttGIX2aMnQJbvm5CRFAUllUZJpdFKXbDv4H3t534ghCB2Harvvknr3Gm4yzPZ9apoaopCfpRGaxrDKJAyS5QrVwmjDQgOIYhbDmp3kXChjKSp6HuGiR0XObs1afGgSBIX7eR5JgRx6K8puQ1XVRJEsWiPp8SaiojblQjxhuEiEeGqRZg4DDrPzngV2RMHHvGqvmKzsscHge8JLl8M+Yf/NM3yYkwQQBQJBodkvvc7KV78mkEYClQFXv8rB8cRBIHAtgSVckwmIzE3G9FqCX7/D1P88/82ixDgeSs32sx0TK0ak07L3LqRHLv9B1S+/ZqJpkloOvz09YfhB7UJVAVikch/FBlJTkr3RJzYhayDxMp92ib1xO3PbwRJSvZ7e1tItr1j397Vcbyr44lZkSwnAS5RROOX7yXbrhqHhPNLlP/1X7TboiBpiV9a6+1PaL310drvl6UkrS6MVrWlvbvbf4QR9dffWNtmVWkPgVb6I+u9z2m98+maSpvkO9rH7fZ+o3hNe0UUEkVh5/s74//28RYCvHCLY7gJHnlCSNFSFPr307PnKTKlIRTN7AzSk6MVE8cRcegTBQ7NpXGmzv4M31nr8WBme9jzzB92VmHHP/1PNBavb/ndkqwycvzblEaOA1CdPsfMhV9vWR6iaCalkeP07XkaM9+LohrIirqKJIkRcUgU+oSeRXN5goVr72FvkFwjKRqZ4hDp4gCpfB+pQj9mtgc9lQdAM7PsfeYPibaQrN/48E+x7oi5Xvc9kkKma4S+fc+S79+HqmeQVW2lw44DQt/Bqs6weO0DGos3NjwGkqQwdOybdI8+hl2d5ubHf0nPnicYOvIKerqY1PuHHoWBg0x8/jpR4NK371kGDr2M3p6cRqFPz+4nmPjix1iVzSXNkiS32/wc+f79qEYaRdFAkhEiTm6YwMWqTrNw/UMaC9fvXtYDmLke9r/wj5AVldrcZSa/+DGSrJDr3cvg4ZfJlEZQNbNtwiclKxlRgO80mD77MyrTGxv4qrKBoSSr1KpkIKSYrLZ+0qzKBgPpA3iRtSYl526QZIVs9xj9+5/rJCtteJ9EAVHgYtfmWbr5CbW5y3dd4VY0k8LAQfr3P0eqMNC+B9U1vz/0WtRmL7N482Ps+vxdJ31mvpcDL/xjJEmmOnuRqTM/RZJV8n17GTz0Mpmu4Q7pu+Y423Wmzv6M6szamN9C/wFGjn8HRU8RehaTp39Cqzyx7WM3ePjr9Iw9AZKEXZvj1id/SRSsX4ncdep7FAcPry01WoXK1Dlmzv/igUghI9NF18hxusceQ08XUVQDSVHahNf6PmTp1qfMXXl7y2N+T+fwxkfYjYV7mrh7sYUbt0gpidlzQe0lo5TWJIHdLwwpTbc21PEoCoVPM9zZ0joj283YU79Lrm8fvl2juXgLpz5P4LaIQ49UaYjBI9/Ych96Ko9Tm2f5xscUhg7Td+A5fLvO8s1PNiTZ4rZXUWDXqUyd33JlMvIdAneHYrSFwK85xN6DK1siJyByAtTc5oSQrOmke3Zhdg0iSRJefRlrcTwxa94xCPyghR+sX82LianFCxhSGl0ykskW68+HU57FWZ7Bb1YInRZOeRZZURLvFSEoX/yA0LXIjR5GllVCt4VXTVb/tEyBnlMvo+dKiDiisPck2eH9VC59TNCq0XvqZbRskTgKKe5/jNzIQSqXPuqQSfeFOCacWyJcquLfmoJYEC6WUboKnU3CxTLOuavkv/NSQgYpClGjtWX08t8mRIRYYnuJQAJBK66ysxEca2GfuUbhtecB8K5PI4TAGBsg+8IJGm98Rmi3ElVg4FG++jH3Jbt5QEiKRG5PN2rWwJlrkN/fg1FMY83WsGcb5HZ3IWsK1nSNzEiROIpxZuukdxUJLJ/IDQgaHtnRItWWh5rRyewqoqQ07Ok67j2EnKhqirHd3yCV7qbVmkdVdMb2fBNd/5TFhTPJCnvoEAQJ4WfbZYLAJgydjk/UnYiaDcq/+imSLJM5dPS+lUJfFW4rg6rvvEHj84+3rRyQFY0oDshlh9C0DI5TRlY02IgQigXOF5eSxULLwbs2QfF3XwFJwrs6/qUkkBWyu5IEX3uRWITIUrLoEkVJObEi63QV9tK053G9GkBnDNRZ2BcxiqIRx2Hyt5yU5kVxkChGtSxCCNJmNw1rpnMdKbKWPAdEiCQpyG3v0Hu1f7gbggD+t39j0d0r43uJIbJtCaJI8POfurz5q6TUzXOh1RLEseC//781aDYFgS/4v/5fGiwvRcQxTE2E6LpEvR6jqlJHFKXr0GjE3LweYVnJPXHlcshy2UbTwLbEhp6ZDwOSodH/z/8A7/o07o0Z8t94HH2kl9j1sc9cp/nOWcLl+prt06cOkHl8P/pIX+J913Jwr07RfPss/vRamwW1K0/2uaOkT+1H6colCp5KA+fyJI3fnCZurRpTSBJaf4nciycwj46h5rPEnk+4VMM+e4Pme+fXeP7IGZP0YwfIPnMEbaAL4Qe4V6ZovnsWb3KhQzhlnzlC/reeovJnb2LsHSLz5EHUQpaw3sL69ArN988TN1fuH8nUyTx5iNzzx1CKWWRdS0gzIYgdD/vMDSp//ma7ERL6rn5yL54gdWgXkqkTLtdpfXAB67MrxHeU25qHd1H6/gvUfvIBSBL5rz+GPtqHiGLcazNUfvibNW25Gx7pnlJL5Rk+8gq9e5/eXC4vKSiygqLqaGYWt1necDImKSpmrgcjXQRIVtvvAkmS0FMF0m1FjlWe2HQieHufw0e/Rf+B5zdob9KJSYoKioqimeipPGa+j9rspQ0JITPbxf4X/gFmduPVdklWMDJbu+LLyt1qlyW6dp1g5MR3SOX7NnhbQpENFNXASBfJdY8yc/FNFq69t36SI4Fu5kgX+pFkmeLQYQYPfx0j09VZpVH1FF0jx3HqC9i1OYaOfrNDcAGomkm+by9DR77OjQ//I3G0XvIqSQrF4SOMnvoeZq533QqQJCkgKyiagZbKk+kaZfbiGyze+GjD/a05XrLaLuXQ8a0asqpTHDzM2OO/jdE2ulvzXYqKrKhEoYe3RVRllzHC/uJzqLKB3o79fqLvd+84fBKqrCNLCrcanxPcg3l5afgYo6e+j5m781q5Xee+6j4xMhiZEr5doz5/dcvhqKKZDB56mYFDL6Hq6XXv3/79qp6i/2APud49TJz+MY2FrcnW28dZVlQ8KzFtLQ0dZfSxH2Bkipt+TxS4+G3Z/WrY9fkkRaLQn0y6hg7TKk+yncG2ni5QGj5GupgkVVSnz29KHurpAqlC36ZqjdbyA0zwJIls1yi7Tn6XfN/eTRQpUmLwvqoPuZtyRNFMBg9/nYGDL6Hq61f/7jyH2d49TG7jHK6GG9s0owoFtQ9ZkknJWXabx7lqf0wg7r9USEZh0NhHSRvs3OdWXKcZ7SAhJEmURo5RHD6KXZvj5vv/Abs6s26bu5F8oe8w9cVPaCzcoO/Acwyf+i5DJ34ruc9mL6/bPnAaxFFIFLosXHkHr3kXs/cdghAQNndoxTAWhI6/ZXJZce8pcsMHcStzCCEo7n8Ms2uAxTNvsXOTYQlF1hMfuDha4w3XfpcueYC83I0vHOJoipZYS1ZaM9exZlau+YWPf7bm/dh3qV7+mOrlj9d9e2DVmXv/R5u2bva91+/nR90TpJSBsXsEpZQjnF9C3Pb+EwIRhgTzSyiFHFG5RlT9ckIc/nOD9ekVJNMg//Ipiq89B5JEsFCh9c4ZrI8ukRvYR2nfEwRWlfnTvyLdvYso9HCrG6dHPQwYPVlKJ4eonJ5BxDGKqSEk6Do1jJ5P0f/SHhRDpXJ2FsVM/iuEwCil6Xl6lIW3bxD5IUZPFj1fR0QxXaeGcRaaaFkDr2Ihou3d1/nCLvLFUa5dfp1WKxkD797zTQaGnqBWvYnn1VlevAACisU9LM6fxnVrd91vUF5m6Wc/QoQh2WMnkf4WkUJBeZnKW7+kde70PSkIXbdKOtVNGLqAhCyrmyuzhMD+fCVZtPX2ZwSzS0iqindj6iEljK2FpqbJGQVSZhfl2jXSZhdpswfHq+AHFsXcGOlUD5Zb7nwml0nGAapiEkUBUeyTMkuEoUe1MU4+O4JpFKnWb5A2u8nnRrCdZdJmN5qWwnYruF6NQm4UIWIqteuUCntQZI2WvYDlPHgZ9Z1oNgXN5npSb3pyY6JvtQH07Ey06u/VzzSBJMHxkxrf/YGJiOH9d1cm/o4jNt3/Q0WbhNH7S2SeOYI/MY995gb6cA+l33kJfaiHpX/7N8RWcn0p+QylHzyPCELcm7MI10cf6aX4vecxdg8w///+yxWSR1Uo/f7L5F44jnX6Ot6tOSRTR+vvIvPMkYQwWUUIydkUPf/kVYw9Q9hnb+Bdm0FOG2hDPWSeOkzr40sdQkjSFEo/eIHCa8/iXpvGOXcTOW2Sfe4oqRN7WfyfX8e7kcS8y5kU5t4hev7Rd0CRca9P443Pkzq6m95/+l1kQ6P6kw8SVY8kkXvxBN1/9xWcSxM03zmLnDbJfe0kSj7TIXpuw9w/TO8/+z5yxsQ5d4vYdtF3D9D7X72G2lOg9jcfIrxVJJapo+/qI/fyKfSRXsJKE/faNEoujWxq96yOfGR7SdXIsOvkd+kefQxF1RFxTOC1sCrTtMoT+E4TEUdoRgYz30emaxhVz1CdvUzgPcw1oM1RGj5G3/5nkVWDKPRpLt2kOnsJt7GURAmrOnq6SLowQLYnKXFym0tYd04+2ogCn8bCdZzaymBBNTJkukaQFZU4CrAqM1vGfW4dBSpRGDzEyInvYOZ6OwZr1bnLNBdvEnjJalamNNyeMA+iGlmGj75CHHos3fp00/IS3cwxfPRbBE6TmfO/IvRtevc+TdfwcWRFozRynNLwMeLQZ/L0T7CqM+R69zBw8EVUPU22e5RUoR+rMrVu37m+PYw99gOMbDcijrAbC1SnL2BVpwl9t1MW0zVynFShHz2VY+TEtwkDm+Vbn21xPNZC0U1Kw0cZPvZbaEYWqzpDc+kWTmOxbTBrkMr3k+3eReC1cOrrSb3bqHrTXKy8SdEYYCR3AhmZinfHeRdJokrdX2DJvkW0zdWKVL6foSPfwMh2IeIYuzG/cjxcC0lWUM0sqXxfclzzfSAEtblLWxJksqLRv/95Bg59LYmV9R1ayxNUZy8mJr1RiJ7Kk+/fR3HoCHoqT7o0zK6Tr3Hz4z/HqW9vkHtbVTdy9FuoRhqrOkNj8SZuY4koTIx8U4U+sl2j+G4jUSDdgcBtUpu7Sro42FF06eniNkoPJdKFITKlofZ+rIQk22QgtXj9Q1rlSVQ9jaqnUPU0ub59GOnChtvfC7Jdu9j91N8hU0rMbOMoxLMqNJfHsWvzneQMPV0g3VYOIqA+f21TNY+saPQfeIGBgy+tOofjSb+04TkskLmPcyiIWfRv0aeNYipJec6AsZdQBEy6F3Dj1j0n5ulSiiFjP2OpEyjtcrFIRMx514nZuZU8SZIxC/0gSVjlKZw7yXlJxmz7/WyFOAoI3BYiDlm+9RlaqsDA4ZcYPvkdAqeBXZ1ds71dnSVwm5i5HtKlQbzm7bTChwd3ts7M62eofrG1anS7EFFM5GytvEx1DbF84V2sthpGz5UYeOLbOyqOUBWD3sJBYhFQbU4RbGDG74gWYRxgSpmd++JHAK13Pk0SQIMQ53yS9BnVWwjfx2lZCD/Aev9zYtdHyWcS+b775brTyYZJ3/d/D2dyHG9+htyJx9F7B0AI3Nlpmuc+x19c29fI6QzZg0dJ7z+Imi0QORb2zWu0Lp8naiaElt4/SPfXv403N0Pl3TfW9YO5U0+RO3aK2odvY99c8eqRU2myB4+Q3n8YNVcgcmzsW1dpXVrZNwCKQvGZl9CKJaofvE1qZJTMoWOouTyRbdE8f5rWxRUjUeEHNH/zBc6Z68gZs6PACKtNNDNHcewE1sI4mb4xALRMnlQq/6USQrImE1o+ft1BxOBXbezpGmpaQzFVWpNVrOkasqag+BpBw2uvZ0pIsoSkSO0yEIGa0QktH2eugb3QxOzJJCUa2ySEcvlhTLPE3v2vtskLCV3PJO3cxLx/uwirZZZ+/iOCepX840/fs9H0l43Y93Enb1F5+w2ciZv35PElyxpR7FOrjyNJMtnMANXazTY5tNmHpI7qQXgB3vVJkOUvsW+Isd1ldC1HyiiiKSlSZheqouP5TTy/gaoYa+5pQ8timqV25UKIqqY6CiHbWUrK5rLDtOx5gtDBcSvYbgVNTeO4VVJGkZRRJJseQIgYy14kZXZRrd/CaauQHgYkWaJ0ahh7pkbQ9BBR3E7ndMju7cGaTEo2ZV3B6MogaTJqxiAOIoKag1ZI4czWUHMmQc1BUpPqjcWqwi9/GTC/ALavICkxkpqUDcVBlKQ6fwXQhntY+lc/ovnBBYQfouTSdP/xN8k8dYj0ib20PrwIQFhpsPA//SdiPyBuOogwQill6fmH3yZ9fC/GaD/OxXEAZEMndXQ37rUpyn/6K8LlOpIiI2dMJEMjLK9d5FDyacyDo7Q+vkjlP75B1LCRVAU5m0JS5DWkZ+rYXnIvn6L10SUqf/4mYbWJpCpknjhIzz/9LsVXn2HhX7zeKcGSDA1JU1j6Nz/FuzWHiATmviH6//nvk3n2KPVffUpseyj5DJmnDxPVWyz9278hqrVAlohbDl1//ArBUg3vVjLelHNpit9/ASWbYvFf/wTn4nhyPPIZev/Z9yl89xmci+O4V9fOieWUQerobsr/4dfY528hXB9JV5NxwD0q/R5JQkiSVXr3PE33rpPIioaIYxpLN5m9+AbN5fEk2vl2JyG1PVdUnXRhAK9VeSgeBXdvtETXyAkULQUipjp9nokvXidoJ9qs2rATWZvpSkz2AmeT6G27yq1Pf8jqmsN8/z72P/f3kZUsoWczff4XNBZvbtqsrcqB9HSB4aOvdFQ2zeVJps78lObSrTWr4bW5K5QnTzN87Nv0jD2GamQZPPIN7NpcW4WxHrJqoJoZJj78EY3FG4n012mSLgx2PG6iwGX63M9ZuPY+QsQ0l8fJdu+iOHgYRU+RKQ2vI4RUM9smP7oRIqI6c4Gpsz9LvE9Wtbk+d4XK5FlGH/9tigMHULQUg4e+TnPxFp61PXWBkeli5Ph30IwM89feY+Ha+/hOPfmetmpVQkbRDFQju2VJWhB71LxZat4cabWIIutcWP7VhtuKe4iwB8j37SVdSFZO7MYCtz7+S1qVqfW+MpKMJCuY2S5S+X6ai1snm2R7xjpkUOQ7zF3+DQvXPyAMnFXXtERl+hzF2SuMPf4DzFw32a5dDBx8icnTP96WQZ+Z62Hk2LdRjTQLV99j4fr7+PZts0DuOM6Zja9pIajNXqR//3MJIVgaIl0cvCshJCsqxaEjiZ+RELTK4ziNhU23byzeoLF0k0TPJSEpCvuf+/sY6RN3/Z1bQTUyDB15hUwxIYPCwKU8/gXzV9/FbS2vXHPQ9kuS0VM59EwJp7l5elm2Z6xDBm19Ds9vcA5fZPL0T7ZtslgNFlgMJtmlHGmXRuqMmkcpqL3Meteoh4tYUX3Dcp3bkJBJyTkKai8Dxl66tCGU9mNKCMGyP8WSv54kfiAI0fEZ01I5ZFVf9Zslcr276d79eKLu3CYi32HhyjvomQJdoycZeex7THz8wzV9T2DXqUycYfjEtxk48g0C18JanlhDsit6CjPXQ+jZeK3yRl91T2jdWub6v3h72yv4d0PkhVQ+Gceeqna8Re6EV1/C7Boi8l2EgHTvCKFno+e6EXFIYNUf+JkdRT51ayYxN9/ASDUioBovoKCSknI44qtZNHoYiKptZWoYES6uvUZuG0xHtWSMEboP19h7U8gyxsAwWqkHnniGqNUirFdRsnmKTz2HOTzCwut/TlhL+mslk6H7W98ne/AI3sIsQa2CksnS/cqrmMOjLP38dWLHJmo2kDSd7JETNM59QVhbub9kwyR39CRqvkBQr3VeV9IZur/5GtnDx/AW5ghq5WTf33gVc2SM5Z+9TmS3PQ4lCa3URWpsLyCRGttNUK0QWS3kdAYlu94IHklCzqXQeksgS4TlBlHDRlZ1hIhpLdwk3XvbYFlql+5+eXAWmmR3d9F1apjaxXlaUzWChos1VcOZa6AYKkYxTePaEoUjfRSP9FM9P0flzAxhy0MrpIjDGBEL9EIKr2Jjz9bxm14yAd2GX9ttKIqO59aYn/tiTTJWFPn43oOr2KJGncqbv8Cbm6X4/Ncwh3e1y/0fHQghCOtVGp9/Qv3TD4ka2yuBXA1Dz5FO95JO9SBEhKoYLC6f3/wDkoR5dB+x5eDfmkHpLpB75RmUXIbWO5/j3Zj6EuZREoaWR1F0ZFkjmxkgDJ12Hx5gGkVU1Vxjpen6DTLpPsLQJYgcgshBQkpIHy2NaRTwghZCxISRi6qYmHqeMHIJIxch8gShje2WsZ1lXL9GHIf4gUUcPzzTZdlUMfvzuIstSqd6CJoeiq7QsDxkVUZWE5W3rCmYA3kUQ0XEMV7ZIruvh9RAnjiI0Isp9EIKxVCRFAl9TzfjN8towwZdw+DMN9HyJoqpYk1UcOa+GiVoMF/BuTTRUbNEDYvWRxfJPHsEc/8I1mdXk2dTFBPMr52PRZUm3o1Z0sf2ouRWqhKEH+DPLJE6MEL22aNYp68RzJWJ6huLHmLbI5gvkzo0SubpwzjnbxEsVomqd8y3ZYn0qX0gy7TeP98paRNRjHN5gmB6CWPPEGp3nnCplrwXRtjnbuFeXVlY8+fKeBMLmHsHkXQdbA9JV1HSJpHlJmQQQCwIlmtIsoySTXV8h9SuXEKWfXIZ5/KqY1dtYn16mewzhzH2DeHemFnrOSRJOBfHsT6/2vnM7ef+veKRJISMTIm+vc+gaCZCCFrlCSa/+NHGShqRmNZFvkNz6cuN7lwNRTUTnxxJIgoD6vNXCdyNBp0iqREO3G2VZNypwNno3/ebclIcPEyuZzeSJOHbdWYvvpFMdtdlriexzbMXf42Z7SLbs5tUroeePU9hVWc3/H5JkrAq00kpXHt/bquMVZkmlU8IqMBpUJk+3yFy4jCgVZ6iOJh4NOjt8r5Ve6Vr+BjZdpvt6gLT53+B21wv8xQixmksMHvxDTLFQfR0ATPXQ9euE3f1W7kNPZUn1tPMX32XmfO/JLrTnFqQZJn4NqG/XSZW0PCXyGjFdWUN94PbZYOymqymtZYnEkJjo/IWESedXH0hSVTYesf07X0Gzcwl0trp88xfe28DciAp0ajNXSKV72XXqdeQZJnS8DGWbn6yLR+f5DgHzF95l+kLv1pvAr7N4+w0lmguj1MYOIiqpygMHGh7R22+4qWnC+T79rTvW5/6/DUCdytVHe1rp613ibhn5ct6SBQHj5Dv34ckJ3Gqy7c+ZfrcLzb+vSIxWvSsKt5WMeSSTN++Z1edw3NbnMNwg3N4vH0OtxdPHBMx5V4kqxQpqQMdc/SSNkBe7caJWjhxCzdu4sY2kQiIRYwsySiSii6lSCk5TDlDSs6jSiuSVyEEjXCZm84X+GInvWeSvqI+f42evU+T693L2NO/R2t5EiHiRJnWs4fQs++itlyPwGkwc/YXaKk8+YEDDB57hanTf0PUPqdCxCzf+IRUvo/iyFH2Pv/H2JUZfDshSFQzkwQo6GnmL/3mvgkhxVDQTIXIj4nDGMVIJkShGyJi0LOJl5RvBSi6jNI2VAzsEFmTifwoGbAKiIK1/Upk+0z98HSyIrkJISTrJvldR8gNHwBAS+eJfJfBp14ldFrMffqzHUkgM7Qcupam2pogDte2RUUnI+ew4iYg0CR92wrM/5wgyW2Bx0OqNjCGd1F99w1qH71L5NgoqTTd33yN3LGTmCNjtNqEUPboKXLHT1H74B3qn35AaLVQUimKz32NwhPP4k5PUP/0AyLbwr5xha6XXiG9ey+N0yuTiyQpqh/r2mWC6sq9kz16gtyJx6h9/B71Tz4gbDWTfT/7EoUnn8M9/hj1j99n9aKM3tNL1Gyw+OO/xF9eSkqtUmniYO2zRc6mKLz6LOnHDiCnDSRJInY83KtTtH51FhFHFMeOo2eKFPecItu/l8qNzx/Owd4EIohZfPdWR6HnzCcTJK+S9EuVD28iy+B6Amu61vlc7cJaFdPUjy50/r7dI7sL9+Zz5jpVRGGMVmsO29p8YQPahin3EbQhgoDW+dN4M1PkTj5O7rGnUAtFJFX9yhRDQiSGr5FtYV25SOP0p3jTk2uSiu4FjlshCCyqtZsIEWEaxa0/IMtkX3wM5/wNgukFsi89gT7ST1hrkvvWswQLy/fkPXI/aLRm0PUssYhw3CpR7CNLCn5gE0YOYeTRsubxVhGDlrPUJnZEh0A0jSJh6Hb84yQkHK9KHIfUm1MIYsLQJYx9gnYSWxDaxHGEEDHl2rXNk+t2CJEd4MzWQUqSOREgGypGTxatkEIruPi1xBdLzepIskzQdMnu7kYIgTNbR8+bGF1pvLKFPVMns6tEaPukBvPEXkjoBOT29dC8sYSsZVCzd7dFeWi/t2ER+2uv5WC5jggilGIWSVMS0kKR0fpKpI6MoQ/1IGdNJFVFH+5JzJJX3Z8iCKn85W8o/faLFF59mtyLx/EmFrA+uYxzaWJdmWNUtyj/+19R/O3nKf3u18i/8gTejVlaH17olKdBojxSSzmUXIrS779M4dVnOvuQVBl9tD9R1+bSK4RQEBIs3TH2juN2CZoEStLuqGXjzy6TOrqb1PG9eBPzSJpC+tR+YtdPyLD2XFQt5hK1z5ExBv+Pf7QmCEUtJuE6ajGXGFqvJoTimGCptqaU7H7xSBJChf4DGG0vlChwWLj2AdYGHjuPFCSgE38ooxqZr7pFW0KSVbp2neiYMDeWblJfuL4lUeI0lihPnSVdHELRDIoDB1jIdm+oqBBC4Fu1JAGpjShw2wobgSRJOM3lOya8At9ptNunrPM7UY0MxaEjKGpiDFqZPofb3HqSZNdmsaoz6OkCsqKR69nN0q1Ptz25c1vLLN74aD0Z9ABYsK+hSA8mh16N1bGbqp6+axrSdpApDpHtSWTtkW+zPPH5lkoREUfUF2/Qb9cxMiU0M0u2e9fGSqUN4DQWWbz50T0nwq1G4LWoz19N/HcUjUL/AebNd7ZUhOX7D6C1PawCp0F9/ipfdjmJqqcoDR9N1IUk99nCtffvgWTcGJnSENnuUQBC32Z54ou7nsPG4g38NedwtH0Ot3dMWlGNq/YnHEo/S1Ht7wy4FUkjq5bIiGLi80K8hkiTOv9bnwojhKARlbnmfEIjenCVzEZoLt5k9vyv6dn3FMWRYxRHjiGikNCzqM9dZfHq++x54e/dc9KX11xm5szP2fPcH9E19hi+XWP+8judVBXfrjH5+Y9wW2WKw0fI9e9DVnUkJOI4JPJt7Nr8fZNBkiyx75VhjKxOdbxBHMYMPd5LbarF/LllAjtkz8vDpLtMpj6aR0urDJzsQZYlLv14nOEnepk7W6Y4lsNr+CxeXH8viSDa8o4pX/yAypVP1rwmawZx4CVGnsHOlCiEkUsQ2UQbKDVNKU2XPIgpZdEkg2p0fyU6ciaDVijhL8xv6u8hp9LovX1487MI/y6edYaGubsPtZBGhBHu1DLB0soESDY1UgeG8CaXCOsP1h9Iukpq7wBBpUmwuLEKoXdApatX4crrXvcAAQAASURBVNp576GQQlGzQfPs50RWMnmLrBbOrWvkjj+GmsklEwBJInv4OGG9SvPiGcJmvbNt8/wZ8iefILV7L83zXxC7Ltb1KxSffpH0vkO0Ll8gdh0kVSW1ex+ybmBdubCStiLLyb4bdVoXzhA2aiv7vnCG3IknSI/tpXn2c2J3ZewiqRr1Lz7GnV4hx0N//bMq8/RRUsf2UP+bD/FuziBigTHaT+G7z5J6eh/l33xMcewEke+R6R2lNnEea/EBfOceBBvctKoKTz+tkU5JvP++j2U/2LNQljUU1UDTMomqVc8RhR5R5BHHIdXqTfoHHmNw8EkWF84SxyGaliaOQxqN6U4jg8BBkmTyhV3IsopA4Nj34LkmBEFlmeq7b2Jfv0r3d75Have+LT1BHwqEIA4DgvIy7tQEzbNf4M1OE3sP7tlzO11RagfYbAkJJNMgKtdQClnMg2M0fvYeUb1F8Y++jZwyHzoh5AVNvGCFQLTstYRg05q98yPEcYDjrn0GBeFKO5vW2nliy1k7N7lNIq3ezn2IpWKrUbs0D7HAW24lk31ZQoQxzkKjU9oVOQGVT5M+5rZptIiT1C1JkpBuSMSRQIQxQctDukziKSkEsqGSHiliz9Sxp+ubmq5/KdjovpKkNgm90q7MYwfo+qNvgBD4s2WieovYbSJnU6g9620Y/Il5lv6XH2PsHSTz5CHMA7tIn9yH9ekVKn/xFlFj1bwuThQ+3vQi5v5hMk8cxDwwQuapQzR+/RnVH7+/QqJI7fLJIFyzGiKiCPfKJGHdIrZX9fciUQlt/NtXbeb41H/1KfpQN/3/h79DMFdOiGhTp/HWF51yuNWfE2GYGMmvIoTCcp2wXMefWVoXCCGEWJ9Sdp94JAmhXN/eJLJXCOz6Qlu18minYkS+i2fVyHTtQlY0esYeTzxnlicQ20i3+rJh5nowcz2JMiLwaC7d2sZkXNCYv054yOqUSWV7xjYmhOIo8XJac94EUeAlr0lKEn1+x3ldHT95p5RaT+XIdo+22+zSKk/eVR0VRyF2fZ7S8FEkScLM96IZmW0RQkII6vNX1yXWPSiC2CVgZ0z7RBzhtSpEUYCi6uT69tKz+wmWbn7anvzf30Mh2zOKZuY66rGNTM/vROg28awqRqaEJEkdL5y7mfF2jvMWptzbgoipL1yjz34uSePLFMn37WXp1saEkKKZFPoPdLxhmuUJnMbOmwreDaqRIduTXNdCCKqzF7dW/mwT2e6xez6Hgdtacw7TnXO43dmhoB4uctn6gH3px+nShlFYWYmVpIT2YYPY73V7EoKYkHIwy03nC+rhMptdz6HvMH/pbRTdxLdqndfLE18kvnPL453X7Mo045/8ELex1Omb48Bj4fLbNOavYeZ7kVWdOPTxrSp2dZY4Cpg5+3MUVV+n/PTtOlOnf4oEG5YoWssT3Prwz0gV+glcC0mSUTSTdGkIqzLdURK1lsZJ5fuScj4k4tDDtxu4jcV7VifdhpHTyPSmOPsfrhEFMSNP99FcsLn+6ykQkO42iduqn8KuHOPvzpLtT1O+UcdadgickOKuLKmCztLl+7smV8cF30b32FHKlz9mJ8lXRVax/dqG16onHOrxMoHwCPDxxP1Ndoy+AXKPPUn5l39D1NpYDaH39tH1W6+y9PoPCZa36E9kicLLR+l+7UnCSpPYCaj+5vwaQkgtZRn4+19j/k/eJqxvT6m3GdR8mv6//zXq712i8ovTHHnM4MhjJl09Kp+9Z3Prqs93/yDP6D6d0x/afPiWzfL8DqfuVMtE7trrIfJcECKZ2CChpNKouTxKKkPX175J7K0aE+g6splGyeSQdYPYdQnrVeyb18geO4lWLOHNOyjpDJmDR/DmZ/HmVpTlSiqNkiugpDOUXvomseet2beSTqNkssiGsYYQEoGPv7SVgiVB6thurE8u0Xp/JW00XKwiGRqFV54hPlNh+fIHSfnkXaLEvyoYhkRvr4z6gGtWkiTT03uY3r4T6EYORTHasfEu83OfUV6+gutUuHnjlwyPPMu+A68BgjiOWFw4S7M505nUWq0FFubPMLzreeIoxLIWuHHtp/ec5qnkC2RPPobeN/DQyaDOhDyOEVFE2GzgTU/i3LqOMzWBv7y4Y1K8fG4XuewgAoEsKaiKwfjUb7ZuXxAiGRrGgTFi18ebmEv8WFQlkQn+F+woRJCc6+iOyfsanx8BkbtxnysAVk0lVxZikv3GQUzj8sKOlYM/CNRiDtnQ1pgDaD0FJFUhrLWSa0/XKHz3GWTTYOnf/hT73K3O/VD8nRcx9w6t37GA2PFwLozjXBxHG+im+L3nyH3tJPaFW1gfXbxje0HctLG/uIZ9+jr6aB/df/QK+W8+gX3uJu7VqSR5rNIgrFuU//xN3CvbtCTYJuEWLFQIK02ipo19+nqiDFqo4o3PIVapqMJqk9j1sM/epPynv9q+4mcHT/cjRwgpmomZ60n+IQRuY/HBJ4pfCgSVqTPk+/ehGRnSxSH2Pfv3qM5coDJ1Bru+SPgVmV1vhFS+r5OEFoUBdm17K6Zuq0zg2RiZLhTVaCczrXcHFSLeUFUjRNQJjQx9e91NdfsBL7VXClfvW08X0cxsu80+erpIrmf3lu2VZAV1VeKbqqeR1bslr91uTFJetZqkehTRWLyBXZsl253EzY8c/w6FgYMs3/osMWC3G/cwoU/UY6lcX8fUMQp9MqXhux4H1cisUSdpqXxCctzl+4SIsesLW3owbRdObQGrMoOZ7UZRdQqDhylPntlw36lCP5mu4UTWH0dUp85z95U1CUnVEDukaoCkbO120l5iFD/9wMdCklVS+d7OOYzv8xzqqRz3I9NvRMtcaL1Lv76HQWMfGaWIJhnbkugLIQiEhxXVmPdvsOCN33UCH4c+9dlL615vLY3TWhpf85rXquC11idFCRFjV2fWJ4zd/k1zVzd8PfJtKuNfbNo2IeJ17dDMHOmukcS/wKoReha+Xcepz7cJLQk9U0TRTBTNuG9CKPQiEFDcncOt+SBJhE7Uucy79uYxiwahFyKrMrtfGkIzVfxWiCRLLF6uMvb8AH4rxK3fm3rPKPZtmuaZHdxL+conO+pTIUkKXdkxys1bhHdELQd4VOOFBy7vdKcn8ZeXOh4zDwIlY5J/Yh/WuQmWfvgBQrCG/AAIlupM/j9/RNh48O9bDVmBr30ny9/8RYPv/3EB1xG0GhG3ribn+NN3beqVnScsRBje/ZxLcrufVdFK3esmzf7CLP7ifCeOWwQBrasXyZ18nPT+Q3jzs5jDo+hdPSz/+m/WElBS4uGY7Ltrg33Prdl3p91RtK1FSUmWN/RvEEGIrKhkB/eRHzqMU5nDXp7Ca5SJ7vPefliYn484dy6g1Xqwe0WImGrlJq3m+rGl77c629Rr49jWQtsvRiKOwiQefNXxDkObqYl3mJ/9rBNNfi9kkKSqmGN76X7lOxgjo8jbSB0TIiayLEQYIms6kpbEoiOvKmURiTpbxDHEEXEYIoIAEfjErktQr+EvLeDNTOIvLBC5TkI07qh6Q0KIiHpjkiB0kCWFTGaDxODViGP88Vny338ZSYLmbz4jblpo/V3J/jZTPzyi0HTIFxRqlWhDjq1vUKFZj3EeUPH2KEPskEpkJ6D1l0if2Euj1kJ4AUo+Tfa5oxDFeNdnEEGEnNGQ0yax4ya+PVEEsow+0kv62J72AsEKJFNHLWWJmk6i1oljwmoTf2YJJAklvXasIWdTKNkUUcMmdj0QgnC5TjBfxjwwgpxqbx8L7DPXyT51mNzLjxHVLcJKUlou6RpKNoUIo4630L0ifWwv+q4+yn/66yRRbJN7P6w0sM/cIHNqP/aZ67jXphNSSJGRUwZy2iRc3pnSsM3wyBFCmplDUZOJQxQFuK2Hn7yyU6jOXiZ97QP6D76IqqcwMkUGDr5Az+7HaSzepDZ3hfrclW2bGj9MaKl8Z7Io4hDfqW3rc0JEbcXMCJIso5k5ZFVbP9EU4q7qnXtbIZPaqoWkk9BTefY9+3fv4fMJFFXfdklVHAVrSt52ClmtBxC0go3LQAwlgyabWEF1Wz5DbnOJ2UtvMXrq+6TyvUkJ0tBhCv0HsKrT1OeuUpu7jFWd2dYxV1S9Q+ZAYlqd7/tv7uk3AptOBu9EHPrEvouEdA8Tto0jioSIqE6fp2vkGLKikSkNkyoMrDMnl2SFXM9ujEwJAKc+j1VNDOLUTB7FSBH5bvJfx0Ix08SBh5rJo2byWNM3kBWVyHlwWXXiPZZc16FnbeI9dm9QNGNnzqFqbovU2wi+cJjyLrLg36KkDVBQ+8gqJVJyDkNOodz2CBKCUAT4wsWJmrSiKrVwgWowv+N+QY8SNDNDujRMtmeM6tR58gP78awqvt1A0Ux69j6JJKuEbouFK+/e13eEbsTkB/OU9uRpGjbNOQtLWSHlquNNUkUD3wqxyy6ZvhRCCHIDaeyKi7XoYOR0Zj5buufH8NDT32uXha3/oJYp3tfvuRuiOETaQH0mpzOkDxwiWFrEHNuNpKg44zfxpqe4/cOMoRHMXWPIqRRRq4V99XKnpEg2U2RPPo6azxNUylgXzq2UeUgSxtAwqT37EWFAZNtsRaIqGZPck3tJ7R0gtX8QOa3T/YOniW2X6hvnEnIupVN4/hD6YBcA1V+fwZ+vdfZhDHeR2j+EfXWG7Kk9qDkTd2qZ1ulx4lUpQenDw2SOjSL8EG9m1VhKgOsKnng+jevELM4GhAE0ajGNWsTyQkj4FQmbY8cmdh0822L+h39KWL+7Ms1fmMWdmSJz8Ci1j98jc+goYaOOMzm+Ui4GxI5D5DhErsv8D/9kjQn1TsCfWiTz5GG8W3P4k/OJ8fJwL9kXT2Jfu0n5ozfQU3kyfbvJjxxGVlS8VoXG5CWCh7TwKSkqmYE9eI0yodMkN3wIe2mCyHNI944i6yatmYTsliQoFWVyWYlWS+A4Dzb2DgKLILgb4SUIApsg2PpZGkXeGuPp7UJSVXJPPEPXy99EK5S2pQwSYYh9/SqNzz8mtFqo2RxyKpUQQ6q6QgrFESKKEGGECHwix07Mzi2LsFFbo0ADMOQM3iaHVJV0QnHngo1EWsnjtT33Nmktlr2IEHGnr/X8u5gJx4LWO58T2w6x5eKcSSaqsetjvX/moZeL7TQMQ6JvQKHViIk2UMh87/czfPyuy8UzX83irp4qUujbR2P5FoXe/UlqcX2W+uL1zjxJVg1yXaOk8wMoqo7n1KktXCVwG4BE7+gT+E6d+tKK96xm5Ogde5Ly9Gk8u/aV/LaNECzVKLz6DMb+EaKGhT7UQ+roblqfXMI+n4QgxbaHe32G/Dceo+vvfhN/ciGJUd89kCzS2nfcO7v66PnHrxLWmoRLdUQYohRzpI/tIZgrrzF4Bkgd3U3X732NYK5CUGlAFKP2FEif3Id3YwZvYoWods7fovHm5xR/8ALGaD/+5AJCCJRsCm2gC/vMDcp/unEI0N0Q+wFyyqDw7acwD4wk5HGUkFnOhVsEC5VE+dR0qP7oPXr/q9fo+29+B/fKZJKMZqho3QUkQ2PxX/0If/LuStX7xSNHCCUT9vaATsQPZUL+sBCHHrOX38JpLNC3/3nSpSEU1UDV05SGj1HoP4B34Hlqs1dYnvgCp7F434bQD4rVxMg9+TgIscYAVFZ0ZFkl5s7Pi7vWsN5TjaskoWqrPIXEfa713oMxoYjjhyLrHs2fQoiYS5U3N3hXomSMMJI7xrnln+NF21s9rM1eInCbDBx4kXz/fjQzi6yo5Hp2kymN0Lv3KZrLEyzf+ozm8viWXjKSoqJoKyqq+61F3q7fihAxmmzSnRqj7Nz2U5AoGoPUvXliYmSSAVgsImRJodvcRdNfwo3Wkyet8iROY5FMaRgjWyLXuxu7OrNmRVHV00m6mCQnptizl/HbaX96vovQaWH2DqGms4R2C1nTUYw0fm0JxUiR6h8hcu0dIYRWK9ii0N8RpZQkK2ti0u/7HO6AdNwXDgv+LZb8SVRJR5V0FElBkuR2+ZiEpKkEgUtEgB/aWyaRbQfD/U+hqmkmZt7e8P1MqpeRwWdJmV1UateZnv+4HXv85SHwLOozlyiOHENWVJzafOfZJ+IIWVYJA5fGwo0H+p7yjTrlGxtPNq0lh2u/XCFLl66sTL5VU2H/t0Zozts0Fza+zpWMzugfPkFquMi1/89bBI2VfsWpzLJ86cMNvXYGnvg2O77QI0loirlh966k0xSee5Go2cSbnkTJ5en+9mtUfv1z3MlxANL7DyIZSRlS+uAhjOERyj//MbHrIsIAf2EOraub3MnHcW5c7RBCxsgoPa/9Nt7sNJFlkT5wGFnfQoWacKDEfuIVEPshseMROUHHSFJEMUG5iT5Youf7T2Gdn1xLCA120f93X8CdqRDWLIgF+WcPYox0s/TDDyEWZB/fQ/8fv4Q/VyOyXbInd2O0CSYBWM0IRYUvPnBwrKRv9NyYdEZmYERjYSYk8L/8xTgRhVjXLlF87mUyBw7TuniWyEsWDCRVTcq5fH9NSVfYbGDfuELhqefJHX8co38IZ2qcoLy44b5LL7T3feHMXfd9L2i+ewZtqJvef/aDFYNgRSZcqtF464t2fwdR4KHoKbRUljj06T/5CpXrn2Ev73CCIknpfaZ/D3EYELkW+ZGDePUlIs+htO9x4ijAKc8QuRaibaNx8IDG9evRAxNCa9qhG6i5QhJtHgZrjL6TDWTUfAFZMwBBUKsgggd7FsqGSeG5Fyk+/zLqRolwd0AIQVirUv/kfZqnPyO8j8QvGZVufRgYINR8JGRCkYyZM0oRL7bwYw9dNrm9sOXGLQw5QyusklbyBLGLrqSJRNAhijYnhCCfG8Hzm6iKQRQH2PbdS9/jpkXrrU/XvBZMLxDMLNxTUtxXjYNHNZ59OUUqLTE3E+L7gudeNjn2uIFjxbz5s+ReVlWJ5142MVMSb//S4egpncefNdE0iffetLly/uEx4Ea6yNDBb1DsP0zoW8iyRtfQccxMN/M3EgP7dL6f3rGniAIHEUfke/dT6NvP+JkfEfoWZq6X0uBRrPocoW8BEoW+ffTsOkVldotEua8AwUKFxq8/J/PkQdLH9xC7PtW/eofme+eIrfYYQQhqr79LVGmQPrmPzJMHCastmm+fwZ9ZovT9F4idlfGEP1/B+uwK5pExUsd2IykKUdOm+e5Zmh9cwJ9b6ynm3ZrDPnMDY98Q6ZHEHiWstaj95ANaH15cSf0i8QOq/vRD3PF5sk8fSUgpWSJqJGVezQ9Wjm9sOfizyyu/4/Y+YkFYaeDPljuePlJKR8mliZo22mB3W4FH4uGlKoTffIKlf/0TvJuJX5Z3c46F/+9fk336MKlje9AGuhB+SLBQwfr8KsFibc13xo5PMLdM1NgZAveRI4QkWe1MJAXAI1pnvRmiwGV54jT1heuURo5RGj5Grmc3alv6nyoMkioM0LXrBPPX32fp5icbeiw8bKxMxhLci/x29baSLCcS7w03vO/mbYjVsc+B16I2d+WeCUMRRwTO9qIYH9YjUZONLY53Yrib13vvyXhaxBGt5QluVmfJ9++ja9dJ8n37MTMlZEXFyHShp0sUBw9RmTrH3JW3N00akyQpiWFvw6nN01i+dc/kmG9Xt31dScgYSoaCMYgT1gEJQ82CL5FWi+S0HmRJoRWUyaglMno3VrDxynHgNqnNXiZdHESSFIqDhylPfLFGeZMuDpApJjXKvtOgPn+tQ84GdoPQbiVJFnYSYSqrGqHVaEeBzqGX+nEX15se3g/WxJmLeEf80iRJXqOEc2pz7XN4b/v2rCpCIlkRvcfP3gnZTIGmE0QRoQIg2qaJIdnBUfy5G6hGDho+eqoIcYyim4Sufc+r54aeR9ezm75vu2UmZt5ldOgFTKO4oarkYUPVTHID+zqkW6o4iCTLOI1ksiYAt7G0skDyJSN0I268OQOITS9JRVcpnBgmM9aFrK8dTiyde2fTZ1v15pkdLpsATUmhqelN35d1ncbVSzQ/+wTZNOh+9QekDx/Fm5tBBAHVd99qd/qC1N79dH3rVSTDANdFhCHuxC2UTAa9f2DVThWyR08QLC1R+dXPiT2XwnMvkT1+ctN2RC2X+ruXsLtzpA8N0zo7QfnH7YlZ+5gIP6R1Zpyg0qL0jeMb/x5Dx74yw/KPPkGEMX1/9ALZE7upvXGO2Avp+uZJvJkKM//iZyAg//R+Bv/r3wKgUFTIZBWCQPDYsyn6h1R+8Z+aTN4IGNkdcPLpFB9ZFuXFr2b81Tj9GcbgCN3f+A6pPfsJlhdBVlCzObTuHuqfvEfz3OmVDwiBdeUi+cefofjsi8iajnXl4oapTc2zn2EODtP9jW+T3rM/8QaS5ZV9f/oBzbP3l/wVLtVY/rc/xTw8hj7SiyTJ+LNLOBfHkQKJ/hPfQM+WCF2L+uQF7KUp4sgnP3yQ/K4jD4UQ2gxqOp+kWroeRq4L27WIY1iYj8hlJaI7SQFJQu/uI/a9jnLuXqB19VB8+iXMoRFE4DP5v/4Pa96XDZPCyadIje3DHNrFzJ/8LzhT958cLOk6hedeovTSK8imedfthRD4SwuUf/lTrCuX7nvuIUkSumwiSTIpsgTCRxcmjXCZSISEIiCndSEho0smy8E0ppxFl1MIJe6kcxpyOgkXECGaZOCz+VhXVUzShR40NUXcjp1vNKc33X6Lg/C3pSCjg2uXAlqNmO/9YRZVlSh2yTz+nMmf/KsG+w7qfOPVNLIMjz1tIIAf/ccWuinx2u9lmbgZoOnwtd9Kc+X8w7UmkSSZVmWS+ZvvAxJDB16me+Qk1bmLeHYVqzbLzc//EhGHCKDQu499T/4RmpEl9C2qsxcoPfGHpAsDNJZuJEmwA0dpLN3Ef4TUQZDcA87lCcLPpiga/Sy5E0nYwx3P/LDcoPr6e1R//D6349eJYxAw/z/+cA0xGTdtqq+/B7e3hU7J5kYEZrhUo/rnv6FkDGFHDZyo2dm2oPUh60NU/ZUxvHB97M+vYp++TkrL022MoKHi+IsE7grB2vroEq1Pr6wzchauT/k/vJFwvFEMikzuhRN0/cHXqf7VO1ifXyVul3vJukrmiYN0/fE3ST9+oEMIIQTB7PLaY3L7d7aPy2q4VyaZ+e/+3Y7MGeARJITiyO9MWiSk7fu9PCTcaWy8PQgCt8ni9Q+pzlwkUxyiOHSY4uBh9HQBSVYxst2MHP8OeqrA7IVfP3Ci0L0iDn2EiDqpPrKqsU7ksyGkTqkZJGVVX47KSazxJArcFrOX3sKp319azKMLCVXW2Y7p7kaIo4Da7GUai7dIF/rJ9+2jNHK84xml6ml69zyNni4y8fnrmxiCx2tUKq3qNJOnf/xQvZQkJHJ6LwJB018kFgJTzSVEkZxBlhSQpIQwCmqE8ebS8TgKaCzeoHfPU+jpAtmuXZi5vlWEkERx6AiypieRnvWFJEmrjaBeaf+3TFBfX9YnaTqB1STynDWk6v1itTpPktUdSYkTcXTHOZxh8oufEEcbn0M5nULt7UW4bjIJjmOiloVs6Bh7xhB+u19WZPzpWbjHeFxJVjC7BvCbFcxSPwiBliniNZYRUUDku8S+i1YaQMRxu98XpHt24dWXNiSEZFlFUQxkSUGIJFo2XhUlLiGhKiaKohHHEUHocPuJKkSM77cIQgdNTa3btyLrKIqBJEEY+fdVqrAVQt+hPP4FsqoT+Q6Ba9FcbEupAx+z0IfXqiCikPzAAezKxr5GDxviLivFkiKjpnQ2kuWsIYMkGVlRk2tSCOyF8Z1tKBDFPlHsbzmh8RfnQcTEnoe/OI85ujvxBIsizNHdpPbsS0yNi0WUbG69yvHOObIsoXV3405NdlQliQfNsa0be3sQK1b9f7PtNnkrbFjYl6Y6xpT+bIXcqd3IKQPJ1DCGu1n+8ScdM1N3cqljWN3dr+A6Mb/4T00OHDMY3ZeMs+xWzK/++iF4HQpB2Gok6WJ3+gaGIWHzdnmNaP+2Gks/+2uyR0+S2X8Y88TjiFgQWU2c8Rtr0r5uw68s44zfIHMgMZN2psY3bErYqLP089eTfR84TO7EYwn532rijN9cu2+RlJmFjfq2F0Ri28U5fxP38mSiBgsihO+j6Gm8xjLVW2fxm5U14ya7Mkf8kGr0NrsdsgN7COxkkcMsDWAvz2AYMZIMrZZY18XLmk7hieewx6/fFyHkLc6x9KsfUXzqRbIHDq97P3Zsqh++jT1+g6E//Cf3Y123qrEyuROPU3zuayip9f37nRBC4M3NsvzTv8KZvPVAix+xCFn2pzvNj1mZz9TCBWIREsQeAoGEhC9cfBwUqUkofBRJJSYmDBY722ylDoIkwj1llpCkZOwQbfKcvxskXSP7jaewP7lAVN3ewulXDSEgjNrdigTpjIznCmxLUF6OyBdlgkAwPKYwMxkSBALTlFA1WJgNuXoxpl59+P47UeDSqk53+pFmeYKu4ROY2W48u4osqxT69pMpDaNqKfRUAVVLdRaE3NYyTmOeQt8BWpVJzEw3RqbE0tTnX7q6ebvISAVGjeOUrUmirZ5xGxlhb+SJtNm2m0COZXrUEZbDSZyw1nm9z9iDJhtrCKEO4pgo8InlgP7UHkwyNLxFotuky+0LbiOs6jckTcU8uAvhB9gXbq3xIBKakvgURfGD/U7BjhnTwyNICEWB23lQSrKCZt5d5vnQIElt+er9I3Aa1JwGjcWbLFz/kJ6xx+nadRIz14OqGfTvf47W8gSVqbM71OjtIfRt4jhCVjQkSUHVM9sz75boGDsLIYgCd0dKXO4KwRpjVUVPoXzFZOG9wFAypNUiIKHLaQQxJWNk3Xa6YjKUOYwbNdZMbu8VcejRKk9iVWdYHv+c4tBhenY/QbZ7DFlRKPTvp//AC0ye+em6dLk4CtZM5vTUBhOjh4AgdpGQ0ZQUQsTocoqUmkOSwIssZElFVhU0xUwIoi1gVaaxa3NoqTyKZlAcOkxzKZlw6+kC2e4xJElBxCG1ucv3FHcvAp/wNolzl3ZsB6vJYFU3O2bvD4I7z+HttLHNIKdSIGJEFKOYJko+h9xoIukasWWDoqAPDiB8n2BuYcOV960ghCD2XRTNJPJdJFnGb5YJrDogiKMQEJ1Rnd+qIskKXmOJcBNPpf6eE3QV9qEoOpIkU65dZ3bhM+I46Y9SZhd7dn2DlJnIdKfnPqJSv3v5la7lGBl8mkyqD1lScNwKU3Mf4ngPnvx2GyIOce9ItLMrKyu6kqKQyveipfO0lr+iWOrtQJaQU1sPIxQzTWH0GGbXIEtn30LEEVq6gFPZGYUdJLrKamuCmjS95eB4LYErdRRBxsgoXd96Fev8GexrV9C6eygWu7b75V8JYj8ibK30WyKOkxVFGSQUJF0l9laORRxEHXJo+lbAgWMR3/k7OVwn5t2fP9zAi9h1mPvzf5eUnN8RsR3V5pn5//1LIredNqbKiCgmrNeoffwejS8+QVIU1ExCEvuVFmIj8iSOWf7Fjym/+fOkFG+Lsq+wUaf2yfs0Tn/aJuBF4sEShGv2LaKQyntvUvvoHSJnG2pkVSF1eJT0qQNoA91IskSwWMU+ex3n4jjVWxsr40K7QcvZOLXugREnqlNFN1H0xCNMkmVS3cOoZgYRRei5Lmq3zrJvX0SpJNPbI3PtetunT5bRe/ow+odI7z0AIkZSkueeM3FjxWBdUdC7+9CKJRDgl5cIKktr2hE7NrG3+XGMfY/Itu45PexOmCOjlF78Okp2c5XoaoSNOpU3foYzcfOBlYsCgRdvXeof3kHwRASdfiQQ97744PtNfP/Brx9J1zD2jeKcvfbA+/pKIGBpISTwBM9/3aS3X+XKeY+x/Rpv/NRmeFTluZdTvPMrm4kbAdm8jG0LwuDhd+LiDl/VKHST7lrWkBWNwf0vUug/RGXmHM3lcYx0iVzXaGf7MHCpzl+mf+9zLBo5Cn0HiAKXZvkRHh98xQiFz43mJ0T3EKoD4Mc2C+5NMmrprnONzSDCCH96ieyzRyh9/3ns87cQXoCkKWhDPWSfOZIkj517MEuAncQjRwj5TpPAszGFSFaVcz1IsroDKpQ7VuG2YSwnyUon/edBEUc+Tn2e6XO/oLl0i9HHf0Aq34+iGnTtOkFl6hxf5sjSaS4RBS6qZiIpKmauB7t29wG6qqc7JJ2Iw2QV+0sp6xO4zTJxFCArGpqZQ08XofxgUbxfFvJ6H/uKz6LLaQwlKWs42fvdddspkgoIbtY/xY8fvJRQxIkJ+OKNj2gs3mTkxKt0j55CkhWKQ4dZuPYeTmOtz0IU+ritCiKOkWQZI9udTOS38B16UPixQ62VPNiEiJGQqbhTCBFjBTVoZ9NZQYWUmscLLfxoc1Vd6NvUF66R69uLrGjk+/ahGhlCz2orhpKaYs9OysW+SnhWpXNdq3oGI11iM9Ps7SIKfVxr5Rya2W4UPbVh8h9A1LKIbaedriMIK5WkDbJE7DhIikpUbyCiEOHfx+qjiLGX7y5hb0xfXvPvYFWE/J2w7CVsp0wQ2hRyo+wafI5K9Rq2m6i6NDVNvTnN3OIX9HUfZ9fQczRaM+sSqFZDllWG+p/E0PNMzLyLIGbXwPMMDzzDzak3OmTTw0Zg11m++endN7xXyBKyunPkrmJqbYXQ5ijuPome78Ys9qIYKeLAp+vQ08x8+PoOlo21J/R3mUgag0N4M9PIpokxOERQXkIEIUb/AEQRjc8+BgFadw+yccdiUCf5kk6ZtIgFQXkJva8fOZ0h9lyMgaHOhPnhYnNlUewFRJaL1rOyoKakdORUou71XMHP/uIhERCbIN7Ab03WFXL7u2lcXSQzWiBsemRGSzjzDezpGogYo1tHUmQkREIKxTpGV4nQ8pF1hdD2UTM69kw9URn525xQRxFxdPdnrPA9om3uM/3YAbr/7jcJyw386UVEFKENdNP9j75L9a/epvXuFgt/O1xCeRtxFGAvT5PfdYTcyCG8xhKSrCDimLnPfk7kWgw88W20VI5r15YRAvr6FGy7rWxRVMyBEVJje9FyBYz+IWQjWbTwFmaJbAtJUckdO0X+5JPEQdC5/qsf/Ab71pf7fJXTGYrPvYTW07etVMvY96l//D729c0TgP62IL23jzgIcafWm6WrAz0Ye0ewP7uACEKyLz6OnF1bYiubBtpg95fV3B2DBJ3hku/Bz/7K4uAxnVvXfC6c9ZmaCFleiLhw2mNsn0YYwU9/aHH4hI5pSl+KM4msKGhGpvNvzcwi4pgwcBKf2cEjVGYvMn/jfYSIKPQdWGPdAIJGeZzesSfpGjpGrns3jfI4UfBo+ewKzyf2V8rDJEmmZAxR0PoAiYo/Q8WbaQfmSOS0bvqM3aiygRVWWXBuEohkjJZVuyho/TSCZXrMXehyirI3TdmbJKt2kdN6aQVlesxRNNmk7E1R9qYQCHqMUXqMUSQkZp0r1IPV8xyBImkMpQ6R07pxI4t55xpevPKMSsYSG/cHmmzQa+whp3UTxj5L3jiNYHnt9mFE8+0zSKpM5olDZJ48BJKEiGKiWhP3yhTN98/jjT86VS6PHCEk4hC7NkuudzeSJJEqDJAu9GNtEgW8/f2uLYNRtdRKzeImMLPdaMb2Vhi23Q4RUZu/Sm7mIma2p0PGbHf+t27Au40H3kZwGosEThM9VUBRDbI9o1Smz931gZjtHkXVk4dIFLgPfF7uBb5Tx2kskSkNIcsK+f59bXXHox0LD1Bxp7GX6xT0fnYXnkBCYcm5sz5eEMUhDX+RijtNfI+s9t3gNpdYuvkxhYEDaEYGI13cWI0iYuzaDGHgoBkZNCNDrm8v5fH781XYDqLYb3sHrWrvJiumd263GWpzl+k/8AJmthsj20W2Z4zG/DWyPbtR9TRCCOrzV7edsPewELjNznUtyTKF/v1UZs4/mLeYiLGrsyvn0MyQ691DeWLjeHTheZ3uJ1zeOP3uUYNlL2IYBVTFRMQhiqKjKCvkhOUssVy9QhwHxHFEqbCbTLqPenNzEllTU3QX91Gp30SR25Nnv0ExP4ampvD8ryh6aYeQ29/Lrj98Ysf2p6R0tGKKsLV5H2yW+ihf+QT50DNA8tx4UOXt/UBEMelDR1AyWZRsDiWXp/7xBx3DaI6fovjyK4gwwugfXGNoqxaKGLvGSI3tQS0UyBw5jr84jzs9RevieXq++wO6futV4lYLrbfvvp/LHSgyiqmj5FJIioySNVByKWIv6JSIbYWwZmFfmSH/1H6s85PEbkD2sT1o3TuzwLVTiIMkoUnWZFKDeZy4nhjgt8chiq6SHirQGq+gpnUUUyM1kCc9UsSvOkiqhLdsYfRm8ZatNYqorwLZp49gn79J7fV3iZ0k6lgydPLffJLsM0dpfXB+83KDhwUhsOZv4dWWQJaJPAsRRSydfzt5xgjB4rm3iUOf3i6Z/QdUBgcU3nzLw3VjRODTvHQWd3aS1PAY9TOfYl29ACRkCoDW3Uv+sWeof/5hQgBJEl0vfYvi0y/iLc0Ttb488jE1tofMoWPb8l5LSsVmaJ757J5Vr6uh67BnTMPQJaZmQqq1mN4emZQpUyrKLJcjLFuQy0oUCzItSzA5HWLoEnvGVCQJbk2EKAoU8jKFvIzjCiamwjWle5Iio/cXkFUFb6mOrKqoxTSxGxBUW+i9eWI/ILJ8Iscndlb6ZSWfQd89hHPmCiKKyb78JCKKEaueaZKmIGc292F71KCqMDSqsnufhu8JvHaE2+J8xOL8yvjp+qWV33jhdHJMapWYD3/z8BY574SimpQGj+I5Sflp99AJfLeB01hAkhXCwEUzMujpIoqq0z1yElleO0X37RrN8gQ9o4+DEMxc3SiY5h6xVcny3XBH6IjwAub/X38BsSBq2qB2oUkGg+YBqsEchpzhQO4ZLkS/oRkuk9d6OJB7jmawhB3W6TZ2kVaLXG98REyEoWQYSh8iH/RihVUckSjJBQJTyTKcPkwrKGOFNUIRtN9JfkszKCNLKrszj5Hy5+4ghKCg9eFGTZyoSbexC1PJcrXxwV2TnWUUxjKPkVJy1Pw5UkqeQ7kXuNx4l2a4duwc1VvUfvwBjbdOJx6Lbc4hDkJi20O4j9bc9ZEjhCCZyPXufRpF1TFzPZR2ncBpLD5QaVIcBWtKjtLFwSQda9N9ShQHD6Hod68/vmeImNCzV8gdkXzfdhihOAw6n5NkZdvR3nci8h1q81fIdI0gKyr53n2Y2R7c5ubpBLJqUBw+ito+Jm5z+UstZwicBo35a6QL/YnCZfAwy+Nf0Foe/9LacL+IRIAVVLCCCnmjD1U2uFp958tvR+AmBJqR2TLivbl4C69ZRtXTSQT2rlM05q4SeA+3tGAn4Vk1Gos32sRuhlzPbpz6Ivn+fUnigO9QX7hKFOysP8y9InBbNBavky4OIEky+YED5LrHqM1dvvuHt0Bz8SZea+Ucdo+eojF/7Ss9hxIyD+q7JBAois6uwefJpHvx/SaKoqMqBquNJ6LI7yh6gjBZ+VHVrcvxJElF0zKU8rvJpHo6r9caE8T3sIwo5zKYh/ah9vciaWsfs1GtgfXBZwivPRhQFIz9u9HHhpF0nbjRxL16k3BhecdXrI2+HAO/dWRH9wlsSQj5Vp3s0D5UM4OR7yE3cpjQbnz5pVYSND79CCWTI3JsGp9+hDebLGi4kxNU3voV5vAIsetSffvXaN09nbIjOZVC7+klslq0zp5GNgy0rm78+Tm8mSmWfvLXpHbvQQQBzfNn0PsGiKztJURuhPT+QXp++2nUQhq1kKb3d5+l+OIRGp/doPb2hbt+Xvgh5Z99zsA//ga7/tvfJqxZuFPL+PM7V/a4IxBgz9QJbR9rvIIIY5zZOrGf3GtxEOIuNFF0lTiMCJoeQgiaN8uJQkiTib2QyH00PDQkVcG/Nbc2wcYP8cbnMA/uSuYDX0G7RByt82GLPHvd38tlKBQjNBX8VQlzIvCJPa9dVuevK/tLje5ByxVI7dqD0ZuYrmuFLvTuXtRM7ssjhCSJ3MknkLZK+VsFEYZY1y4T1u7/vpCAr7+YYu+YimFIWHbMv/8zi++8kubAXpWbEyGXrwbkshLf+nqKazcCJqZDFhYjfvu1NAN9CooCE5Mhi0sx3381zdUbPjNzEbNzEWG4ch4kRcYcKmGOdOFOLqN151BMDevGAkHdBgSpkW70njz1z2+tIYS8qxN41yaTZ4qqEDVaVP70b4iWa51t5FyG7n/62/d9LL5sqJrE6B6NfFHmnV87tBrbKDVUZJTsilJHCEHcsh56sloU+kiyyu4TP0gU96HH9OVfEwYOSDKL458weOBr7CsMEkcBnlXBbt7p8Smozl2kb/fTNCuTeNZ6Jdi9QsTx/afQ3umxK8QarxxIPLVmnEsse1Pocoqc2kVO66YZLjNgHsCNmlxvfkpMSNWf5Wjh6+S1XmpBopzR5RSL3i3K3nrDfV02WXBvUvHXCxO82KLmzxGk1/uVgYQV1Ri3zhDELq2gwv7cM6TVAla4dV+Q03oo6QNcqr9DK6ygSSbHit+gxxyl2Vq/mCqCkKjafMDc3C8HjyQhZFWmaSxcpzh0GFlW6N/7LIHTYHn88y3LVmQlqcUMA5c7XbdD38FpLJLtSZRHxcFDLE98gVXZINVBksn17qZ79LE1BspbQdFTqJpJ4Fl3VaxoZo5cz1jHsNptLm174B+4zY7fiaKnyHaPUZu9cl8ldZXJs/SMPo6R7SJdHKT/wAvMXnyDwF3/8JYVje5dJ+gaPoYkK8RRwPL4F0ln9iUhjgLKU2coDh/GzPVhpEuMHP82U2d+il2b26JcQEoMlY0UgdPa1Fj3y0LDWyStFXdkX5KsoKeLRL6TnIstriNZ0ch2j6KZySqxb9U2vZ8Cr8XyxOekigMoqk5+4ACDh7/O/NV38Z3NFTqSJKMaGSRFJbDrD+wFgCwhGTpEMXIuDQKUfJpg/nbHu4pIbfvPCD8xlo1Dn9rsJbp3nULRDHI9YziNRVL5PoQQ2LU5WuUvL9VlM8RRQGXqPKWhoxjZbjQzy/DxbxNFAa3liS3v7dsKr43OY+C1WB7/gnRhEFnVKAwcYPDwy+1zuLlhpCQpqEb6gc6hjEJKyVFQe8krvaSVPJqk33c99mrYUYMZdYru0gGu3voplrNIJtVLqbBnzXaqaqAoOlHko2uJ0jMMt+6vhAgJAov55XMslS90BkoCsW2jTrW/l+Lvv4ba30NUrSMpMtrwAHLKxLs1hXP2UmdbpZgn/9o3MY/sTzxg2v4e2Zefo/nrd7E+Pr2jpoHJbxREboC3uAOeE6qC2b+16qR6/QtK+x5DTeXoOvQMbnWe8pWP+bKnxknsbBXrYhIhKyFTVHppRVUEENyawL91i8RpSCJaKGPKKSTZwJqfw5+f23Tf/twM/tzKoDRY3DjBcTXCusXM//xzImstIb278BStSo2lv/pow8+IMKZ1cQrvf6jiL630xa3T47jji/iLyb3tz1aZ/Ze/QC1lIBIElSZKxiByHq1VSbd9HdobJOWISGBNPmIk1h2QNBVJTfo1b2IeY98wzuUJYjvpk+WUQerIGN71acQ9GKJ+FVAUGBlW6OqS0bYfcoqaziJETOx77bJj8OamsW9dI7S+vAUIvW8AY2h429uLwMe5dR0AVUq86GIRJelexMjIIElktW5q3saWCqmUxLdeNkmlJJpNgefJyErSz167GfLv/zz5/d962WR2PuJP/tLC8wRdJZkDezX+3Z+1aDRj/s//vMAv33JYXI7487+yaLbWXytqIY3RX0AxNPTePK1LM+Qf242WTyV+NIZG/rExFn/yBUF5g+N+e3wYx1gfnCVuri3jFEFAuFzb8WfOnZCQURQt8dURSbKaJMkIESXluEK01RQxiqwnz984aKcjJ08OISICX+H9N0NkSSYWYGgFZFnDdpc3/W45ZZI6eQi1r5uoWkfOpGm+9RFx8/4J/O0gjnwWxz8h9C0kWSX0bXy33X+LmMrseazqNIpmEIUBgddEM7LrxtuBb7ctEa7ec8ryRhBReN8m6ttJ74tESDNIiKtYRIQiQJUSwjat5qn7i8QkY1w7rCOISauFDiEUCp9WsDHxFQifVnh/pJgf2QRx0kdbbcNpU8nelRBKKTnSapGD+Rc6fYWpZO+7HY8SHklCKHCbzF3+Dal8H0a2G9XMsuvka2S6dlGbuYjTWEzMp0WMohpoZhYjUyJdGkaSZWYvvrmO1IhDj/rCdbpGTqAaacxcD6Onvsfc5d/QqkwRejayoqKnC+T79tO//3lShX7i0N+WCiffu4ehI69g1eZolSdxG4t4do3QtxFR2Jkopwr99Iw9TmHwUPLQiQKqMxfY7uA49B1a5SnMXBJp2rP7CbxWherMhU6KkqxoKJqBopn4dm1TFZTTWGD28luMnvoeqp6ib99zKJrB8q3PsGtzhIGLrKiY2W5Kw8fo3/88qpFBiJjqzEUq02e/9JrrVnmS+WvvM3rye8iqTmHgIJqRYenWZ7TKE/huMznesoqqm2ipAqlcD9nuXRiZLm5+/BcbJmvdCxRZpye3j5a7hO2Vt1TabIR5+xryDpk0a2aOvU//AWHg0Vy8gV2fx7OqCXEYJUaFimZiZEsUBw7Rf/BFZFlGxHFSLrWFkfjyxBdke8bo3nUKWdEYOPQSZq6H8uRZ7PpcxwxZVjRUI4ORKpAq9JPv24tv15n44kcPnJ6nFHNoAz0gBEohS9RooXYVUEt55LSJiGJi1yOqJgbIkq7iXploy/IFVmWmXYK6h3RxkO7RU8hK4knWvIe4TkmS0VI5FNXoEM+yqiOrBnqq0NnOyJQoDh8lDrzE2DkKkhSt0CdwmsmAZwM0l8dZvPkxw8d+C6VN3O179u+ydOszmos38O1assIkySi6iW7mMXM9ZLtHaS5PsHjzow3vxeWJz9vn8CSyojNw6GurzuH8JudwgHzfHny7xsQXP77nc2hIaXaZRxg09mPK2TWKoO14OtwNEjKChMhTFQPTKNJTOoSmrS3vzaT76Os+TstaYKD3BEHo0LIT2bAsKahaqp0mpqNpKYQfE4QOy9Ur9JYO4Xk1XL+JrmUIQ4+mtQ0TZFUl/eRxzEN7qfzpX2N/egYkmcxzj1P4nW/jnr9C8xdvJ+dKlsm8/CyZF56k+Yu3ab3zMbFlow32kf/Bt8h//1uE1Tre5esPfMzuRO3MNBf/Hz974P2YA3lO/ne/u2V5Rmg3qFz5hMbkpfagP+5MGncSiiZx4NkSvbvTTJ5tMHF265QcQYwsKehyClPOIKPiCwcFFQkJRdZwogYS60lMXUkTRE6n75eQMdU8btjo/Pdu0nMRxfiz6wefpprDtqo4S5sTULHt4dlriaTIcomstcRwWLMIaysTnaj15ZVI/OeCzDNHSJ/cD4BkaKQOj2EeGCFYqIAAtbeI1t9F7Sfv85U5kG8T2azExGTEwmKMt044u3nbI8cmarWof/4RQXXzyfjDhjE4jJLJbvs5E7tuRx3UkxpDlU0i4QMSbthAVzI0/SVUeXN2LI7BtgU//rnNB594aKqE6wniGFrW2j6g0YiJ20qU28ofXYNMWkpKwwQ0mvGmVYV6dxYlaxK273NJkQkbNsZgEeWKQeyFVN6+jDFUwpiv423QvySNFtifrlcaCten/vpbxA+5lCWd6iGfGcT1GyiKnngoygqSpKIqOlEcJDYCbg1FVhEiJmWWUOSESPADKwmd8Jvoahpdz7VLw0OiyNuSEIpbNs75q5hH9uFPzWEc2LOt8sKdQBz5OM3FDd8TcYRr3VFytMFCX7F3P1Hg0Fi6wU70JyKM2sbz4p5LndVs7q7WKwKxKiBHrJkvxW0y8DaS+1ZaswgpRLzpHCvxDbxPdVNbrS4QnTZsZ/FTIPAjm3Hr9Jq0Y38bfnSPOh5JQgiguTTO9PlfMnL82xjZLlQ9Re+epygNHelMdoUQyIqKoploRgZZNWgs3tg0trk2d5na/BW6dp3seNCY+T58q9qW88moehojU0JRdZpL41i1GQYOvLSNB4yEmesl27Ob3t1PELgtQt8mCr3E2FWS2pPHfDKBlCSiKGB5/PN7MrWNQ5/liS/I9+9HM3MY6SK7Tr1G796nO52HJCsdZdPNj/7jOtPg2xBxRHniC8xMib79z6FoKXp3P0mh/0B7App00mqbcJMVDSFiWkvjTJ//1aoY7y8Xy+Ofo5t5+vY/h6qnSZeG2ZXvI3AahIGLiCMkWUZWdFQ9haqnkRUVdwM53/1AiJhYhPQVDiIh03DmaLpL+KG16YR/NWIRdtSpEnJHNXG3aNHNoOpp8v0H2vdGi9CziEK3ndyUTPY1I4ueKbbPoaBVnmTh+oebmgxDkuo2ff6XyKpBof8AiqpRGjlOvn8fvtPoKOEkSUHWjPaxTiWJT5Nn7uu3rIOUGBuLICKqNRBBRDC7lKiFgNjxEJ5PMF9G6+9CThtImpo85ADPrtFYvEmmaxeKliLftxeQCD2b6uylLb54LfR0kT1P/wF6Ko8kK8k91o6IX+3DdJt4iuMQEUed/3t2jckvfrTpvYiIWbrxMZqRTcplNRMj08Xw0W8S7H06SQWMwqQfUTQUPZX0eYqGtwWplZzDX6CoOoX+A8iqRmnkBPn+/Xc/hxOnt318biOjFDmQeooefReypDxwedhmaDSnWa5eYXjgaaLIT/yCKpc7Aw8/aFGuXiOd6qa36xBxHDE5+x5R5CFLKgN9x+kuHcTQC8iSzP6xV6k3p5hd/IzF8hfIsmCw7wkkSSGKPRaXL9C0kstRNyR8X6DrEr4n1mYVaCpqXy+x4+Jdu9WOFI3xbkwgXB+1r6czgFIKOdKPH8e7MUHrnY+Iam1lx+QMjZ+9Rc///h+RfuI4/q3JlfKynYAQ+FVnTULV/SJsukS2j5rdfKUwO7SfroNPJfLy20k6rRqzH/+EnZwga6bCkz8Y4PHX+vnFvxhfQwiF9TpLr/8lfnlloiCjoEkmkRS1B4YRppQmED6KpKGgoMkpZGSkWFozKM0bA0QiIIw9NNnECqpk9C7csEFGL+FFrW0NLjNaFwPZgxhKFiesM1k/gyRJlFIjlFK7iEXIbPMSVlBGlQ36MwfJ6T3EImLBukrdmydv9FE0hhHEZLVu5q0rVN0ZZEljKHeEjNaFoWRwwwaTjdNIyAxmD6MraZr+IgvW9TUD278tSB86iqTIHcXXvSC1/yBKOk3rwrn7UkPIhoms6clkJIao1Z4MtBya750DJGRNIw4DwloL9/pMuyTlwcICHjb27FY5eFBlajpifHztcRFRhAhD1EIJOZVOvDB8D+IYZ/Im+ZNPkjl4hOb504goRNY0kGTCZr1DgEuykvQDkoSk6RDHSShJezIqKQqSpiFJEpKqIala8v52FAyShNbTg6xv30Yh9pPxOSRKBoSXqANjH1U2kJDQlTSabKJKOqFY3w+7nuD1n9m8+s0ULz1n8vkZjzfecbFsge2snGvHFbSsledFsyV48x2Hv/P9DLou8eu3HSwrptWK7yxw6MAeXyL2QkQUdZR+zmSZ1qVZgrpN6/JsojJVZMQdJVCSoSNnt2GBIYCHTAhJkkQUhwgRISGjqgYSK5PyKPIJQhfXr5FLD3aSRIPIQ0LghxZpsxtFVpEkmSjy2wS82Jb3ZtRoES5W0Ib6CecWie1HfzLfPXwSM9dLse8AldnzuPYOKVLiiMh1uN073Qu0rm4kSbrvHq0RLFLQ+0gpeYLYpagPIhDrvHjuD1JnDJooy+Q1izQpNU9G7cKNmpT0IWIi7GhlgTz5rNzWC8vc7rutsEoQe2iSSSNcTCwMJJUwXnvP6EqKYmqExda9meorqkl//ynCwMFxKsiySibTh++3qFZvYJhFioUxosgjinxULY2iGESRx8L86W3NQTfDI0sICRFRnjxD6FkMHHyJbM8Yqp5CM7Od2PN1n4kjQs/aNPUq8h1mLvwaWVYpDBxEVnWMdIH/P3v/HWXJmZ53gr8v7PUmvassb1AooOC70UB3s8l2bKpFK5GUGXFldkY7Wp2dc/astOes0R9zxpzVSDOrkWYkUcMZrUhJ1JAUTZPNdmh0Aw2g4Mvb9P56Fz6+b/+IrMzKyqyqzEIV0Gj2cw6Qt27ciBs34ovPPO/7Po+dKW75nIxCmivXWDz/TXTDYujQJ+5pcR75DoHTwrATvY6tYr03Hxex/tskgdOkNvc+y1e+t8cIvKK9eoOli99h9MRnsLN9G8K/t39PFHrbazxvQxx6LF36LmHgMHToOVK5AexsGTtb3vqtSiVpistXWLr0Em7rztHLh404cFm6+BKB02Tw0HNkSqPohoWeH9jx80opotDDaS4TRx88QipVRLV9g55fpz93gNHSKfpjh5azRLW9u8m1hk7BGqKUGiNtFAhil6nWGQDy1gB+3MOP753CqmSE162RLg4jNAM7W8LOlm5uXf97s90p4tCjvTbF0sXv4DTvfQ+99hqz7/w+I0dfoG/fKaxMCcPKbAiLbzsfpfCdJm5rdU+aK3dCXG8Tt3vJhHBDgGF98ijEpgBpLAkW1xDL1a3ikEommmQHn8HKJALqAN36PG7rDuTMDtB0k0xp9J6ug5puoOnb+yfdTKHdow8J/S4LF75F4DQZOPAU6dIomm7s+DzeRBwF9+w/vPYaM+/8PiPHXqBvYg/3sL16Vwvv22EIi4Opxxm09j+wDLg7IYpd5pZeRddMFCBliBD6Rjbk0loini0QpNIGmq4wrYCxCR3XVeipq1RaN7BTAtMStFsSw4wplmMmD8DK0lvMT71DPq+Ty0MsfIbHNFxHceKUyYX3Ak4+bnHxbEDv1tT+WCK7PYRlopeLxPVmcm3KRYRpIB1nI5pmDPaj57J4F64S35auHi6vITvdjVKz+AESQkolRM4DOVaclJ/djRAqTD5Ce/YineVb7FXlnR08HgZUGODNbdW7k8RUwrkkQrg+6cvpJRzZ2SDnb27bHqFUxDKgL72PSAaE0sfQLAzNSrLONHODkL8TTC3N/uKTtIMKy53LyT4qRBM6urCYab1Ff3qS8fxJrjd+gFQxnaBCw1ugZI8xljtJy1/B0rOM5I5xo/E6dXeecN1Fr5waI2uWmW6+yWThCULpEUmfyeJT+FGXNedG8n7ss+Y8+Cy0hw2jVEIY9zeFNQpFjHzhvhYzQjdIj+2ncPJJwkaVztRFem9vDS4IwyQ1NIa3toSKI6zyIFG3vUFsGPliorfRvXsW24eNCxdDlldiGo3tGUIyCOhevUjh0SdIje1DRSH1V75N2KgRVNdovvUqhdPPktl3EBmFaHYKd26axplEKzF37FHskXHS+w5gFsr0f/YLxL0e3SvnCetVrMFh8iceTwgnO0XxiedITx7EnZvGmbnBvayghK6jpzN7yvYQprURQK66c0mCxK0NQiTZCu1g7ZYsh+04eyHgxnSIrgt8XxFF8I3vOFuCBW++66NpwYZItFLw+ls+5y4GCAG9ngIB5y+FeP4d3AO9EGd667wlavaQYdKuotad5wKpRw9T+rmf3PxyIdAyKZAS6YcbpY/Rap3qr/8OcePhtc2es4bj1dZJc4Ft5tGEhhe0QbCe9ZGUk7V7S+sz2Fv6YaVw3IQ0uLWPTv7ugjxUybVWrk9Uaz6U33grQr9Ha+3aB5LYMFMFrFSBytzb1BbvbQC0F8TdTiKzsseSfqNYQs/liVrN+/reFe86WbPM0fwniKRP2iiw5k7TvUfZ1r2gC5MBez85s0xGLzJo78fUUjT8RTpRDYVEIJjMPoZCkTPKrHlTeHE3KSW3RiiawxStYQQa+7KnaIcVGv4S3ajBsnuN8fRx+u1xpIoxtRTT3XfoRnU0oZOzB7H0DBmzTMrIYxt5wtjFCZuYeoqMWSZWIU5QJ2v1IxCE0sMNW+iagW0XqKydQ9MM+vtP0GhMUSztJ5sbIZ0q0+ksYZgpRoafpFa/iq5bWGZms+zyPvFDSwhBsthtLl+m11gkP3SI/MABsuVxzHQBw0wEROPIJ3Q7eN0q3fo8nbXpLeLRt8NtrTD99u9RGjlOceQo6eIIpp1NVN4DB7e1SmvlKs3ly/i9BoaV4cbr/w5NN/G61aTecgd0G/NMv/275Pr3k+0bx86WsVIFNNNCCB0lI6LAxe/W6dXnaa9N0a3N3ZdQtowDVq+/htNapTx+kuLIAXQzj2FbxEFA6LsEvQZOc5nwDk5NtyIKHFaufJ/O2hTF0eMUBg+Syg2gmTYyjgjcFr36Aq2Vq3TWpu64AFVSUpl+i051FqVievXtNtONxYvrZTqCXmNxIzqzcR2rs1x/7d+CJgj8dqJiv4PYWxx5rN54nfbaDQrDh8kPHiJdGMLKldEMk9h1CIMefq+B21ymV1+k11i4a4kUJBklU2f+Q/JgyWhHFzVdMxktncI0MnhBk5nK60TSZ6R4koxdpu3e3UZQEwbj2ZMcKD6FrWfRhE4vbDLdfgtdGBwqPks3bDDdevOeWUOh32P+7NdpLF0i1zdBKj+YEB9mCk0zknTN0CdwWzjNZdprU3QqU3vK7vK7NebP/gn1hXMUho+Q658klevfIBRkFBB4HfxujV5jMbnWzcUNrasdj+k0mXrjt5MJl4zuTE4pBeHOz9y2VhFLVLx9MuA2llk9/zJKU0RxgFIKt7WMjJOa9I3oJAJNMzdsyYXQyWdG8IM2tsgw8/Z/JJ0qE0QOAoFhpNCEjh92k7RnGd2RQJFRgN+9d0QnDhyWr76SOBEOHSLfv590cRjTzqDpVhI9CzwCt4nTWqVbm6NTmbrn5MDv1ph//0+oz5+nMHz4zvfQadBrLtGrL+A0l5Lfc3OCrdTWv7eh35zYRgZJFeNLl05cw5VdYhXcd4rvTQQqKdVR26735utb7eGz+ZhSn8b+QxaukziRuE5Etx2QzgryeY2DRzVMSxD4NmGgqFVDoshn8pDFY0/bNOsmQsC1S8mkX8rkstzuLq6CAPfsJVKnjlP6xa/gX7oGCOxHjhB3ezhvb07khGUm2W9BsH2xIyUyCNc/s3WBUxzPsu+ZIVIlayPD22uHXPzDGeLw7pPhoNaj+oMp2lcejNWpkpLYuUMfJbRkwR3HiXZb6G/89g/aBh4U5LrUY3I2Me24tm1BsdOZtv1kgRjJJDIdxv7GRKwbVHeVHZQy8hiaTaU3hR9v9sdSxrT8RbpBFV0YTBaeQBMGUsXYeoaB9H5sI0faSMhpAfTCBg1vccui9WbmqVIRsQqJZZIdN5A+gBu1yFtDZMwyOatNxdF2t5B6iNBzebKPPoZZ7iNqt+mee4+408bo6yf36OPo2SxhvUb37LtI7xZCU9dJHzqCns7Qu3ges9xH5pFH0SwL58Y1vLkZiGOMYon8E0+DrqGl0sgNbZuteYwWKSSSiK0kbJocDh1UHNObvoLVN0Bv+hp6JotVGsTqHyZsNYi6LYxMDjNXxl1cwCyUKT32SfzqCt3rFwFF6fFPAIr2lbMITSM1PEHkdPFWFsgeOJY43zUq+GsfbuDN92F5eed2oOKQ5puv4C3MoGdzqDAkdp31bRHtc+/gLS1gDQwhdJ3YdZLzj+PE3cztEdYqhLXKLceMNgI4KgwJm3XCZh13dpM8lr6HZmgbQuN3hKajmbsTk74JPZPFGh4hajVQxNuHto0h7+7PhpSsa/5sHuAmh29lDcr788hYoVsacSDRLZ2gF6KbGjKSeO2AfJ9JqmgR9CLSkUSsOziZaQPd1NBNDbfpY9gGcr3qwGv69B8pMv/WGmHv7gR0ML1I4z98A0j6DPvEQazJUXqvn0V2eoiUTfqxI0jHR3oPN2Pw5vh9E17Q2thye4erVLxjH7ylrOi2v/eCns9hTowkGWlpG88PUK2HJ3zudSvMX/zGBzrGyo1XHtDZbEfUbiXrrD3G8fR0Bnt83x0JoW5UY6r7NtH6OiZWMfPOBUKZEGNe3OVa+3WK5hC6sPDca7TDNW7eyW5YY6r71o5B9nZYZar79h3WSEmZmhu1meq+fcu7yXFX3OusuDfQhUFaz7Pq3qAVbs6JlJIE0mHR2ST6NzPPFEvuFTphlYyRJJP40sGNEwI1Y/ZRTk8QxA6mnqY/e5AwdimkhsGZIW8PbVSGGJrFcO4Ya93NRAIFCa8ROpjmTfHzdSOpW87v5roljoIkm8n84EHYH2pC6CZCr0N97izNpUvohp2knW7U/CmUjJFxiIz8XU3EQrdNZeZt6ovnk1RETU/YYimRUbChTwQJWVKfP7tlf2Gsp2PeQlSoOKJbnSWUNXwxhXvZwcymsYppurMNUAojaxD5AUG3u0EsGVkLzdQJmuvMsUjqglV0D/0BGdNevYbXWyR/9BGu/eksfUf76C53cWu9ZHEahbsWUE6VLaJ4laVLS6xdfy0pOVtfLEsZIUOfOAq4e5eblCJ1a3e2dXZbK7itOy9G/F4dv1fHKJcofuWLmN9pES7fQfNHKdz2Gl6nSnX2PXTdovi5z2KUSzS+96dIz1u/DsGuibc49O5ozb35tYqut4YTNBMdifW2stq+skEm3A1Fa4T9xSdxozY3mm/Qn95HwUqcOaSK8KIuA+lJ5jtnie913krhdSp4nSr1+XPr+jY6QugbpSnJMxIRR8F6idDeF2MyDulUpunW5zd0dISmbWTsyI1nMLhjht6tiAOX6uzebOyFqZPaN4C/0kA6u2vXppEhlxkmatTxgzZe0CZtlyAOKef3IxBEsU8sAwQaabtEpXkVpWIsI0MuM4TrN9DRaSxcROX34bhVcpkRhG4TowiCFpaZw/XqdN17Zx3p6GQpoout3W9PtQlIBPHd1gpue43azLuJVpGmgdCwsUmr7EZfpaKAtDKI0DcWt3dCcg+n6NbndryHSoC5fzwhzkwH89AEWs9BGDoqCJCejwpC4uZ2UlUXJkPWfkyxma4fSI8l/xpL/jU82UOq+AEtOvfWfgNfUShqKAXLCzGptMCyBZmcRrMeY+gCqSRxlNjYmpbA99Z1HmK4fjkknRa4rsTpKYZHoW9Aw7IFubxGu7X1ugfT8zhvvEv2xWexDk6i/IDgxizO22cJ5jZ1iGQ3sX/WctmkNCK81f7XRMukkzLJ2+yQT3x5EoDqjc37EDrRthKBndC5tsaVf/QtYu/+HTtvhQxiOtfXiL0QeZvwRenQ45iZAkYqw+jTX6C7OoMMvHVR6x71a2/f4agfHXbbPoP17M1bJ6rdIOn7w2B32VdJdsrWRWRyDmrL5BCRUBb96f0MZA6w2Dmf2PHmH715JGIVbSuVaHrLjOZOcKj8PH7UoeJMr5+zx3LnEm6UTGBD6X3kZBAk86+wWsGbmyV38hS5U6dpv/U6uVOPg1R0z72HMK3NIJIChEbm0BHSR4/TefsMWjpF/plP4M/PErsOhaeeQboOwdoq+SefBqHhzUxTfP5FfDe5T3lKGJjc1LewSRMTExOu35+EMEqTW88kE/TYzJ4wCyVkHJEe3YdV7KN57k2ibpvM5OGEGHF6hK0a3tIssdMBTSds1YndHrHrUDz5JFGviz0wjIoi7P4hGu/+gNj7cMpYtJSJ0DWkF67PgxVCE6hYoWespATJ0LEHcviVNs70NTTbQGgCGURoKTP5jCYIKitE7SpC14idAKFr6OlEvsBbnCGsLRK7ASqW6GkLFUlkECFMHel36F55DyUVKowRejLHN7I2+eNDtM4tIkwdPWUSOz5KgZ62kH6YzJfvQ5tMsywKTzyDNz+LdD+Y3uGdkO5LUZzIkRlIsfx+lZHH+qlcaTL0SJnumktuMJX8Hc7gtQJSBQvN1KhebTL2xEBiCmYla5TywQKhG6HpgsrVJqmSjaYLVHTvvj9utDezfnSNzDOP0n35TZy3L20Q9VGlTuGnX0yyUt0Ps4z0ww0QSN9HhRF6MZ+Mu9HuM6F/FBHWKom0yR7309JpMoeO4ly9tG2eAglR4vub60GFpBlsJbkD6VLxt7tVCwGR5lC9xQ3RMMA0Ba6r8GUP/w7JH7GKqPgzdzzvWwWgW+HW9aVC0gxXNkStd4JC0o4qtKPtrtyWkcENW/SCGoVU4hzccBcYzh/H1nMYmk3dmSNjlkgZBWIZ0HAXuPkMKBnjeU0AwtCh11uj3HeUMOjS7a4QRR7F0gHiOKBauUAY9pKgTxx8YBOfjwUhlEAlC/t7OHjt/nCSOHCJWbeVNXWMjIlZNIkr6yKRA1nCtoeMk8EOpdDTJqXjQ/gNl/aN6hbixshajHzmAEbWZv6PLxLLiPJTo9QuXEcYGtkjI8TLDsJRZEaKKKWwyxlSQzlal9fwqj3s/gyFwwN0Zmo4i3dJ2RQw/twYqZKNVY7R0y52X0h9ukHguqTKKYZPjyAjSeN6g1RfisK+As3pFo3rDdJ9KYafGCZ0Q7pLPQ785CSxHzP78hzt+Xsz5Xq5hLAsotXdl93sBdLzcS9eIe7ee5BWt9zLULko0vi9RhJ53wHCMDBHhwkrNZS399IJhSKIXIJo3ebTKhNEXRx/d3Wvg5kDxDLkcv17dMMqaaNwCyEkcaM2I/ox9D2lbypk5N81K+dBQMUR0T1KIR4WjEKGfX/jJ1n819+ld2V3kVNDt9E1EwSYZmZDNM8P2hQyo8QqxNBtum6FKHawrQI3O+YwcnH9JlLG2GYOw7CxrTwyDhKh4djDD9oYepoo8nbdGafIclJ/hrzYWgZ2IT7DkprZ+H6UJA5d4lvSjPvFAY5rj2GIdZFLHVzV5Z34ezjsLsJ1p3soTBMzZyfR9IE+tEw6CUkYBnEjwt6/D/fC5Z1/k5Ylp5c2tNYiFTLnnWfGPUfMRzvZajYkb7125+diaf7Oi4gL723vQ+amk9+zOLfzfnpfkdSjx3DeeJfW175zR42SaK1KVG1gH96PXi4QrW32H/aRA+i5LO77Fzfcim6iPtth7LF+CqNZ4vXxx+8EuxIAUJEkbD24hWbU9Zn6jdcQuiC+naRVySLNa6zgNbZOrj6w++CPAPwoyVAppcaoOjOYego/uvN4ZxtZIhnghW3KqQl0cavQ7fYFlQBMLYUf99A1i4xZphOs4YRNUmaBpr+MpaV3pbnxYUCFAcIwyBw5ilHqSxxspCLu9UgfPExYr+HcuLplXLdHxrBHx2i9+j2C1RXs0XEyR44hdB0VBpiDw9ij44TVCtbwKI3vfptgbQVreBQtneipGJgE+JTFAI7qYpHCpUeaHD4uFilCfBSSDDkC/C0lhFGnRXriAEGjhlksIT0XYRgbQT8ZhcgwIPbdhLBQiXZN7HsgY7R0BhH4+JUV4l6H2PcS3Z0PAWY5Q9+zBwkaPZzZGlZ/jrDew+rLEjR6FE/vw1tuIQydwokRGu/O4c7XKT+1H6FrdKcrZA8OYORSRB2PzpUVcoeH0GyD5vvzpIYLpMfLuEsNjIyNMDS6NyogFYVT4xBL6memKT97AGFo9G5U0LM2/lqH1EgBb7mFWc5gljIIQ2fgU4dRsaR1fgl7KE96tEjkBDTenkXFMdL3NyLnu4HQdTLHH6Hc/ByN730H+RBIuDiIacx2aC32aC86yFjRXXUJnBABuHUPhCDyY3pVD00XGOuE2+qFepJZZGoJSScTsWqkwmsFCF0QedHexV+EQC8XUGG0JeNXxTF6OY8wH/7S8NDnJlh4c5W+Q0Uy/Slmvr/ExLPDNOc6DBwr4dQ9xp8epjnTZvrlBWSsKB8scODFMVAw9fICrfku+18cQ8WKgeNlgk7AjZcW1q8pjD4xyOjjg1hZA78bMv3dBZpzHZQX4Lx9HqO/jOz2to2xf9YQVNbW+6u9ZdgJTSdz+CjmwBDByr1NN0wLJvcbRJHCcxWmJcjnBY6TtGvTErg9RSYniCPF8IjOzHREsajR7SrG10v+z7//YAJaDwN+1KGUP4FtZIllgJQRI/njCDTcsIWhWQzmDqOUpOUukbXK3Dp+R5HL2trNJBRFqzVDqzWzsb3XW6XX+2DGSHfCx4gQ2gohdJSK0Q17Q8D1gyAzXmTw2X1ETkh3po6Rs8lOJOlgi9+8ytDzB1BhjFfrkT/Uj7xW2dYJ67aBbhs4Sy2iXkDU9TcisUIIMqMFYi8kO1YkM1HEzNk0zq+Q21fCzFq0b9TQDI3svhLu6t0Xd7nRHIXJApULFQqTBYJOSLqcwi5YuFWXzGCa8uES1/9kCqFrjDw5QnuhzegzI3h1l30vTNCca9NZ6CDDGLfh4aw5uLXddYzpkyfQLIt2pXrfloV3g3RdnHcfkDDxbdALefKf/hStb75EdB+EkKmnGCweZbaS2AL35w5Q787iBLsTeUvpOULp4oQ71ckqYhWiCYO9j/I/xu3wgvZ61lYiDnDTlSCWIWuNS3CLlF4sQ+LO3EY5i1QR7W5ShlFtXiOKfWrNG1hmljDqEcUBXXdtQwxxt1Eulx6X5TvYpDGx2K+dICN21kW7HVW1gi9fw8ImJ4pMasf2dD3uBhWGOGeTkgahJXa7KooSAe1Miqhp3lF80RZpbC278e9uVGfOu3RHMsgeK6MiSbB2/wsfe7yP/OOTVP/kvfs+xsOAlsuiF/LopSLW5Fgy6QZUGCG7XWQvuYbS9el+51VKf/GrlH7xK3RfeRPZ6WHuGyX/E88TVWo4Z97bFr0sT+bQTI2gFyLXbawj76Nb1Ms7ZBs1p87u+P7DhlrPeBuYTPP4F4c49FSJXNnE60XMnm3z3p+ssjrlbFy7m8iWTH767x6iPJri3/+/LhGHimPPlzn5EwP0jaWQEiozDu98bZXrZz6YxgGAHzvMtd5jJHeMwcwh3KjFbOtd/Li7kSEkZYgXdlBI6u4c+wqnOdL3At2gRjdIBLIj6W+QSzch0BjNn6TiTtPyVrD1LKO5E/jNLvPtc4zlH+FE/08QSo/51ns/FKLS+SefwSyV6Z4/i5ISs1ROMq/PvU/UqJM5eoL0kWM0vvOnxN1uohmTzSJ9Hy2zroemacSdNr3LF5CeS/f8+0TNJgBC05JFj1JJNHu9n29TRyEJVPJcdkg+n2iSbI4QAo0MeTwS0i52eqg4wq+vkRrbj7+2iIpCEIL0+AHM0gCZycM4M1eJel2yB0/QvX6RqNPcyCCSgY8zfRV7cBTNshOxYOfDM+tIj5WIuj7ti8uYxRSpwTwqjLGHCoRtF7svS1DpELZd3KUm7nyd7MEBovUMndzhIXTbQLOSjOTyU/tJj5VQscRbaWMPZAlqXXo3KpSfPYiRtRFA/tExcocHUWFM59oq9lCBxlszeCst0hN9FB+fwMiY9KYqKKUoPj6BPZhDswxqr90ATVB+chLNNpFeQOfSMlHXJ2o1kNG6oPUuodspSp94EWtgiNaZV/FXlokd556aRbtFd9Wlu7o5brrN5FlzGw/mmXN2OWffAqkIF1cpfPlFtGyGqNpAz2fIPPcYstX9UAiSwRNlOks99n1yBMPSWbtUZ/+LY3R+5zqP/uIRpl9eZPVcldCNkFJRnMhx+i+dYOmdNYSA0796nDd//QIHXhzHyplc+do0I48NcPLnDvHuv75EaX+BI5+fZOo780w8N0J2ME2v5oJhYJSTclvlB9hHD+BdvL4xLn9kEPDi3zpGdarL5W/twtF0HaOnSjz1Swd4+Z9eplu5v/sW97qE9Tr6+M66kneD2T9I/vRT1Os1VHD3Nj0woPP0cxa1qsQwEt0s2xYIAQODGk5PJYTP2RAhIJ0WPPqYRaEoUApWl2NM84Oti8yUhhAQuA8nKOUETZZa54AkwC9VhKmniGVAELuEsYsZVJKytMjBiz4ac6ad8LElhAr9BwjcFsX+QwReh/ra7h2DdoJm6jiLLcJugFVMkRkrIsOYoO0lqXQaZA+UqZ9bwu7P0Jmuo27TawjaHr3FFs5yGxnEaLfU9MkwJmx7CCNJ/dQMnd58ExlEtK9XCbsBuq3j1R2cxRa9+eaO5zl4apDcWA6v7hK5Id2lLnEQE/kRYS/cUkzrVF26S13y4zmyQxmCTkB7rk0cSfS0gbPWw6k4yeKi7eM2PMI76UGsw+grYx89TO7pJ5Nol66hwgjv2g3CpSRrQ+8rkzp8EC2TIarV8K5Pb2TiGH1lzPExwuUVUocPIkyTYGkFf3YO4hhhWaRPnsDoKyN9H/f8ReLW1kwpYVmkjhzCGOjfEJWUrod74eL6zRTYB/ZjDg2gogh/epZwdQ1hmqSOHiZ17AipI4eRPYe40yWq1XEvXt5SsnEvGFoKU0+iq5aZ2xN3E8lgQz8ikFsjwkJopIw8gXSQe0zjNwfz5B/dh5FPE7sBvWvLeLNVNNug+MxhnOm1DRvS1EQ/qX39tN+ZwsinSR8cIqh2yB4fQ8WS7rk5/JUm1lCB9P5BglqH7LExVBTTOTdHsLq5kLcGC+RO7cPIpfCWGnTPzyH99UWsJsgcHiZzeATN0AlqHboXFzbED4Wpkzs5QWrfANIN6Jy/5dgC7OESuccnEULgLzf3zJEpFRNGOw/0O5X3hbdZR8brzgFBlKSmyigijHr4QSuxlL+PUgtJTFNtuh2NMEmG3RFCAR41lTxnBdXHPu3Inr//blBu8vtvXSorErIoqt15EawLczNrCahHy4Rq58mJ2Zdj8CtPosKY7oUFejdWsEdK+MtNMoeH6V1dwh4uopkG1kgJf7mRZITdJvCg2QaZwyOUXzyB9EPa78+ClGSPj2ENFfEWajg3VrFHSghDx1+qkzk8QljvYvblMPIphGUk7bH54MoFZKdH3O6SfeEZsi8+m7ypFLLTxbt8nfbXvkO4vAZK4bx/EYQg99lPMvA3fxVhmsTdHsGNGdrfeoVwcXvacujG+J2AOJTIWCYZB6H8sLPuf2ihpGJgMsOv/JePsO/RAu2qj4wUI0eyHH++j8d+apDf/geXmXmvteWaaYZgYDLDyOEMo8dynPrcAM/9/ChxpAg9STpvMHmqQGXaeSCEECha/jItf2u243TzzY3X3bDGtcarQDJuXKm9vO0oDW+RhrdV604TOlmzzGrvKm1/hYI9vFFm3wtrXKs/PD2K+4U1MEiwukJQrZA//dS6w6SGnk7jLy0StZr0//RX0bM54m4XJWOc61fw5mYoPvNJ4k6b2EnKsJCSYG0VPZtD+skcLuq0SU1MIn0fe2ycuJPMK26S1pJ7ZZ8LIsKN0tz2pfc2ttTfeAkAdzEpfehNXaY3tZlN2b16bsuR3KVZ3KXNMglnfmrjddDYXobwsBC7IfljeXKHB/FWW5ilNEY+lfRXoaQ3U6P42ASr37mEkU+RGi0RtlwKj4wiDJ2g0Usq06VCBRFhHMMyeMstnNkqZilN2PGQQYy33KRwcozcsWH8agc9Y+HON/CrXWQYEbZdZBAT1HsMfvYYnUvLqFiSHiuRHi1iFpJzy58YwZmt4a60EAjcxcaGY6K/toJ0HTSzeI9fvhXCssg+corMkWN4c7O4s9MElVWiVoO41yV2XVQYrGd4/Qh0tFLS/uZrFL70AoUvPo+Wy6A8H39midbXfoDs3NvQ5IOitdCjOJlHCIFT9xg4UiL2Y/y2T+xLpl9eoLe2KaXRd7hIHMRMvTRP5McMPdLH8KN9xJFk8a1V5l5bxmv5PPYXj2GmDVLFpHy9dr1JZiBNeX+BsBdhDPWTff4JokYyzzRHh/CvzTz037sb1Ka7dCp7I6bsjEHfZA79HhoyuqlR3pelveoS3KY3FXse3vwMqfGJPZ+z0DQKTz6Hv7hA98L7d30+2i3JpfMh7Y7EMgWZrKC032DmRsTyUoznKjQd8gXB6nLM2qrE8xSWlcTFsjlBrXrvObdhCcqjKQInxsroRKEkldFxuzHjx7KEvuTam807uvl9ECgkXrQ1oePWgEusQuJb1prBLsyD9op0qo9Uqky3uwxCEIa7+46PLSGUyQ1hpwpEoYudKX3g48kwJnJC4iBCdRTRjSrZyTJh10czdWQQ075exS5nUJFi4KkJll++sbnwBVAQexEyjBGGRvHEMOnhPPlD/YRtj/yhflIdH7/pkttfJur5SaqoEyKDKLlxHR+rnKb06Ai1d24TZRZw5M8dYfSZUc7892cwMyaTn50EBaUDRUqHSmimht9OFgthL2l0vTWHtfMV7LyFjCSRG1G7UmffCxM4VZflt1fwmj6jTw4T9gJaM3cpVTMNNNtGWCbKjZNJphAbKbrW+Biln/ky0veI2x3Sx4+SOnKY1je+g3QczKFByj/zJfz5RZTvJwPx00/S+vZLuOcvgZJJxC+dJv/CJwmXlrcRQvkXP4l9YD/+7Dz25D7sg/tp/em3NmpY7cl9idhWp4vRVyb92KM0fv9rxK1WYr2ZSm2c881MiD0ROrFH11vl8MhnEAg67ip+uHuWt+Ev0Z/ez1juEZZ7lxNBMCEwhEnGLDGYPkjDW9iVHtFNGMUM43/lM6gwJqh2sMf7kijdbBUtbTHw5Seo/Ml7CSEkIHN4mL7PnqR7cQF7rMzor76IN18lqLSxR0qUPnGE+X/5bVJjZcb+0ou4s5XkuKNlSp84yvy/+Fby2fE+xv/qp5FuSNjskX/yIJkDg6z8xzchluROTjDyC5/Ana0gI0l+tESw1koIIV1j8MtPkDu1D2+hjnloiNLzR1n4X17CX2pgDRWZ+OufS4jZ1Sb5xyYxSnuPYDwMRPFHH1H/MBmAe5GlQmhotygSuvGdMxylFxK7IXHPI6i0EUKQPzmBPVQgd3IfwtBJjZXRszadc3PkToyjIolzfSs5IjQNI2cTdb2kHNcNiB2fwukDdC7Ok39sPyqS2KMl9LRFsNYif3o/vavLlJ47TO/yEt5iHRU8uJI2Y3iQ0i98mbjTofFb/5G420v0NXQdc98YuU9/grjRpvWH30QFIYQRzltn8afmMMpF0HWU7xNVG8juzoN49XqT4UfKpMv2hm6QbwVst8j5swnD0njsJwdYnXb47X9wmeVrXVSs6JtI86W/fZB9p/J86i+Os3SlS+BszwJI5Qw+93+YJFM0+fr/OM3s+y2iQGLnDAb3Z5h6u/nBTnBd2+1hIlYhK72rDGYOMZQ9ilQRld7Uhm7QDyN6ly+Se/xJrJFRYqcHKinpSR86Smoy0c3yZqY2BEyl5yEMA39xgV7hMtlHH6f1+qt03n2L7MlT5B57gqjdovXGD1BOj+7Zd8k/80ns8QlkGCRCqnu6DeqeOm0fNzjz9YTMiWKCukP9rVl020iybZwAd7mJM1vDq3RovpsEevxa8jwJQyOoddEsI9EeiiQykljlpLxLhjHt84vIMEYpRdhyab43T9DoIf2IuBcgwxhiSe0HNzacD8O2y+o3LhC2XGQk8dc6rH7jIt5am6jrI0ydsOPTem8eqy+bzKPX4S8uEDYb6OsOcrvFzc8KyyZz5BjpQ0eSOazroHwfGYZJdpm8Sbzf3/OrlELFcfJfGCI9h7jXSzI0mnXCRgPpuYlmXxjcd/Z9Ss8zlDlEL2xQ8+YoWiP0osbWhWm9TfN3voVeLqDZFiqKiJudD618qr3Y5eBnxmktdAl6IUOn+mkvJvNoGUn89laC1rB1Yj9GxYnwdBRIDNtASYXXWtdckyoZBoWgPtXi6Bf389x/9jiRG3H9W4mWTdRo0f7Gq6h1DTFjbOiHo2RMwaVv7j4zaK/IlC2e+ZWDnPmtKeq9resVFQR48zPIp55Ds/ZWNgagZ7P0/cQXkL6HM3XtjmXyvZ7i3C3lXqYJi/Mx1crO7bzVvL/SsIF9aeyMTiqrY2d1+sZSNFd8CoOCMJA0V/1tZJCmQbFfJ5XSUECjEm1oSX6coOsW5fIRDD2pnjKMFLX6lV3t+7ElhDyngWllaNdnyBbHPvDxenMNegvN9YlaMji0rlZQkSQOY1a+d4N1J0Q6M/V114OtCwkVS2rvLW4ITrcur9K5USUOYpRUTP/OWXTbYODpCapvzWMWbLxqj6DlbkwQlVQsfvPqjs5aKFh6Ywmn6lC/Wmf5zeX1gUwhI8W7v/5+YgMcxHgNj85isiiToWT2u3Nohraxfe3sGrXLtaR8xo9ZfW+VyoXkXO+GaK1Kr9PD3jdB1GrR/u73E5FHKUHXyT77NDLwafz+15A9B3NkiL5f+nlSRw/jvL8eJdN1/OtT9N59H6Fr9P3Cz5I+cQL3/KUk2+jyVeJGk8zpU9u+X6RsUseP0XvrHXrvvI81MUb/L/08wdLyRjmLUorO939AsLCEXigw8Fd/BXtyH723Kjjvn0eFEebwIN033iJcqyTXfg8Dr1Qxa+2r1LoziduUbu9JE6PqzjKY3s+h4rP0pycxtRSWluZo+VOU7DGUkix1LxGp3etl6WmL1HgfK797hvY7U6DY5uB2N2imRvO1q7TensIaLLD/73yZ/Kl9hPUeQtdovHqF9nsz2MMlJv/Ol8idnKD+8kX6XjyBiiQL//pl4p5P9ugIY3/l07TencGdSrIzEILaSxfwlxuJeGWYtLH0vn6Kzx1h5bdfo3t5EbOUZd/f/gLFZw6x9gdvU3zqEMIyWPxX3yFs9Cg9e5jUvoFd/6Yf48ODUgqJ4qbq1d0WTrHjE1bahM0e7lwVzTIIWw6ZI6N4CzUKp/cT1DoE1Q6dc3MYxQz2WHkbIaSUwl9p0j0/h5FPYZaz6LkU/lqLzrl5rMEi9sgtkWIhNpxboq5H79oK/vKDyPTYRPqxE1j7x6n/m9/Du3iNjUEDgTGzQPrUcfS+0ro9WXjzhxDXGsR3ycC6FZVrLcy0QabP3tRs8h+SjbsmdiXHoRQ7j1kfATRdEPqSb/7PM1z6fm2jNGzleo9UVucv/zePcvDJIpmCsSMhZGd1Bvdn+L3/6iqXf1BH6ikApNNh+qyD0oyNgIJm2etOcSHCTMR1peclQQeS1wiRlDaFISiFNTyCdF3Ceu2hlFvfRN2dp+WtJOLVSiHVTZHkH0640zfwFxfWS1WT0isVhnTPvUfv0nkAVBRuBH56588mUzUp6V06j3PtCioIcK5dwZ2dXi8RkxuaQ978HMHqakJexDdFiP9si8mqMMaZ2cxW9ZaaW7Y7t5At7sJm/+Qu3tpXbQ2OuLfsc2vA1F/bGiToTW9+b1C9ZYEqFe7i5nn4lQ5+Jdk3am8u3KUXbtNDk55L79J5UhOTu9YR2glC09DTGfT0gw1AbXFXVCopX1Qy6TulREYhUauJv7KEv7RAsLZKsLZC3Nt9wFEXJn2pCWwjR82bw9RSiY7i+nebmk3W7MfQLNyojaxFeFGDjFnCCQMyRhlDM1Eo3KhNxiihCY1OUCPew5z0XnCqLqX9BZbeWSMKJftfHGP5verGddrCmSvoLDtMPj9GbjhDHEoyfSlaCx2GH+vfkV+XkcSwddpLXXoVNxn712O/ej6LNjqIsK3Eae21d5MAzUNCbjBFeSJD5UaHkUeKpIsW7VWPlYtN4lAyeCTP8LEiMlasXWtTnbotoCagf3+OgUN5jJSelLIqxcrlJMtJCMgN2AwezmPYOs3FHmvX2sgocbYbOVFk31P9TD49QGvZobPq0a15LLxX35g7+MtLhLUK9uj4nn+fEAJreISBn/5ZGi9/i+6lc3fUcL0VYcgdyaAPAqcdJeO7K9FNRX3Jo7HsY6V1Qi/GaW3v99NZjS/9YoHTn8hw8LjFP/x7q7z1/YcjNF8e0MnkNBZnHkabE2hCQ9MMMpkBwnD3v+FjSwj12ktEoUcmP4zbrd57h3tgq2vYui5Db7NByy2OYtzRAvNWkWkZyiSVfx2xGxJ7EfXzy9jFNN35Bn69t20eH7t3biSzL80y+9J2RXZIOsBtv+kO56JiReTeYtMcKeRulPZvRjjWSRQVxxuTWqFpWBNjuBcubTgRRdU6Ub2OOToCF5KyPuk4eFPTqCBAAVGrjdFX3vYdO81dE4c5AfH6AkgmLnO32o2HK6uEq5XEFrXbRXkeWjq1/kNlwl4rkr97dKUQ60LPNx2iFIq+3AHq3RncoLmrY4TS5VrjNdyow3DmCLaRBQRDmcM0vCXmOu/T8HcnmrxxzJZD+91pBr98muyxUVpnrtO7vr3c5E6QQYwztbqRYeQt1kntGyBs9JBBtLmt0sJfapCaTIiZ9P4B3NkqUSPJZuhdXQa1/v7UKr3LixSePMjYX/40vUsLNM9cx19JrpM9WiY1Vmbgi4/T99mToAvswQL+ULKIT+3rI6h2NkrInKm1HZ0vLGwmtCNoaEzJCwg0iqKPMkPYIo0kxlFdKmoJl+0TKw2NLEX6teENJxlPOdRZpaOad9TBMbHIiRJF+kiLHBoaERGu6tJQa3RpfeQLMA2dMXGAouinrlZZVjv3HQBj4iBlMURDVVhRs3uKhscqJFIBukiEWm91G9sJMojQ0xZ62kQGMXHXQ8/Y+MsNCk8dxJlaxSznMMtZjHwKb3EHskQp5DrZjgI0Qdx2SY33JeRQ1sZfqqOnbfTBFGZfDmuwAJeXkoVi/OAnIkrGCNPCOrCPcHktiUJqAr2QJ/PMafRigd7r7+ypPPV2HP7MGKOP9VEcz9GY61IYy1C70Wbqe0t8UFJIsw3yR4foe3qS1HABzTZ2lT0ZdX1u/MtXN6L8HyWUUsy832bmvdYWnSClYPFyF9+JsdI6uX6L5sr2/kQpmHq7yZXXG4jiINl9k4T1WiJafORY4qa0vAy6TurAQYLlJbRMBs1OESwvIV2X9JGjoGm4Vy5jDg2jpVMEq6uoICB95CjB6gpRs7kn0v4+rkSygPvAXdB9Lqz3mHmLUkh/e/tJSKDtz8sWMkfKTf0KBcr3d/zZOx3/Y4EPQG78WdMi7F48S+7UaeyxiT1lCX0Y2HI+N7OS2DQP0Uhh5PKkxvehnnyWuNvBX13Bm71B99IFwnp1l2PHunPmurV7OTWOG7WJooCcNUDRGsHWM7SDCkLorDnXGUwfZCE+z1D2MG7Ywgkb5Mx+ivYIofSw9CxrzvUHdi1CNyJyI/xOQNAL0XVBd6WHkolr5u0dV+16k5XzVZ78q4+ABstnK9RvtIi8eGNtI2NF6EQIAcOPDeA2vQ0y6MRXDxF0Q5qLDlo2jdFX/NAyg4aOFXjxbx5j6rUKpbEMQhe0lx2qU23iUGJlDMr7spz80jhn/3BuGyE0dqrMJ//aEdrLLqmCyZFPDzP1gzUqN5LPpYoWz/6lwxskWG7A5tVfv8qNV9fQTY3+AzmGjxWxcwb9B/JkSjbmnM7SuSY3Lc2DagV3ZgpraBih750aEEJgDQ4x8NM/S/rgYdpvv4G/upy01weVEbteRiyElvzVBMIwkWGA8jfH8nYloF3ZG3npdCV/+Jstzp1x+b//41GMD6hVdDd86vM5in06v/XPdqc7uxdIGdLuLFLIjxPHAe3Owr13WsfHlhAqDx7Fd1tkckNIJVmZ3Z3D00cOpfBWu3irPzxCUveHuz3gt21TCiHE5rQkllse3r10FtJ18adnyT77FFouiznQT7i0SlTffLBUEGyZLCZJXw/m4c6nhtCEznjfkxvpt7nUIC1n8R57boUbt5lqnWGhm1gIa0IniF38uEcoffY6i5duwMrvniFzaJjis4cZ/2ufpfbSBapffy/5gFJb5oXCvN3BTG2NXsHWeeTNDDZ127b16PPtuDnx8RYbLPz6t8k9uo/iM4fJnz7A0m99H+faSlLW54V0zs0TO8m1bL89vZm1cXtphVI7XhYdkwExgo7JCnMMa/sYEwfR0BEINHQiERBID1dtfe4MLCbEIca1w5hYGySIJnTGOMiymmVOXiW8LQpqk+a49iQlMYiGhkSikOgYCCHwcJiRl1lRcx+ppXOiQyUYEvuwSVNXa/hsr1G3STMq9lMQ/bRUdc/6Vb5y8GUPW0sIoaxeuuvne5cXKb94gtKnjtN84xpBtYMztYq/2qJ7aZHuxQWyx0YZ+MLj+Kstele2p1JLN9ggF8NmD4TAnVnDHisx8PnH8JYaODdWNzSySp84irtQJ+64BCst5EOICLpnL2MfPkD2uSfIPncaFcVJZpIQyCiid+ZdnDffT/zs7xN9Bwtc/KNZJp8bYvrVFfxOyKmfO4imiw9U0KKnTca/+jjjP3saqy+LZiZ6d/daVCmlcJdaaNbrH+DbHxyUgvqii9Pafn9lpIh8iRBg3EFzIfIlqzd6hL4iPVkmrNfwF+axRkaTcj7PxSiXkxKLTgd/YZ7cE08RLC0SrK2SOXoco68PFYQYpTJGsYA7lZQ6aZZF1GwSrCzvSHI8dAiB0HXQdYSuJwEW3Uher/+XbFt/zzSxR+8vA1uzU6QPHsUoFFHReplMHK0HcJJgjLrtP+I4MQi5zwWElrbQLBMVxwjTQEUx0gsRpoZZzhPW2mjpRLxZs8z1Un1AKoSpo4IIPZdC+uFGkOOB4/Z7oG+9B2i3vWeaWEMj9/VVeiZL5shRwmYzmRPtdL1vuSe3vv9xRdio03j1uwx++c/vuXTshwlC0zAKRfR8gfT+g+SfeJbelQt0z72Pv7K4o803JMEZJ2okWibrpdtBnDjiQpLhbmg23bBON6xRsIYQaBsaY6BoB2u4UYvh7FEyZoluUMOXD/Z5cGoe3/uHbxN0Q5RUfO//8zZeKynlee1/fI842DoHCd2IK380zWwpmQt4TZ84lLz3W5eJ/aS9NmbanPkX5zY0hmrXmlz7xhypkk3/0RJW3kKFbYLZJYL5ZYhigrklpPvwiaFM2cZrB3znf59JgvcKgm5yD5fON1i93GLsVGnbfpohOPrpYfxuyKv/6iqGpWFnDarTHapTHSaf6kfTBCuXm5z9/TmELvjc3z3Jsc+NcuPVNQIn4uKfLuI0A4qjad7699PUpjvIWG29xjKme+kc2ZOPYRa3n8duIITAyOUoPPksmSPHcGemcK5fJaisETu9RM/tdi0uIZK2p2vr45GOMIyk/zMMhGkiDBPNttGzOYxcHj1fwMgXMAoF9Gye+ne+Tufsu/d1zjehFPQ6klolIo52Hn+yBY2RcZNsQQMF9UrE8nzIrbGJUr/OyISJnRaEgaK+FrG2HCFj6BvSGd1n8omfzBJ4iqdeSDIQl+dDlucezHzgpsnN0srbGEYKy8wSBLtzIP7YEkK6kSJfLtKoXCVX3L0QltAExQNFhp8cJjOYSepP6x71a3Vql2sbHctN2EWb0WdHKR0oIXRBa6bF0pklvMbWDiQ/nmffp/exdGYJZ81h9LlRyofLSfnSfIf5V+cJuyFG2uDwTx9Gt3Wu/eE1wu7WRpAZynDoS4dwqg5Tf5IIDWYGMxz68iFS5STLxW/5TH1jit7ynTvozFCGkadHyI/nE9HoTkBrpsXa2TWCW2tzNeg/3s/wE8OkSin8ts/a+0k52e0ZRxuQEhUlAtC3Ei1KSsKVVczxMUQ6hXI9tFwWY6A/EW2+dZJxr/nencZwpfDn5rEP7kdYJt7MLP71qa16GzerNO50iCgCXQNjL7buCdruCqaeotq5RrV9A4CR0qMbkZi9IFYRbtR+YLoO0g3oXpine3mRoT/3NKVPHqX69feSMkE3wCxkkk4XSO8f3LKvMA1S4/2ElQ5GPoU9UqLxyuVEx8Fa31bvYRbS2MNFuhcT1tlbrJMaK6OlTaQbkhrvQ+ga3tI6QacUYaNH45XLtN+d5sDf/Qr5x/fjXFshqLSIux7eUp3u+fltv8dfbZE/NYlRSBO1XeyxMnr6zu4hBiYHtBMURD9raoGOaiKJsUlhiwxdtdXRSqAxLg5yUDtJSMCcvEqbhIzKUWRcO8SkOIrSJDPy8paMGUmMRNJSNZqqgkuXmBiLFKPaAcoMclA7STuu0+Oj1O1Q1NUqLl0KokxBlKmo7YRQXpTIiRIuXRqqwl4JSS/u0o0b5PV+hBCUjCFskcFXO6er+itNVv73TQLB6axslIStzL+WfGbp7iVU/nIzERqHLe2n9q3zWz4XeCEr/+G1Le85Nx6ObWdcrdP4zd/DOrgPo7+MsC1ULJG9HuFyJRGJ/oCLraAXols6nRWX0cf7Wb1QJzuQ+mCkt4DS4xNM/vIzmKU0Kla4yy3Ctkd2sowwdbyVNiqKMQrpRCdEE3irbdZeukrn+tqGsOtHDRkrvE60I6eQDA13b9syVrjdaL38yyc1MYHQdcJaDWt0DKNcJlhJMjhl4KPCcNPyOo4Jm3WMvj6iZoOgWsEol0kfPJSk5FeTEuXU5H567c4HJ4V0Hc2y0SwLYVloloVm2onOn2mtv59sT94z0UwTYVrrr60t7yV/N19zMyP3PmAWSwx99ReS8o8oQoVBosUShlteyyj5twrDrduDYF1LxUcGt/w78Dc0Vm6+TuYWitzjB9AyNtIPkV6AkU/jXl9BS5no+XRCGGVtzP48esraKPtXsSTueqgwQugaYaNL1NyevX2ve6BZ9uZ92Hi9fi9sO7ne1uZ1v/Wab7639b58kHtgDQ4x/PO/gpJy/R6ESTQ9Cjdfb7nut2xfv+Zy/VqrwN9yD5L3Nu/LzXuwF+jCQqrorkETgUAIHal2OceSkt7FcxiFIn2f/QJaKvWxJYUgWWQLy8IaGMTs/yy5R07Rfuct2u+8kehg3QNZs5+8NUSsIiJnCo3EwVaqGIGGrWcZyhzG1Naz6BUbEgjdoEbGKBFKDzd+sPMYJVViD7+OW93S3PrOY0nkx3RXt84p/NYtlRyhTNzbBKxdqnPws+P0HS6hmxpOzaMxtX69NEH69CMY/SWUH9A7c3ZDU+hhwW0HTP1gDWeH36Zkoom0k/KEpgnsnInfiQh6EXGo4XXDjfJ3AK8dMP1aBaeRXIvmQo/hY+vl8ioJckS+REpF5MWE7s5zEG9hjt6VixSfff4DPTNC1zFLfZhP9JF//CniboewUSfudhKB9ihMzJoANAGajmYYCGO9/1vvNzU7hZay0ew0wrLueE7CuntG+oPC538uz0/8TIHAk9gZjThS/NY/rfP2K0mbHBoz+Mt/p5+JAyaBr0hnNaav+PzGf1el3ZQcfsTmU1/IceRRm8BT/MyvJvfoe3/ceSCEkBA6xdJ+BvpOYLVy2GaeKPbp9nZXLfKxJYRqKxexUgW8Xo043P2DfODzB3j81x4Hse7MIhL9FBUpXv0vX6V2eTPTqO9YH0/+p09S3F8k8iNQcPCLBzn004d45396h/rV+sb4lx3OcvTPH8XMmmSGMvSf6EczNHRTp7vaZe3cGmE3RClFdjjLsZ8/Rv1qnZW3N2+U0AQjT41w6q+e4v1/dYvlugArZ5EbyzFwcgAZSVbeXdmRENIMjYlPT/DYX3mMVF8qEWFTCqELvIbHW//DW1QvJiV2Zsbk+C8e5/BXDgNJyZlu6hz/heNc/b2rXPrtSztqCqkoIphbIPf8s5S+9FPEjot39Trh0jLdN96i/Oe+TN/PfZWo0cQaHyVcWsG7en1XUT89n8M+dBBjoB8tkyb9yAn0QgF/bp640QTAGh8l7vbwr0+jwhCRSiF8H+XvLkUwrNVRYUTxJz9LuLJGWKnuwWVMEcYulfb1jQnKausSsdr9w3yg8DRu1GbVucZNO/TbkTXKDGePYmop6t48NW/+rhOi9IFB+r/wOGGti5KS/Kl9Gwts6fp03p+l/JkT6PkUmmWQPji4RQNLM3UGv/g4mcPDpMaS8r3OubkNt6eBL58mc2yU1HgfKlYbC/D6yxcZ/08+y/hf+wnCdZey7oUFnOurCEOj9PxxMkdHCKudZDKeNnFnExcVd7pC680bDP/8c+ROTqDCCGuoSPXr7+HOVmm/eYPikwcZ/2ufxVtqkBovJy59d4BNipIY5Jp8n6pa3lLqpStjWwlUgTLj2mFiIq7Ls6yqhY2JaY0VfOlwTHuScXGICosbdsQAIQFX5bso2JY91I2bPKZ/ihQZ8qJMT93fREogSIksruphYCCRG9lIeynncuhSV6vsE0cYEKPU1drWa4NBnxjGwGBVVXHYXTThVsRErAbT9Jvj2CJDRi8ykTrBjHv2jiV3HzdYxQGy+47QOH/3TBjpuHgXru75+IXDjxH2Wrgrc3f93PXvLBL5MbUbLZ75T44z8dQgN15e2hbM2Av0lEn/Jw9iltJ4K21m/s0bNM8uIoOIk3//y6RGCtz4F9+ne6OKMHUKx4aY+IUnSQ3lcVfaVF65gQp/SLIK9iYJt/MhVPK/YHGeuJVkV8TdLs6lCwhdT8TCBYkSJeBcuoBc10wI19Y2Is7SdXAuX0RLp5GehwpCnKuX0UzrA+nX5J98huLTn0y0ijQdoWmJQcKWv/rGvzfeu8UA4sOCECLRVzJNdhWCUWqzJH1dn1BJmWQO3fbexrY4onvpHFF3jqjRTco0MzYIgTVSInZ89Gwy9ikhkG6IdDdLGaTrEzV7iJSJCuJdNaDCs89TeOIZNNu+6z3Y9t5HcQ80LQngWRY62Xt+Xq3r2+zq2ksJMkZFEe2336D9zpuoOMLQLHRhEqnkOhuaTSR9clY/YezhRm1KqVFC6eKE7cSeWUsRSZ+MWUaqCDdqYWppdM3ECRtYegZQBLHH3cgnFUW033wdFUWUX/gsRrGcXP+POYQQmH0DlD/zk6QPHKL+vW/hzk5vCzK0gwrdMAnK+VGHmdabxCpGKYltZGkHq2hCJ2XkWexeQCCoujNEMmCxe3Ej+90JGyx1LyLQCOXHqNxSwcJbqzRm2pgZAxlKnJpHsG60oxfyaOnUemDbTLIJH7LrvIoVgbP3Pj8KJHNvV3nmVw5x+ucmEZogW7Y590fzyPVMljhW+LckF6gkMXzv5xgEtN85Q+bgYcyBoQdCpN7MdDMKe3P++2HEW99zeO81l25bYlqCX/sv+vmpn8tvEEInn0pz+BGLf/L/rlBZDrFTGpqelKMBnH3D5eo5n/4hg8pyxP/6j5K1uO8/mJI6pSS+18Lzm4ShS+B3cd3dV099bAmhXGGMTGEkaWxGGrd3bx0hoQuO/dwx4iDmjX/4BrUrNXRTJzeRozBe2BBhBkj1pTj9N09TOlTi3X/+Los/WETGksnPTvL0f/40j//a4/zgv/7BlmwbI21w5KtHmP/ePK/916/RXe5iF2zsoo1bS3qb2ItZfGORw185zORPTG4hhMysycQLEwSdgMXXN0uQnDWHd/6ndwD45N/7JKPPjN7xN/af6OeZv/MMcRDz7j9/l9X3Vom8iMxghlQ5RWt2M6Iw/vw4p//6aWa/M8v53zxPZ7FDbjTH6b9xmkd+5RGas00Wvr9D/aFS9N5+F+m6mKPJPbiZvhrML1D77d8lffIEWi6H8/453ItXkE7ywIS1Ot233tmYPAN4N6bQl5OIq5bNYk0mGV/dM2+BrmFNThA1m8SNJlo6jTAtjIF+Sl/5YnJfLRPn/CXa33kZ78Y02vLqRjaSiiOcd99PxKPXETeaNH7vD0gdP7YewY93LHu6G24lZww9lUQYdyksXbCGKFhDGJqVWMzHDhVnCi9OyplsPcvxvk9TtieIlM9Y9gRXGt9nqXeZO02CwnoXd3oNe7iIihW1ly7Qfmc6uQaRpPbSBcKWQ3pygGCtTfO1q6QmB5B+MohEXY/qt86ROTSMt1Bn9ffexF9qYA8ViToutW+dI3NkBG+uysrvvLFRquPN15j/9W9TfPYwRj5N/eWLtN66sV4qA+5sBbM/h1FIE7sBS//2VXqXF9fPK2b1998kP7VK5ugomm3Su7pMUEuug7dUT479zGHQBGt/+A7pg/Mb27dBCKpyiYpa2kaY3E5KCDRKYpAMOWpqhbVbyCAAhaSqlpnkGHnKlMQgHdXccoyAnaNYLj06qkFaZLBJ7Xyuu4BAIyPyCASmsFEosqKIqzo05V6siRVrcoFRfT/9YpQ01+my2Q9Y2PSLUWJi1tTifeseVYMFVowpJlMn0YXBZOpRIhWw4F0h5iMoj3mASA9NUHrkWdJDY+ipDH59FRn4+I01NMMkNThG+/o5MmMHCdp1IqdDdvQgqcExwk6T7twVZBigp3PkJ4+h2Wmc5Rm86jIoSeHIY/Sd+iSR08GbOEJ35lKybQfUpjYJxu/992cfiGmVnjLJHx1CRZKVb1xk+U8ubGy76eITtDy81eS73YUG3RsVHvn7X2b/rz6DM1eneXbhAejV/HBBRRFRczNTLe7sTJZK95bVhJTg+BhWhlglbljSu0UM13GQbEa5Nd1Exnt7PsxSH/bEPjTjzhmTH1usl1iiaXta0wSVVVqvv7JxrY2+PMSSqLUZOLOGS0RdF9n74NlsZrmP1Pg+hPGxnUbfERuk1R7vgTN9PYn4x9CXnkQTBgpJL6jTl96HE7bImCW8uEPgeBh6irRZIG8NEcmAtFnAj3vrRFJA6HhkrBKaMIhkwEBmP07YJJJr98wYkr5H641XCSqrlF/4LOlDx9B+RO6VZllkjhzDGhyi9u2v0373zS2DgFTRxvWJVEAUJfNtgYYTNsmaZWIV0fQWCeRWJiS85d8Khf8QbLEBUrl+wsAhDh4OEyNDSecOVRTScQnmFtHzOcyxoYcq7n8TH2SMXjzX4NSfCxk8UqC15PDKv7zK0oVbMqjVvY8vQ4luaGj30MbxlxZovvZ9+r/4M+ip9P2f9I8gamsRJ06nOPlUikxWo9Svw00fKgWVpRAh4MUv5fjBN7tcv+gTBps3xvcUYRAThYrAk3RaD7rdKRy3hr/8FvF9OCF/bHtHM5XHc+pYdh7D2N2iS6lESDndl8bKWxhpg6Ab0LjaoHF1a3lC//F+hh4bYuobU0x/czqxOgTmvjfHyFMjTLwwQXGySOX85sJM6ILOQocLv3WB3krSEfktH26rhmneaFK9VGXo8SFyozm6y8kCNz+eZ/iJYeZensOp7F3dXLd0xj45RmYgw2v/7WtM/enUxgTdb97WOAQc/NJB3JrL5d+5THOqCUBrpsWV373C8JPDTDw/wcqbK0Te9oFXhWHiGnbTOewWRLU6ne//YMdzjCpVupWt5J13eTOaHq6s0vzDP7njb8ycPoUx2E/tN//9hoNL+sQxsk89QffMW0km0pYvjBNiacvJK4LFZYLFvQk3A+iahalv7SSHCseodK7jBrtzCRJCYzC9n75UQnwJBH32BJfqLxFIl6xRpmANM9N+mzV3isPFTzCaPUHNm8ePdyZDonZC2twJ0g1ovnqF5qub9oO3l80402sbJNLtcG6s0n53ZsdtwWqLyh+9s32DAm+uijd3Z7JWhTHtd6Z3/l6VEE7e/CbD7U6v3fFYsYo2ysTuBR2dvCiiUAR42Gx3E9ExCNeJjIzI7SxyjkDHQEdP6vAR6JgkilliixX7XqGhYQqLEAsdg5gISZREXPeIHm0aqsKAGGNAjG4pnyuJAdJkaFKjexvptRdIYma9c5iaxZB1EFPYHEo/ScEYYNG7Si9uEqkASfzgxLZvzm3u93Ca2JU7Vuh0iJw2YS+PuzJH5HTIHzyJ0A2MbJ7s2CF6i1MUDj9G/dwPyI4fJr//OM7yDKnBccxckeaVdyk/+hzEEaHTpf/0C9Te/T5ebZmgXSf2XfxGBXdllsi5s8acbmkMHCkydKLMje8uEjgRVsbAafj3fR2EoWGVM8gwpnV+q16TDGI0U080hW5Bb7bO6rcvc/hvvsDAC4dpX1lFeh9v4u+BQAiypVEMK4NhpdddvgAlUUpi2lni9QVaFLpki6M0V64QRz8cJXc/KogaXW5/IIK11oMTOP0x7gohNHphnVJqFGH1E8kAQ7PwojZO2CSWAVJF1N1V+tKTCRkU9fDj7oamYiR9wtgnZ2WxjSxB7NINqki1y2xEIQhWlmj+4PsgdDKHjiQ6TT8iMIol+n7qy6BpdN5/e8csd10YaMIgVhGGMAljl9WgikJuzFkEGrowiFS4ERi7qUUiECjUA9VC1E2bwtBhnNYKfq9BKteP0HSkjNB0kzjyiXwHITT8bm1PLr73grBMtEyKaLVGtFIlmFn4SG3nNUMw8kiJbNkmO5Bi8EiBwy8M0V51qVxPAhD9B3KYaYOLX1+gW/WRscLOGvi93WcctVZc4lDy9F84yOqVFp1Vj+k3KkS3ZxZLSefsO9ij4xSeeu5H6nn5IMjkNH7tv+hn/IDJ1XM+zXpMGChMU2zUeVw55/G//uMan/+5An/z/zbAykLI1/5di8vve8gPKYFaCA3bLuI4a+i6jWVmcb3diVd/bAkht1uh0HcAIQSt2tTudpJw5Xev8MTfeoLn//7zrL63ytIbS1TOV2jPtzfmDkIX5MfzWHkLK2dx6MuHNg6hGVpCJqUMcuO5LYQQEppTTXqrd2fU/ZbP8pllHvtrjzH81DDdryWT//Hnx0HA4uuLRPeRWqhbOn1H+vBbPmvn1u66OLALNoV9BWQsGTo9RPHgZjpfqpRCMzRyoznMrLkjIfRRQUulk5pw20LEMVo6hTk6sp6O/+AsMe+Egfwh+vOHCePNqEY+NUy9N7PrYwgglAEz7bdp+2vkrQH25R9jIH2Apd4lDM3C0Czq3iKdoMJS7xInyp8lpWfvSAj9GImAcsju2oBAYIkUAsGImGRQ39lqU1/vIg22R+KzFOgTQxRFP2mRw1wnbjR0jAfQtUaErMbz3BqCaFO/LzIlJKSiFukXI/RroyzGU4QECDQGxFiSMi6Xtl2/sjGCKXZJuKNQxFSCeWwtR58xiilsRq3DDJqTdOI6naiGI9uE0k+IoftYnEUqoB4lpIU9mAep8Kt7fy70tElqpEBv+t4ptVG3hV9fxUhn6S0kpLNdHsLMl9AMk6BdIz2UuNpETpf+x19A6Dq6nRAC2X1HcSuL5CeP0Zm9gmYYGNkC6dFJvNoyfn2NsNvCqy7TW7hx13PZ98wgx780SXl/ntWLdfxOyKN//gBnfuMykXefsw4hEsJHKSJnaxuInADNNtBT29t089wiMpIUHxlBTxk/coSQyKQQhoFsb7YvLZ9BLxWIG21kd4fAjVKEXpc48jHsHEIINM2kXZkiUxrFsLPoZpoodNHXyzge5ILnx1jHjiJSPyaDPixoQidvD9EL6gihYWg2ftQliB3SZgkv6uKFHcLYpxvUUComtU4KSRWTtfqw9CyWngIEQeySNgrkrEHa/updM4QSIe5RUhP7yBw6ij2+DyOX3yjx/FGCUSjS/1NfRoUBnXPvbcl20dApW+NkjSLtsMJNS2pDWCgUppbCizvkjDJpo0AnrNEIkrE1Z/QhiTE0izD2cOJ76xXtFnHo47stZByRLgyRKY7Qqc2RKQ7jdapYqTymlSWOfLzugzUM0ot5sp96iqjWJFpZQ4URweIa7MZl+T7RWfO48eoa4Q7js2HrHHp+iNyATeV6GxkrjnxmhMr1NpXrHTRDYGUNTFvjM3/7BDJWCAG1mS6v/PpVulWPG6+ubilHW7vW2lJCBtBZdXn5n13myAtD9B/ME/SiO5aVSc+j8b1vo+fyZI898mNSCHjkyRSPPZvmf/nvqrz3mouUitEJkwPHrI3PRGFSVnb+LZdDJ2y+8stF/tbfG+C/+r+sUFm+pX3dnNI/YAihkcsO099/nHrdwrYLCKH/6BNC7cYsTjfJcIj2oCG0+Poi3eUu458cZ+LFCZ7620/RXeky/Y1pbvzxDcJeItZlpA00U2P/T+xn4oXtotVe00PcdkeVUgl5sos5x+Jri5z4pROMf2Kc+e/No+kao8+O0pxuUrt0nx2glpSthW54Z0Hodei2vkH6PP5rj++4MIu8O3cYHxWcc+fRy0WKX/jJjTp82e3Sfun7KO/hR1jdoM1c9c0tFvPDxePEcvcLIYWi6S0y134fhaTpL1GyR8lZ/dAjSZlHbEx4nLC1QRI9DLizVZb+zfeJu9ufI2emwtJvfp/Yefhk24PA7smSzYbdo4Oj7q6b01a3ZRCKEQ5pj5KjhI9LRzVoUk2ydwQMinHylPZ49tuxGZVTt/3d+5GaqkaXFjkKlMUga2qRHAXyooSLQ1NVt0UBD6WfpGQM7/IbEkJIKrlRe578TUre+rRR+szR5B4plTiz3ccCrRs3ONP+A6yhHGNfOYWMYirfu47Vl8EqZ4i9iNbZRcxiiuKpMWQQU39njtKpMezBPK0LS7iLTQZeOEzx0THWvnuV1sXlXWng3Hq2frNKeb1EzG+skR0/TNhrgZLodprI6yFljNdYo7c4hYqjhFwIA2Qc0bz8Nl5lu3vavTDx1CAX/mCGQ58eRWgCt+GT7U+h6R+gs5aK2AvRsxZGfisBGLYcdNsgNZhHaAJ1S0ZV1PNRsUxEpvUfvcWWtW+E7CcfJ1qt4U8vEq1UyX/xU2jZNNJx6XzjNeLm9r7Dd1sJEeR1EEIHFROFLkJoyDgicJpEgUMUOIS+82NC6Mf4kYMbtugF9R21Z5ywCUAnSLY1vaSMvOVvSii4UUJAeLeYbqxFdxmnhVh3tjtM7uTjpPZNYpb7f+QXs0IIjHyB8md+iqjdxp3ezJJXgKEl5I8bd9CFSdYo48kKY+kTOHEbFUtSRh7/FicySDKLDGFhavZ9mabcC05jERlHxFGG0OsQuB0iv0scemi6Rbo4TOC22VFp+QMg7vSIVito+RxaNpMIyWvioVY7V661qVzbWUsy6EW88i+u7LgNoDiW4dlfPcRb/36alUtNlILyRJZP/6fHGT5WZOoHa1Snrm3Z59rL200zhFCsXaoz/87u1pdho071T/8QgOzREz+SpbG3QgjQdZKMHwGGKTBMWJdPw9CTTN9uW6LpMDppceRRe0uMoVDS0HSB50qmLvm8+s0u/6f/5xCp9ObcTEpwHUmxTyeT05CxIooUD8p0VAgdTTOx7SJKSTrdPwO284XyftqNWcT661bt7lHVm1CxojnVpD3f5sbXb9B/vJ8Tv3SCJ/6PT9Bb7jH/yjwqVvgtn8iNeO9fvsfsd2d3OBD4bX/be7uFU3FYOrPEgc8fIDeaIzOUITeS4+rvX8Wt319NrYoVXsuj71gfZubu2gJhNyTyItbOrfHWP3kLr7590I79OCl5uwsMPXG3iaKb5yzWU+R314kLoW181jSzSBndtfYxqtVp/vE30FJ2Eu2RMnG6+BDIIICOm0xYdN0iaw8ghKDRW8ALdi8cHMvEVePm4luhiFWMIawNm/RbcXsK74NG1HLovL9DGweiZo9O8yHZ736EUEgC5aNE4sI1JS/e4/ObZIFFiklxjAJlVtUC0/ISPs66VbtCVyY5rUhelB7uj9gjXHrU5Rp5rUT/urh0WQxhk2ZNLe7ohqYLA0N7sDolIvEyR0e7L8JZl8mwFbU93KUmfq2Ht9Ki75n9dKerdK+toWJJ8dQ4mqUn+jhHhgjqDnraIn9sGGe2jrvcwshYdK6tJppX94CMQjTDQjMtZBwRdVuY2QJ+fZWwVad0/Cla195HxjF+s4KSMZ0bF9at2zU0K0XQquNVl3BX59EsG7m+IEIpVBQmGUW6cVfr7aAXkR1IYWYMUkWLsScHCL0YGd//lFaGMd5aB3soT3Z/H/UzMxvbnIUmSiqKj4+z+t2rRJ3NscIqZhCGlpTe/QhCsy2MwRLh4iqZZx/FO38dLZui/cffJ/P0SayD47jvXt62n1wv/7rd8KJbn0PTLSK/h1ove/lxqdiP8aOIlre6Zdx8mNDsFOkDhyg89Ryp/QfRM9kfCRHpvcAaHKb0wmcJqhXiTkKmaUKgi8RVLK0X0ISOqVmAhhu38eMefuzQDevYemadFErgxG367X0IkqzcB43QS7Iub+0j43B9HSF8ZBzeEuwXZDODRLGP7ye/zTJzBGGPvQbJlOfjvHMRkbKRjpuUjH8IGkL3CyttkO1PEbqJO5hmaNg5A00XBG5C1KXSAjul0e3EiStZSqzr1SjstMAwBOUBnfH9Ju/8wEXJJHSayWr0uvKO5UxhtUL1T/6AuNcld+qJxKnyY+zYdzeMTJh86gtZBkcN8iWdT385x9h+k+sXfM6ecbh6wWNlIeQv/+d9LE6HFMo6nrO13Tz3E1k+99U89UpMHCpG9pm89q0uzdrWC/z2Kw4/+1dL/J//wRDdTsyZl3q8+b29y8TcjoQAWkIpia6b68/L7temH1tCKJMfottaBASZ3ODuCCHBOlmhkKHEq3ssvr5IHMZ8/rnPUz5aZv7VeZRUNKebuDWX8pEyV3//KpEbbT/OLrQn7oQ4iFl4ZYEjXz3C2HNj2MVENHbhlfsX5oz9mOqFKvs/t5/Jz0zSnm1vZgrdprUROiHVC1UmXpjAyljUL9c3f88t12nnc9k8mK4nVoA3CaGUXcI0UnR6d9Ln2dzXMnOkU320OomrjqGniPBuIYRuPelb7O19n9j/aCbRComumYwUT2LoN60OBYv19wjj3T3QXtyhPzVJ3hykG9bImCUKVmIDP5o9TnldW+hmRpAu9CRj6AHWcD9s5IdT+N3EJvOHETExHdVkREySIb9uI7+7yWuGHBmRJyRgWc3Qu0WgGUAHbH4YxfgUa2qBMfbTL4ZZWs8UUihqt7myfRwgo5jYDZFeiAwSAsWvdIm6flLilDERuoYzV0cGEcVTo0ROiJE2UUoRO8l+sRvuqs/1GxU002L4U1+htzhFd/YyMgqSMiu3h9DNRPtHxrSuvU//6RcZefFnkHFEb/463flrdKYvUn7kGYpHH0dGIfX3XyXstlBxRG95ltKxJ0gNjNK88s4ds4euv7TIqZ87yNjpfkr7cjh1j/P/cWZHR8jdIvZDutcrlJ+YoPjoKAu/q6Hidevh6xWiXkDf05MMvniY1W9fRkYSI2Mx/PnjaKZBUOttfP6jQujFvPWHK8ydazN7budJULce8Cf/3ymUgvri1sCL34t49d8tcO5bFtPvNAFQcYz73hU6L71J4csvoJcLIBVRtUlUqaPntmuP3Q1x6O3JFfXH+DE+rvhQyCAhsAaGKH7yRXKnTmNkcw/s0PeTvXonCHjoznJC08gcOkr+1GlaZ15FxTEaOrEMCXBRSGr+5piy5m3qNt4sE7sVgXRYdu+cufJQoSRRsHU+nU73oWkGa5UWppEmlx2h0ZpGKYll5hCatr74vfd9U0GICj4e5c2tZYcr317iqb9wABkphA4guPD1RdautNF1+NTnszhdyfVLAYdPWGTzGlGoeOc1l6dfyKAbgk4zpm/Q4IlPpLlx2efAUYtSv069EvP+GfeOiVhhvUr1G39EsLZK6RMvYPT1A/zIEUNCS2Jwa0sR/79/UtvyvhCCRiXm1//bKo89m8YwBbPXA5q1iLFJcyN2997rLmGgKPXrxBG8+q0ul9716La3XtxX/rRLfS1i4pCFjBWrSw9u7p2UjQ2hUAiho2smrfbdnWtv4mNLCLm9GiP7PwGA096dOHBuLMcjf+ERuktdmlNNIi8i1Zfi4BcPEgdxIqy8fmPr1+pM/ekUh79ymOf//vMsvrqI3/VJFVMbejvn//V5gu79M+eNqQZr769x8IsHkbFk5Z0VOku3pcRqkC6lMXMmmq5hF210Syc/nidoB8hI4tZcIjdCRpLFHywy/vw4J37xBJnBDCtvJ6LQ6YE0+fE8M9+eoX4lqSe8+vtXGXh0gKf/7tPMfGOG5nQTzdTIDGYoHy4z+9IsS29sHSgGyifIpPvoORXa3UUG+07iejU8v41pZhgdPI1pptFrNqaZptNdJmWXkDLC81sM9h1H1y1qjWuUi4fIZYfRhIbj1RgeeIxa4xph2MO2Cgz2n0wczdwK2cxgIowXB6xWzxHFH92kWtcsLCPDbPUNlFJMDjyLZaR3TQhVnCkG0wd5cuirBHEPU08Tq4iGt8iBwtMYmo0TNRlI78eNOgxlDhNI52Nl+zlwKHFDqPd+ODWPFJKGWqNHh6LoY0wcYEXNEd3mhmVgYmDi426Uo22WpW3P5tLQGBRj5EThw/gZe4ZDh7qqMCr2MyBGKYoBXLrU1c5i3YF0cX/IdKuCdX9YFUv8apfiY+NE3YCg4SCDZGCVQUTz/UVKj41jljIE9SpoGpquETQdUBA0epjFFH1P7ad5dgF5j5KxsNNg5ZWvods2seciw5DV176OikLi0Gfppd/ZEIMOOg3ai5cxcgWCaoWo00LPZgn8NpV3voueyaLCEIlEWBZ6OkMUu1Tf/34iet+6c1p3fbbDm//bZS784QyaruE2fXo17wNl1ks/onV+kbGvnCI9XiY9UcKZTcYJb7VN/a1ZRj5/gsN/60WGP3ecoOGQGimQOzKIENB4dz4h1j5CxKHiyqt1rrx653p5tx3x2n/YmWgLXMm5b21174vqLTJPPUL5Fz+PXiqArqHimNSjhzHHhwhm925M8GM8fAhNYPVnibo+espESUnYuvf4eVMrazef/TE+WgjTJHv8JOVP/yT2yChCv7/ljFLrWea+jwwCVBSh4gglZWLnfr/E0LpTm9C0xK1N00BoCF1HGDrCMBGmiWZaD6ysTbMsCk89S+/qJcJahVD5VP05hNCI5Mej7H9nKDy/RTrVl/xTaGSzQzTbs6RSJQb7H0nIouoFHGcvDqw//PDaIT/4jWtk+20MO9H5C5yYXt0nDiRCQCqTlCoZBuSLOouzIQePW5x+No3nSDxXMTJh8tgzKV79Zg/DFJz+RJooVGRzGpff9/DcO7dz6Ti0zryKNzdD8blPkT58FCNf+JHKwluaDfnd32je5ROC6kqKP/2drcGmhelk3qPrFu2axct/3L1lj/Xn/rZgfuAr3nvd5b3XH7zDnhAamm5TqV4gnSpjWfld7/uxJYR67SVS6TIA3dbudBhiL8Yu2Bz4qQOkyimELojciNZMi/f++Xssvbm05bMXfvMCftPn4BcO8sm/90n0lE7ohPSWe0x/cxr5ASOibs1l6fUlnvzPnkTFirO/cXabgLOVsXjs1x5j4oUJjLSBXbDRDI1P/l8/SdALiNyIM//oDEtnlkBBe77NW//DW5z4pROMfmKUI3/uCEIXBJ2A6oUq09/cjArUrtR47b95jRO/dILjv3SczEBmo+yseqG6Y7lYkg3k4/ktwsih566ia4mrUhg6tLoLgKDTW2Ko/xSaZmAYKeI4ABRe0CabHsS2CrS7i4SRQ6M9k1wPr7bBOuezo/ScNRy3yr7R5wnCLmu1iwyUj2KZ2Y+UEEocLhQjxZNIJIZm7WmwbQdrXGl8n/HcSWw9h+OvsNi9SMNfomSPJJarMuCRvp9gOHMEU0+z3LuCG96/qF8mK5IoQVuCgrF9BoWSxuVzD2eSoOmCk18ep7PmEboxV7+7fP+Ctw8JHRrMy2sc1k5xRHucouqnpWrERAg0LFLkRBEDk8vybbx1q2iXHi5d+sQw+7QjCKnhKwdTWJTEAENiHwEB6R2EqIF1VzJjw51MX/9ciiw5CkSExMTrrmKb1+ymg1myj0FG5Nff18iKPCiIidb3DNkpUhYTsaYWGBYTjGj7sUWKhfj6HcW4r7vvYIgfLmvrWEXrOkTQvrRC+1JSxtmbvYVEUdCbrtKb3nS4697YOlEMmy5z//7t3X+xUkS9FtEtFZRRb3NyELY3iQihaSgdgm4TrZhHyADZ6aB0DaUp9L4iwrQQ7Sx6Oo30fYxyH2FlDRn4yODOGZD7PznMyvk6tRvJd2umxviTAyy9V0VG97l4UdC+vMri187hV7qErc2JStT1WfyD98kfGyJ7oJ++Z/Zv7iYV7UvLrH77CtL/eGWY7QbRcpX2N1/HmhgiWFhDdnuY48NknnmUuNbEv7a7yNuP8eHCyNns/8UnqJ6ZoXRqDG+1w9KfXrrnfpnxIoUTwyz98d1LiH+MjxbCsil94lOUX/gJ9Gxuz9k3Simk7+MvzeMvLxGsrRA2akStFrHTQ/regy0jEgJhmGimibBt9FQaPZtFzxUwSiXMcj/W4DD20AhaancmDneCOTBE7tHHaHzvO8B6udePmJZ6GPY2AnMJSSRwvcYD1xv6YUHoxjQXdg44m6ZgcSbk9HNpqssRqbTg0HELOyW4PB9y4nQKTQOnJ5m9EZAvamSyGktzIW5PMns9vCsZdBMqivAWZvGWFkgfOET+sSdIHz6a6HR9RNlCMgyJmnXizt01QB8EhBBk04MEwc7flc+NU8iPM7fwysZ7qVSJdLqPRnPqQ9MJlDLC95sM9p9EqohWa2c5kJ3wsSWEyoPHcHuJan5p8BiVxR1sr2+DW3d5+5++TaovhZE2EEIgI4nX9HDWHGS49YaFvZArv3uF+e/PkyonzltxGBN0A9yKu4W8qV2t8fL/42W85h6ICgU3vn6DyoUKKLZkKG2cgxty5feuMPudO9/U5szW/ZrTTd7+Z2+T/Z0sZtZMSBw/wm/6OLVbOhUJ1QtVzsyfITuUxcgYICHyI7yat+NvaXUXKGTHKBcPEEYOhp5G14z1esUApSS2lUfTTEBhm3lsK4/rNSjkxrGs9ZReIZAqxjBSGHoKqSIMPYVppDcygUwzg2XmiGOfWPqomwvBB9b53DQLvPUdcU9h4ij2WW5cIJ8eBiFYap7HD3efRaFQ1L152sEaujCJZUikkgVg3VvYOI+rjVcYzBzCj3ss9S7fdx23acFTz6fJZAXvnfFo1GImDpocf9SiXo0JfIXTVWRygnZTks1rhIHa1SBxJyxfaNCtJu1HRurOIudCoGdt9LSFMJIomQwj4p6PdB9uREuhWFYzSBmzTzvKoBhnSExs3H+BICamqapbyvUCPObkVUzNokg/Oa20UW6lkCypaWIVcVR7fNt3mlgc054gJ0po65avKbIATGiHGWFfIraMZFnOsqCub3x3kQEOa49iCms9NylxNLNIcVx7kpgYlRjTcy1+nxY7Z5l0VIMWNcpiCF+51NXqHS1lu/Hu3Al+KCC0RPhQSoSuo+IYPZMjdrro6Swy8FBKoRkmRr5I0KiCUhvlsVapn7DTQvpu0i7zBZAxca+39yjxermtMAyk7xJWKxj5PHomk5QPqERYO2rUMXKTyS5hsKu+7dCnR2nOdfE7SWTKsDSOfWEfqxcbyA/glOLXusz+mzPEXoC6TY+oc3WVK//424z/+dMUTgwjDB3phzTeW2Dpa+fozX/wdqLiiKhR3/PkUoUR8mGVEGsi0akLY6zJkfU3BZ1vvU5UbcDDKJMTApGyUF6wc7sTIL2kTf2oC33uBXGnvaXMR0mFnrGw+7I4C01Gv3ACI2vRvrKGu9pm6MXDaKaOX+/Rna7T/9Q+NFsnbHvoaZPBFw9jldJ0rq5hZCwa55conhjGWWzhLrWIe12CWuVHXrR4L7ivvnKPEJZF+YXPUvrUZ9DTeyvZVHFM1GrQu3yR7uXzhLUqUbcL8UMms5VChQFxGIDT21acLSwbPZvFLPWROXyM7COnsPoH7uv5FoZB5sgJ2m+fIX5IGdqx0yOsVfY8F49azSTzao8wjBSF3Di2ladtzWGaWdJ2iUJuHMepkk6VE/fe8MFlXEjfS57vPWbBhM066iE6lt2OOFasLoa89LWITkvSP2xQW4tYmgupLEc4PYlpJXN7lEpEjx1JqxFTKGm0Gnu8HzLGnbqGtzCH2ddPevIAmSPHsYZH0FMZhGUhDOOBkERKKYhjZBSiwjDJxu718FeW8JcXCdZWibsdwlbj3gfbJQwjzdDASTTNAhSV2iWiyGOg7zjZzBCN1jSaZjDY/wjpdB/pVJml5bdACAr5cQ7s+yxR7FFv3GB46DT57AiZzCDV6iU8v7nt+/L5cQb7H0HKiDDsUaldplw8QCY9gBe0qVQuMDT4KI3mNMNDj7NWuUAm3U+jOUW8LREhWdPWGzcwzQyaZiLE7tvvx3Y2oekWMl5P1TJ2GcFWSVaOW9t9pyEjSXe5S3f57h1r2A2pXqze9TM7wW/6VJp3TnFUsaI13aLF3rJDwl6YEEy7QNAOCNq7WXwLMql+LDOL49YQCEwjjdA0bKtI5K7henUy6X5sK0/PWSObGSKOAzw/cV2xrTx+0MYP2gRBF5UbI5sZIgi6CE3HsnKYZpZOb5n+8lGymUHW6hcxjQxxHNJzKkTRB88OSpslsqkB6t2ZLfalfbkDBFGPjrdzCU0CRaxCpIoTbR8ZcT8hmEj6ROy8kFEoqt4sdW9h3b3p/hcexbLO059KkS9qGKbgjZdddB1OPG6DSCIMr37H4blPp3nnNY/Tz6V47SWH6av3XwLi9yLSfoyZMkDsfG2EZVB48iClF0+QPTqKUcyglCKsdeheXKDxvUv0Li0kon93QUxIRS5hihSe2pswW0zEspqhHq9SFkPkRBEdA4XEVy4dWrRVnfC2+1RTK7hxj34xQlrkEICnHBpqjQ5N0uRYUDdw7Q74bDQPhcJRXRQKzUjSfJt+dcfmk5Spbf2dXVqYeqItJSO5434SeVc9IB+XtmpQFoM0VXVHMemPI4xMjtTwOJHbJTU8gb+2hDBM/DgkM3GQoFlLBKEDH3tgBCObR7OSaKwKfbRUhthzkL6Lns0x8st/hajVoPJH/xHp7K1dqSjCuX6VDdJZSsJ6nbDZTBZMQiT3TknCRn1zYr1OFO0EM61z8MVR+g8XOf6lfbjNpE1mB9KoWH0gTbvkuxPXsB03xYrWhSU619Yw8yn0tEnY8Yh6wa7c2XaDsF5j+d/+b/dF+KsHZdFxG4yhfko/+zmk76P8zTEyXFx9OGQQIHQNa6yfYC6xRN52Tv1FelMXaL195qF8/8cWMt6yEAuaLmYhjdA1MhMlnIUmy9++wsTPnCJ8JSF91r5/g6EXD2FkLJyFBjKKSY8k5b5+pZO4640UQCky4yXMQpr4WjJfa73+Cq03XwcSnb9Y3fk5SIR9QUcnVD6mSDQjwz0EeXShI1W855lGpjhCpjhCtz6P36s/UG2cbYgjVPzwMoGFYVJ4+hOUnv80WmpvOn3S9+leeJ/m668QrK18qIv2e0EFPlHgEzXquHPTdM6+Q+n5T5N//Ck02773AW6BEAJrYBB7bALn2nbB+weB1plXab/9xt53lHJXfbUwDcyxEaJ6E9npEkUey6vvJkF8GRMEPW7MfAulYpSSLK++kwTw9uD2ey84168w/z9P7X3HdYOIDwtxDCsLSVs2TJi55rO2HNFpJuPTzW23w3ViGtX7f1ZV4BOsLBGsrtB+9030XJ7U2ATW8AhmqQ89X0TPZNDsVPKfZYKmb5RQomSiOyhjlJSoKEqyo30f6XlI30N6LlGrRdisEzbqRI06Ua8DcZzs+xCybjShk8uOsLp2lk5vZWN9V2tcp1hIsqNNI00uN8LC4uuMjz2HH3ZJ6/2EocPK2nsMDZ7CNDI0m1PIOGBl5V2iO5gl2WYeXTNZWn6L4aHT9JePYttFFpbeoL/vGH3lw2i6TbG4H8vMUizsQ8pwxzVhJtNPPj+xfs5gmVni2Mdx7rae3cTHlhBq1abIFcdAJa/RtIQJE4JU3zBudXkj8qtbKWToo1uphKFXiRvQTdHkmxGeD/Mh/nhC0WzP0Fwv8QJYWttacuH5TRZX3tz4d7u7uGV777aGubS6uf/C8utbtq1Wz207g1u/+4Mgnx5msHCEprOAvCU6lE8No2nGXQkhQ7MZL58mkgEKSSE9xkLtbfzowUdjdit0fDdUV2Pefd0jlRZ8+496G+uYG1cCfu/fdPjqL+cxDMGl931+5W8UePkbDjPXPtizsO+pfgYOFcj22XidkPayg9/dvM7CMuj/4mlGf/lTGH25LdEEs5QlfWiY/GOTLP3rl2m9ce2ufFtohMyIqyAVSlNopoGesYg63oZNtllMEzYdhK4lC2ch1gduiULh4bCsZnbN6ykUPdr0VHvHfXq0uSbeZ/TRQTKzabymn4i1m4oZ/xKaoZEfy2LnLdbO1zBSOnGYEDyaqREHMUIX6IaGkgIZSrqixTXtfTLlFJEf4zV9NFNDMzRkECMMDSEg8u/eZgws0mSJVUxNraCnQixTw/fkepQtEdLTNdg2ZxaC/PAhivtPoRkWYa9J9eoZQmeTsM4NHyQ3cpi18y9vkPYPGpqROH1tmxAIgZkvJY5dqQzCtNBMO5lEoNadvXyCVg1NT/QbYs9BGGYSJb65WFIKua4rcS9C8o64PRK6Hu3ahl0u0JSEaN1NzMwYyCjJZXPqHte+tXDP+/6BoRKtId9/SJpS61H0HyYY/UWiWpPWH3z3gYiQirRF9sljaNkUxBJ/ZgWjr4AxUMC7Oo8/vYy1fxj7wAjBUpXUwX3YB0dQUuKenUJFMYXPPQVA9/ULCEPHPjBK3O0Rt3rY+0dAE3hX5vFnVsg+cxxjoIg/vYKWsTEHS8gwwnnnGiqMyDx5BGEaeFfnMcp5zJE+wrUG7qU52IXz3p6ga5sk2vbk3AeOoOGQmSjiNxxUrBCaQLOMjQyFqOMTO+vtTYik/1x/1rP7+8gfGkiI1ljSvrJG/ugQUc8naN3UMIshjjGxKOv9tGWDlEgTqRBN6EQqxBBmQgBhExGS18r0ZCvJRBZgKg1DmHRkA0mMTRpLpJHEhMrHEik0oeFLl4LWT081kxJjAZZIEasoyShd7wdjIhzV2XJxxw6/SN/4KZavfp+Fi99EPaQ++eFDkDl8lL5P/yR6JrvrvZRSRO0mzR98j/Y7byLdD+7m81ARxwRrK1S/+cdIz6X0qc/sWR9Jz+VJje/DuXH14ThoxfFDJf7MsWH6//ov0/qjb+G8fTaZ26l4c3hGbck0urkAfqCQEnWX0u2PEpqtJ+PxbUYSUQg3Lj3YMdTO6CDA793hfiuJCiVRo063UYcLZ0HX0dMZtFQazbLRLAthmptk0Pr8GykTMmhdr0uGATLwE02vIHl9c86kaZDKGcTRVkdVM6UhNEHgPLj2GIQ9/KCDvIVgVGoz8B/LEKUkI8NPEAQ9gqBLyi7hek2CsEccBwgtIfCliteJyp0HPKkkrtcgCHtIGWKaWaLII4xcwtAhlSrheQ3KxYN0e2vkc+PU6ld2bPOGnkLGSckYJM/Fn4kModDvUlu5mEzcZUhqcAw9lSXsNNDTWXQ7RXpwHBkFmLkiXmUFPZ0mcrrYpUFkHCUlBFJi9w8jgM70JWL/wYs83S8EGhmzTC+8s8Doj3F/0LXNErdbEUmfrHl3pwpNSwjEpcZZQDHR9xT6uiPYDyuUShb5N83a4hjaDUkYKKJIoetgmAJFYlF5s7++X9hZk9p0BxlLDEtH3GZLndo3wPAvfnIbGXQTQghSk4MMfvUZnBurhJWds1iEoZE/Poz0Y4QhiLoBmqGhZywYK6GZOkG9i9WXJSykscoZVCzR0xZ+tUv3+u6Y8/uBEJAfzZIfy9Fd7uG1A4ZP9dOYbmEXbNJ9KXoVh8J4jgOfHWfhzAqpgk1xf4HmTAszbaJbGl47wGt46KbO/5+9/4ySLL3PO8HftXHDR0Z6X95XtXdANwACDQKgESlR1EiUKLMyR6vRaKWVzlkd7Td92DNHuzMys6PRUCuJIrlDiQYECJLwrr2t6vI+vY0Mb66/77sfblRkZlVmVVZ1NwDu0YPTqMiIe99r4sZrnv///zxhEFGYylG9Xcdv+4w8Nkgia9JYaFI8VEAzNZbfXaO9tvukN6f00acM4tDGSZV48XNpElZMCA4Ma7zzikNxQGNsyuDie9uz8YxklpHHXyawm3Q2FhChH1ukb7tw9WOtKdfMJIPHPkF94RJufb33fmi36Czciv/oPryKoiCiKCaEpMSrlLZn4ajq5raqiugSEpHdYf13/w8QAuH+ZIwJoRcx8+oqRlpn6b0NnEZ8rlLIe0q8/hseDMXUSQxk8UpN5C7kh2g7KLqGMT5EVG/1nhXRcXbM3nngMXUdLWOhppOEtTb6YIGo0kC1DBL7x/AWSoTlBsnj0yiGjtaXQXRcwloL6/Ak7Xev4q9VEC2bqGmT/dQZokYHY3QAvT8PQuLcWMQ6PIk3v05Yb6NaJtah8VhYeaWMYpkk9g0TtV1Uy6T99lXUZALr6BTBagXr0AT+4gZRfTvxp6atmFCPBIquIYMQxTSQYRgH1RQFxdBiAlVV44wqVUUGYUxGDeTxVyrISKDn0wjb7UZ5IWrbHylBJIIIZ70Z/+ZrNsILSQxkGPrkAaofLBN2fNxSCxFE2MsN3FKL/IkRhBfiltoE9fg3H3khXrlNZ77KwHP7qF9cuec8w242ZlJJk1KyREpMykgEKiq+9EipWZQuC2apaULpo6BiqWnoBhcEESk1hy9dEkoSQ0lgKnF2iEd8PrpioqGTVNKoyp3sW4VQ+vjSwxHbyaD4oVO6Fax/uvsIPZen8MlPx6W8D4Go1aT6/W/T+uC9n6isoAdB2B3qb7+BOTJG6tDRhxpTFVXFHBlFTVg/+QTYDkgc3Ic+MohiJfiRsMc/oUiN5/CqzjbDBkVXGX3pAKETsP763Md+Di/9yjiJpMYf/y+zD974DqKIqN0ian902j59oxY/9w8P8K1fm2f1ZizkqOkKT35xiHSfwau/vUzgfkTk5139paaaZDNjmGaGbGY0rm6RkjB0cZzKFtJl+3MaRV5c7pidoN1Z2+KgfdfBtuznenVSyQGKhYOkUgM0W8sIGWIYaWznCn2F/btmG7XaKz3beaDnMrZX/KklhPL9B6htXO8xeHoyg6LpGNkCeiqLme9HS6ZQfJ3IjS0XNSuNoumI0Ec1THSriKJpqEYiXtQ8BJO2HUp3sKeXxqWw2Vb83k7bbNWriTu9eD8FEOhqgsn8Ga6Xf7htv0eCqm51br9zYh9P9OAOFOJJoqaiZSzMoTzmQBY9l0LLJtEsA8XQetoxMopTCIUXIGyfyPEImw5hvUNQ6xDWO8gg6mZ2yQ81RgSRi2XmMTSrx94qikY60U8Q3X8BKKUkmejjwNCLgCSdGMDQk4SRx1r9Cu59xJ8VXbv3e9jpGEJ+pCUJq8shL/9cmi/8osKb37eJCfnu4kZIBoY1pg4Y/Oa/rfP0i0kOnzC5funRIw3r1+tEgSSR1tETGpG//VpyT+zDHMjed5KjqAqpI6Mk9w/tSgjdcfFwVirkT45hDeXw6zZmMUPk+HilFkY+RWIgi2pouKU2ueMjSCFxVut7uhZFAVWPfz8yktuiEw9C4IRsXKky/dI4tdkGfjtg5LFBytdrVG/VsQoJAjfELrskcgkK+/M4FQfd0jGzBsvvrhPYAYe/uA+34bF6bgM372GkDIy0gZVPsHJ2ncxwGjNt4NQ8NPNuTQul98glyTClHMEgwYK4iZJ2yPdleP27HTotwYknEjzzYhLPk1hJZXsbqoqVH0LVTMrX36KzsRgPPD1SNd6mU5qnU5q7lygCFFWLo0EKvUE0bkNu3WjLc3GnFEr2PjNSOXKTx2mtz6CoenebaMcMkzut9s7l7lOK7t22e1IIu8NPIq5/c/HjmR8r3f97GCZ4a6nbnzIkJ4oM/ewTLP/WawS1Xb5rKbGO7sM8MEHU2CSEml9/HX92eed9HgARhOB4CNvFGCxgDOYRtoeaNONZQCiQIs5oIYgI2w5R28EY6UeGEdL1kX7sgqRaCaK2gze3hmrqoCpEjQ6qqaP350gem0J0XJSkiai2COtttFwa1TJRdB8ZRgjHQ7VMVMsEJc4uEvZdZdmaijkxiDFUQNoe3vIGxuQgQaWF0T8AUmKMFGOiKIo1vITrEWw00ItZoqaN3peJj6GpKEDUcjBGiwjXp3P2JtJ/tMV6f3IfWXOA1fY1vK4jYuQE1C+sUL/PfpX3YkHwjdfjspDWze2l+wtfPh9fetJg4Pn9+HUHZ+XesV0iaIsGEQG+dGJh/27mTigDBBGutJGIOFrcK+dV8KSNRBJ13S1t0URTDBzZRkPHl3HZsEDQkXUiQjSMrtPi5kI5ItZXDHcoFV6+8l3qK1dplmc/tozNjx2qSvaJp7EmpvdOjEiJCHzqb71G64P3P1Iy6Mhnhtn/7AAoCoEdUplvc/uNDdrlzYXa9FP9HPnMMJqxuRYIvYhr31sjP5pEhJKr37nXpfDIZ4YxUzqX/mSZsF6l+f47WGOTaKnUQ5XTJoZG/vQSQof3f4RaoR8P7pDjm38rvexzRY2DqiKS2zKMFVVB0eLrEmG8jrnznpT0CHKIHQ/3/cIplr9zk9ZsFRFGcUWLotCarxHdZUCkaGpsnb4lQKSoSm8dBtvb3yuSWT3OEvoxQ9UVskUDfcvvSQjJ4pUWhqUSBR/NHCSMPCq1G4Th5jpQUVU0LUG5eh1DT6JpJlJEhKFLJjOGpiVotJYIQxchIuqNeYLQIQwd6o05dN1CVbQd6z06dgnPbyJlRK0+gx906HRKpFODNFvLNFuLaFqC1fWzdDrrrKy+t6uTnpQCRVFJWkUct4qUEeFDZPL9qSWEND1BtjBF4HeIQo/ItQmdDpHbwdVWkFGEX9/o/WClFLElsIzT0xSlawW5JRUi8l2UhI45mEc17v8DiBwfv9QAAYOp/WStYZCC9fZNhBRMFZ4giBwURWWleZlsYohcYohIBKx3bhKJgNHsMebq71GwxrH0DKEIyCWGyJgDVJ0FSp1bJPQs+/qeRldNVlvXaPtdnSJVITk9iGLe/yuUfogzv0H6uccwJoZREibS9UDTEM02za+/8uG/jLugphKYA1msqQFSR8ZIHRrBHMiiWgaqqXctN7tZI6qyZVFBvKgTspuOLRChQAYhMoiIOh7+egN3qYIzV8JbqRE2bMKmjXAfbqLTctaIhM/R0ZepdHWE8skxUokiN9a+d999Q+GzXPkAVY3vfbm1qSC/G3MLYI4UmPoHX8Lou38GEkDjzRus/e6bH5mw8uwNny//ZjygtJuCy2ddblxU8D3Jt7/aQUo497ZLvSJYWw4fivTYCYm0QbvscvOVNSYf77+HBEvuH97TgK+lEiRGC9vLDbZABhGtG+sIP7bNVgwNGUQoehyJFkGEqqt05ivIsPu3oWEUkmiJvTHnw8cLPPkX9lOcyrD0QYVX/7drcXnXAyAliEAw+uQQ7XWbZNFCT2jU5poYSZ1kn0VjsYVmqGiWFusJzTdJDyZpLLaI/IjIjwjsELvi9kTscxMZvIZPY6GJ3/YZe2KI+kILvxMghcTbogemojGqTJNX+lFRySgFUmSoynXW5DxeOeL9N2ye/0yKxdmAVErl6JkEnZbg4vubi8LUwAT9h58h2TeKlR9k7KkvEfku7fVZNq6+hggDrMIQw6c+jZkpEvkusz/8LeSWckwjmWXsqS9Rm7tAsm+E9OAUiqqzce0NmsvX48V3foj+w8+SyPWjqBqh06Zy+z3aazNoiRT9h54mN3aEVHGM8ad+hsh3EKHP8rt/SN+Ah6JA4Akqq4+28NEyGfRCsfe8CtshqFV2Jc4VM4Gey3V1HpRY9NBxYjHPuwZiRTfQc/nYRUZRkFGIcF2idmvbYkW1khj9/YTNJlFrCxGqKOi5PFomg19aRwZbrlFV0bM51FQ6znTyPcJG46FS3nPHRsgdH6V2bgF7sYbcTQi+CyNnMfCJg2gpk8rbszjL9ftubw7FWiz+RgvVMkhOD+Au14jaLnohFWftrdZBVbqBgyRICKptgnpnc6JsGZjdzB6jL42RSyLCCG+tjuhGUhVTwxzIoadirZao4+FX2kg/RE3omIM5co9Pkz40TPrwCEHTQbgBztxdTnTrZTb+99+751qi2iPqbkWCqGkjDJ+oHYuXG4N5FE0lrLdBVbEOjWP050gem0bYHsL2kF5A1OhAJAirTZIn9xN1HOwLt0lMD6OlLaJmV9A3jAhrLYQb9wOKrhFVW0SNDtIL4vbCiGC1ijk1TO4zT+DeWMS5toAxkN+mlXQHiqaiWkY8FguBmrZi0ea01SWAVKJWN8vnzpyqK9guHD/mGUMBqoL0Q8J2NwOn7cTn9SGCH8Ppg/Sn9tH0S3jOx1C27Yc0rq4h3N0JBVvGz8OdTJ47uEP+dOTeNCA9HJA7B6QCeee3/HAZi3ZjFbtxL/Hwpwnm4BCZU4+hGHuPdkspsW/doHn2nQfKQSjEpXuyG5QVRKjbgrqypxkZETJxpo8DLwxy85USiYzBmZ+b5PjLY3z/f73G+o24jHzocI6jnxlh5q0NAiceCyI/XqwPH8mTGUjsSAgdfGGQwIu49Ccx4WzfvkFQLaOmpvYSS+xBzxdQzYfMXNc0tFwGNZ2KBa3vBAnugrAdwo17x0UlYaJm0qhJKw5+SpBBgLAdolZ79yCnoceGC8kEerGAMTUWX8NAEXP/5DZSRUYR4UYF6eyuJaqmU6i5TKxbgxKXH7U6iPZHE+TRMyaH/tITLH7jOp3FOqmxHNM/f4L5P7xM9kA/g89Mohka9esbLH3rOpEbYhYsJr94jMxUARlJlr59g8bNMqMv7qfv1AiqrrLx7iKrr86imhoHfvkMw5/YR2osT9B0ufXb53DWWkz+zDGGnpti6ZvxsQEy031MfekYRs7CXmmw+M3ruBsdJn/mGMnBDEbOQjU01l6fpfTW/EOTQqqm0D9ukSoYeJ2QyrLbI2AUBXKDJtn++Fmrr3u0q5u/t1ReJzdoYloaoS+orbo4rfj3UBhO9ALT+UETKaG84OB1y79SeZ2+UQsk6Kay7VG0MhoDk0k0Q6VV9rdpo1kZjUzRxG2H5IfiLMtGyaNdC3rXnsrrFIYTGFY3CUNKaqsezbJPq73duTwMXSrV672/C/n9RMKjba93DZTA95v4fjwObJVGqdVn0BQjNoJRDFRUBKIXphW+h+vb6Bi4dhUFFTeoErhNkloWS00TRB7txjISQau51N1358w5VdXJZsdj172H/KL/1BJCvtsklR1CSonn1KmXb3ZrSiXciRLfNQZsHRR2u03WRD9Tf/9LmCOF+x6/c3mB+X/zddQOjOVOUHOWSRp5+lP7qDoL6KrJ7eobDKYPMpQ+REJPc7v6JrnEMMPpw6y2r2FqcR20rproqkXeGmW+9h5DmSN0glpsjSkjFhvn6bPG6bMmeoSQlkyw/5/+ItbkwH3P012qcP0f/2eci9cRtoM+0Idz+RaqZZI4vO+++z4s9HyK7BP7yT25n8zJScyRwsOVjnQHH0UDuoTc3bRc6tBI73XYcfEWK9gz69i31rBvrOIubDxwIQPghW1m1l9jrO80g7lDKIqK6zeYKb1Gy1m/775SRjSch48Op4+Nkzk+gboHIkJRVcrfOo//ERFCUQil1c0FahDInmRxs779frUaHz4zqTidIQoEnYpH31Satev13qQIiBd7e3g0FEVBzyTvicZsxR2768gJoJdau/lbj4Joy/vQvl1CS5pEeyQRN242ee3fXeOFv3GE7FByz4ErGUnmXtnynNwn8/n6H97emmhzz3ZzP1zasu2m0OHS22u97au36vfsq6CQUrKMKFMoioovXdblIvPiGg4dcjmV/iEdEYFpKniepFwKOXQiQXVj8/vyWhXK198iPTjF4LEX2Lj2Jl6jROg5PQ0ur1lm9YNvUzz0NPmJ49z9BSuqhpkpMnT8RdqlOco33kE3U/itaq+mcejkpzCSWco33kZKgZnp65FKIvRpLl8jdFok+8coX38Lt74W95OBTf+Iha4rbCw/+m8meeAQxc99AS2VRk2m6Fy9TOkPfmfHbCE9XyD/iU+RPnYCvdAXn6Nt42+sU/3et3HnZnpfhppMkn/+RTKnH8Mo9oOqIVyXoLJB441XaV863wtMWPv2M/zLv0Lt+9+l/tr3N++frpN//kVyzzzP8n/4t/irK733M489Se7JZ0mMjoJuEDXqtK9cpP76K0TNBy9G1YTOwCcPMv2XnqF2bpFL//yPCZv3F++XkWD0SyfJnxpDNTUWf//cfQWmh774GGrSZOF//y6Z4+Mc/ee/zNz/8k02vnORgc+eJDnRz+y/+QaFpw8w8mefQU0YKAp4G01Wf+8dOjfixVNysp/Jv/lTVL5/hfzT+9FzMbk79//+Jp1b6/G1vHya4kvHYlLC0Ihsj+XffI3OzTXMgSyDP32G3GPTWON9jPzi0wg/wlutMf9r3932+5FeQLi23SxCST6cyOtWCNvFfv/Gfbexz9/CPn/rnveDtdjJzbu9gnd7c8LqXl+4Z9v2G5cAqP/Rm/c9VvPb7/Ve+4u7l89KP8Q+/wgCqw+AN7N9QWyoFsXkJBVnkVDszTxitX2NhrdOy9vdnOPDQEYSv/qnL8vi/2+gaiT3HyIxPPpQ88nI7tB49809la2YapKCMYyuGLiig6bEDp4CQSQDfOGgoqEoCvUgnh9WFzq88ms38DshuZEkX/qnp3jxbx3m6/+Pi9i1eAxqrDn88N/doFPZTsyPniwwcCCDYWkE7mafqahgZQ1qWyzGhWPjLi+SmJja87UDKIaJln5w8PEO1FyG9PNPknzsBMboEGoqNozZacJjn79C9dd/t0ewKEkL6/hhrOOHMKcn0AeLqEkrLrnu2AQrJezzV7DfOYdo3/Vb0jRSj58k/eIz6AP96MV8z10t/zOfJf8zn922edRsUfmPv4N7+Tp3QzF0rJNHSD37BOa+SfR8Nt6n1cafW6Lzzjnci9e3B1MeAWHbJ7QDiqdH6CzWye4romgqXt1F3ixTv1rCzCU48jeeZeO9ReyVJsMvTJMez3P919+LA9x+hPAjqpfXKL2zQHoiz/5fOkPp3UXCjs/sly+Sne7j1m9/QPPW5hi0+CfX0FMmRqY7Dikw/fMnaM5UKL05z+SXjjH+2cPMfvkiZj5J9kCRS//mNbL7ikz89FGqF1YJOw83R5o4keGLf28f6T6DZEbnlf9jmXPfKHU/y/L5vzXV0/JplX2+/e8XKM3F3/NzvzjCwacLICFV0Jk52+A7/58F3HbEJ/+7MdJ9Br4TURy1SKQ0vvo/3WblRodM0eBn/8F+RvanaNcC3E6EldmkLLL9Jk98cYhjn+hj9nyTr/3PMz0iad9jOT7/t6fZmHdIFwySWY3Gus9X/qfbtMo+mT6Dn/6702T6DFRN4dAzBVaud/jmv5ujWX7wvWm1V2KB5+wEvt+hWr993+1z+gChDLC0DIZi9voYKWPDIENJ4AmHpJbBFw6aYhBKH0NNdPsinbRe6JYha7HpkLeI2MU8JpUaZGL8eUQU9MrI9oI/tYRQ4HdIKUOAxHfqO5YnPArulDcZ+fvbWWopC0VRYncJEdJwV6k5y/jCQVdM/MgmFD6R8NGNApEMkQgC4XX1ZmSPIdTUOFW841eZKjxJELnYfi2+zsiJ3ahk8FDiUHdDtG2E68UpjSKK6/rTD+fSsCNUBaOYJf/8IYqfPok1NYCesX4k6Z562kI/Nk7q6BjCDQiqbdzFMs33Z2hfXMAvNxH27j9u268yU3oNXbNQUAiFt3eXgjuaOHsVnFUVck/u75XHPQjmUI7UoRH8tfre2v8YsauA731QmW9z8MVh9r8whG+HRN72fR8mIizD6KMtSZFsionuAVEgaJVcnIaPmf4QXeZ9LmHbrX3YS5W7vCaOUC+IG6yz2ItuejgExNfvOpLVpdietLIRoRsgIrh8zqNe3exTI8/G8Ww0M0kU+Lj1dZzq9kFGigi/XSPo1O/7fQVOk/VLP9iWPXQHiqoRBS5uY4OgU99W4iCjELdeQlV1ZBThNkrYlU3CrbziM3bAwnUendC0b1zDW11Fz+cZ+sVfvu+2uWeeJ3vmcZrn3sOdjScERv8A5vBoN/iweQ/SJ06Tf+4TdK5eovKNP0aKCD1fIDE2EW/7qM+3qpF94in6PvN5vJVlSl/5PYTrkNx/kOzjT6FaSSrf/KMHuqRpCZ3swUEQEm+jTdh+cGZR2PFpz5TJnxgld2wELaET3ocQcpar9D13KM5unerHXapgjfWhmjqJ4Tzuao3EcJ6RP/cMrQuLVF65iqKqDP3cE4z+0rPM/dtvEzbi6zAKKbKnJlj78rsE1TaqZeB1+0o9n2Lwi49R/s5F6m/fAjXWFPPWY2LMW2+y+vvv4JdbDP70aRb+/fcIap09p9Nbxw8gOg7e9bkHb/zf8FDImAMc7HuBtl/ZMyFUc5epuY9WvvfxQyGRLtI3dpxs/z4MK4Oi3DsH8N0G8x98Dd/ZJG8VRcXK9FMYO0G2OIVupogCl3ZtidrqVZzm+o7zXj2RZuL450j3TW57f2PuXTbm39+1lHdw+in6Jx9n5fr36dRX6Bs7QX7oMKaVJYoC7MYq1eVL2LUV5A6OaqpmkC5O0jd6nFR+BE2/o/+yHbWVy6zden3P5WuqlSBz7ORD23+7C3O4S/N72tZUrd5rJ2qR1wdRFI1A2HiRjR01GExM04nqO+7fXHN473fn+IV//gT9+zLYtep9j9dYtTESKqmiSTJn8NP/5CTf+zfXKM+20S2NZmn7s++tLdNzp3wIaJm9EUJqJkXhF79A6pnHkH6Ad3ueaKOKmk5hHphEH+wHFNxrt/Bu3MabWUS4m+eo9xfIfekzmGMjCMdFdGzCchVFVVEzaRJH9sft9OVp/PF34yqFO1CItcYcj2BxhbBUJnFoH6qVwJtfIqrUtvXLwnaImvdmaCqmQeanPkHu859CSZgxCbS6jqIoqOkUydPHSBzeT+s7r9L67msf2iSg8sEK4y8fYjVlkD86SOX8CjIUZPcX6Ts5gpExyUxsVptk9/ez8f4Sbmkzi1GzdPKHB8gfHsTIJkgOZ+/R23wQ9JSJNZhm5vcu4NUc6tdKjH76AFoynqtWL67hbnR6pWl6yng4QkgBGcGbv79KZdnhiS8M8ewvDHPr3RoikvzUX5tg7bbN219ZRVEVPv1XJvjUXx7na/9qBq8TceG7ZS5+r4zvCKbPZPnS39vHO19dw207GAmVscNpvv6/zrF6q4NuqjQ34nM78VI/g1NJvvovZ6iveTzz88OMH9t8njcWHL797+cRoSSZv3deni2aXP5BhbNfL9E3muAX/vFBpk9lufSDCmNHMwzvT/HV/+k2jXWPn/0HB3DbIbfP7i2TM4o8SuVLe76FESF2WMdQE4AkFD6qqmKqaQLpxJmJioJE4EQtMkYRRSoIGaEpJqYq8UQHXTExNAs/stltsiJESLl8FcNMxfkxD+HK/cDVjaIok8BvAMPdM/g1KeW/VhSlCPxXYB8wB/wFKWVNiSn8fw38DGADf11KeXbPZ7RH5Ir7qJauo6BQGDxEp7X2UR9iT/BDGzuok00M4kcOoRd3dFvT17ywja4mGM4cJaGlqbsrhMIDRWE0c5xMYhA3iJ0nhIxwoxaaaiCi6CMVAgyW1jDGhsi89AwoCs75D2dJqZg6uacPMvTzT5E+No5i6h+rmOyu56EoaEkTbbxIYqyP3FMHCSotqt+5QOkr7xLZuy9uhIzww+3Rf0XXMPvTICVaykS4YU/fCOVOra7a1ULp1uaGUVzysNHqZaxshTlcIHlwZJNIetA1GRq5pw5Qf+3jsQ3dOxT6Dz5NY+kqfqe2571KNxo0V23MpI5d9wjvIoSCSqtbXnD/dmQkCKrtB2Z9pQcSjJ8uksybNNcdVi5W8Toh/fsyJLIGqUICKSQbt5qMnSli1zyWzlWQAsZOFQjcCCOpdydzPsvnKziNvU8YskMWY6f6SGQNWusOK5dqeO2Q7JDF+OP9zL6x3nNZM5IaU08NUF/uUJlto5kqYyf7KEykiQLB2pUataXONpKoOJ1m5FgBLaFRW+ywdqV2zz3dCkXT41RWKfBCB5lKEIUeqmYghQHdshDfk6zM3/u8fhRZYjtD4lRXdySDkILyjbcYOfM59r34F2itz9JYvEKnvLAnrbOEpTIwatKqhtTWH22yJ1y3+59z/zIDVUUvFBG+T+fKJbylbpbGrRuxXtvW81UU9HwBFIXOtauxFXB3ct/64P0PpeOm53Lkn/0kYbNB+Y+/QlivAxJn5haqlST72JO0z5/Fmbk342QrFEPDGs4hIkHrVmnPRLc9X0VGguTYg8us3YUK6qeOY/SlsSaKNM7NYQxk4rKvvjSNs7NkTk6gWSalb54nqMQT5/J3LrH/f/gC6YPDNM7GwpbCD2men6d99V4iQPghQaVN+vAozkKFzo1VvJXNvkuGEWHDJrI9ZCgIGjZBfTthpg/2YUwOE6yUsY5sj8wnju7Dfu/Knu7Pf8PeoaBQSIygq4+egfWThlRhjH2P/zzZ/mmcVpnAbaLqeo8wCQOHVnkOr1Pd7hqjqPSNn2LixOdJZgcIA5cocNF0k8LoMQann2L52vcoL3yAvMttRgpB4HUI/Q6qbpLKj2IkMjRLt9h1wFUUzFQfucH9OM11Bqefom/sBFHgIUSIkUhTGDlK//hp5s5/jfratW0ktqLqDO5/lonjn0VRdZzmOiIKSKSLWOkiiqJiN9exm2v4TuMeM4/7wSj2Yw6PPsxtRwpB58bV2CVyD2iFVdphXGIhkUgpSGhpIhnQjqqoaDhRCzfavSSxtmQjIklu2OrxNuligsd+fgKvE39Hvh1y67USjVUHPaGR6U8wcjxP/74ME4/3Ydf8eFG8tr0sMKzVHilooBp7Kxmzjh8m9dQZpB9S//LXsd+7EAfiFDBGhyn+6i9hTk8QblRo/+AthONsW4+GpSrOB1dwL9/AuzGDv7QWl3SpCsbIELkvfYbkYydIf+Jp7Pcv4s8tbtk5wn73PPb7sauwPlhk8L//66hWgs5r79J54/1tjmJxRO9ed9Hk4yfJ/fSnQYHmt36I/fY5onozHn8HimQ+/TyZF58h+7kXCdY3cM7ufUG/E9oLNWQoKZ4eJTmYZvb3L2ANZZj6uRPc+u1z+DWb5HB2cwche/pBd5A7OMD45w5z7T+8A8Dxv/P8NgmNvXzlcZAfVK1LmKoKW3WKtwpSA48UrF+f7TB/sUkUSC7/sMKZlwcZ2peiWfYZOZjmtf+yQmUpJh4u/7DMn/lHB0kXDLxOhNeJGD+WITtgUhyzSOUNjER3rqBAac7h1rt1onD7xU6dzrJ2u8P8hSZSwPU3axx/sbjlwiH0BeEu8g1uO+TC98rU1z08O6K25lEY7o4tUqIZKoapohsquqnitqOPR5sRaAZlQFL1V3pJ/AoKaa2AK9pEcmv1ksSOthNTd05LU3RycuC+vICiqKRSg6SSm/fKde9PUN/BXsLdIfCPpZRnFUXJAu8rivJt4K8D35VS/o+KovxT4J8C/zfgS8Dh7n/PAf9b99+PFApQ6D8AikIi2Uf/yCnq5ZtE4Y/WJlAQsdS8QNrsj3WKhI+QDqutK4Ck4a6iKCpCRqTNfjp+hbZfRsiIpcZ5EnqGdquMphoUrHHq7gqaYjCSOcZs7W2Wm3En2fbKuMEj6hbcOdeOQ+et86hWAtGx7+pkHw56X5qhX3iG4udOY+ziFPXjgNJ1OjEHc5jD+ViIbQeois5g7jD9mX0YeioW40IFJHVtmfZoGSOXRDE0wrYXO7IkDPxaBxFEEEkUXcXoSyHcoJtRJgmb7o6EUPrYGOZgbu/3SVFi7aXBHP5ugsrd7TTDQkYhqm6CoiKjgCjYygoraGaiSwYIosDtRQlVI4GiqER+PAFRVA3NsIh8B0XTSWT7KUycwG2UkCJCipDQ20P6vAS3GeA2d15Ud64vU3z5dFcUeJcmpMRbq+MslO87MvZNpvnk3z6KbmnYNY+jL49RujHAO795i8knBzj9c5NUZtuMHC+wfiPuaPOjKb7/ry6xcavJiS9OMHQkT2W2hZQwcCDL6pV+Xv/3N/BaDyYW+vdl+PTfPwEK2FWP7MvjbNxs8tav38DKGTz/1w7jNnzm3o5LGgYO5njx7xzle//qMtX5Dk/8uX0c/NRITKCldE5+aYI3/sMNli9UQYHxM0We+9VDBG5E6EWc/NIEN3+4xvk/mNuRFDJTBZK5YUQUW2M69VXyw4fo1FZIFUaw66uE3o9PMFnsRAZ10SnNs/DG75EenCY/dZKJp3+W9SuvUp+78MB2W/WQ9UXvnonFxwIhcG5dJzm9j4Ev/TztS+exb14nbDbv1e2REnduhsypxyh+9qdJjIxi37xGUK3EC5YPkf2mF/owR0ZpvvtW3BdkuxNQRcHfKKFaFubwCM7s7fseR9FUtHQChMQv712HxW/YSAlGxnog2e2u1UFIUgeGMAtpSt84z9CXHic1PYBmmbjLNQrPHkQKuU3k2a+0UAwNPb+Z0SqDCH9j51KQsOmw9BuvMPjFxxj/lU8QVDtUX7tO7a2b9y1p2wZdQ00lMSeHST5+DH9ms2RTTVo7rqt1NcF0/km8qEOpc4uiNUExOYWhWbhhi9XWVZr+ZlmWqujkEyMMpg6QNHJEIqDmLrNhz+JH23+fmmLQZ43Tn5rG0rJIBF7Uoemts2HPxgGmLYjbHu62nScSAXV3hQ17Bu+utofTh8knRlhsXsDUUgynD2HpOSIZUHUWWG1fR1MM9hWewlAtZupvdyOUm0gbRabzT9IJqsw3zvbuR9GapC85hqXFz6UbtSnbc9ScJURXYtNQk4xkjpJLDFG0JkloKY4PfJZQ+L195uvv44Sbk2RLzzKdfxJLz8VOXsJmrn52F0dWhYSWZih9kHxiFE3RcMMWJXuGhreGkJv90cG+TxAKl43ODAPpA+QTwyio2EGNtfZ12g/h+KoZFqOHP0m2f5rq0kVWrv8Q322i6Qn6xk4yfvxzRIHDyo1XaG3MbCNJcgP7mTz1BRKpPtZn3qK6dIkodFE1k/zwEYYPPs/UqS8R+g61lcvbjhsFDivXf4imG6iawb4nfpHi+Ok9nbOiagxMP0nkOyxf/R7N8ixSRJjJPKNHXiI3sJ+xI5+iU1sicDd/f+nCGGNHXkLVDBYufp362nVEFGImc0yceJm+0ePY9RXmzv8Rgftw81hrYhrVfDiSMGq38NdXH4Jsl9sWWY5o4Qm794wKIlph5b7GLlJIolCg6ZsGLomMzvRT/YRdUw277rNwtkqn6iOFJNWXYOhQjhs/WGdgf5alCzU0Q6W9sT2qHz2KMLTCnjSXFNPAnJ5ATVq4127jfHBlm45YsLiCe+ka5sQIiYPTKKYB9nbCSvo+re+8Gpdi3RVM8OeXaH79+5gHp9EyaYyJke2EEMTf053vKoy4swSWURTr6z3ge9T68qRffAY1maD1vddpfeuV7dewvEbzGz/AGB4kcfwQqWcex7s+g+g8eilo6AQ0ZytMfvEY9WslgqaHmYvJQFVTyR8dIjW6SQhVr6wz/MI09krsbhi03J4QtZbQKRwbwixsjnHCj/DrDvkjA4S2j1vuIIXELFjo6Xgub+YtgrZH49YGI586QPn9JfofH6dxs0xof3QC8qEve/OqwI1QAD2homoKqqZsI2UCV6CbCpqmUBhO8IW/Ow0KPWewbQntEtxOuOOczUyodOpBLzDqO+KhYmdRJLG7QV3Z1aZVu4Tc8vU2pVmbn/kf9tMo+TitkA++9fE5Dm9etdz2qhPVdiR3diN8Ihn0SlZ364sURcc003heEyFCdG3vfecDCSEp5Sqw2n3dUhTlKjAO/ALwme5m/xn4ATEh9AvAb8g4ReYtRVEKiqKMdtv5yNCozqLpcamP095ACvFQUYePEn5k49/VYXeCbr3/lsnXTtvc2c7Ss6iKGhMTqkIo3Ni9oqsZFAiHQHw4+2OtkCP13GMohk7zG6+QPH0E59zVh24nMV5k9C+9SP6FI6iW8RNDBm1F1PFovHN7V+eSXHKEyf4nadqrpBJFOm4FiSSd6MeTLYQb4N/JCpLdDsULUA2NsBWTQ6qp4Vc7CDfA7M8g/HBbZtgdqJZB5sREvODaIxRFwRzMkz42fl9CyLAyTDz1c3itColMEc1MErgt1i+/gtuMO7jM4DQDh55BT6SRUtBcvUFl5iwi9OmbOk1u9DDL576ObzfomzpNfvwYyx98g/TAFMV9j5Pun2D01GeJAgentsbKhW/v+Tp2Q+v8As7tdVJHx3Z9fqQXUn/jOs7c7h21Zqgce3kMI6nz/X99CbvqM3w0zxf+74+x8H4ZFPA6Ie/81i2e/dVDaLrKd//lJb7wzx5j4GCWjVtNFFVB1VTe++0ZmmsO448V+ew/PMnt19aZf6e867EhdpY49bOTKKrC9/7lJTpVj/79WV7+J6dZvTLIzOvrLJ2rcPjTI8y/V0ZRYOKxIp2qT2WuTf/+DEc+N8Zbv36TpQ8q6KbKZ//RKU7/mSlWLlVJpA2e+KV9VBfavPObt4gCweFPj/LsXz3EzBvr1BbuJXYS6T5AoigqhpXBrq8QuC28dgXDSuPbe0uL/XFAUTUCu0l9/hKt1VtMvfDnyI8f20YISXnHyWN7Rkoqq2GlVOqlH43jVfvyRWQYkHnsSfLPfYL8Cy/h3LpB68I5vMWFbVlQztwM5T/5KrknnyHz2BPknn4Od2mB1gdncWZu7l3T4K6fipZOo2ga2cefIn385PZNDQOkRE2mNoV+d0NX0D/e8SH6c9n9vztuJveB8EKCWofsyUlEGNG6ukzx08fJnJwgcjyijkfUFSDWkiZRJyY5tFQCKcR24wApdw9oCIk9U2LxP/2QxEie/peOMfrnnyVyfRrvbtHBuU+GYrhWISzVMCeHab96FvfSZoZV6qkTSOfewJOqaBQSo/E4ovfRlxwnFD4KClYiQ81Z6hFCqqIzmTvNdP4p/MghiBxMI0V/cor+5BQ3qq/hhpv9/lj2BPsLz+BFHYLIRVGUWLMwOU3Hr9H017edx0T2FPsKT29ru5icopic4mb1VZwtbaeMPgbTB4lkSDE52b29AkMtEEQOa1xHEiGlYDx7krIzR9me7e2voNBnjTOSOcr1yqZJxVDqIPsKTxMKn1B4KIrKUGKE4fRhblZfY7V9HZBoik5Sz8UBGSWeDEci7JVvRyK4Z4IsZIQTNlEUlf7kNFllkJXWFTo7/IwyZj9Hi58iZRSwwzg7pS85wWD6IAuND1hqXeyRQn3WGLqaoD+5D101CIXX/XuSvuQEl0rf3EZM3Q9mqkCmOEXg2ZTm3qVTj7PZAlqUF85RGDlKdmAaK93fzd6JoekJhvY/i5XuZ2P+LEtXvkvobZK0sUC0YPz4y4wc+gTN0m2iu8oCpAgJ/RCIRff3CkVRUVSNtVuvsz7zVq+sq1NbRkQBqed+hXRxEjOZ20YIZQf2YVg5Gus3qS5dJOieb+A2Kc28Q27oIKnC+CPJHphDIz1Nmb0iqFUIP6TltZFV8TtRb0H6IJdfM6WTSOvYDb+3T33J5lv/r8t0qvF3IKXEt0MSaQO3FVCcTJEZSPD2b83w3F85wNChHKEn8N3txLUMw0cLHOxlHy0mv1EUhOch7HvXGVGjFS+oU0nQds4E3UmM/g7CagPRttGyGbRMes+nv1cYI4Mk9k0StTo456/ueC5RvYE3t0Di2EHM8RG0vvyHIoRkKKhfLVE4Mkj5bBwwcMsd1l6bZfQzB+gsNVj+7k3CrjxB+b0l9KTB+MuHkKFg5fu3ac1VqZxfYeKnj9C4VWb9jdk44AyIIGLxm9cZ+8xBMpMF5r5yCUVVGH/5CMmBDFYxzeQXj7H4zessfuM6Ey8fYeILR2nNVVl9dQYZCTpL9R4xFHkh9esbOwasH4R0IdYOclohhVELKSXtaoDvRridiFy/GU8bFCiOWbS6n02dzjF2JMNv/bOr1FZdJo5neeGXtmT7bclkuhvNsk9+KBZ9DlxBftjEMB+i/7hPhpWiKiRSGu/90To33qrh2fF1/KjxKBVAD+qHpIzodNaRQDY9QmcXR7Kd8FC9rKIo+4AngLeB4S0kzxpxSRnEZNFW+nep+942QkhRlL8D/J1t76naniejdmfni1S0WF/iY8v9+pjghi3K9nzPbazqfPSlQsboIDIIUFMWhBHmvomHJoTMwRxjf+0zFD5x9KFrXX+UcJertK8s7vq5ZebpeFVul15n/+ALVDvzVNtz7Bt8AT1KsDb3kCUBirKr8LHelyZzauqhiTMtY5E+OUHjnZu7d+KKipXtR0+kWLv0A0QUMnLy0xT3P87qxe+iJ1IMn3iJ9sYCzZUbsRPUsZdwWxVaqzdpLF8jN3qY/oNP01y5wcChZ9i49Q5+p04UeESBi5HMsXrp+7iN9e1p7R8C/kaDld/4IWN//adI7h9E0bTNxZmQRLZH5TsXKX3lXeR9BjA9oTJ2pkh20OLZXz0cR1CSGsm8SW44iaoqtMsu7bKLXfcRocCpewROiJ7YnNiUbjZorNoETkTpZgPficiPpu4rBA1xddDoqT7m3t6gthiTM9W5FvWlDsNH8tx6ZY2bP1zlk3/7KH3jKdx2yP4Xhrj96hpuw2f/80Pkx1Ic/ewoB1+Mu9DidAa/E8ZOZAWT0ZN9NFZtPvl3jgGQ7k90/7N2JITcVhndTCGigNCPJzx2fZUo8rEb6x9bFqWRymMksyRyg2hmgszQNIHTxu/UEcGD65gVVWP49GeJfJvAbqFbKYx0gebS9r4w8h1Cu0nx4JMYqdi5qrl8ncpqQKsW4d+nlO6jhAx82pcuYN+8QWJ8guSBQ2ROPUby4GE2vvYHOLdvbM5IhMC5dQN3fpbE6DjW9H4ypx9j8Bd+iep3vnFv6dhOZIWiotxVAiDDmIS2b17DmbkVp4/fBW9l8YERVikEYcfDKCRJDOxdiNTsT6MoCmHHe3CZWSTw1hvknzlA6+IiwgnwVuvkHp/Gmd1AeAGd66sM/fQZco/vo/7OLVAU8k/uJ2p5OAt7y85QNBU1ZSIcH3ehwtofvk/2zDTWeHEbIST8ANXU0SyTUOtK7N/pv6WEKMJfWIOl9W7UOoZ7bTYup9gFBWsMISOuV35I24/POaGn8baUJvdZY0znn6bll7hVfYNOUEVXE0zmzjCVf5LxoMbtWiwIraAymjmGF9lc2fgubb8c68voGSwt2wsq9Y6fGGVf4Wnafpmb1dd7bd8hieygxq3aG9v2sbQsQ+lDzNffo+IsEsmAhJZCyKhbQhNRdReZEKcZTh3aRgjpaoLB1AG8qEPV2Rxzq+4ibqWNE9Rxww6qotKfmubEwMsMpw9TtucIhIsbtbhRfQUFjZNDn6doTXKj+so917UVfmSz0DgHwPGBzzGQ2rfjdppisi//FLnEMNerr1Dq3CQSISkjz6HiJ9lXeIpOUKHibApz5xPDrLWvx+fgVzE0i335p5nInWYofbCXAfUgaJqJZliIyMd3tgd1It+OS7o0A93cruVoZQfJFCcJfZvq8oVtZBBAFLjUVq4wOP0UqfwImeIEjdL9S0L3CiklbrtCdeXyXRo/Mg4s+B2szACmlaPDZrmmkcjEpgVOg+gubSDPriGFwEikH1oHSDEMjHwhHmgfAmGzEZc1bUGyzyQ7lMRrBSQLJm4jwEhpBE6EkdIJvQg9oRF6EZqh0r8vy8zra9vMMHY9TxUOPDdIu+zSWNk8rhAStx3i3pVpLCKBXfOZfKIftxmwdL7GyS+47Ht2ALcVIO6y0H7Y+waABBHsgQwMQ0SrjZQSNZlEzaYRzS3PnAJafx+KqhI129v6wu0nqaAkTIzhwViUOp9FtRIohoGaSqJ1BZ53I5QeGZqKPjIUZ25KSebTz5N69vEdNzW77mVqJo1ibQZolUQiJt3uOIPeXfa9C1qzVS7+q1d7f0duyOI3rqN8Nx5nZBCAqqJaFqHjsfTN6yx9c7sY9twf7F661rxZpnlze1Dy5m++H2d/bdYeISXM/O4HcSA5axC0fBQVVl+ZwUx3XbDqLjP/9YMHXtPdkAJGD6d5/s+OsD5n89SXhqksu7FotIQrr1R47hdH0AwFTVd56meHufCdDdrVAK8dz08mjmcoDCc48/IgVnpv3//1N2v8wj85yCf+/BjlRYcznxsgsWVfK62RGzLJ9Bmkcjr9Exb1dQ+n+eA1iqIqaIbCmc8NMHUqi+8IZs81uPJq9UM7LO98QH5klIQQAbX6LKqq47o1fH/vGd97JoQURckAvw/8Qyllc+viVkopFUV5qMuVUv4a8GvdtqWi6Yx+5hcxsoWHaWZHrL36R3iVH4+m0IdB01uj+TFWvIkua65l01inDt+X0d8JejHD6K9+ivyzhx6ZDJJCIv0wzqYJo3gB04v4x+VeiqGhGjqoyiNlH0khabx9g6i1+yJUyqhbJhYLd6fNPqrM4odtMon7O7ftBHuhEouC7bAoSk4PYk30P3SbiqqQOTWF3pe5v7i0olKbv0irNIOCQqs0S7p/PBZ57J/ETBfxbr+PZiSIfBcZBWSH9tFavUnotilde43xx79Idmg/ncoizeV4AR75DqHbiaONbpvA+XAli9sgJK0L88z9i6+Se/oA6WPjGIU0UgjcxQqNd2/RubaCuI/+U/fi0fQ4xbp8u9lbf69crrNyscb440VkJOP3ZSwQvRmV2NKHCbktmiCljJ9HHtSPK/d871KCiOL0VEWB5fNVOhWPQ58aoTzbxkzpLJ2PBx5NV4h8Qfl2q5d2W55p0dlw43NVYsvP+nKHykwL2f187q0N6ss7l30Fbmtb9BbA70aJH+07VLASeTy/SRS4OLXVe6POikph+hSZ4f1oRoLQ7TB47BNEvkv55jt0SnOIKMStre16DqqiYaoJtKEhFE0jCjyqt89Sn7+AriVImHmC0Cawmyyf/QZ9+x+juP9x/E6d1tptPMfH+xCC0o8K4bk4M7diEdO5WYb/u79M6sgx3IVZpL/9PskgiLdbXsS+cY2RX/mrpI+fonP9CqLT/T6jCIRAS2+PpKqJBObQ8Lb3wnqNqN0icl2a595/KJv5bdfgR9iLNdLTRfKnxlj5owtE97HZBlBNjfzJMRRdxVmu9yKbu0EKgbtcZewvvsDGNy/EpXTLVYZ/7knqb8aktz23QeWHVxn5xacoPLUPNI3EcJ6N717EXd2bhpk5mGX6736eoNYmbLtx9qbj3aM35CxWCKodJv76p3FXawTVNutffX/bNlpfFq2QxZ9djjUgTIPEwUmCtfK9bjl3rlMKFhrntgkdB/72Et6h9CEUYKl5kZYfB7f8yGa1fZ2h1CH6k1MsNs/jR3a3PMwmlxgiY/YTRDZe1MEO6thB/a6j32lbZfGuttfaNxhKH6aYnMJsfrCt7EtTddbbN1nr3Oxly9xdhtb2KzS8NfLWKGmjj04Qfx9ps0jeGmWldQV/i8aKG7Zww81+KJIRZXsOJ2xgaik01SDYo3D0oyLVzaIqO3OUOrd6ZWidoMZ84xxPDP8ZBlMHqLurPR2HQHgstS71srP9yKZk32Ise7ybyaTsKbIbhR6hb2Mk0pipAk5zM4tLT6QxEhlE6BPcVb5rJnOYyTxup4Lb2jlD1XdbuO0K2YH9JHPDHxkhBPEY4dn3/takFL1+X9G2Lx18t4mUEYlUAU03EVuCDlamH0XV8DrVhzZ/Ua0kasJ6uHmglES2jbirL8wMJpGRJD1gMXAwR+SL3hiazJukignsqkd9uUPfZEyK3++4RkKjMBaTeZNP9HPqZ8f54KuLVBcfXI4dhZJmyeXgJ4d4+7dmEJFk9WqDT//do1z/wRrRXZqJauLRjFr2IpwsgxD35iypF57CnBwl89Jz2O9dQDgOiq5jTo2TeuwEIHEvXbuHaANQrATJM8dJf/JpjJEhFEOPSfM7pWCKEhM2HwMUVUXLdb+vpEXqyQeUR0axG3Xvu1VVUkePIsMQ+8oV0HWs6WncuTkA9GIRwpCw0Yizbu+UsWlaHMgUAhlFqJaFDAJkGGKOj2OOjNB66y3URILsc8/RuXgx1viLopgUE+KRsr4UVaH/YI5U0cLvBKAohG6EmdZprdlkR1I0VzsUJjI0ljuMPTHA7Gur+HuQP9gJG/M2b/zuCrqp8vTPDtOqBrzxuysEbvyMvvZflnnmZ0c589khhBSc//YGZ79RIgols+ebvPPVNU5+uh/fEcxfbBL6Ar9LslaXXe5K9EZBRSKYO9/k+7++yPGX+hk5lOLaG1XcToRnR+imwpmXhzj+ySJWVkPV4OW/NcXi5TZv/N4KTjNk9WYHKeK0JRFJSvM2jY24Tzj1mX4iX3Lj7RqBK0gXDF76S+M4rZDb73/EGfSKQvL0IcJynbDSeOh198MfTmOg/xiW1YcCNJoLNJr3OpHuhD0RQoqiGMRk0P9XSvnl7tvrd0rBFEUZBe7UdSwDW+0NJrrvPeAgKumJQySKQ3s68Z0ghSByO3sWUvtJh4EZ217uYi33sAiW1tAKWUR/H4n9k3TefbAuxx0ohkb/y2fo+9QJVHPviWVSSoQX4i6UcRfL+Ot1gmqbsOUiHL9HCt0hg7SkiZa20HNJjP4MxkCOxEgBc7iw5/K0oNKidX7+vlFcx28wkNVRFY2ms8qBoU9i6CnyqTEqrdld99v9QtmxXAwFck8fRNEeIcIDJKcGsCb7H+g25tuNuIxCUZBhEGvzKAq6lcGwMvQfeqZXYhG4bbzWZvTVrizj2w1yo4dZvfR9ouBHpMMlJN5KlY0/rLLxh+89ePsdEAURG7ea5EdTXPnGUk+zSFHjgXPsTPEBLcQoTmdIpHVCNyJdtLCyBu2y+8DxWgpJebbF4OEciYyO1w5J5k36JtMsnasQBQIp4OYra5z84gQjJ/uozrepzMQLpcpcC68VsHKpFmsGdaGoMcnktQIq823siscHfzCH6NZa3/n8RwFdM5kceY65lddwKsssvvnlezeSgo2rr7Nx9fVd2wndNotvf3XXz00jg1buMHvuj+75zEr0MTx4Gt9vsbT2Dq2VG7RW7m/f/XFCTVhY+w8QtdsE5RLC82Ih70w6ji5Gmyn+im6Q3H8AEQT4pbV4oq1qaJlMnNEqom3ZNWG7TdhpkzxwmMTEFP7qMmoySfaJp0iMTWybRAb1Gu1L58mcOE2wsU7n6mUiu4NimhiFInq+gH3r+gNdxiLHp3FphcFPHqRwZpyhzxxh7TvXdhVzVzSFge62oNC4vPpAAgkJ7esrrPzOW7QuxBOU9pVlVr/8Do1zc73syvU/Poc9u0Hq0DBEgo1vfEDnxlrvHvmVNqVvXui5hiWSKtk+nVrJJwohqNtsfOsCidECqq5hl+rY15bodCOtRkIhCiXOfJmF//B9sicnUJPmjppEatIi+1PP0lbexV9cJ/PppzAnhvAXdw84BcKl5e9eaqorBkm9gKYaDKYOkE+M9D7TVANDS6IKDVNL9kib+fr7HC5+kuMDn6Xllag4C5SdOZpeia2UtaYYJI2tbQ9v+UzH1JJEMsTUUtsIISEjWn5pm57O3QiFR9mepa84TjE51SOEhlIHkTKi4swR3bW/pefImYNYehZNNbrncOfYH3+GccroQ1dNWn65RwbdgR3UCYRL2uxHU41eZsvdRBZAGHkIGXUdwvYW7vU6NVrlWYb2P8vo4Rdjl8R2Gc2wGJh6knRxEqe1Qau8fb6haiaqbiKjcNdsThEGRIGHqulod2UYfThIosDZw0J1+3fXLN2O5xCDBxja/xzVpQtEoUcyO8jIoRdRVZ3aytVexupeoSYSKObDzeclxMT4XRkedsUl9EWseeJGeO2ARNboZgB5OHUPtxngNHxaaQfNUOOgzC4YPprjz/zzx1E1Bd+O+OArC3zwlUUi/8FBCRFKGqsOmf4Eq9fifmz1agMjpdEue71x/g60XP6Rfi6RtzeZCe/GDO0fvkX28y+R/7mXST11mqjWQLESGOMjqKaJffYi7dffu4dkUgydzIvPkvu5l1ETJv78Iu7lGwTr5Vir1PdRTJO+v/xn0YuFh7+IB0LpufeKRovWD95AuA+Yw4YRYbk73xKCoFzGGIrXnlo6jV4oxO5kySTpU6eImk28pSXM0VFkFOFcu0bq2DFQVbyVFYRtY+3fj6rrtC9cICiVSIyPx807DlG7jWpZWFNT8bEGBvBWVpBd0XM1lSLz1FNoVhJvZRn78uUdTxtA1RWyIynSg0na6zaqoeE1PKxCAq8VkB1J4bV9rEKC+mKb0I2Q3edJy+VInz5zT7BJhiHOrZt4C/G4rGsJ8ulJwsjl3a+s7TouJIwsdqPN2T8IePN35u8x6AlcwRu/u8obv7tdMUZVdEwjzau/vYyhpyhkpmh2YtdaQ0/hBU0CT/D+n5R4/082JSPOfWMDQ08jhM7Frztc+uYatlvl7v54/mKLhUs2aWsAQ2/hOzbf+Lex46CqwYlP9XP2T0qc+0bctplUOfxMgcLI/WU90qfPYI6MEDk2rbff3lupv6rQ9xe/gGoaOJdu4Vy8hXt9DtH+cBIwu0FTDRKJPKtr78ck/kNUdezFZUwB/gNwVUr5P2/56A+Bvwb8j91/v7rl/b+vKMp/IRaTbuxFP0hGIWuvfQ3V3M4iK4pK9uAp0uMH8Gol7OVZgmYNEfooqoqeypIcniQ1tg9nbYGNd7+HW/5I5YoeCgoKJhYqGiE+AQEGBio6Cgo+LgKBSaK7TUCIj46Jho6KQoCPRDKkTOLh0JRVArwP7Timjwxijo/g3ZwjWCkR1fbOhKaPTzDwxcf3TAYJL8BdrtJ89zbNszP4pQZRy401IvbIiium3iWIEmjZJMmpAVJHx0gdHsUsZtCysejztmw1IWldXMBbun95QdvdYKb0OkHk0rBXWKtfpT+7P37d+OgcZPR8ivTx8UfeX9E1ck8dpPn+zP1LMnbRzwq9Dr7TYPmDbxDYm5NceSetW1HIjR7GTBVorc9Q3PcYTn2V0O0KwMnNDK6fRISe4Mo3l/jU//k4n/2/nqI808KwNIyExvmv7s1yFiA3muITf/MIrZLLxOP9rF9vsHa1jqopDBzI0jeVZvBQjmSfyZGfGqNVip3EokBw8WsL/NQ/OMlP/V9OUV/pMHw0T2PVZubNUu9rWT5f5fTPTTHxWJHv/6vLPZHJtasNZt8q8eLfPcbyhSqBE5Lut1g+X+X6d1dwGj7nfm+Wp//SQT77j07RXHOwcgahF3H2d2Z3Fe3+qKHpFhPDz6CqBhvVqzTbS/QXDpPLThJFLuXaDYr5A5Qq8W9noO8oK6X3GSyewDTSGHqSemueevPe76SQ309fbh8g0dV48l/ITVPITYOEjeo1Ok6JRnORpFXo7deX208hN42iKJRrN8ikR6jUbhKGLqPDT7JaOkcU7Z3c1PMFcs88j17oiyeF+T7UZIrhX/qLRHaHoFal8forCM9FMU2yZ57AHBmL3ciEAEWNrXKXl2hfPN+bLCi6RurIMZKHjnZFN6M4I9JMEHXaNN97G+FuTg6CjRLt82fJPfM8w7/8K7HjmZAIz6Vz+QLpE6d620rPo/7qD1B1g9wzL5B94mmkEHGfqGqEtSru4vwDCSEZCmpnF2jd3iB7aIgD/6dPkhjIsvHaTYKmi+gujFRdRc8mGHjhABO/+DhmIUVntkzt7MKeBJv9jRYrv71ZruSXW6z9/jvbzyWIaJ6fp3l+599vUG1T/nZstmClVE6/mCPwJE4nwm5FmGpE5+xNopSGa0cUh00GCzpuSkUKydBEglopQErQG1Xq3ymjamBaKqal4LtbCLeVDdo/fI/0i0+QMXTCcp36V75PVN09007I+5esK4oaO2MqJv2pKcRdfXckg67WzWYbdW+VC6Wv05ecYCh1kLHsCUazxyl1bjFXf7+nL6goCgoKmmLQn5rcoe0QJ7jX5Ul0M2YfhLI9z1T+SQZS+1hr30BVNPqsCVp+uUtOxVAVnfHsScayJ1BQCYRLKDykFGjKg4VuPyrcmRvE13b3dyK7WcLbx7Y7ZXI7tvcQxxaRz+qNVzGTeQojx0jlRmKzB1VFNyyc5jpLV76D275rriJlPJ4ru2dIK3c+u5+W1iNix8DWA+A0Syxe+TZTp77I2LHPMDj9JEJEaLqJoqhszL/P+sybe7aavwNF0+/RinsgpOzKRmxHp7I5Fjj1+0fpN27ef2783u/Mcf37MSkcBTImkTbcbUTOlW+vMPvOBk7j3mNJIbnxgzX+0+0WG7fieVl5ts1v/Z23aJfdezKE4szQh5uDyTAgau+tXET6AZ033kPv7yP17OMouo5WLCA9H/fiNZzLN/Cu3iJq3NvvaQNFMj/1Aqpl4nxwmfrvf52wUttGyKm5zGY51kcMKQWiE/d/wvWw3z1PWNq7+PvdiFottEwGNA3heUSNBv7aGonx8R4h5C8toReL2NeuEdXraNksajJJYnKSzi5kjgxD1EKBxMQEajrdy0CCmBDKv/gSel+R1rvv3JcQEoFg7VIVRVWI/AhVU7ti5t1AR8Mj6IR0yi6hE7HyQZmoOzZrmQyZJ5/CHBrqZTgpqhprR/l+jxBKGDkMPYnj17ESBbKpYfyggxAhHXeDTHKEtrPO2MAT1FrzWGaeXGYCP2jFSQAy7I0nlpmnZa+STPQBUG3OkU720587RKl2FV236M8fwvFqJMwsumYRhB3684cRIqTRWSTszuNURWOo7xhh5BGGLimrSDY5QstZI5McRogQKSMMPUUYuaComHoaN2hiu3GQRggozdqc+kw/uhn3o+PHMohIMn/h/rpj6dOnST/+BGGlTPvs2b0RQlLizy6TPH2YzKeeJP3sKYL1Cs7FW9jnbxCuV+Pn90OYi9yBZRXpK+zHsgoMD54mjDzanXU6nb1VTO1ldf9J4FeBi4qifNB9758RE0G/oyjK3wTmgb/Q/exPiC3nbxHbzv+NPZ2JFLRuX2Zbp6eq5A6eIjk0Qe3im5Tf/2GX8ZbbNBYU3SB34ARDz3+R5PAkzvre0qM+DmSUAoPKBIKQpqzSkBUm1cNdByuFtmzQkQ2K6ghqN/V4Vcwxqu7DxCIiIsSjJjcoqsN40kVFpSLXPnSmULC8hi0EicP7SOyfQLge3swS/uzSPaUNW6EmTQZ++jHMwdyDDyLBr7aofOsClW+fx99owCPWZEo/FkYMGzZQw76xSuV7l9CSJskDQ2ROTMYE0aERjL5M3EHaLs33bvcESXeDkCGOX4+PIwUrtQus1i/2LEc/KmROTmL2Z3f9XAqBjOR9LZszpybRs8nufXg4dMoLBE6L/v1PUJu/iJQCM5WnU1nq2sL2MXjsE9QWLtBau83Ekz9L3/RjbFyPF22RZyOlIDu8HxkFiCh8KPv5HwXWrzf49r+4wMGXRsiPpvDtkKVumVb5dhPfDol8wfKFKlEokMDcOxvUlzfv59xbJVav1Bk8lGP+3Q1ufG+FTtlDtzSGjxUYPpanue7QKjmMnenDrqZYv9GIbeKv1vnWv7jAoZdGSBdN5t8rc+uVNdqlzXKITsVl43aTZMFk8dzmZCUKBG/9+k32PT/IyPECqUKC+mKH9evxhFQKmHl9nU7ZY98LQ2QGLJyGz9L5Cr7z0WQO7gWqolKuXUfVTPpy+3C9Gn35fcwtv0YuPcZQ/0l0LYGqxhF0K5EHIJHIIUXIwsobO4rhqarBQOEIq6WzJBJ5ivkDaJrJ6ODjNNsrJMwcA8UjdJbvFRb3Q5u2XSKXGSOdGkJBJZUcQMoIpHjo8gQAhEB4LsLzCGs1FFXrtqPEOg7dMSdqt6m/9gOs6f3o+QKKbiDDAH9jHefWTcJGfbNJz6Px9hv4pRJGsYhixNH/oFrBuX2ToLLdRU+GAfXXf4i3toI1OY1imISNGva1K6hWkqjTJupsRuLCeo2NP/4qyel9JCam0JIpROAT1qs4c7PbzuV+aM9WWPr9cxz82y9i9qfZ91efY/zPnKGzUCVoxDbDes4iPdmHWUyj6CpB3WHxyx/Qntm7cOFHiXReZ3SfxdwVm8OPZ7j5QZszn8zRboSksjq3L3YwTJWxAxaJpMrqrMv+kymEsNl3IoWixg4qIpIMjJlce6/N7GUbrZjDnOqKXyoKUbURu43dXsKcGsWLBKKx22Lr/uNdKAKCyMUO61wsfb1XmrStBQmSrc+vxIvarLWvUWrfJG3Grl778k/R9sustrtlviIkEC5O2OBi6eu9krH7t713+JFN2Z5hKvcEKaOApWex9Ayr9Wvbyr8yZj+Hi5+k4a5xo/oqnaAaa5QoGk+P/tLuAQb50eYNeWEbgcDSMqiKvi3SrasJdM2i6W90SbyaCijlAAEAAElEQVS7TuSjOH6nRqN0m2z/PtrVRXy3iQh9nNYGzdItPLt+z7HCwCEMXFTdRDfT9+gPQSw8rSfSsU6c9+HEkz8KSBnRrsxjN9dIZgZplG4hRUTgd2hXFmhV5h5K3LoHRXn4YNQOhgMfFjl9EIBmGNtHN9dcmmv3L3fsVLxtJNTdcBoBzpa+OfIFa9d2IKJUFWts4qHvQ9hsxi6We0TysRMkHz+Bc/YS9a98I9YLgm4N/O7lTebYCFo+G5NKb39AuHEvGaOmkqjW/bMvdsKeSgUjQVgqI8MINZ3EGBt5KEJIMU2MwUGMgQHUVAo1kUDP5zEGBghKJWQQYAwOEtk2wcYGwcZG7CYahkTtdlwiNjaGomkI10XRNIyhIfRiES2fR0YRxsAAwnEIq1XSZ87EpWmPSABICU5t9+/Vb3dLX7sxptDb7NvCWo36d76Nls+jJpOYIyNkn3zqnjZsr0LCyJBLxyL7G/VrDBaOxmL+fp2UVaTenscLWjQ7y+hagrZTIpceI5nIE0UBiqISRh5e0CKZKGwJOkj8wMZ2Kzh+ncHkEaSMyKSGadvrJNI5UFQMPcla5eK2PlvICD+w6TglNC2BdGN9u0xymDDySFtFJFBp3KY/dxAhI6xUnsXS21tuIHz/1xc5+Zl+Rg6kUVQoLzq8+tvLlBc/hqwdIan85z/CnBgieeYI1vF9mPvGSBycIPf553GvzmJfuIl3Y55grfxgLcb7QNdMPL9Fq7UCSHTd+shdxl5j9zH6cztsL4H/fs9ncO8Re680wyR/5HEiz6F2+R0it7PjpjLwad66SP7w4+SPPUlr5jJ+49EZ4g8DKQWKAh3ZpCXrSCQqOhtyGU86TKiHSCgWOaWILVtYShIdAxWNmizRkjUm1IN40qEhK7RkjZr8qOzwFITtEDVb6INFlCDE3DeOOT5M+9V3kcHOC8z0kVEyp6ceWPYkpcSd32Dlt16l+d7uDl+PDCkhkkRtl/aFBdoXF9DzaRJjfWROTZJ/9jAyErQ+mHtgU4aWYqzvFBlrEFXZ/jOotudYrp3/0KerGBqZk1No6d1rp8O6jbdaI31iYtfBz+jPkj4+TuOtm/d+KAWh29pm5R2FfmwNLyWB02Lt0vfoP/g0o2c+H2/vdXAa8TNVmDpF0KlTm79A6NmUrr/OwKHnaK/fxqmv4ztNKrPn6Js6RXb4AO2NBdav/PDD3ZgHIGkpZLMK9YZAVRWklORzKtWawNAVIiF776uqQhRJ3LLDxS/PkM2oOK7EtuPOYemDKnwQpwbf/MFm5uClP4rFT/Wua0EUCK5+a7n3/h2EbsTFry1w8Wv3OWEJlZlWrwxsJxgpnfxYiluvruE0fBQtJhhEGOHbITdfXefmK+txiU7X9QxFwSwkMftSrF0ts3atjqprMYkoJGYhGVt0N924Rl9TEVE8cbtDXshQxL9bFWTQjTpryq6lQLshCB08v4mhp1BVHU1LxE5AkYcftDH0VEzEoKCqRs9NRooIx63tmnKsqjogCUIXRVHjqLIaR5Vdr07H2cAP7l14a6rJUP8JGq04eqQoGpX6LUYGThMKn05n/b7lLzshbNSpfu9b8R+KQnJoAmt4ktbM5ViPa/Igwo0XAWa+D9F2aLz5Wk9PQ8/k0FO5HlmjaDp6KkPo2ATlDYLy5uJcUTXS+47Gji537DkU4om3qiKjCPvaFezrV+P6R+JJuVkYoPnmG0TNRu8YUghkGODM3MK+eb2bWaB2s/sERq6I2TdAZ/5G77q8WinW2Ohmq0gZPzelV+I+ZvIvPEVqvIDZn75HZFpKifBDnPk6C7/3Puvfv4G8H+mva1hH92NOjyE6Dvb7lzFGBlBMA/fqDIlj++NJkKKQODDRjfJeQoYhyTNHY+0JTSVYXkfLprHfvYQ+VMQ8MEHr/CWWbzks3XI4cCpNrk+nf9RECJi7alMvBaQOaAxPJWhWApxOLDqezGhEkeT22Q6PfzpP4Al8T1BZ7ers5TIkjkxvvWi8mSX04SLaQIGwVLsPIXR/SGKB5j5rnP7kNHbQIOqWMymKiqposdNWl6RQUNFVk0iGCBkhiGj7FdY7NxjNHsfSc9vbdhYpWpPdtuu9UilFUbpjnSS8hwDZ67kLyvYcE9nHGEofQFcTRDKg7Mxt2y6hpTDUJA1vjU5QjcutUMmagyT0zDb31W13RgZoagJD3TpmProiZyeo0fY26E9Ns9K+StvfQHadzYbTh+N5l7PUu/8fNTL9U7ET2MZtZs9+hWAP5I3XqeK2yySzQ6T7xrEba9x9/VamHys7SOB16NR//HqZqmYwtP8ZcoMHmT37B5QXzu2atfwwkFEUZ1Q+BBRASZh7FgbeuQ0VXTG6v8MAXTHI6EXaYRVBFGfzKxqRjJBEvay3UAaoqKiKjtL9+0GuQA+COTSCOTj00ERpWK8h9yIqDajpFMknTqEYBu7Vm0T15t7vnd4to5Qi1ta5p3GV5KmjKNbeNIR61vVSomZSDybCpMRfWSdYXccYGyH5xEm82/OI1i798x2S8c71CYG/tkZYrcY290FA+/x5RKeDjCLcuTm0fJ6wWiUqFuPzkxL7ypV4PiAl3vw8Wj6PNz+PCAKiZpPOhQvx/RAi3tbz4owjxyHY+PEEUITjYF/drICwDhzYkRAy9XQ8j0PFC1r0ZfcRRPG19ucO9bYLQpd8ZgKAMHIIIw/XbyJEhKIoRJGPppm07CqmliSdHKTjlolE/H4uNRpnENauk0kNkbL6SSb6MPU0QWjvGJz3ghbp1BBh6BKGsRlE2hrEMnMIEREJnzByu/96RJFHKlGkEW4GgNu1gLf/4EfXb0o/wJtZxptdQXslizkxjHXyIMnTh7BOHSR55hDBehXv1iL2uWv4sytEHWd3AfddYJoZRBTQ7sRrnVRqkFxmnMYOmfk74eG8HH/EUAwTa3AMr7r+wFpYGUX4jQrp6SNoyQz8mAihDi2WxW36lTFG1GnWxDxK93+9c0XSEBusyziTKSLqKgX5CASyu61E3pPO/GFgDPWTevYMwfIarW+/FotiKgrpF5/a1cVBMXUyj+3DuE+Wyx34pQYr//kHNN69/aFYzj1DQljvENY7uLc3qHzrAmYhS5IiXkLD93ZP6y+kx+nPHKDUvEEQbX+2HP+jyYAxBnKkj43t6hAhpSSotGi8dYPkgWG05M618nrGInN6iuZ7M/foIgVum5nX/yviju6PFNQXLtJYuhKnpwOd8iJOo4SqxZOWrdoE5ZvvIJG9/Ztrt+lUl7e1V509R2PpCijqppW2pqLls4iOg2LoCMfddOjZKzQNrZgnqtS3TT76+lTGRjUOH1TQNGi1JQf369yaCZie1Gk0BUEgCQLIZlWkgExGoVYX5HMqs/Mhl68GaFoCXbcQIuySDQGaahKJAFXRummoH6/VpGFpZIYsJs4UyY8kefM/3SAKBOnpIsmRHPZSnaDpUjg1ilex45Kdw4Po6QSd2QrJ0VwvhT85mic92Yez2sSrtBl66RCh7VN+cxYtbZLd34/fcPFrNumpPlRdozVbIT3Zh/ACGjdKcXZHIYm93MBZeQjxPLm9iMLzm0gR0V84jJUo0GgtkEr205fbFxNGavdZe0CzUeQRhDbFwgFUVUdVdYLQxnar8XcXRAgRkbSKZFJDmGaGlNWPH3RQVQNV0dE0kzBycb0aiqpi6Tk2Kh+u7FOzUqTG9oGixNk2dotc4hSgoGgaZmGQoFlFz+RJDo6j6Dphu0FyZBI9mcYtr6IlLDLTR7FX57CXt+uEGLkCqZFpVE0n8lxU3SDyHPzaBon+YVAUnLUFzMIAejJD0KrjNyqYhYFesCNRHMLIFfEbFVQzgZHOxce10uipDDIM6CzNkJ44gJZM45ZWYoIoX8Srx1kpmalDSCnxymuEdgvhhax/7zqNK6sMfvIg+ZOjGH1ptIQOCggvwm/YNK+usfHaLZzl+gPJRb2YJ/XUKbxbcxjjwySO7iNcr5I6eZhgpURi3zj+8jqpx4/j3pzDGBvCOnkI9/ItEgcmcM5fx59fBSmxvvBJ1GszJA5PI5xYa6NWCvAdQWXN5+CZNBvLPpU1n6kjSUQk6TQjzr/SQNUV+kdNUhmNZCaith7gdiIa5YBcMS7pLo4YNKsh/uJaHK2DWIutL4eaSiJsl7DW/NDCkKXOra7T2BOkjT6aXiw4bGopMuYAVWeRhWbsopU08hzsex4vbNMJqkQiwNRSDKUPE0Zeb99e2/Zt+qxxpvJPkDL6aHpr29quuUt7dsraCR2/Ss1dYjh9BCkFZWfhHs0dN2zhRW0G0wdxwiaBcEnpBYrJe0vk7kAiaXrrTGRPsb/wNOudm/HYJAVVZ6GXgaSgkDTymFoaVdFI6lk0xSCfGEVBRciITlAlEC5B5DDfOMfRgU9zrP8zrHWuEwqPXGKY4fQRqs4CG/bMhy7H3w3pwjimlaPp3+oS5g+G26lSX71GKj/K4L5n6NRXsOsrvc8T6SKD+5/BSKQpr93Abqzcp7UfDVTNIFOcjrMCvE5XePvDQ4bhjuVf94WioGWyqAkL4TyarXjBGKJgjNIJ61SCJVzRISXjrFcVjSFrPzomofSxowYFYxgpBdVgFVNN0GeMEsqAZlimFnwICQtNI3PsJFo2/1AZQlJK/I01hLdH0fZu8EAxDNLPP4FiGkStDr1qjCgi6tiEpco9REtUqcXuxYkE1rGDeDdnkV0NH8VKYJ08Qual51BMY09ZMVHbJmp30BnEOn4E59wVgrVSb19Fj4MgW+eMYalC5+1zsf7Rk6cRjRadt88RVmpIP0DRVJSkhZbLog/1E9Wa+LPx+kuGIcH6Zh8aed62Uruo1SJqxf2bv6X0OqzVdtwGIKxWCaubmpDewgKKrmMdOoR7+/ZDZW79OOAHHert+bgcTwpUVd8M+ClaL6Oy0rjZDT6JbvZOHJCKZSaIMz4VLa7IUFQanWUiEQCS9eoVJIJmZwUhQzpeBaSkaa8iRIDfaO9IprbsFTqOERsDdT+33Y1eEEwiESJkvXYlJinhI11HfyhISVRt4lSbuNfmaH7zTaxj+0ieOYQ5OUL62VOknzuFv1TCOXcN99oc/tI60ttbqW0QumQzo4SRixQRme7rveInmhCCroJ8IvngFFBFRUulUVQNxdAxp0aQkSBYLT9ylOBRkFKyDCijaOg4shOXICEZUMaQiqQla3RkkyF1gjHlAK60qcjVLhEUd3h30rnbsk6/MoqOSUWufuiSsbBap/WdN+LOSMZHIhLY717c1Y1Az1hkT0890FVMuAHlPz5L8+xsjwxS1PjxkiKKMwaUbhRBilic8U4NfFesUVEUhIj1F2LxxvgcY8cnLX4tBIqqxhOOblu6kSSTmaBRncFt+oxMPouhl6lui8bFbd6ZlHlBG9uvYftVHL++jYmOO6wPCQWsiSLWvqHd8+skuCtV2leWCJv2roSQoqmkj45jDGTvFZeWksjbPukRUQB31eqLwNskebYgutsOXIp72pMiijOOtkBNWqRfegb38k3UVBJ/bimuR9Y0olYbRddRTB3h+rEDhKYSlWtIKdHy2Tg7xnZIHN6H69+EMIp1TiQkkwoTYxq2LVlejVAVsG1BLqtiJRTCtML1GxGGodCxI06fMNB1KFegXIkIu3X86dQQllVASkEQdLqq+wqe30JVdVqtZULahL64r3jkh0FxX4ZP/b3j6KbG+/91lo2bzTjzpy9F/tgwZl+K2vllCidH2XhrDoDc4SFEENGeqSCCiMz+fhqX10iO5sjs78cttRCRQPgh7lqTyI+whhOkJvvIn7SovLdAYjCLjAT548Oopk7tgyXMfJLhTx9C0VRSYwWW/+TyA52hIC5DWa9cIoo8PBGxUbuOECGrG+fJZkbp2CUa7SXMdppMeoTQc2h1a5brzdn76vhIKVjbOE82PUYYurQ7a3EJ5/r79A8cw9JNHK+Gqhr4wu66t5mEbpVS+RIJM0u1fqtnrWk7VZJW4aGsNnc8rzAk7LSI7vxuhOgRc1JEKKqKkS2gRxF6Jo+eTOPXy73+KVEcImjViTyXoFW/p30jF7sOZvefwF6ZxcgV8aolzMIA1sBobPHrOaRGpvAbVUK7HR9X0zAyecJ2g9TYftzyKsJzMQuDpCcPxYuhRJLQbpMYGMWtlkgUhxFhgJkv4m4sY2TyaEYC4Tmkxg/SuH52myOPjATOcp2F33kf1dQwCik0y4gJITfEr9sIb+9jkZpJoVgmwg/wbi8QLK0jOg4yijAPTqGYBqLZQU0mkEGIP7tMsBJnMEYtm7BcQ3Ti/sefXyF56gjGyCDNb7+BCCQzl+LP2g2b2Us7LwDvZP4ALN3c3uddP9vm2FMZwlBuJjVEAhn5YOiknj5B6vTh3vbOlRnsdy4i7xaPlZJIhvcIK+8EP7K5UXmNsWyFwdRBBlMHQYEgsml469tKvYLIxY9sBlMHGNdPoyoqofBpeRtcLX9/m5tZvL3DzerrtP0KQ+lDDKb2oygKfuTQ9NZpeduj00JGRDLYMyniCycWl7bGEFKw0Zm5JxuvE9S4VvkBk9kzHC5+Eohdypabl0gaOYrJae6liyUl+zbJRp7h9GGOJT+HlCFVd5mmt9YjhDTVYDL3OIOpA2iKhqaaqIrK/sIzRDIgkiHXKz+kbM8ikZSdWUQ5YiJ7mgN9z6MpGm7YZrV1heXWZbwtzmiRDFGkes+6Nc4UCXtZW3uF2y4ThR7F8dMYVnbTUUxKotDDaa5RX7uB72wh56WgNPcu6cIYhbETHHjyz1Ffu47vttDNFPmhg2QH9tOpr7J687W7SmMV9EQK3Uyh6Qk0PYGRjDPIEpl+coP7CX0ndkDz7K7I84enboQIcVsb5IcOMXXmZ7Drqz0xUykiAq9Nqzz30KVj0o+1TR5Wx9DsG0BPZ/AfkRAKhU8kAwThPeWECTVFTh/ADpuktDwJNYmpJvGETUrLxRpgUZNasMZw4sCHIoTM/gEypx5DNR5Od0v6Pt7K8t40TgDhuNjvnsecGMM6cQTrxJEtjUlkGBG12vhzS7S+9zre9du9j4O1DbzrMySfOEn6E0+j5XME6xsoKOijQyQOThM1mvizi5j7Jh58MmGI88FlEvsnSRyapvhXfwl/aRUZhDGpFEW0vvcG4fqWfiyK6Lz2LvpAH+lPPEP28y9hnToaE1iej6KpqOkUWjGPls3Q+Np3eoTQjwoyDHGuXfuRHvNRIRE93R6AaAspK9h8poQMt3Uf2/7u/Rv3A3f3ndFdLpbizrqrG3TeLbNOSkEkt+8b7RBkEFvWcT8a+5WHg/QDomqDzjuX8G4vkf30k6RfOIM+UMA6PIV1eIqwXMe5fJvWd9/BX1h7IKHabq+hawly2djsw/fb1Op7N0n6iSaEZBji1TZIjU6TPXCCxrVzOy5qFU0nNX6A9PgBgmYVEQUY07FifFiuf+w2b1vhyHYv8+eOOLQgoi43sGULHw9BhCccNPRuZlDAqphDECEQLIlbhATUZRlbtpFERB9BJoOi61gnDqEPFeMJSaNF5/WziNbuNpl6MYM1dX8bdikl9uw6tdeu9YRFdT1J/8gpDCNJq7FMJjcalzAFDrXKTfqHjqNpJlEUUNu4Tq4wTSLVR6M6Q6u+wOjU84SBg+81CQObXGEfUgocu0w2P4EQIZ7bpFa+Qd/AEQr9h1EUNSaF7EpvEE9nRzDMNM36AoMjp1lfjm2FI+GTNPMcHHqpm1K/+UMrt2ZYrDya61XvXhs62TPTaIn7DORSYt9YxV0oE1TbmEP5XcvGkvti6/oHuY39yKCqSNfHnBpH2A7GyCCJg1NgGPgzC2i5DFo+hz+/HJcnJhMEy+uE5RrpZ87gXLmJsB3UZBLrxGH8mYXeom9pOewSOxAEcb7c/GJIEIKhE78fyt78cGExRFHB8ySaqiC6hKTaLeWJGXKFIOggAd9voesWmmbiubGGD1LuyR3kYVGZa/Od/+dFokDQqXpEviDRnyI9UcDdaCNDQdByqZ5bonBylNbtDeoXV8ifHCV3ZJDQ9jHySbSkQWehhp4yKZwaoz1fJWi5qAkdPWmQPTSIX3di0XcJ7noTRVXQMxZEsciwROKut3FWGzhrTcQe01GljGi240WnIOylo3p+A6+6uZBxvTquV9+2r+3s7rZ0B57fwvOvb3vPD9o0nBUSqSJ6Kouq6biqh4pETaVIasNEiqBSv9UjlFNWP0mrj0rtxodO0xdRQOTZRJ4LQqIl02hWCi2ZRgQeqm6CkcBvVkn0DdBeiJ+hoFUndNpoiSTC95AivCeYoegGRiaHs76IoiiEbgdF1xGBh6ZauJVV/FoZv17BGhjDr5eJ3E7sYqYbqJqBohk9MVkj14eRyRE0YyFPEfgEzRpaMkNyeAK/XkZEIXo6h1qvoOoGWipD0GkQeTZetbTrREP4EV7pw2mURLUmUbWBaNkIx0V0HITtElXqJM8cwTl3lbBcI6zUkR2HqOP0slfjCPUWkefldXJfeqlHKn0UaFVDLr7RRFUVnM7234Q5MYx1aIrmt94kanbQcmkyLz5BtF5GXVnC7mxxh8Plduv7BL5CIB4cAfaiNvONs6y0rsQlJwoIKeJU9y37B8Lhdu1N5htnUbsuV7K7XSDcHYkcL2qz0DjHavvqfdsGWGldZqNzexsx8iCstq9RdeLyWje69/kQMmK9fZOqs4TeK6eJzzfZP8Za/TZeeO+8I4gcZmtvs9S8EJe3SRnvtyWLNxQBc/V3WROzgELQvjfTcWvbomt333DX0FUT1TDRsjns1jJhuJ0cvLLxHRRFuefc7KDO2dU/6BJne+tbFFUnClyc1gbZgX3khg5tKaNSevpkA9PLzH3wh9uygHy7zvzFP8H32hSGjzB65KXeZ1HoUV+9xsqNV+jUt5OBmm4ydfKL5EePdsXLVfSuC1lx/CT5oUO9QFp95SoLl75+b1DoEaBpJk57g8DvYGUGSKT6uDOnioOBKtF+h9Lceyxf++6eSaHIsYnszlbJ0D3BGBjEGBzCr2zsKSvlbnjSoRPWyeh92FqThJrGVJOYqkUkQzxh44oWjbBEQk3FmQ5hhU5UJ6v3k1BTpLVCT+z9UaCYCfJPv4A5NPLgje9C2Gzgre+RiNJ1rJNHSD3zOFII/IXlboD4zn1TUAwDLZ8l+dgJtFyGym/8HuFqTNqLjk3jj78LCiQOTpN68lTsgBpGCNfFuzVH6zuvYh09tDdCCOi8dQ6tkCP5+EmMyTHM/ZMgYrHwcH2D9uvv3rOP6Ng0vvYdwlKF1NOPoQ/0YYwMxhbvUiL9AGE7+AsrBCvrOxz1Y4amoefzqKkUiqbFGkR3ZRbttR0tm40TIIy4jxSeR9RsIpyPx7lqNyiWhZbJoFpWr3RehgHCcYlazZ0JSVXFHB1DNQ2ijk2wsfv84872Rn8/WiaD8AOC9bWdSxMBNZlEy+VQEwlQlPgedzpEzb2XQGqZDFouh2IYIASRbRM1GnG24p5a2AMUBS2fwRgfJPXkcZKnDqLlM0g/wLl4C+/GPPpAgcThKTKffIzEgXGqv/1N3Csz971XUobU6jM0m0asfRhtX9s+CD/RhFDkuzRvXiA1to/hT/wMyeHJ2GWsVUeEAYqm9VzGcofPoKcLVM+/il8vY42kULNpftTcoCDCZTMqoRIvBnzpbXs/wCNgc2IW4m/57M5ricejRTh2gjk1ij7cj5ZO4d2aRx+5P9EDYE30P9BZTAYR7UuL28kKRSH0O+h6gnQ2HtA21i8xMHwKM5FFVQ1q5ZukMkOkMsOEoYMeJElnRmjVFzDMFKWVc0SRz/DYE+iGRRT5pHNjRJFPaeUDhsefBKDdXO62d/2ec3OdGtnCFFIKXGczhTNjDSJkxM21H9xllSjvmTA/CrRUguxj0/edxchIYN9cJep4OLMl0kfHdo2CaakEmdNTtC7Mf/TaTI+IqNZAzaTR++J0ZhkJoo11ZBB203IbGFNjMdEThCimGS+AN6r4t+ZRUxZaLoOaMHGam4Oi58XkzlZ4fvz3TsOd72/dVm55v0MU+Xhe474ZI3b140vfDd2I2uJdVpxtH3ulgWYZOKtNVEND0VUa19aRQqIlDbxyG2e1iVlM4ZXa6CkTLWkggojmjRIISXuuSvbAAChgL9Ux+1I0Lq/irDXjFGkFVEMjNVEgOZ6nfnmV5s0SiWIqPpGfxLDJFihdXYJkdhAhQgwrj+/Ue9HvMHB6i2FV0UglB2i2l2h1PgKXSSHx6uW4XEFR0JMZ/FoJPZkilKLrcqlh5uLyKyPXR9Bu4FXXY0tou03otPEbVbRUBupbiDEpcStruKUVvMpa3Fe26kS+hwwCEgOjqIYJQuCuLxE5XU0i3UB09QukiHDWFzEL/YSdFkG7gaJpeLUNFFUltDu4G8uomo6zvoQMPMzCAFrCwm/WUHUdFDUuZfsI3C3uh6jeovPWecwDE0jfJ6q34ntwLT62d2Me4Ti0Xz9H4tAUWiGH22wjbBfv+lxcS3+nrVYHGUb4S+sfmWuNlOC0d54squkkUbMdHy+MiBptwlqT1GCaxw8kmLkZIoRE0xQcW5LNOdi2JJnS6LQk2bzCRklQq+zcvpDRLno62xEK/x7b9AdBsLe2A+FuE4TeC2IntPp9t5EI/KjDtrNWNQrPvUTl7e8jnZ3vSSRDovB+iySJF3VI7XsMRdNpvPfKHs5YEgiHQDiY2UEKzz2P/f0/wgzNOIPUi8eHraSYZliAQhQ4SASe6KAZyT1VGSuqRv/EaSZPfoEwcFi69E08p9F1NYtJEt3K0D9xhvzQIYYPPM/s2T9ga6fstjaYO/cVMn0TpApjaLpFFHm4zQ3a1YUdLemFiGiUbuI595Jkd8Nprfeyi6QQNEs3WRRhV7PoXogoYO32m5hWBmfLNoaVZeLkT1McO0mzdJtmeYbId3okjqoZpPIjDEw9wdD+Z2hVZqmv7jFTQgjCei3+ret7X66opkn6+Cns2zfua5iyGwwlga6atMIqvnBIallc0cZQErRElYq3SFLPo6LSCEpIBLpidscs0BQdXTEo+0sPfez4AlSypx4j+/hTu0oO7AYpBP7GOv7G3kgP69hBin/lz4KE5te+jXPhGlG70yUvlVjTMJXEOnaIwp/9Iub0BMnjh2l1CSGkJFhcofobv4d5YBpjeAB0Hel4BGsl/LklpOfFZWQKeDcfnLEgmi3qX/469nsXMSdGUFNJpBAIxyUsVQjXdw40iWab1rdfxX7vAub0OFqxgGomkCJCtDqEGxX85TWk8+FJ0IeBmkqRffoZ0mfOYAwOoZomkePgryzT/uADvKXFXUmOrdByOTJPPUXqyDHM4WHUZHxfwkYDb2Ge9rmzODdvfuxVMWomQ+roMZIHD2KOjaEX+mLRcAnCdQmqVZzbt2i98zZheft3pWgaxZ/5WVJHjuDOz7P26/8RcR83PDWZZODP/zLW/gN4c3Os/fp/vPdeaRqpI0dIP/YE1tQUWj6HomoIx8EvrWNfvUr77Pv3Jd8UXSd59BjZp58mMTmFmk5DEBBUythXr9J8+609Z9ztfhAFfahI6rHDscD00WkUyyQs1+m8eRH7g+u41+e7vxUFY2yQ7GeeJvuZpyj8/KfYWC0TVR/Ut8tH1sT7iSaEEBGNm+cxsnkKJ5+l7+Sz5I88jgj8nrWuohtopoUIPBo3zlE++8P4x+8H+Dfm79Fc+ZFfAhHL4vYWkufHByllrL5fDAlWSxgTD448mMP5XfWF7kB4AZ0r2we+dHYU08p3yyt0NM0gYcU12FJEqKqOmcihakYvWyMM3a7IbLyNiAKQgiBwUFSNTiuehCRT/d2ys7gyVIoI3UhgmGmi0Ec3kkgRoWkmIvJx7QrZwiSllQ9659fxKoSRRz41hhs0t5WMOX4dP/xwRFz66BjmYP6+23irNfyNWOeofXmR/s+fue/gn31sH6WvvEP4ERBCerEfPZfHnZt56H21TJbs08/ilpYIltewTh8jWFhBPTSNYhi9aH+4USVxMH5P0TSE7SCDsJcJJIXEX1iJM4wmRvFvL9x3IDMLyTijpr03Ase2S7365p8kCC+k+v528ery23O9tUDjylqv/rozv0liUulgL9Z62zl3dIAkNHaZxAN0FjZr3ZvX1j+MRuuPFE6r1F3YdKvA75ClUpLMDuF1ar2IeyR8yrV7CeFHhyRobNEAqK7jVTcn2K2ZWFMrPXEQXdXifqpRQdwl4mkv3eZuyCjEXY/7S79+78Q2aNd7r93yZtaA8BxaM5t2tF5lLSaUdsHdJgzuRtzWVsMFZ+1HkDYvJcHSGsHS9nONag06b22K94erG4Sr28uZvJubYoiKaWCMDSFaHYI7i5GPGWGlTurpk2Q+8TjhRhV9sA99oEB04zpaHqb3a2gaXLkYZykODqlomkKjITh23CASkk47oPbjkTT8sUMxTPR0Lu7/PZfIacfR0VQaszgU63N1NqO3WiqNlkwjg4Cg3YwFhRUVPZ1BTSTj31mzjgy3T8w1KxXreHVasZh7JhcTo51WT0dFz+RQExaa1SXEkWh6AlUzMK14LhKFHkYiFuY0rWwsoB4FRKGLZiQRUbAnYWjDyjJ27KfQzCQz7/8+jY1bOxCvCn6nRuaFXyVdGNtyMV2h9zBCiohWZZ5WZYsoqKqg51NQ9+9pU8uaVFYuPryGoxQ0N2Zobuw+HxBRwMbsO/dcQ2HkGINTT9Ao3WL23B8QeveSkJqewEz10Td2Aivz4EDkVnirS4gwQHsIQgggfegonf2H6Fx/eD25TlSnE9V7f1fuInZaUZVWtDk+lP3N8dxS09SCNarBo2k7KYZB5vhpip/9Amoy9eAd7oIMfNpXLu558Zp+4Sm0XI72D9+k8+75nv5PtzUQMdHiXLxG+tnH0fv7UPPZOPNmaylRx8G9dJ3/H3v//WRZfqZ3Yp/jz/UmvS/vbXe1N2iggQYGMwCIIceQO+RSZEgbIYUUipDZP0AKbeyGtCFpGeSKjN2lmeEOOQaDATBwDbTvru7yvjIrsyq9u94db/TDyUpT6auqgR5wn4juysx77rHf8zXP+77PY914lOwTEGUNd66AO/fOzi/E83EeTBIsVJbfWa/VWG8utAH8Sg2zskONREFASeei/sl6egH4h5DSaXJvfYPkmTMIioLfakX6Q4KA1teH1j9A68b1bdeqam8v+W98E33//iij3WjhV0wEQUSKx0mefQZ93z7qH3xA/fwnT05ebAZBIH7oMG3f/g6irhNYkSurbxhLgu5adF29vWj9/ZS+/1drNJpC16V1/RqxAwdQ2tuJ7T9A69rVTQ+n9fWjdnZF4twjw5G0xOrT0TQyL79C+qWXkdLppYyeaF0lKAra4BDawCD6vn2Uf/RD3MUN5g6SROq558l+7S2kRCK6nlqNMAiQkinSr76G2t2zuzTF1bvPJFEHu4k/dxz9yB7kfJrQ8bAn5jAu3MK8Oba+mikMcWcWqfzF28idOfSje6O5x7aEEMsSLA/xUIplO3yxCSGiSXDhs7cxZsdJ7TuO1ta9VEIgEQQBfqOKXS3Smhyhfv8mgW0haApSMo7SmadZrkdaAL9G2BvmNfzq4c4V8Ct1AsMi+eo57AdT235HySa21Q8KXR9rZu2M1zJK6LEcvmcRhD7JdB/JVA+t+izO0oQqnuzEMoq0GvNk8vsIAg/TiPbTqE4tpzbXK+Nk8ntRtRRmq4jRXCQMPBq1GYLAx7EbOFaDRKobs1VCEGUEQUTRUlhGEdc1IuctZ2UgkUUNURBJx7pIxbrWnHu5OUHDeoKUUlEgdWYPYmJruz/j3hx+M5qsmmML+HULsS256fZad4b4wR7qn40CIGWy6IODIAhY4w/w6/Uo+hCLIWezuMUigWEgpVLImSx+s4E1NYkUj6P29OBVqyBJaD29uJUygWGgDw7hLC4Q+j76nn2ImoY9PYlXqSCl0uhDexBkGVGLYd0ahpBI7yMMo0WaICzVc1+Mov/D90GMomaEAYTgFaOJVGjZmJdvslqAbivs+fYxrEKTyR/vfOH/RSODNsV6OY0n2243x/qCIvDdiBR+FIKAX5km+DX364QBral7K1l9n3OmzX/qEFMJ1L4ujKt3H9vha7fw5os03/mM+PMn0A4N4VfrNN+5CAsFihkFzwsxjZBS0aetXcS2oVH3qVYCenolRBG2Mef8jYUgyeTOvITW3kXgOjjlAtXrnyHpMTLHnyX0PEQtRvnS+1hzU8jpHPlnXkaQZARJpnn/Ls2xO8R6BsieeoEw8AiDgMrFD3CqK/MNKZGi7dnXcKol6sPXSB06Say7HxDwzCaVSx8h6jHaX/wKoedG+5dlQEBSdGRlSaMyDFFjGSRZQxBEHKtOLNW5NG/I4Ji1ZffE7aDqaRQ9hWc3sZrFzfuGpb7DX9WXaT055HSM1t2ZDYkdKa7R+e3nmP+PHxOYq/pASSC2p4PW8CyB9TktBh+BIEroyTYEUcZqljYkg1ZjOdC3C1jTUwSmgaTHdvU9KZki+8obOIUF3PKvjpGteY/vICWoGulnniP/+ptIqfTObNcfgVNYxLw/usMDCshtWRCIBJi3yFIRFAVBUaKpnO0gKzpSTMd37UiTzvfQEzmsVhnftSKyVVbxXYtErp9G8cGu9KMgal+pvUdI7T9JrHuA4oVfUrq8k4zAnUNUVPrf+kOqdy9TuXH+qe4bUST17DlS585FEhF371D/5GOcuXkEQUDt7SX1/Askzz6zZeBdSqXIff23iB0+jFcqUf/sU8zhYfxmY4n0GCT94svoe/eSeePLeNUKrZs3P585SRhiz0xjT07gVSpY4+M483ORELcgoHZ2kXrhBeLHjhM7cJDEqdNUf/mLNeShOTaKWyqitLUTP3oM487tjTP5BIH40aOIMR3fMDDu3Hnkxkgkz5wl88aXESSJ1vVrNC5dxJlfgDBAzuVInDxF6rnniR85SmCaFP/yL9YdSx8aIvvlryAlk7gLC9Q+eB/r/hiB40T7OHWa1LnnlsaNXUIUyP9n3yR+7iiCLEXZQOdvYFy+i3l3nNC0ty4Dsxyc8VniZw9HJYLbHU5UyOX2oWkZAt9FECVKpWEcZ/tAxheeEAIIfZ/mxDCt6bGIDNL0pQE8IHBsPLNF4KxOARSiTIRfcVrgFx1BrUFQa+AtlrBHJ3bUWYhbaeA83K/jERhrXzDbqrIwE+nwKGoSSdIoF+5GkTZJw7Zq1CsPsK2I7VycvbLm+5XSisW66zQpzt9Yd9xaeSWaVZi/vvzzwvRKfXEs3k4q00+9Mr4scghgOGUeFD7BchvrSIOduoFsBrU9RfxAd2T3vQkC14sIoaUJnVczMEbnyLQd3PQ7YkwjfWYP9YuRi5sgioR+gNrRgaioNK5eRh/ag5zNYY6OEFgWSmcnsQOHMO7ewTciK/rQ85DiCZR8G878HFpfP1I8jrO4QOzgIdxqhfi+/YiaDoQkT5+lfv5jkmefwa/Xo4mBLK8SjVv6YXV2z8O/hSE8akm9ut0tb7f9fRVEAVGT0dvjhCG4dZvA9ZE0GSWpgijgGS6e4UAISkqDMETSlcjevW4jCEK0LSCqEm7TwTeXJqiCgJrWEFUJ3/JwmzaiLCHpMqIsIsji2u1/FRAiPSpRkRAUaclOXlgi2cKorj4MCf2A0PWjqLLn/60hfR4LYfjrJ4NW4zEnXYK89ExlMSrxE8Xoua4mmEKWHFWWnrHnR895t45+vwHwS1Wa763XjvhcEYIzMYe7UEaMaQSWHU3ggCsX17bB+bmA+VXi1ZcvOCSSAtXqDp+VJC6Vj0rR2LGUKbJUY7R0PpGmUuiHkdC5HxB6QaQH9gVrE3p3P3pHD4VP3sZrRCWNYRBEC6Op+zRGbpB75hXivXuwFmZJHzpB6HlUr19A7+ojc+wsTmmB1OFTmDPj1O9eBVFczsILAVmPkz/7Mk69Qu3OFZRkhuTeI1Svn8czWrS/+BViPQOobZ041RLlix+Q3HeE7IlzANhGGUeQIuMKQQBBXOWOI2DU5pYDU4Io77jfce0mvmOixDJkug9Rnrm55JYVgiAiSjKJXD89B18nDANqC/eAECWfpP2tUyjtaWJ7Oqh9OopvOuReO4KSS2LPV2nemIjKeGIq6XP7saaK2LMV0mf3ED/cizG2gJSWafvaaULPR5Qlyu/dwqubpM/tR+/Lo3amKb19A2P4yRzKwtBfEsQOSeYHSeT6sVulJX0zAUEUkdU4bYNnSHfsxW6VaVVmttvtGvjNBtb0FEqubVffE0SR2OAe8l/5OqVf/ASvUt7+S78uiBJqewfZF1+NRKRj8ccigwLXoX71El5rh7o0YbjkJgbqYB9SMhFZzq+GEJWMxc+eiCQA6k3cmXm0WI5Yuosg8DCqswhEmXEIAr5joSfbQBBwrYgo2CmZuub0fI/q3Su0psbo+8Y/iN7PzwOitCvR8p1CzmRJnj2LIElYk5OU/vr7eKUVctKrVrBnZ+n6z/4IbWhok3MTSZw+TWz/fvxWi/LPfkrrxvU1BItXqeCVy3T83h+gdHWReu4FzAcPtizFehK4xSKFv/hzglZrXSaSWavhFBZR2jtQe3uJ7d9P7YP317gF+rUaxu3bZF57HX1oCLW7G3tyfbaynM+jDQ6BKGGNja57h5VcjvTLLyPqOq1rVyn+9ffXXLNfr0cZQYJA5rXXiR86TOzAAYzbK1mDgqqSPPssUiZDaFlUfv5TWjduLM/r/HodZynDKfPyK7t/LwUBuS2DMzmPceE25u37uHMFQmsX4vquj1fembtpGPrYdgNdz2HZVRKJLmRZ+80hhB4i9D3cRgW2ua7Q83Am5pA7cn87o7aigJTQ8RufU2ZRGBJaNrFzJzEvridaVmMrUmN5d54fichtAtdpUVq4uUzI+L699PvnX85nmRWc2av4j0SlMrE+2tP7uTf3zmPXW24GfagDfaBty47DLTcxHywuRwD9lkXr7gzp5/ZvWjYmyCLxA90obSncYgO1uwelvT0SqZPlKM08CHAWF7DGozptpb0dr1zCmniwPIAEpolbLqH19oHvY8/Nog8Mgqzg1yMhOK1vIBIibbXwLQtBVZHiCVrXryIoKko+mpwp+STxI727rnPfKdxSg9bd2eX3uP1ML6nBHHJCYfHTKWbfv0/uRBfdr+xBUmWcmsn9P7+BXTE59A+fiTR5dBlRlpj4wW3clsOx/+JFmlNV9Hyc1myN+39xE6/lkN6XZ/CbRxAVEc9wmfrxMEpaY993T2AWDdSMRmu6xtifXce3lshFQSB5chA5vXH0MrBcWsMz+I3dkdNiXEPrzaH3t6H35tB6o0m8lNAQNRVBk6PFoO3imy5etYVTqOMUathzVZzFGm6hjltt7bx8QAC1O0t8/xalpEFI48bkU+mbBFmK2nN7atttncUa5tjCUyFC5GyC5LH+iHzZAKHn07o9jVd/uv2vIEvI+QRqWwqlLYXamUHrzqK0pZAzMaRkDFGL2ioIBL4f6dYYDn7TwmuYuMUG9mIter7FBk6hhld9+mnuG0HtzhLb27ntmOAs1jBGnoKO01OCnImTONK7bXTNb1o0rj0SKBEF1MEeYmcOIyZiBC0T8/o9nPHZbXUaCosBpW1MTsW4htaVQWlPoXVnUbuyqB1p5EwcKakjxdRlgihcElUNHW+lTdRaOKUmbrGOU2jgVVu45SZupbls8PCrgpRIovcPRan942MomUhXy6tXCX0vKvMSJXzHxi7METg2fquJnIxcJ9V8J2q2DSmeRBBFnGopkgTQ41iFuXXlmIIgEh/Yi29b1G5fJnQdRF1H7+ojfewZQs9blhdQUlnMuUlC18EuLiyTM+42GS2PC9dqsDh+gd7DbzB48pu0D5zBblUIwwBJ0dASefRkO4IgUpq6RnEyCoi51Ratu7MobQ0qH97Fb1qIioyzWCOwPeL7u7DnKoi6Qu7VI7iVFvZ0Oeqz7syQOrN3iWSWiO/rZPbfvkfy2ADJE4M0rk2QONxL8cdXaP/GWfyn0b+FIbWFUWoLo6Q793PopT+iVZ2NMoUECUVPEEt1ouppXKvB/OhHtKq7I6ECx6Z19yaJI8cibbVdQJBlkscjranye2/jLMx94dYEci5P4uAR0s++gNbV83hZCESSENbEA1p3b+5KX828ehv98H5iJ48Quh7WjYcaQiGCIiNl02iH9xM7cRhR12idv4I1cp9EvBPXahAEHpKi49ktXCty5pTUGEEYLL1/fhSYW8oW2vV1eS6e2ST0N8leEgTUTBtqriPK7KuXccqLa9z3JD2B3t6NpMfxzBZWYfaRJIK1UPOdUZ8xP0VgP/57ou/di5TJAtC6dnWNFf1D+NUKrevXNiWEpESS+NHjCKqKPTKCOXx3/fMNQ+ypKazJSZSODrShIeRsDudzIoTwffxqdfOPq1WcuVnU3l6kdCYKXq8+XdfFHB4mefoMcj4f6QPNzKy7Lm1gEKWjg9BxMEeG14lm6wcPorS1E9g2jQufbUiABaaJcfsWqXPPISYS6Pv2YwwPLx9LzuXRhgYRRBHj/n2s++uFm0PLonX1ComTJ1Fy+d3dqyCg8udvRxU6TRMeQ8bGuHIXZ3IOd2777MMwDDCMRWJ6Fk1LE4bhuvXvZvhbRAgJUamKoiJpMRBFvFZ9uT482iSKmqsD3UuCtYkNJ/2Ru0M0SxMlOSImnqC0RJBk1HQet1kj8Nwn2heAnE2S/fIpin/x0RPtZzUSLz+D3J5d086VrrZtCaGdaDAJirxNWVm4JjsHWPf754Uw9NdYJj6EJCoEgbdjq92dQlBlEkf7kVKbpzeHYYizUMOcWNEPCb0AY3Qer2qg5DcuGxMEAX2gndieDryahT60h9atG8i5HEp758M9rdNXCD13bQcnSRGBtJSa78zNkThxEjEWwxy9F9XPtpo4s7OY4/eJmKEosismkoiqFtWPA/FDPez5P30bKba7idpOUfnwLuP/zfeX26Fvedz91xfIHGhn8LcOs3hhivpYGWOmjqhKHPmnzxPvSWFXTJSkhrnQ4N4fX6bn9X30ffUg0z8fIdaRYOzPrmHONzn6v3mBzIE2Stfm6P/aQWr3ihSvzDDw1iF6Xt9L7V6ReG+ae396DbvU4sT/4VViXUmaE9XomUgivf/odZLHBjY8f2exxvj/6wc0b+xAq0USUXIJMs8fJHVmD7E9HahdWURF2v67qxA4Hm6psdTGCjRvTNK6O4NbM7bNIogf6GHvf/mdTQm+wPF48F99j9qn9zb8fDeQUjq9/6svkzo5uO22tQtjTPy3P8CrbUF+LPX/2yF1Zg9D/8ff3lQs356r8OC/+t6TE0KigKjKqN05kkf7iB/uRevNoXZmUHIJxB2k/26EMAyjZ1xs4MxVaI3O07g6jjE6R2C6n9uCR21PMfC//Tpq2+YEXhiGNG9Mcv//9uf4rc9PrH03yLx0iP5/+hWkhL7pNmEYUnn3Fo3rE2uy6+TONpJfOoczPoMzNo2US5F8/RkatoM7s72O0ToySABRldH62kg/s4/E4R60/jbUjjRiTH2srIDlY9kubrWFW2hgz1cxxxdp3Z7GmiwSOC6h9/lmEGkd3XR9+/cJHZvpf/v/I3BsRDVynwl9byUCHwRrosUPhRl8s0VjcZbK9c94qBsmaXqkB6jH1pdmCmAV5vCNJqlDJylf/CDS51qcpfjRz3AbteUgSbx/H6KqR/pFqrYpGfy0EPguC6OfYLcq5HuPE8/1Es90Iwgivu/iWnUqs7epLd6jOj+CtyRqTRAS2G70n2FDEKL15UmeGMS8v4AgS4iKjJyKIR/qpfA3l1eNje4KYR6GuJUmzkINtzeP1pMjdD1CPyD78mG8Wgu3srJ4EsWtiUtBAFWLSr8fGj6IYvQ33ykyce0H5PtPku06SK5rgCDQCMMAzzWxWxVKU9epLgzTLE3sfn4chpiTE9gz0+hDe3f9joiKQvL4KdT2DqrnP6R563q0bvh1EUNL2qdKLkfi8DHih4+h9w3u2lr+UfitJrWL5yMR7l3AuHIDOZ8l8drzJJ4/Q/zcKUI7anuCIiNoKgQhfrNF45OPaLzzCaFp0TTXz2kaxfEnuobHQXLwEG1nX4uMTYIAUdWo3PyU2vAVCAKUVI6O599EzXfgWyaSFsNanKF48R08Y312gd7RS8eLb+FUCstaf48LtacHUdMIPQ9rcvOqDGtyckk6YX3blpJJtP5+8H3cUimah+sbj2V+PdK9ERQFtaMdZ3p7WZAnhvgwu1kkSmmP/vwwc0iQJARp/RzWmhjHnpslnskQP36c5uXL+I2V7DRB04kdOICo6zgzM1jj6++fPrQn0mUqlfDqjU3vS+h5+M0mUjyOkm+LtI9aUTBATqdR8m1RMH12Br+1cZDAmZ/Hb7aQs7kN78GaDnT1XDQE6872QupbwZ1Z3NF84yGCwKNamyCZ7MEwHmxpqrMafysIIVFRifftI3PoDLGuQURVJXBsFj7+MY2xmwCo2Q5iXf3Y5QXcaiNK7Xa9dQsgJZaibf85mosP8B2LTP8xzOoctek7Gx16RxAkmVjXIFrOwq4sYle2eHCCgBjXthzU1K4sWv/uhPe2gxjXsYYfENorZIGoHt/2e765Xrhw3b5VCTkdxy3/anQdngZadpFMvBddSdOySzytGhs5pZM6PbTl8w09H2Nkdl2WhTlewJ6rIOcSm35fSsVIHO2neWMS68F9YgcPEToOXqkYMcGNxpr62MAw8B7Zl94/QGxoL2IsRuzgQYzhu9hTkyj5Nuy5WfB9mteukDh+Eq1/AGt6EnP0Hq07t0gcPoLfMn5t6dfVu4u4dRtjvoEgi8gJlfS+PG0nuxEVieTACoESuD71+yXcpkNjvEz7M33IMQWz0MSYa2AVWliFFvHuFOUb8+SOdpLsz9B+ugcprlAbKYIo0JyoYMzVcRs2vuWibKMNtRqipiBvQQ4CIESZVpmXDpP/8nFigx2I8cdfHIqqjNaTQ+vJkTwxQP6N49hzZWb+9bs0r29BTIXgFut4NQMlt4mWlSigD7Q9FUJITsXQ+3dWBqAPtiMltE0JISmpEz/ch3l/AcIQr7p55F8faNuSwHYWaxF59pgQdRWtN0viUC/pc/uJ7etCTsUQY8pS6vyTLUYFQUDSFKS+PFpvjuSpIdq+dgrj3hzld27SvDH5WFlDDx0xA3xERALCpeqZJYe/B4u07s6gvnJky3PTB9pIHB9Y1jr7dUKMq6RO70GMbf3Ohl5A9ZORddl0clsGv96k9fE1QteLIuaZFHJ7dlcTNAApoRE/3Ev+S8ejrMJsAlGTn7g9PISoKWhdWbTOLIlj/QSOi9+0cear1K88iMaMmVLUNn4Fi2FzdpLk3iNkTz2HUy0T+h7G9CYT4zCkOXaHzMnnSB86SRj4+KaBOTuBOf2A1METkVSAIGJMP8Br1iAIcKtlarcu0/b866SPnqV5/w5utUT6yBns0gKiotJ8MExrcpTM8WfwLYNYV/+v5Pp9z6I0fY3awjCirC0JfUbkYxh4+J4TOYU9ci6+YRPb14U+1IE9XUaKqyCAbzgIcvSOuuUmlQ/vkj49hFtp4hYa6ANtKJk4el8er26uz9oOQ0LPJzCdSPNxVbs7elpletyjVtmYrMm1iXztWwkSSYH/8b+LFm0d3RK/9d0ErUbAn/3bRWaH36OxcIFzLyf5+F17qboxIPRdfM/etXbQanjVMo1rl1C7e3atJQRR+ZjW3Uv7179F8vgpGtcvY01P4dUqn5/47urjSxJiPIGcSqN19RDbdxB9cA9yKrK3ftI+IPBc6pcvYNzboXvbKoSGRf2n72HeGkE/sg+ltxsxEUcQRQLbwa/VcWfmsccm8BZLEVn0BYGczJA/8wpWeSHSFgoC0gdOkj/5IlZhBqdSJHP4DGq+k4UPfoBTK6Nm2+l+/VukD5ykfPPTpT1Fpbh6Ry+dL34du7xA8fJ7TyYyLUlIyRSI4raW8IFpEpgmYny9iLiUSiHGojafeu45Esc3X7c9rBbA9x9LkHw3EGMx1K5utIF+lK7u6Dz1GKKiRONkepWpzgbtO3QcjFs3ie0/EO1naAjj5kqCgpxJEztwMHJbnRjHLT3iVqZpyJlsVJKVy9H9T/7J5gFPWUZORYEsQddWsvAEIbpnqhqto2q1TceG0HUJWitrXEEUIwOEIEDr6sEpLkZBEE1HzbVjF+cJrF+PfrAoKuRzB4jF8hAGCIKEZW1PFH/hCSFBVsifepn2c19Gjq9EJn3LWJM+qiQzdL/+bZoTwyyc/xvktmyUIv5IpFsQZSRFJ9kxhFldwKzOoca2doPaDqHnYi5M4jar69KaH4WU1On6o68gbhGtlJM6gft0M2iMSzfxa82NdV62gFdtRfX1W2wjKDJaXx5z/HNwfnnILD8li+GH8AIXRY5xuOerNKwF/GBlUlA35yk2Hm8xo/W3oQ9sTeYFtheVJjwCt9RYsZ+XN84KEUSB1Ok9FH94CWP4DsbwWiLTvDey5nf7kQiBoCnYM1NYE+ORRoUiQxhGNcmr4JXL1D54b+2+JiewJ9ef968SvrOqHYSgpjQGv3GYsT+7TmOigta2ahAUBCQ9irqJsrSkwxIiKpEmUJTBIeE7fpRuXTK4/+fXqd6N0jLDENrP9OC70ecPj7kbpwFBlbfMFgNIHOmj+++/SurU0KZZK48LQZaQM3EC18ffgTubVzNwFmubEkKCKKDtkMTZDvpQe7TY2QGUbBy1K4s9u8GgJgroe7tIP3eQwHKQs0lqH9/ZlOPVB9s3FXAMwxBnsb51JtImEHWF5KkhMs8fIHVmL1p35nMrpXwIQRAQVBm1LYXaliJ1aojahVEWv/cZxr35XS18dTFBXMrQ9MuoQgwzaJKQsriBRSuo4psOtY+GyTx/YMvsJjmTIPPsfprXJ35l4rabQe9vJ3GoZ1tjBHuqiDGyvpQlMG3kXBqlvwtvsYTckUdqyxDc2Z07Y2xPBx3fPkf2pcNI6dhTI4E2hLBEGuoqkq6itqdIHO/Hb1q0bk9TuzBK9aPhx2rju4FvNCl99i6JPQeXJsgLEPjUh68ta5yY81NLttAB5uwkYRgQ79sTRWtrEYlUH7mBbxqobZEr2UPNP3N2IlpsmU0qVz9B7+oncGxKF94jufcwaq4Dt14h9H2MqfsIkozW3klr6j6tqbG12eWfF8IQzzHB2fnCwBwvIKfjaF1ZnEId4/4icj6JnNKpfHAbZ7FK69p97PEFqqaDnNDxqgZqZ4bm8CxyJoFbbVG/GLVRe7aMVzdQljL7wjAkebQfKanT+HSEw8dU/sE/TTM27HL9ks21ixa6LvLSGzrJlMhnH1pMT3h8+r7JN76bWD7PhVmfix9bPPtyNJdNJHyeec5FFqtYTQNRhKOnVAb2KiSTGrevC9y94ZDJibzwWoyObonigs8v/sbAsbfpp8KQxs1rJI6dJHFwc0J6SwgCUjxO4tBR4vsO4hQWMCfHsWensedncUvFp7aAE2QFOZNFzuZQ8m2oHZ2oHV2ond3I6fRj6elshjAIMO4NUz3/AcFjkjWh4+Dcn8C5/+ud3+0WWr4LNdPG4vmfRyQxULt3ncyRsyT69uM16ySHDtGaGMFcnIXAx3JsWtP3Se45QvXuZSAkDALkeIqO57+KUytRvPTuEzuOCZIUZVgJQhSk3WoNE/jRNhsQQmJsZbyQEgmkRGLdNo8iXDr+5wW1u5vMl94gfuRoZM9O1IZ8wyC0bULPeyQLdGOY90bxymWUzk4Sx09g3Lm9fJ/0vfuQMxkCy4r+/kgKo6iqy1IZyPKyjMV2EMRVDlyCgKhFCRrBw2ewBVa/X3IyjahoOKVovSDF4ijpLFIyhRRLICgy5vQE4SpOQMokkTvziLq6pWaVX23gTG7uILsdxCVNLFGUicXbsZ369l/ii04ICQKpPUdpf/bLBJ5H6coHtGbvkxw8RObg6TWbmovTeEYTvbM/sjlVZURdQx3own4ws8wcBktRGVHRSbQP4Rq1x7aSWz5NRSXeswffMrGri2vsiR+FqClo/W3UPxvZdLKstKfR+p7Ooush/EodMREnfu4EgiLTePczBH37TAenUN9Wg0TUZBLH+qh+PLz1AkQSEWRl+aUTFCWKzgjCslhuGARRvWkQgO+jDvSh9HbT+vizle8sfSZl0pFqe7UGfoCgKlHK9A46IkXS8XybMAxR5cTKgh8wnR3aVW6AzLP7thXiduYqmBMb14I2ro2Te+M4cnLzzlwfaEMf6ljOyBLjOnJHBlFTcGYjwTq1t43Q9bEnF1C685EmVd0gdmwIv97CuDWBvrcbpbcN8+Z4JMJuuQhK5Lbi1z4fbYWnjTAI8B2fWEcCvSNBeu9Kfa+kSnScG8CumHQ+P0D51gJuyyHRm6brxSGcmoWW1andK0IIhUvT9L15EEmTkTSZ5nTtiYUGRU3eVF9IVGUyLx2i+w9fQR9s/1wXidZkAWehuu12btXAnq8RP9S78fkIAlpPDkGWdlROuhUSB3t2pFEGgCgS39dF48oGGQYhBJZD6AdoAx24xdqmZJCU0lHb05v2+aHjYc2UCZ2dE/JiXCX7wkHyXz1FbG8ncjr2uRNBm0GKa+RePUp8fzfzf/oRlQ/u7FhL5uEiJSFFKdFOaCEK4ko7CEJaw7OYYwvED2/SPlgirZ/di/rjLNb44zvuPCkEWSRxtA+1c+uAT+gH1C6M4lbW93nu1DzmrTHSX385Gl9sJ6rnn9iZRpKoKWRePEjX771EbKhj5+39KUMQBORUjPTzB5DzSRrXJ3ZECOkDbcQG2qhdvE/yeD/Jo33Y81Xq1yaI9bdR3yCwsRpurUz12qdr/tYcXRH0tAtr76M1N4U1tzaIEboOzft34P7a4Ie1sCJO7NYquLWILPZdh9qtS+vOpfXgLq0Hu8+geFIIIii6hO8G+G6IKAtIskDghQR+iKSICKJA4AcMnMoxdaNK4+LocoaPIArUP76LrIq4doAowsAzCVqnM9z/dOX9qn3yaDAoyuJ1FmqwUCN5chC/YdG8PkHiaP+SyDfMTntUyz63r9mMj7oQwlvfieN70RrsrW/H+eN/ub0gqWWFzE17fPsPUvzsrw0kCV54TccyQ8aGXV58PcbMpMdXvhmnMO/juSLxhLCl/uRqBKZB5YN3UNs7kbO5JxovBVlG6+lD7e4ldGx80yAwLbx6DbdawW/U8I3msqV2GCwJ+QtLC0pRBElCVFVETUfUNKRYAimVRk6mkOJxBE1DVKP/BPXJykE3QxiGmBMPKP38b/DrO5+3CpK4XF4oJzS8pfJeKaag5hLYpSaB7a35bFOIK+MDgBRXCWzvV2J8ICoqgiTjmyt9t28ZkV14LAGCGOkGWS1Y0hQKfQ/fbCHFE0trDR9RkskcPoMgyVjlhUj640mxZAAARPPIx33+S0RI4Dg0Pvs0cg/bwbEfzah5WpDzedq+83fQ9+0nME2aly9h3L6FWywRutE8jDAg943fitzTtoDfqNO6dZNs51fQBgdRe3pwpqdBlokfPQaShDM7izOzXog+6jei+2vPzFD9xc/xje0J3cA08R5qDYXh8v0V2N0zCoMAQVYQNT3KWvT95Z8jvauVsjFBU0m+fpbU688iZZLRWniz/foBrYu3Kf/bH+74XB6F51nUalEZomVXsazqjr73hSaERFUnczhSaF9476+oDV8FQtTUelGnwLVxGxUS/fsRVR2vXMdaKEUlUqsW+75j0pgfQ41nIwLCd2mVnqxONLBNGuN3URJp/G0EyEI/wBieofLTS5sSQlp/O+3fffmJzmkjKAPdCJqCmEyA56Ef2x/Zgm8Ba7pE4PpbkhyCLJE8NoDamdl80anIxI4cAkHAHhtHbs8jZTP49UaUepdOIcZ0vEoVUdcIPR/zzjDeYhF1qB8AKZdBGxog9HzssQfoxw4jKgrG9VsgCmiD/YSuh3lnZFvBz7o5R918usKnciYeTbTkrSf9jRuTy3bzj6I1ModbaiAnN88gk3SF9LP7lhfHclua+PE9+HUjEj41beLH99D89A5yW5rMl8+AKOLMFBFUhaBVigg0RQYvIDBtpEwC/UAfgipjjc58IQmh8q153GZEJrpNm4VPJjAXW4x//xYdzw1gLjYZ/jeXMBejzt53PMzFFrnjXTTGK8y+O4bekaA5XUWQRZKDWR587xbGXMSez/xiFM9waX+mD6/l0JyqYi40KFyYJljKTFr8bAqrtIvIkSBEBMEjBIqgSLR9/Qzd/+DV6PPPM2MAaFyfJLC3JzkCw8aZr0QE+iZZanI6htKewpmvPvb5CLJIbG/Xjj25BUkkdqBr4w/DEPP+QkRoSiLW5OYkhNqZRUrqm95v33KxJnc3kYoNddD7j7+M0p763J/jTiBIIlpfnr5/+hWQRCrv3toRKeQGNoqg4YUukqAgIGD6TVaza/Zilfql+8T2d20p0hyVKw5iTWxhuQ0giqi5NnzTwDeebp8jxjUyzx/YXgS71KB+5cH6eyQISLk0zv1prJujaIeGEEQB+/50VI6+DQRNoeN3nqXr91/ass39ShGEmA8WseeqO9o8fXIAUZWRkhr1K+PE+nI0rk/iGzb6QJ76I5pL/wvWI5ZWGDybR5QE7vxynsOvdSKIMD/cwPcD9j3fTm3epDxpkO7SEW5CfiiB7wVIskjgRwuf7oNpjJrDgwtlytMGqY7N5wgbwRibR2lLkTq7D6/Won7pPmEItUpArRowO+VRXPRJJAX2HVRpNQMqJZ/pCY9gB6SN50JhwcdzV7Z1HLh70+H+iMupcxqKKtBqhPQPyaiqwL077q40Vs2J+5Tfe5v2t34bKRZ/4oCNIAgImo6o6YSZELW7Z4OtHnFCXT7k1sf+vN/3MAiwpiYo/Oh7OItrswlEXUFORMSM17SREiqSpuBUDdRsnMS+dszpKl7TInWkm8rlSURFou3FfST2tjP7w+v4hhN9dil6x+WkhhRXcUotRE1GSek4VYPEnjYERaI5WoAgJH2sh8bwAl7DWj6uWzUQVHnNOT0NBK5N6HvIsQRuPSJAJT0KyPiWAWGAZxrIscSSdqyPIMlIsTi+aSxrySIINB7cxVqYov35N3HKi9RGrj2RHmzo+wSOQxiGiDF9pdphI0gSwma6QEZUpYEg4LcMrLFfbyl28uwzaEN7QBCovf8e1ffe3TgIv4Mxcllc+plnUfJ5YvsP4MzOovX2ovZ0R9ULt2/hb1BuF9rW8v0VRBFrchK/tstgfhgS2FbUDmQ5ek5bQFxVruo1GziLC0CIW9l6zqgf20f+D95CkCSc6QUCw0Y7NIhXqOCX64jJGEpvB6HjYVy4hXH58SVsICoZIwxYLNxEVZOIorwj3d4vNiEkK+jt3VjFOVrTY2w58whXysgEUURQNdShHuyx6TWq3rKeINW5F6M8E5WJ1BZxzZ2lU20FSdUQFRUlmcVrbb4/r25Q/tEFAntzBtqtNKh9cnvTzx8bvk9oOQi5DMpAz44yabyqEenaHNxooIwgCAL6UDuZFw5Q/JsrG2YOyLkcYiKOdXs4Es/t6cKdnV+uV/bLVcSYjizm8QpF5LY8Uiq1Uq8sCGj796L29Ubs9+w8QcvAt20CwyR+5gRKd7RgdKZm8Os7tN18iogf7EHtzm45EfAtl9bdmU2fv9+0aN6aIjbUsfmBJJHE4V7kTHw5yuu3LPyGsSxu5kwXcKYLqAMduKU67kwJr9JAHeggMCN9La/WQtAUAtslLNaIH99L6Hr49Z0THqHr4zdMQj9AEIUVu2RRXC5deFooXFghbt26zfTPIx2b8o15yjfWp1eGQUhttMji+bW6Ob7tMfOLUezy2uv0LY/Zd8aYfWdszd9bMyvv88wvdzcYC4KAnI4jqCuEkKBItL11mq7ffwkl8/nWeQP4LRtjZHbHGT3WVAnfcjfMUhMEASkROSM9CSGkdmZQ2pI7bx8CaN05pFRsvcPZw6wlUYgE3RMarVsbiylq3ZktydbAtLGmdkcIGWMLGKPzZDvSu/re5wlBEJCzCXr/6HW8h+Uj25SPOaGJ420TYfNDap/dI//mSbTu7JbHz758mPIvb0biuI9+rqhRybcAes8AXr2KXVjAXyrZkJY0EwLbjjQ2RInQ96IyH1GKxIbDcEm4WEUQpWhit8qJJrank9jeznXHXo0wCLHGC1F53SOInTxI8vVnCF0P+/402v4BQs9DP36A2g/fxy9vPvkUFIn2b5yh8+++sL2G2K8QvmFT+3h4Rxb1oq6gdWcIXB+tM4NbXkXY7ZYEEkXie/aTee4V8H1qlz/FeHAPwhCtu5f861/DnLhP/fol1I4ukoePoeQ7EAQBt1bBGB3GnLy/aUmMlEgRG9xLfO8B5EyW0PdwSkWMe3ew5mfWlAK0vflN1LYOSu/9LHKdImqP2RdeJb73ANbMFJWP310uH1Ly7bS98XX8VpPCT7+/ywsHNS4Tzyj0ncgy8v4i7fsSDL+3SKNo074ngZ6UGbnXwGp4pDo0JFnEbnkceKkd3wuZuVVFT6pkemJ07E/y4MLj6fcFhkPl3VsbfmaZIZ3dMuWij22HzM94TD5wuX3NwfNCJEkgk5eIxUUyWZFGPUDVBDI5kXhCJJUWse2QbF5Cjwtk8yKmEWVALa+5l45VLvkM7JW5dcVhYszd3Zrb92lcv4ycSpN75Y1NRWQfB5uPRcKaf74ICFwX8/49Sm//eLkNP4Qgi+TPDSHFFERVpvzpAzKn+kEAc7oSVV4c6sJrOQSuR6w3S/XKFFJMQUnHsOZquHULOaES681SuTyJmovT9tI+rPkaXsMi1pslebCT0PMRVZnQCzCnKgSuT6wvS+tBESUTI3cucs6y5mponSlEWUJUJeZ/dnvHIveCJCPKS+s6SYqqDIIAAh+7tIBTKZI+eAq3WSUMQtL7T4AgYMw8IHAdmhPDpPYeofHgLm69jJppI9G/n/rINULPRZDlpRLVIvWxm0jxFLmTL+I2axgzD3hsxjsI8MoVQs9DjMWRM1nc+Y3LgKRUGlHbuGLDbzTwqlXkbBa1qxNB035tOk6CoqB0diLIMn69vqbEa+2GAlJmZ1Is9uwM9tQk8omTxA4fpnn1Cvq+/cjpDF65jD0xvuExQs/DLRSI7T+AlMkg53K7J4QAv9kkaLUQk0nkfBvIMnjryRNRjyElV0sprGQobQlRIH72MIKqUPvB+zQ/vIqgyHT9n/8hrfM3aLx3CVFV0A4PkfnGy/gtE3v0yZJU4rE2stm9tIxF4vEOKpVRPG/7EukvNCGEICIoapQCuAPyIkqB9RFkiaBpIOVSS3Z3q74riJHTg2MRBD7BZlaGu0TguSjJDNYW5WIA+AFuaWsCKrBcrLHHrx/cDM70AnJXO1IiRuKlMxgXtk899FuR7kDiQM+WA6KoKbR/4yytu7MbajGE3pIgZz6HX61FJV/pVPQ+eR5+q4Wga4iKEv19SdtGbssjZzNI6SRBy8CdX8ArlPBqdaR8DimXQVCVyCZzfhG3UIx+3gHiap6k3oEkrs1+MpwyNWN31qiCLJE42oeS3bq+154tRxkIm/QjgeXSvDlF29dObarTISwtgOMHe6hfjMgLOZ9CEAXM4SlCz19O13XmyijdbUjpOO5CGa9YQx3swpmv4BVqaIOdqN057MkCXi3KrNloAbcZjNF5Jv/Zj5FTMaSEHlklJ/Xo55iKqCuRlbamRP/pq/7V1W21PZ4E1bsFrOLatuC1HMo35vF3URL0pJDTMURFJsBBkESyLx2i+/df2tRN7mnDnCxg74K8saZKBKYDmxAnUkJD7coCj683oPW3Ie+CDBMEATkTQ+vNYQw/QlqIAkpHmvihPqwHC0jpOEtqyOugdmWRthAFdysGbnF3ZHLoeJTfuUn62X2PpQEVhkvOQoaDb7ng+ctRL0GVkRIaUmJrI4KNIAgCSnuK7t97CXO8gFt48sAHLIlLD89sSQgBxIbaSR7to37pkSxUQSR99DSCJOHWKkh6HDXbjt4zSOv+MG6jRnL/UaRECrswh94dacMQhtRuXkbv7EHr6MFr1rFLCySGDgDgVEq07i+VBAmQeW7/ls8aIHQ9ahdGo/b+CLQje2l9dhNvvkT621+i/oP38KsN0r/1Kkpvx+aEkCiQOruXzu8+v6s2/hCBG9nKB6ZD6PrLUWxBEhFVGVFXkeJqRL7vsk2Y9xdo3dtZZmx8fxfG2CKB46HkEsuCxg+h5JKkjvVjTpW2duQTBOJ79tP+1rdQcm1UP/0Qa3rFMUaMxYnvPRCV36gqmXMvIchKRPYpKvGDR0idOEv1/PtUPnmP8JHJutrZQ9uXvkr8wJHlwKAgiiQOHCV9+hy1S+epfvYhgRkFAKRYnOTh4zRuXlleTEuJBMlDx4gN7UNOpGhcv4SzRAjJmSzJY6do3r62o/u25tJF6D4UEcVWPQoCuaZPfdHGtXwCP6RZdmhVHFIdGom8RrY3RmXaQI3L+F6Aa/rse74Nq+EiiAJqTCLXFyfVoaHGJRzjyfUVL3xoce4VHVmBS+ctfvJXLV77aozf+t0Et67alBZ9jp9Wcd2Qcy/rfPyuycAemX2HVATg1DmVyfsez76o02qGvPh6jPPvmYyPuVRKPo4dMnrXJQxC2jskZFng8AmVA0cV/sP/1MC2dr7oDh2H6vkPESSJzAuvIOqff4btFwVhGBJYJo2rl6h8/N7G5h5LEgytB0WS+ztJHujEa1i4dQs1l8CcqWDN1TAny3iGjahKIIDXtDHnqniGQ2C5OLaLqEXjmdaexK0ZVK9NI0giSjaGqEqIcRVzpopTNXDrZqTN7AWIsoTamcKrW7gNC70rjahIS+fUgZzQcGvbl/fIyTTZo+eQE2nUTBupPUeQVA2rOE9j7BZeq07p2oe0nX2d3q/9/pKYcoLqrQvYpXnCwKc+chU1k6f7td/GtwykWAKrMEvt3vVovbhqGRz6HpVbn6IkU3Q89xXmzL/GKT++Nqo9PUVoWYipFPHDhyONzw2qF2IHDm7al/uNBtb9MZLPPIs2NIQ+OIg5OvrrcckTxcidWBAIHXtdX/wQam8vSucWQe1VCG0b4/Zt4gcPoQ8MovUPoO/ZA6KINTGOs7j5/TfvjZA8exZR00meOYszM7NrkXivVsMpFoilUuh79i4RUaV122lDg0ipx8gCFwTUvg7chTLNT67jzhWRMskoEO/5+NUoU9QrRtUx6a++gH13HPPG42eCeb6N51kIgkijMYtt/yZoCAU+vtFESWURFRXf2nyhL6oaaqYdt1kn8BwEVdlwQRB4Dp5toGe7IAwIfAffeXJxRVHREEQZQXxyIS85myD35VMU/vzp2c5H4sEBxqVbWLdHI9JgByxzYLs0b0+Tf/PklpF1QRDQB9vo/sNXmP5XP8d5JCXdr9ZwxqcQFIXAsrHGxpGzadyFxaW0PQe/UkUbGiQMA9z7E/jNFoKmYt29ByE441MovV0EjhM5jMzOL6d0Og8mUXq7os5gBx1lXMtzsPvLKKKOrmZwvBaSqCAIEmML71Fjd4SQnImROjm0ZXnCw2i0vZWWSxhiTRaw56rEBjcXp5YzcRLH+mlcHSf0A6zRWcw7E8vZcN7i0jE8n9aFuzy0QXQXKlj3ZiLHEaDxwfVInLm/A0GWMG+P72qg8WrGsnjloxAkcT0JtPSv2pWh9x99aXM3q6eAqZ8Mr/ubVTR48Jc7qMF+ipAycYQloiBxpI/uP3wVtWPj6EkYhpH1sOPht2zsmRL2Qg2v0sI3bELXj+5rTI2Imc40Wm8eJZ9EVGUERYq0YB5afwYh5tjCrhwA7dkyXtNC3STjRdRU1K5MpB2wQ/2HNRBAH2jfVmz7UTx0JTOGH3k3/QBntoKcTuDVWgSuv2HfL2oKWk923cJ2NazJwmNpI7VuT9ManiF5YnDTCUMYhoR+QOj6eA0Ta6qENRGRdV65iW/Y+JYTRU6DEEESEFQFOamhtKeJH+gmeawftTODoO7MnUoQBOIHemh78yQLf/7JU7EeD72A6gd3yb58ZNnRbyPI6TiZ5w7QuDG5RpNJ0mNIsQTlz95DkGTkRBJzdjIaw/PtUQBoiRBTc+0EjkXj7g1SR04hxxOo7V20Ju7hFBeIDx1AzXdglxZRMit2sEpbaql8d+vx2Ck0NhT4BxBjGt5CCXehCH6AV6guOXcZ0fxiEyi5JJ3feQ5tG+0iWGoTrodbaWEMz2HcX8BZqOI1rEgXy/UI/SUdgoeEUExd1sLSenPEBttRe3JIuhppwIkbO9mFnk/1k5H1GXab3ZtiA3OiSOh4KPkkYRhSuzKB1zAJvID61fGon3nkWGtePUEkNrSP9q/9DkomR/XTD6h8/F5E8D0CvX8IrasXY2KM5q1reM3IRjh19BSpU8+SOfcS5tQE5vjKRFlOZ2h74y0Sh45hTU9Qu/wpbrWMIEroPb1kzr1M7uUvEfoe1U8/IHRd7MU5ImfH9iiI6PtI8SRqeydOqYCczSMl01BcBEFAybUhKgr2/NZzAkmLI4gSoijjtCI9ozCAubs1sn1xCveb+F7A6MdFXDN6H2rzJnYr+llAYOyTIp7j47kBIx8sIskCjaLNxJUKWkLGbtYIgcqMQaP49LIE7txwuHNjhRQtLPj85Z+sHTPGx9YS5SO3XUZur118TY2v3ebjd1ai0r/8sUGuTaSzR+Jv/rKJZYb8vX+YQnqMVUhgGlQ+fBffaJF95Q3kdOY3mhQKl7ROnMIC1U8/onnjCoG1ecQ/cDx8y8W3PayFOqkj3ejdaZpjBdyGhZzUSB/vwS42ifVkSR7opHW/QOB4UemsKJDY006sJ0NyfwduwyJzso+2l/fTvLdIYjCS7fAMB7dhkT7ajV1sIkgi8YEcbsOiMTxPfE87encaY6qMnNCWzmnn42vo+7i1Ml6zhrWwkvXrGY1lcfnW1Chuo4re1h1JI9RK2MU5wiXNILdRZfHjn0T6srEEntnEWpxZFo0OPJfC+Z/h1CJyLXQdipfeI963d1PCY6ewpyax5+eIJZPET5zEvHcPc/Te8n4FSUIbHCRx6uSm+whMk+aVpayZbI7sV75K6PvYU9PRNS6VkwmiiCDLKB2dEIbYM9PbSmfsFqHr4jcbkUZTOoPS0YFbKq0cR5JQ8nmyb34VOb2zDCEAa2wUt1hE7esjceIEWv8AgWVhjoxsuU61xscx790jcfIUydNn8KpVmhcvEFhLZWAPXV1FESmeQOnqwp6cWOP45lWrmPfuofUPoPX1kXruHLX33ovWmWEIooiczZJ+8SWkxFq92Z1C0DX8WpPAjK4lDEJC20FK6Mt6XqHrYd0dJ/X6M+jH9z8RIeQ4DYqlu4RhQCLRiSiq+P7WgtnwBSeEAtemNfuA3PHnyRw6TfnGeQJnfScoKCrZo8+iZttpTgzjlIooezoR4/qarBZBEAk8h8rkjYi1S2QRpa0FgHdzroHnbO8eIAiI20R71c4sat/TtZ2PnzuJMtCNGNMIWhaCLOE3WtR/9O7WXwyhNTyDOb5I8vjAluctCALpZ/fRz1eZ+/cfYo7Nr8wOgwBnakUYzLcs/PJax6Cg0USMxfAbTfxKFQBvoYC3sKIJYo+Nr2xvGGt+X/3zdkhpnYShz+3ZnzCQf4ZKa5K6Oc9Q+/PLA81uoHZlN9c4eXi+lkPzzjThNlou9nwV8/5CZI+9mXCrJJI6OUgx8zDzp8qWxfirO7E1P0f/uIsVvHKDwHx6ziuhH0SL3A0yjtTu7K/dgehXBSUdQ1RllI40Xb//EvrAxoLxge1iz1Zo3pmmcW0cc2wR37AIHD/KkPTDaKEsEEVqRBFBlaJ95xLED/eRPNaPPtiO1pWJhMQNm9bdmV2JJPuWiz1bJr5JuY0gCmjdWaSYir+d4OQGEGMqscH2DcnTwPEIbHfDMhsxpqH359cIYkYfRBlCcjoGQRZreuOSLzGuovXkNvzsIcwHizsWOV0Nt9qi8v4d4gd6kGKrnNPCSOvBrbaw5yoY9+Zo3prGGl/Eb9lRZpDjbU+siQKirqJkE6Sf20/+y8eJ7euK3PO2gaDJZF8+TPXj4V3rI20GY3QOY3SO5NH+zY8riiRPDaL15taISwdeNDHROnsjEcogiEq9QiUq/2vvQtJjkWOnICxvIwBhGBA4Fmq2DYKAwLFxGzWccgGvvjKeJI70RW1li/EqDEMaV+7jljbOCBNUmdjZI2i1JnJnnsTLpwg9H21vH97c5jpVmRcORE6R2yBwPayJIuV3b1L7bAyv2iKw3B0TkoIsReYZmoKSjRM/0E3iSB+xfZ2oHRnkbHyNuLk1W6F5a2rHpKCzsJIB9TDD0JpZyUho3Ni4LHP1IiS2Zx8db30LOZ2l8ukHVD95f1N3L1HXaU0+oPCT7+M3V56JU1xEybcTG9xLbGAIc2JseaKeOHiUxMEjOIV5Cj/9fkTaLI1v5tQDvEadjt/6LtnnXsEYG8Gem8ZZnCf0A9S2DpBkCALUfBuiHqN25QK5l15HaWvHnLwfkZIdXYRhGBFJm0EQkbU4yY49GKW196U2b1GbX7nm4vhKYNNqeFiNqG+uL1rUF1e2K0+tBCoXRta20Zmbj2988etEvRYwctvlS29FmXPn37ewzMfLdAgsk9qF83jVCtlXv4ze279iJ/0bhDAM8WpVWndvUbt4HqewsKXcQ+j6VK5OEnoBTqlF4HgRWSOLeE2b0PMpvDcSZdO5HhN/8im+6RC4PvXb88tBKXO2ysQffxplDDkeC2/fWc4kWnj7TqTTs0QgWXNRKVkITP3HSwSOh2c4FD8cRZDFaJ4gioSej1Nq4e9AzxDAN1vURq5ud4NwKgWcyuZ9sm8ZtCZHNv4wCGhOrA0e+maLxuiTBw4D06T+8Ueo3T3ImQxtf+e7tG7eiESSBQG1p5fE8WMQglepIOc2np+Yo/eof/wR2S+9gb5vHx1/8Pexx8ejvsxxEVQVOZtF6epGyedpfHoeZ35uRSOJSEhdymYjZy5JRpAk1J6lcUoQUNra0IaGluaafpS90mysIU8IAsyRERInT0Zlm299AymTwSsWQZJQu7pJnDyF0pbHnp5GGxra0X3ym01at2+h9vURO3QYKZnEmZ/DHL239f1ttai99y5SKo0+NETuza8SP3IUe2Icv9WKSteSSZT2dpSuLgLTZPGP/926a2pevkTswAFie/eRfvlVlPZOzNF7BLaNnMuROHoUOd+Gu7iI0t29o2tajdB2ETVlxfktCPDrLeTO/JLlffQ+BJYdkW251BZ72xqiKJPJDKJpORRFJ6a3MTP7Ka67fVD4C917Bq5DfeQaqb3HaH/uTdR8F62pe9FkUBBRM+2k9h0nMXCAzOGzURTo9gV8y0B2H9rerUwI9WwXYRiQ7T+O71qoiSzNxXHMypOLCwe+i2+b+NvYi0pJna5/9CbSFrbzUlLfUmPocWBev0vQMpHaMli3RhE0Bf3I/h19112sUzt/j/iBbiR9C5toQUBUJLIvHkLJJVj4s/PULo7tajHqTD5Z7eROIYgSttvEduu4vokgCFhujZoxSybex2J9k8FjE6RO79nWXcxrWjRvbjKJXoXAcGgNz5B54eDaxeUjiB/oRu3O4pYaT+zoEDrerp7TFxFiIkZoO8hdedzZjcVspbYMfqmGlE/jV5tPPYKyEaR0HDkVI/PCQVKn96wjQsIwxJmrUvr5NaqfjGBNl7YkCKJPguhfC3zALTYw7s1T/JvLaF0ZEscHSJ/dh9qVoXVnvUPDlgijTDZe2dzeV+3KIsa1xyKE5KSOPrSBq1oYLTxbd6Zp+9rpdeWEgiigD7QjJjT8R0pUBFHEq7awpkt41Y0zPqW4tiUhFPrB9iLImyEIqV0Ype1rp4gf7IlSqj0fc6JA/eIYzZtTtO7NrTvv3ew/MGxsw6bw12Ual+/T9fsvkXvtKOIW2SoQEfWxPR0kjvZFC/qn4P7ilprUL4wRP9CzeZaQAHp/G4kjfVhTpeXjhq5Lc+wOalsnXqOGvTiH12rimwZio76kC6QROPZyuXjg2BhTD/BbTVr3R9B7BpDTWezFWczpB8uOMhBp36RODW6r3eM3LepXHmxYLgZgXr+H2teJlEtj3biHlI6yGd2Zxah/2QBiXCPzwsHIVnYLBJ5P9cO7zP3PH2HPlB5LpiL0okl7YNh4lSbmg0VKP7+Okk8S299F8lg/qdN7iB/oBkGgdWc6eg6fMwLPJQxD9P4hOr4WlYlVPnmPyifvE26QGbR8PUv6MKvJIACvUsYpLETlXOloQRO6LqKmEz9wBEGUaI0OY8890s/5Pq3RYVKz0yQOHCK+/xD23DRerYpvNFHbOqJ9eR5aTz9+q4k1M4FvGmhdvdHkXRBQ2zvxDQOvVt303AVRRImlEGUFOZ6G6jbSAf+Jwvfg43dMPn7n6di7h65D8/YN7MV5ss+/QursuUhs+jcAYRgSmCatkTs0rl/GGBvZke4nQGBFczl/ifz1GmtJWLe+8rtjrcz7glVzwMBycVYF7VaXeK3+PoCzSl9s9c9rj+uvOaf/JBCGmMPDVH72E3Jvfg05lyP7+pdWfRzizM5S/cXPSZw6sykhhO9T//gjAssi8+prKB0dKM9s7OAVOM5KhswqyG1ttP/u30VKphAUJdLeU6NxSlAU0i++RPKZZ6MAjOsSmBa1D96neeXymv2Y90ZofPYZmddeR+vro+N3/95yNg5EJE31/Xdx5+bo+sf/ZGe3yfMw742QfuFF5Gw2Os7ICH5zexLDnpqi9Nd/RfbLXyF+9Bix/fuJ7V+/tg3DEOvB/Q2zvrxSicpPfozwO99G6+8neeYMyTNnlr/nNxpUf/kLBEki/9u/s6NrWnVg3MUS8TNHkJIxvMUl/aO5IonnjiN35nCa0ZxVzqcRk/EnKgcMAo9abRJFKeI4TWJ6DsfdWRXUF5oQAjDnJ1n48Ed0PP8m2SPPkDlwKoqWKiptZ1+DMERUNbxWg8KFt2lNjRIGPvboVDTYOysdmt0oI8oqZmUOszqHlmzD97ZPo9oOoqwSa+9Dy3YQ+i52ZYttNQW1J0/j02F8a+Njq+0ZtIGnmyEUtEwCy0aWpCiyKEmIiZ2XbFQ/uEPmuf2kTg3tSLcgfqiXwf/9b1E9f4/ST69gjhe+UBkhjtdCljREQaZll2hP7sewq6RjXXjB7s5T1BRSZ/dsu515fxFncWeRveaNSby6sSUhJGoK6bN7NxXQ/U2EtrcXMZ2IxAVVGXexjBSP4RYqyPk01t0J5PYs7nwJ/BBBU9D2PozWCyhdedzFMnJnDq9YI2iZiJoaiWs3TZBEAtNGjOs443Nr+o/HhRTXyL95ktxrR9ZpzPimQ/XjYRb+4jz2dPmJrdwJQuy5KvZ8ldonI0hJHWe32jFLTkRRNtLG77rWHWnxuI/hKi5n4htmSYWE2DNlWrenyb16dEP9F32wHTmpryVWwhC31EBpS6F2Zgg9H6+yfiIRuaNtLvzsFBu4G3xvp3ALdaof3kVK6hijC1Q/uI1xbw630tqx9fuOEEY6T9P/8hf4hkP7b53dNlNIkCXSz+yj+uHdTUm8V1/U+e234kxMubzzgcWXXtH5l/9mZXH+j/4gyd+8bVAsBZFV+8Ux8m+eQOvdPBNHkKXl7KTVz8wpLuAUN180N4ZvrPubNb8ULHBsWmMrLhzmI+5kD52UthqnwjAqpTQ20dMRRAnz4h2MC7eW3GkC1rA2mxDJsT0d6P1tW2qjhUFI7fwIs//mvR2PB7uBW27ilps0roxT+NFlYns6SZ0aon75/q+E9A8dB727j/zrX0Vpa6fy8btUtyGDgJVyrg3wUEMqImmWiD9FRevsJvQ97LmNA0mh52LPTZM4eAS9d2B5X05hEbWjKxInd120nn6ccgG3VsEpLqJ39yLIUURXybfjFBfwtyjRCX0P3zYxyjM4zeoO7hIceT7Ny9/p4K//xTTF6Scr/4olJURJoFXb+PnKikA8I9Mo71LE+W8J3GKB4ts/pnn3JulnXyS+7wBSIrkmQ+5vA8IwJHRsvHoN48EojWtXcBZmtywP+1/wxUboujQvXsSZnSNx4gRqbx+iruE3m1j3xzDu3FkSjc6hdLTjVauRO217JsogrkfjW+g4NC58hjU2ir5vf6R3k8suZZi4kRbO3Cz2xDjO/PwG5KGwfD6h6xIYW5MED53NAJAl5LYMQdMkaJlU330He2KC+PHjKJ1dCJJIYJjYc7OYd+9gT08jJRKY9+5BGOxIA9hdXMSanCSZzRKYJsadOzsO2DozMxS/95don31G7MAB1J5exFgMCPFbLbxiEWtyAnt6elOSyRofZ/FP/h3xY8cioepkisB1cGZnMW7dxJ6aQu3rw5mdwavVdh5MDkKsO+MkXz6Nuq8fe3yW0InKw5KvP0PbH/02zY+vgiCSfPEkUiKGM/FkSSpBECXDJJM9CIKI7exsXvuFJ4TCwKd+7zp2aZ7MkbPEu4dQ0jlEWY3qS4061sI0tZGrGPMTyw8pdL111rCBZxN4NrWZaDLpGDWehnVA4Dk4jQpKIr08Wdn0evwAc3iays8ub5oF9HnZzjtTs8idbSRePEMImFd27mTmlBos/tUF9MEOlNzWwsmw4q7U9tYp0uf2UXn/DtUP72CMzD1xNsvTQMNcRBY1gtCn3BynPbmPU4N/B8OpMLbw3q72FTvQjda9dSkKQOPq+JoIzFawp8tYUyW0ruyW26XO7GHhzz556hllX1TIvVFmiaDIUalQVxuCIhP6PnI+g5SKI6XiiLoWkT0xHSmbQsok8RYroEiIyRgQ7cMrVok/czjKXggCBF0DUUBKJxBU+akQQoIo0P7Ns+v+7jUtCn99gcXvffZYmTZbIozcxR53v/Z8Bb9lb6obJmcTKNkEFrtnhPTBjo0zKIJIP8uaLuE1rQ0JIbUri5xLYs+uYt1DCBwXKaVjjMxETnsbHbe/DUHevH+2Z0r4zSeYeIdQ+tk16lceYE0Unopez1bwGyYL//Fj9N48qWf2bquhET/Yg5SObdomYrrAh+ctfvSzaKL4+99d2893dkgo8soxzPsLtO7MRn2ftPmxEwd7iB/opnH5wU4v7YmQON6P1rW1fkHoeDSuT+CWoomSKClosSyuYyCrMRQ1gSjJGI1FVC2FY9VRtCSeY+JYm5M4el9+W7F4t9Kk+KMrnwsZtBqh5+MWG7jFxrL5wK8CYixO25e/jtrVQ2CZeLUqgbd9PxrY9jaCoCFr5muShBSLRxFcY2N9yTBY+UxKRM8lcBycwjx63wBKLiKm1XwbrbERvFoVpzBP4tBx5EQKUdeRNA1r4v6mpW7L5++7JHv2Iyn6jpxrY0mJziEdRX1y0uKF347Ky9/5041J1v7DcV787Xa+/8+nMRtPkZz+AiF0bMz7o1iT48T27Cdx7CTxvQdQ2tq/8MRQGIZ41TLW5ATGg1HM+/dwHxG2FVQVvacfpa1jyWUxwDdN3HIRZ3FuUwc+QVHRe/pQO7oQFJXAtrAX57HnZ9aRBqIeI3HoKH6ziTn1gPj+Q1Em5uw01kwUZI/vO4CSa8MpLGKMj26YtSTqMfSBIZRsDkFS8I0m9twMTnFx6+wHUULt6ETv7kOMxQk9F6dUwJqdWq8lI0rE9uxD6+iicfs6vtFC7+lH7epBVKPrdBbmsOZnN8+sEgTUtg60nj6kRDJaU1ZKWNOTyy6DTwOh52FPTmBPbm7EUfvgfWofvB+dVkwl/4dfw74/Q+3H51fIB9/HLRRwCwUan57f1Tm4C/PM/Yt//ljnL+dSdPzTb9H88BqN969GQtB372Dc3dwe3atWmf8f/tWOjyFIMqISZTtb4w9wC7sT8w5aLcyRYcyR9dqhO0IY4pXL1D/8kPqHH264iT0xwcz/5/+9611bd+7TfO8yXqm6ZE4WYg2PY1y4RfKV02iHBle2vTWGcfHJbOdlWSOfP4jnmfi+u2N9tS88IRQhxC4vsHj+58jxJJIeifcRBPiOhWc0CXeY6SPKKmo8g1UvIGsJBFHENZ7cfSVwHZx6aVv9Ca9uUPrRBYItFppuuUHto6dvOx+aNq2PLiGoS7aN7i6ihUFI49o4hR9epOt3X9iy5G0ZQiSUqLal6Pz2ObIvHKB5c4rye7cxxuajxdfjiNI+Bbi+wWI96jh84N78O2hKCte3sNxdTNRFgdSJQeTM1k4XXs3AuDe743KNwPNpXHlA+tl9W+tNdWWIH+qheWNy822Geog/e5TQ9RATMazhCWLH9+EVKjTeu0RoOejH9xM7eQApkyB0PIzLdzFvjoIfkHjhBHJ7lsB20fb0EnoezY+uYT+YIfut13Em5zEuLXVgkkT2O1/CGZ/FuHx3R9e6G5jXR1cJxQnLEYzQ8XAXKwS2i3V3fJnICQwTa2Tp3gQhwlSkH4EoEtoOgWFhXI3sj/GDiATyfLyFMuESyabEM2R6D2NWI9cKozLHbsOsjz5Dr2Wx+JfnWfzriwTGk2cpPm34TRt7toJ8qGfDzwVRQO9vo3FtfNflLvGD3RuL3oYh5ngBe66C3zQJO9PrthMVidieDlq3p1aOKwqoPTmU9gxKRwYpqWNPP+LkJwjogxuUqa06tj1bwWs9WSTWq5vrHJdEIqFvP1zd5wtIgowfemx2A2UhIsS8cHNSzy03WfzBRfQ9HSj55JZ9hZTQ0Afa1wn+Lx9Pgm98JUZHm8gv3t/BZDgIqX54h+xLh7Z08xITGtkXD9G8NvG5BwMEWST7/EHYQtwfwK0a1C6skCSxZCcQIqsx4uluVD2N1SoRT3Ut6wIqWhJFS+DYjQ3ff0ESUdrTywLyGyIEa6KAOf74zjVfdKj5NtxKmebdm8SH9pN/7U28Rh3j/sjWi8HwkSys7RCGkbbUqqyhdRBW+t4wWClZdEoFQIiEpRUZRAmnuIjfauEUFkkePYXa2Y2gKNFnpQKhu3U/LYgSntXatXOtognkulUkScBserTqa0XxVV0kmZURZQHXCmhWPXwv2iCWlIhnZE68mmV+3KJjIHoPmxUPs+kjqwLJrMyhc2n6j8TpHNAxGh6uHVBddNecQyIjI6sinhMdw3OWxMwFSOZkXDvSsEtkZERRwGh4GI2NBfy1WJb2vtM4Vo3C9NVd3Y8nReh5GKPDmJMPUHJt6IN7iO8/GC364wlEVYs0+H4NItRhGILvR2WVjoNXr2FNT2BOTuAWFnAr5Q2JCLWji/yXvkpsYA+C+lCDNLLS9C0LY2yY0js/XVduqXZ2k3/1K8QG90a25oKwVIpm0By+ReXj9/AbK+sfKZEk+8Jr+K0malc32edeQU6lccpFSr/8CWp7J5lnX0BOpfENg9K7P6V+9eLKey2K6P1D5F95A613AFGWo2MGAV6jTv3KZ9SvXtzwGqNjv0ry2GmkeKR/FonuO5hT41Q+ejcqC106liBLJI+cIH3mHKHnIWdzJI+eQorFIi0pQcBv1Klfv0z1/AfrCF0xFidz9nlSp59FTqWXScPAdbFmJql88Eus2aknKt95XIS2S+V770Wanr8CWYMd4XN+XZTubrSBAQLHwbh3b0flYn9b4BVrlP7kx4S2s9yegnqLyl/8AneuiH54DwD2+Ayt8zciTdgnQBgG0XHCkDDwdjys/i0hhJYQ+HjNGl7z8SJrgiiRaBsg2TlEfW4UPd2BY9SenBASBORYgjBcEczcFH6AV97a1jgwbJpXP6eIXhipmz8OAsul8MNLKPkUbW+d3tJh5lEIkojakyPflSXzwkGat6eofTpK68409lzlc4+mbwfHN3D83bvNKdkEiWN927rZGGMLOIu7aGdBSOvuDH7LQk5uXtonp+MkTw7SvDW1KbkmJuPEnzlC4/0r6IeHUPo6sW6NEX/+BObt+7hTC4gJHXehhHV3HG1/H9nvfAl3roi3WEbuaiP1+llan97EuDqMfmQPmW+9TuFf/Bmh5xN/5gjmzTFC20HpyqMfGsK4/GQM96a3pbHFM1oaP7xV7Tt0PPzy1vf9YUouABvsPtW1H98x0RI5JFXHrC080cI2cH0q79yi8KMrX0gyCMBvWdizZRKbEEJAVPa15F63UwiyRHzfxuLroetjz5TxqgZOoU5sk+3i+7vWHjcM8ZfKsrSePOb4wvoBcMnZbDOEro81W95W8P1xkJRzxOUM89ZKn66KOu3qIAV7HHcDwkdAoF0bRBE0ps3bhGzS3kJoXJvAGJkj88LBLSdtgiKjD7RR/2xj9wrPh3c/svjx2wa2s7NnaozOY4zOkTq9Z/PjSiKJY/1o/W1YE49RY7gL6Hs6iW0ihr4ardtT2LMrAsmu00SNZRABzzEIA4/A9/A9C0mOgh9Wq4Qoypu2d0EWkVP61kLWhLjVFl79yZ1Nv6jwLYvCj/8Kc3aKti+9RebZF2l74y38VjPKSnhqB/Lxmg3Utnbk1MaloIIoIi19trLwDXGrFQLHRsm3Iaoqoe/hFhchDHDLRULXRe3sQkCI9B7K22uLeY65JIS+80vQYiIvf7uDzj06qbzC3JjJT/6HWWbHogVzIiPzxh90cfTFNKIk4JgBn/6oyMWflvDckGMvZ3j2rTyHzqXpOxhn4HCkn/PLP5nn2ntVOgd0Xv+9To6/nCHbpfJ7/5dBfDdkesTgz/6fUaAklpR45bsdnHwti6JFhNDVdyt89L0CthGgJyS+87/rpzBto8ZE9p1KEktJXHm7wi/+eB7PXX9fbKtGszZLKtu3/DdZjZPI9CEAzer0EsGaQpJVzGYBq1VGVnQS6R5kNY7rtGhVZ4mlO5GVOFariNUqo+opZDWBqqdw7SZGfX5DI5DQcXAW5nAKCzSuXUJKpIgN7kHr7UfJtyFnssipNGIsHhEXTxkPncECy8Q3TfxWE69Rw62UcQuLOIsLS0SjuySqv0n7kiTyr71J8tgprMlxWmPD+M0Ggqyg5ttRu3rwjda6DCE5k6Xj698itucA1uSD6HutFnImQ+LgUTLPvoQUS1D8+Q/xWyuLb0EQiA0METo21QsfEesfInH4OO1f+QZes0H96sWITHn2BVInzmKMjuA1ojWZ1tNP5zf/DkqubZmUC1wXraub5JETtH35GwBUP/1wzfWKeoz8618lffY5vFqV2qXzuOUSYixGfO8BEgePIqfSLP7wL3EW59dcp6goZF98DVHVMB7cw5peateDe0gcPk72xddwS0Uat66ukEmSTPb5V8i9/KUlouoCTnERUdeJ7z9EYv8h5ESShR/8Gc7i09EDE9Nx1N4OQtdDyqawH8wiZRIoHTmse1P4lQaIItqebpS+yLLdHp/DLz0yfxUFlJ52lN52RFkiMG2cmQJeobq8iZROoA51I6XikYtloYo7U1ipmpEk1L4OlJ4oQ9KdLeLMLK5ZQyh9HagDnYSuR/AkmdM7gKCqJI4fR0wkcBcWMO/e/bUQcZ8bgoDQWj/P80s1aj/+iPrPo2yv0PO3Ngfa8eF8WsYiqpKIjLN+szKEnh4ESUJSdNREFt+1sOpPKVIXhoS+i29tnLq8EaRUjPiRgQ0/8+otzOGnOHnaBR6K3oZBsG5h5Tcs5v/0IwRZJPf6MURd2XGkRRAEkATkTJzsS4dJP7MPa7pE6+4s9UtjtIZn8ZvW09Xb2AS5xCCKFKNQv7dmsZVLDCFLGoUdikqr3VkSh3q3XgR4Pq2RGdzqztsGgLNYxxidj4SIN9m/qEgkj/aj5BLL5Q8bwas0MK8NI6UiC3Tj8h1iJw8galHpjnHxNoIaaSYEDYPEs8eWNaYEAdxClfrbn+FX6rizBdr+8beQ27KY10aInfgman8n9v1pYif245VrOFO/OaKavmMSy3ShxNNY9cITDVRhGGKMzLL4V5/t2P751wHfdLCmy4R+sKEbGIC2pJWyG1cutTON0raxg4KzWFvOrjHHC2SeO7BhKVJsTyeCLK3ooYRRiVvpx5cQdWXDUhwpoaFuYQPutyzsVQ5KG0FEok0bQBPj+KFL2Zklo3SiijGq7jxNr0yb2k9MStH0KjiBSV7tRRY0nGA9ARCTUvTGDmH5LWruAjm1F0EQKduzWEGDhlckq3QjCTJ5tRdVjOGFDgV7ck22UWi71C/dj7IJt8hOEWQRdSsNJTek3ggwllx/2nIS/8V/nuLefZf3P7HQNYF/8HeT3J9w+dk7Ji0jxKsZVM+PkDjWj6hsfGxBiLLJkicGsKaKTyUrVBSj/9boQ4oCqdNDKG2pLfvjwPGofXpvTZmtY9ZwzCcs4RLFKNtkW6xE938TEdoWTqlAYLSofPwucipN4vAx8l/6GoWf/NWW4sy7QeDY2LNTaJ1dxAb20Lh5ZV00XdR09L5BCAKsmZVyDa9WITANlGw+Kr9xnGVNK6dSwrdMtI6uJUFzC7eyvRi3oicJfHedmOtWSOUVFF3kb/7VLLIi8Nv/6z6++kfd/Ol/PYHvhbzy3XYOnE3yw/9+BrPpc+i5FF/9h92U5mxGLjYYuVBnesSgo19n5GKdd/9DdA2NSvRilGZt3v7jeRwr4OiLGf7jfzOB2fRx7egcRQnOfT3P6S/l+MUfz1NesBk6luBr/6iH8pzD1V9WQAAtJvHi77Tz8V8X+f4/m0aSBcyGvyEZBEAYRvdi6VdBlOjoO4PnWYiijBbPoeoZIMQ2q8TT3cw/OE++5ziEIfFUF67TRJJUYqlOfM8hlRtk/sHHJNK9ZDr2UyvuMGgaBFE2jlOiUSnRuHYJUdOR02mkZBopHkdKpSOCKJFCjMUQ9RiSriMoapSBJolRVcLD/fl+9JwDn8DzCG07In4si8C28E0Dv9HAbzXwTTP6rNXCbzW2KYtcDzmVQesbwG82Kb3zU8yJ+2s+lxLJZTfGhxAkicwzLxAb2o9xf4TCj78fkZpLaN66Ttd3fp/UyTOYUw+oX/5s7bxGFGndu0P92iWsvgG0pVKs+o0rVD95DyQ5Ksdr70BKJPAaNURNI/v8K2jdvVQ//ZDSOz9byQSSJOyFeTq+/i0yz7yAMTaM87AkSBCI7ztI+vQ5vHqNhR/8OdbU+PL5NK5fpv1rv0Pq+Gmyz79C8ec/XEN+CZKMnMlR/uBtqp9+SOhE96Fx4wodQUj69LPEDx6mNXp3+Xz0gT1knnke32hR/OkPaI0NL/cdjZtX6frW75E4cJjUqWcpv/fzXT+zjaD0tNP+j7+JPT6H2teBO18mDALUnnase1OU/t1PQIjMUbShbhIvHKP+9kWq02vnnLHj+8j89suEVuQYJ6WTGJeHqf3sUwhCpHya/N99IzJOqbeQ4jp+06Ty5+/glWogiSRfOk7q9bP4LRNBEhF1lfovLtH67DaEIdrhQfK/+wZhEBAYFoIiI+c2nzvsGqIYXZMgIEgS8SNHSZw8CUGAcec2bvHzDRx9obBkDvF0ISCKCrISR1NTtFoLeN72640vPiG0ywj0VggDn+biRJSuuSQSuROxq+13HGKV59ekTe4kzU/OJcl9fUUpXliypJfTcWof3P71EEKiQOZkH77h4NYtvJaFHNcI/ACn1IQQ3FKD2X/9Ll7Dov1rp5Azj+fqIGoK8f3dxIY6yL12BHu2Qu2zURrXxrFmyo/vyLMDxNQsupKi2Bhd07xiaoak1r4zQkgSSRzpQ0pvLc7tNSxat2d27e7j1Vq07s6SOjm0pUZH/EA3Wk9uS0IodNzIScz1wA+iDigIQYy0dGJnDqEf3Ru5D8R1pFx6jTCqX2/i16L9B9aSwKcq486VcBdKaIeH8Mp1tIfZQV8AnagnhiCiZzrxHQvftcFqYtUKG0Yjdwq/aVH8yVXsTcp2nhZUOQGCgLOF1aQixxEFGdvdIIMqCLHnyvims6mOkNqeQkroeLWdZzvE9nRuWl5kTZeWhfYj+/eNySg5m0Dryqw4JokC+lAHoqoQP9yHNVmgcWntYkHrzm1Z1uQ3rbW6RBtAEETiUoaGW0CTEnRqe1BEnaZXJq/24QUOGaWLllchr/ZiBy3swMDFRhLWD7UhARVnnqzaTbs4iCLqWH6TvNrDrLWSRSouHbfmLqJLSZJyjpq7NpDRGp4lsN11ouVrzl8UkbOb99WfXrLXJDf8P/7bCiBg2QGeB//8f6yjyAKOG2JaUacZ+gHN65PYMxViQx2bZkeIikTm+QNUP7y73F70mEAyJWJZAaoq4Hkgy+C5UQWQ74VIS5pFsgyBD64boqgCqibQ2S1x4/LKIkjOJiLyfJvMVXN8EWN04emXKwfhthM7AQE5qSPF1aevG/YFhFerUH7/baRkisSBw3ivfJnSOz8lMJ88QypwbJrDt0gcPh5F9Q8coTU6HDUUoqhz+uRZtO5enHIR4/6KhbFXr+G1mij59kjEt1HDXSKqvFoFv9VAyXdEsgSGgVvZhiyWFZRYCkGS8Z2dR9ObVZeLPysxejl637v36Lz8nQ7a+zSsls/pN3LMP7CQVYFUXsao+8iqyMFnUoxcbNCoeLTqHo7l06x6FKbWtinbDLBnbJpVD8cKKM7YGPWVNhpPy5z5Sp5GxSUUIN2m4FgBrhNw5Ll0RAgtobro8OmPitSLu18cy0ocRU1QmrtJ4LsMHfsGjtWgXnqA0VikZ+9LiJKMJCl4rolt1bCNCvF0N/FUF7ZRWRPltowy1cWRxx6LA9vCKVjwkJQQxSUrbhEEMSofelhW9rA86+Hhw6X/Lf0bhmEknBtEGUFRIHVJSPdplPsE0X4EWY6EsiVpzbpldXbPQ8iZHPEDRwhdh/rVi2vIIACnuEjtymd0Dfw+qRNnaFy/soZQ8k0De+neuNUKvtlCMuPYC3PLtuR+s4GSyyPIke6L0tZBfN8B/FaL+pULa8vCfB/j/gj2whx6Tz+xwX3LhJCoaiQOH0PUVJoXb64hgwD8ZoPapU9I7D9E8ugJqp9+iFNYCTiGYYhTmKdx7dIyGQTRMzbuj5A8dhI13x6Vf1omgqyQOHAYKZWhfvVCVMq66jn5jTrN29eJ7ztI4uARap9+hLcbGYktIMY0mh9eR27Pkvt7b1D4F99DyqVJfelMpIXpepi3HuBMLqAObmxvHjuxD3yf4r/9CaHtRkEgP1gez5SuPPrhQYr/+m+wH8xGBiyyhLeUCa905kh96SyN969GcglA9psvkfryM9hj0/gti/Qbz+A3jYikCkISLx5H29e34fk8DhInTyEoUTKB2tND/PgJpFQae3qaxsULv1nZQU8BkiyQ69raTfYh6mUPx/QxzRKu00TMDkWZzTvAF5oQErUY7c++gVWYpXH/VpRWuQUyh88iaTFqI1fxrY0nHKKskOwYwrVaQIhnG3j27jI31uxP0VDTeQIvyg6S9Dhquh2nVkSQFQLbxG1t3JnYMyVm/9kPVu1MjEiir5zGmvz1aAwIYjRhtUst1LZEZB/bk8G3PJxSdM8g0sSZ/58/xJmr0PV3X0Ttzm7prLLlMWUJOR1HTseJH+6l43eepXlrivrFMWoXxyIb6afUQQiChCLpKJKOLGpoSoogiNqVKMik9C78YId6VKpEehsx1zAMcStNWsOzuz7X0Ato3ZnBq5tbCnnLmTiJI3207s5sUXoX8vDZhcv/RlCHesh881Uav/gM884DpHQStbdj7deXRJfX7dWyMG+Mknz1DN5CGSkZwx79/F3PZE3k4Jd7cVoeDz5ZIPBCZF3iyNf6aJYsJs4vEgagpxX2vNRF294UgihQnW4xfn6B5mI0aRdE6DiYYe9LXahJhfJ4g/sfzGPWnCizIdVBoq0P33XwbZNkxxDNwjhh+HilRca9uUjgdUftec0MdNXfHv197TaCIJJNDSKKCvOl65vuJ53oRVczzBQubXh0e7aC37Q2JYTEmIrWnd0VIaTv6UCKrydmwjByGHtoAW5Plwhsb8OsEymuoQ91rLHQllIxUmf30bg0hhjX1t0mrTePqG88oIZhiFszdiTy64UOdmAgixoxKYUsqIQEVN15BEFEEaKMu6q7iCbG8AIHUZA2JIScwMIODEICZEFDFlTc0MH0I4JOWH5uAiEhXugQhD4i6wkPr9bCKda3tFoXRAFJVxFkccN+wrLWtsnF4tptypWN+xZrqkjrzjR6f37z0llBIHG0D32oneb1KKW/f0gm3y6RaxNRVQHTDGnWA2YmPQb3yTRqIXpMQFEhnhCpVQI8L6SjS+buDRtVW9vvaj05kkf7ts3WbF6f3J2g8w6DUqHvRxmuW7jzIYDWm0PrzW/qcPZ5QJAlEkf7ie2N3r/q+RFC10fJJWjdmSF+uBev2kKKaySO9uFWDeqfjRIGAclTQ8QG2nFLDWoXx9AH20kejYJG1Y+G8bfR3bLnZyi/+1M6f+fvkTn7Al6tQuXj9558TA9DzAej1K9eJPv8K3R8/TvoA9dwCvMIkozeN0jy6ElC36f6yftrFsWBbeFWy+h9AxAE1K58tsqQxMUpLpI+NQCCQGvk9vaC0p5LfXZnWcWrYRvBGoKlMGWjJyJdIEGCXJeGnpDI96z0mcVpm2rh6ZhIaDGR9r5o31/+Q3n5kdRLLsXZteTS4pSNbew8gCoIwnIfFvguCAKipCLJGr7nEAR+NPda1Q7MZpF0+z6alUkalSkULUm1MEpx5hoIYqSHQSTNED7NRWMQEAYO4dO5rU8VXrOBOfkgKr38ym+hdfXSvHsDe3EjJ6kIciqN2tGJ32xgzWwwHwtD7NkZAstEzXegZLKR4PPDj113mbQNPW85U241yRN4bpQ9taS9o/X0I2ox7NlJ/FZrXZlKYBp4jTrCkIqSb1sOnAuKit47QOgHWJPjG/YLzuICXr2G1jeA2t65hhAiDHFKBbz6+j7dbzUhCBBVbVkjSNR1tN7+JXfCmTWW6cvHKxUIAx8lk0OMxaHxdAghv25EWTqigFduRFlCIYAQ6Ve63lJG2+aZhs7kAvHTB0i/eQ7j0l3sifk1AVi/0sCrNUm9cRZBV7Fuj+OvkkXQDw4gd2SJHduLNhSRTkp3G0pnDimXQlBk1P5O6m9fwK9GZKN1ZwL/1VNP5R4gCGRf/xLqwKrqmDDEXVyk8tMf4xaePDso3x/jyOvtXP/pAs3S1uu59qE4e5/Ncf2n89itz6k6RYwyoR41ugIQNBV1oAtBkXFmCwS19QRvvkfln/7f9y6vsR8219WvysNpyvf+u2lGLprEYnk0NU0Q+HjezoIUX2hCSFI18idfpHbvGs2Ju9sQQgKJgQMkBw7Rmn2wISEkyhpqPEMYhjQXxgjDAM9+skiVHEuh57qQ9BjG4jSSqiPKMpIeR1RUhHhqU0IIP8B7pIzIKzdodWZInt5H/SkLS8sdeRBFvIVoYqQd3IN9b3zNNqEXYM1FpRt6Zwo5qeNUDERZXLfICkyH0s+vYz5YpOPb50if24+U0LackG8HQRBQ8kmyrx4h/cxeOr51jtpn96iev4c9XSawnkxzJaakGWx/nlxiEFlUScd717xVXuByf3FjhflHoQ92bKlL8hCtuzOPXR7UGp7BLdaRs/Et72vqmX0Uf3L1sVySHpaG2RNzhLaL0t2GlN9hemgI9ugUyVfPkHj5NPaD2eVB5POEpErsfaWLVtFm4kKBwPORNYn9r/dQHKsz+WkBOSby4j85TOfhDHM3K4iSwMCz7VQmmxEhJMDel7t45u/vpzZtYDddjn1zgP5n2nn//3sTs+pQnb6FKCs4rQquUSfTd+SxxfVCz6fywV28bZ6RrmYY6Hwe1zcRBZnZ4hVcz6Qjd4S4lsf1TBYrt0nGu0knegkDn4XKbRy3SXfbSXQ1jSRqNIxZ8un9ZBL9hIQUKncx7TJd+RPE9TyiKGNYm5dCOHMVvIaJ2pXZsO2JuorWl98x2SkltUh3aIOsn9D1sWcry+WiXsPEnqsgH1yvYSTGVGJDHVQ/uhv1R0GIMTyLM1/FqxkR8fPInFLry2/sbAbR5HiqtG2pahiGOIGJH/q4oU3VXUAXk+hiCiewsPwmVXcBVYzj+e5SplAfAT6GV39kXwFOYBLiL323SFpuRxfjWH4DSVDIKF0k5Ay234EkyHRqe7CCFmVnfeZo6EaOUuzdWHdpGZIYTUyeomZb6AVUPh4m89IhlOzmxLUU08i+fITmjUioU9MF4omICDLNkEYtoFELKC765NqkZcIn8KFU8DGaIV19Eo4TksqKJNMimi5gWyFIIuln925INq6GWzOoXRjdcYq2dmgIuS1D65Pr0R9Egfizx/DKdZyxtQut0AtwCnVCx0PQNo/maT1Zcq8fxZopExi/miwhORMndXYPtfP3yH/5OKHro3ak0Yc6aI3MEd/fhVcziO3vxhiZQx9qJ3RcjHvzpI4P0Lw7s1xSmTqzB3u2gjVV3NIcYzWMifuU3v0pHW99m+wLr+PVajRuX1/O5nlcBI5N5eN3CByL9KlnyZ57afmzh85N1Yuf0LhxZV02uLM4j3DyGZCVSDx2Fey5WYSzL4AoYs/vPpizU4iSgKys9IeSIuD7IYEXEnjgOQEffa/AhZ+s7acdcwNR863GpU24k8AH1w649m6FD/5icVmsGsC1137Jd8Mdc3jJ3AC5riOoWpJ893Eqi8NUFu7S0XcaQRQpzd4gloxKwcLQx7Gi/lHWEshKjFRuCEVLUyuMku85xsDhNzGbi5TmbuF51q9FEPrXhiCg/OEvAUgcOkrulS+RPnMOa2aSxs2rmJMP1olJi5qGqOm4lfKGGUQQGeH4hoGoqkjJNKwihNZYhYdRNlToBxu+rw+fhJJKI0gSWu8gff/5f7E+gCgIyOloLiFqejQOBQGiIiPFExBGwtMbIQwCvGYDDZDT2XX3Z1MB4ocNdlV7ESQZOZlCVFTyr79J9rn1js6CoiCqGoFjI+o7MNDZIaJSw6X76XpL2WUrwdqdoHXxLoFlk3z5JG3/8Bu4CxVqP/p4WabBXSxT+td/Q/K102R/6yWCN8/ReOcyxpWRyFgmFQc/xKs2lo1T/NFpjBujeKU6UjKGoCn4rVXkn+3s2CF5+5sQYowMEzgOgqIQWCb25CStG9dxFhZ2p0kpQiylYBse/qry1UyXxulvdDP6aXlbQiiWUeg+mOT2O+LnRgjpR/eS/faXqP3wA8ybKwFhqS1D7ve/RuzovogkLFapfv89zGtrs9ZaNY8Pv1cEARRN5Jmv5iCAO5/WadY8YkmJw8+lMOo+8+MWQeDRaMzQFOaWiPedjdNfaEJodwjxbTOqAVY2nhTqmQ6SHUPIqk62/3h00xbGsGpPko0T4DRKhI2ow3GbtcjByHMJAz8SGdwFBE1B7clvap38uBAUGaW/G0GRCZoGgiwRO31kHSEE0ByL7kfl0uYWiQ8Rej6tuzOYEwWyLx+m/eunSRzt31R3ZMfnKwhICZ34gW7i+7toe+sMtU+Gqbx/h9bw7GPXXBpOhZH5XzKQP0tMzbFQu0sYRvsKQh/TqeHuUFw6dXoP8jblYoThE9kt+3WT1vAssf3dWxIRscF29MF2Wrend30MZ3Ied7ZI/ve+ht9oRWWBc8Xtv/jwHCv1ZVKo8e7Fp2LV/jQgaxI9J/OMvjvLpX8/RuCHS9nf0Y2MZVVOfXcvUxeLfPo/RdHd3pM53vwvzzBwroORt2cgDDArcyQ79xDP9eK0KrvSiFgNe66CMby905wkKihynAdz79OWOUg2OUjLKtGRPUylPk4y3kVbcIB8eh+VxgRxPU9bej+VxjgxNceDuffp63gWSdLozRyg2phC1zK0Zw6wULlNMtbJ2Mwv6W0/s+V5eHUTZ7FGfJO2J+oKWm9ux9cvZ5PofW0bTua9+toMncB0sCaLJDYihBQJrb8NMaYtL6gDw8ZZ9fOa7TUFrTu7qQh+GIQY97cfAwI8CvY4AJazsTHAgr1W36HubfweuaHNoh31CwtLYtM1d63u1owZCbPLgoouJSg5M8vZQ+uuwQ92RAYLkritA9fjwBiexbg3F+k+bQZRIHVqELU7izNXobjoMz3hUdsg8+j6pY2Jkrs3N961nNRJP7t/W/FEa6JI6+7OF/hiXEdMJZbbvyDLKL0dm/Zx9kwZt9JC685uuk9Bkmh76zTOYo3iT65tGDV82nioBRbb24lbbuJVW6jtS1peAiCKKPkkWm8Ot9jAqxk4i3W8xtL4s6cTKaZS+2yU5o1JkicGkZM6bqGOv0SkurUK1fPvR5lSj7oI+T7N29cJ/QCtuydacCkyge3jVStUPnmP0PPwzY0DJ8aDe5F18/wMPBIY9FtNyu+/TeP2deKDe6PFbeDjVsuYE/c3zBwAMO6PUNZ1BEHEmh5Hict4VrRgMyZGKX/0SwRBoDX69N0yHyKZk+k7FGPybjTu7j+dpFnxqCw42KbPzD2DvaeSfPAXhWXdH1kRCFaVOwZBRNZo8U2y80JwnQBVFxEfKT03Gh7jt1rsOZHk3f+wSKMc3VtJEXZrpLkGzcoUzcpakq1RmaRRmVzz+0PMj59H0VLE4nmmR36J7zkMHPkqhekrzI59sHY/5fHHP7G/pfAqZRZ/9D1i1y+TPHqS+P5DJI+eJHn0BM2RO5Tf/VnkwPUQyy5q4eZla2FI+LC88pExIeKAHv3eNoSgJIEAoecSWNaG86SH77dbKa0ia8TlfnvzudXKuT46foWwbfXIGggCghSZAwS2jW9tMG5aFl6jQejahM4Xq7Q3tB2MS8MYV+6h7e8j993Xyf3ul1j4Z38RZYwFIc7UIuV//3OkfJrUG8+Q/8Ov4hWr2Pdn8RsGftOg+eE13Jn18xNRUwhtFym9EtwRVGWH+ng7Q+WnP3kq+4mlFV75B4Nc/uEcpcnHS+6Yul5j6vrTyQDbEIJA7NQh9GP7aLxzceXPqkz66y+ReP4EfqUeSW7s6SX3997Emyvgzq8EAYy6z4d/FT2rQ8+mOPFKhj/9rycpTK+0zUs/L/OH/9dB2no1qosuvr/75InfIEIIREmO6iU3mRSa1QWcVhVJ0Qk8GxAQRAlRVrd3B9sETr2MU9+6vnwzaIMddP3RV9b8TRAFxJhG8a/PP9Y+N4PckSd27ABiOok6GGXFOFNPL2U9MB3Kv7xJ6/Y06ecP0PaVE9GibRei05tCEFDbU7R/8xnSzx+gfnEsykyaKDyWK1AQuFRak7TsElVj6rHq0OV0jMTRvq0thgFnoYb5hM469SsPaPv6mRVRww0gJTRSZ/bQujO9LtjgjM9S/ct38BsGzY+uAgJ+vUXlP/wMr1QlNG0qf/42clsGQvDKNURdxatEi97mR9fWDAZ+vUX5T36Mu7jS7v2GgTO1gDO2e0Lq84JjeIy+O8fhr/aT6o4z+u4ciyM1rFr0rqe74+T3JEm26/Qcj4gNWZNQ4zKJtiVSWRAwawu4Zh1BlNCSOydAViMMQ8wHizjF7QeeMAxx3Caeb+P7DqqSQBIVXM+gbsxSa01HZWHJQZrGPPXWLI7bRFWSBKFHEHq4Xiv6PfBpmPPUWjO4noEoykvb+DiegSJvTWha4wV44WCkPvoIBElE7cwgasoagd7NoOQSaD0b3z+vFjmLPURguViTxU3Lb7TuLEo2gb2DDAspHUPt2CLjzQ8+d/erJ4EfuhTsCdxgi2sNQ4IdivF/HsF133SofjxM6szeTYk3QRBQu7Kkz+6lOF9lcX5jy+rHQfLEANoWouEQEX9RqdRSibCuEAZhJIzuL1m0hmGkxRCGJF46TfLVs4jJGNr+/qWLEAlMC/f8jQ2PYU4UsGfKm2bVPYSU1On++6+itKUp/fQq9kL16WsarULo+dE7GgQ0rk8QOB6B5SJn4ui9ebSeHK27MzhzVRrXJ/ANOyIYwyVtL8MmdXoPxsgsbrlJ/cIo2VeOoHZlMe8vRaYrJcof/GKLc/Bo3rpK89bVNX93KyXK77+95fkbo8MYo8NbXGCIW1igVlhAT6tkB5L4NRtsi/aDUbuoz7bQUgp2w/3/s/ffUZKl53kn+PuuDR+R3mdlVZbvqu6q9o0GutEgQJCg96KGs8vZlUbmHFHao6Nd7cxozu6spJmzK80updVqJVErksMRRQuSAAjTQAPobrTv6i7vs9K7iAwfcf337R83K02lqSzTQFPSc06dyoi4EffGjXu/7/2e932fh1RXAt1wsFbepzbfIp0x2PfcKMWrNRYvlkmnPMzie1RnmggFvccKyEhRul57aNcsgIoUp17qpG9fEsMSHHkyx/e+WKRa9FEKXvndJX7m14b5lX8wxtKUi53SyXUa/PlvzK/rBSm48UGTky/kkdEwnhNx6Y0a05fXF0hz19sI4Kf/1jDFGY9q0eftL6/gtSWv/9EyP/O3R/jl//M+Zq+1sRJxG9nX/t0Cs1e3X2TpGEjkzu6Hq9DQUcjYrY3NJMPt50DFrWVBgN+uMTj6HCEhjdLkWovY7dYzteHk3/7s+Lm9i7TrKYueFw6ROzaAZpuELZfSq9epnp8js7+b/h95hOnfew+/FFed9L50hNRYN5P/7nsApPd30/uZo6y8NUHnU2MkBvK48zVmv3iGsO5idaXpffEwmUO9KKmoX1qg+Op1wsYDOjXJCGdqAnduBvP9t0iOjZN//BnSh44hNI3lL/0RYb0ab+p5yCBA6AZaIknU2prAEIaBnkiipCR6GJpergNS4i3MUfrmV3b9TOl5qFVHABUGcSWOZaGntte4E0JDT8avyfb9S3zEHxAT1nrgU3v3DZpXL+68rVI7Vlh9JBDx7yISFmLVpEAkrHjOWk2CG/2dsDqeh8sV/KlF7IPDa0kLLZNEz6WRTQflh3jXpsm9dHqtatW7Ng2feYLMsyeof/tMXDVkmaBrhKUqYbWJP7tE6rFDOOduosKQxJFRjI7tzUA2QdPj6ivDJGzWUUoihBZXm20QkkYpNDux7q6n1Oo6TKy9HleS2YSNBnfe20KDdIfF4LEs4890MHOhFpvfuBGN0vpa3rQ1CgMJNF3gtSPaVX+N6NZNQbbbxrBiZ8X6soeM4v0YlkaqYOI2QpJ5E90Q+E5Eq+JvIsrttE4yb26q8mzXAtrVDfGwEFjDvWuGPLeJUHO4j/TjxwiLFVZ+60uEyxWyn32G7KefIPHI+CZCaCPy3SYyUrh3VDP5nsSwNPLde9Ma2g7/0RBCZrZAoneEyHN3ZItVFCDsFD2Hn6GxNEHgNMkPHsatl6hMnf0+HzFEDYfGu5v7zqUX4E4v48/e3dXiXhAsFmm8+i7CMAjm4wBOhQ85M6kU3kKF4pffp/bWNQrPHyX/9EFSB/vvWsq/Fwhdw+4r0P35U+SeGGflm+eofOfiXcVgt0PdWVoNSO4vDWYPdZHc33tXsqt5aXZLW+C9wpks4i/XSAx17riNsAzSR4cwcqktmi5a0kI2WxBGRCvrhEQwu16REFXqRJX1BfntoUYvZOJy3cUNmYQwwp9eBCHQO3MYhSypk+O0z15Dtj9ae8rdIASbhbB9yYd/MEHpZp2Dnx7gxb99guL1Gm/+xhVqc210U0PTBLfeXKJ4fUN1SqRYudVAaDqJXM+qK2EHSkWkOoZolefv2XZehRHOVJGoubdsk7pjAnT8CkHokrQ7CEOXllvE8SqkEl0EoUMQtvCCOppm0NtxjFSih7a3gvBWSCe68IM2YeSsikwL+jqPk070bi8ovXG/k8vxonmb14QQWN059Gzi7oSQrpEY6UJLbW3bils7WgSl9WNRkcRbrCLb/rZi0PZAAaMjtck6fCcYuSRW786EUFBp4d9p7foxgkLhbeNStmmb1da5HxgiSevSHO5UkdTB7cUwISZh8k+NU33jSqwN9xAgLIPs6f3oO2hd3YZfqtM8H1e9arZJ6tgIRBItZRHV2iAEYb1N2HCIam3a719CSYk50E37/Utr3zOqNZHt7StZoqZL7d0bpB8ZQd9Bswrie8fIp+j9mafJnBhh5RtnqX9wi6D40VyHRiGFZhmYHRms/gKaZeDcWiaxXCNzcpT29Xmcm4v4yzVyTxxAuj61d24g3SA+t7ZB++YiQaVN/rlDWF1ZvIXKXZ35HhTbEQG7QTM1xp7vx2+HuHWf7kN5CiMZDFsnWbBIdSUoXqmy77k+dFOjWXRJdSWozbWwUiahF5LqTnD8x/ehGRrFa1Uai23GnuvnxnfmHyoZtLIQO4DdPNvk1EsdGIbG139znrPfqa4tOm580ODf/6MpTn2mg0KvhdeOuPJufa2S5za+83uLNCsBffuTmLa2pZLj5odN/uz/M8uRp3N09lvUV9bH66lLLX73H0/y2Kc76BqyCVzJtfcaVJfihVUUKK69X8dtS2SoSJDCJolHfA8oJBo6IcEaSaOhIVEkSeHhYmCikPj46OhIJGmytGng4ZImhyZ1anNXkFonZZZJyRSaEpiksLDR0GnTwCZJgIe1+r9cjeFuz1ESiY6Bh4tkK0ne+fQY/T/8CIvfuEjY9kn05dYWq0bGJnOwF91eXxrZvVnS+7vWHutpi86nxjBzCZo3i7RulVZJZYlmG4z8whPYPVlW3pxAsw36PnsMPWEy+0dn7us6uRMqDPCLsWW9OzvFwC/9b0mNHcTs6FwjhKJWk6CygpZIYHX34GxDCJn5AnoqjVdcJKjcewx9J/zlJVQQYOTyRK5DWN3bZ8ogwF9exMjlsfsGcG7d2LKNnk5j5guoMMR/QAcq6Xn4pSXs/kH0VHrPx/n9gJ7LkPvsk+iFbGwrn7TRUgn82WVab11Atj1yLz1B4uAwUdMBAXomRf07Z9Yqz+2xATp+/iVky0V6Pno2TevdKwTz8ZoyWK5S+/L3yH3+GewDQ0g/QEtYeDdmqfzpayjHo/7KGTp//iV6/+bPEtWbyLZH1Lj7fG1392HmO9DTmbg7RkYxORmGMdGl66goJKxWsHr6iJw2VqELpeSm9WjktFGhj5Er0Ly6VT/YThmc/vEBjn6qm/6DGV781X24rYiFaw1e+614jjcTGo//+ACdw0nstIHbDPnWv5pg7lJ8L2S6LD7xyyOMPppHaPDv/955aktxfN5/KMPn/9ZBJj+sMnQsSyJj4DsRr/zrW0yvVhNlOi0+8ZdH6BlLYaUMBo9mqcw5vPrbU1x6pbhGLiFAz2cIV2rr6yNDJ3FsP0ZPgdpXvod76VasiXf+OulnTmCN7BxDNSoBXQMWj75Q4Op7DTwnIpnWOfZsjkKvSbNy/+v6jx0hlBrcT2bsKELT0KwEmmmTGhij97nP7+gIppkWie4Bkn3DtOYmCFo7B1VCCGQYkMz3oWkGTnURM7EH5vMhIhYPiwgrTSrf/PDBxRX3AqkI5pcQq0ywABAmKvoIyiEjib9UY/mLb1N97TKpo0MUnjlE5uQoRi6JsIwH0xkydOz+Av2/9Amyj41R/LP3qJ+ZWBOk3RvUnoPMrfvXSB3qx9rBPvs2pBfQujxH1H4w3aOw1qZ5cQZ7sGPH8yaEILmvh8RIF807CCFrpBfNMvFmlgmWymipBEZHhrBUi4VFB7tRnk/UcDDysZB4sFTG6C6QPDJCWG3iVBtbrlNh6GQ/8zT2aD/e5DztM7tkcB8ylFSEnsRM6mskkJmMK3uK62YyBF7ErTeWmHm/RM/hPJ/5uyc5+rlh3v7Na7h1n3bVp7Xicu2VDcH+7WSj0Ah9ByvdSeg1iXwXM5njflYF0gn2vHjyggaL5bg3pt6ej53A/AbzpTMk7Q4iGRCELnOlM2SSvSglV59zmC99iG1mWXYvEYRtpAzjbVBEUUAYucyXPiBpFyhWrxBGuxN47lx5V/cqszuLkU3G+jW7QDN0Ugf7t79+b5M/d1T7+cs1gmprW0JIzyax+ztoXZ67KxFi5FM7Wt1DLIp8b2PHf8Z28BYqNM5Oxo5vu1QJZU6MkhjuovmQCCF7oIPM0aFd25TVauuuv7waGxgaVl9+zclSS1gYnRkQ8bgdAcoPcC9N4N+cJazU7iit2rkiofb2DTpeOB5XkO4yzwkhEKZO5vgwyf29tK8vUHv7OrW3r+OXGqiHpdkA2H0FvIUK1TevkXv8AGZHmuZ5l5Wvfbhl2zvbjktf3iw6X/n2xS1EjVgVPo//1rg9v97+OyVyCAQtVdu0nVpbzAtyWhe+8nDU+liS07qxRZLlaHrDfuI9gyAlMhjCoiHLKGJXOiGgNtOkudwmP5ymsdjGypiYSQPN0LAyZmwgMFGnvtAm05PEawa0VhzaZW+tiqgy3aQ+38JI6JQnGxSvVR/kJ9iC6cvttSqeqYvbJ42UhNlrbWav7X6v1FdCXvndpR1fj0LFuVernHu1unUfChYnXRZ/c/uKcd+VvPZH64vwLGnaxFUTOTqxsGjTxMLGwyXAJ08nPi4+/urvrNAx6CSPhkZEtOH6ABNrTThfRQGKAAubiCRZOhAIAnwy5BGr72f1/QY6OjoWCSJCTOL5ImR5W0LoNnXkV9rULy8Qtfx7TvAA1C7MsfTy5U3PZY/2kzs+yPR/eJf6pXmEJrC7M3Q9d4D5L51F+vchdaDpiFUZik2QkmClhPI8yOY3jU9BtYIzNUHu1JNkjp3EW5zfJIyu2QmyJ06BJmjfvI70HtzR112YxVteJDkyRubII9TefXNrcl7TNojrxney9Dxa16/EbXBHHqFx8SzRBi0hoetkjj+Gns7gzNwiqD4YCS19j/bEdTJHTpA6dJTmpfN4ywvbxLfGqnbSwxmHg/kS5d9/hajaRLkelT/8NrLZxg9CKn/8XaTro9mxaDRzRZyL6+3nUb29pvtX/9Z7OBdvoSUsVBgSluoE86W46kboBLeWKP+Hb6JlUwhWq/enl9bJCClpnbmGP7uMOdCNMHSitkuwsAKhRBcG/o05Sr/155gD3aggxJ9dxujMrTkN7wRhmfF9resQgDAthJQYyRTICGHZ+MsL+NWVWKxbELcCCrGmJ4RSSLeNjEI032e7edZrh3zw5QXqyy6f+i/38a1/dYviZIvQl7jN+PeyUjp2xuCVf30LBXzmr+7nyZ8eYu5S3AJcX/Z45V/f4vhLPXzqfzO6aa4WOhQGbLrLSb7zG7eQEl78r/bx1M8OMXOhhlJw4KkOxk4X+Nqv36BR8vixv3uYetHj6muldTJo/RNRkVwTwtfSSVKnjyLbHu33L69de3FVV4CW3jm5NXmxxQffrvL5X+3n+Z/pJlxtB87kDd7+apnpKy00zSSZ7ELTNPL5MZaXz+H7d690+9gRQnoyTXp4HCvfhZ5IxW4R3YPYXf07rsNia0jwVpYon/0e4S6EUBT4hH4bTTOxc91EnoN8QGHDe4GWTtDxmceovXEZpMQa6KB99d4tye8Hei5L6skTaKkkCIhqDZrffvuj26ECv1jHLzVonLmF1Z8n98Q4uVNjJPZ1Y+RTa8r/9wPNNMg8MkJiqJPS1z+k+OX3CSsPWE66l/0mLbKnxu6qk+SXGrRvbJ1o7hXS8WhdmqXjhWPoOwnjAmZXhtShAVpXNmssCcNA78iQ7szSvqCRfGR/XCpdb8V9yCM9WPv6ca/OYA524ZyfwOjIkX50HCwDbQchbxWE1L/xJkLXkW0X5X3/FtWRL6nONDn0mUEGT3TQWvEYebKbjn0ZJt+K9WCMhM7IE920VlwCJ9aGkOE6DVibbzN7psSRzw5RnmzSXHYwEjrJgs3ChTJ+KyRo16i7rdX+dYXbKN1XgCC9AG9pb33KkfRpOfF32Ggb73gVHK+yYTuP8h228m23RNvd3BdebmzWsHK8Mo63t6Aqarp4C9Ud3avMrixGfmcr89sQlkFyB8FjGUa401t72YPlWlxdt01lnBAirtB7Td994axr2AMdu1qRuzMrSCfEFAnifLdEAIawEQgcuTvZ9Z8KcgWNdCYe84pLIXeuT1QYUXv7Oh0vHsfq3rkiS0tZ5J85RPPi7IMnQzRB6mA/9kjXrptFdYf6B+tJAxVK3MllWDUxkH5AWGnG7Y/u+heTjos50E3y9JHYtngV7fcvES5tX8Xrl+oUv/weiaHOPd0bAHrSInNylNShAbo+9xi1d65TP3MLd6p4Ty5+O8G5tUxiuIuuzz0aVzG9ff3ub9oBJglyeheh8qnLFTJaAVNYtGRM9mS1LnzVJlA+KZHDU21skSSl5bBVilpUwhI2CS2NJx081SandZHTOqnJFTQ0fOViaUl85ZLT4vvfIkFGKxAR0pAVsloHGa1AoHwaVABF4EZUZ1sMPNpFIm9Rul5j9Jk+NF0w/fYSPUcK9Bwu4FQ8WiUXrxnE7QSNgNCN6DvWwdQ7S9SX2iQLFpXpBmE9oll88AXzfyxwaJMkFev5E+KjcLh9jcbOYh7OWmWQgYFAoKHjr1b0aKuPbxM2Ph4B3tpnmFgIBCb2GhnUprFaabROKBoYKNTqZ7tEhNgkdyCCYlTem8TuyTD444/S/7njVM5MU3rjBkF1p994K6kr/ZDWra33v92dwe7JMvyzp5E/fhKI7+2g7qJZxn0RQsmRUVIHDuMtzhPUqshVTRs9kSB96BhGoQNvaZ5wgxOW8j3qH7xDcnQ/uVNPEjltWtevIH0PPZEkc+wk6cPH8Zdiu/YddYbuAVG7Re3dN7C6e+l4/iW0RBJn8mZMRAkNzbaxunowcgWqb71KdLv1S0a0rl8mffgYybFxun/oC9Q/fJew2UAzTZL7DlB46hNIz6X+3lsP3sKlFO3rV2gdvEzm2El6fuQnqZ15h6BcREkZx8vpLImhUbyFWZpXLtz1/Ozk3LkRstGOK0EAGYW4lyfjw/HX/5Ztl9a7l3f4hBjhcoVweT0OtPU0Gb2DtqiRtboRoaBxdYFQxWSsLgwEMVmkCYNQ+rGT2XILd6mGVOvXpIZOR2IEL2rSXqjQni+hCQMNnaC8sInkB4Eu4vsvWrXn8xbmQNfjdIlSmIXOVfHyuDIdiDXgpMRbijWvvKUNRPTteEBJlIqJze0KQZSE5opPq+wT+pLGirdW3XMbXjPi/DeWmLkQ8wHTZ2uMPV7Y9BluM8Spb1/d7jsRF75VZPp8/P7JD6ocfSF2X9Z0Qb4vQWPFpzjZwqmHLN9qke3ephNGQVRvYnQX0GyLCEgc3oc13Id7eYJgQxwhdC1OcO8SFrktycu/vcjlt+rsP5kmldVpNyJunW8xc62N15aYZoJMuhfDTBGGLoaewOcvICHUuHUJb2URu6uf1MAYXaeex6+u0F6Y3LFCSMmIoFmjPTeBs7S75XXktylefROlwLCTJHLduLXvn36EljBJn9hH48wNjEKawqcfxZ1YQt6HANS9whzoiW13X303Fm/7PpBQwGofrotz08W5uUTpax+QPjJI9tF95J4cxx7sRBjafVUNCS0O6Pt+9hnsgQ7mf+s7+HtceN8vrN48qW3EbjdCrbbPuVN7F2fe+cOIy/WX62gj24vyAghNI3tqP+VvXSCsry8iVBDg3ZzH6MxhdGbRLAN/sUxUbWD2dqyTR5rAn1nGu7WAfWCQsFKPnZd2+Vlk/aMn4LaDkoqbry7Se6TAC3/rBL4TUp1pMvNeKXZxAMyEzqM/M0a2L0nkx9f6ykSdqy/HGXAZSj78w3iC/uTfOIaS8e9Wm2tTvF7Db8VEQ7p7BE3TaZZmiPz7a4mTQfTArYM/CEgnwJ0pkT68/fWuJ6xYn0cTu1bqWD05zO7tq3RUEOFObw2ug1o7rpRY1Xm5E8kDfWimTrQLISQMjcTwzveMDCO8uTJ6oJE1OmNLeWGhCQ2x2v7gyCYPtVdk0wHGyQyEiG3hUzZ62kZLWmi2Gf+zDISpo5nx//Hf8f/CMNAsHS1pkz469NEcI5DJaTz5fBIpFWEAtWpEGGw9J63rC7RvLO5KCAkhyD1+gOU/eZdg5cHINj1pkXvyANougpdKKdz5Suxudvs5L6B9Zatb252wBnvJffZZvKn5ze2wO8Qi8WuS2ts3SO7vo+cnntiVxN8IIQR60iI51kNiXzddP/wYrUuz1D+YpHFmAm+5dt9zdlBusvyn7+6w3114uW0KoRJaipzWwWI4SUKkGNDHEELDFilask6H1kMpmiejdeCqNiE+NkkUkoRIIbUCHXofOiaRFlKTJUwsJBJDWNhaikZUJqd1Uo2WVw9D0KkPkNM643sz1EhpOSIVorEhMaNg4dwKi+dX1r7T5a9MrX2PxpKz5TtVV/+//src6kIGbnxrDqGx1rpVm304Y7fdl6P7+XFKr17HK+0coGu2Qe9njlK/OE97+qNty7tXuLRw2Xo+Nj7X5N5isBbrSdwS8QLRYwETG0lESICzzT63R0xKyR3kAMKmx+wfnqH46nUKjw7T97ljWJ1pZv7gvbXYgQ3zjZ4ytyYulUJuY2wi/Yig7jD7R2dwFza0oQcR4X1WimvJFPknn4u1gJqNVW0ehZ5KY2RyBLUKlddeIahsvk7c2WlWXvkaXZ/9Ap0vfJbc6aeRroOeSmFkcnjLi5Re/kpcHfMwICXNqxcRpkXnC5+l69OfI3I+iXTduOMjmUQzLdyFWapvbxYKD6sVVl75Ot2f/VFyjz1B+uCRmBCyLIx8gajdpvzqKzE58xA6KqJ2i5XvfAOlFNljJ0mM7idqNVFRhGaZaMkUAkHx5S+zvaPGuu+3njDJHumnem42joE2GJcg1YZt4+3NjhSpoQK1iw+eLBZo5O1+UkYBqW5haBZZs5uUWaDo3CJn9WJpSVphFVtPoQuTZrCCVBE5K64uX2rfWJfOEDHBlDSyZMwuSs4knYkRhNCQMqQdVuMKIumQNjuw9BRNf4W6H4/TKgohCteGV39leU0j6E7sRbJEPUCxRhTITSRR6Mstovq7v19RW1qf80Nfrb1fRorynMOJz/Yy+mieRtFj4HCGG2+XCb07xh2l8CZmSR4/QOb5U3gTs+Q+H7thtt67hNzg5qZlUgjLQjp3qdxvS26ebTJxvrm6btn8ehi6uF4NS0a020WCcG8JjY8dIYSU+NUSfrWEuzxLdv8x2otTLL/5dWSwfXuTUmpdnGoXmMkcSimShT6UjLCzXfitKqH3fVyoSQW6RnJ8AKFr6OkE1lDXFg0O5fqbNDUeFHp3B1oug5ZKoBeyseVhEMTaMt9nRHWH+rs3aZ6bpvjnH5A5PkzhE0dIHezH7Mzcl0OZZpt0fPIowtCZ/Tff/Mi0GACyj+3DuItehQoiWhdn9iS2uxe4Myu4syvYw127EjSpg/1YA4VNhJBsuUjHI2o6hJU6wjTRcynCYhVh6BhdeWSzHZcrrgrT+gsr2PsH0BIW7sRHZ7t7P0gVTJ79pVEAzv7edZrVECGgXfHRjdgdRUYKt+7zzf/pLHbGQGhxk8PIIznqC210S+PIJ7s5/Hw3r/3WJGe/OIlhachQ4TV8nOp68ObWi6S7Rug//gJ+u8bKxPv3PFGpMNqTC9THDdL1cWd2FndGEBMuxu6VOsnxvh01VaKWh7e4TR+/VLjTRVRwaFsbb3uggJFPEbV2bnvVDJ3ESPeOr0e1Nt5SdU38UBM6hjDRhI4TNVazaw+JDhJxdaGRTWJkk1h9eeyBDuyBDsyeHGYhhZaw4iyRrq2W14s1smjj/2i3/9bWn/sInZiVVAyMGEipcNsKw9j+rCg/pPraZXJPjqMZO1dlWb15ck8eYOUbZx/o5Fr9BTLHh3c/9lDS+ODWfRGyWjaFP1+k8Y0378kNTDo+y3/8Npqp0/W5x9BS1j0lPIQQmIU0+ecOkz29n+Ann6R5aYba29dxbi0TrDT35LRpp3Q0QyBDFVuaBwqhgwxUPN5FiuHjGaYvNOJtLA1dF8goDn57x5JMXWhsEtJUKiZJHdUkKbK0VZN2VKetGkgVURHLdOh9OKqJUtGq+LCiLW/fT3EFkKvKuLKFKWykkEjibU00bC2FgYkpbExhoWMiCanLFRzVJFLh2mdvd+FvCQXVDn/fsc2mzR4gX6anLZCKyNk8/1sdKXpeOEzt3NyuhJDQNVLDHbSnHq6W5F80BHirNUj3YMtNfVML4yYIsHtyaLZO1PapXZgjvb+b5HAHmqnjV9ugFPnjg0ROgN2VJnekf8/r9tZEEW+pTuZgL61bJWQQoSfMVcv2+xvonFs3KX71T0iOjWMWOtHsuJLVW5ijtvAOrasX8ZYWt61iaV69iL9SJHP0ERIjY2h2krBWoTrzBs0rFwhWiptuFhUGeMXF2MBklfRWSuGXlojaTdQG1+RgpYibSq9VLEGcfKyfex9vYZb04ePYg8Po6QxISThTx1uco33z+np10AZ4C7Ms/dkfkjp4hPT4YfRMjqjZoHnpHM2rF/EW5jaTCEoRVst4c9M7OglKz8Wdn42P/Q4SP1gpUvzan9C8dI70+GHM7l400yQou/grJdzpSdq3rsMdsZ6RSzDwoycImx6183Okx7rofGY/mm1QPTtLojdL4dQIoCi9MUHfS0fwq22chRqtiRI9nzxI5mAvwtCpXZxfi7nvBwqJH7Vj05KwRkLP0AzK6MLA0pIk9AwNv4hCkbf7kTJEKYmpJ7D1NEpFmJqNL9cJg0gFNIM6GbMrfo8KCSKPrNlNIF1MPYEMJbaeoRms0Ax2IawfQuXZbpAyLgrYLmGoFJvcGO8Hakvr1+0XYPKDCic/28vzvzJKo+hx890KZ768sM3co2i/d4n00yfIff5ZVBAhLJP2mcs4566v33+ahjnYg0hYm6qGtkNnv8XpHyowdjzNmW9V+OCVKqmcTt++BHPXHUJfx7bzpJJdhKETS0oEd49/Pn6E0AZI38erFGP79tC/Zwv3O6EZJkI3yfYdoF1ZwLDTBM73tx0garm0Ppyg68efRs8k0bNJrIHOLXaLzrU5Fv7VVx/afu2D+zD7u9Fsi9Tjj8TWsLUGzbtceHfCTGSJVh3ZYqe23aHpJjIK0M1E/L4NUZb0AvyFCuWFCpXXLpM+PED+2cMUnj2M1Z+/53YyYejknz1E1PaY//+9Qlh/+GXemm2SPbnvru5iCEiMdtP/l55/aPs2csnVwWMX95q0Te7UWGxvvgo5HVfEOLNxJVwwv7KposO9vrV1Qzke9W+9fy/mHUC8LrVs8D4i7iPbbfHUz43QfyjDhW8usTLVQik4+GwXiYzO/JX4fh5/qoDXikjmDGbO16iXPMYe74izeipuObvx1gqjjxWIgojagkvveBrDFFQqPv2HMkipWL7ZiokC3SRwN5S93iukRD5ETZDvF1Qk8eYrSMffURjeHu5CM3av1Ekd6EPbhtQB8ObLRDto+LiTRWQQbftePWmR2Nezq6i8lrSwBwo7vh5UW/hLNULls+J/NA55wjJIjvWSOjxA6mA/ybEe7MHOu5LKHydouqBcjPA8ie9BGO4cKDUvz+HeWt61ilJLWeSeHKf65rU1HZ/7Qf7JcYzc7m1ZUdOh9s69tUhpqQR6Rw5hmRhdeRInDxEWy2tjZrhSRe3QSnsbYa3Nwu+8hr9cp/dnnsbszt5zFeztqiF9pIvESBednzmJM7FE/cwE9TMTtK8t7LqgGD6WwXMiCr02qbxBdcnDSug4jRBNFzTLPqalUeizsVM6HQM2qZxB4CnatYBU3mD6YmPTFODj0pRVABzVoCVTmMJGKBG3JaBRjZbxlENGKyCRuKoVt/YonYgAP3JJaTmE0GjIMh16P4HyacsakfCxRJKmrKKh46o2hjCpRSUKeg86BnVVxiKJiUlb1e9bD/CjQt9njuIVm6y8NXH3jbdB1PaZ+Dev3X3D/wRwP7/tju8Rgq6nx+j9oaNEbrB2P8//2VnCtk/Y9im/N8XgTz5Gz4uHiRyfsOXtORb1Sk1m/+gDhn7mFPlHP4fyI9A1Sq9dZ+Er2zsT3g3Sc2lc+JDGhQ/v480Sf3mR8vLinjYPa1WWvvgfNj2nAp/lL/3hlm1LL39l+w+JIrzFebzFe08khrUK9fffov7+3V2WVRBQeeO7VN747o7buHMzzP32v9rxddlu07pygdaVC3s+RiHiBIlfbuOVmsgwwsjYlN+Oq81VKPFLTVL7Okn25zAyCeb+9MO1dsH61SXClk/1w927WfYKP3LIWX0kjVyswyVd0BIgBEpJAukRSh83qONFLRpBiZSRR6mIVlDdRAYBKBURSg+pIgLpkDW7sfU0kQrJWT0Ymo0bNVFKEkYeUv3g4tpm2cdK6hz+RBdWUsdvRxQn95b4MRMaqbxJrid2GisM2ISB3OwQtgty3TaZbouv/foNZi/sXoDgTy+y8u/+jMynTqNn0/jTizRefR+5QahbS1iYfV2Eiyt4VyZ3/KxMh8HP/towgwcTpLIGS9MeH7xSJddl8vP/h2H+8H+eZeZKhBAaQtNJJrvw/L0VSHy8CaHQpzFxAW7b1j0gvMYKCI2lS68SBS66mYj9676PUH5I+eUPaHw4QeroMNnHD7Ly5Xe2VJJI5+GKPbffPY89NoS5b5BgfplgdpHko0cp/MKP4l66gXv55q5srhAaqcIAyXwfTm0JpRRR6GFYKWQUYCWzcV9so4SVzCN0A79dJdM1SnNlBjuVx3dq2JkuosBDW7WxbqxMx/2ifkjzwgztawuUv3me3NMH6XjhGInBToS9dxFqzdDp+NQx3Mllil8580Ds+3ZIjPVg79KCsnYcpkHnSyce6r73AmHqZE6Mon3pPeRqifLofhMhYGYyRElIpgXtlkTXBJYtaDYlhiFIJARBoGi31oOpREKQTAlcR6FpoOvgOoojj1jcuhHQbisGhwwME+ZnQ5JJjXynxsJMSDIV9xo7jiKdjp1PGnX5QEkDrx2xMtPGSuksTzQJnAjD1vCaIVZC49iLPYS+JPQVHUNJyjNtRk7mufitZerLHid/uJ/z31jalvm3EjrjT3fRKHmMP9PFzPk462SlCyAEbm2JdmXhvspYlVTr5ej3CU0YDKWO0WEPMte+zIo7/UCft9M+NDRCtb7Y9Uv1WNx5J0JosANhG7CDBbyeSWAPdsAOlX/udGnH6iJ3ZgXp+rANeaLZJsmxXmpvXtvmnavHNtCBlty+ZUcpRVBp3VUQ+34gTB2rO0fm0X3knz1EcrQbsyNzT2PZxwntlmTyhs/QPpMo3P0eDkoNau/eJDHWu7u49PFhkvu6N7Vy3QuMXJLMydFdyXmlFM3z03gL9+YkY470k33pqdhJMZcm++ITm+bk+te+hz959wVP1PYofuV9nKkifT/7DOljQ2jJe6sW2gjN1EkfGSQ13kfnZ07g3Fik8tplmhdmCGrtLS1loScpTjokMzqgcJsRuqFhJTWiUGGnDVI5k6VJh6HhBJVFD93UYsJIE/iO3JLx9JWLzzrjX5GbxYzdaD0gb0fbB6IeDs2ouva4GK1fA47aXDlTlctrfy9F62NeObq/VhctYWJmbTTLiM0JGi5hywMFRjYRO0ZJhZG1YzOOurtmDGFkE2iWjl9urSVKhKljdaQIqm2EaWB3pel4coz65QXasxVUJPHLrU2i+ZqlY/dmY0FXxyeoOavtJgKrkIyF9KXCr7TWq4w0gVVIEXkBumWgp6y4RanW3qRNI0wdM5+MnbJWrzPph/grrfsST94Oum5R6BynXpsh2EGsVNNMDMPek5jpdshkBX/1v07z7HNbx+//yz+oc/nyfSxEpWL5u9eoX1lAs+PKnaDaxis218ihuS9+wMpbE+gJM/7tHR99gztma6LEtV//1qaWsI2onpulPVfB7kojdI3IDfCWf3A6dGbawM5YNJfbH1nn8w8SiYKNZgjapQ1ZSE1gHxoj+ehh9HwWkbBovfEh3rVJ0p84jdnfFWtzvnWWYHaJxImD6IUcre99AFKS/uTjRPUm3o1p0s88ijncj6w1ab19lqhSpfrBDLnjA2QO9uIu1NCTJkYugQoicicG1+5lhED64ab7U4URRtrCSNuEbW+X30Rg5gqkBvcTNKq05ycxUunYSXuDgJ8T1ik5U4TSxQvjdkIhNKQK8cM2oYrJnaIzia4ZBJFLNXJwoxZSbr6HpIoou7NEKiSIHELp44VtNGEQSBdrlWhywwZuUCdUD6cDYtO3FjA8ovMzP5vg1GkLTYNLFwP+9Isu16+Hm2KPyrzHW78/y5FPdrH/yS4mz1SpzE8RuJLqgksUrG/crgdrLWSaLjj8fBenvjBAKmcgI8Wn//f78doR3/h/3yD0JJUFl9Bff7/bCKgturd/mtVjFfzIrx3Ea4WEnmTucoP3/nR+K6kkFe7lW/hTCwjTiDVX76g4lp5P7c9fR+gawfLOVVf7jqXoHLD4nX84xfM/tV793q6HuG1JrtskDNs0GrNomonnVvG8/wgIIRWFVC+fiU/+wyo9U5IoiH9UpeRHWWW/8yF4Af5sCaFrGJkkzs0F1ENqLdoRUYSWSWEND6DZFpplYg500/jmG6Sffxzv5tSuGU+h6ZjJHFJGaLqJbiUJ3AbWquuSplvx+dR0DCsWoPWdGiqKS7vNRCYeHMOARLoDTTfx2tUt+5F+iDO5jDNTovLqJTpfPE7hU8dIjvXsOUujJy26v/A4zYuztK8/pP5oAE2QPjwYa6Z8TCEQ2EOdJPf30boYB9mplGBkzCCdESSTGmPjBqXlCKmgq1vn0jmfRFLQ2aMT+Iq3X3NptxSmBaefthkbN1icj0gmBam04PrlgGdfSBBFMHkz4NBxk44uDecVRWe3TnevhmUJjhw3UQqKSxH7DhiEIXzzK22ajfuPSvx2RHmmTbpgUppsEwaS3vEMIyfzBF5EttumtuSyPNHATGhU5x3sTNzqUpl3CL2dyZzyrMOBpxWDx3IkcyZLN1cDWaWwkjmsdAHDTlOZuXjv/QQPwRJcqpCF9jVsPY2t7U2s9l7RYQ2S0DPMtS+tPRcs12Ox9sGt4s4ARjaJ2ZXdUdDd6slh9ea3XQQrKXEmiztWT4X1Nt5CZVtNGmEZJEZjl4yd2mcSw507OqTF1U/lh9bWGR+UwB4oUHj+CB0vHCcxEh/fdiXNf5GQTGmMH7FoNiQHDlvcuOLjtnfQ9Asjau/eoPMzJ7D7Czt+plFIk3t8nNbVhfty1Eoe7Cexr2dXckV6IbX3bu7aVrgdvOvT+Ld21hjai/7B2rZBROPDWzgTS3S8cIzOz5xc07+6XwhDx+7NY/XkyT5+gPb1BSqvXqZ+ZgJ/sbq23fSluN3rxnu1NaJjTbRyNdM9c7GBjBTVJS9+fKkZu6GsntcHaZ36OKLvh47S9ewBhKGh2wat6TJT/8tb+CstBr5wguyhPvxqm+RgAT1pUjs/x8wfvEfY9Oj+xDhdnzjAtX/6MkE9jiPzJwYZ/aWnuP7PXiE12knvS0fIHesn0Zclf3yAoO4y+0dnaN2K9QQ1S6f3paPYfVmMpIX0QyZ/5y0alxfjFsPnDtD59H5So51M/MZrrLwRVxkZaYv9/7vnido+RjaB2ZFCM3WWvnWZ5W9eRvoRwtTpffEwXc8dQGhabJcuBIvfuMT8l84S1h9O6a4QGslUF5pu4joV2q0i6Uwfum7RbMwThT6dPUdIprspLV4gDBxSmV6kjGg15rcsRLeDYcDBgwZPP7OVEMrm7n88DRsuzcbO5yFyAloTd2g/rqzPbVHb3/r6RiiFX2ri79IS+P3EvucHOfYT43z1//gaofMXr0r5bjjx84fIDaZ55X9YN8jR0inST52g9f4liCIyLz6JPzWPCkLcKxO03zlH8vRx0s8+RvUPvo5stEk9eQLn7BVUEJI4PEb9G98jdeooejZN/SvfJfHIQbI/9Cytb32P9P4uIjfAXajiV9r4FYfsoV7qlxZw5qokhztw5qr45RaNG8ubjtdbbiAPR6TGumhcXdxRjNrM5ul+8tPoycyahEr+6OM4i9O059aNQhSSdnhHwmM13Iw2VO+4UYONWuutHVq9AhnfG/7qe92oseG1za1lHwW6ujX+m/82y2c+a3Pbx+H5T1qcOm3x9/5ulbnZ9fOl2R1c/aDAxVcXMTN5EAkC32Ducp0/+O8vrmmHAnz454uc+1qcvJCR4sp3S1x/Y+s5CFbXCH/wDza///zLy1z8djFOqmcNnv75YeavNLj1XoUwkGR7bJ77pWEq8w4Xvrm8bZvpJh3COxFJwl2IoNtI5w0alYClKQ9/g16RXJXKMEyBEALDSBCGbTTdRIi9xRofa0IIiKORh8RqG3Ya3U6ttcckct1EvkuzOPlwdnCP8BfKVOvth2ovuxuk4+Jdu0XUcrAPDCMSNtLz7tqGBCBlSKsyj6YbyChAcwyiwCVwm6Ty/Uh8fKdO6LVx1WpbTujRqswhQ59WdQEZBsgoIAockvkBhKbv3JEUSfzFKot/+Ba1927S9UMn6XjxOEYhvafsqtVXoOuzJ3Gmig/t/OqZBJmTozsuMD8WELHzU+boIK0rsXudYQoOHDZZnI/o7dcpLUcYpiCb1ygtRUSRIpHUmJ0M2TdukEgK2i2FUjGZpFQsYtbVbbBSlNRrkoXZiFs3AlxHUVyKqJYjyqUITYORMYNMRjI7HWLZgnyHRr6gc+4DD899uCkqTRN0jaZoln3mr9TpGknBau+wkuuF45ouSGZNDFsnkTXwmiGJjIFpayQyBrohcOpxBmD82U6KEy28VfvKRK6H+tIN/GaFrgNPxBawH6kguyBv9dKT2I+uGdT9IsvOBJEKkCrc5AoBULAGyFv9mJpNMyyTNbtZal+nGZbpSx4ib/XiRS0W29dxojogKFj99CTG0DWDqrfAkjNBb/IAw+nj6JpFzuql5E5SdCfjtqpSfUdxZ2EZJIY6cW5sX5Zu9eaxdhCUDusO3mJ1R8JM+iHOrWWyJ/dt3a8QWL05zM4M/vL22Vp7qAuxg+CwCiLcqYdnKKAlLQqfOEL3j54mdbD/4z1O3AeiCNx2/DsdOmaB8ikubk8KOTeXaF+bj4nAHcgwIQS5p8YpffWDHX+/nSAsg8yJEcyO9I7bKKXwZku0rszfOyErJcqX6N0F9HyGcHEF6QcQSayRPsyhXvy5ZYKZxb19topbyIpfOUP9g0kKzx6i49OPYA92ot1v1ZiILdb1pEX20X2kDg/SefMRKq9dpvrGVYJyc60qUUk2/L35eKPbz6+2AUZrr+/+vXQdkilBIa9x4KDO/v0G/f0aHR0ayZTAMASBr3Bcheso6nXF4mLE/HzE/KxkpSxxHYXnqV01uh82mjeWaU2uENQdEv059v3Ks+RPDlH8zjU0yyB3fICp33mb+S+dIzmQY99/+Rz1ywusvDlB9dwsvS8dIX9yiNL3biIMnc6nxvBWmjiLNfxaG7fYwOxIUX77FsvfuRbbgzfXCUndMjDSFtO/8zZKKkZ+6UkGfuQEjSuLSD9k6VtXqJ6d5dh/+4U7kmACPWmSPtDN1G+/hTNfpePxUYZ+6hS1c3M4sxWszjT9n3+ExZcvUT0zTc+Lh+n+5EEWv3rhoZFBt6HpMVGTzY+sarAJ7GSc7CuXrqFpBkrGVsu5wiimHc8BQtOoVyYf6rH8Z+wMTdcwbP37l/wWMPREH/XZBo3FB3dIvBt0U8Owti54lYgr9SUK6XioIEToGtZQH8bjxzF6OteWPWGpDFJidBYQCZuo2SYsVcl+7hMYHXn0Qg4tmQBNEHkRSy9vdgJbfuXK2t/1i/PUL65Xjzpz1U3bhk2Pxa9dvOv3MvNdhG6b2rWzZPcfQ0YRSkl0e3vH173AtiGX07Ys95SERkPiPbTGlNs7uPd4//Bhg09/xsay1g/SMODxx02efNJibnZ9HDOSGXQ7h9ATmJk8QbOGZiUIW94WcWcZKuSG44lCRbSLDt+W90dqzU4+kTUYOZHjm/9ygpvvxiROYSDBEz85gJnQ71lq417QrIYkMwa5LgNdF2gamLZg8ECCbIdBvRSg6zbJZDeeVyOKfJTa2wT7FyZi1RMpjHQezbTWFdx3gLeysEno7Day/ePY2S4iP2Y5rVSBZnHqIznevUD5IeF9ltPeD4LFEtboIHp3B8FCET2bJvvi07Gi+d0iMqUInG2Cdr9N5DtohkXot7e009yuxrr9P4ATuoS+g4xigbNdEUmcm0vMz1doXZmn75c+QXJf912rhYShkT29n+S+nodWJWR1Zsgc++icfB4WNEMjc2KUlW+eJ6y1WSlGvPYtB10X3LoZMDBkMHE9IL9qI10uSfoGdI48YrI4H9JqxiOZYQgSydsWiILF+fi3rVYk87MhR09YXDobLwqPnrDoHzLo7NZIJmORt3IxwrIFuZxGGCq6e3QsO25LexA49YDynIOU8QC9cKXOI5/tZ/TRAtPnagRORKvsU5pq0yh5eK2QVM7k+Gd6kaHi+Eu9TLxX5sBTXQhNcOCpTnw3ojzjMH+lwZFP9fDeH69XB3jNMumuUVIdQ4Re+6G4XOwORSA9Su4UIBjNPEozWKERbJ+VTBkFkkaWQHp02yPUgxJdiVESYY681ct86zI5q5eRzAlu1t9BFyZD6WMU3SmcsLa6R0XZmyVtFBBCZ7Z1kUiuVgxKhTdTRoXRtu05mqnHLWHbQBga9nAn2g7tZv5SbVenqZgQKu5IRpldWcye3LaEgrAN7L4Cwth+rFB+iPMwXAABqzdH708/TcenH8HIpz6StjClFEiFCiNUJFGhREVRnGFUCj2X3LOj1b3CcxVTNwNSacGNKz5hoNB3STqpMKLyvavkn9leEPw27L482dNjrHz97D0dj5lPkXv8wK7zgIokrctz99wutmk//d3kfvSThEsl/OlFvGtTZD/7LFGljn14H42X3yKYW777B92GVHizKyz/aZXqG1dXNfMOxRVDD9BKBqAnTNLHh0nu7yX/zCFKX/2A+plbyB1aOe97PzoMDes8+ZTFiy9anHzMpJDXsOx4zjCM290SIjb8WNXTjaJYeyoIwPcVc7MR588FXDgfcv16yK2JkHr9o+9pac9USA4WsLuz6EkLFUoSveuEdWtqhZW3b+GvNPGKDQYbLnZP/Lq7WKdxbYnOp/ZTfm8KuztD7vgAc3/8QSwi3fLj9jA/Imx6+Ctb47vIDSi+foPGtThbXb84T+cz+9fs3qQXEtScHZMOtXOzVD6cQboBQtcY+unTGOn4vjdzCYSu0bpVwis1aU4U6f7E+EdSoRgEbRr1ObL5EVLpHgwzha6b8VpIhrhOFSlDfK9OV+9RTDON51Y3xYL/Gf/xQbd0jv7Yfi5+8cb3hRDaDrLtEswuk3ruMcLlFdrvnEc222Q+9QRGXxfN77yDdWCExPFxECCbDv70AvaBEYRl4k8voIIAooj2B5dxzsdt6SoIkY3vjxGPCgM0w8RIZRGGSaKrFyvbgbt4f1qHug5f+LEEf/fvZdHumLtbTcW/+OdN/uSLD+fezCb7CCMPx7+3ufd2u1gisXW80nTYf2Bz/Bm06iS6h9Dt5GpVq/aRC1lDbFc/e6nOkz87yNjjBYSAzuEkzRWfqbO1j7SqdvpKm+Ksy8/9nWEK3RaNasBP/LUhjj+X4+aHTWavO0ipIYRGwi4QRR6Oszenyo8/IaTpZMeOUjj6BHZXH5qVuCsZMP2l38RZ3Er0NItT1OauIFdFkY1E9p6Fi9dwD/Or0GKWHmKW8XaGTqxa2KlIIfS4nBsVVzPIndTNb0MT93YQgKw3aXzzjfXjMg30jjxRvYEIFd35I1SaU4TRvQ0KUegR7UFgeg1KEbg7LwIN3aaQ2cdK/cYaYSQdn8rrl/GXa4z8jR8mebB/1+BZCIHdXyD9yAjOraUdyzLvBeljwxiFnTPSHxsIQfrYEGZ3jrDWZmoiZGqDtuW59/2Nm6IU9A3ErWPLi+vnyTDAcRT1Wki7LTn73vr73nvTW3vv0kLE8qKDUjAzyabtANJpQRiuLugfQlxammpTmloPNIqTbb7zG1vFOxeubL7G3vzdzZo75ZnNE6vQINNlsXi9QX15/R5oFqfw27W4zbFZvm8rTAGMjOgEgaJclhw5bHL+YrAtv6RQa2J+KSOPIbYnVOJtJU5Ypx3WEBbU/WV6k+N02mkq3hz1oIgXORwuPEfSyOGEDdyoSZc9zLIMqPoLgCKUPqH0EULDizYvZJypuK1ru6oXYerYAx3bZkU02yS1v3f7djGl8Jd3J4SQCm+hQtR0thUPNjvS2L05Wtsk3MxCBqNz54rCsO7cc2XKdjC7swz+6kt0fOrYPTkkqts/vFTx35EkrLfxSw3Capuw0SZqekjHJ3J9pBeigigOSsNo9e8IGYRotkn/LzxH5pGRB/4+2yHwFZc+vDdioXVlDmeySPrwwI5JHC1pk3tynMrrV5D30NaVHO8jMbqzexzE7nW1t29s1tXZIKa/+UC2f15ogqhUofXWeVKnj8aZZj+g9uVXST9zEmuk/94IoVWoIMKbr7D8x29Tee0y2VWtqeyj+2KtLk3cFzkkhEBP2eRO7yd1sJ/yty+w/MV38Jce/DoHKBQEP/GTSX7qZxKcOGliWWLX/JwQAjTQYbX8f33jvj6dx5+wiCLF/FzE2bMBr37X52tfdWl8RMSQkU0w8ktPkhws4C3VUUphZGzYEAcGNWdd5F4pVCjX72ulKL1xk/H/+gUyB3qw+2IdoPrVpW32tj3kqujs2uMguqc41FtprbXIqkhuau8Lqm1kENLx+CgqlHScHsVbaa61tz1MKBndLj1DN5OYVoowcNZitjB06ew5gufWaNYXyOQGCAKHwP/+OdsK0yD7xDjJ8X7c2RXqb139SOQZMo+PI9se7SsPZkyQ7U8z/kMj3PjmNM2lOMbpf6yb3mOdnP/9aww81kumP0Vruc3Qk30IDWbfXWbu/aW1uddKm+x/cYiugwXqCy10U9uUxEp22Oz71BAd+7L4rZCp1+dYuV5d26T3eCcd+3MsnC1x4MVhUl0Jli6ucOvVOWQgSfck2ffJQfJDmdh++2aNqTfmCd2QkWcGGH66j+Gn+jCSOgc/N0pr2eHqn9+iveKCgN5jnQye7iXZlSBsh8y8s8jSxdjcZv+nhoiCCN026DveidcMmH5jntL16tr3S3cnGf/cKOmuBCs3apgpY2sxhojnFs0y0Wwba2yIYLGElk0jW22k52ONDiCM9XjGvXSTws98lqjawLlwDSKJNzGLNdKPcz7uotBsC1n//uhBeeUl/GqJ/NHT2IVuzFSW1vwt3NL9uf6m04IXXrQZGt6ayYkixSc+afPVP3fvqUpIEwad2f2k7S7coEGpfh3bSDPa8zRh5FJtzlBpzVBID5O0Crh+jeX6NTKJXgRQdxbIp4aJZEDTjcfQ3YbCO+cav1Ghfuvi6vgZu68+NNfw2wucbeDUQ17+l5OMPpoj22mCgMkPqsxeatK4rWW1y/sfBM1KyFf+zQLPfKGTY8/kyHdbGCc13v16mbe+soLTjABJpXwDXbfQdPPuhRer+HgTQkKQ3XeEgU//NGYmT+i2kZ6LvNtJ3uHLJ7JduI0V7EwnUejjN7dhzZTa24+oby272wk9h/Kc+MkxUp02Z/9wgtkPVxACTv3COKEfceXrMxz7/AizH65Qm21x+i+Nc+kr07RKO0/imqmvkkJ3wWpWeTskHjmE82Fc+qhpFh2Z0VhILHJxvBqR9LCMNJaZjq1m/RqmnkTXTDSh4fg1pAywrRyaiMveHa+KQpG08mjCiIXHIo+EmUPTDDTNwPWrhJGHrlkkrFgbxPGqIARJK4+pJ+lIj1CuT6DY8FtKRevqHHO/+R1Gf+0L2H35Xb+6MHSyj45SfuX8AznZAKBr5J44sLdz/jFA3N42gnNzd3eJ25f6lYs+0R2dda1mrCdkmIJ2c+s9tfE22e2WuXTeJ53W8H2F0/74qhruO9XBwWe7OPf1RYIN5aLprmHcRgm/df+VBgDJpODZp20SNiwuSfp6dS5cDLYEM4aw2J99nKq3yLIzQcbcXrtnI+IBX621kwkhEAjk2li4SkKjEamAqcZZCvYAfalxCnY/t+rv7+rm4s6UYq2d7ZyxhMDszKBnEkR3aDNoCZPEaM/2xxxEuNMlpLt7gB6Wm/hLtW0Jodu28sIytrSGmp1pzF0IXHfm7vu+G8yeHEO/+mkKzx/ZMxmklEIFEUG5iV+sxe1VN5dwZ0qEDQfl3yZ9JEQRKlKxC+UurUlGPkXY/Hhl3sNKi+qb10iO9+1oQS80QfrQAKkDfTTP71EkXRPknzmEtkMr4G04E0u0N4x/wjLIHO6ncWHzos3IJsg/vp/aB5NbnCmlFxCWqkSrWWFruG+tBVEFQcyaPyCCYp3yKxeovXuDxHAXhWcPkX1sDGuggJ5O3HfVkJFN0v2jp0mO9bLwu6/TvDCzRXR6r9A0OHbc4K//zTQvvGCTyz88Mw5dF4yMGgwN6/T06Hzr5Y/uOs4dH6Dj1Ag3/sV3aE2tYOaTpPffQSzeJQZ0Zis48xU6nx4jMVig+sE0wUb9NBm//3bCbzs8iMGAitSO7Qh+pU3pezfp+6GjpMe68Eotpn/33Qd2uLQs6O+PK3xRikoloLR0nijyCYI2INB1K65wWtUHclpFFmbeIgw9lAxx2kVQEITfv6oRe7Sb7FOHqL1+iaBY31Fr7kGROjhAUGk+MCGU7LQ58NIwc+8vrxFCnQfy7H9hiAt/cJ2uQwVO/uIhls6vUJ2uk+pK8MxfP8n3fj1k6fwKmqnx2C8fYfipPmbfWyLdk2T4yb61CrFkh83Tf+0kibxN8UqZdG+K537tNG//y3Msr5IyhdEsJ3/xMN2HO/AaPl4zwEwaCAFGQuepv3oCO2uxeL6EnbHoPd7JzNux3bbX8GktO4RuSHWqQXW6gVvz1rQbNV0w9GQfqc4ErZJDx1iOZ//mo7z6f3+f2kyDwdO9jDzTz8LZIrXZBt2HOxg81cNr//QMtZkGRkLnmb/xKOmeJPMfFuk93snQk31UJzeL5pr93RhdBerf+B7K9Uk9eYLkycM4Zy6ReeEJ8j/+EsHCMrLlrN1L4XKZsFhBthzCYhzrtc9cQhgG+R/7NCoIcT68HLtNbnMDJhLxPWKYAikVKyVJrXb/97n0PaqX3qc5dQ3NtFGBT9CqbxKUvhf09sZVndtB1wWPPGIwus/g+rW9jxWmnqSQHqbamqXllpAyxA2bOF6Vtl+m0pohkh5+GI+PudQgLW8FUHRmD+AGdQrpEcrNVYc2BXOzEb6vNrWMAYQh3Ly5+djsQg/ZkSOETpPQadCcvTc30Z2g53LYY/twLl+J5/k7IEwT7cgppkpN2t+9FFclaRqpR45jsERYLGINDxFVa0SNh08glhd8Xv7tJb73xRK6KYhCRbseEQYxcWmaqTVR81SqJ7aej+7O9H2sCSHNSpA/9gRmtkD9xgUqF98mqFfumqEPGtVtnzfTBQK3hZXpIHRb2xJCKpR7mqyFrrNXRmj5ao0b35mn90iBmffjFgUra9J3vEBtrk2qI0Gyw477fDVIdybQjN0/W1jGnsqA1WqGyz64D+l5JI4dXHvNGu5bI4QADCNBR2YfumbScosslM+TSnSRSfSQsPKUm5P05A7ir6rON90i5foEB/o/RcstYRopqq0ZpIxIJ7rRNYMw8liqXmas/xN4QRNdM2i5KyyUz9NbOIquW5h6kpZbQtN0UnYnSkkMYwdLZgXNC9OUvvYBA7/8ybvqdKQO9mNkEg9MCCWGOu8qYPqxghDknhin9KX396R3s02HJUqx2j72YCRO4EPV/+jLOB8Uk2cqTJ7ZSvqYqRyh76y1mt4vfF9x61ZIPq+xXIw486G/Q7GCjqWlaARFQJA07i5ifufHSBXRDFYoWP1U/QVyVi9SRbhRA00YmFqCqjdPJH1GM4+uuVKEyidjdGEIC6ki5KoKYVhtExTrWF1btYCEEBj5NGZHZgshZORSWL3bE7fS9Wnfunt1RVBu4i3XtrcxF4LEvh60hLnF9t7oSO9a0Xe76ul+ISyD3p94go4Xju+ZDJJBRPvaPLV3btA4N4Vza/meNc40oW/Rkfo4QoWxmHLXZ0+SGO7acTuzJ0f2sTFaV+f3dC7s/gLpo0O7t4tJRe2t60SrJJmetskcHVz7nTJHB7B6cjhTJcKGiz2Qp8M+iDtXoXllfm3MDBZLJI8foPATnyaqx1UdKgjJ//RL6JkUzdfO7Pl87AqliOoOrUuztC7NYnZlyDy6j9zp/WRPjWF2Zu+r7UczDbKP7sPoSDP3G69Qf+/GfQ3nj50y+W/+uyxPPGndrWP/viElnP3Qp1z+6JIGKogQuobdmwUU+ZNDJIcKVM/ufSEftjxW3rrFyM8/gZ6xWPr6xU0uQpHjE7Y98o8O056uIIMIZ65C2Lx7QC50DSOXwO7KoFkGVlcaqztDuIsI8kZolkH6QDfF164z98UPH5rW3aHDBv/df59jcFBDSvid327zb38jJixuV4dH4eZjVCrCc9cr03zv++u0lX3qELlnjmCPdJM+MUbz3C28+RWsvgKZx8cRhk7zgwm8uZgIyT1zmPblWcJai8T+uIUzqrWx+jvQ8ymMfJrmuVu4qySz0Zkl9/ThuMqsI0NQ/ujlH4QAGUgu/vF1Fs+voBmCL/zTFxh4rIel8yvkhzOMPNvPpT+5yZUv30IzNYQQjD4Xz52Dj/dS2JfjO//ju9SmG2iGxg//o09w6HOjFC+X47WPADNhMPPWItNvbpZbMFMG2YE0SxdXuPxnE/jNzYvlxXMlnIrH/heHmH5zgYUPN2v0yVDx4f96Zc3lNdWd5DP//TN0Hy5Qm2mAgMAJef83L9FYaJEbzvAj/9PzdIzlqM006D3eRefBPK/9P95n6cIKZsrgh/qe3TI26tkMaFrs6qRrq2UnimB+mcp/+Or2J1cpqn/0jc1PtV2a33lnT7/Nqcct/k9/P0tnp8Bx4F//qxZ//IcPFjOqMCCo7a3d52546mmTzq6dB+8DBwyOHjW4cT3cc2FLELWptmbJJHox9QTLYZNIBgSRix808cMmCatAV3Yc169i6DaGbtN0i6AUudQAumbRclfWPvPatZC33/J5/pMW2urvKqXi/fd83nlrc/eBputEbgu3vEC03SLmPiF0Hau/D822CZaLBOUyiX2jKClxb9xE+T7+/CJ6No6Hzb4+zP4+rMFBgpUVtEwao7OTqFZHy2Sw942i2Tb+/DzKD7BGhtGSSdyr1wgr95doDgNFvbweLwkBhV6TKNDQZA+pVBcoSKW6aTb3Jpvy8SaEDJNkzyB+pcTyW1/HW9m92uGuUIrug0+jGSZKRuSHjlKduUi7vK4XoiK5px5EPWk+UF9293iO6nQLoQuyfUnsrMnjv3wQt+bTOba9AOum/afsHW2cN0EqVCQJq3XMns7YRnUuPo96YfNCU8qQpcpFQNDf8QggsFYrgkwjSdruQiFYrl5FypCh7tNUGpNIFbFYuYhlpOjvPAnEbV9h5GLoCQTxYLxUvQxK0t95AlNP0J0/hOtXEUInnehC1ywWyucAGOw6teNXUkFE9Y2rdHzyKMkDfbuSNHrKxh7owJt/gOoOQSxg2pnZfTsV2wzLjygLteFwELaJnthZmwNWSayxHpybO5ezW4kcvYOnSef6EZpB6LcpLZyjunIz3pfQyXcdoLv/BKadJvCalBYvUFu5tSpUJkimu+gZPEUq24dSktrKBMX5s1sCxL+oUErRc+gZZOgTeC1K19++r7axMIJKNZa1O37U5NBBgz/6k60BQyh9Vtxp9mVO4UZNqt4CkQpIGQWG0sfImT1EqgdbTzPbukgofRCKUPn40iVSIX7UZsm5wXD6EQ7nnyeUHrPNiwTSw9SS9KXGSRsFlJIsOteRKgTUKnnUw+HC8yy1b7DixU51Mghxpoqkj26voWXkUzH5Mr1Zkyexrxuxg5tS1PZwJ+9OCEWOhzdXRgbRts5MydFu9KS1mfTVNazuHNoO94iKJO7MCiq4z3tVQO7JA3S8dGJPZJCKJM5UkdKfn6H+/gR+qbFttUZSz2FpCSIiDBFn85ywRsbsRiEJpEvKKFDzlza5f3xc4dxapnV5DnugY8fzJIQg/8xBVl4+e/fWJgGZR/fFTo+7TL/eQoXW5dm1BbH0Q7zFKt0vPYIzVSS1v5fWzSVyj+2jfnYKoWt4xTqpA7345SbeQjV+X61J/etvoGVSyGYbFYTohSzW/iGiSh3v1v2V79+GnSiQy49imAnCwKW0fAGlJMFKk8q3L1J/5wZWX4HsqTEKzx0mMdKFnrl72/ydSAx1MfirLyIdj+bF2XsqZT8wrvN3/16G04+b25JBMlI0mopGXVGvS8orklZbEYaxKUEmLcgXBOm0RiIJ6bSGbW9tNavXFd/4+v0H9ToGERGg0NDXyOyNqF1aYOmbl+n9zBEiN6RxZZHlb12JbeSJ28U029gkwO0VG5sJGUUsAB1GhMUmjaub41LpR8z/2TkGvnCS4V98Am+5wewfnSFsekg/xF2qbyKiw6aHu9wABYnBPKN/6SmMbCKOVz9xkMLJYYqvXaf83hReqUnYcLjN6skgwp2vrX2e0DWkG9D76Vj4WkUSr9hk8esXd3fG2gVCwOEjBqdOmyQSgihS5AsPr0Lso4I3U8LtzaMlLVoXJvHnyxj5NN0/9QzudImo6dL1Y09S/OJbBCt1cs8exV+orBFCZlcOb7pIzy98kvI3zhDWWnT/+NMs/NtvoCJJ5+cfBxk7VSbG+nAn9942+CBoLrWpzcXXqwwVfivATMVLuWRHAitjxi1WxORRbaZB9HgvAJ3jeQojWZ7/O6fXSJn8cAan7KJbGqEb3zPtskvp2taYOXQjzv/+dR75mXE+8w+eYeFskanX56nONPZENOumxsDpHoaf6sPO2Vhpk8JwBiOxvhRduVnFrXmr+wuJvAjdiq+37EAaFSoqt+KKoKAdUp9vkendLLTszy5iHRim4xc/j5KKaKWKe/HGns7v/UDT4NQpk+OPGFiWoNWSZLMPxpybuU4SPQM0p66R7Bsmf/Rx/OoK1YvvELn3VmVnmvCJT1rY9s7HlEgKnn3O4pVXvDUd0b3A8SpEMqAzsw/LSOP4VcLIxTazWEYG20gjhEatPU8m2QcQd6EEVToz+6m1ZpEbHMuKy5J/+D80+OW/nOT047FT8TvvBPzBf2izvLw5ZgqcJraMsHJdRG6LoLEzeSYQKBQCgSaMVQe2Xb6n0AjLZRIHxjB7e2IDpjAkefQI7XPn1zbTEgkS4wcIisW1dYHyfIxCgTCTRimFNTiIe+0aycOHiOoNtEwaPZ0BQ8dI6GiawHfCB8q9G5bguZ/oZv5Gm3OvTtNsLhBFPpaV2bOky8eaEBJCQzNtnKUZwtaDB7/lybNUps5v0rq4U31bBdGesip6JnFPehGbIGD0qR6SHTZW2mDw0U78Zsj1VyYoTzZ47q8cvetHGNnEjmX4GyG9MM4+lioo18OfXVwTRVN3CElHMiCSwVr7l2kk6ciOcWvxdfo6jgOgCQ1NMwC11pcohI4mdDTNiBeWCpbqN6k2Z1bJGkEkQ2Tkg9AQaCgUftBitnQGz2+g6xb7ep9FCG31FN1FOHy2TPv6IsmxXtilNFvoGtbA9oK3e4WeskkfH9lxcXkbkRew9Idv4k1XsEWCUAUYwkQqiSa01fY3seG7CVzV3twWtwcITZB9/AA9P3p6522EwOxIkzkxijOxtONAM7jvObIdoyzNnkHJkESqE7FBca7QNc7IwU9TKV2ntjJBJj/EgWM/xvULf0KjMoVlZ9l3+IeRkU956RK6YdM3dBrDTDJ363XUHuxlP+5oLN5ERQGaYdOuzN+3hhBALif45HM2124EZDMaur5Vz10SMdu6wFzr0lob1+3/b9beWW+kVgpJRNGdXBvSqt4CCkUzWEEhmWqeXRV3BbW6QAqkw1Tjw/jeVCCR3L5A2mGNq9Xvrb5n/bpUQbirI5eRS27bnpXc14vYYZzyl2p7y6oqYmt610cztzpsGIU0Vk9uE5mgmTp2f2FHsjiotvCL9fvu8TYKabo/fwqz4y4kMauVMmcnmf+t79KeWNq19Stp5PCli62lUUjSRgea0MlZPZTcaUwtQaTCex4zflC4Td7nnz2Ekd3ZHcUe6iRzcpTy0vkdt4F43s2eGkNL7iyeraSkdXEGd249OFRBhLdUR4YRespGeiHOTJnco6MIQ0d6Id58lUR/Af0OEWzZdjfZxWq5NMH8MsHsvWsH3YmOznGUUuiaFROnQtvU8h61PJyJJZzJZVZePkf2sX0Unj1M5rF9mJ2ZPVesCk2QHOul75c+gffPvkpQrN/9TcS6E//Fr6R4+hkL/Y55Vqm4LeK1V32+97rPubM+CwsSP9jc0iQE2LZgYFBndFTn8BGDY8dNDh7U2TdmrAmIvvuOz62Jvc0XAo2EliZSIbowiFRAxuikGVbQhU5aL7ASzG+5T6QbMPfFD5j/UixiHsd66wHhwlfi+PC25qD0Qm78i+9sK0OgQknl3UnClr/ltfqleRrXltaFtVeTRK1bJa7+k29sal0qvnad0hs3QSmcuQrX/9krW12AQomKJBP/5rVY12h1Me8u1rj4f/0z5Cqx3f3Jg1hdGWZ+7z3ClocwNHpePMzQTz7Gjf/vd5Huvc/HyaTg5EkTe2cZu48l/MUK3uwKVn8HzrV5opZL6ugwWipB7fWLRG0Pe7iL1NFhat+7tPPnLJSpv32VqOGQOXUAsytL2HSxhzpZ+t1XCZaqpA4P8VAEElfvG7FhaWHY+qa1RhRIZCA3vWfN00kqkGxKVm/UblSRorHU4tIXb6y1cQG0V9xNFtsqUkTBNte8VEy+Psfi+RJDT/Yy/tIIw0/18do/PUN99u5zef+j3Tz7Nx7l+svTTHx7FqELnvubj23aJnSjTRqqig0hz2391Q3fT9PYMg7KRov6115bI86NhI6dMpGdSUInwC4kEIZG2ArQE0acbDJ0QjfAq9x7IjOXEzxywlizSX8YsPKdJLoHcJZmyR99And5BqvQQ6JnkNbMvZFb4+MGhw+bu+rzADzzrEVXp0arubcYV9PMta6SWnseN4jnlXJjgt7CUToyI1Rbs7S9Mh2ZUarNabwgvk4azhLd2UNU25urM6WEa1dD/tH/rbFmXBEbEmzdf9iqU715FqHp2PndNQULRj/tqEZKz5M3uqkEi9SinWPaqFbDX1qKq3vSafzFJVTgkzg4vmk7YRigaYQrZcy+mPBSQYB01g1ookoFf3EJe/wAKozQbBtvehpZrTLyRBeJrMXkW0t4jfuXMNB0QWe/xcqch1JyrUVM0wwisbfP/VgTQkpGhO0GmmXfv/jz5g+8q7hS5Pp7aiPQLAM9k4A9BFa6pWFnTKyUgZnQsTImyYLN/NkVolBy8MUBqrMtokAS+dGeFMqNQnrHzPtGhHVnLTaTzc2s8ubWOEUYuXHwIiRh5BFFHl7QZLD7FLowcfwqSil6C0fR0FhpTKBWyY6BzpNomkmxdg2lJN25g+TTwzTaC1Rbs/FnowBJpHzCyKXcuMVg56NEMqTcnKTSnKSvcJwwclcrFnaBUrSuzdPx4nH0XRYHaGIHa2KBJnSUknddXFk9OTLHh+4afLuTy1Reu4ycb2FovYTKJULDwyEh0riqRUH0oJDoxG4cJTlJyL0PAmHDpeNTxzC203S5/Q0tg8wjI5S/fWHHljnDTBH4LWorE/heY5XAib+nbiToGXyMdqtEcf4cUgY47RWyHaN09h6hUZki37UfO1lg8srXcNolBAI7UaCr7xjF+bN4zoPp7twNQtPJ5AZp1ReRMj6PppUheIjufbn+cTTDIgpc8oNHKN14575JoRs3QzThMTUT0tmh7Wjup1BrBM5GSKJtyL119Z/1/+Xa/9uLVm///NprdwjiqVDizVeQXoC2jWuUMHXMrmxctXibUNcEidHuHYnz9s29i727U0Wk48M2pIIwNJL7e2ONlFVoloHdvzMRHBTrhJX7vEYEpI8NrbYt7T4mKKVoXphm5l9+Y09Vio2giC5M/KiNJjTaYRWBwI2aeKvPaeiEausi9OPazdq6No9zc4nsqbEdt9Esg/yzh6m8ennXtjG7r0D2xOiuY3HU9Ki/PxFfLxshAKVwF6ukD/bR89lH8JZqccWFVHQ8dwjpBfgrDYRpIBI2yvPRUpvHWPvQKOHiyjohZOikTh3H6O3Gu34L7/rkXc7IOsLAwfMa5AtjGEZiZ7daqYgaDtXXr9D44BbJA30UPnmUwrOH48rVPYhQCyHInhil86UTLP3hm7sSk7dx+IjBj/9kAtO8Y8ElFWc/DPjnv97i3Xd8mnfJKHueol4PuXol5OVveGSzgsFBnUOHDT71osWp0xbffNmjukfNjZSeQxcmhpJrlXQAlpbA1tLoYueVmZIK5W8cWzeMc9skAzeSN8LQ0CyDwqkRNNug/O7ktvsQ6IgoJoPi30VHIRFoiCh+LLSYdFdSomSEJoz4Gg3iEV3TDITQCMP1uXvLeKnY1K6WPzGEu1in/N4kSio0Qyf3yCCJ7vs3UMnmBI+dMv/itMvvAi1hofwwjvGliuez5Dbzma6t6UWG9XZcSSpX9TgNPT6XmoZ0fVQYxWLzD0FA1m8FRIGkY3+eylQdO2PRc6wzFobehO331So6tCsuw0/2xZo7tk7PkY41W/alCyuMPDtAFEiWL5ZjMtrSiYJoT1IZmi5IFGxCL2L6jQWai20+8bdP0zGWWyOEQjeOIVNdiVjwWaqYfFKQH80ShYob35zBb/r0nejCym0Tv+9wKJXJOmgw+EQvc+8ukchbdIzlCbYjOiO5dj9b3UkKhzoJnQC37NDzaD+N2RrJnjSaoRE6MRFUvXF/7VldXRqPPPKQ7xGlEEIj2TsESOo3L5I/fArNvDdmVoi45XdoWNt0fI2GJJEQm8b2vn6NU6dNpqf3Ft+GkcvsyvtbnvfCJjOl99Yez5c/3PS6ppmk7W7q7Xn8HTTFwnB7Eug2rHw3ZjpPomsAoWnoVhK3vHMXUc6I29YLRi+ObNJh9u9ICCkp44ogqZCOQ1CukDiwHxUEuDduoqVS2PtG0dMpwloV2WiQPH4UPZ2GSGL09GANDCBMi2BpGen7MZEfBAjLBE3DKOSJuroARarLRtvBDRege9Dil//+6K7ydrohGDmS4ta5kKGhZ9YKD1KpHubm36bVujvR+bEmhKLAozV7k/yR09jdA4TTH32JfNTyUKtVNbtF2ELXsHpzOHvQwOjYl6X3aAE7a9F7tEC76jH74Qq3Xl8gcCPsjEnQDvHqPjJSFG/U1ko3d4LVk992YXYnwloLlMIcHUDPbCZGEo8cwr8Ru7FFMmB6+R2i1UX1bOkMUkXMFN+NiRMkQsQaP8uVy7h+jVDGwtBB6LDUuEYkQnyvgQwDPByEbhC060gVMlc7T2RINNOmqC2iWTal+nWqzWkQgijyUUjqrYV4Mau4KynkzVfuKhJ423XlTth6mkJqCCeoUnd3KfUVguSBvh11UG5DSUnr2jx+qYEGeMrhtg+choan2njKwaGJJMIQZky+7fqpO8NfqOBMLJF9dN8uhy5IHxnE6s3j7EAILc99wOihz3Do0Z+jtjJBpXiNVn0BpSJ0wyaV7cUwkiTTXWupmlg8Mn5/OttPItXBviOfi4VvAU03CQPnIwkghdBJprvQdAvPqSBWg+b4TAqSmR66+o9TXroSu99FPmHQJpnqwmndX8m8ZiaI/DaB0yDdNUIi34fXWEHei7PeKuoNxXsf+Og6ZDIfs7J7TZDszaAZGlYuQeXS5vsiKDcJVhrYg1tFroUQWH15NMtYW4ibHWnMrsy2iVOlFO2bi3vWuPCWagTV1rb3oTB0Evs2C1cLy8Dq3/6eVUrhl+qbhWDvAVrCInd6f5wQuAuClQaLv/fGnltWA+kRsPN1taP5pBBrYscfN0QNh+pb18icGNmxWgwhSB3oI3Wwn9alHfRcBGROjGJsS/Cvw1uq0jg/tek5sytDcriTqO0j3YCV164iDA3ph6hAsvTVDxG6hgol0g2wxodJnT6Kf2ue7OeeJaqtk4dmXyfVP/tu/MDQSRzeT+LRo3jXbhGWa/EY2ZHH6O5AOi7B/BJaKok50IsKQoK5RZQfz7PVyi2SqS6azXlkFCL3QDRHLY/m+WnaNxapvHqZnh97nNyT47smB9ZOoWVQeP4I1Teu4M3effHzmR+y6eraOk7dmoj4x/+wwZn3g/ty+W00FNeuShavJ3nz2x7JQotGU7JXnj2UPqZuExJXy0kVYQobQayFFmyoenxoEFA4NUL38+OkRjpZfuUKzuL2CcFcdgihGWhCR9ctosjHdSskEh2rjz2kkjjOCp5XQ9NMCvkxNE0njHyUknHsoFtUKjfumsi8jdr5OXpeOMTYr34C6UdY+SRmZ4qFr5wnam8lkfeCgQGd8fGP59hyrwjKDbSkidWbJ2q6mF05nGtzoED5AUZXFr3SIDHaQ3R7ASW3rsKkH6K8AHugEyKJ2dexu1vmHtFYbLF4tsTxnxqn/9FuNEOQLNirJMse3r/Q4ua3Zjjyo2N0HsgTeiHp3hR+O37/4vkSU9+b59R/cZTmUpsokBgJnWtfnWT2nbu3vCUKNp/4tdPxHNoKSHUmaC61KN+srm3jVDxWblQ58XOHGDzdS32+ybWvTuJUPIqXy4y/NMIzf/1R3KqLYetEbrTnQt2V61Xm3l3i9K8cZez5QQCEITZXTG2DyAtxKy5CgJVLoKRCtw3aSy2EAL/pE7YD/Pr9tawOj+qMjN49QX8v8GorZPYfI3foJLUrHyJ9D1BE7r3FLZmM4MmnTVKpzYHYu+/4HBg3GBtbv7cTCcHzn7L4ypfdHZOVDwO5ZB/pRDdL1ctbunT2iqBRQQhBs10n8l0SndtoTG6AL10KZi++dGiEJWxrZ0fWqF6nfeEiKgxpvv8BKorwp6ZRgFq1YWu+8w4IDeX7BPMLcfyliMkfIai+/C2QEhWGIAQqCGifPU/y6BGCpWW0ZBI9myHya9Tm27GJyA5IZnVGj6e5/FYdz9l+O8MQ9I5GKKVoNOZpt+P1TibTTxDsTcvqYzXKC03fTMJISe3ah6QGx+h97vOsWAlaszeQwe4TW9wKdX/BgPLDmBRi9wJQYejxZLAL9NWET+l6jdL1zdoIlclmXA6n4MKfTm567eKXNgezW/etYfXl9lQhdHvRk3ryBLLloIL1iUVLb862R9Lf8nck/bU6BV0zkSoijFyC6PYFplAa2EPDhJrEVJLG9Qvo3d3YnT3IqWuYlk1iYBS/XERPpDBzHQTtOn61tOFzVo832rsIW9hw7p7VEAKxnfC0AEOzMbWd2xggPte5Jw7cNbsWtTyaF2fi6weoq5Vtt6uoVQLxAWPVoNKkdXWOzCMju7Yumt1Z0ocG4raxbc5VvTLJ9XN/TL77AF29x+jqO87sxHcpLZyPCS2hUVq8QGnx/KagNLwtsCw0nGaRqevfJNww6EgZ4bl7a0u4FyRSHXT0HaVZnUMIHcNIUOg5RLtZJFQuppXCtNLouoVuWNjJDhrVabId++6bEApaVZIdA1jpDqLAJ905ROQ7+PdCCAnYv0+np9Pg6GETy4JCXuOf/PpHR3L39Wr84s+l+No3XK7fvHtAKTSxFixp1tax5Xab1XaEEIDVm0MzdeTqZWD1FTByqW2JwajhxiTJHiNBFYQ4t4qkDw9ufVET2IOdm5zG9JS9YzuXiiTeQnVrBckeoadtMsdH7kp4KimpvHaZ1tUH05nZC4Qmdq+U/AFChZLmhWncuXJcMbbNeRNCYHZnyZ4ao31tftvKMWEZ5J4e3/W8K6Wov3dzs1uYiFsINdOg+u7NOGi7w11OOpsfBzNL1ItVrNF+nLPXaL2z3sqWfurEWp+nEAKRiDV9VBhBFKFlUqSefgxZb6J35tESNtboELLtoBVy6IUszgdxi0o2N0Qq3Yvn1hCmhqhrew6QpePH9YWFwQABAABJREFUrXFTRTpePE7fzz2L1Zff9fwIIUiOdJM9uQ9vbvf7z7LgyaesLW0G7bbi937X4eyH904GibU0iUIAGdmJ33SZa86v6jtoCG63sbKqP7he8Xj7safaeHdmlj9qnXUFfrlF/fIixVevU7+8uKMGmdB0gqBFIb+PMPTxvDrZ7BC+31xz4/K9Kr4fj/+a0LGsDEHQxtAtlJK4Xg1L3Nsic+lbl2lNlUgOFtBMneb1JVpTK7Sn71+Y9tRpk0TyL2Z1kJISFUZr4Za/WKF1YYqun3xm9XGV9rV5UJLm+SkKLz1K9tQB9FwKf7m29v7bkMFqZVHLofHBTTo+d5qw0kSYeuzC+YCIfMmH//4Ki+dLJDtsmkWH5mKL7EAaKRWz7y5RmawTbEgYX/yTm/hNf/X7Kq58eYLKZI3cUJb2ikN9tkluMEPkx61Y5373KvMfLJMfjrVKm0ttilfWr4+lCyt49YDA2RozuHWfi1+8QW4ojaZruDWP5ctlWssbYr9Q8t6/vUD/Yz1YaZPWcnutgqd4tcKb/+IsXQcLyECyfLlMsmDh1uJk+I2Xp0Gwtjj2mwEf/NZlVlYJJxlKzvz2ZRbPlUgUbGqzTfxWgJ3dfe5zyw5uef0YG1NVoiAiaNxfDLARug6PP25h3MUI6F4RNqqU3vsOmmkRNCogBI2Jy0TOvRFC3d0azzxjbZoXpFScOxtSKqlNhJBhCI4/YjI8rDM19dENqNXWLNXWgznyKRnhVW/H9IqWv3sFTCmYIae6aYRlFJKVYG7njVereQCUH18j8g6GTDp3iOjfUc4k21srn6JGA/fWZFwdVK8TLi9hPh7fC7utZZWCW+db/P4/maFZ3T6Wt5MaP/d3holCl3q9EifKVUStNv0Xz3Ze6Dp9n/gCRvpOR53YcjfZO8zgZ3+eoFEjaFRiUmiHYKb49st4la2VO4adxkhsXiQETo3ojgvJL9ZQkdw5m8lqVnqshztrvIWAZEogJYzsN8nmNa6c93BaCqHF/diuo0gkBYcesfnw7XjfiaRA16HdUug6WAmB21bbBlxGLhWLdO6hAsNfiIM+58MrBPPLmyz0Uo8/ctf3b0QkA2aK7xJG6+crjHymi++S2D+OX10h0d2PmSugJxJYHd24xQWErhO1mrgL09i9Q6gwwK8/hFaiSN59QanUtuKtSimqzhxeuHvbiNmdJXV4d+YZ4uqJ1sUHG+DuBSqUNC/O0vU5Z1drbSEE2cf3U/72hW0ttoXQ8Nwqy7MfUFm+ytiRH6Fn4DFKC7GlbLtZxLTTOK2VDSLR69ed01ii0DVOFPq06gsbP/i+9Vl2g2ll8N0GtVXR6yjyCPzVgVdJ3HYZp7VCszaHppskU13kOsZoVPdoab0NmqUpWuU7+pyje9RiULC0JElaGmfP+9TqkmNHHmLD+TYo5DV+9IeTnD0X7IkQUlLhldsg2LYVKqy18ZfrG9ogNsPuK2wiX+3+AkZue8LVnV0hrO5dGFFFEmdiEXhsy2tCCMx8Cqsnh7eqG2P15LYngonJAHf6/shBAKs3j9l9d+H/YKVJ/b2JTfedZiVQMtwSPGwLTUNo+p5sZoWp7+qo9oOGO1umeX6axFAn7DCvaoZO7vEDrHzjLEFpK1GaGu/f1a0MYqKx/t7NzeS3Am+xhrd4F8HqDVB+gPID/IlZ/OlFZH19nnCv3EJ6qwuwIMSfmMYa7MW7OkFUrWPtHyFxeD/e1ByaZaJ3FrCPjePPxFlEYa0vXkwzTRC0sBP5uCpkVe/rXhA1XVa+fpaw7jD0q5/GvotmnrAN0seHqbx6iai1M6nd16fT1aVtudcXFyNef91jGzfeXWFi0ccoAkFIwDKzODTWSB6BoIdBkmSosUJIQIFuQnzKLGNg0EU/CkWZJdp89K5Od6I1UdqTOHO9PotScs1lK5I+badEFPnouomUcSZ3LVAXEARtpAxoNheRKkLJCFer7jmYh1grq3F5kcblBzRgWYWmweNPmBgfm5XCvaF9bR53uohsx9e58kMq3zmP8eEthBCEtdZaYqD+9lXa1+JFovKCNT1R59r82hi+/O+/S9R0UKGk/tZV2lfnVhePYazX+RDg1X2mvrc5iVCdisfD8kSN8sTmcWzu3c2VPZEvmT9TZP7MejtMdUN3RehFLJ4tsXh2++u4NtOkNrP9vSUDycKHxS3uYXeiveIy8crM1hcUlK5WKF1dj/9rGzZbPL/5mEI34tarmxfufjNg8vUHS7K4FYeHVUBomvD4kw8/ltMTKfREEr9a4navUFC/d2L35GMmA4Ob59x6XXHjRsjMdMgv/GJyUx3GyIjOo4+ZHykh9FAgBKneUZSMCFo1Un37qE9e3HHdYQqbgtGLIUwqwRKm+AGIoilFWCwSFuP7R2gQOiHZ/lQsnL4D11ddDvjuHyzjtnb+TaJIsTTl0qqHGEaCXHaIWn1mT3bzt/HxGeaFTvbAI9idvTtuopkWRjKz2lO5M8rn34RtCCErXSDTdwA704XXKGEk0tTnr9FcvrVpu7VWpN0IIU2QGOrEyKUIa+sLm/2HTcaPWCzMhmgaHD9l0zdocPYdl45unb5Bg3o1olyM6OqJP7+jS+OZF1JUViLOn3E5/phNrqAzPx1w9YK/5fo2u7LYQ7tXJ0G8iHLny3Fma2Lr4Nx+d3cBz+0QbOn3VPhhi6RpkOwdRhg6up3E6ugl8txYjFFpSN9FBj6R0yLZP4xVKeJX7n9RBrHuxF2z9GzNBkOckUuYOQSC5i52hdmT+3YlXG6jfW3h+2I7uhGty7MEK02M/PZVGLeROtiP1ZfHndp6vgdGnyEMPXyvgWEmsFMdOM14sAoDh+L8h+w78nmG9n+SRnUKTTNJZXopLV7AaZWorNyke/AxRsZfZHn+LDLysZMdBH6T8tLlewpm9wLfa8SuZwMnadUXsBI50rl+3PYotdINotDDtDIUusepV6ZxnSq5jn1Ulq/c9z6VjB5ISPo22q7i0pX4WhQCyuWPlzCw0ASp/iwKMNNbM24qiHDnyig/RGzTrmp2ZtaF13UNe6BjR/Ffb3aFsH4PThlS4UyVkH6Itg3Ro+eS2P2FdUKor7Cjvo90fdyZ+x977MGOXZMFt+EXazgTSwjDxOrqRbptjHSOyG0jAx/NtOL0opSrKqIK6XtoVgLpe1iFTqTv4S7enWg2cqnYmehjCuWHVN+8RuH5oztousVIHRogMdq9lRASguypMYx8atf9NC9OP5ij5B3YKCZ9G/7k7osR5fsEi8s0vvZdVBCgpVPYB/fRfPn1OKu4oaKzUZ+lo+sgppWmWr65p5axbfcZRtTevIaRTzL0X31m12oxsdqep6ftXQmhzq7YFexOVMqSyVv3vvgVCDQ0lpmlmwESpLa8HhIQ4pOlQERIjRUaVBAIOunDxCbAJ0PhB0II7RW39ezCDVnl21pA4TZt7mHoUqnGmoybKsTuNfHwkNHXrzE+bmwRFP+LAuUFRHdU7igvJFiqbt3W3/556a5XkWzUndtp+/+MvwB4iLnK4RGDffsebrsYQKJ3iNTQfkrvvIJ6gHHgxU/ba+LMt7G8FHHtSoBuCGo1SWGDa2Aup/HEUybf+qZHu/3wk7oPC0I3SXT2oydSBK06Kgp2TUJ3m8N40sEWKTShkzd6qYQPhzh/EEipcOv+rtdksxpy8Y3dOy5CX/HaH5eQkUIpi1S6l1SqmzD0WClfIwjuXln2sSGElAxZfvtl9O0ikHuEX90+2G+X5wm9FoXh41RnL5PsGNhWJ8idK99d7HRVMyN5oJfGB5MAWLZgdNxkbjpk6obP/sMWi7Mhga8YHTfp6NK5cdln/JjF0nxIT398lw6NmTiO5NJZj0KHzhOfSBIGimRKMHHVx99Y1agJkvt7sbrvrKTaiqDcXMvCp55+lGCxiPJDwsXd2f37gfQ9wmYdv7pC5DSJPAcQRK366jmOz7NfXaFx89I92yZuB6MjvSm43v7AFGFze2tvN6ihazsHzlrCJHNiBC25O5OspKT2/s21x4m0xpOf72bsZAbD1Ji52uI7v7vIkadz/NCvDOCsKvjf/LDBG19cRjcFz/9sL8OH07QbEe9+tcTE2bvbeEYNl+blWZIHdiZRAYxskuxjY9sSQkIz6O4/hNAMZORTL0+yNLsuElcpXY9FwgdOki08H7eCOdW1hYvv1pm49GV6h07TN3wagUbgtykunH0oIot3wnMqLM+eQWjxfsLQZX7idcIw1mQgDFmefW+tikU3LNrNJcLg3p0jHiaEgHxOkEvroMC0BEcPGfz5N+LjOjhu8Fd+NcPv/1GbT3/K5sRxk0jC//OfN7h0JeAnfyzJs09Z/M//vEFpRaJp8FM/nuSpJyz+yf+rQbkiGejT+Mu/lObRkyblsuTi5WATp20a8NQTFj/14ykGBjSqFcWXv+bw3dddPC+uOmtMVygc7d2xX9adKRG5OwhLWwZmZxZvtoyetLCHOrclKqUf4syU7rllK6w08ZaqJEe2ukkYmQRWf2HtsdVf2HFsCBvumq34/cDszNzVYVJJhV9qENbb6KksZjaPSmeRnhsnNjI5zEIXKgoJ6lWsQhd+uUhqdDyu4lSKsFlH6HubopMHdnZz+7igfW2e9s1F8k+O77iNZurknzpI48zmJI3ZkSZzbHjX7xg5PvX3b21uF/sIoHcXIAjXdIVUJIkarTXXzrBYxp9eIPejn0a22rTPXMQ5f5XsD38K5fs4564QzC5h2VmkiqhWbiGEThi0eZCVigojam9co/DsYbKn9++aJLB682iJ3dssLAv0O0hVpRSep3DvczjV0bFJwqoFsIFFLJNuYJMkQx4fDw0DSYSFhUVijSgK8GlQuWcyyLJizbZkEiwrrsZGxFxs4IPjKpoNhev+4BZAt0mkjwuEgJMnTXp6P2Zad7tA0yGbEaTSAtuOf2dNCKRUhCG4nqLdUrRa21ff/6cMTYtdBVNpQcIWGAarwueKKIyF4dvt+NztpcD1YUKIWN8mlRIkknFrk67Hx6xU3MEbReD7CteJ72Pv/uSA7gm3K+jyuYd/j0Sug1pNHEVyo5nI3seooWGdEyc2xxBSKqamIiYnI/J5jXNnA154cX2NIwQ895xFd7e2Z3HpHwRU6NOYuYYwDCKvHWv37IJQBWhCw9QS5IzubY05HgSplCCTESQSAsPccG2u3juOq2g11abKWsM2aCzF8YrcUSBy77itSxtFPsXiRXTdwjCSf/FaxpCS2pUzD8W5cWeWUBH6LlHokx8+BkpRX9gqpObNVwjrzl1FGs2ODOnjwzQvzKCCuD838BTD+wx8TyEE1CoRarVzPvAVw2MmliXoXK0WGhg28F1Fd6/O2EGTpfmQuemAcili6kbAnde4ljBjTZs9WN47k8trwbE52IvR14XyArxV1xTlBwSzD86QKinxSosEzRrSjfcXVLfX0EFGO792j0gMdd51EaSkxF/ezKwKNBJGBtvI7CocbvUXSB3sv2sVkr9cw7m5fh2Nnchy8PEc3/7dBdxWRCpnEIWKdM6gsuTzpX8RV2v5niTwJc/+ZB/Dh9N8839ZYHA8yUu/3M/KnEutePcAsfH+RGw/v0sGT0tasdvYN89tEZacu/U685NvrD2OB44NrisyolK8RrV0g9s3p0KxboWncFpFpq6/vFb6D+qhVwZtPL64DH/VzjGEwNu8OPCcKgCpTC+aZlAr32LnSfROX58dfX4eCJomePYpm4P7NRoNiWkKOgraGiGUTgmefsKis0Pj0pWAP/2yQ3+fTqUaT8i9PRoHx+Ox4/ZR9vXqHBqPrU5NA/7aX8ny9BMW/+vvt9A1wRc+n6B3tQpRAKdPWfz9v5vne295vPaGx/GjJv/g7+eI/rHile94sY6+FreI7HTNu9OrRM42lRpCE1i9MVGtJUzswe1bV6KWt6uF/U4I6w7ebHlbQkhYRtyyZuioMMLuy+2o++XNrjyQ3oOetO46TykpCSstUHFFhmbZ+OViPN4IgYpC/EoJGXhIx0GFAWGrAShUFKGkRDOt1efuAkGsafR9IoSE0MhkB2nU761FNnJ8qq9fIXd6/67zV/bkKEZ+c+WtPdhBcnznsVgphb9Uo/HBrY+kVXUjEkfGiBotonPXAZCNJs3X3llrU1N+QPvtD2OXIgVISVSu4F68Fn+AVGiaTkfnQdKZPqQMiSIPTRhMT7266vR4fwjKTZoXZ2NtuV1MJzTb2NZsYSOiaHsjMtOMF4v32jIWQ5ChQIs6EQE6BgKBRQIPBx8XiaRJlTYNCnSTp4sqJWqsoK0SSs5OtfV3oH9A49FHTU6cNDl6zGB4RKe7SyOV0hBaTGxVK5LZ2YirV0POnQ344P2AhYXogQmDXE7wqRdsuro3X+vtluLPv+I+cPa9v1/jUy/YJO8Qi52f+/+z999xlmV3eS/8XTueHCrH7uqcJ/ZEzYxmRqMMSiALkzPGwMXG4fpe39fGOby2wTbXNmDAYARCYAFCeUYzmpxT51DVVV05nZx2XvePfSqcrtzdM5Le+z6fjzRdJ+6z99orPOv5PY/Pt56yd7xoVxRoa1Po6VXo7VXp71d5+FGTbLb1+IWAW27V+dEf31yttx7m53yeeHznx3Yt1qjmdThyVOfOkzq33Kqzd69Gd7dCPC5QNYHrSMoVyeyMz8iIx5lTLq+/7jJ82dtWOxYiXPgfO956T42Nerz0orNmnr4R7r3P4MABrSVWHsLz8uwzDrXa9trEseMat96mt/jWjF/1ee7ZnZ9b04TDR3RuvVXn2HGNvfs0enpUkimBoQs8PyRL5+d9Rkd9zp91efttj9On3HdcQWKasG+/xolbdA4e1Ng9pDIwoJJKKURjAsMIk6ishqTekCwuBExP+UxN+Vy54jMy7DE66lEs3JzjVNXQk6e3V6W3T6GvX+VDH44QT7Teg7omuPse47qGoqtjHs896+DbdSJdA3S9px23lF/eYK2MnNlQ9HAtTt6l092jtoybrgtvvO7iulAsBrz5hsN73mOgrmpLQ3s0Dh3RbjohZBjhPTC0Z+fUQ70u+fpXLSqV1amQHoFr4zsNjGQbTnnjteWiO0GPuQ9DiRKTKabt4XVfd+dJnaPH9OWloe9LXnrBYWRk7bkQIhxjTp40uONOnUOHNfr6w/ZpmgLPCwnouXmfqQmfS5d8Ll10OXfOY3LCJ90fI5Y1iWZNCuM3pnhVNcHtj2YpzPpMXzJR1QiGESce78bz6i1plRvhO4cQAkKr/3f4G3wP366jmXHKM5fXLQXx6xaN0TkiGyxoliBUhfTdB8h/8wzObBHPg9Ov23T3a9RrAXPTwbIhYxCEE6m2TpV6NcDzJI9/sYbVCMgvhi77rivJL/q8/rxFMq1Qr62dkUSHuogf3rxkLvydAfXhWfxK2Aiss8PETh5HpNVlk7ygWrsphBCBj7347krvhKYQO9i3rvntakgvwLlG1isJsP0ahhbF30iKKQTR3Z2hge4miz8pJdWzE3jFlQmq74Wh4YEPhTmHubGV7VShCJSljtcCM6qy99Ykbz2ZZ+JCjfy0zeF70vTtj1Fa2NrzwhpfxJ4pbOqtIZpJaWZ/G/XL114nuS0T0y0JHrl+TPrKQTT/73pGyNDdGiFUFEUjkR2gXp7FtWtAGM0JAin98N/N1+rRNIWFy8s7r0JRw0FVhiU6kXg7mh6lVgz9HhTVIJndRb2y6rOVUNETniMR/o3ccQlZEEhefs3m6Wd8LCucWOwaaO1+VRWGR1z+y29WcHa42Nq1S+Pk7Qaf/0KdP/qTcCFdqQb83V8OCZpoTPDRD0VZyPn85ZfrVCqSsase95w0eP+jUZ57wca2wbdcCufmNozAdPNV3EIVc5UaZxmKwOgMv0+NmRjda18jpcSvNq7Lw8erWliTOWQg15SDCSEwejMoUYPA8dAy66ebQUiUr+crtl2IJXnBZpAs97O+1aB2dRh/E3LHLYWlbl65uOPjMXuyRPd1L8ckbw8CTY8ihELgu/i+vXx/KYqGJMD3nDD6WlERhGUtUko0Ldq858L4WAjVDYqigVAIfAdVNVFUffmzwxdJqucmscYXie7ZWNWodyRJHBuk+MLF8Eg1ldjBPrT0JuphGX62PVvcwTnYGOahIRL337puiqXe30X5Gy+2PngtcyJlayScpKXNBdJjfvZtOrtP0GjkcKwy7Z2Hbwodbc8UwtLKzVJIhUBsMXZWyhLXaT0aIQSJpKC7W2Vycmd9oETSoEaOGVzCFfQMYy2vmaXV622O1lL3ebYmIRUlnKR/5KMRHvtAhAP7VbJta72QQBCLhSTI3n0aD73XpFQKGBn2ePwbNl/+ksX0lH/daTvtHQo/+zfi3HJr63WYmQk9mG50MT20R+Pv/P0E3d2t1/GZp22ef97B8zb/fNOEAwc1DhwMSYA9e0ISJZtVyLYppNNi3VIxRRG892GT9z68cw+OV19xePpbN0YIue7KLrumwYEDGj/wgzHe86DBrl1qS4z2EqJRQSoNAwMqJ+8y+PgnJOPjPk8/ZfP5P6kzemXr63zyLoNf+buJ5U0ZgBeetzl3zmNxYevxRFXhJ386xvseM1Gu6avHRj1Ghgtcvry9xvbxT0T58Z+MtfzWP/gfdV56cfvnNhoVnLhF5/s+HeXkXToD/Sq6IdbZIxUkk9Dbp3LLrfDR74kwNxcSCX/2+Qavv+Zum8jaLuLx8Ni+/69FueUWnYFBlUiEDTcEUs2CiaEh4K5wnmFZMDfnMz3l8/rrLk990+bSRW9HxxqPCw4e1Ni3X2PfAZU9ezQ6O1fukWRy/XvEMAUf+WiEj3x052XcX/5Sg5dedPA9j+r4peaccwXb3WyNxQR33WWQTLYeX70ueeXlsP/1PHj7LY98PqCza+V7NC0sNXviG/ZN3V+JRgWf/kyU7/nenVcCzc36vPKyQ6XSDHTQdOL9exFCxa2ViGS7yJ17acM1RkDArD2CROJJdzmo4Fp88EMRfvKnY8vX1XEk//KfVxgZWdmgEgIyGcGHPxLhY5+IcvSoRiK53kaqIJWCnl6VW2+FDwWSclly+ZLHf/qPVV54sRraz6RN5A0qhFRdsPeWBKPUmboIuh7Fdeu4TnU5AXorfIcRQq0QqorZ3otbLuwoak+NxlGNCL5jNx3ZV060ZsYw4hlk4KFHEmhmFKdWbHl/0HCpX5gmc9+hDX0olhAd6iJ15z4WvxyW2ZSLAeXixtsF+cWVDn9+ZuXfl8+tvGdm0mNmnXmPMDSy7z26LfNQr9Kgfnkl1tkevhq6pavqCgn0Du+kvpOI7Ookurd7U4UPgLtYxrnGj0IgiOlZhFBx/PUXaUpEJ3nLbpQtktwCy6V6drLFi+HquSo9eyI88kM9FGZtTj9dZOxMNUyaOpHgE//bLgDeejLP6KkqkYRGedEFGZJJdiMgmtzebr9brFE9O7Fhec4SwvLGbuoj66eNvdNQ00nQNfyFnft7KIpGvL0fRdFoVBeJJXvQjXhoIF2ZJ55pPleZJ5rqxvdsGpUFzGgaL9GJ71n4vkM81Uvgu1SLkyQyA0STnfiuTa0Uxs4qiko02YVmxrCqOeqVORLZQTQjSnlxFDOaJhJvRwYexYWRHe3kSwnFklxOwvF9GBtvfX+jITl9zt0xGQTQ060SjQouXHKXb+vhEY9qNbz/oxHB4YMa+/fp/Jt/lglta0RYRuG6YeKPUASRzgROycIurL+bIF0f6+oiiSMDa54TioLRGUa9622JDT1tnMUKzsJ1pKv5AfZEjqDhoMbXLkbMngxqVEeNGagxY937QQaSxtjCtgfI9RB4W6dYCsHyglx6Lv42jKGvC4ogdXLftkMGlqDpUTq7TmCYCTy3zuz0G0SiWTo6jxIELo5To1wap7vnNnzfDuvQF87jBw7Z9gOkM0OUS+MkUwPE4h3MTr9OW8ehMPK0NEFn9wlU1SAIQuJjKU3JmS9RfuMKkcH2DRVNajxC4tgApVeHka6PYmokb9296e8LLJfSS5du2pimtWfwyzXs4bVm9DLYRpjBNiClj9UokEz2I5N9+J5zU5SVgeNt6/g2Sshawty8T7Uq15jId3WpHL9F2xEhJBSIJj3mS5ME72AcmGHAAw+a/NTPxLjtNp1obGO143pIpxVuvyNUEz38iMnv/HaNZ56235Xyk3cbx0/o/Mt/naavX0HXBbrOGqLiOxGWJfE8iWHAo+8z+YVfSnDokIamb0wYXItIRHDgQOj9cuedOv/x16u88LyzIZkiJYyOelQrAW3tK/3W7iFtTZz3Ruhpqq7WO8S+fpWubnVbhFAsJhgYVNcYfV+44G5btdfVrfADPxDlMz8Yo6tLQVW3d+6ECDe2BwZUensj3HOvwZ//L4s//J91Jiduzn3d06vwYz8e45OfitLesf1jaz1OQTQKQ0PNa3zS4Pu/P8qv/1qVP/t8Y9vqvwceNPg//68kbe0KhhEqI9+te8SrlSmefW3tE9scI3p6FO44qa853ksXXSZWXaszZ1ympnw6OldIcyHCdMGODoWFbZCd3w7IIMC3LbRI6KFanb6y6biX1XpIaFnqfoWaX6Tul7Y1FgkBXdeUze7Zq/KzfyPOhz8SIbkuEbQ+FEWQyQh2D6mUSwHSD4ikDRRNbMo1RBMqx+5PbboPaZgK/QeiXHm7Sr2+SKOxCDL0gl3r/bs+vqMJITUSp/+xT7Pw2lOUL78NIowklXL9CZnQdFL7T5A+eBtaNIFv16mOX6Z47rVlQknKAKFqmIk2FFWjMndlzedIz6d2eRq3UMVo3zxNRmgK7e+/hcobV7Bnbp6Z5dovgsSxQTL3HNiSpJBS4swWqZ2fXP0gzkQzBerbQAjcTCimRub+Q5i9mS0jiGsXp9cxzhS4foNAehuyxFo6RuL4rk0JJykl7mKZ+oVWk1GnEfDc/5rn/EslDt+b4bEf6+Xz/2YMJFx+vcwXfu0qAJ4ricRUfDdAN5tJK0oo/fOc7V2joOFQOzdJ9sEjm5YAKJpK8tYhis9d2NRItOU9yTiRI3txJmaRrocx0I07l0PoGmo6iTs+g/R9zAO78UsVlkwZpOeDqqBlkjiTc2gdGbTuDryF/HURQmY0QzTRSXH+MkHggQg7uXi6D02Pkuk+hCJUKmYCKQPq5TmkDDCiaTQjxuLkW6Q79hLPDKA0Y3wj8XY8p7Fm90UIge9aJLKDOHYFM5Ii030Iu5YnkQlJEEXVkcGlHf+Oa3FtF+YH0Nhg11jKa5qioGWnUohQILJ6TLl23aoqgie/ZfHZz9dwVrWvSlliO01/kFyNWF86TLSoOWv6ChkENK7Oh3zItbeGItDbkyAgMti+4b1TH5m97gW1NbGIX7M2JISUqIESMVA38P3yynXchfINyTCC+trzsgaKQH0XTJ6NrjRtjx6/rsh533dCojQREqxCKCiqzvTky7huDcNMoWkR5mffol5fUXTlFy+QSg8CYFkFsm37iETbiMW7WJg7TSLZS6ZtH5XyFPFED2ZkdJkQko5H6ZVhsg8dRe9Irh9Br4bqTz2bwJkvYXSliQ5t4pMmoXFljsaVteXf1wvn6jT2yATe3DoSdCnxazfHk6xcukqjkUNRdDTNvCm+a1oq2lSxbQzpB+uGLbQem+TqmMex41rLrZzNhjujr7zkkM+vf7yGKThwRA/7GRn2VX27NEYvu1wd8a+z3GxzGAb8wA/G+Bt/M05Pz/oL7+1AiNCr5J57DQZ3qfzub9f4o882aDS+u+dN10LXBemMIJH47vEIgnDjRAj4wIci/O//IEn/wHrqr60hBJim4PY7Df7Rr6b4//zDMi++sPFm7ugVj1JZkm1bGdoyGUFPr8L4NhKZ9u1bP7UPwvvj8GEtVIZs8VEdHQrd3a2fU69Lxka3VjkJES5mf/lvJfjAhyJEItdPbqiqoKtL5Sd+MsbuIZX/8O8qDF/2b4grHxhU+Pv/IMkHPhjBNG8O8SKEwDAkisKOS0FNU5BOK9+2e0SoKtHuAfREGrdWwZqbJHC3nr8LEar/9u1rXeJLKXn5JZdyeeUkLMwHnDntcvzESpqgEILeXpU7Tup8/as3jw2XhHxWEMjmPbSeIm27HxZQnxkNjcOQRNt62exIF9wJ6n6ZlNZBj7EXVajk3Wny7iw+Gw9IigKdnSvX/8ABjb/3DxI88qjZUrK5E4xc9pgY95EBzJ0rEEkZOLWNN5jb+wx++l/upbTo4m+g/BQKpDsMnv1fC2hahHi8h2SyD9+zWcyd39ZxfUcTQkJR0JMZYj27IfAx23sQmo5bzFGbHsUpLrQsLOL9e+l56GMouonfqGFkO4n17UGLxll45ZsEro1n1yiOnyWS6catl2gU159EWuOLNK7Mhwaim7RYIQTRPZ10fepupv/gmeUSrZsNoztD18fvQt+GmTR+QPmtsRYPBuC7nghaQvzoIG2PnUDRN2++ge1SPT3ekhIBYclY3d2cmIgfGUBv20KJJcEaz2FNtpa/mDEF3VQoLbicfbbA0fvSxJLhsfqexK6vdMZWzWd2tMGBkykmL9Vo74sQTaosTGx/wVG7NI2zUCa6q2NTAit+pB+9Pbl9QihqokQjCEWg93Xh5Ur4xQqx2w/jXJ3Gr9WJHDuAkoihtacRkQjS8xCKILAcpOUQu/Mo7swifrFyXZM2aA4iMgj9bQKB59SxG0V0MwFAozxHo7aIomjNMpiQsV9KB9P0KL7vUi9OY9VyeJ6FGW+m9F0zewl36MPys2iiE0UzcRpFZODh+y7ReDuF+Uu847Wt16BalcRjglg0PIeGITiwarCfX/BpWJKDB3RefCVMJtw1oBJv7l5aluTisEt/n8r0tM98c9dnqaR16TQEXoCiK/Q8sIfC+TmqVwutPzWQWOM5pO+vq/BQEyZqzCQysNbnJ/wiaKwpW9w+rKk8XrmB3pla056UmInenkQxNJTYBulmMwW8G+yj3UIVuVVfKkJyTE1F8d8hk2Ohq7Q/dgux/T07fKMgmezHNJMUCiOYkfTyuXSdaki6NuF6DTx/40WS69RwnCrZtv0gA6xGnmisnXp1nvnZt0LS3Gmtja9dmKJ+ZY50x8abLZHdnRhdKZz5EvEjA+sSgEuQvk/p1ZGbaibtTi+gxCKhMbkfhImjzfIx68Lo1td/CwihYEYyqKqOYSSRMiCV3kWjvthy/ncMVSE61Ilibj42uoUqvrW18cnzzzt88EMRVmcvKIrgsfdHePtNl89+to69zlAViwluvSuC50p8X2LVJVJCV6/K/IyPW7q5u87RKHzmr8f4+V+I09W1tl+SUtJowOKiT7USGmNDSIokEoK2doVkUlkzfPb2Kvz8LyQwI4Lf/736TS+NebcghHqN9x94nqRUkhjGxtciEglNUlefl9BYnOsiyELF2Y7f1gLbkpw4ofPTPxtvIYOkDM1bc7mAcinAtsPvMgxBPCHo6Ag9ha4dN4SAvftUfuGX4oxe8ZidXf98TIwHFPIBQ0MruyGqKti3T+OVlzZnOIWA/fs1sm0bEwvHjusoKlsTQp0KXdeUCU5N+iwubn1PDe1V+d//jySPPGquKa2TMizFKxQCSsUA2w7biKYJIlFBNivIZJQ1i2DDFLzvMRPDgH/xzypcWcdrBSCdDu+1Uik0pr62HSSSgp/9uQQf/FCkZbNr6dg8L/S8KZdCvyDPC8lmTRMYJiTiCqm0IB4Xa1QxUsKFCx5vvLYzJtpxJaVSsOnSKRoNDcyvvUcaDZb7mZ1g6dyokRhtt96PnsriW3XiZgxv9wFybz6HX9/cb0bX4T0PmGvOY6koOfW2u6bPfv55h09+X7Tl2qbTgrvuNvjWkzdPIek4kpdfclA1QSoliEYFhikwjfA+NYywraVTosXTaD0YqXbMdAeRtnD+oxgmtdnRjV8vIphKDEOJEOBT9haJKEl6zTiT9sYpxIrCcjnd4KDK3/l7CR5+ZC0ZZFmSajW8b4JAoqlh35lICjRtpX1ICS+/vOK/5dS8TckgCPuP4ber/Om/n6BaWP+1ZkzhIz/di6LodHffhqoaoYdq6Squu7250Xc0IbSEzNGTtN36HpQmfSmlpD49ytyzX6I+M9Z8lSB98Fa0WJLc69+iPHIGPd1O58lHyB6/h/LIGRqz4yAldjWHXc2h6hFU3cCz155gr1in8tYoieODW+6+KrpG26MncOZKzP/Fq+v6DtwIlJhJ18fvInnHni1L2CAsIyq9eIMKBlXB6ErhlxvbJhDeDUR3d9L7Qw8se5VsBmt8kdqF6Z0TYYpC6rahLVNYpOdTfntsTSLdwME4932iE9+VaLpg6nKdxSmLwUNrTRh9T/LqVxf58M8M8Om/N4RuKpx/qcTc2PYXN/ZkHmtiMSzD2IR00VIxEscHt+3fIl0PoWsYg70Elo3e04H0PKTrEVQb4PlI20aJtuPN5VDb0qGprxThIkpVcKcXUFMJ0FS8+fy2f1PL76sXMPQk0UQnteIUteI0rl2lVprGboQ+S6pqUK/MEU/1Eom1US1OUpi7gO/ZqKpJtTBBMjuIUDWsUg7dSKDqEez64nKZhu+71MuzqFqEWmkap1FG00yqbp0g8FFVA8euEEt2YVUX8L137764eNmlvU3hBz8T46VXHA4f0rjjNoPpmbDvGrvqcfqcy2e+L0atHuB78JEPRonHwwlovSH5q680+Ff/JMMv/lySp5+zMA3Bgf06Tz5tceac2zSVFrgVm+mnhlH00IzwWtWCm6/i5qoY3emWx4UQqBEDLRXDHFzf0ypo2DcU+e5XLeyZQuiZcw2EEJh9WaQXbNhn29MFvMqNqTuc2eJyKe5GECL0U4oMdlA7O7Hpa68LiiB99wE6Pnz7tgIGWiBDzx8zkiaT2bOsmms+dc1rWx/RjQQdnUeJxbvp7DpOIT9Cvb5I/+C9TI2/ECr0qvOkM0N0dB7FcSrkc5daEpSk61N89nyYNraBGb6WiBDd00Xt0gzxQ32b+uHY8yWqp8dv7rgrJfH7b6Px9kW8xQKJ+2+j9tIppOMinZsTsaMIlXiiB4GC5zVCD6YbhNmbJb5FGhuAPZUnaGy9OHr5RYfxCX/NTnMsJvj5X4yjKPD5zzcol1rbiW1LXnm2gaqFSkWrIUkmlTAFyLq5ZJCqwmMfiPALvxSno2Pt767XJS+96PDUkzbnzrrMTPtUKmEaSzwm6O5ROHhQ5/73GDz6mEk6vUIaCCFo7xD8/C/EWVwM+Pzn3tkEu3cKRjQNQuA0SsulzqNXfP7tv64QjwnSqXChX64ELUlrj33A5GMfj7TMK6SEbz1l86Uv7rwfzeeDG1aHpVIKP/NzcXbtXjHLdV3Jq684PPlNmzOnXSYnwmscBKEPTHe3wuEjOh/8kMkDD61dKAshuONOg49/Msrv/HZt3dIxy5KMjvrcdvuK4ayqhqbHWyEWExw4qC1/71K3unq6dvCQRiQi1vh2XYuuLqVFsQBw9apHIb/5fdXWpvCLv5RYlwzyPMnpUy7ffCI8f+NXfcrlcHEbiQgyWcGevRp33qnzgQ9F2HONKbCuhwbqP/fzkn/+T8tUytd6j0E6o3DLrTp9/SpvvuHw6sutDeG++ww+8j1ryaAgkJw75/HE4xanT4VmvPl8gG1JAhmWwycSgq4ehYEBlb17QxPqY8d12tpCktfz4PFvWDsmdE+95fIv/lllXV+qJXzfp6M8/IjBasm0Y8OXv2Tx9FM7nyPOzPh4HkR6u1HNKLPP/FWYTmqYdJx8hGhnH9Wrm6/vMlmFu+5eO2aOjnkMX17buM+e9pidCdi3f6Vdqarg5EmDrm6ViZtkLm014LN/2OCzfxj2o5EIJJIKiYRo/k9hz56QnO0f2Py+ckqLBI5Nfe4qvmsTyW6+MZbU2oipKXLuJDW/hESiCp1Ofdem7xNCkEqHasqf+KkYj33AXPYXCgLJ2JjPKy85XDjvMT0d3jee11SXZRT6+1QOHlK59XaDPXtUbEvy9lvujki2RtXn3AslZsesFkHBahgRhdKiRxC4zM+dIpHsIxZrJ5nsx7KK312x85tBNaPYuVlqk1cIXBuzo4dY3x7aTz6M/cSf4TdCfxajrRuvXqF06S0acxMwexVFVel9+JPEB/fjV8ro0dTyAjCS7MBtVKjMjaz7vcUXLtL2yPFt7cCqUYOuT92DUBUWv/bWWnXOdULvTNH9qXtof/8t25r4Sz+g8OwFrIkbS/JSDI3Oj9xB/HA/pVeHqbw5ijNfDnfXvw1KI2FoJI4O0PcjDxE72Lel2sS3XEovXcaevY4Spb5sGOW+BfnmVxrUzqz1mJi6XOfJP5xB0xVcJ6Aw6+A5krMvFBl+a613ysxIgy/8h6sk23RcOyA3bbMTz2LpB1TeGiN9136EuXEbCb04hsg9fmpL/wiAoNag/uZ5pGWHqUfRCEHDwipVCZq9mTMygTefRzourL6NpEToOkHDQkRNhKIQ1K9vMi0Dn9LCSiKAY4WpcZ4T3mPF+ZXB0a6vXO96uVWJkp85t/zvcm6dUtHAo5xr3WHIz4bvUTQT37NQVB3PbdzYLv46aFihyXN1gwnL+Ysu/+Y/lPnoh6Ic3K9zedjjv/33KrfeouN54DjwG/+two/9UJzv/0SM+YWAv/xyWOZQbe44vf6mw//xj4t86mMxfurHEriuZGomVBYtTVB9y6M2WVr+93rwqw2s6fwaQghC763Irg707PrqusbVxRsmZOrDs2Tec2hdNVxkoAOvVEMYa4c26fnY03mCxo0Rec58Ca9Q2zKF0mhPkr5nP43h2RtKNbsWQldJ3bWf/p94BC2z86QfkJTLkzhONSx/Clxct45AYNtl/KYiyHWqzEy92jKR8D2LYn6Ecmkc37PxfYdy8Sq2VcS2igBYVpGp8RfQ9ChB4OJ7a5Uo1XOTNK4uENu7lthbQuxgH+ZbVzEH2jZMjJNBQP3yLPWbWC62BL2/E/vSWGhAf2wf9dfOhv3cBkjffQA1YVI7P4WTq2xKHEkZUK8vYNslgsBDyoBKeYpgh2b1q6EmInR84NbNy+sIz1nt0sy2yt6mpnz+9HMNfvlvJ9akWbW3K/zy305w190Gf/iHdU695VIuh31Joy4ZvvDuxKgfPqLx839zLRkUBJKREZ///ps1vvlNm3wuWKNKqFUl8/MBp095fOPrFl/+K4O/+YtxbrlNb1kEJhIKP/tzcUaGPd543b1hlcu7DSkD4ul+NM2kVgpL3HO5gGeftvnw+2JEUKlVJK+97HJ1YqXd9g8ofOzjkWs+Cy5f8vjyV13i+w6D7+NWShgdXQSNOkLVUKNR3FIRa2qc2J4DIMDN5zB7B4jss3HzC0QGhnALORTTRDEiuPkFrOmtyfN0RiGdCfuDIJBMTfr83u/W+dpXLeZmgzUlQdWqZG4u4NQpj6e/ZfPJ74vyUz8TW1O+FYkIPvRhk69+2dowXen8OZePfyKyrKzVVNi7V0NR2LQUKZ0WHD6yMiZZluT1Vx3uf8BYVrO0tSvsGVI5dWrjfkPXQ9+i1aRJEEiujvkUixsfgGnCX/uBKB/68FoyaGbG57P/s84X/8JaJiNWo1qVLC7C8GWfZ75l86W/svjJn47z4Q9HiERXPkvTwvN36u0If/LHjZbPUZTQJ2loj8r4VX+NCXc0Ch/8cIRMpvXYbFvyV1+0+M3/UuXq1fVLTWvN4xsb83kFF02HbCYkzW6/0+DR9xnE4wrPP7vzmPHp6YDp6c3nC3ee1JEPGy3TEc+XnD3j8uUv3chcRyxbnAhFRajatj3mltLFVsPzJBfOeUxNrW3bhULAyy857N3XWh58+HBYdjY5cWOlgBvBssCyAhZXhc7OTKv8yI/F2Do6CXynAUJBM+N4jc1VUwV3lrw7HSoll94vXRacq1t+Tyqp8OM/EeNjzXvf98MSzT/9fINvPmEzPe1T34RsXFKhHj2qsf+Ati4ptxnysw5Pfm4eu7Hx9XedgGe/sIBTF5iRDEHgUavNYxgJtgxBaeK7ghCyFqeZ+vrnsHIzIEFoGt3v+QipfSeItHdTmwwbgqqb+FaDwG3e+EFAY34Kt1ok0tFH0JlDj6bw7HCCa8Sz+O7GN6y7WCH/1BkiQ50o24j01dIxej7zHsz+dhb+6jXqw9fvlYGqENvXTfen7yNz38FmctLmF1VKiT2Vp/DUmTVlUtd1CMko8aMDxI8M4H/qHmoXpqmcukr98gyNsYV3rDyuBQKMnixt7z1Cx4duX7dUZD1YVxfIP3Xmusir2L7ubZm0Vs9P4eTWdkJWzWd6eO25qZd96uX1JxrFeYfi/PVfs+qZCbxKA2OLZJnI7k4iuzpojGy9gJKOi58rLv/tNxfSq8+odD38fGmDTwjPgbRvvC1+uxF4Nrnp0/AOxdJfuuzxS3+nsOGk0rbhz7/Y4C++1ECIsFuREj77JysT0YlJn3/xb8soSvhcEMCXv7ZioOi68NIrDq+85rTIV3fqr+xXLezpAty2Z804o0R0Yof6NjR1bozN37D/Sn1kNryv1+EIokOdWBPr95V+w8GazN/w5fPrNrWL06FP0iYQmkrbe49ReXMsjEO/CVCiBm2PHKfnr9237b5wPcjAo1FvVWpJIFhFeEgZLHv/LCEIPBqN1s0GKf1rPkviOJU1710NN1eh9NIlors7N9zoiA51EtnVjtGV3nA+EzRcyq9cvmmqnRtBbH833Z95D/ZUjtJrV6g2x8rNNof8VeV4m52vraDGI3R+z510fPj2LT0GvWKd2rnJbW0KOA78+Rca3H6nzvsea5XJLyWOvf+DJnffa/DUkzZf+4rFyy87lIrvDmMSjwt+9Mdi7D+w1ivjyojPP/lH5W35sgBUKpInn7QZn/D41X+a4t77jJYEoT17VX7qZ+JcHStvqzznOwlCUVD1yBrPPE0NyxkujrjMz/sUCtsnJPVMO9L3qY9eInHwWEj+7N6HYkaoXjpLbM8BvGrYpuujl4nt3o9QVdRIBJlIElgN7Llp4nsPYU2PEx0Y2hYhtBrT0wH/+l9W+drXrG1tos3NBfz336oRiQr+xs/HMVdVogoRlm3tP6AyscEC+Px5r3W8FKG/SEeHwvz8xm0i26a0tNF6XfLEEzZHj+u0tYVtLB4XHDqib0oIRSKC/ftb/bEaDcnIiLdputjRYzo/9CNRotHWjrSQD/gP/67KX3yhsa10MtuGM6c9/sk/LqMq8LFPrKRFCQHJpOCHfyTG8885jI2uXJAggMWFgGpFsm+fxtSUz+iVled7elX279fWlHqNDHv851+v7ij+3HNhYSFgYSHg/HmPP/t8nXRaId9UUGUzCp/6nhjK1ks6nnzGYmT02zO22IV5kvIwXfd/EL9eQ43GCewG1uLMpu/TdbjvPnNNulitJnn55fWN02s1yauvhmVjq9uIYQoeeNDg+efsd8T37UYRyXajxZIY6Q5AkjvzwiYpY+u3IZ+tr+/uIZWf/RsJolEAwcsv2fyHf1flzTfcbc2fq1VJteozftVH+YaL3OG8LfDBWid1fDVkALOjFoqik82mSaX6qddzRCNZqtVZXHfrWPvvCkKoNjmCU1pcvtDSc6mMnidz5E7U6DU70TJoKXEI7AZeo4YWS1CavkTgucuSWc2MrxkgWz7KDyi+eInUXftI3jK0ZbmWEAIR0Wl75BixAz2UXr5M8fmL2LPF0FNliwmY0FSUqI7ZkyX74GHS9x3C7MlsuDt6LYKGw+I33qYxOr+t128HQggQYblR+u79JO/Yg5ev4syXqF+Zo35phsaVedxSDWl7BI53Y9J9QWhaHDUwutOk79pP6q59RHd3bh6juwQp8SoW8198FWehvOOvV6IGiWODKFuUCQaeT/X0OH7921lOt0JOuIUqtQtTGA9sXEonhMDsThM/0Evjyvx3dcrctw/v3DnbamBZMuRreUyu/Xv14me9z7yBgK3w/bYXKm1cD+UaJY4aM0ndvgc1vlY9E7ge1vjiDatlnPkSbrGOsY4HTWRXB0pk/X7Cr1nYUzemnISQWKqcukr2wcNb9kl6R5LeH3oQv27TGJ7dstRsIwhDIzLYQedHbifznsOoych1k0HXQsMAJN46xoo6Bj4+AT4KKirqcmT4jUC6PuU3Rml79DhG9/rhAFo6TuLoIHp6YxWUPVug+k6U5DWR/t73EjRs9L5Osj/80WUfocoTL+OMXzMxFwKhCqJDXUR2ddD+6HGsqTz1S9NU3hqjcXWBoO7g225LBP11QwiUqEF0TyedH7mT9N37NvTOWoIMAmqXZ6idn9r218zPB/zGf6qSTiucvEtf450gRJic8vFPRHjgQYOLFzy++YTNM0/bzM8F6/qF3AwIAXfcqfPQw2tVD/l8wH/9L1Vefml7ZNBqDF/2+Y+/VqW3L83evSv9m6IIHnqvwb33G3zlS9YN96PvJqQfJiOKa8oSHVcyv+izZ5dGV4dCtR5Qrm7vhPm1CtH+QWK79uLXa0QH9yB9H79aIXBsAsfBr1dR+gaJ7tqHb9XRMlm8UgG/Xg/bRBAQ2Fb4endn/UqjIfn9363xzSe2RwYtwfPgz/+swXvfa3Lb7a39t64LbrnV4Jmn1184z0z75HMBPb3humGpnKR/QN2UEDpwQFsu3waYn/O5eCEsf2pr+grFYoKDhzZXG5mmYO815ZvVimRkeONFrabB93862jRaX7lPGg3JZ/+wzle+ZG07qn4JpaLkv/92jRO36OxZdY8IIdh/QOO9D5uMjbYS4Y2GZHEx4OpVn5FrFBKplEK2ba3B8OlTLgsL17+eCH2laLk2ibjgA49FMeIRAttGUyT79mrYNszMemi6oK9HZWEx4I23v42bmVLSmJ1AjcVRdBNrYYr6zDhebfONg/4BleMntDX9dD4X8Obr68+9pISLFzwmxj0OHlq5J4SAu+81SKUUcrnWRqnrYOgC15WomiDwJZmMSrkckE4LSmW5PF1WmlZ8hh7eY7ktyhu3Cxn4RLsGqc+MokauRy29PSylMAaB5M03HP7Nv6py+tQ1StGlndql/yoKQlWRXjP1U1XDyolEksSxY1TfeIPAssKTI0Q4cRcifE8QhJ2A2rRtuOYGNaMKsbTW4k20hNKiS7E4iq5F8LwGrhdByu3dQ9/RhJCUksD3kL63xsdC+h5CKMuEjlDU8KQKWnYTZeCHr1U1As8JpXdNh0Q9Gi4o3MbGxIEzV2Thi68TGezYMnFsCUJViOzqwOzL0vboCeqXpqldmsaezONVGgSWG5ImUoKmokZ01GSUSH8bsUN9xA/1oaVjoSppm5N+GUjKb46Sf+rMdS86tgNFUzG60uidKWKH+5GPeQSWiz1bxJrIYU/lcOZKeJUGfs3CbzgEtoe0XaQfxuwt3TRCVRCGhmJoqDETNRFBb0sQ2dVB/GAf0T1dqIkIQle3vfgJHI/c429TfmX4utRBWjpG4sSuLb/PXSiHSoVtnmtFqCiKDhK8wEJVTAQCL7BQhIqqmATSRUoZykSFIJABuhohCDx86aIqOqpi4PoWqqKTMDtouCVst4Jfd6ieHidz78FN/SOEoRE/Nkjh2fPvjDeUaBKbhobQNYSuhl40uoZiNP+rh21oOwSf3pYgdccefMsNvYtcH+l6SNcncMJ/B56PbD7+Lns9f2dBCBQzQmBbLUyRnmnDty2Cxs0pY4XQg8Sv22sIIWFoYYntOuS5X25gT90EhU4t9CFajxDS0jG0ZHTN47JJFNszxRv7coBAUjs/SWNsgdjB3s1DBxDED/Wx+5c/wvxfvEr5jSu4ueq2yVg1bhIZ6iR1x16yDxzB6MmsqwAJXB93oYzWFkfdwvtsNQwi9DFEhSJ55ltSF1U0+tlLmTx55kmQpoMexrmEt41dta1QH56lfnm2qQBajxCKknnw8IYKIikl5ddGcIs3r12vRuWbr6Cm4yCh9vLplmvmFTbfbBCKgt6WQMvGiR/up/0Dt+IuVqhdnqExPIs9U8DNV/FKdbyKFfZd24BQFdRkBL09RWSgjeRtQ6Tu2BuGX2yjpNyrNMg/cWrHKr1zZz3+5T8v87d+JcEDD5gY6yQAKYqgszNMUrrzToMf/4kYzz/v8OzTNmfOeExP7SzhZyvEYqGZ7bWRwADPP+vw+NftHS90l3DqlMuffb7B3/qVREt5Tiym8PFPRHj6KZtK5btlsBGouolTLxL4rWO+78PsvE9Hu4Jjyx2Z4AZWg8r504BE+gFCnQp3LKRE+j61S2eQnkf1wmkQAul72POhal4GPmEqqU997HKzjPHcVl+5DCklr73i8JUvW9dleDs76/PUkxa33qat6b8PHtRQVdZtO9VKqMZZIoQgJDMGBlTefGPjjY4Tt+otXdzwsMfUpM/kpM8tt4bzIFWFoSGVdEZQ2CC9L5UKyafVqFTkhkbOAEeOaNx7v8Hq4EEpJcOXPT7/J41lc9ud4vIlj8e/YfOTP622kA+qCu9/v8nn/qi+fG3CkjEFTQ9VRCdu0Xn2GaflPdo6fnKry9lvFqZmfH7u75RI3HWQ2htv8Oi9gscejvDvf6PMYi5sl7edMPjBT8epVL99rK+im0Q6+1AMk8CxkNEE8f491KZG8arrq/KFCMnH9Xyt3n7bXUPqrMZY019o/4FWpVZvr8Jtt+t884nWG+3Qfp3ODpWGJUkkBLWapK9X5e3TDt2dKlMzHrccN8I+X0KpmWwWjQqefGbnJOR6sIrzuGeeJ3AcFMN4xze5c7mA3/yvNc6cXls2rHd0EFgWSjyOXy6jd3aimCbOzAxSSsyBAaTjYE9MhCmgioLQNMzduxG6jj0xgRqLoXd04OZyePk8kb17kUGAPT6OdML7JZJQef8PdXPyg20kshqBFya26RGFwqzDH/2rcS69XiFfuEIy2UexOIZlbVTF0YrvbEIo8HHLRWJ9e9ATaZxSnnCXQyU+eAChacQH91OfHkWLJ1EMM2TgVql+lmsvPZdU7wGimR4CP2yJRixNdX6URnGT1BsJ5deGWfxqFz2fec+Wcuzl7xUiNOTtSGJ0HCJ930Gk6+NXQ5JkiRASqooSNdCSEYSxdnDa3nmS1C9NM/u5F/CKWxtH3QwIIULiQVNRYyZ6W4LE0TCWW3o+fs3Gqzbw605IgNkugReynlLK8P1LhJCpo8ZNtGQUNRXdVnneelhSdM1/4eXrJjtie7sxezKbf4+UWBM5rKvbN8dti+/G1JNUrDlst0p7ci+KUMlVR4mbHehqBF2NUm7M4vg1DDWGH7gkoz2AZK50gc7kfnzpUa5PY2hx2pN7yFevYrsV8APqI3M4uQpm98bHL4QgcWIXWjZxXedITUVJHB1AiRqozYhvJaKjRk2UqI5i6mHK0xIhZKgo+tLfTaKo+fxWpt0A8UN9DP3djxE4HoHrIR0//K/rrRBCy//1CGyXwHIJGk5IRlougeWECo0r8zjzYceYyKi0d+sszrh4rqRnt0G16NOo+SSzGoqARj1ANxRUTbAw5WwY93jDUFQUTQt3BZqT5eWdhaXdAykRmgYyVEgu7TgoqhaSiJ6LGkuQOHiE6uXz+PU6BD5C1VAiUQJv1WR16X1BgPRchKYvk+nSdbc1qFrTefyqFao3VvVZQoh1jYKllLiFGtbU9RmLr0ZQt7GuLpC8bWidxJj1vx9CQ+mgcXN2/OyZAsUXLhLZ1bF56IAIF/HRoS4GfuYx6sOzVM9OUB+ZxZ7M4ZUbSM9f3lhSIjpaJoHZmyE61EV0bxfRPV0YXekNxwYZBFTeHmPxK2/Q+4MPEt3Xva1xREWjnW7iJCmwQJQYadrx8cgzh4dHldJyzX2NMmnaWNpxSZAmSQYHGwHY2ESIYmNhUcdhc9JBOh7FFy6SumPvuiliiq5hbJKq6RVrlN8aWy4XE4Z2Q6Vj2Xv24VUtKmdD9Yw7MYt7g+KjcB6gouhRtGSU6J4u5Ptvwa9ZuLkqXqGGW67jFWt45QZ+1VreMJKBXB4jtZiJmoqityXQs3GMztS2SfUlSM+n+Mx5ym+O7fh3BAGcPuXxq/+owg//qM/3fX+UbDbcnVyT9qcIorHQ62TXbpXv/ViEC+c9Xnje4etfsxi94mHdWNUoEJbqPPSwuabMpF4L+Mu/aFCtXn9/bVvw1JM2H/9khIMHVxbzQsAtt+gcPabz8kvvgHpA3UbM1HVAiJA0u9bPKxIRHDukk8sHdLar7Nmts5Db/rxArlL1yGtkOku72nLV2CODtedMNn+v9Ld/79Zqkm98w2Jm5voW7LYNF857VKtyTWlNX7/abFNr20+tJhke9rj/PeZym0gmBQODKkJZq+CFUKFz/PjKfSolDF/2WFz0uTrmLSd5CSEYHFTp6lIp5Nc/F0N7tDVlX9PT/oYLfVWF+95j0t/fuqkaBGH7vhGzYMuCl150+MSnIi3JfkIIdg1pHDykc/qU23ws9BgqFkLD3WsVfbYt102tO3RYIxYTLUbnW8Ho68MY6McvV7AnJojs34cai9G4PIyXyxE5cgQvHqempimVJbedMDlz3mX4ytI5l7x12uHTn4xxaL/OpU3UV+8k3GqR/OkXMdu6ifUNEevfg1A17GJuQ0IoEgmTwZLJVpI8CCQvPu9seh4bdXjtNZf3PmISj69cn3Ra4d77Db71lN3SNWUyCtGIoKtTwfUkMoB8IST9s1kF0EglFcqVIDRa9iWVqkQoys3jbYIA3wo3hDbyvARQ0NZUnUvkhmVkG+G5Zx2eedped2ND7+zEKxbRu7uxXRejrw88D2d2lujevZi7QqGBVyiEc31A7+khduzYsgpIaBp6VxduPg+qirlrF85sKz+x+0iM29+X4ek/nefwXUnmJ2xGT9e45aEMuimYu2ohhEIi0UM0ksWxy+h6bFsl6VsSQkKICPAMYDZf/2dSyn8shNgDfA5oB14HfkRK6QghTOAPgDuBHPAZKeXYlkeyDgLHpjZ+kfY7H6H3kU9RGTmL71pEu/pJH7wdr14jPrCPaPcgQtHQYkkC18HMdGAvzgISPdWGkcxSvXoR16piT55f9hAyE21rBrH1IL2A3NfewuzOkH3oyI4mYUsQQoQL4bYEO3/35rCuLjDz2WdxxufCdNxvs52C0NRwp34Tqf/NRuB4lF8bYeazz+IWrpMUE5C6c++WCS3S8aien9rRLquuxajZOarWItn4IDGzjSBwiRltGFqcqjVPR3IfhhZDSh9TT6KrEUw9gR94aIqBRKKrEYRQcP0GDadE1VohpayJHNb44qaLRwC9uWttT+68fCYy2MHuX/4oKCIsZVSb/1VEWFK5Da+rnUCoCmoiwnYoQrlkrBNIZCCbssvwv9L2mPnssyx+7S3MqODeD2ZYmHYoFzzMqMKug1H695qcfblK14BJ75DB5LBFZ7+Bogpe/GqR8Us3YRWzDlInbkfPdiA9F79eo37lEokjJyi8+DTRXXvRYnEC28Ls6UeoKrWRi1jTkySP3to08mxQOX+K2NA+ksduR02kqI9cwpoex+ztJ3373ZRefxm/WkHoOsmjt6FnsgS2TW34PKlbT4Y7G5EotUtnaUyMbXnMzlwJr1xH9rdt064OnMUy7uLOyzivRWB7WBOLSNdf1zx6XUi5finttfr81X8LgWrG8O3G2pl+IMk/dSZUaNw2tC0lpxo3Sdyyi/iRfoKGQ2C7SC8gcEL15JJ6LiROdZSIvqU6UvoBtUvTzPzhMzTGFsi+9xjRvd3b8hD08alSwiRKgypZOmlQQ0UlQyeLbOxVoKGTIkuFInGSZOggzwIpsthY1NmeH0717ASN8QUSRwa29folSCmpX5rBGgvdKJWITu8n7mTqT166bgVabKgDJ19dJoTeKQgh0BJRtEQUdneG/VYgQxKoqaAN+zJW+lM1lJILTbmu/lX6AeU3R5n/4msEN1DmPDHu859/vcrLLzr88I9GueNOg1RqLSm0+rcmk4KTd+mcuEXnk5+K8M0nbP7qixYXznvXFV2+hOMn9HXVQWfPely6eOMmqFdGPE695bF/v9biJZRKK9x3v8HLLzs3rHYUpoHQVIK6hdBUzAOD2JcnwoTPiIHQNaTtghr2S/K6ym0lnttAjyTXJNl5Xhjh3ZZR0HWobZBg852GxcWA559zbugaLy6EMfLXLp4TybA8pLGORWajEapxfF8uq2IURbBrl0osKtZNsRoYVOnuXvkOz5OMXvGxLBgeDs1oU+nws/r6VXp6FC5ukIK9/4C6hky5cH5jk/N0WnDypL4mucuyJC88f+MK8ZERj9xi0EIIAWQygsOHtWVCyPPg/FmXE7eEx3KtqW5uMWB+3l+jbDl6VOfjn4zyJ3+8fSWT1t4GQuCVikjPwy+VUAwTc3AAfA81k8G6cgUtkwHCsslDB3R6e1RyeR9FwN4hjcF+Dfed2gTcBiIdfXTe/ShOKY+9OEN19DxurbJp5Hw6I7jv/rUbVNPTARcueFtyza+87FAqSeKrnFg0LSTBe3tVJidXPqBYDLg67lEsBwjCaxwmukkWFn18H06dDUt2l4YzGYT3zTvAeW8IBY3ByGEiSgIFBVc6aEKn6M0z66wfKLUeHEfylS9trEiUnoeWzaIlkzhCYI+NYe7ejdHbS2DbONPTuLkc0vdR43HUZBKkxJ2fx11YwJ2bQ+g6imEQ2bOH6muv0RgeJrp/P87UFF5TIZRq18nPOrz6tTypdp3FKZvXnygwcanOp355gK5dJrWij6ZF0bQI0VgHfuDcHEIIsIFHpZRVIYQOPCeE+CrwK8CvSSk/J4T4b8BPAf+1+d+ClHK/EOIHgH8DfGYb37POCXYpXniDaO8QiV0HSA4dXn7OrRSYf+EryCCg/Y73oicSVEbPgYSOk482ySGb9KHb0WIJatOj1HOTIBRibX1oZjxUBm3Ttd3NV5n+g6dBFbQ9dHRL0uBdgQRrKsfU/3iK2qlRjh3XSCQEZ065eB64jsQwBVZDEk8IYnEFzwujOCOmYG7Wf1dvzHcKgeuT/9bZkAy6Dt+gJejZBLGDvVuni9Vtqm+P7eizpQzwAodAelhuGcetYrllqvYCET1JOtaHEApRI0PUSOP6Fg2niBAKdTuP59u4Xp1YvJ+YmaXSmEdVDFLRHnLVMDHLrzSoXZwhectuxCakpVBVUnfuJf/NUzue0Cqa8q4SfTtB6HclQFm7Hg5Mb/mcxFMajh1w4bUarh1w4LYYdiNUA5lRhblJGzMqkBKsesD8lIN9k6OSl6BEokR6B1h44kskDp9AS6ZD481oeI4Vw0BLpTF7juEszKJEosT2HsSamURLZfDKJWoXz+JVK9SGL2K0d1F85bmwbAywpieIDg4h9LCr1zNt6Jk2cs8+Tnz/YRKHjqMlUiy+9gJ6uo1I/+5tEULS9bEn88QPD2yLfJCej3V1AendnPNozxTxSnWMzo0VJK0HEBpar4YWT2G29+Dk51DMKL7dINLeg7U4HRJBToNIey/12XECe+3qwM1VmfvTFzH7spuq8lZjeWNgu0TWZj9JShqjc0z+1hPUL4eBC42RWdL37N9m2VjoG+Tj4eMhUJr+QDomm9/jAoFAwcEmShwPjwgxHGw01HX9iNaDV6pTevEy8UP9W3r0rUZguVTeHsMr1Yn0Zej64Amy9+5HjRm4hRqzX3wDoalk79pLdKiD+tgixVeuEDQVRMnjA6RODOCVLfIvXG7ZRBCqQurWQQgk5dOT72gJNrCK8NmeV+D1oHpukuk/eDos2dzqeAy9WX67/uBQrUqe/KbNm284vO8xk49+b5R77tGJxjY+fiEEkQjs2q3x4z+p8sEPRfjiXzb43B83uDp2fZOQ2+9Yu9CVMkz3mZ+/8YmN48Bbbzl86COtBq2mKTh6VCOZEDdUNiZMnfjJw2Fq46VxlKiJ1pHBHp5EiUeJ3nYANRHDL9fC+aaU1F49d12kkKqZCEUluMZLwnXh2RctDuzTcRzJ6NXvQOfYdXB1zGequThVmz4anhtei1RWJZpQ8VxJYcFt8RcyTEE8pVJYCMnI9RQTqhJe4/UmR1LC5IRHsRDQ0bnkIwS7dqvE4+sTQocOa6RSK/dGLhcwN+svK4VqNUmqGdiZTCoM7dF4/rn1PYz27dfQr5nanT+/8Q5wtk3h+C36mv2KyUmfyYkbv0dmZ3zK5bW/OR4X7NqtLqexPfCgQVcz9SqTEcTjgvGrK9+/sBhw7qzHybuMFsIrlVL4m78YJ5tV+JPP1Zma3Lovbly6THT/PiJ79uAmkxg9PSHJ7qkITUf6PkGluqxM+/o3G/yrf5zlv/z7Nq6MeagqHD9qMD3jc+rst+9+cMt5iudeR43EELpBtGcXMVWjcuUcTnH96oQjRzQGd61dm54/6y7fL5thfNzn8iWPvr5Wxdfhwxp797USQhcuh4bK66llbGfjfnGz594JBHjM2CN0m3uwghoVL0dcTWMoa60FNsPYqMflSxvfa87sbKjomZ8nsCy0WAyvUMCdnyewbSJDQwhNQxgGzvw8Qtdx5+ZQolGEYSClRNF1AtvGzeVC/yBVxZ6YwF/FTvtNNZYEaiWPjv5QXV0reviuJNWu4/t1bLtELNqGQOA62yur33JWKkPzniVKUm/+TwKPAj/YfPz3gV8lJIQ+3vw3wJ8BvyGEEPJaE6BtwikuMv3En5Lad5xY3xBCN3AKC5SHT9OYmwjjW6fHUHQDr1HFbOum95FP0v3A90Azsq9y9SK18TCaWo/ESXTuRihq6C8UBLiN7e1murkK07//NH65QdujJ26qsedOEbge1bOTzPzhM9QuTmNqkr37w8jAyxc9jp3QmZ702HtA59SbDt/zySgzzRr+7h6VIJC89Jzd4vT/3QYZBDizRRa+8gb5J8/ecLlc/OgAxjaSexpjCzsufVmsXlmOKq/befzARSBwvDrz5UtE9TSpWC+F2jhB4OMFNn7gUncKBIFPID2qdo66U8T16/iBx3xp7TZS5dQYnR+5fXMVm4Doni7MvrZtLRD+fw2lnEvgSx783gyX3qwTjal09umUCx6NaoDdCCjnPax6QCKjEY2r1CvvzH0iVA3p++EkxbIgkQqVTUJZ9gQSqoZ0Hepjw6EBp21DEFB++zUivf1k7n6A0puvEDjNrYvNPG00bbnkbKnu2m/U8RsN1Jgd1jZvE/XROdqkZDuMkHR96pc3Kc3dIezpAm6xFpYUbaML9qoWzmyx9Zh8D0U30NPtgEQxTBTdQDEimG1docmpUFBUjXWnoVJSPTPB9P/4Fn0/9vCWpaY3E4HnUzs/xfTvPUX94vTy47WL0wQNd9s+QgEBLnZTLVSmjS58PHLMYhAhSQZJgIuDQYQocdroJMc8dSp00Y+LwwJTpGijRhmd7XsYSdencmoMe6ZApL9t2+9zcxVKr4W7e26hTuX8NPH93eSeuRgqrwJJ53sPE93VTumtcVLH+tESJvOPnyV5qJeOh49QfH0UszNJ7yfuYPKPXgRC75/MnUOk7xhi7itvL0u7v1sRWC6l10aY/ePnWghRfaALNRUnqNZRkjGk4yFUBb9UxdjVg5crocQiBJaDYmih4tIPkA0bZ2oe/IBCQfK//sziW99yOHJE44MfinD3PQY9vQqJxMZKUSEEff0qP/FTce5/j8nv/k6Nbz5u76jES9fDxbF2zQy20QiTiZybVM114bxHoy5JrrIrEyJUcnT3KFRuZFyQMjz3zTbml6qoiSioCsLU0bIppOuhphM447NoXVnURAzP3p4fxGr4votuJnDtVnVBNqOgaVCpBAztDs/nmfPf+aTQhfMuvg+KCgdvjaIbgmLOI9uhMzfp0NGro2qCZFZFUwWpdpVaOSCRUrAtSWHBw3HluslJQrBpAtXERMDi4gohBLB7t0YiKZi/RoQqBBw+rJNYRSjOzvjMN2PXx0Y9isWA3lUL8KNHNUxT4F2jTkkkBAMDaosXUKMhubJJSVNPj7quim5y3KdxEwTPjhMew5INxBIURdDeoWCaAteT+AG8/aaDbUN7h0LkGg8y34Mvf8nifY+ZDO1ZbVINHR0qP/2zcR59n8nXvmrxxONhqdt65BtCYPT3o7W3E1gWQb2B0HUC28Kv1XGbviyxE8eRXuhN+/pbDn/7/8zzgUei7Nuj4Xrwx39a4xtPNpie+Tavj0Q4ZzPS7WjxJNJzqV69tO5LFQUeetgkFltbjvfmm+5yytpmsBqS5561efAho6UUN5kKS9FeedlZLvf9dleitEKgRTeOnndkI/RmBRQUFFR0sbZMfTNcuuhRLG18Dv1ymfqZMyt/V1uPpX5uxSPNW1xV2TE8vPzvoFbDXdWJWCNrFUz5GQfNEEQTKqNnanz/3x7g/T/ajaIIevdEqBbDC1OrzVGvzwMCz9+eGnBb25RCCJWwLGw/8H8DI0BRSrnUJCaB/ua/+4EJACmlJ4QoEZaVbd9w5Rq4lQK5t54l99azGz6/hPrUFWaf/iKpA7egmlGcwgLF86/hVoqrfo+CHk0SzXRTz+9MHu4ulJn+/W/RuLpA18fvIrK7810lhaSUeKU6hafPMveFV5YVMbYPczMBtVpAPhcQiYJuCjJZgaaFsXUvPW+z76BOvSZRVIgnFdishjJYkq2/Kz9tR/BrFqVXhln8yptUz03esJmYMDQSxwZR1zGkvRaVN0d37EXi+Sujr0RiuStKJtdvEEgPiaThFFt28RpOcfnfjtfawdje2s7PGlvAmsqhtyU2PBYhBEZHksSxwf9XEkK+B899qRhWB/kwMWxx6oVKy07H8OmQUW/yMjtKMdnRsdRrBI5N+o570VKZcOJiNRCqSvq2uzE6unAW5wlch+jAEF69hj07BdUy0f5dKJEoMghCoqdRRXouyWO3UR8bxs0tEN21B7O7H6Hp+LUabiEPQpC+7W7URJL62Ajx/Ye3PtB10BhdaPqcbON3Nhwa4wstj2k6JFIqxdz6J9eMiOYOlGzuAK88F5afVZD7erbV/9qTuTUlnoHr4FaKBI6NYph4tVLTx0Lg1spIz0XRzU1XB9LzKTx9DqSk70cfxuhdPzHrZiKwXQrPnmf2c89jTxdanrMmFnFzFfRsfIN3t8KmwWw4XFOlSJViy/OjnF/1V4k8c8t/FVigwELLs9eDxtgC1bMTYaLmNlUyldPjOHPhwthvOFhTBbyKRW1kDmTYn6du2cXsl96iemEar2LR8723UXh1lPStu6hfmaf4yhWUqM7Qzz5CdFc7SEge6UOoClOff5nGxM5+zw2la74DcPNVFr/6JvN/9Rp+uVXhpmWToCgYQ73gBYh4BPvSOO5cAa0zC4qCtBy09jRqMoZfrRPULKyrMy1BClKGpTfPLjg895xDX6/Cex40efAhg3vvNWjv2LjEzTQFJ27R+Cf/LMXQUJ3f+53aumqD9dDerjR9Ktb6B01O3bzrMDnhr1vW1tGMGh++fCOJqgrOxDzRE/twxmaQfoDWmcHo68SdzaF1ZHCnFwhqFkG1gcwkYJuJs2u+SgiEoqLpremPhw/o7N2tk0wIOjtUnn7Bgm2q+64Xqh4hkRlE0018z6G0MIzcplJ/CRPjQVgdHkCl6JNu1+jo0ensNXDsgFSbigAiMQPdEJgRhWwn5OdcmnZKLFWY7xRTUz4LCwGHDq+QID09Cm1tyhpz51RKcOCAukxcSgkzMwELzdSrWk1y5YrPkaMrG3hHj+lEImvVRr19Cu3trffT+FWPQmHjH7Fnb2u54xI6OlV+8Iei2Dvw5tkIPb3rt8lkUmCaIUn7/LMr8+WZab+pwGrF6VMuf/xHdf7230kSibQ+H40Kjh7TOHoswV//oRhPPWnz3DM2r7/msrCwqu1IiX3lCvaVK8sPOZOTLZ9Vefnllr994NQZl1Nn3FW5vd9+qJEYRqYDp7BAbWIYt1zY1Geru1vh1lv1NSR5oRDw6ivbK690XXjrLZdCIaC9vVUl9MBDBn/w+wrWO6SW3ynMbDeRtu5wvFdV9Hiahbe+teHrF5xxes19pM0uPOnsqFwMwvu+vh4J+S5j+kqDb/z+HI2KT27a5u2nSzzwyU58N+C1rxe4eq5OJJIlnRqkUp0hmeynXJ6gXl/Y8rO3RQjJMLPsNiFEBvhz4PpWEKsghPhZ4Gdv9HPWQ23iMvWZ0ebuuwe6hhKPEtQaeHadytwVYm392LU89cLGPgkbIbA98t88TX1kjvbHTpC59yBaWwJFVbadCrZTSD/Ar1pUz0+y+NU3qZ6dIKi3khL5nM/Je03yuYBiIeC+95iYkbBes1wK8H1wLLlcx+luIt0LbJeFL79BYDmk7tyLlk2gRo13VNa+GaSU4Ad4lQa1c5PknzpL5cz4monu9UJvS5A4Nrh1ulixRu3S9E2f/PuBS8Wa2/qFWyCwXSpvjZE4vnlSmhI1SBwdoPDc+TXt6P8VkCskz2YTwyVp5jt3HAHF119ET2cJrAZaMk1gNSi++jxqLE5jfJTAsQhcFz3bjhACv1YFCU5+AcWMYE2P4+QWQEpKb7+GFk8QWOF94ZVLFF9/AXwf36oTWA1Kb72Kns4QjI/iFvO4pQLSdXBzi5Tr209schcreMXatsq2rIkcfmWFkMl2qgwdMEi3qRQWfWqVAF0X1GsB2XaVSilACKiUfNo6NQwzfC4aV7h4ysJuSKyrC6Hn1zbKr6zJHP41JK70Paz51sniVpGuG6H4wkXcQo2uT91D8vgulJhx04mhwPWwZ4osfvVNCs+cw1vHKy2wXGqXZ8Kkt3cTqoqaSiIUBb/STFETIqyXTybwK9Vw7Gg+rnV04E6HY690PEovXyZ99370zNZEVmC5lF6+vEEfHE7pFU1BqILADq+59MJIV0VTEKYaqoiWvHv8AMUMUxCNriR+1b6ukvDCcxdQYibpew9gtCdRoje/DWyG5TGy3KDy9hi5x09RPT+JtNcuIgLLIag1cCZWxpyg1oAgwB6dDs3rfR9lNgeqEp6/QG5ariQDmJoK+PznGjz+dYt9+zUefsTkfe83GRxUicXWqoaEEKRSgp/86Ri+L/m936mvv/N/DTJZpfl5rY/bduhHcrNQb0hKpbXHk0opa7xndgrp+/j5MtXn3sbLlRGmTuWZt/BLVfT+TuyRCVAU/EoNdz6PX6oS1K9P1hH4LtX8xBqLhNfetBmb8MjlfNqy6ruy+ZfpPABCwbWrBIF7XeNrLrfiEbU441IpeqiaYPyyhWNLFqZdXEfie2EpOISlFropsG/AtwqgXpNcvepz3/0sL75VTbBnj8Zrr7beHx2dCnv2roTFeJ5sUbdICRfOuXz0e1aIuu4ehd6+tTHf/f0q2bbWNjcy7FGprN/ehQiJqvVw6206t952s91MW2EYAkUN++N0WiyXd2bbFeIxsSaVzfPgzz7foK1N5dN/LdqMob8msALo6wvJrA992GT0is/LLzk89aTNlRGPclnu2AYjFg37kVpdfseQQRBWx+Ref3rbrz92XGfX7rXBROVSQLUq1y0lWw+C0CtuNSEEsHuXxtGjGk/PfwesF4RAa5b5+1Y99NfbTNYH2LLBjD0MQuAGO/PPCoJwHFhPUXgjUMxIqETfQImsRGPhXH7VAsVpBJx/eUVQ8MRnZ3nzyQLSlxTmXRwrIB7XMIwkibjE92xcd3vVMzsyMpBSFoUQTwH3ARkhhNZUCQ0AS1KbKWAQmBRCaECa0Fz62s/6LeC3AIQQN/0+lJ6H2pZGbUuh93XhF8o03gx3O51akUZxFkXVEdc5AkovoDE8y9TEIsVnL5B58DCJY7uI9LehRG5ORytlOFl1ZovULs1QfP4C1bMT4cJqnRXs8CWPqQkfy5LMTvtcvuDhB6EM8Kt/1cBxw8Fnqb/YlDEOJI2R8PfN/9VrJI/vIn5skMhgO2Z3Bi0T35Hnw/VCSolftbAmc9Qvz1B66TL14dkwIesmRgxG+tuI7O7c8nWN0XnsqcKWr/t2QbphKYlfs9ESkQ1fJ4QIS+Tak1j1nZtL//9x8+BXK6Hhs6qiJVOh0Vwhh1tovS72TCt54SysJRC9UgGvtNI+3fwibr5VnOlXy/jVcstrIDTxXy47285xN2ysqdy2CKHG6BzBqsVkR3cYbdrRoxNPqOQXPIQCyYyKYQqicYVGPUAooY+TYarsOWgSBDB6wcZuSOpX5sKF6haEkPQDrMkcgfXO7XxLL6B6ZhxrKkf2wSNkHzhCdG/35glk20TgetiTecpvj5F/8gzW2PyGXkyB41G/MIX84K2h2fu7BKO3By2bQUSjy0l1QaOBX62hxmIIVcPYNYB0XaTjoCTiuDMzy2xr7ewE1vjitgih+vAM1th8C1MbNEuetFQEv+7gN1zshQrx/T3Yc2Wiu9rxyg28ioU1WSAy0IaWimJ2JFF0FXu+EnrRPXcZr2LR9aETTH/+FZzcxgae18KeyjPzh8+Qe/wUqTv2kDixuzleplEM/R1bbEspCWwPezpP7cIUpRcvUbswhV+3N2SznfHZ0CcoWPuCoLJCCvuN6zOeLRQkr73qcvqUy59+vsEHP2TywQ9FOH5ire+PEKF3yo/+eIxLlzy+8bWtvzORCNUH18J1JdWbGAcvg3BBdS0iEYjFb/CCej7uzErfLB0Xp7KkTFVQ03GEqoTqIcvBt65/IaaoOqpmrNmwzGZV7jsZ4dxFh4E+lVJZMjv3zirdhKoS+B6+22iW0e/8elWrK3HkVj3AWrOPsfo33HxFw6WLHo4jW+LW9x9QlwJBl9HVpbJr98pCNTSlXiFogwAuXPAIArlcohOJCA4f1jlzupXI7etTyaSVVe+VjIz4m5ZatrV9ezZwIRSzKSIs7/zwRyMYzTK4TEZhatJfQwgB5POS//TrVcbHPX74R2Mc2K+h6WvvMyEE7e0qbW0Kt9yq89d+IMobr7s8/nWLl192mW7aY2wH3/exGELAH3zu3UlofidgRkJPtWx27bnau0/jj/+kbdt3maKwpuwMIJ4QvOcBk2eevjEz95sCKanNjTdvtrCMxSlvruhNqm30mHupegXy3jRJtZ3FbcaIBkFoKn1TIQSRvkGsmcnlDdyWp3WD7D0PUnjxW6FNRBOKGpZkLnmmuZZkdtRCUUE3FISAen0R16nh+TammSTYZonDdlLGOgG3SQZFgfcTGkU/BXw/YdLYjwF/2XzLF5t/v9h8/snr9Q/aKYx0O223PUD+redwSjn0/i7M/buQjkvj7dBvRTViJLuGKIyfxkh3o2gGtYWx6/5OaXtUz05QuziF2ddGdE8X8SP9xA70YvZkUEw93BlVlOUUppaJoWQlVcQPwlp918NZKNMYnQ9TWK7MY00sbrmg8X1aBofV/16qqd8pey4dD2emSG6mSP6ps+gdSczuNGZvG+ZAG5GBdoyeDHo6htBW/U5FrJj8XvubV/92mru0q3ZrpRfgFqo0xhZojMzSuLqANZHDmS9vyKSuQJAyu+mI70EIhcXaKCVrhq0mHfZMgau/9qVNX6MKjWS1jQHlGOPidXzpoikGHfEwHWy88PoWR6bQFhvE8qrUnNbFvq5EGMzehip0/MBlrnoZy6vQGd+HqcW5WnidpY6vPbabkjWDtw7LbahxUnMZrv77L6JEzVWPR1GEiu1VkRAed3QP/coxrvAccoNJk6GGCzTHDwdLazxH+TfeomLP4/g3R531bkBIcEbzCJQNf+sOPg1V0ZHSJ/ADZj773JZG236lsWXbdRbn8WvfuZMSVRhI/OWSRr9iMfOHz5L7xqkt39sYmSVYpVSYGXepVQLmp0MD/Ho1QDcEmTaVti6Nq5dtEGF5n9UIqFYCZiZcZAC1angeq6fHufprX0boW+x8BQGN0UWEUJDbjRkVCooR3j+Bcw0BL0T4nBBI11k2p0SCl6+x8MXXKb08TPxwP8nbhkgc6UdvS4Sqk1X94zJW94NLqXhegJuv0BiZo3JqnNrFKeypPNL1SZ3ch9GbJfe1N5HuNb8nkJRfv8LYv/3LdctL3EKVwPWJHxskfc8BlIiBm6uQf/xt3Pz2yY81p8sMTRFVQydoxo34xRJqOoWSiKMGPkLTaGYOh2VHq06pV7MpvnCJ5IndmxIngetRfnN0DVHjFuo0ri6y+ycepD6WY+aLb7D45Dm6PniC5OFeAsdj4Ymz+HWHwitX6P7orez6kfcAkH9xGGehTGB7+HWbwisjGB0J2h88xNxX3l42ot4OQrP1HAuTOXJPnMbszYTzgt0dRIe6MPuyaNkEiqauJDSKpYRGCE0jrv3Q5v+tTk/0A3zLxZ7MUx+ZpX5xmsb4IvZ0fm2bWO84ryutauew7dAA+Ld/q843vm7z4Y9E+IEfjDIwoLZ4VAgRloH9yI/GeOUlh2Jx8/FaNwSqtrah+MHNNS2VEhrrlNUIITBNsSak8GbBWyziLRZv2uc59SLIcLd4NRIxwf69Gom4wLIlI2M3njy1FexankR2EF2P4ns2Vi2HlDubmLrut3dFeumii2NDbNWwv/+A1kIIaVr4WCKx0g/X65KLF1v7k8lJn3xuxZMoEhEcOdq6NDNN2D0UKmWXUKtJxka9Tb1c1lvYv9vwffjm4zb5fFilkEwK0pmNiap6XfInf9zg9ddcPvbxCB/9ngi9fSq6vjbNUAiBYUBnp8oHPqjw4EMm5866PP4Nm6982WJmxmeTKisAjh/VmbiJZabfDrS1Kdz3nlbfnyVoWmgdcqPQ9VBZ1tmlMD/37S8bE0IgtFB8IVQVM9u1oYcQQFbrpu6V0IWBgkpCzW6bEFoqT70eKJEoqWO3gVCQgU/l3NsEjk1s116iu/Zgz4femnq2g8TBI6Cq1Ecv4+QWUHQDoWrED+7DKxWx56bp3Rvl3o+28/gfzFLOrzTuVLvOB36kh+f+vEAt145hJDCMJLFoB9PTr1Crr5Oyew22oxDqBX6/6SOkAJ+XUn5JCHEO+JwQ4p8DbwK/03z97wD/UwgxDOSBH9j2mbtBGJkO2m99gPLwaZxSDnd6nqBhoXV3ELvzGJVvvIAQoMfSRLO9RFKduNb1lQhcC+kFWOOLWBOLlF4ZRokYaKkokf42jK4UWlsSPRNDMXUUQ0NoKtIPCByPwHbxynXcfBVZqpJRqiR1m6jt4F6pkbuyapAWkGnX6N2toxsK9arP+GUbZ5u1wAJBjCQ1dp7GJT0fZ7aIM1vEP52nbAQERoAwNNSYid6eRM/G0VIxtFQUJW6iRoyV+GRVaU6Aw/MlXZ/A9fBrVrh7W6rjLJRxZot4lQaB5RJY7o7KsyJakr70MeYql7C9Km5goQiVuJFFERq2V8ULbKJ6GoFCIH1qTj704ph3iWhJAulTdwqoikFUT+EFDnWngERS1ZMMZe9GESq+dPECl7I1y+7sncvHYGoJIloSL7CpOwVAEDMy6GqUdLSXoD5F7RrRnKLo6GqUmfJ5bK/W9BXyKVsz7M6ebBZCCKJ6qMZYqrkXCCJ6GkONIoSKlD4pv4PKWzN4lKnaiyiKRk/yEJpiUq0vUHcK+NKjqo+yO3syXJBIQVTPoqsRvMCi5hRQFZ3u5EEAio1J6k4RtSIoPn2eYmO6SUgJIloSU4vj+A1sr0JMzyKahfo1J08gt7+gWg+aYqIpBpZ3/fdqVM9wuPt9XIm8SMma3voNm8DU4hzsfJj56mXmKhepvDl6Q5+3BL9ew69/ZxJCmmJyoOMhio1pZirngDAmu3Zuktq5yS3ffy2q5YBqee0IW8x5TI+71Kutz1XX2aX3SnWKz2+Qz3sNsicfRI8VqVw8va3Xa8kUbXc+iNHexezX/xfeKg+6aN9u0idOIl2X8sVTNCavuf5Shv3kXInyq8OoiQhmb5bIYAdGVwo9m0BNRBBqmGQnHY/A8fBrNn7Vwp4pYE3lcRdKodqlbrcoORRT31SF6uarFJ45v+HzWluCnh94AK9cp355hqDhINdRiuwEzvgEy26nEpAB0g/w8oXwcd/HmZwOZ1UbKJe26uellLj5KpU3Rlt8bCBUCE1/4TW0RITADcub6ldzTH7uJdSIjm+5eOWw3MYrN5j9yzdQE5HwGEt1kDD/+BlkEBDYHnNfPYViaOFnXSeCuk1jZI7GyByllzWUSDj2q3ETozMdjpWZOFoqihozUaJGc26ghJtIQjQ3SHwCy8WvhuOkm6+h5iSVmSmcSi0s/7LdNXsemjCIamncwMLyV/pOXTERqDjB9stDbxQygLFRn9/7nRqnT7n8/X+Q5OixVn8TRREcPaZz/3sMvvLlzYmJpb21tV+0pirqhrHRQuDbHjS7gzWelAF2fa2yeXLa43NfqFKrSyxbruuXdLPhew5SSoxoBs+pIxA71gh9uxUKExM+xWJAJrvSl/X1qURjglpzI1bXBcePty6x8rmAsbHW+VCxGDAy4i8TQpoWev+sTi2LxwVDe1obXLEQlq5tCBH69H27EQSwsBDQ1qawe0hFSpjbQoXm+3Dxgsf/PV7jK1+2+Oj3RHjgIZN9ezWi65SKQkgQxGJw50mDI0c1PvRhkz/6bIOnvmmvKb9bjelZn4gp1qi7vpuwZ4/GwYM3nly6GYQI2+CRIxrzcztRKwqEqm7qf3QdR0Oifz/Rzn4Cz0UoCooeoTZ9ZcN3ONLCVGJElDhZerHlu7Ohreg6kcEhck8/TmxoH/F9B6mcfRt7fobE4eMopolfq5A6cQeN8Ss4uYVlpb7QNBKHjiODgPpoaD7dNWiy63BsTRq2DKBvf5SOgQqLk3mCwKdcniQe68TztldqvJ2UsVPA7es8fgW4e53HLeDT2/r2mwzFMFtScoSpo6aT6N1tuDOhoZJn12kUZ4h37MJ3GjQKNy/5ZteB0LPn8mmLoOHgFapYV7c2clo5YDh6Z4wf/3tdBDKCXTd4/Rn44ipCKJlW+bG/28WeIxHKBY+FKZc//o0FFme2vtkixEmQIkIciSRCjBoVIkRDsoMSMRKYRGlQQ0NHRaNKiSgxFFRqlEmQIRGkWbRmcJpSN5cK1vh1+4a3nARVMwh8d8dGgwBxI4vrWxQakyzNkHU1Qtxox1BjqIpOxZ6nP30rudooUT3NTOU8jldnIH0rjl/H8Wp4gUNXYj9eYGNqCXK1q5SsaTzfvmY3S+IGDYKm6kRXo/Qmj+AGNqYWZ7E2iudbDGZuo+bkiRltFOrrG5mbWoLu5EFst8p8dRjLK+MG1vJnCwSmlqA/cws1N4/vuphagoH0CWy/Tlt0kOnyWSJ6ilSkm6ieYV4M03CLxPQsmmrScEtYXgXfd3F9a1ktI4RCzMhgagmieoqp0mn8wCNuZAGwvDKWV8VQ4/Snb6HhlvEcm4iWYCB9C5ZfQVeilKxpBjO3L5/bXH2cfP3qjq/janQk9hI32hhZfP66P8PzLWbL52+IVFqCEAqmFkdTbrwc6LsFgfRYrI3ScEu8k65Knguee/N3n9RIjMDevv+GVy6Sf/1Zut770TW+afE9B7HnZyidfg0ZbNLvShmSPDUbZ65E5a0xALS2JOZgJ/Z0DjVm4pfrqMkYXqWO3p7CXSyht6cI/LBctgUCii9cuKFLYPZmUSI6C599jfrFqZtyOaXrgbv2XEjfZzuF94qpkb5n/5aL3MboPPWR9cfskDxbNVGVEq/UwCutnfiteS2EZchNLG1G3CxIx8N3PHxC7y3r6vWPlarQ2Zu6i3LVwvM3JpAVodER2YVEMlZ5Y9X7DVShvauE0BIsC55/zuFf/LMy//bfpRncpbbs+mezCnffY/DkN+3lNJv14PvrG/0LATsIStwWrjVphXDh6Ho3dwFpmuHv2m56z4ak2EYQCqpm4LsrJ9bzoa9H4547TWxb8uSzFpdG3ln1WCIzgGc3223TU+y7DfWa5MoVryURK54Q9PepXGpGUxsGLWbREJaHWdeQbqWiZHjY4+579FD1IATdPQp9fQqXm6blsZjCnlXfJaWkUAg2J4QkG6pjnn/O5rVXXYIb3AjYDKNXVrySdB1uvV3n4UdNJid8JsY9Zqa3VqPV65KzZzzOna3y+c81uP8Bg0cfNbn7XoNEImw3a1VDEI8r3H6HwcFDGnffY/BffqPK2Oj65+rLX2/wEz+c4CMfiPLmKQfbXjknlWpw0xIL30k8+JCxxoj7nUBHh8Jttxu8+IKD44QpuWZ7N4HrIIRoVnCFmz6KZiBUFa9WQTWjuJUiajRO4DTQYkmccoHAvl5SRtLIzVCbHSNwbVAUIm2b+yYuupN06rvQRQSBYMG5sXXJ9o8UgkYDt7CIk0oT6RsEILDtMPEXQk+kVJrG5BiyOQAIw0CNxojtO0ThpWeQbtgQdTMUgvjXzJN9X+K5AUZE4DgVXLeGpkWp1RdxvZsUO/+uQojQCNq7vrpixWj1TFHiMZREDOvcCN5iuDsiFBUjlkaPJNHMOEZ5gYZzcyZGD3wkRa3sc/n09Rn/GYbgtvvjVIo+v//v5qkUfRy79aIP7jfZdcDkc/95gYtvN5CBpFIMOzqhClL9SbSohlNxqEyvyOdUVBKkcbCIEidFliplIkQRKKgoJMk0yaAqHfTiYFGnRi9D+LhIAhJkqFHCx91yg8pI6CR64msWVIHrU56s4jvhcUcTXehGnEZ1HlUzaes+QrU0Q6VwlUi8DV2P0ajniESzIBTsRgHDTCEUBSkDauXZ5YWZEGpTkbLSfjTFJKKnUIVGRE/TcMs03CLT5bP0JA8R09MoQkURCpPFt5EEzbKzIcrWHKpioKsrbWuzlhnXs7Qvv09HU0x0JYLlVpgun0NTNo46dLwai9VRbK+K469tk5KAsjXbklCmCA0hFMrWHJowcPw6DbfMVOkMnYl9xI02StY0JWsGVdFZqI6sWzKlCI2InkJXTCJakoiWpNCYpGzN4QUuC9UrgAxVT+7KTmPMaMMJGkwVT9OVPEAq0ovrN5gqnaEttou40XbdhJCmRDC1OJ3xvQihkjS7w/Pk15YT1jTFRFcj2F4VU0uiKQZ+4NLwSs2YSYWonkZVDKp2Di9Y794UGGoMQ4s1r0N9uURuCeHzcaQMULYTq7UtCEw1hq5Gm7+rsfy9QqhEtVCdtvSYIjSiWgrHb+AGDUw1DggkAYYaQyKXFXCtvy2KocYAgRs0sL0aS61YERoRLYHlVdDVGLoSQRJguWV86RIqwBLoagzLq+D460ty9ea1Eii4gd0sTQxYUpAF0kMg0NUYkgDbq625FppiYqpxFEUjkD6u32i5DzTFxNQSKCh4gYPlVXdQAgbR/iEiPYMIRaF84S3qE6PEBvaQPHgcoevYC7OUTr+6IXGkxhK03fMwiT2H8K06Zkc3uVe+hVvcYRqV6yFMHT2bJLBslIiBMdCOWgkVpAiB0FSM3na83AqBGTvcT+f3nETvSGJP5Zn8r19b9hJSogbd33cvbqmOGo8Q29eD9H0qr1+h8Ow5AssldrCXtvfdQnSoi8hAB/0//gh+3aZ6ZoKFL7+GtD20dIzse4+FpvSqQuPqAvlvnsKezr+j7urxg33E9nVvft68gOILF1v8k1TVpKP9MPF4N6XSVXzfJp7owfdsFnMXiEayZDJ7cJwK5co06fQuNNWkVpujWBq7rk2HbUHA8c8cwncCzn/h8k3/eFXoDMSPgRDMN0YoOXNkjF6yZj+KUFmwRik78xSdWdLGynlNaG30xg9TcuaoeQViWprOyB50JULJmaXszNMd3c9cYxhfegzEjzFePUXK6Fr+7EVrjJJz/QEIUsJrr7p84QsWv/CLcfRVa2Yh4NBhnUxWYXZm42tjWRLXW9sgVQ0iUYWb5RsjxPplN1JKLEteNyGUzSjsGtBQFYhEBaVSqKAolYJmsiKcPeduuhgNS2i2/i5VM0l2hCX0yIDC7IqqMhYV9PWESq2GFZDdpJTnZsGxyrh2jXQ0vaUR7FbIduk88qkss1cdXvx6cV11mKrBniNRJi5bNyVVC8L2d/GCx6PvW3ksFlMY3LVCCPX3q3R0rpxPKcMkrWv58UZDMnLZw7ZDbyqA7i6FgUFtmRBKpQV9/a2fNT0VlppthvXKHQHefMPlN/9r7eb7oqzC6jIbKcPQm+eftcm2KTs255USxsZ8ro43+NpXbYaGVB551OSh9xrs2q2RSol1y6XicYVPfDJCX5/CP/3VMpcurp0vPPJghIfuN3n/wxGKzftvCf/610t869l3vozyRpBqRsJfK7z1/VDxd92lTkqY7nativP+Bww+90cKc3MBim6gJ7MIIQh8D2thmkh7NxKBkW4DKWn4HlosifRcjLYuQKJGQysKa+H6VTqBa4XehNH2kJhKd2Itbqz+j6tpFt1J5pxRVKERU1OUvB0INq4TAlATScyefsyuntCzUwi0dAYlEkNLZfCrFdxintieg7j5BfxGncBz8WpVqudPEduzH69awisWqFd8Um06qXadWmmlPafbdZJZnUbVR1UNOjqOhnPpwCOfv9z0a9sc3zmEkFBIHThBvG8v1asXqYyeQzFMMkfvRtG3o3sUxHp3tzyiJmJobSm0tjTeYoHqbA7NiKEaMeYvPg8yINimjG33QZPDd8SIxhRqFZ/R8xajFyx8D/Ydi3D49ij3fzBFbtbFMMM7841nq4ycDRcX7d0ah26L0tGrg4TxYZtzr9VxbIluCI6djLHveIQ7HkwgFHjgwylcR/L818rUyg4Dew2O3x3nyJ0xMu0aJ+6NM7jf5Mp5i7efDxdpZtLgvb/6HrqOdTD21DhP/IMVh/rQfUZgEgEEPgEOFjoGcVIIBC4OKhpREqHPDAYRAny8cKGHi4+NQQQVbcv1Qe+dPTz0D+8jkm0l6ipTFb7+K09SuFICBNnOg/heg0ZtkfD2EXhuHTOaJpXdjevUycSyJDO7mJ96E1U1SLXtxjCTWPU8vmfTqIY3tuVV6Ersx9QS2F4NgSAd6cEPHOZqlxhquwuQ+IGDlEFzQSBC8kCozVIwSSB9qk6eK7mX8JuL2e3Alx5Ve4GR3AsE0kcgyEQHUBQNBQVFbHzL+YFL3c03F+zbw1LZVirSzWJ9FC+w8aWDJGj+pqXjlgg2nuzF9AxRLcWV3Ivsab93eaYZEiDKhnGcvvRQm6SUKnQC6eFLd+X7b8BJNR3tpTd1hLb4ECCXSbnZ8gWmSqFvTXt8D/3p4yxUR+hI7MVQo3iBzZnpr2D7NVTFoCd1mLb4brLRAV6f+Dz5+viqbxG0xQYZarsLXQ3JUcurcjX/SlNlBjE9y/7OB4kb7XiBheVWlkmc64egLTrIUPYkuhpZ/t6xwqsUrSk0YbC37V6EUDg39ziBdOmK72d39iSXF5+m0JhiMHM7SbML128Q1TPoSoRCY4Ir+RexmyRS2uxhT9s9mFo4AHuBw9XC6yzWQ2ltwmjnUOfDTJfP0RHfg6nGURWdc/OPU7JmUIRCe2yI7sRBMpE+RvIvcLX4BqtbQ8LoYCh7F3GjDQjbzHjxTWarF9AUnf3t9yNQURQNU42hKgZle47hxWeXjzOmZ9nTdjdJo5NA+ihCY6F+hdH8SwTSJ6Kl2JO9m1Sku/kdkunyGaYqZ7fpPyFQzAjz3/xLIr2DpI+fxJqdxMnPk3vlWwhFpevhj9KYGMWaW78Ezq9XWXjqS+D7WAszVM6/dR3XPUx4chdKBA0Hv1xDjUXwFsoEtoOMRcISoGoDYbaOe40rc8x89hm6PnE3Zk+W1XIaoQiMzjRt77uFwrPnyT3+FtGhLrr/+gM4C6E6yZ4tkvvGW8QO9tHx4TtY/Nqb2FN5vEoD6foIQ6Pz43eTODpI7vG3CGyXzANH6P3Rh5n8b19fN9XsZkBoCpn7DqKlNvfhcmYLVM+01vz7vk2xNIai6jSsHF1dt+DYVUwzTcRMo+sxHKfK3Pxpkok+ZOAxPX+Kwf77KVem8P13aLIvoXi1jFyHtNgOjIROvCtGaaJCsI5iThEK041hJNAV3UvNLdAfP0LNKyDQ6Irspeys9QyoenlKziy6EvZ1PdGDqIqOG1h0RvdScuZQhEZMyzYft1GE2vzsIgKVrubrbgS+D08+YfHjPxEjk2kdIwYGFRJbGDaXS8EapQWAoQvS6Zu3U66qNOPtW1Gvy+XSoOtBKqUQMQUD/SoXL7mkkoJiMUxWbMuGZfWmITZdsMdiAm2dSPFr4XsOpflhkAG6mWh5znYk5y85zMx53HbcpP4ulIwV5y8B4NiV5hz8+hVJyYyK1QiIxFbmKP17TQ7eHsdzAs6+WqN/j8ljP9DO2ZeqXHyzxtUL17dhuxq2DZcvefi+XF4wx2KiJcnpwCGNWHTl+iyRSOv5eA4Pe5SKAZGe8P2ZrMKu3eqyR9XgLrUlqt3zlsyoNz/OfH79FySTYYnUTj1FVyOSiWCkDAIvQDVU3LqLHtNxqg6aqeHWXYykQeAHmEmTsYLLRBl6OyQTF67Pr04GYdldPhfwxusuv/vfBQ88GCYZPviQSTarrCFJdV1w730Gv/hLCf6vf1imfE1q4Iuv2FydWH8deOHSu+O1diO47XadwcFWpaWUkvGrPr/1m7XrJkFTaYUf/OEoBw+2zkOOHdUY2qMxN+c0kzt17MICgWPhN2o4lRKKpmFZ9VAd4zphUq7n4JZySASiUsQp7Wwj7VqokQSRth7MdDuB56JFExu/Fo2s1ouUkkZQIaqmyGq97wohJAkDWyI9ffj1GrUrF0PPo+5e3EIOPdOGVypQfutV4geOoKczNMZHsXPz1EcuYk1P4FsWeiqDVywwebGOXff51P82wKtfz1MreSTbdO76YBv1isfUcAPR3LSu1ebwPAvf357M7TuGEBKqSvutDxAf2IfR1kll7AKqGaXrnsfQYsnr/FCBMz67vOMKIKWPHk2RHTxO4LvUFiewq5unLB28NcoP/a1OCvMe9WpAtiNKe7fO1KhDww+IJhSicRUzqqCoYtkVfzVje/f7ktz+QIL8vEc0Jnjvx9J8/XMFvvGnRYQAM6ZgRBRoJtermiAIVnaAdEMQiSkoKtCURWu6WP57KwT4FFlAw6BMsUnzuLjY+ISdoYdLlDgNasulYTXK2DRQ0QCBh4NBqHKx2XxgLU+UufCXw8S7Yphpg8xQmlT/2mtZXBwmmRkkluiiVp7Bc+sEvoNQNDzPwnPqqKqB61SpFicwIilcp47vu3hObbnxA9SdAoXGFHva7iGQHrOVC9ScIr2pXnqSh5vKBAfXb/pJBC6B9Gi4RepOgT3t9+B4NRZqV6hY8+xpvwfXt5ivXMYLbPrSx4npaXpTR5mvXkYi6UsdJaqn6U+fIF8fp+bk2dt+L47fYL5yiZqTIxsbYDB7e8ikr+OpI2WA4zdY7b8elmcdI6qn6UufIF+/SltsNzE9Q2/yCHOVS0gkmmIQ0RK0x4YoWTO4TbNnP3Dxmh1B1c7Rlz7KQOYW5iqXAUlf+jhRPUV/6jglawaJZFf2ztAsuckmV+x5elJH0BSThdpI8/uz9CQPMVe5RM1eJGV2sqftHtzAIl+7Smdif/j90lvX+Hq7KDamqNoLaIqJFzhcXvjW8jVbjYTZQc3JM7L4PJ5voyjasrLECyyu5l+jUJ/glv6PrfmOiJZgd9tdFBrTzFcuAoLd2ZPsbjtJbbaAF9gMZm9DVyOcmfkyUgZ0pw7RHh+67t+19L1D2ZMUGlPMVy+DEOzO3Mnu7Enq80Ucv8Zo4RWOdD5Gf+oYRWuawcxtzFbOU1zlgZSO9HBp8WmK+ZeI61n2dzxAd+IgE6W3URWNoexJak6Oy7lnQUr6UsfZnb2TqrOI5YVKM12N0RbbzXjxTWyvgqoYTe8rCKTPTOU8hcYkx7s/vOZ3qEJnd+YO/MDl7NzXCaRPV+IAuzK3U7bnlxVF2dggw4vPUrSmiRtZDnU8QltsFzOVkDTak70bU41zcfFbWF4FVRgE0muSQyq70rehKSbn5r+BH3i0x3bTn76FqpOjaK1fgtkCKWlMXsGrlrEX50gduR3FMNFTWWJDB1DNKEZbZ2h8/A5Duj726ErZU1C3cRdLW7/P8XBmCriFGkZ3Zt3X2FN5Fv7yFdxchcbwLMlbh4js7qJy6ip+uUGj3ECNmQQNB2t8kcaVlYV9pL+N5G17WPjiKxS+dRYAazLH4N/8MMlbhig8cxYjouI5AYHfVJipYvnf10IzwoVt4EuCTYgRs7+N+LHBlnLvNb89CCi9OrKGlFJVk/a2gzQaeXzPwfdsPN+iVpujYRXQ9XiT9Ak3AYSiYRpJ/OtMN9oJJl+cue73th3IsOfhQd74nTPY7trJXCB9POkuKxaXNhqqbh4nsLbV74YkvkbDK1FxF8lZ47iBTd6epCO6GykDctbEsh9c1c3jBo0dR/ZuhNxiwMy0T+YaVUoioaAbm09qcrmgmTQlWxZCkaigq+vmqVzSGaXFFHgJpZKkvI4H2nYxO+vTqEvOX3Cp1yWaGqogFJVlgqFW37x9ZrMK29krVTSdVPsQiPBLHGtFYey5ML/oo2mCc5ccZudups/HOmhuLgF4dpVYuhfPqV+3Um/8kkV7j05b18qJuPORFOWCz8K0i90IKC56OI2AqVGbcm5nvy+WVNh1KIprB4ycXlEzSAnT0yEx0dkV9lumGaqCmpZpHDigEVlFCI2Pe8zPr8/AjIx4FAoBXd0KQoSqjP37NaLR0EdoaEhrITo8T3LxwuZkhZQwO73+9/X0qJgm1G+gOCLRlyA9lEY1VfSYjlt3CdyA+nwdLabhVB2kJ0kOJFFNFdkcJwozVcrlm+PdWihI/uqLFs8+Y3P0mM73fTrK+x4zSaVaI+tVVfDge03e9z6Tv/wLq4VIO3Pe5cz573ziZz1oGpw8adDW3tpH+T68+ILDn/xx47pVjJEI7B5S2b9fa1FfmRHBgw8ZvPxSSPRUJy7j11cIPie/drPAKYTEi7vKi/FG4Vby+FaN6uRlZOChxzPrvk4gSGkdZLVuYmoSN3AICMi7N+YluhP4jTqlt15teax6fq2fZenNl1v+rg2Hak5nfmUuUVxw+eJ/m+aDP9bDR3+2j8CTaLpg+orF135zhtKCi6KoBL5DPNaJ7zs4TpUg2LqNf8cQQjLwKQ+fxncsqmMXWT1Zs3JzWAtT6xeNL0NgZDtbVUKKgqJrITPTvCs8p0FhvJmKI2mpp94I+49HiMQU/sf/d556xUdVxXIcMhLOvVbn8tsNbn8gzumXa3zht0OCyV81UX72y2We+VIJ15aomuCHf6WLk48k+MafFnFsyWtPVTj7ap10m4qqCv7id3M0agF+cyI9dslmYsThrkcTdPbqfOPzRcaHbYJAbn5aVsHFwWXt5NKiGXWKoEIRmzogCAiwqCGReKw0pgbbG1QLoyXe+O23QBGousrxzxzmzp+7reU1QlHQjRhB4OI6NXzfxnVqRBNdlHIjRKIZzGiGemUOzw2PM/BdrHoOITR838ZzVwbqQHrMls+Hi2wgCDwkkvpiyEaHyhVJXoSlNou1K8uPT5XPoDRVNL70sNxzy+VBfrMMbbL4NpOlU0j5/5D333GWXfd1J/rdJ94cKsfu6pzQyDkyU8wSKUqyLMmy5RnbsmT72R7bb6wZj579PvPssWdk2ZZsy5IVLMkSJZIiKRIECRAgcgONBjqnqq6cbw4nn/3+OLfC7arqrg4gQXnhg09333vuyWefvddev7XC1bSlydIJKL+9+tlM5TSKokb3V+t348VjLfNEuamiwQ0aTJVPrK4z+qy5Yd1z1bPM186DlITSpzu1l5I1xVJ9jL7MQVShMVmK/CJWFC4ATa/EWOH11jmKtjFVOsHUunU33OKGfay7Ba4UXkcSqaYWaheic9tSUUlCpiunUFrpXaEMaJbKAFTtOarOzc8kB6FLEHoELdXRVsopP3RZqo9StbfwFpEeXmhv2unMxgdI6Dkq1izZ+CBER0/S7CKuZ3GDBtn4APPVc9ScaMZdqaurpNfNIhsbIK5nKduzZOMD0NpyyugirmdwgwYNt8h05R1G8g/Qk9pH0yszWzvbUp6tmHYXKDQncPw6jl+nZM2Qjw8zVztHyuyOyDKvSDbWD0T19nEtS8roXCWEpAwoWVOUrM0TF0Lpr5qcX42k0Ukm1kfJmiYTi2q4FaFiakkyZg/LrY5CzVlgqTmGF1h4oU3DKxHXc5FqUU2RjfUzVnyt7Z5dQUzLkE8MU3eWV8sGNcVAU0yysf7tEUJAeFX9hRpPkr/3USpn3sIpLKBnsttaz3sZ9tQyQSN6p4VegF+3URMGbKnxW4OWT6Fl4m0kkTNTJLRdYju6SGR19j7azczpCoEXYtc9sn1xilNNEnkdGUg0U8W1AlRN0L0njVP3aJRcmmUXJLjNoJ1AUhWSh4aIDXVec2LDLzepvT0emSevg6oaqKqBYaTw/CbF4iXS6UF0PYEQUS39SllKs7lMPNZBLrebcnmMYBNlQrwzRn5Xlup0jc79HaiGQmmsQnm8umq8HcuZdB/qwMyY2GWHpbMFnNravZXdkab7cCdCEZQnqiydWZtwyu3KYCR13LpHfk8OJBQvl6hMRgMkI23Qc7iTkfcP032og70fHcFr+hTHyiyfXyvbEwg6zWEUodHwinihTd0rElPTCBSC0CWuZsgavSS1HGm9i5pXIKnlSetdaIpJQs1S9RaJa1lMNbmq1qv7RYbUO6Ly46CKHzrUvQJxNYVAbCDkbxaeD5VNzOJN8/o+QNWqZG4uQEq9baCcTAiGh2+fidDOnSqxTcSgS0sBy8s3R2IIIlutxaWtfr+9EVxvn4q5Dd+QMPBplOfQY6lVcm8FsZjgg0/G0XVBtRZiXIeIuxUIRaWj73DbZ8ncAFZtCbnNGeytV77219FTFgcfSBKGkpkxm+U5l/Kyz8R5i3r5xiQx8ZSKGVOobEIkLS0GzM2tEUJCCPr6VVIpgW1LRnZpGOtsBscub13iNT8XMjcXcuDg2md792kkWsbSO0fUtvu82ZSMjV7/WMbGovZWuUpJtmu3SiIpKJVujRRvLDQidVDDQzVUfMfHLtmYGXP1mlSnqyiKErWfIvrN7Ua5LHn1FZfTpz2OvR7jF34xxeCQ0kYKZbOCD38kxvPPO5SK7cedzUSlk/pVtpCTUwHlTdqo9wq6uhTuf1BvK+uCqH158UXnljzObBveOu7xIz8i21LKVBUeeNAgnRbUakEbGfS9hlA1EGFkGbJF0yWRlP1FppzzNIIybmgDkmC7dgO3COl5OHM3HrxyLYyfafDb/+wKuR6DVFalUQ0oL7rYzcgmI5XqRSgaYRi0xj3buxHeM4QQYUjhnZcon32DwHXa3PpqY6dZev1bhJvMlK1CCPJHHmwjhJxLEyiJqMxkNWZVSgQCI9URxRq71prB3Ra4+I7FU5/K8jP/oIc3n69x5s0mtXKwuothAB5RPXkYSPxNIjHNuOCex9P07zCIJxX23x3HtcJVZ/sgAN+Tq6og32tfjwzBDyWBH23H9zffzq1AIrFYe7jX//0mV0jgRo2p9CXBJoktMgyoFMZYP2ApLV5Y/b60dHH1741axJL6nkWttL7s5+rNhgThVYahsr0Tu3Lt1vvpSBm0NRISSXAViRDIjWkuV38mkQRXaXm3k7S1ccAtN6w7lH7bv22vRm96P2YuUl4V3PHV9VztFXT1Pmy67k2w/txdvX3YeN5W1iORcINxsjcDP3Bwb6DMbj1iWhpVMUiZXST0/Orny/UxvNCO/KOUGLa39ix4wfZm4Le1XaOLhJ5b225jdFW9BpKiNUl/5jC5WD9Xiq+vqr/W70vYYoRDQhy/TtrsRggVU0uhKiZJvYOYtqbMW26OtXnzhDJo86W6ERhqHF2JEdezbSbby83xNgNv26uuqs6klIRhVGoIYGhJQhms+kJdDU0xMdQEMT1Nhxha/bxkTbX5WV0fV924opV+4XsY+W6MzjWvFaHpqLE4QtNQYwl8vb5q6vdeRmh7bSrDqKHb5iBv5XebGZO0vgq8kFhaAwF23SPTG0MogoHDGWQI1QWLeEbHrvvEUhp2zcOIqaR2p1E0weyZCq611iZoqRi5h/ahGFt3RaSUWBNLNC5sJP5ct8bUdLvZ/Pp41fZ0DUmheIFrITeS5aG/cy/L5wogBPF8DDOtc+zX3mbh5DLJngT3/407iXfEsIo2ic445clqpOSpRG2CqqskuxPs/vBOFt5ZaiOEhh8ZYO9HRihdqRAGknhHDBlKXv/Vt6hM1tDjGrmRDJmhFHpSJ7sjje8EWCUbRYkmoggD5twzaMJEFSoVfxGhhsw7F+jK9mCi0KxGE1dNWcAJymvhAaqkIReRHqiGpORPEqjdCKEThB4QTTRM1aNJM6/l8zXbPE9K70JB3fAuvVkIwaYlT65z/VIWKeHMaZ+PfATMdRXpuiHYt18nlRLUb6GkawWHj2gbPISklMzOhCwuXnugGIbtk4IrEArEb7HiOJEQDA2rmxpeb4AMUTWDRKYPz2lvY1d8XhqNkOVC0Gaoe7shEGhGkmZ1bbbbcHPcbqXe9KhNcdHjyU/nKeyLM3q6SehLsh0aTjPEuwHfHN+V5Ls1MnmVuSvt7/ylpZC5uYCjd2otM2jo7VVIZxTSGejrWyMkfD8yjq5UNt92GMK5cx5PPGmsXtNdu1RSScGyoFUStLb85ESUcnY9zM0FzC+EDAy0k6RDwxrDwyoz0zdPdiyf3doYv8btUQDdCKSEakXyp1+wUFXBP/2lNInk2vdCCI7eqdPZoVAqrjUwe3dr/P2/nWFkp0Y2o2DbEl0XNBoh/8f/r8zrb976e39lorX9s2gSdcVWYeX7zZbdCsM7VI4e1Te8smdmAs6euXW139tveczNB2Rza4orIQQ7dqjceZfOyy99//pEQtVIDe4BoeA1ysQ7+ymceY3NWDBJSMGbaRsTRef/3S+RDW2L2pm3b+9KJTjNkIVxm6un3CUS2y7jeVGCYy6/G8NIbytp7L1DCAGEIcEmruOBY0VpJdeClBGRtP53hTLBVdVgmpkk3bcXoSgEnoMeT1+3ZGzsnM1v/It5nvp0lo/9ZAcf/nyer/1ekbdfrm/p4r8euS6Vv/b/7kPXBMe/W4vKxpIK3QPvgUzI9wze/QfzLyJqzmJL6RGVot0qUfHehLzmkDbS9Nxcx8aXHo5f50rhGNY6ckECYeiRMPKEMkBT18zAhVCv6ce0HQShG223dAzLK69tV7YTcGmzZ9X0uTM5QtmZayM7FaGvzvoKBIqitQZ2IUHo4QVNJsrHqbtrnbfo2NYaLinlapLdDR+H9PFCh5nKKYrWGkm7sg1ViV4x4TVKAsLQQxHqlqltUgb4oct87TwL9TWCWLa+2w7c0hJ+I+qkSs/FWZwlqNeonj9J+sCdeNUS1bNvEdgRUZYY3k1y9wGQkuzRB2hOjVG/dAYZ+LjFJfz6zRFo7z5uvh31CnX8coPE3r7VdMzYcBdK3MCaXMJp+BQmm7hNH6fpE/jRzLMQUJ23ce2AesGJ5PgSnIaPZijIYG05z26/XvFdPSQPDl77iByf6hujBLVb9/7YDlRdoXCxxOVnJtATGg/+/N0c+OQeFk4us/tDO0j2JHjtV9+iPtcg2ZPg0X94P7veN8T5r4xGip+xMuXJKrmRzMaVC4GRMrjynSnmTixiJHXe/8uP0H9vL5XJGs3lJhe+NoZqqPTe2cU7v3cOp+oQ+pJ4SmXHkST1ok/nUIjbbBCGEqOsImUyKh9nGdcO6exRCYOQZK5MLKVSeaMKniQ97JBIFwh8yUCvSeCn8ZwmpQWH+tha36vmtQ/2vNCh5GyuxNPVOEIoeIF1Q6U/8ViUpnQ1SqVwW8TEW8ddmpZsU8kIAXfcqdHbp1C/fGuTEamU4K67N6b32DacOe3hOSa6JhBCxfOtDW2R78lNTaG1VV+im9+/nl6F3XvafUOuBd+3sWqLKGp7l9/zJRcue/T1KpGBrLa99W3i33tdhKHP0uSbSCSxZCeKqlOaP7dtH8+tUC36yHBtHHj00TR9OwzqVZ+ZKzaeE3LpZJPHPpHn7RerXHx7+3VSViPg8skm+d6NffV6PfJp8X1WS/c6OyP/q0RS0NOrtC178eK1PX/OnI78hVYIoUxWYXBIpViMDMfX4+JFH2sbfk/FQsg7b3sbCCHThKfeZ/Laqz+YpVLXgu/Dc8/afPJTMR55tL1P0dOrkEy1P3uf/KE4HXmFf/krFf7u38zw239QZ99unaFBlcmp6z+jW6lw1j8jSdKEyJb9hkrYCuipUyZNjgCfKiVUNNItq47V9Ufae1TUVa9XiURV4aGHjdbxtO/Psdfd6xqORzupoGj6asz5+s8JQ2ZnA86f9dm/X2tTbXZ2Kdx3v87rr7nbTkW87ZAy8g6KJVE0g/rM6NYXg/YJcl2YZLUelr3NVfE/yBBCoOvJVZW0QGzLUBrea4TQVQh9j/rERezlOeQ2rNJD126fHd0CbrOMouqoegxFu350dBjA5dM2o2dsBncZfOKnOvixn+9i9IxNebl1omX0/2Yv6H1H4wztMviPvzzPueNNhICjDyfpGfzeEEJCoX3WV8pN0xi2XkHruNb8iaPz/G5zOCIyS0WyKtffdF/exejM9zxESCiaGxpl3YgSAVYM5VaUaLcCVYtmst6tYJ7NEalJNMVcx+jfzIGIq/6MULXmUHL3kI31UXeXV42wFaEikbh+k6ZXJh8fYr56FilDkkYHMf0mfc1aqDjzDIu7yZq91J1lZGS11ypRjI7PVFPszN3LUmOMkjXNvs7HqSYXWKitkSIps5OYnsYNmuhKjFysn5qziB961JxFQhmQiw1SdRYIZYggSha78ZkR0XYGV37dcIu4QZNcfJDl5po6Tb2BbVh+VJbSkdhJyZ5eLUkRrQQ126/R9ErRNahdaJVhtraxzZu6emYtdtuvVym89hwAtfPvUDv/zoblG1cu0LiyuZqkcvrNbW3zdkPvSqOl4xhdadRkjPjePvxqE2/59szGOnNFKscu0fnhuxC6Rmi75B49iFeoUz81QeBJ5i+0E2EXXthoXFycbB9wCVWQH4hjVb32NkhVyD9xCDW5dfIigFuoUTk+etPHdaPwmh7zJ5dway5uzWXxTIFd7x9GNRR67uiiOFqmeKkMgG/XKI1V6D7cyeVnJvCtSEEZeuGW76XqdI2ls4Vo/XUXu+QQy0fnQIYQOAGBHyIDie/4+PZKiqiKGVcxBlXSeZ2G4lNZclmasjnwUBar5iOBdKeOqikUpm1yPUZUMtIaM8QSKsVZh86hGLGUiqYLqgWPdIfO/NjNJb5k4v2EMsByy9je9b2wVrB3n7ZabrMe09PBttQ9V8YCzp31eORRs617s3evxt1361wZC246YQfgwEGNo3dqG9KLKpWQV19xScb7MfQ0IKnWZ7Dd9mO3LKjXN+6AYQp27dF4882bG4wLAXv2aOzbt/3uu6bFInsE0S5NkhJSScEdBw0cB2ZmAxbW+dwEQfTOvzrBaL03zo0gDH2y3XuJpboIAx8hFJxmeTUl9mYwerr9vn3pqxtVo28+V+XN526MxFdU6B4wiKdUFqc2MntSRmbQlhUpSgA6OhWSKUFXl0JX14pvqaRaCbl44drXe/SST7MhV82jVRV279FYXAxJJNcUGlJKLl/aHiFUqUiOve7yvvebxNddM0WBJ58y+YP/ZjG1DdLjBw21quTSJX8DIWQYYgPBO9Cv8sLLNi+85PATnws4c87jxVcc/vd/nOXgfo25hWufHz/Y2LdWlPbt6JgIBDHiKKh4uK34HAUNHYfoHl4J/lHRooE8IQoCG4s4SWya+FE9CmZM8PgTxgZ1kGVJ3nzDpdG49v2hxhKYnX0ouoHfqCEDH0XXCWwLPduJW17GqxZ56SWHj38y1kYI6XqUbNbRabG48P0pqZNhQH36EiCQ1yCVFVSyWg+KUMlq3QBoLY/Kv4iEUKTA91pG0pLl5XPYzvbey+9pQiiwm8w9/2VCLzKFvB7cSpHyuTfxt6hp1GIpQt+lMn0e1TBJdAxeVx0EMLTbQNMF9WqAY0sWpj0O3hNve0mGIVTLAQMjBj1DOoEvadZCrEaI3YyiDLMdKh09GkO7TQ7dm7jtJV/rEYYSLabSc0c3O58aJr8nF3kXNDyKl0pMvjjN4uml1c7mZhAKpPpTDDzQz8B9vaT6UyiaglWwWDy1xOQrM5THKoT+u9MgDD7Yz/1/827K41Ve+5U30eMaQ48OMvRQP8meBIETUBqrMP7dKRZPLeE1/uLNdlwLqhb5CBw4rPPaSysz8xLHiSTBjzwV4w9+q05nt8LgsMbJt1x0PaovVlsmlivm5LYlESKS3CsKWE2JrkffObbEMAX3PWQyM+kzPva9nRIoNqfYmb+Pg70fxAtsStY0hcaVbf02rmfJJ4ZJGh1oiklPeh9xPUvNWaRmL9BwC8xUTjKYu5NMvBc/cDC0JJZX4UrhNbzQZrZymt2dj3Ck/2O4fhOzVeJ0K2i4BWaqpxnM3kk61kcQOhhqgqZXYbx0DEWojOTvJ5Qhk+W38EKH2epZhrN303CL1J1oBl9Kya78Q1heueXJo7BQu0gofWy/ylTlbYazd5M0OvBCC12J44UOlwsvbauMUVdiUfqYliKmp8nHhwmkT9MrU7ZmVr2vdubv53DPR3D8OrpqAoILy89v61x4gc1E+Tgj+Qc40vtRLK+KphhYXpWJ8nG80Gay/Ba7Ox7hSO8PYXkVNMVAVXQuF15qK027LVAVlJiBmopqUfxyA6EqEfncUqpK93v7DAhNofPDdxMb6UZLxSAM6f3cw/iVJktffRN3sYIzX8avNaFFRMggxJ2vtIyY1941geViTxc2+PFIL2D562/hV5qk796FUBXsyWWK3zmFX7HYyodIKCryGkZ2MpCUZpobiOTkwUHSd42AurXaToaSyqsX8Za+h4osyaoBKkTnMeq9CxRVtH0HEfmjxbQNHfOt4Ns+vr1eobf5RNLVaFY8LrxeWZ0oCbwQGYJrh1w8ViEI5FpZWQvF+Wjm125E12f6YoPAk9TLPrOXmnQPm1j1gPLCzUv//cBeV+a6PSSTgs/8SAzjqjmxIJCcOe1RLl2/T1GuhHzzaYf77jfaEpg0TfC5z8d56UWXhZscrKTSgo9/MrZBWQGRMunSRR8Cm7iZI5Thpm1prRayvBRuML6OxwX33qvz5S9aNxy/DZDOCD7+iRiJxPZVqp7bJJntb/NbhCh2vr83GgY0miG5bPs6m02J59FWmiYE9A+oNz3JpJsprNoirlWhc+AoZjyLa1W2PYv9vYKqCob2xtANgZSwsAkpdOmiT7MpybTEgOm0oLNLYWhYXY2Qh6i8bPzKtfsM5XLI2KjPfR1Ga/sRuTl+xW8rW6zV1pRJ10MYwosvOHz+x+McOqS1lf3s3qPxkz8V59/9aoPmdciDG0VW7yOhZZizLl5/4XcByhZlmUEgNyT31WqSZOtZqtclB/bqvH7cQVUhm73+M9aoS4Kg3fdM06Cvf+23Hi4BPmlyLZJHRWv9Z9HAJWqnJZImDRQEGnrrE0GMBCEBFo1VNfeRIxo7RzYO4ScnfM6e8a/7bBq5boSiEOvqJ0hF/olerYRqJloHE63gnRMei4sBw8Pt27rzrijd7PtFCAEYqTxqLEGsow8ZBpQubJysk4Q0gypdxiA1v4ArbQwRI6HeumdkPKMRT2uU5uxNJ8pFxPp9zyfRm82bS097TxNCSElgb98bxC0tMvPNP9zy++zAARqFaezKAoFnoSeymOlOnNq1SaG7H0vxwc/msK1wNWby679folZpb+Bf+EqFH/2bXfz9fz2IVQ/5ym8XOPFSg8unbc4db/Djf7uL0mKA44RMXLTJd787pz/qYMKhzx7grp+9g1jObOuQDD7Qz/5P7uHEb57i9H8/t+lMplAFA/f3ce9fv4veO7sjpc467HxymP2f2svb//UUo98aJ3Bu/yyDkTLI786hxTQG7utl3yf2sOPxobZ96b+vjz0fHeHMH53n5H87g9d8b3Uq3i1oGtzzgMngDpV0RqHzvMeBwzpCCF5/2Wbiis9j74+WHRzWSGeiRJKDR3RmpgKGRzRmp3wOHDFIJARnT7nohuDoPQazUwGn3nZ58NFoVmlmymd4p8bIXq2t9noriHiMxN1HALBOniNs3EKUBbBQO48XWGRifUhk2+Cj4SwzWzmNG2w+u60p5moc+lT5BAAJI4cbNKkRKWimSm9TtefJxYdQFZ2yNUu5Ob1K+izVL+MHNvnEMEHoMVM5ScroukH/mnaEMmCqvLLdQVShU/bmKFszhDJAV+I4foPZ6tlVv5/Z2hlC6bdF3lftOWZrZ+npOYqnwNj086vm1wBz1bPUnWXy8SE0xcT2Finbc6sDGMdvMN+8iEjGEfbGgb2iaCSNDgQK87VIMRPXMtGsp5gjlu2noTicW3qWjtgw8XgHoamzsHSKIPRQhMJiY5Qw9FfPZyh9FuoX8aSDokYlblWlwqXqa6REFkON03AblKy1a1Cypjm7+C26EiOYWhKSMZar421eSLcLelcWvTuLlk+BENjj8+j5NEoyhl+IiAl7dA7pByixBKph4lU33gtC00GG1y933hICoetI30P6IcVnLuCWXmYr2cP8H77Y9u+w6bD0xROY3X0g18gc6/I8U//u65uuI6jbFJ45Se216WjWrTXrEevsBxkSODZC1ZBhgFBUQs9BjSUJHQvFMAlcG9WM4zfrBNbaxMzVHSIlYdL5waMYfdlrkiHecpXyaxcJ7WjkbGS7UDQDu3D9hBBFN0j07KAxd+WahNXV0GKRj09prIJqKGR3ZHAqTjQBcaVCfleOWC4ylNZanj/z71x7cmU9rjf0klISegGqqba968IArPrm29jq86vh2WFrXRLPCZm+EBCGGxXDqgqZjKBaldf186lYN5bWYprw+R+P8+RT5gaz20Ih5LVX3U1Lra6G78EL33H4zA/HuOfe9pnyu+42+MmfSvDr/6GOfROVhk89ZfKZH45vMGut10K+/EWbRkOSiqtYTpmmXcT1NvZTPQ/Gxnxsu31wqmnR7Pqhwxon37mx/ooQ8L73mbz/g+a2CUiAwLOoLo9t+NxxJGcvuMwtKNx1h7Ehdr6wHNJsyjZ1iRCCPXtUevsU5udufKTjOQ0yHSNIGaBqBvneA5QWLmA3rj85+72E50reer6KUMDdIrp7fNynUgnpa8XFq6pgZKfGrqvK+c6d8697T9cbknPnfe57ICKEFAVGdqn0D6ht539xISrl2S5GRwOeedpm375UWypdLCb4iZ9McOVKwJ9+wbqlCPqroSk6OaMPgaDpVyh7C3wvbSGyWYUjRzZWYCwthTSuUh+ePO3y8AMmigJnzrn8vZ/PcOqsy+EDBn/4J9fvXywuRN5b6w3ZNU2w74BOZ6cSJSISKTQsrj2eDfCpcf1+pRDwyKNGq/R03e8DyYULPle2MWnr1cvoyQyNmTFk4KMacYSu4xaXQFFWVTdLyyFvHvM2EEKZjMJDDxuceMu7JSXmrUAxY6SHD2Atz6AYsUjFcNXLTCJxZINldxpPOoQEqOjY4a2bYXcMxrn7h3p57r+MY9U2nvNcfwzNUFga304/VZDJDJHN7KTZXKRQ/N6Tqe8ZQkggUFq1lUqrNCSjduGGTRxpIZHowiSQHgEBAm7Y9yL0XcxUHt+uR7X8iSyBu3EgmXnqSfxiieapKBbu+a+UOXu8SXpXH8kHH8VSssyEM/jiW7Auev34d+vMXHFI51SCAOYmojeA1Qj5w3+3TN+wjqoJystRfH22Q21jcV07IpGEEDjW5sd27rjF4swcC9Nbv12EgJ47uum7p5f6bJ13fuc0lYkKCEH3kS72fmw3mYEUh3/sAEvnlpk/sVH233tXD4/+o4dI96coXi5x5blJCheLyCAkO5Jl94dG6DrYwf0/fw+e7TP+nckNM6e3C6m+JA/8/D0gBCd//wyLp5bxbZ/cSJY9Hxmh62Anh3/sIFbR5vyXL21LsZQwOxnK38Vi9RKd6V0kjA5st8xE4Q1cv4GhJenNHiKbGAAJFWuG+fI5vKCJqujs6Lwf129iaEnSsR4cv8FM8W3qzs0xs21QVYShI21nyym4TE5hcFhlYsznwGGdI3cZHDoalQdMXPEZvbg29VgqBBw4rBMEoJuCO+426O5VcWzJ/Y+Y+J7EsiSuIwl8uHjOZceIxv0Pm3iepKdPZXzMZ3E+3BbTbe4couPHP4N0XaTn03xzY0nOjSCUAcuNsdVEuPWou8tt/jhXo+YsUlvaeH+vhySMSKD1AxtFoKZi6N0ZgppNubZApb4Qla4KQaNVHqCYelQsvs68V4YhQlWQfhCZFgcBWi6JV6xDELZv155ti5FfgRPUGS+3x1T6ocN0NTJ7XfUwEoKqu4hQ5zCSHVjU0cxky1dI4jtNan4By24iwwDfs9GMOJqZQgaRf9Js4yx6LNNikhU0I/IE8V2LQAmZaJ4i8GzCwEczYghFQwY+oZCkunZiJHLMnn2OemUJ3c2i6ga2tYyi6SiqQdGbJXCt1RruUPrMNy4Qz/SSHThIdXGMeK6PwLOZK13CdxpIQDeT6LEUgWejaAa+EjJnXcT3bDrTd+GIKkIzEIF7QwP+qyF0FbMzBYrAWaoBEhSBDEKk7aKlEwhTRwYhaiaBX6pHJI8QmB09hJ6DUFT0bAdKLE7QbBA6Fqk9hwjsJtbcFHomR+i6uKUljHwXim7iN2tR9HcihQx8nOV5jFwnajyJW1xCicVJjuzHWZzBLZcwsp145SKoCka+CxQFr1xES6Zb263j1SrEunpBUXGW5gjsJmZ3P43xi9v2d9fiSfRMHreyjJnvQTVNvJb/ktkdJfGFjo29PAtCoCXTiFSGwLWJtb635qfaCKGrkblrJ7nHDiCurkVZB+kHVI+PYY0tohpxFDNGomcYoenYhVkUI4ZqxAgDj8BuouhGNLsZhnhWDUU3Se84QHNxCsUwCX0P6V9fkqGaKns+PEJ2RwYzY9B/Tw8nfvs0AKPPTPDQL3bw4N+OlKu5XVlCX3LluUlkKBGqoHNfnkR3nPRAisAL2fnEEM2CxdLZ7Q14ZSApj1c5+Jm9HP2JgzSWLAoXiiycXr7tY6qVFNOrkc4IfvHvpchlFZ79tsOpkx6lUkijIW+686+o0NWp8NkfjfNz/1OSTKb92oeh5MRbHm8c275sZmoq4E/+2GLXbq1tcBSPC37yp+IsLwf82ZdtqluY+V4Nw4DHnjD5hb+TJJ9vZ1x8X/KtZxzefNNtNfcCTY2hKFt3o0+85VEuh8Tj7UqjnSMqP/OzSf7Nv6oxt01SxTThkcdMfv4XkmSztycNzPPhwiUPRYXp2YDaVSVuExMB5VLkYbPCbwgBQ0Mqn/p0nN/57QZX249cD7XiOI1Kux9V4L83vQ+vZ0BtWZKxUZ8DB9bIh5Fd6oZyvlMnr39PW03JxQs+vi/RtEha0NGhcPCgtkoISQkLC8ENE3F/9iWbx58wue9+vY2oyuUUfvHvpojHBF/7qk2xGN6w6kuI6Hnr6FC4+x6d3j6FF76iodgqdlCn0xzCkzYNv7zp72Mx+MQno4qLY8dclhbDiJi8ybYumRT82E/E2bO3/RpIKTl31qd4lfrw2RdsTpyMnuk/f8ait0dl94jGb/xOjbdPXZ+ZvnzZp9GQpNe5CAgBhw5qvP+DJl/+onXbfXa6uhTuuddoS7GD6H58/bVtEur1Cn59rZRIMWKA3OAnVK9J3njD5eOfjLUpMQGeeMLgt3+rSbP5/bHtcEoLVAIfr15BNePXlOIoQmXQ2I+uROXZVb9ALSje0vaXxptUl6Lzlek2OPL+bpBw6VgJ1wp44IcH0E2FE1+fZ/bCWn9I1QQj9+SoLbsoqiDdZXDptSKOU0UIhY78vv+xCSFTJEgpOZphjaSSxZUWCZFCijAihqSNLkzssN4S0UE1LN2QmWxtYZT8zruIZboBQeg7VOcvb1guqNcJ100r1Ssh9YqNuDiN9sazpB64H6N/IBrsrfud70mmxzZ/EmvlgFo5AEVBy+cJGjWqpfZlwxDmJ6/94lhdz7UgINmTYP7EAi//q9cpT1QjskbAzOtzVCerPPqPHiLVl2T4sUEWTi61kTlaQuPOnzpMdjjN0tkCL//L1yleKkZxwRKmX59j+tVZnvylR+i5o5s7fuIQi6eWaCzc/tl6AD2pE3ghr/xfrzP+/FRE+EiYOTbH3FvzPP5PHqb7SBeHPref6ddmqU5fv4REUww6UrswtAQVa466vYhAJZQBitDY2fUgCaODxeoFFKEykD+KpsS4svRKFOsX6yFpdjFXPsVC9Tw9mQPs7Xsf52a+sWVa0ragKMQO7iF+xyEqX3+WsLb5unwvup69/SqKKiiXQibHPCbHfeZnfYZ2aPQNqAwMqfT2R3/P5RWWF0IeeizGW8ccKpWQ6XGf6Smfyxc8hndECqBqRZLKhExN+ExP+OhGJIPOZMS2ZiWl7yM9j9D1CO33ZkfvetA7UsSGu1ESJkG1CUhiO7rxqxZKTCeoWaiZBEIRqOl4699xgqqFkjBRdBW/ZhM2bLxSndTRnVRev0jYuP3nQzXiIBRC3yXZuYNEphctlkKGPktjx4mlOomlO5FIakvjdO68m2Z5Dqe2TKM4TSLXT6prhIWLZfR4htzAQTyrRm1xjHi2l1i2F69ZoV6YpGvX/QS+gxCC6vwlEIIw8FD1GGHgk+4eQY+lcOolcv0HMBI57HqB+vI4vrPWPiiqTrpnN/FMN55TRzXixLN9xLN91BZHsWvLZHr3YiSyWNUlErl+At9GCIXC+AmQYKa7iGW6qcxfwrNuvqQoPpjn4C99EjWmc+Z/+xLN8WW85db6VuSWgNBUjIFO/OVK1FkVoBgGWjqDVyuT3ncEt1Ik1jtIffQcihnDr1eJD44Q7x9GqBrFN14gc+BO7MVZ/EaN+PAIINCSKfx6FT3bQWJ4N1YiiVsuoBgGoechAx+zu4/m9BhGRzdmRw+oGmo8Qbx3aHW7tQvvoHd0k9yxl8Lr38GrFK9ZX78ZQs9F+h6KbhL6LqFr4TXrKLqBLC0igyAiFxs11HgSZIhvWfhWHT2Vi0iea7QTRl+Ons8+tFqStxW8Yp3ic6chFHTe8Ug0AE9ksJZnUGMJcvvuQdEMhKJQGTtFanAvWjyJbzUpX357dT1mrpvkwG5qE+dxytcmhwGcisPot8bp2JMD4M3fOMnMsXkASlcqvPorbzHy5BDJngSV8SrvvDBFZSp656i6Qt/d3WSH01Rn6iAlQw/3UZtrsHS2QOlymcD2Cby1fsvMm/Mb3p2Lp5Z56zdP03u0i8xgitJY+br7fTuhqlF8+/s/YPJDH48xOeHzztsep075jI36zMwEFJbDbXn9JBKCHTtV7rxT5+OfjPHAAzrxhLLhXbKwEPL7v9e8rvfFeoQh/PnXbO651+BzPxpbVRwJERn8/r/+QZodOzT+9E8sLl/ytxyYCQG9fQof+3iMv/rXkgwOKRu8g0ZHff7rbzYoFSWKUAkCB1/RUZWtvSDPnPa5cN6nv7+dENI0wSc/GSMIJL/5G01GL/tbKjQUBQYGFD76sRg//TMJhneoG/btZqAq8PD95mrp2c5hjVNnXV4/vvaOGr/iMz4esGt3u+IlkRT8lb+aoFAI+MbXHawbGBCGgUcY/MUo7w98OH/O52MfX/vs4CGNkV1rQyvbjpa5HsIwKvcpFaMoeyGgq1vh3vv01XKkMIwS7krbKKlcj8nJgP/06w3+P/8iQ19/e2LZ4KDCP/zHKe5/UOdrX7F55x2PxYXwmsSvpkFHh8LAoMqu3SpH7tB5+BGDXbtUThz3eeVpSbNRpuzOk9Y7MZUkDcpbrEtw7/06n/1snMmpgJe+63DihMflSz4TEz7WNocVmhb5fv3I5+J87kfjm5IlL37XoVRsP7B6Q1JvldQuLYf83/++iqJG5tTbUU1duOAzOxOsqsRWkM0J/ue/kaBaDXn+OWdbJM12MbJL5fBhjavVtaViyLHXb25Dobu5lDIMo3ZsZiZg9+52ymDnLo1DhzWO36Qf2q0i9FzsQpRaGDjXvlG69R240qLkRO9yT97evvjQkQypDoPKosPOO7O8/fQ8sxdquFbA/OV2ZZhQBMm8gWsFqLpCqlUm6jgVms0lDD3Ztnwq1U8y0Yvn1alUJwkCl0SiGyEUGo0oZyyV7CMMfSyrSCrVTyLRhevWqFSnCMPtXZ/3DCEEkRQ1rqRRWyk+TVnDx0UgCKSHJMTHIyEyuNLaSAYJJZoJdJ1NmULfabJ8+RhaLAVSRjPRm8wsN46/teEziAa63tISfrGI0T9wU8eoJBJkHn+M2quv4S1ev3N6MxBCYJVtzv7JBUpXKmtMu4TADZh/e5HipRJ9d/eQGUxjJHWc6loj0nd3Dz1HupCh5NwXL1K4UGwrK5OBpHylwugz43Qd6iK/K0fP0W6uLEy8a8cz9+Y8M8fmCNd1pGUgozSYb14hvytHbleWrkOd2yKEVlBuzjBdPNH2WTrWSz65g8nlNyg2JhAIDD1Fd2YPU4W1GtWqNcdM8R380MFyy9y143MkzM5bIoSEoZO8905iRw9Re+6lLQmhWlXy5qsO2bzC+TMei/MB1YqGDCMpvetKnnvawvdgeSngpe/YkWpt1uc737SYnvRp1CUn3nSIxQWuI7ky6q92POamA95+08GMCRbmAnp6o/KF6cnrd2zcyRmWfuP3QUrciembPhffTwhNjZQ/QYiSiqFlk8ggREvHEZpC0HBQdHVVCRTUbbRMAr/SIN6dJbSi76WmEjQdgpp1m2f3JUHo4ocOeixFqnMHvmuR6hjGqi5GyRSBh6qbpLp2IGWIDAM0Ix7VWk+eXE0EapYXiGd6I8VLqgOrukhl9jxC0UjqBjIMMFMdNMqzBL5Naeo0ucHDxDI9q9tN5gcpz56jWZ4j3TUSkSWaQaM0Q21xo7Ir9F0axWl8p0F9eQI9lqFaWUBKSSzdhWvVWsSCIJbuaNuuakRhANm+vcxfePmWyCAgUoPFDdSYtmpiv17JtXLhZBjiTC62fRd6TqSQUVT8Rg1neYF43zAy8PEbNXyrjhlP4paW8aplQs8lcB2s2QkC20Z6Hm5pGXoG0HOdETHUqAGC0LIIGnUCq4H0o/ZZaBpqLI5Xq6DoeqQ0Wrddo7MvStC0mwhFQaha639926VroefQnBvf1rJXzzI2Z6+gmPFN00IB9O4M/X/5CRL7+69ZKiZDSfmVizQuR8o3xYizcOxp8gfuA8DM9ZDecZDmwiR6MouR7gAEgefSmB0lcC20WBItkSG3/x4ql09uiwyCaCa5cKnMlec2Gk5qXZ1o7/sAU56PnPHxFpZoFtbaRN8OOP3ft462n359Dl5vnYv+XpRsmnN/emnDcr4TMP78FOPPf39NL1VVEI/DgYM6Bw7qfPZHJctLIQsL0aB0aTFgbi6kXotKiyw7mjSKxQTZnEJfn8LQkMrgkMrwDnVT3xspJeWy5Lf+S4M3jt34YKZalfzn/1Snf0DhkUeN1TIvIQT5vOBnfjbB408aHH/D4623XCbGo8huGUIqpTAwpHD0qM79DxgcuSOKmV9/b0opKZck//HXGpw+HV3rSCAUTSCtqUM3NvCWJfnTP7F48CFjQ3y9GRP88I/EOXpnFN984i2Xmelw1Yg6m43O3dE7de69T+fgoUgpIoTA9yUvv+hy8JBGb99Gn6PtQNdhx7DG5JSPqgocVxJcZR/gOPDMN20efkQnmWwvGxscVPkn/2uax58weeVlh9HLAZVKpDAxDEEyKchkBPm8QkenQleXwpWxgD/+o5szL38vwvfh4gWfMJSrJN2hwzrmOp/88Ss+heXttb1TUwGLi+Gq2XpXl0I+vxZf7ziSS5duvEQnDOHF7zr8x19v8It/N0lnp7pO8SVIpQSf+ESMRx8zGb3sM37FZ2IioFCIEv90TRBPCBIJQXe3Ql+/SkeHQm+vQl+fihlb80FT1JY5spIkpqZRhX7dwbeiREbl+/dr7N+vUa+HTE8HTE8FTE0FTFyJ/qxUIpWiY0s0HRIJhZ4ehR07I1LqyB06u3erLYXV+uOXnHzH5+lv2JuSPIYBvd0qQwMqrgdT0z6FbZJujbrkmW863HW33lZiKoRg7z6Nf/bLGd7/AYfXXnEZG/NXS9YMc+0Z6ehQ6exS6OgQvH3C4+lvbH2+dB3uulunq3tjW/rOOx4L87e/fuvyZZ/Ryz4jI+1kdD4ftblvHfeuqSzTNEimBKoqUJXo/ZBMRcefSIrVZL5kIiIZNzu2ZErwl38qwexsQLMhaTQkzWZ0PzQakmZD0rSiKocwjKoe1pcLB3j40sWRFiBv2QcUQDcVdFPBiK9V+5TnbApTVjQWcyWaoUS+fus2Fxk/S+JpDTN5bRomkx6ir/ce6vV5ktldxOOdzM69STyWJ5/bw5WJZwlDn/6++1kunEPXk3R3HabRWCCf30sslmd+4cS2EkDfM4SQI5t462SjK2SPRGKHkZGWaP2nKQaW3DhQjnX20fvEJ5l/8as4y3Nt3wlNwxjoxy9XUHIZlFgcarWIlGm1EFpnJ3pPD0iJt7yMv7x1Kcqm0DSM7m7UTLpFHi0TVFuDFVVF7+kmtnOE2J49eMvLaJ2dhM0m7swM8jZqCqWUNJeazL+9uOkg1G14NJcjNlVP6KjGug6FgN6j3ZgZk+ZicwMZtB7L5wvIMESLqXQd6ODKt98dQkiGksWzy7j1TVhOCfNvL+LUXVLJJF0HOhj79vi2Bt9SBtTsjYMEU08R0zMMd97HQP5OAFRFxwtsFEVbNT+0veqqF4vrWwShh65ee9b7elBiJsbI0Db2HaYnA6Yn11qZc6fWzo9lBcyv1JkvwPi6kJ7zZ9aWG724/r5bR/pJuHxh7bvlxe2/ZKTr4VzcSAL8IMFdrOCX11j9yFhWgIjStqSUOLMFIsc4CaHEmS4ggwB3vtxKv4tKx0LXp3Zy4rYaEUskU5W3EShkhg+xNPYmvtOg/9BTNCvzyDAyM5VhgFOPZLFOo4jTKCG7g3UvB4GZzKHHsxiJHKHvEEv3kMj1A4JYqgvXqqJo0Sy49L3WbyXxbM/qdrN9+xCqhpnMYySyGPGoBO1akcIy8KJlE3kgJAz9VoKgIJbuQjMSUTmWqhH6bts+h6FPZe4i8Vwvdm0J39m+19xN4yqiSDFM9GwnaiKJasbwahVC18Grl5G+h1+vEusdxl6YJt4/vKr28crFFjkj8RtVAtfBr1cIHRuhaJF3XqNG4FqEvkesbxivUkQoKmZHL87yAskdexGqSnP6Clo6t7rd0HNQjVhUtub7GF29CEXF6OzBnp9+190N/UYVmrWNpa4CzL48vZ9/mPwTh1D0a3Q9JDgzRQrPnkI6PiTWBttyXeSRW16idP4NZBgSejbNxUnMXA/5A/dTPP9Ga8Ywejb1VBYWbz1qUUnEUZIJqk9/B4RC+qlHCKt1midOo/V0oXXmCS0bb3Ye6UbtrJJOovf1InQVv1jBX1xC7+0m8cBdqJk0iqbhLRXwF6JyY7Ujh97dFbUlM3NIy0Yf7GuVnmaj9c8trK7/ewlNE/T1q/T1q61ObeSVE4bR31cGqoqIZPGaFg0GrkX+FYuS//a7Tf7oD62b8vsBGBsN+Jf/Z41f+t8zPPhQe1mMYQgOHNDYs0fjU5+J4botXyQZDV51XRCPCwxjowJWSsnSYsiv/1qDZ552Vm8fKQNUVUdTTQwtgRfYuN7GPqmU8MpLLl/7qsUP/0i8zWdkZd8OHdLZs0fj85+P43qSMABE5OO0sm+6vrZv0eDW49/+Sp2/9beTfPgmCSHHhS//eZOeLoU9u3SWlgPmN0lUeuF5h2OvxXjq/cYGZVJXl8qnPh3jQx8ycZw1vykhonOrKgJVA02NZsW/9lX7LxQhJCXMzoYUi5KurujcXJ1ideG8T622vXZnbjZkfj7g8JFI/aGqos2s2LYjAupm4DjwxT+x0DT4G38rSXe30vacCEXQ0SHIPxARkK4blUmuiGQVJUrPuu4zLcEOGsiwSU9sF02/QuMG/RZTKYWDBxUOHNDwfXAdietFHjmrSbetfdI1gWFEBKuibPYMw+REwH/69fqm5ZmJhOCnfizJ5384CUTEXrkS8p/+a41nX9icQFqPMIRnnrb5oY+Z3HV3e9sjhKC/X+VHPx/n4x+P4bit55vI7kZRWL3GmiaQocT3m9ckhJJJweOPmxuexSCQvPKyG5HytxnNhuT4mx6PP24ST6x9bppwz706nV0Ky0tb9y0OH9H4+/8wTV+/SjIRHauirt1Tysq5UKL3xtXqLoiO+2d+NrF6D4StBMRg3bsnDCISvtGI3ilfWleu50mXPmMPnfoQkpCKv8SCu71wms2gqIK+fSn0mMrQkQxzF2ukOgwyPSalOZswkJRmLQ482klxxGb+0tr7IfAkhYkmex7I4zkhSxOb918Fgq7Og9Tqs8wvnCAe62DnjqcoFC/SaC7R3XUEQ0+hKBqKolKrz7Jzx5OR16pvofs2nfl9LBfO423ic3c13jOEkEQSsHlDt/L5ym1eCwub+gdp6SzpkYMsHfv2hu+UVIr8Jz+JXywiVBUlFkNJJKi88F2ap09DGKJms8T37SV+6BD1t05Q+da3tn8AQpB+4AGSd99FaNsITSO0bcrPfAtvYQGhacR2jhA/eAA1nSa+dy9Bs4m3uIS3sHBbCSEAu+zQLGz+4pWhXPXZEaqIem8t6HFtNU1MjWkc/cuHcWubz9rFciaKGpUHxDtujQi5FgIvwCraW3oU1ecaq6bWqYHUttcrYVPWNAx9vMBmsvAGDXvN9yGUAZ5vrUrEoz9bsyJCQRHatpKbNkAQvR2EQB/sR83nIAgilYp21SO6vtd9NbRWdNh6dYOirF1f2fr9+kGREGspP/71ShHXLRsE7aTbSovehta+XG8Qpqmtwfb63uS6spNQbn3MV6OlKol+u1mHRW5vfaFcNbLdZA2bf946f3Kdh5X0Wp85t3/w5octj7LqAnZ1CYlk+cpxnEYRu7YMMsRtVvCdBvFsLxDJ9Stz6xQMrVPUKE0jhKBZngcJmpnEri1RL0wihMCuLuLbdWrL4wSuTW3xCnosSb0wAQjEooJola01y3MIRaNemNqQarMedr2IXllAUTWapTmC1rK+08R3LRRVJwxcAs9GhgGBa1FbHMOzazSWJwg8F9WIIZSbGxDdKkLHpnp2TU3qlqIJBL9WBsCaGceanQApcZbmVp+D+ujZ1d9Ys5PRb1qm1G5xifV3WO3CSVbifJyltUmOyjW26yzMrq7Dr5VxFtr9Ot51rH/eFYESM8jct5vuj99L8vAQin7t6xVYDsvfOIE9EZH1XqNC6Lt03f0UqhHDKS/hVpbw7Sb5A/fhW3VqkxeikrFEChkGq8pfr16hcPY1cnvuItk3QmPuOh3AUEYq1Gu0WdJx8ZYjkjW0LGQYovf3kn7fI/jlKmo6iTs9R+PV4wjTIP3EwwhNJXRclGQSf7mIkkygdeajksPOPEHLeF/tzJP5wGOEloMwDYyRYWrPvkj24x8ktGz8Qgm9t4vmW6ewTp2/ZYLrVhANWFfSdW68hCkIJNNTAb/xnxt86Yv2LSUdhSGcPuXzz3+5yj/4X9I8+ljkr7E+VUnXWY0Hvx6kjAbCU5MB/+HfN/jKly2cq8ZoMgwxY5G0XxFb39PFYsiv/bsGvb0qjz9uoKgbB62GITaQRRv3Kdqvixd8fuX/rnPyHY+LF3w+/JFtHdKm60PA/XebNG1JZ15laEBjdi5g/Rzg4kLIr/2HOv2DGfbv19oGokJEg7t0RpDeuIk2RCl4N7ev72WUSiGTEz5dXRtHsb4fmfxup7QSosHs6GWfJ540Nx0UNxoho6M3P1ao1yV/8N8slhZD/vYvJtm3X2vNc7WTGKq6YoR+Y8+1lJJQSmreMkv1G6iA2OL0rH9uk5svck0EgWRsNOBf/181Xn7J3XQ773vc5NMfT/Cbv1fj8piPpsHjD8f4+Z9LMz7pc/Hy9c/3xETAr/5Kg1/+52mGhtWrzmf0jGS24fvlumxoG67GzhGNg4c3Dt3nZgPOnPa4wQrxbeO1V11+7q+HxBNrbZ0Qgjvu0Nm5U70mIZTJKtxxVKOz8+b7akKIVnLf9u7JgcH2suSCO03Jm1/9d7gF37BdhIFk9I0So2+skZ3FL7X7gS6MNlgY3ZyImbtUZ+7StatJhKKi6wnKlQmkDPEDGylDNC1Go7GA69ZIJnvQ9ST1xgJh4GEYacLAJRbLE4Y+C0unfjBLxraLrcykVcPc9PMVCEUBKSn++ddBSlIP3E/m8cdxxscJqlWc8XHcqSm0zq4b3idjaIjkvfdQe+VVrEuXUEyD3Ic+RObxxyl88YtIx6H+1lv4lQpqKkXl+edx5xcgDJE3kz16LUjwmt5NlaiohoqeiAiPeD7Gvo/tvv7mQtmuMrrNCH3ZVip2NQI3IHCjAYCeuPVbuu4UaDoFMvF+qtY8YeijKgaSsK1MMZcYIh3rwfZrdKR2EUgX272x8hWha8QO7sM8sBujvxe9rwclHgMp6f5bP7vB/8M+e5HSn/z5hoGA1tdD11/5PN7CEqUvfA3CEPPAXhJ3H0Hv6QRFJahUsC+M0Th2grAeNVLmnhHyn/8k0g8of/HPcUa3VnnF7zxM9ofeB0JQ+N0v4M0urJ2LT3+U+J2H2trqsNGk/OWncS6Pb7lONZ+l6+f+EqFlU/yDLyF0jcQ9R4nt342STiE9H39+keY7Z7EvjkZG21ucR2NkODreoQHUZGLzOOswpP7SMWrfeWXjvqjQ3adimoKpcf+WkhOEgM5ulUopuKlo4RtBs7T2EqoubOKJ5tl49loZZZuaRkoaxWkaxbXSvtrS2qDZba6VAwFYFbv15zzWuq9W9mH9b6+H0HfayakWPDt6SVbmzm/4zqpEL/SVMADP/h7Gkd8M1iQF2/3B1uvY/kZvcPltQhHER3owerN4pTqh5SL9MFLPhTJSxCmRtEExNPR8ksS+fjL37Sa+sxs1E79+vLqU1N4Zp/DsyVViNXRtCqdeQTVjLWNon8C1KJx+GdVMRH5GVp3a9MUWiejhN6Oyu+WTL+LbDYrnXt/WIS6dK/DCv3iNxuLWRKaxY5COH/sMIAmqdby5BZL334U7u0D95TfQuzvJfORJ7AujSMdFzWVwrkxiXxiNEhd9H2dsEn2gD2Ea1F54NVqxgNj+3YS2Q/XZFxGaRv6zH0Pv74kUiKPjNN54h8S9RzFGhrHPXb79fYcWPFcyfiVgYSGgs1PZUIJxs5AyGqQtLoa8/KLDH/y+xdkz3m3z1zh7xuef/pMKf+knE3z6R2IMDm4sH7n+PkpKRcmxYy6/9V8avP22h7fJ/klCgtCjaZdwvGuXqU9MBPyLX67yt34hxQc+YJLNies/C1eh0Qh545jHr/37+mqyz6VLtzaoCQKJH0JHTiWdFhw+YGDbkrdPrx2wlJE59j//P2r84t9Ncfc9Oqa5PT/B/xFQLoVMjAfcc+/GwXylHDJ6+cb6EmfP+BtSq1YwMR5s2yB9K9i25Btftxkb8/npn0nwxJMmvX3KhkS9G4GUkno9Inhfecm9IZNh35dMTgYszAd0dd/afqwgDCXFYsgrL7n8199qcvqUt6V/2MMPxHjxFZs//lJz9TqNXfG547DO/r36tgihlZK8/+8/h1/4Oyn2H9DaVH23E489bmww5JdScua0z9TkrZdBbYXJCZ9z5/zVcsYVdHVHZuIn3/He9b7urSCn95HTegCBJnQq/iLz7nu7kiEMAyy7TCLeSblyBdPIIITA85pIGVIqj9HVeZAw9FkqnCeUkYeQ71vMzkX2JkIoBMH2XrA/kITQVlD0axNCAPboGEGlAlJij46Ruu8+1GQyKu0Kw0iSfhMjQXNoMJphP3sW6TiEdbAuXiT9yCOo6TRBtRqlLrluJHF3XOTVU063ETeb+CUlqwOQ+nyDiRcmNy/VavuNpHi5fFPb2w6EIjbE3rd9L1j9/nYknbl+nYnlY+zoeoAjg58glD4ChcXaRaYKazPzQegx0v0wmmqiqTEmlo/RcG/MtV4YBvE7DmLu3xV9oN0csSZ0Db2vB2EaqLkMyYfvJf3kIygxE9m6nkIMo+ayNE+ehRYh5Bei/TVHhkjccxRnbHLzAaimEr/zIMbOYewLowT1dtY7KFfwC0WUeAw1nULv7Sao1RHmJtNc6/dbVdF7u0FTiR3YQ+rJhzFHhpF+gPR9lJhJbO8IiXuPUnnmeWrPvoy8avQgNI3kw/eR/eSHUTMpvIVlwkoVJZlA7+tG6Dqh6+HNzOEtLuMvby5f1nTBwTsMnvpogn/9z4o0tinz3vS4BAzu1LCtEM/7/s3i/48KxdRI7e0hvqMTPR0DVSGo29iLVRpjS7hLm8zMtC6Tlo2TvWOQWF8Woal45Qa1c3M0p0uwRfmslo2T2ttLfCCLmjIhkHgVi8bYEo0rS22qsZX963x0L1o6xtLzFwhtj/ShfhI7O1ETBkHTpTG2RO3C/KrKbDPEBnNkDg1gdCQRhorYZPas8OplGqMb0w+NrhSZwwOYvRkQAq8UHac1W970OIWqkHtkP30/+TjSD/ErDYJmlCQo3YAwCBCqghIz0DJx9FwSsRkpew04C2Xm//hVglp77VDgNDeYRoZhQFAvrb6v/cbV5KDEbyWdbeVpdDV8O6A2e21ptTs1G5HySNIffIL4nUdQsxncyRnw/ahtDCVqMoFbKFF/6RjJh+7B3LcL68RprDNbpIcoKmomTVCuIh0H6bqEtouazRB6Hv5iAXwfadsIXWtT9t5uVKuS/+ff1PnuCw4PPmxw9KjOvv0aPT03Rw5JKWnUI7XEG8dcnnvW4Z23b4wIUhQQKlzLj1hKmJsL+dV/W+c7zzl88tMxnnjKZPdudVsDzcWFgGOvu3zzaZsXnnevWeqjqSaeZ+F69W35M1y+HPDPfqnKSx8x+eSn4tz/oE46vdFc++rjcV3JyZMeX/+azde+YrO8vLatifEAx5aYsZu7F8IATp5xyaQVdC1qAsuVjccSBPDKyy6TE2V+5HNxPvqxGAcPatsevEc+TCFzNxCX/oOCel1yZdwnCOSGZ2N5OWRsGxHg63H+nI9ttadWreDCeR/3Osln24HvR0bB/9s/rXL/AwYf/ojJQ48Y7N2rXVepth4riqazZz2Ov+Hxyssu09M3do1tG/7rbzU4ddLjiSdN7rlXZ/8BrRVicmP3te9LpqYCjr3m8u1vObzy8vXJKU2N0vbWD/v8ICpLuxFFm+/DM990GL3s86M/FueDH4qxa5vtDkQk1vJyyOLC1m1JOi24/wGjpZRZg23DW295lErvXl+z3pC88pLDE0+abW2WogiefNLkC39kvaf7uhV/kUZQRiBIqR1oYuswgO8HVNWgq/MQnR37iMXyDA0+QqFwgcWlUwwPPcaukQ+hqSbF0mUcJ5qNrVSnGBp6FNsqYllRNcvi0mmGBh5m18gHkGFIpTrZSiy7/rV5zxBCQtXoe+ozUa3/TcLIdFx3GRn4awPelfIZ9dbVLULVIq+ddYNp6fmt774/JQ03g8Dxcapu5JFSdTjzhQtUJr6/s/CqoWAkt354jYyJakbn2Klsj2RrOMucnfk6lrs5OVBuTtOcLRPT0xHDGnrYXpX1D1W5OcVC5QKaauIHDpZbQt6gUVloWVS+8SziuYjMTNxzB9mPfwDp+hT/8Ev4xXLb8teKogdQsxnSTz5M7I6DNN54G+v0ecJGEyUex9gxgPR8gnXrDGp1mm+fwRgawNy7C627E39xo3eW3tOFuXMYGQbYZy8Q1tsHZ/VX36Tx1snIq2vHIN1/46dv6DwosRi5T38UGYaUv/w09uUr4AeoHTnS73uU2P7dZD74JM7FsQ0qJn3HAJmPvg8lZlL95vORAsqyEYZO/PABsh//IMLQabx5ksarbxJamxtVOLbk+Ks2d96/RixncwpPfChOz4DG7KTHGy/bPPJUnP5hjcJiwDf/rMHhu6IX5PHXbJ78cJzCUkgyKXj0/XFmJ33qtYA9B3Q++pkkzUaIZUme/mIDRYX3/1CC3gGNXIfC7/xaldmp9Z1Hga7FMfQU6WQfyUQPcTOPpsVRFJUw9KP7zi5Sby5Qq8/huFWC8PqjLENPomnx6LidCkHooaomHdnd9HQcxjTSuH6DQvkyy8ULeP7a9Y6ZeXo6D5HLjKAqOrZTplC+TLE8ih9sZQIiiJu5qLxLSlyvsbqsougkYh3kMiNkUgOtWRAF37dpWEuUquPU6rN4fmQGeC0IVZA+2M/AD99L+lA/WjoWkcWtsqvAcim9OcHlf/stQqe9ox76IekDfYz83D6Su7pRDDUq25TgLNeY/dPjLHzrTBu5IzSFrqcOMPDpuzF7Myhm1E6Jlu2NV7VYfuEiU390jGBdwpwS0+n+4CGSu7rwyk2ydw3T8eAulJiBoisIRcGrWhRevszUf38dr9T+vCmGRvf7D9L/mbsxOlNRaaaioKVMFDN6rXvlZkQsXVmiMba0euoUU6Prif30f+buiPRSW2WWocQt1Jl/+jQL3zhJYG0+8hZCIHQVoytzzWtxI5BS4hXrzP3BS1ijkQpM6AZGbx+KaeIuzEfHl8nil4sgFJIHDuMVC7iL8+gdnQSNOl5hre0y8lEaW230DEauC6FqKIaJW1oisG8+EVOGEul5SMclrNZQ4mZUKtaRB01DSSVAUQibVkS0zS9S+fpzxA7sIXH/XdiXrkQTQ0GAoutR/yMMIQgIKjW0rjzCNFul7SZBteXJ9C77P12NZlPy4nddXn3FpaNDoaNDobtl4Do4pNLTo5LPK6TT6zx4lGhg4zpQq4UUCiEz0wFjYwGjl30WFyLT3JtRBO3YH+OOB5N884+KeM5V7YCqoiTihJaFEo8T2DZvn5JcvBKpkPbui1LOdu+JSK1EyyDZtqJB2NRkwLnLChfOukyO2VQq8rrCvCDwyKWH8bfwD9oM9brkz75s89KLLjt2qhw9qnPgoMbgoEq+Q8EwIvKlXpfMz0fn7MRbHqOXfRYWwg0qhwvnfX7ix4ptXdhqNTLd3Q6EgJ1DGqoG+azKyTMu41NbExjT0yH/6dcbfPUrNvv2aRy9M/I/6ulVVk1jfS8ydC0WQ5YWQ6amAsav+ExPB8zfgOFtrSr5N/+6xm/95kaC9sL5GyNZhKajJdN4tfLqyH92JuAf/cNKm9m3EOCraSp1E9geiSwl/NEfWrz8oruB3Gs2JZMTN9YnvHLF56//tdKm5Y2zs8GG0sXrQWg6WiKJV6/BVSE6ngevvuLyzikY2htn5y6D/XtDdvQ26O8TZLMCMyYIg0hZ1GhE13V6KmBiIrquC/PRc77dsrjNYFvw0osubxxz6epS6OpW2bFTZWREpX9ApatLIZtVSCSidkZRInWbbUeG9AsLARPjARfOR8lk83Pb35/jb7v89I8nOX8hxoXLPooCH35fjExG4fINknlSRsTvv/1/6vzJF2z279e4406N3bs0ulvtjqIIPFfSbK49IxMTAVfGfObmAmavQZrajuRf/Z81/sO/u9o/iHdVHQTgufAnX7B5c5NEMcuS1yTeTr7t8XM/W97ggPFuYnY2aGsvVzyIAQLpkVQ377/87m83+ebT7f1YKblhovOaUFViu0YIqrXVcKkwDKjX57DsIgJBKANEdxZpqkxOvYhpZAha/X1zxzDmrl3UXnud0dGnIzsTL+rTNJtLTEy9gGmkkTLEdipsVzX+niGEEAqp4b0Y+Z53dTN6d09E+0qJlstGxqfWrZvcecUCQlPR8nm8hQVQFPTeXqTjENTXOgsyDFrpL+9Nksi3A8rjFQInID2QiqJ1v8+EkFAEmaE0WkzFtzc+lPmRLHo8upXL45UN32+GIPSob2IovR6uX8e9RmKYlCFNt7it2cEtEUqC8tr5Dau11fILf7mIv1S4xo83QkkmiN91hMrXv03j9RNIZ63nbZ1uleBcNRVin7+M/8h96P09mLt3Rtu8ymfI2DmE1tdNUChjn7+8QUUnHXd1W0E6deNlLkIgNI3SH3+F5onTa35CkzMExTJd//NPoXV1EDu4r50QUlViu3eidXXgTs5Q/faLq+VwAPVKDXPPThL334Xe1x15dW1TASgEHLnH5Mg9JhfPutz/aIyJUZ+5mWiW7vBdJkM7dWrVkIefijE17jGy1+DS2QaXzgY88Hgcw4xeQLkOhVRG4Qu/W+MDH0uwa79OEEgSKYVnvtLgw59KUK+tmSbHY3ny2V105vaRS+9A1+ItQ+tNUnqIiG3LKbNYOMvs4nEse2ulmhAKOwefYKj3AQDOXPpTCuXLDPU9yM6Bx6JttV6cXfkD5NI7GJ18Fterk4x3s2/ko3Rk9yLEyr5IejqPMLd4givTz7eIm3ZoWoy7Dv5l4rE8oQwYm3qOqbnXMPQ0g7330d9zDzEj25oRXOvsdHGA4b6HKFauMDX3KqXqONd6uaUPD7Dv732E2GAOe7bM8gsXsBei58voTJHY2Un98uIGxQ5ERMnQTzxEYLksfvss9lwFNa6Tu2+E3L07GP7Jh2hMFKidXSvRk0GImjBQYjrVU9M0xgt4xQaKoZE5Mkj+oV30f/ou7IUK818/teG50DNxdvz0oyimRun4BI2xJaSUpPf30fn4Pvo/czf2fIXZL61LvhSQOTrIzr/6OEIVzH7pLSqnZyCUZO8eZuBTd6Nn48z8yZssfOssfmUt4U6ogq4nD7Drf3oChKD42hj1i/NICcldXXQ+tpcdP/UwQsDsV96+pjrpdiJoOCz92RuUnj+7em30fAfxnbsQhkHQaJDcfxCh6wTNJs2L51EMA+m56F3dJEZ207jYXmKoZzvQsx0gBFoqS2JoF/biLMHc5C3tq97TSfp9jwACva+b2ouvE1TrpJ96hMwHH0dNp3BGJ/ALJZRkgsS9RxG6jppK4C8XWz5wEn9+idiBPaSfegRndBx3Yhr74hjpwcfIvP8xhGnizS/izb07aaTbhe/D4mLI4mLI+fNrdnGRMrdlgbfyyK75f7c8b9Zs726lBBcgllBIZtRNXy1aLkvmfU9Qf+0N0o8/Qu3VYwS1Go6mMTpaYGzU59lvOZta3a3sm9rdQ2CBX95+f9B2q6sK3O0iDGFpKWRpKeTEWx6qunY+VyCJ+L8g5JqeIJYlefvEzddpBCGUqyE/+qkkxXLIC69c/9hdF8avRAPw7zwXndOV+2Dl+q/s//rrf63TFOsbJtYzEK1ISkLXwSnMMzY2D7chDSjev4Pe932KqT/7nVW/NtuGc2evOrlC0P+hD2DuHMc+8+Yma9ociwvXVnZcC0LVSAzvRs92AhLp+1wuFLEWppGb1SreIOJ9w3Q9+mHmnvkCXnnzfoGnpqnkHuFyYgeXJx3m//MfElq1TQ2ab+czfTUcB2ZmQmZmQk6+460+r3pHFgKXcGUsta6dEek0EoFXbGy4z5RUkrDZ3FLZC/DNZy12j2j8r/8wR7JFDk5O+/zG79Q5f/Hmni3LgsuXomSuZ755lcXmyjMiN57P6zUlngvnz/sYsSxmPEe9PL1hElooGqnsIM3qPEFwe6tQCoWI/LtRVKuSd97+/taTZbUe8nofEPnBLrqb22NMTwfbJn/0/j4UMxalyhYK6L1RyqszM410PcyhIUQshjc/j/R9jIF+pB/gLS2hZrPorRAqZ2oaLZ8nyGRwlpYIPQ+jvw+toxNsGye2hE8V6Tuo3Z24i0uYI7sQikLTWkbNZIgNReXm7twcjlNZVRHdCN47hBAAAntxmsqFE4Q3UYyYGNpN7sA911wmtncvWddFBj6JI0donjsfETaKgt7Tg5pKRiUvXZ2Yu3cT1Gr4S0sgBGouh57Po/f2oqaSxHbtwi+X8ebnsa+M487OkfvoR7AvX0ZJJEgcOED11dfa6vyDShUZRv5Fbl8fQb2GPXblXfMCuBnMvD7Loc/uJ7sjw96P7aZwsbSl8kYooGjqqofPuwEhBAMP9nP+zy5tIKe0mMrw44MYaQOv4bFwavlds9D4gYCUOGMTG8ggYMu3tzc9izM+RfL+u4nfcRDr1LnI66IFJR4jfmg/QlVxJ6dx5xY2Xc+t7Tc4E1NYJ89ydayDt7CMNzOP1tWB1tPZ9p1QlciEGwgqtTYyCCJFlV+qtEzj0wjD2HhetoBQIJ0VNBuSqSse45c9dENw/6MxTrzuEAYSXYepCR9FwB33mAS+ZH4mmmUK15UvBj4szPqUiwFWM8QwBHMzAd09Ko99IM7YRY9mK25Y1+Ls2/kROnP7UFS9rQwoGnxIJLL1uYgMTQUk413sHHiUTLKfixNP02huPZBUhIqqRuV8qWQfCMGO/kfQtQQrD5AQAk016eu6k3pzicXCGUaGnlxHBkWupEIo6Fqc/p57aVhLzCxs7EgLIiWQqhooUpKIdZGIdbFr6Cl6Og+jqsa6YwtXiS9FqCiaSnfHQRLxDsamvsNS8dymJKxiagz+6P3Ed3RQPjHJxG+/TP3SwhqpoQrMznRU5hRs/L2ejuEW6lz+1W9TPz+/ukzxjSvs+3sfJn14gPwDu6idWzOIRsLydy9SPT2DM18lsNburaXnz7PLfx89HzxE9u5hlr97Ab/W3o6qcYNYX4ax//g8i98+u6paWk6dJ2g6DHz2Pjof38fcV99eJUoUXaPjwd0YnUnmv3aS6T96Y3Vf65cX0VMxBj57H/GhDrxi+/MQH+5g4EfuQWgqU7//GnNfP0nYUgIppkZzssjIX32MgR++h9LxcZrjN0ZI3yiklARVi8WvvMHyN06sGrMDhK6DEovhzM1Gihzfx12cx69WCawmfr0Wpak5Dk4sjtk/iDO75oVlL0xjZPJANEse7xmiMb496fRW8BaXqXz92ahxCAOab5/Bm1+AIKT2/Mto3V3IpoU7E90joe3gjk+hZtN4Mz7uuvQxd3Ka2rMvRYOWVnsbFEvUvvNyi7wO8KZnIQypPf8KQSEayDrjU/jLxVUF8q1h3chqm7h6IKjrrTm2MEqIcb2r0qbE2vKtEEFMQ+AHEkGL9NhG92FxxkVR4O7HUkyPOoStQV61GOCLyLtKTadQEgmEohDbu4egVMZfLiAR6IcORxN2c/Oo2QyKaSLDEGdikqBUIr53L87YOJS3P6kkhIK8hfvp3RhU3wgUJSqz+d0/qpPNKJhblQutMAPrFfCSdsXSCpm/Wdsci0Wz3vbmhFN67xEyB++mMXEJIRS0VAbFMCkce5762NlNf3NDEApC069vRyslpXdevSUF4Y1CMQzydz2ClsriLM+hmnH0bJ7apTMUj3+X8FZJIUVBqNqm5cQr8CpFll55huyhe8gcvBvPA//dc7TYFiK/MQgVHWPXHrylAiLbSej5kXI3iNJO9cF+UATh1CzCcSOlYDMqq1WzafzlIkGlhtxCGV5vSP79f67xzecsertVfB/GJ30mpm7NR3LlGG5HXlC+9yB2fRmrESlgE+leOnoP0qzNE1wVBqOqOvme/ThW+bYTQj/IKHgzlLwomCO8yg/2ZpE4fBhvfh5vaRmjrx9jaJCw2USJx7AujxI/dBBnagqEIL5/HzII8JYLEIaIllxKy+dRMxnUdBq/VCJxxxGCWh1UJbrPAaMvCoXxS2Vie/dQf+PN1bZYaBrx/fuiv8fMKOF8fn6Tvb0+3mOEENjLc5ROHyNwbzB/VAhk6F+XEGqePYNimujZbqzz56m/dQLpOAjTJHnXnWi5HEG1hlA10vffjzs3R3VpqaVE2EV8z16ErkcX7sgRQsem8uxzBLUa5W99i+Tdd2EMDiI9j8p3nse6dKlt+36lQvnb3yZx+DDm7l24k1Mgxm/wLL27KF2pMPatce786SPsev8OfNvn8jeuUJ9v4Ns+QhHocY1YPkZ2RxojbXDpz8fwrXfH3l5KSX5XlqN/+TBn/vs5anMNQjcglo+x88lhdn1gJ4qiMPn69LYVQre0P4RUrTkst3IThq/vLqTv41we3zbpAVFpo/XOWeJHDxHbvxutuxN3HSGkduQw940gXY/myXPXTyO7GYQB7sTM5lHKMowaSKKOZft3krCloY58NZT2HraioERxM9G6w6333YwJDt1p0t2rsv+wwcUzLlNXfHbuNlA1sUrkGIZA0wVmLCItquWQ5YWABx6L8Y0vRQPwvYcMevo09h7SqdfC1YC3VbT6zRIoLAYszAYoqgBfRuWJTgVFicggKUNcr4HjVnHdOp5vEYQuqmpgGhmS8W4MPYUQAkXRyGd3s3Pgcc6PfXVb6QL5zC6y6WFAUChdxPHqJBM9ZFIDq8RRf/ddKELQnT+I71tU6tN4XpNEootMcgBF0dBUk57OIywsn96idGyNaEole9mz44N05Q+gKCq2U6FpLeN4dYLQRVfjxGI5kvFuVMVACEEy3sOeHR/CcWtUahtVHumD/aQP9OPXbGb/5Hg7cQMQSJzFa6sdl75zvo0MArCmS1ROzZA5MkisN4Ma09rKqfyKFalwroJXsSifmKTz0T0Y+SRKTIfaxg5a5eQ0xVdH20rY/LpD8fUr9H/6HoyOJHo2jluI7i2hKcQGsiChPrrYtq+h61MfXYwMivvby6+FqpA5PEhydze183MsPHNmlQwCCB2f5e9epO9jR0nu7iZzZPBdJYSklDizJZa+dpzCM+8QWu1tlhKPR2RjLoe7MIezMIeWzkKlgnRswmYDc2AIb3kRxTS3HGwCSN+jeukkZnc/TmmJcJueQhvWY9lYJ89t+p2/sIy/cFW5re9H3kKbrcvzcSemN3weFEsExfZSZm9qTZUWVuuE1TXlqip0NMWIJOZCBSQCBUmIgoIvPVShEUgfRWhIGWCqSdygiaaYeKHd+jwaYAmh4gaNbRMdd91hYBgC25EM9Km8+rpDoRTdk+mUYKBPpVyNysR6e1Q8T7J3j0apHOJ7kmIpZLk162wYAl2DpUK4gSSKxRX6Rwx27I/hr/Oq+PPfK3B5EoJSBTWXa3k0OgS1WhTQ0CIzgloNxTQxd+0ktG0UMyrH0zJpvLl5QstGiV3fhxJWylzzUZu8zXKx2wFNNYkbebzAwnYrJMwOhFBaaag33hcJWjHNB/frvH3KxVnnTyMMAz3fQVCvo2VzCN3AXZxDaAaKaeCXotJNLZdDeh5KPIGaSOLMzUTljmYMvxqFqJjdffjNOs701uo8t7jI4vNfAxGVi/Z/+HOk9x2hPn7hmu/t2w178XucythCffQsxRMvIxSF7KF7yN/7BNWLJ3GLt0cheM27Q0pCxyJ0bnDc9T2A9L2I0HE9jN07kK6HMA1C21mzUJACJZtBVRSUZAIZBLhXphC6jt7f26bC3wzptKAjr5DPKfg+1BsKS8uC+jaTD+OpHmKJfGQCXFvAdWqomkky04+iGliNZZxmKeqzJXJoRgLPaaDrcXzPollfQtVNkul+FFXDqi/htFI70vkd9A7dR6M6S6O6QL08BYCiaKTzOyPv2toijlVC1UxSuSGatQUCf+1amvE8qmagG0mEUGi29lFRdZKZATQ9Cnxw7SqN6tytVT0AqmaSzu9AIqmXpgi+3+wi0bgt2IIE0o0kydwQYeBSL08TXsuobj3CEGd2lqBUxhjoR+vswHNdgqaFdF3sy6OYO4ajUuZEAnt0FG9hEaFpSMfBK5VAUYgfOICaTES+gU6UMOrOzqEm4ohYHCmjUCyhb6RshK6hd3cRuh5Bo7HBY/VG8J4ihKQMCewmoe/eeL28hOAaHcIV+IUizVOnNv7ccSh/85lr/NCncfwtGsfXpPuxzn7SOw6Q7B6hWjtFUKlQfeG7q98bmU46DjyAXVygMTsafRgE2BcvYl/cwljyPQAZSM584QKJ7gS7P7STw587wI7HhqhOV3EbHoqqoCd1Uj0Jkr1J5k4sMPbMOOsrReKdMXrv7EFP6OgJDSOlM3BfJNczMgaHPneA2mwdr+nhWz7NZYvFM8ubkkpO1aU0WmLX+3fQc6SL0pWopC3ZHaf7SBdGyqB8pcypPziHXdreC01BoZN+Sizic2PqrCD0mFg+dkO/+Z4hCPFLm/siXQvO5XG8uQXMncPEjx7CHZ9a/S52cB9KKom/sIwztnUK2a1AhpKgdA0yb2Vgf5WGWfoB3tQs0nHR+7qJHdiDfXEsaj+EwBjow9i9A4IAd2qW0Nr6xaSqoBuCl5+z0fXID+Hi2ahx7RvU8FzJ6AUPw4xIoae/XGdmykdKePUFm8JSyNl3XIQCsbjglectfDca5EyPe1iNkMCHk2862LZkxy6dwlKA60oe+0CcRj3k8nmPMPRYLJ6ju+MQjlujUL5ItT7bIkxqhOHaM6JrcXKZEXYMPEouvQMhFBRFpSO7h1x6B8XK6HXPfTY9hOdbjM+8wOziCYLAIRnv5sDuT5LP7IoInEQvRv8jSBkyOvksc8vvEIYe8VgHh/f8MLnMCEII4rEOkoluKrWpTba0du2yqaFodl1KFgtnmVk4TrU+gx9Yq8vGzRw9nUcY7n94NV0hGe9iuO9h6o05gqvIruSeHrR0jNq5WRrjSzdM1sogpHpmdqN6KJT4VQsZhCim1pq12aTNWDG/FyvpIoLQ9pB+iKKpUcrl1duUkvrlRdzyxhnpoOkS2l7LqFlf/6OIPBKgxtpf4UKIVR+jqz2SFEMltb836kBOFgldf9VvaHXVYYizVCO1t4fEzhtP29wOpJSEtkf95ASLX3mT+qmJTUv41HgSd3kRoUXHY41eWvWCAmhevrj6b2d+bsP1Dl2H5vSVyLOqtIRbXkbR9E2vw22Dpka75AfvnlJVVRCqEt2nQUjG6MEJmiT1FBJJQsth+WUSep6mVyKmZRAIAulj+zUsv0JS7yCUIaaaQBEacT0DUqIKnZCQgjVBILf3XhwcUFEUOPGOSzYjVskgISCZULj7TgNNg9n5kFRSsFwI6cwraKpgds4nlVTo7lZRFcHe3RquJ3nmWZtSuf2eWJh2+Y1/Prdh+1YjhEwcv1BEHxogWFH4BAEYBkJRUHNZzJGdSNuJiKBajRAIbZsVlZQMglbtk7hu2yEQ2G510xJewUr9l0TKcPXfK4TbyvYi0k6uGueuDMJWSnFXFJPrkUkMkop1UaxdASBu5knFerCcMlIGLRJvpZ29/g0YjwnuPGJwz1Fz1SNmuRC9I/V8B4m9B2mcO42WyaIYBl5hCS2Vxhzaga1dQboeid37aI5dRkul0bI5/GqF2NBOFEOPPAsdC9WMXd/YPQwJvdb72XPxG/W1Z1UoxHoHSY0cQInFcZbnqV8+06bk0VJZ0nuPoGc7COwm9dGzOIWFTa+lke8ic/Ae6lfOYy9Mg5Qkdx0ktesgSEl99AyNyVZipxCk9x5BhhKhKsT7dhC6ztpvARSF1MgB4gMjKKaJUFSk51K9eAprdvy61wEgDHxC1wEZYi1MkwdUM/L5UwyTzKF7secm0bN54v07CVyb2oV3cEvLoKgkh/eQGNqNUFWshWkaV85H6yN6L5hdfWQP3YOiGTSnR2lMjm5Isd0KQjdI7dxPvH8HUkqaM2M0p0aRvo+e7SC5cx+h76Fn8tTHzhHv34lqxiifeZOgUUMxYqR2HcDsGUAIBa9Wpn75TOTpdD1I8GYXCN1WgEFrwCxdD6FrCEMHRFRlsXK/BFH7603PRZ9fw5x6x5DKL/0vWe67x6ReD9E0garCF7/a5Nf/S43adbyIYslOBnY9itUoIIQg9B18z6Zn6F7iyS48z6Kz7zDTo99FVTSG9j6F5zYx4zmcRhFF05kZfZGOvsPoRpIw8OjoPcT05Rdw7SqGmUI3U2hGEiOWRlGj92EqO4jn1EEodPQcZPz80wihEEt00D14N/XyzCoRk+85QGffYarFcTQjQa5rLxMXvkW+5wDZjhEcu0Zn/2EWJt+gUZu/5XdXLNHB3rt/lFAGnD/2ezSrG9vt9xKS2UH23/vjOM0i59/8fZzm9sZQMghWZ3rd2Tm0fJ7QcQmqVRTDQM2kI4WeYeAXCsT37Ufv7sGZnEQGATIIEYBfLEXBU36AXywgVI34nt2RB+FygbBeJ3H0jsiXEDB3DGP09xHbvQtrdBRncgo1lyOsN1rvtJvDe4cQCgNKp4/hFOaik3wTCFyb0PdveCBwNbR4Gi2RQoYhbrWAGksQug5aPEXgNBGKihZPkd1zJ9L3cKsFEAp6KotXK6PoOooRw2/WCByLWGffGiH0AwKrYPH6rx6neKnI7o/sIj2QoveuHlRdjWT+boBb9yiOlpk9NrehZKzrYCeP/+OHImNWRaCoAkWPGmsjZXDwR/YR+hIZhMgwSin77r94herUxvhWGYSc//JlUn1J9n18NzseH0KLqchA4tZcZo7NcfK/nWHx9MYkna0gUMiJLjzp4ONh0SDAxyCGgUlIiE0THRMVFQUFmyY+Hho6JnFUVFxcbK6dSvM9x00oeIJGA+vtM5gjw8QP76P2wquE1RoiZhI/tA+haZFBde3dmg2VN1c2KSX26DjN4ydJ3H8nHT/5I1inz+MXSlFZ5+H96H3dWBdGab75zjX1+c2G5OXnNnZaz77jcvadNdb99Rc3NrhLCwFLC2u/fes1B2gnnwpL0bbHR31UDY7cbVIqBEyP+wyN6G3NVq0+y8kL/x3Xa7RSbDa/pp5vsVQ8j+PWOLTnM6QS0YDfNFJk08OUKleuK40VQqVSm2Ju6Z1ViXHDWmZ+6SSZ5ACaFkNRVEwjw+zCcRYKp1eVR5ZdZKl0nkxqEFU10LUEcbNjC0JoDYqiEcqApdJ5Lk18E9spX7WExHJKTM2/judb7Nv5EXQ9AUBHbjed+f0sFs60/cLIxVEMFbdQx2/c+IxUYHv4jS1eplsQkhCVWiVGOskcGSS5qxujK4WWMFAMDS0TQ0vHNvxmdbV+iFfZyuNArksIXNtu6AZUTk3T+dg+Oh/bR+nNcZylOkhJbCBH1xP7kX5A5Z32ayBUJTKgVgRdj+8je8fgxk0KgdGRBEBLb1RLSL/ViVEUrl9/0Y7Q9fFLDazJJUovnKV6fAy/am35vrYnx1FME6Rcm+y5etnV0r2N65CBj1OMyls3JpDdfqiZBN0/82G0bJKlP/wOztjt7wQLXSX34fvIfeR+aq+fY/kPv0MoA3TVJJQBilDxAgvLr2EoSSy/iq7EItPJ0InKSxHYQUtxKVQ0xcTxGyhCRdfjBKF9Q2VQ8wsBK9VrlXUJVR15hX17Na5M+ORyClPTPrmsQiijVB/fl6SSCn4gUVVBJqNQLIVUaiHO1abRRGW3tVJ7O6i1jHel5+FXKiiJWKTw1jX0wQEUw8AvFvHL1YiGUQR+qRQlYKoqYaOJ9LzIz6GnG5nN4JejMrNrIQhd6s2NpdOK0OjNH8LU04QyoFgdi9pQ1aRuLWG5ZdLxXoq1cbpzB7DsIulEP5KQYnUML7AZ6roX261Qt5apWWv3kKmn6czsjv7Rag+aTpG4kUNVdHKpPdSseUw9jUBQbly7DQbwfEm9IdE0GNmhc+z4WvsXNBqEVhMtl49mnj0PoesYff0gQ9R4At+t4FcreMuLCFVFqBrIEMUwCBr1iAjzfQJpXXeQqcQSxAdHEELByHWhJZKUTx0DGZLcuZ+uhz+IvTiLX6+Q3nOYeP8Oll56msBqoCXT9Dz1CRRNw5qfRk/n6Hnfp1h+5Rms2ZVJLAlCYHb20vnQB3DLBbxKcbXtcEtLNFWNrkc+hFcttRFC8cFdpHYfpDk9hlsqEOvqp3toFwvP/RlucZH03jvIHX2Q6oV30JJp8nc9Qvn0MdzKDSosBQjNwOzsjXxJWoSX0A0y+46SGNqN36ji16somhadb0Uhd/g+skfupTk7Seg65O54gFh3P4XXnwMicj176B7spTmEptP9+McQr32b2qXT198lRaXjnsdIDO3Gmp1AaBrdj3yYUiJN5cybaMk0Hfc9SX3sHGZXH+ndh2hMjZEY2Eng2JRPvkburodI7twflQQqCrHuAZrTY7AdQojIagPA36Ls61bw2U8lyKQV/vovLLO4FCIUuPdOg1/4G2leO+bw3Veu3ZfQtBiqZlAvT2E1lvE9C8PMkOnYyeTFZ3GaZQb3Pkmuay+10gRh4LE8e5L+kUcoLJyla+AuEukecl17WZw+ge826B95hEx+mOW505SWLpHvOUBx/iyVQhSTHkt24To15iffwHMb7Lvrc5ixLM36IoX5s2Q6dm3YT8eqMDf+Goqms/vQJ9DNFMlMP7XSFOXly5jxLFZ9Gfk9VOP9oKP+5vFVAsZbXqb+5nEQgtCykEGAPToKY1cIG9EY0Z2bjxSsloV18VJEXAqBO78QKYAMIwqc8H3c+flo8q/176DRiJLQgwCkpFwoRt85LtbFSyjxeLTuvwiEkAwDCm89f0vrcIrzLLz0VdzqjUV/Xw0j20mssw8j3UFt8jyxzn6c0iL5A/dRuXIGLZYABEamE69WQigqqmHSdfRx5o89jZnvJTW4l6UT3yGwm6ixxC3tz3bh2z4XvnyJqZdnrlk6FTgBV56bpDJRpTpTw2tsPhB3Kg6n/+g8o98ap+tgJ+mBFEZSR4bg1Bxqs3VKo2WahY0v+9pMjTNfOL/t2Mhm0capbi51U3SVwPF553dPM/HCJN1HuonnTQIvpDpdY+Hk0rbTxdZDxyBHN6pQacgq80ySIEWSDDGSFFmgWwzgSRchBJZsMMc4vWI4IpTooiSXmOE9RvbdDB/qB9gXRvELJbTebmIHdtN84x2MHUPo/T2EtTr2+dHNS7q+zwirdcpffQahayQfvAftqUdWS8T85QL1F16l9uKxyND1PYLAh7ePOTzweIw9B3VOvGYzMbbOayx0qTVmr7GG9ZBU69Msly6QjHchhIYQSlRupRrXSP6KEIYeldoUfpsZtKRan8H1GmhaRGgEgUuxsjFJrNaYJ5QBKlF0pmGktrXXnttgavbVTcig9n1bLJwmnx2hr+vOll9Rgq7cfgqlS2uJagKEFsWuSz+8ponkVpB+cMO/U5Mm/Z+6i4HP3IOeT2DPlrHnKlhzFULHw+zOYOSSW28zDDdVx1xzP4OQ4iuj5O7ZSceDuzj4S5+ifmkBQklqfy+xgRzF16+w+NxVpU1CoGgRKR/aHn5z8/Z2hUxzFtpJFOmHVI+PIQGzN4femULPJVHTcdSEiRLTVxPLZBAQOj5+1cIv1nDmyljjSzQuzNAcnUc615+Zlr5H4L/32putoGYSZB45jJQQ3zvwrhBCCIGaSWIMdqHlo+es4m7uF2D5ldafG8kwp0UINf21mVCBQiiDGyb6Xn9z7T4aX5d0UyiGvPiKsynfd/zErZvlAuw+HENKuHSySlCp4oyOrX7nTraX41Wff/Ga66p889u3vD9R2a5OsXYFQ0vSnTuArsapWQtkEv2UG9N0Zw+QSfRF8cfxbgwtges3SSf6KNenEEJlvnR2wySA49Uo1SeiNBqrvYwoCD1C6ZEwO9G1GOX69ckgiFKmXnjFYnrWp2lJJqfXx/II/GpE+ITNJkZPD0JR8UvRBKhXKhI6Nu5StC9+pYwaTyCDEGvyCmoshlcqouU7EKoWpQNeA0a+i+7HfgghBGo8gTU/jVNcQtFNckcfwJ6fZvGlbyB9D7Ozl8FP/hTxwRHql8+Q2n0IPZ1j9ut/iFctIVSVvg99luwdD2DNR/eBDAKMjm7ydz2KNTdB8a2X2kybvXIBr1wgf/fDG68rELouhde/g1cpomfyDH3mr2B29uJViyR37sNZnKVy+g2UWIJY7yChYxNY258sTO06gGrG0RJJYr3DlE+/gb+eMImMCVl+5VuE6yw1tHSW3F0PUznzJqWTr0EYktixl/4PfW6V8Ak9j+q5E9Qun0GoGj1PfZLsoXu3RQgZnT2kdh9i+fXnaFw5Hw14PZfskfuonDsBQGA3qZw9jtnVR8e9j1N6+2Wk72J2dEfv7HSe0LGonjuBX3/3bR1uBP19Kt99xeHEybV3Tb1u84mPxunsvH74T6M6T2nhAr3D9+N7FvOTxyIVjwTXqhCGHq5VwYhnAUHguwSBi+9ZBIELSFQtRizRQTo3RBh41KuzqyVjW8FulvA9izBwkWGwqhzaevkiQeAgZYhEoqgajeo8XX1HiCW7CAMPu/ne6SP/ICBsrlN2hyFBrV3QEFSv/vfau/hq4YuEyI18ZdmrJsiDSvv9sD4MS3rehuVvBu8ZQuhWYBoZTD1No7mEf2kcbDeqiUciZYBAQTRdSn/6Z/i1Koqit2a4I88NZBh1hCBKJIklUHQT1Yxj5ntwqwXMbBeB66AnMyiqRunC8UiauTSDtTi1Ku0ErmnedkPH1TVA6DS3J6skSgi78JXL110ucAPGvzPJ+He2kbYiwSrYTL18Y3XV5fEqJ35zY2nezUAIQBHIQFIaq1Aauz0vlACfBSZRpEoPg4BoKYI0dGGQkGkAFpkmlAF97EQgMIlTkPMoKNQp35Z9WcFK3/n23EHtEJqg62A3ii5YPrO8QdXlzS3iXBoj+fB9xA/txz53mdi+EdRsBvv8Jdzp7RIU33to3Z3ovd3Yl69Qefr5KI0iCAktOzJyfw8SWYWlgKe/dPvUZZXaJEH4YNSmEZWTKYoG15nwCUKPpr1xJtNxa/jrTAldr4blbJTSRgqmlXKHyIh6O2a11cYstcb1B81+4LBUOEdnbh+GnkQIQTY9RDyWX5ullxGRIYMQLR1DMfUtY9NvGxRBx0O7GP5LDxFYHqP/4Tkqb0/h121CN1LSdD62l/TBvtu+aWe5xtTvv0qsL4uRT5Da24P0Q6yZMnNfeZvCq6O4hXY1nwxDvJoNoaT42hhTf3ztsldNBuzYb9KoBDQbLcOr+UWKf7aIkTJA19GTOqGikusxadQlnh8ZCytCEnphVDJieTSXmwSWRzItyGUV7IZCIq3SqAZoehTDq6rgWGveMQJxw4a9K945W0FX4/ihs6VHQvrxO0g/cID5//znhFupxbZAUG1SffkMajqOdX57A/L3EiQhNXex9fetz7s50kfPX/0oi7/5DZzJa/ubCKEh5QrJsNImXK9taP8+llDIdqjUKgH57vYu68F7ExQWfC6dvPWk2BuBMA3SH3wUc+9O6s+/jnXqwqrSJAx9wtBHIleNp22vSrU5Rxh6NOwlOtK7KNUnWyW+BjVrHssptn7vbakIvWov0NU4mhprKZCW6UiPABF5tF24LpzbJE0pqFVp1tYGMNZ41J54hXYl9srAJLQtrPGNk2N+pbyt/XCW5ph9+o8AgWKYdD7wFF0Pvo/CG8+jZzupX7mAbBHEfrOOVytj5LpAUTE6ugmsBl4rQUwGAc7SPMmR/aixVtmVbtD18IciP7Hzb99wgpezPL9K8IS+R+i7kTGsjNSIimGiGCaqGUOoWqv860YnJiROYYHK2bewF2ZWj3cF1uzEBpNpxTBbhtTzqwpor1omcJqr5XPSd3GKy61z4+OWloh19yM0fcM2roae6UDPdtJ5/1Pk74rIMi2Rbh1zFEwRei6h6xB6LoHVQPo+0vdXlaTl08fovO9J+j/6eZzFWWqXT2Mvztx0Nch2IBDoSgw3tFnfnggB661Yzl/yGRlW6cgrNJohihAM9GmEIUxObaOkTkBh4RyV4hV6hx+gq/8oi9NvIZEY8RxOs4QRz+E61bb9WH9vBL5Ds7bAwtSbWPVlFFUjWPGxkdE4VlGNqKR19d21saT0Wtjsned7UcWLY5VaBNN7z0PqLxQUgZJIRCEZ2/B5FS1PO+k4714J+jr8hSCEpAxJxrsIZUAy1oXjVkmlhgEo1yZJJXow9QxB0yEQKkZuB5X6FEIopJP9WJ1RfjYAAQAASURBVHaRWjOaZVPNOKmhfSy9/TzpnYdBglNaJDWwB7swh5HOE3gOgdeuSJFhEElm///s/XewZel53of+Vl47p5Nz5zipJ2IGwCAOCIAgKTBCFClKsmS5dEsuqer6+l677LKvqyzZliVZ1rWoROleCiQlBBEZmMHMYHLqns6n48l5n53Dyuu7f6zdJ/Q5p/t0T08AqYcFzum9V/jW2mt94Xnf93lkGTWRvq1OgRJPYuZ7kVQNu7iApKhoqUyk4dCpe9aSaRwnYiC1TB4j143famCXltCSWfRsF0G7iV1aunPNpf8Egs7/0XFr0tDJSd1Miov0idEoKkRASLDB1QlaokG3NEBDVGlyj6MdHf0SSVVAubdaF5IsYXbFMNI6lWuVLYSQcF3aZ8eJ3X8M89A+9MF+zEP7EYGPfenaFgevjwrkmEnqE4+jdOWp/8l3sM9tL/r6Zx2O29g06MuKvsEafmcIEeC6WxcQQWBvWph4vo3rbaN1E3jcGK2kjuuZJEnb2DFv/ne1MUModqdhUG3M4notdC3KtomZeQw9valsw5qr4Lcd4mNd6N1JvG10ee4lZE0h8+AISlyn9No1lr5/dkuGkZowkNXbRxnvFEpcp+fzx1BTJtf+z59SeXsq0pQRAhGIbRcioRvQmizS/anDaIUkbql1S1v5fY/GKfSYaKaM74aEITSqAZ4TksqphIHAajkU51325BMsNV2a7YCewShSWV31GdpvYLVDzix5hAj6hk0KfSrTl21yPRqjBw26+jWsZoiswJUzFovTLjEti6mnadmrHfFjE0VWcQMLEOhKHC+wIuc6ScP1W6iKQcrsxfKqWG4VRYpc7Ty/DUhRZllyL6XmBI6/tfRVNnUS9+3B3D8YZTrdIYJ6m6Xf/1604ng/hPc/ANyWgJMlYgcHiR8fQ47dXoA5nRvDsWsEvoMZy2K1SsQSXdhWJLDq+zayrHai5Q6SJJNMDeC6DRw7Glv7R3U+/uUMV89YfPVvdLE0uz6R7hnU+cEfvr9OeNtByWWIP3wcfWwIf7WCfXkC4biEIqRll3ADC+EKHK+JrsYxtXQnGyAiwg0tSaO9hCBEkTUMLYXtVPFDh3p7Z4cY26mtEZ6ypESlaaGPqWeotxdRFZNK8xY6f5KEnIxHpZ/vQ/nNe4HwPfzmOgHVnp8id//jKPEUiHDznFqSkGS5U94i1stYN5KJSqRRd2NurMST1K+cIzG0h/ShByiffHnXGjpR+3zExpLzG9WqgU/jylm6P/4luj/5pUivy2rTmp24I0KoNXUlalMY7LhfuGGs3dwOsamcWdp0fwCkTX3a2r3cTfuEIHRtahfewduQ3SM8d13A9obelRCIbbJsnZUFlp77FmbfMKn9x+j73FdZeekHtKbfPy1VTTYZTj/ATP00Xrj+rBfyMn/td5IoioQQkExIfPZpk7FRlYkpH02TeOh+HdsWW3TMtkM81Uu2az9CCDQjSb08gec0qZem6B99At9ro5tpinOn1oJ1N8OxajQqM/SOPIprR+/AyuxJPLdFGPo0q/Pk+45gJvKUl3ee3ybSfWQK+4glu+gauJ96eYpGZfvAv4RMPNlDGPoks0NkuvZjruYoLpzZsWxM0xPE0/3osTSKohEEHr7bxm6VsNvlbfeTAM1IkswOoRmpjnh1jWZ1PtJAugU0I0UyM4huJgEJ12nQqs7jOrcmvCVJJpbsJpbsRtWjCp3Ad3CtGu1mEd+9s7VMPN1PujBG6LtUVi7ftt07QUmnyf/GL2ONX6H1+juIW1nQqSrpz3wCSVWo//TlTc7P7xc+coSQrJsoukHgWNvaLUqKulaXfKNjdL0WIBE38niBRTLeSy49FqXseS2SsV6C0EWW4kihQiY5hOu38AOHuFHAdtY7udBz8Zo1coceQVJUnGoRt1kFRaG9PI1qJvDqUd1x6LlrA0roeTjVVbof/BQi8Al9l0T/HlKjh1CMOM7wIZqz65a3ejpPbGAP9vIMyT2HEUGAJCtYSzOdQUdg5HoIPQe/3SS19xj2ylxkxasZJMcOETo2ZlcfgWPhNe5cSPiDhJHpRo2laC1N3H7jDwSiIyYdWXj7eAR4uMJmgL0oKLRp4guvs0W0jYSEhoaMQlxKkRUeJe7O4m87BPUGIgiQDR19eAB/pXTvfGlD8Foe8a7YjiJ7ztXJSFx6/xjm0f3oI4ME9SbWhcv3pg3vAyRNQ46ZSJqKsWcYd34x6jxvTJSEQHh+5Ea2jd34nxUE4XqfCLvPVBQixNvGnjQU4SZSJwi97W1Mb9pOkjqlW1s2XG+PEIK2tbprNws/sLCdCsl4DxBpEMXMXEeYOjpG/dw89lKN5P4eep85zmzxjUifZ0NDJDWy8gzte5M9dIPsCV1/yzzd6EmRfXh0syD0PYLZkyb36B6CpkPt3ZldXY/wAurn5nGW66QO91F4ch/l1yeitm+ArCtIuopuRo5QRgxcR5DMKDjtkFQ2KhvWEjKz12xW5j36R33CUNAzqJHtVpm75lBa9hjab+BYYWQEI6Ba8klkZHRTJt+t4joCxxKRXbkT4rmR2G7CKJAwCrh+m0D4DOcfpOmsUrMWyMQG0NUEfuDiBi2SRhdNu4gX2OTiQ4hWiOe36U4fRJE0Ws5qFCzS88T1HKUd3gslHcfcN/De0jP/DPcvEAUqYodHdl0KHpWQJghVA91IY7VWMcwMkiRHk3YlKilp1hfW+hbNSOBvcMiZvebw7X+xyuBeg1d+UOOl71TXvnv402lc+4N3+gzqDZxr0yBJOFen1vTvhAiot6Ns6p3cx7zAYqF0Zu3fy5XNturlxs5zpKa9npEVCp9iLRqXZUmlK72PIHDWMo22g9qVI/OVz+JMzNJ88Y3bXOUHDFlG1iOSUVJUYr1DBLZF0G5gLc4QH9pDa+oKgd3G6OpHTaTWsmKspej72OAYTnER2TCI94/glpfX9Mf8Zp3quTdpz1yj8Pin8VsNauOn1udXcvRMIsmRnoeibCaAbkGWBrZF6NrYC9N4zTpupYjfuLNgoRAiOt8dZhUFdhtnZT4qWystI4IAs28YSVZxK6uoiRSybhAfGMOrV5E1HbN3GLe6uk6ISRKSrETOGpK0pk1EGOKUl/GbNWQjhn39YoecU4icUndBfEsSSjwBocBemsOrV9Fz3Zh9Q7Rmru54vaaSoiexH002KNtzVO15DCVJd3wvqmxQsedQZI2U3o0syTTdMqvWZLRffF+kpahsLdfWNInBAZWNcZpTHY3I3u7ow+kZH88XpFO37+ecdoVGZRZF1amXJ2nXlwlDn+LCaRKpPmRV7xAmFRRFY3nmbRy7xtLMWzhWlaXpN7HbFex2iXiqD1Uz8dw2/pozl2B18Ry2W8fo7iEkpN1axlu0ULoLhMUVFubewlVcFF/CdirMXX8RKWYipUyoCCorl5Ck6HkOhcvc9ZcQhKRyI0xc+C6B55DvPUwqN4wsawQ3/a6yrJLvP0bvyCPEU30omrkW9AsDD6u5wtSFH2wln8KQVH6UXO9hEpkBFFVHlhSCjpvX7OWfbktYSZJCvu8I/XueJJbqjoKbRMFHq7nC/LWXqK5c2Xb+aMTz9O95kmzPAQwzg6yonaYEBJ7F6vxZZq8+T7CrbCiJZHaIPfd9hWRmkIWJVygtXbz9bjsdzdAxjx3Er9WigP8t+CBJltBHBtGHB2m+eerPJyGUv/9J8vc9wcqbz1K9+PY2338MWdWoXHxng1CkoGWv0pM7zOzyW8SMLC2rSNsu07JXSSf6MfU0TauIqadxvHpk5ew2aNlFcqlR6q1oEBeBT+n8a0hKZMN6Q0V8+a2fEHoubj1iQUXgU712esOAISiPv4msatFnYVSnaVeWAamTlrk5XTCwmrQXZ8h3D+G36riVFZzSOrngt+oQhsha5JRhLc8hfA81nkLPduE36xFx9iHpLBjpLmQtSmMMXBvhu2iJDL7Txm830NOFaOBAoMXSGNkeEAF2bZXAbqGn8qixJF6rRuh76MlctDhtVgnc9zcFPCBgVlwlwAdcFpgkJGSWa2tlBzeygqIsIsE8Ex0xaZUZcQUFjT5phJK4d4SQt7SCXyyhjw2TeebpjihmNRqkdY2w0cS5fndOXyIUNOfrKKq8cwTKsmmfvoCxfw/xRx5AMg2cU+fwSzsTjpJpIMdjSKqKpKpofT0R4aQoaD1dBNV6J4U4QNjOPe/YglYLa/wqxr4xEk89RvyRB9YmeUKAcFy85RXaZy5ivXuOsHV3z5aZNUj3x2mt2rSKFlpCRY+ptEr2XaVzmhkdRVdoFXfXHkXW0bUEiqJHmRGyGpEvncWVaWSRpTvv0oUQhOF26aubU5KFCNZLa2/aahOktf+345ZCBHjbZBvdqo2WXd30mWlkNxFCbrnJ0vfPsuevf5LeZ46hZeOUX72KW2mDECgJg9hgDkmTmf/GyVtmx+yqTUFIa7IIoSDzwDCFJ/dhzUXvid6dovvTh0nu7Y60ie4xwiAkdH2M7jRDv/kYrYkiYed6RBDiN22suQpeZfM9bl5dZulH5xj69UfY89efJj5SoDG+SOD4SIqMmjJJ7OnC6Elx7Y9exys31oK/wwdMVuZcXDuMFgMCfE8gBFx4p4UIQVY6CTKeIAzgzWfrhAFrNuGVokej4hOGsDLvEoZrhkwggedGOSqu34p029wqsqQgEJSaU6iyTsrsJQg9ZEmNShRlE11N0HYrWF6VprOKoaWI6zm8wEZVTBRZo+EUURR90/2QTB2tkEbJJIjtH0Af6iJsOSQfPkiwwZFQuD729QWC2ubIopKKYR4YQtLX3zvhBdG21d1FESVNRevLoeaSyEanBMNxCWptvGKNsH0HmRwSGCM9aL15hB9gXZrddn8lFUfrz6Ok49FEu2njLpYI6q0tL7SkKqiFNGo2gdaTJXY4yr6OHx9DyW3QCwsFzuwK3uI6IWFb5TWnG0lSCUMf16mjKNHC33M74tZytBATIsSxa5syE31P0KwFTI5bzE86NKvr342f3NreDwKibVP99k+QVDUS8bwLzbJ7iVD4VJrTCAHhLdzh1N4uYvcdwr+NDfeHASPfS++nvgKSHJEYhknl3ddwq2Wq596i+2Ofp+dTXyG022jpHPXLZ7GXotLM1vQ1Yr3DdD/5ebx6R8vI96iee3vzXCcMac1cQ4knyd73GH67QWvqKpKqkj54P2oqg54pwOiBiOwrLtLcRRbLDdIFSUYxYphd/TiyEpWwvUeTm9shaLconXyFwiOfoPczvxw5f6UyVE6/hlctoSZShL6H2T+C2TuEEoujxBKsvPzD6ACSTGxglPjgGLH+EbR0jtyDT+I1KtQvncGrRfc/c/QRYv3DhJ6DosdozV6nevb2pKIkqxQeeToqX7Pa0XpGVbHmJ295bxJaDlXSWLWmaXllQKY/eRghAgLh0Zs4gBtYETFqTdMbP0DDXaEnvo+WV8EPHWLJzJbjLi8H/L/+h90F0O1txO1vhu9Z1MuTWz4PfIdGdZp0j4HdjvrAIHBpNyNSt91Y3vRfgEZl+7l94Ds06rMEg0nUwZ5IfFiSMOIJ5HgMp9lETsQRskxbcZFkBUkNCXwr6lOt6tqxhBC0avMoqkHg2xT6jhH6LsnsEK36whbLdUlW6B4+wcjhz6NqMZq1BVqL83huC1WLYyYKgNhW80jV4wzufxrfsyjOvYtr1dCMJPm+o+R6D0f6b+/+Cb67YZ4iSeR6DzF27Msoqk5l5Qqt2jwgkcqNkO05yJ7jv8j1M9+itrqZPNeMFHuOfZl831Fcp0Ft9VoklI1AN9OY8QKuXSfwd1MuKpHMDDB27Esk0n0sTb7OwrWXCbyb5uuqEtnBh2JXZWC7hhCElo2cTGxrN/9+4CNHCMm6jhJPIWvbR1WzRx9FMWI0pi5vcg5ptpaQkHDceie6FNl8aopJKEIsp4ammLTtUvRvuwxIeL5Fydlc9xz6Ltz0wNwQcQs3lIrdXHu7nQjmjqKYkoSR7yV79BGc8nJUy7uhnlZNZjB7h9BSWbx2g8Bukz3yMG51FWt5FmtpBsWIEbQbt60Bfr+QGjqIopsIIZBkGa/dRAQeCTNJc2mC1OABVCOO77SjWnlNR0tkMdJd1KYvkh45gm+3iXUN4TZKJHpGacxfxXs/bYE3IFijZ8Xa38EtKNsAH69jM9sjDSEJmbq4t5lZQb1B/bmXyf2FL6IN9pP/7a+udzKqQuvNd++aEJIUCSNj0lho4Fs7XGcYdsSly2jdBULXwzp/aUcNHklTSTx+gsQjD0QWoDeydSQJOWaS/sKnSH788cgu1PNwpmapfvP7d9X+7RsAaj6Hks0g/ABJiaJ7QorKAGVFhpiJ2pXDPLSfei5D7fs/jQgjiYgckyDwQmRFRpKJ3O+EQFblyIE4jMi0kcd7UU0VpxEN6KqhoMbUNY0rWV7PirnBiYgQQj9EViNL8rBTzqNoCl0Hs5hpnWs/ndv+2pBQVZNMcpBseoy4WcDQU5GrhRyRQrIcEUJyhxi6u/QGcVMkdIethNh1Rs/2WG9bELi7LhfrnL1T+rMOVTG5+XpXnh9HNjQGfuUhuj5+gMKT+wjaLghQYhqSqlA9Nc3Ct06953Wk8ENKr10j9/AY6fuGOPB3v4BTbETlvtk4zmqDqX/zKqO/++R7PNNWuOUWlbcmGfgLJxj6zUc3xxqCEK9u07g4z+yfvE3zyrqNbOj4LH7nNAD9X3mQ4b/4OKHjEzg+siKjxCNConl1Gc+NsnduYOqSxU4VFt6NifNN3cTN2RthAG4QfXarYcsN2mTjQySNLtpuBT+Mnhc/jJyVZFnFD13ieg5BpAF4gyTKxgaoWvPYXp0g9Gg5JQwtSTY+hK7E2HizEvftIfeLj6P35VEyCWRdQ9JU+v7mL256PvxKg6V/+h3a5zZP/PWBAr1/7Yuo+RTIEpKqEDQsFv/Jt2mdvLrzBQJIEvpgF9nPnyB+fAy1K4NsaFEGtO3ilxs03rzE6h+/cOvjbDhe7OAgPX/lF9AHu6j/7Az2tZu0/1SF+LFRss88grmvHzUdRdCDpoU9sUj12ZO03r2+KStVH+qi6zeexhjtRc0mkczoGen6zU9tygwUrs/qn7xI5Xvri8RWYz1YYlvRWFmrTKEbaQLf2TbjcOM+G+HagjAIMePymrt0tejj2B9OVpawHQTbZEx+SAjC28wDFQVtsA85Ebv1dh8CGlfP41ZLUSmTiEqj3NIK9soCiBCnuMjSC98h1jeMbBh44+9iLc6szX2F51B66wVi/SOoqQyha2Mtzq4JGLvlZYqvRo5kiJDG1bMEdpvQttaGEOF7BO0mq289v9YuEUZGA/XLZ0CS1+booWtTeusFnPIKsm5gdPUTei6J0QPR+B6LI3yf5Re/u6ZrtBNC16Vy+jX8dnNH6YfQsSm//SJudXUbEkXQnrmK36xh9gwgyQpupbim0eOWVlj52ffw6hXM3qGo8qG4gFPaoP8VBgR2m+bkJZqTl6KjdtyMEIL65bM4q0sYXX1Iikpgt7GXO5lw1RLlky8TtFvYxQUq775K6Do0py4jazqh51K7eAqj0IukGYSujbO6hFtZveV9qbnLqLJOwRxGkw1qzhKmkqTtV3H8Bi2vTELLYXm1jnC+iMqEZR07aOIGbbxw6/tpJFWMrIYIBdUlByOhkMzrVJdtdFPBavjopoyiyeS6NVpVj3bVI9NroMcU6kUHSZLI9ps0Vh3aVY9sv0kip1NdsgnckEyfSaPooBoyPWMJassOsbRKPBOdt7Jo35XKhwhC5Hgc2TQJ2+3I/c91kWMx1EwG4bj41SrGyEhH4PgWWW2+w/zEK6SywyDJlJYu0qzNbdEviyV7GDrwKVQtztLUG8xffwl3A/mjqAaqFutoJG2GbqZoVmtcP/ttmpV1Xb16aZKDD3+NVG6YZGaQanF9rDTMLEMHPoWmJ5i5/CxLU28SdsptFc1k5PAz9I09Qf+eJ2nXl/E65V+SpNA7+ii53sPYrVWmxn9EdeXKJoJLM1LR9e1w8zferXi6j9FjXyKVG2Fp6g1mrz6/mbgClHSC+ImDiFAQNi3ap+5hJYUUzSckVdmxouNe4yNHCN0tQuFT6zgrBKFLtREtmlXFxPctZFml7VSoNWc3LWoc70OKlAiBU16mMTlOYLejRewGQiiwWpTefTnKJLLb1K+cRdYNhO8Tui6NyXEU3YhSAHfBdnb3ygwOqXQCcVQrITOTPrcqYQQYGlEwYxIzUz7uTX1rGPgEzRqh7xLvHiKW78VrN6KMJSHwrSYiDPBadYx0AbdepjF3mcLRJ1FjScxsL3atiPCjBZtTL9Fa2sq0f5Tgd7KJZKECAu9eTwiDkPbpCwTlKrEHjqIP9iFpGqHj4pcrWOcvbbubcFycieiZ36R8vxGShGKqeK1bPy9+qYwzMYPWXcCbW8CdXbhFJCeqTVc0gzAMEI6Hb1n45W0mQRJIyk16KiE4k7NIukbQaK6J5kmyEr2nnZp0f2UV51pUzrYRWm83ud/8ZfThAVpvn6H99unInvFGc2UJJZUk8eiDJJ96jMSjD9I+eRZvYZnscIqRj/XhtjyWzpUYeKgb1VCoTDeoTNQ48PkRAFzLY/l8maFHe6kvtJBkkDWZkSciseDGUpuxp/pJdMVoV2xiWQPVVFE0GafuMv7dSQ48M4Ke0qjPt3DqLn33FdDjKqXr26eVq0qMQnY/g72PkIj3oKlmJxto54HhTgV41/fb7b7ba9PcDUIRbKMxdJt9blrwKIq2pSwutDyWvnea2pkZco+Mkdzfg5qJsiDcmkV7ukTl7clNZVKh7dG4tIisqzsKUTurTern57FmSpFWTwf2Qo2r//AndD99iNSxQdSYhtd0KP7sMqXXruEs1Ugd7EPSlE3nFH5Ie6qErKlbxJ9vwG+7NC4uEFgewQZXLj2fYOAvnKDw8QO0rq9gLVQJ7U65oCyhJgziowXyT+xD0lSu/aNnN53Db9jMf+MdqqemyT0yRmJfN2rCJPQC3FKT5tVlamdmccubs2HuQG7jPcP2GizXxwlCHz90WapGadqh8Ck2r6PKBqHwqbbnkJDwQ5cgdFmuX0ZCwgssVupXkCUVL7CwvTptp4xA4G1w0/NWqjReOY+kKGh9efK/9DGCRpvyn76GsNb7ydDxcBe2atXY0yss/h/fRskk0Pvz5H/pyd1pv0lgHhik5y8/g7mvn6Dexplcwi/VkVQFJZdCzSUJrV2OLxLEDg3R85efQR8oUPvpKUrffJmgsSGaKUkkHz5I91/6LGomgT2xSOON8ai0YrSX+LEx9MEuispzNN+5skYKBQ2L5luXaZ+dRI4b5H7pY6jpBJUfvIm3tN7PizDEurI784ntFg+3Qyqr8IWv5TlwX4xkRsFuhxhxmT/8B8tcOnWLbENFQevrAlnGm11EyaRQ8lmE7+MXywjbQdJU1O4CkmkQtlr4q1W4SfBWMg304f4th/dXKwSVncuD5HgMbbCXoNaISsA1FTWXQU7EorIkzyeoNwiqjW37Vylmog/1IXwfb255rTxt0zaaijYyELVnsUjY7vzusoycjCPHY6j5DLHjUeaLms9iHBjbdAzhenhLxR2j3JKuoWTSyMkN7W60CKr191zWbi/PYS/vFBiJ4DeqNG5hsBJ6TlSCtN2+zTqNK+smJ8L3I8esG/8O3Yj02QHW4uayFuH7NCciLRezb5j0oQdYfuFPccqR4Lae76b36V9EyxZuSwiJwKc1fWvyWPjeGlGzE9zyCm55q8i736qvBc+92jblhCLEWpzZco03b+OsLkUlejchaDdpTUUL4dBz8etVIBIJv4Gd9r0VFEnFDlqosklMzVC1F2h6ZULhY/l1AuETVzMb5i4SgQhwghYpvRsvsNDkrTpnex7Oku4yUA2ZK6+VOPBEHs1QqBUd6kUHtx1QGI6h6TKJnI5A8Pq/n+eJXxtk6nSNVtUjkdUYvS9NLKPx9n9c4Phne1BUiatvlPGckNH705hJlXPPrtC3P8HVN8vsOZEl1WWgGTJnfrRMo3Rn2SShbWNdubw+b7rxzoVh1LctR+WCIgjwq5UN0io7w26VsFu31mDL9x3BiOeol6ZZuP7yJjIIImIp8Lcfp4QQrMyeolXdPC606os0q3OkC3uIJbs3EULJ3BDJ3AjNyiwrsyfXyCCAwLNZnTtNof846cIezGQXXmeeYsQy5PuOAoLFqTeoLI1vCWB6t9EeuqHfFU/1Mnb0i6SywyxPv8nc1Re3kEEAcjqBcH2cmSWEe6v6L6nznxvzVSn6bIf5vKSqaAN96EMDUUXF7Rbq9wh/ZgihneAHNiuVj57IrNeMyqRuRDC2cP6Bv8meUQT+5uwkz8W/A5eERx43+Gt/K0VXt0wmJ/Py8zb//f+9SqW880AuSfBf/j/SjO5V+W//boUr41sfStFZTgaOhVMrAhJeq7rWVnGj3kCS0DMFsvsfwq2X8Np17MoSgWvjNspRadlNk4rK9Sqn/uXZtb9vBzWbI37gEK1LF7bY/91LeLjAPUwNvBm+jzMxvUbw7GqXlVVW/sm/vuU2Igxx6w56SkdSZdjB7lrSNOS4iQgC7CsT25M7N47pB7hvX8a6VseuFwkDj9D3kBWVMPBR9Bh0Msgi4XUVPZ5F1gx8p4Uuxan862+gxdOErk2qZw9uu4qsaPiuharHCMMA5/ULeO9cw65vnvDEHzuBeWAP1oUr1L7/3LbC1/5SkbDZwjx8ADkRR+vrwV9eIb8vTXmixtzbK/QczeNbPpd/MMWDv32I5lIbAVx7bpZ9nxnCqbssnV2leKVKdSZaXJeu1SjsyyABia4Yq1erLJ5Z5fCXx/DaPkJAomCSHkzSdShL6WqNvuMFmitt5k8ViecNVGOr4LCuJRgb/CQDvY+g3lTi4vkWll3pOIBZ+IFDGPiEwkNTE/R3P7ClLOajiTuPeNzcR0psv/AO3YDW9SKt68Vtv4/3peh9bBhJlUnvzVM8Oc/07z9P7kgPXoc46XtqlMZUhfZyk/6PjxHYNs7Za3izVbSERs9D/aycmqf7oQHcusPKj87iTi9RPr9McihD14P9DH18hNKZRab/4GV6HhlCj6l4lUijp+v+XlZ+8C5TCzv3U9ZMmQv/7bdvvmh6v3Q/A7/yEKuvXGXqX768LaGU2NfN0f/xL5C5fwi9kNiyTej4NMYXaYy/D9bou4CeUDn+hQGm3ilRntlO4FHg+Ouf+xsivUGH/NkOXmBt+zewrZC0M72MMx2RzLEjI+R/6WOEbYfaT98lqN++pFHYLtblKBCl9WTJfPYhlPRW3YqbISdMCl/9OLHDw9hX5yl+/XmsSzNrk0pJV9GHuvFLtyBONrwQ5r4Ben7vC+hD3VR/8g6lb768xSVN68tR+JUnUXMpKj94k/Kfvra2jZw06fr1p8l+4RHyv/IU9vWFtXP7pTq1F6PFspJJkPnsCUgnaLw+vnbtHwQGxnS6+jWe+0aFIw/Hee1HdR75dArHujUZoaTi5H7zF1FSCVb/4BtkvvQpYvcdIrQcmi+/TeO5V4g//iDpz38cJZvGXy5S/Y/PYZ29tDlTarif3v/6b24h5Svf+CH1H/5sR7Jc3zdC79/5q7TePE3l3/+AxJMniJ84htbbHZWBWxbuzALNl9/Gevciwts8z9JHB+n7r/4GfqnC8v/+r/EXty76lUKW3r/zVxGhoPQv/jhyPQPU3gKZL38GfXQQtZBFMnQkSSL55AmST57YdAxvfpniP/8jvNmtfYLaUyD5iUcxjx5A6y102u3gzS/RfuccrTdP33Up9s87JElCNk2M7v41t7HE2CEkWSZovX/z0D/rUCWdpBaVI5XsaXzhstgcpxAbJW300nRXqQer0BNHLEDJnsELLZZbVyjERpE1jaIzRXBTJrIQMH+pQX4wRn4ghpFQKc9b1IsOjVWXw5/oAgSqJtOseLQqLrIi4bQDLr9aQtVlBg+ncO2ATL9J6AtUTaKyaNOueXSPJXDtkHSPQqPsIsnS+nnHG3QNxzASCo071cIXYpPV+JavN/wd3kP3tlRuFElSqBav4N6hmHLg2zSrc1uImTDw8dwWkiSjqBtIOykqC5NlhUZ1bludH6u1SuDZGOk+dDO99rlmpomnenGd5o76QrdDGLjoZprhQ58l07WP5Zm3mbn80x1FqMOWFWXNqgMEDQt/ZetaKXb/UYx9YwDIiTiSomLsHSX7i8/s4LInIZs6xt4x1J5urAuXCD4gQ58/84TQRxUbWfsPAi+/YHPhrEs2J/O//NP8rvYRAiau+dg2NOpbJzu16QtrKaWt5SlEEKAYcUTo49tt/OmLSLKECAOaS5PIiookyXhWndBzqU6cQdbNyLLS95DkzROR6lSN6tTuhfnUTJbUiUex52bfV0Lo5xVGyiB3II9vedSm6zu6kesDvZj7xgjqjSgj6RZCqYqqY6a6IvcS1UBWDTAEih4j9B2MZAFZ0bEbRWKZHqzqMonCCHZ9BdWIR+J0RCKGqp5A7jiFKHoMSdHQzARCCFQ9eq6cRglxo6xPkdH6e0BVcecWCW/hmiKEiOpVon+AAN8JMdM6ie4YoReimgrpgQSe5SNCgdfyCP2O3fZNiwBJkTAzOkZaR09qhGGI2163CQ28G0K6As/yceoujaUWpWtVMkNJ4nkDI6XjOzeL92mMDDzFQO/Da2RQEHjUm/Msr56l1pzH8y2C0EWEQSfTJkSIkHRygJ7C0Z8LQkiW5F0L096AcpNDR+Tac+cZS/GBNAd++0Gmv3eJ2pVVvKaLmY/T//ExVt9dIHB8+p4YJXQD7HKbvb9yjMrlIuVzSww8vRctaZDak6M5V2Pgk3upXi4S+iE9JwYpn19GVmWac3XUmMrerx7j4r96m1hvklhfkslvX8AsxBn45B4u/ZudxV93vAdxg9Thvijd/eT0jtlFznKd0PaQ0uYHlm58JzASKg/+8hC1JWsHQujPNuJHRogdGiZs2az+8Qu0z27WQhCujzNxa7LuBnlkHhqi96/8AlpvLiJ6vvP6FjIIWSZx3x6MPf3Y1+ap/PCtTduETZvqT06SfPQQ5p4+YgcGadyKjPoQIMkStZLPypzLwQfjlJY86mWfvhGdyfHb6yzJ6SSZX/wMajaNO7OAPjpI6tOPR5PvQ3vxS1WE7aAN95P+4tM4EzOE9fX3y1sqUvqDb6AkYijZyGVM7crtuv366CCZX/4c8QeOENSbOFcno+yl3i7Mw/vQh/ooA+13zt87Iwk/xC+WCVttJF0jdvwgSi6DOz0fiWJvQFBrEDa2vov66CC53/gS+t4RwkYLd3qB0HZQMkm0oT6yo4NoA71U//Q5wsbdue/8PMMuLrH6+nMkRw9GBjFhiN+qs/LyD3Eq2wcl/hNuj5ZfodXcvMD2hcty+ypqbx51JENQrqOmY0hNE3vQQPMHQJWptJrIiRjC9VGaeZQwxF+tIVwPu+njWgF206eyYGEkFYyEitMMqBcdEILFK03CQNC7P0ngC5yWT/NGRo8EiaxGMq/TKkdkUSKnIysyxak2yZxGIqdhNXyGj6XJ9BkMHE7hWgGuFWA1fALvw9Uc2y0kWUUzogCH0yojwjvLVPFdawe9nvVEATY44UpIGLEsAF0D95POj25tkyRhJgqRfqAWW6sqULUYimrgtCs47buT8pBkhaGDnybbcxCnXWVl5uQtHcnCloV9fQ4lk8Jf3SHbv5Aj/sAx5GQCOWaCLGOMDmGMDu14XCEEwvNw5xZovPAKYfP9F5SG/0QI/blBsyFoNgLKpZA7SCzi9/9xA0nakj0NQGBvfVE2ikEHm8TJtjLbvt2CbY7x3vHz0dl+0HBqDguvz+E23G2tQSFKi088cQIpZuJeuoYzeYs0YjpMv91E9nXCwIu0PZwWIgyjWvVGCTPTjQhDAs8BSaJdWQBElEUmSYSBj2/VkVW941wQRnW/ocBulJAkBc1IRL/qxrWtEGsPppJMIKnK9oy7JGGMDaMU8oSNJl6xhAgFKxdLDD3cQ/8DXSyeXaW53Kb3eIHZN5awKjal6zU8y2f1SgW35VGaqGGVo4WHaiiYGQMRCJK9cUrXatjV6MUqT9U7WkFgV22ay23mTxZJDySoOQ1Wxiv03Vcg8EKqs5sn0NnUSJTlI98gg1wWVk4xOfcSrvfzTnKuP3OKot+hALaEqmzWvvAD567K5CQZ7NU2S69N4zWj3yx7uHvH7b2mw9JrU5TOLBHvTxHrSeA1HOJ9KXzLA0ki0Z/Cqdn4bRdrtYXZnUDPmMT706imxsrbsxz4rQdQ4zq5w9205utYy3e+eBJBiPBDJFXB7Msg6QrC3fzMKwmDns8fQ88naM+W8et/PiP3H2XEDg4jxw3a5yaxJ+/ClEAIQsfFGO2l9/e+gD5YoPLdNyh/93VCa+sAL5sa5oFBJFnCnlgkqGx99vxaC2+5gtadwdjTR+ONj1ZmdWXFozjv0W6GyDL87n/Vh6LA9/7t7kLtSjaNbBoUf//rhJZN/i/9ColH7yf59OPUvvc8jWdfQe3rpudv/Q5aTwGtvwdnAyEUNlq0XnknCn6kEmjDfXdECKm9XcQTcRrPvkLjpbejbFZJQhvoIf+Xfhlj/xjJTz6Gde7KPbOE94slat95DgA5lUDtyqFk0tgXr1H91o+37nBTlpMcj5H58qcxDuzBOneJ2nefx51djLJ+NZX4o/eT/eozJJ48gbe8SuPZV+5Juz9q6OmRyWVlLl/ZJkved6mPv4tePEe9IXA9sRYo/XmBrCtkT4xizZax5qtrnxs9aeLDOWrn5re4UX6YUDNJZF1F7slF2ezd2UhI3/HwVirICRNh2QghUNJxZF3DL1YBmDxVBQHLE5G0QHG6jaxIHe1IeOXrs2s/3fTZWkdDEk5+NyLofSfk7LMrHY1IwcjxDAuXGsiKhKrLnPnxckR3hNEccOp0jfDGfFvAyuTuhPBlFPLaAHE5ffuNNyAUPiV/Hit87+Ss1AncSRKEd0gGRW0J7jhTZ91gINj2HRJC0K5HY6bntrlxMyM9zcihItyN+902SOXHEIGHa9XRYxl6Rx/Fbq3i3ywk3YGaS6MPduOtVDGPjOLOLW/5bRsvvkb7zAWM0SHMwwdIPvUY7nIRd2p2hwyhqPLCL1ewL17BW7h3pkW3w0eXEOrYP27/XSTQuuP370n49INHPN1H98gJFq6+hHeHKXnvN+5VoOoDgyRhDA6TeuAESjKFu7hA48wpgma0mFaSKRLH7sPo7UfSdYJGnea5MziL81HnI0novX0kjt6HmsmixGIgK4S2RfmnP8avlJETCZJH78PoH0SOxZANk9CxaV04R/P8GeRYnMSR4xiDg9F37RbNC+ewZ6fXbqhW6CJx/AG0XB4lFkNSNQLbovrKi7iLC0iqSmzfAeIHDyPrBl6lTPPcGbzVlVtONCRVXid7biJ9RChwajfV+qoKSjIBQiDHYsQffZDY/UcJW22ar7wJt3FIEqFPu3zr2n+nWca3mziNIr5jbY4y1LePoLnNDdkTkoQIvM5/N+wbCpyJaWLHDxN78Cju/CLWufH1lHtZRknGiR0/TPLjjyEpMvb4Vfzl6Jx21d0k6Nxa2dzpL52LFhrzp6Ltl8+vt8lr+1x7bvtyiZWLW6MTC+8WWXh3/Vprc1vfc1lWyaZH0bXUmqVno7XI5NzPdrQw3ghF1ndtNf/hYL1tkqSgafE72FPCNDY7hkRukXc36fbbXkTm3MCaDIEEUqQRdQOBE+DVOyWwgUD4IW7DIXuom/pEGSWmkRjM0JiuYGRjHPitB2hMVbBWmpHzlyTRnKvjVGwKx3vJHOxi8eWpu2p3aHtU3pokfXSA/q88gNmfoXltmcD2kXUFo5Aisb+b5ME+Attj6XtnI6HrHdC1J8EjvzbK6/9uktqC1fksyWNfG+OVf3WN+rJNYTTBsS8MkB2I0a56XHp+kfkLNUQgeOArQxgJlbf+OLqeVLfJY18b491vz1Cea5MbjHPks/10jUWE7tKlGu/+x9m1e953MM3ow3kSOYPVqSZnvzdHqxwRGpm+GMe+MEDXWAKn5XP5Z8vMvFsm9AWxjMaJr46weLFG76E03XtTlGdbvPn1STzr3ru63Wuo+RSSquAtVwjtuys/VnMpun/nc5j7B7AuzVL72dltySDoaMx0ZUCWSD58AL2/sHUbVcYY7Y205tK7fzc/KBQXPV79YQ3HCvnhvyszvN+gXgmYubJL8iQIsS9dJyjXIg3HK5PEHzyKsB2s09G4EVTruAvLmAf2oOYz2ysERlZedx53CgXWmXHqP31tE+HjzS7SfOltjH2jaL3dUbT5HhFCa+2FaO7R+VvskrAwj+6PsqdWy9R/8DPcqfXxUjgu7bfPog/3k/rsU8QfPEr77TORFtL7CEOHdDoyfKjVQ1wXUikJTZWQ5egzTZMwjejfjabAtgWmKaFpYJoSti1otwWppISmS7RbglZbIEmQSUsYhoRlCxoNgaZBKimv3S5Ng0w6EjZvNAS2I4jHJb76ywYvvuSwsBhitQWpdOfYbUGr9dEmh2RTp/+L97Hy/PgmQsjsS5N/bA+Nq8tbCCE1HSMxVqB+YWGTrt4HAeF5+BWPoFxHMrRITLlYJfT8aM6qyBCKyDmzO4vfstfnhTd+ihscTQjBhrnyxuXjxkyeTWZ1wfo/Fq82adc9JFmiumgT+DfNu4ObfvtdPgqKpDKkH6JXH9vdDh24oY3Tbt8TQigMfcIgkj9Q9fhaNs77Cb9TJlZevMDi5Ou3JJQ8p7n2wwS+EwWiZQVVj22r+XM7BL7D7KVnsVolxo7+At2DD2K3yixOvrZJy+gGhBAIP4i0/vxg+99WCIJylXa5iju3SOz4EZyrE1T/9EeEN+m1SbKEpEXO3ImRAmEtml/eIBc3zndlTUFSZfx6dL/iowWclQahH3Qqc0QkQq7KHT2pYOuzeBM+koSQJCvEB/ZsO2CpsQSSqpPefz+xvq3pZAD1a+d2LMeSTB0lGcdfrSLHTdTeAsJ18eaLSDEDJREjtBy03jyh7eAtl29ZMnMvoOrxqG5S2d5Z7Va4YZF+L5HNydx/Qsc0owVcoxFy7l2XZmPz7xGPSzz6pMHVSx6Nesi+gxq5vEwYwsKcz8Q1f1shUsOAvQc0unsVFBUqpZDrV7xty9LuFEo8ImusyesElkXi+APIiQTl534EYYiayaDlC7ilVYTvEduzj/wzX2Tlm39C0KijpNIUvvBlvNUi7UsXMMf2kjh0lPILz66RSpnHnsQcGaNx6m3kWIzsU5+kfeUS1nQkiK0kEug9PfjVKqFlYY6MUvjCl1n55h/jlVaRzRj5zzyDCENa4+fR+wZIPXCC1qs/wy+XooyDI8dIP/IE1uQ1XMsiNraXwjNfovTj7yCFNqHro5gqIhTImkLgBkiSRGI0j71cJ/SjTAJkEF6IYqq4VYvQuUmfYHiQwl/+dQgFcsxETibA96n/9BXsa1Pv+fcA8KyOoKF1lxNFIXCaJSJCYfMz0j55Dn10mPhDx8l99UukP/MUfq3RIbjMKCocj4Ef0H73PLVnf7ZFo+GjAkXWSMZ7NpRSCcq1iV2RQQCGnu44jX30IUkScbOwyTb+VlAUnZi5Ho0Pw4C2Vd7iiLFriM0LutALkDUFLWWgp03MrvimbLRNk0EvxK3aFO7vp3hqnuyhbsyuNIuvTqEldOK9SSa+dR4lpqEYnSE2FKyeXmDkCwdpLtRpze2+FPZmFF+8hKQr9Hz6MNkToxSe3A9y5AMfugF+y6ExvsDK8+OUXrkW9QM7wLMCeg+l6T+UobZoIckSoyfypLpNfDckUTB4+j8/iN30uP56ke59KT79tw7xk39wkeUrDQqjCeLZ9RJFLaYweDzLxWcXSRYMPvu3DxMGgmuvrhD6AlmRCLyoPQI4+HQv5344T2mqxf1fHkSEgrf+aArVkHnqr+xDViSuv16kMJrgU3/zID/+BxdZvFhD1RXGHikwcCzL1Nslrr6yjKLK+O7PQQRDktZsZEPHvzvLckUm+chBRBASWi7Gnj6Sjxyi+pN3tu/fbpxTkpATJvrA9mXjoeUQtG2C5oebVZZISCTiEpVqiCJHcw3bgXYrJJGQIr23kz5BIJAlME2wb8OhCNclqNTXFxD1JiII8Su1NW0OEQSEbTtyjNPvbeltaNlY5y5vm/3jzS1FWTedAI3Ph19qJGkqxv5R5EQc+9J13LmtJYzCcXGn5hG+h9qVQ+0uvO+E0MiIymc/bdBVUHjrHYc333L5m389iesJkkmZN950GBlW6e2RCUK4es3n+z+0eOpjOvcf13E9wZWrPrOzPk9/0iCRkCmVQ7757TY93Qpf+XIMRYFLlz2ee96mv0/h174aY2kp4MpVn8EBhWc+a1Lokhkf93n2eZv779P4/GdM0mmZN95yWVkJ+HTn2NVayH/4VptG46NNCm2H+sUFmtdWCLYhmpP7uun6+H4al5c+cELIXVhF+MHt12adhfDdku67aosVUJz6YEp6PnCIEKu1SrowRjI7RHHu9LbEyD073YbsH81IYrd3X6bmuS0cu4aqxUik+6mtXr/9TjfBaVeoLF/GbpeZVXX2HP8Kg/s/gWNVWJ3fKjrvr9ZwppZQCxna5ye2OeJmhI6LV1yNiKQw3JJxEUkC9ONV2yhxDT2fJH10gND28KrtiBCSILA8ZFVBTRpUTk4jgpD4cB49n4jcjL0AJabRmiqRGCsQWB7t6RJe7dbj+kePEBKRE1Hm4INkDj6442Zdj352x+/s1cUdCSHz0Bj6YDeNF09i7BtCTsbxliL7w9jhMbS+Au7sMmpvHuQo28JfWk9JlmR1Q0pbSBhE7i6SJCPJ6qaXRVY0RBhuWrTIshoJKBMpmm+Xhrd2rNDbIYoTLYwVNHq1Ucr+IraISq9MKYEuxWiEpbt2HSp0y3z1t+KMjKkMDCnMzQT813+7zLXLm9va1SPz3/29LN/9ZptEIiKHcrkocrO4EPD1P2jxg//YZqMpRjoj8Tv/WYpPfyEaUBUZajXBO284/Jt/1mB68r1Fd0Xg07xwlsapt4FImT/14Am0fAFvtYizuIC7srym8O5XKnT/8q8ix2IEjTpqOo2azVN+/ic4szPYC3PERvcgXBfheUiahjE4jD0zRfPcaSRVxegbiKw4Gx3io7RK+ac/Jko1kHCWF+n/2u+ipNJ4pVWUeBytu5fyT39E+/I41sQ1Ynv2QRASOg5KMkXygYexJq9Te+NVEOAuLdL1pV8iefQISrCIV7eJD+cQfoDXcDr26ALF1KLMByHQc3ECy0PLxqLoxZk53JsIIVlSUBQDORNpOblTs1inztF6+8yObiO7wY33JAyDDR26hKxGzlBB4N5FSvXW7YNaneq3vo9zfYrY0YNoA73og33RRMBx8UtVvHOXsC9fx7507SOtcSBJCqq6uSzKdnZbCy2RTg0iy3dOKn9YyKSGkJcUgl0QQqlEP7qWXPu349Zx3LvQOJGiiF1wk3aTVWzRnK1y8LcfxK07kX6UG0V8Attfy7oLvQBJBqdqIWsy9mobK9cke6ib9kIDWVdozNY48FsP4FQs3LodDfxAfbKCljJoztZu6/R3KwRtl8XvnKb8+nViQzm0dCzKDAxCAsvDLbew5isEzds7VDXLLjPvVtjzeIHrrxeRZBh7rIvJN1exai5HPtNPstvguX88Tn3ZxkgWyf8393Hw6T6Wr9x64TdwNEN2IMZ3/4ezLF/duq0kweWfLfPut2cQAuI5nf4jGbSYQv/hDD0H0vzo75+nMt9m4UKNweM59j7exeLFiEwzUxpTb5c49a3pnxtNBqBT7uWBiMr7JFVG3MYxfDv4tRal//ASSjpO129+ivwvPYFfadB4/eLWvjWMiCPhBzRevbAmEr0TgvqHp+ukqvDlL5qUKyEXLno89IBOLB6xsy+95PDUkwayAqmkxPJKSLMZvV+vvHrrd0p0xtc1BCEgCC17fUErWJ+ky/eWXBeOg7+8vdW28DvEYMdq+KMAyTRQe7tAigS187/9y9tupxZySLKMZBrIcXNXx1Zlg3xi+4DuzahZC5sE4YWAZlOQywkeuF/n9FmPbFbm3/5hCyHgN38tjmUJ3nzb5dJln9/7nQSvvuag6xKOK/i//nkTVYXf/q0Ex45ozM0HPPyQxnM/lfncZwyuXPX40U/stXNNzwS89obLsSPq+vnbgrQLD9yv8eLLNq+/4XLuMx7/9g9bVCohv/Ubce47rjM963PiIY2fPCfTaGyd2xbUQXr1MWTWf/OQgEX3OhU/Whgb3UkKH9tHbDBH6Ac0Li1RemMC4QWkjvYT689izVXIP74HxdRYfeUq9fGIYNQLCbo/cRCzL4NbbbP66jWsuTIIiI/m6X76ELKu0pooRpkEHWiZGH2/cByzL4M1X2Hph+fxW87ad92fPEjXx/ejd6XY9198CuGHLP3kAs0rm11g3y8IZ5cdphARwXsT8uoAA/r+uzkzIYJQBATCxRUOTmhhhQ2ssI4vPEKifuVeICQkFAGs5X7f7Fa1eygK7B1TESLKqPN9aDZDspmItEwkZNptQS4nc33Cp1qL+sHqymW6Bx8g13OIUv4c1dVrW8aXKLDX0QV6TxDUylM4Vo1UfpR0fpRaaWLb8yFF+rQ34FhVGpVpCv3H6Rl+mHZjZRtXMWlNlmL704edBAtBeWkcI5Zl5PDnGT742ej45Q26a501pLdUxlsuY+4b3FZUetPhbSfSZfW8bctv1HQMNWEgawqyoSK8qC2yriCbaiRU73ioCQO31ETWlbV74zcdvLpFcl83brmFlo6RGC1gFJJUz8zelgyCjyAh5FZXaU5ffk/HCJwdLlyS0Ef7EJ6PWsgg/ABJkRG2C7KEPtpP6LiovXmE7yPJm22edTND757HiCW7kSQZ166zNPE6VrNIqjBG79jjXH/3G4SBh6IaDB95hmZlltW50yDJpLJDdI+cQDfTHSZ0kfmrP9vURFnR6B56iER2gPmrL+G018tUJCQSchZNMmiHNVxhIyGhSBqSkEjJeRJKFkFIMyzfNSE0PeHzP/4/q+i6xH/397J099x6YvRLvxbn7CmXf/A/1Vmc9zlwWOM//9spfvevJ7lw1l0jksyYxNd+L8mv/EaMZ39g89wPLWxL8NSnDH79txOoKvxv/+8aterddyrCcfBWltdeEndxHunhx1CzObzVImoqTfK+B9C6e5FUFTWZQjZjSJ3Jn3BdCAK0bB6vVEIvdCOEILA3RBBtCyWVRkmmkA0jKk1bXo+eKYkEieMPRESRpqGYMeRYfO0coe8hPBc1m0dOJNCyeSRFIbCiSbiSSqN1daFmssTG9nYOqoCsICkqXtlCUiTccgu/6eC3XdS4jmKoBERph4qp4TdsvLqN0Z1EeOEW3SA9nqU3fz/aK0vUi5NU5s4TOg7pzCjZ/H5KzdN39RtIkky2/xBdow/RrMyxOP4iAKoeo+/gx0l2jTJ96jtY9XszeQhqDZqvvEX71FkkXV+zthdhCH5A6LgIx7n7mv6b0mRlzUCS5E16WfcCArFpgAOQdqmzk4z3kEuP/dxkCAGkEgMkYj3UW7e2qpZlla7cITQ1KmMRQlBvzmM71U3bKZqMFlfxnQAtphL6YaQNEAgCN0BWZcyMTnu2wvSfNjGSGkIIJFnCabhc/eOzJHriyKpEYEf2rZohM/WtM4Rtm3jeoPjWNMmeOI2ZBmf/8as4FQunalG5uELg+ASuz5U/fBctpRPYUb/nNSKtLMVQaC3WqV1bvW3q7m0RCpzlOs7yexP+DdyQqXdKPPVX9pHsMohlNGJpjemTJUQIqR4Dt+VjN6IJuNP0qS1Z5IduUVLUGTJzQwnqKzaN4s7E1Opkk8CLfgO74aGZCrIike41yQ3F+MzfPkzoh1FGWW5zxkbgh6xONe8dGbSxf3ifhbjdpRLC8zFGe5ETsR1LvXaEENhX56m/egHZ0FCSMXJfeYLCr34Cv9rEGp/ZdD2h6+MurJJ4YC+SqmBfX7i7zKSNcwr5/blHN2QVshkZXZOIxSQmJnyOHFZ56CGNWj3EtgWHnzai8h9HZmF+F4EkIbavgd/pPtzjy4uyuW5P0t41pK0ZtO/pcIoSiaACaj6L/NDO7nmh4yJsZ9en15UYo7lH1nJ+DTWOLGm4QYswDJAkGV1N4Ac248s/WSOEDAO+9Asm5y94VCohhw9r0TE6P60fRDzeDV7Pv9HPdn7LlZVg7bWQJDj5rsvzLzoIASvFAFWVcJydL0LT4LOfNimuBpxcDHjyY8aabokQUaWS1Dn2qdMuz/7URghYXtn++UwqOQb0AygbxnlfuNT9VSosYXSn2Ps3PokIQmrn5pFUOVoodgjMWH+Wvi8ep3F5GXuxiqx3vhMCJa4x8hcfR1ZkGleWSezpYs9feYrrv/8zQsdn7C8/FWWTXl4mc98Q5uB6Bq7fdim/NUn3Jw+SfWiElRcuQYcQCl2f5uQqqUN9CKBycprQDXY0OPgoIqlkGTQO3vF+ghuZxQKBICQy9Ajw8YRLw1+l5C9Q84tYYYNwR+uW2yMQHovOVZpBGU0y1v6nShqypCCjYsgxDHl35b2KDH29CpomkU1LNFsCZUAhn5PxfTh52uXIIZVsRqZWC9cIodrqJOXlSxT6jjF27MssTr5Gq7ZAGHid8qw4sUQXtdXrWM33ntnYri+xPP0WA/s+wZ7jv8ji5Ovr55NkFC1GItMPQrA8885aEobvtlmZfodUdoSuwQcAQXHuNK7TABGtrc1EHpAoL128baaTCH1WZt7BiOfoG32M0cPPcP3sf1y7RjWfRh/qRh/qiYxvcimsi1O3Pqbr0nz5zejvbTJ5nWIjIm7CMEpICUKaE517euO5EwJJkgj9ELvYWFvX1ccXEKHAXqqtb98Zo0N7dwTqR44Qqo6/Q3X8nffl2Eo+jaSpUVpuJok1PoU+2E3sgQNIFxVQZWTFRCgKkixhXZzAK64zfvmBYyTS/cxfewkR+mh6ksCPOklZ0TFiGdZGHklCN1MoajSgGrEMo8e/RLM6x/zVnyGE6Fhzr/9QsqzSNfgA+YFjzF15YRMZBFH2T1op4AqLrNJL0Z/psMdgSHHSSgFfeMjSe4sw+T6UV6POwLZuP8I7luCf/aMGly5E13Ltss/e/Sp/9b9I0TegrBFCI2MqX/nVOOPnPf7J/1LH6hx78prPwJDKF74S45t/1Ob0O3cfPReCtYg8QOh3bHxlBckwyD39WbTuHmqvvYRbWkXv6qGru2dte69aoXnxHNmPf4rE0ePIukH70kWcuY64chjSePck+c/9At1/4dfB9xG+T+Psu9F5NI30o0+SOHyE6msv4y4toCSSGP0Da+cIWi2aZ0+TeeRxYnv2IWsq1tQE1uT1TltlJKB++h2cmXVGWgiBX68R1O+s3ERSFWRN2UIIpbrHEJ7P5PNfJwz9NX0eW6ysZbHdDYQIqcxfQFYNYpn1e+u7bZauvspoMo+k3OOuJww7Svz3OHVXkoj3DONUVtYIIFkzkBWVwLW5lxNwEQY4m4SjJVKJvtvup6omQ32Pk4j13FXk6MOCoacZ7HuU9nQZ39+JXJPIpkbozh9ey8wMQpdybQLP3/xbx3I6fcfyWFWX7HACr+1j112sqouiySgdXaB2xSHZY9BSBD2HswBMvLyI23JRZZPufRkCN0DRFJAiokmSs9QX2wRuQLo/RmO+QXs1On8Q+GvkDyIigLzG+sJP1hUGP7OXrgf6qU+UaM7efbnYdpBldc1p7m6wcKGK0/AYPZEnUTCoL1sUJ6LJfeAJZEVeI0gkCVRNxr9R9hWKTQtnLaYgdyYhvhugqDKSsvMzeXOJ143HN/AFzaLDz/7ZFezmDfc+sOvr46UIN2s5vFcIL0AEIZKioKTiBLX3L0vGOj9N8EULY08fiYf2UXv21J0dQETBiSjzx6H8gzdRuzJknr6frt98mqV/9j28xfX5g3BcrPEZMp9+kNiREYw9/TjXF+643cIP14QwlfTOBMF7gWHA8nLI449pzM8ruJ6g2RR4HqwUQ+47rqEqUCqFeB50FWTe2e2cYQeNhw8K4n0SZZRk+f0hMcMw0j4av0brjXdvva0fRILTu4DtN7iw9ENAwlASjOYfoWYvUm5N44cuiqyRj48Q13O03eqm5jSbgoce0FG19TiNpkn80pdjxGISZ8957N2j8plPmTx8Qmdu3l+TI7jxU3sevHvG5YvPxPjyFyVm5wKefzHktdcdvvCMyYH9KtcnfF56xeHoYY3PfMpgaEDh0mWfdjvk2BENz4ONyVyLiwF/6S8m+NnLDucvePzCMzG+/EWT+YWAn74Q4t0pcS1B+tgAZl+G8f/5B9gL1W03UxMGyz8+T3tm83ohfXSQ2GCOS//zD/BqFnpXkkN/9xmyDwwTtF20tMm1//N53HKL5P4eEvvWjRWEF9CaXCU2nCd5sHfTcQPLo35+nsyxAYQQlN+e2vWCcyeYcoJ+fT+aFJH+c84V2uHtxklpyxrqBmRF2/bz9woJqTPeRRk7MtEcQcPAJEFKydGv76MZVllyJ5l3LuOIu5uThoQU/VmK/s1alRKqpKJKBsPGYfaaD+7qeEEAk9M+uaxMIa+xsOijqrCwGOB5oKlw6YqPpkWf3YDnNJgZ/wmSJJPvPcL+B38V124Q+A6yoqEZSULf4dLbf3hPCKEwcFmYeAVZ0ekbe5z9D/wqrnPjfCqankRWNIqzp1iZPblp38rKFWYvP8fw4c/TM/IoXYMP4NoNQKBoMTQ9zurCWaorl9mN7rTvWcxffREznqPQd4zB/U8zef67BL6DX6oReh72xAJho40+1r+r6xPOzkEB4QUE3u5JRLFh2xtyIHey/834yBFC7ye0njztU5cI2w76UA+xo3tQCxlCy0HJpWm/PR45d+wZwC/VcK5tFsv1vTaKZqCbKRrlGVrVxV1rWKRyI4BgaeJ17NZ2rhiCwuB9pPKjzF95cXNqWgcSMoHwCYSPIqnIqKiSjibpEUstfHw81A9YWPbqZY/52c1s59xMgKxALCatzVOGRhUGhxVeft5maHR9JFVViWo5JBaT2HtAfU+EkKxraLk8znzUieqFLkTg4zfqKGYMY3CYxtlTtC6PRym1XT3IxoY0ZyGQFAV7dprGmZOEloVfqyE21r0hCO029Tdfx69V8JtNwla0eJA0HXN4BGviGq2L5xCehzm2Bzl2E4svS7jFZWpvvkbQbuHXa2sdRfTvOpKqYs9tiPRK0l1NXltTpUhk7EZavCTTd/Ap8oPHkVUd1UxQvP4WzfIchdEHyQ0coTJ/gXY1WjBoZpL+w5/C9yyMRA63VWX52usgBF17HiaW6iEMfUozp2mubn1ub4VYpo/80HEWL/2MMPDIDhxBM1MUJ97atJ2WyJAePRrpLi1NEusaQjXjONUibqtKcmAfqhEjDAL8dgMtkUYEPo35qzj1Etm9D6AacezqCmosiRpLInyP+uwl0sOHQFJozl/BriyTGjmCmevBqRbx7RaFo0/QXpmlNnWe0LHIjB3DbVbx2nWSgwcw0gW8doPQs4l1DSLCgNbiJO2VWzu03YwgdKk35+nremCN/Mhn91PIHqBSmyQUN5f7qZhmjpH+j9HX/cCaHs/PQ5ZQFOWQ6e06ThA4zC+/jeVUN5XQKopBNjXC3uFPYxrZtc/rjXlWyhe3HDP0BZ7lo5kKTsPDaXg0ixaNJYvRj/VSmW6Q7o8TBxRVRospeJaP2/YJOzo7sYxO6IWdDCOB2/LWBL7rCy30pEardGdR/tAPqVxYpn69RHu5cUtNH+gIbuvRYtv32iiqiSJreF6bMPTQtASSrBCGHiIMyBcOYVklWs3lqMz4DuE0fWZPVzj4dCQofOHH82tEy+J4jSOf62fkwRwLF2pkB+P0HkyvCUPXV2z6DmcojCawGx57Hu3CTGlr+z78a6OMPZJn6u0o40hWJVrl29+/5Ss1rLpHYTTJtVcjIX09ruK23z/9r6Bp4S6U0HqyZD53gtpP3olKuzqp4UGtuWb1vgZFRlIUJEVGjpsRmS9FIq1y3Ij63LCj57ah77anl2m8coHsFx+l69eeRs0kaJ66tlbeIBs6+kABSVWov3zutm0PGxalb76MkomTuH8vXb/5KVb+4MfrpJaA9vkpGm+Ok37qOH1//UuUv/cGzsRi1EZZQokbGGN9aF1pKj98m6C+dSEjPB9negVjqJvMZx7EWypHekOShKRIBA2LsP3esmA8D65c9Zmc8lkthWga2LZgdTWg2RIsLwWomrQm1KtrUK78HGhH3TVuPDc7z+uUdLJT4nbvBNWF6xHUmyBLhI0W7XfOb283excIRUDbjYKtiWQOIQLmq+dwg3US1vGbHOn9HEmjm3I7mld4Hnzz2226uhQ8T2DZAscW1Oshr7zusLoaUlwN6OuLc/mKx/hln5ViQNsSvPq6s6kK8Nx5j2Ix0qRqNkNcV3B+XLBatonHBPVGiO9LzC+p/NGf2CiKRLnsc/LdkJ5uBd+PxKrr9ejZ+9Z3fLoKAZWqRL0hs7zcIpmMntNbZR3tBEmWiQ/naM+U8Ko7kwpezaI9t7VUJTaUIz6c58Df+XxHikNCy8RQTA01aeC3XdxydL+dcvNDdaNMK13sMx9EkaKxo+Qt3pYQMlMFYtl+nGYJzUxF7rZCEPoe8fwA9aWr+M4HX/oqSTJJJcdeM01e7eOafYqqfy9L6QS+8PCFjxvuXnw+CGFuPmBhMWBxKWC1tPs+02oWmbn0E1YXzpLtPkAs0YWiGnhOi3ppgtrqBK3aIopmomhG9H43VxBhuO2cRAiBY1Vp1xe3NVLy3Tazl5+junKZXO8REpk+VC2G57aol6dplmeoLF/axtJesDJ7imZtnlzvYVK5EXQzcmmzW2Va9SVKi+fWEjnW7o3v0G4s49r1LVn6rl1n5tJzSJJKLNVDrucQqwvnQIqMHSRZxvUDtO4s7vTSna3ROvOH25H5wt1JPube4s8VIWSPT6797S9H4r3IMoSb1cE3agZtRHnhIrKs0j18gt6xxykvXKA4+y6Bv9NLuaHcLJbGc1o7Kp+biS66BuPYrRJWc3XbH78tGhgi3tEIKqNIKgEBKjoNUcYVNppkYIWNuy4XuxtUyuEWtvWGzeKNaLEkQyYroygSX/u9BL/1uzdFFzu5w8nke1vMSrpB8r4HEWFU8pE68ShecQWvuIyk6/i1CubgMM7wKEo8QfqRxzbfa1lGjsVRkylie/Yh/ICg2YhEqjsaQXKnBMwYGkbv7iH0XJy5WZyFOYTv41XK6L39mCNjIEmkH3l8U/RekiTkWBwlmcQc24PwfYJ2C3tqAr9Swa9WaY2fJ/XQIwTNJl6piGyYqKkMrfFzBK07HOSE2FyiIkKWLr9M4DloRpLFyz9b6wRLU6dQVB3NTK23V1ZIde9h5drrrE6eZPj+L5LIDdEoTlBdvMzq5Eky/YfoGnnojgkhz26gmUlimT6s2hLpnv3Ulm4qGZUkjFwvvt2kNnEOs9CPJEuUr7xD4egTERnq2iiaSejZqLEkbqOCVZonNXQQSVYwc71Yq/Mk+sbw7RbN+avoqTxGphtkBa9Vw2s3ooWf3cZr1TCyPdgTZ7BWZqlPXVjTJbMryyhGDC2eRk9mqV4/Q2bvfcjJLG6jjFVaJNm/744JISFCKrUpWtYKyXgfkiQRM3Ic3vsVllbPUG8u4Ps2kqygq3GSiX6684eJm1EabLUxjaqYu8oq+nCw/gw6bg0hBKaRZbj/CfKZfZRr12nbZYLQXbuOQvYgupZYy3xyvTYzi6/heVvfgXbZYebNleh1vql64vqLEblZnuxkYHW+Xx6vbjrG3KlVkKD7QAbVUGgstWmu2pszC+60MiMUtJd2L7SaSPaRze/FsSrUqtMkUn0kEr04do1GfY6+wUfw3BayrFKrTZPJjaFqJq7bxLGrtz3+drj+RpGHf20Uq+4yd2b9GAsXq1z48QJP/KW9OE0PI6GxOF7j6isrAEy8ucqBj/fwC//VMeyGh93w8Tv6TCvXGpz8xjSP/Noox54ZIPAEjaLNi//sym3bszrZ4t1vz/DALw1z6FO9hH6Ioiu88E8vUbz+/pQm+OUGteffpfDrnyT/5cdIPXaIoN5G0lRCx2XlX/0oKrXqQM2lSH/iOGp3BtnQUTMJlFwSWVXIffExkicOENouoePReGMc+8oGhybbpfyd15B0lfQn76Pra58h/ytPRSRMx+VL1jUab1zcFSEE4C2VWf36C6iZJKnHDhPUWqz+8YtrZUpB06L0H16KxqQnjzHwX36VoNEmbDtIuoqSjiOpKtaVWao7ZCwJL6D2wmlih4dJPnwAc18UPJNkGUlTKX3rFeovnX0Pv0LEOSwubSUebiyqF5f+LJM/WyEcL9LnUCLXzO0oUX1sCEmWb98tdTL6JPX2U//QtnFnFoifOIY22Ifancdfuvdi17KkochbBbwlSUZT4ig36eLV6oJaff0uJBIRYT8/HzA7F3BDC3x5JeTa9fXt6jeZlgQBLJcMxEqAFsuiJWR0M0XV8lleraBoOoru4Mr9TMzMo5kpPLuBourMLa/rICq6iqqoiFgfM0vLhEGAmSmwvDpHuZnCtWqEd0WkRY6WknLr7C/hh9uWPYogxF6uM/OHb6y7EwmBW2nT/fTBaEztjGU3NFk+DMgopJUu5DtcjvpOGxEGGIk8im4Shj6xVDeVuQuEgbdlYf9BIpLyUMmrAxyJGZxvv0wj2H5d+UEjDLkjMghAUlTS/QdYnTwZSaBsIqfXn714doCu0QeZH3+Bi6//683fS6DEdYKWC0rIzPhPWJj5GX57+wSAwLepFq9SLV7d8XzbQYiAVm2BVi0aqyVJRpF1/MABBJKkYGoZHK+OoaWxvRqNyjTnX/3nOx67VZvn4hubr0dSVfThXtRCGq2/0DGK2N3EUE4mMA/uQxvsQ4nHo3q+W6D2o+cJytVdHfu94M8VIbQFQtxRxCMMXFamT1JdvkIqP0r/vo/jOg3KC+ehkykkyQoEkSuOqhlr+3puC0UzkVUDvK1MvO+1mbvyArm+w/TteYKF6y8TeDcTTYJKsLTpkwXv6trfpeDOU8DvBUR4+9dAhNBqCsJQ8PU/aPHy81tJNCFgZvLuI8DC93Fmpmlfu0Ly+IMoiQReaZXqG68gfB8RBFRffYnME0+Re/ozBK0mrcvjhK63lgavd/WgJpOEvoeaTIMsEz9wkNiefZSe/QEIMAaHCFrN6EWOxVA6NvSln/wAZ2GO+jtvkH3yk2Sf+iShbWNPT0IQIPyIKVdzebR8nsCyUJMpQCK2Zz/x/Yco//j7+PUajXffIfQ8EoeOImkaIvDxVpbvLUncEYHbaGUo1j7fDLddpbE6jduu4rTKaGYCSVFJFoYxk10Y8SyyeueuLIFr0a4ukiwME/oukixj1W6KpnTKI2RFRzETURaXrKCaieh3E2FEAIbRb4wmIesmihEn9NzINjPw8e029ZlLmLmeSMcpjATbGnNXSPbtIdE7ilVaJNE7im83kWSlo+ovoRixyCVNgKIbyJoBne9VM8r+CgOPwLURYWT7eDdo26vMLr7BvuHPouuR/XzMzDE6+Al83yYIPSRkVEVHUSL9gjD0KVevMzH3Al35wyTjvR/R0rH1NtluncWVdxnqe4xkvJdkopdEvKdT+hQgSUokrt+5DiEErtdkZuE1KrWd3RzWHt3bdki3/m71Wg1ZlQm2c616H7l2SZIxY1ma9QWqlevIsoamJRAIjFiWZnMBz21SXLlAd+9xfM+Ktq1O3DUZBFCeafOn//0ZAjegsbreN4sQzn5vjvlzFeI5HbcdsDrVxGlG/XR1vs0P//4FsgMxwkBQmW2T7DaozLbxnZDT35lj5t0yyYKBENAo2niWT+CF/Ph/vUh5roUkQaJgMHOqzPLlOoEXopoKV18tUp5tR/sSlYs1VhwKe5LYdY9n/+FFqvP3LqotPJ/qc6cI6m2Sjx9G788jJ0zClo0ztUTQ2BzMUVIxEo8cROvOrn0W1NsEgFpIoxbSa587syubCCGICKji15+ndeY6yYcPYoz0oCTMKHo6sYgzU4wEojc1EoKWjbdS3TaDx5leZvWPX6Dra58mft8e4hemab51ae17b6VK8f/3HK13r5F8aD/6SC9K3IiucWYFe2KR1unr2x47Or+gfW6Spf/Pd0h//D6MPb1rzqzO7Apesbqre/2fsHuEbYugUkNOxDGPHcCdno8ixgCyjNbXRfzh47ddVIggJGi2QJLR+rqRYgbiVppGocA+fwXviYfQBntJfvIxGs++QlBrrGsxddzrJNNAInJuu1O03RKKrHGg+xOstibxAhtdidOd3AeItUyinWDbgq//SZtiMZrDeR589/s2tfrtF72xVA9B4JLq2kOrMkc824dVXyE7cDg6djNaxEuygmZEgYlEfoQwcDsZKdE59HgGWdYIfBffieYOycIIeixDozSNXV+54/siQkHzepGuTx4kubeL5vViROZJUiTwfJtxqHl1me5PHkSJ6zSvReeXdRW/adOeLtP9iYOkDvbRni2T3NeFUUhu2l9SZGQlGoMlVY70SDYQT37LQU2aaGkTX4LQDe7KbUyRNLLqnZe7B55DqzwXzbckBSECrOoyYeDSKs10DH/uDNP2RUr+zpqGN8rEFElFl2PE5BQpJU9MTqJJJvJN2dmSJJFU8uw1H2C8/Rqu2H1Gz0cCkkx++D5ULYYey2AkC+Ry9yHCgNriZcLAJz90DFk1qC6MYzeKuNYNXcPND6gSN4iPFrBmy2QfGqF2ZpbYcB6n2MDoTRN0tFADx0eSJfymE4kp65GbsvAChB8Sej5BzSUuFQARGdeIEFUxovkjIYqs4/ltJEnF9ZuYeoaWvUrS7MZya8TNPI7XIG7k1qp8ZFml7Wwuu9yMzdcjfB/78gxy3CRsRoGV3cwN1e4Cma88Q+zoIeREfHtdu5vQfPnN/0QIbYSmJlAUbYuQ6AcGSSae6kGWVXzPwrXrhGEkHg3gWFF6Y673EK3qPKnCKGZyvSa3WZmjb8/H6Bq6n8rSZRAhsqLRbkSLX9+zaFZmsBpFRo4+Q2HgPlZmTq4XSf+cQwiYn/FZWY5Kw06+6eDeY/dCZ3GelT/9BsL3aF08B3JkOSk8d60R9swUzuICkqJEJILn0zh9MhKTBtKPPoFXKlF58dlocJPAHB6l+ytfRUmk0Ht6MQeHKf7pN/DrUccnKTK9X/vLGMMjOAtzuEuLFL/7rSgVUAhCz6N+8u01Qij90CMQCIrf+/eRdSag9/TQ86tfQ83l8es1QtumceptWufOdFQSBSLwbypd++AQhv4Gt7Co3Cc/eIxYpo/lq68Sy/RRGHnwjo8rREizPEvX2CMkPAe3XdsmhVRgV5bQEmnSw4doLU/jteokB/fTXp7Gt5qovkfoOoS+i6moGKk8iJDm3FW8dp12cQY9lcWpl3DqJQLXxmtVkRSVWGEAZDn63Gnj2y2QJJzqCoFjYVeLmIUBfKuJCEPUeBpZ0ZBVDbu8RLx3FKe2SuC0oxRZ18Gp3l0kVYiQ5dVzSJLMcP8TxGPdyJKMLCnoWuKmbQWO12SldJGZ+VewnCqGnor6JeXeWibfG6yPlqpiUmvM0moXGR18ilx6L6pqIEkKsFm/KgwDWtYKc0tvsVg8va0z4z1vacj2ZND7fV4h8Lw28VgXQeAiRIhpZnGcGprWIR5Df21cECISt0wk+/C8Nv42wYbdIPBC5s5uv/Dy3XBblzCImlFbtKgtrp+3uaGkLnBDitebW7J6Ajdk/nwVAM1UGHm4QHW+jV336D+WQ1YkrJpLsieG7wTocZVEt4qe0oildWZOrbJw4d5qMQGELZvaS2dpvHGxs8COynSFH2wpF3Pmisz//T/ZRP5uTE7b+N+dNDbCpkXzrcu0Tl+P3KVuLIo6ZWY3C08Kz6f647epvXB6e3t5IWiduY51ZS6yn93GjSeotWi8fpHmO1c2nFNAIKLAyW00CITn0zp9nfbF6fX9hYhcMm8uqfuzAllGTsQi0wJNRckkkc1o7qdk02iDfZETqR8gHCcq/btH0Zug3sQ6f4XkUw+T/MSjALgTs9FYVMiReOJBlHRqWzv7jRCui3N9hsSj92PsHyX7lc9hX55AeD6SpkYBteszkTh0B+7sIo0XXif7y58n9anH0fq6sc9fjkghQE7EUHu70UcHsS9epf6DF+/4+hrOKpOlNxnM3seewuPIkkoofCy3xkTpdVrurRZpUUx3YoM7rRAwO7e7QK/vtlHNJE6rjNuq4ugJwjDAbkSZol67jp7IoaiRLAOSjNMs4jntiCiRFSRZxbXqyB1n4CjOJvCdFqHv4tm7zw7dBAH18UXKb00y8rXHsRarADjLDeb/9N01zZCd0Ly6QumNCYZ/41Hs5XoUSFNlZr7+FvXxRZrXVhj7vaew5itRNxesR3bjI3lyj4yROtSH2Z+h/4v30ZoqUXlnCr/jXtm4vETPpw8z+jsfw6tZrPx0nNbk9i56t4Ipx0koudtveBOECPDWyIfNCLeUEu0OjWCVonf7LPdIQUhCQkaRFFJKgX59Hz3aKJpkbCK3ZEmmWxthUZ1gxZu6q3Z9WDDiGVQ9Rm3pGno8Q6prFJAIJS+qElidxGlViKV7iGf7qd0iE1qSJYxCktZkMSJ4ghA9nwApGqeS+3uQVIWg5eCWm/gNm9ThPvR8ErfUpD6+QGwgi5nL0j63SsrsxfMt/NABJDTFJAgcTCOLH9gYWpKGFa2vTS1FGPqYeiZy81WMtaCqLGskzAK2d4fvqYjcOLWeHGouRdi2sa/crPd00z3QNZJPPkrixP2EbQvr7EX8ai0S7r0FguYHI9j+ESSEJBRZXbOxC0IXSYoi4jfEkqMBIwBEpxPuiBzKKiB1tDakte2FCNbEl++6VZJEKj9Mvu8YonPMdm2OZvkaAHZzldL8Wfr2PEIY3E+7XsJqLEAnwddulpi7/DzdIyfIdO1DhAHtxjLW5VVEGBB4TqSPUptnceI1+vZ8DKuxsq2W0B23XQZDl5AVSCRlJBkUVSKelHAciTAA2xFrs1ddj3R9JCmygJVliXgi+p8Q4NhiN6TmFkxN+PzoO22e+XKM/+z/luLl5x1q1YBkWmZkVCXfLfP9b7Xv3mUsDBFuxwnB2WFyJATCdTYRuWKDBbUSjxO0Wx0BZgGSgporEHoeBD6yYSCp6lp2CUgo6QyyriNse8M53M3n2JCJJsfiCIn1Y0gSajYftX8j4ROGW69Dlsg9OEzj8hL+NtbVej5O5r5Bij9bzxyTNQWjO4m93Lh1BEeSUFQDWdWQFQ1FNaK06BvXcNPmsmpEwn2STLIwgqzcSO2WkFUdRdWRZRVFMwj8SItF0UwkWYnO0xH+s+tFQJDsGmV16uS2qb6B3aJ6bV3U0q1vTr91Gxvc+CQZt16iMbdemlKfHt9yTL8dTSbay5vfscrVzUJ1zbnNJS7l8Tc3/bu9PLXl2I25u5wEAkHosbByinpznkL2ANn0KDEzj6aYCCmqd7bdGo3mAuXaBNXGDEEQPffVxiwXrn0TWdbwvBbeNmLNQoQsFk9Ta0YZC0Hg4gfbvy+Tcy+idYgox21s2496fpvLk99HlqPhpNUu7tDfrk+SVEXnRpmbNVEml95DPruPZLwPo5MZ5fs2LWuVan2aUvUaLWvlroWT3y8oqoFqxHHa1Xu0ABQ06/OEgY8kSTh2jWplIhoLAxfXaVItT+D7NpXVq7hOjWrlOrqe5lYaI+8bbljqwFo5ClInkixLqCmT0PEjQkTuEAc33SbPDrCqLgjIDcVJdpuUpprUl220mIqqR+5wds1Fj6sE/i5SUu8SWrZA5sgJ6pdP45ZvQ+qGgrB1dxHfzPFHkRSF6pk3ovHC8XZtpSxcf6uWEWD2DpHce5jqubfxm7cmyyRZiY5z45w3dAz8Xc6T7rDNP+/Q+rrI/NLnULKRMYls6CiFLACJxx7APLQX4XkIz8edWaD2gxcJa3c/BmyEsGwaP30NtSuPsW+EzJc+Teg4EIRIuoZfLFP93k9JPvUI2kDvzgcKQqwz47QP7SV23yFSn3uKxCcfBT9AUhTc+SVK//o/4G8ghBCC1munIAhIfe7jmEf2EbvvYCRIItGRXBDR4ub0Vl23XV4hq60JatYCppZBkVWC0Mf2anh3oJFyN7DqK7Ahe8e1tr43djMiOezG7skOq7Y7ce3bwW/YzP7xWyQP9GIUEoR+iDVXIXSj97R+YWFHdy8RhCx89zSN8QWM7hQiFDjFBm6lhfACZv7dm6SO9CPrCq2pEivpSzjFxtq+Xt2i/PYk5bcjqY3A8jZlk7cmVrn+f71IbCAbBTJ2YWu9HTJKN6qk3X7DjxAiSY6Oz5jwKfsL1PwV6sYq+8wTGFJs0/aKpNKrjVH0pj9QOY/3js7YLqK1iiRFZalOs4RVWyGe7SeW6UOSZWRF6xCkCrKsblEzE35Aa7oEQUjr+goiFLSmVgksj9By8Wt2pFfmeAg/JLBc2rMVrLkKgeURtFxCx8dvOjitJiV3IiJgJVBlHSXWQ8tepWkXEYSRcZOkEIY+TbtIEHrU2wsEoY/rNxFC0LKL+IGDhITj3nmASevJYR4aicZBWb4tISQn4phHDxE6LtXv/YTWW6fX140fAXzkCKF0YoBcZg8JI4/jt5haeBlDS9Hf9QBtu4Tt1ujvfpBKfRrbrTHU8wiLq2cxtCS5zB5UxaDRWkRVDBKxHoQIsN0aS6tnCW4huJnOyriOQDckPFdgtW9KDwsDinNnqCxficoZCOnu89h30OfKeQnXDVmefhtVukyuS2V5ssHgmE4y5rNMRCBVli/TKM+gdEprAt8hDFya1Xmuv/vNtcyI2spV2rVF/B21ie4MwyMKv/3XkgyPqqTSMr19CtmczN/7xznqdcHCrM8/+V/r1GuCTEbiN383yf0ndBIJif2HNHRD4r/5n3JUSgH1esi/+CcNrl6680hgqyn4t/+8iaJIfPYXYnzpV+IoSiTh5LiC82dcfvSn99Y69Y7bOH6B1MOPUfjiVxC2hZJMoWZz1E++iV+vYc/NkDh8jMIXfhGvUkLWdLSubtziCu1rl29/AqB1eZzskx+n68u/EpWexeJohS6a507jrkaTEy0TQ8vGIr5IlfFqFm6ljdmTiqI5ndRdLRvH7EkiGyrOShNJU8jeN4g1X0WEAmu+SnJfN11P7aP0+gTt2crawO1a9Y4TQ0ec00zTNfYwsUxUctR78OMUJ98mDHys2hKi49pgN8t4Vh27uUr3nkfpO/AU7drimlCbqsfp3vso8UwfkqLSf+hTrE6dRDUT5IeOR256ow9hJPKUZ88SBi7tygKprjFa5VtbkO/q/i5Pfyhr43sJIUIarUVa7RXml99BlrU1seiorMrHD9wtgn2e12KltHViLkkK8VgBVYvh+xbN9jJeYGNZm4k1VY0hSfKaRk+peu22bQ1Dj5XShTu6vqgkLPqRHLfB0uo5VitXUBStkyUkIUQkSOgHzq7F+/V4Dj2WIvBd7EYREQYoWgwzWQCiyb0IQ8xUF5Ks4LarHR2rFEY8i+85OK0yejyL2yojKSqakcBt1zr7qCBJ2PUVhBCkevaRyA1SXRzHrhe3iBXeDYLApVFfn1i47uYJv9Up82i3I8IisFxs69ZlFe8XjL4sRk9UGtW6uoTenUbLxrE70ez8UwexZktYMyXM/mxUrjCxsqWLnztTRoQCWY3KFAIffNtl8UIk6qxebBJ4LkggyzKu5XdKOeMETvueZWMosQTJvYdoz16/PSH0HhDrH0HW9IgQukdQU1kSew5Rv3IObkMIJR86gXXtKn6lApJE/MgR1HSGxltvomPiBRahCNCVOKqsoyvxSCjUqwEhCb1AGPrYQRMv+PDEaG+GEk8iqSp+vQqAnu9GKODOzBNaNkEj6tfUdA4z3welNu7MwnqENgzxFpaxk3GC8oZ7KElR6XLHVTS0bPzq9tkJsHn4CZttrItXCar1HTN8Q8fFvnQNJDAGssjyMO5iBb8Svfve3BLlf/tNYvcdRt83jJyIIxwXd3oB68xFgmodJZ0ibLYImjsLEAflGpU/+i72hasYB/cgpxIQhASNJu71mbX7sxHCcWm+dgr7yhTmkX0YY0ORiLUkETRaeEtFnGtTt3UY0/tzBG2HoLZ9+7zQxtspkPfnGIHlUTs7t+139lJt3WZ6Gwg3oH5xEdj623h1i/Kb6+XXG99ia76KNV+9ZbtEENK8trJWjnZ3kMioPZFb1885AnwWnWuYcpIx4/gWt+e0WkCTTFzx0ekvbwenXSVwbdI9+/CsBo3SNMn8MJqZwqqv4DttZEXFdy18t008N4Cqx0h2jVJburIpUyuwPKyZaL5pL0bPrLXBGe9G5tlG2POb5zXOapNgrhKVB24oJXUB12/vGNi8eYy6EcfwAgtZUqg0Z/B22PdWCG0X+9occsxEzaVua/wjqRpqPou3sET79IWPFBkEH0FCKJceo9aYoW2tosg6YejTtktUGzPEzTxBZ4GQiHWjKpGauRAhfV33IRCIMKArewDbqdGyipRrEwz1PoKqxgjcnQmhw/cZFJd8egZUbCsihopLPqoqUehRmLrqUlx2OXA4GuorqwGffCbBygI06yELcz59A2C1qhQOGVwVFk7bZXSfxvVxGBpVWVrw6R90WZxr4W9oigh9XHt9ciFEuOnfd4vE4D5E4GNZc1y56LE0Hy2qnv/R5pej2QjxvWgynD3+KHZ3hjNn3sS3mrz0080PbBBExA5AtRLyz/+PBnPTPp67+SW4eM7jH/29OpfHvU3vR6kY8o//fo2ffF9n3wGVeFLCbguWFwPGL3hUyrvIAJAVEgN78OqVLZki7xWNs+/ilUvofQPImopXLuG8+RrO4jxGpgtVS1L68fcwR8ZQEgkCv0b7+hXsqUlCe3cdffvKOEGjjjE4hKwb+JUKjdMnceZm1jKJ0kf7yRzrR00YuOUWfttl/jtnMbqSDHzxONZclcDy6P/CEbyaTeHxMZafv0xruozZkyJ9sBezP0P5nSn0XILEcI72dBa30l4jhG4Wb3atGgvjz2/b5oWLL6z9vTr5ztrfc+d+vGVb322xeOnFrQdprm4jOh1lDRmJPLXlKxvK0u4e4n2wG/2wEIqA0N95gr9b5HJ7yeX2Y9tVPK+J59kMDjzOtes/2LSdqhrIkrqtaPO9x2ahQD+wdxzQdwsjkcNMFjCSecpz57Hqy3SNPoSsaLh2A89pkuraE7nlWXXCwCfwHbr3PIrvtFCNBK3yHJm+gyyMv4AWS5IbPM7KtdcZPPZ56ivX0eMZmqtTNFanMRN5Yuke7MYKbrt2TwihnyfEx7pQEgZKTEcEAnMgi7vaIH3/MM3xhUi3pGGTfXgP5mAOSZGZ/6PX1x1tJBk9lVt3xpMlAs9DMQ0EbbR4Ct9pIxkJCBqosSSe1cDIxPHtFrGuQVqLE4TePa4//jMOOWZyw3JJ0nWURAKtUEDSdXq0/RRbE9h+nXxsmFCE9CQPULMXcQMLQ4kzkDpOuT1NILw7IoTiI/twVpcI2u9P/xIb2oOWzlJ552UAcieeojV1heo3frS+kSShJpIYRhf+axNUf7L+nXBc6j96CX700qbjevPLrP7+1++qTe7kLCv/27+85TbBaoWVf/gHZJ46QvrR/dg5A+H6a4QQQuAXyzSefw22H6Kpf/+F7b/oQI7pxA8O0jwzSfPlt2m+/PbuL8IP8JeKNJeKiOOj2DPFnXWmdkDhF07QvjxP7bVLW75Lm70UEnvQldiW7+Zr52k67x85eyvkulWe+HyaVE7h7Ostrpxps+9YjGyXSt+wjqJKvP7jGstz0Zyj0Kfx+OdSxJMKp19tMnHR4r7HEyiqxJ4jMTwn5I3n6qzM/dmZo7wXGJJJUslu0d75eYWPx7I7Ra82RkLJbPpOlXQSchr3I0Sg3xYipDRzetNH7cpGrdoaVn2z5mdjZWeNx/cKv7Hz/PBu546hCAjv8jfxi1X81RpKJrF7F2gBYbMF25V8f8j4yBFCjdYiPfmjuF6L1cqVbUsEqo0ZBrtPoGsJ2nZprUSs1pimZUVpnfnMPlyvSRB6CESn5vPWePjJGKmMjO8J3viZxZH7DXRDYvyMwwOPmVwbd9l/WCcMBRPAyqLP1XGX4T0atUrA0QcN3nnF4oaWmeuINQmgWELmY5+K47mC5QWfDyILJt43QuDYFM/P8M0/uv3gLSkOxevTvPTmZ1h8NcSp3LpusV4T/Mn/d/uJXSPzaX7wTsDq1M+2fOc6cOaky5mTdzeJlyQJPZ3fuSzsPUA14nQdeILatTNUp8c3veCKmUBP5WjNX8cr3Xmt9BrCEGd+Fmf+FumFQtCaLGF0J2lNlUiMFZAkaFxZxl5ZT0XXsnFKb0+j5xO0ZsoIIbBXGiz+5CKFx/dg9qapnpkjubeL4stXCayP1kQknumje9/juO0K9eXrt91ez3bhWy1C5+doUP2QIcsahfxBFhbfodVaBiQ0LYZhpBkZ+SSKorO8fAYJid6+B6nXZ2l3+tFUapBC4RAgUS5fRYiAQv4gimKwUjxHozFPLrefdGqIRKKbam2axcV3KBQOkUoN4vs2xeL5D4YokWSMeBZVj6OZKcxkAbddJZbuYebM9zvZcBKprjHmLz63pu0Qy/QhSTIrE2+R6holO3Bk40HX/go8m+LUOyQLoySy/VQXL9MszyApKuW5C7clM7MZmcP7dT72iMmDxw36e1VSSRnXFZQqAeNXXd54x+bd8w6Ly/69cnheQ/zhw2S+8Fhkj66q2JenKP+HFwibd/8uhV6AO1fG6Eoh6wqh5xM6PiIQBLZH0LQRQGB7NC8t4KzUCTbYksuqip4uICtR5pVVnEWSVdR4GjWWQjUThOUFtHgKxYgRuDaJ3jEAVKcdCY/LKlGMEIyuPvInPk7l3Juk9h/H6OpD+B7F157FLS1HjoXdA2SOncDIdRP6Pu2Zq9TGT6/3KZJMbHCMzLGHUZNp3MoqlXdfxa1E74SkaqT2HyO1/yiyEcNrVKldOIm1OBMJREoSZs8gmWMPo2cLiCCgcf0ijctntieuZIXUviOkDt5H5cwbWHOTIMvE+kfJHH0ILZ0jdCwa1y7SuHYR4a9fa+6hJ9FSWbx6Fd9q7mqeczOUeBwlnSFot1BzOYK6R8rooiexD0lSWKifJ6ZlWO2QRLoSx/br1J1l3GCXpIAso+e6yT74BI0r53DLq7iVVYTnIpsx1EQahMBrVNc0/5R4EoRAicVBlvGqpUg3J5FGBB5qPEXg2mvZQGoyTWC18G7K7JKNGEZXH6Hv4dUrEIbYi7M0k2kSI/s3t1OSUVMZFMMgsC38Zv2eZZ/dCpKqoPfnSD64B2epSuP0BO5CGRQZLZck9HzUbIKw5eCV6lHJWsLAqzQhFGjdafy6hXB9tEISJRlDeAFeqUFouyhJk8TRYTKfPIbfsAgtB3exghzTkWM6kiKjxA28UoOg7aBm4iipePSblBqRYKoiYwzkyX/hIeqvX8JZrOAulAkdDyVpouaSEAq8Un1NM0uO6WhdaYQfRDpF21x7Qv//s/efQXaleXon9nuPv/7mvTctEmngUXBl0V2+q6v99HiSw+WQ3CV3SYW4QWljQ9rYlfRhpdAqYmNX4iokxWgduRzOkByN6+np6al21d3V5QtAFUzBJxKJRPq83hx/Xn04F2mQBgkUUF3NmaciKpE3zz33nHOPed/n//yfp8j+3pfj9B8tjR/aBJFH0uih7S7vyDPO0OE//98U+NWvp++57Ga4PePzT/7zJWbmVj8rkVL4xt8t0qqH3Lzs8KW/2UMYSMYPWzz3tRzf/b0y/bsNvvnvl/jd/2YeM6nw9d8uMDflsTTr8PXfLvDtf17m8FMp9h5N8N3fLzO63+Ibf7fIv/5nC3gPEEX/MKCgogkDTegorCp1IxkRERLKgEB6RBuafh4+MmoRS3mw7+yzinZYxY6aJJXsei8hVAwlyadwWP8am0Ag1pz3sS1N3I8i43NfBvjSI2SHcyQhMEb6EaqCP1cmcWSc9ukr2z4vpO8RLJdRe3IIUwf7szWP+cwRQkKJjXg9v42qGggU0sl+8tlRTD1DLj1MvXU7dvu3SixVLxOGLvXWNOlEP7qWxHZjKdn99mqeftumb0hjdK9O36CGbghMSzC4W0NK8D2JZsDyfMTSfECuoNBuRoSh5PHPWeQLCr2DKrtGNW5OaBRKKoMjGumswtJ8wMtfS/LT1zqf6oNAT2UpHIljz1vT1/CbVRTdJL17P3oqh708i71wqxvTHuDVy+vSzRTDIjW0J/YWSvfQWbiFvTSzrdm1aiVJDo7it+ro6R4Cu4VVGsLI5PFbDVQrSeQ5tGcm4tjIfC+pXXuQUtKavorfrKGn8xi5EkJVMPN9dOYmsZdmEapCds9RVMMicFcHo0LVSPaPYJWGkFFIc+oygd0iOTCK1dOPDAOa01fj/TcsUkPjQEwsOZV5OrOTyCjEyJUwe3pJ9u+mPTNB5LuxpH5wjGTf7njf7+ynmSTRN0zkuyT6hnGW52jPTT6cAaSMJ1vSD1fawzaDPVOj76X9NC7PY8/UsAayca93ECHDKI6ivZP6eI8Ukp8HOvU5ps58a8fLD331b1E99y71S5vHIj8wFAWjtx+jfwA1EaeJhHYHb2keb3EBuZXpm4gT4qyhYdzFeTrX4uqnls1hDg2jZbIITYsjfMtLuHMzKwbmO4HWU8AcGFq3Hr+8jDs/E/tI7AC6nkAicZ070vL4hJAyYnb2A3K5UfL5MWZnT9Fo3EbXkivv7e87zuzcaTqdRYQQWFaBdnuRVLqfXG6UZnOWQs8+ZmbfpVg8hN1ZRtdT5LIjTN78EbncKKXSYyzMf7jJlj1c6GaKdHGEqY/+nIEDL3R3Nd5XRTO6flcCKUNU3YoJISHidDtVjfvgNZPQd9GtNEJRMBLZFW+kMPCQYdj1uFpNPxNCIITY8mkjBBw7ZPBP/1GeX/tamp785tfhr3w1he/Du6cdfudf1vj2a+3Y2+0hwZtZpPnmObR8hvw3n0Pr6/nE9wR3vk7k+kSOT9CwMfuyGKUMnRsL+LUOzlwdPZ+kfW2e1J6+rpJo9dkhw5Cg00QoClHgE9httGSGKPDQEmkgThQMPTc2fLdbKKqGjEIi30c1Y/+TO1B0g8TQKIphYs/fonbuPbRUhtCOCxd6tkD/K7+MuzRLtfu3/LGTKLpJ5UysKlHNBKnR/TQufYgMQ/LHT1J67svMvfaHyCgie+A4hWdeonHpI7zqEsnhPQy8+mvMfe+PcBZuY+RL9L/yy3j1CrWPT6FaSXoefxZF16mefS/ukV6D9J5DFD/3RWpn38WejRWUVt8u+l7+Bp2pa7QmLmEU+yk9+ypISePqeRTDpPeFr4GiULtwCi2ZJnfsmXj8dJ/Qegoouh5/fyMjeGfnSRo9WFoaEATR+vuVEJAyesgndlGzZ7CDe3svCFUjNX4As28IGQQEAy1qH75D6Dr0PPkcWjINqopXXqR65i2EUOh54jlUK0HkewhNo3LqZxBF9H/p17Bnb6KlMniVJWrn3o+PWf8w+RMncRZmcJfjNFahaaT3HcYaGEZLpqmde4/O1NZtsInB3eSOP0Pk+whNo37+A5zZW/d9TO8XSsIg+8x+rJFetHxcba7+4COURMTQP/oy7csz6D1p3NvLVH50juSBIbLPHmT+X/2EqOPS/++9TPm100SOT+mXnopJ2SCk/tYl7Il59L4cmZMHsHaXyL/4GN58lcpcldThYQpfeQJ7cgEtm6T+9iXsyUUyz+zHGi6hphO4t5dY/vYHCE0l88QerLE+pBeQqLcpv3YGYXsUv/4UWi6J0FSc28uUv3saoakUvvoEifF+gnoba7yP9oWNnphpswQIzs9+h5GeJ2m5i8w1LlFK7WEod2RH43ghBLuHNB4/Yt5z2c2QToqVuPo7yPdqDI4a/E//1zlqywG9QwZHTqZw2hETH9t89FYLw1T4X/2XQ/TvNlAUePz5NDJqkSuo9A8b7D8eK54unW7z4Rst5qc8fvs/6SeZUfHuYQr9sGGKBHltgLzW103GymAoVjfuXRLKAE86dKIGzbBMLVikFizgy4dXzDGEhaWkSSgZEkqaoj6EITaqwgaMcTJq4b7W7UQtlvxbhPx8lRchAW5ksxopEEMI5RfOK2ktStowabWHtfsUSJd5b5KAB1fomiJJrz6CJtZfgPVwkWowv8W7dg4FlaxWIq/2k9NKpJQcppJEFToCBUmILz2cqEUrrFEPlqgGc7SjBtsJN4SmYuzuQyvm4th5Vd12eYjbhzvnPib76kskjj1G6633d5Qy9mnhM0UIqapJ0ipQadwkCB16ew7RtpfwgjZLlcuxWWy3lWF64QM0xcT14irvcvUqHWs5bg3wWnScCmHkE0ZunExD1DWq3vzgXz7v4rmS8lLItY9dUhmFG1fhsRMmC7MB87cDGvWIt35kI0NJrRLx8RmXTjviwhmXQknlygUPux3xdtumVg7ptCIqSyG+JzEMhZvXfcpLO6SHhcDcu4vMF55Czadxb8zQ/PFpwur9GRUmB8aoXv4APVOgeOx5Fj/4Abn9JzDSeZzqIj2HnkKoKu3bmw+SNCtF/8kvUbt2lshzKJ14kYUPvo9X21ohkxwcw60uIsMQs6cPpKRw5HO41UXyB5+kPXMDPdOD16ggZUTPYydxKwsITaf38ZeZf/c1zHyJ3qe/RO3KaYJOozsJk8hI4rdq5PYew6ku4jcqgCA9vI/c/idoTa8ytEIoqIaJ32lg5nspHnuO+bf/AtVK0n/yKzQmL+I1qxSPPkvo2DjLMyQHx2hMfoyRLaAl03j1OEowaDVQdyfIjB6iPRMrWbRkmt4nv0D9xgX8dncbH1ayiOsjI0nQduPJVstFtXRKz+8lMZil7wv7Kb93Ez2XQE3oZPb3xV4iC038RkzoRY5P0PEIWi5ezWbXr55g+Z0btG98AnXTzx0P2RxICIz+QXLPPEtibC9aNodi6IAg8j3CVhPn1k1q776JOzez8fsVgvThI+SffYn2tcs401OkHztG9qnPoRdLKKYVk3KBT9hu4UxPUX3zJ5uvaw20bI7M40+Rfuw4Wk8B1YxbPOL1tHHnZqi//zadyevcS0oSBG48GNGT62S1vt8mCGzCwEVJbJbyIVBUHb/rYSOERl/fUVqteTyvtZJk1rGXGRo8SRi6dOwKqmoQRj5RFOL7Nppm7eir+KQIPBvPbjJ48CWEohEFLqHvUF+4xsD+Fwh9h+rMx1Run6c0+gRRGNBYnKBdvY3dWGTo8BeJQp/y9FmypXH69z9H6LuEvo2UEYEXE9AyDFZIc69TRwiFvr3PUrl9Dq9T27Bdzz1j8f/4P/dy4qiJrm1//hoGvPj5BHvHdXYNaPx//kXtoaUxBvMVWvMVhKmTefnxh7JO53bXA6BrRupX2qz1q2hdWiXQnZnKuvGSdXAEc+8uGj88tRqjDfitGn6rhp7KITSdoN1Y50UQ2PdI3BACe36aypm3Ngy2UmP7UTSd5rUL+M06XnUZq3eQ9N7D1C/GZvJR4NO4eo7a+Q8ASRT4lD73CmapH79ZI3v4cdqTV6iceRMZ+NizUxg9JTIHjuEszpDeGyvMlt/5IX6tG1utquQee5LWjcv49QogkTIiNX6QnsefpXb2XeqXPoQoQqgamX1HiFyX5sTFFaVKcnic1J7DtCYvY/XvQs/kWPjpX9C5dT32U0qmSe85zE4gw4j0E08SlMsoCYvGO28TOQ6p48fxcCnqORrOAmmjtPG9UlKzZ5lr7txEWPoe9fMfkBgcoXLqDdzF+BxJ7zuCls5Rv/ABiqZTePol2jcu49erCE0ndB0qp96IidjAR0tlUHQDe3oSZ7HbutD9jlsTF1GTSfTsmomklLgLs1ROv0l6zyEyB4/jzE0TeZtPcrOPPY4zP4M9c5P0/iNk9h/FXZpfTSrtwlRTKELFDdsIRDdoJEKwlhyO/3/HYF8Qp0VKou5EJFauhzIgbNos/ck7KCkTZ3KB+ptxCIJWSKOYBu0Lt3CmFmM27o6h81p0fzd6s6AoVL7/YVcJFG+3c2OB2o/Pg5TM/+7rq9ehqiA0ldpPLuDXWnHSXBTR+vAG7Qu3MPrzFL76BMI4Q9TxqPzoLIn9gyx/+/14e4DsyQNohTTV18+hGBqlXzlJ68wEMpQkDwyx+IdvEdRtdv3jr8TG8ndvulDwww5R5BNGHnq3bazuzDGYe4yUUcD2a5ufWI8QhqEQReC78fnlOhGpjIbThsCLzfHDUBKFEl0XCCVeZuqqQ6cZcuNjm5lJjy/+Zg+NanwOyCguVD8Ab/vg+yES9BtjDOp7San5DSlYd6AIFR2TlJqjpA3jGQ7NsMyMd5Vlf4bgAYihtNJDViuRVvMkuxNxXZjowkQTRlxM2WRMN2wevO/PqvhzVIN5Qvnzb8UJCe6ig4iN+PnsTP7vFwPGHoaMfavt3UAnbFAOZjcUDe4HlpJm3DpOUs2ue33SOUstWHhgE24VjZzWyy7jIHmtD0tJbfB1iqGgCh1LSZHX+hkw9mBHTZb8W8y417CjxqbbIIMA5/IUSjpJ1LY3xM4rqSTibpYZcK5MYO4dJ/fVV9B6i3HSWLW+LTEUNpr3HOc/DHymCKE4yE9BU01URcMP4oG46zVwvQZWogfdyqCGNn5o4wcdFKVrQEqEG3bw7TZrvxUhFEICekr7qSxfRcoQIVQCv4NQVKLQR1E0mvXYldyx4/dWliMUNU6eXZwPuDN+mL+9erO5o/TxvYhGbfXLrJbXfrHxlzg4rHDjskd1eWdfqtqTIf8br5A8sS+Wjx8ZBwm1P/3JfR1Te+EW9Wtn0TN5+j//dfR0juz4EezF23GaVFcB1JmbXJeEtRaB3aZ58zJefRmzp59k7/CWhJBQtXh9C7cQikaibxivUSbyPVrT1zDzJdqzk2T3JFENCz1bwOzpw2tUQEZYpaGYRBKC0G7TmLzYNQ3tfoCMcJZn8dv1NZ+pkh7eT+vWZWrXPuouJ+OI0NoyRq5E5LtdVdDqPjUmP8Ypz5MoDWHmS3iNMoniAItnfkLPwSdJ9I/g1cuAxGuUcSoLJHqH1uysIAp8mpMX123Pw0D9/Oy6xJ7GpXmiIGThx1dYfOMaRJLEUJ7IC5j83XdJjRYpPLmbm+c+YObP4mNQ665DBhGz3zmHUJWVdIq/RgxrZIzSV7+JtWsEAL9awe1GtGqpDFqhSKaniNE/yPJffht76saWRI5eLJH/3PPkPvcCiqHjV8p49jxCVdELRbR8gXQ2j5bJsvCtP8Qvb+6LoOV7KL76NdJHH0eoCkGjgbMcE6xqMoVeKJE6dCTepu99h/blC9s/TEKXZuM2gwNP0G4v4Hlt2p3FdYkhAMlkiXR6ICbmk310Oou0mnP09R3Dcaq4XgMhFHQtia4n1xk9SxlgOxUURcV168gopLf3MSwzT6OxuSHmw4aMAuavvhHHKsoIGUVIGVGbvUR9ISa8o9DHaZdpV2cAgYwCZBRSmT6HomixkXXos9yprfwukcgwYP7KG4CkXZulU48rV77TYO7KG/G9YBPvqqEBlf/jf1LgyeMmyiaToc0gBAz1q/zT/yjPtRs+3/1R+7NURHpwrD3dVAXrsXGsAyM0f3IGucl48kHvqZHvxWTBJgfN6h1EzxfpfeHrKypXoWr4rfpKWpoMfPzq8soGe5W41UzP9hA6Nkahl/rHp5FdI8Cg08atLGH1DgECs9hH0GnF7UldOPO3KX3+S6iJVJcQArPQR99Lv4SzOEP94umV569QNcxiP2bvAP2v/MpqgUPT8e+YJecKRGGw0saGlHiVBeTYgR0do+Z778bJYt1jdMfsuHX6NJo0aGiLdEQLGYBmpbGjFmH3S/JDh7a/0cTcSvSQye1ep1KKQp9aeYJgk7RDAC2Tw+rf1bVfkN3nbRcC3OX5Dd58ke/iLM2tHP/tIKNopTXNq5XJHDiG0HTYjBASArM0iJrMYPYNIhQVZ3HzkANdSZDS84QyIJIBitBwgia6moiJoqCNrhhESBruApKIpJ4npReIZIAq9JgIkj5O0NxWZRU6Hs6tpU2T5dZuO0Dn6izWWD+9v/Z57MkFam9eJNzufYC3WMdbbsREE6DlUuRfOoqaNBCGFit/tvF40UsZEnv6EcoJZCTxFmoAKFZcWPHLLcJGB7/c3LSA7ocOmmKhKBodv0Zveh/J1iRq18z855UQUS8H+F7E6CGL29ddRvaZXL9gk0ip7N5vkStq5EoaiiqoLPmYlkJ1MaCy6DNxwSaVVWmuIYJ+HsipveyxHqegD6Kib0oEbQYhBKZIYIhd5LRe5r0bTDkXaEf3d08es47Rb4yjoCBQdvz5v+jQ0DYQXZIIf7MH3V/jocMQFsPmIYbNQ1givofs9NzThE5a7SGp5ChoQ0w6Z1n2p4nuJvMkRG0HfagUx87bLs7lVQVk7huvkjhyaMP6ZRQhNA21J0f2iy+QeeFzRK4bF8W2mFss/fe/iz+3sOnfHiY+U4RQELosVi+RNONqda01TdhlHoVQSWd3YVp5fK9FMt2PoqgEgYPajbtWhI7vd6hVJrgj10tnd5FM9ZJI9SLK10ml+0mm+2jUbqGqBq5TJ5Eq0axNbxi0RCHcnno4bPPN6/fn3aJmUxjDfStyeGGZGLv74z7su8yo9HwSxVDx6zaRF6x76MbKlQjZNTYSmo5imESBh4wimjcv4VYXuhHomyMK/O7yIaHvohhby3L1VJZk/whGthjHjFtJWtNXkWHQlfl78bZI4qpmd11xy1rI8rk38Vs1VHOA0LUJXfveqhshELqB32mtW9YqDVJ47HPYi9PxYFsoKwOn0HO6647iiGdVJdm3G7MwQO/jL2Jki6hWivr1cxsk/uuOje8RdJoP3Wfg7nj4O3PvyFn97t3lFoqhMfT1oyi6GhNAUq6QPmvXEb/26MggRTfpefw5Wjcu4jWq9Bw9iVA1ymd+hp7Okj1wgtrHHyAUlcz+Y5iFPmTg07p5hc7M5Or5qaikxg6S2r0Poao4S7M0r19YaflY95lmgvyRp4l8rzuhur9rVS+WKL76NazhUSLXpf7+W7QunidsNZFSoqUzJPceIPe55zEHd1H82jdZ/JM/wFvcXMaq53rIP/8yQb1O+Ydv4ExPEdk2qCpG/wA9z3+BxNgerJFx0o8do/b2Gxu2WRgm+edeJn3scZDQOPUejbOnCeq1LiGUJDG+j57nXkYvFCl+6esE1XKsONoGi0sfk8nsQtcSsTF/4DK/ELdxtTuLuF4DEDQa08QD8Kj7vvOk04NdEt1hYf4sVqKHjr2M73cwjBSaZtFqzSMUlf6+49yc+jHz8x+SSvdTb9yi1ZpDVT4dqfRmpIyUEfIuD6O1ihOI7z/hmuv87t/XrVtG65Smm30mxMXwv/HNDM+fTOyYDLoDIQQjuzT+o7+b5f0PHRZ3WEh4qFAEwtRXnkEyCONBy2YtrKK7rBYXaJBR3Lbq37W8IhCGjpZPYx3YjWLqKOlkTE4AhGGsavgk91MZbUsWOAu3WX7r+4RrSAEZBgSdFlomv7I/K3+TsRqgKwPZRhUu1/1Yj7u+f6GgmBadWxOYfYMkh/fQvnV9db8FdG5dp3L6Z0Rr2lUjz13xIRIIhLI6Ub+fQyaDYDVZC9DMVFdRa6GoBtVgET2Rody8jZHKUXcXV8xQ7aC+KYGRzu5i/MDX0fVk3H6p6HhunfOn/xeCpt3dxmg9YeQ6dKYnKL/7OpEXKxllGCDU7tB0s3GJlDuX2QuBmkyBUFDNxAoBvPlBkfiNCo1LH9Geuh4rfbb4LClD2n6NtFHEjySaYpDQsuhqAjtoYAd1VKPUVUHEynRTTaEKHV0xCWWAQKDIuDq9LaRcIWtWXuq2gwtVQU1bqEkDEIRtl+U/fx9zMPb6yT6zn+oPz3ZXEyEU0Y2Kj1ZP1yhad/KYo71YY33M/S8/QsskMAfXKq6ASCI0ha4BB2HHpX3hFkt/8g6h7SEUgfRDzOFinAqY0IlcHcUyNuV22m6ZprsYp/10phnKHuXo0DfidUufjlfZ+KZPAc1awFt/2eDlX86DgNpSwLl32pz8YgbDFPzqPyyRyqp88HqDejlE00Pe/Is6L/5Snhd/KU+zGvDd36/g2hFeN3QliiR2K3rkBJFAUNCG2J94mpzWu+Hvkjv3sVXtwx0CY+3EWQiBjsku4wCWkuaa/QHNcOffhyJUVLS/MkQQxMoUQ9moig5lgB3dX4fHX+P+YYkU+xJP0W+Mb9qid+fcv3Pmd8/69ec9AlWo5LU+DiWf5YaTYMa9ul7hJQRafwGtJ4M3sxRHz6+Bkkig5jJbbueKdYQAxTLB2qbdVf10JIWfKUIIwHFrOG5tw+tShnhukyj0cZ0a+eLeOGUsiqV5YeDQas6Rye5C1UzCwEFRVKxED+3WPKpmompGnGhk5dA0iygKyOSGUVWTanBt643SVLRiDqGphNUmUefRR8VJ1ydqdaAvJsdkFBE12xuIAi1j0fvqYcK2h9+wqZ+dJmyvGejKuwcSAV5tCa9eoXnrMoqmEwVbM5MAWiKNnukh8r3Yd2h+6556I1fCbzeonH+bKPApnniBRN/wlsv77TpBp0nr9nWCdgNFNwmdNhQHdi4VjCKCTpNEaRB7YYq48h9h5ntBRjQmL5IcGNkg31y3z4rabRe7QHPqMqqZpPDYScxcEbe6fazmTsfhlp5FVXTabmVH7zK1NF7Q2VJm6tdtZr59DkVXkVFE0Pw5JhwJgVUawK9XiDyX9NhBFCtJ9cL7WKVBrL5diMtnKJ18FS2ZpjMzGbfcff7LLH/wY1qTl0AoZA+eIHf4KTrTE8goILvvGEauyPJ7P4r9nLo3czWRovD48xg9JZbf//F9k0FC00g/dozE6DgyDKm//xbVn/14XTU6bNTxFheIXIfil38Ja2g32SeeZvmHf7mpfFOoKtL3Kf/oL2lfvbRumaAem5nqhSJ6vofE+F4aZ94jbK/f7sToOJmjJxCKSvPch5R//H3C5mriYNhs4C0vgRAUX/06Rm8fmeNP4i7MbTtJilRJM1gkWhP522rFbRsBXldZCba9XvkXBA612uS612xndUBomrlY8h/ErWFBGJ+DrtfAraxu96dFCH2WMNCn8tVXkqSSDzYYFkLwheeS7N+jf+qEkDB1ko8fIP38MfTBEkKAO71I++3zdM5dXzf4EbpG4sg46eeOYYwOIAydqG3jzyzRfPs89rmJlXutMTJA/pvPYQz3oQ+VQMLg/+Hvr5BG7vXbLP/ea0T3mWC0UzhLcySGRokCPzaZXtkJZVUxpOsYPb20p66BlJiFfkDiN6pEvodbXsDq30Vz4iLS99CSacxiX7eFSeIszZE9eBwjV1hR8CQGh/Hr5TXEtsRdmmPxjb+g8PTLFD//KoHdwV2cQYYB7tI8iV1jBJ02QbPW3cbueSQlXr2C0DSMnlJXcSQwekrrCKL7ghCkCsNEoY+qmyAUIt9D1UwURUPR7u3NUitf59LZf41uJEmlBxjb95V1f498D6+6THrvYbRUhs7MTeyZmySGRsg+9gRht6DTvPbx/W++bmCWBjBLA6jJDIldY7jLMUmdGBwhch0SQ6N0piaQQYA1MIzVN4SW7SG5ew/u8gKh3aY1cZn0/qOoVjIuSCzM4i5tjOzudAmxu4kxgSAiJJIhTW8RgdINPYG6O4dAIWP0IoSCEzZxg/ZKS9n9IKi2EIZG7rlDKIaOmrQASWJvP+ZQkcgLkFG0zsA9qLQQmhZ7CM1V6VzZvIgQdVyEgPSREfT+PEpqdXIbuT7ubJXM0/vQetJ0Lt+mc+k2yf1D5F86QlBvIyNJ4/2rBLU2/lKDnpeO4ldb6H25Tf0QnaDJZPndbgBMxNWln9Cb3kskQ8rtSTrddjFF1YnC1UAWoWgbyPmHiTCEs2+1mLxoo2qCdjOMyRzg2jmbn3yriu/LFRVQ4MOpnzS5es4mmdVoVnyatYAf/EFlZShQnvf5vX+2QKv2KO/ngh5tkIPJk6SV9T48UkpCYmLCjTq4UYdA+gihYAgTU0liKWkssV4VpgiVorYLEpLLnffo7FAp5ERtWmF8f9oMuhJ/5t1qmk7YJJT3V0TvRM2NKo6fA5JqFktJbyDBOlGTTvjJ06M/qxCqhppKI1SVoNVES6a6nosRimnGFgzt1rZzzU8KXZjsTTzBoLF3Q3uYlBFO1MaRbZyogy9dpIzQhN4971MklAyqWE+LWCLFHusEofSZ9yZX5mNaMYs50odWyBLZLuFd4RyN19+kffrsQ9mvYHmHadqKglYqEFSqENz/PeYzRwhtB99rk8ntxrYruE4DkejBMFLUKjewEj1k8yOEgbtSsZUyIghcsvkRdCOFYWRIpvqIwtjfwrErFHoPUVm6wnYTdGNXL4Xf/hpqNkXtT35M+9SlzaukDxHBco3mj0+jJC3UbArnyhTNNz7cMOlTDA0ZgZZNoFh6XAG6g7s3UcZ+CPVrZ8kffIr08F5kFFG5+D5uZZ7k4BjZ8SMkikOUTrxIc/oqbnUJoark9z+OUDVk4GEvbpGOpaixGfPsDdqzcfRg+/Z10rv3E3QHe6ttKnHJtTN/i0TvMH1PvRKngDRrlM+9uVqNvQtmTx+5fcdJDY6jJTPoySyNG+dp3LhA6fEXGXz+l4nCgOrlU3j1ZbJjj9H3zJdiZdLagcO6dUs0K4WZ72X53M+wF6ZRdJPUrn1YvbsI7Ba5fSfIjBxc9Q26fn4jqXQPJPQcPelRppbe28HDTqCrCfzQ2WbAI7aNYfw0IcMAr1FFz/bg1SuErgNCwcgX0fMl/GYNsziA1TvE3I/+GLe8gFAUBl/9TbIHT9CauoKWzJA/8gyNa+epnnsXAK9Rpe+5r1L7+AO86hJIidA0Ck+8gJEvsvTO91fbJu4DipUg/dhxUFT85XkaH57a0JoAcftI8+wZMsefJDG2h+TBI2jvv01Q3Vglk1LSmbhKZ+LqRsJISuxbN/GrFbRcHr1QilsX1kAYBsl9B9EyWYJmg+bZ0+vIoBWEIa2Pz5I/+Ryq1U9y30GUN35E5NiohRyKaay0g0g/6JpRu+j9Jbzbc6jZDJHtxL3PHRs1k8afX0Ir5pGuB5pG1GoTNe8dDe26dWq1SSwrj4xCFhfP3fM9f1Wwa1DjsYPGJ6qOZtIKTx63eOv9T+86F7pG5uUn6Pn1l/Fmlmi/ewEkWI+NUfoHv0T1T35K86dnkH58jpv7hin+B98ganZon7qM9HzUfBpzZABzbBD7/MTKsyiyXexLU3i3Fsh++STS82n88INY2QqE1QbSeXRJiO3JK+QOP0Hp86/SvHYeGYbo+SJedZnWROzbonQ9fGQUEnku+WMncZcXcMsLyCikfvE0pZOvELkObmWJ5PA4WjpL863vgZS0blwivfcwpWe/ROvGZVQrSfbwk9QvnsFvdidSEmQYr7/64VsYPSVKJ7/A/I+/Tdhu0rx+gfT4QUrPvkrrxmWEqmIWemlPXceevYW7OIPfrFN4+iXURArVtEiNHnggU2mI27BUzaRTn0fVrXicoShEUYDvtruEe1cSsgWCwKFZj8cGrl1nZO+rd31IRP3seyTH9qOlcwhFxa9XqJ5+k8TwOGoyjbe8AJFEiojW9YsE7fUV9dB1qF84tUHRLFQVPV/Ab9bxm3WMniJerUzj4pnYy7B3gPbUddo3r65r/+tM38Ao9OI3ajEhdD32bDKLfUS+G6uIN8GdSUG4DRkREz2rz4E73iY1dxZFaJuOAZqnrhOsIe2jjkv19XMbCoHuXJXyX5wisXcAd77C4h+/jb9YR7EMhKagp9O0zkzQurBavPOWGpRfO4011o/aJXncW8tE9noVn3NricoPzmIM9dD++BbOjXmiOx5fYUTlBx+RPjGGXsyAquAt1Fj+zgekHtuNlk3hTC9BJAlbDsvf+YD08TEi22PpT97Bm9tMXSIJolXiquUubRozn+3dg91cXvFyS+UH8ewmTuvRRdKHgaS6dFexqRswU1kM8D2JqiuUxlMEXkS610JRBOleC9uvQ61Nu7n63YUhNCqPltxPKhn2Wk+QUYurmyzj8XYtWGTOn6Dqz9OJGuuSxBShoaGTUQv0G+MM6OMrPj/x3xWK2jCjZosr9vtEOzBvnnIuMCOusBUhNGCMs9d6Yp0iE+CG8xG1YAEzqeA5sZpNUQW9YwnaFR9FE9SXPMyEipQS34m66Wg/x6IoseVJUdtFQlmvDJFSsuBNfirJbT8vaJkciZFxpO+jGGZc/FAU1ESKyLERqkbr2sePJB0aQEFjt3mYgbvIICklrrSZ8yZY9m/RDCsbjNIVVJJKjqI+xC7jAGm1Z+W8F0KQEPE11Q7rNMJ4vhHZLt7McqwO8gJQFdR8hrAez3X927P4n4ZbwppCkTB00i+cpPn6m4T1++9c+YUihBy7wvLCBYLAwXVqNOta3MoQ2LEKSDUJAnvF20LKiHp1kk5rISaHfBvHjnvfA99G0y1cp47d2X5CaR0YwTowgmIZKJk7Pc2PlhCSfkDzp2fonLuO0FSilk3Y2DhB8ypt6mdvkRwt0pkqE6ypCFUuvd89ISR+p8n823+B32nit2q4tWUUw0KGwYpXg1tdpOp0qF05E1cS3A6KbuA3a1QvnyLyXAK7FSt4NkMUUrn4fqw46qI+cY7WTFyVC90OS6dfJ3Rt/I9qhJ6DDHzK595CS2URikLo2sgoorMwhVNd3NB87bfq1K+dpXHj4zgu0HNj49fyHPPvvkby4DhBpRF7HBkqCx/+EBHFfkRC1UBKglad+Xe+i9+JJ9vls2+CIrCdWaJEiFbKoaQSlM//LD5+pkrr1lU6c7FSQs2nifAIGzbz73wXoSnIILonSdj2KmTCgdiI2OilmB4nlD7LzQnCKGC4cAI/dFhu3kBXTUqZ/UxXTkMkGMgfxtCSRFFAuTVJMT2OpWfpeDVuVx5y4tYDQEYhbnmB1PAeIs8haNUImjWs0iBGroCzNItZ6MPIF+l/+ZdXiE0tlcVdnkdRNVQrgZ4rkj/yNJmuOaqim8hIouhdczZFJXfocbR0nsU3v4tXW8ucCzTNjCMkw+17tfV8Ab1QjKvtiwtb+vlA3NZgT90gMbYHLZ3GHBrenBDyXJzpW1umiEnXQXYfhoppxtL9NVBMC2tkDITAr9dw52e33qZOB79WxejtR0km0Ysl3PkZtN4CWqkIUUjYaKEkE4SNFmgqQtfQB/vi/d89GO/79BxqNr3yWtRsAQJ/QeyIEAJoNKa7rWafTQhNR9ENQrvDlvdtocR/e0jVKyFgsF9jqP+TP2KPHTY+hSfOKozdfeS/+TzujVmW/uc/J6y1AIn25lmKv/1V8r/6Is61abypeRBgDJVQMylqf/JTmm+dj42RdQ0lacYDpTX3xWChQnOhglbMkvrcEaK2Q/OnH8aGjA8Bke/hVpY2j3cH/GaNue//MbnHniB78HEQELSbcWS8lEjfoz11ndbNK6T3xEoWZ3GW6kdvr6gQWxMXkWFE9sBREkOj+M0a8z/81orJsd+osviTvyB35Cmyh59AhgHVj96heeXsSvux36ii6DEhHNptlt78Hr3Pf4n84aOUT7+HW55n/vU/JXPgcfLHngEZEbQaCCUEAaFjs/z29yg+/Ty5w0/g1cpUP3yL9PjBrRMR74H6wrVucuejO9OCVoPGhdPrXvOqyxtJfSmxb69XJgJI36N1faOZdeTYNC99tOH1TpdQsmdurnu9efX8ptsnw4DO1DU6U9soxj8hJHLLglDn0voZROT4ND/YJPAjktjX57Cv361eauPNb/R3AiCM6FyKFT1C7fpltdp4rfUm7dILaJ2dhLMbjz9AUGlS+/F5VF1BS2qEgDdXxZurIlSBDFfPH3+xvtKyth0MNUk+sYt8YheaahGEDlX7NjV7Br/bqpjMD5Ep7Vkx9LcyvSxPnXqkhNBmeOf7DVQVfD/eT1VXKIymcVsBxfH4WdqpeqR7LZpLDl77wa7HB4GKxqh5lLzWt+71kIBZ9xpT7gU6UROQCKGiKwk0JU5zziUGWGxNUA5mqIdL1INF9lpPYimp1ckxgn5jnGo4z7w3yb3uFa7ssF1QZpzGtRFO1CZMNhl/qcj0x02yfQZ2w0fJSQg9iiMJAsvFSKj4TkRvn0EYqEiZJZFRuXGmgd38dM2lBYKiNsRu8/A6lYmUkkowx3IQj5Gsnn5UM4miGXHRIQxQzQROdR6/WUVLpEkNjBPYzXitioLfaSCEilNbeKQKm08CoSqE7RZBq0H26JO0rn6MmkzHrdFT10kMja5LBL0fKAr0FBRcR+J5ctOgjYI2wIj52IZj3wiXuW6foRLMbUliRoS0ogptt0o1mGd/4mkK2hDKGpVcUskxah7h485bRAREbQcZhqSeOIA7NY9WyCHDEPv8BMHyFgo6EbfMSz94KOlixugwiSMHQFWxP76CP7eIkrBIv/g5hKFjn7uEe23z+/hm+IUihKSMcJ3ayu9rvRuCyCbwN95cotDDXTM5vPN+IRQMs496dRLf23riI0wdY3wIYT5Yy4Omw9CIgarBzave/fX5ewHBwj36daWkc2OJzo0lkqOxZPyOOeU635Uowm/VVn5d++87CJ0OobNeqm9ki0gZ4bfqBDsw+Qw66yt6keeuS/QI2jEJE6whjSLfxautf6hHvrd+UK8qmHuGkK5HUGtjDPcTLtWIogDr0G6C5QbBYhWvVQZLQSoR1tgQ3uwyMggx9/Tjz5XRevNopRz+fGXlggw6TfShEuaxXUQXJgkaLYzBIu2FCnoph7AM3Mk5zD1DKIaGUkph9Y3gzSzhL1RJPXmAqOPgXJ9ZbScUglTvKKm+EVqLU3QWV83GFKGRSfRTaU8hhEIxPc5S41ocDe438cMObtCiJzXSNeKLUBWDcnOShJEnbfahq0ncoE3bXT+Qzo0cwSoMrHtNhgHN2WvY5VWCIZEs4XnNOOUk9LGsPI5T3aBGUs0UuZGYnKlPX9qaDJRxS4ViWpi9Qzjz08goIjk8jmomcC/PY/UN47fqlN//8brvNnTt1bbFKKR+6Uw8QVtZdRSrg4hlqV5lEbe6RM/xZ3HLCyt/0zSLQu9BfK9DrXJ9Wym5ViggtFhy7lfK93zIektx26DQdIxCic2OQuT7+NXtpZ13KtubtXYouoFRiKt6ajJF7unPb+l3IYSCls3F/1ZV1FQ8EI1sF39+Cb2vSNhsx1UCBNL1CDs2UauD0HWUjoMwDRRDI2p3iDo23tQMUauN0PWHHoUZRgG3F95H1+IEmTB08bxH30+vGCZW3zBaMkNz8iKqmSDyXGTgI3QD1TAJXQerdwgZhTjdlp1P/LkKFHtUtHukiu0E/b3qp1GDiKEomHt3ofcXqPzbHxKuafsLlmq03jpH6ulDWIdGY0JIgr9QIbJd0i89TuQHOJduEtZahN6jU/psBXd5nrm//IOtF5ASr7LI0pvf2/L98z/8EwBa1zdvXZJBQOv6BVrXLwCxokrv70PoOtJ1QUrc5TkWf/qdLTej/N7rqIU8Wl+JYHEZv15m6Y0/pfeJIZIDqW7Rr0bz4uuohoaUEquUJLvbQE8U8OoOyf4I9/abuFWb0Avxmy7e0jX8+uaTrO0Qhf6WXlh/jX+3oCU0CntyLH5cpv9YnCJ3+92NbXH3QnowxcDxXq7+5SQylAhFUDpYoHazjt/Z+T1UVxPsK71AMT1Oy10mCF1Ms0B/9gBLzQmuL79FEDnU5q/gtsqEXT84K10k3IGx+MNGq77+mRz6EeWbLTRTZf5iDQm4TZ8olIT+p9vCVNAHYxPntQoJJPPeBNecUwRrTI1VoZG1+kkZBcLIJ2UUWWrFk8dAesx4V9GEzv7ESVS6XqZds+lh4yAVfw5P3v+9ZqdwWiFuJ8RIqmRLBtmSgQwhCiW5fpPGsoeRUEn3CBRVEEUhvbsS2O2A6BF3cNwNUyTpN8YYNY+uUwdJKWlHdSacM9hRTLxqyQxCqBi5Iu25STLD+wk9J07XJE52NjI9aMkModNGaDqqkcC3W59eVegBEHY6yCgu0jc+/gg1kSDstPDrVcJOG3dpjsh/sOu1r1/h1a9YzNwOWZgLuXTxLh9dYTJiHcFUkiuvSSSdqM5l+11qwc4MmSUxgXTFfp9jyZfIqMV1SqGiPkxBH2D5jvQnkoTNDsZQL1pvHvvCRNdHcXMomTS5r79K+50P8G5t7/t5B2o+h3VwL2omTdho4UxMEparCNMkceIxOqfOIl2P9AsnaSxXQRF0PryAUATWkYP/7hJCDxNSRivy5u2g5jMYI/0PLPvvKWn0DWnMTfsP/Vq2BvOUvnCIyIlv8uZgnunfe5vAf3iyRL9dZ/H9HxDeK+r3EcMcG8QcHUAIgXP9NkrSxDo0QliP++K9dnzBSy9AWEZsfGhqqNkkxkARJWWh9+YIbZeo0Vk5Zncg/YCg3MBfqCJ9f4VUk1GEnk8T5FIYw70QhAhdI6y3MccGCetthKERld11Zt+KZjL41NfIDO2lcfsqE9//n9BVC1Ux0BSDMAq6k2NBELkEkUeldZNcchfZcICWu4yqGOiqhRe0iSKfSAax9FdEgKTlLNLx1lcDs8MHye+JPWiEosUeUb5D6LkrhJCuJ8n3jFMpX8WyemjUp0kk4kFBMlnC81p02t1I2V37Gf78r4JQCH2X+s3NK6tA1wMiTsCpXYjVaYXHnyN0OvjNGjIMyR16HDWVwZm62m3/0uOKtpQE7SaduVsYPb00rp4jCn2EoiEUZcVYVQY+7ekJ2reu0fvslymdfJXFt14jaNXiOF+hoO3A70I1LRAi5qB2IGG9s4xQYjPYzReKtowz3glWWr0Ao2t4vRMIocTkVhDiT82AEIRL5S4ZtAaLq+RhWKmhpBKErQ6ys7NBnVA19ESGwLWJ/PuT/UaRz63Zt+7rPVtviIKezBIFXpxAuAUUwyKz9wiKHsfsJvqG0TP5OD1oaYbkrj1ErkPoORjZAn67gbs8/3AIIQGp1MMx0kynHtAX5kGgCLRCHP/qL92lNJCSsNEmcjz03vzKy87VaSr/5gdkX32awt96lbDRxrk8RfvdC7jTiw/Uy/6LBKHrmHvHAAiqdSLHQUlYseK1Y0MQoKSS8f0mCCEMURIWxvAQCEFw57oUAqEqZEbzeHUHoQhUQ6M914yVWBkToQg0SyN/YBh7sY2ZtzB7EghF4NZsvIaLW310k7SHDV1PMbrvS1jJAtOTP6VeubFhmUxuN6N7X8Vzm9y89v0NRLKup8gX99FT3Idp5VDUjcNaGUVMTfyQevXm6otCIZEsUuw9RCa3G91IbTrOs9vLTF773krhUAgVK5Enkx8hmxvBSvSgKBpB4NBpL1JdukqzcZso2vw+YhgZ8sV95It7Ma0sirJxe8PQZ+r6DzeMUTU9Sb6wh3xxL1aiECup7DKVxSs06lMrZMlWUE2V0Rd3MXxyADNnYKYNSocK9IxlmTm1QGu+zfgXdqMlNCrXqxgpg+UrFXIjGZy6R+RH7H52kFRfkvK1Kj17chz7rYM0Zlo4dZdDv7yHhfPLTP1shk55Z8+InDVAxurn0vwPaThzK6ltucQge4rPk7X6qHRuEQU+VrqXwGsTRQFh4BF4P/9z/Q4h9POGJgwG9L3rDI0lklZQ4ZZ7cR0ZBBBELnV7nqazSBj5WHpmJUnwDhb8m/TqIxT0oXU+P3mtn4xapBzsoCdGjdXJMVl+f/t081yDKJQ0yx5RKFFUQeBL5ifayG4bmRBxax8SEhmNKJRouuBBRmKGSJBUstsuExsOa2jCJKlkSKsFclovaTWPKnQEIk4mlRGtsMp15/Q6QsJemkGoGnZ5lsh3qV6Px8132lO9ZpXqtTMIRUUiEQisfB9+q8pnmREK7faKCCFsbyz2uZtYMuwUphWP1fv6FTqdjcegqO0ip643Tw+lz7R7mXpw/wrCVlhl1rvOvkQOjVUxiCFM+vQxqv48IQH+fAXF1JFBhFbMgqJs8BJaCyVhkX72afz5BYJaI1YJC4H0fcJWe4PVhNbfS89vfhNr/zjCMJCuhzc9Q+3Pv48/v9hVNQdEHRuha3EodccmarYQpnHfiqzPDiEkBKlde1D0e0/m7oXO3M0NSpcHhVbMYezqu/eCm0AIKPVrDO7W0U2B60iW5x+ejDG0PcpvXcOvtNEyFtZgjsh9uDJJGQb3NFX+tCBUBX+phj5YRMunkWFEWJME1SZR20HoKloph9A1/HTsvYQENBUUBW92GTWVIKg0kPb6x4V0vZgosl20ngxaKYeaS6EkLbRiDq7PYAwW8W4tErWd+EaQjtnosN6OFWSqAisEuCQK3Njs2esgUEjoeSQhlpGl6SyQTw4TyYBy8waaapK2+ggjH9uvkzQKSBmRMov4oU3breCHLo5fJ2kWCKWPpWdJW71MLb+/sh9LF9+iMXMF1Uhg5fvpO/rShuN4p+XS9zrkciNomoWqWSSsHpLJEkKIFUIoCoOukePGZKYN67VbICMUw8KrLKFY8cAk8pw4Cnp5jtrF0/QcPUl239F44q1qNC5/GCeJOR0qZ96g9MwrDH75N4lcB6HquJV5yqfeIPLuDDAlQbvB8gc/of+Fr1N48gWW3/0hilRjD40dVLrXRa7vhOxdt8w2D+VPJOftyvilJGy3cGd31oAcuS5ha80DWMqNZNDd72l3iNr3d49M9Y4y8uLfYPnyuyye/+l9vfdhwsj0sPfL/4DGzFXmTv3luhbVtdCSaYhCnKUZzHwvRq5AZ24KqzSIni0Q2i28egU900PQaeIuz3aNyz85JA9PZLWJf/kaiO4AdPXD4kjrB6+c3zF+3bQIIkScIrSmAis9n9Y757EvTGAdGiP5+H5Szxwm9fQhKn/4Ou33Lz4yz71EsoSmWTQbn0az/tZQ0imsQ/uRUmJfuIwxNIBWKuBOTuFenyTzygv4c4uEtTrC0DCGBhGWiXd7VbUZ+SFewyF0Q2QQIUwNt2bjVDoomrKiBPLqDoqmxhHfTZfQCQjaHtk9BWrX7t9P7ecJoaiks0OkMoMszJzedBlNT5DrGcexKxvIE8PMMrb/K5T6jxKuWAIIkuk+dD2FlCHN2jSuVye8q404lx9jz8Gvk0r3Y3fK+F4bVUuQSvehKBqe16ZZn8Zzm+s8i6xkgUPHfotUpj9WxvodoigkrSco9h2mf+gppiZ+xMLs6Q0KT9PKM37gaxR7D+P7bVy7hkAhme5D05PIKKBRv4XvNjdsbyJZZGTvFyn2HUEAvt9BIMgX9tA38DjzMx9we/Jn+P7WivfQDaneqGOmdWY+WGD35wdZvlqlPtWg70gRI63j2wFTb81w/N87RHO2jTqlYvVY3WteoOgKTs3FrjrYFYcbr99izxdHqE7WKV+rMf3uHJ3KzgsGmmLiBA3qzuxKexh41O053KCJqnTbxZGYqTw9Q4fRrSxR6LFw412c5qfbMvZZRarrgbKWuIlkxIJ/k1ZY27C8qhjkE0OYeir24QkdbL++bnTjRh2W/FvktQHUNaojVWiU9F07IoSUdBJjdAj38o04pfI+0Krc3/JX362h6gK78WDzoL2JJxhPnNh2mfVZVCJW8a9JqZJInKjNsn+bafcirbC6LiAnvIvEvHtcHQXe+teEQug5D21s8ouIxfmIixd8BodUbt5Y/92qaPQZI+hiPXfQDussrDGBvj9IlvxpdpuH0dTcyqtCKOTVPiwljZ10UTPJWGmfVNAHCtT+8t0NiZAbICB54giJI4cwhgcRqoa/tEz7nVO0P/ho1XJCVUk9dYLE0UP4cwt4t2bQCnnM8VFyX32F8u//McFSGevQPhDgzS3GQoZPMAf5zBBCQtXof+GbGPnSJ1uRjJj69j/Hnpu697L3gqpijg+hJB6MpJISZm/5DOzWsSxB35BGvRLiew9ncOzXOgQdj+Jz+xCKiKVq96FkEoaOMPT4DhdGRK6/eXqSqcdtJILYqNYL1qlhHgRC1xC6FpMoQqwYNMsgjNd910Xl3ZpHen68jVKipiwi1yfqOHHVFeL2hbnySiXWuzlP5HhEtofWkyaotfAFm/pVRB0X5/ptpOcTdhycq9NI1yeUbZyr0+gDBdwbc6AIgmqToNZEXp6KW8UmZtDy6XUXYuR7zHzwF5SvvI9dnUfKkOXWBMutiZVl7LXqnshltrpqyOv4Der2qqSw1okrhV4QV6JMLdX9ff3gz6ktxH3GgFUYpHT4uQ2nhJQRzebcmp8hrdYcYeDgug2CYPWB1Zy9xs0f/z7IiM7y9g//yHUpn/kZim4Q+S4yCll44ztx+5/ngYyof3wKe+4WRq4HhELQaeGuSftxFmeYf+PPMYsDKFq8Hq+6tPIwXHz7Nfyub5BfL7P49vfQ0zlAgohv2Du5BsJOnIaiqAI1kbzn8moyXkZGYdeL5uEjct1YLWWCtzjPwp/+wY5YBSnlijfRo4SUEVHgb0nArIWiGXHc+w7VNopuIsNtIqHXbQgr27Hdsy+wWyi6SXJghNC18eoVUrv3AXH0uJpMx+sIfCIkqd378dtNoi2MZO8HMoJmK0JK+Ykjd+t1yBi9hFEAQkETOkKoK4pBU0vS9qoYago3bGGqKfzIjiOw/TpeeB/naxjhz5djZeTufpyraxQKikDv60EYOv78Xa2RkSSst2m/9zGdD69g7h2m9z/8ZTJfeBLn8i3C2nqCsmttF0uptjAcBVAUDd1Io2kmjl1DUTV0PUUU+jhODYQg1zP2cyeEoo6NfeES5p4xtFJP/CyWEq23iHt9MibZz55HKArJx4/hXJ1AzWXj518XoROwdGZz37DIC6l8vFqYsRfX3/e1pI7XcAna9742RcKKn7XOFhMMTY3J/DvnbRgS2c5nzrtCCJXegWP0DZyg3V5g8ur3sNsxOZDtGWV8/1fRjTSLcx8xN/PBunuLricZHnthhYianX4P32uh6Rb9Q08xNPIsntuMVTqNGdYWAQLfptWcpVGbolGbwnXqSBmi6ykGd5+k0HuY4bEXqFdurPOnVBSN/qEnKPUfoVmf4eb17+N0yoBCvjDO+IGvo6ga87dPsTh3dsULE0DVLEb2vELfwAkatVvM3X4fu1NGCIV0ZpBdYy8wNPIcvt9hdurtLdVJAIEbINRum00Q4dZcfDtA1ZVu6xeomkIUxEpkM2Ng5Uw6yzaRHyIELJxfxmt5OL0uXttHKBAFUfxM1RSEEOuLLpvgTluTG8S+dZaWIYz87rEWJPR4Iub4cduq01qOk4GLYzitZTr1OXznEbYdC0H64CC5J0axp8tU3ry6o7cl9/WTf3oP9dM3aF/bWavKw0BR34W2ZlIskXjSZtmf2XRSHMmQjl/D1FJEUUDHq2z4ziSSZljBkzYJkV73t5zWh0C554Rb+j7Grn70wT6k49L54DzRDlXJ9wu388nUqKrQeBCXGyklXuTQCJepBgtUgzmaQZmAh9DSKKO/0mQQQG+fgmUJ0mnB7lGVxYXVcy6l5smqpXXjLImk7M98opZGT9o0wzKpNYQQxClyCTWNLR3UTBIlaRI2O3HIxr3IoC6swwcgCLvzIomxewi972sgBK23P4h9GFUV88AeiCJq3/4e9rmLaL1Fen79G5gH92IMD9H58ALG7iFQFPyZeSLHof3eh/H15bh0Tt9fyMtnhhBCSrzGxjhuGUm0VAYjW+gaIDeIXCd+uAuBohtoyQyqlcSrl2lPX49bVx4EQqAkTJRMEjWdRCtmST51aN0ixu5+ko/v3zQ+cwVRhD+3TLBUI/AlgS9JpBR8T8bSxrVQBNb+EcS9SKcowp9dJliurXtZzyeQUtK6PE/u8REUXSVak9IiLAPrwEicGNLq4N6cgzBCHyySeeUpEkf3IkydYLlO5/Ql2u9fJKw2V46HMT5E5sUTWAfHEKZOWGtiX5ig9fZ5gsXqfQ8SlXQSc3wQ69AYxtggWjGHkjBWejH9uWWca9O416bxZpZW2g2kH+JNrw6IN1MByiDEu736B7e5JkK8vv05IYOQoLvfYbW5egyAgFqsFrJMpO/jTS0gHZ/AqXe3zcbbIBOUuLVF3NrDV1e1nCUcvw6I7gDq/uF78fG4M2ANgs0Jhch3ac1tYmq5KSTOwurETIYBnZn1/asyCnGX53CXt/YsCJp1gjtpPHehMz2x7nevurTiIaRogjBw1sWlbgW/vIz0PTBN9GIpbtXaRoph9Ma+TJHv45cfTRU+8j38yjJaOoNimAhFIdgsZeznhM7SLa6/9j/uaHAy8MSX6CzPUJu8t6GoaiQYfOpr1G6e39G55rWqTHz/n8dkzjZqsMh1qF89i1BVZBDEasfKAjKKiHwv9nGKotiAHrAN8xO1/K1FGMFyOcT1JJb5yQihmVmBqWVoeWVSWh5LyxLJED/s4IQtQMHU0iT1PPgSU02jSRM/tElo2fsjhKTEvTGLd3OezAvHca7ciskfCcbuXtIvHMdfqOBc6Xp8KQKttyc+V6tNpOsiw4hguUbkuCiGhtA2uR7DiKhjo5ViTzdv2l1pmVpbbDCMDMXeQ/h+BytRRFHU2AxVT7AwfxbfaxHthER8xIjbjCOQEr1UAk0lchxWVH9hBEGIVCFyPbS+EkrCig3fHwIC2yfo7IwMKvy930B6HrU/+i5Ra+O5Ye4dJfdLX0TJZVAMA2/qNtU/+A5htXtPVgRaLon0AsL2z2+iomom+cJeEIKluXPUyqtG0JXFDtncboZGniOVGdxANCdSfaQyg7hOjfmZ07SbMRHnuQ3mbr9PT2k/VqKAbma4e0zqe21uXPluTJDfpeLxvCap7BCmmSWVGVhHCKlagnxhL1JGLM59tK49bnnRJlfYQ//QE6QyA8jZ9UERhdJ+Cr2Hse0Kk9e+R6N2a2W7mvVpJBF7D/0KA0NPUV64uG1Qil12QMLgE334nYDACfDtgOZ8m8pEjeyuNGMvDXPzp7cxMwa9h4sgwG/7pPqSCFWhdLAHt+XRXugQBZLGTAu34dFe7NB/vITX9nGqW58bhppkuOdxIE5mMtUUjw18lZo9SxC56KpJPrEL26uvqIbMZA9GMkerehsrVaBn8DCeXce+z/blHUERJEZLFF44QNCwcWbj4p2WtbCGCsggxJ6Oi4+J4QJCV7Gny4QtF3e2Sthx0QsZ4NMhhBRU8lofCmvutTJW+MSx75u9R8HS0qiKgRAqppaJFUJ3DentqIUfOSSU9YSQISwSSppOtP0YRdourTdOgRoThdFWRPQvNCR21KAaLNAIlnGiFuEOUtj+GjuDlDC+V+P61YC7h2gpNbdJqltELVwkeiB1UIxIhpsq6xQRJ5KV27M4E92ifRjFYoQdQtoOzbfex/7oAtLzMcZ2k/3yy6ROPoFz+RrBcgUUgZrNELba+AtxwnKwVKZ95hzmgb0Y4yPYFy7hXr+5bt3+zPzqv+fub/75mSGEZBgw9+M/2RCbqmfy9H3+q0SeQ/XC+9iL0wSdFjIMEEKgmknMQh/5x55CqAaVj97Eq+/8i4FYKZM4vhfrwGhsOlzMoRVzqLn0BoOo3NeeJfe1Z7ddX+R4VP7ghzT+8m08V3JrwmPXqM7EJXdDwV8YOsV/+MuYowObr+zOOm2Xyh/8gMZr76573a92iNyAzJFdeJU2obt+UKiV8gz8734bYei4E7dZ/H/9IWgqpX/4zZjk6VYojaFeEodGMXb3U/m3PyBq2VgHRyj+/W9gjA2txtnv6sU6OIp1eJzyv/jznV8EqoJ1YITsl0+SOLYPJZ3YUDnXB+NEt/SLT+DPLtF6+xzNH59eR878vBDW23Q+enTJI/cDSYQffjbi5j9LkEg8t4W6Aw+hoFnHnZ0heeAQRm8fZt8A7tzmJm9KMkVidByAsNXccrlPishxsG9OYu0eQ+8pYu0eo1X/6JF81oNARmE3+WJ7aIk0maH9eJsY128GI9NDZmgvzdkdXl8y2tF2AGvaDGOsNdpfmSR2fz5sg9L5pZCZuYC9Y8a9F94CUkreOdOk42sgwQmaeGGHpN5Dx6/jhe0VNUAjcgkinygKCaWHHzqIbhVeySRJHN2Dls+gpBKo2RRCVch9/VnCeouw0Y4j410ff65M9U9/SvHvfIW+f/LreDfjAYYxOoCaSVL5w9fxu2EHwtDJvvIkiWN78ecrRG0boSrogyW0Up7ad94kqG0kPcK2jf3xJPlfeZHSP/xmTPYLgT9fpvGjU6stvULg+x3sTplEsgAI7M4yItWLplldAvj+CDdVAcsS2woJwxAcV+6o3hF5Pu7ETaJ2B3cqVlRpxQIyCLqpfWB/fHllxe7kFMauONEvKG+RCHW/2GFdRigKai4TVxC3IM792UUa33sDJZUg96tfQcmm1yUiammL7BPjBPUOjTM3fm62FoqioptppIxW0mPvIIwCHLuGEAq6md7wXk23UDUDp1NdKY7cgec2CX0HLWNu4UcnCbcooLhOnU5rkVzPOLqx/nNXtjcKce/a3ij0cJ1aTHbe/T7VIF/Yh6YnWF443/UVWtOyKSOq5Qk8t4lp5cnkdm9LCPmdgI//aOO9tr0Qk4PXXru57vWZUzGpoeoK+dEsbiOuarfnOyt/m/xxXAia/MnOlHqqopM1+1d+v0NaJ/RV/xbHb8YmxloaJ2iSyA3QN/o0ncYCmpHE69TwnUfk3SMEWsZCy1gEDTsuACuCwkuHkG6A3pPC7M8hNBU1ZaBaBsnREouvnSNyg3VF2U8DlpLGUtIb7oV21NySmJBEeGGHWleJHslwU1VXID1CuXEdqtCwlNQ9CSGAyLYBgbF7kMj1tlYnbgFVExx5LsuufQlqSz4ffK/CkWdzTF1qc+S5HJffa1AaNknnNfp2mzQqAae+X6Gn3yBb0Ll6ukn/mElxwOTiuw+/yCaEQk7rI6v2EkifZlimGswz79+gHdbWtYz9Ne4fy0shE9cCMllBrbY6iVZQSauFdSbqAJ50cKNPpuSXRHibpOAJBAkljRDKanCNoqCV8t1E1nvDuXKdxmuvr9g2eNMzKOkU2S++gNqTiwkh4sAY6fmrnQJSEixXiNpttN7CJ9q/zfCZIYTgrlQs4kSfnmOfxyoNMvOjP6R18wobYsibNZzlWToL04x84+9RfOpl5n/6Z/flIaSkLDKvPE3y8QOgiPseYG4HTYfB3Xp8O3gE9wQZRXhLzfhEaTrbejWouTT6UInk04exDo11TXVXWxqErpF+7jje1Dz2hQl6/uarGGOD3Y6uVV8Joakkjuwh+9Vnqfz+a/dsHxOGTvr54+R/5UW0/sKGhKW16wYQikDf1Uv+V1/CHBui8oc/wp/+dCotQtXQrDSqYSFULe6SC0Mi38a3W9u2wKhmCjPTc9dAWxK4HbzGzogzM1tCNSzcZmXFMFezUmiJDELVYuPiwMN3Whsmuw8HAjPXi2qsN06WUYjbLG/7mYpuYeV6CX0Xtx5P8DQrjWalUNQ4KSf0HAK7saO2I9VMoFlpFM3otgH6BE6LYMuks/jBLMPgnnL1yHFonv+QxOg4ek+R3MnnKP/otfVePMRR8LmTz2L09iPDkNbFcwStR0NQSt+jfeUi6SPH0QtF8s+9hF+r4s5Ob9o6JjQNNZ0hcl2i+21j6xoza2YyTiaMIkLfJXBa6xVAQmCke9Cs7iRFSvxOHb+zcVClWSk0K016cC96MouRKZDsHem+L8Jr19cQOQItmUEzk+RHj6GaKaxcL353eRmFeK3qOtNoPZlFT+VXfg/sFt4mRoualUZPZnDqSyiagZ7MoqgaURjgt+sbevghblkzUrnuufbg1+9aTM8EfHTBY3xER1Ee7Jly9YbPhxc6tNd5Lwhsv44fxdfinZ93sNkVqqaTJB/fH5tBK8oKoWMdGoUoIqi26Jy/gXTjwUf79GXCWpP088fRh3sRCNxr07Teu4h7/faqctPzaZ++HKdxDpXQ+/JIPyRYqlJ/7V065yc2N5UOQho/OkXkeCSP78MY6UfaLv7M4oZnWCJRQNeTtJpzmFaefGEPgR+nimZzuzGMDMlUL532Mjt5yH71lST/p/+0QCa9tZLw9FmX/+K/WmZuYQfqoyDAn4ufT8HC0rqfd+BNrbbeRY0mTuPnU+SIOjbl/zluRY1am99Ho2YL5+O4PSbzxec2/F12ZfFSyp+rx2kUhfhuE5EZwkr0rPubomhYiXycUOluPNaBbxMGLpqeQDfSOPaqisIw06i6RRA4Wypn73yGpidRNRNFqHGggZFEUeJxw93jyCgK8N0mVqIH8+7tVXVMK4+U4Ybt1TSLVLovViRFIens0IZt0Y00UeghzMyGY/GwEPoRt96ZxUgbyEji1B5c6eH4DT6ef21HywZRrMLSzRSLNz8gmR+iNn8Zw8pipgoE26QEPzDCiPbVeZJjvbSuzGHfXEbLJ8k9MYYzXUZoKoYXkBgtEXkB0g1AfXjzhvtFQklv8FCB+Bq922x3HQKA+B6nAlm1uGERRagbJtwQT8Y3+8y1EJaJuXcErbeAsAz0viL1v/gJ4X0SQlJKWvWA2RsO+59Is3AzycC4hW4IDj6dwXdCEhmNxWmX2RsO+06kGTuSojzr8djns9y+1uHgUxlqS9uPO+2wiSe337a4yVkghIKKhip0dGHE4R5CoAuDHjFAXutjwBhnxr3GjHcFT/51EfdBMbRLY89ejSiStFurDx1VaKSU3IblQxmQUDLr/LQeBKaS2PR1Q0mS2D+CcXR3PGYC1J5MPDa6F6TEm51f9Qrqwp+ZQ5gmwrhTQBQry6+tTEnXRbo+amLzbfsk+EwRQndDNSwy44dxK4vYC9MbyKC18OsV7IVpMnuOoGd67s9UOorTUzb4IgiB1pNZ5yEUVJur0eJbQHr+ihRbVQWeK7cqxiGDkOZPTuMMFFGSVtyyljBRUgn0vh6U5BaJRl0YhTSZw0M4C7VYmr8NmaXm0qSfO07i6F78mSXsCxNIPyRxYh/G7v44QSlpkXruOFpfD9Zj44TVJvbZawS1JsbIAIlje1EMHaEqJJ84QOMH7+HPbGPqp6mknztG4W9/GTUXTyqllIS1Fu7EbfyFCtJ2EbqKms9i7hnCGO6LiSfTIPnUIYSusfzPv02wVNv2WHwSCFUjPbCH7PBBUr2jmLkSqtk1jfYc3MYSjekrlK++j9/efDtyI4fZ/dxvrCNTpJRUb3zEzdf/1Y62Y+jkL5EbOcKtn/0h1Rsfkh0+RPHAM6R6R1DNJDIM8No1qpNnmf/wBw/d10GoGiPP/waZXQfWve47LW7++Pdp3r6y5XtTfSPs+9o/or14i+t/+d+THXmM4v6nSZZ2oZqpeJLfKNOYucrypbdxG5tXMYWikdm1n8LeJ0n2jWCkcoAgcFp0lm5TmThDY/rSBjO+RKqEpifotHdgMhlFtK9cpLlnH9kTT5J98iRC12me+xC/WgEZoed7SB06QubEUwjDwLl5g+aHp+7l8vuJ4NyeovHBO/S88mWs3aP0//rfonnuQ9z5WaJOO25rNS20bA6jf4DEyDi1d96gee7DHZ8LQtXJjx2jdPhZkoUhFM0gDNw43WLyLIvnfryinlE0g9Khz9Oz90lUM4Gi6syf+T7zH/1wwzp7H3uB/PhxjHQPim7Sd/RFeg/HE8oo9Jk/8wOWLr4Zr1c3GHziy2SG9mOk8ghNZ/CprzFwR63jdph+51vUpy50P0AhN3KE/hNfRDUsVDNJ+fK73H73zzacB/nx4/Qff4XZU98lt/sxMrv2o5pJAqdNc+YK8x/+cN25p6fy9B37AvmRx+KIV92MPY2iEL9dozrxEbOnvnvf3+VyJeTPv9/iiy8m6MndvzOB40T86z9uMjV9NwktN5BA94I/t8zS7/zpzt8QRjhXp9d7CG2GSOJeu4177f49fKKWTeN779H43nvbLtdqzVOrTBCGPoWSSWtpdsX0vlK+SqW8M28PAEOHzz1p8czj1rYk3XI5RNd+fhO8RwYpCSu1T7aKIMSdraKmPnkAyCdBGDhUlq/SUzxA/64ncTrl2O9HCHqK+yj1HyPwO1SWLm94b7u1QKsxS7HvMLtGn2NmSuI6NXQjzeDwSZLJEo36LdrNja3NQihk86MU+x4jnR3CsvJoegJF0eN0T6FsaCWDmISqLF8j2zPG4PAzuE6NdnMeIQSF0kGKvYfx3BbV5fXPWEVR0YwUqqozPPYCw2MvbHlMoihA1R5ckXgv+O0Av/3JW2Ekco2B9M6gaia+aCOEgqIZKLqJotz/ffVBIf0Qv9xi/lun8esd1JTJrt/6POWfXqZ9fQGhf3rbcjdMJYEm9HWvCSEYMvcxZO57JJ8pEChi+ymkdFzcG7fwZxcIa030Xf1E7fv3dUnlNI6/kKc855JIqySzKku3XcaOpJibdBh5LEV5xuPgUxnKcx5WWiWd07hxrkV53mP/E2n6Ri1OfX97ReYN5yyz3r2VyrHXkIahxKlkWa1EURvqqlViYkigklLz7E08QVrt4Zr9AY58BOTlXwE0GhFnTns8dkQnWHP7ESgbWhkhbiN7PP3qI9seVagESzXsH8wTNeO5vrl3173fGEVI10MxzQ0KXSVhxeeNHl/HwtBjZa6U6+b1MooT7HjAIuN2+EwTQigKWjKL05ndwWRHEoUBajKNot/fAzFsdqj+0eso1vr3CUOn+NtfI3F0z8prjR++T/v9j7dPTekSTBBvtmFt88UFIY3X3kVocTQj3Z9aLk3P3/4SyeP7t3yrmjZJHxhAS5uweG8TP6GpJJ8+jDc1R/l3v4s7NQ+RxDxzmd5/9KsraWrm3l0YI/0E5TqV33uNzkdXY0aykKX4d79G6nNHYvIoncDcN7wtIWQdHCX3qy+vkEGR69N+/2Ma338PfyFuMSCMYv8Iy0Av5Uk9f5zsF59GycT96omje8h+9fNU//jHG9LBHhY0M0nfsZfJDO4j8l1C34lVEBJUK0myOEyyOIyZKzH7/nc2VUh0lqaZ/+iHaIkMeiJNenAfenL7CMvNIBQVPZWlePBzDDz+KkJRiXyXqFOPo79TOVQj8UhMPmUUsnz5PdpLt1CNJFZPP6m+0ftah57I0H/iixT2P42iagROG7/TRDUSmLle+nr6MbNFbr35Rxtaf4SiUnrsWfqPxxP/wGnj1BYBgWomyO4+SGpgnKWP32Txwk/Xq1mkxPNaJJMlOq2Fe6uE7A7Vn/wAoSikDx8lc/xJknsPEDk2UkpU00JNZ5BRhD15neXXvhOTRY8SYUj99LugKOQ+9zxGbz/FV75CaHeQgQ8IhKqimFZcSQhDQNxXpT5RGGTXyV/Crsxx841/S+Q5aIkMydIwUeCtymCJfY2WPn6TysSHpAf2sOuZb2y6ThkFVK6fpj59ieyuA/QeeZHKtQ+oTnZN7aTEW0OkRoHP0sW3KF/9gML+p+nZc4LFcz+hOTfRXV+E16qs/QCqk2dpLUxi5noZfem3tt1HzUox+MRXaC3e5Nabf4yMAvJjxyjse5LQc5h578+RUYhQNXofe56e8WMsnn+D1vwEim7Rf/wVEsVB5s78gMbtSzs/uHfhO99v8+WXk/zWr2XQ7qOC7HmS7/ygzb/4Nw3chxRC8IsI123Eao4wNptt1G5ta5h7L+RzKk/fgwx62BC6jpJOxs/3SBLZTtyydef+pKpoPTnCZgthGCiWQdS2iWwbJZNGsUyijrNe0SMEImHGg0hVA2RciGp3NlXsioSFmkmvFh09n7DeeLD0t+7g1K9+OpMbIZQNqmKIW6WWFy6QSvfTP/QU+4/8Op7bAiSaniSKfG7ffIPaJlH2YeAwPflTdCNFb/9RsvkRgsDpqn4SNOu3mZp4Hde528tO0D/0JCN7XkEzUnRai5SXLuM6NQLfQShKTCilNqoypAxZnP2QZKqX3sETHDjyGytR9pqeJPA73J56s+sPtHFfoyigXr2J3d66HUzKiGZtlcRVdAUtERuOfxahmiq7v7yf/pPDGFmLG392kZkfb/y+ADqNBYxEDt9toqg6UeDiOY/QY09KwpaL9OLrKWy71E5P0v/LTxJ5AfXTk1Tevkb+5F7yn99H8/w0jbO3yJ/cQ/rQEJHjE7YdmhceveG9JkyUT3s6J8SOFBjS8ZBCQestoBVyBOXafX9UKqthpRQuf9Bk1/64UFuedXnyiz28c6rMs98sUp71SGZV3vp2g4HxuCjru5L5GzYnv1FkbsKm09y+mCeJiLh3wS+SIT4uTtimES6z6N/ktpJmwNjDbvMwpkiuKARVoTFg7CGQHlftDwgfhtH0XzFEEbSaktMfeJhr5tMKCrrYXjTxKCCk6N4XZBzOpCqxP+89IF0Pf34J68hBjLMf49+Ow32UVJLkE8dBEaSfP0nUsdEH+lCSidhgWl+9thXTRDEMgkfgxbXjO4iIzQhOATNSym8KIcaBfwsUgdPA35NSekIIE/hd4CmgDPyWlPLmA22dlESejdnTi57KbmgpWwvVTGCVBok8d6WtR+gaxmg/7sRGQkkfLKL15gmWavgLFcJyfcNtQJjGBgO0sNbEn1necaawUCD0Ja1GtPX8XUqkvz65S3o+0t4+5ptIErZdAttDzyWJbH97kkAIUATNn36IO7Hqg+LdmKH93scYv94bKxAMHakqNF8/RefM5dUHYrlO5/RlEsf2oaYTKJaBMbS1HFVJJch99fPo/bGEWfoBrbfOUvmDHxLdbfIsJdJ28aYX8P/4x0gvoOfXXgJDR+gamRcfp3P6Ms6lm9sfk7W7q+oYySyh78RtRkLBSGaJwoDgrt7zwGlTn7qAW1+iOTuBXb690ppkpHvofex5CgeeIT9+nPrNC9RunufuWbhTW8CpLyGEQDEsxl762+gjj+14e9cit/swWiJDa36SyvXT2OXZWLWSzJEsDdMpPxofm3ji/RG1m/FEPjd6FCvfv10Q0AYYmQJ9x75Aa+46ixfeoLM0jYxC9FSOviMvUjr0LJmh/eTHjrJ86Z017xRkdx+m//gXUVSNpQs/o3L9dNwWJARGKkfp8HOUDj1L75EXcJvLVK+vmm8qqh773Gwj878bfqXM8l9+G3dmmtShoxh9/Wg9xTh4z3FwZqaxJ6/TOP0+fuXTiXSObJva22/gzkyTPvEU1tAwWi6HmoyT5SLfJ2g1CaplnJnbOLenuB9GSDOT6MksSx+/SX3q467yUlCbPBv3uq+7h0j8TgO/00BPZLcm2aRcUd0YmQIyCnCbFTpLGyc38fIRTjX2pskM7UWGAU59aevliVVDodtBRuG6GOjNIBQVp77E7AffXSEd3foiieIQ6cG9iO65oicypPpHcZsVli69tfLs0BNpdvf9jdgs2X5wn4pqPeL/9t9VyOdUvvRiAtO8t+F5uxPx599v83/5b8vMzH+2jClVYZA1SjhBCzt89IbnMgoI1hBAaxMQHwSlgsoTxz49ZYtazJN+/hkSJw6jFnuQrod3c5rWG+/jXJ6AMEQr9dD7H/99mj95l8TRg+i7B7E/ukjn1HmyX30RY2w3zuXr1P7ou4SVmKAwD+0l9eyTmOO7UTLpuO1vuULnzAXab36wwSzaOrSX3C+/ipJOoSQsnCs3qPzLP17xOLofKAmDyPXRsg9Psr7d40XVrA1x83fge20qS1foKR7A81p02ovIKMCxq9QqE7SbC+vSutai01qgVrlBMtVLsz5D4HcIA5d2a55qZWJTssFKFhgaeQ7TynF76i1u3/wZgW+v3Dd1I02p7whsQggBeF6LyvIV8sW9OHYVu1NGhgG2XaZWnoi3/y4lfBQG+F4bmShQWbrMzNTb2xwt1qU+9Rzspe/kMJf/5Rlk+NkjlkMvZOG9aTrzTY79x8+SKKW2XLaxOLGhDe/uY/UwEbkB5Z9eWhcgU/vgBvUP4wRjGcQRz+3rC3GqWreVsvbBDepnboJcba981FDRPnF7zKOAMHSsx/ah9mTRegs4H19H+vdPiJTnXG5d7vD4F/JMnm9RWfBolgOunm4yc63DxXc0Js+36TQCHn8lz/TlDku347nb0m2XREph8sKjI7AjIjpRg5vOeTphk4PJkzEp1P1OFKEwYOyhHi7tSIH011iPnoLC7t0q1VpEKiW43hUFC6GgbtLO+Ogh0IeKKCIkcl3UdBL748l7vivsdOicv0j+m1+h9Pf/Fs7ETaTnYQwPoQ8P4t6YQs1m6Psn/yA2O5RxocfaNx63pQuBMboLJZsh+PD8Q9+r+6GU/7fAJeCO5OG/Bv6ZlPLfCiH+v8B/CPxO92dVSrlPCPG3u8ttX87dApHn0r59g55jn6f3819l+dSP8WpLqx4hQqyoKXqOP0tiYITO3BR+O36QK0mTwm+8hH3xJkSS9rkJ/JlljOFeCn/zCyhJE8KI8v/vJ+sIkocFIWBkj0G2R6XTfvgPhrDj0bw0i4wikmO9ZI7soj2xSBhsTSRFbQfnytS616QX4E7OETneSntc2OxgX7ixQgbdgXd7MTaESydAUVByqS0TmhJH92AdGo09SqTEm16g/udvbiSD7oL0A1o/+4jkiX1YB2N1ipJJkvr80fsihPREhtzoUZzaAo3bl1F1EzMXD9Ra8zfWJY/IKKRy7RQyijYkkji1BeY+/AGp/nESxSESxSHq0xc39xOSMfG3Ex+b7ZDsG6V6/TQz7/35Os8cv9Ogs3yPNo5PCilXBtE7igG/G0LgNpaZPfUadnm1OubWl1i88AbJ3hGSvbtJ9Y5Svnaqq3wBPZmhdOjzaFaK5UvvMH/2R+sUQE5tkYWzr2PmeskOH6JnzxM0b19dIfc6rQUQClKG9zVQDNstau++iTN1ldH/4Is4t9qU371BaNsE9Rp+vbZ1m1gUUT/9Hp3JiTiBbmnV1b/wzBipPSVu/+mHSC9+f/WN12l8dArCAOk7CF2N4yrvggx8OhNXsaen0HsKqKk0Sre3WAZ+vG2Neux5dJ/nmdtYpjU/SfHASTQrRf3WRezqPKHnbNuW+4uEKPBpL0yuU6AFro3XrJAsDaNoOtGddJo45XgjYiOQ7j8e/Fq+fN3nn/4Xi/y9v5nlb/1qmuFBDcsUaJpAKPEhD0KwnYhrN3x+/48a/OG3W8wv/fzTs+5GSs9zuPAKt1sXuNW8d4LcZw1HDxuUCp/OAFLJpMj/2lcxD+/DPnUO9wc/Q82kSJ58nJ7f+ibVf/NtnEvXu+pYk9TnHqdz5gJhvUnyyaMYo7uwz17Cn10kefIEiaOHaL0Rt9fpfSUU06D19mnCcg0lYZE8eYLcN14handov3V6XdHKvTZJ5fe+hZrLkP+b34grjg86f5QSGUYbAiweBFEUEEUBoqvMuftaU1SDTGZoy+RIK1FgeOxFosjn+sU/pd3auddgvrifweFnWF74mMlrrxH49yYbE8kihpnBc5uUFy9uMKRWNQMzkd/2/cNjL+J7La59/Kfbmj/fQRDYtBoz5HrGSGeHUBSNMNy+OqxoClpKp/TEELk9BaxiqvudBfiteHwotFg9FLQ9tISOYqjISOK3vBUiQzVVVEtHqAIZSULbJ3Tj+5KW0BGagt9cvy1G1iT0Q0I7WPkcPRkvK4MIv+MjgzsmqWAvteOUvPY9CqDITzSmehBsIHQiuWFMLP1w3dNBBtHq/n0qECttSuu2S0ru/PcoIGW4o3ULTUVNx6qeyLYfSJXoe5L3f1BHqAqBE8TenkHEz74VXz/vfrcKAuYm1xcDNUNQ3GWyeMtdIYh2BKGg6EZcfNrC71LoBjIMV0IpACJCFvxJ0m4PY9ZR1DUtdbowGTDGKfszuPKTGR7/VcPCXEihqJDNKkxcX73+FFQ2e5DF5370yCzuJBFISBwbR6gKwtBR0gna713c/o1BSPv9D9F7iySfPE7yyeMxmRwEuNcmqf7pd1FMg/TzJ1HzOZwr19F6cmRefQl9eBdEYTeyPsC5MrH9Zz0AdkQICSGGgV8C/ivgPxXxneeLwN/pLvIvgf+SmBD61e6/Af4I+H8LIYR8gDt55LvULp0iMTBCZvwwycFR3OU5vEYljg1WNfR0DrM0iJ7OEbSbVM+9Q9C+U9kR6INFEIKo42CMDVD+Nz/CHB8kbLQp/5sfknnxBOlnDj4SQkhKKC8GWAklnrN9snnFplAMjdS+fmQQ0Z5YJNpkcrkWwXJtUw+kqNkmbNsrhFDUcfBvb4ysCxvtuDJC3KOsmAbC0JD2+s8VCZPEif0omWT3g0M6Z65s9GnaajurDTpnr2MeGIkfdEJg7duNkkmu9GzeEzLCrsyuGBjLKESGAdEWZM12RseB3cTv1EkUh9CsVGxevLOteCCEns3y5Xe3NlD+LENGNG5fwqlulFD6dhO7MkuqbwTVSqFqJkH3uBvZEun+cUK3Q/3WhU3jzX27SXvhJtnhg1j5PoxMzwohdD/KoI3bLAnbDfSkTac9R/vqxR0P6rz5Obz5TeSi3bYUscZ7NVbzxIPkga8cwVlqUv3g5tab5bl4C/eWot4P3GaZ6bf/ZFWpNX4Cp7ZI9caHNKYvb1DP/SJCRiH+3UlkUq4QnHcGz77dpL04RWHfk5QOP0d7cQpVNynsfwqvVcOuzPEwbtpTtwP+779T5Q++1eSpEyYnjpj092qkUwLXk8zMh5z+yOH9Dx3mFgO8e82Nfk7QFJOklscNfjHPkRdOJtik++iRIHH8MOahvbTf/IDG99+I250VBX9ukcJv/zqp55/GubZaVfQXlmn99D203gKJYwcJ603ab34QV9mPHkDrL60s237nDJ0PzhJ5Xswmdtdb+l//NuaeETqnziPt1fth1OrgtW6hpBJEn6TtWsRjDhmEDyV8IwgcPKeBEIJ8cR/lpct43TYtIRSyud0U+7dW2VqJHpLpPhy7iu/HSUY7vV4zuWE0PYnnNe+pOLwDGcXFBqFqG9IsVc2ib/AEVqKwJbGeSJVIJIu0m3NdUufe2xtFAeXFy5T6j5Iv7qNv8HGWFs6tI7CEUDDMDKpqYneWye4tMPq1A/R/bjd62uTJ/+wlkJLlc/Nc+VcfApDbU+Dg33mcye9cZtfLY6SGsoR+yIXfeY/mVA09bbDn149QeKwP1YynCktnZrjxZxfxWx67v7SXvmeGOf1fv7FC5ugZgyf/s5eYe/sWU9+9gprQGH5lD4PPjaGndALbZ/bNKW6/PkHofLbUj7/I2OoMKge3aQaPps09IqQVbu/JIz2fzocXUS6ZqPks+q5+gvnle/qw3g2rJ8HQ8yPISFK+uISZt1j6cI7sWD6emJdSCE0w9870uoMxMGZx4Mk059+q067v/HzT0hmSu/ehqCqNK2eRYYjQtLhrxfdQDJPU2AHcpXm8yvp5kiRizrvOoLGHpLpqGSGEIKf2klAzuMFfE0J3sBNlm2kK5mZCXFeSSq9dfvMzvxM1WPan16fjqWpcJLkz97szEIii7nPNAlVBBgFC14naW8+9WlENZ2oWZ3k5TuAW3DNc6Q6iRpPan72Gff4SxuhuhK7hLyzhXL5OWKsBAm9mHqEqSM9D6+tFHx4i/exT8R57Hs2fvbeSaPowsVOF0H8H/GdApvt7EahJuXK0bwN3HJV2AdMAUspACFHvLv9A/Rb2/DRzP/kWxSdeJDN6iNTu/aTE+hNChgH2wjTlD9+gMXF+TcVc4s9XWP5X3yOstSn+9pfQChkUyyBsdAiWG9gfT5J5+fEH2bQdIYpA0cBuRw+dDAKIghC/2sYa6sEMMghFbPsxYa25QuisW4/rr7ilSymRtkdQ25jOIV1vXdVE6Fp84t61nJpJkjg0tjJolH6AfWFi52qGIMSfXUI6HiJhIoRAzaUwhno3KJy2gteu3eVb4tFa2F7WJ1QdM1vEyvejp7KoRmykq6ha3DpF3I7yqOHWl/Caj9iv5hEh9D2cyvym6iIZBoRdokdRtVVvCCGwcr2oZgI8QfHA58iPHdt0/YlCnLKiWcnYSwkQaqzkkGF8cxeaGv+7GxcrFLFK8CgCod55GMhNZN0y/nscrxf//a7TVqjKqqnb3esQAqEp1D68RfX01AZiSagCLWVS+Nw4y29eRzHi8ynyw3WfI1Sx8tBa2ZeHASlxqvPMvPdnWPl+Uv3j5MeOsutzv4LV08/c6e9tm6b3i4GdVZNlGLB86W3MTIGhp76G32nEasZmmbnTr9FZWn3o6hj0KsMkyeDjshTN0KGJgsouZS/VaIEW8WRWQWVI2UMjqtCgjECQdPuJpnp5f0ry/T9boioXkUgy9JAUGdoyoKQcYASNJTFLQ1boFUOAYFGubkdJDKGhMy+nAEGGHorKABoaDVmlLOcICdAx6FN205YNcqKIhkFTVlmWsys+CToGvWKYpFi/T1seLxkhiQjkL54PQjIheOrEp9QupqqYB8YhCHEuT8SqAjW+zv25JYJKDX2wD7VnNSElWKogfZ+w3kT6AcFimch2wA8gjBDmqmms9DykH7eAo8VV0qBSI2y2Y1+he4wDHhhCoGaTsa+Boa15WUU3UmiahaIapDIDXe8fjUx2F4qiEgYeYejieW3knTZAGVFeukih9wDF3sMgJbXKBDIKSSRL9PQeBAm+t/kEyvNa+F6LVGaAg0f/Bo5T7aafSaLIx7Er1Mo3ukEDd7V4dyrIKGBg19MkU73d1q94m4LAod2co1aewPdXP7vTXsSxK+R6xtg9/hKWlcN1mxhGmlxhD9n8CHZnmURi80hgz23i+x0yud0cOPKbuE59pd0sCv1u69h17E5l3fY2alPM3nqXkb2vMHbgK/SU9tFuzhOGLopqYJo5EqkSntvk+qU/oz3T4Ma3LqKaGqnBLBd+512iUK5T4Si6Sm5fgZGv7Wf+nVvc+v41jKyFU17dX3upzc2/uIxbc8iO9rDvbx2jOVVj9mc3qV0vM/qNQ/QcKrF0ehaAwuE+rGKS+kQZhGDw2VFGv3aQye9cpjPXIH+glwN/+wROpcPCu49Y6fxXBrKripYbSNolf5pp9wE98B5WATuMYk+0to0/82BpwUbWRNFVpl+/gZbUSfWn0J8fIfJDAjeg50ARr+Whpw385uo5fvuqze2r999mHHba2HNTZPYeRqgayZF9KKaJuzhH5Lkkd+/B6OnFr21e4HZlh0a4vI4QAtAVi5SSo87iX0fRdyHE9snemgaPP6UztkdjeSliajLgTjJeRMRmJ2knajDpnFtRYglNw9q9h6BWiztWwgAlmUYGAZFjo+g6MgxRUyn8agU914fvx91ISEnU2YLAe8CkxahjY1+4jH1hY+ABSKTjrOyVPzNH5Q++ReKxAwjDxJ9fwLl4dV3B52HhnoSQEOKbwKKU8rQQ4gsP64OFEP8Y+Mf3XlJiz91krrpIuaeXRN8werbY/QIDglYDZ3kWZ3mOoNNaRzjISBK2YtWL9AOUpIk5NohW6g7CBN1K18Paq41Yng+oLAaPLJgocgPqZ6aof3iL0PGJ3O0nclHbiU2c70YYrXs9vGP2fBfiyfHaWavYNNlMK+bQevOr62u2Ccp3GzRuj6htEznuimpJWAZq4f5NmneCOyljpUPPkuwdRtHMuP2rWxFESvRk5t4rekgInPaDtWt9BiBD/z6UTV0VTTcGHeII8Pz48e0/I4pJmjutBIO/fAItaXDrX79ParzEof/9V5n61++z/NZ1el/cR+bAADf+x59h9qbp//JjZA72I1SFzq0K89/7mM7UKvlmDeQY/wfPkRjuIXJ85r9/keqZWzGxowiyhwfpf/UQRjGNUMBZaDL77bN0bsXryBzoY9evPYHVn8VdanL5v/neCimkmBq9Lx+geHKc/PFdWP0Zel+OjeMn/8XbtCeWQEBiVw8DX3mM1FiscGxemWf+ex/jLj08ZYaMIuzKHHZ1nvqti4y88DfIDh+icvUUTu3BBm7ximM55E6J07j9V/lUiNbNoKg6mpVm8cIbVG981CUtu75j3Xudgsq4cgRNGDRkhRRZ9qsnuBp+hE2btMihKTrtqIFEkhJZ+sQwDVFGSEG/GKFP2U1NLqGgMqocRot0FuUMSZFhWNlLU9awaSOJumPxCIHCgDJKOYxJHg2DQWWMahRXJfOiyF7lODW5hIfLoDJKUmaYii6jojMoxohESEUuEOKzW9mPiAQL8hYKKmPKY+jC7O5TZs0+bX6euWGLprdM1uil7Gzt9/RZxNFDJkP92kNRttwLwjRQ0inUnizFf/8311cPhUDtyRFW6ygJC+l1CzGeF49tJaz4CkYSIe+8KFbfX8hjHdmPuWcUNZtCaDrC0NAKeYLZhdVlHzYiiT2xEF8X6qrUKpPbzd7D38TQU3G7haqhKBqKojJ+8OtEYQDEsenXL36Lavn6ynsry1eZnvwZA8PPUCgdpFA6QCRDojCgUbvJ0vwFRva+skklWSBlRKs5RyLVS65njKwc6R6peJIhkdidMlPXf0hl6fJKK7Gi6LhuHbtTJpUZoFA6hETGnyBENynMp1a5wY2rf4nTiSd+ntvk1o2fMLb3VdLZXaQzu4iiII6L91rcmngd3UgxuneThBuhEEUB7eY8VqJArrAnHmOsbK+ClBGd9hI3r38vPkbd+4+UIXO33yfwOwwMnyTXM05P6QB3vmcZhQR+h2b9dvzvloff9vBqDkbOonGztqmfjQwlS6dnuP3jGxsKDn7LY+5nNzELCbSEjr3UQgYRid7Y56d+vYy91KL/md0sfzQPAvqeGaYz36IxUUHPGOx6eZzOYgtnqY2U0Jlr4Hc8+p8e/neaEIq/S4lQFDQ9GZuH30c79v2SBYH0iYhQWf8MvWcsvK6iJQwiP1xp6ROagprQUS0dd6kJioIMQ6KuokuxdBRNQUYSRVeJggihEJOND6todRdaMw00S2PsG/upXFwi2Z8m2Q9u3aF5u4GZtzDyFlY+sY4QelBIGaGaVjwmEQI9k8OencKrLJEc2YffqCEUdUtrgkiGdMKNhRWBwFJSCBTkDsyr/ypAQem2fm2OMIQL53xuTIQ0ahHN5prQExniSw+D9X52GjqKUFe4IhmGcRCSYcZGzUJBum430KEHPZ/Hm59H6EacYqjrqKkUWjaLOzf7SPb7fuBPz+LPzMcF4uDRFWt3ohB6HvgVIcQ3AIvYQ+j/CeSFEFpXJTQM3Om5mgF2A7eFEBqQIzaXXgcp5f8A/A8AQoh73kVCp4M9N4U9tzN1CNB19K5Q+u0vEzkeQlFIntiLkrKI2g7J43ux9u8mqD26thwpH2lKNUQSv75zBjzyvC3k0XcGnd3f3C1uqju83+sDxXUDRqHrZL/6+fuSq+u9PXGS0p11aBpK8tE4yud2P8bu538dzcrg1Bao3TiLU1vEd1r/f/b+O9iy7LzuBH/7+Ovvfd6l91WZ5VEWKAAFgAAdCIqmKZFqitJIbUI90z3TI6kjZqYjplszMaGI0UgtqZvdLUoUjSh60IEgvKkqlM2sSu+f99ffe/zZe/44N5/J9zLzpSsUKK6IjJfv3XP22eces/de3/etlTp8xRETL3zhrh237hVKyg+8Xv5BQW0ozbkb3CAEYr/L6tnvkkS3Z8ClTPCb6cJYehH542mSYn7/IGYpQ+HQELU3r5PbN5gurHSNiZ9+Gme4yNJXzqMSyfCnjrH3P32BS//sa2vtlp+YYOFPTlM/NUPf03s48Pde5tw//jO611exShn2/uILuNM15v/4PTRTxx7Ib5psd6+vMvmrrzH2E09QODS0iTCVUULzzDzBSpvc/gFWvn2ZWq9kzJ9vAGAUHPb+zeeQsWThS2cQusbYjz2GWcpw/VdeJfHuIztDCDL945iZIl5tjshtIYSOYWfQDHNTWdW9IvbbgCI3tIfG9feIvDaaYaZ2mcnWvsduG003yA3vpT1/mSTw1uv3P4BMpfzoAcxcCXd1NnW022aSVxL95EWZs8n3CPCwyXBM/wh92jBz8iqrcoEJ7SAWDgEefWKYAI+OamDhMKbtY1ZeZVnNoKEhNBjSdlFL0vvXxGZBTtJmcwp+TS0yyl4qYohVNU9elDCxqalUkHtU20tL1bguzyKRtESNA9oJVpknJkJDZ0XNMSUvptMuzaAsBlhV8xRFHwVR2XBODsf0Z3vntD0h5MYtptonmcgfpx1WqfkzO3JlEWgU8qOUCrsRQqPVnqXRngYUhu4w1PcItl0CJQmiDvXmdbwgJVj7Sgcp5cdBCKLIpdmZoeMu3bWg7DNP2PR/QPpBKAlKppHA984ju1sjjEnHJWm20TK3GtM2j8k3YAz2UfkbX8AcHcJ7/zze2Uso10dYJsUffeXBnse23er1acM7LwxarC6eRtPNW+y0vu/Nzl1JHDA7+W3q1UsUihOYVg4pI9zuKs36JKDQDQtNMzaJihfLu9l/5Iex7RLz02/gdpeRMn2/CDQM06HSf5DKwGEm9r5MuzlLGLTQNJOR8afZte/jBEGLyctfScvGbpBFQsd2SgyMPEb/0DHczjKTV/5i7bj11Yu43WXKlX1YThEUBEGTVn0K36utOYy1m5vdpcqVfew/8iPohs3c1Kt47uqaY17a3wx9A4cp9x9kYs/H6LTm11zI0u/JZ3HubWqrlyiUJshk+9B0C5nEhEGbbmexJ6q98/d37Ee0p5vbLuSdgSxHfv4JcmNFok6I0AROf3Ytu1ZGksXvzbDnc4fJDucRmqDv2BDX//g8MpbYjkFuvIjhmGQH18WiZRDj137wSmY03QIUQjPSZ1smWHaeKHSRSYhhZtANG6kScsVRoqBLHHYpDRyg05zH764ibxr/NLavX90oDL4ThMonUdEWgV1Hu7VIN0BmrEzfM3sJa12EqSEjiWamWlLC0BCXlrD6c4S1Lt1rqyAgu7uP7HiFJIxTQiiMSdwQb65+24CVsEwQ4tZri9vALmewK733pEg1shpXalSODKCkYv61aYyMSX68QHvm7gLP28EslNEzuZ5OrYaSCYnvpZITvoszuiv9fPHWxHvM9udpCDsl9fMFVBQh/fV5rjAM9FyeuNO+r4WjppkUy3toNdbXy9n8MIHfJNkgrWDZBUwrT7f9YGUJ7ga6MNHErakIpWBxQQIS2wYnIwiCHlGOJJAuOb20aR9Ly6ALc1MjUbWKStI5pUpiVBilDmHSIlwK0vLrnvFS4naRYYBmOySth2+esSNIuWMzq3vFHQkhpdR/B/x3AL0Mof9WKfXzQojfAX6a1GnsF4Ev9nb5o97vr/c+//q96AfdDjdYWyWT25YgqTCm9RdvEU4tomUd/IvTaUaQaeAc2UXxladQUUz9D7/7ILu3CU5WcOhRhyRRnD/pPwyn8LtDLNEMDbM/CyiChr+t+8R2ZWV3A72yOZPH6CtS/rGP3lebaAJhPPgJvWY6DB7/GGa2RGfxOjOv/T5+fWvJk7qNWPdf4f6glCIO0kmijALq10/17OZ3BnemxuDLhzCKDtndfTTfn8Xqy2EWM9iDBRrvzZDbN0DxkVEW/uT0WjZP/eQ0459/nPz+QbrX06rW1rkFFv7sNIkX4c02KBwZofz4RPq5SMvN4raPO1MnrPU0tTY8QjJM8Bdb6Wc3T7Slwp9vkHSDdGK80KRzefN5lh4ZIzNWYfo/vIU31wCgeWaOgZcO4oyU1vp5bxBkByYYPv5xZBwie/e4ZlgITWP1/GsEG+zec0N7qRx8EsPKYhUqaKZN5eDTOJURZBTQWbyWZtVseFbclVnaC1cojB3mwGf/D8g4QiYRK2e+Q3P67JYedRav0V2eorL/cQoj+1MXwMBl6dRX6S6nExq7NEj/4Wcxs0XMbAHdcihMHGHPJ/4GSeDiN5ZYPf868h6e0aC9itANJp7/PMOPv0JahpwQduo0Jk/Tmr1IVhbIigJH9KfWIvq2yGCodNLRVnV0dHKiiFSSouijKheQSAxMMqLALu0gw+xGQI848teyHkICumydeESENFWVAW2MZrJKWQzQUQ0C0kmdQ54lpnup0+CqNkJoOCJLRzXX+pbGnCURIbbIpCVs5G97TtshoxcoWoPYepbj/Z/GjZvEcivJv9C9yIJ7EXrtDlSOsHvsRbreClJG9E98goWVkyyunsYwHEYGH8cPmnhBjb7SPob7j3Np8kt0vWX6SwcoFXaz2rhILjvMUP9xllbfZ37l5C0dpG5GPid48rhNNvPBOPEoPyRermGOjeC9dz4Vj74Fbk0Ibbexhn1gD/ahvbT+7Ou0v/LdtQwjY3iQ4o988n67fk/wvRoz1791z/srJem05um0to/GLs29s+l3IXTG97xEvjjO9Ut/zsLMm2tk0EY0alfJFyfI5YdTzZ8gdQrbtf8TKCW5euFPesSNuql9jTjyOHDsx8kVRra0G3h1lrzt9VPc7kqvRG1De5rO+N6Pks0PceX8H7E8f3KNDNqIVmOKE+Vd5PLDaJoFbA1WhkGL6vIdxEt3CCVTcd7tsPvTB+k/PsLp/+UNWtdqGI7Bs//95syn6ulFDv7Uo5QO9iN0gW4bVM8srbcdSWZfv8rkn17cFDSJ/R+8ktNCZTe66WBaWeLQTe2idROh6VTnTjOy9wXc9gKB1yJXGsNtLRJHHk42ddnN5AepLpzZFHAwNXsLKaSUuuuSXF92iVWIxeZ3SU4r97JRtr/GmmXgL7fQbIPEDUm8CD1rkbghwtDRLD39m2OmWimAmXdQSmFkrbQqIUpAE9uubbR8FnvfBMH1WXLPPQ5C0H3jPWT77oLwUTekPdOiM9vGXenSmWkR+zG18ytIqQibfprJk7kDIb1DJL5L2KgS1paJ3Q7ty2eRQTrm+svzJH46V406tyYL9Dssr/VCAS2bxb9yBS2bluEqpbDGxmBxkbh+75IRmm5RLA/Rac2jaXoq3C+0tfXyjRLfbH4I2yndJyF0f2OqKRyM23xXhYJgbEJnfEKnXNFYXZF8+xvpnEOqBFe26GN00z6OlsO6yY4+Wt38Tr4d4nodLZvFvXzxlttohWyatGDqqDhBxQnh1OKOj7ET6H0VMscO4Z46s21Q6UHjblzGbsY/BH5LCPE/AieBf937+78Gfk0IcQWoAT93f11MoVk2maEJrL5hjEwelKR1/RzBSjqBEIaJZljIKNgUVU7aLt23L67pgdxAtFyn88b5nmvAwxucHEcjmxcszn440gOVUhR2Fdnz8d3Ur9RYfGOWcLsUy/tkrvSsw8NIW9eEjkmaNZSQ7Cg6fSfYpQHsQlrzX7/+Xioke1P0WTNtNOvB2ez+FW6CkgTNVVQSo1sZnL6xuyOEZtPJeXZXH85Ikfo7U/Q/f4DMWAmrnMGdqpIZK2EPFhj90RMM/1AqVCqEIKi5m9YD/nxzTZw9anoEK20yY+X095bH3B+cZOzzj1M6MU795DTV16+l0bMHhMyuCvZQgYmffnptEi00gb98945iW6AkramzqDjCLg1h2BmUkkTdJp2Fa7jVuc1RiN57M4k8vJqPV1tkPQ83LfW6+TmXccjcG39Cac+jOKUhhKYRua01W/qbEXbqzLz6e5R2P4pd7EcBYbuGEF1GjpVYudJeO4aMAoJWSNDaoLGxptifwq8vUr38NkFz8wRAJjHtucsEreoacWTlKxQnjhK0qiR+J12kqbSENNM3SmH8ENPf/m3UXEiAx7S8uJbOr1AEKs1YCPFpqioVMYxAYGJRVytr2ykki2qajmqs9SdW0VoUMXXE2P7arsp5juhPURB9FEU/8/IaCfHafptLaW78tt5WsuEdqTaUHilU75wurS0Y0nO6dWaepWfpd/aglCJIuujCQNe3TiN0bX1ibhgOY8NPU29eZ2rhVaSMGBt8krGhp3pZQmlJzEr9PKu1i9h2ieMHf4pSYRddbwUFdNwlpua+i9A0BipH2T36PB13iWZnZ2Unw4MGjz1ifyDlYgAohXfqLJnHjpJ/5QVkEBItpveDlnEwBipIzyeavod0dF3vLc5uaKalJWj5j30ELZd9sOfxIYVhZnAyFZIkwu0sb0sGAWuPgZTR2phuOyUsK0+rOYvnVuEWz92Nv96y7buAaWbT/sYBbmdlWzJo44ETGcFdZols206UoNtG6mZ4N1MlAdnRIt35Fo1Lq0TtgOzRQZzBzRkn/qpL9cwSoy/sBgGr7y+saRDF3ZDmlVWK+yokfkTQSN8rQhcPRpvmA4YQgmx+gCQOMe08SkmaK1fI9+1Of0dSX7qIplsE7gDd1gIohe/W6TTnyZVG08X5DQc3YeJoeW4eP29kPdwNXNkiVB4ZCpvGA1vLktWKdGVj2/06V5bpXF1eS2LumTdvP83oBbfqp6ZBCIqHh0ETeLN1ora/fbmYpqEPVHAyNtH8Eloxnzoc3iViN6Ljrj+HXq987YZj3g0E4YNZZ8nAXyOAABJ3PfNJJTFh/fbzPYGGrW3/Lo5VmGZiBwGiWMLo68Men0jvlZmZVNT4AQS+Nd2kb/AIceThuasMjTzO4tzbeG5AvjhGue8AIAjDnWXAqE2zhxvnKbaUKd5VH9HJ6oVtZUduwHUV7ZZibjZhZjph41eT9ITN03Lf9TY0dIp6P/V48a6z7W7glrpBN45hm9h7R9ArBcK5FcyhyoMlhITA3rebvr/+k4TTc4QfNkJIKfVN4Ju9/18Dnt1mGx/4mQfQtx4EzsAo/U9/nNzEQcx8Ma3FDjzCVm2NEMqO7KH/qZfpTF2kdvr1tUWNsEyssX6MwfKmh0yFMe77V3esDH6viGNFsWwgE5i+Gn4IBkJF2Apwl7toukDGD6lD+k2LRD8kaXZuMdLsDCqKKXg5sto4jsjRkKs9Ydb7mzilpUq9RVISsfUiCQpjB7FypQ9uQfEfIYLmMm5tnmz/BOW9J+gsXN1kG74FNzy7gaQbEjZcSifGEYZG/eQM5Sd2U3xkDCUlYcPFHiwQNT0m/93r+AvracVKKqK6i9ZzUkHbqot1o8xSxZLV167SubZC8dgogx89SPmxXVz/N6/SvvCABgOp8BebXP/fv0NYXx8EVCwJ6/df3hp5bWpX3rnzhkB36TrdOwixb4fYa1O98L0dbx926qyc25ypuevJfo7/2D6+8c/P4jeXmX/rT3fUVmfxGp3Fa1v+rpKI6qU3134Xukn/kWcp7z3B9Hd/l+7y1LoLmaZTHD/MxAs/SW5oN525t5EqQSBo90gdDY2YdJIqSXV6dmuH0dDoqCZhL4snIqSjGphYdFUbRbIWtd2JVoRHB091GBa7gBsZP6z9v0gfK8yREFMRg8QqxlV31prq0NxwTjfEsNfPadt9olVOr375jm2Hcr20xzTz2GaemfbUml12vT3N7tEXcawSfpge+4ZVLCikim8qCevZyErJau0CIwOP0Vc+sGNCaNe4wdFD1p03fIAIrk3T+vNvUvyhl+n7hZ9Edro9wXkDYZt03zh194SQlISTs4RT8+RfegZr7wQqSdCyGWS7Qzi91S1VK+bJfuQxjL4KWj6L0V9GFfOUf/pHkO0OSb1F57V3UK6HlsuSefoE5nA/wrYxhvpBQfknP0vSaiM7Lp3vvoVsfX9d5pI4IAq76cKm/yBudzl1meytaIXQcTIVdu37OIaZobp8tudCBlHYJU5CMtk+yn37eyLWPXFSkZZVlvr2MzrxLEkc0qhtfZfcLeLYJw5dsrlBKv0H8b0aSRz0jinQhIGT7Wf3/k+g6yarS9eJ4/twg+uhcbnK6Et7OPo3n8KrdnEXOyy9sYNnRkH17BJHf+EJ9v/EMSI3YuCxkS0albEXsfzOPMf+1lMAnPvXb6+5h8VexNSXLvHo33uW4//5czQuraLbOrnxEtf+4CzNqzWMrEn58ADOQBar5FA62M/I87twl7u0pxsfsH377eG7NTKFIeLII4l8pIwpDx5KdUyCTipKrmSqKSUTSgMHaVevk8QBSkZbysWyWoGCXtkyp4xUgH+XhFCkfNpJjaI+uNaeEAJby9JnjNANG9vvqBSozTPeO45IMi1lbV9KNU3UbZyNpecTLayg5TKEs0sYQxHK30jibCUZ2Ob3HzQYwqSgbxWWV0rhyw5KKNANNMPAHBgkrtXQSyX0fC4dH7YJstwNBJArjKCUZGH6e8Sxh++lGUdCaNhOiVZjEgAn27+jNlPHrq2ZlKZm3zN3bQiTot5/W6exJIEgUDy+36RQFFy6sP4OUkjaSY1QepsIOCEE/eY4s+HFlIB7CIhXm3hnr5N5dB9Js4tRyj/YA4g0eCQM45YPhCYMNKGTyGjbdbBAQ9MMErmz7+D+7roPAFZ5gJGXf5zs2D5it4M7P4mRLWBkN3/5UaeB3T+CZpi0rpwh7jYRhk7xlScpfPQEsuNv0s5J2i7ehamHTghpWrputTNayrw/1KPdGYI0Rbg13aR8sI/cWJ7m1e1Tn+8HNw/k/uUZqr/6pzu3jL8FBsIhYuVhYmMIE6Hu300l6jbXnK/yIwdoTJ5ZIyKEbpAb2sPwiU9gOLkfWF2fHwSEnTq1y2/jlIYo7X6EqNukduVtglYNmYQIoaGbDka2gF3oJ/Y7dJcmgd5Au9iidHwcf6FJ1HDxF5sUjo4QtXwSL8KdrSPDGKucpf7u9FpES+gaKpFrhFB2dx+aZZBECVY5izNSSrcHEL1snfkm/mKLxqkZHvm//SilE+N3RQgpmbpgadbWV3B3ssrQp46iZyy8s/NrL40b/fwwI9tnMXK0zOypGqG7/m4dPFjEzOjMn6mDAsPWGThQID/gEAcJtckOraV0wWYXTAYPFDj8yigjj5Q5+LERQjfGa4TMvLu9q8e9QGgaVr4PpVQ6wY9C6E1PddPBzJURuk7ktmirOitqnj3aMVzVRqEwhMlkcn5NgLml0r71ayNcTU6vZfFEBMzIK+zSDnFQyxMTYgqLVTnPirozIRATUVWL7NMfZVFOErBOtizIKQ7qJzioP0aiYjIiz7KcxqWDw+2zRdJzmmOPdvSW53QzEhXTje9uvLCMLFLGRBv0X6SMkCrB0HuGAUKjlJ9A1wyK+XHiJKTZnmG7EVOqmDBsY5tF2IEVjmHAUydsctkPeJkRJ3S/d5Jwep7MiaOYo4MgBEm7SzQ9j3/ucjq+9O3CahuohptGjuMY7+wlovllbogQ+heuES+nUelofpHar/8+2aeOYwwNpNufu4J37hLO4f1ohRxqg/CkMA2M/gp6uYTQBMGllODVLBNRKSN0Iw2WaTq5sb0YI0No5dSxNLiSlmwKQ0cvl9CymXSCmv41za4tDxJ1GnjVD058U8qIpfl3yeaHGNv9AuW+/XQ7S8gkQtdNbKdMNj+IbmRoN6aZm3qVuOcW5rtVluffZWT8Ixx85Cfotubx/QZKKUwjQybbj5NNF3NLCydZXdpa5nrX/U0iFufeIZMbYGLvx6gMHMLtrvT6a2FnymRzQ+iGTaN+nfmZ723S+rhXLL81i5m3GDgxjN2X2ZRREbZ8Vk/NE3W2J54WX5vCyJhUDvcTezEzX7nCyrvzeKubgxK1c8ssvzMHCuoXNmdl1i+s8P6/eJ2xj+6hdGgAGSZ0Zpr49d67vpJh4pP7MTIm7ck6uqUz/on9tK7V8JY7WzJAHiZ0XdA/bKDrsLIQb4ld+t0aS1NvATccLBWdxixSJkgZsTJzEgAlY+rLFxGagYwDQr+FUpLAbW7SuOozRslq5S39aCVVkntYxK5Gs4xYB9BYJ751DAatPSxH02uOSw8KKrmgud/1AAEAAElEQVSzQKqANRcp++BupB9uejdJZG8hu7ls7naaMj8IKBtDZLWtBjixCnFlC3QNo1BAWBbx0iLm0DAqjlFRjJ7JIoMgXTzeo2aMAtzOMoFXJ18aw20vYzslMtl+wrBNHPlksoM9w5ydtRkpf0sAS8ckoxWpc2/B0IxWoKAP3HG7dkvy7jsh47t0CqXN90o3adBJ6lgis4lcLej99BkjLEcPz/wibnZQUmKO9BE84HIxEAj7dkEsQcEeIm8P0A2rNL1FdC19bmIZoAmdrFkhZ/ez0rmKVHfmOj7UT53QTUpHniQ7vp/2tXNUT32HoLZM34nnGXj6E5u2DVs14m4LqzKEkcmlhFDGJvv4AZpfexf31BXYoIujlEK69x+BuRPiGHxPsjIf3Y3JwEOF6Nlw186v0Jl9OIJZsuvBBu5fMw1kx02zhO6nXa1EQkLCzRHke0fktmjNnscpDVLa8yiaYeJV51EywSr0kR/ZDyjaC1cpjB3ctg3DyZHpH0czbHTTwnCy2MWUeXdKgwwce4EkCpFRiIx8vPri7bNf7hZCYBcHsIv9aIaNZlrYxUG0XqShMH4QUKluTBQQ+d30HDdGrYSGUxnGypXXziM3tCcVGwbKex7FypXWziNym/j1pXUL4fuEkgm1y29jFwcYOPoCg49+lOLEEfzGMjIOQGgYdhYrX8HMFFh6/5trhBBK4c01GP/CEzROTqMSiTtbZ+hTx1j++gWkH+FN16i/PcXYTzyOWXQIql2sShZh6sz/0Xtr/cjt7mPXTz+FO1un/PguUIrm+6lAqFXJMfHTT+HNN4hbPvZwEc3S8RfXnyNnpIhZypIZLWHmHUqPjBI1PfzFFklPO0FGMd5cg4GPHuzZzSsap2YI6y7tC4u0Ly6x62efwRkuEnV87MECSTdg8SvnbxuRe1gwhUPB6KMW3X7RVxjO8Kn/9gRf/Senuf56TzA5q/P8Lx3Cb0bMn6ljZQ2e+Om9HHhxmMiLMbMGfjPk1X99ieWLTXJ9NnufG2LsRB+FwQwHXhomDiW1qc4DJYRkHNGeu0Rx4ggTz30er7aIjEM0w8TMlcj0jdFdnKQ1m5aJzcpLtESVDDkUEKjuJnImImRSnsfCpqE2p5TX1RJB4lIQFTR0IhXQUmnZW0vViG8R4bkBT3UJlc+q3Fzr79LiUnKSouhHR2dRTtMibTci4Lo8h9fLFlIoanKJjqiTkPTO6TItUdtwTu6mc3ogWJukbZhM3lht3YhmIyjmxynmxrCtAmev/j6u/2DKMC1T8OJHMg8ku1PTDEy7QOA1tnzmZCr4N3RlBOk5xgnR9DxqpcXgiZfRDJMkDEkW28iWm2aHRGCcWkVeX0kJIc+n/ht/uNauSiSN39mQHScV0ewizdmtE9Du6tbMv6TaoPHbd86uMzJ5+nY9wcKff5mwtYPnTIBmWhR3HUElkrnXv3jnfR4gVpfOEsc+gyMnKBR30T94DE0zkComCru0m3M06teprVzE666XH8exz/S1b+B2V+gfPEYuP0KxvAcQJElIGDRZXT5LvXqF+uol4ujBPA8ri+8Rxy4DwycoFMcZGHoEIfS0v0GXVmOq198La65mdwt9oIw1Noj3/mUAkiBm+s8vMf3nl7Zs25lpcvZX3kUv5TctPo3hPrSMTTi5wPUvnuNO+aH+apfT/8ubGJUi8UYbZgHmvnG6jQ7n/+272+7bnWtx6p++ek/n+qCRy2sUR3WqS7eazyhkspmoiTdkQm78TCYR9OZWN+apG+erBb2PcfsImti8uJVKUo3m14IJd4NmvEI7rlIxRjZlCfUZowxau5kLLt12jHkYUIkkXq0jWh3QNJxHDhAvrZLU0qzQRKWBAf0mAihzBzHsDzNskWPcPoIhNi/mlVK0k1qaISRjvKvrunLRyjqRGi3fh8NrDzIJWF06je/WyWT7EZpOqzm7lnXYaaW6aVImROHO1mSe7Gy5fwxhUDIGWAyv3oN8h2DY2ocp7py5m8tpHHvEJF8QXL+2+TiBclmNZikZQxisl6pbwmbcPkIzXn3gZOgNGH1FjBslYyN9+JfWA816qYi1fw9JrU44Mw9SIkwTa/d4WoVwJ2g65ujwbTZQtIMlEhVRtNPtclYfIKh2r1N0hrH0HIZu3zYDa9P57Gir7xM0yya/5zBRp8nKm1/B75WHqe1YaamI2g0yw7sQZnqDCQEqSggnF0jqD3DxfReIQsX8VMT4XpPLZ4Pvu6i0Avyah7fwcJXT49XGpvm/3ldIXQbuEzW5hELRUY1eEcEDWBwrycqZ76JbGYrjRyhOHKU4cQSZJKg4xKsvsvTe1zEyBQqjB7ZtIje0l90f+5lUuE3TUuvCHpGS6Rtl/NkfR6m05EFGPvPv/Dn1K9tPku4FmmExcPR5+g49k/ZBaAhNW0s9Le89QWnXsTX3sqC5zNS3fmuTrotuOYw89kkKE0cQIj0Hoa+nr/YffpbKgadBSZSSdBevM/P6HxB1t3N1uLfFVxL6LJ78KkGrSt+BJ7EK/ZR2DyD01EJSxiFJ6OHVF/DqGxbHKnX36k5WaV9aQiWK7tUV3MlV2hcXkb3a8tk/OJlmEp0Yp/joGHEnoHF6DhVLVCLpXl9h6SvnyE5U6H9hP0kn4Oovfxu3J+4s4wQVJVSe2A2aIO4EzPz2O9TeTKfNQtcY/MQRCgcH0bM2cTdg7POPE7d95v74/dRWntRpZeY/vMXI544z8NIB4m5A+9IS1F3ibsDUr3+PgY8eovjoGJqpEzY9am9ev2WGkCHsNHVXKULpYWo2ujAJpEusQmwtiyEsIhX0tk8dU7wknQw4eh6BIJQehrDQhUGiYkLp4eg5bC1Hwei/IyFUn+4ye7LK4U+MMvnGMkrC4P4ifbvzfPtfnQcFYycqHPvMON/6l+dYvtTCKZq8/F8c44m/todv/vNzNOa6vPUbV4mDhEMfH+Fb/+IcXjNa0154YFCSxuRp4sCluOsYTnEAoenIJCLsNmhce4/W/GViNx07JJKGWqHBrcUJ6+rWulcubVy1dRy6URK2HXQMDEz6tRHaqoHL1v19XPxtJjwJMStqs9NRlybdjQLoOzinjdCEjqVlCBL3FinKAlNziFWI7ImWRJGLphkY+roGm6aZCKGnZT6k4pDzyydpdWY4su/HKOTG6HSXtj2GJgwsq0C7M8dOwpvDgzrHjz6YcjFNNylV9hBkykBauiQ0Yy0NXzdsdN3CsDK0G7Nrk23dcnD6RqldfBMhtDRAEPq4y9O0pi9QGD+05Vi6lcEqphO8sF1N3fcMC6vQh2ZaJIFH2K6tlTka2SJWLnVbCbtNYreVilAX+tHtDLHXIew0tujjbYQQAqvQh+HkiP0uYbsOSmJk8pj5MkiZanBFQUrCr87Rmb9Kdmj3WhtmvoxAYGRyyCTpacM9eJ1GpRLqq5dpNaYxDAdNM9YEUKSMkUlEHPvbCo9HYZfF2bforE7iWCW6cSMdn1GoJCZOgvWSrnuCwNQdomRjVlxMdfkCzdp19E39TR2rkiQkif014kDXLDJWGS9skMhwzZZ+O2j5bLo4GaxgjqeEkJbLYPSXkFFMvFxDsy30/rTsPVqpo4IIa98YmccO4b5znngpLSnR81mSbq/fmoYxUEaYOmga8XIdFYTofSX0QhYVRsQrdYzRAfLPn8A9eZFoqYZsd9EKOTTLJOll4QvHwhgoA6TtxMm2bX+/oIC+QR0nI5i9Hj4kd2BBQe/jYOZpcjdlB6WEQZVGvLijUuKbESqP+fAyRaMfY2OWkDDYax/HS9rU4vl7anvzGfT0y3ZCLmkCLZdBODZC09LytA3jeKQCYiJM7E27lYxhRHD+Ayew7hcZrcBe5wR9xuiWAIQkoRrP48uH52q9diwZ022nAYNOO52zBX5j0zaN2tW7arOT1ElUvInoEiLNdMvrFVrJ3QRwUqJyyNyDuIXT3kYYBiwtJZiWseYwthFL0STD1j7KxtCmvvUb4+x2HmHSP0N0G23EnUJD37TmlF6ASiTmcB9Jy92ko1X4xIvkX3qWuNFi5Zd/laRaRy8X6f/F/2STe/YtIUCz7dtuogmTgjVAzZ0mbw/gx20sPUvW6sPQHTrhCgV76LZtbMSHmhASuo5ZqOCvzBF17mwlqOIoXQT3HkTpR4RTi+SeOkzc6JI07k/D5l5g2YKx3SbXL4QP2zHuQ4VooZqKo+npja8XchhDfcTL91eediNy8kCIoA0IOzVmX/t9skN7yVSG0QwbGYcE7Sru8hSx38XMFpl/58/xagtbHMiC1ior53YW6VIywa9vHwWoXz2JV53vZcXsfBKtkpj2/FWScGcvvdjvEgebI58qjmhOn8dv7mxxGHbqJOF6RDBorbLwzpdJ4pCgvf3goJSkNXOeJHBTId9trOVjv8PK2e/QuP4+2YFxrHwfmmmDkkR+l7C1ildbIAk39797fZX3/i+/s/77ZJUz/48/2tx2y2fxy2dZ/PLWMoC4E3D9X9/+GsYtn8lfe5vs6G7chektznMqkcz81lu3bSPdEDpXVrjyL76x7cdhtcv8F08xv8Oge781TkYv0I6r6IlBvzVBpEIUkgX/MmPOEULp0Y6rFIw+LC1DomKa8TKJjOm3J3puUYKMnieQLoawaMWrlIxBIhWlROMdEHZjrnxnked/8TDF0SztJY+xx/oI3Zili+k7fM+zg9h5g/0vDrP7qQGELshWLEqjGeycQdiNCboRUZAgE0XQiQk6D0f4X8YhrZnztGbOP5T27wcCwbC2i0ExAcA1eeaeIscPEgVzkIPl5zlb/Rp+spWcMjWHg+XnWXSvUPNTrZIw6hDFHqX8BI32FEolFPNjRLFLsEHQMpERXtBgqXqG8aGPUG9N4vmbMyWE0BjsO4pt5plq7kzb5enHHPrKD8qdUqROMHaROPbpthYoVPYghJY68TlFTDObZv5om6dXMgrwVmYJO3VyI/uwi/24y9uns2uWQ/+x5zAyBYSmkQQuy+99E6tQobz/sXRulC1Rvfgm3YVrGE6OoRMv90pZJO7yDM3JM+SH91E+9CRJ4KFbDrWLb93ymABmrkTlwBPIKMDMlVh85yvEXpuBR19C0w2EYRG2a6yc/s4tiaX+I89ilwYJ21WsfIXWzAXqV07e8zdu6znK9mharhjVMTSLTlilZI/gRnUKxiCm5uDFLbpxnYo9hhAatWQWAfRn9iKASIYoldCJamSMIlIlWMom9Nu4wQqgqNjj2HqOjlwl0g3K9gixjKgHs2jCoM+ZQKqEblTHi9fnpEJoZMwSUeITJR6OWSBjlal3pxFomEYGTegEcQdDWMg4wosbmHoGQ7OI4u5aG0HcQSnFQH4f5ewE07V3EBTI2mXa3jJBfNNzJwT5TzwNUqLfKBc0dHIvnIBEopfy+BenMIYq6MU8susivYAkbmOODmDvGSVeriO7PqDIPnWUuNqkvVhFc2zKP/UK4fV59GKO4Oos7rsXMMcGMIf7MPrLdN86i9FXwto9QlxrIYMQ2e5ilAvkX36SzndOkrS75J49jpbPIEyDaG4F/9w1yn/tk4RTi+iFDMH1edy3Hox72j1BQXU5YYOk5BYMGBOEyqeT1NacHXcKDZ0hcw97nRMU9YEthEFCzEJ4NS0puqfuK1aiaQajXelCe8N4ndVKHM2+wFXvXZajqXuaPws08nqFfmOcrmywcpelOCqOcd8+vUl/zJVtQumS0TZLgFSMESrGCLX4gytDvR8YwqTPGGPCPkq/Mb4l8wugmzRZDK/eNyH3/YIn23SSxhax7JxeZrf9CJe8Nwl3SLoU9X4OZZ4hqxV3lLnb16/x/Is27bZkeETjyk0Jj77sMBOcJ69XMDbYzevCYLf9KBoGk/5pAnVvZJwtMlSMUbJ6kev++2tEZVJv0/7WSYy+ItFKY9M+MoxSJkupdd5B09BLBZAK6Xq3lSARQoB563eMLkwmyo+hC4NumK6r4yRIxxcVowmDgj2MJnY+9/lQE0KQ1uOmGQp3uGmEQM/mSQJ/zWVM6BrmSD/OkV1kHz+YXqDe95+0uqz8my8hO3dIB775gt1l2rlugJPVmNhvMjsZIj/4ao/vC+J6i3B6CedQKoQqTIPsE4fwz177wEm5nULGEZ35y3TmL2/7eeS2WDr1tW0/8xtLLJ78yn33oXH9/Z1v3NOzUYlCz+i4q5dozaxPqMy8dVc1+DKJqF+794l72K6xeOqraVTIWB8QNctARql7E0rRnrtEe25rCvvNiNwmzek7E8EbIQwTI1sAkTpDyChEsxyEbqBZFjIIkKGPns0jNJ3E6yCjCD2TQ4bpC1p3spAkaJYNmoYMAhK/i9B0jFwB3cmS330Ef3WBZAc255oOhpHaskahwrRS3ZM4Wv8sDBW6BrohCHyFEGCYAk2DMFD0D+louqC6FG8buRQIWtEqtWiOkjlMzijTies9IUBoRosUzEEMzUQiacYrxDKkYPQRaj7tqEonqbMv+ziebLMSTDNo7yavV2gnNbykRb85saNrMPXWKk/+9D4OfmyEC1+dY98LQ1x7dYmgHYGAXJ9NHEiSKM1WU7Fi5mSVzoq/SXfoBxGaZpLNDtLtLu3YEv1WUCiqcom2aBCqgFiLyefGHkjb9wpTsylZw1tS/G9AKknFHsONGmuEUJz4zC+/y66R5zHNLIkMKeV3sbB8Ej9sYlubtRaqjasM9T3KyMBjTM19B4BcZpBdI8+Tcfoo5EZZWDlJq3vnxYKmwUeedCjk70xm7gRJ7KeRVZWm2ydxQLs+lQoF1qdRKkb0JmA3a8BoholdGSYzMIaRyeHXb51NlukbJdM/TvXim6g4YuiJT+L0jeLXFqlfPYXQdCoHHic3tIfuwjV0O4ORyVO7/DZ+fQnZI+orB5/EXZnFW52jtPdRSnseSQMatwg2yCSmcf003YVrjDzzQ2QGxlBJguHkqV95F80wGTj+UVrT5wlu4wIZduosvvtVsoO76D/2PK3ZSyT+vU3GM0aRjFGk7s9jaBYFcxA3alC2R4mkT8kepu7PU7ZHyZolLC1LKF36nd3U/Bn6nAnmOmeJZcRgZh8KKFj9NPw0gp41SrSCNPO44ozRDleRKqFijxKrEF0YVOwJvLhFyRpmrnNuU+YPpERoMTNK1iozufomhmaTtfqod6fJWGVGy49Q786QswewjAwdv0qcBOzqf5q2t0jkBthGnnJ2DIHOYvM8hu7ghg2ixKecGSdn9eEGWwNqWj6LXszR+P2vYx/cjX1gHKNSJPP4YcKpBbSMjV7Kk7RcjP4y0XKdpOOiojgligYrdN84jQrS97N/ZRajUlhrXwUhnVdPYQ73Yx/ZA7qGXswjbAutlMOoFPEvT2MfnKDz+vsoN73vw9llwumltT4aQxXaX38bFceUf/xl/PPXUUFE99VTGIMVnGP77un+eFCIYwVJz0HyFlPUXfYx8noFV7ZoxMs04xU82SJRca8MNx3ThOgJuqJjCIuiMcCIuY+SMYQlnC2LYKUUq9EsC+GV+yIMQuVz3T9NRitSMPrWSkWEEOT0EkezzzMQTbAQXqUrG8S9kq31TByR9lto6BjowsDR8pSNIUrGEHmtjK1lueqf3BkhFCeEk1uF7m8gkF3aSZ2CPrCJRLFFhsOZZ7jsvUMzWbmtMLCGjib0VAvwNoYIO0FGK1DcgaaNJnQMTGwtS16vUNIHyeqlba8tpJlQU8GZeyb7NkLcuEZo2y72BaBhoGOsGVc8CBIqVhEr0RQVYzPJIHqlXyDSc0xa214HDQNbc+gzxthtP0JB70cIgewFFrYj0W5gdibh9e8GVKsSbZvNbpChxWCACfsImtDX7n1dGOyyj1IyBlkIrlCN54lUQKJi1BoxKta+V13oaMLAFDZFvZ+yMUxR7yejFfBVl0n/dCqG4ljohSwoSNoemUf30X1jff3V+fbreKfPo4KApLH5unffeY/2t15HRbe+X4Wuk3/xIxQ/9bFtP5cqYal9EYFGLAPcqJ5WboR1pIpxwwaGZpGoaG0dcCd8qAkhFUeE9RWcgTGsUj+ed+taR7tvGKdvhLC+Qux1e/sndN48j/v+lS3byyBKB8DbdkAhb0ph1TL2XVXDuB3J1JWAJLplQO0vJZJ2F/e9y9j7x9JyH10j+/ghOt8+uTZJ+I8ZQhPYlQyxG6VlXFKhpEIzdWQssUsOkRuCVBgZM9W8CiVJECN0gdA1MoM5MgNZGldqVI6mEafGpVWCpo+Vt6kcHWT55DyGY6A7xprtq9OXlm4ENQ+5Qfw7UzQYP1qgNudRm7v39Eq7P092Tx/1t1NB0soze2icmiFxH346uFkok999BDNfxFueo3X1DIW9R7D7R0l8F7+6CFKSHd8HKi0zbV8/R9/jL9G8dBIZ+vSdeJHY72KXB9NyISmpvf8amZHdZMf3o+IoJZ12iEefdKj068xPR6wsxjzypIOmwZVzIXsPmZiWoFmX2I7AyQqunAsRAo4/5bCyGHPxTMCLn8qhFHz3LzrUq9u/SG4Mbn7SoZs08ZI2XtJCIJAoYhmS1UtoaDhGjkgFPdIoomKOYmkZ3KSZ8na9CUSgPHJ6GVPs3LI77MZcf32ZfS8M0VnxyVYsZk5VSSIJArxmSHPB5e3fvIpbv8lxRK799wNT4C/kx/CDJvn8CK67gq47RFEH2yqSzQ3i+01arRlyuWEMw8Yyc3S6S3hejVx2kFx+hCQJaTanKJX2MDR4nGrtEu32LF7P2eNm2HaJYjG1mm135rHtEs3mNJaVw7IKdDqLZLOD5Htte81pysV9DA2doFa7TKs9i+dVyWT6KBTGCcMuzeY0jlPCcSooJdF1E9etIpOQYjHNbGg2p4jjgHx+BEO3Mcws7fYcQXB3xOutkNq/amgbbOeVkizXzhFGXSrFPQihM73wGrXmVZSSxEnASu0CXm+xG0ZtphZeo5gbQ2g6zc40QojUkSxosrjyHm13cUek2ECfzoljFub9VyuvnUsUbJ6HxDsU/zWzJSoHnyLq1Kme+x5+/dYilIaTxakMU953AiUTgl7GaH50P4WJwyShj1MZXhNyDlo1WtPnqBx4kiT0qV95F686j1MZQhgGTmUYITTclenbBmQSv0vYqqaluYGHZtpojkmmbwQOPIFSEn91fkuG7M0I2zVUEhN1GwhNR7eceyaE2uEqppahZI/QiaqInivXjQyIRMW4cZOiNYSjF7D0LGHo4cYNIBXY7EbpveUnLYrWIJrQceMGumZg6s7asZa6VxjI7EUTBoZm0w6qmJpDxijixS1C6a61uxG2mQcUpp5FCEEQd9ZIUyE0vLBF01tgsHCApruAG9bQhEEiI1baV9GEhmPkUQrsHmnqhvV0sp/4BHF6z3nR1mMjZa88XEP0AjEqSYhXG7S+9BoyCNN3txBEs4sUPvEMwtDxTl3qyTxuddXcCBVEqDBGJQlCCPRSHnv/OPXf/grFz73AmluKSoX6t727emVCQtcQmpnKPqiUbJJR2vbdBlsfJISAbE6j3pb0Dei3nOJrQiejFchoBfqNMRSKSIX4soMvuynBQoxAwxAmlpYlp5XS8RORBvFutplXimayzFX/3R1nWNwOrWSFK/47HM08T0Zft6EXCCyRYcw6xIi1n05Sp5PU8ZVLoqIby2F0YWAJB0fLk9HyWFoGDS1t4QFfI4ViMbzGoLkbW6yXFAshKOqDnMh9nNVolmayQig9JDLtp0gJD1NYmJqDLTI0k1XmgkvI+8ii3ec8zj7nsbvYQ2wi3bZDJEMmg9MshZM7alHHIKuXMIWVEjs9gkIn/WkIAx0TXZiUjMEt+2vCZMI6TNkYXiMDEiISlSCJez8TpIqJVUg3ae4o81ghWYlmGLEOUNrgZnejz2PWQSrGCNV4jnZSJZQ+kgQNHVPY5PQSFWOEgt6HQOuRQQm1eD6VJNjGle0Gul3FhfO372OkAq75p7C1DMPmvrV1ukCgC4OyPkQpO0AgXVpJFU+2iVSQmrv0CFBDWDhaDkfL4+g5dMxN19dPemOYENj7RnEO715LKjEGy5sIIdl1kbewio9Xq0QLi5t0jbdA04ir288fIb0eXrTNvE2lvEaYxITJ3Y25H2pCKAkDWtfOkh3bz9DzP8TKm18lqC2vuVwI3UCzM1jlfoae/Qx6Jkf93JvEPU0TFcV037qwbdvCNO7sMKYUSXPzF2rtHkn3TXa2uI0juPjewxev/tAhSvBOXiT//HHM8fTlYY4OUPqxj1L7ra+Q1O6OKReWkYrpfkizi+4KmqBybJDygX5AsXp6CatkE3cjdMdA0zUKu8tpxCOI0XSN+sXVNOtGAzNr4dU8invKZIdyuIsddNugsKtEbqzA/Hem0AyN3HiB3EKe4WcnSPyY1mQDBBT3VjBzFte+eI6N48DIwTw/8Y+O8N3fnOGN3711VOd20DMmuf0DFI+OENZdNF2jeHSE1tn5B1zktz1SEe2UznAGRulMXgAhiLstau+/hjAt+h57ge7MZfzqEoPPvIK7OJVOqHu18Wgamm7gLkzRmb5I/+MfRc8WyAzvonP9PLHbpu/xl3bcp72HTGYnIxZmYx590ubJ59OJTxLDyITB9UshT7+Y4frlkHYjYd9hC7cjyeY1pq5EhIGi3UiorSa0W9uTQfVoYU2zJZBdloNJTGH1ysYgkj5tVSWUHhVzhFhEtOJVur3FjVISITT8sIsuDCLpsxJMk6gYR8/1om87n2hNvrHMIz88wYnP76Y22WH1aq/MQaUZRIc/McrEE/1MvbWCUmBldJJY4daDNSIo6ERYWYPcgI1MJEryUDKIisVdWEGBoaETrK6eXyN8KpUDNJvTFIsTCAGl0l6UTGi1ZkiSCE0zGBh8hMBvEva0P1JbdUUUdkhuMUbous3I8BO4XpUwbCOEzuDAo7Ras2ScPoql3bjuCoMDxwjCFmG4sW0Ie23rus3w8BM0m1NkswPouomuW2ScPiy7gOfVcJw+dN0kCJpkrH5MI8vS8vsMDBwjilza7XnkHUXhBaaWLmgMLSUGTd3Bkpkt2/U5E+iaSSw3L2yUSqi3rlFvXbt5F6QImF1+cxMB2Ghdp9G+DgpWaudZqd1bSd/eXSYH91kPdCEjhM4Ne/MbxgnbkVM3a74ErSqL7/4FYfPOWgtJGOCtzrJ08mvEXrunbRUz+OiLdBau0Zw8y+CJj6W6HD00p87RXZqivP9x+g4/w9xrXyRoValfOUln/uqavs7tyByl1BadmiTo0l2aZOnUN5BRgNC0O5Yzm9limh5vZ9PAWnTvwYCMUcAx8inRknQoWkMMZw+k72ulsPUco7nDhIlPO1yhz5lAoPWseFMi/AYawSJ7i2PU/bl0kWCP4ugFPKtJK1yhYA0ghIZUMd3IZcDZQ6Jiqn6aDRHfwr7XMnLYRoFY+gihU8yMkLHL5Kz+lPSUAYmMCGOX/vxenKBA050nTtIyLSE0HKuErllESermI2W8dt+GsUslt4socWl6m4XlpesRTi1Q/NyLKXkThCTNDsGVGYqfewHpBXgnL2JODGGND6VOdz1NTdl1UWFE8dPP4b57Hr1cIHP8AJpjEa3UCa/MrBuExAnSC5BdH+n6FH7oeYRlosL0mHG9RfGHnsM9eYnw+hzZp45i7R1FL+VQUUxwcYrci48jzBtklES6fnpP9tr+fkGRGmbFkaLdlHeMRaTXJZ0x2CKDrWUosXVxfidIlVCPl7jkvUknadx9x7eBQlGNZrnA9zjkPEN+g7X9jZ86BiVjcFtC4YNGM1lmMbzGLvvo5swTIbBFlnH7MKPqQC+jQwICTaTZVzeIBQAVSObv08r5dlkqdwulFIFymfLPMBte2HH2Uk4vcSTzPBmtsHaemtAQpFkvdxrLdKEzYO1igF3rfSF9r0tk72eCROLLDufd12gntyYeNsKTbab8MxzJPocj1oW/b/QpqxfI6keRKlm7XmnWjbElm0kpRTNe4ZL3FrvtR8lr5R3JEtwOofK47L2DQjFk7kbD2HTvC3QyeoGMvvOA7rZQinBykeDa/FpiiTnaf+f9pER2XZJWZ5Pe0K2OofwP9p34oSaEkAntq2fJjuyleOgxdv3YL+Ivz6E7WYRhUjr8OIU9R8mM7MLIlehMXaBx9q3tRac3wtDJv/go3Tcv3HYQUklCNL2EkgrRUwXPHNuHc2g33pmrfznIiYeI4PoCnVffp/yFlxG2hTB08i+cQCUJzT97nWh+ZS1ytC1MPa1NHx/E2jtK+2tv37dL2YcBuqFRPtiPmbeI3YioEzD45ChBw8db6VLcV8HImsTdCGsgx9Kbs7Sm6tjlDGMf24NKFK3JOn7NJfFj3KUO+d0lGpdWscsOVsGiPdvCyJhrmUFB3cMqWCip0C2doOGRBJufk0zRoDLm0Fy89yiVnrXI7xsgt7c/FWpWiubZeeLuw3+xCd2gsP9R3IVJwlaN7FBvQFSsZQ2u1/NuGFh7z7HQNHQ7g2ZYJG6HJPBQSerGJIRI5xk35ht38ehHoWJlMaHblnTbkumrIbOTEbWVhF37TUoVnSCQmKagUNJxu5I4VtRWYurV9Bq1W5LKgI5la8TR1mcmkJsjEV7S2uQV1e1NNgUCN2n1IkONtc87yXopQtQ7N1+mz1p0D/bHzXmPxXMNDn9ilG//q/OE3XXSYfZUlff/aJqn/5N9HHllNI2KF0zOf3mWc1+eS+1sgcXzDTorPq/8N8fpLPtUp9q88atbsz3vF55XJZcbJgzaOE4FlExJjdinXr+KEBr5/ChSJnQ68zRb6eJQCI1ud4lcbpg4SUkbz6sRBC1a7bk1Audm6LqNZReYnvkOSkkM4waxcoNkSAm6rructh0HKJX02m7Sas+SJAHZ7CAoRb1+lSjyGBg4Sre7hOuurp1XPj9KIT9K50YZU8/2WCYR7fYcrdbMHb8fU3M4Un6JrFnB1Bx0YXGs8oktNqaa0HGMIkHSpe4vbN/YTTAcg74j/TQnm2sZjABCF9glJ7WnvsdhVtPg0H6TXWP3M80RWGYOpRIEafZDxioRJd5aloppZHD9KlLGaFqa9aFrJo5VwgvqG0iErTbNZq5MbmQvVqFCfix1s/RW5/Bri8R+h77Dz6yJ9tevvkfYbZLpH0PoBpmBcfxq+j1b+TL58YMoKTGc3No+zcmzlPc9hpWvIDSNzuIkfm1n1+ZGlzsL18kMTNB/5CPEgYuMIxrX3kdoOrmhXWSHdmOXBinuOoq7moqYZwd30X/4Izh9I3SXJon9ex+3u1EDP+6gUCQqwo/fp2fjtqYdtOJeTzMIVIIbNxCItQXJXGddLy6WAZPNd3qfKeY653uR6nTbFW9ybV+AdriydlwQLHS3j7jWu9M03QVApppD3Rma7kJqH64UftQCFHV3hpa3hFQxUsUsNNK+JTJisXmud49JQNHyFtei3EHcYb5+eo30v/kadV9/H2FbqWCvkpBIum+cQbNT8wDph8S1Fv7566l+RW+hITserS+/jtA1pB8RrzYJpxcBkRI9YUTzz19DBRHh/ArRUi392599F6Hr6fgYJxAndL71bhosDdN3jHf6Cv6FyXRhE0aoRBJcnU1JYC8EKdO2/ZBofvW+9SXvF5oGhaJOFD78VH6lFLEKWY6muO6/T1c2Hmj7EslqNEOsQvY5j1MxRtCFsWO3odtB9UxFHhRiFTEVnMHWMgyZe7Ytg9KEfldaKN9vxCqkHi8xE5yndpeucZowyGh5Mnr+zhvvECmRpKOhb6lw0dj596pQLEdT2H6Gfc7jWFpm23vqTtdLKkkzWeGS/xbtpI4rm0gS9B0ITN8Jrmxy0X0Dz24xah/CEbkHct9D2u8b2fNbuIMd8AFJs031136XaGGJnYgKJ+0OcS0V4P8g8OEmhIC422L59T8n7jQpHXua3K6DvaiYIL/7MEoqZOjRuPAO1Xe+SdRppJZuPb0SNG3LA6BnHbKPH8R97yrcLiohFcHkAvFSDWOkL02X7SvQ9/OfpfWVN/HOXCVpddN5vKGhZRy0QhY9lyGcW75jFoxwLPRcJq3FzljpT8dK/14uYAyvp9AJQ8c5ugfphWmarZ/+U0GA6v1fdrw7Zz19kJCS9jffwRwfIP/CY6AJhGlQePlJ7P3jeGevEVydI15tpkyorqVOGOUCxmAZa3wQc3QAc2wgLf977TTchhDSczbDn36EYLVNfv8g9XenyB8cQmiCpa+eJ277aLZB37P7KB4dQcaSxslpmqdnUYkit2+A4qNj+AtNSo9NgIL6u1O0zs6nSvLlLAMvHSQzUSFueay+fg13qoowNMY//wSN07N0LvVq5m2D0R85QfvSEq2zm7UuZCxpTzco7qnQmW/hrbr4NY/cSIHld+bQLZ38RInOXAunL0PsR6hEEbaDtf3DdoBR8+g7NoS71EbGksSNMDImQtcoH+gjP16ku1AidqO01EzTAEXl8ABLb88iDA21oWRMxookUkTBvb98wmqX+T89jf3GNbrXH5xF+E6gpCTqNMmOHwAUsrf4UjJZE29TcYS7ME1+10Fyuw7i1xaJui381QWKh59A9kS5ZRKTCn6lrjMyjvAWpsjvPUrie2xbyHwLnH7bp9Ejdq6cD9G09NUUx4okVnie5DtfdslkBU5WY/paCApWF9evw9ULIXsPWuj3OSdSKJrxrbU/HhRCL6Z6vU338T4m39wsUh52Y9769StMvbVCZSKNMnVrAcuXmmtkEMDqtTZf//+dYfBgEcPSacw9HHcO16vS33+UZnOSYnE3vl8jCNsUi7swzQyWlSMKXSwrvymbRilJszmF211hdPQpfK9OFKXEnGHYSBltO3FWKkFJiWOXCXsuVELTMIwMmUw/Wi+zpNmcottdZnT0aXy/vratYThIGRFHHppuYhgZHKdEFHbX+qWUXMsGCcI2S8vvE4brYrQ3MhB2gkSFLLqXKdkj9Du7gHK6/02iqolM6HiTLLiXaEcr2BWHwRNDuEtdYi9GKYWZszAyBrqtUz2/SuzF6BkTu2yjmzoDjw1Rv5SWBWWHcjSvQ2lfBWFoVM+vEDZ3TixnHMFHnnCwrHufDFpmjpw9gB82yDr9aMIgiNpp9g8SXbOwjCxaRkcpiWXmkTKh669gGlksM0+tdZ3I7VA99zrxTWVTovcyqF16B5RE0800o9HvsPz+d8gN70YzHcJ2HSUTqhfeJDe8B4Cld78GN8QtA4+o28JwcnSXpugup+W6rZkLxH4Xq1BBBtGtiRkhkFFI9fz31vrYnDqHkvGaiHR+eC8IQdiugZIIkYpM+7VF/PpSKvzfi/B2Fq+TRD7t2Ut0F6/fV/BMITdpiCRqQ6RdKmreDEHSXRf6VJsj8TfrJ2xuK9xEON6872btErWFBF3vRrKJrLlB+Kzt2fu/UpJ4Q1nQxm1ukLUbjrahb6on+r89VJyg4pv0MOMEueFvKglR2zSh/HDtMCpJ1gidjZ/3OrjmELVxn7XtegTS2u9BuMU1TLo3ZQ7eaFtK1AdAxNwOui7IZDS8ZcmWk+uhk9Qp6UPoGDvK1tgIpVTvvRnTiJeZDy+z0iNtHgYUinq8iNttMWztZ8w6SF4vp5k199TvhG7SZDWavmtB6TvBk20ueW/hS5cx62DPinxn3+/a3O6DqjG/6bisqfQoIhXQiJdYjqapRfMPze78+wlJwkxwkUB67HGOU9D71oim2xEv6feliFXEUjTJpH96jQjtJk0SlaCLB1PbHSiXq/4p6vESY/Zh+o0xDGHd1TN7o78SSaQCatE8S9Hk2jhj7R4mc2wvqkfsmAMlqv/+q7duUAhUHOGfv41+ai+Lt9cBgmtTrP6b37pt6RiwznlsOjWRyosYxo6zLz/0hBBA1K6z8tZXaV46SWZ0D3bfMJppo5KYsFXDW5jCry4ie65JuacOI70A/8ocxY8/gchstm7TMhbmYHlnx15Ypf3dU5Q//7E0y0XTsPaM0Pc3PovsemsDnjB00HWErqGimOqvfQn3doSQoVP+sY+S/9gTqU25lpaqCF1LiRNNQ9jmpu2zTx0lc+JgmmrW051Jf0qQivpvf5XO62d2xDx+UEjqbRq/9w2E0Mg+czT9DnUde88o1vgQ0g9SEutG+pymIQwdYRkI01zLzIobWx1tboZuGwx94jD1k9NkJiqUjo/TOD1L8dgoQbVL9fWrjP7oY5Sf2EXj5Ay6YzDx08+gZy2q37uGPVhg7PNP0LmyTPvCIvZwgb1/60Uu/7Ov4S822f1zH8HI2bQuLJLdVWHf3/4o1/7Xb+HN1bEH8wy+fJju9VVUlJCZqND33H6aZ7cKnyqpqJ5dpj3TREbp5GPxezPotk7YDFg9vURrqoGMJDJO1jJ5zKxJ1A7ozLWRkaS72Gbma1eJvYjuYifVIJqsI2OFZmqc/9WTxH6EjNJ7xXAMhp4ZZ/7VKayig12y8avrE8banMfK9S7jx4pcfbtxz5H5uBug2Qa5vf2gCVQs8eYat7RMf2BQktbl99DsDCiJimNkFNKZusTGk/EWp4ma1VRUOnCxzZhk6Tz1+ck18kjJBGSCIKb+/uskoU/UaRLUltKFtlIk/s4G+7mp9Ul/4CtOv5O+nAsljWsXQi6cCfDdrV92s77+fdVXE+qrdxDA/xDByZuMPlph6s0VutVtnORCyfzpOvOnbxMVVlC93qF6/eFmBYZhmzBs02rPYZo5uu4ynlfDdVcYH3+eMGizWr9ApbKfOF4fWIXQGRx8FNsqEAQdPL+BUgmut8rIyFNUqxfpdLZmY8SxR7V6geHhJ0hkyOrqeVrNGSbGnyeMuvhBEyF0BgYewbGLhGEH368jZYLrrjAy8iTV6iU6nQUajetMTLxAHHssL58lm+lDKYUfNIliD9+v02rPMTz0GFJJarVLdLtLBH7zliVtN0OqhFV/ipo/Sytc4ZG+T3Kx/m262+iZSJK1jJjB40NYBRurYNOeaTH24gQL35sl05+lM99m8MQwC9+bRUapNokwBEoq+o8OsPjuAqVCBac/g5kzCTsh5f0Vlk/eWnfnZhTyGs8+dXvb1jtBybRvhu6saR7ourWWMWhoFolMyS5NM0mSAKkkhm73/h9j6BZB1KazsNXmN2zXUoJlG8Rem+bkZjfE2G3RvH56y7ZJ6NGe2Voer5KY7uJ1uovX0fVU//BGWr4Q+lqpW64wQhx5eCvzZJwKgWri1xZS9zQjQ+J1odHF9+r4PV0sGYfbHjPtZ5vG1fdu/cU+ICQqpht/fzNL/gp/CaDA7UosU2Bnbr1gvOa/x2o0y4A5QdEYwBIOhrDQSUtibmjt3GhUIkl6Wi2h8mjFVVbjWVrxCoFKywUfNgLlMhOc6wkCjzBgTpDTypiajSHMHrmlrfVYoZAqISZK+y09mskqjXiJdlLrafk8+IwFT7a56r3DSjTNqLWfoj6Ipdm9hfyN75Y1cirVwEn7GEiXerQzXTkAX7rUorvIlNwGN8i9UPp4skM3aaTfj/KIVMi9XttYhTSTFbxehrYwzVuLDwuBls2ggt68RKm7mmeHyiNWdy/ELYlZiq7TTFYYMvcwYE6Q0fKYwkYX5tpzcONaxSoikh7tpMZieI1Gsky0gZ1uJ3Xq8SKmWB+vXXnnNd/t+5iwGqf6U3m9j0FzF2VjCEtkMYW5qZ83nlW14XmNeln0jXiZZrKMJzvr5K1IyXP/8gxxI71OzsHx9YPrOppjp7pruo6SEnNkGCEgnOvdd5q2douk2ySYA/0kzRZJa72kN7h8ezdVYRo4hyaQXR+RSUkvNEHi+ghdx6jk6Z66cnu9oh5+IAghABmF+KsL+Kt3foiNSoHESC9I8VNPEc5XNwlIC9tEWDs7dRVGtP7iDczBCvmPPZGK4gmBnnPQc862+yRdPyWIbgMhBFoxh7khC+hO2wvLBOvWDKqW3b4/329EC1Wqv/4louUaxU8+g17KgRAIQ0fPZ+/cgFLItrujGzrxI6rfu0ZmrMzQJ4+y9JWz6I6JM1TA7ssx9MmjTP/mG1S/dxWha4wFMcOffoTmmVQzRyWSxS+dpnl6Dqs/R+6//gy5fQOYpQy5/YNc/CdfJlhpY/XlOPzffIbKk7vxZutUX7/Gnv/0BZzhIt5sncpTewhW2nSvbW/hLsMEf9Xd0O+YxI+3/ewGjJyFu9ihcaXa66vCr27e7sZQIKOE2N38og9jSfNKlexwPi05q28mGFanXV777Vme/vFRlq91ufJmnfgeonZWX46xH38MFSYoqUi8kGClTeI9fKJSRuEWvQoZrQ88ugFD4wZR6GGaAk0XaLpJJqexutChUNbpNBNyRR3fVYztzXD+HZekR1jG3ft3ibiBdlNy6s37F5H8MCFTshh5pMzI0TKDB4v8+f/rFHHw4SGot4OUMVPT3wJgbv6Ntb8vr5yBDY/vysrmxblSCfPzb21pb3Hx9k59SknqjWvUG+sDvedtzaZbWHh7a9tLpzb9XqtdplZbd0UMb9i4r/1IS8Iajc2TiuWVzaSC6WhEwa0j45BOsPy4hZ+0CROPUN6eEI29mPx4gcbVOpqp4a16OJUMTsVB6OCtelglm/LeCm7OwsiaZPozhO2Q7FCO4q4SSRATtkOibohdujtyZ+8ukwN77i/iGCUetfZ1ANo/OHzsFphWjsrAEUK/QeC3MK08TqaC210ijjwy2X66nWWyVp6+gcM0atdo1qfoGzyKEBqd9gK2U8bOlMmGw6wuneFWN0t77jJJ+JfrvXY3MIcrFF98BC1j4V2cpfvetQ8s5f+vcO8wTMjkBO3mrXNNIuVTjeeoxnPopA5cjpbD0taJISHShV66FI4IZYAvO7iytWkR/EFCIfFkGy9ssxBewdayZLUitpZLF/G9DA+p1hfEgXLxZZdAug+FANoOMRG1eJ5avIAjsmT1Eo6WwxBmqgdDWg6XLtgDAunhyy6hcu8qQ2g5mmQ5mnxo57EjCNBL5TSJQEo0x0FFEYFhcDY6hXQ9hG2hFwpEC0sY/X1I30fLOCQdF9lup+LGI/uJV1bRHBsZhGhZJ5VNSRKEaRKtrG4pVX4QUKhUUyg4w0xwnpxeIqMVsYWDLsw1Db30Orl0ZbNHcm29Tp5scaq7fXaNEDC23+HxT5QJfcnbX6nTWL41iaWbgmPPFli45lNdSO+TerxAPV7AEBZZrYij5Xtk7no/ExISFRFKn0B18WWXSAWc+GgJlkPalzasKxREc2lpvnAshCZw318P+OjFPObgINLzMMdHSdqdVHvP9VJiyDBS/bUoRi/kEaaBDCMECunf5dgpBMKxMBwrTSYxdGQYE12bR8866MXsjjN0f2AIobtB65snUSotDQuuLVD7nW+SbEhV1fMZBn7hMztuT7Zdar/1FYKpRfIvncAYKKNl7JT0uVH/kUhUFCPDiKTe3pIaezOUUiT1NsH0ziOed0LScbn5YVNRTDizDGZPQ6Le3vbmUGFMtFBd00eJV2/hOqMk0cLqWppcvNLYWS1kvU3jD7+Fe/IS+ZceI/PofvRCNn2YDKOX8tbLeIrStGXpBUQLVbzTV/BOXyWu33kxrmJJ0g2QQUTihyRehIoThK6hZy30rIW/3EoH7FjiTtcY/tQx9IyV9tOL6E6lizMZxCR+hJ61yDgmmfEKB//+K2uaUlZfDs1JFxzdqSpxN6BwZCT9eXiY1VevbCrJul9051p05+6DkJCK9nST9i2s3Pt3ZRk/VqA8bPNz//hR6vM+fifecru88XtzvPflWzvFGVmLpBuy8GenUx0hFNL/cJQy6rpgbK9FHCmGJ0x8VzF7LcCyBcefzWKYGlEouXrOJwoUmZz2YUq42wLLEpSLGsW8xsCAzv7dJrvHDcZGDPorOuWSRjYrMA2BrgnCSBEECj9UdLuSlWrC4nLCwnLMzFzM3EJMqyNpdySdrrzrc88POjz1M/tIIsl3fvkCS+cfjHvVX+HBI1exGNqfoz7vsfvxMstXO9h5AxkrDEvD78REQYKmC1YnXWSicOMGF2rfxk/unLW1cnqJ1kyT2IvTsqiLq2QH0xLB2qUq3qoLCma+M4UMk3TMtnWSMEHFksm6T+xFJFGaBavdRZkmwAsfcchmH5xI6A86LDtPHLnohkWpsie1x9Z06tXLSJlgGBmisIPv1XG7y1h2AdPMUl0+nwqRygjPrZLLD2EYDvHNJUo9dBevP7g+W1DM6xTygkpJZ88ug90TJuMjBoP9OqWiRiGvYdvpO04pRRyD5ytaHUmjmbC8kjC/FHN9OmJmLqbZSt9vrY58GOskko6HP7lE+VNPoGVsumcndxTMehDQMhbZR/fSff8aKnw4Y65pQqmgUy5qDA/pHNxnsXeXwehwb8wpajiOwDAEUirCENrd9FosLifMzMdcvR4yORPTbCU0WhLXU/ctyXknjdY7IYnByWqU+vQ147Tbbk9MVzYeuP7Pw4ZC4ct0wfvhhcJXXfz4w9zH+4VAr5TQbBu9mIocyyAkmp9HZDNYg/3E9QZ6qZi+qxHojoM1NkK0vELQ7q3lRFoWJDIZdNtGz+dSiYvBAWQQkLTaSHc9eCMsk/wnniVeruGdvnh7Hddt4IzsonDoOInv0p26jFUZwBmZIGpUqU9eJjNWSRM4lmfIjO6mffE2JVI7OV5O5+WfGqS6EDJ51iW8Q2BZ12F0n0NzNaJ6U/5IrEJaySqt5M7GDjfw6AsFrp91mb20dbzTy3mKrzxNMLkAmob7di9jVkHcaKCCEKO/j6TZSte2QYgx2I/mOClJZBioJEF6XtpxXdscPBBi3QDrFi9IFcX4F6Y2y1gkEhVExHGCvDy746qhv5SEkIrSL1R6Aa2vvZuWG20YLZJE4l2Yviu9naTRpvWl1+h89xT2vjHMscGU0LDNVDncC0iaHeKVJtHCKnHtDguhOKHxh9+i8cVv3dM5bgultoxi8VKNuf/7/7JhG7a9saLFKkv/7Lc2b7fdIcKYpX/67+/Y3rb7BhHBpWmCKzPopTzWnlHMkX70Yg5hGun3GIQkrS7xaiMVGqw27/qFtaG0d9N5qJ6g8MYaUqGnZQprO0mFvDGRumGlCunEptph5rfeRPbuL5QibKQv2qjlUX97ksrTe0jcEN0xt2gHfdhRHLTZ/1SZ0JNEvg8CnMLWV4Rh3XqRVTg6Qun4OPmDQwx/5hHiboAMYqrfu4YMvv+kUJIoFmdCnIyG25H43VTAM7IEM1dTPYkkUWSyGs1qzMp8xAM0nngg0HXYM2Hy5AmbJ47bPP6ozfEjFiNDBoax7t67k1LpDeXKSAX1RsKV6xEXroScOhPw3tmAMxdCGs2dPYMrV1r8/n/7JpBayGecPhIiotilmBslin1y2UHi2KfZmUXepJthGjny2SEa7elUyFfoZJ0+XL+243Twv8LOoJuCXJ9FY9En9BLMjI7p6BQGbGqzLvU5j71PV/DbMUqlE/NExTTDnQUxkiDBXdo8oe/EHSI3wltx0/cubNnmBsL25ky/ZAdRatOE0SGD3RMGP/xKDtv+/llZf5iglKLbXqRU2cvK4mk03aLbXiSbGwClcLJ9mFaOZq2Npls42X68zgqabpIvjeF1q8gkIo5cZJLctxvM7aDrcGCvyWPHbE48YvHoUZtHDlvsGjOwrRvW3az/vO15r/9UgOcprk5GnLsU8P7ZkDMXA947G7K4FN83oXADsuvjnpkkc3gcPX+zE9/DhTXWT/Fjx3EvTD9wQmh0WOfJ4zZPPebw9GM2jz1qMzpsYOg7H3NueDooBe2O5PzlkJOnA955P+Cd930uXQkJ776CBUUa6LgfCC0NGOUK2o7Gzr/Cw4GWscgf3405VEZFMe6lefzJh6N7qDkm+Sf2ES418K8/fG3Fm5E0W5DLIl031QFLEpJmG5pttN0TJK02erGI8nxEb7twbp643kgb0LVUt0vT1taz0Uo1rarwfFQUIoPNWWnG8ADFz34M950z+Oeu3LWUg2aa+MtzeAvTlI9/hKhVp3PlHN586tarOxmsvkHibgsje3/C2MN7bJ76VIXDT+e5/G6Hdj1i6lyX/lGLgXEL09YY3u1w4a02c1c9DFPw5CcrCE3Qba7PFzJ5nWPPFSgNmExfcJk865LEiqPPFpCJYmx/Bq+TcPb1Jp1GQv+oxSPPFwh9Ra5k3HI9rOUyqDhBL+XRrF5ig1QkjfX1v/vemU1r5LhaW9cK2viiufH7hm3NsRHyLz1L6yvfJKnfKklDId1bZB7GCbKz89Tmv1SEkFXqp++Jl6idepWwWU2ZsyuzW7ZTUUzrGye3iOftBLLt4r1/Be/9B+B2sw2B81Cw05nOg97uNvsn9TZevc0HmYUft3z8pRaFo6P4Sy00Q6d0YoLO1WXizu1TebvXVtJsoZxN91xK9GiWQdzpZYJJRf3kDH3PH2DgY4doX1wiat792Zkm/OznC/z8T92bLWK7I/kH/89VpmbvfjI4c6bFb/zDs3fcrtu4tfaIDGP8xSZhtZNq8cQyJdh2QBoeOWDyP/yjfvK5u19sSAm/+fttfvP3b193nMQwd23nIo5Xzmyf6ffUCZt/8PcrFAs762ucwH/4wza/8Xv3Vhdt6NDfp/PMEzY/9pk8zzxhs2fcpK+icT+W2ht31YGhAYOhAYMXnskQhor5pZjJ6Yhvve7xp1/pcnUyotWRt72casP7IZ8dJoq6dNyIof5HcP06ftAgjDrbCi4XcsOMDDyO69cIwia6Zm7QPNEwdLuXxZgKvGqamYoj9wZTXbNQKl4TVpZKousWSRL0dGB0EhlsElT+6LMOf//vlHd8LT8oKAX/5rda/O4fPwANpZsmGgBuI2LqZJ3QS5g72yKOJKalsXSlQ+QlREFCHEgaix43XypTczA0+5bONUHibltSlvgx7n1mC5oGOI5GxhHkcxp7JgyOHLQ4etDiwD6ToQGd/orO6LCOrt3bs3H8mM2v/k/DeP4HK1R6J/xvv9Hkj7/cJb7Lr1DKmMBrsuydxPcaLM29TZKEdFpzxLFPY/UKSkmCoE2jmv4/jj1qKxfRdYs48mjUr5MkIXHsE9+D8+DtkHEEw4M6H30uww99Isvxoza7xg3KRQ3tHq8hbCUoCnnBE8dTIv1nP69YrSZMzcW8fcrnT7/a5b2zAau15K6/321xi1vH6CtQfOlR7N2DSD+k884V3DOTqDhBc0wKLzyCc2AUzbGIG12aXz9FOF8FXSN7bDf5pw+h5x0SL6T77mW6p66hZSyKHztB4dkj2LsGGfl7P4KKEtpvXqDzxsV76r4QqQ7X0YMmP/7ZPC+/kOHgXpPBfh1dv7drsvF6VMo6L34kwwvPZOh0JdNzEe+dDfjin3f5zvc8qvWdXweloLuNDt899W9DIHHXHp2/9Xdy/G//c4fFhYeTKvzkMyaPPWHyu//eo9v9/r5vNuqKbfhrr6zmAwjI6BqVVx6j8soJvGtLqbvdSgseEiGkZx36P/sUrbcuf/CEkFIktTpJbXsNtOBKWuYdXO6VIq1uY9KSSMLJqbs6rL1/Vyovcj+sp1LErQaaZaNZNsWjj2OW+nCnr5B4LprtYOZL995+D343YXk6wG0lLM8ErMwESKkYP5jhR/7OCK//cRW3FdOr0UQmilYt4qWf6GfmgkttMcQwBc/9cIW+YYvF6YBP/Mwg39FXuXSyw4s/1o+d1XjvW032P5ajMmTy2h9X+cwvDOF3Jc3ViPEDGc6+vn1lRrxSJ5xaRO8r4l2c2X5tvN1keWOk4lbbCoE1PkrxlY/S/d7btyaEHiD+chFC5QH6H/8orStnCJvrD49wLPR8pueylEJJSVxr3XKhauEgEAQ7pCwy5IkJiXg4jgHbQbcyZCtjdKszyPiDO+4PKsKGy/wfv8foD58gf2AQzdTRsxYzv/0WiXv7769zbYXVV68w/hNP0P/8/tS+3TGZ/g9v4s81APDm6nizdcpP7GLpL86uZxrdBXRNcGCvyWc/mbuXU6RaS9YIFa2QSZnjHUYAQi9hdfr+XBG611cJltvYQ0XCWoe47WMPFCg/vgtvvoE337zlM1cqarzy0SyV8t1baSWJ4s13Pzjdiv4+nU9+NMtA3876qpRifjHmd/+kc1eRTCHSyOxnPp7l575Q4JnHHQp5DcMQDzWKKQTYtmDfbpO9uwxeeMbhl/56ka992+V3/6TDq296dHY0eV3vpFQSKcOeSO3KlgmmQCPj9NH1V7HMLEHYJJcdpK90AH/he9hWgeGBE3TcJUwjg+c3KBd30/VWcb1U7KeYnwAgCJtIGdP1Vukr7Wdh5T3Ghz9CnHg02tN03fXJ3/CQcVfX8oOClIpvvHr/lLlwbMzRIcKp2bUJi1bIgePQXknHyaCbXouNR9N0wezZJkF383usZI2wr/g0ZXv0ltay11tvc731zn33HSCbEQwN6AwPGowM6ezZZXLkgMXhA6lGULGgYVkC0xSYBvdFkN5AX1nn5Rd2oG/3AeMr33K5F35EJiFud73M1/fSRUhEmp3V7axnfXnu6obttgpehzsUI98JMo7g8UdtPvdKls9/Nse+3RbZrEDXHsx1vB0MQzAybDA8pPPkCZu/8VMF3nkv4Hf/pMM3X3W5Ohk98HJh4Zj0ff4FtIxF5+RVzKEyAz/zMstegHdxFjQNLefgXZlHhTHFlx6l8rlnWPqVL2NU8vT/tZdwz0zhnpvC6FsPGqkowbswg1HJozkWzW+8h3QDouq9lZhnMoLnn3L42Z8o8LlXsgwN6NjW3blq7RQ3iKdHDtscOWjxw6/kOHk64Df/oM1ffNNlbuHO86g04+j+CAvTFNiOwPdYG7byOcETT5lksw/vXowjCPwdJ9o/NGiaSTk3TtdfTbPphUAgMI0spp7BD5vEiZ8GYVSMJgyixNuS5Xs/0LM2+eO76bw3yfLvvApSpXo4f4UHA13H2j+BsK37byqTQ8VRatxy9Tze3GQvEKfw5qfJTuwjce8vmNVcjbn0TpsnPl7i8qkOU+fS9YnQoF2LeefrDdzmuqyFTGDybJf60vo96eQ0nvhEhavvdUBBJqdz5JkCV9/vksSKyyc7fO/PqtQWQz72kwMMvNthcNzmP/x/Z2muRhx8Mn/LubYwDIKZZeS5SYwdGlXtGD1toA8Sf6kIIc1yEPqGU9IEzpHdlD71VFqWtIEQSlpdln/lz1AdP7VhRKTK9Uh0DAbFGABLambt7wBaT+1eoXop7AodkzGxjwYrNFWVhBiF6m3Hmk2dht4TZxPovWOmwnP39sKzsmVGjr3M9Nt/RND54Cy+hQaWo6HrvZr9UBGF66OZpqefa5ogjiThTVFW0xKYtkApiAJFHCkMU6Bp6SJESoVMwLTF2uc7QdwJmP29d4jqXTphTNQOSPyIle9cTtMipaL2xnWCpRbZ3X2oWNK9voo33wBS0mf637+BDNPrkQQR8398irDWBalY+LPTtC8u4gwXQUFQ7RCubHjhSYU338CqZOlc3V5M+oOEc2gCo68IiSSYXiK4ehclbCJNnxYaJNFd1PcrsIeK7PulF2mdX6B5eo7C4SFkmJA/OMjCl84QNX6A1VnvEUII9kwY9Jc15pd29rznsoIf/XSOv/03SrzwjEMu+3Am5HeCEALHEeyZ0Pilv17khz+V40tf7/Jv/n2Lt0/5t0/xV7JnRS2QMma5doFyYTdDfcdYqp4lCNcXLLphU8iNEScBhdwYne4iXXeFQm4MEGiaQRh1Wa6eo1zcQ9bpQ8qYYn6MZnsa2yohZUzW6aPjLpF1+tE1i3Y3XewGYRNdt5HJg5vA/iBAL+TIPHqEcGqOG6FvY6Afe88E7W++dsv9ZKLw25sXY46e52D5OUrWCPVgHi9ubivm2Qrv7v1n6OkC3TCgVNQ5uNfk0H6TQwd6+iRDqUbJ8KBO7q90gX7gYVuCJ07Y/Kc/U+DTL2fZt9u856yT+4UQAssEq6Tz6ZezfPQ5h1NnAv7gSx1++4sd5hbiB6Y15OwZxjk4xvK/+yrh3Cp61iZzaJzcEwfwLs4i3YD6l95CM9PyAy1jUXzp0bSfmoZmWyQdD+/CDMmGYI+KE4LpZey9wzh7R/AuzyE7dx8gMQ04ctDi7/5Cic9/NsfuiQdjA70TCAGGLqiUdV75WJZnn3J47S2Pf/2bLf7iGy6tzq3ZOaWg0bo/9q7TkrzzqksSpfPPjTAMQT6f3p9BoLhh+mSaYJgCr5edJAQ4GUEUqrXsJtMEyxZoItX2DQJFkqSSH5msYOp6zJXLMb63YQ6tpQGZOFZYdhr8CYNUj2nt+9JItZr0tF3fV5sIzFsd9wZsBywzdUuMY0USpeRPITuKEBpJEpEkAbaZ72XpKjL2njQ7RIYEUYvYS+dyRiVP5ZMnaL11GWfPINkj46AU9a+fXiv30gsZCs8cIHtgFJSie26G1jtXUWGMnncovXiUzKExskfGMQcK6AUH2fFZ/dN3iOodSi8cwShkqH39fVQQI0yd0kvHELpG49vnsEbLFJ85SOf9KQpPH8AoZgnmqzRfu0hc783TdY3Ck/spPL4XGSX4U8vslGEXGQd77zjW/l0YfaU1bZek2SaaWyKYnCOpt26t12LomEP92Ef3Y44MIGwL6fpEc0v4566QNFq3rr7okQPm6CDWvl2YQ31oGadXYtYhnJonuDyJ7HpbmEWtmMfevwtjZABzbIjM8cMITSPz6CH0fHZNDxbS94j75mn8s5dv7sH6NkqRGduDWe6jO30Fs9RHds9BjFwBd+YaSibEnSaJ1+1Ztz8ctOsxbiu+I2mvGxq5oo5SCtPWOP1qi5mLLlIqkkRRXwqRCYSBRNMFpp3OL/xOQuBK3NZWHdUbMAbL6MUc/oUpMkf3EC1U179/Ie4rC0voGppz90ZRu8YMxkYNLlwOad7lO/EvGSF0k728Y1P6zDPIjkfn9c0ZGyqKEX7CsNhDUfQhEDTUCotqhiExwaiWii4WRIUVNUdVLWJiMSr2khVpZGZZzVJXy4yLfQxqY+RViUExzpy8SpsGE+IgHh1W1DwZcuzSDjEpz5OlwLC2C4FGgMusvHpPmUV+a5nJN36P2H+4tswbIQSceLHAiz9aIZPXkYni3BsdvvX7VcJA4WQ1nv9cmeMvFbAdndWFkK//9iozl9LJSWXI5NM/N8CuQw5SwdX3u3z7D2o88myeg0/kyOR04kixMOlz7CN5zr3R4Wu/vUq0g6wKGcY0TqWuOokXEax2QIC/0FzPAFKK7vVVute3ioqFqx3C1fXvUsWS5um59d+jhPaFRdoXbtLQEGAUM5jFDMVjI9Teuk7c/j67rAjQ81nM0f7UjnBxe2vj7VAaspl4tMjwgRxO3uDNP5hndcqlNGSjm4L6gr+lhGQjlJS0zi1Qf3ea0olxzILN3BffY+gTR9Dsv1SvnLvCrnGT/j79joSQpsHxIxb/2S+W+MIP5xka0O+rbOJBQgjB6LDB3/yZIh97LsMv/7smv/n7bZZXkm0rJIKoQyE3iq6ZhFEHy8gRxS5KSTRt871QyI5Qa16j2Z5hdPAxNM3EtgpYZg7HLiLQeqVeqa16f/kQ7c4cJWM3mtAp5keJotRtJI49wqhDLjNIvZ2mVHe9FQq5UQq5UfyguUbU/2WHkgphmWhZB9lxQdPQS4VtS/buBMcoULKGmW6/x1T7FFKlQZGbIXfY9oG9Jvv3mBzcZ3L0UFr2tXeXQT6XloRlMtoDy/r5jwWaZeCMFtEMHRkluLP1lKgfzGOVs0QtD3+phVnK4gwXiN0Qf76BUmAP5NFsA80y8BdbJN0H64qkaXB4v8nP/1SRn/2JPLsnTCzzw3VtHVvjuaccjh+1+fHP5Plff63Jl77epVa///eFUSlgDZUZ/E9eTrUuBeiFLMHkYs91KEfxxUewJwbB0LGGymiOBQLiepv6l96i8OIxco/vxz19nfYbF9YXu/eJvrLGX/vRPP/lL5U5esj6vl+XfE7j0y9nefxRmz/4sw7/879tcv5yuC05pxQ71rm7FcJQMje1TTaSgM/+qMOu3Tq5nMabrwf83u94dNqKT3/W4fmXLP77/y4NbJTLgv/zPyryJ1/0eOO1kGJR8BM/leGxJyxsG1otxR/+rsfbb4YMDWv8/C/mOH7CZGoy5p/+kzbNRvou3bff4O/85zmuXIo59oiJk4Erl2J+41ddVlclmgbPPm/xY1/IUCpreF3Jn3zR59XvBCQJFEuCL/xUlsceN7FsaDUVf/C7Lu+8lTJZe/fr/OxfzzI2nmZ4zkwl/PtfCwk7IUolSEhLSOPuWkZQGHXTgIqMkDLGC5okvewgPWtTfPYQ1mgZEkW40sTsy69lWmlZm8GffA5nzxDupXk0U2fgxz+COVCk+qV3UIkkXG0hLIPckTHC5SbuxXmkHyH9EKEJsgdGMAeK1L99NiWEdJ3s4TGEodN87QJmJU/fZ54g9+hu/OlVko5P5eVHsQZLLP76N1GJpPjMQYZ++gXci/OoIKL0wlGcXQO03ri98LEx1E/p86+QOXEY4djryQWaQCWpWHC8Wqf6K79LNLNVY09kHfIvf4TCx59FLxdSI50eVBgRzS/T/NK38E9f2lbb1hwfpvT5V7AP7kkNjcyero0g1T31A4Kr0zT/8KuE0wubSCHnyD5KP/kZNNtK5wGZlGQwBipoxc0aPyqMCK/PcTv4i7NEjSpKShLfQ1uaQ7NSi3UZ+MSTl1BJQtx55/7K0u6EHUquRIFkccpn9rLH2dfb2I4g8GW6hlFb+bvQTw0uKsPpe7cyZCHE9jqHca2Fc3gXRjm/Lo7Wg3P4AMbAzlzEt4WmYe/fc9e77Ro3OHbIotlKfoAJIU2j8siz6M69p2lnRzd/ecLU0WyT+he/Szi11RXJIUu/Nsy0vIxLGw0dUCyqaWzpEOCzoCbXtk+IWVFzhCqkXwwzJMapqSXm1FVyqsCinKa+wafYFBahSiMsAg0bBx2DfjFCR7VYUtPoGMTcW8G6kgmR9+BssHcCwxJ87m8OceHtDu99p0W+rJNEikSuk0Uf+0Iff/5rK9QWIz7xU/382N8e4lf/8SxJDD/ytwbJFnT+6H9folA2+JFfGiLwUrvjAyeyfOU3V/nc3xxE0+G9b7d47nNlvvelOo0NgsTZPf3oWYuo6aHbBnE3SPV8ugFG3ibuBFjlLIkXYRRsrEqO2psPzvnkZmi2we6fe5b8/kE611eovn7tzjs9bCiQbpDWt+Yy6aRyBxg+kOOH/6sDHPv4AKato6Tiyps1VqdcnvjhYfY8VuKP/sklGou3XigknQDdMRj46EGErmFkTCpP7casZPmPZA2+LXaNGfTfoSzJ0OGHP5XjH/0fKzz3VOZDK25pGoJD+y3+h3/Yz1OPOfx//qcaZy5sJbW77hKWmUXXTKqNK2TsCqaZpdmZww8am7aNYo+ut0wYdak1r/ey1Cxcr4quW/hBC9lJNeGCsEWteRXXqxJEHYKwTas9i2nmqLcmCcI2tlXAD5skSYAQGqaRI4o92t2FHywyqOciouKdaXGhaZtmObLdJa41KP3Ip4hrDTTHRstm6Hznjbvuii4MdM1ixZskkvdPev9f/8sKf/NnCzj2X2X9PCjYg3n2/Pxz1N+ZJjNWZvlbF4nbPiOfO05U76LnbOpvTVL5yF7iToBZcGi8N0N3ssrYjz1G3PYJVjvELf+BEkIZJ814/D/9vTLPP+18aEju7SCEIJ8TvPRshhOP2HzxSx3+yb+sc+7S/ZXLqTghbnZZ/d3vkrTWFxlJxwcFxZeOU3j2MKu//W2CuSr5Jw5QeuVxQKCihNZ3z9A9c53c8b2UPv0UxkCJlV//2n2eLezbbfIP/n6Fn/tC4UOlpaZpguFBg7/7CyWeeszh//3PavzxX3S3vAalhHrz4ZQWmaZgeETnN37VZXxC5+/8Z3lmZxO+8dWAfF4wOLQ+pmu6YGhII5NJ7+0jj5j8+Bcy/Kt/1mFxMWFoSGd1Je3n0qLkl/9lh5/86QzPv2j3MuTSE7MsePS4SSYj+PV/61IoCv6L/yrP1Ssxf/bHPrv36vytv5vju98KOPlOyLPP2/zS38sxOxNz7WrCsUdNfvTzDv/qn3dYunHc1XRMEAK+8Ncy9PVp/PK/7GBZglJJo9sNaba2aqP6YWPt/164vd4N9NZbpsHcr3wZ6W1+TjL7h8k9spuFX/kq7qU0U33gC89ReukYrbeuEC7W6bx7Df/aEsWnDuBeWqD+1fc2tb0TCF2j8/4kq3/yNiSSpONRfO4wRqWA9ALKH3sEf2qFhX/7dVSSkH9sL5n9w7dtU8tmKP7ox8m98ARJs4P76jtES1VIJCLrYA4PYO/fhYrjbd2lhWVSeOV5Sj/6SVAS7/2LhFPzqChCL+ZxHj2EtX+Cvl/4CWr/7g/x3ruwdZzXBNbECKDw3r9ItLCC7LgI08DaM07m8SNknziGihNq/+b3NvUjnJyj+QdfWTuXwqdfwNo1in/hGt3XT6Xzih6UVESzN1lz3QQVR8Sd9SxrGaRE0Bp6j+GNSosPEmMHHD7yQ30ceCyH5Qj6Ri1OfaPBW1+u89yP9HH8xRIyUXzjd1ZYuLb9/KW5GnH1vQ4//LdHaCxHZPI6ya2W6Eqhwghhm8T1zfqg+Y89T+6Zxx/wGd4Z84sxuiZote9+jvuhIYSEptP/5MewK4P308imX1UUE9faWCP9qaX6TZouIT4NtcqEdpCWqrKqbv8gGFj0i1EckcUh0yOQ7g4SSY1lxsQ+LGGzKucJWb8xNd1k7MSnifw2+aF9uLUFIq9JaewIzfmLrF57B8POMnzkJbJ9aVrm9NtfJOhszgDJ9k/Qv+9prGxa3uS3llm++CqR30HTTUrjxyiNHcWwHGQS01q4RHXyJOrmXNmboCR0WzHDuy0MSzB5zqPbTkClZNFTnyyxNBOyOp+m4V0/5/Kpnx1geJdNGCgee6nIn/27ZaJA0arFLE4FPPJsgWunu8xfC7j4bodnPlXi4jsdpi54PPvZMrqxeeKY2VXBKmURmiAJYoLVDnrGxJ9v4IyXkX6MPZhHJYpgpY3QN98Xum6RK4zSbs2hNojLYuhojpXa1AuR2v8JcVvLP0hffAt/8j7C1AhXO3cUqP5AIEBzLLSMTdzqEi3feiC/gVzZ5FN/dx/jxwp859em6TYifuS/Prj2eX3e57mfHmf8WJHG4q1LQoJal/k/eR89YxG1faz/P3v/HWfXdZ734t+16+ltegEGvQMEC9hJkZREdUtydyzHcWyn+d4kTn5JbuxUJ7GT+KbH9i9ucSzZliXZlkVREkWJvRME0YiO6X3OnH7O7nvdP/ZgBoMZtAFIQk6ez4fEnHN2L2u961nv+zyFJPHuLPOvnsctv782oslde/HK8/iVcmT1+F7uOyHYtF7nxdesVWc5cxmFz/1Qmr//N/L092q3LBl0MeJxhR/6vhTr+zT+2b+b5+U3rGUOy0HoUSwvzb5dIIEi8cqL3ylBoxXNrClCo2UVkWFI0ypSa0xyIVB23EhYT8qAcnVw2XfVxpKBQDrZQzxWYL5ydjETplS9CUYA7wOEYZA+cADr7Fm8mRlQlIggct2ILDKMKKgLQ5REgtjGDdjnBy96viXexDT+1CzCNJGeizdTJLjgVHId8EMPL7DQlJtT257JKOi3WIbIXwS4FYvpp0/Qdu8mMrt6sMYr+HWbqW8cp+2BzXR8YBuhFzD15DEyO7rJ7V9Hc3g+yrI9Mkb9zM0TWBUiIhz+r5/O8pe+P0Nb/saEot9LCAHZtMJf+v40e3YY/Lv/VuabzzSvLGCsCISuIjQlSvvXNQLXh1DijM/hVxqY/e3U35iP3tm4SehEA2itkMKbr+OMziJ0DXNDF4q5MKkY09HSCULbo3l0CL27QGxTz7Jdh00bEdPR27N4RK6wV3Ib01S4964Y/+zvt/HgPfHIxe0WhKoKDuw3+U//qoON63X+1x/XVpSI1eohridvemZTGMCf/4nFkbc9zpz2ufOAwZ0HDF5+4epxntWKyu371qkMnvd5/VWHC6ZPUkKzIanXVn+WwhD+7CsWb73pEk8IHnrEY2BD5CR67/0m8Zjg2BGPwIfTJz0e/1iMfbcbDJ63sBb0/fovs99yOWTnbp32doXTp3yOHblxvSzpBTRPjq8ggwDiW7oxunN0/+Sji8/jBQc+JXbzyhKDhoV1dnKxlNKdqyJUBTWuIxSB2Ztn/huHIl0iCe50BXf2ymK9anuO2I5NSMej+uRzNF96C7nwvkalXCZqJgWKiMq+LoaIMnQyH3kI6bqUv/IU1qF3IsJGSlAVtBcOUviJTxPbu43MRx/CGRojrC7P+vPGZ5j//a8S1hsElTqh5SxO+iiJOOnHHyD7qUcxtw6g9XTinh9dXNefK+HPReNDJZsicffeaJszRVpvHV+TudLlIFRBflsb9dFqlJmsCMIg+te3PJCQ7EnhVB0C20eLa4SBJJaP4VQdhIDQDwmcpSCyWfP56q9PUi8vtWNn3moslH0t3395xuPg0yUOP1eJtIwaIXYr5J1Xa0wOWiTSKp4jKU5GL8OTvzO14DQM42cs/uS/jFOZ83j2y3O0vVQl8CM5FKu++rhYy6eRno9zfpLQW3kdQ8fFm56NYrXrvpgCLZ9Da8tf8yqmEWnyKQrMzitwnXI0twwhBAKhqHiNGq2pYeRlKbnLr28WOpdlCckgsjEv/PAjxHYOEJTri4OD0HKpv3CEcec8CTlLr9jAgLKd0+HhaF1WWpp2ij7iIsFQeIq0yNErNi7ta5UjungbKhoCBUlIWc7SkFU6RS+blN2cCY9gsdAACIVYpgMjmaM2eZae3Y9QHjtOc36Mtg23U58+j9MqM3P6ZTKdm+i7/eMIdXmDKlSN3j0fwrNqzJ15DUU3MOIZwgWyJ5btom/f48yeeQWrOoORyBIG3jWVEPie5E9/fZoP/nA7P/4P+pifdnn6j4qcO9xEUaDQpVPoNsgWlh6t0dPWYjlZOq/x8KcL3P2h8MJtY+SkRRiCa4cEfiQQbFvhYh33peUC1ngZt9hAhhIZhPh1Gy0Vi2qCJysIIfBqVpQhlDDwa8uZ4Fi8gKLqKEIhmRtA1aLBjac5sCmDP19FaBre1Dzmxm6coSn80hXcoUKJNXF1wuU9hYTWiWHiOwcILZfgSse/gK4tSTbdmeP5/zXCi18Yo2drio//nSVCaH7MQtMVsp3mFbZCFPhepK1UuHM9868N3RJEWXzTZgqbPoo7M0Xr7Bms4fP45dJ7ougohFhMxbeC5ftLpwR/56/l+Pm/nieVfH+0gtYKXRM8cHeM//bLHfyjf13km9+9mjC5IBFvW2xvgtAjbuaoNSYIQ59kogPTzOB6TTQtTr0xiQwDFFVHVXTC0MNxr/w815tT1JtXJvi/VyAdB79Wi9LMNY3Yxg0osTje3BxBrUZs40aEruGXymgd7Wj5AvbQ8OL6Qtcxt24E38c+M4Q7OnF5nYOroOVXmLfH6E1up+7O4Yb/++mB3fIQAtXUUDQV1dSiGVzXRzHUaHBkavgNBzVpIFSBGtcXy+lDLyC4QRe4i6GqcO8dMf7FP2zjoXvjaOq7K4b/bkHTBLfvNfn1f9/Jf/nNMr/+P6uUVylREppKcv9mEns3kNixDqFrtP/wB7DOTFB/4xTedJnKU2+R+/AdJPdvjpzFTJ3iHz+PPTRN8/B52j77IF1/9aNI30cGS5bCZl877T/08II9dYiajFF9/uiy/dtD0wTVJp2f+yB+pUHtlRM0D12eCP/IY0n+/T9tZ/uW904raK24oMP3r/9xGx3tKv/vr5WXkUK2I6nVw5tuDiClpDQfBaOeKykWQwY2rO60JgTLBg6nT3r89//U4NPfH+Pjn4zx6ssuX/qjFrMzV29/w1AyORHtNwwkjr2kJ9TVpdC/XuWv/9xSyc/0VEB1oazx5AmPX/vPDb7v++N8/JMxXnkp2u/cbPT7n33ZIgzgr/xMEt+HJ75q8Z1v25Gg9loRSoLm6lkXiqnjzdeZf/LgsqzD0PFxZypr259gmS4sLLRfF2c1hjK6H0KAGmXahn6wOGC7YPV+xd2oKkKP3g/pessJFCmRlo1vXSZbVtVI3H87SipB67UjNF85tNzkJQjx50rUn32d2N5t6P1dmFs2YL11fPl2whDn1OqVB2HLovXmMdIfvh/F0NE7C8sIofcSQhGk12Ux0iaKrmDPRw+UmY8x+/Y0ge2T6EwSugGqodKxrwu37pDoTFIfr5FZn6U112Lm4JLeaRjA/NRyQsVqBFiriMhbjYCJc6vfz+LESlLmYvFp1w4pTkbL2M2QiXNXz4AOGhZaIYPQVIJ6C39m+TjQnytS/J9/hD+9hgkWTSXzoQ+Q/8zHrnkVx5W8c8qlkFcpV76HM4QuoDU1xPQLTxC615uOLsjtumt52diCmpp9fhI1aaImlwayQdPGUOPEyeHj0aBGjnYAJBIXi5TIkpI5HCw8nEXxzDhJ2kQ36kKGUEiIIy3SooArXWyaBPhYskFa5GnIGp1KX3RIqGRpQyKxZItQhCtse2UYUp8dZn74EG0bb6c+O4hVnSXXtyvSSWpKfLuB0yyzKhUlIfBsFM3Ady2c0jiBt2RjIMOA0HdRVA23Ub5ul7KpIYc//s+T9AyYPPzZNj7917r4jf9nBKcVUiv5TAzaPPHbs4QLg94wkLQaAb0bYzTrAd/4vVnOHVkaNIah5J7Hc9e8/9bwSgFtZ/ba7bwlknSmj1ZjjnSmD1WP43lNdM+m0azjTZcw1nVhrO9Ea89FpNM1ECq3FIQguX8L3tQ8StwksXcTjTdOXnGVeFonltYYersCrHyynFaUOaVdobwjd/s6Asuj+6O7CayosY335Si99f50UJei9Ox3MI4fJb5pC+n9d5DefwfuzBTN0ydxp6cIWi1WKEreROy8QAhdJLSeyyr8nZ/N8X//TO57jgy6ACEEO7cZ/NI/bKNeD3nloH1ZzkFVdDQtTjLRQRgGNFvT6HpyMWNI1WKRE1ngIhCYRhohFJLxDhRVx3HrOKW1WSl/r0PL5VBTKfxyBaOnGycIUJIJ4lu2YA8N4c7MoCaX6wKEzRb1776MuWk9iTv3kbx7P6FlY586h3P28qW0uhKnN7ljxfdeaNOV2MJtHR+n6szghq0V4pEVZ4qqu1JL4f/gPYCUaCmTvs/sR9FVpp56h9D2SG3uYN2P3IXfcJh99hTZvX2s/7G7Cb2A4otnI7HYhhMNmG4CTEPwiQ8n+Gd/v41d2w3U75GsoMtBCEFbXuXv/c08ne0av/prZSamlwuOyjDEnYoyrRpvLRExQa0ZZRwDjUNnccbn0ApphBAEDRt3KoppWidG8StPoWUThJaLN1dFy0f6FM54kbk/fh41GYvuVbWFd4k2oF+uM/v576J35RBC4E6trh2oa/D4owl+5Rfb2L5F/57pc4QQJOKCv/VTWXRN8P/+epm5BbLGcSTVWnDTCSEhBLl8NNuu6dHf1UpIEEbC0YoATQPfh0xGEI8tXUvPgxefdzh21GXbdp2f+RtJbCfOb//GtWVKB8HqE1WlUsjQ+YB/8y9q2AuxhJTQWsh28Dx44TmHY0dctu7Q+Zm/nsS24/zO/4j2W6tJ/vDzLb77tM19D5j85E8nGR8LOHzo3TFccKcrEErc2RrWuYsmaoS4tsk4GZFHStxYzPhXTB29I4M3f22xeWh7UXZeTz66aaFETcUWM5Uuh6BSwx2dJL53O5mPPoRi6FhHTxNU61fNrlHTCcwNfdEk9cwcWltu9eyBIIh0bQ0Do7cD63IGnUIgDB2h6whNicrDhUBJJ6P1TQNhvLfOVMsgoTXTIHACzHyM2miVeFsCMx9Di2kEtk/oBmQ25gicAKEIZAjWvIUMIfBCvOb3jmN22LRoHRuMBMadlcctPR9pr7G0PpRrWretoLBpg07LCpktfs9mCEUIrBaBYyH962+YAmt5Iyttj/ITr0Yd8aWNjpRonkpKdBAXKQJ8JsLzXHhbS3IGXZh0K+uZCyeo4lCUU3Szni6ln5osLWb1SCQzcpROZR3dYj1T4TAt6hTlJBo63co6mrJOiwYhAYYwyYl2JJIpOYLNpZ2DJPRsZOATBj6Ba3NBxVdw9fpuGfpMn3iOji330H/7x/BaVUojR6lNn0WGAXZtloljT9O2YT/Z3h0058eYH34bq3L1AD6eVFi/I06jEuA6ktK0y4Zd8chRzJcceanGYz/UzoadcSaHHOKpKD18+GSL+WmPk280uP2RLMVJD8cOyRQ0avP+tWiD3TR4bpNggQALFjKjXKeKqsUigcZQRmViQqN17DzCuPVnz1aDiBn4tSaa4JosEQMvJPBCEpnVzzfdbhCGK52HLkb99AxGIUH95DTltyMSqPOxHZHL2y2AsNnAbjZwxkapvfkaia3bydx5N+n9d+FMTdA4cYzWmVP4pXfHtW/zhsjCtroQw2ga/MQPpr8nM4MuhaJE6aq/9I/a+Ln/Z46TZ1fv2E0zg5QBjQX3L9upoggNIRSkDPC8JqqiRYSQUEFKFEXD81sEro/rvre6ae83RCyGVojECd2JiUgUOp1GBiFGdzcIQdBsIYMANZ1GqJcMiDQVY30vek8nYaOJc36YsGUR1K4sRmuqCTZn7171N0WoZI04GaNz1czSodpb/4cQeh9hT1WZfOIoUkpCO4qlpp96B6GpC5nTPnMvnEUxNGQoCZ0onX/m6ROE/o231TFT8KOfSfNPfr7AwHoN5Xu4XbsU2bTCT/94hmRC8Ev/scTo+EX9YShxJ+ZxJ67Qf4QSb7qMN71KVnEQ4o7N4Y5d9FUtmjyTjoczdJV3SoI/X8O/gt28osBjDyb4d/+k43uKDLoYmZTC3/jJLK4n+Q+/HmUK2Y68bhHVa4FQ4CMfj1OtSLp7FfbdpvP532viOjA+FpBOCx542GR8LODRD5p0dEXtrxDQ26fS3aNQLIaUSiHVqiSdjq63qkYuY4mkQDcgnRY0G3At1SUHX3d55LEYDz1i8vqrDooiyOcF7xyXCCHp61fp6lYozoWU5kNqNUlqYb+6Dtt26EgZlavNzoaRoLz57j0HzXdGyT+yl7aP3UH5maMElouWTSKDgOY7Y8uzZlaBDEOciXnyj+whvX8TzsQ8iR19xDZ0XjMhFNQsGsdHydy9ldbZKYK6RXr/RvS29JXXq9Sof/sl1FQSY2M/uR/+GKlH7sY6egb71HncoQnCxuoEn9aWRyw4RWU++jDpDz2w6nJCEZFQdBAiEqsTVGohi7llYMExrAM1m1oQmNYjsehkPCIlbvJt1NvTKJqKM1256rKhH1I8HmXDCCEI/ZCGXaM53VicaCidmUcoIhpqKyIqLRORflHlfOmWGStcC7RChvQDUQleaDm4Y0uZQH6pjHRdQnuNlRFSrmndyekA33exr8GI6VLcOoSQDGmOn8OaHVtDuViEwLWXWegpMYPs4wdovnV6VVFpD59xzq/K2DrYjIZnLvnOYkSeXnX5Fg2Gw+UZGB4uY/LsiuXn5CRz8vIW4JKLV1n+6VphVaYZO/R1Ytkucn076dn9GIFr0SiOIMOA6sRJGnPDJPK9tG+6k57djzH61teu6lhmxBUe+kwbnRsSeJaP0/T5zheL2Auc1VvPVElmNR79oXYUBXwv5PRbTUZPW7TqAU/8zgwf/+kefuwfrcO3fBwr5NmvFPHdqExMhhK7GeJ7kSWg1QgIL2fFuAYIoZDJrSeZ7sJ164BccE0IEKGPOxo9J8HpWyOjZc2QEufcOLGt/UjPxzp19fOpTNuUJ23u/FQP0+ebaEZEPqqaQiKns+/xTpyWz+Tpy3fAQcvF9gK8yrnFErG5588subzdClBUlHic+IZNxDdsIvQ86kcOETQbpHbsJrF5G+Vnvo0zdWW3hbUgm1HYsE5naiZAVeDjH0zy9/9mnnTq1hHyvBGoquDh++L8vb+Z4+/84hwta+W727JWOvxVvaWMwWZrlmbr5mmY/EWAMzqCdD2CWg13bBwlFsOvVKI680IBb3qaoFZHzWbw5+cJnaVAQonFMPp7cIbHcEcnwb+2/tX26xyf/86ajrfpXbur4f/BzYUMJb7lESyQPBcQugFcJPQp/XBxYmTZMjcIXYMf/4E0//IfttHTdeuEmDcLQkRZIH/p+9Mg4J/+23mmruIcuRaomkDRBJ69FNOqukBKCP21xURCwJ23mfyLf9jGzm3vYybBDeKC6Pff/MkslWrAr/1uFduWN2w9fymCIHL3sizJ3/o7KTIZwasvO7zyokMYwonjHi+96PCXfypJoxFy5pTP4Dkfz4sGuevWq/zETyWjWNiPyJevf9WOSikfMPjUZ+L09au0tav83X+Q5vRJjy/9UaQxWK/JxWRlCVhWZHcvgTOnfb7we00+8ek4Dz9i4vtRedn5s00cW7JuQOVzP3nRfmdCnvzzKNtAVSOHsrvvNZASPE/y9LdsTp1ce3aQDCVBy4mc81aBN99g+gvP0fbRO+j8kYcirRjHp/b6mYgQWtyQJLCclbpXoaRxdJjqxi7aPno70gtwJkvUXj0djfmkRPohYctBXjReWPoujASXv3MENROn60ceIKhbtM5O0TwxRriKs9fSRsA+cZ752p+SOLCXxJ270TrayHz0IVIP3oEzNE7z1cNYh0+uyBIRcXMxoym0nCtrydSbEVnfuqRuTwiMzevJfvIRYts3gqJERhFzZdxiGWk7CF0jfvuuy2/7BlB4eCfSC5h94nJpS8shF7LaLlTUyFAu06aVgVxcZvG7xd/eeyHqG4Km4gxNIkPQ2rPLMt7qz74EirJq5tA1QUqCSg1nZJzwGnWeDEOwb5eBoggaaxhz3TK9tQx8Zl56kjC4RieVVeDVytTOHlnMFBK6RmxzH81DV7YUvBm41szHm7MzBVXTUfUYQihoRgxFN6OyLykRikai0EvgWgSuRXN+jGzvdrRYEgA9lsJMteE5DZxGmVZ5ilzfThTt6gFCreTzZ79VZOdP7Gfu0DjTB6ewWpLkxjb8s0WsRsCzX5nnxAmwZyJRrtAwUVMx/LLF3LjLi29otJfTjDxxAqfh0awGqHoLTRe06gFf+i9TOFZECv3evxqnVr55mgZShlRLg9SrY4SBH7kNyej770lxg8tBRO4GjddORBlP19CgzI20OPzNGR7+y+v5iV/dw/y4jVAE+x7v5MBnehjYn+PgVyeZOnNl0lB6Af5FgUHQXN5Jv58wurpJbNlOfHOkjWSPjVJ59SW8UhGCgNpbb1B45EMkd+15VwiheEywfYvOawdt9u4y+cd/u0Bfz81phqWMyi9blsR1JV4gCfyF8nk16iwScQVDf3dtvIUQfOrxFC++ZvGHf1q/Vv7hfcNcMeCNQzYd7SoxU2CagpgpiBnR36YZXbP3SwhX2jbO4FJplze7nCwLqkuimH55ZdaB9Dy86TmEomAO9C0tW6oQlC8vqOlLl1nr/I0c+v/B+wBnts7k146gdbYhVBVv4qLJMEEkLL4w8ygMPZqRDQKEriFMg7BxNQ2wy8MwBJ/9WJJf+LuFd5UMujCQbVmRkHAQQBBKVEVEbZ0etXX6u9jWGYbgh78vTbUa8q//c2lNmg1Xwro9Gbq2pHj9K1E/JBTY9YEOWjWP82+sTbNwwzqdf/Lzbdyx9yo6gDeIMJQ0WxLHlXh+RGyoKmiqQNchkVDQ1Bu/N7mswv/90znGJ31eeM266YTQ0KDPv/kXNRxbks5E+j3ViqS1ICrebEp+77dbfPUr0SC+VpWYMUGrGRKGcOgtl8HzProukFLSWBCRlhKOvu0xMrx8AOw6klo1pF4L+Uc/X2F+fqEEzIXf/91mJITsAjIqCTty2CMeF4QhtFohtWq07UNvugye9dF0QSglzbqkXo+O2bbhy19s8a0nLVRV4HmSalVirzJ5c61wZyuM/9o3IrHj1SAl1uA0k7/3XdS4GWWG+EGkOXRRRohft5j8racXNc0uhl9tMfOll1FTJgglInqkRGgKoePROjvJ2H97cjGjDqDxzijW8Mzid36pwcwfvrBQdhm5+wlDW9Xq/VJ449PUZudpvnKI2M7NxPftwBjoJb53O+bGfhrruql+43nkxU5jwVJ1SvVr38U6evqqA0V5SVaIWsiS//7HMbdvwJ8tUfvOy9jvnIuEqYMQKUP0jgKxXVuiLKObBL09jdmVJXvXZpypMun9GwCwx+fxiguTworA7Mqht0Vlre5cDbdYj8rxkiZGe2YhczmOM1FCTcXQc0mssSJBPbpOwtCI9eTRMnFCL8CZKuNXl+6hlk+iZeK4M1XM3jxaKobfdLBHigsabBqx/jac6QpqKobRkYFQYo/P49ei91JoKmZ3Di2fhCDEmarglRsITSG+oRNnukLQsDF7cmi5JK0zU0gg3t+GX2/hlVZmgAlNxZ+vEZTqaO3ZyDXyont7pdjqWuGcH2Lu//97K0nCy8DzJOeGPFwPKrXrJ9duGUIIIHBuTKDSKc0w9o3PL36WQUBQbSy6NFwN8ZgAIbGsqPNKJATNpryq/mY2K9i0UeOdd6IbsRpisWhgdk3GRnIhK2hFXylBCNIdA3RsvRc9nkE3U/TufRzPrjNz8gVa5UkUzaB7x0PoiWyUbSUEzeIojWKUJWJmOlh3+8cj1jzwkUjmh9/Ga139AZYhzI+2GHxpGrvsUS16ZLe0E+tIUjtXRGgKmZ095D+wmakXh3Bn6vQ9upnQD5l6YYjGWIWpt2eR8Thzky5GOkbHA90Ejk/x0ARhEJFOF1Ap3vzRpO/b4N+4ZfKtDYFWyIAcv2YXgcCTvPrlcYJAcu8P9rHh9hxCwIFP91KetHn9yxO8/MUxguucnSzcs5H5VwdvCVHp/CMfQmgajeNHsc6fxa9Wlv0e1Ko4kxMYXVe2Il0rYjHBji0GqZTg5/5qlgO3x9bEQ17QbPE8GBz1OH7SYWTcZ2rGZ64U0FoIxl1XoigXBkiCQl6ls11lywaDXdsNdmzVF51lbubAqb2g8rd/Ns+bbzuXLR27VfDS6xZvH7dJpxRSSYVMSln8O51SSKUU0kmFXEYhu+w/lWw6+juXiZZf1LgUy5vv97MsQ6hqRA4okeaA3tWOsa6P2tMv0Cofu65txdUMWbObOWuQQF6ubRYk9TwpPY/tN6i7RcIruV3Ipef5ZmOt1/3dOp73AheMFlQzjtHbhTc1i7FxHUJAUG8S37sd+/QQ/uw88X3bo3KMs8ORm4mUBIaO3tUeubTOlzEG+gibFs7g6BVLOxQFHn0gzr/+x+1sWHdzyqwv3AcpoVwJOTPocuqcy8iYT7EUUK4EWHbU1vm+RNMEhi6IxwWFnEpHm8rAOp0dW3S2bzbIZZcyMW/0nRRCkEwIfvYnsoxP+fyX36xws+Y9hAAjoZLIaIvmuXpMpWNjgpnza3PqTCUj7Z2PPJJA025OexTdnoiEaDRDjrzjcuKMy/CYx9SMT7MVYtsSz4/MB0wT4jGFtoJCb5fGuj6dPTsMtmzUiS2WLF278LgQgnV9Or/wdwqEsoR6kxNtPQ9KC6RMs7n6zbVaEusi17mLl3MdLisgXa9L6pe4F6kqiw6kMxetJ2VERF2MIFg6tkvhOMvXvxSNuqRRv/6HNbWjB7M9hd90yOzux6u2mH/5LF6pGcktAPGBNvIHNqIlTBpnpim/NRxlDklIrCugZ2I4s3Xyd29HMVTmXz5Ha3gOxdTJ3bmB5OYOZCCxRuepvDW8mF1udKQp3LMZoy2JNVGm/PogQd1B6CqF+7bi1y3Mrgyxvjz2RJnSq+cJmg6+szz+DVsu4cXZE/a1xyfS9fBn5mnMzNN85W3MrQOkH7uP+L7tpD90P87Zkcg2fgFBrbGoHSYMg6BUue6CD2N9L+aOjUjbofatF2m88OYKUin0/Mh04mZBQHJrD9m7NxMfaEfLJiISDSg+dXiREMoe2EzXpw9EekYIgpbD9J+8TuPYKPENHfT/zAdxJkrEN3ZSPzqKlokTH2in/PJppv7oZZSYTvtHbiP/YCQroegq1kiRqT9+BXcmGo9mbhug8IFd1I+Pk9rVh2rqBK7H8H98kqARoLel6f/px6i8fpbUjj7UhImWjTPx+ReoHRpCqAqFR3bR/vhtEIYITcWZqTL1pVfxyw36fuJhZr9xiNrbw3R++gDZuzZz9p9+kaDh0PvjD1J6/gTll1dqVurdbaApuMPTuKM2idu33vTMEOkHKIk4en8v7sgYYb2Jmk0vZpIppo5IxAkqdfAjPTvDEGzdpHN20L3uSYpbihC62QgdD/vMGJlHbkeJmfiV+tLLGASknArbtyhUKiFDwz4f/1iMIJA8/6JLb4/C3QcM3j7sUSyG9PYqjI0HKELQ3a0gBJw46dPdpbB9u057m8LoWMCmjRpBIDk/6NPfp5JOK8wVA27bG6VnPvu8TaWy+gMjBMTiAaXzT0HokGtTaYx9nc4em9KUjWp9g8CeJdedoDT4ArqpMHtCoukCzw1xGlHdeuBajL71BJoRByEIAx/PrhN60YC8OT/G4MtfRNH0iCX3bTyrflXL+cvBrdl03NWPYmgEDQenbGHNNqgNziO9AHu+hV2ysOeXBzKqodG2vwfV0NBTBrkdncwfvnwp3WWhKOTufZDMHQeWfW2NjjD/7ScJb8g6YTm0hE68O42iKjjlhXO6RccOajpB4Qc+ENkiDk3RPHh1IV6nGfDKF8d555lZcj1xElkNpxlQnrKpztjL0tdXQ/dHd5Pa0om8SIci3pujdHDkhs/nZqD03acIWi1Cq3XZhrt56jitc++OaLGhCx6+L4GqCj7z0dR1k0FBIJmbDzg35PHt51o8/2qLiWmfajWkZUUDo6v1R5oGqaRCNq0w0K/x6IMJPvZYkq2bdTJp5abofQgBe3ca/MhnUvzKfy3jrKGe+WLoXZ0k77wdb3Ka5uEjl11OzefQ29uxz167xXwood6Q1BsBl7PpFICmR4MaXY8GnboGui4W/4uZglxGIZ9TKeSif/ftMvi+j6RIJd8/QihyITmC1tmOuWkAb6ZI46U38WbmrntbCT3Hxsyd2EF9YbAusYM6TrA0o9cWW8eO/AfQFJ1QBkw0TjBSf3uJQFKAhebhG99pMjHlX/d7cLW4S1Hg0x9JsWH92oiJiSmfp55tUWvcWnoGh446V5PbWILvI6VE7+3EWNcdOctNF5FhiF+qRLPiUkY2xi0HmfbQCjlEzARVQc1kUbKpyFI5vHoG7Z37Iv2wjWu85hdDSollS8YmfA4esfnuCxaHjtmUKiH1RkizFXIt1QWaGmWjZFIK7QWFu++I8fgjSe7YZ9LTpaFrN+56logL/u5fyzEx7fOnTzZuSkbk/o92ceCzvaTbTdbtyQLR5a+XXI58awYQqKoBUpKKd2K5lWiiSyzoTApBEFxUNirgU4+n+PEfSKPfJFt2KSXzpZB3Tjt87akmL71uMTnjU6tHfdHVJlINA5JxhUxGoadL44G7Ynzsg0m2bzHo6ljdxety2LXd4D//qw6SiVuj9FosCE1rusC2JcpCe6UoEZGjapFzXRBIZAhmTCAU2H+XyeBZj9npAN+DWDy6Bhe2EUsIPFfiudH1UxSxKCr9XiC5uZPuT+2ndmQMZ7ZG7o4Bkps6GP7tFwhaDqkdPaz7sXtpDs3h1226Pr4PsyfH9NfeRgYhyc2dtD+4jebgLO58AwwNsXCfuz6yl+z+dVQOj6KaOvH1bdRPTBK0XMyuDAM//TBBy8UaL5G/exOpbd2M/v7LyCCkcN9mEhvaqR4exS236HhsF0Z7mskvv/muadJI18N+5xz+zDx6T0fUzm7owzp2ZtHF0y9W8OdKaG05Yrs203j+deR1EFAI0NpzCEUhsB2cobFVOz6jtysSNr5a4xPKxfWFqly+TZdQOzRE48Q4sd4CtaMjzH7tYLSJBU06oytH16cPUD86wvwz74CAjo/up/uzdzMyGZWM67kEU3/wEubpSbo+ezejv/4UekeG/P3bEapCes962h7bE5FIJ8ZR4wa9n3uIzk/fxeTnXyS0omsV39BJ6/wM47/7LKHlInR1maOdYmhk9m+MiKTZKsLQ8KvR2CyxpYeOj+5n/rvHqR48j9BVun/oPrq//24m/+BF3FIdoz2DlomjJk38SpPY+naswVmUuIEzt7oem9DVKDOoVAcBelfhytd+LVAEWkcbai6DNzGF3t+N3teD0FS88SmMjesJG82ovzx0HMKQRlMyOeNT+ovgMnYzoRg6sZ0DmBu6ie8ciBS/F16GsNbE/OpX2bY1YPMmjV/+tzUMA6ZnJI4TzTQtlKbywz8UJxYT1OuSsbGAZDKagQLYvUtnfj4knYoGBBs3qNx9wOALf9jioQdMBod8Nm9SEUIwORXgXCFJwogp3PWhDALJyKkAITTmZ4pksjEc2wO/hKYHFLoC0m4FM6ZgxBUMU2FyyKYydWHjEs+q4VmrP8gy8BfJo5sBv+UROP6FXePVHfymi1O2UFSBV3dwqxZ+azlTLxRBrJBANTUaYxVaU2sUi5XgVco4kxMoZgy9owOjsxu/0QDl5gYIsY4U6z++k4671jH7+ginf/fNpXO/RiR6MjhVi6D17jg6ACAllSdfXdOqgRdSmrApTVx/FpXfdJl84ghueWmA2P347ltGKM6bL6KmM5j961eI77rTU9EAqXHlkrgbgRCCe+6Icc8dsetaT8qICPr6002+8kSDl9+waFwyYxlLaeD5ywjKTIdJbW55o+P7UKmGVKohI+M+L7xm82v/s8qnPpzkL/9wmvsOxNFvwgyypgp+5DNp/uTrDY6dvI4gSFWJb9mMms/hzxWxh0fwZmZxhkbQCvlokUyG2JZNCE3DGRrGmyuiplPEBtbjV6sITcNY34+WyRK0WqiJBK1Tp9fs+CCJZos9T8J1pNY/9mCcRx9IkEq+fwMVJZUk932Po7XlsM+N4E3NoOazhI6DP7NSz+lKEAiSeoG9bY+T0LJRdqk9yunySzS8eQQK/andCCEYrr1NWm+nP7WbkjNOxZki3hanY18nc8fnsOZafOErdb7wlet3cMxvydOcaeLWV3+udA22bzHWTAgNjnj86/9UYnTi1q53NLdvQImZWEcuIbAVBa29gNZRIKjWEapKUG/iz1fQutrQ8lk8a5ag3kRNJ1GScdR8Bq2zgF+u4s+WIjOFMMTcuI7G5CxXGuGv79f4l/+wjdv3mDdMsASB5I23bf7k6w2efLrJuSFvzZk3fgC1ekitHjI+BYffcfndP6px+x6T7/9Eiu//RIotG29MS0cIQX+vzi/+3QKnz7kceefGMyLf/uYMzYpH/+4Mh74euTKFgaRZ8Qg8ia4lSSU6aFnz0WBEixMzMqiKQczMEoY+xcpZgjA6lh1bDX7+b+TobL85Dly2HfLcKxa/+0c1nn5ubcSp64LrhpSrISNjPq8djPqh+w/E+LHPpvnk40k62tRryuRSFEF3560znMnlFfYfMFE1GBuO2pBKKaSjS2V8xOe2uww0XTB01mPdBh1FkZw95dE/oNHWrlKcC3jzFYd9dxh09Wi88rxFR5dK/3qN4fM+UxM+d95rEospHHzNplR8b+IrIQRB02Hyz97Cma5SPTLKxr/xGMlNHTTOTNPxyA6aw0XGvvBqpPMzV6f7E7dRfu089lQFIQRq2mTmW8ewxi7SmRMQ683hVSyKz57Ery3vpwv3b0VoCsO/+VxEEHVn2fLzj5PZ00/1yChCU7HGSoz/8esEDQe/1qLtoW1omRheee0lsADCjNqHy2nBhI67SMRcGudK16X5xlHMrQPEtgyQvP8Omi8eXL1ETQiUZJywaS2RPjISk4co01dNp7h01KBkUiQfujNiv69CCEnXi7YnZZQ1bBpXOC+P0PMjHSbHWyzxuoDUzigbp/id43jFaOw2/8xxNv7/PkVyWy9+rYVXbmFPlpBIvFKD1vAcMT9ECIFi6mTu3IQzVaH65vnIVREov3iS3s89TPEbb2OPR8+IX2tRffM8zsTq2oQyCGmcGKN5aqXMQ+a2AQLbo/TiSYJGdA6l595h/d/4MEZHFnushNmTw2hPo+garaFZ4uvaCZoOoePhXYYQcieLaJ15kgd2gKLgjs+tIOuUZAK9r4ew3sCbWqljfFUEIUGlRug4BKUKxvo+vLEp1FwGNZ9DOg7exDTGQP+i09nQqMfQGiVwb50W9CbAyLXTdvtDzL/9Im6lSGi7lP/8pZWuK4ChhTywzadUknR1hjguFIshVisqsyiVI2V+34/qa48e9ZiaDujpURmfCOnqVEkkInZ+vhTS1qawdauG57FY9zs+ETA45LNjh4bnRWml/hXKbYQCnhO9LPGUSiyhEASSdF4l36GRzmmkMirpnEq9CnMTLlv3R7pATuu9G3DHOpJkt7WTaLi4VZtkT5rUuhztt/Uw8+YYbs1GNTW67x+g+PYkTsWi7bYe/IZLc7JG295uUutyZDa3UTo+TX5HJ4qurt3dRIY0T71D69wZFE0jc+fdtH34Yzf3pBfQGC1z5n8dXHNJgaKrDHx6NxPfPUvt7PUNxq4X5qZenMHrz7gykyrZrhjt6+LE0hpuK2B+3KIyZWM1lhMOl6J2cirSDArCRYHS2WdOEdwiVpKJLdvIPfQIQtNR4wlC245SeRt1it/4GqoZwyvN4zciwfH3G1JKGk3JU882+c3PV3nriLNMJyHbZdKzLcX8uEUqb1CZtmnrj+O0AhRN0LE+wexwM5qFTKqEvmT0WBXfXX5uxfmA//WlGi+8ZvETP5Tmr/5Ylt5u7YYHd+t7NX7kM2lOnJm/phl9gPiO7ejtbTgjIwTN1qLD4jIICG0HrZAgvnMHfu0NQtcFRSG+ZQvezCyxTRuRfoAxsA7p+WgzM3hT/xs6X4Uh7ugEztkhZBgu9odijWS5KjS80OFM5RVURacrvoV1qT2cqbyClCEJLU/ZnmC8cZyYmiKp5ymY/TSUOboP9JLbmKP4zhyxQoxkV4rWXAu7bJHbkEPRFRrTTRIdCQCqwxXibXFiuRj1yQYyCMkMZOnY28n4i6OXJYT+d0F8z1bUfBbr6JnlwaiUeHPzBI0mQaVOUK1HriX1Jvbxs4szxe7IBGoqiXRcvIkZ/LkSoe0ibYegUsPcsYnmG0dQc+mFgHPlJEY2o/BzP5XjA/fFryur41L4QaR/8HtfrPHVbzYYHPauPRvqevbjw5uHHY6dcvnzbzX5mR/P8KmPpG7YrnzXNoO//TM5/v4/L94ULZvRYzVmBps0K96ifpmqKdE7DChCQ1V1dC2BQEFVDXQtjpQhnm9F+ohE9+dv/VSWvTvNGy6TCwLJyLjPf//dCl/+Wp2pmeCmamfajuSZlyzeOuLw5Sca/NxPZXn0wQSJ+K3pwJlU82xNRZnpp+qvYIfRZFIiKcjkFCZGfTZu0fE8SRj69A9olIoB6zfqvPaCjSQij158JrLdtm3J6LDPwCaNXF4hk1PYd6fBqXdcUmmFjm6VkSGfrTt0br8nBlIyM+VTKl5bOyhQ6IltoS++naIzzlDr7es+Z7/hLGZN2FNVAsfD7M7SHJyLyotSJrGuKKtNTUWiykpsaajplZpY45doYEmYe/Ykvd9/J5t//iPUj48z//I5nNkahJJYbw53rrFYPubMVPGbLol1BapHotFva7i4+LtXtVB0DeVGNXWEwNy+kcyH7sc+NYg7OIZfriGDAKEoaO15kvftR+tqJ6g3cc6PLifOQ4n19glaOzaRuGMXuU9/EKO/G+vYafz5ysI1SqB3d2BuGSCoN6n8yVPLZB7c8WmCehMlmSD92L2RQ2ilDopA7+4g/eg9mBv6kJZzVYcx6bi4Y1PE9m7D3DJA+rF7ab5xFFwPFAVhGgTVOuFVHEgBtHT0/F2s2eRVmtF1Scfwa5HzqQwlhDLShYqELqOFFdCzcQLLJbwoa8orN9HSMYSxdO+ClovfuPxkngwjwmnV48zEkZ5P0FyaGPUqTZSYgaKr2JMlktu6ia1vJ2g5NE9PktrZT+j4+JUWXnV1QlE6Hs2Dp1HTcQglwSrae3pfD+0/+SNYx09S+qM/W7kRVSX/g59E0XUqT36HoFxZsUhQrRHftIew1sCbmiW2fRMIgTM8Tnz3NsztJkGpcs3SIFfCXyxCKNtGYd/9VM8cwa0UIQzxJlfPhAk1qHQYbBhQOXsuYlWHRwLuusPg3Hmf+fkQ15XkcwrHjnus61eZmQ2ZmAgW1f7nSyFIQX+fysREwPx8QE+3wsioT6kcoihRKcfoaLTOvr06584rzF2GzbebIW88XUUQvTdCROJ8k4MOYSiZGXUJA8n8jIcMo99UTZDKaag3qSb8WmDPtzjz+UMgIfQDWpNVikemIiZ5QUx48E8jbYrQCygdn6Zyeo7QC5CBZPL5QaZeGo6WDSW18xGDHHo3EESFIdJ1CFyH0LbfvbG8jJxYpBcsugdcDDWmkdveSawjiVd3qJyaxa1GDVl6Q57Cvh46Dqwj9AKym9twKjazr70L5VRCYPR34IzORNOk14i2/jgP/vg69j3eRSKrIUQkhmg3Ak69VOSlL4wxceryM/qFuzZgjZdR4zqlN4cBcFcRZHu/kNq7H3dmhubpE2TvuZ/qqy8RWz+A0A2CVhMjV0B06vitBjdNEGKNkFIyNOrzG79X4QtfqTM3vzL4znXF6NqcRIYSMxkROK4V0LkpQbPsoccUkjkDM6mS6TDxnIDJ03X8VdyEwhDOD3v82/9a5uygx7/8B21sWK/dUCBumoJH7o+zYZ3O+eFr67DM3h7s84M4w5eZ5hACo7sLo6cboUVCuEJVCVsWfrmM3tYGLAQ/M7OYqkro2Aj95uiafK8hbFk0Xjm48oc1juQC6XGm8jJlewIhBLZfpy+1G1Xo+NJBFSq+dAllQMuv4oYt4noWvMiWtj5RJ/RDeu7uxWt45DfnmXhtnA0f2cTEK+NkBjLktxQoHpvFzMbY9NEtEVE02cAqtTDTJmbmxge3f6EhJWG1QViNguTgIqHSoLw04yltF38hGA8uETOVjos3OonW3YE3PnNZ4dWPPprgr/xohlhs7VlwLSvkOy+0+NVfK/PmYRvvXUyevQDblrx+yObEGZe3jzv8/F/Ps2Hd2ts7RRF830dSvHrQ5n9+sXbNBPjl4HshA1uyDOzLoptL1/bQN6aZOtOgVBuKxHqdKlHAI6LYEYh0faJ46sB+kx/6vjTGDZaK+YHkzbdtfuk/lHj+FQvHfff6x2o95OnnWxw/5fCzn8vys5/L3pKOdZpikNO7EQhUsbx/SaYE7Z0qniexW5KtO3Q6e1SOvQ22JSnOBigqGKagf0BjbjrAakkqpYCefpWBzRrtHSrF2QApJdOTAe2dKvvvMjj0hsvYkMf4iM/QuWvPYhQI4mqagt6HHawtE1qIaDsSGdmlw1KsFITUjk9QevXcYgweOh729AV9Uhlp6qzS9zROTzH4a98ls7eftvu3kL1tPUO/8Qz2VDXa/sWmDkIsWpVfQOj6S8dxEx9NJW4S272F2M7NSD9Aeh7S86LYw4gs34N6k/q3X8YdGluxflCuUfmTbyP9gMTtu0h94ADJ+29fOlZFRGSMqtB68/iK9b3JWRrPvUH6Q/cR378Dc8t6gmoDNBUtlya0HGrfeQVzoI/Y7i1XPZ/WG0eJ7diEuX0j2U88QvqD9yFdLyL8g5DyHz9J67WLy/LlQstyyXm1IgJKTZmEC7qvWiqGlJJgodRr2X1Y5Z74DRstHUcxdMKFyQYtHZFEyxzrpLxqvHI545qg6SA0FTWuLxKGWipG6EZOnLLlIDSNxIZO7MkSrXPT5O7ZSmJLF/bY/JXHAUFAULn8eyR0DbWQQ0klV/9dUYht34oSj6E88yLBKl4BQblK8+U3Iwe2IKS5QBqJeBx/roRzZjCqargJzPyt18LeABQjhlAumeVRFIzeNuK7N6JmkwS1JtY7w7iTRV5/w+WNi/S5zp7zOX/eRydGKCVPfcsnIBJqOvjWpRnT0cM6Ph4s0zM4/o6/+PfoaLTM5FS04slT/lXvWeCtXCBcsOhb/Peijnj8vI1hCtwb1Oi4LoSSwF7qhGQg4RIy52L7WhlIgsC/5LeLXKius+TqVoViqGz8wX0UdndjzdQx8nG6H9zI6f/5Jk6phZ6NkejJoCcNzHwC6YXLO7mbDC2fpvDZh5GuhzMyTevwlXVVElmdx352A3s/2MnwkSojhytYNR8zpdG/K82uD3SQzBl85ZdOUptdvfZRMVTa7tuEljJRE1Gqbej6lN8aXdU54r2GEovROH4Ed3aG0LJx52bxyiXaPvpJtGwOxYxF/db7PNgMAsmJMy7/9N/O881nmpfNBJ4ft6jO2iAEuqngWgGuFVCfdxGKYH7MwnejrMMLBPPVdKBsR/Llr9VpNEP+/T9rZ/MGfc2DJCEEe3aY3HWbydCod1VdCQC/VkNtK6DMzEAQRllcuo5iGNG/sRhGXx/u1FQ0e7htIQjSVBTDjNySDGNhNkou2NKu6fD/4uBaLvw1QCJxAwvbryMJkRIsv46CgiJWahJIQgLpowkd3/ZpzTXRTC3qy4SgMVlHTxmohoZdspk9PEPnbV00pxvURmvE2+P4tk/9XI3WbItUb5r6RB09qd8yws/C0COyUUSp69J1I/FlTUVoka6DslB2EDruCoI+el51ECIabFychaOp0fYVJSJ5HO+KZQEXthVazk255/5sCX929TR9gO2bdf6vn85RyK2NDJISqvWA3/tijf/4G2Umpt9b22Epo5Ky3/pCleFRj1/5J+3s2masub3L5xR+5sezvPymzckzK7M2FDXK8vGcq9+bzg0J7vq+Hs6+XsKqLd3zVtVbOPaLPMlZ8ScQ6Rv97Oeya74/FxAEkudfsfiFXy7y1mHnPWlOpYTJ6YBf/bUy45M+v/h3C6zr0943t8frgQQcWzI7FTA67OF7MLBZY2TQp1QMee0Fm0YjxPfg8JsOZlxgWZIjBx3q1RDbdrBaEZGkKDAzFZBMKowN+1QrIdMTPpoGuhG5hL2X0LMJEhvbsUZLJDd3opga1ngJ6QU0zs1i5BNYYyX8hr2YhXpBd+ayEKDEdELHp/z6IM50lS1/76MYHRnsqSrNwVkK92/B7MrglVskNrShJkyaQ9evg3ddkBLn7AjlL30Tc8sAWmcbaiqOUCNnMr9Yxh2ZwDp8CvvU4GWzNPyZIuUvPol97DSx3Vsx1vWgpBORxmvTwp+dxzk/hn3i3AriXdoOtadexC+VSdyxB727HSWVIGy0aB08TvPgcZyzw/CBu9HX9yKvEmd7U3OU/vAJkvfuJ7Z9E2o+AwKCagNveo6gWFlaOJQEjoeWS6DEo5hKegEyCGmeniJ83Cd791bKL5wEAdm7txI0HVqDM+i51UmQi1E/MkLXD95LckcvzTNTKIZG9u4tNE9N4lVuzkRy/fgomTs3kt6/gdrbwwhVIXfPVuzxEu5MdUEQW2J2Z6kdHsav24SuT2x9O5XXzt6UY7gShGAhs+vy7drFZX0XnjEZSpyzQwT1xk2L7/6CEUKXWGkqgsS+TeQ+cR/S8wltF3NDN6kDO6g8+SrNw+dWsopSIau0I4WkHlbwiV6uK13vSzK1r2m5mwYJ7iqiclo2h9HZjTszjV+roKbS6PkCwjCRvo9fq0QOS1d5kNR0Bj2bQ5gxkCGh1cIrlQidK2txCMNAz7ehJhIIRSX0XPxqBb9WXfVCaPkCRnsHzvQUQb2Gmsmi5/II3UD6XrRutfIuXUQQqoaWL6ClUghNI/Q8/FoNv1q+5pctv7OLjrvWcfp336B2rkisI8Xun7ufznvXM/aNU5SPz+C3PPK7uhh/+jSVE7Pv3qBGShqvncAY6IoIoeGrl8p0bU6y/f423vzqJM/8zjBO0ycMolkgM6Fx4LO9PPTj69h0R47D31q9Hrb40jnaH9hMcmP7UnQqF//3viO0bZREYsHKQ6K3tRPUayhmDMU08VtNpO+9a8/ZteCChsYv/PI8r7xhXTHBq1FaPVX84gHEWuB68OR3mrQXVH75F9tvqJwilRR88OEE33ymRa1+9XepdfwEydv2kn7gfrypKVonT2GuX4fR14PQDYyB9dhDw8Q2b0K6Lu7kFDIIMXp6MDesR8RixDZvwq/VCFpN/FIpav+tv+jOgu8+AukhBCT1PC2/gkAhqecw1QRZswcnaKIqOgrqQnYhKCiEC9kKbs0lMHy8hktzskHbznaseQu7bNGYjDIP6xM11j20np57+5g+OEV9ooaRMWlM1qkMlem6vTsSzXXeW/JgNWhdbaQ+cAC9qw1UFem41J5+Bff8KInbthO/czfu0Djm9o0ocRPr2Fkazx9ELjyLSjZF+pG7MTb2gRD4c2Uaz76BNzkLQPK+/cT3bo10LITAOTVI/dk3ovKAS6Ak46QeOYDWUaD6xHMECyUJ7xaSCcFf+dEMd+4z1zxIr9YC/utvV/i1361QLC21DYqpEd7kiSKhKUg/RDG0FZMTrgvferYFzPMff6mdzRuMNc0JCCHYv8fksx9LMTRSxr5koi6V1+nbluTswZVlu5fCTGmUxi3efnL6mgiklccCH3k0wUP3xm9ofiMIJK+9ZfOLv1Lk0NH3hgy6GC1L8oU/qdOyJP/mF9oY6L/1Mz3tluT0Ox5nTriRTTxQObjUV4+NLD1/Z0+tJBGajahtq1zUv9erAdOTS23e6XfegzS6VaAmDbo/cRt+3SG5uYP6qWlaI/OErk/x2ZP0/6V7GfgrD+IU62gJE2uqwsyTR5YZjazYZkyn59N3oBeS+HUbo5DEmizjzkV9Qvn1QVJbuxn4qw/jzNaIrytQPzVJ/eQaTGiuE0GpSv07r9J86a3IyUuNHLUuZDtFujzuVWPGsNag+foRWodPoRg6i5Z4oUR63qqTBYvrNlo0XniL1pvHFycfCMNIv8iO9l1/7g2abxyNNIiuBCnxRqeoThepxc0lSZUwXBgnL+9bagcHafvQXtb/9Q8RWB6lF07QPDmBPVmi+J1jtD22h/SedVEJWy7J/HeO4kxVrokQqh0dIb65m+4fvg+vWEdNmAhVMPWlVxf1fm4UzTNTlF85Q+en7iJ371YUU0eNGcx87SBeuYFi6AQth/hAB/ZYkcByCJo2ejaBfRnNolsCvk9QuXFr+4tx6xBCikph771o8as/RKtDEO9at3yTMZP0Q/toHT5L9buHkLaLiBlkH7ud1IP7sE6PETaXP3QhIdVwHoFYJIOW70Ys1XNd+Hu1hmDV3xe8iC98FhEzufT5JlnWCUFyxy46v+8HKT71deyxUXL3PUhs3QBKIhENomZnqL75GvWjh1YlPISmk9y+k8wdBzB7+lASSZAhfq2KNXiOyqsv4c6uTjLo7R1k73mAxOZt6NkcaCqhbeNOT1E/eoj6scPRLOoFqCqpPftof/yTFL/x5zizM+Tue4hY/3qUeAzpuDjTk1TffJXG8SM3fbCupjNkD9xLcsce9EIBRTcIHQe3OEPj2BFqb78ZlaFdBakNeQLbp3auiN/yaIyWqQ2WyO/uZuwbpyJdHS8q+wm9pfK6dwUCYtv6o9TaZFTr27pCaiNEGULxtMbhb07TLF8UbASSVtXjyLemeeBH+8l0mpfdhltqMvv8Gcx3pmgOvsuzN2uAPTGOlkwTei5epUzhg48TtiyEqmIWOghaLbzW+1fiJqXk9DmXf/Ir87zw6k1yx1tju+L78KU/r7Nnh8nf/KnsmoWmhRA8cCBOLqNcEyEUNpvUX3lt2Xf2+UHs84OLnzVTpT42ukx3zB0bxx0bX7E9b3Jq2Wc9rpHfkKZ4rnrVMtXC5iztW7MMPjuBfwsQEO83LL9GwyuxNXc/BbMPRWi0xwewgyZbsvcAEl2JEdPSGEocEBhqgqo7AxKqQ5XFbc0emWH26MwiVzz2QlQiaBUtznz19OL34y+OIRSxOHlTG63eKvwyyXtvQ+/rpPb155FSorVlozItCcI0MbcO4M+VqD/1ElpnG+kP309QqdF67SjC0El/6D707nZqT70MUpJ66E4yn/oA5d//GqHlENabNF89QlCtY6zrJvXI3TiD4zinhpYOQoYocZPUB+/FWNdN9c+fieyN32XcvsfkL/9wBtNcW/ZJsxXy239Q47/8ZoVKLcTszmK0p3Hnaui5JNbYPEZHmqDhoKZMvHILv2aBIoj15qJrvEBEKaZG6IXRbG8YEtg+asLAr1loqRhB0yE+0E7j9CSxnjzWRAmzI03ohagJA6/cxJ2r8+3nm/zKf1X5lV9su2ZB40uh64If/4E0T3x7pZh+4Ek27k3RsymO1Qw4/PQ8VmN5u5LIarT1J0hmdXK9MfY93sXcSCvKxAaKY61rIvzb8io/9tkMne1rOw+Iuo3hMY9/9u/nefPtKziivMtwHMmXn6jT2a7yr/6ftltOU0he0iCV5kNK838x9c2siQoz3zpOcnMHjXMzVA+PLGYAtYaLDP/mc2R296Fl41jjZZpnZxbJoNo7EzhzKyUHAsen8tYwiQsZR2Ml6icmIw0hwKu0GP38y2T3rUPPJqgdH6d2bJzQ8hCawtx338G7SJrAGp1n+uuH8etXiNsv1FcqClohg7+QGSMMLXrXLqr5VLNJwkbr6mTL1RBKpGUTrGVyKggIV9GpuQBpOyvKfleDEc0t4DjeNenOzD9zHGemgtmVQ/oBXnnhOoeS0rPHsUeLxDd0ANAanMUanIFQ4kxXmP3aQfxaCzsMmX3yLYKmgz1ZZvbJQ4SOj/QCpr/8KqmdfZjdueg5mjdIhBuwtRKBZ9M6N82sG+BfRsvHr7aY/fpb2KOra7KGtsfsE2/RPDNFvL9A6AU0z0xhjxUjCRDHo/jto+iFFO5sLXJPfOY4zdNTuDOVq16fv0i4ZQghoSgU9t2Pme+8gY0s7yCEpqLETFrvDC9a/UnbpfXOMPE9mxDa6rPeMZHAFAlqYQmfpUbd6OiicP8jNM+fJrFhC1o6S9BqUjn0GvbYcLRPVSOxaSupnfvQkikCu0Xj5DGa506R3LKD+PqNzD/3bYSu0/3pH6U1dJby6y8R719Pes8dFL/75FWzb64HyR27Se25DcKQ5ukTyCDA6Ooh1ttP2+MfBwH1I5eQQopC5s4DFB77CADO5ATe/BxC1zF7+knvvxOjq4fZJ/4Ed2o5Q2/29NH+ic8Q6+3HK83TOHGUwLbRC23Eevpo/9j3oWVzlF94ZqVFohCk9txG2jCQnkfj5DGQErO7l9i69eiFSBukcfzo6kKza4CWy9P+kU+S2LaToF6jefokQbOBnstj9q+n8MGPomaylJ55CnkVYYOLBy1AxPWFEmUVraF3HwIlFafx2gm0XApjoOuqa7hWgN3wF4PsS6GoAs8JsWpXvg5+zb5yR/w+onH4YDST77rU33oDwhAlnqD56gv4pRJqPElwBUv6dxNSSsYmff75r5Z46Y2bQwbFBzaj5wrUjry57Hs1lSa0ravalNabkt/8fJV77oxx4HZzzZb0PV0qu7YbN8W1yUhqbHiwl8asxdypMoquYKZ1vJaPVXEwUzp6Uo+CLwlCFSiKIPBCmnMWelIjWAhQY1kDI6WDhMacRTxnosVU7IqDU/ewSjbp7l5UQ7lFCSGBHk8TS7UjCWmVIpcNRTPwnRY3mzlxghaD1TfZnL2HruRWkJKaO8tQ7S1iWpq22DrG6scpxPrZ0/ZhhFCIqWmG7LdW3+BqcymajhBRiZRQVcLAR1E0ZBigJTJ4jQp6OovXrKFoOjIMEEJBSknovbftjl+pYZo6WnsOZ3Cc1shk5PS3gKBSp/naUfypOZzz48R2bia2YxOt14+hFrLE926l9eZxpO0AAm98htTDd6Fm04QtG/vUIGomhTAN/Nky0nXROgvLCSFdI/OJD6C25aj+6Xfwpt59It40BD/zE1m6OtaWORiEkj/7RoP/8BvlRQFmsyNDfH0B6Qfo+SRuqUm8v4AzU8PsTCMDGRE8CZNYdw57sozZmUUxNISh4VWamB0Z7MkKmb3rCCwP6Qc0z88SWC6KqSH9EL2QRAYhalwn1pfHGisR683jztXxvIgE37XV4Of+apZYbG3t3cb1Gp/7wQy/8MvFZVpCrbrP60/MYcQVXCvEXaV8t30gyf0/0o8QkXPk7kc7cO1g8V15+YtjjB27uiPr3p0Gjz0YvyHipNEM+U//o8IrN6k/uhH4Pvz+l2ps3qDzM5/LYt6YOdxNhgQkqtAwlSSqiIZWXujghK1Fge/VoKBiKHE0YaAIBQmE0scNbTx59fZMoGAocXRhIIQaJY/IAF96uKFNuNrE9hVgKklMJY5E0gqqBPKSEqYgpHF6isbpqVXXd4sNis+fXvW31lCR1tAqA/dQ0jg7Q+Ps5Z2Y/KrF/ItnVnwv/ZDKweFl3zmztUUy6WLoXQVC18dc3xUJHnsBaApaLo3XlkFIiZKMEzRtFF0FRYkMKTrztA6fvWo51q0KMwaqKrBakq3bNfbv1/mDz1sIAfF4VHYYBJBIRH87TkQcqarAtj1qbw2tul3phzRPT9I8vTJTy5tvUH7pFABuy8VduB+h7VEpLpGCoeVSO3Rh+4KObfeSX7+XythxAs/GHi8tuo2thqDpUH31HPn1+9C789SnV0pjSNencWyUxrHVdSkbxyPtJ6HrEAQ0T03SPLV0TsIwFpMYRMyMyvpuVCTuFsQtQwiBQCgqXr1Cc3LwqgOVlasLzEIXyb6Ni1/JIEqBMwe6cMdmo7p+VcEc6I7S/C5jYREu6Ntc2o0KXSfWN4Be6KB27BDB2ZOk995B28MfZuorv0/oOMQ3bKLw4GM0Th6nUZzB7O6j/bGPE3oeoedhdvQgdB2jowstkyPW048ai6G3daLo+qIQ4M1CrH899aNvU3zq6wT16IVU4gkKj32Y7IH7yd37IPboMN78UiNt9vaTf/BRhFAoPv0k9bcPLt4PLZen4xOfIbVrL7n7Hmbua19Z/E3oBrmHHiGxcTON40eY+9YT+OWFF1lRSO3cQ/tHP0Xu3gdxpqdonji2/PoKQax/PbW332T+6W8SNKOMFiWZpP3DHyd9+13k7nsIe2wEv7KK+tZ1Qiw4kqV278MeHWb2a3+ylPV04Xg//mkyd9yNPTay4ngvRWu6jpbQMXJx/JaHnjZJ9mWpnJ5dXEYGEhlKVOPm2L9eFlLiTRZJ3b0DGYTY51faMV6KmfMNRo/V2PVoB1NnGsvS1DVDYc8HO6nNOgwdqlzD/m/g2N9FhM7SDIpfrVB+7juLn4VuoBc6UNNpgmYDGby3nX/Lkvz2F6p8/duNq7mHXjOCRh3CSzouIcgfeJD6O4dxZlcP6i7GybMuX/yzOru3G6SSaxtcxEyFBw7E+NYzN2YBCxDPx+ja04Y5WscqO3TvLaBoCqqpcuZbIwzc10OiYFIaqpPfkEaLaWiGSuAFvPk7JyhsyNB7RwfHvnyODQ/2kuyIE7gBU0eLaKZKYVMWu+Jw/plx3KZ3ixJBERK5btbf/ili2U7cZpnzr34R3UySX7eXqRPP4rs3fr2XQ1J2Jjlc/AYprUBIQNMrEUifqjvDTCsKxupekY2ZOzEUg7HGMUr2ysytyyGW60KLJaIyXjOBUy+jx1O4jTKxXCfVkROYmTZU3URPZBCKilA1fLtBY/L8TT7fK6P12hHwAxJ37SH1gQPYJwepP/cmYTUKeKXrLs3qhiFBvYlWyCxOVqmZFPHbdxLbsWlxm+7YNFJKlFSC9OP3Y/R3RTPTioKaTa9whzM3rYPN67HfOUtwDe4wNwMP3xfjww8n1kw2HD/p8qu/Vma2uPRuObNVQseLtEfUiBC0xkoL/5YX47XA8fAqrcjqt9REKILQ9QldH79u49esyC7ZCwj9ANXUoz5wqoLQVfyaRdBykFLSPD+LO99AMZfKkFqW5H98vsoD98S49874ms7PNBU+9HCC3/0jndPnliZQhBD0bElgxhWmBy00QxBc4jw7erTK6NEbKwXQdfj+T6TI59YeZwSB5GvfavDHf17nJhjYXBaaEqOQWEdISLFx5fe3XA35r79V4d67Ytyx99YRlg8Jiakp+uM76TAHiKupyCHULzPtnGfcOokvl2cMCQRZvYsucyM5vZuklkUTRqTTFlpUvTkmrFPMuZc3HTGVBD2xrXSYA6TUHJoSQxARUVZQY8YZYqh1+JrPI6nm2JF+gILRw5wzyqn6KwTyvWlT3gsoyThaVxxjQw/u2Axad4GgWEWJGWj5NEJV8OcqCCHQutuQjosMJdLzr2bgdcuiUBA8+LBJuRzy+msuQ4MBdx2I2NS+foXb9hvYtmR6KmDDRo2hQZ+hwYD7HzCIxQUH33SZmX7vXKzXAqFo5NbvoTK2UpT7SlCSCZR4jNCyUVJJ1GwG6QcEpRLCNJGuhxKLoXe2Y589D5qG3tFGUK1Hbo+KwC9VbpqGz/uNW4gQitCaGmbmxScJ3Oub6RNAbtddywih0HZovH6C7OMHSOzbTNi0owYhl6Ty7TcJW6un1znSRsNYmKVc/psMAppnT1B967VIU8f3af/A4+i5Al6lTHrnPrxKmdbwOULPJXBsEpu3kdyyg+qh15FI1GQas6Mbd3YKoeuoiRRGvoBbnl/JOt5gGVnQqFN945VFMgggtFpUXnmR5JYdmN29mAvZPEiJ0DTSe29Dy2apHzlE49jhZeScXylTfeNVElt3kNi4Gb29A3c6GlTG+teR2LAZv1Gn/MoLS2QQRBlKp05g9PSSf/BR0vtuxx4eJLi4PEdK/FqV6uuvLJJBEJWQVF55kcTmrcT61mF29dwUQkjLZEnt2Y8MQ8qvvLC8BC4MaZ45SWLbTjK330Vy+y7soXOYOZ3kuiyJ3ixCEbTt76U5UaU1WaN0bIrOe9az7ScPUD4xTWpdDi2uMfPy8OJmnVILe7bBuo/tIN6Vxq2+Wy5joHXm0TpySC9Ana0s+znTYXD7x3sWP0spowCm5HLnJ7vp3ZZi8kwDu+4TS6p0bUmxbneGN786SesG9WneSwjdQEtnrmnZwGpFWV6e954L1kopefalFv/zi7XrDr61TJbs/rtRUxmCZoPa0YN41TKpbbtJ7diDNTqEdSGDUTfI3/0gqZ17MTo6CVpNyq++gDs/e8V9PPHtBp/7oTR37out6fx0HfbuMtHU6zK9WxXNOYvimTIz75TwWh5tW3M05yyEoqAoCoqmMP1OianDRWIZnSCQKIog2REN7kpDNQqbomfCd3wm3orOvbApS+AGCEWQ6k6gaArhu+F7fRPRvvEAdn2OmXOv0rnlXkAS+C6JXDeqEX8XCKEIfuhQcS9PJpadCVqlCopQcYIWobz2NkMGPggFIRR8p4WqR4Ok0HfxrQZCUVHNODLwceol4oXuqMy38d5rakjHo/nKYayjZzAGesl84mFC26H+3ajkURg6SjJOWG+CIlDTCULbQfoBoeMS1CNtCPvoUomcRBI2WiTu3E189xbKf/QNvOkiaiZJ/i9/esUxeNNFat98kcxHHiD1oXupf+vlZSKUNxu5rMKPfjZDR9v1kw1SSkrlkP/0P8qcOrf8GJ2ZGs7Mgp31ZOXy2/ACmucun0kAUZbCpWidj97zevXqkyMj4x6/9fkau7ebpFNry/Ddtlnn0QcSnBuqLoZ16YJOvsvEiCtopkKz6uO0Vr9Xhb447QNxps81cRo+nhuyfk+G3u1pps81GD5SJfRX76c2Dxh88KHEmo4bovs0OuHzPz5fpVS+1jZQoKuxyG0wdPBDB0Vo6GocgcALLEIZoCkGihINPVw/ahsC6dGW3EixcR5ViQarQeiiKSZShgRy6d0+P+zxP36/yn/+Vx0k4rfGMF1BYXPyTmJKkkZQpuLNEFfTpLU2tmh3oQuTc82DKzKF2ow+emPbCKRHzStih01UoZHR2uk0B0hpecJ6wLy7klBPqnm2pe6hzehHEmCHTWruPAoKppogrmbQxLWnUaXUPNvS95LXu5mxhzjTeB07XP4ezb9ylurRlU5aNxPptCCTVpiYXBkoiMiQa8UwyTShu1Njatq/YvzkTsyixKOBfmg5OOcnQIA7NhuZTwRh5IImBO70fJREoCgITSW40XIx4LZHcnzgh7t47oszHH2hcl3rfuyne2nrNfjGb01Smr729n1go4brSo4f9fBc0C4a9e/arTM26rNho8bW7RptBYWRYcGWrSoH7jUIfEmxGDI7464YhsayXXRuf4DZ0y9jV6P2OJ7vpWPrPcyeehnPqtGz5zFalWmMZI5EvpfAtZgfPESjOBJVeQhBIt9H++a70GJJnPr8gpTKEuL5XvLr92Km2xBCwWnMUzz3Bk59HqFq5NftJdu3nUz3Fsxknvy6PQBMHv0OViWKUYxEjvyG20gW+gBozI1QGj4MqQR6ZwfS8wjqjUgjyg+I794RVXgEAUGlipJJo3V2oMRiSNdFScTRe6PEkqDeuGp/qxVyJO++Y8X3QlMR8RiKoRPfuxOjv3fV9a3jJwlbK58/LZnBbO8i9DyiGmqBWMimVlSNwI4mTmQY4sxOcrWZ+luOEArsFoFrRcKu1wG5sO7yjYU03jiJP18jsW8TSiaJO1mk+q3XsQcnL8vqGSKGROLJlTdZei7O7PRiyVJgtSLDTz1ywDHaO9HSWfSPfHqhrligaBqh6+DXKoS2jdnRidHeiT05Tnz9BvR8AT1XoH7y2IqspfRtAzTPTBJeJmi4GoJmE2d6ZTqfXy7hFmfROzoxu3tonjiODHzUZAqzpw/pB1ijI6tq53iVciTEG4tjdnZfRAitR4knsIbPL8s4Wrx2gY81dJ7sXfdi9vajZjLLCCEJ+I16dH0v3WepiFssohfaMbp7aJ45ecNlPWZPH1oqjV8pr3qNpOfhzs1EZXadXWjpJPldefJ7uvHqkeVi1/2bqJ6ZxS428RsuZ3//IN0PbSLZn8MpWYx8/QSN0SXyym+6nP/iYbof2kh2Szu1wfkbOofLQ6AkTNzhaUI/IGwsb0yy3TEe/7lNy1dZkMZSNUG63WTLPQUWHmEUNXKpevDH11Ofd3nli9c+4/9+IrZuPe2f+Myy75R4ApBIJ7KbFJqOX6sw99WvgFCQgct7neJULIX8+u9VmZq5frYksWELihmj9PJ3UXQzKnkLQ5pnT6DG4+i5tsVlpedSPfwmZncflTdewpmZJPSu3rZMzQZ887tN7tgbW6PYKnR1aHR2qEzeoJNQGISEgaRje57pY/NURurYVZfmnIXTcBdKh6J2VBKVbV5oVYUiyG9Ik+1PkR9IA4LQDxGqIFGItLEasxbxfCRumOtLk+lL0rYly8w7JQL3ViKIBGYqz8zZV3Cb5cX2MAy8iFC51HHzPYYTrE2Ly67M4FTnkFIuCFNf+DfErsxCKKkOHY9IWykJPQcj03bTs2uvCkXB3DaAUBSCWhPp+9GM4kW1LGouQ/LefVhHzqC159H7uqh/51WQkqBUxT5+lsT+7QRzJYJGCyUZj8Sjz44s6RCqCmouQ2zXJrRcesVhhLUmzulhaqEk++lHCasNGi8dunHm9TLYs93go48mUNXrbwikhBdft/jqN25eFuS7Ad+H777U4uARm0fuX1vZVTwm+NTjSf70ycZiJlSr5mM3fXJdCVo1H8e6/D3K98Z4/G9uYmawydxQi9OvzHPPD/QxO9jkjk9049khY++sXjr2kUcT9PXcWHj/tacavHrw2idmE3qOjvRWFKEiZcBE9RiaYtKe2oypJWk689SdWXoyu/GCFm5gMdc4ixfYWF5tkSzJxfswtRTTtZN0ZXbQcsuUW0ulHhL41jMt3vwBhw/ct7YMrpsNU0nihQ7Ha89R9SOzEEWo9MV3sCV5F73x7cy7E5S8JTJSIpl1hrGCGhVvJiotk1HAldJy7Ew/SE7votPcQMWbXla6pQqdjcnb6DQHaAYVBptvU3TH8EMPsfB7Rm+n6Vcue8wXRzhJNce21H0U9B5mnCHONt5YQQYBeKXmMq2eq14XU9BWUCiVQ3xPUigo1OuSUEoS8QUHsohziRwHayH5rMqP/WCSX/0vVSQRAS0l1OshA+s1ujpUTpz2qNVDclmFMJSoiuDHfiDJH3y5wVwxJAwlQQiGIbBtuThUkE5kNR42rUje4T2e8Ml2GGzen+Lt716fWLEQsHl/io51MRJfmr0uQsi2JYWCyrr1Go7jMzCg0tur0t2j0GpKevs0UinB2bM+ngsH7tF59rsOI0M+oyMBZ06v7o6t6jEShV5UfUlTVDPiJPK9KLqJcFTiuW4yvdupjJ+gNnmadNdm1t31KYZe/iJ2bRYjkaP/jo/j2Q2qE6cx03ny63bjWUvPnpnMI4SgPnUGoWgUNt6OpscZefPPIAyxqtPI0CfVsYHa9LnFkjG3VV08zp49j6LFUlQnTyMUlcLAPvR4htnRNwhqdQhDhK4R1utRlq0iIJSEjoNiGPhz0ThNBn4UZ0iJPzNHaNsrXOFWgzGwjsLnfnDV+3qBoct98vHLTkRP/+p/X5UQUpOpRU3UwLExC51YU6PEuvpw5qbQ820QRokeTjFy5b0Sbh1CSIY0Rk/Tmh5dc6lG4NoRy3sRhKLgTs3jzZaXdepqKk5QW10rREHBpkXASlJKSnkZLZmFbUtonDpO9cjBZecROg6hY+PXKpg9/ajJNLWjb6Flc5g9/ShmLHLgumQgWnh4J9bgzBUqkK+MwGpdtvzOry68MKlM9AIEkS23ms4gVJXsnXeT2LJtxXqKYaImkiBEJDa9AC2bQ2gafq1G6K7eYPnVCtJz0dJpFHNltkHYaq5amylDuXB9iDI+boIAt5YvIDQVNZmk85OfXWBZl0MvtCFUFTWeIAwFE8+cY/LZweg5E4Js/3YCzyWwfUBEJNCfn4j0w4Wy4nkEqA+XqA+/B+r1CzMdQogV9Y/FkRZ/8A+vXAJ3Ocycf/9El68XzvQUc1//0+iDhPjGzcTWDVB/+yBBs4HQdOKbt6DE4oSOjVHoeM/TP/1A8vVvN3n9LXtNj7RbnCW5eQeZ3bfTOHeK0I0yH2UQrPruS9+DMCD03MVlrwbblrz4ms18KaB9DZkBQggKOYV1vfqqhFA63kN3bhfDs6/gBVeeiQt9yfjBWVIdcZy6y9CLk6Q64niWjwxh4uAsbit6lyffLkaBn4BiLDruVslh8PlJrLJDfbqF2/IRAlrzDmY6Kh3xbR/fCfAsn8HnJrCrK2fIbgUEvosRy+BZ0cBQCBU9nkYgFvuf/Mb9uI0ybqMMQlDYcBthGFAePoxv3/x3OaamCWWAG64xO0nKRUvtxUBesuwPeVEZpNes4tvNZd+9VzD6u4nv2waKiGyIZ+ZpvnFskYwJ601QVbLf9whKPEbr0Amsw5GugnRc6k+/QuoDB0h/9MFF23n7+Dnc82PYJ89jbOwn+8lHCFsW7vAk9plhQnupbw1tF2HZICXOuREaz7xO8sE78CZmI1LpZp+vAZ/4cJLuzrWFjvVGZPFeb96CL9MlGJ/0+fq3mxzYH1tTqawQgnvvjLFts75ICAV+SGnaJZ7WcFrBinKx5evD5OkGr315nL0f6qR7SwrPCXnxD8fY81gH3VuTqxJCuazC/QdiJBNrz56Zmw/44p/Vr7krFAhyiT6y8R6aTomYUUBTzAVtrwCJJB3rpOWVUYTKVO0kjr9SXBig5ZbIxHpIGHlMLUWxMbhimZlZny/9eZ0795mkku+HRuNyCCGYtM9S8pYmFkMZMGmdIa9302lupMNcT8WbXpSkAKj789T9lZOCNb/IjDNEWm8noWZRhb6MEMpoHbQbUZnd+eYhpuzl9tiB9Cm6V87kCRfa2KSaY3v6PvJ6N9POIOcab2CHN94vGDp85hMJGo2Qo++49HZrrOvXQErmSyG9PSp9PRqDwz6xmEBV4alnLEbHfSwrei/W92s8+lAMTRM8/azFvl0Gfb0qUzMBhbzCIw/GUBXBE0+1mJkLoomnTpX+XpVqPSRmCN4+5q4YUsh3wdBl6x1pujfGePmrcyuq9G8UUsKf/9o4sYTK7Mj1Vc8MnffRNIHnSsJQ0qhLvvNtG9+HI4c9Nm7SGBqU1KohtiU5fkwyNhpgmh6mKXCv4oZ4NVjVGWZOPE/g2TSKo2x68MdId2/Grs2S6tyAasQZf+vrtMqTCFXDSBYwErnF9auTp6jNnItKw4WCZibI9u8EokkiqzyF16oReDZWZYra1HKdqWTbOhKFPiaPPk2zFL2fqm6SX7+P+aFD2CMr35OgenWNtmuBtB28sZvghHcZ0kkoC8kmVhOvXsWrlqKkGrtJYNt4zVo0MRgG1zSuuWUIIRn4zLz8zSioW2Pk7dVKVE8dwm9F7KIwNLIfuov4bVtWzGoH9RZzv/vNVVXjAwJiJAgJcFn58l3qKLD4vevizE2jZXMEjTrBwnFcvHO3NEdq+x6CZgO/XsUtzpLYuAUp5dLyF8EeK2L25AnsSCBx4QCu+RpdKUi+MGAQmsYFxkAoKoqqRcr7uQJqauWMJEREU+i5y8gxoWpRUBv4lxV9lr6PDCVC1VZoIUTHe7mHVl5yvDcORdMjwkTXMbp6LntN/VoVv1FHCIVEWz+qEcO3m1ilSTyrEaUyqhpmug3PqqPHM6i6iaIbWOVpfGv1wOfdhcSfryFMHaFrkSbDRbBqPieeW12V/0ahxnSM9hRepYXfcDAKSeJ9OZzZOvZs7T1NvglbTeyhpYAytW8/9cNvLXOr88ol2h7/GEo8mp3X0pkokF0zDXt9mJkN+MJXaoviqtcLe3qC4nPfIrFpG4X7H6Hy5svYE6uL590IBkc8zgy6tLetbVY2n1UvO2tt6ikKqQ2MFt+EqxBCAM1Zi+astezzBdSnl4iIxsxKUqI8VKM8tLzDN7UUzbpLbWJ5G1ybaFKbuPbgWAiVmJ7C9urvQcaKpDZ9hvZNdxGf70KPpSmsv41U2zoaxRE8JzqXbN927GokNGxVZgh8F99uku7eQnn4yE09IoHCxuydWH6N4dqhm7rtK+G91vsCIAxpvPgWrTePgapCEBI6zqKBBUDYsmk8+8ZiMBa27GXOLkGlTu2bLyLisahcNQiRthNpHLoe1a9+FyVuRrOVlg2aumzCpP7Ma1E/KmXkBvn2KeyzI6va0t8MdHdqfPSxtTnBSgnPvWLx1pH3z63qeiAlPP18i7/1U7k1kw7JpMJD98Z56fUojkxmdQZ2J7Hq0eD1cgYOEJk8tKoeiiow4irrdqcx4iqqJgh9iXKZY9q0Xue23WvX1wlDybeeaXHm/PVn6VetSaZrJ4GorLQ/tx/LrWB5VQrJ9YDAC+wrlpA6fgM/tMkn1hGELo6/Mi72A/juCy1On3O5Y9/7ryUkZUjFWyWzXdpUvdlI40fLoysmzjUS5XbQIJQBqtAQLL/Xeb0LXTGpeXOUr1C6e4UjJpAecSXN1tQ95PUepu3znG8evClkEEBHu4qmCl56LZrouu+AxuFjDrfvM9mzy+DkGZf2NhUzBrNzAcmkoKtDZfqiLOndO3T6ezUajZBEXDBTDGhakrEJn49/OEFft0a9GZLNLF2fqWmfD30gRrUuOTfovSfav6om2PNQjp5NcV59okgY3Pwgd+zU2iZYbBuOHVl6l8fGAsbGli7K0Yt+m5paillOn7o5fapTm4uylgHfruM0SsQykStZLNOBZ9UWs3lkEGBVpi8ihASJQh/5gX3osTRCCMx0ezR+FOKahsGxfDdGKk/Png8ShtE5KZpB6Dvveha1MzLGzH//nRveTthY/Z10ilP4jQqBvTzx44IxVehcX5njLUMIAYTXqRt0KZzSLONP/eHiZ8U0iO/dRPO1d7AHp5aRFNIPCVcJmhQUEqSQQqLK67s8oetQP36Yjg9/ksJDH8QaHULRNIz2TuonjuDMTOHOz2G0d9GYn1u0Ns/deR9OcXq5ns4C1LhJ3199BGeiTLjAEtojRea+8fY1HZNimKyUx174zTQXjnupREYGAaHvETo2lVeexxodvsIJh8u0fELXARmiGAZCUZGrZFgpholQlYhMWqWljo53FQix+Nvlso+uF6HrQChx5+coPfv0qtf/AqTnEbYsEus249bnSXYO4NTnFwciiqqTaOujNT9Boq0PPZGJSKPyyiDhPYEEZ3iaxG1bCFs23tS1laaJhfIwFC7rKBX48oodXqw3y8a/8gC1U1NUDo+R3t6NoiqI3b1MffM4XvX9cyzRUukVboQQuW4JVcNv1Bffi/cKh445vPLm2q+Jns0jw5DmuZORWH02BxOjoEQuGSjKwoB1Iesi8AlsG6OtA69Sit6na5jSmpz2OXPe4947YyhXGMhcDqmkQnvh/S1jWh2CbKKPIPSo2zO4fhNNjaGrcRyvjqro+IGNqugoQkNTTRy/CUg0JYaqaFhuFUXRSJptpONdzFRP4gfv/sC3NHYMIVTy6/YghCDbvZXq9Bnmzr9B6EftpF2do3j2TTq230s814XTKOE2SsQLPVfZ+toQU1N4wbvj9hWPt5Fv20Jx7iRCKASBi++9OzpJ1wLpuARX1A+QSMe9ol1xLrEeXY9TKp9HUw0UNYNFKVr3UivhSwQyFFcShhf9HgSR7f0lUBSN9sIObKdCrT7BWln5xx5MsL5vbWFjrRHw1W82mC+/t5lcimaiaiaeXed6z3to1OPgYZvNG/SrL7wKNBUeujfOf/j1Cq4nCQJJ4Eusho/TCpe7kl6C4mgLq+Zx/4/0U5l2cFo+gS/52N/eghFXeONPV848qyrs3WWwYd3ajhegXAl58jvN65qgkEhq1hTd2V30ZPdgezWKjUFcv0Um3kMog4VyCIlk+aRvXM/RldlByuykK72dYnOQuj1Lf/52RksHudw9Oz/i8eZhm327TPS1n+5NgS89PLl6e2+HTUIZYChxVLHyQFWhk9YKJNUchpJAU3QUVFJaftGt7NLeNq5mUNBoBpXL7vdqUIXOltQBOs0Bqt4sQ623bxoZBFCphSSTgscfS3DoiEOpEnD/PVG2T3E+oNWStFpRudfe3QZBIDl+wmXvLp2tm3R27zQYm/BZ368xPhkwPunj+Sp33mYyPOoxNOLR16MyPhmgKLBzm06pHPKNp1uMTwbs32fw9LNRu6uoURZX4MsoJFKjrHkZQhjIVYmFC7HwhXAxDOXKMElETlzZDp2Ne1MEXohuKLAwmShDLpsFKJSl7Uu5cByXvHIXJBwWC1DkwvZW2aSmC4KFc1GvdtwLiELElRUESPC96+8jRHShL/u7lDISY17QCRJiZTx4cRKDkcrTd9tHcFtVZk+/gm/XyQ/sI79+38oDvtwxCQW3WWXy2HfwnYskSsIAp7FapcbC9ZAyuklL6cks/HDJMhfdnEvhB4S1dy8hQPoe/k3UTrylCKGbjdBxsU+NYgx0Edou0lm6cKHnRTaul7yAISFNWcOXHv4lhIZ0Xdy56WW28NJ1cGenF0svrPFhZr/9NdK7biOz53Zk4ONVywQL67jzczizUzhTY4Sei1ucxZ2fxR4fXeaAdAHVtwZpnJpc9sL61WsPgNVEEjWRiNyGLoaiRPWFgF+eX8zMCVpN/EoZPV8gdF3s4SGuNYhy52YJXRe90I4Siy27Thegt3egGDH8cjnSOrn0eJPJqHzHXh5AC1VDLxQAFgWwbxRucRbpe6hmDHd2Gq94Zbte1YhFLfyFRk1R0WIptFhygWkW6IksqhmnMX2eWL6bRKGX2sTqFpzvKoQgsXcz1jtDqOkE8X2babx8ZQV+Paaw+9EO9n+0i0J/HE1ffQbyud8bWTUYXUQoqZ+epnJ4jMyOHrRMjMknjtD5yHaUmAY3ZqByQ3AmxsnefR+KGcMrFVHMGMldewhbLYJmE6EoODOT71nGge9LvvL1G3Nx0fNtpLbvRigqbqmINTKEmkiR3X8As6cfoWm0PfxhakcO4pWKSN+nduwtMntuJ9Y/QOX1F/EqVy9htB3J6fMutiPXJOZpGFDIKSjK1bNXVcUgYeSxvdpiCZmhJTH1KGPR9Zs4XoOL2yZV0YnpWVTFwA8dbLdKKH0UoRE3srh+E0NLoSo6rt/C8eqLWWCqoqNrcRJmnmL9HB3pbSiKStOZJwg8vMAiFetcLH/IChXHa5CKdQCScnOMpNmGoqiYWuq6r81aEfouxaGDlCdOoKgaUob4bmvZ89sqTdC99xHcZgWkxEzlMVMFmsUrlxQIBKaaWrBAXgishYqhXF6sVggFXXm3dD0E7V17MYwkhpHCjGXxPYtqZfhd2t+7DYGhJ2krbGN27hhShqiqQRguCEQCpplFIAhCjzD0MfRkVI7n1lFVk472XTSaMzSbMwvrLWxZKBhGGkWouG6DIPQIpI9hZhCNSTQ1jqbHCQIX122gqjqGnlrYdgNDT6KoOp7bxF8g95IJwWMPxMmkrz9bRspotv7lN+xV331Vj2HEs4DEaVUIfQ8jnkHVI2F0GfqoehyQkdi4ZxH6LkY8u0AMenh2DT2Wxm1VUDUTRdXxPZtMxybi6U4q06dwmmXCwEOPpdCMBIHv4Fk1NDOJomgoqo5rR+UHAK4ref7VFj/86dQas1AEmwd0dm7TOfKOSxhI7EZA5/o4VsNn+Ojlt9mq+rz6pQliaQ2n4eO7IcmCQc+2FI2iy/T5lcRfMq7wgfsS6PraMmaklJwb9nj9resndJtuibHSIVRFJ5Q+fugwWz+DbiVAhgTSJwg9Wm4Z7yIS0/GbTFXfYaZ2cvE590MHx2/QdC8/kRWG8NSzLX7402kKN+CmdjMQcoHwWuW3hT5DESriokBeQaVg9DGQ2EtKy0fadwRIQqSU6IqJwmrvmkARKoiIiFpbJqqg09yAIhRCGZLUcuT1HqygcdMyo5tNyZ9+rUksJpgvh0xOBxRyHo4jcdzI5vzkGY879xvMzgUcecelOB8QMwW/+t8qlCshth2VlwFYlmR41OfPvt6kVg+xbLkoeF6rh/y336xhWRJdF7QsyamzHtUFUvPxn+xh494UT/zGBLd/MM/uB7KYCZXSpMMb35zn8LNlnNbSeSdzGnsfynHHhwp09Jv4nuTc23Ve/VqRibMtAl8iBAzsTvLoj3bRty3Bum0JgkDyj/9g9+Lw5NQbVf78v4/Tqi1nZOIpjUd+pIvbP5gn06ZTm/d4+5kyb35jnkZlqe/u25bgs397HfkuA90UzIzYfOnfjzA7unys2NZr8td+dQvP/fEMrXrAvZ9so2sgTuCHnHmrzgtfnmVmxF4Ml1RNMLAryQOf6aB/WwIjrqCb0bPm2iHFCZs/+uURyjOXn+y4MOGkGRf6+yh7R1GXk54XKihkGKCZCYxkluZcVM7sNObJ9GxBj2fwnSj+NtNLmpdmMocWSzF98gWaxZHIUMJIRFUsF+HCu7daxo9di8Z1MgxolS4yFFhFdkQoGvnu7YSBh2c3iKXaCXybMAho1aZIZLppVifJdW5DKArNyiTJfD+eXaM+P7KYCfW9iu89QkhRooG5ohK61pXt6VUFrSuPub4LrZBZJqgUNFo456eWyrAuQovVGT23OMvM17+yyndfXvoiDLHHhrEXXH0uRVCvMfnF31363Gww9SdfuOwpeOUmfnN55xxa1/7Qqckk8Y1baBxbnlFk9vajt3cgXQdnamIxeyBoNrFGhohv2kpyxy6aJ4/jVyvXtC9r+DxBvY7Z04fZt27FeooZI7ltB0oshn3i6KKG0QUIIVDTGeIbNtE89c6y32L969EL7YS2HR3vTSCEnKlJvPkiZt86ktt2UrkKIQRRg6PF09jlKWQYRIKiTkRs2dVZjFQOuzITBa1WA6f27pRlXQuEoSLiJiJurCgZWw39OzN86u9vpVXzGTtWxXPCVS9zefLKwaLfdBC6SuGuDahxHTWuk9vXj56N8x5VYV0W1YOvgaqS3n8HaiqFdD3syXFK332KoNkg3j+A0HQcx35PtIQGRzxeeePGsilag2doDZ5Z8X3plWcvu449PoI9fv0aI4MjHi1LkljDmF8IQVtBxdAFtnP591cROuvb7yab7Of89LN4lkU63s2GzvswtCQgCEOPodmXqTTHAYmuxlnfcTe55LpFQc/Z6inGS28T09PsXPdJ6q1pYkYGQ0sgpeT89POUm1FpXRB6NOw5UrEOUmYHqmJgeRU838IPHfLJdWhKDMdvUG6MkEuuQ9fiNJ1iNPjWowFlrTWJknzvutVkoR/PbuC2KpddpjZxehkpXVjXTiwVozFzZbelmJpmb/vjtPwqJ0vPEkiftN7O9vzDl11HCEFKb6Nk33wnGiEEQihYrfmIeNIT+P6tW37kjk3BqywrEbsYQgjMWBbTSKOoBopQyec24XktHKcGCNb13Ue1NoplVzCNNKlkF/XGFL5vYRgp0qlepAxx7AruRYRQIt5OW2Ebll2iVhsncF1830bTIt0+08yQSvWgaTFmZo6QTveRTvdSr08SBC59vXfTsopUa2P4VtQ+bd6gs3+vuabsQD+AQ0cdBkdWyRpWddrX34Gqx/CcBoF/FmFA56a78Z0WQlWRQYAeT6NqMXyniec0aJTG6N76II35ETQzRWX6NG39exk58gTJfD+JbDfF0bdJZntIZHvwnAa+a6FqBu3r74hIJiNOZfIEud5dSBniWXXqxaFFQsgP4Pgpl2otJJddi3YadLar7N9tcuQdF9cKqBU9EOA0g6uWlrhWgHuR8HS+O0az5DJxavUYNZkU3Hnb2jNcfR8OHrYZm1zLhIjEDZpcJJFDID0Cb3mcF14y2RJKD/uiZdKxLrozOyk3hwnCK8e6B4/YjE/67zshpKJdljCMSr7EAjG0FFPkjW52Zx5GFzFmnSHm3BFafg1POgTSp9McYFvq3lW2KBeEbUFFX3BDvv6sO4lksPk2mjDYmLyNzck7ccLWVbWHrgfF0vIYauISEfWWJTl91sMPYGpBW9DzJPXG0nKXag5OTK3+W6MZ/d3RFk06ffe5pUnlTLvO9gMZCj0mnhMydLSJbgp23pvlJ/75JhCDvP71iHw0Ewof/9leHv6BToaONTjxahXdVNj7UI7bPpDn9//lIKffiErOfU8yNWhRL/u095o0Kj6vP1lczAqaHbXxLol1NEPh/s+0E3iSwWMNxs9YbLsrzV/6hQ3EEirf/l9TBAvZOZUZl5e/Oke2XeexH+uic11skbhZvk1B98YYH/xcN2ZMYeREk5OvVekaiPHYj3XRPRDn9//lINW56H3q35bgp//tZpxWyBvfKBIGsOuBLDvvyfD2d8q8+KezNKtXbgPcZpnQc2jbfBcIBc1Mkl+/ZwVZk2ofoGPrvViVaTI9W9GMBLWZSPi5MTtE57b76NxxP5WxE+iJLOn/j73/DrIkv697wU/661356jJd7XvaTc/0eMzADkAAJEiRIkWRcpS4ihX5GKEN7Qvp7b59UigUoberfXoi9cQnrUiKoigaEQRIEIYAZgbjXZtp76u6vL3epM/87R9ZXWbKdHV190yD4kEMuvvevJl5M/P+zPmd7zkdO/EXq4U8q0Hou2S69xL6Lol8D9nefWvIVxEGuK0a2d4DeGZ0b8zyJL5j0pwfxWkU6T78aVQjie9a6IksIvSpjF9YpUiKJQuEvkd1/gaF3kM0yuNk2ofwPYv2/uO0qlPEUu0oepzAtdCMFBJQm7+56bX6YcEPBSEkKSqx9h4ye48S7x5A0eOEnsPCyZdpjkYGjVoqh57vwK2X8Wqlxc8pSJpC9ZvvYA9Prk7wCsW6JWO3cXsVO5mUCILIVPVuoetg6BKN5vbJi44vPoremY2SnjQVJWlQOz3M3B+/v6XPS5pO7tnnEY6NMzeDCEO0XJ7Cp19ETaVpXbuMM7NC7SFCGufOkNi7n/jO3bT/yI9RO/kOXqW8FAegxJPE+vqBxQn24sTZK5epnzlJ4TMvUvj0ixCGODNTiDBENgzSRx8jdfgYXrlE/YNTiA8Z2gohkA2D/Cc+hfA93Pm5aKWkrZ3CJz+LEk/QvHQed+FDEdmLWZTS7f8W9cOSIiMbxqKJbhipoFZM8oNWk+r7b9Pxxa+Qe+6TSKpK69qVKFlNip47NZcntqMPa2wUd2oKp75AqzhFsCg9XDnR8u0m5h1W3T8yCIF58Rb6jnaE62NdvvPk30gpaDGF7/yLq9x8v7JhpG3gb06UuBWT4ls3MdpTeDULWVfRsnHKp8dwqx9feQdA2GpRff0VGmdOImk6hAFBq0VoW8hGjMD86M5PCMEb71kslB7iuJ0PYXzS31ZbeBuFnBwlf6xDCAlCNCVGb+EYCaPAjZmXadkLEdnT/iS2W+fmzA8Aif72xxnseIam/Q2CwKEju49csp/h2dew3BqZeA+7up+nYc/heE0UWUWRVa5Pv4QkyQy0P8FAxxM07Dn8wEGIkFyyLzK8bIygKjFkScELLGyvQVf2AJXWOLKk0pbeFb3uNqJ2WVIIQhdFUsmndhIN2D8KoyyJrn3PUR4/vykhlGwfINW9a2mg5rduku1o0LO7kytvlDFr60+6RBSAzkoVlibHyBndNNzi+j4gD/BrCxHSakzT2f0o6cwOLKtMubiWCH1Y4E3M4k1sXDIsREijMU3LXKBajXzOmq25JdIGIAg8iqWrUfR2rEAslkVVYwghcJwazdYcleotXG+lWkRCNzKYVoli6cqa40qSgmHkUGQNQ0+jKDqmVSQey6OqcYQIqTcmicfbliT9sgwH9+rsHtxebY5lhbz8hrlBWk2ceLqD8QvfIQyiVeds135cq878rfdpHzhOpmMXtbkbGMkCreo0iWxXpIg0q8yNvEf7wDFSubWRvb5rUi/eIvAdShNnEWFApmMX2a49NMuTqHocVU8iwoBmaYz6wjoGxgsB10c8njy+PdIhlZTZu1tHVSGZ10jmVCautNj9aJpYSsWxVq/C6wmFZE7Dqnuk21aTOzuPZylP2UxeXp8Q2r1To6t9++SIZUf36eOE4zWZqV3CdCvcqUFpNAWnFsvGPk4okoa+gTIyJqdQJBUnMPFF1NbKqHToO4nJKRacMa403ly39GulomglzLBOSEBKzaFJOoG4e2VC1ZtlzLyAKmmokkZf/BF2J0/ghjZ1/86Lo/cLE1P3t4R0oRTy2ltrF9lSOZXRSy3+278aY/aWjaLCkRfy/I3/eSePv9i2RAgdfi7H019u5+R3S3zj301SL3rIqsSuoyn+1j/bxZd+sZeJqyatms/kNZPJayadAzGOfTLH/ITDd397Bn8TI2ZNlxEh/P6/HGPsUpMgEAwdSfGL/+seTny+wKt/OIe1aHrdrPqc+X558byytPetDeJZia6BGP/tX41z6rslHDMgkVX5G//zEEc+maN7Z5zagoeiSjzyTJauwRj/9pevce61KgA3PqjT1rMbgeDy27U7rrkHns30hZfp2Ps0nfufxbPqlIZPk+ndh1ihlKnP3kRP5Mh07SYMPCZOfxO7Fs3h7EaJyQ++Tfuep+jc/yx2fYH5G++R6hiIUkUbJeauvE5h53G6H/nk4r/fIN21a1XTEPoes5dfpWPvM3QdfJ7AtZluVfEdk8A1mTr7XQq7HqNt12NIsozvWtQmr6wZp7lWnVS+j2zHHjynSaZ9iDDwcJolEumuSGEa+iTSXQgR4tqNNQTYSqhGgs69z5Io7EA1Eoyd/BOs6nY8v8BIFejY8zSxdDth6FOdvER5bNkDUlb1SC3rbX+B+aEnhCRFJXvgMTqf/BxaJh/V9BGZJSmxZem6Xuhkx+d+hsboFebe+LPIo8YPCC2HzOceJ3ZwcNVKXWg6VL/z7ioDyNvIpCX6+1Su3fD4xDMG5UrIydN371uzZ5fGgX0aX/vG9jvY6d97c6lGUdZVck/uQUlt3iishDMzhXBduv7qX8erlBG+j9bWjpJM4UxPUXnj1TXlZH61Qul736b9Cz9K8uBhkvsP4jcbCM+LEsaSSSRFpXH+DLXT7y1/MAyon34PJZkk8/iTdP/0z+OViwSOjZbNoaSzBI065ddewt7Am8iZmkQIEX22Uo4IrLZ2lEQSe2KcyluvRUlkKxDrHyS+K0qKUnQdvWcHyDJ6eydtn/sigdlCuC5+vUrj7Onl0rwwpHnpAko8Qe7ZF2j73BfJPfcpglYDkFASiaXyNbdUJPQd6tM37os66YFDAiWbovnuFeRkDKO/A7+4ea3W/EiLG++V6d2fpjRu0ap6hOuQP64N/ibx22o6RuHEILIeNS+B6TLznYv4LecjNZReD1pHV5T2t8L76jbkWByt0IbfqG9aB32/0DIF752274kwvh+QYjH0nm6cW6NLrymZNHIigTc7t2rbhZKPu43a8tuIx2Q2FqtJ9LefIGEUuDr5HVpONECL6VmyiV6KjRHa0rui85MNUrF2dDWBHQYUUkMApOPdpGIdqEoMXYmTNNpxvRZCCErNW1hudN9LjWF2d38aTYnhBzbFxs1FI3EQImC2enkxISckaRSw3QZNu4jrm4uxyuGacIGGNYckKYuS/49GCier+h1lyrmBQ9Qmry7Vzxd6A1RNYuJyY1MPEztocHr+G4BYSqQBcAKTC6XvYa4TaSyjcLzzx7b1XbaCcuk6jfpUVNrjNFaVSf2wQ1F0kolOVDVGqzWP49Si52zFs+S6TWKxPLqWxHUjEiiT3kElcPD92yviAs9rkcwOkcsO0TLnCUN/ad+uUyeRaIvKrkSw1NY5XpN4LI9hZPADJxr4JtoxzQUSMXj6RBzD2F67WK6GfHBxowW4FXL/AKL0GB9ZVpEkOfpNhQFh4EfP+uL1kCQZWVEX02cUgsBb8rDQ45mlsSIsekEsTq7DMMCszTBz/bWltNBErgd/g4F0pRowPuXx5PGtj7tWQpYl9u7SyKZl6o1IFdS7J4HnhLj22slw584ER17sYvJijU/9wk7KU8tKh0JfnNd/Z+PAgONHDOLx7aduFcshF67cH4/G7cINWpHSaAuwrJCTZ23+9s9mULahXLtfkCSJdr2PsrtadanLCXJ6NyDRCEpLpXKyJBFTInP29XyAFEklo3YgS+tP0SruDF7cJqN1UNB7mf5QythWEAofQYgnHG6ZZzGUJF3GEHtSJ7hSfxMr3J73iZw0iA+007ryIQWqLJHY3UWsvx2v3KR5eRLhfnSLYY4Vcub7ZaZvRr+nMIDxKy1K0w7Zdg1Nl5AUiQNPZVBUiXf+tEh1PupfQlcwcq7JuR9UePYnOhh4JMmVd7bnfeB7IZffrXHzbGNpPDx7y2bimsnQ4SRGXMZqbI8kmx62+OCVMtaiwqpZ8bl+us6TX24jmVOjhW4ZUnkV3xWUpt2lc6gXPexWSDqvoajSljyEmvMjtIrjS+VXQgSUx84tlYcBOK0K81ffjMgXIRYVObfjQ0PqMzdpzN1a3EfU35WGTyEWDaAr4xepTl2JklMX3y+Pnl1KIl3cEc35W7SKE5HZNGKVR63TLDFz4eVIMIAUeRmJtQFWgW9TnDi36C8V0qxMLH6vEPvmG0t9cXHigyhAKQyxWxtXgQSuTWn0DHazxOCJn0DRtkdcS7JC29AJ0p1DLAy/T+A5OI3V5bT5/iPIisbCzXe3dQx46AkhiWTfbjqf/gKyqlG/eQFzepREzyCpwf2rtrTnJwk9h0T3AGoig1srRgqV4Rm86bV1yKHtrjuxTyYkvvLlOI8e0fnGty3aCgqPHdM5dEDjpR/YmJbgC5+NoagSFy+7FPIKZ8+7HDuicWPYJ5uRefoJg84OmRs3fQ4f0mgrpLhw2eO9k849cQmh62ONF2n7zOEtfyZoNSl991ukjj5KYs8+1EwWv1GnefE89bOncCbXH1zYE2PM/fEfkDzwCIndexd9geKEros7dgt7cpzW1ctrIuKDVpPyD76PPTVB6pEj6J3daNk8QatJ88pFmpcuRMfcJNGr9Mp3yTx6gvjuvajpDH4tInIa587gTE+u+Uysb4Ds40+tSh+7TXIldu1Zes0rl2hdubTKq0m4DrX338aZnSZ54BCxvoEo1h7wazXc4etYI8PYY7cWP/Dwk0GSqhDbP0D6mUOouSRyPIZwvDuqhGrzDjffK/OZv7eTY1/owqp760ra3/2jKc7++dw6e4igZaK0rqlvnEP4kefSw0AGAeSe+QTm8HValy6sec+vV2levRgpyj4CzMz5nL20ecmLikZMSmKKRtSREaKgoUsGpmism3hoEMfF2bIXgJJKkjx2dBUhpHV2Ygz0U/sQIVSphfcUQ6rrEuuECwKQ0POEoYcsa2hqAhYJIVlSkWUNXY0DUX15ELrMVC4SBC6SBKpioMgaCT23dEXmaldp2csrnUGwIv1pcTAhLyogBGLVAGMlqeOHLqXmLVzfjN7ZICEnIpM+SrWXoFUaJ57tplka/1Aphlhqq3zXJgxc/MXSVlXV0eMaekzBamx+vh/+riEhdtDED91VJNHyUQV+uP4zrRVSCAF+Za33yVZhGFlsu0oy1U06k6FRn/r4SCFFRtJUhOPeQ9smmF+I2iIhBI3GFJIkE4YuQgRL70FU1mg7dVrmAo5bjwbG5euoWnwNAWm2FhAijMiUxUF0ozGJJCk4bpNS6RqKolNvTOG6TVQ1huPUscwitl1FlhQajSksOzK3TiYVnjy+/TSnC1ciU9n14LsWjdIYPfuex3ctKtOXMWtzJHM76Nn3SQLfpl68RRh4BL5LGPgEvosQIXo8S/eeZwGJ4tgZNCPJjoOfBcGiiTQ4Zo1s1z66dj1FeeoidmMez+qne+8n8J0W1Zmr0f42KBGuN0Imp32EENv+/nuHdHJZhUrd4/r7NRIZFdsMsFtrr8nMjSblKYuuXSnOfneOs99ZVpk98qkOfHf96yhJcOyQQWybpB3AuUsO1fr9VWw8SPgBXB/2KJUCOjs+vulMKEK6jN3UvSJlb3oxHUyjL36AgtaDFTSYd8aW+uRQCKxgkdDVOogrmSWfNlXS6Yntod3o31AhVPeLLDjj7IgfYHfycWRJpeRMLiuQJIWEkkGVdBbcO6vDndBkuHUaXY7TpvcxlDzO9ea7+OLuyUE1HSd9fGgNIWT05Gn/0mOYN2Y+IgXtatitgPLs6r7JdwWeK1AXySDdkCl0G3huyMLEaoLY9wSlGQdZgfZefdvn4buC4sTq8XAYCFwrWA512SaKk84addJtbyQlsp0i9AWT100kGY68kKNWjO7x3scz5Do1Tn+vgb9BdcB6uE3cLP17zRgoIoE2TrwWd9hHlDAtVr2//r5E6G/cFYswSvHc6P2V+17iq1aMCVeGUi2WbC6e3ib7CnGaZWRFW0o4Ww+yqiOrBhJEfdxSKbyEohlo8TSJfA9mZZrG3DCh7+G70XhOVjQULUa2dz9uq4IWj+avgWcv+TxtFQ81ISTrBtn9x1GMOPPvfpfqpfcJPRdJUdYQQoFj4TWqxLv7UWJxqIFwfRpvnF8/ZEuwrkeIZQmGR3wUWeLcBZfOdoXLVyNzsice1ylXQhpNwY1hl5/8SoLZuZCr1z0G+lXmF0IGBxQUJdpPyxQUiyEvv2rz+c/GOHXGYTPLo/XQ9tnDaLnbMa8Sekcac3jjyfiHIckKbmmBymuvUHv3zchWPgwjBdVmaV1C4JWLVN97i/oHJ5ci5RER8yo8d0P/ptC2aF44h3n9akTSSFJ0TNdFeJs/oJKi4C3MU371+8hvv75Uu7fZZ2un3qNx4eydL0YYrpskJnwfa+Qm9sQ4sqZFLefi9sL3CT33I/GTuV8QQYA7tYB9cwpnfB6CAL9059Wenn1pnvvZfsIQ6gsOrrm+UaLnbH4thB+g55NkH+nBNz2E51O/NofwPv6BphxPILwNJpBCfGRkkBCCuYWAm7c2Pp6MQru8A4HAERZxKYklWkhASsrhCAsfjzgpBAIPB0NKkJM7KAaTuNzZX0Ut5Inv24vW0UbiyCLRLEsYAwN4c2vbGdeNDCG3C11nQw8Sx29wfeZl2jN72Nn5DNenTUynhBdYOF6TcuMWc7XVJTBB6CNLCpZTIQhdRuffWUFISITCJ67nAIgbeSJ7OAlDTSEI8cN12hRJjlaZFgcDtldffFlB1gwC17ojMSwp6ropivcbTrNC596nMZJ57EZxeaAkBOWJiwSeBSKg48BzBK4VDWSCmzhmCWUbxrNNr8TN6jtLk5e1EDS9Ms46K/yFzxxBySaY/s2X7/q4AEgynd3HmJv9gM6uIwgREoYBjfrHU6arZpPE9vVhD09HJFcQICdiUf9oe0gxHVlXCZo2kqZE5JHtrvEtNK1ohTEMPRrNqXXfA3DdBq67uh23nSo41TXnFgqfVmv177fRXC4N//BT77reqn03W6tL3Xb0qAwNbD/K6fwlB8ta/zcjQp/y1EWUOQMQBL6DCAPmRt5DVtSI6BTBYuiLvLRyG093YdbnmR95Lyqp82xmh99GVvRoYrDYZ7tmlZnrb0QpQ56NECFzI+8jqxoIQeDZFMfPbBgk4PkwMxfgurDdAMqd/SrZjEznYJy2HQbTN0z2PZHl+sla5Cm0AoEnMGs+U1frzI20VpV03jpT2dB3qJCT2dmnLQ1ftoMzF2xa5kOwcnMXmCsGTM36HyshVPcXcEOLA+nnMIMabmgRU9KklBwCwaR1mbq3bHUQ4rPgjNFlDJHTujiWfZGmHy2ApJQ8qmwwZ4/QE9u77vEC4TFqnkOTDdr1AQ6knsVJmDiL7bIhx9Fkg6I7uSVCCKDpVxhunuJg5nl6YruxwyZj5nmCD03wlXQcLZfAna8RH+rCniojyRJyQkd4AfHBDszrq8tiYoMdZB7fhd6WpnlxgqBuIfwAOWEQH+pA1jWcqTLuQv2BLbqGodhQ9SKxPE3cjKy6H8JxITY+j3uF54Ybn/9S6hhceafGO98o8vm/3cOjn8njOyGZNo1b55u89kfzD8Xi7UpIyFtc4JQWld0f/1xjq4hnu+jY+wyxdAeSJEVlczffxarOoGgxOnY/QbprF8m2AULfxUi1EfgO0xdewqrOkOnZR2HgKJnuvQSuTSIflU7P33iX6uSlOxx9NR5uQkjTiXf145TnqF0/S+AsDkLXe1gF+GYTxYhH5MVt3OVEPhRRKYfnCxwHLFtQKgfYjqC3R0GtS7iuwLIEiiIhy4JkQiKTjiL/botP3n7fwfMgnZJYKAbo2xxLeZXW0kRaCEHr2jSta5ubga7C7UQ83yPYzmQ3CAitbURii3BNUthdfdzzCDaauH94W9chcDeY/EoSyBIEd34OhOcS3IGwWr1vIsJqC/v+SCEgbFg03rqwbknkRki36WS7Db72L65x4eV5/DsQPxvBbzpYM1VivTmEFxDYHo2bCw8FIeTOTqMV2lfFsH8cCEIYHl1OwVgPEhKqpNESNUAQl1J4uLjCQUhR9GWcNG1yN5Ik4QmXAB8NjfVZ8HWOoWko2SxyMokxOBC9KATeQhHz0lr/EQE4m5QL3gm6trFCKAwDHK/J+ML77On+NLu6PsGNmVew3RoL9et0548gSTKO38LQUgSBx3ztCqHwmatdZV/vZ+lrP0HNnEKVdTQ1wUIt8piRJInO7D78wEECegvHKDduLSUorTrHVB5F1bFrC9HKlSQDAlnVSXXtpDU/jm83l0tSRLjm76muIVoLG5d23C+k2gcJg4B4ppN4pnPpdSFCarM3CDyLhWvvLp2fnsgwcCRNx2CC4vjdt89uYFIKNv5eAsF44xzhOiVzai6BX99+nyABsqLT1n6Aem08WhlTtr9Se8+QZYy+dpS4gVes4c1XiR8cACFonr6B3p3H6OvAnatgDHTiV5tY1yYJqttXSH1cOPqIQWKbpUhBILhxK0oX2ggi9PE/VD4S+s6KldLb2634U4SEvru0Uhp9xl1nVVRExOjKfQfukl8RgLjDSmq5EuB6Ytslc5m0TCGv0IprDB5KkcprSGxeeu1aIa61+v3GgrvhhK+rU6WtoGxbxeS4gpt3uE8PIxaKATNzAY8e3r6Ca/uIFKMVd5YJ6yI9sb10Gjsp6L0IIah6c8w6w8zYN9eoeaveDFcab9IXP0hW6yRpZPGFS90rcss8S8WdIaN1LJpRr0UrqHKl8SZdxi46jEFSap60GiXxuqFN1Ztj3hld54wFgfDXaaMFFW+G4eYp9qefoT/+CC2/wpxza9VWRk+e7FN7qLx+hZ6f+wRzX3sPOaGj5ZI0zo8TH+oksbub+qnhpc8oCQM1E0fSVdRMHDmmIRsahU8fQm9PE9oe2af2Mv/193DnHlAM7RYea9cOKc247DmepmMgRnVheQ6iahKFHgMRQmlmbRsjWFGlei8n8xE8ws2az/RNi/4DCU79eQnbDKktuNy60KRRvj8q58B3mL/2Np5V31B9uRGkxXQ9gUCVNRTFwPEai69H7oaGGqViRim0EhISuppEVxM07HlALBJJgoeO4VqEosXoOfQZAt9l5vIrgETnnqfoeeTTjJ/6EwLPpjx+nsbCKDuOvojTrDB/4x1E4C/5RraK4ziNUpQcW5pk/sY7wLJC9m7wUBNCSHIUCV4tbp4mtrS5tPjg3dvNn58X9Hw6zXPPKDiOQqPRwvUEC8WQS1dCfuRFnf4+hT/9lslgv8onPxEDEZlPZ9ISyaTEieM6s3MhC6WQIIjc8LdDfNfe+4vhXv5xQevqIHboAI2XX19+UVVQUimC6tY6HknXkWIGYX31D0zr7CB++BHqL792P0/5vuFuyCCAueEWN94tk8iqZNp1XDtc12PENYNNVUJezWL6G8tmZ2o6RvgR1opvBmd6ksyTz6Ikk7jzs6tUHNbIzchQ/COA7wnOX95cwRPgY4sWlmghEEhIaBiEhGjokRkkGkhgixYKWpRQIm09Asybm6fx1jv45TKtM4tJhCJSma3bYAnYTFh4J8iytO4qm+dbNOw5hPDxA5uxhXcY7HyGfHKAudoVJkuncbwGhdROZFnFCyyKtZtLk6OaOcn16ZfozB6gN3+UIPRoWLMEoYcsK5GHUH2ETKIXQ01Sbo4xVT67boqNosVIdQ8RK3Tj1ErE8p2EnktzbgSQkFUNLZEl2TkIgFMvEiv0RJ10s4KRbkNP5TFLUzzogcjUpZejlJk1EIShjxpLoRoJZDUiTuL5HtS4jFl/cGTVeuogAHuiRKyvDUlTtkUOCxHSqE0QSxRo1KdIJDvwvI/XANevNnGmi+idedRCBr23DeH6qIU0SiqOWkiDIqOkE9TfvEhofbz+LNvFkYM6hr69mUqlGjI957OJXdW2YNbncMy1XnAPAuVqgOMK0tv8vCRJdLUrvP+DFlbTxzFD9JiMY93dRGnosRy+F3L97fKa97raFfK57fsHLZR8ZucezCKJohoYiTx2q7yKiLsfqNQCJmf8SEH2EfNBDa/Eqeo38UMXV9jcap1l0rqKsuj94wsXL1y/fDskZMEdp+rNock6LKog/NBd9BQSnK9Fako3XL+dc0KTCesys84wiqQhL06AhQgJ8PA+pIANCZgwLzNnj6xbDiYQzDm3qPkLyMi44drxUNCwQEQEv1dtoeaSKAkdr9LCmSxRe/c6xo7Cqs+0rkxGAQwJg9LLFwjqFnp3jsxju6i8cRm/atL+xeMkD/Y9OEJoC3DtkMvv1Hjss3me/fEOFibsyFRakdh1LMWjn84zecNk/PLqPs73BHYrIN+lk2nTqMy6SHI03rlrNdBHwF209xo885V2rrxX45Xfn1tKNbufEIFPbfrqXX9OVxJ0ZPYhENhudYnQCQKX7uxBWk6Juj0bjQUlhVJzlLieJa7lsLwqhppEkTWC0CcT78bxm5Sbo6vK3yVJwYhl0bTI58j3bRy7GvnmJTvwPWvJo28ZEql0N/KHF6GEwLLKeGu2vzOSbf3Esl3MX397SZFu1eYoDB7DyLTTKo7jmlUC3yHwHHynhV1fWFVi59kNPKcZLY44Tez6/EaHuyMebkJIhAS2hZpIId1BByspKlqmgG81oxKfRSiKQTxewPftyAwUge87SJKMsmhaKAijOFurghABlVqK3/tqH9XqLeLxNhoNjzAMGJ/U0fU0//W/VSPjRd9i+JaGECGWVSKVknjyhM7sXEA8JjEx6XPyTHQuX/2T7a+M/iW2j9C0cCemV72mtreReupxqn/6nS3tQx/ow9g5QP2lV1e9HpgW7uRdqLUecqi6TOAJXvy/7uLxH+uhVfEIvLU1t6e/McPFVzZPoRArzKgLJwYpvTOC3/z4I6IT+x9BSSaJ79lHfM++Ve+583MfHSEUwI2ROw+MW6KBL1wkZHx8QKBICq5wkJBpiSpKqBIS4IoqSTmDKRoEbJ2AC+p1mqfOoKSSSIax5FsQtFqErbWT+/s9sYOI0KmZy/5gllvl6uTy79MPbGYq55mpnF/380KEVFsTVFtry4e0xdSmhj3H6MI7WzofuzpPGHjkdh7Gri1ExrWyukRAKZoR1XHbTQq7H8OuzRMEAYn2PhpT16NylI8AgbsxIaLGUhipAoU9JyJFkwjRUwXM+hjCdsj3xChP2atire8HVq7irUT95DCxwU46vvIErSuThOYKhUYY4kxX1pRTfRj12jianqCj6wj12jit5tbLpx8EQsuNysCEwC/WkGMa7mwZ4foYO7sIXR/hBwjPI2zd37YlnjfY++IA81crzJ7f2Nhyo8/u/+Ig1fEGY+/MIjaJP9d12LtLR9vmI71Q8imV77+Kdj1V0YNCoxnela/GeujpUjHiCpk2ndQelc7BOPWiR21hdT/QOZTgkU92rLuPHY+kufDS+gP+znblnuLX5+YD5hbWXs9Yqh1F0WnVptf51NaQyHSz85EvMXz+TzDr20vZ2QhBAONTHo4riMfuIyOkKmg97fizJYS3YjIZM1CyKfyFSmRQHtSX3gsJcMKtGWJHEHjCxltHqQpgh3eeZArCxRLerc0xNjve7f1ZK77Th+E3opJpoztH6+oUelcWghBr5O4mokpcR+/KktjTQ+h42GMLuHPVDbePdyYZ+PxeFOPO09bmRI2Jl29u2q5thMtv13j7Txf49M920dajM3HNRNVlDj2bQdEkvvMb02si2ZsVnxtnGnz6Z7v4W/90iIlrJooqMTNi8d63S2uUfpti8RHWDJndx1K07TAw4jKdAzFSeZWnf7Sd+QkbuxVy9b3athQ9QSDw3ZAjz+cQIrKBECFYjYBbF5uMnGsS3GN7t/R1lGhBbsNqHUleln4CsqwRrUqGqEqMhj1PUi8gELiBiUAQihDHb+L65qLKO4tAENdyJPQcQehjaAqh8FBkLVo0E7f3r9Ld+zgd3UcXFz2jkcrw1W/Sas2xa++XKBevMT252pxZllV6+p4kFi9gGFl0PUmrOUcQuExPvke5eI27hZFqQ4+nad91YpVfkVWb+0gsBz6Mh5oQCj0Hc3ac7N5jpHcepHrtzLoeH5KikNlzBCPfgTk9it9absw0LYGqxkgmO1EUg8C3cT0TSZKJGVnC0MPzbZrNmSXTqDD0cN0mnmeSSHSiqnFisSyu20TXU0iShCQpJBLtSJKMbdewrBKtluC7L9lkMjK+J5id//hLZP6iIPXsk7iT00iKQvzoI9S+/RKJE4/izy2gdrSjD/YhIWGev4h99QZIEsauQVLPPEFQb+Jcj5RWxp4h0i88i9bbHalEpmdpvPrmhseNH32E1HNPo2TSaJ3tWNdvYp4+h7FzgNSzTxI0W9jXon2rbQXix4+gZjL41SpKKolfrdN6/zR6bw/xo4eQdQ375i2sC5c39rL5mBDPqsRSKhOXFn8/Eij62hXHzUzv8o8NENgePV8+gt+KBrrxnizlU1urY3/QqLz60irz8ZXwG3XiHf2kd+xB1nRC30WSFRpTNzFnR+/rebieYGL6zh25JZZVacVwmXw0V7xeFcsDMfuuBqMRJEMn/dwzGAMDq8roWucvYp5bn4D5i4ww8AgcEyFCzOIkipHAtxooWoxYtoNwcaXGyHagxpLUJq9gZNoJfQerXCfZuXPFIOfBL1nLirakAFoJ3zHx7RaSokZJIGFILN9D164MQoBZ89Dj8n0lhCQkdmefxA6aTDYvrnov+9x+kgd6UdO7yT13YBX5E5ou47/2LbzyZhMgic7uYzhOHceuk8vvJgx9Ws2No90fJIJqE/P8CKHj45cbhI6HX65DEOJXmjTevgyyTGjaSBtH620b2b4UT//SEa5+8xZzF4usU6W3IeKFGI/+3H5uvT7FxPtzBJtMnLraVdoL8rbLcaq1kHrjISurvku47r1Xhvd0Krh2QFuvgdUKGL3QJFyHXe/em6JzV5KpK2sl/xut5CsK9HarxOP3YEhbDiiW17YFHb1HCQLvngghszbLzXN//MAUXbNzwSIhdP/2KSdiZL7wHNWvv0JQqi69rnbkSH/mKapf/T7CjEiYjztrJLfzCPk9jzH9/rdw6kUUPU73o58llu9h9uz3ac2NAhI9j30eWY8xffLbq6LB7waB6RC6PkZPnvIPLtL2uWMEpoN3l2EBge1iTxQpv3wBe6KEpCmbKskTnSn2//yj6Jk73+SZd8aZfHVkaVJdL3rMjdlrFHmBLyhNOSiaRLh4Ez0n5Lu/PcPUTYsTX2jjkWez+K7g0ls13vmzIhNXzTX327VDvv+fZ3BaAYeezXHsU3nMhk95xkWPySiqjNXwMes+s7dsWh8ybg9DQWXeZXbMJvAEqiaRyCg89mKBXUdTKKqEZsggSRx5IUfgCRw7Mr5ulH18VzB7y6Y6767pB8xGVB5mNaPSQ1mBXKdOs+aT7dR5/HPLai5ZkQh8wbd/Y5q3/3Rhm8ohCWlx9UD4HrG+QdRsnsb50yBF7wk/ABGiJNPEevswR4cRi7YfQgRLAR4gkTLaiGkZTLeMhEJcy9Kw53C8JimjHVlSFgkj8AKTmj0Tpef5LgmjgO2UVgRgSHR0HaGr9zhT4+9Qq44DAlWNLQYobIww9Bi9+X0kSaGj+yiFtn0MX/82vtfC97e32C3CANesM/HBt3BbK9pGIVaVQm9pX9s6g9V4uAkh16F2/SypnfvpfOYLaNkC5tQIaioLkoSWypLoHSKxY4jC4acBqF45jW8uN0xB4GBZ5cU0GgXPa6IoBmHo43ktwtBHiHBRHiaWPmOaRSTkKJ3FtzGMAer1STQtSRD4+H4dWVYx9MzSQEkIKJZCiqWPfvCjdrej93UROi7e5BwkFKz5UVrXr0YnpipoHXm8+fKqkY0UN1BzGby54qqlf0lTV62K3IaSS6MP7QDAm17An1ub4La8Ewl9oBt3aj6SRABKew7huISNFQ97GOJMT1F77y2cmfUHHUII1I42JE1DjsVQC3n03m6ckTFCawL72g20ni6SJ45HBI0QOCNjICsknzi+tB9neBQ5FiN+5BHKX/3GHT2mrEvXUJJJlLYCte++HF07IXBGx0GRST51Yvnr6hr6jl6scxdJPn2C1nunie3djdfbQ/LJx2idOkvQaJD9wmfxK1XcWw+WJFEyCYK6CYqMHDMIW5uvII2fq/Hb//DcptsAG5paAtQuTqG3pSifGqN6JipL6XrxIOIh8Vm6nT4nKSooSmRUvqJ3t8szhK5Fun8/tdFLGLnOB6L2KJYDKrWH45ooySR6dzeVb3wLv75iZfCHyEj9fsKpzXObyLEqM0t/RwjsWlSbrqcKmAvjWOUpQt+jObucQmgujC1GrIbA1sv3toNYuoOO3U8SS7cjrTBn8l2bibPfwrPqNOdvIckqkqLhNkp4rRaaItEoOjTL95uUlkhpbeu+0zx7C2difSWLCEL85uYKGkmS0LQk05ORibCmJ5Yk3x8HhB9E5RNA4EbX0ZtZHlR689UHevz6TIsPfvca02cX7ooMult0d92b8qRaD6lvM0b5YYHriXXJm7tBNqNgNQM+eKkUldzoMmZ97RirMm3z3h9PMX5hbenMwZn2db39YobEjh4VeZuknRCCSi2ktoK4S6S7SGZ3UOg+hGvXl1IM6+VbmPXZpW1UPYnVnCedH0DTUzh2lXpxhDD0UdQY+c59qHoSEQaU7CbhCiIike5CM1I4Vo10rg9JVmjWppb2v1XMzvv3lH65HiRZRkklkD60ACYpKmpbDmSZQn+CdIfB6OnNia5oYU0QrHOOii4vmptH7xX6E9RmrLtSaIgwIJbtIpbvxqkX0RIZ0jv2oafyJDr6ac2Nohhxkp2DuK3qtskgAEKBX20R62/Dma4Q2i5KXMdv2KSODJA+MkCst0Dbi0dpXZ3CniytO1v1Sk2alyZoe/EobrEBEpRfuYhfuftFrTvhe/95hpd+d3YNwdEoe/z2Px0BVpOtZj3g5HdKnP5+eakMMQw2H/tW5z2++R+m+PZvLM9hwkCQ746RKmiMXWhw+vtlzv6gsubeOmbIn/zaJJIcpZDtfybPwrjFH/5/xridwZFu1+kaSnDzZBWILuntcy7NOPyrX7iMCFmz77M/qHDxjWqkcBTQvz/Jz/0/dzJ+pcXX/s01agsuQkRkUPdQnJ/7f+zkyS+2ce7VyhrD+61AzeWJ7ehH1nQal8/jlovond0AKIkksb4BkGSCRh2trQM1ncEaG1l6RBy/yUJj2SpFWvx/QYjlRabjgpCWU8R0y1E6pz0XiYo+9KBVWhOrPIQ0PUln9zFKC9dYmLu4ZD69VTrndol64NsRh+A27qls3axEz0osVaBVWk7flmRlk1S2dSAEIgzXXRi8GzzUhBCAOX2LhfdepuOJT9N+4tMEh55EkmVkzaBw7BMUjj6LmkgT+i6lM6/TGF1thHr7ZjnO1utSw9DHsiKio1IdQVVjlMs3CAKHanVkabuIKMoS3EvjulVIEnLciB7rRaJG0iOmVTgu+mAPSiqBPzKJcD2c2SlC1aN58hQIETG2ikJUyCsjx43I2yCTIrZvkNB2CE0b4XrIqQSxg0NY528sRuou/8jUrja07nbc8Rnix/fTfPVUJAkMQ4TtIsV0JEUmXPSviR3ag1+qIXwf4fnIurY0eEZVkA0dJLDGRrAnRpF0DTmdjMiLFRNSf6GIsXOQ0HHw5ovoQwMIz0O4Llr/DvQdPcipJEohv5SGhhCR4mF1XmGUAhOGsBWFThhFFRKGS9d9aT9+sKajC5tNvPkiQbmCXywh9gyh5DLE9u5eItmUbAa1kHtwhJAEUkwncXwfrZNXUTIJ9IEuWu+vNQleCT2hkOu+8+pLo+RiVte/dqEb4JaaVE6P4dejCV7xrWEC8+HwzpCNGKkjx4jv3U9omlRefSkyh+3dgXn9KsLz8B0TSdVIdu9EjaWwy/dX4g4wPXv/B7AfhprUCRx/VfmemtDwbX8V+SvCkNA0QZYiUmHx9/5w2vDdHRQF4mmTkYWXqFvrkxGKAsm0TKsRrhBIiRV/rLgSt1cRzRq+3SS8rVhdGUl6Nx35PaJzz9PEs500SxNku/dSnb5Gqq0fz6ovGfK27TmBnshFMeRAOj+NESuhzt1ZtaJId0eGypKMJq8fxWRPlLAnNllAuAOEEFhWiYGhTxEELoqsUq8+eOPuhxVm0ebkb9xdish20NGmkElvX+F0/IjBb//b7nsuufo4kcsotBfuIb4LiMWiWOuBR1Jk2zXSbRpvfnWOZmU1KXRbGbQeyXfrTHVdNYqmSbTlt39+fgDzRX9VCq5mpIklC6h6gjDwiCVyALTqy7/vTNsuCt0HMBsLqFo8SnLzXeqlZSNiWVFJ5/rIde6jUR3HXzGByrQN0T34JK36LAiBZqTo6DvO+LXv0yhvfXw0uxDcU/rlSki6hrF/J3pPB0pblsSJw4SNRZJCljH29CNcL0pvdaH/WI7R0xVUQ6ZzdwrXDCiNT2vWUwABAABJREFUm2Q6DVJtOvV5h/5jOUJfcOtkCae13D9oMZl9z3fguyG3TpZRNZn2nQkaCzbxnEY8o6FqMq2ySzyr4bshlSlrDTHh1EuEvkMs10ltDLRkFklRsSuzxHJdyKqGnsyiGHGsiWgcKCsSekzGNteOY++E2qlhrNFoobf08gVkQyO0XfyGRev6NK2bs+CHhLa3tG97vEjx22cIzUUliOtT+8FVrP4CSsogaFoErY2n5q3ZBld++zSxtiR6xkBLG+hpAz0TI9mTRkttPBm+TeYksiqPvthBpkNn6mqTK2+W6dqV4MCzeSRJ4sapKt1DCdLtOmbNI5ZSufxGmZ1HM6TyGmbdR4/JlKZtKjMOC2MWRz7Txs2TVYaOZcj3xjASCiNnatw4WaOwI8ajn+tg7lb0zMeSCkc+006hN8b8LZMLr5Zo2xHj0AsFNEPh0uslJAle+Ou9lKZsRj6ocfn1MvGMyuFPteGYAd7ic96zJ8HBTxSQZYnLb5bJdxt0706gGTKTV1tceatM4AlEyNJnAAYfSZLOaVw/2WDqurk0zZKVqEzNsYLo+drWz0lCy2RREklkXY+qIPTl+yLrBkoyTWJoD+bIDbxKGSWZXGc/4kN/W/z/D6WH3a7q2cho/8MEkarGiCcKTIy+/pEkkWmxFPFcD/FsF4qike7chaIa2I0iTrOMVZujOnmJzn3PYaTb8R0TLZ4m8Gzmrr25YfLlemiVJ8h276P74KcIfZdGcRSrcneqzoeeEBK+R/XySdzqArlHniDW3oOaSBE4FpKiENguzbFrVK99QHP0ygOJjfZ9G1jHXC1wMc0iH8XUScmkSL/4FN7kPN5cESWfRS1kEF6AefpytNEilSzCEL9aR+1algLqA13E9g/R+P67KG1Z4scPoLZlcW9No3YVSD51hNC0Mc9cwdg7QPzoPkLbwbk2FpFCKyFLyIkY+AGxfTtRu9sQroc7NoOxuw8E+Atl7Cu3kBQJY3cfkqbiDE+SeOoI9sWbOPUWsT39xA7uJrRsvJkFpHgMrTOPks9Q+7PXCcrLJJ6/UCJ54jHcySm82TkSRw/hzc2j9/WSOHqI+qtvIqkq2c9/5s4XU4i7LOS4i/u7aGoughXxj5KEN79A/QdvELZMEILQfHBeNZKiYAx1Ej+0E8lQkVQVf+7OUu1dJ/L87L84tOk2Qgi+9+sjvP0Hkxtuo6ZjxHfkqZ2Pton35vCqJoH/8StOko8cJv34k3gL8+idXUiahqSqZB57Amd6Cr9SJnBsWtMjxNt3YC5M4NTuzp9jKyhXQrwHPEHa9VcOMfvOGPXhSLUgawq7f+oIY9+5il1cHpQLz0dJpSj8xI/hzcwttaH28C3sm8Pr7vuHBZ29Kr/yP6X5T/92huKV9fuGzh6Fv/UPsvzuf6gzNb61DlgE/l111g8GEkaqjbkb72DXFzCSeRaG36c+d4OO3U8iqwaB56DqCZxGNGEQgKE1yXdG5aGbwVCSDGVObLrN2jOSSGoFKs76AxFJldG7csgxHWe2Qthylsqp7qwiFCzMXyQRb0NWtEUjx/u/mvyXWI22vEI6tX1CqLtT5YufeeiHmg8cMUMi8AQzwyalaYUDT2VRtbUjEVWXkVUJ1/RBkghX9BPWOooiAE2V7slQ2vMEcx+yOKiXbtGsjJMpDFEvjzJ141WAFeUXEZKZXkozlyjNXFwkw6UlFVDg2yxMnsW1G6QLg+seW9USlOeuUl24jiJr7Dr6E3T1P45ZnyXYYilGsRxsaX1vS5BAyaYx9g6gZNPEj+6LCCCIxm62Q+MH7xPaDmYoL6k09IRC5+4UPfvSvPobI+x/oQPXDHBaPuk2g/qcvYbkkxSJVMGgNmshQkEYCDp3p5k4V2Po8QKxtEZuR5zajEW6I4asSJz86jjV6dXjR7dZJnBtjEw7kqISy3fhNquYxUlSXTtRjCRaMoeix7EqM6i6TMdgnM6hJFfeKKGoEmEg8JwARZPRYgp2w8dIKsiyhFn3kGQJPaYgyeDUTbLtkNmTZGG0hrt4DezRBezR9f0lg6ZN0LRRFQNF05AklazeS31kGknxcNwauhwnVH1kSUWIEFlSFoMhVIJqwOSfjYMkUFSdEB9fWKgJncP/4CkGPrfnjrf26GfbCbyQN/9wOirNMmSOfradS6+XkRU48eVOzKpPZc6h0BMjDAWF3hi5LoNGySWeUUmkVWRVwndCytM2XUMJxi81GDyaYeJyk+KExcHn8oxfalCZcZgfs2jrixZa9z+TR48rvP3VGXwnxHdCHDNg7pZJ9+4kux/P8u7XZ5kdbnH1nSrjlxq4Tohf8pi61uLAs/noWYsrHHuxg6tvVxCh4NEX2xEhNMou196tcvSz7YxdqNMorf1RzI3b+H7I8z/VgaJK1EoesgzZdo0jL+Ro6zH45p9O0dqgrdkcgtB1MDq7ad24iiTLaNk8ajqDkkpj9OxA+D6BFc2DlHicD5fV9+5L0DW4rPytF11GLzTuSjGX7dQZeCSFqkVtomMFjF1sIDw5UietEyZy/yFhpNopDD6KJCvUZ28Sy3RipNqoz97ANauI0Gfu2pvY9XlSHUPoiSy+3cIsT69aWBRhQLM4jmfV118pABZuvEvoOcQyHYSBT6u88RxtI/xQ9NIi8GhN3MCcvoWebUNNZpBUDcIA32ri1kqEzgM2g5UkJD0yuxLeyhX2Oz+ksrS81Wa1xpKmsl4ms/B8UGWE59M6eRE5mSDx5BHCWgM5nYzUPlK0siEZ+rq1/t7UPHp/z2INp4qsq/gLlYiI0VXM9y6QfPZRkCXc8RnUbAr7/I31z1NVEUGAkosyN6yz11A7CySfPoJzYxzz7DWyX34e++ooSluOWDpJ/c/fJqjU8abnly+GLOPNLOAMT5B4/BFC10P4Ae7odEScrEDQMpGMiGn2y1WUbAb7xkikTgoChO1gHOhHXllErqrRhF+RkXQ9SqoLQ0LLQorHUNvbCExzqQ58XQhBYFoYuQxKPkdoWQjbifatf2jfsO7jENQahKaF2taG22ihpFMPlBASfoA9PImkKngzJUQQEjbvbDhYm7X54NurpdqSBEZSpWdvikJ/nDPfnGXk1MbkkmyoJPoLpA9248zXkRSZ3LE+mjfnCayP3zMpsWcf9dPvYw3foOMrPwVAaNtIqopsRCufim4Qb+9DMaIVz1ihm9b0/SVGKrUA34+SEWVVIriHKPf1oMRU9GwMLWWgJqPfjZGNkehNr/EzEb6PefHSooJwGYH58SY43Q8oCmSyMqq6MQVcq4a89E2TWuWHr6xFhAEi8KMJmABZ1XCtOqqRRNFieFY9ClxIZPDtiDwJvCbl6RZ3EjLpcpzB9KMEwl9MyZG4Xde/+s/biOzIbyfsfBiSrtL+xePknjuApCpM/ebLtC5PkDzUT6yvjfLLFwidzduIMHBpNiPFnhHLoespXPfu41U/CiTaYgw83U373hxqTMFpetQmmkx/sEB1orF06SRFojCUofexDnL9aRRdxq65zF0sMXlqHs9cHpjLmsyuF3bQ/1QXkiyBBGNvzzD8yuSGQ5FYVmfncz10HCwgQsHs+SKNWXPDVdWVkOWIELqvZr3/nSIWk1B1ia6dcZJZlUbZwzbXtvv9hzPEMyrlSYtcT4zLr955QULTuKeyPs8XlCofXn0PCIIQRIgIA8INJlGOVaVeurWh54UQIWEYsNED6lgVWrVpAs8mwKa6cJPO/sdR9eSWCaH7Yfq9dL6OR+vNM9iXh8n/9Is0vv8ufrEavYdA2A5i0etGViVkRUJSJNr6k/hOEJUWChg/V6XnQIZkXqc+b1OZtnDt1dfYMwPqC9F7nhPiuyFhIJA1CUWTKY61oihzCRoLNtUZC89eJ7HM93DqRfRUHi2eIdHej12dozV3i7a9J9ASafRURCaEToUDnyiQbtMxEgqFHTH6D2cAGDtfY+BQhjAQ1BYcFEWiY2eC6++UMZIqA0cyzN5sMn2tyd6nC1gNn/qcg7mOvcRGSBgFkrF2WnZpSeGRNNrQ1SQxLY0fulHEuCQjSTK6msT1mmhqEi8w0dUEQegTBC5Wq07ohYTO1o6f7zG4+lZlqVQ6064jSVCdc3DMgGyHQWXaoTrrEEsqSLKEqklYDZ/qnEMmFCi3SVwpShFTFksKXStgftSkNu+iqDKSHBHAKz36sp0GC+MW9UUjeUWTOPzJNjwnJPAERkLB9wSuHWI3/SU1WRgIHHN5P0ZcRlagNudgNnye/ivdlKdt5kctKjN21A9vMOYZPtvg6782wTM/1sFXfmkHWkwmDMFq+Exet/ij/22cs69UtucfJMuomRz25HhEAqXThL6HNT4KgDM7jZrN0bx4Fr/VQE1n8WrVJaW1rMDTP97F5/9e/9IuL75e5rf+71fXLa/dCENH0/z8P99LuhCNfYsTFv/pH19j+kqACH1U9cGW8kcQNIujNIujm251O1q+PL6xX2fou8xdfX3D9wE8q87slXtLvP6hIIRuQwQ+TnkOp/zRJ4voO3vp+Ac/Q9Ayaf3x99CmxvA8gapFVUny7YhBXyzVfEJEAO3erbJQjOT61WqIpkm4rkA3JExTYFmLtcN/80eJHRhaddzQtKl89ft40wsRMRSECM8jqNQJynX8ygRBrQlhiDsyhXP1Fsgy+mAaJZNCziQIKg2UbBolk4xIHElCeAHO8AQslpwtx4tLCM9HSsRQ2rIElcYaL5HQtAlKdaR9KsL1ULsKyMk43mwJORlH7+9eJCAEYa2Jt1DB2NmL7bgo2TSEAimmQygIHXeZXBMiIo1mS2ujjMIQd3yCsNmMyrJm5vArVYJyBa27k/RnnsebnMYeGY2+ha6TPPEo+tAgciJB7se+QOvUWdyxCbz5Iu7YJJnPvoAzOkHrvVOb3nt3fBKjfweZFz+Fffka9vWbJB9/FH3XTuREPNr36XOEjSZeqYxw3KhczHHxF0r4pTKN198mcewQ8YP78Etl/HIVcS/53XeCHyDHDVJPH4pIvrE5zHM3N/3I7M0W3/7V1dtIRNLiRFbjEz/fT6bToFXZeNKmpWNkj+wgvb8LNa4jQkFzZIHgYYlbVlTCZnPVMy0pStQTrajfleRosqul8wT2/SdGqrWQIBDkB1Ic+JF+Tv/XGziN+0OYybrC7r96hK4n+8nuacNrLA+qK1fm8eqrB9nCcWidfTjNoxNJiY5uhSAAw5BYmA3o6lUwW4KZKZ8wgHRGprNHIZGU8TzBzKRPrbI+wZZISuwY1Jif9mk0Qvp3auQKMq1muKpcQlGgp1/FNgXprEwyLVOvBkyPL5dVaDr09qlk8soSj2+1BDevuh+R/ZLAaZYwUm20ypOIMKB96AS+00TRYksKptD3olUlEakWixMmvrV+6cmH4QuHS6WXqbubpwrehiwpHG773LrvZR4bIvv0PqpvXiX3/EFkTV3klSQyT+yh9u71DQkhRTGIJ9pX7y/bT6s5+1ASQpkdST7xDx+lbXcWuxb1rxGZ00tuIMW7/+dFwkXFZH4gzWf+X0+g6gqeHYAQxDI6j3xliEt/MsLJ37i0rBIREPgBSJDpTdJ3ohOn5jLyyuS60+1Ee4znfuUYfSc6MSsOvuXTfaSN+mQTLX7n4Z+mShTy2zeU/kssw9AlhIDZWxZ20yeRUfHXWQiIZ1S6diUxkiqdOxNMX11t1tuqumtIAU2V7okQCgK2bfwd+DbBPUTJh2GwKkbZ90wUVUeWt/59PE9gWvdXcRs2TVrvXcCbLxM2144BFE2i50CaeFqlc1cSWYF0R4xmKYocT+Z1VF1GCGgsOOx8PE9jwaFVWZGuKKBZdNj5eIFmySWZ10lkNXr2pbEaHnbDo75IzKTaDfS4imuuz+Rb5RnibTvQ0wVimXaKsyNRKVngEct1Ect24NSKxFMh8bTBzI0WPXtT9B9K0zEYx7ND6t0xZFViYdyke08Szw5pH4gzc11H0WSaJZfJyw08J6Q+77AwbmI170ZJIqHIOn7g4vkmoQhw/RZeYBGELo4vEQQutltDkXWECJcWGILQieYIgYvtNZBXJEdtFTPXWwwcShN4IVbDp7bgYjcDBg6lUXWJ+dEVRPmqfYtVfw08QedgAlmWyHZGpIMIVy/4S0CmQ6dtR4xsp0G+22B+1KRnT5JW1cOq+9SLLqmCxtS1JnpcRlp85ls1n+7dCcyaT2XWJp5W6eiPky5otO2IRbYNNZ/+Q1HI0cKEFXnobKVPdwUnv1Pi8ts1YkkFRYnaJd+LSCez4d9xsWhDCEFgW8ixGKFtEbSa+NUK7ly0iBPQwCsvE9xe6f6r7zeD55s0G7MU2vdRr41tmXD+7wU/VITQxwlJ19B6O5DrTTr7YvTmNOq1kEcOapiWQIQC14NmK6SjTaHZEkxN+XR1KWSzMiL0MQyJoZ0qoYB0SsIwJM5f8BgeiRpUv1jFW6ggJ2Io2RRqe46wZUWGwJaNcz2qqRaWg3XuGlpfF7KhgQTe5DzhoqxVUmVQFfxyDTmZIKg1keOxaN+ZJEomSVBvonW3I6kK9vWoLMy5MY5wotUPb3IOtT1PWG9FfjuL8ItV1LYsWl8nrbfPEpg2+mAPYa2J9cFVjKE+1I485gdXEX6AdeEG3kwRbUcncjIemUkLgRw38BYqUbKAaeHNFlHy0SpF/Ng+hO3gzaxoLMKQxg+W08Cqf/bnS3+v/fnLa+6XcF2ab78Pb7+/9j3LpvGDN7Z878N6g9p3Xlr1WvOdk/DOyTXbNt+IYq0br70V/bmYYBZUqrhjayOxHxgkCa07T/2VM1EpxhbKtcJAbDzYaPi897Up/sb/+wi7nshz7s/XJ2WdYpPpPztH7P0MjWsfbyT0evBKCyQOPEJgW0iyhJJIEOvfifDcJUVM4No49TLJ7kFkVadVHrnDXu8ejWaIH0BrtIFTd5FlCdVQ6HusHT2pMnW2SKvkMPhkJ9kdSVpFm5E3Z1cQtxsjdANu/N5ZJEWifHGOxlg1et3z8Rru2n1IEnp/H/F9eyNPLwAB1o0b2Dc+3pKxob0av/xP8oxc99hzUOfaRZeOLgVNk/g3/6LM1JjPp34kwbOfjhOGkM3L3Lrh8Zu/VqX6IXP/eELip/5Whn2P6PzWr1axLMHBIzrPfSbOwG6Nf/6PigxfjdrQRErmF34lRzwekfy6LpHOyPzX/1jn7R9YSBJ88vMJPvOlJJVSwIHDBvl2ma//1ya3brqEHxH/Wbx1ClnV8T2b0vhZeg9/DkU1WBh5H8+OiBKrMk1h6DhqPIVZnKQxN7LuKvN68EIX069i+tUtbS8h4wbrqxGTB/sxr0yx8I2TpB9dXvjw6yaSpkYK2Q2QTHXTs+OJJW8/gESyY9W/HyZ0HWpj4OluTv7GJS788TC+HRDPG+R3ZrDrzhIZBNBcsDjzn6/SmDWpjNYJ/ZDORwq88I+Os/fFAa59e4zqeHQvQz/k1mvT3Hptmq5DBX7i1z+16Xns/nQf+35kkHN/cJ0PfvcaVsWhfW+WZ/6Ho8Rz63s9rYSmQf4eiIa/xDJkGdIFjfbBOFffrTJ0NM31U3Vq86sbi7nhFvufa2Pv0wXiaW2Nr99bvz/B+IXVseCqKpHLbr9kLAgE9ebGbcKmfOCyZ+u2oCgasrLsM6JqCQIvMm3dKoTYPqG14T5dD+vsxlHSgScYPVVhdFExLakqU8NhFMwgy0wMK4yemUVICsL3mLpcW7faY+J8jcmL0XutsstL/8dqZf7M1cUgjNuVBhtca6s8jWrESbT3IQCnOk/gmNjVOZIdA+iZNqzSNHbDRjXi7DiQisifURsjoVAct6jM2vQfSqPqMkZCQWmTsJsBYQhSKLBb/lKEutMKGDyWpTJtY9a2eq8EleZab6hy49Y62y5+L/dOdgdbb58uvlZi/9N5+g+lmbtlUpp2OPWtefY9nUOS4J2vzZLKazQrEWGDHJVpVuddrLpHdd7BiCs0Sh6DR9MYSYUz312gVfG4/n6V2kKkNLr2bgXXDunqjcrOytM2+V6DG+9XESHs2J+iPG1TnrY5+70F+g+lqc45jF9qEPqCS6+V2PdUjvb+GLUFh2ROQ0/ITN9sLb126lvz7H86j6xKnPn2PNnOqKzNtUOuvVfBam7M6oQBNMr+tiLrN4UQ2OO3sMc3vp8fJ3zPYm76DEN7v8DA0KeolW8hRIiqJygXrxP4dlQVkCiQyQ4AkSrQahXx/TtXWXzkuO2Xe5/w0BNCkhKd4h39GmQZWVEXJfQPXvo/PRPQaoYM9CvUG4LeHgWrFJJKLq4INEPGJgIKBXlRSSRRKMjU6yGzcyHdxzRCAba9fDPr33sH+bVToCoYewZo/7/85NJ7wnJwbi4TCv5cGX9uRaLJ9PIKrnB97AurlR7OzXGcm+MgS8QOREbH+D7OzQm88ahMyBle3r917vq63zsoVWm9XV31mlVc/rd9dXVDcPucb5NZ/vz60X729TESjx1ETsQJqg2COyRi/bBCV5MokoYgxPbqd/7ANqAW0qSf70PNZ0h/4iih6eDNlLBv3H1N6Uq0Kh5aXCHbsflEwm86mN5yJ67ENYIV5oIfJxofnKLwmc/T/iM/iprL0/7lnyC0Lapvv7GUQCarOka2jeb0ML7VJL/3MazSDI2Jq/ftPFxXrCFm2vdkaN+ToTFrsvOZbm68PEXPkQJOw8NIaXeVYC5Cwdg3r+Jb3nJ1D1Ep2dJri1BSKdJPP4lfLqN1d2FdvU5s9y64tn4b8NFD4gffMbEtQd+gyu/9Rp2/80tZenaoTI35vPOqxal3bKxWyOBujf/b/1Kgb1CjWrodYwpGTOIrfy3Nvkd0fufXa9wajq7B9/+sxdiwxy//k/yao8biEkZM4rf+VZXyQsBP/c0Mn/1ykvOnHCQZXvh8gvfesPj+N1ocPGbwD/7HHG++bOJ9hGI4qz6/9Pf6/AjW27+PJMt4dmOpzzQyHdRnruNZLRKFXvRkDq9VveO+3dBkrP4Btn93Pj120CQQG5jO+2v7ZiWuczslYyM4dpWpibdotZa/byY7gO89nP2EZ/kEbkiyK0E8p9Mq2rQWLFoLa8/XbXpRydcKzJ4vMnV6gT2f6yfZEV8ihO4KEuz65A5qkw2ufnN06djzVypc/dYoXYfWT4NbCVWVyN6DofRfYjWaFY9dj2d57AvtJLMqgbf2mS+Om3zv10fY90wbnUMJTn9zdRl3bW5tubkiRx5F28XGCiGB71kYiQJ6LBuVkfku4RYVQZIkI8kqiqKDJKMoBrKiIxbTfQGMRIFs+y4C30FWVApd+2lUJ/CcrceY3x5z33csBq9Ihr6oGl48XhDiL5SXlOxqNofe2Y0SixNYJl61gprJ4bda6O2d+LUKkqoh6zpyLB6pOQJ/Ub0pogWpZnNT64s7zfu8Vo0w8En17CJwLezaQvRneZZU7x4UPU755mnMis3Fl4voCQXXCrAbPpVZJypVUyTqCy4Tl+o0yx56IiJbGiV3DSl462yV4oSxRBD9MMB3BZdeXz0HqRddTn1zuV8pTdqr/twIC+Or2/Lh08uepzdPRX+fvNJk8srq5/jq26sJrpmbJjM3VyvQKjMO7/3J8oLq/KjF/Ojq4zXLHqe/vXze1bnl3+TNk1sPUfrvDZXyMOLGn9PRdYTe/qcRIsQyi1RLNwkA12mQyfaRTHYCkYJxYvRV6rUJQEKSFTzfwrEra8quJUleate2AklTkWKxaDFMQNgyN60cSew9gDM9Seg4xHfuQvg+1uj9W7R9uAkhWSY9dJBYRy/Vax/gluc33FTPtpM/9CROaY7a9Q8eqOHnzEyAORzt/1t/bpNOSTiOhuMKLl7yomCrRfneW++4SyTeyvArTYVkUl5l2yFsh8COJjFBW31t2dT9QCiwL48sEzcP4hjbgDBtWm+dXbaluI+s51YgaTrJ3ftRs7lVr9vTE9iT4xsaeW0FyX2H0PIF7LER9FpITE1je/UHRgiFloMzOYMzOks08mAVwZZIK4ShQNNlGpWt/076HolWjtaTua+E0Z4itbeL4hs3QJZof24PpXdH8JsfvzzTKy6w8GdfIzawEzWXRzgO1sQofmlZaSCrGnq6gKzqWMUpnFoRPbOWMLin8/DFmkc8njdIdydolWwqY43I4FGVcVsekx8UEZtEnq6H0AsY+JF9pAZySyUfge1z/ffO4taWBztRWqFP89QZ5FiMxnsn8Ysl9L4d2MP3Xx11t2jUQibHPOamNTQNpid8TFOg6dF3chzB0F6Nzh6F9k6VVEYmnlgevcqKxGd/NMnQXo3/7/9SZvTmMlkRBNHn12sGJQlOv2Nz63rUpl+/7HLwqE4sIWFb0f1LpWVULVIP2ZbAsT/adiuW7iDwnSWzQc+qoRpJEtluzOoMIgzQ4mkqIx8QeDayoqDF01vatxOYjDU+uKvzEYRMNM4TrJPgYd6YofC5IyQP9iEbKkoqRmJfD20vHsOdqy2lz0iyhCRHikVFlQn9EMeprUkKrVUezlVIgNkLJS5/Y4T9PzJI/xNdjL41zeT788ycL+I215JlWlKlbXeWdFcCLamhaDL5nenIp2IT/6vNoCc1Ul0JalMtzPLqyU11rIFn3bntVxVIJv6SELpfcK2Qk99aINupRyqExtrfiQihUXQZOV1hYbTF/MidCVlZjpLGtoswZMm64MMoTp9nx54X2Hv8pwl8h9nR96gubGWxQCLbvou2nsMRoWSk6Nv7KVy7Rmn2MtX5aB+e2yLbvod81wE0PYlrN5gdfW9VPP2dIGDJ2Pi+QZaJH91H9kvPo6RXJyEFtQbz//b3l0rJ1EwWhEDN5iJPSc9DjsdRYjGUZJLQddByBUQYomVzBI5NaJm447NobR1oXT2YjY3VSFtB4Dk49SKp7l3Ux6/gWxGJbFfnKOw9gQh9vGY1iukuubBCXFmaiMaH8bTK+KU6C6Nm5CGziQDTbgbY65TS/SX+Eg8zhAiolG5QKd9cdD28nVIWtR/Xrnx97dqrJGEk8kiyQizTQbM6Q7M1i6zHMBa9RoPAQ9FihL4bmaD7Lopm4NlNgg8vXMkyxs5+4ocPoA/2IafT4HlUv/0y9qVo4Vnr6UIp5PBm5gnKiyRiGJI+9jjCD5AUhcb50/f12jzUhJCsGWT2HiU9dAhrbnJTQij0HDK7DxPsGKI1NYxXX1+Jcj+wciIXhlCrC86cdQkC+LA46TYB9OHPXb3uo+vgfFxz5IeECFoFsd2ow3uHrBukDz9KYudukGRkI4akKJTffBlnZnJVdPfdQSL3+DOk9j/C3Le/hnX2HKpsrIlDvJ8ILRd3sknq2cN40yX8cp3kiQMEtSb2hWGSWYWhQwlGLrZorFisaOuPc/CF9jX7kyTIdBgceL4d1wqYubH5yp0S04h1pqMYc0ki1pWJyhgfEoSWhXntysbvBx6+3UTWDJLdO/FaNSTp/p6/6wmQJboP5cgPphl4spPizRrV8SaKpuBZQaQKkkE1FHqOFGjOr42b3Qw9n9hJoifD3DvjS2qk0A/x7dUDbeH5S8baIghIPfFYZAa4mdn6R4gwFISL9flBsMjNLhLs+TaZv/PLWeJJmWsXXSwzJAxWlzgU2mV8T0NVJQodCuMj3pY9fporouiDYJGskKLXX/qmyc/9YoZd+3RcV/BHv91gfvajTR7r2vcsjYVbqwwJ9XiW7gMvMHH2W7hmDbs6S9fhTxK4NrKqUxk9+0DPqeGt7wvQ+GCE2GA7vX/n0+hdOTp/6mkIQvyGxczvvk5guqgxhaM/Psj89RoLN+vseaGLhRsN5m/UogWVcPkeRKadYUSaKFFbs57i4uOAXXU49ZuXGX93lp2f6GXwmR52f6qP+StlzvzuNeYvl5f6uu7DbTz2tw+Q7k4Q+gK35eG7Adm+1CpVwt1CXjQ2Db1wjRoxcNe+tu4+ZOkvDaXvIwTg2iEL43cOlahM21SmtxY+oWnS5mVddzovwYamzOW5K1itErqRQogQs7GsXKjMXaFZndgg7U9gtyqUZ6O+dmbkraV37NYy0+DZdaZuvoasaEiSjN0q4Vh3KhNac6j7Zip9G3LcIPXC41FQyrlrqwb3wgsIreV7487PIcdiuMV5RBgiHAe5Fid07GhF33UIWk2E7+PMqBCGiDAkdB3CRXXQvXpKhr6LOT9OvNBDa2F86XWrMhelkDkWbmtz5YjV8LEa2+zDJFAMFTWmImvK0gp46AX4tk/g+A+FSvxeIMkSiqEi68pS+3r7e4ow+q6BGzzQ7yprMkpMQ9EVJOV2srRA+CGB4+M7wX2d36093uJ9vX08238455N3ghDrz8NEuOZVWdFJ5HoJfAdJUkjkepY+ayRyUYrY/DCqnkBWNALPJpnIAdAsja0mhFSV1DOPk/nM86id7dG1kyVC21kViqT395L98ou0Tp6l8dIbqJksgdmCICTWu4PGhQ9WkAoSMjK6FH3eERa6FMMTDqqkEQifgC0sAG312n0ckBUVI99J6Fo4lY3JIAC/1cBrVIh19KLEEg+UEFoPd9uWC/ExkkE/RIj19iMpKtbEg10NDswWC9//Jmo6gxyL0/bcZ4jv3H3fj6PIUQpcXM9ie3W8Dfw27hmSRGxPH2pbFmd4GiQJJZsiXohR6JLwXIERX1173bUryRd+adeaXQmiDqdRdHn3jyYZv7D5oMJrOihJna7PHkRWZULPJ3QfjgQnNZtbGpgtQVZQksnFxjYgsC1Kl99DQkIgMLLtBO79vU+BHykgFm7UeOPfXST0ooSR+qwZTXTdkI69WRozJvU5i8LOdDT4uAtCyCgkWDgzxdx7m3tXBa0WzZOnCeoNzIuXSZ14jNC2MS9dvtev+cAxsEvj2BMx/uX/VGL4mkv/To2f/tuZVdtUyyH/5T/U2Llb4+d+MUO1FDByfWurzxsKAwXk8jJjIx6/+atVbFNgtsI1CwIPFhJ6Iof/oWcz8F1UI4msRr4c1YnLWNU5FC2G26zgWXdXfqTJMQQCP7y3DitoOcx/7T0aH9wisbsH2VBx5mq0Lk/glZvICnTty5DvTzJxuojb8rFrHkZaxUhpZLriNBds0l1xjLSGZsjM36gjqxJd+7KYFZepC+WHZtLhND0m3p9j5lyRc38QY8/n+jn603t57G9KvPovT2HXXBRD4YlffIS2PVne+w8XGXtnjsANEKHgyV88xJ4X++98oA3gWdHkwEjrqMbqtt5Ia8hbIOllOTJD/ks83NDvQR0E0Qr5OtWc0XthgFmfYT0tiGNVcazqhvu1zRK2eSefLwnXruPa91bm4t1vhZCqIKkKrdOXcIc3L7cPHXtNudftf4fW7fZ5/TFEUK/hlbZm2r8ZROCzcPktStffJ1hRt2yVpxn+3m9Fhr/e9tJtJVUmt6+dZFcKAK/lUjw/S2BH4yg9Y9B2pJuO473k93cQ70yiGCqB42PON6leKzJ/ZoryxTnc+g/ZxEcCPW2QGsiR3VUgs6tAeiBHrC1Sc8qaQugFeE0Xa75FfbRC5eo8lWtFWtONu6p2SO7IkNvTtkTkV64tYC1EZKusyWR3t9H+aA+FRzpJ92fRMzGQJXzTxS5Z1IZLlC/OUbwwG33uXry9Yiq5vW20He4mf7CDVF8WPRtDVmUC28cumdRGypQuzFK+NE9rur6lRYYfRggR4lpVJEXDa8wjqzqyrIIkYTfLCBGAFEXae04T32mhLxJCq26/JBE7sIfMFz6DHI9hX7mBOzWDMdiH1r9j1THdqRkkTSW2bxfWB5dI7T0U7UKWCVpN4gNDhK5LYLbQJYO00gYIFEnDDlsokkorqJFTOjHDOs3wziT7Q00IIcsRudOsE7p3aESEwGvVSfTtRla17R0uGSd2cAh9Vx9KMk7YsrGHx3GujkaM/p1+2IqC2pkndmAIracDOaYTmjbu1Dz25WGCygMqA4MoTl7X0Lra0Hf3oXW1ISfjiCAgrLdwx2dxbowR1FtrGii1t4PMi88gyRLN18+s8hJacxhdI/tjn0Rpy2JfHKb17rkH9p0kTafthRdBlpn6g99ak3Z2XyFC/FoFvxb9aDKHjxO/z2VrEuD5FioaqCzJFR8IBPjlOnLcIH5oJ6HtIjwfRY2ibwHiqdUTgqmrDb76z9f3yfHdkOqMzexw845xlG6pyfwr10jv68R3fcqnxgjMhyNlLPvsC9RPv4c3v7zKqSST5D7xKWrvvolfKSMpCqqRwKlFgzTTvjsPla3gdlVk6IarIue9FRGlpZFositrMsOvzxBsUaWWWhysBG7Ajk/tQjVUnLod1Sj7IdVrC4RugKTrGCs6ITUTESnmhYsPzaT6TjBbAssUHHrUIJGUefYzcRLJ1b+rwBe06iHf+XqT3n6Vv/Z3M/z7f1Wh2RC0dyj079RIJGX6BzXMZkhp4c6sjrS4MDi4S+MX/occvi+Ym/Z5+ZstZqc/QlZIiFWGrACyokQJPYv3MJ7txKrOIcIAPZlFT+ZwW1tfgR/KnCAUASP1k4RimUjNGzvI6l1MtS7hbZEsCi2X1rVpzOszq16XFAkRCsyqS33GpDZjIkKx9MwHXkj3wSy1nE7fo23EM1Efr8UU7KZHuivO7JXqQ/PcKnrUtoa+wLcD6lMtzv/hDfpOdJHdkSSeM7BrLkZaIzeQpjRcZ+ydWcyiDRIk22Jk+pLI96AQCpyA4vUKO5/vJT+UoblgIQKBost0H22PFIh3gCSxFKv8l7h3PKgrqev3rhDy7rPC5qOEAO4i+Xxr8AOCWhM1n8VVZyD4UP97n8aHm/kGrYQkydEkdNFXIVzhwyTLWjQpDUOE5yMjEdz2XxAhgWMiyyqKrC9+NkCIAElSkCSJMPSX9n97v7KsIoRAiAA1prLnrx5m8Av7ALAWWrz2K9+gOVkjt7edvT97lO6nB9AzxppEwlRflo7jvQx+aT9z709w4w/OU7m28NC01RtCgkRnip7nBul6qp/s7gKJrvSmqs3c3nZ6nhvEtzyqN4qMffs6E68M47e2Nv7terKPY7/yLIqh4ts+H/xvbzD27WvouRi7fuIRBr+wj+SODLKylszP7ISOx3oJfvQApUvz3PzqBWbfGb9rqwFkiczOHLv+yiF6nh0k0ZlEktceL9WXpf1YDzu/tJ/q9SJj373OxEvDq1Jt/6JABD6tytRdfkpCVnVCf/ney/EYyROPoqSS1L/3AxqvvUPYMsn+6OfXEEJ+uUrQaKF1dSACj/Kr34vm+Yq6JIFfaY0jIyNJMmZQx5DjqJKOK1m4wt5yRcrDTQjB4hff2peRFv+3HajdbeR+8rPED+9FjhtRNHsQkrIfx74ygnnq8toOYeWx4wap5x8j/eknUNtyqxJTQtfDm16g/p03sc5eRbj3v6xA7SqQ+/FPEzswhJyMLx9fIop3t13csWmqX3s5Mnpe0ZkJx8UY6kXfuQMRCpxbUxuSL/quPlKffBwlk8K+cGOTWyOh6Ul0PYXv25H/w112oHq+DS3fhlev3tXnHlZIkkJMy6ArSSRJwg0eYP21EDReP48U0yAU6DvaI1KoYjMXSqSyKlZr9cS1Nudw7rv3JxkssFwaN+axp2soce2+u+FvF1o+v4YwlmQZvasb2YjklrKmE2vvxakXP9Zz9uyA6fN3r3QsPNJJ25EeJFlCjWt0PzNIGIQRSWh7NMeruG6AnEyQOnECZAk1n0eEIUGziaTIKKkU9dffwqxU7/8X2wSyrpDozYIE9nyTVlMwct3DdQQLs1HaiecJRm641CohYyM+f/y7TU48a3DgsQTXrgu++jsN6tXFJBRbcP2KS6sV0moIfu8/1vnZv5fhyGMxxm95/OTfSJMryDRqAZ/7SorHnonzJ79fZ2bSZ+SaR3F++TdSqwTcvOLiuYKdezSOPxXj7R+YzE4FaDo89XycVEbmP/1a9a4Vo9uDwKrP0zb4KK5ZxbMbyKpOfsdhAt9dWg3O9h3EqkUKWz3djqrF7ooQyuidBMJDYvWgMGf00Jc6xJw1vCVCSFJk4nu6Se7fgZqOw4qBdej6FL91Gqfh4TR93JaPGlNItsUIvEgxU5+16D2cpzzWJJ7VKY81KI83yXQnqM+YNOa3t/p9v6HoMgd/bIj2vTlmL5ZoLVgomkznIwUKuzJMnZ5f8vRxGx6NmRYd+3Ps+Ww/xRtV4lmDwed6yPWlV6WRwW1foDiKrlDYlUVWJJIdcTofKRC4IU7DpTlvLinbrn1njIFnenjq7x8m2R6nVbTo2J9n8NnuLX0XSYpUQn+J+wMtJqOnZJoV7752LffAGwLRMO5+rrcpRgIj34mkKPhWM1L4r/OFXbtOqz6zKnZ+WxBRUtr9hHA9vNkimS9+Aq2vC79YWZoDCNfDOn8dcd9ZqPWh62m6Oo+RzQ4gSQph6DE/f4GF4iU0Lcnuoc9Trg6TTHSQSnbjBw4Tk2/RbEbEeyLRQU/34yQS7SAE9cYUM7OnKeT3EIvlGBt/jXxuFwMDLzA29hq1+jg7Bz9FozHFQnGtUjjWFifekcLIxTjyy89QONi5qeJQkiSMbIy+z+wmtSPD+X/3LqXzW0tN/bhg5OMc+aWn6X5mADWhrSG6NoMa12g70k16MI+Rj3Pjv51fUlNtFYqhkOrLkOxNc+BvPUbfZ3ejxjc/D0mSUBM6nSd2kOxJoyV1Jl4e3rLlhaTKdD/Vz8G/8zi5vW1R6d8dz1OlcLiL9M482V0Frv3Xs5izWzeE/4sKp1WOVEMrZOZSPIYxNIA/v0DzndOErU3mgEFI2Ggi93aDGs3n44O7iA8MIS2aD7duXsOeGMUTDhWljKxG3kWOLsBvIGIybmiBIiFZGsLbXBm/JUJIkqRRoAEEgC+EOCFJUgH4Q2AnMAr8jBCiIkVP668CXwJM4O8IIc5s5ThrEIYEVgstlYsma62NTXglRUbL5Akca3U5yBYgZ1Pk/+qLJJ44hHA9Wqcu4Y5OA6D3dRF/dD9aT8eGk0NJ10h/5klyP/5pAKyLN3FHpwkdFyWTJH54D8auHRT+5o9SFgLz9JX7rnaRJBmtrws0FevyMN7UPEG9haQq6P3dxB/dT/zwHgCK//6PCGrLP9ig1qR1+gr6rj5i+wfRuttWpZYtXyiZ+NG9KJkk3tQ8zsjkhtdE0xJ09hwjDDwkWaFaHsFs3h3ZoHd0ombzfwEIoUX/FhFg+3UkJLwHGGEoqQqSHvnBYAvkVBxJVbCvRnXlHb1xklmVcJPOWFYWlUTrdD6BGxJsspqo5xN0/8ghjPY0I//xddqf3U3x7eGP0VRaQuvoQEmmUBJJjN4dSPqyqkLv6kZJJFaw7RKJjj70VB4ReDRnbmGXpj+eU98Gxv/8OuN/fmfTz6BSpfiHf4SSSZP55PM03z+FNzePpKokjx/bNAb8QSG9q422x/oxJ6v4LZfRm03+4/9eBeC17y13nr/1a7VISdGX463TIS/9WYnkYJ7cgS6mvruscluYDfi1f7FMfhTnA/6Pf7n873/9zxYJN1kiu68Dc6aFV4s6zd/4N9VV53bhtMOF09Ez/PQLcWQF/uT3mzRqIZIEiaTMoeMGsrL1RYx7RWn0DIMnfpLdT/8srl1H0WLIisbk+T/HcxaVbbKMkcrjNCoYybUlZtuFhHRX3lrJAzvY8fdfJHR9vOJqKX1oe0iqgmt5zF6O7o9qyDgNDxEKFC0qD+s/3sb1H0yz42gBI6UhQqjPmJjlhycaXYQCp+HRdbiNfT8yiJ5UCQNBa85i7K0Zzv3hdZxG9Iz5TsDJ/3SFE79wkKf+/mEUXcYs2tx8ZYLTv3OF4z+/f9W+ex5t55lfPkqiYKAlVNS4yp7P9TPwdDee7TPx3ixv/OuzeGbUlk1/sMBb/+YsR39mL5/6J48TBoLZC0XO/JdrPPNLR7bwZR4KHv8vDBJphZ79KS6/XcWz798Y0PXuzX8xUoJFf1eTWfL7H0cxYoSBj1sr0Zq8iXcH/5mVUBMpMrsPk+7bh1MrMvnyHxJ6a/v/8uxlyrMPZ2mypGvo/d3g+8QPDgFDS+8F9Rb2lVsfGSHUt+MZ8rldTE6/i22V0bQEll2NzlOSicfb6DGyzC9coFy5iSyruG40xleVGIMDnyQMfSYm30ZVdPr6nkOSZJrNGZKJTkAilepFU+Mkk12YVpFksptSaf1xhCTL9Dw3EC0+He6K/Nscn8ZYleZUDd/yUAyVVF+W7K7CErEgKzL5g50c+5VnOfkvXqF+6y69oj5CuDUbc66JrCmrSJjA8TFnGzSnG3h1h8ALUOMaqR0ZMkN5FF0FaZEEy8TY89OHqY9WmH797mwvJEkiu7uN/T9/nMEv7V9SBXmmS32kgjnXxLc91JhGeiBLZmd+6TpLkkSqL8vBXzhBfbRK9drWShK7n+zj6K88Q7o/t/SaCAV2xaI+UsYpm4RBiJYySPfnSPVllq6PnjYY+spBJFXmwq+/9xdSKXTX+JDngKQoyKkkzvQswr7T9RFRVdKKKVhi115a1y7jN6K2OLDt21sitaeRc1kUSUJOJSOOQZEBiaBSRWpZuBObq5zuZsT/aSHESrfIfwK8LIT4XyVJ+ieL//7HwBeBvYv/PQX8n4t/3jVC38WamyD3yBPk9h1n4dQrCH8dhkuWSQ89gpHvxCnP4Vt3wU7KEvGj+4g/dhDheNS+8SqNH5wkXExlkuIxEhdvUvjrX0RS1x90Gnv6yX7peYQfUP36y7TeOR99XghQZJqvnabw818mfvwAmS9+AmdkkqB0f2MBvbki5d/9JsJy8Ss1QtNeWs2QEjHS4zPkfvKzGLv70fq7CWorYun9APvSMP4Lj6F2tRE7vAdvtrimFExtyxLbvxMkCev8dYLyxgSdrKggBOXiDdLZPuKJNly7jn8HIiQ+uIvknoMYHV0YXT3IhkG8fyeDv/gPWTnicYvzFF/5Dl71QwoKWUYvtJPce5D4wBBqMk3oujgLMzSvXMCenlz/GbpHaPk20gePEB/chRxLEDQbtIav0bx+CREuqwxUOUba6MCSa1he9b6fB4CSSaB1KaSePEhg2sgxHbFoECDLIAKBrLA2LlSCzqEEz/x0HzsfzaEZ8roa99d+Z5yTX9+YIFHTMQLbx6tbgITRkd6SqbQkSYuT6fsMScLo3UHq0DG0zi4yTz23VIIqAQhB8+J5/FoVgNC1qd74AMVIABDYP5xJGp1P9uFUbdy6jVO2kFWZrqf6MfJxiudmqd+KYnMlVUVOJhGhQDIMJEWOynVTqY/8nCVZJnB8qlfncWsW3Z/ajVFIYs3UqV6dI3+kl+qlGTJ7O0EICo/uIHQDZl69gQgF6T3tDGUfxa3bBLaPGtdw6w7C84l1pFBiGvXhIuXz0/S8sBujPUljuITXcuj/scM0b5WYe2MEa25zn53pSZ90RubHfzbFwmxAZ4/KE8/F+M7Xm3juRzeDtuoLjLz7+yQL/eiJLL5rYVamsBvFpcFIffIq7fueRtEM7No8tal7S7PZLlKPDmHdmmfmd18j/JCxOUJEZaVCMH8j6lfsmsfN16PIbSOlsvPJDm6+MUfoCybOlJYTKR8yhL5g5LUpZi8U0RMasiYjwqh0zCzZuK3V3336zDzfv1UnljOQVYnQlUjlHwOpm+//09PUZ5bHCrMXSrz0z95DVhXyfYdpHzyOGktSmbzIzNW3cJsevr3c3wRuyPXvjTN1ZoFYRkcIgVV1sMoO1fEGvh1sasQtBPj3oLwQQtAyBbbzEN6ojxj1RohjhXTvijN0NEWz6vP21+Yw6/deYup69/ZTkAB1se/VkhnajjxHY/QyeDbZPcei8ffpV2jN3NoSQ+hUFph///sIz8ModK27TaxjB2o8TXPy+oO1A9gmQtOm8nvfXmTLZKTFqoGo1lusMpV+kDCMDNnsINMzJ5mbO8e6d1qSqDUmmJs7t6qsFyCV7iWZ6GR84nU8z8T3TFqtWfK5IYqlq8iKhmGkicfzlCvDxGN5DCMbqdi9jedSQz96ADWuETgB86cmGfmTy9RHK/gtlzAIkWUZNaWTP9DB3p85QuGRrsiIWZLI7Wtn318/xgf/+5sEW0g7/DggAsHESzfpfX4nWlKnNlJm/uQkpQuzWCUT3/QIF9WrsiqjJjRye9vZ89NHaD/avWisHSmNdn55P6ULsziVu1uM6Xx8B0gSsiLj1Gym3xhl7DvXaE03CGyP0A+RVRktZVA41Mnev3aU/L72aAwHpPoy7PziPs7dKN5RjZXb387Bv3uC1I5s9P1DgTnb4Na3rjLz5ihOxSZwfIQQyKqCltJpO9LNnp88RG5/R3RvFZn+z+2hNd3gxh+ef2i8Qx8a3DacT8QXyZqNIWkaajZN0GzBosgltO3I79SxQQgk111qDYTnL6ZuKIStFiIIo6CYMMQvVVYZVm+Ee1kC/nHgU4t//8/Aq0SE0I8DvyMiw513JUnKSZLUI4SYWXcvmyB0HerDl8jsPkLh0edAVqjfOIdbLRJ6LpKioKVzJPv30v7YJ5F1g8aty3e1kiEpCsknDiHrGvatKRqvvB+RKYsQlk3rnXMkjh8k+fQ6K2qSRPK548iZJObJizRfO41wVwz4ghB/vkzjlfeIH92LtqOT2P6dtN4+d7eXY3OEAufa2LpvCdPGPHmJ9IvPoGRTaN1t2BdvrtrGm5jFvjZG6vnHSDx2EPO9C6tUREgS+kAP+mAvQa2JeQe5bBgGKFqcju7DqGqMIHABQWl+43QnJIlYTx+xvoHI0DcMI2Y+DAlde1U/GHruUv30SiT3HKTjs19C7+gksCyCVhM1kyUxtIfMkccpv/0Daqff3ULd9taJCb29k84v/iSJXXsRrovfqKKmMyR27yOxex+KsfxDDEIHy6vhBw+upsSvNHAnXRphiDdVRI4baN0FADJtGoOPJClOOdjm6uuXbtP58j/cy75nC8yPmFRm7HU7EfsOKRR+y0VWZJI72+n90aOIINxSxyDLUczxfYcIaZ77gNblS3T+5M/QPP8Bztzs4nuC0HEILXNpoCupGvGOPvRMIUoiECFeq/oATuzBou1IN7n9HThVm+KZKbymS8fjO2hNN9j1Vw5x5bdO4ZRNglYLf36B/BdfJLSdSI4qoPb6Gx/5OddvLqClDXo+vQenbCIpEtPfv0bfFw9izTfRczFkTUHPxmhNVqldncNeaNK8VSY5mMeebTD1/Wvs+mvH8ZoOge1R2FnAnm9itCepX18gd7CL6qVZJE3BrdtYc3Xcqk3t6hzFUxN3JIMALp5x+M1frXL8qRi79ms0aiG/+atVLp93PmJjaYFr1nDNjfu8VnGCVmmSKB3k45t4ybqKM1OJ1EF3Cafpc+V7H1rdeog5hsAJaMxsjUgWIZglG7MU9UmyopEupJAVjcpok3CF4tmpuzj1qO8o3Xyf8fg1Bh//CmYlZOHK+qvtIhA050yac6vPpzp25/sQCvDvwazXdgT/7RsNvv3S/fdh2yoScpqs3MFCMIEvNl4MkpBoU3qxRJNWeH8X7ACKpYBWI2D0QpNsp47d8Ne9tkZCIdNhbLif+oKDY65uZFxX3JOSS5IktFWV1CGlS29jF2dQYkm6nvoCHY9/FuflP8A3t/L7FYS+u3F0vCSR6tuLYsRpTd1EcB/apfu9liQEoWlj7BvE2N2PX6ljnryIkkpEcqrGR/NMa1pkMWBZZTZr9CyrRCjWdj6GnsIw0uzofYpwsf2XANMq4Th1wtAnlx1CUQyKpWt0dhwhHssTBC6+v/E4WUsZCCGYeOkGF//9++uSHW7DwZxpUB8pc/wfPR8RHERpXd3PDtL52i1m3lp/3vIwoH6rwqX/eBK34VA6Pxulh20At+5gzjapjZR5/B9/ko7jvYuJmBIdj/YQ70zdNSGkxqMfpdtwuPZfPuDmH19cdyzt1h1a03Va03Ue/8efJLu7DYh+111P9RPvTG5axqWldPb81GHyBzoi4lMImhM1PvjXb7DwwfQ6PkQebs2mNVWncnWex/7HF2g/umxTsOcnDzF/cpLK1Xs3S/+LhNBx8abn0Ad2oPfvwL6ysZI/tm83SiGPc2ucYLG0zG81Sew5QMx1QYS0blzFHo+UZ/58EX+hFM1jblt03KVVx1YJIQF8T5IkAfwHIcT/D+haQfLMAreXAXYAK12JJxdfu2tCCMCcGqF84R0Kx56l/fFPkt17FN9sROUdsoxiJNAzBSRVpTF8kerlU3e12iCnEmg9UdS2fX2M0FpHxhUK7Ouj6xJCcjKOsWsHkiThzZRQ8pl1jy+CRbM3XUXb0bn1C3C3kCJmUdK1aGKnRGU/cjoJfoAkSavKZZbOz/Mxz1wh8dgBjD0Da1REkq4RO7oXydBwr4/eMXXB922KcxeXPJ183ybYpHOJTkJQO3eKxpULIElkj52g/dM/gjM3w+w3/hCx4rqKwI9SoVbA6N5B+6e/gJZvo3b6XeoXzxJYLWRVJdY7QP7ZT9H2/OcIbZva2ffv8Jxs7UckxxPkn/0U8cFd2NMTlN/+AV5xHmSZWE8/+aeeR8vll7ZXZB3XN1GVtffgvkFE/3lTkaAvtF3cxb+36j6zozZmI8D5kGS9cyjJwJEM739tmjd/bwK74a/bljjm5oSQV2lR+WCc0A8Qfkj96sxaRcA6kOWlUtkHAuG5tK5cwpmbxS9vnHwiKxqyquE2Kgjf27ZJ/f2CokIsIaNq0a/JMkMc687PpxAw8f0b1K4XGfzRg5jTdSpXF5h86SYH/+4J9IyBUzYRjkv9rXfQujpQ4glEGOCXyvjlj17OLSkytesLCCHI7uvEKZvouTgiiCJdQULPJ9BzcVoTVUQoUFMGsh4xiV7TiaJfvQBJU/DL5qKZdkDoBrh1m+Z4mTAIKZ+fJnewi8KxHcy/OwpEg1xble9Ycx+GcOmsy6WzD4dZ+h0hFhuFbUKWFHQlThAuM7aKrCEho8txAnn1dQiERyB8UGTkRZbXujVP5ondGDsKeJVWdBFXkvz3KnP4SCChGgnCwEeSZRTVQIgQ32mtVoLqCcIwABGi6ImopMJzVsXPKqqBoscAicB3CFybD18AVY+DHo+O4VqIFRPswLWwXGvTEkBZ0VD0OJIkE4Y+gWMuLqRIqEYSEXrIaozQtxFCoGrx6FwW/aeCEEx7+zclDOH6TY+vf/vjI4TalRy7tX7OOsM4YnOSbr+WoRxaLAQP5nwzHRqZNo3p6ya7jqWJp1Rca/Vvp3tvik/8XD+SLJHMaQR+iGsGaEakOPjer48wcWm1OjsIxT156EgSaOqHGJXF3QV2i+q1M/S+8BPEO3bQGLuKls6T23ccI9eJCHwa49dojF9D+HduD418F7n9j5HddRiQ0DNtCN+jevMszfFIvahnCmT3HEPPdiApMk51gerV03jN6obnb9xj0toaKDKJJw+T/tzTkXK11sQ6dx19oAdj/06qX38ZYT/49t/3IzWAbqQ33W69BVIAz7NwnAajY69iWsUV2wd4XgvbrpLNDuJ6LUyziCzJpNK92HZtU0JICEFtuMzNr168I9HRmKhx/Q/OkR7MEW9PAmBkDHpfGGLhg2l88/6r9u8HQi9g8pXhu/pMa6rOrT+7Qm5fO3o6InbVpE568P/P3n+HWZbf533g5+Rzbr6Vc+ecpqcnz2AwAAZpAJAAg5hkUpQoabWSJe1jW1rtrmWvHtur9T6WLFu0JcqULDGIIkCCAEGACIMZTJ7pmZ7OOVR35bo5nnx++8e5XdXVVdVdVR0wkP3yIWr6hpPuOb/w/t7v++bWXLq15BiCkInvX+ban56768Jq9WKR69+5yP6/8eRCiZmeMcht774jIdS1r5/BZzYtlMaFbsiF3/uQ+Q+m7tonN8arXPy9E2Q6fkmSJGH1phh+Yev/SQjdhqjdpn3iNPrWMXI/9Vnqlol77QaSHs8xZENHyWbQt4yR+fwnAbBPnFnwGmqePk7zTCwmUbM5ZOO2hYObE7bb/64Ra51+PSeEmJIkqQ/4viRJS6KIhBCiQxatGZIk/TXgr93tc5HvUvzgVYJWneyuRzG6+tDzvQte06Hv4tdKNK5foHz8zTWuXixCyaUXCJJgvrzqBQwKK0+O1O7cghQr89lnSH/yCVZ8gmQZyTIgipCT1rqOca1QsimM7WMY20fRhvpQcilky0TSVCRdQ04l4hHaKv2me/E63o1ZzH3bSD62b4mKSMlnsPZuhTDCPnZ+qQpqpWNRdPLd25EkGVVLUpo/Q6NT83wnRHY7VmtIEqEdPwRR4OPXKnckcCRNJ3voMYzeARrnT1F87fuEjcVBkzM7jYhC+l/6WXKPPUP76gX86p0mvGsbXBi9/aR27SdybEo/+j6tS2cX7iF3bgYk6P30lxY+H0QeGasfx1+93O5eISkykrlIOMkJE32wC/vMOL4ruHa6teJtbqZUdEvh2J/NUhjfeJmUmjLJHRpBS1sIBPlDo9gTVUL7zoMnWZYWZOsPCs0zJ+9KGEeBh12cjs2luwbwmj++OveRrTqPPJti1yGLrv64Nv27f1DhtW/F90/3gEr/iE5xxmd+aukz6VZsFF1Fz1pYPUn0jEHtcilOyZCkJbe48DyCYplQW2w/JdNYQ53z/UVyJEdu7wChGzD1vfMkR3PkDwxRuziPPVOnlU+Q3tyF33BwK21C2ye3fwBrIE3Q8mjP1BFhRP1SARFG+A0Xv+HQnq5j9aex+lKEjo+syKQ3d6GlDFoTVaQmtG5U6do6iFdp4xR/fBPYjyKyeh8Huj+9ZNJhqRl02WJ3/vllZQpTrXNMt86R3DlE7pnYB0fSVBLbBtjyf/8Z2pdnCZuLk4jI9Zn/xlHCxoPzVrsfUDST0UMvEbgtFN3ETPeAJFMa/5DS+DGi0EdWdQb3foLAi8nIdO9mFM2gOn2B2QuvI6IAM91L/46nSeSHQIBn15i79BbN4o2FfWlWluF9L2KkupAUhcrkGQpX3ltzdLSiW/Rte5LswA6QZKLAo3T9OOWJU8iKypbHf4Z2fZZMz1ZalSkCr02mfzvtyjRTp39A6NuEYVzyteHrJYNl/eSklF32jxPdD7XKKnCasTF+35iJ70X47vJ9TZ6t88f/7Xn6tiR55PP9vP+NGSrTNqlug8Mv9cMKlQZR1PER2iAUBZLJ1UsY/EaF0Glj5PtozY7T//inQVFoTlxCtVL0PvI8kqJQu3T8rvsKnRatqSuY3YMxEXThfaIgwKstkhVqIoOkaLRnriIpKtkdjyBJMoVjryxJ1lmABJZ1f93PZcskcWQvzR++R1hrkH7xaUAQ1luofV1ImvpACCFZhv4BBccRVMoRjlOj2ZpjoP8wvt/Ccxsoik4QerTb83fdXqM5je2U6enZw+zccaLQQ9MSBKGL5zVp20VGh59mZvYYrlvD85tk06PMzn0YJ5etAhEKZt++QWMtPkCRoHRilsKxaUZf3B4rZxSZ7n39JAfT1K6sPzzjo4ziydl4MatDCEmSRKI3ue4yZyEE7bkW1755Dr9593st8iNKp+PI+eRATCCqlkZqLAesrMSSZImRT2xFyyySC6WTM8y+O7HmYy2dmaN0dp6hZzd1Nhonpl34veM/Hi8haeF/Hv6uJWX15yaMaB8/jT46QvLJw3T/Jz9PUCojGTqyoZN67klSzz6O1t8HqkrrvWO0j51EUlXUdBYlkURJxlYOWr6bsN3Enb6zOGM9WBMhJISY6vydlyTp68ATwNzNUjBJkgaBmy3TFDB6y9dHOq/dvs3fAn4L4G5kUuQ5lE+9TePaOYyuftRUGlnVEWFIaDdxq0W8SmHJCt1aIRv6QkSDWEkddPN4V5kYSQljoRZQuG5HCbHy6UTNdlx73LrPg14J9LFBsj/1Aua+bUi6RtSyCQplvOn5+NglmcQjuxaYyBWPr+3QOnoGc89WjD1bUPu6YpIMsPZtQ8llCMpVnHNX73pIgW8zN30MCZl0bnRd5qMbgZrOYG3eRuR7NM+fXkIGARBFtK5ewivOo+W7sMa24lc/uMMW19ASyjLGwDBqMoU9MU772sWlhGIU0bp0jq6nX0AxYxJQlXUUWUOWHpwJqjbYTX7vjoUJl2wZiDDEPjMOrE4a+26IZ4frj6m8ff+5BIqpMfXN47EyLhKEa1AIaRr3FLO8FsiGiQgDhOvGflMDg6jJFM7UBFG7Q0D6Lu35G8iajlsr4rcfHHm36nHKcOiZJL/4t3rZfTjBzcfHdwXvv7K40rN5l8lf+i/6OPFWi9/5J/O4t6zmz719nU0v7Sa3u5fC8ek4kWgow/6/8RRRKPCq8cRS0lSSjxzC2rUTbnlOWydP0T5x8uGccAf1SwXqlxZXlZz5pata5RNTlE8s7U4a1xbVXm6HyJl/c7mBY3N8cdApo+C8V6ctqiiSQo5e2icaOCdVNKEjo8QxnkhEhB3RXYSMQpvG/Slx+AlBO6iiyyaqpC8ZYwWRRxCVUSQVRVo6lLj5b0lTUJKLJbOts4uDl1tfl1TljnG+HxlIEopmkOoZY/rsKxSuHiXdu5WhPS/g1OdpFK5xM262e3AnpfHjTJ15OVboBC4iClA0k8HdH0c1E0yd/gFRGNC16RBD+z7F+NE/JuiYgSfzg0xNn2P+yjskukYY3PUx3GaJyuRZ7to/STI9m4+Q7t3K9NlXCH2HdN9WBnY9h9uuYldn0ZN57PochWtHGTn0eYpX36c4foyBXc9RuPIetm8TBIJ6Y+P3uqxIJBN3SMW55RkDCQW187zFzxpARIiEjIwSh6YSdT5/y35QYmPNzn8DhJ3tLN9nvJ9b34+fd4WVruvi6/FRCCAiWBLle7O9WHxAxIr79+yI8VMNNh9IM36qgd1cTm6EvsD2AxRVInAFpUkbzw4JAwevHZLtNZZI8CFO2Go0I3q7V7zMd4WiSGTSq4/R4pjyCElRSfZvwsj3M/3GN/CqBZBkzHw/mS37qF85dddxeGA3ac+Mk912gNBzaU5eXkbytOeuYxenkGQZSVFRzARW3yiyphOuQAhJgGXe3/ZDUmQkTcWbmF0SsCCiqJPyc//2p+mQSsnsOaDx5HMm+w7q/OHvNPnet2wgYmLyDUaGn2bT6PMIBFHoM1840yGEBGHgrnrdfb/FjRuvMzj0GFs3v9j5vsfc/CmazRna7QKKotNuF4gin2ZzlnRqmHb7zuqOm2VUtychrga/5VE4Ps3gs5vQkvGCZXIkQ3I4S+1q+SdAHbp2hLZPa7ZJetNidYCW3lhVQPVigdqV1RXtt8Mp2zi3EEKypiwQUyshMZCOS8U6/W8URMy9O7Gu8rag7VE6NcvgM2MLKiOzK0F2WxfF4xsqDronyIrExqaccVCGECHyzTFN53yiKJ7DyLLW+XcQV9xICkJECBGiyDr59CaqzRsE4cqcQdRoUfv29wkqFVJPPYba273QnuijQ7HFRr1B891jNN94l6htIxtmHPayYw9BvYoIg9j0/z77m96VEJIkKQnIQohG578/A/wj4JvArwH/uPP3G52vfBP4W5Ik/QGxmXRtI/5ByyAEfqOC36jcPLBOA3JvrYi41fBBucMkfbWov5smc0Dtmz+i/cG5VaWbC/u8z6sKciZF7iufwnpkF0GlTuObP8I+cYGo2Y5N8KIIJZvG2D6K2pVdfUNRhHthHH96HrU3j3VoJ40fvItk6Jj7tyMZGvablwjWYIitqibdvXuRJAlFNamV704i3QsUK4GW7yZybLzCymlmkWPjFufQe/vQ+wbveZ+SFBtYA3jl4oqRfkGjQdBucbMriCKfIHQJowcnkY0cj/apK/iz8QRYTphofbm7fq90w2bmUpM9H+9h9koLz96YGYoIQtSkQXJzD6HtEQURrXYBcYdkMkmCbFpe9TG7X8g++Qxhu039vbewtmwj/8KnkWQZZ2Kc8ivfjw3fNJ3slgOoVgokiebUZezC/WPh14Ite0x+7b/oZ2SbwZUzNtcvuXT3a+x7LLHkcxOXXRRVYt/jSboHNKbHF9uW9myTS//hJLImE7Q8hIDkUAazO0Frqo5b7RCGyRTmju3U33ybsLb4bD8s08wfBzR0LFLokkGbJpqko2Mio6BJBp6ok5P7iUSEjwtIhPio6DiiRfh/IELoUvWtdRPYQRTfh62zk7Qvz979C0IQOT6ypSG8IDa+15VYIi+BYumEbQ8locdGnmG0LPTgYaJZmqA6dZbQd/DtBrmh3aT7ttEojC98JnBblMaP4dlL+0sr00eye5SJE9+hPhercH2nwdanfoFM/3bKN2JJeLs6S2XiFL7TwG1VyA7sINO3ndrMJaK7eNDpVpr88F7sRgGQUDQL32kiyQrp3s3Y1VmiwKNZvIFdmyNwWzSL4ziNEuHWxzulbOD7UKlu3BRLVSCbVla1MuhRhsjL/VzxT5KSs2zXHmEyuMR8OMGYuhsfl0IwxYC6mbzSh4SMK9pMBZeoRxVAIKOwWdtPIFwkSSYn9wIwFVyiGC4NP5CQ6FPG6FfHGPfPUo9KgESvMkK/uglTSnLDP8dsOA6AjMwmbW9MRkkyKSkDwHxwg9nwOhEhhpRgRN1BQk6jSyaGlKAZVbnhn6caLVVwmEmFHY9l8OyI3U/laJR9mpWVS7Crcy5WVuUTv76JRskjmdPI9pmce6247LN+AJVqBJvW9/vchKLE/e+q7+smsqoR2C30bA96Js/Ak59bGOsqRgK3PIukqBtamF0CScLsGSK77RCqlURSVIxcL6HTYrVZniTdfyWaCEIi20UfGySoxM+wbJkYOzbFY+vg3s5TUaGnV2HTVpXHnjJ48jmDoWGVIBDMzYQ0aot9jG2XuXrt+6hqXP4pohC/U87leS3OX/w6IT7mSJ6w7eGXly6kNJpT2FdLKIqBJElEUbgQ8FKvT/Lh8d9eMJCeL5yiXL6E7995shm0POrX16eerpwr4DfdBUJI0RQym3PMvq10SsL/44CIxLIyuDgBbN0SIUqnZu9qCH0rQjsgsG/ZtwSKqa3qJ5Pd1oXZk1wgctyqTe1aZV0Lw5Ef0Zqux8EkHZW/mtBIjWZ/LISQbsiot5fArgGWniWdHKRUu8JQzyEiEaEqJlHkU6heJBIBw71HcL065cY10tYAhp4hDF2K1YtkUsP05fciyxrl+lWCcOUxdFit0/jB67SPnUIfG0br70U2TYTn4xeKeNcnCYqlhUqcyHXw5mZoSjJecR4RBmj5LpTE/Q1+WYtCqB/4eudmUYHfF0L8uSRJR4E/lCTprxBr0f5C5/PfJo6cv0wcO//r9/WIb+I+ZaFGLZubLqBKZnVJn5xKLH+ROLL9Zscg6RpBufbQExP04T7M/dsQYUjz5Xepf+eNZddHsoxVU9JuRTBXwj59mcxnnsY6sIPWe6fR+rrQNw0StRyc01fWVEYSRQFR5JPOjtJsTNNu3V3aei+QVA3ZMAlbTUJnZWZbhCGRY4OsoFj3oWxPArmj/IlW2WdsWrzYKEiyStMtPtCSMeH5BGUfSVcJCjXCegu/UL3r96pzDie/N8/Hf20TybzO+PEq7Zq/zIe2MN6iPLU6WRC0PfymS2bfIJEXEto+9kSZ8A4rSbIEueyDj47W+/ppnTmFrOuk9h/CuX4VZ/wauec/gZrO4LsFZNVAMSxK596NTaVXkqg/QGiGxNOfSbNtn8n3v1bl9//ZPMWZgM/+Qn4ZIVSY8akUAjbvMsn1qEsIIYgHbbcit6uH+aOTC+ogiOXMkW3jz84R2T+Gkh1JwuoaJDO8C1kz8VtVKtdOELptrO5hcpv2IykaXqNE8fzbG95NbvNBosCjPnWBSETYoolNE0FEgEckQnzJxRMOPg7VqIQgRCAWFAUKsTn+RxEyCv3GVpJqlnn3OvVg/fX7EhJd+hBuZNMMYkLZjzZODIogXNfEKbmpG79mE7kBem8aZ6qCOZTD6E3jzFQxB3M4szX8qo2Ws4g6qSeKqdG+UUY8pEmFb8dmrACh7+C1a+jJ3BLRgNMoreibpxqpOPGtsfj7uK0KIgwwUosSD9+uL5jyRoGH16ygp7qQZBnucpqKZqEnsii6hXnLNr12Dd+JJ35CRERBHM4Q+i5RGHRWOqMFRa/nC0qVcMGfcr2QZYl8TsYyJdor+J4FwseS0ygopOQ8iqSRlruoRHOklDyFYIIBdTN96hgT/gVc0aZXGWGHfoSz7tvYIj4XQ7LoU0eZ8i8z7p9FQVl4D+JYXhmZPmWUIXUbN4Lz1KPywrvFcIpaVOCA8TEU6VYVtYQuWfQro4z7Z7kWTZCTexnT9tAUNepRiSF1Kyk5x2XvBKacYKf+KIVwilq0nLjRLRkhYOZKm1SXhnKH9M3ypM0P/9U1tj/RRapLozbn8uG3Z5m/tnyi7vuCSm3j4071Lgohs3sA1UziFKcxe4bwmzXmjn5/SZR85LlEa/AQWsAqzahqpRh46vN49TKl028TOm1yOw+THNy86qYkiTse/0YQOS72sXNkPvMMkeOi9neT/4XPofbkqP7JD2OV8QZgJST2H9J57GmDR47o7Dmgk8nKnD3l8Y2vtjhxzOPsSY9SYenvGYZeJ5zldgg8r4GkKaT2jxG2XSpvXlhIGb6JIHBW9AQSIsRxq2vYz1L4bR97fnVfmpXQnm0Q3JYqlhzKIKvyf1SEELACibP+BlQIqI+vj3SLomiJakuSJKSOYmalSqbkcGaJgshvuDil9StPAjsg8kLkTummoiuYXSvPmx80rIwapySvE5IkoypG569FGLlUmzeQJZlsaoRK/RpRFBCEDoqkkkuNYns1EmY3sqzRaM9h6jmKHfLoThC+TzBXIJhb+zjNnV1Ux/vlEv4dvFA3grsSQkKIq8ChFV4vAZ9a4XUB/M37cnS3QNZ0ZMOK48zvMjLxG7Ul5ot3QlCpE1abqD159K0j8VLJCgNYfdPKipKgVCOYK6H1dWHu3RqnlN3vkrC7QO3JIykKkePiXplYkSzThvqQzNVlgzch/ID2B2dJPnkAY+dm9NEB9LEB1K4s7qXruJfWlgigaiaqlmBu6gMSyV6S6UEatduFzvcRIorVXpIUD5hXgiSBrHQm+fep87lJ/q22T1hg3uOPB1haHllSaLoPxnBNzaWx9najZBK0PohNGqO2S1i9c+e99UieF359E9l+kyd/ZohHPtdP4C0fZP7gt67x1h+srpjxazazf34aNWnEwUahIPLu3DhKMuQyD7as8CYi10HNd6Hm89SPvkPYaiKEQFI1zHw/ycGt6Jlu8jseJQo82vMTuJWVVWcPArohceDJJJVCwJ/+2zLFmdWvnYigWgxIPCZjdlZIze4EUmeAZeSXEp+9jw5TPjWHx+LAMHJdJE2n66e/iDs5heikGnmTU3iTy6p97zv0VJ7hJ36K0LVxqnPIqrbwzAROC6c6R37boyR6Ru6BEJIwc30EThuQ8HE7yp8OxG1/gTYPv1TwXhARUQvmyWq9pNWuDRJCMnltgEZQXiCE7hf6f/4ZnMkitbeXJmsYo910v3iI+a+/g6TIpPcOUf1gHD2fhEigJA307hSh7SEpMmrKRFJktKwFkoSaMgltD3uq+tAIIVlR4yRMAOI+5/bUTRGFK65biSgmXmRlkXiQlXgF99ZxiyTfUpYiSUiygojWRk4LESGikMLV9yjfOHXrO0ShjyTFZVDiltdXmqFHERRKIY4TbdijJZdVyKRl2isoTm3RRCImdFJylnI4iyklMKUkKiohAX3qCHPBOPPhdQQCV7Q5qDxPRu7GDhf7tHZUYza4is/Kk+Y+dYweeZhrwSnK4dyS8w0JCEWwrBTtJupRiZngKj4urmgzoG7GkCwUVJJSlnpUpiWqeKFNO2qgrFJ+1ij7zFxus3l/mqmLLZrVO6SeycQTOUVi8lyDy+9VyPToGAllWcqY3yHuNgpNhb6eWxdkJBQziZbKYXb103PwYzRuXMStzBMFHvmdj2Lm+6lfPwciQlZ1osBfHHvKCrKqIisakqwga0b8PHQWV0QUEno2WjqPmswQ+W6cHBv4SIqKmshQu3IKv1lBNVNYPUN3PP6EJZO+gwfShhBGtD84S1htYB3aSVhvEVZq1P/8Tdyrk+tSKPb0yoxtUXnqYyZPPGvQ26cgBMzPhrzxqsNLP53gD/9dk29/o413S7dkDObJP7sLr9SgfXkWc7QHvSeNN1+jdWGG3FM7kHWVoOVQfesizkQRJR33+eZoN3pPmsbpCfLP7abyxvn72j76TY/IXx8JGThBXIq0ebGUyuxOLKhKPsqQNQUjZ2LkTJJDmVht3WWhpQ1US0MxVGRdQTEUVEsjOZS5532KUOAUH9x8UtYVrJ7kkuufHMrw5D96cd2R8WpCRzEWKQVJkRdS0tYKIeKS2SXb1aR1LUaoukzXkIm8AYVQGAUosk7C7EZVDCIRYGoZBBF+YBNEHpXGOJnkECIK8YIWjlej3prED9ooSmwJYuhpHK9212qhe4GazaMkkw/fQ+jHCkkiMbiJ7M7DWP0jKGbyjpNvgMlv/y723I07fuYmhBdgn7mMsX0Uc+cYxrZR3AvjSz6jdGexDu5ceQNBQOvdU5h7t2FsGyX1sUdp/PC9lU2XJQk5Ycax9vdJ4QRxlB2AJMvI6eUSMjmVIPX8o8imvqZOzL08gTc+jXV4N9Yju9CHehFRhH36ytIo+jtCilNoJDkeFDxgD6HIcwlbTSRVi5UeleXMqaxqqKl0nFB2u8fQRiAEQTu+HmpqlQQIWUI2F1lyL2wvSHMfFIJqAxJdGJsHFshNd7KAfRdCqDbn8P43ZpYuZMTWCUv+Tp27s3G7nksw+IUDMTEXCQLbY+Zbp+5oKi1L0N314BVCQb1OYvc+JEUhKJXw5mdjt35VjctS2w1ac9dx60X8Vg1FM+/rs7oWKIpEvldlfsqnvko5wa0Igo5HdKfX7Dk8hJ4x0HMW+d29S8wI02O5FRaqBEGxiKSpKInFezUwlq9wPwiY2T5kRWXqxA+wS0sJKL9VpXL1OEa2j2T/5nvYi2D2+A/u6Tg/+hA4YRMvWjqANOUkXdoQqmzQCmtUvOmFia+lpOnShlEllUZQoRYsEp8SMl3aIL5wqQf3fi9o3Wn82nKzbkmWsbb2Ixs6bqmJV26hJAyClhN7j8kSrWtFItcntP1O4lyEPVlBNjW0tBnf+w9xTpHIDaFoJlHoo1kprOwAcxffXFNb4bbK+HaDTP827FpMTCS7RlA0g1ZlcXBnZQdQjSShb6PqFon8ELXZi0RrUCz6ToN2bZZU1xiFK0cXiCRJjv0OlDWohW+iWAqpNTZOCOWzMtmMzOz88gmGK2w84ZJT+tAli9nwGpa6BUuKxzG+8FAlA1fYC/RVKAI84WBI1kKKKYAtWgSsfG1MKcWwuh1PODhRi/Wq/GzRIuxsWxAhiJCQiQhxRIuUnMOSUhhSEk0ycURrCd12E7IskcyphJEgldNQVGnZBOgmcgMmn/j1zeimTGNzgvHjNQ59doDpCw0uvbOUrPUDQfleCCFdYqj/lumAJDHw1OcQUYikqDQnL1M6+QaR7+KW5ymdepOu/U+T2X5gYXGtev59aldOxibQ2w6SHNqK1TeKaiUZePolvEaZ0onXCV0bEYU0blyg/4nPMPzxnyV0WlTOHaU5eYnAblG7fJyuPY+TGt0Zj9d8944LwV05Gf1+p4wRL5A656/hnF/uSbdmSPCf/Zc5Pv5pk2o54uJZn9dfdvjgXZfzZ3y279J46acTNBsR/m1DJCWhEwUh5dfOofekSe4cxL5RxNrShzNdQbZ0qm9fIH1wE3r/UjsId7ZK+uAmwrZLUOvYR9xH3K4+XhNE7CV0K7Sk/pH2j5M1hfyuHgaeGaP30WGyW7tQEw8neTZ0A6J7LE28E2RNRs+aSxatFUMlc4v30YYhsSGiz2ndpiDLacjr2E4iozCyM7nknNYK129gu1VMPUu9PYOuJjCNHG2nRLV5A1XWSZg9+H6bamsS26uRtPpQlZiE9QObtlMkYfbg+S1CcX/sYWTLIrXnALcOcrRcHr9S+j8SISSRHN7K4AtfwejqJwq8pasQq2E9jUsY0n7/LInH96H1d9P1S5+PVwCuTYEQaIO9pD/5OEo+s6r03T5+gdZ7p0k+tpfslz6ONtSLfeICQaGCAJRUAnWgB2P7KMLxqHz1e8sMrCVNBVWNG0ZZjkvUpE5kfNKMY+NFbNBLGMaEU+cy+FPzhLUGSj5L6oXHCMvVuHQNUPu6SH/iCaw9W4kcD/kOptILCEJa75zCOrQT68AOlGyKqN7CPnFhzZfV91rUazdIpHpx3Tqt5so+EjdT89JpmWYzwrkpXBACoihWbnSMBUW0+sMVNBu4s1MktuzAHN2CPXl9Wemems1hDgwTOQ729L2rlUQU4c3PIqIIvbsPNZ0laCz1i9C7+1CTyXve13oQ1ts0jp7AuTSFP732idz8tTY/+K17GPh0oKYNIi9k9jsnYumqEIR38c1SFImRwQffHDVPfkj+Ey8ifJ/q668gggDZtAhbTSLHJnTjhDsz309z8hJmfgAtlcOtPtiSx1shBDjtCCt59zpoWYF8r0q7GeHY8f0+8/o4yBKbXtrFhX93jObE4j2545cOLZMyR22bxrtHMTaPgSRhnzmHbFmIB1z6muzbRH7rYazuYYxsL0OPvUToOTSmL1G+9P5d1RCalWbw0c9SvvohzZnFaNjspv2kh7Yz/f6fEwUe2dE95Lc+gqJb1G6coXjhnYU+RLXS9B94gebsVayeYcx0D4FnU712gubceCzBkmWSvZvIbtqPZqVRjQRI4DWrzHzwHQLno51IdtMc0Yts+o3NICJK/hS6ZLHFeoRmWOlMkuPLctM+t0cfoUcfZcI+e0/7V5IGsqEhmxpq0kTrumXRQpIwN/UiqUrcnhZuSYacrq7l5IhsP1YirnNF816gWWmGD3wGt1ki2TVC4DSpz60tnthtlimOH6Nn02H0RI4o9En3bqYxf41msaPAFTHBO7TvEzj1Ala2H4Dq9HlEFCArKsnuTWhGEiORR1F0ukYP4NkN2pUpQs9m/tLbDB/8LJuO/DROo4ii6mhWmplzPyJw114SMFcMqdUjBvrWfZmAWHnS06VwgeWLZIK4dDMtdxEIn3bUIBIhWbkHVzi4ok0gPHTJ5OaKhCypHZ8vZ8FIOt7W6uPCEJ/L3of0qqNs1vZxyTuOz9pLIVfbtkAwE1xjt/EEO/Uj+MJjLhinGq7cX6RyKukuncJ1m80H0mR7dMozLuEK/nq5AZNWxeP914oc+HQfoR8ReBFmank/6XowVwjj8dIGJkKyJNHdpZCwJJzKPDe++7ux0WkUETgtvHrllkh5Qe3qaeziVJwGJkmEro1Xj0kqEUXYxSmCdoPa5RML+4hCPx6/d9CaucbUK19DTaQRUYRbixWNIvAonXqL5sQlZFUnsJuETgvFTBK5K6sluvMK2n0mhCRdw9g2inPpeke6EC15TxvqRbZM/On5Oy6USkDfgIKqSLTbgovnfN5+3WFmMlzxd78VQggi24MwQvghkeMTNh1qE0XCloOkKaiZRDznEQIlYaAkDGRDJWp7OJMlUntHqb576b57rkUbIpgE4W3ttKwpG6tHfdCQIDmYYdvP7GPo+S0k+lPIt5R4ik5nGQVRHJ7SCVC5Ob5SEzqKfm+LnJEfP9MPCpIsoxgPZiF2I+0QAholf0mJcqZbI9ev0yivreqnd8xi04FVFujXcADFWqxgliWFruw2bLdCy47bJi/ymS0ttml+0KZpL60eKNYurbp1OWGRfOoI/tQszuWry8o6l35Yxtq/G4Bwroze3Yd9Y3F+JhvGfX+mP9KEkKwb5PY8htHVT2v6KrXzx/CqpbuukLmlNZhY3gJvYpban7xK7udeRN86TPdvfIWoQ9jIhk5Yb1L/9uukP/00srGcUAmrDapf+z74AYnH9pD6+BGSzxxa/LHluFRJUmXax84va/wkXSP5zCGMHWPIho5kGii5FJKuIaGS+fxzJJ84QOS4RK6HP1Ok+crROLUMCObLNF5+j+wXn8fatw1j0yBhrREnouQzCD+g8er7qN1Zkk8dXNM1cS/fwJ+cQxsdAEmidfzCQuLYWmG3SzRqk3HSxgqNmmHA4UM6iYTEoUMa777r8dY7i8RBaLcRvo+ayWL09uPcgcQJW00a505hjW0lc+AwztQN7OtXFvarJFPkjjyFks7QvHAGZ2ptCrI7Qgicmck4uSyXJ3v4CcrvvIboaH5l0yL7yOMoqXuXjm4E/szDUXjcDhFEWANZuh7fTND2iLyA2snJO0pQZRlGhh58c+ROTzL3h78PiAUTcG9+lsI3/5iwtTioUxMpkkPb0FO5h54yFviCG5ddnv5Mhq17TeYmV+8It++zGN6sM3PDozzf8TRx478T37tIaAdL6slnXh9fFgMqmQaZZ59G6+uNCaFz5zF3bEPSNFrvH3sAZxjDa9WoTZwj9BxUw6J2/TRes4rXqtwx7vYmotAHWSa36QDtwgRR4CFrJrlN+wk9JyaURESrcIPQsxl89LMYmR5uNYqTVY1k3yZSA1tpTF+iMXuF9OB2Bh/9HNdf+/d4zQpmto/hJ79E/cZZylMXyW0+QLJ3jMKZNwi9j77xthfZOFELXbZQJBVLSYMPOX2AiJBJ+9xCypPcybTOan2oksZ4+yStsHpP+888sYPc07tI7h4mdXATuef3LrwnyRKSrlJ78zxhcwPXMhI4s3cPObjfqM1cxGnERI1dm6M8cQq3GatSRRTSKt0AwVKDXVlCG+xH7e/B1gPK0Q3MRBLZ8SiOf0itdAV16zBqPkfQZTB1+TVwfNI9m/ADm2rrDC4tjO2bMQaG6B08RDRZwnHK6JuGyetHiBIy5fIFnLlpmlcnmLr8Cn3PvIg1oRI0GzQK40QamDt30KhO4DsNosCjNnMRz24Q+i71mYsLPkMA07PBPZUj9fWoDParq9qptqM6fdoopXAaR7RpiwY9yjCFcAJPOBSDKXqVEeyoiYtNjzwECBrR2r01AuFTj0o0vAo79EfZpO1h3D9N0CGpVDRkSe2YyutoGAuKoLvBlBKEIuCi9wGecBdS0laCa0fopkz/FgsrrbDlkTSSDPPXl9/7nh2iJxTyQya6pTC0K03PJovpC8sVup4nmJwJ8ANYy5rf7ZAkyOdk8jmZqRmX9sxdFoZEhFcr4dVW8LAQEW55Drd8lzLrKMKtFnCry0tbI8/Bnl863gvs1UmXoQEVQ7+/pIJsGWQ++wzaUG/sDzpfxj57BWG7WI/sIvOZZ2JV8WyRyn/47sJ4/HYIAb/1z+o89wmT3fs1fvovJPjKLyU5d8rjg3ddgjvcZmHDwZmO73O/0qRx+gbGQI7I8/ErLSRZIrlrCHemQtBwSOwYRDY1jL4s9ngBr9ggsX0Av3L/Fy02yuGsRhSMbNEY2aIzO+kzcdVjYERDkmBq3KerT2HzDgPPFVw569JuPXif1vSmHAf/5tP0HRleUgoV+SGt2QatqTp2sYVTauPVY9/M0A0I3QBZldn5S4fo2tt/T8cgVq7kvc9Y+nt4DZfqxeJ9USY1b1TX9XkhYP66TeBFCx5AVlpl73NdTF5oLfMzvR2aKfPUl/ux0ncmueRUgqjVXtUvOGq2iURIuTVOtEJY0EYhp5JkX3qR1jsf4F67gbiDV5ekKqSeeRy1O0/p3/wHasfexS8vzunUbA7Fur9ig482IaTpWANj+I0Kc6//2ZrLwNaNIKT17knCepPk0wcxto4gJyyito197Bytd07iz1cwd29BHehe0X8mmCtR/vffwT55EfPADvRNAyjpOKUoajsE8yXcK5M4Zy4vSxmTNBVzxyasw7uXvH7Ti0jJpFAyi6uqXtcMrbdPQKcDEp5P4+V3CasNEk/sRxvui2/qtoN9/ALt98/gnL1K4vF9mPu2rVzOdvv5lGu0T1wkOzKA8Hzaxy8skGRrgapZpLOjlAvnVv2MEJDNyhzYr/H2u24sMbzFCN+dn8EtzGL2D9H72Z+iffUSoWMj6waRY1M//SGR3V7YWPPcSczhMbKPPE7/S1+hfe0yfqWEbJiYI5tIjG3Bm5+h8varRM7SAZiazqIkU8i6gazraNk8SBJ6dy/JbbsI7TaR5xG2GgTNxsJB+uUStWPv0P3xz5B/6nn0nr7Y+EtWMIdG0Hv78ctFjP57TzVbK6TFJdMfC/yGQ/PKPHp3EjVj4tfsu44eLFNmsO8hNEdCLBB2N49J+D7hLY1+6No0p65gZLvx23Xa8w/Q+2oFuHbEuz9o8MQn0vzC34wTc85+0EY34rIYVZNIpGXGthv88t/uJdOl8Mo3ahRmlj7XfmN5Z1M+N79sVUFJJFAyaarff5nMC8/Hq162g9G3QUnAGuG3qvitKrKqkhrYSnP2Kk517V5NoedSmzjHwMFPoiWzuLUCeipHoncTU+9+Y8GvIrAbNJ0mvr1aqaPAqc4z8+H3EGGAXZ5h9OkvY+b68ZoVjFQXimZSufIhbqNE6LZI9o4R+s69J+o8BAybu9Bkg2ZQjhUEHdJHkwx84RItTF475LmkkVa78SKb4D5InhvHr+EX6kiKjF9t0Tq92I8LIQhqbdpXZuOV8J8QhIFL4erKKjYRBRSvfbDsdWPHFtKfepawUgMEnqJQ/tEb+BMzoKpkPvc8+pZRwlIVN6MhskPUvvVDyjdOoOQz5H/5p8lszUEU61WK7hVqR3+IkkmRP/TThEEFhEAe6cbsSuBencD2KjS3CKpH38W9PB4buB/ZT+JjjzP7b75KWI/J7ukzLy8c5/TZHy457kIpZHY+IIoE8gZKOwxDYttmDV2PlSy3oxnVkJBoiTohPs2oQo8yRDOqEhEyHVxBlhTGtN1ISPh4XPI+pC0WifqbHkArQYgIX3gIBI5oct0/y1btAD3KCHPhdTR0tuj7MaQEumTRp4zGxtbhHNPBZULhdxRC8fMhiAmmm2WXAtAlk63awdigXviUohnK4ezy2Hkn4tRrFbQOeSEEtGorH/f8tRY3TtXZ94leejcnMZIqV45WmDq/cjs2Vwio1UN6uzfWj/b3qPT1qEzNfPTbtNsxOqxi3ufYeSQJbaQfOZMkmC9jPbILOZOi+epRzL3bsE9cwD51ieyXXsDYMYb94flVN/Xumy5H33bpG1DYvkvj0BGdJ581+Mv/1zRhGLeDH/+0RbUquHzBp92M8DzwCvVF1aSA5ukJmqfj8YiSNvGKDWpHLxNU43Fw6fsnF/ap92ZI7xuldW7qgbStsr6R+0xCNZd+L3QDEAJVlXjyE0m+/Qc1NE3iyHMJct0Kf/AvK2zeYbBtr0FxJqC7X+XVb93ZtuBeoWdNdv/qo/Q/OYqsyAgRK39qV8pc//YFSqdnaU038BruiioNPWOw6fO7Hugx3hdEy/09W1N1jv+Pb67bWFqSQFJlRBQv9CAEoRt0XusoOTv9h6TIKKZG0PZQLI2w5cXKKgmqcx7Tl1uM7U0hSRKaKfP4F3u5/EGNayfqrDjkkiCZVXn6KwM8+tme1Y9RU9GG+1AHevCn55Fkmch2EEGInLSQTQO1N48/U0S4Xvzf04W4SqbtdIJ6KkTNDfo6SVJcDaTIdy9xFyBcD6W7C4HALy0lzoNqhaC6PsPxu+EjTQhJkoxiWNiFKbz6/XXTXoYwwjlzBffKBLJpxJKFKCJy3E6qlkTxt78emzc3Vmbbo0aL1nunaJ+4GCuJFBmQ4tInP0C43jLjSYCo7VD+gz9H/vrLyze6AkQQEtZvOQZZQiKi+dZx2h+eR9I7EYNRhHC9uNSsUwZmn7myNtNrITr+MwJ/chavU0K3VkiSRCLZQxhuJYoCnFYJ31963TwP3nrH5diHHrYjUJSlu/CKBSpvvUr+6ecx+gYxB0YQUYQIA9rXr9C8cJpb7TIi16H82veJ7DapXftIH3g09rERgsjzaF29ROXtH2FPjrOELZFlej75OZLbd3ecHCVkI47dTe7Yg7VpW6eWIqJ54SyF7//pQnKYCANqx95F1g0yB4+Q3LmX5M69CN/Hr5Ypv/EKWr5rXYTQPakAJTYUt3g/IfyQ0PGxRvKdFfz6XWMzRwYVksmHcNyShJrvQu8bABHhjF+LU4osi6BeW/idndI0TmW28++Hy6xFEZx4q8UP/qjKp38+x9/+/wwxPe6hahKqJvHUZ9LsOWKxZXecLHbirRbf+2qFwLv7cXbt7aN+tbwkElV0SjOVbAZJU1FzWYyRoSUR9B9NCNqFCQKnRXpoB26tQKp/C4Fdx1mHCbiIBO3S5AKBFLptosBfiN4OOiogPdNN6DuY2b64fNnbWMrMw0ZW62XSvkAzKNOtjy68bod1clo/hmzhRy6yJBMJQSQCZpxLyCiMWfsYb5/EFxs/16DSollpYY714Fdb1N5ae+nxRxrrbK70kUFEFNH44VuEtQaSGgdBABjbxzB3baX69e/hT8+hdufI/dxLmPt20H7nQyBeGAqKFRrffS3+niRxU16gZNMEMwUa33899hTsvBeWq3jXpzD2bMMdn0BSFMzd23AvXCFcZRxzO8IQzl3yeelFgWlsrI0+uNfAsmTcFUIK2qLGh+4rC+RjKZyhHpXwO//2cBj3z6BJOhIyoQiWGMJHhFzzTiEQKypzKtE8Da+KJ+LnuBaVOOO9TSRiLyAfl3H/7BI/IqBjMh1x3T+DgAXi1BMOp723CISHKSUZVLdQCedoibi9TEgZNmv7cKLWwmsLxxoKavNrm5xLssTE6TrXPqii6BKBG9Gq+CsGPQDMF0LK1Yje7hXfviv6+xQG+h68j9+DwMjQ/VcIAQSFMtU/eQV/YhZtdIDUc4dpvvY+sqHjzJXwJufwp+ZQe7vuuq0ogtnpkNnpkKNvu3z1d5ps26Xx7MdNDj6q89hTBk9/zOT6tYB333D49p+0mbyxOjkXNl0qb5wnclde4PUrLSpvXyBqPxii/WZ0/HogyaClln7Pb8ZkwMyEz+ykz9S4RyIVp/EhSVgJmSgSTF71OPp6m1/9T7t49Vv36SRWQe+jQww+PYasLJaIFY/PcPJ/fov6tcoS1fVq+Cj7It1E6IcxqXULJEUiCkK82voUu0pSJ7O1D79mY/anY/8jNyBo3/S4ldDSJn7DIWx7qGmToOWR2taDPV2LyyHdgOp8k9M/KjO8I4mqS3Hp9PYkP/8PtvLDfzfN+Mk6rWpAGAgUXcJKqfSOmjz2hT4Of7oHK61gN0I0Q16WNCaZBko2haQqqD15lEySqNFGhDEhFFuxxMSUpKkgy2iDPSjZFMIL8CbniNoPa9wnEFGEbOgdLuHB4yNNCAkREbp2R2L44B6um+IFIQTCdglXVMIIorUYKkcCYTuE9joeJiGIGi2iDZLeSsIg+8gY7fECIoiQDS1mZcMI4SkkNnXTujqPO1cnXGmJbqVtZtOY+7fHZVHnxwkK62Miw9DDdWqYZhYhYk+h2wkhRYF8Pr7Rn/+YwfETHrVapwOUZWRTp3HhFF55Hr27HyWRjK+V4+CVC0Sht1j9oSpImkrQqFF89c9pnDmO3jeIYlmIIMCvVfBrBfziCmVvQtC8cAavWkKEIUrCBEWJ68JvIzK8cmEhhekmIs+l9MYPaV4+h9E7iGwYhO0W7uwUXnEevXcg9i26ce2ubI8QENylrvxOkKSNScZX2RobkRkZPSmM3jTXf+9dZE1h8AsHqZ+exvdXJyJ37zBIbtC0dD3QBwbp+fxPoXV1E7aazH3195E1nczjT1H+4fcIm7c8hA/YQ+dOqFdC/sNvFmhUQz77i3l2HrS42QzuOmQhBNjNiNf/rM7X/mWR+VvLyiRWVWQNPrcZp9haQgiFzRbulaukn3gcY9MoXT/9RfxiicbR5SqHjxr8VpXm3DXSQzuoXPmQzMguGjNX8NrrIbPEKqVf8TV0KjM0pi4y+Ojn8BolZFWndPEoTu3BpARuFJacZsDcSrc+QiB8ZEllxrlM3S8ybO7Ejdqokrbgh1L158hrA2xPPk4ofJpBmRn3CgJBIDxK3hTbEo/Sb2xhyrm4ahnMWlF799ID96V68BCd5BCx7qbRvXoD88AuMl/8JM7pizinLy6Y/mvDA0SOiz85g/B8/Ol5/NkCxtaxBUJIAO7Fa4TVlUtYnYtX41LxW4/W9bBPXyT9wpMoyQSSaaD25Gm9dSxmetaI46ddHFewhqDSFXHkoEEuI1NdIRr9ZnLYTUSEuGJpX7HSa7diSWLgbYgI8ZZ8VyyQQyvtf/m2bx8ziYXtJaUMSTnLFfcEjojHN2k5T07pRZOMe1Lp5gdNPvlXNjN3tcX510tUZ5qrGlADzBdDKtVwif/GepBNy4wOqSjKum6NHztSSYnhQRXlPidViUgQ1lvx2LztENVbyKkESiaeUMbGZYLI9Tv/XjtcRzDvCObnXN553aWnV2b/IzqPPGbw+NMGf+VvZSgWIiZv3IG0vekvtNrbQUjYeHA/pJbUURPakrHE3aAmdPSsueQ1u9QiCiNuHf3lelT2HDZp1SO27FwkkAJfrMtgeKMYfHYT6i2EV9D2ufB7x6leWqMwQZbWnbD140Dkh9iFdnz9O6SDljIwuxI0b6xvQVCSJBRTRTHS6F1JgoZDZGmEto/Zn0ZNGgQtl/r5WYzeNGZ/htqZ6QVvrPTOfkrvXSPwBEe/Nc/+57sY2xerhGRFYtP+NL/y/97B9OUWlRkX343QLYVMj87gVgsroyJJEs2qzyu/O82jn+lhaEdiSYmicFyCYhWp3kJEEUGxAmGEpGvIifi+9KcKBJVa3MV7PpHnIxcqCC8gbLUf2rxAMnTUnq5YRHKfvYJWw0eaEIp8l/b0NVKb96DnurHvUEO8USgK/MwXkiQTMr/3Rw3uY7ng+o7DUJAUec2Nq9RpcPyWF5dZeQHmQA5kCT2fJPJD3Pk6Rn+GsOmsHsW+Cqy9WzG2DhNUGrTfP7vuh0BRdHQjQ61yjSgK6O3fT6M+RbV0eeEzuiaxc4fK6IhKsxkxNKRw9VqIZJkoXRn0gW6cq1OEuDQvn0H4AZKmIvwA2dBRurNErods6mj9XcgJE/d6rOrwG2UCrxErs/wQOWFg7duK/8YiISRbBlInea01fhHPLuLPV5ATJsaWIexTl5FUBUlVCZux2bCSSYKugH2b0isKcacnV3R89wqzeIW1+VoJIfDWoPRYDbLEhtNgFrYha/QPPIJp5qiUL1Otrs9oWkTxZEnPxXGiIri7Md7eXTrJxIPv6DOHH8Obm6Hyo5fJP/9JICb01O5u5ERiKSH0Y0atHPJH/6rIW9+ts+OgxdgOg1RGwfcF85Me5z+0uX7RoXnbJGvHLx4iu6NnxVSR9OY8175xm0lwENA6fQb3xkRsJh2GhLU6kf3g4k7vJ2o3zpIZ3kn3zidQjCT1yfPctdh8nZB1g/rkOarjp4h8F7/dWHME+MOCF9nMueMU3LikIC6j8ZlwzmHKyYVylptRqBEh1+1TGHIyLsURLqEImLDPEomQQHhcbX+ILCn3TAYB+KWOr13aQs1YIMtEjkdQbT20uPh7Reg7TBz/NlEUrPv3965PUvm9b2Du3U7i0f1Yj+yl9s3vE8wUFhIZFwiEm8rEW1cGw2jB92z5gYWrvuddGid6+jDG7m1IpkFYreNPTK/r2E+fc6nWInKZjSlI+noUDu0zGJ/4aD0z9wpX2IQEbNL20o7qqJJGRu7Gjhq0o3vznitN2PzgX11jeHeaI18aIPQjJs7UmbnYpDrrLlMKzRVCZubuwVhalji41yBhyTSa8bZvLeG/HZ3Mkx/nugkAA30qY0PqffclFq5HUKyS+9kX8afm4/IxXaP717+MnEqgj/TjT86i9XXFxtMb3Y+AwnzEK99zeOs1h+4ehYOP6kzdQR0EsZJDhOsYK0rxmExEgtD1iZx7exbVhEpyKEPt8tqrN1IjGVTrlmmngOZkHeFHZHoVMjmFbJfK2DaN177dpF4J2XnAZOKaR65b4chzCSauPtjSYi1tkBrOLFH4VM4X1nWeiq5g5KwHcXj3FwKakzX8uouRj4/XyFukR3MUT8ysi9AO2h6VE5OdxM943B8LEwTOXFwyHnWqB5y5Ol61Tdj2qJ6cQknoOIUGQUetNHvN5s9+8zpf+c+30r/ZQlZipZCRUNhyMMOWFaxwhRA0Kz7f/+0JfvTvZ9i8P8XQjsTSz/gB/tTKhv9huQaqQlhtLPj/3qwGupfRidLdhZKNfWTVrhxIMkomjb5lDOGt8AxKoFgW1qG96KPD+DNzD20s/tEmhDyXytmjWIOb6HvqsxTe+wH27I0Faf9GoGtwaL/BQJ9CsyV466jDybMezzxhIkuxIuLRgwajwypXr/ucveDddbVEG+zDn4lvMknX43rYni7Cen1N5VmSItHzyBCSLFG9WEQIgZE1iYKI0AtRTZXQDZE1maDloaUMvIZDfncfs2/fIHID2tdLyLqCkjIJ6jaR4xO0XCIvQFZkgtZdFEudnl/SVIydm8h84WNIioJ97Bzu+PoGjxCTCoaZId+9nVZzjlZzDtNaKqt1PcHcXIRlhpw566NpEpKpY+3fGhtqKzJaXx7J0JBNHUmWkZMW3sQcsqGjj/YibAdj+yiyqcfE0GCslxZhhHB9JFUmajmgyCjZ1JL9Wwe3oWRSyAmD1gcX0DcPENaacZmdBEo6gbVvK5Jl4Fy8gXA8kk/spXX0XJze9QBKiSIBrnsPhJAs0Z2PB+2aYiFERCQCIhGiyDq6msD1m5hamra3XPUlyxq9ffvp6d5NuXwJx6kiSSq5/GZMI4fj1qhWrpBKDaGqBrqept6YxG4vmp058w3aE2V6X9gFQlD98AZBa/UV3GRCYuc2Df0BSL5vh5rLU3//XfxiYUGtIMIQSZKQ5I+eXN5zBNcvuly/uHaZqpG3mHz5Mvb8cgJ968/uX9bJy5aFPjaCc+ESEN8TSi6H3t2FNzm1bBsPE6qZQtHN+K9mYGT7iAKXwG4u+Pe49SJOdY7evc/SLk7SLt5CykoSmpVB0U0U3USEAUa2l9BtrzkdTJIVFNXEzPaR3bQfwhC3VaExdYnQfXgJY5bZTRR5uN7KpGVIQDtcvqoXimhVY+hA+AS3vXdrbL0v3PvnRSZJpA9touelI1jb+pF1FW++Tu2di5S+d5ygtj7Pgh8LhMBrVzf23UgQFEo0f1Si/eFZun/95zB3baM5UyAolDEP7EZOJQgrNeRUArU7H/v+LNn/nY5tld22bdyL17AO7gZZxj5+dsXS9TuhUA45fspl8+jGVr0tS+YTz1l887utNXWbXT27aTam8NyPDkG/Epqiyjn3XbqUAQzJIiJkJrhGJZxdQVm0PgReROFam+L1NlPnGhz50iDP/ydjlCZsJs81OPatGdq3+A+5nuD0eZfPfTKBtUE/nSceNUknJRpNsEyJHVs1roz7tNrLf7TRIZX9e3S++0p72Rh56yaVYimk3nzwK9uD/QpjI/dfjSFcj8YP3iH5zCNo/V1416ZpvXsStSeHEIL080fo+Ru/QFip4V4Yv+f9qSqMbVY59JjBkScMvvet1dtDxdRIbu6ifn7tpdGypjL4ub0EbY/Ghbl1fXcl6GmD7PbudRElXfv60VKLMsPADWh0SrC6+3WKswG9gyr1SsSZD2xkGWRFolkP6RtUSaZl3vje/RcG3AotpaOY6hJStTVdJ7DXrhbIbMqj58y7f/AjgOqlInahhZ6L4+dVU6X3yBCTr15dFkByR0SCsLW2Ni/qlJMBBE03FjAUbvldBZz6UZlmJeBTvzbMnufyJNKr0xWBHzF+ssGrvzfNiZdL+G7E7FWbPc8K1DWmD94pKfBekH7+KTKf/vgSUUbyyCGSRw7d9buRbdN699gy5e+tkCTo7ZPp7pa5eDFYMCLfCFH/kSaEJEVF0S3c0izprfsZ+dwv41Xm8eoVIt9bdUJePvHmyukHgK5LPPmoycS0z8igysG9OvXG0iv3sadMJqYDmq1o2S4kTUXt6wUR4c8VY8PnfA5/Zh45m8bav5uo3kBOJYnaNsF8EX+2gNrbhWya+HNFJFVB6c5BEOLPzMeMvRMQeiGpsSyqoaKlDJxym/RYjsAJCNo+9Wtl9LxFdksXjRtVJEVCkiUiL8CdW1ne5xXuPqBS+7vp+pWXYi8iQ0fr7ULJpXAujNN45Sh3jEFYBWHoEfgOimKQyY7iONVln4kiGL8eUKtFIEG5HCJpsX+TP1NEH+4lajtouTTulSnSHz+MP1taINkkVY1rO30fv94kcWg7/lyFsNZCySRwr0xi7t6Ekk1hnxuP1T23/paKQlCooI/1xxrpUCBbBsL1YwVSJolkaISlGsLxiJo2QbGKmk3hz5ZgPasza4QQ4NwDIaQo0NsdExsZa5BIBMhSXI/d9iok9Dyu3yCh5wkjH1PP4vh1XL/R2X+I41Rw3RrtdoEgiK91FIUEgUMuuxnXqdHVtZ0gdKlVrxPcVgomwojK+9epHp+I1ULRnX14No1q7Nyqbyymcp0I2220rh78cjmuE1YU1EwWJBnh/+SY2t4JN757kdZ0nfB2FRtQODq1bGAjJxMk9uzpEEIxtN4ejLHRh0IIRb6H36ouM+uXVY2ePc+Q6B5CtdLIis7w418gcJrMn35twYBahD71yQt07Xic+tSFJeog1UgwcPhFNCuDaqZRjSTDj72EUytQOPMaIgrxWjVC/5YSkijEa1U7r0kkeoaRNQ2v1UbRDGRTIz2yk0TXELMnXibyH0ZNucRg/2FqjQnc8k+mB09i+wB9P/c0zvUi5R+eInJ9jOFuck/vAkWm8PV3V/XD+ImHqpA4cgC1J09YrSOnkiBLBJ0SZufiNcwDu8j+9Iu41ybRBvtAkbFPrm5Uux44Zy+TfOowwg9wL69fzdBqR7x51OanPpfckLG0psKTj1psHlW5duPu44ne/v34XvPHTghJkkzvwEHCwKW0SkBGW9RpB0vVQIPDj1OcP4Pvb5zk1BMKWw7n2PZYjkRWY+p8g2/89xdxWyEHP93H9ie7OPm9pavdH55ycRyBtcG56OYRjc1jGtNzIZYl8eSjFv29KpevekzPhWzbrKFpcOGyT6UWcmC3wbsfOPR2KySTMlev+/ieYM8OnXcbLulUxOiQRqrzXhAKdm/X0TQ4dtJdkWhaDxQZto5pC2Oe+42wUqf+7ddjZXoQQhTFabuSRDBXRu3NE1Yb67ZUgNimNJmS6OlTOPyYwVPPG2zbqZHJyri24PvfXhxXaVmLgRd3EbZ9qqemSe/so+vwCFrapHJyCmsoS+7AULw4PFkls7sfSZKoX5yndmaavo/vQE0ZmD0pnEKDnqe2kN7eS/N6GVmVqZ2ZoefprZTeGydcI/GhJnR6Dw8x/fo1gtbdv2PkLXofGUK5xVS6cb1CayZ+ds4fdzh/fPnC9en34+swfvHhjM9EEK2gvFp7mydrCoMf24yW+OiXjAHYc02Kp2bJbO1C6viP9j8+QteeXubeW17x8CBwkxy6FSKCq8frFCZsRnYn2fpIhtE9KTI9OmZKQUTQKHnMXrO5/H6N8VMNSlPOwvDvld+d4sQPi0iS1CGIfjwLTo3X3safnMHYthlj+2a0oQGE68blZwLi/5GW/o0EQalM+4OTtI6dvGMN7zPP6fzsLyRIJCT+3t+tsmmLyuatKn/69fWrij7ShJBipRj61M+hpjLxKq1uoKXzJO9i9Fq/cnpVQgjA9wXXbgSMDEIuKy8jhL7zcptPfsxi/26d6ZlgSTKGPjaMdWAPqAqtN44StlroI4M4Zy8iKQqyZRCWyki6jhSEmHt2ApB4/BEkWca5dA3CEG10COfMxYXzaM81iIIIqzeJrCqxjK/lIcIOWRSEOMU2iYEUTqmFCCMiL0Qx1XXV8K4ESVXQR/tR8hlAImy2aR87T+3PXltVXnc3+F6T6RtvL/hVJJK9+N5SBlbX4blnDD79osH8fMR773u88rpDWGugdmXwSzXklLXgieLdmCWstRBBiJKyOjWeAcILUJIWrWMXUVIWUcsharQJWw7+VAEhQB/uxZ9f2mn7c2WE58ePoaqALMXGYroWe4F7Pv5UIfYTaraRVBXhBbFp5wMyGo4iqDWiDSe6qEq8cgegKSYCgall8IM2fuigKiaKbKAqJpaeQ5YULC17CyEU4dhlPK9Bq1UgCBx0PU02u4kwdNH1JJqWIIp8mo1pms3l6jGjN0VqWx+lt66ALNH7/E7KR6+tuHogSbBzq8a2zQ+n82xdOEv+uRfQ+wdQs3nSR57A6B/EGb9KUH+48fIPCm7FhghkTSYKxZL646lXry4pJdP6ekns34c+OED6qSfiFyUJbWgQd/wBpTrehsbMFVrz14mCpe1YFPjMn3oFpNsH+4IouPVeiiXKfqtGa3ZpeWPgtJl671tALDlGlkFESIpK0I7bo4k3v7rE28ZrVpl482tEYYisqvTsfob65EWK59+ORymSRG7zAXr3PIty9o0HTgglE72kUyN053egqRa6liQMXaq16yQTfbTtIp7XJJUaRNMScYmnBLnMJuqNKYLQQdOSZFJDqGoC329Rb04tkL0PC+kj2/Bmq0z/u1diqbSAxsnreHNV+r78BOUfnLhvhNDCOGuDkCTpnkpQJGTSRi8tr0wofAgjglIFbbAXfWyIqO3Q+O5rOBfi+1Wyffjeafx9fWgDvUS1BtUfvUswH49jzChJ+mpAewVPEOF62CfPL6wiqrKBpWZoeIseV1G9SVAoExQrRI31r4R6HnxwwmWuEDLYv/5hoyRJ7Nyq8fRjFuMTjbt3n5JEItmLaXXh+y0atQnC0MMwsqSzI4BEvXYDz60jSQqZ3CjNxixh4JBI9gMRjl0hmR4k9B2S6QGCwKFavoIQUfw85MZQFAPXqVKvT65SAihhmrllix4AqmqRzo6gaUk8r0G9egNJkunq2Un/4GEU1cD3WpQK5wgCB0lWyGRGMcwsjl2h0Zi6Y0ph15DJnud7uPROiWvHajitgKjjL3j1gypWZvnvcOaCR60Rkc9tjCBJJCSee9LiraPxxDyfk6nUZD79QpKTZ12+8OkkliHxe3/ciMknTzDYr/LCswkKpYChfpVX3mizZZPOxas+sizzuU8mmJ0P6e1WaLUjdm7T6e9VePfYvbebliXx5BHrwQVpyBJKNo2cTiBJiyv8Igzxpwtxmck6oRuwaYvG7v0ajz1l8NiTBj19CrPTAWdP+Rx/3+X9d1yuX1u8HyVVRjE0WuNl3FITeVxBTeqUj08ggojIDXDmGqS2dCPJEiKIKLxzjd7ntuPMN1CTBqWjNzC6U0RhROPMDCIIsQYyKJZG0HDj0v4VysxXgyRLDDw5wuS+fuaOTt6xvZUUib4jw/QcGlxY+IuCiNKpWdozHy0VoN/yCJ1gSellYiC1prmWJEv0PTbM4DNjSOrDMQK+V4hIMPnyZYY+tplEX1xFoWdNdv7KIzQna7Smf7y/T6Pkc+6tKhffq6F0RBA3++YoEkShIAzEMpeA8rRLefrHH/wRliq0ylVaH55CHxqg72//BvaJM9S+8zKRtwLJKYhLwIMw9qu9g9RHkuCFT5n8m3/V4pd/NYEsQ7MRceCg9h8fIRT5LpUz7yJr63Oz9xvVO76fSsq89GKCWi3i1TdtnnrM5MAenUcO6Hx40o3LVzQJ0+hMIm5p6eSERVCuEBTLhO12XF4ky6AqRLZDWG8S1pvIyST+9CzSphGUXJao2cKfKxIUSii5DP70LP70oq9MezYepDnFpSxmc2Jph1O/tkhq1K6sYJB8G3Kf+hSyYVB7442FiNnbERSrFP/VHyN3lpWito03VSCq35uE7tYJR6O2PLpbkqDRjHjzLS+ODBWxEZ5zbuUVTPvU1YX/9ibm8SY6ZNXE6tJXp5PGtlKz4F7pqB8621nYHuBdj38bf3KpcWzr6Nl1TTRyWYl/8J9luXwl4Hf+oIlzl/ZJCKg3Itq2ILWB1C1ViyN+JQnKresIEaLKBoKIMAoIIw8hQur2LEHkIksqQXTngzKMLKqiMzd3HNPId45TEK0ymFUtHWswu+BsaQ3nkI8rK9bhWmas2EslH07naV+6gAQk9x4gajXRuntonT9D4+Txj5RCyDAlrJRMsxYR3GYkaiZktuw2GBjVKc0HXDvn0KguXt3hT26j8MEU+V29lE7N0ppafO5vH/CJMIzJEFlCTtystxY4V64uUQw9UIjoNoJnETFJtPogTFZ1FM0kt+kA9clz+E4Do28wLgNUVJBA1nSioBNtm0jhFudQkynkRAJZNxBhQNCooaayyLqBXy0RNG9eMxVZMzslhXKHaDMws32EnvNQTJJ1LU0q0ReTQXqKhNmFH9jI8hQDfYeo1K5RLF9gZPAJ0qkhTpz5HVTVYmToKc5f+hMMJcvWTZ9C0xJ4fhNDT9O2S4zfeBU/uLdVMxkFJIlIxImUd4KaMvHLTcStq4FhhF9tgSwjrTFJQ5LvbhEVhrENwEb9VBQl/v9VjwEZRdaQkAgiD0GEhIQi6520KomB1G6mG2dwgyZB5OFdvo5/eQJFjsnvMPKQAEU2MJQkPcEAV195J35P+ICEIqmE+ERtG/XVK+idlfib+wIIWw71P3sFCQVVNklqebqTm2mUC3EbrCrI+QySaeCcvRQnqWwAF654nDzrMtCnbOiaZjMyX/pMku++2qJUvvMPqKomufxWGvVJurq3o6omjdokI5uew+ssLGWyI9y49iMABoef4PrVV7ADh66enYgoYH7uFCNjz2K3izh2ZaE/kmWN/qHDqIqJ41QxzCxyY3rdPhGqamKaeYQI6e3fj6qalEtxmylJMlHoE4begn9evmsH+a6ttFsFegcOoumpjupo5eemMN7mz/7pJXxn+bWaOF1HWuFxKVVCzl70NlzaZ+gSLzxj8S/+bTzunJ4NOHvB49GDBv29CtMzAVeu+8wXAwxdwtDjcXK1FjI9G9Kdl2PzczfCMiWCEK5e95maCejrUXBcQW+PwvvHnXvySryJbEbm6cceUGmOIpN4dA+p5x9DTprImrbgY+ndmKH0u99CrBhAsxxWQqKnV+bIkwaPPxMrgXr7FNptwdRkyPCYyh/82ybf/Fqb1gpldn7dofT+dbJ7BwnaHn7diRX9soxsKuQfGekEyqjx4mnNJmh7MSlxMzWpY8Ys0fnvSCa0fdxii+z+Iaqnpoi89T0FVm+K3b/6KF7DpXqphFghfUtSZLr397Hzlw6hZxbLxZxii8lXrhKuc58PGkHbpzFRo/vgwMI169rTS35XL7Pv3Fi1m5M1mZ5HBtn7G4+TGEg/FMX7/ULlYpEbf36RHb94CEWP2/eeQ4M88n97jnP/9hi1yyVCN1j13CVZQtYUFFMlu62LvseGufon51a0LdDQGdC24EQt8mo/jbDCbDCOIVkMqJvRJZN6VKIQTBISYEopBtRN6LKFE7aYda7h4pCWu+hTR1EljaZcZTYaJyTAkBIMqlswZIt6WGY+mMCSk3QpA8goGHKCcjBDMZxaECzcjlzfTlQjSWnq5BLSXtUs+jY9RnnmHE6ruOJ3V0ScFkRYbxAUSkSeR9jo2JPcI1QVyqUo9m01JHr7Yp/RDW3rno/mASJybYofvLru793NY6hSCzl1zuPSFZ9mK2J2PuQ7P2jTbEf4Abz+jsM77zu0bbGsfMe7MYWZTiFbFoQR2tAAkqKgDfQTzBWIWm30seHYlNVxCat1vOk55KSFkkrGBlHNFpL6cC69uXUrSiJB4+jRVQc8wvVwzl5d5d0HB9eFYx/65HMhO7arnL/wE1AusM7nzDQlPvMJi0za5d9/TYI1lIO12hG1erQhkkSWYHhQpTuvUCzHZJgfLspw/TAm6YI7RGZHUUC7XSLqrJjaThnPb9HXux/bLhIENo5TIQhW9qUKWi5K0qD3Y9uRVAURhKsONHq7FV78eGLF9x4EJN2gdfE89tUrseIriuL48I9QrIokw5GPp/iZv9rDn/x2iTe+s0joJNMyX/mNHj798zlMSyYIBEd/2OB3/+k8xdn49zLzCTJbusjv68e/TZUlIoE931yQRAelMq0PPiSsN2idOLn4wSh6YCq4+wXFSNB/8BMYmR4kWWH+zGtxukc6i18poaYyyKoGskzYbhC5nahuWUJNZeIUy1YTa3AMV5vFGhwj8lxE4C8QQlEYULt+ityWQxiZbqLAR0tkUa0kxXNvEbgPXoZcrV/HcaukU4PMl85SKJ4FYkLWdspYZheqYiDLKkHgYJl5NC2JH9h4fovR4Wcw9DSXr/05jlvDMDLs3PYFerv3MD13jA0lCSopcsYAKa0bVdaZap6l6ZcwlBSKpNEOqsu2685WSB/cjDHchTdXixMd0xapvaOELWeJbNxMKiSzKp4bIQFhKPCdCEWTSOU02o0ATZcJ/HggpOgyjZLHzbGbEGx4UARxabl2B++BnsRmsuYgkQiZa16k5ZfJW6N0WaOEIqDmzKDKOgPp3SiSSql9g2L7Kt2JTaSNXmRJpdzuKEqsUQQCTTZRZI2RzEEm6ydQZJ2+xHau1z7A8evY/mI7kDWHyJlDqLJO1Zmm2B6nP7WdlN7TUTLEx65250g8/SjaQC/+xAze+MZLAOYKIa+/Y/OxpywS1vonO5Ik8ZkXEjx20OS7r975uYnCgHLpEsX5M4ShSyo9hBARimowe+0VwtBn287Pk86O0Kitfk6SJFOrXqdavgLEClhZVlFUgygKadQncewKYbj+gbnnNWk0plBVk0Syl1R6kOL8Garlq/T07adUvIB7S6l8b/8+7HYZz2tiRT3ku7dTLV8hDFfui4UQ5AYsuoYtlI4CRgiYPFunUVz5eNttwRvv2Hzuk4mOJ+b6IMsSu7frPLLf4MNTDpMzAY1mxPRswOVrPpm0THdexvdhz04dXZPYtkVjZEjFNCU+OOHSlVfIZRS2b9E5fd5ldj6kWo+QZYl0SsYyJMZGNLIZmVr93gj1w/tNRoYezFhaNg2SzzyCd2OGoFDB2r+d1jsnsQ7twrs6uS4frr/+dzK88BkTVZGo1SIunff5/X/d5PgHHkPDCk8800thLqTdWrnN0jImmZ19iCjCK7fxGw6SgPzBYapnZvAqbYzeFO58A6fYJHICRBDhzNRwCk38mkNu/xBepY1XbmENZAndgOLbV1FMjeye/qUeLmuA3/ZQLY3ugwMc+fsf59o3z1E6M4dbsQm9EFmRMXIm3QcG2PqVvWS3LHqIRmHE1I+uUT579woESZZiXx9DRdZkZE2J/6oKsqagpXTMnqV2EEbWpPfwEIHtE/khkR8RBVH8352/Xt1dkcACmD86ycgntqKnYwJLTers/fUjAFQuFPBqDiIUsc9pSicxkKL/sRE2f3E3qZFsfO1rDtZtx/VRRWgHXPvT82S2dDHw9BiyKqNoCv1PjpIeyzH9xjjF4zPYhRahGyCi+NwVPVaqWb1Jcju66drbT2o4g6wrTL58BXuFn1eWVPrVTUz7V5jxrxGJEBmZQW0rvnCpBHMMazsIhE8xnCIipBYVCUKPAXULveoIc8F1BtWttKIa9aiIzGLwxbC2g0gEzPrX6VfHEGqEL1xGtB1c8U5SD8qMaDtoRJWFZMjbYaa6Maw85enTiFtmzpKskOnZSqs2vT5CqAPhunjXJxFt+76Mr4WADz/w+It/KcG2HSq//KsJenoUvvudjam/P9KEEIAI7i9J4LqxkfTNTgqgcltKz506qbDWoPXW+wulfl6rjTe+qH5xzlxcEs0QVuKVlvb7Jxdev19TTzmZJLF3L+1z54iaD9Zo7UFAlmDbVpWDBzXCQDA9IzM7d39X3HUNXvpMgotXfM6e/wkgnIhVU9V6yPDgxqT5g/0qO7dpFMsbu9N8v838/CI5EPhtJifeXPKZVmt1VZZbbFF87SKZfUOIMKLwo0uEq8Sjfuwpi+1b1qcAvBd0vfAikefSvnged2aqM6j7aBEfuiFx8OkUOw9ZJLNLZQqPfzLNF/5iHt2QGb/okO9Ref6LWUqzPn/wm0V8T1D4YIrRz+4gv7uXRH8Kr7Y44Qgdn7O/fRSvukjmhY0GrQ8//KhdhrtChCFOZRanOk+7MIFTnUVSFPxqJZb0V0tx2kUYIIIAEYZEvocIAvx6lchziVw7Vg9J0Lp+CRGGBI1bVJkionjhXezyDEa2F0lWaBcnsMvTcez8QyDNhAjjVCshiKKAKFpsx1rteXq695BM9BJFAfXmFMlEH4pq4DixmjSbHqXZnqXZjp/Z0PZptuZIp4eRCyeXbG8tSKpd7Mg/Ta+5GUlSkJCouNM0/RJ91hZ6rM2cL/8IO1yqSK29e4n0wc2M/d0v4lwvIvwArTuN1pth7mtvEzQWBzG9oybbHk3jtkPK0y7JrEp13uukjYBmyvSNmoSBQLdkRARn3qzgthf7D8cVG47gTidlkonVCXlNsQhFwHzrMm2/CkBfagfjlaM4QR1V0hlI7WKueZFIhAwkd1F1phhM76HtV1Blnd7kVgSC2cYFkGAovQ+QUGUDkGPFj7I8512RVAbTuwkjH4GgO7GZmjND1hxkvPI+KaOHvDkMdKKnaw38qTncC1fvaUVSCPj2D1r8xq9k2Ty2MUVnJi3zl34xw4/etu/olRdFPq5TQYiQMPSQZRVNSxL4NkHgIkTsaafpyydckiQhpJsESlw6Jm6RlIWhx9z0h/T2H2Bk07M0apPMzhwjCtf3HHT37iKT20S7OY+imogVyspuOSp0PY3v21iJbjyvgd0qIsTqfXR+yOKTf3kzqimTGzCpzblk+w2+/t9dWJUQcj3Bex86lMrRhn11hgZUXnw+wXvHHF59Mz6niemY/PjdrzUWksXmiyHHT7ts36JRq0f86C0b24l/0//f/3JreX58XTXV56UXk5w+75JMyGj3WOalKPCFTydJPyB18c2E2fbR0yDL6JsHsc9cJqw3SX3sUeT3ThGtoexWkuDJ5wxGN6mcP+Pzp19r84PvtKmUIsIQMtm7H79XajH1rdNLXpv85uIYrfj2ykmw86/Fqb7zP1pZ7at3JcgfGqZxuRirjtaBuXcmSA5myO3uIbe9h0N/51nasw3ac00C20fWFBJ9SVIjWWQtvheFiJMUi8dnuPxHp9ekSDJ7k+z65UNkNudjUshQUQwFxVA7/6+gGkvHyvndvTz933yG0AsI3YDQDRf/egGhE3DmfztK9cLKk/rCsSkKx6YZen5zp3xYIr+3j8f/n5+gfL4QW3x4IYqhYnZZpDfnSQ1n43lhJJj60TUqFwrs+2tPoGgfvbCSldCarnPmfzuKrCv0Pz4Sq6sVmdRIlp2/eIhtP7MPp2wTtDyiUCCrMqqlYeTMZSbcgXPntjQQPoVgEr9Tu6FLJj3KMG3RICFnSMgZ0ko3pXAaIUIMKUFe6SchZwgJiIhwRYuc0ouHQyWYJSJCQSUt57ngvocj2uihQV4doBrO0YxqlMNZfOEypG1Fl6wVCKH4t5aQQZKQJHlJqaiiGqh64q6pyashclzqr7wBsO5gh9Xw3W87zM9FTE6EiAh++H2XM6c3Ntf9yBNC9xt+AOcv3Qdi4I5pH6u8eZ8nD3pfH7mPfxx3YuInkhDSdOjvl7l+PcCyJLZuVZmeCWnex2SK7i6F/8tfTvFb/3vzJ4YQKlci5goh+3Zt7PsDfQoH9xq884Hz44mEFYLWeInW+J3TJ7JpmS9/PkVyA6vNG4V94xqpfYfo/uw2wlaL9qXzONfHYxLhDqqphwlVk9i008Buhlw8sTjgzHYrfOLLWVRN4qv/osAPv15jYEzjb/03Qxx+PsXLX68xPe5RPDFN43qF7b90iMIHUzTGbxmcC7E8OUJVUdJpwsri5yTDQNK0j3S7EgUu5csfLHlNhCFeaXWyMrQ7MaKtxi2v3VmtIEKf5uwVmrNX7uFoHwxsp4KqGGQyY9hOhbZdIpfdFJM0tY4/jSTfNoARCBF1Bjvre/Y02WRL9ggZrY/xxoe4YYtduecW3m8HNZJqjqzRj91eSgj5hTpTv/0y2Sd3kNg1hJxN4E6Xmf+T92hfml6IegXwnJDafDzwRJKoFX1SXRpz12x6hk1AojLvoRsyqS6VVi1YVkbWaEZEUVzRvV7kczLZzOpfnG9dIaV3M5zeR6F9lYo9iYxMGMUTdQEEkYcfOh0LvHhwGUY+xfZ4R6kpMZzZT0RcthmTFgKp83+qrMcD09vR+T3L9gRtvxKX60kSIi4MjsuCOwOUsFqn9dp7678Aq+DSNZ8fvtHmL/9ydkPflyT4xLMWX3kpyR9+s3lHYeat96xA4Ll1svlNaHqSKPTRtCSuU0N07mdNs/BVC9Pqot0qLHxz+bhLwvdaTE++Syo1wPDYs5RLF+OyslWPW0aSbk5q498pl99KrXaD4twZdCON3CkFvPm+ohidZy/+t90u0qxPUZw/s/BMRiv6FsXI9hnUiy7nXiuy8+lu3v7qJI98fgDrDmk7AJeu+pw65/KJZ60Nla1omsTPvJTk9/6ozoXLS8dMK9l33pj0mZ0P7hqG4Qfww9fbJJOxsvVuZYN3w+4dOk8dMXlQYnsRibhEzNCJWjayaaKkkwg/QEkn19ywCAG/96+bvPh5i5Exlb/4Gym+/BcSnDjm8c4bLsZyzvehIWi4lN6/QdBYHxkE0JppcPlrp9j/15+ka18/shqTB6mR1duGKIgoHp/h1G++Q2t6bZ6NWkKj59AguR09az42SZZQExrqKsbOQggu/9HpFd8DcGsO53/nGHrGoPvAALIa95VG3mLw6bElbdOtz5jf8pj60TXO/e8foKcN2rMN0qO5NR/3jxu1KyVO/LM32flLhxh8bjNmJ4oeQNFVkgPpu25DCEHQ9uO+e7XPEBHcYgUgIRHiM+9fxxFtZriKJ2wEghF9FxIShWAC1PizESFT/mUySg+96jB5pZ+r7iJBGnXUQqLTn4JEILyFhYG4inJ525ju3kTvyCOkusZQVAMr1bPkt9aNeFHC3WjSqBAEc4W7f24dcF049r7HxfPxomGjIdhoEPtPHiG0lg7uI17qcF8gSRibNiEbxjr87z9aCAJwbMHOnSpyxyjs8CGN19+8f14uhw7oDPQrG5oU/LhQLIdMzSw1tVsPEpbMJ561+MNvNihXfhyM0N0hSfCp5xM894SJojy8O7h1+iSts6cxBoawduwktf8QmSeewZ2aoH3pAva1K0TthxclvhIURSLfqzI/5dOsLc6Ydh2y2L7fYvyCyw/+qEpxJmB+yufKGYdHnknS1acyPR4b0TulNlM/vEJrur5EDbQS1FyWzHPPUP6TP114zRgeQt80Rv2VHz2w8/w/sXbc9Oi56T9zE35gE4YeqUQ/s/PHadtFhgeOEImQ9my8+tlqz5NM9KKpCfygjaIYJBM9VGs3CNepikioWbrNMa43PmS8foyEmmNH7pmF9+2gjiRJmEpqxe97c1UK3zx61/3MjTvMja983976uqpJ+H6EtEKXXyiGBKHYkOFsd15hsE+9Vey7BFlzAEvNdgaccedSdaYZzR7GDZu0vBK3rxr5oUPDm6fLGsULberuPE2vRH9yB2Hko8gaYeTjRW2G0nuRJBm5Q0J0JcbImgPoSgI/tKk602SMfkw1TdMrUnVmcIMmw+n9S753v2E7gj/8RpOf+WKKXGb9+5Akid4elb/z1/J8cMLl4tW133+t5hzp9jBjm58HScZ1azTqsTFzszHD0OiTuE4N08rTasysuh1F0ekfPIxhZpBlFccuEwSrLwZIkkx3315MK/bPm587RaM2SbMxS75rG5bVjZXownViZWEYurSaswyPPY3dLjE7/QGB32Z+9iSDI4+TTA+AEJQKF6jXVk98C4NY4ea2Q6ysSn7IxMqodyWEpucCjn7o8NwTFvoGxbe7tut84cUkFy5X7/pZzwdvjeWZjZag0bp3jbyuwWc/kWDnVu2BebUIzyeYLaLk0vgzhdio/2dfjMvgPS9OHVsjvvVHbb7zJ2227NA48oTO4ScMnv+Uyc/9cpJqZ4y2/xGdS+cDJm8ED62CPfJDvNLGxjtaSqd4YpYP/vvX2P5z+xl+YStGJ7r8dggRj0kmf3iFy189vWYy6McGAZVzBT78J2+w8xcPMvSxLXH5WOfUbj9HEUY0JmuM/+l5rn3rPH7Dxc+YNK5Xf6IIIQQ0rlc5/k/fYO79STZ9ZifdhwbQkndPARZhRHu+Rfn0HLPvTazoH7QaAhHQjhpokkElnEOTDEIRsxqWlKYUTuEKm4Scxo6ayMhokkE9LOEJh+36IVRJwxEtXNGiSxmkHM6QUbppR42Fbd0NTrNItXAZ3cygmWmcZnGJurRRGqc6fwG3fXf/3oeFTVsUfubnLQYGFRBw+VLAN79uMze7/rnfR58QkmTMnkGyOw9h9g0ja3en02de+WOcwvL0o40i9dhjWDt2UPrmN4laLeRUivynP42SSlF9+WW86WmQJLq++EUi26b6yisQhiiZDMn9+zG3b0e2LMJ6nfaZM9iXLhHZiyv/kqZhbt2KtWMHWn8/sqYRtlo416/TOnmSsFpd+KycTJJ+4gmMkZGYEEql6PmFX0C48YAmqNWovvwy/vxi8aYQArWri+Qjj2CMjsZlFYUCzWPHcCcmlox4JcPA2rqVxL59qN3dCNfFuXaN1qlTBJXKks+mjhzB3LyZ2muvoebzJA8dQs3nEa5L+9w5GkeP3pGcC0P48LjPhYuLD+udBhayDJtGVb78BYvHHzXIpGXqzYjx6wEv/8jh1TccwhAMHX7+y0mefdrgyCGdkSGVv/93s/z6X4wnKc1mxL/8N01++Fo8sfi1X07y4sct/offrHP85CIZ1ZWT+c//doZUSubv/cMKjrN4bJoGO7ZpvPRpi8MHdTIZmVYr4tKVgG98p837x1YntSQJ9u7S+E//ehrbEfyz/7XB+C1RvI4rGJ/w8TyBYWxssPP80xbbN+u8V1l5UqUaSXIj+5CA+vxVjGQXVrYfp1mkPnORVM8mEvkh3GaJVnma7OAOZFWnWRinXbn3Z2ugT+FX/0KangcUF3tHRBHuzBRBrYpfLJI+/BiJnbsxhkfIHHmC5qnjNM+c+rEqhhRFoumIhVUWMyFz6JkUVkLm+JtNSrOL90txxsdKyhjmUtazsob6fNmy0Lq7UZIJtP6++EVJQh8djRMOHhZUheQjh7D27MI+c5bWsRP3vElzx3bU7i5a7x9b07kkjxxGeB7t02c/cosKQWBjOxX6e2Lz2iBwKFcuEwRO7LGSHKDVmsMPbASxca7fKWeYK5xi+5bPsG3zZ2jbBRKJXqIoZL54hvXWCSqyji6bVN2VJ9yxGXLsE7AMsoTRn8PaNoCasZYs7gg/pPLGOaL2+p65wBfcONOKUyGDpecyO7/xiZWiSBzaZ/An32nStpdfo5ZXxgttav4c+V2PoTmbcVs1vFaZru2HqV1+nYnaCbywhZUbpBBOAoLpxjksNYOETCAHeHkduzyN5zYQbYGk68zYl9BETA7dLClqexWuV48hiFDz3bQij0btEoqk4gZNQDBrX2F4+8fw3AblwjUG932S2vQ52pUZZFUnkRukVZ5alqaV6BpGllWaxUVyQlZ1ZEUjcJdOFoWAD087fPeVNj//pdSGkjABDu83+Nt/Ncf/6x+XqNaWD1xvXHsVz40njdXKOM36DK5bZ2riHcxEFxISdrtE1PH+mZv+gFp1HIRgZuoDwtAl8NtMjP8Q110azBFGPuXSRXQ9FZeUOVWCVeLhhQiZnT5GtbzosejaFUAwP3uCRn0SSZLxvAY3Z4tCRExPvodl5RGwcIyN+iTe1Sa6niISIc5dJhXFG20uvFmiOuswd6XFC39pE/V5l+kLd079iSL47qtt/uLPZTZUdg7xo/krP5vhT7/X4tI6SLs1bViW79mzb2xE41d+JoNpPriVPuF51L/7FiIKiZo29e+8Qerjj4EQNF8/hrhbQshtCEO4fN7nygWfP/+mzeCwwp4DOs+9YLDngM5LX07y3CcsLp7zefs1hzdedaiUlj4bkiIjaUocjR5FJHYM4k6XCVtu3JQLAYqM3pNB1lWciSIosWG/CEKIBJKmICkykR8uUWWuFzfVN43xCqf/13e58b1L9D4yRH53L1Z/CsVQCJ2A9myTyvl5Ch/OUL9WXncqcmumwfv/3auo1p3vZQkZWdYQIlxQ4N2qhBVCoClmJ1hFULtWuaWfEp3LF6v5bqJ+tczJf/421//8Ir2Hh8jt7MHsSqCYKiKMcGsOrak65bPzlE7P0ZqqEfnxNfUaDid/8x0u/v5xAOxC667jiunXxqldLiF12tXIj9ZFrAD4DY9T/8s7XPjdDxdes4vtBd/ItSB0QyZfvkLh2DTpsRxde/rIbu8m0Z9CTxtIikTohfgtD3u+RWuqTu1KieZsC3u2jldbfRFSEOGIpaWWIT5T/mUG1S3kjD5CfG545wmEz3xwgz51jJzSRztq4gsHCYUedYS0nEcgKASTeCLe56R/iWFtB93KILZoMB/cwJQSuB3FEYAnbKIVzFt8t0l5+jQSEkayi9mrb627lHjNUBVkXV+T0jBq26umjf3CLyeYmw155QcusgxPP2vw5Z+z+Jf/fP1E70eeELL6Rxj61M9hdg/GFy6KOjb5naiRWx72oFXDqxTvf/JLFGEMD6P19OC2WmhdXVg7diAnEuhnz+JNT6OkUphbtuBcugRhiNrdTfeXvoQ+MoI3NUVYr6PmcnR/+cs03n2X6iuvIDqRc2ouR9fnP0/k+4TVKkGrhdrVRddnP4sxNETxa19bmNBIsgyyTFCpoPf1gWXhz80Rdko7wlZrWZSdkkyS/+xniRyHsFZDtiyShw5hbtnC/O//Pv5cXGIhaRrZj32MzLPP4hcKBJUKsmGQff55zG3bKH/zm/jFxZpbNZfD3LaNyPMwN28mbDaJbBsllULN5dZ0aVttQau9toZqaEDhf/zHeTaPqRw/6TExFZBKyTz9hEFXXub1t2NCSFYkdEOiUIyYL0aMjgjGbwQL8mfHEZQri43B2IjKkcM6udtKBDQd9u7WyGVlbg3AUVV48QWL//ofZMllZc6e9ymXQ5JJmWeeNDh9zltOCN1yigf2avxX/yBHf6/CP/xvq9yYXD5ZPXvRo9kWG5YT93Qp/IWfTnH0uLNiH2RmehFRSOn6CRARimbi2TWsTD/NwnUUzSQKPNxWBSvTi5HqxmkUSPVsvmdCSJLgZ7+Y5sXnEw8/iUGSUDNZzM1bSe7cjZrL485MU3vnDcJGA2vbdjJHnohXnU98ePftPQBEEbQaIemsgtoxtu0ZVHnshRSNasjRHzaX/KaCuDncyKXU+vtIHjmMPjZK7jMvLrweVKo03nrnHs9kHQhC2idOoaSSKGtsO+4GJZVE7cqv+cKouRyR83Cj2NcKISKuT75BX89eTCOPSxWI/VDK1Su4XgMvqBFFMFc4GRtMdzxN2naBaxPfJZ/dFSeMtQsUSuewncUJqaJKhLcRKooqISKxZBwiREQoQnTZYiUYShIB+NHyAaG1pZ/hv/oisqERNpaaKoa2R+3o5XUTQsCq0vSp2YAg2Dix98zjJpm0TNtePnB0gjpOUEdSVDLCZ/7SWyAEIoqQe3rwIwc3qMUpeGYSuxb3sXq2GyWRQ4QBYX0eLZUjIkRqCQK7QffYo4SeTW3mIpKqYKT6sNwEdm2eQIuwsv1o2W7CerGjQoohyQpGvocoZVCe+RC7MYtm9yLJ8RBPT+SQZIWbHZGR7sZIdSMrKpKsYiRzyKpOuzpDFPjkR/ehmWkqE6dwm0uJi2I54ne/WueFZyz6ezc2hFRViV/6SprrEwH//N9UsW8j3ez24jgj8NsLhE0Q2DTrU0s+m0xI9HYHON4sjUZELiOjKtBqw/YtNSanBZqmEoSCbFrGdQWeXwNioiiThNn5eMKey8hkszLNVhzq4LgC02jSatVJp2UKxXAhHSsMXZqNlfvCwG/TuI1kiv2Myjj22laXWxWf8WoVIeC9P57mw2/PIisSgXf38e3R4w7vn3AYHlxZqXc3SJLEnp06v/ErWf7R/1Ba8xhN0jTURDqeiCsqIvAJXQfFMJFUFVk3UBIpvMJsPJ6/afJ1sxZNUWIPtzuM4WUZfvHLafbuesDegyL2DL0Jb3ya8uSfxf9Yhzpo2WYF1KoRtWrExXM+3/lGm+FRhSefNTn8hM6+gxovfNrk//tfVfnGVxfvIUmRSR4YQ8sl8eaqOJNljME83lwVrSuFbOlEbQ81m0DLpwhqbWRDI7lvBFnXCBo2zvUCqX2jKGmL5ukbeLPVDZ+HrC4u5vktj9LJWcpn5mLS6haiWEQCEUbrIiRuRegEVC/e3cA3oXehKTG1o0gyqmLRdAsk9S6ECLH9GmkzgeMHWFqGtDAIEz6R8GPyCEHbLRMKHy2RwWvXQAi8ukvh2DTFE7MousbNkuv45ETcR4YCosXzU40kgdemeaNK88baztPsTZHbP4BXblM5OxcTdhuACKMladRrgawrdB0aRk1olE9M41VtEOCWbdyyTenUbJxoZ2go+Wxc3iHJiDAEVUO4HiISaAMDRHqE0m3Fz4gix8/QLQSwJxwuue8vmEDfRCMq0/KqSMgL5c8AxXCKchgvQN0kdAQRk/5F5M5nBdHCe82oyiX3WKe0LEIQ4Qqbulde2OcV7/hCWdlKaJRvYDcLqyYp3yu00SGsfbvRBvqQTeOuY9TK1/6UoLDcgkOSIJmU+LNvOBSL8fm0moKv/PzK47O74SNNCMmaTnbXYcyeQez5KarnPsCvl0lv20dm6z7m3voOoWtj9Y6Q3XkItzLP7Ovfwq3cfWV8PfDm5kAItN5e3OvXUbu6IAwJymW0vj4kRUHt6kJSFLy5OSRNI/3EE5jbtlH5zndoHj9O5LqomQxdL71E+vHHccbHsS9cACCoVin+0R8R2jZhLU5f0Xp66P7SlzC3bkXr64tVSMQGsLWXXwZZRrYsEqZJ7dVX8WZnVz1+tasL+/Jlqq+8QlAuIxsGmWefJfv88yT27KHWIYSs7dtJP/UU9sWLVL//ffwOIZR69FFyn/oU6SefpPztby8ZyKu5HOamTVR/8AOcGzcQvo+SSMQNxRpW2W9yfBATLXf62tioyseeMfkn/7zO//Qv6rTagmRCYrBfIQjhJg9m24J//TsxQfY3/kqK7VtU/sMft/jaN+5PItDIkMrf/zsZTEPi//GPqrzxtkOzKbAsid5uhZm55Y1IGMUP7+GDOv/w72cxDYm/919WePcDd8WxzwcnXKq1kO78xhQ0kgRf/HSSP/h6g/dPrDDJEiIuLVBUFN0i3beFwG0hq7EEu1m8TqpnjHTfVny7gUDgO01arY2n1Nw8rmceN/kbvxZfg4eN7FPPkti5BySwr1yi+uZreIU5hP//Z++9w+Q6z/Pu33va9La9YLG76ARAACTYSZGUSIqqVnUcO479OXFsJ3Zix0WOS+IWJ47jOIktJ3GR47jI6qYkS5TYewMJEL0tsNjeZqfPnH7e74+z2ILdBYEFQEJK7usisTNzennL/TzPfYdkoTM9idB0ouvWX3NCSCgCoc+VpXjBfAq650qGTlq860MZdtwax7ZqPPDxLO3rDJ7/RpnRwaX3M9eq4dhyTa5K9rkh/EqVxM27FwggSUgqv83Oa+eFn8WiiInW3ER89y7UTAqvWKL+xgGCao3o1s3oLc0oqRSKYWAeO4E1cAY1lyV5x60IRUXo+nzmJKpK/MYdRPrW41frNA4ewpstzBNi0vfRmppwzq1ewvFOw7KLjEy8uCCULEFRoVA5QaVxkk03xZkcspma2Y+UoGgCJBhRwa73BAwefp2hMxZCCd2EmAvWb7s1RVOHwaHnylRL3vz2b7gthaoJDj63kGFh+TXqboGuxA1UnTyqCK3XFVQMJUZHfAtS+pSd5X1w+paNeKUGk597Hr9mL23opcQrX91SzYFBF8uWrE3tJiybufnGCN988mL9hsCIZ2nddDtmcYLq9FkWixlJKYll2gh8F9eukencivQ9hKph12ZRtQhISLb2U88PoSgaru+hqBrpzi34rkU810ngeySaukEIFHXlYVvge6HVuWsiZbDELleoGsnWkMz3pSTdsRkhFIxEFqsyg1B1VCNKpmMzxdGjCEULMyNWaQOeftHk8Wcb/MDHU2vOEsqkVX76x7IUSj6fe6R6yaTDhbhhi45pSXrWacwWfPp7wxL0Q0cdujo1/ACSCYW2FpVcTsF1JUJAw5SUywHHTrrzj+LO7Qbjkx7rujS2bNIJfBg467J+nUrfep2DR2wOHX37tAjPH1fgS+y6z6bbc/huwOD+8kXXs0zJF75a5f3vSWAYa7s/EUPwg59M8dI+k79/vH5J3YGWSBPtXIcaT2BPT6AlUnj1Gmo8jpELXRrdUpFYTz9KNEbgOgRmA6c4S6yrBxDUTh8lsFfOMBAC7rk9xj/+3hT6OzF7WSMRJDQd6bkITQ9JhDmRjyAI79WZUx5nTtX4+pcFvf0a23YanB1YGigUhkasr43AdBCGjt+wUZNRlFgEv2KSumkDXrFG4HgEjovensGeKhHpbsYamiG6rhm/bhHpbgqfq2Bt79vCAS3/SvoyHPu/A1AVDUWoSCSKUFAVjbiRw9ASVK1JTKeMoSWAcOwbGjUEqEInwEdXY1StKSQQzbbjuw6RdDPSdxGKhmc3iKZbcBoVrNIkCIV4UxeKqhN4DkIL/1U1AzUSx6rM4DaqBO5b6zMJVaHrwS1s+qFbqQ0VOfSfnqQ2eHENzsVQDDUk3lZxTXsrJNfn2Pmz96MlDE595hWGv7pUX+n8fRXJFJEtW/EbJn6hiJqIL4gjC4ESMYg2b0baNoFl4U5OrzihW42MCb+/8De5YjZP+O1q27lwebnEYv5iZBCAY5VxrJXbWCHUZZlklwOjfz1Nn/wwRl/PXFvgI1QVVHV+HiI0LdQFtGz8ciVU0F8ETYOb9upEYwLXhR/5sQQHD7ioGtxyq8GxNfZR1z0hFO/oxatXmXr+76mPn4UgwEg3EfRspj56Bqc4Q/XsMRqTw7Tf9T6S6zfjFGeuqmGOm8+HJE1zM8IwMDo6cKan8atVjI4ORDQa/qaqOJOTYQbO9u04Y2PUjx4laMxFt4pFaocOEdu2jWhfH9aZM+EkyHXD0q3F+5yexhoexujsRE2uLcpzHkGjQe3AAby57J7ANDFPnyZ9xx1hJs9cpCZ+ww1hOuz+/fOZQEGjQePYMZI330y0rw81mcSvLkRNhKpSP3SIxqlT8xNIz7k0DSBdh61bdCIRGBv32bRRY3Y24PiJlcs7KpWAmRmfm3cZ3LTL4OgJl9lCQKX6Npa2ALffYrBpo86n/6TCN75tzpeS1RuS/OzKDY1tS27cYfBLP5vBdSW/8u9LvHnIWTUQNj7pcfyUw8a+tUXBhBD0r9f5yX+S5ed/Y2aZgKNVnSGSaiHXs5NGcQLfMRGKhl0Na2ZjmQ6MeBbXrFLLDyEUDSOexbOuTGT4hs0Gv/qzTWy+hrX/F4MSjVE9uB9r8Ax+rTY/MJuHlDiT4wRm9m04FoPEjX0gBO5sFfNkGPl2rIB9z9S4471pfuQX2/nIjzTT2WtQKXo889UyZm3hXsYSCp3rDaoln0ZtbQMxr1Si+sLLBNblC0tea0jHxR4aIjBNEntvJr7jBmqv7AuJoj27KD/+FEosRvL2W7BHx0jeshcCiXn8GKl778GfywSMbt6I0bOO2mtvEOlZR+qeu6g8/SzJ22/BK5RwxsfJPvwQjnr9io2puqB9fYTKrEe2VcexAlrXRdAMweQ5i84NMbJtBrMTDo2qT65VJz9mMzViYzeCUH8kqdKzNYYRVZgZtXGsgK17UxSmHFRd0NkXpVb2SGY1yrMuG3ct7Xssr8pY/RgbM7exu/X9NNwSilBpj2+kI76ZbKST8fpxqs5y4UQ1EcU8N4V17uqKKq6GfMFndNxbcxZLOqXwiQ8leeYlc8WysfNwzQqFc2+umFoufRe3UQbphwM/oRAgqU2dwffckGSfHUGLxJGBj90oYVVnCDyXaKoF16ziuxZIiaJHqOeHV5xwycDHrs3iNCrY1eUTCdeshNsJFw63p2lUJs8gBHh2A7M0Qab7BgLPxakXEaqGa648KDYtyZ/8VZl33x2/orKkjjaVf/fzTWia4K+/VFkTKVSuBuSyKrV6QEuzSqUa4Lihi+nEpI9lSSKGZGY2dJYNAomYW8+2w9LC8/1wpRqQzShEIoJiycfzQoetbF1BUQST0xefSAgRZufGooKxybWVLKZaDDo3rzzm23R7EyNH31p/JZDw2gGL/Yct7ti7tmgxQHuryi/8ZI6Bcy5HT7z1uE7oOr5tIgMft1xEeh5GSzv2zASBbaMYEZzCDFoyhbBNAstCei5etYxbTobi6hcp7+1br/Pz/zxH//p3ZvywFhiZZpJ9WykcfIl4x3pkEGDlJwgcC6Fq4eQvkASuTbUiOXLQ5fhRd9l8M7BC5y4CHWeyhBrVURNRjJY0teky+AGRriYqb5wh2tMylzWk49csvGIdvSVNYLlouSTWuWm8+tL+Xkuk8Rq1MGM8lkDRDdzK5WWavJOoWXkUJZysn88yEYSBjyDwkQRUzDDTpGbPzGf5CKEQ1TM4Xj1cV1FRtQh6PIWRyM4RPvYCyT63nqKoxJu7UbVI6IboWCiaMU8OCUXFbVyiVpKY+58grHC5jJJ1LWHQ86Ed1IaLzLx87jKu2OL9i7lMvTCja1UEAc7oBELXkJ6HX28QVGsIQ0cxIgRBgKw3CEwLfD902X5HnG2uDYRQyXVsw6xOY9YufxwjIhESt96E0deDNzOLeeQEXn6W6PatRPrXU332JaTnY/R0EdnUj3nkOJVvP4OXX5pVquuCO+6OkMsp6Dokkgp33WMgROhSvFapkeuaEEJR0ZIZrPwE1uzk/IMVBN78AAlAei7VwaNkt+4hs/VmKmeP4ZYvnV19K0jbxi0U0JqaUFMpjO5u7MFBvHKZ+LZtqPF4qLfjeXiFAlpzGLlG08g9/PCSDk5Lp8O02kwGoWnzv6mpFJH169FbW1FiMYSmEenpCcmaK+z4vEplCYkDhB3xeQsWIVAMAy2XQ4lGSd16K/EdO+aXFZqGlskQmCZKIrFkW9LzcKan15RNoGuCLZs1UinBzh06jivp7lJXJYTODHr85u+W+akfS/G//lszbx5yeP5lm0cfbzA86r9tCQ2bNui4ruToCXeJrtDFsH6dxq/8fIZdOwx+5pcKHDy8OhkEoZbSc6+YfPChxJoHPpom+NgHkuw/ZPPHf1nCWTRf8ewGs4MLDk2N4tI0/NrMILWZBSvTwtCVZ8us79b4tZ9v5sF3xdccVb5SFJ998i07qMbpk1f8zl0K/IaNPTqL0ZFdIlAZBPDmi3W+9hcFPvADOXq3RCjN+jzymVmO7KsvGSv03xAl16oxNuhQmF47Map3dxHfthUlGpkXM28cPY554uSVnOIVQwY+WjaLtnEDemvLfJktgD00gj04BJpKfM8u1GQCo6uD8hNP44yNo3cMoLc0gxBEN23E6O5CqCpKLIqWzaA1NaFls1RffAVvtoA9dIm53e8QdF3QsyXOyKkGfTviVAoerd0RzJpHe28ozm7VfLbdkiISU9AMQWXW44nPTuM6AUiIp1R6b4gzPWyz+aYUR14sU867TAxaGBGFnq1xJgYtujZGGTnZWGavKgkYr58AJD3JG2mLbwKgLbYRy68yUjvMSPXQsnRwAGv4fLlCNNS8CDe4aONXV7fJNCXHTjrs3R1d0/q6JnjwvgT33VXjW081Vjk8ie85c1o7gmimnViukyDw8F0LoWgkWnowrCZcu4FQwjR7PZbGtarIwJt3yQqkT+A7pNs3URo/Qb0wiqpFcRoVPLuBZ9ZId2xG1Q1qMys8q5J5zSEjniXevA4tlsK168SzHcRzXVjVWWozgwhFDbUFjRhS+gSeO2cJLcNzci2y7TtwGiXM4sp6UfsP2Xzms2V+4V/kiEbFmvopIQTdHRq//vNNtLWo/M+/KJMvXF5HfvqMB1yQTTFXhTQ4fHlt4qGjK5MehWLA2XOrb0vToLNN430PxHn/uxMcOenwu58uUKtf/jPdf3OW2z7aRX5keflq24YEY8cvriF0HiNjHl/6eo0bb4gQjylr6tKEEOzdHeXf/WwTn/rNPEMrlLcvhjMzGZaDzSGwLXzLxC0VlmTOuYXlJUDmyOCy7xYjm1H41E/meN974m+rEcXVgBoJSTklEsXItmLkWqmeOUq8ux9FN7BmxrFnF67bSi5BRmsar2IhPZ9oTzPmuWnMs1MEtosQUD14Dr01jVuooWUTBI6HdH0ap8bxyg3kyTH0piT2aAGha0Q6sphnFhw5k71bcCsl7HKe7NY9NCaGrwkhtG2Lxj/4eIL8rM8f/3noNGgY8KH3xdi10+Dxpy1efHlpFvS6LpXdN+p849sX16bx58d2/uIf5hHMtY/Ixb/7mE5x4TchsKp5As/FKk+DDAj8cM7pWfUFp6rApzp5dr7dC3xvSRsY+O6KTlYrHrsXMP7kSazpKuZMjfpo6ZLWA0htaKb3ozcy8czAmgmh2lCBo//tGdSozuyB1asA/HIlzFj5vxRC1ci1byXw3TURQko8SmRTH0G9QfFLX8c8ejKs1ohG0dtbqb+yHy8/i4hESN13J4k7bsHo6lhWLmaakj/8/TA4f+c9BmcGPGbzwZrdxc7juiaEBOEgI4ziL0r3chwkoMUXRVHmWPdk3za0WOKqEkIAztgYsa1b0Zua0JuaqL7ySkiMCIHe1obe0oIzNYX0PISiIAAlGsVob1820HVGR3ELhfnBdmzrVnIPPYTQNLxqlWBOB+iqRUA8761Z2jmGWKgqeksL2gVRGq9YxCsUlkVvZBCsubTE9SSzBZ/OTp14TGF6xqdqr36cpiX5wt/VeWWfzf3vivK+B2L86A8l+f5PJvjDP67w5a81rioppCpixYGHpoWX83L2tfcmg8NHHUrlgB/6vgRHjzmcOL362+v78PwrJlMzPh1ta39NU0mFn/nxLNOzHo98s47tvP1iuaoCe26M8Cs/08T73p14x8ggYNl7kM4q1GsXNKQreOvqBqSzKsW8f1UDHtIP0FIxnPGlEYBa2ecrf5rn5ccq5Fo18hMukyMO9gWZCo4V8Ohni5w7aVFcIyGkJpMkb7kZd2ISvbWZ+pFjxDZvmk9ffSeRuvtOkJLG4aOAWKJNEJhmSF7NiWmKOXL7fAaF9P35XkOoCvbZwVAwGsJzO1/HOReRC8tc397zuxyEz52kudMgmdWoFDzyYzaOHWBEFRpVn5lRm5Z1EayGz9SQRX7MQSiQyukoiqBacMMEEebKUMyAWtmjVvJwrIBIVNDcaRCJKaSadJJZDSOm4JgLD30gPcZqx8mbQ0TUJLoaJQhcTL+G7dcJVnH0sMeLND+8h75PfYzGiTG86sKEN3A9is8eW5OG0GqomwGv7Lf4/k+k0NY4gexqV/nXP55jYNBdUVxX+h4zp89rbUmcepGJo0+HGkGuBQimTrwYCprGUzhmBadWIt7URT0/TGH4EL5rUxw5QuC52NVZ6voovtPAqRdR9SgyCPA9i8rkadRCKE7tu8uvk2vXmT3z+tzfNaZOPB+u65jUXDvMBHXtORIowK4UiGXaqEyewarOhJpy50Liv1GcwDWr8zpUK8G0JH/+2Qq33xzlwXvjF2a1XzKEELS1avzcP89xwxaD3/+fRQ4fd66or3o7NOEjhqCjTWXLRoOH3x3nofvi9HRrpJMK07P+mmMKZtnl5S+Ncea15ZPx7fe34KygabUSXA8+/9UqH/9gkjtvibJijc8lwNAFH35vEsuW/OZ/KXDm3KX3C4Fjr1r+dakQAro7w+fj+z+W+o4jg5zyLP55gwrfx85PoMYSqLEEejJDY2wQp/TWGjmB6+M3LISu4ZbquLM13PwCOejOVnFnw8/1owsVB14xLMX1a1YoJm27CFXglRcZ26gq9bGzZDbvJnPDzVQGDmNOLa1auFoYGfPZt9/mEx+Jo87pi3suvPa6w44bdHZs05cRQrGYoL3t2hmQBIsIIul7mIW31skM29Crl+1qTdcYf/LUZa+X3tyKkVl7FiBA4PjMvHL9lsu/HVA0g3i646LLqFoEI55b8z6EpqFlMzhjk9jnFgydpOeF8+9IKNQubZvay/uI3XgDibtvwzpzjqC6cnXGpi0aH/5ojMEzHgffdDl3do4cWsNc+LomhKT08cw6WjIzJ4gYwjdrICWR5g5q504srCAEim4sWfZqwR4fJ3X77Rjd3QS2jVcsEpgmXrFItL8framJxpEj4QBsjtCxBgeZfeSRJY5iF0JoGtn3vAclkWD2q1/FPHVqftKaffBB0nfeefEDu0qkUeA4+I0GXrHIzBe+MK9ZdC3huvDKqw6Dgz6WLWlpVihXLj6Sc90wU+jMYI2/+XyNe+6M8m8/leFf/Xia195wlrh1zeMtLtH5RKkLLVpTSUEuqywTJp2Y9IlGBd2dKqp6acTQvjdsfvZXitx1W4Tf/JUs/+ZnM/zirxWZukgK+sCgy7MvmfyDj6Su6Db3rtP5nV9tIWIIPv9I7W0lhSIRwQceiPOL/7KJW/esLVJ/JdANSKZVNA3KxWBBl35OP2XrjRFOHLLxfUk6o1Iq+NiWJNsc1mSXiwHRmKB/i8H6DQbPfquGuUati5UgVAXF0FFiy9XDzXrA2WMXH0wPHLEYOLJ0mWhzHD21shq5DCT18cqSWnOha0jXpX7wEGo6Rf3AQfxyBWN9D9aZsytu522BAK0ph3n8JEGtht7ajDd7oSDrwr2QUuKVSkQ29BGYJpH1PWFGkZQ4I2NE+nsJqlVkIBERA2nZBKaJ0bMOCRhdnVinB97WU7wcuHbA2IBF54Yo42cspobD++57Ek0X6IZCpeBx6o0qkZhKukVDKGBEFeyGTxBIdENgRBViCZVzx+rYDZ+xAZNqwaNR9clPOCTSGqMDJtGYQnE6dLBbTAjBnFOIX8PyL72ENL65g8AMMzDiW7uW/BaYDuVXTl9VQsjz4NAxm4kpj54ufU3bUBTBu++O8amfyvGLv5WnUFzeXi924go8B8dbmmXiNEoA+K6JbiRQjSjVqTN49kK02XfCMYIMwm0s3t78375LYF5kMi4DPCcsT5e+h1MvLVmXueMMPBWzPIUeTVEvjGNVpufL3RaOw5s/7othZNzj9/5HkS0bDfrXr+0an0cqqfC9H05yy+4of/63Zf7qixXGJt4ZPZKLoatD5eZdUe68Jcq9d8S4aWeEWOzqlZqe3V9CiJXFo8++XiK4DO2X8Umfz3y2ws27okTXaFABYT/+fR9JkU4q/PrvzXLomHNppNtVYOa2bzH45Z9u4hMfSqLr31lk0IWQUuLbJkKPzAe7fdtcXrq+ArxijdLzx69o/9ZwHmt4KfmkRhPkbrwdoSio0ThaLEG8s4/AtmiMXzxrC0BTYdeNBnfeZqAIwXMvWZw46bJnl8HePQZSwrMvWpw4FZZm1uuS4RGfxfGmQMLktL9MckEI2Lld58H7o0vMV/buMUinBP19GpomeOpZi4GzHrmswvsejNLRoaKpgmMnXJ542sS+NBWL7zhocYPMljaU6HU9lf+OQCLdwY53/Ti+ay3LjD4PIQSaFmVi4Pm17USIsDLINJdMHOVc+YYSWyD2AtPGGR0nsXc3ajKxKiH0V3/eIJdT2LNXZ++tBvfcG6GQD3jheZuzA95lBbCv66co8Fzs2QmSfTdgZJrx6mGqml3KEzgW6Q07qI8M4FYKqJEYyZ7Nl9y4Xi68QgEhROimVS7jlUpIx8HN54msX4+WTofCznOEkHnqFLGtW4n292POaQUJIRC6jjCMMLrtOIhIBDWRwC+XQ6v4OXZCb2kh2tu7uiWdlEjbRkSjYXnanPD1EpXmy4HvY546RXTDBhK7duFXq/hz2kdC01AiEaTvE9SvnvCnpsEdtxts6Neo1SRvHnQZG1t9AJhJC2JRQbkisWyJ7cC+/TbHT7ncvjdCLis4d0Emfa0u0TVBd5eKYYTC0+czfM5fpqlpH8MQ7LnR4MVXbBqmJJkQ3HV7hE39GidOLx2Ev/yaTX7W5/s+nmD/QYfjp1xcV6Kpgnhc4HlyGbFVKAWUywFf/5ZJa4vKT/1Yip/7qQz/6b+Vl+n7nEexHPDtp+s8/O442czaSU4hYH23zm//Ugub+w3+7G/KjE6s3ZL5UhCLCrZs1PnRf5ThYx9I0t76DtjLA5tuiLDr1ihH9tskUj6ZnIrZkKgqjA259GzQmZn0uPmuGJViQOBLzg243HxXDE2Dl59usHl7BCMiyDZd/XPw6xb2eAF5BfavF6Ljrl5abupC0RUiuThu1SbwAvSkgTXb4PCnX8IpLZBI0nUJ6o1QhNn1SN9zF0oijl+6uHDp1YSazZC8/VYiPetACdvJ2iuv0Th0hPiunUT6+3Bn8vPtz7wN51x2kF+uID2f+r79pO65C6Ozg8C28QuFMMPo6HGURJzsB96H9H2sUwM0jh6j/sabJG65mUh/L16hiF+5tHKMdwJSwuhpk9HTF3dCqxbPizwyz5e99u0w2yDTojN0vMHAmzXsOZJnbGDhWTj2yrU7/8Ljhyg+t8qERkq8ymWK/gswmpO4xQYyCEhv7yKwPWoDC4LWA4Muh445dHdqKGtk1YWAfzhHyv/nPypy+qy7pi428BzKE+9sCSaEpQ616bee6F0qXtxn8fv/q8hvfqqZbEa5osxmRRFs7NP55Z9u4sPvTfDIozW+8USDkTGPWj14WzJ/Fo4ldDBLJ1WamxT27opy/90xdmwz6GrXaM6paNrVJyh8NyzbA0BAJB4GJxwzoDRlXXYW42PP1Hnq+Qbve8+VlWrruuD9Dybo6db4vf9R5FtPNyhXrs09EQLaWlTe9+44/+JHsuzaEfmOJoMqpw4C0JgcCnVYSmFJkmfVCex31tkycO25wPrS63t+vvVW2LPL4J/+cJKnnrWo14OQ6BEQjQgGhz3aWlV+9IeT/NbvViiuQKhfDFKGAdhCMeCB+6N8+avhtbrlZoOHH4zxN5+v09Yq+Gc/kuQ3f6fMRz4UoymrcPK0xw//QIKDR5wlOuDdD2+j54PbmXrpHOe+cGBeLyfSHGfTD99GemMLpWOTDPz167hz1ulKRKP/+26ieXcXg186OF+WpcUNYp0pcjs6yWxtI9qeQtEVvLpLfbTE7BsjFI9M4NVXZqPUmM7On3838Y70ku+r5woM/MVrWDMrEwDR1iQtt60nvaGZZH8z6c2tCEXQ/dBWmnZ1LVv+8O89RW1wubNhz4d30P3wtiXttW95DH7hADOvrp4tpEY1bvzUA6gxneOffh7fdGm5bT3NN68j2pJE+gGN8QrTLw1SODSOv0oQQ6gKifU52u7oJbOtHSMTDTWyLoAMJDOvDXHmr15f9ZiuDgSV/CCjJ57EW0UIXNUjrNty/9p3EQSh9Eo6tUQoOqjVQwfkthbsgUV9sx+gxGPLRKUXQ9PCnyvlIJzr9aoIAf/g+2Psf93lW9+49AzN65sQchzqo2dI9W8n1r5unq12KwXq44M03Xgn6x7+fuzZKYxsM5GWTurDA7i1qz+RCSwrjD6vX0/twIF5oWhnaor49u3h5KMSNqDStqm8/DJ6WxvNH/0o5qlTeKVSqB2UzaKl0xQfewxrcJCg0cCZmCC2bRuZe+/FmZhAicWI9vWhxGKrl21IiTU0ROqOO8g9+CCNrq6wRMLzaBw9ukwz6FLQOHqUSE8P6TvvxOjowB4bQwiBkkxitLXROHmS8tNPr/kaXghVDSNPZwd9JiZ8ZvKrMxSKAh9+f5wf+GSC1990GJvwUBXYsknngXtjvPiqtWKN/8HDYZnW//cDSeJxhdlZP4woPGdx4lR4bV98xWZyyudHfyhJLqswPBo6ldy822BmBZHo02c9/udnqvzCv8rwP3+/iaeft5gtBKRTCr09Gs++ZPFn/2flxtyyJH/5tzWacgo/+kNJpqY9/vCPq0v0fc5DSvjmkw1+5Psd7rk9esUlhJ3tKj/3z3Pcc3uMP/2bMo8/02Bm9uqyQvGYYM/OCB98KMEnPpikf72OqvKOCUBqumD0nMvxNy02bDOIJxSEEqAqgno1LBUzIgKzLjl70mHzjggbbzCIRAXlgk9TS5gFduqozQ27rn6GkxqPoMQNZPHKxLoXY+jRkwx/+xTd92/ASEcZefw0vu2R6svR9a7+Zcv7tTrV1/YR1OrUDx4muXcPgWnNlWm9PfBLZcpPPjP/nEgpwfMwK1XMUwMht7FoFt44NOeCEQRI36f494/OiRgWmf3yI+Hy50v/ggA8j+qLryBUZU44MWSErTNnsc47i0k5L7j7XYEVTqOcd6nMlY2tBZowiOtZau7skjT781BQiWopHL+BJ5cOhP2GDeczgFZoDrREhPj6JhRDQwYSc6xItDOLoinUBmZAQKK/BTWiYU6UUXSV1vu3UjowTG1gGiMbJ9KaQktHqZ2awqvZTOd9Hn+2wb13xEgl10oICWIx+KHvTbOx1+AP/6zEE883qFS/e8QyrwS2LfmbL1XpXafzL34kQzx25W19Iq5w+81Rbr4xyj/7QY/Hnqnz0j6LQ8dsBs5dunbf5UBRoDmn0t2p0dWh0rtOZ+c2g907ImzdZJCIK2haKFb9dvRnqibYcEuOne9pZeRohTcfnaJrW5LShEVl5tJTHiamfP77nxbZvtWgd512Rceua2H//ke/08bXvl3nr75Y4dX91pod4lZCW4vKfXfF+L6PpHjw3jjJxNr0qa4neI1wPD5fPueG98/33vmybOl7WDPjCE0n3tmHlkjjlPJ45qUFf++7J8Kbhxy+/NUFnTUBDI/57LxBx9AFGzfoxKKCtSgS5WcDTp72uHnP0hT+w0ccvvFtk0xK8B9+PUtLs8K6TpUjx11e32/zwH0RZmeXls5IKUltbMGpWIx+M4JbCe9HpClB2519xNpSaAmDkW8cmyeE9FSEpl1dJPuaCeyFOUbnezaz8R/fQrQ5AYogcHyk56NGdFrv6GXd+29g7NHjDPzlPtzayk6/vuUhA4kW04m0JDCyMYQqUCKrEwDJDc2s/9AOtGQERVdRjXBZNapj5JaXjolVjDICxydwA7S4jp6MEO9M49seRvbi5WdCVUhvbiXelWZiewft92yg9fbesPre9VGjOi17BZ3v3sTgF95k6CuH8BrOBdsQtN7ey5Z/dieJdRnsQgOnaKJGNOJdGdSoRuD5NEbLNCYr8/dp+cGA3t5EpK8Dr1DBOnV5LshqOo7WlMY+NxmWZefPUiuNEfgrt6+KamCvYrRwKQgcB3c6j97ZjppJh0QQ4M3kQUpiN2zGPHiUoN5AiUbQu9rDcrKLjEm/52Mxdu3RcV14Y5/D5/+mQbkU0NWt8k9+LPHdQwghA2rDpxh/8kuY04tutJQUD71MJNtKvKsfI9sCMsApTDN74Nn5xvdqIjBNrOFh4okE9ujCsThjY/i1Gu7MDP6i7BlnfJz8l79Mcs8eops3E9u8ORSdLpVonDw57+KFlBSfeAK/Xifa30982za8cpn6wYM409Nk779/VdcF8+RJCo8+SmLXLtJ33430POyhoXk7eyA8prlJ0xL4Pn61usRZKDBNio89hj02RmLnTpJ79yIAv1bDHhnBGlhaTnGeBLuYK8TF4HkwOxuwcYNGOhVm1pRKKxMUUsLREy7jkz7vuTdKLqsQBDAx5fEXn63yhb9rrFhudvyUy2/8Tokf+v4k//DjcQAGznrs27/QQJ8ccPm3/77Ej/yjJA8/EEMocOSow3/+gzL33Bll6yZtyftoWZK//nyd0XGfj34wzv33REnEBZWa5PhJd55ognAuOj3jUyotRNJqdcn/+vMq2YzCBx+Oc+ioyxPPWCu+8zOzPn/5hQq33hS5Ypt2IQSRCLzrjig7txkcOGLzrafqPPW8yci4i2lJbEdeUuaQEGHEMGKEWVvdnRrvuj3GvXfG2LU9Ql+Pdlm1/r4vef2ghWnB3bdGr1o00LEljXpAEEBh2mfPbTF0XTBwwqa7V6e7V8e2AurVAMeWWI2A8WGXZEqhVgkYPuvS2qFx494o/sXb5cuGEAKvVEe6FyFCVTAMgXIJ19I2w8GP9AIkEGtLUp+o4NvhoMMumERyMdTIBc1+EOAXSwC4k5MUv/GtKzirK4DnLecw5oihZd9fmKKx+KFdafm5deSF681t/0ohRKiVpcxZuitK+DkRV1ZN8rwURKOCVFIhCOR8VqO/6O+1YK1kEEDKaGFb7l7ezD+K6S0fGGlKhC3Zuxmvn2DaPLPkNyVqkLt/B8md61GielgnMJex4JUblJ8+RHJjC5GWJG7VItadBQl2vkbTbX3UB/Nkd/dQOTpObm8vlWNhWbNvukg/QGhKOEDMxMncuI7Zl8P9f/OJOj/6j9Ls3Lb2mhkhBKoK99weZeumVp5/xeSRR+u8tM+kWAow7YDLldwSIgyKqKpAO/+vBpoatqvNTSodbSpdHRrdHRq2I/nLL1SYnF541jNtm2nvvTUUpfYdGpVpipPHseoFzjOCiqKRbtlApm0TupHE9x1qxRFmxw7PD3yNWJauTfdgVmeYOvfqZV+fcjXgD/60RHuryvd9NIVxFdpvIQSGARv7dH7ihzP84CfTnBtxGRrxOHnG4ehJh4FBh8lpn3ojwPPkeTmweUft8+Y5QoAydw81NXwvW5pVuto1ujvD/3q6NDraNFqaVVqaFHJZFf0aZABdKprXx9n1UBulSYvOLUkOfnuK3l0Z4hmdysyla2RKCc+9YvHnf1vhUz+ZI5m48nFENqPyg59Mcd+dMV47YPH1x+q88obFbMHHtCSOK9+yrzw/hohGBPGYYHO/zgP3xrnnthi7d0TIZS8926zRCHjhNZNd2yNXpLl40YMVXJJVuyJUmrKbSCe7GZl4Bde7zMzHdwipDTtQo3F8s0a8qxehqTRG37pkPJFQGBlbmjW5bp3KT//zFK/vd5gtBAT+fFN/1TCd9/E9ieeLsDhCwL4DDj/4fQlu2m0wcNbjzODSRrkxWsat2URbkujpaEg0CIi1p4g0J7DyNWIdaSK5OLVzYVaNkY4Sa0vi1e0lYs/2bB23YlE8NE7h0DjmZAXpSfRMlM53b6Ltzn7WfXA7pZNTTDx5etnx+7bHqT99GTWmoxoa6z64nf7v3fOW510+NsmR//I0KAqRXIzNP3IbmS1tTL14lnNfPrRs+cYqAtWTz51h9sBoSMKsy7LnV96LuIwxu6KpbPqhW9ESBqPfOEZ+/wi+6RJpTtD98Daab+qm/3v3UD41TX7f8JIAVawjzeZ/cjuJdRkmnz3D8FcP4xRNFEOlaU83m/5xuN3wnA7iVlcuJVczSZJ3hO7Y7kx4nsLQQnMU3w9L0FVlTpJBEtRtCAKErqHEDIx1rcS29mCfm8SszTI5+MqqZBCEhlYzw/uxzZWv6VtBmhb2mSEivT1EN/XhjoWGDe7kNO7kNLEd22j6vo/ijE1gdHcS2RAucz4BZSXUapIvfd5k8IxHfZGJweSEz9NPXF4J/vVNCAFupUi5Wlo2E7ML04w/9SWS67egp5vwrQa14VPYs1NvOWvToioyAN+59OwI6TgUH3+c8jPPLNEEsoaGmPyTPwkfvsW2zVLiTk1ReuopxAsvhIKnc8Kl0nWXkCju1BSFb34TJWIQSUfwbQ+7GOokTU9MrGoHHVgWlZdeovbGGwhVDbfveQT2wkMw+8gjIMQyHSO3UGDyf//v8DgWTaaCep3a66/TOHw4tMMkjKZL112WrVR97TXqBw/Ol5ZdLnwfDh5yOXrMJZNWLkogSAmHDjv8618uEDHEfAad54V276tFDF0XvvGYyXMv2RhG2Kc7LtQWWXcHATz9vMXrB+x5uz7bllRrkpdetdF1gXnB9mt1yTcfM3n2RYtoJJwABj7YjqSxKFqWnw34R/8sj+vKJdbF+dmAX/+PJeJxQb1+8cHTt59p8MKrFg+8K3ZVImVCCJpyKu+5J8Yde6P8zI8FHDtlc+iYw4nTDpMzHtVagGXLOT3ysBxO00RocRhTaGpS6e7Q2LJR58YbIqzv1kgmFOIxsaa09HMjLr/827Os69LYtd2gKXt1yrPOnLDn9ZeKsz7f+koVRYSkXhBI/vp/FPFcieeHqfozkx6eK5kc80BCvRbw3Lfr6IbAc1d/ztYCoavoHTm0bAK/buFMlZb83tqls/vOBP03REmklCWCyivhkT/PM3h80bt/eJLeD2wl3d9E4PhEWxLYxcaqKcz/DwvQtTB70TDCyXnEWP3vyNyEJpVUSCbC/1IJhWRCsKHPIJ1aGyMkBHz0fUnWd2vU6pJaPZj/r14PqM21e7YjcZxF/7oLn89/d/7zlZaJqkInpmVQWPmcfOmR0HMk9CxcUAmRvnUjzQ/tpjEwQXxjO7XjYyiGRqy/DWs4T+B4uCUTRVdxyg2irWkqxydoDM3S/uB26mdnsKYqVE5MkNjYilsycfI1GqNFfNsjsD3qg7O4VZPUlvb5/Y6Me3z572ts22ysWVz6PBRF0N6q8bEPJHnovjijEx77DtgcPGZzbtilXAkwrZAcCgIJIlxHU0PXR0Ofe3YigmRCIZtWaMqqNOcUmptUWptV2lpUmuesyzVtrt3V4NAxh68+WltCCEXiORKZTsYHnkfVY6RbNpBt28zwsW9TL4+jqDrtfbfTsm43tdIY9fI4uhEnEs+hKCrB3KYS2S6ybVuJp9qZHTt0UTHp1TA26fHb/61AMqHwwYcSV4UUOg8hBKmk4MYbIuzcZvDQ/XFse+7ZdiXFsk++4NMwJfbcO4EI32NdC695LKaQSSlk0grRiJjr08LfNT28xkKIt8Ng8pKQzOnUCg4DrxbZ9XAbQSBDMxXj8tsTx5H8xecq3LI7wofem1hz+eRiKIqgt0dnXZfGe++PMzPrs/+QzcGjNoPDLjOzITnkzvWvihKScboePvvNOZV1XRo3bDHYdUOErg6VVDK8N5czzvE8yde+Xee//kmR3/hUM++7moSQqmJ0t6GvayOom1jHBxFRA6Eo+OXqilmYgfSp1MZoymxAUc4fiyAebcIwUjhuHdMqEDXSRKNZAt+jWp9AyoBYrImIkcbzLGqNqXnXwLcDRraZ8on9uNUS8a4+jGzrJRFCwyMeO7bp5LIKjivny/2acwpPP2+xfp2GfmXyYivifMX4YpxXCxka9picCubGogtL1cdKeDWbaEsCIx2hQZjxktrYDIFk5pUh1n1gO4meLIVDY0hfYmSiRFuTlE9OY+UXgv75N0aoDRVxSia+7SL9hfSoyqlpjEyMpl1dtNyyfkVCCAlOyYRS2Nba+UvLEner9jxBEmlJ4DVcJGAXGlROTV985cXXynTny7mkL5FBEM4jLwPR5gQDf7WP4a8dWRhXKoLK6Rlu+vX3kexromVvD4U3xwgWzbczW9pIb2zGnKpy9rNvUD27QHCbk1VSG5rp+eAO4l2ZsG9fYa4uNJX4jj5iW3twJgoITQVFkLp7J1pzGukH1N84hd6eI7K+HVSFxqGzWCeHSd21A709h9DV+YCsDDw85y2CgzKgWhhmre4j0vWwjp9ETSdxp/NLvq+98CpGTxfxvbuI7dmBUFWChknt5dfxK6s/G08+ZoXjOsFC5rUM5VFeeP67gRA67xl6HivOliVupUjxyOVFs4Qq6LmtAz2uMXEwT7wpih7XsMoOyfY4gReQP1VEj2tke9MUBkoYKYNES4zC2TKpziiKHqcyWiPXl8YsWghFEHgBMohQHq3iWeEDlutLk+lJEfgBlfE62Z4U5dEavqPQtKGNxqyFFtXQYxozJwq4DYuW3hTFQYv05gyJthjV8RqQItubonC2THHwgrpe378oe7jqb0FAUFvlIZurc3wrSMfBd9Y+udy9WyeVFGzaqNHcpHDsuMf4RUQk/QCqVUn1Ml9G34dS+eJh8SBgLsNo6bartcX1/KEg2Dzxdv54qqsfTyBU8quUZYWTvLc+l4kpj//+p0W2bNTp6bqylO/FEEKQiAsScYXuTo2H7ksgpcS2JaVKQMMMB3OBDAdy5yczqaRCPC6uyqBSSkmlGvDpz5R5+Q2LGxsG1Vpw1QihxRnZUkKtsvQ5qJSWfvbnOvXqoufFMiWWefWIoPMIHA+/ZqHEDPzq0veto0fnn/xSB7e+O4mmiVAIey4DJZgzwzqfjeK5klrZ54kvL03Inj00gddwyG5tRagK5TOzFI5M4db+7ySEOtpUWppVknGFREKQjC8QOMm4IJFY+ByNhJlv0aggFg0/h3/PfR9RiM79HjVWdiO8UgghuOnGCDfduIpAuJQ4bkhuWnYw96/EtCWWFX4O/1743bQktUZAfY5gqjfmCKbG0u+n8+EE+3Iz4hShIISCYPn7G9/USe3YCON//hS9P/thZr76GvZ4gdz9O4lvbAdFIP0A6fpIL6AxPEtyQyux7hzVgSmklEgnJGqlH+CbDkpEo+mWXooHhsN1PR8CuUSTy3EkX/x6je95OMmencZVaT9VVZBJq2TSKju2hvfHdiSVik+tHpIUfhCOzxQlnAQbOkQMhcjcs6Vpl1d6pGmsWGrnOibTQ68jZYARzdC/+3vo2HAnZ998hHi6g86NdzM+8BxT5/Yhg3DAK4QyL2itKDqp3HqqhSGiyWbimU4q+bWJyZ8+6/JvfiuPrsP735O4Zu9FxAhdvs6jq+P6HMpeCWpFl0TOoHdPhmSTwY77W+nclGTw9dKatjc+6fGf/6jIhl6dHVuvznsAS9+FTf0G/+AjKfxAUq6ExLXtSFwvzJg8P4ZIpxQS8SsvBQsCyZtHbP7zHxU4edZlcMgNnSevxrkpgtiNm8h85D2oqTju+Az24DjRTT0YfV2Uv/E8chW1Yt93lpTURiNZ2lp24jhVcpl+ZounaMpuxHUb2E4VIRQ0LUJHy24su4RFORSdfhurl93SLNkb9uI1amjxNLXhpY5XgePjLdKDOT9Jf/xpi5/4p0l+7ZcyWJbksadMTg14zBYC/vVPpigUA2p1SSAlqgIffF+M99wfZftWnV/6uQzfesJkYtLnox+Kc989EQIZZk5+4SsNGqbkw++Pcf+7omzbrPErv5Dm64+auK6cb1ukDNtewxDcvMfgyDEXVRW8664IHe0Kf/OFOudj5G7ZwpyukextwsiFFQOKFpZAmTM1CofG6H54G6mNLQhNRUqfWEcaNaaHGUOLMsQCx6cxvkL5kARrtkHxyARNe7qJdaSu5m26rlAbKTL66PGlQcZAUjtXoHJqhmRfE4n1uTB7dxGpE+9OIxQFe7ZBY2LpnNZrONSGi0g/INIUR09G8FYYs0rPp77/NGouiXn0HPbgJFpLGqOzmfznnya2pYf0fbuRnk/58TfCUrcHbsYZmSbS18Hsl58jtrWHSF/oLKYZCdLNvZRnzoQGVULFdVYqm7yyl9I+N4J9bnSZG5F17BSFzz1C/OZdaLkMfqWGefgYjQNHLupctHGzxvs/FCWbC6tmVBWOH3X5/N+Yl21Df/31okKQ3rADt17Byk8gL7HGVtEjaPEUvmvhN1Zn02Qg8d0AZ9pEj2tEMgZ2xWHrB/uYOjJLuiuNVbZJdiQoni3TdXMbUkL+VBHX9Mj1pRl6cZyWLTnqeZNcX5psTwrXdHFNn9LIQrlarj+DogoyPRkyPSlGXpmgfXszVtUh8CROzSW7PkVlvE77zmaGX54ACZG0QWZdktJwlc49bTRmTYyEjqpdPSeL6wEjIz69vSovvuSQTolLycZ9R6E3t5B5130okQj5r37lLUkzJRIlfdfd1N48gFdcLuq2bPlEAvyAwFq63SCAJ58z+esvVvjpH8uRiF+7EKYQ4SS3I/r2PGu2I/ncIzX+6ksVbFsyOORSqQZXb1B3nUPLJoh0NxNYC+2cpgvufDjN7Q+kqBQ8Dr5cZ/SsTf8NMfbel+TpR0pUSz69W6Js3xvj8CsNvvi/Zhg6vTQaIFQFPRkh2hRn/NmzNKZqRFsSuHVnicvYdQVFEGlOEGkKB2vmZAW3bBFtDwdVRjZG4Hg0RssEro+ejqIlDNSYjqKrNMbKeCvU6ysK/Nufa+L970mgqeKCUp3w77CcRLyjmleXg8UT48wqGTuLIWWYiej7IfHpzf3r+2EZWvg5/O7zj1T59/+1QL0hESjEtDSKUIlpaYRQiOs5hFi6T4FCc6wHVeg4wQoDKUXg1yyQksB20XNJrKEZGqfGyd65BbdqYw7NIjQlJHf8ADVmIBSBWw2zZO2ZGr7lMPX4Mby6zeRjxxCKwK87lA6PhWR9ILGml5aNnz7r8Kd/U+Y//HIzmdSVCR+vhoghaG3RaG256pu+ZDhWmcL4Udr7byeabCbbtgW7UaQwcXyeDALmySAAzYiRzK1jevgNAJK5dVRnzy1Z5nIwcM7lF38rj+fB+94dJxJRrpusm+8k5IcbHPjGJHve306yyWDTbTkOfnuKyYG16c1JCa8dsPgP/73Af/zlFnp7rkHaxhxURdCUVa9aYGc1DA67/Pv/WuDwcQc/gHMjHo4LEeOt130rKLEoibv20Hj1EF6hTPKemwGJXzfR17WH7pyXaF+ViLWQTfdSqY6hqjogsO0KESNN3cyH5FEgcNwamhrB862l7yjhOh6rCBSjERFxLFkn4OJZRSoaUREPs0pkA5+wXagOHiNSbkeNJWiMDWKXQkt1gcBruBz9032c+dujKKi40sZthGOW8Qmf//KHVZqyYX+Qnw1J8d/+vTKplEKtFrq75mcDpBS8ss/h6AkXRYAmo8zO6lRsl0e+YfLEExJXOli2T6UalsA/96LF/jcdhAiDwjMzPsMj4TF7HpTLAb/1n8ok4gr9fRq/9GtFGqbkIx+Ms2mDhqYK7EWT+NpggbY7eol3ZRCagpaIkFyfozFaojFWwZwKM1QUPazqSKzPgWRJFstiKIa6MA7RVYSmoBoaRjrUnFTmMleu+wnOGlA+OT3fN18IazYcA+iJ5eSzb4fPqKKpyzWOBKEukphLtPAv47qpShgUkhLpeghDQ9pumOTgB4i5/ck5bcnAduYTTiLxLO19t1MrjZNp2YARyzA+8PySfvOqYBUDGel5mIeOYZ8+G7Ytnk9gWm+pDfCxT8YYHfbZsFHjqcdtbtqrY1+6bNASXHeEkJ7K0nbX+5EyYPTRv8Genbyk9SLN7XTc82HM6RGmX3mMwFnlikiwyjbp7iSu5RFJ6hgJHc/ycRsegRcOKJGSXH+awAudh6yyje/4uA0Xq+Jg1xwy65JoERWn7s6ThksfXolTD/U7fNunaUMmzCZyA+yKM79Pq2ST7IhjJEMiyIhrIKA23UBKSSRlkOlJMrpv6sou7nWGIJCMjYYNQ73OVRUmvBZw8zOUn3+W3HseCtM13gLS97BHR1Yt+VsCIUju3IVXLtE4sdyJx3Yk//P/lNmy0eDjH0xekVvI9QIp4bFnGvzupwsU5zJ1ZosBE1MeO7etbUSnGgrx5iiNWSush5aE75wvCbyAVHsc3/Fx6h6BH6CoAt8NSLaF39fzFkZCw0jq1PPW5XVGa4BfM+fEjBf2Y0QFu+8Ms7U++wczfPvzRYIAHvxElh23xHjyyyVOHDCJxAQP/4McH/jBJrr6Isvs55tv7GD9e7cQaYpRPp3Hqdls+Oh2Tn/u0JLU5+sJiq7SdFM3yfVNaMkIbtlk8HP76f34boxsDHOqSqwzzdSzA0y/cJbc7i56PnwjlVPTRJoT1EdLDH729WVBHCGgvSUUiv2/FefLYc5nrFwMLc3qvPaRrkTYmruHlN6KquhoQmdH03uQXGgRrGAoMcrOFLPWcnFHN18hur4VhMAt1MjevQ23UCXW14Yaj4QZc+bSCc9iEU8Afy6925sbhHqVBfJ8cVaQf4Eul+fB33ypwp17o/zgJ797I7YAZnUaRdEwohliqTbM2gyuvbquYjTZgqJoNMoTKIpKU+cOpofewFsxOnppOHHa5ad/ZYZf/dkm/vH3pohGvruCWdcS0aRGpj3MOmtUXF7+wihCEcggJHT1qIJfW1spkefBV/6+RnNW5Td/sZncNSZsriWm8x6/84dFvv10fX6ONTjsUq0FRK6CI6jQVJRYBOvEIEJfmCpJ2wk/X8YYzA9cqrUxzo0+GxI9AmqNKaJGmq6OW3C9BvXGDOPT+0nG22hr2YnrNTCtMJCYVloQQjDrj6+4fU0YdGubGPVOYcqLEYaCtNJMWmnGlDU8350nhALXwZwaWbZGUsniSAtrtoFRjBJRkhS8hbmIlFAqBZQuyLaeyQfM5Be+E3P7LsyUmZ5xEQi6tA6SIk7ePcrIiE9C0WkE5hJSa3IqAFafFPtBuEw8Lpmc8vmZn0zjupLmJoWvf9NcVuZfPZtHBpBYFxoWJHtz6Kko+TdGsfI16sNFUhtbiOTiWLN1kutzyEBSPbc0qCs0hdyNnbTd2U96YwvRtiR6MoIa0VDmiCFxXnvquxTmZHXVLLbzY2exgohi9Uwe33KJtidpurGT6TnnNoBoS5Km3d0IAfWREk750suXvXwFv2GRff/tKPEItZePobdlSb1rF8LQsE4M41dN/FKNzEO3IPSFigshFFQ9NO9R9QiaHkp0vK2zUilDB91LhBCQTCo88pUa7Z0qzz1tc2C/w/f9QHxNu7/uCKFYWw9aIkVjYgjPvPRIiFstoSVSJNZvQTv8Ms5qhBAwe6ZMY9bErrpUpxqoqsL4/mk822fmRAGn5lIeqxFJGthVJ4xQNlwCXzLy6iS+4zNzvECtKYrvBMhAzkfAgkWD0rE3ppGBJH+6iO8EGAkdt+Hiz7GegScZPxDu1yzbeKbPuRfG8d1Q/d2uuYzvn6Z1S47R16fJ9aWpTry9EzlVV0i3h0x3dcbCsy8tahhN6aTaVnZlqs5YODWXvTcZ7LpRDx22ZOgI9sKLF0RABMSzBomm5WUTQSCpTpk4jbnOQwji27YT37IVVAV7aIjqm/sx2tpJ3nQzSiSKPTZC/dBBRCRCctcetHQav15HGEborHTqBKm9txKYDbRcE/bIMLWDB5CrlMYJXSe+fQex3n5QFBqnTtA4cRwlFiNz971EOjrJ//1XCcywdC+2eQvR9b0I3UCNJ2icPkn96GHSt91B6pbbCCyTxI4bqe5/A2twqSjrxJTPb/6XApm0yrvvjl0Ty9u3C64neebFBr/2u7MMjS6d9J047fDQfZffoKkRlY3vXkc0a+A2PEb3TdO9txXpS0bfmKZjZzOKKvCcAM/yMQsW0ayBXXPpuaWNiUOzeE7A1od7UHSV/MkiYwdmrkiE9y2hKFgj+Xn7UwizVdq6dSaGXQ68WJsPEJwXTY3Ewg7WNiWPfbHITe9K8vD3ZTm+v8H02EKmUdPOdsaeO0uqNxuuX3dRDA3lOs40DByfwoExqqdmiLQkWP/RXagxPbSOHysx+Ln95G7sovPBLRQOjgHg1WyGv3oY6Qfc8C/vJdaRxrwgDfn/Ye1wA5tTpZdI6c20xzfRFt9IyZ7ADS7MxJKYXpUZ8+yKgtPVN89BIBGaQvnV06z7sYdY/zMfQigK5X2nl5VNXm3U6pLf+x9Ftm402Ls7ck3Kma4HyEWW5UJRkYF/UV3FbNtmfM9GUXVkEBBNNBOJZa6IEAIYnfD4td+dZXjM4yd+KENnu/pdEci41mjfmODu7+9B0QTpFgPXCrDrHnpMRVUFj/7hGUaOhO2bMHSk54flLWGq31tu3/XgL79YwTAEn/rJHG2t6ndERuRiTEx5/O6ni3zu75Y6tJ45FxJCLVeBEJJ+gHRctLbmeTcgYRgYvV2hWK23MimnqhE6W3cTjWRpb7mRmcJxavVJkvE2+tbdh+1WmS2eoiW3FUNP4Lp1bKeKpkXpbtuLqkWwrBKOu/D+qUIlp7STFBmKwTS6MIiLNI60yPtj2LKBKWtIJEmRpVntQiIpBzOUg/yS41NQcHEoBzN4OHSo/ejCoCbL1IMSGaWVkj9NTm3Hkw5t2nosWWfaGwYEGdFMVIvjYOFKm6hIYMk6EklUxFHRKAd5ykGeTnUDmjCoBGF2zTptM+Vghhl/lEAGCBQUlDBrSYnTrHQyGoRZTjmlg4SSxpU2RX8Kh4sHVhsNyaf/uEp3l4YQUCyF7sUXvhK14SKB65PoySI0NSwPUwX1kSJ20aQ2VCS7o4NUfzNu1Sa+Loudr2HPLrofMZ2+j++i58M7MXIx7Jk6teECjYnQEStwA5p2ddF2Z98lPm3fmQhsb00VVJWBGcafOEXnA1u44SfvoWl3N/XREmpMo/W2Xpp2dVEZyDP66LEV9YMW9u9QfeEIgTk3FvEDKk+/idaURjoubr6MdXYcrTkDErx8CaSk/NR+tFwqzMyfK8fyXQtF0eja9C70SArNiNHed3vYf16AwuQxnCtwG7takBLGRj1aWxUmx32+/4fi2JbEc9dGY113hJCezqFoOnZ+4qKlXxfCa1Rx6xVirV2oxsXtoX3bpzYVDj7dxtLJqFOb611sH6e6vFzNKs/ZRToBtcmLiynbFWfJNs9/XrLMnHXteS2eCwmf8kgNLaJiJA1mTq3FtPHKsOGOFt77qZ0IAU/94QmOfXvlCMWF2HJ/Ox/6d7tXTKT51n88whtfGuLlVxyMiKBWDYhGxYpRa1VX2Pu9vdz741uW/WaWXb7+a29y+vlQSM1oaye552bKzz+LVy4iVA2haaRvuwPr3CD2yDCZd91HUG/gTE0S6V5H/chh0rfeTnX/PqJ9G9Cbmoht3EjxySdoHD9K7j0P4UxOYI8Mr3ie0g9wxsexzg2iN7eQvvV2rLNnCep1Ki+/SPOHvgdlkaKeGo8T27SF2W9+HaQke9+7Mc8MUN3/BnpTE/bICPVjR5a7ITHntHbS4Vd/J8/v/tsW7r0z/h2Zii8lPPV8g1/4jTxHTy5/J46fdpCSyz43I6GTWZfALNk4dQ/P9km0xPAsLxQHTOqMvDaFkdDJ9aZwzTATqDxWxyw5xJujuJZHNBuhPmPOicIuFSW82ghMBzURwSsvvPdCgB4RlPM+rr2wb8cOy3uSmYXBrtWQDBw2ef8PNNHapS8hhKyZOum+HEYmilt1aL+9B5D49lVOgb2K0NMR1n1gO4oRTlJCG9YwxdecrBI4PtZ0FTWio8XC98qaqeHV7FAk0fYwcvH/RwhdRUgC6m6BulvA9htkjA4Gyq9Qd5eXwcpF/78Q1tAM1kgeAol5dorhTz9KfGM7bqlO4+T4krLJa4WjJx1+4Tdm+O+/3cau7cZ3JUFhRDNIGeA5DVy7ih5JoGgGvrt8QqVqEVJNvRjRFP03fg8I0ObEqevlS+vrL4apGZ/f+x9FTp1x+Ll/nuOW3ZHvymt+NTF8qMzosQodm5Lc9IEOXvniKMUJi2STwa0f6VoYUwlBdFsfzugUemcrXr6EX6qgRKP4tfpcSZM7p4UilxAYtbrkj/68RBDAL/10jraW624qsCpm8h6/8wcF/uSvKzjO0rbm3LBLpXJ1Ss4D08Y8fJr0g3fglyporTkyH7qXSG8XlcdeIrBW0w+yGZt6nbGpNwA5X/o1Orlv/pikDBib2heuIJnPthyeeGnu96V6llJKKsEstaBEm7YegaAhqySULOUgjy8X+nRVaHi4zPijdKr9FxBCklIwQ7PQ6dD6sAMTIWDCO8s6fTNOYGKIKIpQiIgYpqxS8QtUgjwNWSUtmmnIKtP+MP36ThpBNXRVUzowg6vdiIIAAQAASURBVDoREaUWlMiorZSDPKpQw+wiWQ/FtoNZZvwxbGmSEBmSSg5fuiSUDJVglqzSjphLqYmKOKasUfAnFkjut8BsIaDiJEAGuPWVJ+xuxcKcrBBrT6HFdZLrc/i2R32kRGB71EbCeVayv4nGRAU9aVAdnF2wThfQfPM6+r53D1pMZ+yJkwx+/k0aY+WwVImw5Ek11O96QujC5/RS4VZsTv/FawhNoevBrfR9cjcQ2tbbhQZTL5xl6O8OUz45c/ENBRK/tJQnCOoWTn2hr5N+gDu2lBQNahZObWl/aDWKjA88T3PXTuLpDhRVQ3TcsCwTGqBaHL72hJCqEN+1HbUpR/21AwTVlfmQr3zRpFaVPPGYxUc/ESMeF3ztkbXVjF13vYCiR0In4MvIDjoP36yj6BGEet2d1poReAEzJy6dCIqmdDq2panlbfKDa6s1X4yePU3kusNsjd6bmy6ZEKpMWZx7PU88YxBN68SzBtGUjlDEvLWhaUmOH3fZuVPH9+DIsRWEwwJJYbjO8BsFohmdaEonkTMwEhqqvtR5yehehzs7gz06wvlGSss1ocQTNAZOEdTr2CPDGB2dOPlp/HodtzCLWyzgzs4SWbceoWp4xSLO+BheqYhbmEVvbVuVEBKKQG9qIrKuByWeQMs1cb7WYrXIrD06gjM1hfQ9ZBCgxuN4pWKYEh4EYaTvInjjoM0v/EaeX/9UMw+8K46hf2donkgZitp+84k6v/X7hRXJIICTA6GF6eXadTs1l8KZCtGMQSNvYiR1alONcJITC4Xj++7upDrZINEaI92doDJeR4uEDn3prgSj+6apTZkEfkB9xrzmJWNKzMCrmGHEcQ5SQqMakMqp6IuEUxtVH88J6OpdWk7n2JJ4SpnPHDqPiReHWP/wFrJbW8lubaU+VmH0idM4laWdhZpOEd+xnerLCwL9ekc7WnMz5tFjV/N03xLxzgypjS2c+KPnw8HahmZgTi+nOR7qImViBF4wT2wZTXHUqIZQBKqhrVrT/v9w5XD8BlV3hkD6lzxIX4LzmXBSYo/ksUfyF1/+KkNKeGmfxS//hzz/4Zeb2XlD5Iqdx64nqFqEXPsWXKuKVctTLQzTs/UBYsk2asXlfVgi241QVM4efATHDEnU1vV7STf3Mnn25avicuQ4kq98o8bpsw7/4keyfOR9CVqavvOyUi4HVyIGLGXoeGnEVYQiMKseQghcK0ACqeaFbGk1myISMdBackjHI7KpB2EYeFOzSN/Hr9TQ25qxz44SVJcGG10P/uxvypSrPp/6qSY29+vXddZcEEjOnHP5j39Q5Itfqy4jgwBKlYDRCY9dO66CiJDvU3/lMEHDJr5nK36xgmLolL/xHObh06tqe4SeOMt/E4oMJ9Dzhx2Wji31z1lFX4QAF2e+lCogwJcehWAcR1ooqKhoaEKfy7hR0dFX1RMq+dNIWkkoGRxpogmDQEokAQKBIWJowgiPV0hUoSOkAkg8QsFsX/roIoIZVImqSSQBAQGOtKl6JQBm/Qmyahs5pY2CH8p/qGgIBHElRSXI4wQWKSVHPSijChVN6LjSRgqJFzhIJEYyh2JE8e0GntUgkmlBeg52tYiRyKBFk9i1AlokQbKjH7uSx61XWIms8Bou9eEiuZ2dpPqbibYlcSvWvKV8Y7yMZ7ok1mVJ9GRRdJX6cAl/TjNJjWg07e7GyMaonJ5h8G/3Ux9dTg6o8avwDH5HYG1BUy1pEMnFqY8UOfflg1gzNaQX4FQszInKqlbz1woy8MiPHqQ0fYr23tswYhkmzrxAsIKGkGtf+0odoWok772T2A1bsE+fxVmFEOpep7L3VoNoVMwHC7bv0Dlz+vIDv9cdczLvgrEGUie0Sb/0B1OoCskNLTjFxiVb/sV7m1AjGtXLsPd7O9G9K8uHf203B782ytOfPnHF25sdrmNVXWQgmR5YXYfgQgzvn2XyeDl0RlIFuz7cw30/sYVIciFbRlFCW/gXX7SpNyQrVWUFnuTEU5OceWlmzmVJ4Z5/tpnbvr//Eo8kZLDPRx2WpJ0EQcjo+xcQN0IsWk5cdHRntHeQ2nsrpeeeQQYBeq7pLTNbAttmvg5JLj6mS3t2pYT9h21+5ldn+OWfzvHxD6ZIp67fgdx55AsBf/XFCv/tj0uMT63eWE3OeOQLPh2XaR/ruz7nXppAi6r4digid54QCjxJfcZEi6j4TsDEwTxCEXiOjwygUbAJvAC34XH68REUXeA2rnwy9FaQjktsSze2rmKdC9sUz5WMDzrc9mCKpnaNyZFwIDI76dKoBey8Lc5jX1Qpz/rohqBnU4QggOAC8sqt2gx+7RijTw4gVIFveaEQ5AXihsKIoHe0L/pCoDU1YXS0v+2EkNdwkH5A6+296MkIejIyZ6kmyGzvoOvhbaQ3t1I4MIo7R2wlujN0PrAVPRXBnKxgruT88f9wVdDwypwoPoftXcMBkaait+fQ0gmkG2rwCV3FPjsOCCJ9HajpBO5MCWdsBvwAETWI9LajphP41Qb22QmQEqO3HQKJlkvhFSrYw1MEfsCTzzf4V78S8O9+rpl774xdVYv0txuKqhFLtaFqEbLtW0jmehg9+RS+Z1PJn8XuuZl1W+5n8txruFYFRdUIfB+zNk2qqRfXqlItDBP4YTtTnDpJuvlhYuk2GuWJq3KMQQCHjoXZWc+9bPLjP5Th5l0Rot9lgtOWHXDqjMv+Q/aSUqa1oDhuoRkKD/5YP42ySzSlEYlpHHpsJS1JiZpLo7c3E9RMhKERFBtEN68HVSU4sjJJ3jAln/1yldFxj3/zr5q4+7bYEve26wWOK3n9TYvf/m8FnnyugXuRuc7JAYf3P3B1sqelZdN4/QjmoZMIRQkDds7yPvQ8NEPQsTFBadJGNQSeHaBqCr4XEE/rmFUPPaLguQGKFjq1+n4oOeG7EiOmUJ11cS+QZrCliUDg41EO8njSJaGk5wmcmEiiCIWEyBLgERFxcmoHBX/psyIQJJUcaaUJD5dx7wwZpZlmtYtSMI0p61iyTkrJ4UoLF5u6rJCcI45c6WAFdQKC+TIwS9bDsVZQIqGkiSkJvMBBSEFKaUJFoyoLuDiYskZaacbzQ6JnxhtBEmZzJZQMAoWkksPxLaygjitDUiDTvwunWqAxM0KivZdk50aEUMkffwkj1USivY9k4OM71lxSwOpagb7pUhsu0XTTOjLb2ok0xbFm6ljT4RywMVYOjSxak2S2toEQ1EdL+HOW5EJTieRCfRlnzrXsQqgxg/TGt8FdQIaOmkIQimC/I7h8MkiJaHQ/vI3szg4GP3eA0W8eu+bB10uDxHMa1CsTeK6JbZavvqj0VYQQ8JGPxzh4wGVykUN3sbg2nYvrjhDyGjWQAZFsC0LTL91lzIiiJ7P4jo28RK81JarR8fB2ivuHL5kQartvC5HWJCf/yxMXORaVRH8LtTMzb6ubj2oodG3PkmqNol0ll6gTT01glh1kEJI8l4rAk1iLSu6siruMV9E02LpVY3zcZ2jIR1Xliu56vhPgO4tshGtzokMXwB4dIb5lK9HeXrxyCaFq+PUafqVCbOs27NERIj3raZw6edFaez3XRGT9etREHC2Xo3bkEBCSlMIwQFVQIgaBbSH00P0hsG2i63tRE4lwI4qKYhgIRUUYBkLTkN7qz6UMAvxGA72lBTWdITBNpLu6g4WUYb38L/xGngNHbH7yn2TpX6+jqeK6GmCft8Y+esLmD/6sxCPfrFGtX7zhr9UkZ4fcyyaEkMuflcXPie/Lhd8uCD7Yi661a3pwbeVM5iGiBl65jojo50OLOHbAsTca3PX+NLvuSHLs9fBgpkZdhk/b3PaeFD/6yx0ce6NBZ4/BLfclmRlzKc8uf74Cx8d2Fk4m2prAKZoEc+1SpL+X1O23EelZR/MnPza/nBKLUXv9jWt89svRGC9z7gsHiHdnqA7kKR6dxK1aSD+gdHgC33SZefkcxcPj87e2fGoaa67Gv3h4/DoZWHx3QhJgete2HE+JGmQfvg3peugdTThjedRkjIofoGaSxG7sx5spE79pM9UXD2OdGEKJR4n0d4KE+J5NaLkU5olhWn7wvdgDY/jVBql7d1H4ynM4Q1N4Hrz4msW/+pVp/uU/zfIPP5oik1a+48qZZOCj6TH6d38EAThWjZGTT1KaCi2jHbPMuSPfoGPDXfRsewApA2TgU5o+hec2SGQ6KefPEizSSWiUJ/A9m2SmezkhdL5zWUMKjJRQqUr+9qt1Xn7d4pMfSvKP/0GajX36d0yW64WQMhyz1BsBB47Y/N03azzzosnJMw7uFRJCpQmLJ/90kN4b08QyOlNn64weq1IYXWjPA9PGOTeO9H2CmokXM5Cuhzs5S1CtE9u7HfvU0EVti10PnnrB5NzIND/xwxl+8JMpWpquD72nIJCUygFf+FqVP/xMmVMDzluaNR0fcK6KXbvQNYz+bpyhCaTlzI8klEQMrSWHMzq5bBwpFEFbXwyAWEqjOGHR1hdH0QSNsoceVWjqjuKaPo25zK90i4Ft+iSzOooCp/eVlhFCNVma7+9sP7z/5WBmye81twRAWmmmHMww7S8XiF7QFVpYd8ZfagCQ98eWfLaluWT586LV0/5CxmGFcG5Q95cGYxYvc+G2F/99/hhKwUKgffHf0veoT53DM6sk2ntx6yWcWil0l46l8OwG0UwrVmk6FAK+yBwwcH0a4yVkIElvbsXIxsjvG543JbDzdayZGvHuDOktbfiWG1qjzxsHBbhVGyklejJCpCmBObnQJwpdpeNdG8hsa1v1GK4WfMcPM2mEIN6RxsjGcEpv0+B1HpefIaQaKrG2FIquEm1LEetI45TNBS1NGVaHBK5/Se5sSjxBvG8jtWOH1nD8y1GdPUdN0ZaRQUZrO2oyhTk4cFX2c6WQEs4MeOzcrdPSqsw38yPDHieOfRdkCNn5CXyrQbx7I7H2HhpjZ996JSFIrt+CnsrglPJ41sW1fc7Db7ic++vXCOyrq10QbU/T9YGdnPnTF1a0QL5W0KMq63bnruo27arHqWeujbvZ+Yf3Qx+IUa0FvPSyw+Eja78X7sw0tTcPkNx9EygCa2iI2qE3qex7ldSem4n2rMceHcE6O4AwDNzCLIHj4M3mCWwbdzb87NeqRDo6ifVvpHHyBO5UmOoav2E7sU2bUXSD7L3vpnHiOPb4GPboMJm77sGZnMA8M4D0faLre0ns2InQNVK33o51bpD6kUP4tRpC0+edpdzpKaQb2iI2ThwjdfMt5O57N9UDb8yVvl0chVLAn/5VhX0HbP7pD6R577vjdLVr10Xqt+dLRkY9vvqtGp/5bIXTZ52LRvbOo9YIOHPO5a5bY9f+IN9hSDsUelbjEdxsAq9Yw/fg6L4GrzxWYXpsgahybMlTf1di6+4Y934ow+0PptANgedKXvxWmfGht7bA7XloMyOPn8aaCTM8nIkp6ocOI3SdxpG5bCAp8SoV3Jm3t5wHQHoB5eNTlI9f0OZIsPI1Jp8+vWwdv+GQf+UcvnX9RnK+26AKHV2JLLOePw83sPGWiU5fDgSNQ2eJA/bgBFpTGq0tR+KmzViDE7ijM2itWeI3bsA+M0ZQbWAeG0KJGijJGJGN3Zgnh5GOS+2Nk9gDYzR933uIrGvDGVp4tk4OuPzb35nluVdMfvJHstx0Y4R47Dsna6UwfpTq7DlAIGWA71l4jsniAXqjMsnQ0W/OuaYoob6QaxJ4LueOfINABAhVQTFi86T0udOP4dsNlHgCfA9UDXyPSHcPgWnilovhQF0Qpv/MrSc0DVSNwLIQamgdLIDA88LfZECko4uzg2f4gz8r8fXH63z8A0m+5+EEWzYZpBLiO4IYCgJJqRJwbtjl1f0W33iizoHDNrMF/5L6uEtFZdrm8JOr6GhIiXn4NNL18Ct1pO/jjk0jdI3AtFASMfxiBXfyrdvx8wGm3/r9wnwG1x23RMll3jkXslo94I2DFn/yV2Uee6ZBoXRpwdVTAw6+D+oVHrqIR0m95zZKX3ocb5G9vNqUIfXQHRQ/9yhBbenk27UCKnmHwJeUJm3shg9z2T+aIYgmNcpT9pxWl4IRU6iXXcyKR7bNwHclK2jYXhZqQYk6311Zsm69NC/u28iPklq3FUUzCFwL1YgiFJXa5Fn0WApFN6hPDXExksKcrOI3HDJbWtETESqnF94xGUiqg7Nkt7cTycWxC/UlmoS+7VE6PkV3wyXZl6P/e/cw/tQpvIaDnojQctt6uh7cilu10VYrGxOgxQ3UiIbQFBRNxciG0hyKoRHvSCN9GVqPewFew13muAng1x3KJ6dpv2cDTXu66fvkbmZeHcJ3fBRNQY1olE9ML+gfzUExVLSEgaIpCE0l1pkO5TcUQaQpTrwrQ+D5SC/Ad/yrPo/1Gg6Fg2O03Lqerge30HJLz1zyROikGNge9dESUy8NMvPK0Hw2+Pzl0w30pmaEooTB/0iEWN8GnNmZMKian0FNJNCSqbBdLITGLXpTE0IJGwa3kEdoGlo6i2JE8M067mweJRpFyzYhgwBRcJCei5pMoaUyGG3tKEbkuiGEhICNmzXGRnxGhv35Ktb8zHdJhpCVn8CcHCG9ZTctt7ybSbOOU7g4IRFt7aLl5vtQjRiN8UGkb9J672bs6SqJ3iaMliSNoVlm9w3Nv1SZXd3k9vQgBMy8eIbawKJOV0B8XY6mvb3oc6mBMpAUD4QTdEVXab6tj+SmVtyqzezLZ7HzNZSoRvNt/bTc2U/6hk76/vHtBLZH8cDI/LrXEsmWCO1b0td8P1cLvg+Tkz6lso/jhhkcVwQpaZw4RuPE0jIXd3qKwmOPLl3Wsqi8/CIA5ZdeCJfLz6A3t+A3GpRffhG/sjQSXj9yiPqR5Qx06blnln1nnTuLdW45mWmeWdqQFJ96fNFxTlP41jdXP79VYDuSV/dbHDxq8647YvzDj6Z433vitL9D7iFSSiamfL76rRp/+3dVXjtgXVa0tD5HCF0NYcirAcVQyW1rZfbQ5FXftjNRxJlYrhE2dMriv/z8GM4FlqmHX6nzmd+Z4sFPZGlfp1OvBrzxbI1vf6GIbYbLtt+xnvTGphX317Z3HWNPL7jXScvCOjtIYJrYg0NX8cyuLvL7hrELy4n+2rkCXs2ez3j6f7j2SOhNrE/eSNJoQREqK/nqjtaOMFY7uuZ9SNcjsB38ukVgOaGTkq6htWbR6xZqPEpQM7EHx5GBJHZDL4m9W/FmSmjNaXB9BIKgZuEXKmHpmeUgjOVDnmI54AtfrfHK6xYf/2CS7/tIipt3f2doC/mehe+9tWaW71oriko7Zpno+j4U0yTa04tbKqJlMnjlMnqsGaVeQ7ouimGAlKjxJNJ1SW7bQWBbBK5H0KghIlGk4+BbJoquozQ1g6KgpbN4lTLIADWRxJ6cCAMigGVLjp9y+A+nC/z1lys8dG+c9z+Q4N47YuSy6nVJyjXMgMPHbV7db/HqGzYvvW4yPPrOEdFyTthY+uG/gTdHUAhQ2pqwz47iFy6dHKhUA77+WJ2X9pl8z/uS/OAnU9xxc5ToVco4vxS4ruTNozaf/UqVL3+9xtjk5V3fqRmfmVmf7s4rm94IIVCikWX28kJTUdNJVnRMAQb2Lb3ex55bLr6/EhRNoOlKaGZxBVhNN+g7GeWhhb7Eqcwye+zluU+S2ROvcrkZKuZUFbdmk9nShl1qLLOUr56ZRY0ZqFGN6uAs5tQiuYxAkt83zOQzA3S/dyu9n9hF5wOb8eoORiaKGtWZeGaA2QOjbPuJu1fcv56O0vfJPWQ2t6JGNdSoTrQ1CSIsgb/hX94bGmVYLp7pMf74CSafPbNsOzKQTDx9mqY93bTd0cfGH7yFvk/sxrc91KgGCF7+qS9RHVgghYUiaL29l3XvuwE1qqNGNbRkBDVuIISg92O76LhvE77l4lseteEip/70JQJ3tTHWGvSD4gaKruGbLnoqQrQtOZ8JJFSBUBTSm1tpvaOPoa8cZOAv9y0J+CVvuBE9m8OrVpC+j3Rd9EyOWE8feraJ2okjIARGazt6ronGwAmc/Awt734fjcEB9GyOxpnTocSHphHt6cMaHaJUeJHk9t2h9Xw8gT09QePsANlb7sRv1NGbWnALb3+gdDVICdWKJBoTpNJinkyu19bWeV53hJD0PWYPvkC0rZtU71a0eJLi0X00Rs/g2+Y8SyxUDTUSI9GziaaddxBp7sDKj1M69jpCg46HbkBLGJSPTuCbDt0f3YOeiTH+6FEIJPZUlcZokZ6P7cGcqCwhhKLtaTb8k7uoDsxgTVXp+uBO6mfzmOMlsru7Sd/Qgd9wsKaqNN3cQ2pLG6f+4GkIJF7FxGu4+KZLY6SIb7k45dVT+CJJjY5tGTbc0ULrpjSJnIFQBU7DozplMXmywuihIrPnalgVd9m6G+9uo3VDitYNSVo2pki2RhGqYNcH19F3y/IaVqfh8bV/9ybF0eWTKyFg0z1t3P+T25b95to++/52kKPfunLnkfnjj0BPj0YirlCb9mlvUzl2/J2N8kvfwyuVLsm+da1QEnEC01pVlHCtsGzJ4882eO2AxR9+Ruf9D8T50EMJerp0mrJKKDp2jUbZti0plHzOjbh84/E633qqzulBl9pblIetBM+DcyPhuqnk1T1eLRZ2koHno8V0ZCDREga+5eFULNSIhpGOELihuF0kG0NPGrTs6rgmhNBq8P2VCVLPg31PVTn+RoNYQsFzJeWCv8Rmsu3WdTgVe8XU4cBdPliUtoNfKhPfcQMiGpuf3zvjE7jjV0dD5EpRODC64veNkRKNkdLbezD/F8NQYmxM30ZrvA/Tq+AHLimjhZpbQBEKUTXFjDlI1XkLd5C3wko1H0GAO56ncegM5uEzYQqAH4Dvk9i9CWd0huqzb5J5763obdm5zchLLh8ZHvP49GdKPPJojdtvjvI970tyy+4Irc0qyaSC+jaV0PiBxDQl1VpAqRIwNOJy4LDNC6+ZjIxdm/5Rb24mcB28cgmjvQNhNiAI8EoFEApKJErgWASFPL7ZQEtn8KpVQCA0A+m4CE1DjURRYvGwZEMoBJaJVykTae8IDRRicZRoNNyeHRJUUsLQiMdnPlvhkUfr9PVo3H93nAffFWNjv0FTViGVVN7WrNfz96BSDSiUfE6dcXjlDYuXX7cYGffIz/qY1hUGsK4lJLgja8/sni0G/OXnK3z76Tq33RTlEx9McutNUdpbNZIJcVXLyc6bTeRnfQ6fcPjS16s8+5LJ2KTHRarsV0WtETAw6KyZEBIRndiurRg97WjtzaTuvw2/Fo6XhaJg9HcTNMyLSgCsBROn6yiKwPeu7XOlJqNoqRhCV5FegFuqETQcEAK9KUHg+CiGipqIErgeXqE+X0WhN6eQgcQrLkhsKPEIWjqGm68iPR8lZqDnEghNxW/YuMX6/HhaiRuoiSh+3UbPJUAR+BUTr9KY5xWEoaE3JVEMjcB2cQs15LJxi1zl70uDNVOjfHIaoSrUzhVwikvHSpWBGSqnZ9BiOsUjk/jm0rmXUzI59ZmXKR2bpPWOXqItybCs/fgU+X3DzLw2jJ4wKBwYxTOXR0MVVSHWmgyJkPPbLJtL5opqTEeN6RhZiZFZPVvemq5x7A+eo3BglKab1hFpiodZMiUrPLcLA2lCoKejxDoXkgekH1BbRIophopiqOjpMCNqMTsvg4D6SJHA9XHLqwcjnGKd6tlZGmPlhVIwQjLshp+6h7Y7+pjdP8rYfz+JNVNbuP+KQE9HaL9nI+vefwPd793G9CtDFA8tzD1j6/vIP/lNAjO8XlquGbdSprz/NRKbtxJp78Rr1FGiUdR4Ar25DSc/g2+ZlA+8RrxvI3pLK2o8gTl0FlQVe3IcNZ4gsXkbzuwMiqqhJtNoyRRC1ynte4nk9l2o8cSq5/xO4MDrDu2dKqvo0V8WrjtCCKAxcY7J579O+13vJ9bWQ6ytB69ewS7lCWwTEKixOEa2BS0Wsqp2YZqplx7Fyo+jZ2Moukr19DRDn32NwPHwbY/s7nVMP3sar2ZjTVXwLZe2ezcv2398XQ7F0Jh8/Dj2TJVIUxyjKYE9UwMEzmydkS/tx5wok97awYYfvZtoewpztETxzVGM5iTR1iTTz53Gq6z+wqTaotz9Tzex60PriCb1lQKt7JIhifPE7x/jwFeGlwjHtvQn+cR/2hu+q/OayeEfyZYoyZbosu1ZNTd0VVoJc8Jk8ZxBJKFhxDUULSQRnIZHoimy8nprhOfB2bMexWLA9m0a9cY7P8DySiUK3/7mldmEXARC10jcejP11w8Q1K6NMGu5EvDmEZuDR20+/ZkSu7ZHuGNvjJt2GmzoM1jfrdHWol7RAFtKSa0uOTficvqsy8FjNi/tM3njTZtKLUBK0CKhK8Vq0KNKaC0eV6nNOiSyOoomqOYdXn/T5r/+cZF06tIik0ZM47WDb53W2rSjHaEI6hMV2vauC595TaV0Kk/x5Axte7uJtScRQlA+M0vzjR04FRs1tlSkcGjU5Y//skwivrZreOiYveZHLAigUvSpFFeOBM4emmD20CT2CoSQGtOXkUJKPE7moQdACILaQsfslytcOJTxPMmXvlZl/6G1OXmdPusuvOeaitaUwy+WkFezzmIFBAH8/eN1ht7BaH7f3iYUVXDujcIyAfDrDa/tt1YU+Y9paZqi3YzXTnC6/DIRJc7u1g9wovgsdbfIhvQtqIpBY07P4mpC+gG1V4+RvOtGIv2dCAS110/gDE1ij04T29qLGougr2tFmmtLcfd8ODficW6kxle+UWNjv84dN8e4eVeE7VsN+tfrdLRpRCNXZ0J8vh2dnPaYmPIYn/IZn/QYHHY5cdrh+CmH6Vn/vP/BNYE1fG6+5AugMSDwKmWkvXANvVJxyQHUzn9etN6Sv8MvON+YuPnphd9XSZaWEvIFn3zB541DNn/wZ0U29Rvs3RVh944Im/p1etfprO/WyKSVqxbckFJi2ZLZgs/4lM/ImMvwmMfZcy5HTzocPeVQKPrnq7z/r4EfwPikzyOP1vn7x+ps7Nd51+0xbrs5yvYtBps3hGTdWsghKSW1hmRwyOX4aYc3Dlo897LJ4eMOtr0m/8J5lMoBf/63FQ4cufQ2IF/wqVQWGX1IiZpNoUQj6Ova0Sx7/ri9Qpn6iwfms7OuFmQQEpHXEkpUp+1jt5HY0gVCoMYNqoeGmPzci6AIOr7/HoSmougqWiaOEjMovXCC/KMHCByPlg/chN6cYuTT30J64Tii+YGdpHb3MfzpbyFUQdvHbye+sQOCgMALmH38IOWXTyG9gNTuPtq+5xbqpyaI9bWiJiI40xUm/vYF7JFZ1ESElvffRGpPf9h8CCi9cILZJw4jnavXdweOz5Hff2ahhbrgutdHSrz6018BmLNWXw57tsHI3x9l5JvH5qdui7flFBvs//Vvze1w6TbsQoNDv/vkSlO+FbHaMZyHOVFh8ItvMvilg0uPZYmr3dz3fsDoN48x9ujxS9s3LDl+3/R441e/GV67FbZ/Hue+coihvzu8bP2Od22g/Z4N1M4WOPknL9EYX1mTsDZcIru9g0RPhvSmliWEkAwCFCMSEkIivIuBbUPgzzk3JzDa2ik89yTJ7bvm1wscG3wfGfgIRcGZmSKxeRv25Dj25DgIgVetUHrlBfxGDaEoqIkkKCpCUVA07fL6HVUNswzXAGEYYdn1W+CpJ+1lz9Fa+6nrkhAiCKiePYZXr5DbcRvJ9VtQo3Hinb0LTGUQEPgeTnmW2tBJSsf3YU4vEkMTUBuYwbfCKY1TbKDGDIS2eIK5youeryE0heZbezHHyiT6W5aUfFlTVazpKsiQ1UVKtNiiWtHzm73IXdEMhdv/0Qb2frIPpGT0UJGRNwvUZmyEEpZ/tW5M07IhiaIKCiP1ZamkheE6X/r51+c/t29Jc8cPbUSPqpx+boqDX1s+8vK9gPLkyhlLMoCh12f5wr/ehxZR0SIKW+5t59Z/eKmOXpcHz4OJCZ9YDE6f8Th58upqOa0Zl/g2RW/YQmBa6B1t+MUSIhpFTSUJ6g3ME6dQkwmi2zYT1Bs4w2MYPd0oiRhqLnONTyCElFCtSV58zeLF1ywyKYWWZpWWJpXOdpW+Hp2ONpX21pAgyqQVIoYgEhFEjFBHw/Mlth1GSktln6kZn7G5CcvQqMdM3mdyxqNUDpYkPEWTGlvubGLidI10awS74aNqAqvmEU1q1EsOkbiGa/t0bU2RHzZxTJ9oUiWe0XGyBr/zP8vYdZ90W4RMewSz4pJtj2JWPVRdwTE9zIpHJKEST+vMjris257CtQKiaY3Ak4ydqBJcGHFTBEJVEIqgNDBLdktLaFke0chtayXwAgLXJ9mTpTFRZebAOL3v37JkE6fOuPy7/3QpIutiTjNqBRtaPYqiqmEnJcRcxHH5s6dqEI0paLoAAVYjmC8PWwmTLw4R+MGKzdvo46exL4jqKJGwwyp+/ZsEjYvrr7ke/NH/vjr6BFpTjujGfpyRMdDUULuoUEJrDnXQvHzhqpGmUsJffK4KXLpT4tXG/T+WQSjw3Gfy+O61HfhfK2iKga5EmWwM4AU2uhINtWNQcAOLkdpRdrW8l6boOqbNS9D/WwGBaVN+8g38Sh2vUA2Fc4enQxvtmolXqKJmQgcyL18CoPbKMdyxPELXqL16DDQFv1qn+NUX8EvhPa8+f3AZ8ago+iJbWckSEsODkwMBJwfqfPbvKrS3arTOtZ+9PRrru3XaWlTamlWamlTiMYGhCyKGQFUFjhu2nbYT/mtaAYVSwMxsWNKSn/WZmfWYLYZta6kcZgRVa8FFkkcFmh5FUcP0/lAPyCLwr3ByuqjPc/Mzy/vA1T4v9cy+cKMX38YiaGoUTQ3bIc+38Hwbx4FjJx2OnXT4wiMW7a1JWpo8mrKQyZqs79bo6gj7ruYmlVRSIZVQiEYEqkqYbeFLXC8sQ7KduayruWtdrioUChrnRqtMzThUawHFckCh6FOuBhfTYV4VqmKga2E0Pwg8nFXc+IRQ0dUYrm8i5aXvSAgFXY3hBQ5B8PaNlzw/1Ns6OeDy2a9U6WjT6GhTWdelsalPp6dbp7NNJZdTSSfDbGRNFQRB6BBWqy+MH0bGPc4OuQwOuUzN+ExMe5QrwVUj20xL8tdfqvLXX1pbWy8dl8brR7EHhkFKqk++Ot/OSEmo+ei9vWVZqhZB1SLzGmC+5+B7NpebHSM9n/Krpym9cALfdIhtaKP9Y7cT7W3FGsmjaCrxTR2M/Z9nsEZmSe7ooe1jt1E9OIR5doryawN0//D9xDa20zg5jhIzSN7YS/3UOH7Dpv1jtxHraWHir57DLdRI7Oyh7aO34UyVaZyaQCgCoy1D9dAQY3/2JMLQ6P7/3k32rq1MffFl0rdsJH3LRiY/9yL2ZIn45k7aP3E71sgstcPDb3l+aixB663vwS5MUz17jFT/DSR6NqEYEZxKkdLR17Bm5oiFQCL0CMmejST7tqGncgS2SX30DNXB43j1pUSFEomS7NlConczejKD9H28eoXG5DDVs8fmkhVCtNz6HhQjQvHIa6Q37CDe3R9KWkwMURk4hFsJNdjmhcqNKIl1G8LjSGYJXJvG+DmqZ47i1hbGW4l1G8ntvJ38G8+gp3KkNmxHS6TwzDq1cyeonTsRjifnD1oh1r6O9KadGLlWhFDxrTpWfpLq2aM4paXlT1oyQ3rjDuKd/ShGBLdWonrmKPWxs0sNnoJLIG3lciJLKIJkfzNa3KA6OIs1u/p4U/rBXGbacgKmfuIImb13EDgOjbOn8WvV+esvXTcsJQt80ntvRygqzsx0KFI9l1EkPY/AdVHjiVCPqLmVWL9D/cRRzMHTZG+9k8B1aZw5iTM9hTs7Q+5dD4Dv41VKb3Xm8zDWd5P7xIcvefnFEIpA77gEYfLVObnLxvVJCAHIAHNyGHt2Ej3dRKytGz3TjGqEA1DfNnHKeczpMbxamWAFRybf9paM8RZn0lwM1mSFyvFJWu7eSGOkSPGNYaafX9B+kXNiW+GH89GxJQf/lvuIN0XYcn87mqFw+rkp/v63DtEo2vOpdUIRqLpCtitOU2+CyePlZZs1yy7Hn1wo6bDrHrd+fz96RKEwXFvy2xJc5PCsisvEsYUGKN0eu2bRbE2DvXt1mptVNDWM4r/8ytWNulxLqMkkSiyK3t6G3tqMV6pgnxlEb2vF6O5E+j5C1TCPn0JNJFAScaxTAySSybfe+DVAuRpQrob6PEKE119Tw8GzqgoUEb4j4X8LcYZAno9ehWVMnh9milxswGw3PAJfkmwyaO2NYzc8CmMWdt0jkTOo5h3S2yNE4ipSQrrVoF50iSY1WtbHEUIwfbaOXfcxoirZ9ii5zijRpIZr+kyeqWOWPXp2pilNWsSzOr4nSeR0iuMWXVuS1AoOE6drSwght+HSvKONSCqKoiu4NQe7aJLuz1EZKlIbLYMQNCar+KZHy+4OspubUfS1KVSq0SipDTvwzQa+Y6HqBoHnErhOGH2IxJGBj2JEqY8O4F8giN/db7D7rgRbd8do7gizlL79+SLPfyMcrDS3a7R16+QnPWbGww77vJ5OemMT5nQ9dKEgbFOMTBS3ZuN7gKqiplMo8RgEAZHe9bjT08i52WhgWkhrbZlAl4Kg3sArFBGxaJjG3Nocds4drdhnzhE0ro5bhp5tCiO75eVaTW8nXvqrcwDfsWQQLHQdgQxJFCkDJBJVzOnC+FUEgoSeu6hTnx5RSGQ1SlMOQoHOTQlmhk1cK2xo3ImQbA3q4fO3mB9xRqaXZZlIy8E6vbys0BleKJuRsxa6Fkc1MrheA1XRSSY6qNUniBgZHLeGqhp4vo0iNKT00bU4QihYTpnpGZ3R8RpS2svaTlVZ3HYCCOScQObi/4JAzpWDhtkAvn/p0TwhVLKtG2lbt5dkthtVjeA6dUozp5kcfg2ztnKZniI0EtEWokY6JO58i4adx3ZXcVZ9m9NghFBpzWyhPbuNRLSVkfwbDE+/smQZQ2smpd2K7rZRnLR56sW/Rl18DxSBooSyLkKcH46FA7/zQWy5qB8LAkkuuYGupls5MfwklcZbk9yK0Mgme9C1+JLvXa9OqTZKID0yiW66m28iGW2lYk5ydOirK24rFWtjY+f9nB57gpp16eWVMSPLlu6HGM3vJ19ZLrC/GFEjg5QBtntlJLhAQS56Axtm6AJ6dshFUUDXBJq28B4oysI7AOGkMJDh+M73JZ4H7luMH64HBHWT2ksH8fIlgsa16wchzByX3gqNgRAk0120r7+NTHM/mh7D8yyqhSGmRt6gUhi8rP1IL8CZLhPpbsZoy6Alw9IxPZfEGgnJgdqxUWpHRghMh7oiEJ+4AzURkrXWUB5npkx67wbMM1PEN3eiZ+NU9p9F0VWSu3upvDZA7djo3DzNpem+7cQ3ddA4E7bFbrFO6aVTWCNztvXjBYzWNEJVSO3pQ7o+elMSLR1DTcZQE1Gi61uoHR15S8cpoWrEOtZjZFuItnUTa+vGt0xQFKItnajxhbG3YkRovulecjtvx62V8Bo1tESatjsfJt7dz9QL31xCCjXtupvmPXdjl/L4Zh2hKOE+OnuxpsewFxFC0dYuom3dRJraQ/Frx0SNJmi59d3EO9cz8ezX8OaIHqHpNN98L0033oFTLuA1KqiRGM0330uyfxtTz30duxA6rmmJNMm+bQhNQ0/l8OpVCALiHetJb9jB9Mvfonj41XlplXhnH53v/tj/z95/BlmS5ue92C99Hm/Ku/Zm2oz3O2tnd7ELLAhDkCBE8dIEQEpxLy/1hQp+kPhBobiSQgry8upKpIRLMkRwQQAkFn4Xa2dndrzZae+ru1yXP96kz/fVhzx9qqqrqu3MYBfgsxsx1XnyZL6ZJ/M1z//5P/8khaxVQ4oYI1fCHp5EhD5Bs9p/5sziIKOf+XnsoXH8RgUZBqRGpsjte4TKj1+jfv7de67gvRv6aiEJespANbQdzbIBsntKpCeLSVW45RZaIY2iakT1Ns7sdbylBUBBhkkFQG/1GsZICXdhFu/mHOZombjrE3e9RDkUxdTf/hEA3uICseuSPXqC+luvoWgahaeep3v5Ap0rF3FmEr8mEQYQx7ROv59UPRfxfVl9qOkU9qF9D3XPPkn85BJCPYgwwK+u4FcfxL/jDp2HkuQDK0qyUNosd1YtnfREkdVXrlB9dxYpxJYc1rtNl2I/QtE19LRF7IYJyXNbR5YuGpjp5PavXmvRXnNvExFIIl+werXF6tU7lPndkkort27+KOZ1H+PkUFWTCV21KjDNRCTw04So0cQ6sIeoVsMYGU46CnFLV66ATBa90vWQ6V4OsBB3lX9+EpASwjCJnPa2fLTHF7B0tUPoxrQrPoEriIKY0BOEfofQEzSWPFAUOvWQOBTEoaTbCFmb6YKEbjMhONpVH3EpeTkUVSH0BL4T4Tsx1kyX5lpSzSNwY9xWSOgLrr5dI3Dj20rQQ3u2jmZqiCCmcb03Iam5NK5V8Bseq+8ukJ0qIqKYzlIz6Sc0heU3H8xwWdEMVE1HyeRRdB1VN5DdNpplE7abKLqJbqe3PROqCo9/KsOv/eMhHnky3fevDH3Jj1/bWMjte8Tm7//vhzn9Vpev/8s1/E2+FpMvH2LpRzdoXOkRQrrKnp89yvXfP4e72kEv5Cl97auJdDyfpzg+RtRsccuZrnv2PM6Zcw903fcC4fkES0m/rlomca0Oqkrc7hA3mrsOvLkTT9C+eHZH1dU2qCqpyX1IIWh/DISQosLwwSyPfG6Y/LCFkUr69G4t4Ef/7gZuO2T/0yUe/eoYuqUyf6bBj//gZr/pg/szPPerU7z1W7M0ljcWHY/+7Ci5QYu3f3sOKSA/bPHI54cZPpAl8GJuvFdl5v3aJ04uxSIgEC4Zo0QzWEHImFB45M0h6v4iumolZMpdjpPK6Tz9c8Oce6XK4N4U40cyvPmflxNC6GNC2h4glx1Hiohm5ya6ZqMoCoqikbJLCBFiGFk01cC2SggZEYQdVEWnXDiAphpU6lcJI4coSkjxBJ/Mb1AY3M/Bk7+InRnsE/ZWqkA6N0IqO8T1c3+M7259xk09w57h5yjn9iNljBACXTNZqp3lZuXD+1KnfFyQMmatcZlmd4Hje36hTy5uRsdb59rSK0wOPs1g/lBCMDzk+JXSFaSwEPLeUgBMPc3h8ZdRVT0hWeSttq3RdlYRcUSjs0DXq3Bo7PNo2u6pAm7QZH79Pbz7JGsURUXXLFT1zpMlRVGZGHiCrldlpX4+2YZCigwJWSkQxFike2RPcg9iIjQ0YmI0NEICshRoUiVke7BOiKSohR8k3i8yjP7S5NXJMMK/MvvA31ezmSRdRNcQ7W6iAvYDFNtEuB56qYii64ggwDq4j2hljWBhacv9S2WGOPjYL5MrTvYrOloUSGeHyRTGmD7zB3Sai7s1YRusyQFG/+aLAPirzcTA19CTNVAPUaPbTweTQiZzk97nwg9pvnONoV9+jvprF8k9sY9grYl/s4Zi6Ki2Sdz1+9cgw5i466Nl7f45ZBAlnkE9yEigGjqoCnouhZZPkTkx1X+/2mfm8Jfub+xOj++nfeMiS6/8IUGzmpgEp7JbCJ7s3qOUH/8U7ZlLVD74IWGzhmanKT/xEuVHX8SvrlL54IdAQjQVjjyGX19n+ZU/wK+vo2gaRiaPlsomxMrt97owiLM4w+p7f0rQqqGnMgw89TlKJ5+ncOQJqh++ttGOR1+gPXuJ9fdeIWzVUU2T/MGTjLz0cww8+VmWXvnGxvrUMLGHJlh945t05q4go4j05AHGv/g3KB5/huaVM8Re8rxl9x5FT2VZ+v5/oTN/NUmFTKUxciXCdmPTMS3Kj3+K9Ph+Vt/+Nq1rZxGBj1EoM/b5X2Lg6c/hrt3EXb7XefAupeiFpDm9TtjxGXhqkrGXD7P6o+s9w+hEtaFnTMqPT7DvVx7DzNtUfrxA68oa5mgZY6iIN7dCuFIHRaAP5IkbEHc91IxFaihPVGtjjBRJndiDc/YGUX1DMSVvCUeEIO4kKqLcicdQVBV/eaH/mfC2RrNkFG3xDFMUjeHSIwyWjhKEXW6uvo/rbzePDxeXqfyH37vHe7Y7ourG86+g9O7sR9/P/sQTQh8HVFOjcGKc9J4y9kiewslxRBjRvrqGs1BHSxuIWDD+cycZ/txhpJA4czUWfv/Dezp+d7YKSPb82jN4Ky2a5xdpXtiq1nHqAX4necD2Pz/I+Ikiq1dbRP5fnWo5QQBnzoU8/6yJH0hOn/kJSRm7R0Rr6xgjQwQ3FxEdh6jewDq8H+G4hIvLaPlcv1JZXG8iXA/78EGk4/YH3L/MqN1MOtX2bWNl2HvGa4v3FnXzuzF+d+f7tTaTTCzWu3dOdbqFyAmpnN7dKNlvePiNDfK5fvnhzHEjp0Pj8qlNpnyyX6ZZipiw0+jvKzaVYtt/zObv/dMRpg5Z3LjoMXfNY2DE4PjTW6PTC9M+mq5w4tkMA6MGS7MBiqpQODJIejxP6fgIRi7xErOKNmbOQvYMHqNmi/o3v71r22/Jaz82xDGinZBb4h7WRappYU/sofD4s8Sugwh8omYjKevrOpgDw4kZoGmCohI7HcyBIeLAI6xukkYrCnqugFFIUtOCeoW4kzRAzxcwCmVEGBDU1pE7GelswuDeDF/7Z8dYvNhi4WyT418aYWBPmlf+zTSBF4NM3oPpt6u8+Lf3AAof/tFiXwkqY8neJ0ssXWhx+ptLICFTNnnsq2MsX2ohRZI+/OV/cgTdVFm52iZdMvnCPzpEujDP+e+ufKJ+RF7coR1UKJgjLHUvEcmAur/MRPY4umpiaVl01cQJd5/Aq5qC70TcvNThpb81RhxK3vrGMl7n4/V3imIf328gJZhGEilWFT1Z4AdJP62qGqqaxtBtPL+JphqoqkEYuQSyS/wJpulshqbbDE08sYUMugVV1SgNHSE/sI/1xcamBaXC1ODTDBeOMrP6JrX2HFIKDM1GyAgpYxRFwzbzmHoGVVGJYh/HrxOL5Lm3jDyaahDFPimrgIKKH7ZxgyabJ6SaapKyShiahZSSIHJw/XpfWaKpJmmrhK7ZxHGAE9SI4o2JeiwCvEDsmgYlZUwQdZMUq10mwqqik7bKGHqKWIS4QZ0w2ujDFEUjbZUw9HSiAlM3EU+qitKTGMkwMdhVDBMZbPehWaycZqV+gVu6NSFF/1qEjPDDNpEIdiSEVEUnmxpGV02ECJE7kNrJdZQw9BQKGxYHLXdl63HsIXQ9ldxPv9b7zRRsM0/aKjGQO4iq6AQ9JVjHXceKk2MqPQWbTRqPLimyuHTIkselS5Y8LRoEeCgUd73n/fZkM+R/9gu0f/AGca1xx31/qqAoqGkbNWVtM9aNa607kl/2IwdR0ym0Yp5weQ1iQXBzGXNyDH9+kfTTjxEsLKF0OujlItH61omSoqgMjB7fQgZtfKaQyY8zMPYo3fYqUtxb31l45iDGYJaF//d3CKsdrIkyuSf2bdlHijvkoEhJd3qFAT8k/+whcif3sP6tDxFBhKoqRNUO5nABRdeQUYyWNjHKWcL3Ov15h5TbA+QACEmw1kQEESu/8wax49+62MQ/6D78lUQUUD31Ot76Blm2RX2tKOQPnkREIY1LHxDUk3le5LRpXjlN/tCjZCYPUj//LrHnIIUg7LSwysPYwxPEgU/UbSVE0A5kUHK+Lu3p832yKHI6NC+fInfgBJnJA9TPJZXScvuPIYWgduZtwt6+wvdoTZ8nu/comalDWKWhvkpISkH35nVa18/3g2be2iLu6gKZiQOoppkQQlISOW1QFVKjUwTNKkGrRtRtJ8qiTdDTWXIHT+KszNG6do7YTVJdg9oazSunGf/ir5Ae3YO3ehNFURPVk4hQNQMRhaia3vPl0ZAiRrcyRH436d96QReAOHBZe2uWwaemGPvCIY7+wxfZ8/MncNfayFigZ0xSQznMchrV1KidW2b66x/gN1xSIwrGUB4ta+NaJubEIHoxg4xiGt/7kKjeRk2ZWAdGsSYG0Mu5PpFpZ3U0IzFsj0OBbqpoukDMnUY1LXw3IpuL8VMqVkYn9AS6qRCFEq+9/d1SFJV8ZpzxoSdwvBprtYs7EkJxo0X37Q+2bb93KBiKiSIFhpKMrbaaQcgYXzpIQFd0dEwC6WIoNoF0UBW9922FSAYI7o1X+EtJCMVuyPKfX6A703tRJXSur7Mcx8ROiKKpWINZtLTB6mtXAbCGc3grLVBg7CsnCFseC7+fdHRayuTA33+R0pNT1D+cR9vkFxS2PZa+dR6/shG1d5eb3Pj3b1E4MY6iKtsc6iGJIF99dYXBA1nGjxf55f/rU1x+ZZmrr66ydKHxV4IYUhQYHlIpFFSiSDI8otLu/PQQJXGzReeNRNoezC70/ruR5yxcl3B1rfcPgfPj0590E/8r/qIhBSLc3dxS7qCbN0yFF38mx8GTNt///Qa//T+tU1kJ+cqvlrYRQuvLIY31iL1HbYoDep8Qyu8rkR7Joj45Tv5AOeGhgojFH17Hb/SIuDhOUrZME71cJlzZtOBIpbCmpgjrDaL1h6wY9RFBMU3siT3o+QL2+BTCdYh6xI4zd52hL/086z/4JtbwGDIK6Vw+h1keIv/4Mzg3rhJUk3fRKA5QfullhO8howBuKLidNlouT+m5zyCiCM22CSqrND58d3eJsJIofHKDFu/93jz1RZfagsMv/PPjNFe8vjqtueLRXPE48ulB1NuM3JsrHrM/rnP0s0Oc/fYyIpIMH8xSnkrz2r9NPHj2P1NmYG+Gb/wfzlKdd9AtlS/994d54ufHuf5ulW7tk0uz9eMuc+3T/QWikBErzlXK9gT7808jkSx1L1Pzdq4KB3D4uQKHnikCUBy1iQPBU18d5o3fW8JpfnykkOOu47g7P8ue30j28aqoqo5nNnG9eysX/UlAN2xyxaldDS1VTSdXmKS6fB4RJ/MN2ywwVDzKUvUMK7ULfXImiDbmKvn0KPtHP4OmGigoaJrJSu0CNysfEIuQkeIjDBcfwQtaWEYGTbOIYp/ppVdpOcliy9TT7Bv5FMXsHuI4RFUS0ujC/J8SC4Gu2ewZfp5ydh9SxmiqQdNZZGblDYLo3oj8u0FTTSYGn2S4cBQpBZpq0PHWuLHyBl7QBBSGC0fYN/IpYhkh4pBI+P2FipZKo2VyaOk0caeNaqfQC0X8lSXCenVLHxAJv+cNdP9ErKaaDOYPUszuIZ8a5YPpr9NxN9IaVUVnYuAJhgqHCWOfrD2EbeZZb17DXXmtt4/GcPEo4wOPoyoaumazUj/P3Oo7KIpKKbuXwfxBMvYAiqqStssAzKy8iePU0UmIMA0NiU2Aj4lFSIhPMjYkf7kIBA7tuxJCqCpqPptU/vvLAlXBPrKP7MvPoZfzbC4zH61UqH79m0h396CWouuEqxUQEtU0kVGSOaCmU0jfJ5hfRB8o4dfqRLU60ept3l2KSr68dxsZ1G+eqpEtTqAbNqG/S/rnbRBegGqbWBNljME8hWcPoufTd//iJoSVNu0PZyh/9liSXj+9AkIivJDGm5cZ+sVnCWsd/OU6+acPIqKY7uXFfqrQbpBRTOPtq0z+xhcpv/wo3cuLqJaOUcrSPj1LsHbv3oWR08Wvr+36uWalMPIlVMOk+MjT5PYd63+mGiaanUaEAZqdTogkKah88ENGXvpZxr7wy3hri3QXpmnPXko8iXYgBmPPTQiZzfeuXSf2HLRUFs3OJAR9vowIfPza1qqAIvDwGxUykwcxCoMbhFAcE9TWtvRJMo4TDx1FQdmkHmxdO4M1MEL5yU+TO/Qozs3rtGev4Nyc3mKzomcL6Okswi8w9NzLW+alZiHpR4x8CVQNKzeAplugqNi5AeLQJ3CaSBGRLo33/o4TGwA7i6pbmOkccRjQXLpM1PG5/Jtv0Z6pMvT8XrJ7y+QODICqIPwIv+bQuLBM7fQSK69fx1lMfncpJN7MaqJyyqfRixmieoe41d1C1urFLN6NFUABIdFNlaMvldFNFacR4jRDhvalexYyCo1lj24jJFs2sVNZ7KyGldHRDYXaosfc2Ttk6HzM0NAoasMEwkVXDASSSPpoik5WLSGlQFU0TMWmFUfYahpTWqiKRlrN4YoOgfToiMY9ne8vJSEk/Ii1V69u2ebM13DmNyZ4K9/bxWFdVUiNFWhfW00IIglGUSbPViRont9adj3uBqz9cOu5EJLO9PqWUva3Iw4F7/3ODKqucOKrE5SmMrzwdw7y6M9Nsn69zZUfrnDj3QrNRYco+MtJDpWKKgcO6MwvRKRshYlxnevXP2JCSFHQS6UtTu9hrb7VG0XT0AsFzIlxrL17MYaH0DJZFE1F+AGx0yVar+DPzREsrxA1m3xkCfCKgppOYwwOYO3Zgzk2hlYqovbKf0vfJ6o3CJaW8OfmCKtVRNe5J1m2YpoYgwP9f0shiWq1u6oeFMNAL5dRtE0TEZlUYLurakRRMIYGUfSNriWq38P3/iv6MG2FR5/PUF+P+NPfqlFZ3l2VIAXUKxHHnlGxexXPRCSY//bVpELH5Qrd5VZvX4kItj+3WjZD6WtfIVxbJ6rW6J49R/7TL6HaNhnLpP3OewTzi6iaQSpVIgg6RKGLom6NCt2auOpGKvlcUfspKYqiEt1mgmlYWQ6c+Guks7sb59288SMqi2cSI81Om9bZD7BHJ6i//SoyjrFGJzAHhtDTWaJmHaNQQk9ncBfnkVFEZ/oSRqm85ZjZI8cJm3Xq77yW3MDeu5Q9fBxUje70OfRcgfyjT9GdvkLY2IUYkBB6ycQnO2DiNAJywxaRL+6Z0I8CwfRbFb7wvz3E0P4s1fku+58pU5ntUltIFstTjxYoT6b4hX9+AhEmEbdM2cDrmatvhqLpKJqeEJFxjKobpAbGcVbnkhz4OLovHwDVstEyGcJ6DaRE0XXqahXhbizku2GNc5XvkjFKSBnTCWtEcvc+ZvFKl9Z6QCqvM3u2haIoxNHu92xgSKU0kExyowhajZhGLTFe1jSY2qfjeZK15aQal51SmNyrU6vG1Cv3b1YrRITr3V+KwsCwxpd/Kct/+XfNhx4acgWVv/UbRf74t1usryS/laJqGOady90aVnaLoiSfGgGg1p7d4gGzGa7f4PrSqz1zY8lQ4TBTQ8+y1riMGyT3IJsaZr15levLl1FVncPjLzNWPknHW0OIkImBp8inJ5he+iFdr4KCiqpqxCJEQWWk+AiF9DjXFr+PF7ZIW2WOTHyJ4cIj3Kye4uGl7wrl3D5GiseYXnoVx69iGbmknaVHmVt7B0NPMTX0HOvNayzVzqCpBgdHP4faI4QUVUPLZNBzefRcIXlHpETPF4g7raSCTQ+2kSeXGumTJGHU3d2P6TaEscPs2juUnSWOTn512+eWmWN84Anm19+j0rxGyipzbOqrrDYu4foNMvYAqpqQQNcWf0AQOQwXjzJWfpT1xhW6fpW1xmXqnXky9iBL1dOs1C4ACZElEfibzL1cHEJ8fNwdU8IAurcZ8Su2RfbTz6GPDSODAOeDs0TrNdSUTe6zz6NmUsT1Fu1X30a0O2gDJTKfehq9VCSq1Oi+/WMyLz5F5/X3SD16DDWTovPG+2Q/9QzOB2eImw/nebT3ka9QHj7KboahtbUrLFx75a5G7GrKJvelF4g7Ds7cEvbRfTinLpM6eRj/xs3EXPoOEI6L9HzibhcZRqimif3IIWQYoZgmajqFatvJvxUF65GDuKcv9JUwCsrd33kjjare+zKu8c5V9HKWwZ95nKjj0/7wRjIv7HiJQqfSImp0N1K+ohh/sYZwN90rKWm+N83gV5+g+f51gtUeUSMkjXeuIoWg8Nwh8s8cJFhtsPhvf4C/nPQlseMTrDT6aiGAsNYmtozEJuDSIjf/3SuUPv0ImV98BuFHuDNriPutQnq3MU5J1ICaYZEe39f33LmFyGkTNCt9P0UAZ2mGhW99nfT4fvKHTlI49hSFY0/RunqW6qkfbfN/lGzv2RJrAJnMlRSllyXVS6/aKQVebFglbDoIIro3pWrUbbP6xrdoXj5F/uAJMlOHyO57BG9tkbV3vtu3YrlFIunZApk9h7etL7zKco/ckkgh8DtVNDNFZKaIAxdNNxPbh8Al8h2MVA5NNxMlUegR+TqR7/Tvc1BzmP39Myx97wp61ko8OhUglsRBRNQNCNsecpP6WfohsZQoKIgwQkYx5miZqN5GMTTsg+MYAzm652ZIn9yXqNTixKLD70Y4TYnTDCkMW7TWfVRdBSkTD9KCQTqvE4eC2qLH1Mk8uqF8rCns9wIJRDLopVErKICuWL2/QFcNuqKJhoaKjqFYPVWnSiQjXNFFU+69f/hLSQg9FISk8s4NRl4+SmbvQLLALabozFRpnNk96vkgaK95fP9/vMT0G2uc/NkJ9j8/SHE8TW7YZv8LQzRuOpz54wVO/dE87bWP19Tuk4aqwsmTBuNjGqMjibHw2XMfvRxfMU0G/sZfJ/XII/1t67/9n+h+eCphmnM5Mk8/RfbppzHHx7YwzdsgBMHKKt0f/5jOjz/sp4M9cNssi/SJ42SfehL74EEU687lCaXn4V6/TvfHH+JcurylLPBOMEZGGPvH/y2KkUQEhetS+Z3fxTl/4Y7fMycmGP1Hv4Fi25tOLql+4w9ov/3OHckorVBg5Dd+HX1wMNkQRaz9x6/jnDt/x3PuBtVOkxqdwsyXUXSd2HXw1heTaMltyo3U6B7SkwcImjXa0+d39ZixBkbI7D1C7HZ71SG2vluKpvcMAYdRLRsZhfi1NdyVha2VFm4db3CU7L5H6M5fw1tbwiiWSY1MoqdzSRWgdhNneY7YubdFg6YplIZ01hZDmrW7T4Si6HYj8AQL37mGZulYpRRKT5kihcRd7WwZaFFVFE3Dn53HGB0mdeQweqlI9Rt/iLVvH/aRQxi1CFBIpUqYZg4Rh+hGGpBEkU8UOqTSg4RhEjkPVIN0Zhghwt6EVVKrTm9JCUlnhymPHEM3bHbD4Nij1FYvEYc7939Rp4VqmOj5Au7CLObQSJIf7u5enUzP5XGXFjbyyXswCkWsoRE4/gQg8Rbnd1Rwbcby5TYLZxv8zP/uKOuzHQojNme+tUxl7t6ro82dquN3Ig5/agC3GXDg+QFO/+kibiu5V0ZKY3W6w9tfn03S0HoInBinsfUa7NIIqm6AqhF2GqiGhaobmPkB0sN78JsVnNXZLd9RdB0tm0eKmLjbQTUtFFUl7nZQTJPc489Qf/NVUMAanUDP5elePr8lp96L23jxvS3kOrUQJDz+pSE0U+kRa4K5s22CHSZgf/Pv5vj5v5nl5nyErkOrIfiT3+vw+vddimWVf/nvR7hxLeB/+GdV6lXB489Y/It/N8xv/Zsm/79/3WSHrJ97wP2RFIEvWbgR3k9Ww67QdBib1DHMzYsAdkwv2gwp4i1KDl2ze+lbuz+LQdTF0NMUM5PoWoqMPYCpp7YsMl2/TqU1jRs0UBSVZneJQmY8SadTVEq5PdQ6M9Ta2w1udc1iIH8QVdUp5/YhpEBTdRRFpZCdZLF25qF9jFRF66dHFbNT5NNjqIqWmHBnJ7lZMXrbVNYal3uKIai0ppk0nwKSFA0Zx0TtFnq+iAxjwmol8Y64rQ+YHHySkdKGomCpepaF9ff7Rut3gxAhURyw0zOmqUbfxDyMXaRfRci434cm34+ptqZp91LIGp15RksnsMw8Xb+apI7FSQW6OA4I492DMSF+77/3rjI0JkcxJsdofONbKJqa3B9FRcukcdcqeOevUPjFn8HcP4V37hLZl55BdF0ar32H9NOPkv3Mc6Cq6AMljLHhxE+nXEQfGiDuPlzgyLCyDIweJ50b3VVNp2g66zc/xOnsriABUHQNxTbpfPNHib/NYInuO2cJVypkXngc1TQQd0j9d8/2gs5zm9YNqtInfJx6L+1SyMQjRGFbWtTd/Cal3O5JaY/kCVsesbv9N40aDiv/6Y0tFi/11zeC48tff33L/mGlzcz/5Q+2HUfRVKKOR+uD61sqNwovpP6jS9R/dGlHG5n26Vnap2e3bFv7xrsb1xPFdM7O0Tk7t6sNzUcBEXjEvoNfW2Phz3+b4A5qoo3GSaJOk9bV07SuncEeHGPgqc8x8PTn8NYXaU1v9VvUTAvN2jq30VIZVMMicruIwEuKXTgdjHwJPVMgbG0EnxRVQ8/kkEJsS/G6r2v1XZzFGziLN9DTOQrHnmLo2S9Sdjusvv5niDAgcjvIKKR19Qyrb35ra6Wy2+A1e+bgbhuvufW+davbK1vvBhkL/JqDX7s3lag/u7ptm3N+rhfUg+YPTvW3u5dvwqbyW5ffqPWfp8VLvXn4lufL3aIEikJBYdjaVtn7k4Ygoh5vv+7b0SUZ05xohzXpfVzCfyWEdsD6G9fp3KhgFtOJP0U3wF1qEHU/emm+FJKZdyssnm8wuC/DnqcGOPqFUYYP5ylNpvn0PzzM6PECP/hXF6nOfjQlmH8SIAScOx9y5erGArHd/vhevs2TA3NkBEfT0AcHKf3Ml0kdP9bzHbmLuaSmYU2MYwwNYu7ZQ+O73yVcWb1/E0VFwRgZofD5z5E+cRztHquOKakU6RMnsPfuxT53ntarrxFWKrueXzgOUa2GOTqafF/XMYaGgTsQQoqCMTKMattb74eiYIyOopjmHYkoY2gIxbL69ztqtxGtDpqiE9/jhBkAVSUzdYiBpz6DPTyBaphAr8xyt03r8ilqZ97asvDXUhmGP/2zBI0q3urNLYNr/zI0ncKxpxh89gu0rp1PiKONTzFLgww8/Vkye4+g2eme6iWpaugs3KDy/g9vM7hXSI3uYfTzv0DlvVcSee4TL2EUyr2FuYoMQ9yVBdbf/g7uSm+gugOkBM8VpDIqun7nZ1LVoDSk43YEnrt1wZjdU+Tg33gUI2v2Txm5IRd/8z38xqaJd5wQnf7cHIquYYwMo5hJxE50uqimhVDUnsrHw/Ma5HMTCBmjqAZ+ZzVJBdEMfD/CMDIYpiTwm+i6ja7bBP72tIPS8BFUbbuB7JZrKExip8t0m4ky81bELqn4IIidbs8TKE/74llKz32asFkndnafZMSOg1EooWj6xiJbCKJOG2d+hvq7ryUKwN5vdyfEoUBEgpvnG1x9s4LbCKnOd+8r5TdwYmY+qLHniVIv/UuycK7R5zOrc12GD2RZu7GhGoItdRD6kFLiNysYmQJWcQgZx2hWGi3wkXG4PX1RVUntP4yezaHoOs7MNeyJPSiqhjt7nbCeqIFUyyJ94BCKae+60IIkhmVqaWIR3lElZGc1FAVe+/oicSh7UbxdFlcKTF8O+b//8xqZrMKLn0/xt38jj+dKrl0OcbqC0oBGKq1Srwr2HTJwuhvKoOExnZd/PsPacsTJp2zO/djj9e92mdxr8PmvZcnlVa6e9/nRd7u4XUk6o/DSlzMcezwhVF7/bpdzH3gcOWnx6S9lsCyFU++6vPcjlzCQ7Dts8Et/p0AUSt7+oYOqw6e/nCHwJe+86iAF/Pyv5Zi9FnJzJuDln88yuc9gdSnih9/ssLYcY9kKP/PLWQ4ctaiuRZjW1nssRIjvNrBSxR1vkZQS16lsIVdiEYJC4mWzw2OsKCqjpROMlR+j61XwguaOpFMYuRt+PzJJE1QUFQXQNBtV0fo+NTudw9QTlYNpZPqL11p7NiE07sUY/i5QFBXT6J1DT/evoeUs4fhVhIwwtBQSSRhvEMuJH1HPByjw8eZnQNMwiqWEHGo2dhxbFyofst640v9uGLn3TAbdDX7YwfFrjJUfw9BTZO1hotin5Wwo06UUeMHGAlH0VI631E4fN6K1KsJxyf/s5/HOX8GfnkOxLaJGi+D6HHG9SbReQ8tlUCwLfWiA1oevIVptghvzZF/+FOHiCsbkGMIPEI6LMTVO3O4k0Y2HQL68H9PO37GPSmUGSefHcDrr3GksllIiwxhF15JUKytR9UjHQ8tnHiw9bvMCc3NAS8ptTZEIPKdGYWD/ru3znNoWpZNiaIx97VHWX79G59odSI4HnGqrlo5qGRQ/fYyw0qZ76Q6G1g87nf8Y1+IyjujOX2Pw6c+T23eUhtshDrxEeaFpqLqJjCNEkPQXiqahmjYiDJFxCFLi19bozF6mcOQx9Fxx2zm0dIbMxAHc1ZsI30XRdLJTB9EzeTrzV4l9N1FF3ZwmM3mAwuHHqJ17OyFjVA17ZIr0xAH8+tqDFVVSFDQrhZQiSQ8Tgsjt0J4+T+nRFzCyBRTdgDAg6jTp3rxBZuoQ9tAE7upCT/WtJIVRdIPYdx+6ythHjt3S+XdaE22Ta+1+2MayT6caEP0UV4R9EPxXQmgHyDDGmavhzH1yHgJBN2LpQpOVKy3O/tlNDrwwxDO/upfJx8sc/fwI1ZkOr/7rK8ThX570sXr9L+ZajJGRhAz62s+RfuTolvQmuGV6JxLlxA4TC8UwyDx6EkVVqP7hHxM3Gvd1fmvPFKWv/Rz2gQOJVOo29M8P29qgKApqNkvuuWcxBgao/emfEiwubTsGgPA8wrX1DUJI0zCGh+7cOFXFmpjYkRyzxscSw7o7EkKDqOaG0imqN0h5BmljBF90iXoLRUO1iETYy4uNURWt95kPKKQnDjD6+V/EyBWT6MbSHCL0sUpDZA8cZ+CZz6PoBpV3v9/PhfarK3irN7EGR8nsOUzj/Lvb2qens2T3HUVEIZ3Zy1vyqI18kdHP/yKZPQfxKiu0rp4l6rbQUxkye49QOPYUWirN8ve/kVRouA25gyfIHX6MqNOkcf69JPKTK5I7eILsvsTbYvl7v7+l0sVOiELJwjWfF34mz/5jNqs3dyclDp2wGd9nsjwfUF/fOliPvrCH5nSVxR9e75sYIyXhbcR27LoIx6X4lS8nBo5hiAwCsi88h5ZJE1ardNtLvRQwmZQy9pLrlyTKBNPK4bl1pIip1a5yq8yhqpnkcuNIIbYEZHQjRb68f1d/hFswzDTFgYN9Qki4LlG3Q+HpFwlr63SvXUZ4Lnq+SNioIuIIRdUQnoOaSpOa2oc1OoGMY9IHj+ItzNK9fpnSC5+l+NxLyDDEW17EW5qnO32Z0vOfpfjUi4gwIO526Fy5cMdFq2Fr5IZtAi+mMGyTLVukCgZLF5sJwaFAOm9gpJK8dEVTKIzY+N0Irx31DaGn365w4ksjPPHXJli/3qUys0F0XnurwuNfG+eZvz7JxVdWEbEkN2jRrQcsXmhuaZ5XSxbZkeeg1HtktZIQqW5F3SaNB1BNAxSI2i2MYomwUUPRdPRCMfFPUehHKsOVRYyB3fsQU0vz+ODPsupcZ659atf9RCwpDJsc/3QZtx0RhYLrHzR3VAgB+J5kaSF5vudvROw9aPDlv5Zhcb5JsyFIZRQGhlSWFmBij87ifNTvwlJphec/n+aPf7vFH/xWkzCAVFrly7+c49oFn/nrIb/66wWqazEfvOny+PMpnn4pxR/+VgvPFXQ7goEhna/8co43vtel1RD8jb9fYHUpYvpiwMJMyLe/0eZv/XoBRUmyFZyO4OlPpTj3vgcKPPZMivd/5PKZr2SxUip/8B9bvPTFNF/9lTy/+5sNHn/O5uhJiz/6eotjj1uks1vfiyh0aVZvkC1O7VhhKvBaNKszW37frp+kbxXS43S9CrfPgE09w8TAkzS7N5lZfZNYRJSyexktndiyn9wx+SFBLEKklNtKsW/+bhT7dP0KMytvIjaZ30rE3b1p7gH9c3gVZlbe2GJWLZFIGROLoF+hy+91p2pPhr/1guKtBvQ7wA/bvVLxH/1iIYo8Ks1rjA88wUDuAH7YYXrph7j+RgqjRO6aArix08e3kBGtDq1vfh/zwF7Szz6Bms/hXbyWqKluqUV6/U5CdMi+ueutlzJar5F69BH8azPIKMLcN0kwd+/VsnaCqur90ux33k+jNHSY2srFXU3MAWQYEVcbaMU80bU5FEMn/+UXUQwNYvHR2Qbsdn4haFSmGRp/HFXbvlSLI4/G+jWinno2NVWicGKc8jP7kLEgvadM1PKovT8LgFFKkxrN4622yRwYRE+biZXGQp3UZBE9Y9G+stpP50pNFDEHszTP3kwedVWh9Lnj5B7bhzGUZ+X33kT4H72q/5NC8+oZUiNTDD7zBezhCbz15STwmclhlodpT1+gfj7xCDWLQwy/+BXCVg2/XkFGIXo2T/7gSSKng7e6XRkjwpDcwZOopoW3voyRK1I8/gxRt0nzyun+O9q6dpbM5EEGnvoseq6At76EZmcoHHoU1TCpnnp9yzz1XqFZKYae/zKancJbWyT2XFTDJD15AN1KU1+c6RNesedSPf0GY5/7BcZf/uu0Zy8TdZqohomRL6Nncqy99e3EL+mvCKLgLoHbT6gdnyR+qgghTTMZGjjGytqZv+imfGwQkcSpB5z/80WWLzf5W//qWYYO5Dj4qSFe/7fX7kgIbfGju5va5a8wrKlJil/+Up8MkkIgHAd/fgF/dpao0USGQZJKUSphHziAvX8fimn2yhQnUYTUsWPkFpdofO/79zwBM8bGKH3ta9gHDyRVTSDJCQ5DwkoVb3qacHUV0VM4KLaNOTqCffAQxvAQimEk59d1UkcOU/ra16h+4xtE1e3kpfA8wvV1pJTJd1QVrVREsaxdVT6KrmNOTvaa1ctl7z1L+tAQajpN3N5FvnrLP8g0+t+P6nX0riSQERm9DEhC4RPLCBWfrDGApuj4cZe2rIIELZ1l8NnPYxYHqJ97l/W3v0fsJhFoRdXIL84w8rlfoHjyWbrz1+jOXwOS9KHO3FXskSkyew/TunqmP+D1f/vhcazBMYJ6he789JbPCsefIbv/EboL11n54R/hVzaqkdnT5xn70q+Q2XOYwvGnqbz3yrbf3CwN0b5+kdXX/oSg0VtUqCrOzRuMfflvJtUiBkbuSgj5ruDdH7R59uUcv/bfDYGEix86GJaSLM4NhXRWZeqQxd/+J0MUyhqv/UmTtaVkcqZoCoqqIIUkaHnEXtRX1sgd1nbS82i/9TbG4CCx4xK3WmiZNKkTx4lqdZwLl3rS9I2+R4i4X6kGJIHfIg69XhUm2f8sjjyajbneuTcm0NniFHa6fNd+StUMCgMHWJl/jzjykXFE/Z3XsEbGEb6PRNK+dBYtnUFGEa1T7yXeW1GEYpgQC7rXtvrF+Wsr1N78IeZg4l0UddoJUVavUn/3R1gjY4BCUF2/43utKFCeSqOqCqWxFKmcgW6q5EdsLr6yyru/O4+iKnz+f3OQ0kSKwX0ZFEXha//sGLVFl7e/Pkt9MVFq1RddVq912PNEkXf/8/yWcvLrM13+/F9c5ulfmuTL/+RIcr+dmA//eIcF1K3fSIotPg3AzotIKUFRMUfHcKevETYapPYdQNUNnBtXMUfGMMqDBJV1VMvGmtizLcVyyz1BxdayGOqd01/ddsTcuTZmSkXVDaJA9NMa7wbfl5x61+MXfjXL4IiG50qcrmDPAYOrF0MGhzXmZ8KNtb4CrbrggzdcOq3kHoxN6TzzUorBYY3Hn5OMTRlMHTT44E2X449bnH3P48q5jT7y2OMWT76QwjAVAl8yMqEzuc9g+mJAHEG3LbYEK2euBnzuq1lKgxrje3TWVyLWVyKeeSmFpiWqpfKghucK7LTCgaMWs9MhM1cDWo2Y5z63lWARccjqwodkC5Pky/t6C8SE6Av9NgvTr9JpbE1p73oV2u4Kk4NP4QZ12s4qkkRJImTy/qqKRhA5SCnRVZNSdgr9DuXSb0cYuXS9CqXsHtbswX46lqKoxHFAFPvUO/MMF4+SMot0/WqiLFJNYhEQ955XBTVRuPTG11vk80Zn1dveq5ClKlpCTiOQIqLemWP/yKdI2wO0nGUUQFUNhIyJ45i2u4aCQjm7Fy9ooigqxewk2n34r9wLFJTkGm79T9FAbiZwkuu4peZJUts2rlVVdfKZcZrOIvNr7yJEhJQCBfXuJNAmSCRCRJh6Fk01kNAj4x5+GaOVi6jpFOHiCuH4KHqpsOm8t7UjCAnml0idOIoMI6yjBwiX14jWKugDJZz3T/fnJdGPz/EwMFMF8uV9dw0yAOTL+zDtHJ6ze9BXegGt772NjCLiVof2D98j96UXQEL7lXcR3gPlot4HJPW1q6wvnWZg9CSanqikkZIo8lid/4DqygVu3XWzmCY1WULPW1iD2WT8tzYCC5l9A0z9ytN056uohoZqamgpA2ehTmbvAKNfOcGVf/k9gmo3URr97EkUQ6N5brFP7Lmz68RdH3+liTd7mwJJUVA0bUsq8TYoCorZU3sH/h3H1/tGby4R+17yDPRIyd3aFHWarLzxTQpHnyC3/xjZPUeQUhK7HZzledy1jf40ctqErRqZqcMUjj6JomnEnou7dpO1d7+Hu7rdTiRqN6mdfYvM5EGGDz0GSNyVeWpn395CrMSew+qb36J4/Fly+49TOPIEIvBxV+apv/0dnJvX+/vKOCL2nB08hGQSxPKc/rxdRCFeZZnisafJTB5CNZKKYEGjwtq736N5+cNN6bASZ/EGS698g8LRp5Jy9eksIgoJW3WcuWuIzv0XANDQEYj76rt+UmDoKYq5vRSyU5hGGiEiOs4qteYN/Kh7T9ekqjqmkaWQmSSbHsY0som/XhziB01a3SWanSWiHdJ6dc1m/8RnsMwCXXed2cXX73hOBYWB4hFGB08iRMTi2oc0O/eewgc/ZYSQougUcnvodNdQgK6bLLosM4fr1TD0NKaZ7S2Ae6keIsTz6thWCdPMEscBrlfFtgqoqoGqaDhulSj+yfPoqc11aa95DB3IYdjaTmKSLQjcKFECKAqp/J1TMf4qQysUyDz2aEIGRRHezAzN136EPzuH9P0tg4ei63TefY/UsUcofvFl9MGNsr+KrpM+eZLOhx8SVXYuPbkZajZD4Qufwz6wv08GSSmJ223ab72d+BK124np862BUlFQDAMtlyXz+BPkXnwBY6B8yzSG1OFDFF5+mfq3vpWYTW9GHBNVKsgg6KdxaZksWj6/a+UovVREK+T7348dBy2bRVFVVMvCGBkmXN05p1W1bfTSpkV+FBFWKgi/ha6a+HEHVdGRyMToTJVJ+WMEnugQimSCZQ+Okpk6RNRtUT/zVp8MgkSN0po+T+HEM2T3HiU9dQhnaRYZhUgR052/RvHkc6RG92CWh/BWtnaIuQMnUDSN7tzVLRUgtFSG/KGTIAWN8+9uk+h6a0u0py9gD0+QmTpE48L7RJ2txE7sdqmfe2eDDAIQgs7sFcJWjdTY3qRSg6LeUXUiBJx+s8sP/qDBl36lyD/5v42zNBugGwq6ofD8l3M88mSK/Y/YlIZ1zr7d5bv/ud6PaAw9PUn+QBl7IM3YZ/ZTOjqE33SRAkQQM/+dq9vSX4Xj4s9v3CtpmQSLS/hz8zvKcm09h63n8KJWsugSEZaWwZcdNNUgY5bp+BVAQcgYkMQIQKIoGoXyPkzr7qmSiqKQzo2Qzg7TbiTtC+vVRLnSw+Z/+2sbJJ5wHbrXL+943KCySlhZ3zbARvU6assnjF0EMZaaQVctutH2hYOR0njhb+9h5oMqH/zBTUQkUVSFx746xokvj3D6T5dw6gFv/IdZNOO2FKBQ0qltLCjcVsi3/8fLmCmNTvW23yaSzLxfY/lyGyudmC9GgcBrRQ+dcaNaFoqu496YRk2lEE6XzsVzidGz66BoGrXXvo8IApSe15SMojtP+u8BXifm3A+rpAs6iqogYnlfaXb1SkKk2KlEd7YwGzI+pTM2mSy0b6mJbiEKJZ67sfhQFKhXYv78G22qq8mkuFnvGaCrCnG8daGiKLA0H/LN32vRbgqEhEZld4VAdS1maT7k2BMWk3sNLpxK5hdBIPngdYeLp5Pf3nUE3bZAVTdes1jsrIR3O+tMn/tDBkZPkCtOJSmaXpPK8nlatdl+dbFbkFIwt/o2B8c+z5GJL+OHHYQI0TWbm9VTVFrXWG9NM1x8BMvIoakGpp7GC+7HG09ys/IhB8c/x9HJryTV2pRkXLu29ApR7LHauEjGHuDQ+Mu4fi2pimJkmFl9i2b3JoaeYrhwFNPIkjKLKFmFWDyP49eotW8gZEw5t5+sPUQpuw/LzLFn+AXCyKHavoEXNKm2rpNLjXBg9DM4fi1JXdQzLFZPUWldxw3qrDYuMz7wOPnMOFJKNFXnbr5M9wNV0RgqHME2i+TSY+iaxd7h5/HDDpXWNGHkkE0NU87uI2MPYmgpxsuP4fiTNLo3aTlLPSItZDB/kHxqNCHVRchK7TzrzSv3/quImEr7BsPFR0hZRYSMuFn5sKcUu9uF9ManXdbqqmWSfuYx1HSKuNFKSJ0oIlxcQQbJMxhVagjHBSnpvneazPNPkPvCp4jWqzjvnU7IirmbxM2k3HS0XiWqNu75+nZCOjNMJjdyT/uaVo58ef8dCSEA0XX7C2Hv8gzB/AogEY6Pomlgaklw7WOSC4R+m5mL36JVmyVfPoBhpAiDLrW1yzTWp4nCjYVk6+IykROQPzbG6g8u07q4tI1vsUZyVN6aZv1H10CSmO7GgubFZYa/eIzCiXHWf3QNayBD7ugo87/7/kaamwTn6jLO1WV2gmrZWHv24F7d/TnViyXyz79I3O3SOfVj4s7DGYhvhjk2gXBdlr7/X5LmxhFqOo01MYV7bec2Re0GtVNv0Lj4QZLiD0nFrjDYkl4du13W3vku6o9fS353FJACEfjEgbczsaWAu7JA6+oZVCMh2UXo91LFtu4ftupUPvgh9XPvJMeXkjjwe8GXjX07c1dwV28S+1vn+iIMWH/vFaqnXifsBRxlFNK8/CHtmYtJan7PvFpEIcJ3t/sjSom7PI9fWUW17GSNIiUyjikHZfbGe7lBh5h7G/sNLI4oj7Mul1jjo/Xf/XihkEuPsG/is5Tz+9A1OyHtAREHOF6V+ZV37zp2WGaePaMvMlg8gmVkUDWjFwjo/Q4iIooD6u1ZZhZfo+PcVmVOxuhairHBx3C9OpXGVdrdnd89AF1PMT78JMOlY3TdNeaX37nvK/+pIoQATDNHPjuObRcxW/M4Xo3xkae4Pvs98rlJhodOEvhtVM0gilxAYXbhNWy7SMoukbJLVOvXGBt5im53DV23SLlVVtfPfqLXMXa8QGbAYvFsPTEPva0/UVSYfLxEeSrJu6/Nd4mjO4863YpP0I1Il0xGjxUY2Juheh/mpj81eEjxk6KqiT9IHONcukztj/94R4UN0IsOtei8+x7EgoFf+eW+2bKiKBjDQ9gHD9K5B0IofewYmUcf7Q0oyaRZdDrU/+xbdE+d2nmRJSUyCIiqNZqvvUZYrVD+hb+GXiolEVNdJ/vUk/gzM3Q+PLVtJRFWKggn8QAB0DJp9EJhV0LIHBtH7RnhCdfFvXiJ9KOPomXSKJqGNTGBc3bnSJ6ayaAXi/1IjQgCwtVVuuE9GPZtQmp0CkU38GtrhJ3tpUZlFBI0qrBXYg+OoOo6cS9i4q4s4FdWyO47QnpsD97aYv+eGLki6Yl9iMCnM3tli0G0NTiKns0Tdlr41bXtA7wUSdWJIMDIF9HTue2EkOfgLs9ub28vqgMk6XS96hJ3Qqse87v/r3Xa9Ziv/FqJo0+k+ikwjzyRSOLdruCNb7X4/f9vZUtamYhihB/hLLVwlm5rYxDfJiVkx7ZoxQL2wf34M9uvB5LUIFXRMbVMUukgqJHScygo2HoOS8+iomFoqX40pe2vEssIw8qQH9i/pTzqnWCli2SLk7SbN0FKFFRSep5IBATCQVU0bC1HELtEMsBS06iKhh87WFqaQLhIKdBVs789peXImAN0ggpu3MLWcihAJEPK1gRO1KAT1tBUg5HUAW60a4CCrWWIZUQoPFRNoTCS4tqbFZxG0ofrpoqZ0ZJHrpct0Vq9h2CDBKce4tR3luBLAW4zxG1+tBJ9EQT4y4to6TRhvUbsbq1gKIUg7vkofZRrnnTB4IVfHmV4X4qgV5Xtu//L/D2XnTcthTjaKCYzdz3isact9h00WFuJ8T25zYdn83V12oK15YjBEZ3rlwJKA1rfvuTGlYCnX0px5j0P35WgQL0a43YFmZzK/PWQ8rBGGG0lmDb/V0o49Y7L3/gHBRrVmJmrAULAtQs+E/sM3vuRi2EqPfIJFmZCnvlMisFRnWOPW2SyO0V/JF63yuL1H93TPQLoeOtcnP8zitlJbLMIJEbSze5NhIhYWH+PrruGZeYJwg4tZ5lcerTvCVTvzOOFrX4alkRS78zhBo2eMTJ0gxpXFr9HITWOZWQRMqbrVYh7n3tBk6uL36eY2UPaKiJkjNts0PWSMShRB+kIEXOz8mG/7UlqnJLsoSSKqHpnjnpnrv/5LTVIEHW5vvxqcg67nHhShU2azmLSailZWH+PjrtGyirih23azgr59NhdK4SpKlimQhR5zK+9R9tdZee3QUHrpfasNTaIaFXR+lVhbimCHL/GzOpbybcUra8YGik+QtoqcW3pFcLYARSKmUn2jXyKtrtKEHa5WfkxHXdjTA3CDguVD7aQPRLBwvr7dN11LDPfM7K+h35IU0mdOEDc7hLM3Lb4MDQUTSNcWcP98DRx2yGubyzo299+tf+3897p/t+i1ab9va1mxQCNP/jz/t/NP/z23dt2ByiKRnHo0F096W5BMywKgwdYXzqDFDv3OWomRe4Lz9F+9X1QQDhenxzSh8vkvvg8ajaNe+oSzgcXH6r9OyGTHsbzGoR+h5W591iZew9F0cikh/H9JlHkoCgqqmoQx35C7gRxUgI+jHesKCr8iPqH80SdreqmoNKhfXWF0lN7qb5zg/TegaRc/Ozd57VAkp59+MimDSr23n0YpQFU28abm0UEPvnnXkDLF/AXbyLCADWVIn30GKpt416fJna6WKPj6IVCUgDjxjTm8DB6sUzc7aBlc3TPn0G1U6QOH0XRNLwb00lls5c+Q9zp4M/P4Fy7hprOkD58pE98KIZB6uBhjFIZb3EB/+YC5sgo1vgEimkRrq3izlzf1ZdGBP4dzZZ3hJTEnrOtAtmOu0Yh0V2qhyVE1c7pY7HX5fZXXMYRsdPhfpIbRehv8xrsAjH+rgqVDHliIjw2eRyiYJJCI+m7Py7W1MDCIkWX1keiREpZBY7s/Sql/H5A0nXXaXYWiUWAbRUpZqc4tOdLOO6dyXVNNRkqHSFtDxKEXZqtWTy/SSxCTCNNITtJyiozUj6OpupcvPEnW7z4hAhZr19idPBRLDPHUPEone7qrteYskqUcnuQCJqdRbru7lXOd8NPHSEUhl2W105TzO8hkxnB8Ta5svdmY45XQ1EUwtAhkx5C0yxsq4ChpzDNHCm7hBARa5XzGEaagfKR3U73sWH8ZJGX/sEhAidm9UqTtetturUAEQnsnMHo0QL7nhsgP5rCbYac/bObRP6dX2unETD95hpP/829DB3I8Yv/w5NceWWF1pqHbqjY+SSl4YP/PLvjwsLOG6TyBqquoukKqq5QmsqQzLkUiuNpRo8VEKFAxBIRS7x2iFO/rdJNTidVNJPjaAqqrlKcTKP2UgKKE2lGHykgot5xIonfDXuGqluRLpvYGQO11x5VV8kNp4Dk3wP7soyuusSR7B1L4DZDvNbdF07h6iqN73xnVzJo2/29dInUxUfIPPnEhkrINDHHx1AM444GtFouR+6557ZWEhOC1ltv0zl16t7MFOMY5/wF9EKB0le/gpJKiAHVtsm9+ALu1WvbKp+F6xVix+kTNQlpU9jh4AnMiTFUy0ya5/k4ly5j7d+PlkknhpvjY2wJZ2++xkwGrVTcuDzfJ1i5u0P+7TByJQDS4/vZ/2v//Y5qGj1bAEVFs1KwSSIuo5D29Qtk9hwme+AEzcun+8bTmb1HMHJF3OV5vMrWya6eyaPqBoqdZvLn/86O1cRUK4VqWahRgGpsn3jGnoMIdh6s5SbF172iWY35xm9WeOs7LQ4/lmLPYYtsXiMMJWs3Ay6fcpm94tNpbe0XKh8uUflwCT1jEvsRMtq4f0bWRLN04iBGzeYovPx5nLPnyX/20/3oLoCaSSfqoF0Qy7BXRj4xZw2Fj6aa6FpiRi4RqKqOkBGaqhOLkLiXMmany+SKU7veo9vTyFRVpzh4iPXFM0Shg66a5M1hMnqJhc5ZBu29RCKgLatYSpoBe4pOWCNnDpHSckgkrWCNnDGEJKYZrGGoFmm9gBs2UVDJGYMUzBHWvRksNY2iK2T1Mqvu9b4Zet4YomxPoqCw2L1E5HtMv1XhqV+coDyRJnBjylMphvZnee+/LOC2Px5/hcJjz9GZvkjsdNBSGXKPPIaqG3TnpvHXlkhN7CU1sY/6qbe3VVLbBiEIVnePOn1cSOd1NEOhsuBx7tUKJz83gG7ePdUDklfoyAmDylpMvZY8UzdnQ57+lMXTn7KZm45IZzeeocCXLN+MtvCg7YbgT/5Ti5f/WpanXkzRqsd84z80cTrw/usOhZLK3/3vSkSR5NU/73L2fZc/+u0Wn/mZDF/4uSxLCyF/9PUWUSj5wteyPPNSitKgxj/+Pw7yxve6nHrbZe56QLshWFqIqK0n7fz+n3T4mV/K8Rv/tIzvSn74rQ6VlYgP3nQY36Pz9/5xiaX5kEtnfMK7eBjcK8LYZb15beP+qVqvapVCJAIqnZlEXaQkhIXfvg4opLLDuH6LtruSkBaagZSClrNMx6/2J6a50h7sTJnV+Q92bUMUe1RaV3f8LIi6LFQ2vmvbCqoKnidRVVAE1DtXqLYhlVIQAmxLYaCsovSMyC0LFCWk3rlON7yOFMlzEka3PlPwvJBG9xrdQEECXiBxg0ZyTxSwTFA1BceRGDoYpoLrSgp5lf/mf5XmG3/ssrh0DtuGTEYhDCXjYxpBACurMboWsf/IFd59PyCKwO4N9X4Aug6ZtIITLNFaWyJlK6gaOI7c8lyWc/vo+lUqrY3fCymZHHwKTTVwYpeV+taiEGF/2+Z+UyGKPdaaOyskN9J9QctnMMYGidtdwuUqMowwhssEs8vo5QL6YIG42cGYHEZL2zjnb2CMDWBODRMuV/HnVzGGiqi5DOFKFaIYc98occshvHl/waAHhW6mKAwe3PGzncYVRVHJFiZIZQZw2jvPURRdI/P8o6QePQRA3OrQ/LMfEcwukXnpSfRygXB5neznnyNaqxPMJ/2opppk0sNIYjyviaZbhGEX08gSRm5CWCIJgg62XexlMTRJ2UU01aTrrCGRpOwyvt8CFHLZMUwjix+0yWVGSdklPL+BrtmkUmVq9et4m3ymdoMIY0S48zqi9s4M+3/jM2QPj1B6cg+N0wuEjXsLKIvAJ2rUyT72BN2zp1EUlfSRR4gadYL1VVJHjtD+8AP85SX0bhdvfg6EIHPiUaQQBCsrZE48intjmsxjT9A5/SFRow5CYI1PIgIfe/8BpOehF0vE3Q5RvYYxMEDq0BE6Z08RN5v4K0t4C0k1WBlHRM0G6eMn6Z4/izUxiTkygnt9mtShw8ggwJrcg14s4l67SvrIUYL1NeLW9iDkX3V0adNldzXXmLKXpqxtIYQ+KeQpUVKGmZWXiB6aEFKYGH6WYm4vUsYsV84yu/QGfthGSoGmGuQyYxya+iLF3N47HsnzG8wuvYGqGjRacwRRhzgOk7mxopO2yxyYfJnB4iEGCofIZcaoNq5tOUa7u0KjPc9A4RADxUMsV85s8ZPbjMHSEXTNJo591uqXHogc+6kjhGIRIGXcy6tWek7oSdTFspKFrpQREjXxvSBJKctlx5me+TZ7Jj4NKAgRJukqUqCioqGjYxCQ+FLYpBAIAjxUNCxsAnwUFAxMfFzEQzx8QTfCTOuUJjOMHMnvuI+UkvqCw1v/YZqrP1q9a3pA4MS8/7uzDOzNsvfZAaYeLzP1eHnLPu01l3PfWtyREHr0axM886v7SOUNzLSOkdJQtY1J+ot/7yDP/50DhF5M6EQEbsyF7yzy6r++gtgULT3x1Qle+G8OYmV0jLSGaWuo+sZxXvoHh3jx7x4k9CJCN8bvRlx7bZXv/D+2V7966e8f4ujLo1hpHeNWm3oGhXbW4Gf+6QniSBC6cXKsTsh7vzvD+78ze8d7JeOY9jvv3hdhIbpd3CtXSJ880cuDvqUSSqpyxXcghOzDhzHGx7ZMSoLVVTrvf3B/lTXimM4HPyZ94jipIxtEpjk2RvrYI7TffW/r7q0WcbOFHB9PfBVME708kFTIuE0yqqZSGMPDfZPtuNPBv3ED0enA8BCKoqAXi4nCqL69U9IK+S0V0+JOZ8f97galF2WVIk5MUneQ44atOmGrTtCobpNuduevEXUapEYmsQZGcG7eQLVSZPYeRtF0uvPT29Q9ipr4VyBE77zbX7bY7RK73aRk6A6/tfgYKjD4nmT2is/slfv3K5h4+QBICFs+1fMraKbGvl84jlmwqZxaYvnNeVqvvY5iGMTtNq3X3uh/1xgdwRgZ3vXY3WB75HCtO71tm4JK2igSxC63IkTFocM9P4TbIQn9Dqa9vT/Ml/dhpQpEoYOtZUFKdMXAUG1AoeYvEkmfkjVBN6zTDNaYzBzrqXlcNMXAi9vEMsRQTYLYwYkaOFEDS0ujKRqqoqKiEwiXVrhOwRhGVzfamTGKiaG2SCKzUSB447dmWL7SYvRIDjOlsXKlzbu/O8/K1fZHUUBpR2jpbF9dZQ2PIwKfxqm3geTdMQplzNIQmp0megAzytuRMwYTou8ekKiz7j6tiEJBq5KkQT7yQonc4E7Pw3YoKpx43OSFz6b49h91qVeSm+y6Eqctee7TKV77To1jj24cb3kh4t/+i62kv5QwfSlg+tL2YEC7KfjD/7g9bers+x5n39+usvjBn3T4wZ9sRPYUU0fG4HQk/+r/VMEczEOxACsNausxv/u/NLYdw+1Kfv93PLQMRG0XvZAmWNmcuqyhZS2ixsNNuFXNpDic+FC1qrOksoOYdp7AaxFHAen8CIqi4jsNCkOHaNdmaaxdozR2HACnuQQoZIrjiCigsXYVt7NGOn9vqTp3w+iIyksvWlQqgukbEQNllWZTkMurdDuCZ54yWViMyWVVThw3eOVVj8WlmBefM9F1hQuXQo4fM8jlFKpVwYVLISePG5imwutv+hw5rDM2qnFjJuLMubA/tIyPabz8OYuFmzHvfhDwwrMm+bzKxcsh16YjqnWB0cu6ePxRkz1TOouLEc88bbG6GvPNb7sUiypjI0n1vMEBlRefs1BUOH0m4LGTBoahUK0Jzl0I+cJnLao1wXsfBLjexvjmBS3y6TEG8ocIIwdTzzBWPknHXccPty/IFBRsNYtEYio2sYx63kVqomJUdFRFRUHdSN2VESktTzNaQ+iQeuwgousR1ZqJn6Hno+XSqGmb1GMHiWot7KmDEEUI10f6AYqhgwT72D6kkGRfSFKxg8V1gvlV0o8fpvv+Ju82RcXKlgi6zV0VOQ+DW+PD7ZAyGVN0M534OW1COjtEJj+G017jTuoF9+IN/Ol57MN7ybz0JMH8CvpgEefDSzgfXKD4t76KuX+iTwjlchOYRhpdt1FVg5Q9gOOuk0kN4YcdBkqHUBWNTncVXU+xXr2IbRUoFvYThh0UVaXVWiCdGqDdSYyOy8WDiZ8UAlU1UOKAYmEfntfYov6SsUAKiWrcfwU0d6mJt9Rg8KWDpKdKrH7/IjK+R1I6jonbrS2m9jKK8BdvEjUa2Hv3Jybd7RaKqhE3GyimhZrJ4N24jr+yTPrYcVTLIm41CNZWEN0uqp1CBD7B2lpS7dT3UEwTe2AfRm8eq5omMgwRrkPcam4hdKJOOwleKgp6vkBYq+IvLmLt2YuWy0McESwvEawskTqY+Ox8vFbhPzkoMggoNFgnTZYSw1RYJsCjzAgeLhEBQ4yjY+DSZZ0lxKY7lKNEiSEGGcdWMmRkjoiQdZb7hISGzjATWKQI8KixRsjGfNbEpsQwFjY+HnVWCfBR0RhkDJcObRpAogYaZoJ1FgGFMsMMK5PYZBBKjJAxDSo0uIfU2B1gWwWGSkdQFJV2d4mZxde2EDBChNSa15nVLE4c+KUdCzz095URS+s7F9YQRLS6SyyuvU8hO4FpZMilR6g2ptncF/lhm/X6FYq5PeQz4+SzE7h+g9v7K0NPM1A4iKJotJ1VWp0HS9H7KSOEBEGYMNaxiAgjjzB0CIIO+6Y+h5SCIOgQRUHigSBCosglDLuEYZc9E59GUVXi2CcME/MtISJkFDOq7SWWIQJJTaySV8tklDyL8Q2K6iAqGi1Rp6QOEeATi5iAB/cdmn5jDbd1ij1Plhk6mCM3bGOmdBQFAjemseSwdKHBzDsVVq+1iIN7W11UbrT5s//zGY5+fpR9zw1SGEuhGSp+N6Kz5rF0sbmrekbrkTaBFxN499Ytqrq6TfRwa1vgRQRexF1jDJIthNHtxwLw3QjfvYeJhKL0r+NOCCsVvBsz910pIqrWklLc5Y0Fh5bOgL57x6BYFvbBA6ipjeoXUgjc8xeIm/cfjRCeR/fMWexDh/peRIplYR85Quf0aaS/aREoJeHqCqmjR/plUpNKYCbC3WpkphUK6OUNAjFcXSXula6X+/clHkTZLPrQ4HaiR9MSMmmT0VW4sro9T/keEHvJE+MszrD+1ncQ0e6LWhGG20xuo26LzuxViiefJbv/GM7iDGahTHriQO+zy9zeod7KqY68Nquv/elWH6DbIIUg6n50ue8fF9IjOTITeZylNtl9JdzlNiKIWXzlOuOf20/t/CrOSg3FNGi9/ibh2kY0V4bhXX1idD1NLjtGu7NMHCdGjrdSODKZUVqteSQCJ2z0JweqZlIcPLTj8TynTqs2y8jU09vPZaYoDByg21pGVy1sPUsoAwLhIWTEaPoQzWAVL+owkjqAodp0wjppPd+vbDdo7UkUEd4cofAoqRMUrFGC2MHW88QyShZUikrJHEcQk9aLpLQcWX2AdlBlwE4hpCAUPU+YbsylV9a49MonEwnfdl8yWcJmnfyJp0BR6UxfxCgOEDSqGLkC0Q7V8O4X+/NPU7TH72lfBRWzV+L7TmhVAq6+2yBTNNh7Msf1D5q47d2ft9FJnV/79RwjYzrHHzc5d8rnu3/S7QcHRAzLixFPKVBdjz+xCiDGYA57opxU25EQOz72nkG6lxYJax30YgZzpIC/VCd9aBTF1FENDeEGiCgGCYqmoqVNgrUW5nCBuONhjxWRUYw9USbu+mg5G4Sk3TNof1BY6SKabtFYu4KiaqSyQ3RbK2Tyo8RRkATYNAVNNwncRn+xnMoMUlu5SOh3KQ4fwetWSedGMVOFbd5FDwpVhUMHDBxHcu5CyNCgyuSEjq5HDA9pLNwkIWKWYuoNwcxsxOxcxOOPmXRdScqGxx8zsEyFoQEN15F84bM2B/frSGB+IeLAPp35hZjrM1sVY6WiSjqlcO5CyMS4xmc/bRFFieZmdm7juTRNKBZUThwziCLJ6mrMhUshjisJgpjRUQ1Ng5PHDVodQS6rcOyYwciIzsVLAQcO6FyfiZia1HHc7fftZuVDJgaeZGoweZ+liOn6VZaqZwii7TMpFY2MWkBTDALZIwWQGIpJVi8mBtYkwQ4pJa5oE8kQU0nkS4qamBTHzQ6i44KmoqYs1JSVqJ6jGNFykIUs0vMRfphs8wKitTomoKZtonqbcLlKVGkQtx3ci7NYByfwr28YElu5MkLEmKk8EknkddEMG91OI8IASZLKJeIAVdXpVhbuOPbfgqJoFAYOounbSesodKitXWZg9Diqmdl67zSDwuBBaquXiKMdAi5SEq5W6b51mmitRrRWo/jXv4TSS52TURI4Es02amZjbqeqOkHQRcokSBTFHrnsOJ3uSqIA6q7heDU0VUcJOzhuhWxmFNetEkYOmmr0VLYSTTMJwk5C8EUurltH12w67hqqZiQB8p4fCUDQcPDXWox8+RjWQIaw7VF7b/au9xAg9gJqP55j/z/4FJ1ra/ecLgaJn6aWzaGaFlommyilhbijabSMQkTXQS8NJNcbBMggTHxQt31tU3quqmEMDhGsLqPoOtZ4ojYWnoeWy6NmMgjHQdF0tEwW1bLQMhniTgdzfCIJ4JpWLwUtu6mND1+IRzENFEOneu51iCBobKTtaKrJaOkElpnD85usNC6iKQbDxUewzTymnmZh/QOyqWHSVgk3aLLWuEwsHiyoY6dVjj2TIVfSmT7rsDSz9RnPkCdLkQbrDDDGHuUIgfRpUmFc2c9NeZ0Al5CAojJEiWFqcnULIaSi9gjn5HkVikDcVrlkRJnEoUNEyCDjFBjghrxARIhNhkPKSRRUPBwKDDDACNfleQSCMWUfVblMhyYSiYXNHvUoLVHrk0YqiV+wQCAU8VA+5fnMOKaRRVEUKs3rO5LwAM3OTRy/Rl6/t3nRbnC8Wq8QS2JivRMqjatMjTxLJjXMcPkYlcY14njrb1nM7SVtlwFBpX6ZMHowbuKnihCKIo+FxSTvutNZotNdQcqYm0vvoKhqTymg9KrZJDmLjeYsUsbML77Zr9QgpUBRriWmTpHHyuopygzTlS1ySpmUkkFBwySFioovXTJKIamGJF1MxU4G2YeA2wyZfmONmXcqSSqUqmz0RxKEkMSh2KK8uRdICfUFh/d+Z4Yf//5cP01LSpAiSc/arVLZB783y6k/nN/WL26WF9+OOJRbKuIAfPiNOc7+6cJ99a8i3Pn4r/w/L/Hqv9lZ9rwjJHclz6SUhCurhLv46NwJwnW35RGrlnlHPxQtncbaM7VFHXSrqtkDmbMKgb9wk7jdRi8kUTFFVTFHR9DLZcLlrYbIwdJKUva7Rwjpg4OJwuk2Qki/jRAKlpeTlJKVFdJxnBhLZzIYQ0N4V7dKGxVdxxzeqigJlpZ3zce+E5IKDBI9kyPstomd+yNfRODTnbtK/ujjpCf2oWcL2COTGLki7Wvn8Csr277j19aIfRctlUkqMdQfLMLwFwFNh2xeo9sWRJveIxEJZv7wAo2rFY79+rPEboi73qVyZpnhZyfRUz0TxSAkvE0pFzUaRHchK00zg2lmyaSHCII22exoEqHoLKJvmpxvlq5mixPY6fJOh6PbWqJRmWZ44sktxCLc8og4zPLcOzT8ZVpBIqsXMmLVvd6vnCQRLHTPk5SbFjQCDSkFWWOAZrBK3V/qpYBJlpxLvWMIvM65pKUyphNWepV/krLYzWC1d2yJ22319vvoo9wPgtj30FIZvOUFskdOYuQLaKk0UaeFPb4Hd+nhCASAZrBKJO9vUtoK7kyQWWmNx784SCqvo6iQyutce69BuEPZ+SsXAkpljT37DNotwW//ZotT7/q0W4JsTuH9Nz0a9ZgP3vKQMiGEblwJMC0F8TGHe41SFqOUQQQRcdtD0dRkoRj1fCsUBdXSUVMm5lAOo5wjqLRQdA0zbeJMr5I9PoEUktjx0bI2aspAy9qk9g5hlpMiGWG1vVG6+yEg4ghNN7EzA/huAykFVqrQC46FxKGHZtjJAlNRsFIFAreBiINERRQHiDjAShWTFDIhsDMDWKkihpUh9B/cs1BK8HzJvr06ExMarZZgaEilVDRwPUmzJTh/MeTF5y3++M9cjh01GBzUaLcFB/brpFMKjaYkCiUNU+B5ybt9fSZiZjbi+o2Ig/t11tZj2u2t8404llRqgmpNYFkKs3MxNxcjrlyLKORV9kzqLO2NMQyF/XuTYziOJDIle6YSxVGppDIypLFnUsdxJZMTGumUwsLNmHZbUKsL9oTJdZ4+G/CpFyxOndmqEHKDBjdWftRTvSckjpRxT90DmqEwejBN4AqcZkjkaMQiTvzUpIeCkvRvKsQy4lZVOQWFtJpPvJWE0/M0UpBBRHBzHXPPCIphECyuoeUzSWl1JOFyFWN8kGitTlRpkjq+D62YJao0iTsu4VqdaK2OYuhouTRRpYFqW2hpi7iW9JWQzE9Uw8ZM5VFNCyOVI7LSyX99B0XV0O0cIvQS4igKUbWVeyKErFSRXHFyx+pivtukunKRwsABjNsIIYDCwH4MK7sjISSjGOEH2McP4lsm9qEp9KES2c89iz5QQE33/AB1HbnJI6bdWaJcOIBE4ng1/KBFuXSIdmcJTbMwjAyGnsL1El86SKr1Jc9hgKoamEZCVNhWASFCpBQYehrLyuP5TaLIw/Vq+H6LYn4vKbtE11kjdgIWfv9DBj9ziOzRUbqzG/OYoNql9t4swt9l7JLg3qwTdX1q789uSTW/G7R8HntqD8LzSB08hHPtCv7KErHjIMKQYHmp78d5q29ECJwrl0g/chx7336cyxeJWi3UdKo/L5ZxRLi+RtxuE6yuIMKQqNnAnb6KvXc/Igjw5mcTP9Dpq2SOnyS1/yDejWsUTu6l8MwT+G3JwKefAmcdpaCiPHIMJaiTGVAwhzS68y75QwOkihHRgAWhjZ42cNc6ZPeUcJZbu9+z22CMDWJODiPDCOfM1S02ElIK3KBBLELy6TFSziK6ZmNoNmuNy4yUjmMZOdJWiZuVDxkqHKaU3bs1ffQeoaowNGFiZzRuTntMHLC2EUJd2gwooyhSJaVkaFEnTQ6XLioaPg4hAavcRJcGw8rktvM0qeFLl6IyRFWusEpiMyCRmCRzwACP6/I8ESEDjHBQeZQFpokIGVEm0TG5Ik/h42BgcUx5hhEmWeHOFbJ8XFaZx5I2aSXHorxBRHDXYNSdkLJK6JqNlJKOs9InWm9HHAd03Qr5zL0RQrqewjbzGHoaTTX7/ne2mU8IYNi1OqLnN6g2rpNJDVPM7SGbGqK5SQGkqgblwn4MPYPr1ai35rdU9L0f/FQRQkD/B5KJRX6yTUbcTed3+w+7kWaSsOuWZqMpQwTSR8fAVtLEhNzqsDU0skqBQHqYioWp2HjyIQ2bJcSh4GEDbBslSTeMu0QkEVG85bMNYmdng68oEMShgqnahMJHyAhdtUgbBVr+eu9OKP0F3m6lUONA3LOi6W4IvZiHEGLtjDgmrCYGwfcLEYbbVS+GwZ1KwKnpNMbQ0NYmtFqElQcnHeJ2m3BtvU8IAWilEnqxuJ0QWllJBtie740xUE6kuVsaqWIMD6H2DLOlEP1qYsHycpLWZhioPeLnds8kRdO2pBjJOCZcWXkgQshdWcCvrWGVRygceYz6+fe2e/qoKqqmI6JoR48hZ2Uev7qKVRoiPTpFdt9RkJLW9Lktsub+PWpWcZfmKBx/muKxp/Grq8TObWajipKks0mJ/BjSwx4Uew5Z/IN/NsJv/0/rXDm9QfJ15huMPL+H4pEhMmM5slMFGpfXyYzn0SwdcQf1lmIYqKnUHRVsQdDB9WqJ0WVmGMPIEEUeqmpgGGk0zSbe7HKoKBQHDmJY2yfmUkq6zWW6zSV8t46dGdjaHkUhnRsmkxul01zsl6uGhHDa/O9Yhpv+TrY7UbOfMrbxWbTjdyRxf2zZfIzb9/uLgqrrFE4+TdCoEFRWyR46gVkeIu52McvDNM99gF9ZpfTUp1A0/aGf1bn26Y+m4ZuQLuikcjpv/N5SQmJKidvZoZ0K/PDbLj/88+1lWQE6bcnv/vuEMF5ZjLlwOunT33r1k6kaqugqwgsJG13CWpfY8VFTJiJIriVqOXg3ayAk7lwFd66CcBM1hGroSCFon51PFv5hTOyGiCDCnVkj7vp4C1VkFCdpaMHD9zmB26Bdm0vSNkKPVuUGhp0j9JcQUZgQCKqGEDGB1+4HMeqrV5LFuRS0a3PY2SG8bpXQ76DpJvW1Kw9dQVpKuHwleb9EnPjyfHgqwLYV1tZjfF+yXhF86zsuC4sR2QsKcSS5eDlCiEQAO78QY9sKppGQS34AUxOJaicM4Z33AhrN7ePF4lJMu5NcwPJKzDvv+eRyCr4viQW89rpHvSFYXol59wMfXVdYuBmhaQrjo0mgRQj4zvc9PF9y/mKI70sUBWZmI/J5lUZD4Lg+jiNpNJPr2KktQm7tfzZj7FCG/Y/nEULSrobMnm1RX9/uAebF2+emrtLGlw4Sib/p82BuJame1fv9uu9spO7HjQ7+9Zv9z9qvn94ydUxIH3DPXOsVS0g+7FQaW9UhUuLWVxChj+Jp+K2kAmXQqRMHLoqqkRmykoXY6gxx6BMFO7/ztyOdGyGdG9nmPSelxHcbdBoLuJ01UreNKQCmXSBf2ovX3a6GEZ6P++Elcl9+kexLTwDgfHAec3KYYH4F+8QhtEIe6+AkrW+/2f9eGHZZrWwU3ohjWFk7nRxTRKyun9l2Lt9v4vtbx9qFpSQNOJ0axA86KIqCEAGtdhIwC4Jev7fe2PI9Z67K/Nz263Hma8zPv7dtOwCqgmpopMaLRC2P5sWlnffbBVGtRvOtN7Zscy5tGG13LyT3I1jdOjeNux3aP35v1+/JMMS9nqSih+sbQYaoVsW/uZUwiOo1mm8mhvvp8QKFfTb1117FXW1jZEyye8vYZo3a6SsMPDWFMVCgefkGYdVh4lefZO2Ni0StDoqqMPD0FJUPFigeG8Gvdu+ZEApXqmjFbGK7cFt/mLYHKGf30nAWEz9PRSOMXEwjy0D+AF13HUVRCCKXIHJ6nyVzpcTzbfs6djekcxrj+yxKQzp2WqWytH2t49BGQSFHERObmlwlq+SxZZqYiKhfTUzegWSRfesUuct+DVkh7Fmx+CSkdaLqSVLOHNq4JHNtH48uTbJKEU3e/RkUm84qe/96cCgYeiopCy/CPkm7E6QUhOHd0rcV0laJ4YETFHN7+z7GqqL31PRJau/mFPvdrLfX6hcZH34SU88wXD5Gs7PY39M28wwUDgGSRmfhgcykb+GnjhD6eCDxpENDVAjwkAi6cRMJRASE0seVHWISgqUV14j4i18YAKSNEraex487SJlEirReaW9V0ZPPojamnkZBxQ0bqIqOH3ex9Ax+1CUSG8xxxigxmNlPw12i4S2SNoroqknWHMTUUmiqQSeooKD2ztumG9ybKfPdcCsqrypaPzr/cUBG0T0bSW//8k5y1jtDKxb7nkO3EDvuNgPo+4HwPOJmY8s21bbRCoUtEzNIBt243kDbZEKtF4tbUoQUw8CcmOhPquJOh6iZtC9cryA8L0l5UxSM0dFtnklaLiln3z9nq0X0gNcXtmrUPnyd4U99lcHnv4ieK9Cdn05Sw1QF1bSxysNY5WHqZ9/GW9s+cETtJs7iDKmRSbL7j5Ea20NQX8dd2SXqIAS1M2+SGttD/ujjKLpB6+qZXmqYRNFNjHyR1Mgk7tIczcs75wb/RWBg1OCxFzP86W9tfaZX307UIanBDFf/02lkLBl8cowjf+dJ2rN1vMruA5o+UMY+dJD262/uuk8UebTbS72BLYkoAwgR43mNfpWhWzCtHLny3m1eDreO5XTW8L0WnebSNkIIwLTz5Mv76DSXuN+XMJIfX2ngTxq1D95IFLEiRgQ+4em3UVQNESap0iIKQQiaZ9//iSIub6E8YTH5SJZMyWDqeA6vExFHkoVLnaT0vKJgjpUQboCiKshY9AkW4QUbZZB/AuDOrBGkLaK2i+yZtcadDTJKRoJg9d7TgqNm8k7G7YcjtAwjmyh+bpOWSynoNjf6yzjy8d3Gzm0JNkgDr7sRvIhCl059w3De7azjdh58EroZna7kgw83+o1zF7bOs9YrG5+dPrvx2dnzu8/HarUN0sVZ3JloabUlrXbymZRw5drW9+atdzfOe+rM1nMtLiXfc9yY5ZWN4585t7Ffs2f83+4k/22ce7CAmZlSCX1BcdRC0xV2CSrviDsGMO/0Ssld/t62n9z5b5Lnzm/d+RkRUQiKQuR375hqtBmqZlAY2IemW9s+kyLGaa8SBl1atVnKI8e27aOpBsWhw6wvnt5eRjoWOKcvE8wtoeWzxO0ucb0Fuo6iKaSeeITUo4fxzl3Dv/rwSszd4LhVgqADCsRxyEc+kCkK+WNjlJ/bR2bfIOuvXyOo/nRXJzZyFmHbp3FhBc3WGXhyEj1jYg1m0MzE56szV6d1rYKWMoidgPqF5f6tjboBhaPDOMstou79BY5Vy0SG0UYhkR401UjmPlL2qwomz5zEDzs4QZ0o9smnxynn9pGySjQ6yXx1ZORJhIxZXTnFvfz+Tjtm+rzDwFgBpx3Tbe8QBMUjJKTMCBEhbeqUGCJDjgCvJ4h4eEREm1p897Zv7W627r+ZTPqocYugARKFzZ3SHe9BJV7O7+fg1Mvk0qOgKLhena67ThB2iSKPWATomsXIwKMYO6S7bkbXrVBr3mC4fJxSbj9pu9QvqFXITpK2y0SxR7Vx7YFTDOEvESGkKIlI4wEsS4iIaIgKHk5f8RJsMr2KiYi5t4n1rXbcJX32I4GuWozmHkFXTWIRUnFmyFsjKIqOE9QYzOxHUw0iEaCrFmuda0QiIGvlsY0caaPEUmurkbOUklhE/QhSLCOK5ng/mm7pWQwtha3n+uedrb+/a+T8lnDmdqGIaWSwzQJh5KKpJpHwSdtlXL+Brpr4YQdNNTeqeSkajlfZPmg/AGQcI7qfnBu+ns9tiV5JKZGeh/AefNIvg4C4m/hgbdwjBT2f7+W3bzyv0g8IVlcxx8eSDT01kHt1o+qLapqYExvyx6hSRXgJQy48j7BSQS8l1b+M0RHUlE3c3kjlMoaGUDZV3rpV7v6Bri2OaVz8MYpmMPDMZxl89mXKT366RwipaGYqMbBsVmmcf3+3o9C+foHSyefIH34MxTCpn32bsLW7ybW7ssDKK3/E0Ke+QuHoE+SPPEbsuSAFqmmjGiYi8PCr91857eNEKqNui44CRG7E4ivXt2zzGy43v38dv+GipjMUv/r5HcdorZC/B8JS9gz+gdv6x3iHjthOD5ArTO4YyU38SlaJAodOc5Hy6PFthn2aZpIf2M/azVNEd43OfNxQev9XerfvFlF8v53+xnGSb9/9OOK2Era33tPbvyWChyEVbqUw32rZpmP3B7YHG+CKIxblcZvmms/EkQxhIAh9wcr1LpEPqArWeDlJk1KStBYjY6FlbLpnZ3dU+D0cdrvWe/ktQoT3kxEc6kNRSWeGiCOfTmeZn3wmtHfXb41jva1bFhGSbVv/4rH9uYGd2v3RtXl9zqU8bqPpCrUlH6f5cRC+d7iuh3z374ToAdINdT1FcfDwjuNfHPu06vNIEdNu3CSOgm3FDBRVJZMfw84M7ExqRjHRep1ofdO8IUwWuN03TtF945MIDMm+afTHdXzhhfjrHZpnb9I8v3Rf6WIfHe7WD29suRu8WpeBpyYZ//JR3JUW1kAa4UfEvcCCFBIZi/4hRSy2HLp5dY3xl4+w8up04ml0P9A0VENPUj43be64a5h6UnRhpXYeP+yQTQ0Txsn4PVw4ykr9AuvNq2TsARrdmzSdhLzXdQshYxRV641/m4+s9J//W+ujRDGZWJHYGZWBEYMb57crXlzZoaQMUZdrOHQASV4pU5drxFtyCHZPV76lzNEewEalQ4MCA31DaQODLHkaskJESEyISQoFFRCkyWGw+R1OFEoa2m291f1DysQyIFlTabumcEEv32aHwOYtpKwSByY/TyE7RRR7LCy/y2rtIo5XRYiN+UImNcxA8fBdCaEwclhvXKFcOEg2PUwhO4XjJX3ScPkYiqLieg1qrZn7vOqt+EtDCP38L9p85Wsp/j//c4fzZ+9vgiaI+5K1h8WzL5j8+j/K8F9+1+H737n/ykD3izB2aPuruGEbP2pTSk0Sxh5B7BLEDq7XwotaDKb30wkqRMLHDVuM5Y7hhI1tRE4kvE3bEjZWUy2kkHSDem+rQhg7tLxVvKh1R6b0H/63GQ4fMfif/2WbudmNDsY2i0kKSX4vntfAVDJ99lzXEyWKqWdwvBql/N5EdRA0t0U8HwhSIj6C6jv3is1m0v3z+/7DMYZC7JjypqZS29LXZBAQrq5ukEeKgjGytSqMVipupJ9JSbi+jnC9/veDpWVShw8n+2aziVfR2sYEyhge6RNCUspEVeQ++KJdhgH1M2/hLN4gu+8RUqNTaOksyMTQ2VtborswjVdJBkxFU5LbuWnw9qurtKbPkRqZJPZ92jcu7lhOHhJzTSkEnbkr+PV1snsPkzt0FC2dB6EQ+w5BbZ3u/DTO4uZOVxK5XdyVeYLa2rao0C0E9XW8lYW+4ugWdAN04+EGslxRu2e/rsmXD7LwvWlkJNCyWczxcZwLF7fvqCoP93zeBkXRyJf3oZvpHT93u1XcbhWQtBsLhEEXa4dqY4XyPqxU8SMlhHQjhZUqbfEtSqLLa9tysVXNJJMfozR8hFxxCsPMJNFvr0mnvkCjeh2nvYaI79y/aLqdHGfoMNniZD+NLvA7uO1VmtUbdJpLBN6DqwjvB6qqY1g5rFSBTH6UVGYIK13CMNOompFUKRIhUejhe028bpVOcwnfqRH47Z1NWXfBzOkWCxc7GKaK7yb310xp+L0S4sSCsNZBComWNlFSZjKBD+NEIagZ2OkBVG3r9EXEEZ5TvavJsaJqmFYOO10mkx8jlR3CTpXQDBtNM5FSEMcBUeDguw08p4bTXsV3G4SBQxRuVMx7WJh2HtPK9cmQB4UUEW63d+09E9/h4ZOUSgdotW7SbM5+JO39KKDpNoaVxbRypHMjpDJlTDuPYWXRNAtVTRTOMo6IRUAcBYR+G99t9n+PwG8ThS5x6H0kQaK7QlExjDS6mcZKFUhlh0ily5h2AcPKoGkmipqkEwsR9Z+fwGslz09nDd9tEvqdh3p+siWDwakUmq6w/8k8c+dbfd8tVTOx0+Ud3wu3W7ljdS/dSGPaedL5ETK5UezMAKaZRdPN3iJUEEcegd/Bc+s4rRWc9hqB1yIMug98PQ+LbHESK13a8bPQ79BpLgJJwQKnvUquNLVtPztdJlec+shUbneDbqQSH72HfucFvlvvPU8PcyDoXF+nc/0+r19RsVMldPP2+S34br33XNzxABhmBitVIJ0fJZ0dwc6UMcze+6SoxHGQqBi9Jr5Tw2mvJamqQZcwcHb1SvGrDje/fQnV0Ii6Ad2bDVRdQ8aCoOlReX8e0SO9Yj/k5jc35kCqqWFkLYKmi7Nyn+OvlMS1FoplbJs/xSJgvbkRhFVQMfQUXtCi7a5iG3kkgo67Rtvd7nOZy01y6OAgiqqxtnqGRmMG08wxOvokqfQgUsQsL79Pu53Mid1uzMK0R7agcX0HMgiStLEp5XDff8fFYZBRlkjmuFkKZMhTVAawSDHCFB4uddb6IomIkC4tRpQ9WNiEMmCdpXvK8FiVC2SVIoeVx3HokCJLRMQKC0SE1OQak8pBNDQEMRkKhHJjriGRdGgywhT7lGOE+DTkg1YZk4RhFyljVEXvpevtnMSlKGo/nW8n5DMTfX+h5cpZ5pbf2pHU1TWzR3bdHfXmDF13nUJ2ksHiESr1q1hWnlx6DCkl640rd0xzuxf8xBBCE5MaX/wZi+vTEe+8GWxT+igKPP+iydFjBj961WPm+tYdxid1jj6iUyp/PHKye8XgoMojJwxGRh/OdPp2HD6q89kvWMzeiHj9VZ8ggEj4NNwl0mYZVVGJhE/dvZmYl0VNGu4iabOEqqg0vMU+cRP01D87lY4OYg8vbGPrObywja7ZBHEHP+riRk2iXlUfBbV3bG3XF19RYP8BncNHdbI5lc1GT37QSpjlnjQvin0URUvS3mIPISL8sIOqqLS6ywgRbmFWHwpSPpiZ8wNis3Km34QHkbLdfowoSggQbWNioej6tomGjCLC9XVkGKGYSQULY3hoS2qZNTHRT2u75R8ke+bZMgwJlnvG1KqaGFhPTOBevtI/hzE81C9XTxwn5wse7veScYS3ehNvdfcSikYpTdQWpMaLxF6Iv7ahWhK+y/L3fv/uJ1IVzHKGsOkiwpiwWaV+rkrkzYAC7Sur6BkLxVAJG9s73M71C3SuX9jhwBtYffVPdtz+7Ms5nvpM9u5tvAP2Hra2cICDT46jpwzCjk/p+Fbib+iZSRZfvQFA3O3Sfvtd3EvbTduNkWGsA/seql2boekmpeEjO0ZyhQhp1+f6C5ZOY5HAbWJauW37m3aeXHkP3db9eRzcCcXhIxx69JcxNpFVvtvi3Nu/idvZSKs0rRwTBz/L8NRTGGZ2W9uGxh/D95qsLXzI0sxbBN7OqUKp7BDj+19iaOIJDCO1fWEwcozx/Z+mWb3B4o3XaaxPP7BJ4N2gqDr58l7Kw0cpDB4kkxtF1bb3VztBSoHbrdKs3qC+eplG5TrxPVS3kALSOZ29j+U4+4NkDDry+SLT7zfoNpJnwLuxfUJ8C5nCBI88878mlRncst1zalz+8X+ivSmdadt386MMjD1KaegImcI42j1eqxAxvlun01ikVZulsX4Np7POwy6Ex/a9yNShL2wzUb9feE6dS+//RzrNm4Ck2ZzDcdaIIv+TIUzuCgU7XaY4dJB8eT+50p6EvFBV7re6jxBRn6TrtlbpNBZoN24S+h995UfdSJEtTZEv7iFbnCJbGMO083eMHu8EKQW+26TdWKBZuU59/dqWNLx7xdqsy6v/8Sa6ofLoywP9KnuQPNtHn/q1Hd6LOpfe/60+ObLl+sw05eFjlEce6Rksb+9zd74eSRQ6tGpz1FYvU1u9+ImR15tRGj6yY7oYQLuxQBQkgYPAa9JpLpItbleo6oZNYWA/1ZUL90VsP3ibj3LkiV/dRtzdL8LAYfrsH1BZOvsRtez+oBs2+098jcGxk1u2SymYufgtFq//aNfvGlaW8sgxBkZPkC/tRTfT9/zchUGHbmuZdm2ORuUG7fr89rWBkAT1TXO127ipLWlgEoJN8zo9bWIPZqh+MH//HphSopg6inH331YiaHTmGcgfpJCeoNFdoOvtXtlNUw1m5r9HNjfK6NjTdDorDA4dx7TyzNz4PiD7AXPdUDj8WJpuWzB7yaVZ3Xm906TKgrxGiyT9aF0u4uHQpoGCgk2arFLAx2WdRSwlhSEtmlT6qzmJZE5eYZAxbCWN6Kl2BDErco4ODW6Nkz4eN7nez8Bx6XJVnmaQUSwlTV2uUWUFn+T3WGWBUPpkKRATscYiOQr4/3/2/jNKkuy+7kV/J3z6zPJVXV3tp81Mj7eYgQcIgCAJETQQZUiK1JX0JFFaV+7K8BqR0hXXuzKPMpRoRD1SJCWSIEABIAwxwGAADDCmx/S09+V9+szwEed9iCzXlVVd1d0zHOlpr9WruiozIk5mRJw4Z5/933udsWyVJa7Js+QpgRA3KZt2B9stE4QOppEjn93DYuX8agrYhnOhmmRTA132kBB9ppFDVQ2iyKfRmtlS4ZdJ9aOqa4qn7UYTrl+nXLtKPjNMKb+flFWimN+PYWQJgjbl2p2PE98xhFAs4Uf/TIaF+YjLF2ssLW68EYslhT/zExmOHdf49jc3f7l/8Ls233zOZeLGWxwrcgt8+5se4z9VYXaLWvXbxQ/+cIo//1MZrlwKOX82YG42+X6a/hJNf43Zr7trBoM3v5ZAUDCHsYMqTrB5wiKJqDhr9dBVZ4qqs+a7sn46vHnfN+1Lwr/5Vy0yacHE+MYOaSXOzw82ryK4/ts/sHgrIbs9VO5wdWh1HzftZqvBf1irEbWaKD09CEDNZFGz2dWyL2PPnlVCJ7Zt/MXFtd5JSsJKhajdRsvlkveP7lndt5JOoxUKqw/02HE2qIdu66NpCsUH9qJlDPyajVFME/sR3nKT9N4e7OkqzkyNwQ8cw56qohgqRimDV27hztXJHh7AXWgQNl0yB/poX1/aEKOq5Sx6HtmHX7NxZuvkTwxRfW2SzMF+rMEczSuLRI6PNVwARZA/MYy33CRyAgr3j6JlTNz5OlpKRyukqJ+dxV/evcrw2INpPvZjJeQdlJgKZePlFHkhQhX0PzqKoik4i2vtWpVJA1GzhXtjvLOTjYqgsFwhat0d1SRAOjdEOtvf9bUo8KiX11RXYWDTrE2TLe6h22SxZ+AoC5OvbCgdEpaJYhpE9eaGvxFFyGCt7xGGjrBM4sb2n01RNVKZvlVCyDBz7D/xcfpHTm5LmJhWgT0Hn8FKlxi/8GVce72vkyBTGObA8Y9R6Du0ahS51fGL/UdI5wYYv/Dl7h4XdwBF0cgW9jC0/0mKfYcwzPyuSQkhFNLZflKZPnqHTtCsTjE/8SL18o1tJ1ZmWmXP8SyHHi7QWPZRVIWx+3KMn76zfl9R9K5JQpCcv/7Rhxjc+wipbP+23333faukMn1Y6V56ho4zfj5Rtb1VRN2dIpsdYmj4YRbm30hi5qvXd7W9KvTVcvNkIWkru8vtIRSNVLaPgT0PURo4SirTi6IaO5r8bQVF0UhnB0hnB+gdupfAa+M6VZZnzzA3/t1bqvNuBVWzSGV66Rk8TrH/SEctk9k2SfRWEELBSpew0iV6Bo4y1F5mefZNFqdf39LDqRuKgyYHHswjFCgMdCdCbsZKqtx6QkhRdPK9+xk58EzHg8fa1TkRIlF39Awep9h3iIHRB5kbf5Hy/AXim1TcqmIwVLyXMPaot2cYKt1HuXmVprOz0mtTz+IHa3YOq39PFckW9nQl56SMqS9fXzXhjaOARnWC/j0PoumbyzMKvYcwzBzO20AI/Y8Pkageu0BRDYp9h9hz8N1ki3tu67ozzBxGf45i7yHSuUGuNueJb1p8NC1BHEmCEEwzWYQIgjU7D6UzZtJ0ge9J4jh5Xxgl5FDl5XH2H9LIjBicPe2zYys+IfCnF1CLuR0N6LygxWx5s8l4NzSb0/h+g2YjZGDgAUyzQDrdT6VyBf+mOZNQYO+RFKoGw/tNrp21mbq8ed7sYnNDrqmjGlRWySGAZeZYlptN629GgMcc45seEXOMb/jdw2FKbkxN83GZ7bItJNU7y8yxzLp5LRttHyQxFRaosHDHQsV6axbHq2LoWfqKR5hfPkO9tdF3VAiFvuIRUlZ3ZaIkUYkmFRkKmmrS7fmZsnoY7L0XbR0hdKun7FL1AiMDD2LoWQZ6TpC2elCExnLzEvY2ZOJO8Y4hhMpLEa+d8vnoxy1G9qibCKGRPSonH9A5dybYpA4CWF6KWV76k18Ja9Ql5+9yXXdPr8IDDxnU6zG9fQr3ntSZm73dB5ek5s52/vfWf18zU+/MAfPbifVpXECSMLCDFYRboasaKAjolroV1WpEjSZ6TyJVFpaJWioSNZsI00Tv610tNYtabYKFxc3b12qrhJDe348wTaTnoeZyKLnsaltixyFYujNCSLV04iBETefI9eeon58lNVyk+OAYC89eoOfx/diTFYKGQ+vqIul9PQR1B72YpveJA7hLTayBHIGl4ZdbtCc3Gi6rKZ2w7ZHaU8SZqSJjiWJomANZ7Kkq7kKD1HA+6Z1jiV930LIWit5Cz5q0ri/R/557COoOQcPFGszfFiEE4LRjXnmuRXXp9vqNA8dNTj6xNhGuXlgEBFpKp361vIEQ0iyduGN+q+ZzWAcP4Fy+ijE8hHvl6ur7ZBjeVRVdsf8wqp7q+prdWtiU8lJbusLQ2KMIdfNgP5MbJpXpw24ugBBo/b3og/1ICUqqDIogqjXQhwYIlsqAh9ZbAl2DKEYt5AnUBeK2s2XSoNKZyLKQTBD3HHovfSP3JWUht4Ci6slE1XcYP//F1VU7K11i/7GPUuzv7nlxM4QQGFaBsaMfxrWrNCp3Vh++As1IM7j3UUYOvAszVWS9B8HtIJkcZukZPEa+NMb85CvM3nhhS8WAbin0j6Xo3WNx5LEiMqajDrozRaGi6l1LElPZAcbu+QC9wydRFO2OP6uUEteuvGPJIFDQtFQSCW8Vd61myRkDjGSPkzP6mGycZtG+So81ih/ZtIKdDzp1I8PA6EMM7XsCK9O3mqxyNyGEgmHl0I1MR0l3+2MaoWgU+w7SN3I/pf6j6GZmNf79bkLVTDL5EdLZAXI9+5m8+NUOWXPr2YzTCpm/nngHXn6pRmPp1uSXqhobVEOqZjI49hijh96DYeW5k/tfCIGqmeR7DpDKDpDODTF7/Vur5UJCqOTTI+TTI8yUX8MPW3hBczVZRwiVXGowCStxFlEVnZRZIght2l6FtFFiqHQvleY4DWdug2FqtrCHVKava9s9p0a7MbdhLNQojxP4ra6EkJkukS3uwbkN1db/xGbo1mZCSNNTDO17kpGD70oWIO60ZA7w3AaBv7F8/OARjb37NGanQ6YmIu5/yCBXUDjzmkfvgMrCXMTQsEqhpCAEXDoXoGqCY/fquK7kzdd8HnjEYN9BjVo55vybtwyxXoWSS6MP9qJkLYLZpYRhuktYI6TXHAfX/7YeoS/59heqqFryvLKb2/eLiiowsgZufW1eKVSBqiuEXoSiKcRhnPwM1valaAp6RsOrv30WHG8lgrDNQvksucwwKbPE4b0fZGLuOzTtBeI4wNDTFHP7GRt6apvuWmJ7FfyghaFnGey9l6Y9R6M9i5QxmmqRywyxZ+BRCtm9HeJoZ+2zvSrl2lX2DDzCQM/xRBEV+5Rr1wjCO7dR2NGsVAhRBH4NuI/ka/gp4BLwu8B+YBz4USllVSR3+S8C3wvYwE9KKV+71TGCAL79vMcP/kiKhx8zePONYJVgVVW496TOwKDCL/2it6riU1TI5QS61pmIxtBsxtw8/4ZkrpvLCYIAHEdiWoIkNCmJLm3bkk3J1iqk0wLDEJvEGGEkadQTZlkIyOYEprFi7AXtdkw3z+BsTqAIaDYlqZTAtJJ9h4HEtiXd5mD3P6jT26fwta943P+gztPvMfn6V9d9DwrkCwLblmiawDIFrpvsL5NJjuF5knZbdvzZ1m5oTUs+o6YnHiy+l2x3M7ltWmBZgnYreS2TWdvG8yTOum00DXJ5hZW5XBhJmk25LcuuaZBKC3Q96d6iWOJ74Lpyg2pT0yGV6rxPQBRJXBdc551kNrkRcRelhTCt5MK+3dIxVUWxNq+uxG17gwpkBWG9QdSor/oIKaaFVizhT06hlYqoudzqZCes1wmrG1n4sJH8zRhNJNdqOo0+0I8/NZ0kjGWSsicpJVGrTVi5s+Q5PZ8ie2gAGcVEfkjY9IhKAV65RenhvURtL6kHr9lkD/WDALdio1g67mIDPZ+iPb5M7EfEfrQpmcgaKpAe6yHyAoyeDOnREn6lTdT2iRwfRVNIjfaQGipgDuZI7y2haCrObI3Q9glbHn7VRvohQhF4i7evbmhWI37vl5YYv3R7JO+Hf6TIvY+uU0Z0jEznvzOZqNPWffSpZ6/i15KOSUmlMPeNESwvk7n/PryJjaU2MoogitcZPK4NQORNgxGJ7NRCb44e1Y0s+dK+rqoMKSX15WubFCXtxhyuUyWd3SzL1c0Mxb5D2M0F1EIefXgwKWVUVbR7DuFeTFaglFwWpdVGahrGvlGito1ayCHURNLtXriyad8rWFGEIATFvsMMjj26Qdp7KyiqTt/ISWrLVynPnUUIheED76LYf3hXE3QhBFa6xMjBp3HaSwTenam2rHQvo0fel6yUb1FqcTtI+iGBbmYYOfgMqUwfExe/gt1a3PTeViXgpc/Oc+m7Veav3T0vKEXVblIICTKFEfYf/yjFvsObTMpvF05r6R0+cYyx7SVSqR6EUGk0tkhW7IKUludQ4XH82EHKGEvLAoK8OYgqNFq1nRBCgkx+iL1HPkDP4LE7VgTdElLiew3qy9e29cm5FRShsOfge3ZM2N4JhBAIVadn4CiGkeXqmT+kVdvZearMumSKOqUhk1Y1IAq2H/sIRcNMlxCKhqKojBx4mj2H3r2lmu52kCg3suw5+DSKojJ56dkOEZ4ED8QyJIy8JFBj3fgzY/ZSzOzFD9qkCz2sJGnlrCGiOOiQiCqx3Gikq6j6lp50UsrE3+wm5ZVrV2g35jeV1CXtVygNHGVp5k12Qsz9jwKhqElCZRSgaCYyClB0ExnHxGHicyk6ilh5C2+29bhZIaQbWUYPv5ehfU90JeRuB1Ho0aiMs/58WSnBvfcb3LgWsjgfYxjQ06fw+NMWi/MRe/dreK7k0D06pV6FynKMqoU89pTJ4aPJYkEYSPoHVJYXIjRt+37AsBTMtIJnx/hujNA1wuUa8UQyNrybyOVGyWZHyGaHCAIb163SbM7Q23cUz2sAEt9v4ftNpITy/NbnSzVVeg4W8NsBkRdhFU2KBwrUJxoYOQMktBdtVF0hcEOK+/LUJ5sUD+SpXq+T7kvhN31SPRYyhtlX31lBK3eC+fIZsplhhnruo5Q/QCbVh+PViOMQTUuRMou07EUq9avsHXqi6z4arRmWa1cY6j1JMbePEwc/ge1WOoSQScrqQVV0phdOUcrvo5gb21HboshjuXa5ow7qRUpJ212mXL966413gJ3KFH4R+LKU8oeFEAaQBv4h8DUp5S8IIf4+8PeB/w34GHCk8+8J4N93fm4LKeHK5YDr10Le9YzJ7/xGG68zRzBMwbueMVheinljXSTpwIDC3/w7OU7cp5NKC5qNmF/4uSavvLSZreztU/jZf5znwvmQr3/V5Qd/OMXjTxmkMwrTkyG//G9bnHp57QYyLXjmPSbf96dSjO3TsCxBKp2UVbRakgvnAv7ZzzWoVSW5nOCv/EyWp95tkkoJ4gh+5Zda/OGnN/uN/I2/naNUUvi937H52PdbPPKYgWEKpiZDPv9Zh69+2dtAbhgGPPyYgabB5z7rUCgKTtynMzyiMjOdkAn9Awr/7F8W+cofORw7ofPo4wYvfNPjs592+DM/nuHRJwxef9Xn3/9ia3UbgEJR8D0fs/jQRyzG9mkEgeTsmwH/7TMOr73ibyDWPvQ9Ft//yRS//G9aDI+ofOKHUuzdp+F7km8+5/Ef/m0Lu520e99+lb/9D/KM7lVJpwXT0xH/9P9scOVS9w6yf0Dh/R8yed8HLMb2q+i6oFqNOfNGwG/8xzbTHZVRsST4vk+keOoZk30HVAxDUK3EvPqyz2d+3+Hq5XdexDIk5Vor/juQDJ4Uy0JNpzckde0GimmiZDd6z8g4TvbXrUSt4+tDFIGmoZgmWqkIgFYqoWQ7D/A4xp+b20RUSc8nWFpe3V5YFvrAQIcQyqFk1gZmweLi7RNdHbgLDRa+ej4xaY5lUi62lHxXiqES+xEyjKmfnkboKjKMkWGMO1dfe08QJQkRXaS7zYtztG8sI6MYGUY4s/Uk2lom6RMyltTfnKZxbpbIDSh/9zqIJFWo9voUcRix8OyFhA5RxR0lDYWhpH2LFZzt4LS6b9uNGAxaHnGUfB+x46KYJvl3PYU+PEThQx/Y8F73ylWMqxU0dBRUmrKGJnRMLBzZJsCjIPoI8PClR0bkcaVNm42lqOncIOncYPcktMChWZ1alfavttNv0yiPd8rMNm6nqAb5nv0sTr8OqtqJJo8QqoJ0XcLFZUTKQjGNJC643iS2HcLlCvrQQEJ8mmZinL0VhIKZKmKlSgztfyLx+ln5XqUkGYRuv7KeKCQepFG+Tqawh77hk5uSKXayLyGUxHy6sIfq4qWu79kJUpk+9h37CL1D9+64/GW1fZJEWXjLibJAVXV6hk4gFJUb577QlTxx2xEL17cmgxShkdILqEJPjDa9MvIW67RCqMkEsVP+mM72s//4Ryn1Hb6jcp/1kDKm3ZjbVZnPdvCcGq36TMe8V0NVdRRFR1E1xB2omWIZsbR0DpDbpqHcjLRWRCK5XnuZvbn719oZtihZe7bZsgMhyBZGOXjvx8mX9t217307SBICublDQmUrRJFPvXydYv9hdudr1FkMk3ItJWmH500IhWxxD2P3fJArpz99S8J36FAGM60weDCNYSnUFjxqC9uvzgshMFNFDDNHafAoew6+G03vbu6/+olW+6U1sncnUFSDwbFHce0q85MvJeb8XhXPb2L7mxeJLD1P2igRxQEyjsha/XhBizD2ieKAMPbx/AZtb3mDl4duZCj0Her6Pcs4pFmd3KQcAUlt6Qp9w/d2/TzZwihmqnDX7u2tEPjtzj1voqha537XO//Xdq3ouxOk+0bJDR2iOnGG/mPvonLtVfrueQKnOk/l+utEnkNx/32oukX58ss7TnjU9BRC0ZBx2FHYvpuhfY/fNTIIIPBbNKsb73kpJWGYLIRbKcHwHo10RmF5MSIIJLoOYwc0snmFM6/7HD1hsP+gRqMRc+ViwPRkRKMWMzqWlJ1tkUECgG4I3v+nB3jPD/fzwh8u88Vfm0Mr5tD6igSLFbzrM3dNIeQ4FcLIo6//BALB3NwposinvHwRRdEYGn4YGYfMz7+O7996TqGogsxAGsMJAEGmz0JKyI1kSJUsoiDGb/tYBZPKtRpCEfhtHyEExbE86c772ws24h1TZ3R34Adtrk19Dd9v0lc6imUUyGf3IGWM77dYrl1mYu67mHqW4f4Hu+4jjFxuzDxPFAf0Fg5jGgXSVi+xjAkjF8etML/8JvPlsyDYMSEEUG/N0GjP0ls4jBCCauMGrt/dr3K3uOWpFEIUgPcAPwkgpfQBXwjxCeB9nbf9BvANEkLoE8BvyuSJ8qIQoiiEGJby1oWI87Mxr73i8573mxw8pHHhfDJJGBpWOHFS59TLPgvzazdYrRrze79j0z+g8vEfsHjgYQNzi/5GVROm+KlnDB54SCeO4ZvPeaiaoK9P2TB/FQIefczgH/yfea5dCfnNX2+jCPiej1k8+oTB1591+MNPO7RbyQPTdiSf/28Or53yeeppk4//qRTpTPcHaLEkeOxJg0NHNMZvhPzhHzgUCoIPfzTF3/kHedqtOl//6tpqeU+vwuNPGty4EXLxXMDrp3zu/4tZ7r1fXyV3VFUwOKjyIz+W4dWXfS5fDPn4J1I88LDB+bMBp17yeN8HLa5eDvn//moi5dV0+Km/lOFTfzbDKy/5fPbTNqmU4H0fSj7j//H367z4wtpAI50W7D+g8WN/PsPIqMrF8wFnTgcMDqm47vpYSJifj/mNX2tT6lH4iZ/O0Nen0MVXGUiIur/+v+b46PdZXL0U8o2vebieZHhEpdijoK4bT/YPqHzvD6SYnY743GccohBOPqDzqT+bZnhE5R/9vfoqKfVOQtRoErVaaPm11CQ1k0YtFm6fEEqn0Esba1hj2yasN7asXQ7mFpBBgNA0hKaiFYsITUPr6UHtEDoyjvGnu5s4+7NzxL6P2iGU9P5+UFXUQgFlxVBaSvzZOzf8lVFM2PI2/Q0g9tbIg9iPwI82v+cWqzOryqH1+7kJkbM2GojCtXtBdqRudyNueuKKi2EJmrU7MMJrx8Q7jEYdefcBFl6Zwq+5RPU69a9/A+vQQZRMBn96o+lo1GiSpyeJFBUaOgZpkUdBwRMO5XiOkhigLOdICY286EnMANc1RSgqudJejC4ScikldmsRp725vDAKPeqVcfr3PLg5KlgIssW9WOkeWrV5RDqFYmhEc621EkohCKt1Ytslbtv4M/NI18W9eBXpONBRFG31ra14FQyMPkyuOLq6cp0kiV0n8BqrpRLFvsNJEtdNkxPRURdli3sZGH0QM1VcVeEFXova0hVajVni0MdIFegZPEYmNwRdSms0PUVp4Cj15WubyLOdwLDyjB39ML3D93VVyqyk40kZdUiKWdz2Mr7XWk3tUlQDw8ySyvaTK4520rG6lwEpikpp4ChR5HPj3Be6lo9tZ7FQtEbIGL2EsUcsQ2y/SnSLEq0VXxNF0dE0k733fJDiTWTQ2ueMk/Qap5akpHXSqlTVSFLn0kV0M8v6+NlETewnBOYuVsu3w9LMG9SWrqJqBqpmoqrJT0UzUFUTTbc6/1JkCnuSa/EW0LQUvT334ActkBLdyLK4sDOfCoQgJiKS4ToVIOiqtW2aaGdjcoVRDt3/gx1vl+1JBNlJQ5MyIvDbSQqX3yaOAqSUqJqOqpkYVh7TKqwjyESnqR1leBRQWbi4I0PzW6E8f47BscdIZXq7txeJjKMkDbC11Ek8axD6DnEcIhAomoFuZklnB8gWRjpGzVuXywmhJCrEvY8wc+1b25a9xZHk8GNFxk83SOV2ThiaVoGewePsOfj0aqLh+s8lZbyayuW0FvHdJlHkAwJNM9GtHJn8MNn8cEeV0530WrkH9xx6N43qOO36LB1XjaQdeo58ahhTy+IGTdreMhm/jzj2abnLRDJAUy08v5GQRDJGUXR6cwcpN6+vmrOmswOkc91NXQPf7pTXbu5gGtUJAt/ZECCw0m4zVSDfe4Cl6bsUJS/EuiZIFMNCxhGNygSXXvsvyf2umSiqjqqaa32AZqLpKTTdwsr0Ueo/cnfa062JioZqpjFzvahmCq9ZwanM0lq4QeTZqEYKVbcwc70oqk60A0JIiGRRQDcyhL7N4NijHWXQxpLx5P6PieMI363jufXV+0hRtLV7P1VYpzJcu+5atVkCfyOB6rnw5ms+o/s0MlnB9GSIZQnmZkJmp0JkDKVehTdf9ZDAtcsBN64FhAEcu09HSsn0ZEiuoJDJCuZnoi3XNnVT4djjOUYPpzj+RJ4v/toc7uUJxI0ZpHeXAnA6WF7ukgQLhKHD3Owru95f5MeUL1dRdCVRuDd8kJLIj6iKRkKsuRGRF+G3Q+qTTQInojbeIHRD6jMqsR+jpTQC+9bjEVUTZAoabjvCd29v8VMfHiJutZM5k6IgdA3pbU2GK7ksen8/3vXdldoL00AO5Lk+981ELVQcRY0V4jDA8ao020npqqfnuDT+JVAEcm8JZbJM3F4joR2vypXJrzCXfoO01YuqGEgZ4QdtWvZih8SRzC+/ievVadnzO0pm84MWjltBFmJkHLNY2RwKc7vYCbd3AFgC/pMQ4gHgVeBvAoPrSJ55YCXOZg+wnrad7vxtAyEkhPhLwF9a/zfHkbzyks/7Pmjx+LtMLl4IkRIef9LEsgSvvOjTbKx9Ya4Lr78aAAGHjmicfPDWkv6jx3R+89fb/N7v2DTqMUIkMsP1RIJlCZ56t0kmo/BLv9ji9OsBQsDERMj+Q0VUBc6dWStpCwO4cDbkwtkQ0xR89Pu3Z8F7+xSee9blP/ybFkuLMZoGV6+E/L1/lOfd7zU3EEL7DmgcO6Hzr/95E8+TvPRdnx//acmjjxl86xsejr3W7uXFiF/7Dy1yeYUHHi4RhZLf+LU2UsLxe3WO3LN2uh9/wuDjn0jx1S+7/Nt/1WR5KUZV4ZUXfX7uFwr8uZ9I8+rLG1VCpR6FA4dUfuHnG1w4GxIEEtNMaumcdaqmditpJ8AHP2Jx7Hj3y0xV4X0fMPnIxy2+/AWHX/63LcrlmDhKzoGuC+r1tc5j/HrI3/prVRw7UWlJCQODCqZV4Ni9Ovv2q1w4985TCUW2jT8zs5EQyucxBgfxp7ZO0NoOWqGINrDRpDesVDeVeq2HPz9PHARJNL0QCZGTTTrNFfWS9LxEIdQFwdwc0vMgnSRC6H29SQR9qbQ2EV9RGL1NMC1B74BKNp/Ug7caMQuzIWGQGOsNDifKNyGgt18limB5IaRWXSulUjXoH9LIFxSEAnYrprwY4bmS0QM65YWIVjOmf0ilUFIZv+ITxzA8qmG3Y6rlGF2HgRGNXEEh8CVL88lK0wp6+lUMU1CvRgyOJIrDZiPmpa82efnZJq59+wqhxRmfb/1Rg/JCcu2nBrMYhe59UP8jeyifmcfHBSkJFpeIHRcZhthvntn0/lhk8HDQpYGCgouNI1u4so2PR0XOUxC9LMbTNKlSEv20ZG11e01LJZPybqueMqZdn8Vzuq1uSNr1GVynSiY3uOlVq+P50G7MEUxtTs+RtoN3ZZ2Rrp2oNWN757Gc6VwSg6tqJmHgMn31eRamThH47WSlVCgYU68xsPcRRg+/b9MkAxK/jj0Hn1lNt5EyplEeZ/LK12jVpgkDF5AIRWNp5g32HfseegZPdFV1FHoPoGrmLcnOzW2w2HPw3VuSQZAQcM3aJIvTr9OsTBD4NlHk31SCI1AUFUUzMcwspYGjDOx5kHR+uOt+FUWlb+he3HaZqSvP7crsV1NM3LBBy1tOMktuSUYk0I0MupFhaOwxeofu3dAuGUe4TpVmZZLq0mVajVmiIEm0TIz/5WqJiqJq6GaOXHGUfO8BMrlBzFSR0Lc7ZQp3B1HobWvAvdIeoagM739yR4QQSBACw8glSrv61qlrN8MJ6ihCYyR7HEvLokQag5mj9KX2M908u+22qWwf+49/lGxhZFuiQsqYwLexG/PUlq/RrI7jOXWiKEB2zDhXzgVCQVG1RKqf6SVXGuuQwUV0M4eiaHhujdrS1uWfu4FrV1ieO8PowXcncesrhJXXwmmXaVRu0KhM4LTLRKFLHAXEUXiTn5ToTGgNdDNHz+BxBkYf6piZd7//FFWnf+QByvMXNiQb3oz5q21aFR+nGZIp6bSqO5t4prJ97Dv24U2T8jgKaDXmWJo5TW3pMoHXIgr9Dum8MqYTKKqGqllY6RIDow/TO3QvZqqw5fGsdA+Do49wozFPEDrMVhJCMggdJpdeRhIThA6xjJirnkEIhTDysL0ymmohZUwcB0gks5XTCRm7rv8oDRzd0hjedaq06t3HIL7ToFmdoGfw+KbXVM2i0HOA8ty5OzYm17NFMkMHCN02MgyS/kUIIt9BNTql/kIh8D3c8tRG5Y1QUISCUFQKvQffUkIIIHRbmLleZBhsYuk1K4OeyhMHLka2hFPd2dhOKEn5biY/zOih92x4NiZJYW3a9VmqS5dpVMaT6y4KVlOHEzWqkpD7ukU6N0ih9yDZwh6sdAnNSFMvXyPuQlDNTEUbvEuXF9f610b9Zj9PVi/zF7+19r4zr9/6/HtuzCtfrqAbCi/8YUcFG8u7Tga9FYjDmObc5kCfrVBrJ5+pNnF71ggHTmb4ob85ypd+fY43v7l5vCcMA6FpxK6Lmk8MuYVhIMOQqN5YW8CLY1AVzH1jaH29OOcuErfbKOk0SjpF7HlIx0UtFtBKRfShwY2EkBAomQyx66J0jil0DVSVqNlEOi6KZSGjiFhG2Gob9mt445OEtSWUdArRm0dptfGdJgvuFdRMhvTofSiL0xsIIUgSMRutGRqtzWPUFbTsBVr2zkvuTCNPJjWAQKHaGqftbP282C12QghpwMPAz0gpXxJC/CJJedgqpJRSCLEraYaU8leAXwFYv+2pl3wa9ZiHHtH5w98XeL7k0ScMGvVEPXS7STwrqFZj/uB37Q0G1J63cacr3kSeJykvx532QqUcE/gy8cdR6er3sxPUazHPPeuxMJ/s2/cTQqlWjenpTdQ0K0TMM+81cV3JG6/5hCFMT0VcuhDy1DMGv/HrCjP2Wsc3MR7RakparQjHlkyMR5TLCenlOnJVtaSq8MS7TAxD8MdfclfbEUVw/lzAubMBx47r7BlVGV+X2iYEfP2rLqdfD1allMEt6te3QyYrePJpg8CX/Jf/bDM7s3ZOkv1u3HcQwPzcxonz/FzM1cshh45o5PJvn9R2N4htG/f6OKkj9yC0ZECoWBbmwYO0z5xNSJbdQFWxDh1ETa0rY+kQMdE2hFBYrxM1m6vElJbLoWaz6P19q4ROsLi0qVNb3b5aJaw3VgkgrdSDms8nv3cQNVuEtbsjX9wJnnxvij/1Z/PoOmgdr6/f+eU63/qqjWEJfux/yVPqTYxBCz0KmazC+NWAX/kXVRZmQhQVnnp/mh/+iTyKSFYy4ljyX3+twZunXP76P+zh87/b5MXnHH70pwq872Np/taPz1Mtx/ylv1vihWdtnv+Kzfd8IsuHfiCDqibJFTeuBPznX6oxO5l0Eh/8/gwn7jeZuBZw4iGTbE5hbjrgn/+j8gZS93Ywfc3nX/6dtQfO4U/dT3owR+hsHpjk9pU2qeWjZpPWK6923XdTVgkJUNGIidCkjiXSyUo4SqeUrNrxDxI05cbrz8r0kC10LzUJQ496+fqWK+JOawmnuUg627+JUBJCodh/D0szp9+yqGBF1VBUjTgKmBt/kZnr3944UZAxvtdk5vq3SGX7GRp7bNM+Em+Kezrvl9jNBa6f/wKt2kYiWMYhdnOBqSvPkcmPdFUoGGYOK9O7ati6U/QMHWdo3xNbRqx7boOZa99iYeqV1Zjm7kjSM2I/JPTb2M0FKgsX2HvkA/SP3N81fU1RdYbGHqdZnaSycGHHbfajNj2pMSwtRxQHLLQuE8lbD7R1I03P4HGG9z+1qixLIrIdlmbeYGHqFK3azgx8XbtCszrB7I0XSGX6KPYfQTPSXRVtbxWkjJP7Iw52rEoKQ49mY5ogsBMjTKN74k832GGNifprjOUfpGAOIRAUrWFmW+dZdrZeaVU1i9FD7yHfe2Dbkpc4DqkuXmZh8hVqy1d3fO96VGk3ZlmeO5OkjOWHKfQeoNB7kGZtCu8uRZ7HUUB57hx9wycxrTyt+gzVpSvUlq/Sqk3v8BxI4jgg9gMCv43dnKeyeJH9x76HnsHjXb8fIQSZ/Aj50lhyfW0x0C0NmyiqYO+JLLk+g1NfWCTwbr2YoCgairFxuB+FPvMTLzFz/Vu3KJOSHeIrIPCaNKtT1Ms32H/8I139eFY+T8/gMWbHv4PbLhNEHUJehrg3pdv64cb+7OaY5yDa2CdpRpp8z362KmOrL1/b8jwFQULoFvvv2UTOCSHI9+7HTBVwWnd2jyuqhmpYyfMj9EEI3PJ8Qm5aGYSqIaMAZ3lmcxmWjIllDHG4QZn8ViGwm6R7R4iCzQo7I9uDUASB7ZAZGNsxIaSoOrniKAOjD2NYa8ShjCOqS1eYn3iJ2tKVDSTfVvCcpCR0aeYNND1Noe8g+Z791MvXuwao7Ap3MPSKAsl3PlfmO5+783Sn/5GhqDB2LM2B+zJYme6EuDEyhFos4l65Su6Zp5BBQOx6CE3DPn2G2HZIP3AfzrkL+HPzGHtG0Eol/Jk5ZBiSuu8EQlUQuk4wv4i5fwzp+6uK4NW2mCbp++/FvXwVc+8etN5eRMoiqtaIXZf2qdfRBwcwD+ynWa2iFYsYo3uSRVPPJ3XvsWS+JsE+e57Mg/cj4ySo5O2BoJAdJZcZJpYhy9VLBF2Sum8XOyGEpoFpKeVLnd8/TUIILayUggkhhoEVmmoG2Ltu+9HO33aEpcWY068FPPm0kXjU+JLD92hcuRxy/fqdqz/qtThRB2wDz5WcOxPyPd8r+MjHLb70eRdFgQ9+2CKbUzh3JrhtMgiSJLKb2xAEkihZdF4JeyKbEzzxlEEqJfjZny/g2BJFgdG9KvmCwvET2gYm3HEksZQIBFGUGDJHoURVxQrpjhBgmoK+foViSeFv//0cf+Wvr3nRqCrs3afie1AsKbCOEAoCycJ8vG1d7W5gGILBYZXlpXiVeNsOlgXHTug88VTiIZTJJCqig0c0VHVNpPKOQxzjXrlC+PhjaH29q6un6RPHab38Mt74xK52p/WUSN9/cuMhHAfn4sVtk6FkEBDML2DuSSboSi6Hms2g9a0N6vzZWeItCCoZRfizs1j79yXt6JhRr3gRAfgLC7snuO4A1y76/Oq/rFCvxCgqfPLP5/m+T+X47jfWlCD3P2bxy/9PldMvuwzv1fiZn+3lsWcsvvTpFrop+Ngns4xf8fn0bzSIY8jmFcqLUUfpEzI4opErKhR7FGrliANHDOy2RyarMD8bcuJBk+/7VJbf/g91rpz3KfWp/OTPFPm+H83xm/+utuoJ9uATFlcv+PzS/13B9yWq+taYobtLbSa/dBlnabMfxZEfezDxVdohbo74BGjIdbGkcq08sC03E4Gl/ntQtzAvTiYXW6sX4jikXr5OaaD7PnLFUax0iXZjftvPcCdIEjoWmZ98mTjyUUu5JPksloSVZBIq44iFyVP0DZ/c1iMhDD3mJ17qlFF0h9Naorp0mVTmqU2vKapOOjuw7Xd2M6x0DyP737XlOXDtCuMXvpSsit9GKZrTWmL8/BeRccjA6MNdSSHdzDC07wmatak1jxSR+BjEkcSwFOIYwnUT26a3hBe2EUJJCk52mOiVkGl9q2azUkqc1iKTl79OZeH8bZOHTnsZp72Mouo79tH4k4KupygU9xOGzqp3nePsfNJS8+Zol6uYakL8BtLHj+xkktoFQij0Dp1YTXHrBiklvttg9sYLLE6/ju/eYtFAgJY2iLwQGW48bhyHtGpTtGrTLE6/hoyjO1Z0rEerPsP01ecJA5tmdYogbGEUDYQmu8YNqSkdGcar6Y3dYDfmGL/wZTQt1SHNupRbKQqFvsMszb655efJFHX69qbQTQUZg5lWsXeZapsQpDYz177F3Ph3CYOdqyY7e+gY5cOBE9+HYXVPjDKsPKX+e5hrf3eX+98e+dI+zHSx6zHjKKS+fJ0tZ/oyplGdJPCanYTFjUhl+snkh3Bay1vvYwfwWzXqNzqKuo6vlFnoI2jX8Vu1JJghjoiDP9l0pjjyCb0WXqtKHHgY2SJWaRgUBd9uoKeyLF34DjKOKOxNfOF20v/pRpqxox9CN7JrYSW+zfzES8xNvITnbL1wuR3CwKY8d5bqwsW1/qjjGfc/8c6ElVY5dH8WRd1mgrbiUaioyfzVcXAuXMYc24uSyRAulwkWlhJ/T8/Hn5klajQJZmZRiwWMPSNEjTog0HqKeJNTxK025v6xTYeB5FgoieIonJvHvXSFzKMPAxAsLKIPDiBjSVguE8zO4V65hprNoA8NEszPQywT31Qpcc5fRLHunjfWdjCNHMN9D6CpJs32HMu1qzsqM9spbkkISSnnhRBTQoijUspLwAeB851/PwH8Qufnf+ts8jngrwsh/iuJmXR9J/5Ba8eD559z+cQPpTh2XMPzJcPDKr/1n9p3hYiIolv3HWEIzz3rcuI+jb/4V7L8wCdThEFibv2VLzp87rO7fYDe1IY4IWpuhQcfNhgYVLl0ITE7W0GjHnP/gwbveb/Fs19ZG+Cu8ydd/b3bUVb8D31fcv1quKEsC+DC+YBGXVIpb/y7jO/YK3jj/jp+v4pyazJHUeCTn0rzl/5qlokbIefPBVy/FuM6Et0UHDj41ptX3gm8qSmcK1fI9ZRYMUZSczny73435cUlYntnaTvCNMk//TT6wMb6eW9qGmddbHg3yCjEn1+7FdV8DrVYRCsUOq9H+HNzW0ZxyyjCn5lZt30erVhALaytAAULC8Td4vXeIszPhqQyBodPJAbx6axC74CKqq5d+9cu+rz0vENlOaLZiBm/4jOyV0vUQBEszoUcOGpw8KjBmVMus1MhyCT5buJawMhejb4BFSulcOW8z77DOsuLEWEoWZqL+P4/nUPXBSNjGqU+FU1PLub7HjZJZxVcJ7lpqssRL3zdZvzqWyspHv/CRULbR0ab7/7Z568TNN4ewk7VrGTys0WZRLM6eUsT1Xr5OmHgdCU0EmPRw28xIRRTK1/HbSdx9vpACTWXJijXobKmSnDayzSrk2tqoC5IylHObusREoU+zcokcuyJ1TLOFSiKhpUubbHlZghFZWD0oU4JT/djTV99nqXZM3e00up7TaauPEcq00+h7+DmdghBoTfxWlqaOQ1IMkWdPfdkmLva5tGPD9KqBpx+dgnfSdqR1ouUUqMYWoYw9pmunyaMb33drnhwJHOEhAy6dvbz1JfvLJJ8BXfLO+itRByHq8aigd/GtneeiGaqWQrmEGVnYkPEfI+1lygOqfubh3KGle/qEbIevltn4uIfszj9+k3lVd2hWTrD7z5A5cwc7Zmt1D/yjlP3uu41DpmffHl1QKXnTA784H3Mf2ec6tnN0v70UI6g6eIub/8Mt5sLTF/7JkeyfZ24983IFkZQVWNLQqg65zF4MM2lF6sU+g18Z/cDMikjFqZe3ax43OU+lmfPkCuOMXLg6a4DOEU1yBZHUbb5PLuFUDTyvQe2TEizm/M4t7jeE3+0CoZV2EQqKYpKqf8o5fnzd0T8yigkdNb5QwpBHPoJAXQX+qG7BXu5o1SdWSm5lEy//LnE2yuOqFx/Y7W95auv7rjtQqid7zf5PQpdpq99k9kbL2y4FoShIcPNKbC3wsrihZpPkTowRPviFNLbITEqIFfUGD5oURo0sNIqcSyxGxFzN1zmxx22OvVGSuH+dxfIldYWPiQwd83h0qnt/UCHD1ocfTTHtdNtpq/YqJpg9EiKwX0WRkrFsyOWZzxmrzm47bXveWDM5N6nCoyfazN+rk2+V2fsWJpCv04cSSrzPuPn2hu22fSRFRgcsxg+aJEtasQxNMoBU5dsaotbP9MyBZX7ni7gtCIuvNQkDGJ6R0z23pMiW9SIQkl9OWDmqkNtKVgddOumYGDMonfYYPhAimNP5FA1wb3vKpDJb6Qd5sddro47mD0H4fABhKF3romVMm6R+AEN9CNUhbBSQfoB+tAA2mwfUbNFsLBI7DhE9YQUMvftTeZUN42hCEOIY8z9+9B6e5Cehww7ZcpCgKKgDw2i9fehD/YTLC6BpmLu20swv0C4uERYqRFWa8StNigK5oH9qLmNAT93C4aeQ8oYIRQsI89I/0P0Fg4TxwHz5Tex3a37OpGykgReXcOfnEE6t56X7dQf/GeA3+4kjF0H/gKgAL8nhPhpYAL40c57v0gSOX+VJHb+L+zwGKu4dDFkciLkqXebOLak0Yh5/dTby6Tb7SRK/dyZgD/4XRvbTgiS69fCVTPpO8Gt9qDp8PiTBnEM/+ZfNHn1lbWbttSj8LM/l+fkAzoDQ7svk/Jcycx0RLMh+czvO3z7+bdP0bGhHZ5kaiLi8BGN0b0qiwtbd2ilksKP/Ok087MRv/DzDS6eT/ylVBUOHtLe8YQQcUzzxZewDh1EH0iSjoSikL73RGLu+/w3iRpbG0IDKJkMuSefIPvoIygdl24pJbFt0/zud29NKoURwcIiMgwRmoZiWVj7xhAdQ+io1SZYLm/dhjgmWFwk9jwU00SoKua+MRQzmazLMCRYWkIGb8+kyTAFP/jncjz2TIqpGwHV5QjTEskzYF1t+NJ8hNdRH8SxxPckRqe8zHMlv/+fGnzvj2T5kb+Q53t/OMt3n3P42udbtJqSyesB9z9qse+wjufGnHvd476HLerHYxq1mMpyRP+Qim4K9h0yCDtE78JsyNxUiL+uHLVWiXadJmZYgp5+jbEjJgOjBlYq8SiqLgVMXvFYmAlw2/GGUxbaPqVjA1QvLSEUgVlMJWohCdXzd6/e+FbIFvaQyvR1T4KRMbXl7h4A67GSwtRtNVdRDQo9B1iYfOUtKxuTMqJR7ngRxZJgsZqUfd6kBggDm1ZjdtvI6kblBoF3K3mvxHfrhIGNbm4cZAhFRTd3Lk220r30jTzQVbUjZUxl4TzLs2+uu1UEim6uxg1vBz1dILDXVB6uU2Nu4iUyxT1d4uwFmp6id+gE1cXLhIFNOq8xdl+OVF4j8CIG9qdI5zV8J3nOp40SXtRevY/FDlOO1n/3gddk8vLXqC1ffUdNwt5qRJFPrXodVUtMbHdCwKwgo5cYyhyl5s5uKNHL6D2ktHxXQqhn8PjWJtJSEoYu01e/ydLMGztviwCzaDHyvoM4C20WT03R+8AIqf4My6/P0rheZvjdB8iMFIjDiOXXZ+m5bwirL838C+O0pmoMPb0fPWOw+Mo0qYEs+YM96BmDmW9cp3i0H0VXKJ+epT29kXBKD+fpe2iEyA1Zem0Gv+bQvF5ZJdgHHt9LZk+Bxo0yrckafQ/vYfm1Gdxlm8Gn9mH2pBCqgle2mX9hfMO+6+XrNKpT9A51Lx3TjDRmqrDJLHcF5RmXF34vOQfVOY8w2N11LaWkWZ1ibvzFOyZppIxZnHmD/j0Pdg0NEEKQyvRhmFlcu4IiEk+mRDGyJuxY6X/UjoF7GPsb3rNeHWiYOQo93csSpZQ0KhO3JAmjwKFRnSDXs6+rV1uuZx+Gmb9tFUtXSEnsv30LZTvGaj+/1t+vhGYkv8Td/38LrO8L4jhiYeoU8xMbrzmtmCH70EH8+Sr25Vn0UhYlbRK3XcKmg7m3DxmERLZHVLdRMxax66MWMiiWjj9XRfoRqcNDuOMLhH6EPlBAMXX8+SqKqaOVMsgwwp+rgkwsAd77I/089pEe+veaZAvJwqAEQl+yPOPxylcqPPdfF2nVNhNMqYzKh/7sIGPHMyhqEjuvqILnf3/ploTQPY/m+Ml/fID/9ksz+G7E+350gAffV6Q0aKBbCqEvmbvu8Fv/ZIKrb6xdwwfuy/AXfv4Az/3uAi/9kcr3/PgQ+06kSec1hAKtasi579T54n+cY+6Gu2lyme/VeO8P9/PIh3vo22NiWAoS8NoR01ccnvuvi5x+vtbV7Lk0aPDJvzlKbSFgeeYGB+/P8v5PDTC4z8LKJPez3Yj4/C/P8o3fXSTsWIjsPZbmB39mlKF9CQGVyqkIAU9/oo+nvm9jOfx3v1Dm0s9N4V66nPhLLSwhXZeo1cK9dmN1gdq5cCnx44rihKhRVWQQIj0P59x51Hwe6fuE9QYy8DtqopuCacIQ5+Jl1FwOfzbxRJVBQOy42G+eTZ5XtXqnTM1G+gHO2QsI0yBqtrDPnEfL5RBegPR83POXUDMZ7OUqtD10LU0QJvMwwYrSQSJIlM4CgUR2SB6BrqUJw0RgsqLlSAQbEYqic2TsQ1hmEYGCoWdImcmC4EL5LPPLmz0/18PcPwpCIXac7snTXbAjQkhK+QbwaJeXPtjlvRL4azs6+haoLMe89B2fD33UwnMlp17yWVp6ewd0Bw5pvOvdJl/6gsuzX3F5m+a4qxgYVHnwEZ2F+YjXTgXY63xGHCfijVd9fuzHMzz8iMGbp3fXuDiGbz/v8fEfsPihT6WolCMmJyLiCFLppJwsChOj67cSdlvynW97vP9DJj/+0xkcp8X0VEQUJv5CxZLC3Gzii6Tpifl3rRbTbCSG0pYFDz+apMbdTAS/E+HPzdF4/puUPv69qJlkhUsYBrlnnkbr6aH58ssEc/OJudlK6ZeioOZy6IMDZB9+mPTJk6ipNXmiDEOaL7+Me/nKjmSzUaOR+AiVSsmA7ejRVRY9qtcJK5ujYTds32wSlisYI8MAHV+kDqFk24Tl7be/m9h3SOcDH8/w1c+1+dKnmwQBfP+ncowd3DgBDkO57VhmdirkP/9SnS9/psUzH0rz8R/Joijw2d9qUlmKUDU4ctxkejzkwpse7/pAmmMnDeamQsJA0m7FTFwN+E//ukqzsXagOGIDIRTFO+6XARjYo/PhHy7yzMcLlPo0NB2EkiSXhKHEbkac/m6br/zXKhdfd1ZPv2po7PveozTGK6T6s+z7+DHO/+rLXZPU3ioIoZDrGdtyJdxzah1lz/bXbBT61JevdfXeEEKQzg+RyvZv8uS5W4hCf81PQlXQh3oAiN2bBhpxhNsuE8cBqro53CCZrEzuSKUSBg5B4GwihBJixUIIdQcTa0Gx7+CWSTy+22R+8hRC1ykM7qe1NIGUMWauF7c6j6KbaEYK32kg4wgzWyL0XWQUoadzZPv3sXzl5fVfAI3KDVq1aYp9B+nm71HoPZQYMwc2oRdjZVRGj2X5zu/P8cjHN7bTCRrEMsJQ02iKsWtZtJQxS7NvJL5F/39EBiUQZHN7GBp8EN9v0WrPs7S4/eBxBarQiGVIfFNtVBi7aEr/pvdrukXv0ImupCNALGPK8+dZnHlt1yWJcSSpX1jE7E2TP9SLW26jWRrFo/20pmpk9xYJ2j6xH2GWUmgpjdiLCNs+xOAstFDHShSP9WPkTGI/IlQCcvtLpAez2AtNeu8f3kAICVXQc3KQ9myD+tVlInuzCa1Xc9DSBoVDfTSuVYicAC2dfH6rN41QBHEQkx7aTJJEoUujMk6p/8im9ERIFCpGqgD1zS4Lmp6QJLqZ9IP77s8xfaFFu8vEdevv1Gdh6lU8++48p127TKMyTt/Iya6vm6kCmp5GVxwyeg9+1MbSch1yKMKPXXTFxO94DAkEmmGiKynC2COSAS1/mahjKp/K9pEpDHc9Vhg4NKqTO1Lx1ZavMrz/SRRls6rNMHPke/ezNJ0QQoomUA0VRRV4rQBVVzCzOl4rIPJjzKyGZmn4dpiUwYYxwW0ot/5HhJSSVm2KufGXNpUmClNDL2Xw55PvufDUUYJKC/vyDIplYO3tI33PCO2L03jTZayxAZxrcxSePo5QFFpvXKd9YYrY8ZGA3p+n9P6TCE2heeoqWj6N3penfW5ydZgRR5Kx4xmGD6ZYmHA5/2KD+lKAmVLYdyLDoQeyfP9fHqFZCfjmHyxtUgq1aiG/8wuTFAd0Cr06T/+pfo49vnOPNoA9h1P8wF/Zw7En8iyMu1x9o4WqCYqDBkioLHQnao89lmf0SBoEvPFcjXYjpHfY5NjjOd71A32k8yq/9U8nqc6vbW9lFL7/r4zwvh8ZoN2IuPRKg/kJD00XDB+0OPxgjj/7s/tI51S+/YfLW1auZEsaz/xgP49+uES7HnH2hTq+G5Pv0ekdMajM+UTrFOn1pYCX/qiMYSmk8yof+Ykh0jmN73xumfFzGxfF5m64xEGIP725lD5aF6fu3Rjf8Jo/sVY6H9Ubifn0ymtdgkZW31urE3XxOQ2XE0VsuLBIuLD57wBxtYHlZwgjBdMaAAdUPwkLidU8VrrEcvUSUkZYZgHLKhGFHpZZIIxcYhkRRT5RHKAqSbqg41ZJmUWCyCFt9hDFPtXGBAKBaeQpZPeiCIU4jnD9GuX6dSbnXsALticgZRyjpExEEOzYT2WnCqG3FbYtOfWKz/f9YIp8XvDSd/1NqhxNgwce0rn3fp10WuGppw3yecEnfijN8Xt1HFvy4nd8rl0Jb6u81LElvg8f/wGLvWMqQSCJY6hWYk695PPqKz4rlTVHj2s89qRBOi042WnP+z5okcsJHFty9s2Q06/7Oy63EgL2H1A5ca/Ob/+mTfumKHUp4eUXfT715zI88rjBlUu7J27OnQn4z//J5q/89Qz/5P9dZGI8JI4SImZwSOU73/b4f/7p7iPRLQsef8rk4CGNdEZw7LhGb7/Kp/5chqnxENuRPPdVj7nZaJWY+oPfdfihP53iwMEiN66HhCHk8wLDFPyLf9bkzOlg9Xv/yMct/rf/Pc/sTEg+rzA4pLK4GGOl3qkGQusQhrReex21WKTwnncnKhshELpO+v6TWIcP4c/NE1YrnTQkiWJaaKUS+sgwaja7YeVFxjH22XM0nnt+x2VaUbNFWKmuGkGv/JRSEtZqhLXa9tu32gTLS+jDQwghNvgHxa3WLQmluwnDFGi6YH46wHUluYLC8QdMDHPn14IQkCsoOO2YuemQz/5WkxMPmhw8mgzWa5WEoBzdr/GVP2xRryZlioeOGbz23cRz6Mwpj5/+X1MMj2pU3kgM53QjUSrdbmn7wIjOT/39QZ78cA6EoF4Ombke4DoxmpGohnoGdT74ySIHj1v8ys/Pc/bljkJMgGppgECoAi3TfbL2VkIz0hR7D24Zcd6sTt3CyHTlvRHN2gy+18LsQi5Z6RLZwh5a9dm3ZOLvOzXCFfWREAhVRevNJ1L3OCaqrPWRgd8mDv2uhFAc+bh2mZ34UkSR31XxJIRAUXUUVSMKt3+YKKpGz+C9W66ktxuzNCo3MHI9WIUB7MoMEjDzffjNCrnhI0Rem8Brky4Nk+7Zg0QSui3i0EfRN5fweW6dZnWSfM/+rudd01Pke8aSYy/7nHmuTODFNMo+579Vob3OC8WP2oSxz1yzQdbo3bGH0Mrnc9tlFqdf35VyTFGTxMw42qLWegUd8/kovMX7tthWKGJDOadQRdfyztuFEImeql6fIJbRjqPJAcLYx1QzGEqaMPY7TVbI6n2E8eZnTLY4Rjo3tOUxfLeR+NRsa1a+BWK56iGUGyui6CqhG6JoKnEQJb5ENYf6lWX0rImiq1TOzmPPNync00/hSBKWEPshcSiJ/ZDKuQVSg1lUUyNoeNjzN41xhEBRFWI/JHJXSgmSc6SoCqn+DL0PjBC2vIQEEklij1CSa0fGksgNibwQNdV9eN2qTxPHISqb+wkhFHR9c1ohwOiJxIfj0MMFPDtiz7Esy1Pujgmh5L6fp7Z85a6UTwJEgUerMUvv8H1drwHdyCRlnEJHU3QiqaMrKXTVpO1XcMMmmm7ghA0yeglTzXYI4BhV6DTXkUEIhWLf4S0Jd99t0KztzF/Nbi7itJfJFfduek3TLYq9BynPniGOQ0pjWYbuTRbQJl9ZQjUUho4ViaKYyZeXOPSeYay8TvlGk2yfhYzhyvOz+K13XuLt240o9FicfqOrSXfU8gjKTfyFOkQxMoywL04TlJuk7hlB+iGxFxLbPukjI0RtD8XSiR0fb7ZCWG93TFcTtb3ek133mo2aS+PcWMCdWDu2lPDHvznHK18uM3nRplkNV/vw4oDOT/xf+3n4gyUe/Z4eXvyj8qYyrCiUTF6wmbwAZkrhwH3ZXRNCJ54qUF3w+fS/muLN52u0G8mzLZ1TKfTr1Ba7E0KD+ywWJmv8zj+bZGHcRcokSOWh95f4s/9oHw+8t8SZb9X51mc6xI6Ahz5Q4uk/1U+7EfL7/3KaV75cWVUCpXMq7/+xAT75M6N89KeGmbxoc+NsdwVz/16Tpz/Rx7c+s8Q3fn+J8qyHjJPj94+a1JaCDcOv8qzPtz+blDP1DBm8+5P9mCmVsy/UeflLb98c4W5DESqaliaMfEwzj6oYBKGDoqi07SWkvi6dUShoiolupVCEhorEtRfxgza9pXtotedJWRmkjNG0FFHso+vp1YXbOA64Pv08KbOAomhEcYDjVmna88TxrUnvqNrAPLQfGUYE80tI99ZjoXckIQRw5o2AbzzrYhiCs6f9TSvrmpYYDL/n/VZiKKwkpWaDQwq9fSZxBDMzEdevhcgIAh+uXAwRO5ikmRbsP6TSbMTousI9x7REtq4kKpUf+MEU/+ZfNfni51yiCPYf0HjfB5J2aBpcOBuQSsGT7zKJIghClzNvJoTQ+PUIpNiULOR5kovnAxYXEilZb5/KpYshz321+0T/4vmA73zLQ9NAN5J0sNmZiFiCiJN9TU2Gie+PkFy5HNJsxKvj1ziGP/y0zZVLAe//sMXRYxqaLqhVYr78R84GbyKA5eWYM6eDTb5CN8MwBQ8+rPPAQwaqCvW6pNEI2X9AZe/eJPb7zBsBc7PJRd+oS37137d4/VWf937AZO8+nZSVo1G3+MazVaanIjQthWEU+PVfDrlxvcXDjxocvkdnajLiV/99C8eR/NCPpjeoM96pkJ5H45vfhCgi/8zTKB2SRwiBmsmQOnwIKQ+uXaSd1zbsQ0qk72OfPUf1y18hau6cuItaLcJqdVW6vbrPMMSfn79ldF5s24lcc0XPva5NUbN5S0LpbmJ6PODqBZ9P/vk8x06a9PSr5IvKrsqyUhnBz/xsD1Im5E++kETLP/u55MFYr8Y06zFHTxrcuBzg2EmpWP+QxuT1ACnh1e843PuQyU/+jSI3LicddW+/yvNftvnGV9pb1qNvBU0XvPv78jz54RxzEwGf+40yZ19qY7diOmnnGKZg/1GLj/+5Hu59PM0P/GQv09c9asvJwdSUTulYP1ZvGquUonR8IJlERZLG9cq2Bqh3A2aqRK401vW1OA5pVCeJAgddmEgkSielLJJBkrijlLDjBqH0cNvL2I05DDPXxfNBo9h3mOXZN7c2RxUCLZMHJJGbGO3u9KR4bmMtej2MCMv1RLKeSaFmUkS11qr/Qeg7RFFAN/rNcxudiPmkPUraTAx/VZW4tbHdcRRuucqtKBpC0YDtH+7p7MCW6iApk6SXOAqIPJvAaRKFPoqqo2oGqmGBjHFq80SejWqkiKKA0G2h6haBU8HI9nTbMa36NFHoonTx+BCKQq60j7nxF1E1QRjE1BY8olAye3njQDRnDmAHNdp+mbReou1Xdxw9D5La8lXs5s6jXAEe/FN7iYOYy99cxK5tXU5TGEzx0A/u5fQXpqlO2SCgMJTCrvm3VAakh3L0nBhg+mvXANDSOnvef5CJP7q0q7ZuByljWq15/KBNLju8Kw+hVlDBCRsc7XkPZWeCSIbkjH5yRi9XqxvNgYVQyJX2di0XWkF18SLtxo4tJNc+QyTx6i49J4cJ2z7lN+fpf3QUAXgVGyNvIRBYvRlSA1mcpTZCU8gf6u0kOtkohkrY9on8CC1joKVTDDy+l6VXZ7Dnm1h9GZzFjeVFMoypXlik98ERMnsKLL06g2KoZPYU0LImoRsgwxjFUHHLNqm+DJnRAkbexF1q41Vt4iAmDmJQtiDJnPo2Cj+xpdpq7qpNcdDk0os1agse9UUfz94NURrRqE7g2bXuRxaQzqs4rWjL7tFMJQSz56yk70a47QpxFHRXPKkGqmbiRS1Cz0PKGCdMVvJjmUQ71/0FYhnSDirYYX1dMpBcI4MATbMo9h3a6tPRbs7j7lD5FAYO9eXrZAujm54pQihki6OY6R6c1iJmTiewQ+IwprAnTeTHWAWDTK/J7OkKmV4T3w4ZuKeAmdMJvZh00fyfhBDgOVUqC+foxpxLPyB2AzL37qXx4iWCSmt1XCIUgd6bI6y38aaXMUd6aL05TlhtYY31o+VSuH6IuacHrZDBOjCAc2UOc08vWi6F4wZETZvI2dyPz151mb26eV5VWwx46YsVHv5gib5RE1V7axaZVU3wjd9f5OUvVTYocuxmhN3c+n5uN0K+9Zll5m+stT30Ja99rcoD7y3yzCf7ePD9JV7+UgW7GZHv0XjsIz1YaYXv/OHyBjJo5XgvfHaZY4/lOfFUnse/t4fx8+2u62pWWuX1r1f549+cp1EONxx/7vo7sBTyNqFraQwji+0sdyXNw8ij1hhHyhjXqwIKsrPoEsUhQdhe3c71avhB8nwRCGSnv5Myply9QhR7eH5j1SNIyhjHrXbek1wHteY4td3rMgBQe0s4Zy6i9fUgjJ0tCr9jCaGZ6Yi//7e2TqJwXfjt37D57d/Y2cpTuRzzc//7zqJJH3vc5O/9ozx/9N8c/uB3HWrVxKND1eDocZ1//H8XeP+HLL7xNY9GXfKVL7p85Ys7uyl+6Re71zcvzMf8g7+99nk//1mHz29jXu048LN/b+39f/dv1Da8fvN390/+j82f3fPgtVMBr526Ndv43LMez33dv6X5W6Mu+df/YndGj82GTPb/rIeqmoyOnkw8Rmotmk3B4OBx0qlearVxfv2Xl/n1X97MYr/x6tsXdX6niNs29ee+QbC0ROF978Xcu3cDuSJW4uC6QUrCSoXmd1+k+eJLxO3dRQ5K3ydYXk7cwbW1218GwQbD6K13IAk6SWJiXew9cUywvLylIfXWECiKtiPG+2bUqzH/8f9T5fFnUhR6VL77DYdrF31OPGAS+Mnq/XefcxAKye8kJVzf/GMbz40JQ0kYwFc+2+LgUQMrJToqoQZXziefw3Ukz36+xfnTOjOTAXEEz32pzexUwPRE0uZaJeZX/nmVB5+wOHiPgZSSc697nD7lrg6sz72WkDX2NsZ/KzBTgkfemyWK4D//q0W+8+Xu/db8VMCNSy7/8N/t5fjDKYbHDGrLDnEUY8812fexoyAEkRex//uPAxA5Ief/48v4tbeWECr2HULVuicvBF6LZmUcBZUBfR8xMe2o2qmxzqIJHVNJowqNdlTD85o0a9MUeg8h1M2PrHzPfgwrvyUhpOeKZA8nK9ju0ixBvUJQ39nEIfDaG3yOwmoTMbmAkk0TNe0N/WEcB1uuvAdea9U/QegqqXv3I4Qgdn2ci5NIb+36lzLa0tBUdCGIuyFXGkM3uisN4iikUUmSDUPfwWuV0a0sMo4J3BYIgVOdI/IT0qm1NEG6d5TQbhDLGDNbwq50T0pzWstEob+F6WviKaJqJkY65r73JYmLtQWPq6/UKM+4q4PRMPbpTY2RM/oxtDSSnZO8YeBQXbq6YwNoRRMM3ZPn4ON9vPrpCRRNcPR9g2imyvipZZCQ7bNYvtFk5N4i02dqNJdclM6Ev3csw6M/so+Fyw2ufmeJ1nLyvRWP9pMdzWPPN2lN1el7aAQjb6IaGkJTGHh4BD1nkh6824aUglSqh3RmgCj0dlWqFcQO12svMZI9Tm9qH4pQcMIm12svU/M2EjuaniJfHNsyZj4Kfcrz52/LiDvyQmaevbLhb41ra9L97FiR0A3way6poewqISOlRNEVWhNVrk4kpShWb5rh9x7EK9uYvWn8hsPEFy5seezmeJXm+Eb/mIu//spaO65uTGxrXF/rSzYpjrp9tsgnjrqfk+T+7u6H6LUjFq6vjXfPfKOcqNl2iCj0aZRvcPPkXDcF/aMW7XrI2PE04+faZIsagRcnqjmZqOeiSGKmFDRdUF0MiEKJZ0dEoZskMHYhhFZUjRK5Zgp/U5NXiN5IhrAN6Zsr7sVMdTfVl3FMffnqjiW5ceTTqEwwtM/rmgyZyg500saWEAJKe7PEkWTubIXB40kbQi/Gb4cURjJUp1qUbzTJD6WpTLRoLt5Z8Mz/KKgtX8d3u88HZBDReOnyqplU46XLq6/ZF2ewL82uns/lz62VJ1e/9mZCtnaevQu//XzX18Lq7g3na4t+ovDWxfapWHeAVj3k9DdqOwoWWg+3HTHeRcEThZJLpxq86xO97DmSSpIHmxGFXp2x42mcVsSlU82uHkH1csDlU01OPlNg37EMuZJOo7y5v45jyenn64mi6r9TGEaOlFWi3thaRVgsHmRk+BHOX/x9gqAbtyAJo63n+uG6MiApI6ItyoLCTonsdvu6U8SNJtpAL0JTkf7OnsHvWELoTxJHj2vouuDCuZD5uWi11Es3VmKiE8Pp3fiB/ElDaApmX5bYC/BrTrJKravEfiKZVAwNoQriIEKoCjKMkXGM2ZNBqIKg4ZI/Poy31MSZbyDDGKEqCE0h9sJkf5qyKtHeCUqlQxQKY8RRyNLyOTyvydDQQ5SKB6k3JpFS0t93gv7+E3heY3ViVijsp1jYB8DS8nlMs0DKKqEbGZrNWSqVtQcLMias1hL1Swdx20Z6t5muEUWE5XJiLNtBVG/AFgO8LfcTBLTfOI0/M0PqxAkyJ0+i9fYkZWS6vuaOH8fIICT2PaJ6HefiJdpnzhDMza/6DCXlQet3zupDcbUcoSNnF6rAn5nBm57eEJUYtVo7I4QAb2YWb3oaNbe2MiyDAG98AkVoaHoKgSAMXSQSXUshZYwftBMjNT2ZLIahQ8rqIZsZoly9Qhi67LYGY3E24gu/t/HBPzu5di5efH7jwCzw4dvPbuzoT73gcuqFrTvmUy+4sO71N19xefOVje93HcmL33B48RubB4KqoXDhTY/zb+ysfEVVBT0DOnMTPlfPbD+wXJgKuHza4UM/VCSVSa7J2Iu4+J9Ora5QK4rASKlEoURRQYQhYw8UWZ5oU9qToj7v0ion94NmJNfdSvmMldXI9ZnMX20hY4lhqQhFEAVJmUToRZsGNkJRKfUf6dpeKSWuXaHdmEMRgrBjXKsKHQUVX7pJ1HXs4sU2K1409fI1hsYex1A3qxE0I02h79CWihDFtIhdGy1XQM8WCFs7WxiAxCx6dTVfUzGGe1FLOYjiRB20/rPF0ZZla2Fgr04CZSyRro/akyP2EpPEjTuSW3vmCJGYFW4Doahk8sMoXUorIFm1Dbxk4iqjkNbCjbXXmpvVJJFn05xd61O9+tbG5L7b2JKAECLxQDKsAq3KIt/4zRmGDqXZ/0Cej/6/9lGZdTn/rSpT55rU3TnC2ENTTJr+EtEuCOPAt2nVpnb8fhlL6gsOrYpHebJN6EXYNZ/+g1n23FeiNmszeCRHdcZm74MlZs9vXHzw7BCnHlCZbOOtUwVEbkDkhvTeN4TVm8bIGvh1j1S/SnZPnsyeAvXrZXJ7Czc36Y6haSmymUFct46/hUHxVnCjJjfqp9AVMyGU42CDwfTqMfQU6fzQlvuxm/Od+O67j/ZMg8gbR9FVlk/PIsMYPWciY4lb3jhpcqsOc9+8gWppRF6IV7mN8rW7CSm3J+l2OA+NdzmhjEK3q1prYK+FmVaoLcUoCvQOG+y/L4tdD3HtiEKfTm0pYPKCjW4I9IxK/x4TM6Nw40ybOAq2DQfoVj66WwihUOg7hLYFyR0ENo3KzsrFVmA353HaS11VQqqqU+w7RHXhIjKG+qzN/IUqrSWX2nQbPaURehF9h/LMvFFOxlXtkPGXFhOF2C7PzVsJtZih70feS+vUZdqvJ0m0mYcOU/r4Exsi26UfUn/+NK2XLmKODdD/5z/Ewn/8EsF8FVSF7GNHyT5yhMpnvo0/d+sFlcQ378atyxO3IvG2I/e2W5i+xaK1mVYYHLM4eH+GPYfTFAd0rIyKbirkStrq/beLSttdoV0PV8vEdoMwkLTq3fuN2lKiVjc7nj3VBTDTKvleHbsRUd2iDE3GCSnkezGZokomr3YlhHw3plEO/ru24ysVD5DPjW5LCFVr12i35ztzkXc2hKkjVIXY7jKvUBXCSg2kRC3kdmyn8D8JoS64eCFASslP/HSGfftVKpUYTRMMDik8/R4T3RB89csudvsud/pCYPYNITQNd37mrnpiGKU0g+87gjPXoHxqgsxYD0ZPGnehib/conhyD1rWpD1RxiimibyQ+oV5+p46AED51ATWYI7UcJ70aInK61MU7h1GS+k0ry4hNJX80QG8pRa1s7O3nNfreppS6RDT0y+SSpXo77uXyalvsbx8Hl1Ps7BwGsepYNtlDDNHszlNvT6FqhoMDz1EozGNaRXo7T2G7zfQ9BRTU99eJzdOIP2A8mc+u7E8CtixodNNiKpVFv/zb920Pwm38PToCikJFpcIlr5J66WX0YeHMIaG0AoFhNVJ7vJ8okaDcHkRd3o28RZax0QqhkrpxCB61iBs+7hlG6Ng4Tc8MiM5NEvHLdsIXcWvOZg9aSpnrzL37y5tGHdKuGW52AqCuTnmf+VXNyX/yCgimxpgoP8knt8kCNq02vMU8nvRtDSLy2dRFZ3hwYdpteeoNybJ5/aSywzjejUazZldJeL894LBI/nEXLHs4TVDjIyGZiqr90jgRrTLa516HIPTipAkKzO3QuBLPFcSrEucCVprA4DisEVhSKdV9undl8ZvGwhFdFZvBaqeEAyqLhi6J4eiQKqgE/oxtTkXM6MxdCSL2wzZ/1AJ1RC4rcRAc/5Sk/krGyec2fwIVrZvy/bWy9eJ45AYWAjGN72+lnq19tlbtRk8p9q1PEVRVIp9h5mfeHmtvGsdwnYTBgRaOkvYahDZO58gR6G3NqANI/yZJZgro6Y3rypLGW9J5EShv7oSLoRAxpJgsYZ7fW5T3yGTnW3RInHLCaOupzHTpS2VRE67TPQWxaeHobetIkRRDXQjQ5RWOPZ0idKwiaYpvPrFRTw74uGP9WNXYpanXdywCTQpWaN4YWtHsfOQlOT47s511jKGdsXHbQQ0FlyGjuYZvb+EqitEgaQ6nRDpuqmgqJvJOL8dYtd9GosugZucSz1r0P/gMCgCsydF0PZxltp4VQerN4WeMQiaHu3pBvHJrUmV20Uch9j2Ep7XIgx3T4BIYvx4jYxWUDHUFG60du/oZnZL03g6fjW+d5t691u1L4pxFjbex359i0F8LHGXd6ekfevx9hMGrl3rqqJsVAL6M0lqkOfE+J5k5rKN04pI55O/1csB7UZIpqASRZIwkGRLGnYzQittn2S3lYJsNzCsPLnS3i331axO4ns7J/qBZGGiPkc2v6fr7L/QewjdzNJadLCrHrWp5BpquetUALEkVTJQVIXyjSZ25U8msXc7CF3D3DuAc3kteEHNp9F689SffY2ondw3MorxZxICV0kZWIeGUcxkUcE6PELpo4/R+NYZguWdqfHDwOmU8N3+tS5SFlp/iWByjchUsmlix01SOrbbVtfRRwfxp+chSJ69uR6Nj/zEEO/+ZD+ZgkZ9yae2FODaEV47CRB5qxEF8vbMJWVyvW25T0j87TrKJqEk5WlSyrXXu20bSmQsUVWBskWZXBzKXakR7yYECpnMANnsEKBg24s0W3OdUi2VQn6MMHRQFI1MZpAw8qjXJ/D95NljmUVyuT0MDjyArqfZM/IEAG17iVotSZA19Cw9PUdQVYMwdHDczQmDupYmn9+LaeTwgzaN5tTqYothZMll99BqzZLL70XXUsmcpjFFdIdpjltBK+VQUibejZtIfgFKOoWxfy+KaaD19xKWa8StW48D/ich1AWnXvb5hZ9r8NGPp/i+H0xhWYIohFo15s3XA772xy5vvLbZ1+iOIRSskb2oZgpvaR4ZbjyAXupDUTW88sKuO5TYCwlqDu3JClraIDNWoj1ZJXeon7auYg3lUHQVvbAHLWshBLTHywRND7/uEDY9ZBTjLrZJj5bIHRmg77H9ySRIJquhqqlhT1V31P+rqkkch0SRi+830TpGisn+4s4AQyblEzImjmNAoqoGQii4Xg3bXsIPWmSzIzhOZetVtyi6u8OvKELtJH5EkUwWWTpVXooiyPVo+G6M04wS89GOSemKBDWOk981PTEmjWNJxgoQ9Sma4zcSszZdrLr250saB4+luTzu4N900Sm6ip410NI6Mk7k8qqlodg+Qk1MOOMwQk/pKLqCUASqpRK2vTv7TsItvlMBnldnfulNRoef6NTQKmiqiaFn8bw6rldDCJUg9Gi1ZpFxuC1r/9879JSKjCWHnupn7kKdvoM5BIl5rZXTaCy6XP3Wmuoi8GLOv+rw3u/P09OvsTy3NVGXzinsu8dk6ppHeb77+1RdQTMUUjkNw1TRNAWhCnL9IZmiQRxI6gsucedatvI6cSRRdYVMySBTMpLrus9E0cC3I1Q1uXZD/+ZOUFDoPYhhZLsSEnEcUl++tu4vXbwFunyGKPSpl6939SUSQiGdGySTG6R1UzpPamQfYbuJOz9Fe/wSkeesJfjtAFEUrPa1wjKw7tmLUFWIY8LKzicgcRQk3kUrbdZUiO/AdXwbaEa6qwH3Wlt8dCONotz9x/+t1ACKmigItUjByqhMnWuxOOHgO1FyXWkKZtxPTwpy5iCR9MkavdTcWW7lm7SCnZp3b4BkVd0jFDBSKm4rJHAimose2feYHH3fEIoC/Qez9B/KJWqUZoBTD/BaIYefHuDSNxZoLiXRv4quIiX4DY/mZI2+BxI/nNALac826D05xNC7xt6CgbbEtheJIg8QhOGdD0hTeoGhzD1cq7249rdM35akYywjnHb5tqPNCwWB50luzkowTCgUFBQFXFfSqMu34hbaFYRQEqJCKJ3vQ6z+pGPwzcrfAcPK3RWSRNUEcbTzz+851a6lqM1KSLOSTGwqc9ufr9lryQkpDugsz3i7vs0UPTl3cSQ7KlSBkdawq9vvKynhGt7imRLRKF8nCna3qi9lTL18g76Rk2jd0sasPLnSPpZmXt9yH60ll9bS/Javv5MRt12a3zlPWN2etNUHipQ+9jj2+QmaL5xD7tB/0Hfr3c+JqiTJtFKCqiCDcPW8riyExraT9KEpc8O9IkyDzJMP4py9TFRtIP0AkTIRqor0/KQ0RlFQ0hZKNkP64ROESxXiIEQzBO/94X6+5yeGaNdDPvuvp7l0qkmzEuB3LATueSTHPQ/vziT67YKqCayMusnoGiBT0FbHlG7HVyzw5eocJJ3f+rmcyqpouoLrxPjOO00CJOjvv5eRoUcJIgcpY4aHHmJh4TRzC6+hKBqDgw+Qskr4fpM4jkileumiM8oTAADkN0lEQVTvPcb1G8/iejU0PUUq1YNhZFEVHctMFLk3K2dVRaeneAgr1UO5cplw3UKdaRY4sO8DmGYB32+g61n6+04wPvkNHKdMKtXLwQMfpt1eUalLUqlelpbPMzn1bW6XFFVSJplHj2KfuU5su+SePknrxfOopRzZx4/hjSd9jz7UQ+aRoyiWgf3mNdzrswTTc0jfR5meI2rubBH0v0NCKHGUX3mwKWaK2Pd2pKbJKiXSaoEVs7p2VMOVbVR08lovmtCxoya2W+drX/V48YWQnlQPaS1DLGMafo2a3cR136JBSBzROP86IJDhTausikL20HFkHOFVFnc9kYi8JPnCKKUJmy4yluh5CxnHhE0XazBP88oisR8hlls4s3X8mk3Y9DAKKRRDI/ZCvOU2Zm8W4hh7toY9U8OeqGANF/DKdlKOtgP4fpM4CiiVDmMYWVqt7p4UNyMIbGynjKal8ONojQR6G0eFhiU4dH8WI6Uwfs4m36NRWwooDui4dswjHyyyNO0xc9VhYK+F3Yxo1QL6RkysjMrilEujHDJ2LIXvSq6fafPwB4rEEk5/o4ZmKOw5bOG2Y3w3ZviARaFP5+obm2/q0PZZfHlqRVaAlNCcqAFrP5NSMSWRnihK1we6oinE6whIK28glGRlQNUV7NpOB38C08xTyO8lin3Sqb7EBFuGCJFMFGynTDY9SNoqEcUhppknZfV0WPl3jtT6bqG17BG4IZqlYmZ1iCWKoeA0A5yGT2N+4z3juZLn/luN4w+n+L4/38sf/OoycxP+hgh7VYP+EYP3f6JA/4jOZ3+tzMJU98F8ZdqmsZj4syxca3cMxZPBQ3mivUpQSgkzFxqr3ihCJOTl3KXmarkhkJQ0dTzFbyaEdDNDvmd/x/h4M+zGzo0/10PKiNrydUYOPN3VdNVMFcj17EvSxtZdQ0bPAKmhvaBquAvJCqm7ME3s7WzyIONwTXUYxYRLNaKmvaFkdCeIZbRGLGkq4XI9SStTlLt+xauaidbVwydB79B9FPuO8Nbca2LLsg5IJs+KqiUT2RiOP1Pi6FMlQi/mW787y7XX6oi4haUVaPsVgtilYA13LVnaCr7X3KQU3Qle/XTiq7RwuUl12k4CGcKY0Is59XsTSdmthCiIef4/XCYOJb6bGLVf+Nocqq6smkoHbZ/xP7qUJIpJSeRHNK5Xkr4wSpKobnz+QqL2egvG4EFgb+GBsBkCga6mOgosgdFlcpzRe7C0jROlRB201Yqyj+dsXmXdCRQF/sbfzvHSd33++Esb79ODBzX+zE+kOX5C59zZgF/4+WanjP9tQqfk2bByaEYa3cigG1l0M4OmpxJTdtVAUXSEqqEoK//Udb/rGObufaN0U2E9j7T/ZJ6ZS60N6XzbIbjN+6Ib6p0Sld1AUQVjD/dipDWaSy7ZPpN22aMwnObK83OEXvcbQVE0Cj370fTN1yUkZaqt+uxtJac1quMEXqvrvlVVp9h/mOXZ03ecypYtqIwcspi+klzPUShXjbnfyVCzFoUPPkTccqh9+RSxu3OCN/DtrmpRfbAP4+BeiGPUYh5/fCZJ67NdrGMHUfIZnNcvECwsk37sJErKxJ+YAVXBODhK6qFjKBkL9/I4cb2Fdd8RFMskarRov3QaY2wE68RhiCKU/Np9livp3Pt0AU0XvPylCn/8WwsEN/nqGJay45LNtxuGpTC4z6K2uPk73XMkhVAE1YUAp2NM3aqGzI+77DueZvRIivPfbWy6Z82UwsihFKouqMz5NCpvjXJ45bjKFkb7W8GyigwPPUKtfoPp2ZcASV/vCUaGHqHemMT1ErWarqW4ev3LOE6FTHqA40c/Sal0iPn512i3F7DtZSyziK6nuTHx9U6b1r4MP2gxO/8qcRwyMvL4hjYIodDfd4JMeoDLVz+P7ZQxzTyHDnyEoYEHmZj6JgCaauB5DaamXyCKA0b3PElP8TALC6fx/N2pF1cQewFqIYsx0ocMQpSUieyMQ4PFKlp/MXmfH+DPlTGGekjdux9vahFhmYmSrpOOu5Pu+p1NCAmBke9dJYAUw0LGEVomj19dQjVT6PkeIqeFW1kg9rYmIwSCEeMwppKmGVUwlTT9+l6uu6cZNg6S1/pxozZDxiEm3XPUoyVMZ5hMtA8nbqGiEkbgBLd3YhECa3APmYNHUa00kevQHr+MO5soI4yefvL3PYKWymBPXaN56Syy4zmhl/rIH3uA/PEHiH0Ps28IGUdUXnyOsNVATWXI3XMfRu8AkWvTunIeb3l+A0kS+xGNy4uYPWmCpkfjwjxGT4b2ZAWrL0vr2jJCU/HmGghFEAcxMpa0biyT2d+b1ANfXiRsedTPz+Ett4jDGDWlE4cxzkwNoe181SuOQxYWTpPLjeA4ZRqNxPMhDF3K5Uurg1kpI6rV6wRBu/N7zNzcq+Rye1DVxMC32Zje2nPjLYBmKJSGDO59Mk+rFjK0zyKObfYdT3P51RaeE1NbDNh/IkN10Wf0SApFTeG0Y0YPp9AMgZQOfSMmo/ekufpGi8CX1JYDwkDy8AcLDO03MVMqExdtKnM+paEtXOIlRO6tB4RrarO1B6CZ1ckPp7FrHoNHi9Sm2zh1DzOrM3C0iFPzMVIaYRAx+crSjqOR4ygpuVxaPo/SYeTb9iKOW11dCWq2Zmg7iTy50ZxOBsxC3LUB606QmFlv/u6MQ6NYh8eImm2cM1dACFL334NiGtivXySq7M7AvDyeEHmN+WQwmCro5IdS+HaYpBTdBFVNFGKX33R4/yeKHDhhMX7RpbIYEvgxuqGQL6mMHjI5dMJi+rpH75DOp/5aPzcvPNeWQr74O9VNA58V3KzzikNJfNPfol0kklmpHnKlsS2UA5JmfZo4Crb0t9kOvtvAaS+TyQ9vek1VDQq9B1mafn1DWYQzfYPM/ntQDS1Jz2J3JQzJ9dEhcnQV654xoqZNsFDZ5CF0ix2t9VGqksTWRxFvBSmjquaWkycgmbR2MYB9O7CipsiWdAYPphECrr9WZ9/JHJoucEIJhLT9tVKDij25S1Pp2yvb8DtkThxJ3ObGfsFrb/zduYkIDb1404Q2dDYOrteXcQKE9lsz+N4tDDXNkdLTTDZOowiVw6V3dSbAa9emrqSww439nmFuvZIexyG+t3tT12Rb+MoXXRbmN/c7V66E/Ot/3uKn/3KGwWH1LfP5WA+haJhWnnzPPrKlMVLpXsxUEcPMJn55d8EjZyd4/BOD6KayuvY5cjRDedbdOSEUOLu6j7bD7TymhSJIFQziWJIfTGFmNOozNoEbbbs/VbMo9h/Z8pniOVVcp3Zbz5Q49Gk15khl+7u0VyVbGMHK9HaNTd8NnvzeHg6dTPPHv7NENq/itGOunv6TLWPUenL0/7kPEncCDWLHp/bHrxAs1DrvEOTedS+ZBw4y/+8/T9TYXXujyCfuQqTJIEQYGlp/D1GljnFwFOf1C6CqxLaDks9i7N+Dd3kc9+wVMk8+0NlhjHfhOv7JozS//hKx7ZB972MYe4cJl6uYh/fhXriOefQA7pnLRG2b3PufWPu8usBKqcQRNKshwU39dSqr8tAHupuWvxOQKWg8+L4iN860NxhElwYN7nu6kCRtv9JYJRprSz7nX6xz4L4MD32wxOvP1VicWlvYFQJG70nzwHuLOK2ICy828Oy7T1LGcWI+r6iCnmFjvW3VLZFJD2CaOZaWLxCGybiuXLnIyPCjFAr7cBffBKDZmsVxKkSRh+0s0WzNkc/tYWHxNHFnUW+l+mSrSpKVFLCbIYTS8bWdoNVeQMoIxylTrV1joP8+ZuZeApI08Wrt2mqyWKs1T0/pCJqeum1CiDjGuTBB+r79xK6PN72IDDr3qxugZFKgKqRPHkrGlGGEkkujZFKk7r2HuOOV657dWYrpO5oQUjQdo9iLV13EyPdiFHpwlmYQqopZ6sdvJooCGUfouSLeNoTQCpaDaeaDG2TVIgesB8iqJUraMNfdN2hHNUbMI/TrYzSjCjmtl1ZUY9q7mMTG3cFn0XJF+t/zMZz5KbzlBbRcHi29xl6HrQbtG5cpPfgkqT37aV45D51rM/Y9vOV5IvcIQa1Ce+IKRBGx7yM0nd4n34+azuLMTmD09DPwvo+z8PXP4ZfXmX9KiTNTw5mpAWBP17Cnk/9raWM17tGeruKvM130qzZ+Nfk9oOOM3koG3M3LW5uL7gSe38Arb7xR4jik1VqriZQyxrY3HicMHLzmMl7YIpYxKS2PHSarkQIFTTEI4rWVRQUVXbXwo7UBkUDpTNB2f1b3HE51kjZ8okCi6YK+EYNUVsVzItxWhGYqifKiY+aMKqgt+uSKGkIR7DueTmImGyFRKGnVQnRDIJTEP+bGWZt2I6RnKBnkvBWWH5qlUhzL4rUChCowshpWwcDMajh1n9p0m+yAhVvzd0wGRZFPoz1LtbZWFuS4G1NZ1r8GUK3f4HYhhIqqGqvlEYqirnb6QqirpM/KRDSKfIQQGEaWfH4vlcrVzrZrUAs5onqLqGWTeew+UATB7BLufJmoeeeDuJUSk638gdI5lb/8vw8zst8gnVM4eNziwDGTKKSj7hGoGqsD5L2HTfYcNFd9yNdj4pLHl/5L9W0R0AmhkO8ZQ99m9bt/5H6KfYe5nftOCHXbiOskbaywgRDya8uE55sIVSNybuPcrSfVHR/n/A1kFBO3d5sis9bXxK5P7Pr408urD/e7CUXT35JysLsFIQSxhPqihxCsGpSvT3XJGX34kY0XtXc9id2pD5liqmT2FPHK7a39Z94GCFUhs7eIkU/KJZoTVYK3sT1B7DHTPI8TNihZIwSxy3zr0obJXNboIaP3bNhO7ZLOtII4joi2SP3bCV5+sbsSIQqhUolpNiWDm3nhuwrdyJAt7qV3+F4KPQfQzSyabt2Vcq/bQXnaZeGGvWriX1vwdhU7H4fBhv5MS+souvq2XftREHPt2wtJ5oUCiCSUoD5nEwdb3+OZwjBWpnfL17OFPZx88qdva1FQINCNrZ9XVrqXbGHPnRFCAgp9OjfO2yiKIFPUgHdAWlMcE9kesZuMf2I32DDOE4aGVsoRlBtkHjqCe21uVwoh4rhr5UZsJ/2CUBTitoM1Nozt+WTe8yjumcvIKE4muluhMwZaKcn0rk/hnr2MlElgjBCJnyVBiFxX9mM3QxYmXQ6czHD/ewpcf7NFecYDAcV+g6d+oJdDD2S29dvRzcRLTtUE6ZyGlUn6AjOtUBzQiULZKaWXXVO97gRSwmMf7cFpRZx9oY5nx+RKGu/9kQH235thccrj1Wer+B2iK/RlEiv/eJ4jD+f41N/Zyzd+f4nqvI9QYGDM4iM/OUTPkMFrX6vy2tduT9F5K3hOzORFm30nMjzxvb3MXnNYmk6uOd0QtOvR6u83Q1UNBMpqKhewGj6jrUuxTTwRO+OrOCIMHTQtxd2Rewk0zUpCcjpjCyljgiA5xsrzQMYhfrA2xpTEndTIO3teeOPz5N//IFHLIXj1MkhQe3Lo/UXUYjb5mc8QVhrJPasqSM/HOXsJ6QdI31+9526Fd+6okSQeN2jWksG85+AuzxK06sg4RgYJGeLVlogce0dRvACDxgGyaglNGNTCBQSCmIhGlPgOtKIqeaMPRag0wiVGzHuIZcRyMIUrb38yqOg6WjaHOzdF69qFDcbAkJA+7uwk/r7DqKmNkvuo3cSevEbu6EncpXlaV86tbp/aexBraJS5L/4eQb2Cmsky/LEfJXPgno2E0DZoXVumde2tSQPZDqrQUBUTAXiRjSJUDDWNF7ZQhbbOWFYQyU5kMwpFc5jBzBEmG6fxozaDmcNMN8/iRS3SehFNMah78yhCxVRzGKpFRuuh6S9hh1UEKkVrGC+yafnLu55wlGd98j0a442Q5VkfzRAU+nQmLtjYzYiZaw6lAYOJ8zZ7DqeYn3CpL4eEfoxnx3hujGEKeoYMLr/WSkp1rjocuC+DqgquvN7iwH1pAi9m8oJNz7DBxAWb0L+7s/rADqlcbxAFMbWpFoEbYWZ1/HaA2wzwGj5REG0p5e4Gx63guLsvCbo9CHp6DiOEQrM5i2UVscwCUsaUK1coFMbQVAspI1Q1Scyp1a4nqXSpXkwzT7V6ffNupSRq2vjjM2SevJ9geoFgZpGofnsr3t2wnW9IGEjOv2ozff3ODSqX5nYv7b9dKIpGceDoNn2x6JRYbF3OdCcwrTz50hh2c6OnQ+x7rPjPaJkcse8RBzsb2G6YZEhJuFS743YKIdB6C6i5NN6NOeQOUxl3CkXRdvw8/JNCs+xz8TtVdEvhvvf1sTzl4KxT5RhqOhnsR3dG4m2H1ECO+/7mexj/wzPMPXd198dZB6OUIjtWovLmrQMVboZiqPQ9PErfI6P0PrSH07/wNea/2aVfeosQy5Cql5RTBrHHsj3Oon11w7XvRS1SWmFju7uUbq5AynhDuYgQcOyERn+/Sm9fUpbx+qs+Tz9jUi7HPPesSxDAk+8yeOxJg8CHbz3vceb07ghTKyV41zMGR+7RcF148TseVy6Fu/J7TBKtDjO073FK/feg6SbvhDqSi9/ZOGE7+3x5V2lWNxOl2dEi6ZEc1fMLuMv2JsNaLa1j9aaxF9tJkuxdgG9v3k+0yYduI0r9R7pGwycQqJrZVeFzN6DpFoXeA1QWLhCFt/k8llCe8zj5dJ6hfRa+G/PNz5Zvvd1dgtgiiCCstal85ttbegjJMKL8mW+h5tL0/dj7ca5M03rp4o6PuxVBFzsuimkSVupIPyD2Q2I/QPoB5uExlGyGqNlGG+oj9dBx9L3DWPcfxbtwDRmERLUGmfc+hnv+Kv74LOkHjpJ68DhhuYZ77ir+1DypB48Rtx2UlLl63HY94lufWeLQA1mOPprjr/7Lw4lnloC+PQbtesRXfmOB939qAMPc/IWlcyrv+9QAY8fSmKnEA2/kUAoh4PgTef6XXziI78R4TszipMsX/+NcV7+f28XChMulU02+9y8O8z0/PoTdjMiVNDIFjcq8z+f//Qw3zrQ3PH8WJj0+/S+n+NTfHePhD/Vw/3uL1JcCFC2Zs0BiU/GZX5ymvvzWKFbdVsR3PrfM0Ufz7L83zV/9V4eTY0mwMiov/lGZ3/6nE123DUOXWEboehavYxqva+kkiXZdSfR6YkZR1A6B47D2ZdzJIFji+y10PbNugVnFMDIEQXvVGzJx7XgLBttRRPOFsyiGvupbqZVyyDAkqjZR8xnapy5i3TNKbLu0X72E9HxiYa/ea0LVkDtIan1HE0LEMV5lc5TwblJibkY7rlEJ50ireTJKkVAGnTKVFfpBrqYnVcJ5fOnRq41wOPUIi8EEi8Ekt3NxBY0atTOvUHzoKXL3nKR19Rzt8avblrntBEapF6Onj8EPfQIpY4RQ0HIFFH338lmhauj5HkQXqUEc+ATN6o4veEU30fPd5ZeR5xC26hTNEdJ6koZTdiYomMNoioEfuSgkzGqi6pEsO4mKRAgFQ7FwwyZ+1CaIXfxorWPQFYuUlqfuLST71wqk9GKS8CMkGaOHhrdAzuhH+t0JM6Fq6LkiQtWIfY+gVd+w0lGZ96nMr00or76xcZAzedFh8mJyXhcmNw4ilmf9zs2ZqIBWUJ7zKc/7q5dWZWHt/+Pnd54Ss5tz6Nsh5RvJYKC93H2VcMUTo7N3tGwO1bAI7RaR+/bG9yq6gZYrJkoft03YbqGpFoqaTICNzkMjleolnxulWDyAjBMZqGOXkcSkUn2YZh7bXkZTzW2PJ0wd6fnJbEa9RVmAUDAKPYguMRUyCgkamw09ha6jdWLQ5TqCwrFjfvsXl5NyiDv0LojjHdyyQqBl8qhmChlHBM3aZg+zHSDVMXb+k0Rp8BgLU6dWPR+0bEIQGsU+ZByRGhqjPXEZv3Kb6kZVQbEMZBQjd7Nauh4y8fRSC1m8u07ciLsS8/xWQ9UV9hzNUp3zePPZJZxWtEHCL4kZyZ0gyh4hjHymG2/uOGXsTwI9J4fpe2SU6pm5XZe9Rk7A5BfOUX5jmkf+8cfeohbuDHVvnub/j73/DpIku/M7wY9r99CRWmdp0VoDaHRDAwQGGAmKIbk8cnlL8ownjGunze52bW9v725379aOt3skV/DIJWeGQ86Qw+FggIFqNIDW3dVd3aVFVqWWoYVr93d/eFRUZWVkVmZWVndhyG9bW2VmRHi4es/f+77v7/v11rdM5uywxlLrwqa/7XyfiU2+K5IEp05r/JW/nubdt3yee0HjC18yWF2J+MYvm1QqMe++5bO+HjN7I+Sv/80M1Wq8J0JI0+E/+FtpHn9S49LFgJExmS98Kcd/9/dbvPna7tqqbuYYnf40Q5PPYlj5Pa/u3hpL3ipPoFuqILo/IyXqo/2sHGf6NI4+kyc3qBNHgg++v4G9y5KxXhP0zEQeLaNTu1Kifu32oqBiqkx+7Tjt5SZ+w8M/IEJor9DNHNnCFJL0yfVp+YEkbWzfhBDw7g9qlJYDzLTM6qy3ZVx4oLgd05nca8MFJF0jauxxvBbHiCDCPn+T9vuTFL72HP7CBv7yfZJZsaD9xgfJeCgSeDPzxM02rZ++i5xJQRgSewEiCLHPXMD58DJx2+mUWEP7jbMohSxRs0XcdohqDeSOX4oIAtxzVwmW1hOf0zMXiO3bY9tL7zT47/73M3z6m/1MnU6jWzLtWsiHP61x5kdVysseQxMGI4dNortueVWXGD+eYup0utvHt+phNwq+MHR7zmVYcie99XYf2K5HLF5zWF/w6OHtfk+IWPBH/2CJK+82ePpLRYanTeqlgMUrNm99t8yND1uEPdRN1z5o8ff/NzM8+fkCj3w6R/+oThQJrp5pcu5ndc6/XqfeI2oeIPAEq7MurVq473IyIeDqmRb/7f9uhhe+3sehx9JYaQXfjblxrsXld7Yvp2q1V3GcCiNDT7IY2AgEQwOPEYuIWn22+75cboJsZpx2e410ephsdpybs68Q33Gig6BNOj2MaRSI4hARh4RRcm8k1QQKipyEFimKSdzxqI3jiHLlChPjnyGfm6Ztr2MaBfr7TlCpXOtu40HCvbSZMPNmlvFmNvvuBiub26VxfIxwvYwy2Ee4ViKq1O75PQ83IfQA0AyrlMMlGlGJE9bzqJKOIqnokokvXHTJJBR+UnNITDMq04zK9KmjjBsnqIZrBGLvN4AIfKrvvUbr+iUyR0/R98Ln0YoDVN76yX0dj4hjwlaT8tuvbprEhe29x70afUNM/dpfR0vnt7zWmr/G4vd+e9dlF6mJI0z9yl/rOeipXXyPpR/8c0Ci5ZfQlRSmmsNSc3hhiyj20bU8EhKqrNPyb9/osQhph3UEYlNZ2C14UZuMnsiLpQ6p5IYNojik4W+QNQaJRIATNmj55Z7qIKNviImv/yWM/mEaNy6y/MN/QeS0kVQNq3+cyG0Thz5apkjQqqIYKWRNx62uoegmWjpH5DlEnoOeH8Cvl5FkGS1TIGg3SI8cwm+UcSurxHcmwNzZl++TaDb6hjvXcGvKUGv+Kovf/e19EzlaNs/YV/8cqdFp6pc/YPknf7BF6fYgYY1OM/71v4iWylL+4Oesv/4n2E6JfH6aTHoUSVawUgMoio4ftHCcCr7fRJF1gtAGpO5APZXq33aFW1IV9KkRtNF+7A8uo6QtUk+dJKw18K7M9SwXUlMZJr/1VzAHxra85lXXmf/Df4Rfuz3glhSV1KHjpKaPUTvzRkIKRWGXUBKFcaLAJ6iWiYMgMYULQ2RNQ9J0RBgQ+x5KOoMIfGJv/wNMWTcZfumXKJx6Br9eZvFP/hnOSu8Vm51QHDy2o6Hwx4F0bhQrPYDdSggfxUwh6zrpqaP41TJaNn9fnh9qfx5tsEBYbRIs71NVKUnIhoactjpmfwe7MncvPiKOo/s2Sd0v4iip5w+8mFY14JHP9TF2Ik27FvBH/++btDqmljV3FQH4kU0Y+0S7WN3aL9SUxuCnprCGs/g1h8pHK5vCEfRiir7HRzD6Unhlm8q526+bgxmKj44w/tUTWMMZDn37CUQsaC/W2Xj7dhuyhrP0PT6KmtZxN1pUzq0QNG+32diPCFv+piS6TwKxCHvqZcPYo+5tjrfdmfiSekZ5lzci/sd/2EaSUmRzMn/3/9XiP/m/5ThyROGdN+H61ZCZayG/+u3Unp+Bpx/R+MxLBv+P/7TBhXMBqgb/p/8kx6/9hsU7b/pE95iE6UaWQ6e+ztDE03ckhm0PIQRxFOC5dXy3QeC1CAOHKPSS/yOfOAqIo5A4vv2vqpocfeLX0fbRV46dSJMuahgphcCL0Yz7K0doztcIGh56zkgM0DsqIbM/Rdj2WX93Yd9jkYNAOjeKlR36RBWPptVHJj+B294/EXL4sRSDEzoSSWqs70SsLz6YOGrz2Dj6cJHIdlGyKfJfeJKo3sa9sXLvD/eACCJqP3qfkePjFL72LBu/++r+F0M6iOp3zE865Sxxs018V0l+6Gwd48dtm7h9ewwblWvc2bRFHBKu9X42xyFce7/F9bMtJDlZ+hedkIxbj8Tf+b8nAQJ3kzaNcsg//i9K6GMK7tWZnWPvFYU43nzPnvlBhQ/f9pAta1/kiqLL2M2It79X4d3vV7ptQsRix2G4iKG06PHK76zxk99du/050fmcgNTINM7GYpd0u4W1OZe/+7evIkm3U4/3gygQzJxtceOjFpLEpn3YaSji+00Wll5nauIlTp/6sx3Rg8Ti0ls4TjlR/pMkhk2MfzoRDGgZyuUrHWuK2/tcqlwln5vm9KlvEwYO5eo1llfeBSQGBx6hWDhMOpUQRkcPfxXfb7K+cZ5Gc5FS+Qqm2cfh6S8RxQGKotFsLrO6dnb7dOtPGFGtgTY5hqSpBEu7S0J86AkhSVZQUhms4Qms4Um0fF9iDioEkecSNCo4G8u464uEduueK9uWnCar9JFWCsiSSi1cI63kmTROUw83GNKm2QgWiAkpqMNJ/aLwySr9eJGdKE32cxyKiqwbRO0m9XPvoVhprJGJO9+RxBnL8m1X8PAO9y0hiD0PNZVGMUziMESEAd7GKrHvIRsGznrCGEqqSnx3XusuEPkuzvIcUaEf2UgmUqqZRlKUnoqTHbfltLCXbqCYaRTDQtYNFDOVbKezrViERCIgEgF+ZNMOKiiShhe1iESAoaQx1PQWM8tYRESd65BSC6TUAnljmIrrkzeGSakFLDWLJClktH7aYZVIhMn3xQFxJ8q+z5xkzb7W+5rK8pbjNovDqEaK0G1hDU4S2g3yhx8j8j1Cu0l6eBpJkhEixiyOcCt+1uobIbCbhHaDOPRRDKszMeqU/Y1O0//Myyj6DnXTmyBoL8xQem8rmRj7Ls7KLFG+1zW8v1U2vTiINTSBYqZITRxFMaz9+bLsG0nCYLedkBhl1qo38Pwmhfw0QRRQd+aw7RJRFKCqBlHoJXXH0i1Pqg10PUMcL2zyD5I6STDezCJRtUHseARrZSRFRhsZSBLawt6zChEFOKsLiDjedL/LqtbzvEudEtKwkahxUtNH8Evr6APD+OUNrPFpgnoVNZ3Fr5TQ+vrx1pbJnniUyHVxlxfQiv1Y49MA1M+dQfj7J4UkSd7U/+wVqpYiW5xGlrcvI/k4oBsZ8gNHu4SQV1pJSotLa0nbWJ4lug9VpqQqyKaepPbtE2p/jrDWIl4uEfsHTXQI4nuQJ6tzb1NevfCxJjPeghAxdmuDdF7lya8MUFv1eP976zRKPl77dtsqmKOk9CKWyCUrdPZszwWA+4WkyYx96ThB0yN0AjJTRQaemeDSf/smkROQGs9z4q89j543cUttjP40Qy8e4to/eQ9npYGa1jGH0uh5E8XQMIoWImYToZQ93Mex/8lzSJJE2PYZfvkIg5+a5uo/fge/en8K4QcBTbbI6gPoSqqrlgZwwiY1b6n7e3z3EvodkCSpp49VtRrTbse02wLXjfE9geclhq+3sN/b8vgJlfEJhf/p30pzy5rr8BGFtdUY05Jot3bwBtHTTJ74MoPjT277nEwmjhGB16ZVX6JevondWMH3WoSBTRh6xKF/Tw8rwyr0jH/fDbx2xNoNm/FTGTLFxI9wv4jDiNRwFoYzbLy/tKlkzC3bqGmdya+dYOP9JdyNj98AWZZVssXpfRFnBwlJlikOnaC0/BH7ZcdOPZdl4arTTeUMDrj8/04o2RTZlx9HyVqJEfPcGrUffbDJFDp2A8Jaa1sCWgQRYbnZHe+ElQbV775N8Zc+hXl4BOfS/APb/wcFSdOQVI3YSRIk7y6RvIWdyJWw7WGNjRNfvokA1IFk8TncKCOnLNS+IlGziTYyjGwauFdniFu3AnEAM406PYnQLYK1dRCgjQwR2zZhqYw6OICSyxLV6oTlzRUZ3ZYubpFV29xDktyZaynEgZvMDzUdSVaSsY8soehWUp0igZ4t0v/EZ9k48xNC1ya0E7JO6YQ4KbqZLFyHDiAh6wayZgCCyLW74Ue7gYhv1+LsFvX6PNfcP8a0ikhIeF5jiy1Fs7XM6toHaGqKOA5o2xtdE+pbaLVWuDrzHUyjAIDr3irBFbTtdWI5oh4vECzZEAtiEXfNoMPQYWHhNcrlK2iaRRh62E6p+x3t9hrXb3wvSUqWQOvLEBY8ZuZ+gON8XBYamxHbDnImRbi6gdjlOPOhJoTUVJbs8ccpPvo8RnEQ6dbk6taERSSG0rdKMjbe/Qn1S2d6bksAzahCnzbGhJIhFB5L3hWaUZk59zwj+lH6tXHK4RKlIEmtUtHp00aRkHHiJvP+RaJ9msEZQ2P0Pf8ykZ3EPut9/bSuXUxelGWssWmssSmssWlkTaP41Kdx11ew564jopA4CLAXblB85kUGPmsQeQ7VM6/jra/QuHqO4jMvdmLpYxTDoPzmT/ArezPCCxpVln74e13SxuwfYeyrfw6juPf6bGd9ifk/+ieJqZaskJ48yuiXfmOTkXatu+KYZO8mhJCayPlIjOMk5C75cwt2UMEJasn3hA1m6m8Ti4hYhGzYNyk5ycqsJhuU3Xk02aTureBFLdyoSSwiNpybyJKyJ4JPkhWQpU50ckKwSKpG1KrjNytYA+NJ3G6thJbOI6sacRgQNKvIugmSDCImdFqbiCY1nSUzdWLTudkJIo6JtonN9hsVln5w5zUcZeyrf3Zf1/BuhO0GQbOGbJh45dWON8snByFi3DseDI5bwffb+H7yQHO39TJyu++5E5kjp0lPHqPywWt41xduf08Y4c/tvLoWuQ6rP/ujTv8ko+eKjHzx10iPH+75/tj3CKplJFlBhAGKle6SRN7qEkGjhre+gt4/mPiPpbP4ioqk6TjXLxG1W2SnnkYxLSLPTcjmT/B6WJlB0rmRT9y7RlZ0cn2H2Fg6Sxg4SJ1yQkSMrOlouQKiFu86dv5uiCDEX9og3EvC2N37mDLRRvoIN2pIazUE+5scbodbZPN2JSmeU6NemvnEVEIAbkth5kydidMZjo3lqW/4LF1pd8vGZElFiBhLzRM8QEm2JMtEbsjFv/c6QdNj6NPTHP3Np8lMFmjerDD2xWOYgxku/N2fYa82sYazPPq/epmxLx7j5u99SHu+ir3SwOxPk54ocO2fnknKCTuTDcXSmPqVRwnqLlf+4dvEYUz+xCCn/2cvMvDMBMs/vvbAjm0/0JU0x4svklILW0r0at7yXYTQ9ioBSVJQ1K2+L7dWpIWga458kGg2Yn78QxfPvb3takXgeTt8lyTRP/Y4w5PP7eiL5HtNyqvn2Vg8i91cI9oF+XPQ2JhPJiDVVY+BCROnsf/V6eZcFXu1CbJEdFciXuSGzH//GrIibUnL+7ig6ikKA0c/MRPv25DI5icwrAKesz/j3dCPOfJYinYjuV9WZj2qPeLDDwLtj27gXF1IxoBCEPshwtv8Xe33r2Gfv0ls9x4zuHNrLPxffouo3el7Y0H77AzOlcUt29oLJEXF6hslcJqEbhtZ0Yi87RXrWqEPJZMlbDYSFqSrikmeE1quCJKEX1pD0nS0fIHIcQiqJSRNR+9Pxr1hs4E1OY2SztK+eoGwsbek2FsQrtudXOtjo2gjQ6CqSQXAyBByysK7MYeSSSf72INdUjIZGBbIKYtgbQNtZAhtdJj691/BevQUxDGBphKW9kEkSDLpscPkjzwOskzktSmfexOjMEj20COUPngVs2+YzPQpNt57BUlR6X/8RazhKfqffInQaVN6/1VkTWf4ha/hbCxh9A3hrC9RvfwesqpROP4UZv8osqbTXpqheuXMA15cErheDder7fguxy7Tincapwscp4zjbFb6yZZOPBhjyyWs6UGc+TreahU1YyGlVaQ1BTVnoWYt3EYNV9TQBtNIdQVdziHrKt56vZuUrRXTFD9zAm+lSmN+HrVgoVlp/I0GWl8GBPgbDcROCrMDgDYxCmGENjJIVKkRuveeHzy0hJBeGGDw018lf/wJJE0HESeT63qF0EkG42oqi5rOIas6enHoHlsUrAQzrAQzW16x4wY33A+2/L0ULlAKF7b8fT/wK+vUzyfKIISgceks3trtwRUiJnJsGhfev+NP0abXW9cvErabaNlCshIVBiBi6mffwl1ZQC/0gxAErTpBs7b3nRSC2L89+A6M+p7Y302I403+SEGrsWUCcne51t2xf0kfs3XAJRDdSZQg3jRwjUTQIZ8lat4KumLRDqq4UbP7HdCRxu9R7eVWVjH7RhBxSHttHi2VpX7zPCIKiTwHsR4h4ojId2ktzyDiGC2VIWjXE6WbmQYk7LU5FKO3A77fqOJXN3YuHRACd2N529c2X8PaFhnofuFVNlh+5V+h54o4a4v7vzceEFqt3ckit0Px0RfITJ+gce2jTeVdu8WdBFkgyzurFYVAhCHIMXEQgCSROnQMWUniyEUYYE0dIWw1SB0+jmKY2HMzHUPkABFF+KV1ZN0gqFXuy1ftfiFJCtlCMmDuhTgKcdobhMEBTewlCcPMY1iFLQSUJElki1MYVpEwcMidfBIllenqv/X+Eapn3yBs7W9AiCShjfQjaSr+wv58iKJGG/eaR7Beg20UZ/eDKPIIA3fblXVVs5Ak5RMlhDRTpn/CpLbmsXYjwnejTQa5DW+NojxBJAIa3hph/GDKK+IwovzBIu56Jyp2rkLkheh9KeTlOv1PjVM+u0RroYYIY9qLNcpnlxh4ZoL5P7pA0PQQfkgcxYg4TiZfd0jrjb4UhUdGiNyAU3/zMyASfxYta5CZevgijjNaH6aS5Vr1deygusl35u5I3sDfXjUiy+qulB13TyNuCRQlCWQlsW670wftlp3brffd+jmO4fKlkGZTUKvEvPOWjxCgqInKeqeu2Ez1MTr9KRS1t++iEAKntc7clR9SWb34iZYIDE5bRIFg8VKLiVMZjLSyp6SxOyEiQWhvf2IiJzhgqnpvuLXI0AtCxLh2Bd/duzXCdlA1i1R2uOczRbfynYWG/RFCiioxd9mhXY8AQfs+iLx7IoyIWztfORGEiGCHfYhioqa95W9x6/4UjdmJk2RGD+PW1mktXSc9cpjqtd6L+LJpkT5+mshuY45O4K0tY45OIqkqjXNn0AdHMUfHCGpV9IHBjoI7xEplaF4+hz4whJrN4ZfWkWQZNZ1J5pL3QzDKctLpKApyJk1YKiNZJpJp4i8soU9PJiqhegMRRcQ9St6iep2wWkfOpNGGB7vVHCKMQJaJ2zbB+v7K0RXDIn/8KZqzl3Arqww9+yUyE8eoX/+I1Ogh+p98CdVIUbv6QZeI2zj7U7RsgdXXv9NVTyuGiZYrUr1yhurl95LOthMU0Jy/QmP2IkZhkL7HPkPt6gcPlBiXVHVbcu2+ocikjgyhpA3CahvF0jEGsuh9acK2R2p6gOb5BazpQWLHJ3NilKBpo/dnCRsOSspAUmTa11ZpX03IKEmRkSTwKy3UjEnh2SNImkLsh8haIiqovz+Lt/xgUt1uIVwvo/YXE7XTLi0lHkpCSM3kGfrsN8gdfxxZVgjtFs3Zy9QvncGrlhCd9ApJUdHzA2QOn0S10rQX7i8p5EEi9lzaN65s82KMszSHs7Szb4cIA5yFG9zdJYsowl2ex13+xZNxPjgInLCOE+5z4tcDceBhr92+RkFrc4P2A2/Lz5ve00x+jjwI2r33qzV3lY23frjZW+huCD4ZMkbEOCtz+/KXedihZQsHoqLaNYTAXV0EJEQY0LpyPhmsRCGR62DPXu+qfryVRUSHMG5e/LBLPLlrS0nJWRx9rF5Od0NRDQqDx7ZdybXbG8x89K9x2weVZCgxMP4Eh059veckzkwVyRTGaTdXCBpV7KVZRKc9mcMl4h1WJO8F4QdIqoLal983IaQWs+gTA6h9Odxr97fi2gtR6BEG9rYTct3IJkq2B+jLcy/4TsTFn1dobPh4TsdQelOgW4wT1PDC5gMjgwCIBd4dZVu3yBxJlpBkCTWtJ94+YSdJJIoJmh5q1thVuY6sKagpjeb1Es2bt1d8qxfXaHwCyZ73giTJeFGbdlC5Z4me725vBiqr+rYE8XZIpSQ++zmdgUGF0TGF5z+l43uCmesh778XoKrwxFMax09qPPGUxuCQwm/8OYuV5Yif/9TnyuWAH/3A5d//mxk+96UQ1xHkCzJv/NzjT/54+2PpH34EKz3Q8zUhBG67zM2L36W6fuVASFRJkvcdWqYoEv3jJlEYUxw1mDt/37vz0KI4eBxZ6U3Shb7N3OUfUC9tXeDdL1LZYU4995d7pmCqmkW+/zDl1Qs7KuO2w8qsx/DU7RCL0rJPvfRwLah9HDByfTilJWTdRFZ1VGt7VbySSqMPDOGXS4jAJ6hVSB0+Tux7hM0G+sAwQbWCszRH4dkXE7Vnu9VNEFXSGfyNNdyl+URFVCkhySphfZ8TcVlGGx9BNg30sWGClTXMk8eQFBln+SpqIYeka8S2Q1irY544SlitEZVvf1/s+4mSaWQIf34J2TRQ8v1EtTqypiLrGlKxgJrPJSbAe1TeyJpOemQa1UwRBx6KkUpsLKKQxsw5Jr/2l2jOXcHZWLzntiLPxVlfJL5jXqPoJtlDp9GzxSQ4KJ3blcWApHWUl5KE8JOEcGQ5SQuXlWQ+oyhJVYiqJgSGEEiGQerIcfy1VYLK1udlYgFRIo6DPadFJ7sjoRgacdsj9kOCWhtnvkTfSycJGg5IEoqlI+KY1vU1+l7MoRg6asbEXSijZi2CWpuwfoenle3hbzQJyi1kXUXSFcKanXhH6gp+qUm0jTLvICHpyTlGpmuxcS88lIRQ8bEXEmWQohC06qy/+QNqF890B/V3ImhUaS9cTzx3DkgJ8e/w77AjJJB1tWcUq6TKaPkUkRcQ2T5sU6e8HUToEzmtXcdi/zscDMzhiUS99zFChLfvn9hz4Y4yptj3usRPeIfyaFOpUxQRtraflH1cMFIFMoXJnq8JEdOuL9OqLRzoynq9dAPPqZHKblWGSpJMcfAEG0tnsRc3x3e3Zq/el7xZBFGS1nIflXHujeVkdVaRHwiRFwYuvtvcdpJrpvpQFI0o3DpJVgeL6IfGkFQV78Yi4drujVTlXBoln+0mvOyEdF5j/FSG5atbU0QB8uYIGWMAP0x8+5ygTvQgFE1iey8JEQn8moNeMJE1mTiIkVUFo2jh15wen9t6U8ReSND0aFwvMfsH5w5+/w8Yt1RBfeYkJWeOSGz/HHLtCgmLt/W4ZVnFTPV1lGgRQsCF8wHVaozrCt74uQ8I4gh+8D2XSilGVWFwUCGbk/iD30sG2H39MpXKrThhKBRlCgWJM+8m+2VZEoNDCqoCrgO/9Y/bnP8w4ORpFUWROP9RwAdntj+GWxP97YgHEUesL56hsnaZg3JXTnzW9teBrFy3yQ8ZHH2mwPqsTbv6p5NUUDSLXN/h7cte3QbVjWuEO6jU9gqBoFmdp2/49JbXJEki13cI3czta2FDViA/oCFigabLyMonW1r9ScGtrZObOImWzmNk+2gubb+IH7YaeBuriCAgqFfR+wcJGzUkVcMYGkGSFcyxSZR0BndpDlkzkFSFoFEndmzCRg1zYho1k8NZnCX2fdLHjxLUq/gb+1CTxzHBwjL1hUSdrw3lidYWiGwPNasRt+pEyx5Ry0FNG4TzN1AzKrKcR9IUkEBNW4TLs7gLZbou99dugBBoo8OEtXpChOgayBLs1chZxHi1Ddbe/j5erWMZ0hnvGMUhQtdGTWUSH9Nbc4xuIp20ZVt3Lzxbw1OkhqdYffO7yJrB6Ge/dc9dknSD9IlTyFYK4bm4SwsYI2OgKHjLSyjpNEG5hDYwiKzryLpB2KgTNutY00fQBoYIKr3HIXEcsLD42q5Pz90QYYQ9X8Ka6oe2hDNbImg4NM4vJJ6aQuBtNAlbHrHj4cyXMYZzuEsVZEunfXUFSZEJW3eO3SOc+VLi09XyaF1aQtY1vNUaxmgBEYTEeyzDTRV1nvvz01z8wQqlm7urBlCKefwb84TV2iYT9p3w0BFC5uAYhdPPJvWPrkPpvVepXXj3HooIcU/FhKybidmrpnUkgyKR9AVexxhrezJJ1nS0bBEk8OuVpBREklFMC8WwOslAgjgMiFx77/4UspJsSzeQZDXpCOLkmKLAI/acXZFdkqJ2UnWMZAVYCOLQJ3Laf0oIBgnZMFFMK6n1l6TkHPlukpy1h8mVrBkoVhpZ1ZJEgSBI0sN28GGxJoqoWZPQ9klP99O6uoYx2klkiwVxEKJYOrKuErZc/I0W5niByPaRdQURCRoXl+9JEn2CoR6bICkq+jaqmTjwCOp7r3GWFDU575rRMebdfmAU+x5Bs7rzBH6/7VBWkDUdRTeQdZPsoVMopoWIY/T8AJG7VRotwqBnfPyDhKRqnftUR5ITw/LY7/RZe4iG75533eiuGEWec0fi3P7vuuLgcVRtq18IJGqVevnGgZdZ2K117OYaVmag56QhU5jAtPqwW3cRDvdJwMgZKynp8/bfn0qyjJxKBq+SpiKCg72fAq+Fa1fJ9R3q6elkZQZR9RS+t7XcImq2iV0fbTBNbDuog0Wilo2SSRE12qjDfUiqSrhRRRsbJG47BCsbaMP96JMjiR9JrYk2OoBwfcJKHUlTiV0fOWUSVRsQx0gyZPs0coM6oR8jBLitsJs4IkkSmmwiFJGUAUvSx94xRl7I2huzTHzjFBvvLdBeqJGeKDDw7CTLP7p621tFgF9z0Z+wsEZyRE5AHEQETQ+33Kb03gLDLx+hcm4Fr2IniwZZA2elkZTsyBKKoaKmdSRZQrE01JRGHETEwcer/FNlg4zWT6E4ylTu6c6qa3Liq+4SM7W3uu917Sph6KJpW5VokiSRyo2gGRl8t55ED18OuXo56Qfee+d2+/nZT24/c3/nn9rJszKMtxBuvg+v/NDjpz+LiLaJQfc9eOctn3fe2l37NKwCVmZwW+8zz6mxsXyOg7z5NCOzb18cpxly9ocbKKqMrEIUfrKpdA8K2cIkZrpv2+tSL80QBQdryB74NvXyTQqDx3saot8qYdszISTB+BGThSs264s+xWGNVPb+Aj5+UdFevYkkK6hGCre2fpu06AHh+7QufIhsmMRh0KmE6ChbJAklncXbWMWZnSFsNZEUBdlKQRQShwHu4hxBNSGtY8/FW10mareInP0rhO+EMd6HiGLM6UHcm+uoxTSSqmAeGkyMnx2PsOUStzyMsb7EP0ZRiFoO3lKZbpVVZ3wbrJeSibssE9tON8Xs/Gt1/qNfP0fgCXx35/YeuQ7OxjL5Y0/SXppBMVPYq3MoZors9CnW3voTUsOTFE4+S+nszzrzJ4fI98hOncStruOVtyfLRBQiSRJGcZhUJ2DmXpA1Fdk0k9IvTyJ1/BRBpYRwI7RCEUlRUMYn0UfHkFUNEUfIVgo1kyNs1DuWMQ/u4R+UmgSlzWOh1sWlze/p/Nu+toKsq8iGirdcxZnfSlSJMMK9oxzMnrmtJA+q+yOwxx7J84W/dYLVy41dE0Jxo4VxdBqDaewzH21O9tsGDxchJCtkjz2Olk8eBO3FmV2QQTtAktALA6QnjpIaP4w5OIaWLSB3PIki18GrbtBenKF+5WzHhHnrjWeNTDHxS38ZWTOY+1f/PW5phdzxx8kdexxzaBzVSiOEIGzVcVbmqV35gPb81XuTOJKE0TdM9uhjpCeOYPQNophpJEVNGqrTwqtu4KwtUrv4Ln51mweRJGH0DZE/8STpyWPoxSEUw0x8RhpV7OWbNK59hL1442OdzB4kZM0gc+gkuWOPYQ1PombyHUNQG7e0Smv2EvWrH93bG0SSSI0donDqWVKTR9AyBZAgbNZpL96gdum9xA+ox3mSTQ29L41faRMHEVoxhdGfQe9LUXlnlsLTkzgL1aTmvJhOohrbHsZIHkVXcVZ2V74m8XCQQkbfIEf+8n/Yc/DaXrjO7O//g71tr3+Y/KlnyEydQC/0IxvmjgPj5uxlFv/4n/Yk6UQUIRsm2cOPkDv+GNbgOMqmdjhH7cpZWnNXt+aHAoVTz5A5dBKjOICW7+8+2CRFZvzP/IWeDyBndZ6F7/7WvoiwPUOWsYbGyZ98itT4UfR8H7JuEPs+fr1Ee3GGxpUPcdbu7XGm5YoUTj9H5vApjL5BZFVPBg5rC9SvnKW9OLNjYtCOu6no5PuPbpsu5nst6qUbPV+7H4g4pFa6TnHoZM+yMc3IkB88upUQuh/IEmo+jZxNEZb2X4oqooiw2kROmTv7OOwTceRjN9cQcYjUwyRX1Swy+XHs5tZzI1yfuNEiTlkQC4zjU/izy+iHx4mqTawnTyBpGt71ebTJYZz3L6EUshinDiNcH0nXkA0dbWQA/dA49e+8inn6CFGljqTrONXkvPluTGHY4Et/dQK7ERJ4MW/9wWrXJDeKQ9ywSRA53VTIPUMCo5gijmKC+t79q0QYs/KzGczBDKf+xmeIvRDZUKl8tMzyT653y8gANt6Zp/+pcZ76P34Zv+lRfn+Rm7/3IbEfMfsH51HTOo/9h58ntH0kRSLyIi79N68R2nUy00UO/foTGAULoz/N1Dcfof/JMSrnVlh55fq25MdBQNISz7JbixR+ZDPXfD+R7QebCWcv3DygDAMHp7mB1jfdc9uZ3Bhmqojv9m4r5kAaNaUR2gGKpRG2/SS1rT+Fs9Yk8iPUlI4II2RDTd6nK6QnC6y/eTBly6qeRjOy277erC0Q9CBO7wdmug95H4mfmikjBBhW8sw89lyBGx/UaZY/udLPBwFJUsj3H0Lf5rrEUUh149rBe6CJmEZlDt9tYqa2+nvJskLf0Ckqqxf39t0C6uWQ6lrA9CkLK6OwsfDJBnJ8UkgNTJAdP4FTXiJ0WmTGj1G/ub1yMnLsbQmcoFYhbNYJasl4TITBpkVAEcdbysOC6u4VrwDFpydRMwYbr81sGRNKqkLshXgLJfxSA1lT0PqzhHUbNZciDiL8tRqxGxC1XKK2l3ir+mFvVWoUETW29jXtRkT7wu5IrDj0qVx4k9zhR8lMnUj8dlfnUK0M9ZlzOBuLeLUNcocfRTEsQruJCAMq598gO30Kxcrg10pEnkPj5tb73FlboJHKkh47jLM2T9De6g3bCyIKEwFGGIBjo2ZyIEv4qyvEgU/28adx5m+iZrJEjo2/sY6SzqAPDaOkM/tKvn0QiL2Q+vs3P/bvnXq6D1nd2zmQNIW47XSCt3bXXz1UhJBqpUmNTiMrKnEY0rj64X1FBGvpPKNf/HXSE4eRVD25KcMgmWBKEoqZIj15jNT4YTLTJ1h55Q9w15e2bqjjcijrBubQGLnjj1F49AVkVScOfeLAR1IU9MIAenGQ1PhhNt75EdXz78I2jUVSNfInnqT/2c9j9A8ndZSdxDQRJQokLVdEy/djDU/QunmpNyEkyWQPn2LwM1/DHBhDkiTiwEsUQZKE0TeIOThCZvoElbOvUzn3FmKfaiElbYIaI4II2dCIbLdbmyjJErEfdlntg4SayTPw3BfIn3oaNZVFhH5nxSBRfmWmT5AeP0x66gTrr39ve8NlWSF37DGGPv01jIHhhMUPPEQYoaazFB59ntTYNLWLvV3z3eUaQaVNaPu0rqwihMArtZAkiaDhUHotqXtFCCRFJvYjYj8kbHmkDw8gq0mNrLgH3fMwkEEAke/Rnr+OaqWRDRNZ01FT2SS9Yi8dtCSRGjvM8MvfxBqZREQRkdMmbDcSlY6Z7pBDUkJi1kr4jQrtuWvbkqqypjP0qa+QP/1sN81tazs8wsbbP6R64b0t7TA1cZjU+OHkOzufVXQDIQSR0+5JQodOe88lgPuBpOkUTj7FwHNfRC8OIGJBHPjEvocky1hDE1jDk2SmT7Dx9o9pzpzf9jwZAyOMfO6XSU8eS4jmwCcOfSRVITN9gtTYIWqX3t8UL70XpHOjO66wN6vzPZUoB4F6+SZBYPckhBRFJ993mPWFM0ThAQ2+Y0FQqmOYBrF9HwbZsSBYebCkYqMyS+DbGFZ+y2tJjPJJNpbO7jiYE0Ikz710Ctk0iHWXcK1MsFYmrDSIW2306TFi20U4HlGjjVLIoI0PETseseMStxLlpjY+hHt5ttt+3FbI6/9ipSsQVHWJwE3uYVlS8aI2RpyhYE0AgqqzuOsQAMXS6H9qjKDldRKtBKqlYfanqV/fIPaS73E3Wlz8+693DaUBnLUmF//e6zirSSlmUHeZ+d33WXv9JlrWIGh6tBdrhO3Nz9DWbIWL//XPMYczSJKEc8c2/arN1X/0LumJfJfg8CoO9lrSLvyKzerPEy+UuT+6bQrjlW3i/SpAFCW5Zp6fdNWaivDDRJUpy4nCTZZQ+4uEtQZEUZKmKPusi3lkPUXYrCWlCwiEHyIbOpJlIlyvY9Rs06wtkC1O9Wz/SUrUMZrVhZ6mo4XTQ6TH8oS2TxzGSLKEEAJJljEHM7gbLdLjeYQAe6VO7ugAft1BMQ5u2KooGopqbPu62y4TRwdJuEhk8uOJEnyPmDiZQTVkjj6bx24EjJ/MsHi5xe316z8d0Iw0ub4j23vSNddwWntL0N0t2vUlXLvSM7AAIFucQjOy25Kc2+HNP64Q+IIwFMgyzF0+WHXTLRj5QbJjx3Cqq0SuTW7yFKXLb23ygekJSaYw/RiNpSv3fu99wBoYxyktdhKjVfRs37631ctT5iChWBrjv/Ykakqn9OYNxF2piM71VcKG3Z3zxEBYayOnDdRCmtj2CDuKEPvyvT17DgqRa1O99O6mv92KkgeIPYfa5fc2ve6sL+Ks395HRYH61TNbJiNx4FG/ujWAaef9cbGvd9I04xgRRSjpTGIJU60g4ojmh+8T1CooVgrZShG7LmG93jHcFgTVzcSerEoYKRXVVLrll1EYE9gRnh3uOImSFQkjo6Ld+myPoWvgRNg1f8v0XZLByGjdz4pY4NshXjvsOdU30ipWXsOu+fh2hGYpGGkVRZOTxWsvxm0GmwI1IJleaZaCZirolsqhZ/sByPQbFMZTdA9QgNsMcZtbnwGSrhPW6kSN5q4V7Q8VIaRYaYz+YQCCZhW3vHpfUrHIdwiaVSJ3BGf9Ou76El5lnchpI6kq5uA4+RNPYvQPkxo7RP/TL7P0w9/rqSiARAbd9+SLaLkifq1M88YF3PUl4iBAy+TJHn2EzKFTaPk++p9+GWd1oTc5ISvkTz7N8EvfQE3nEGGAvTKHs7aIXysRhwGKbqIXBjD6hwkaFbxtUo/S44cZ/twvY/QNEbbqNG9eor14g8hpIWsG1ugUuWNPoBcGGHjhS0SuQ+3y+9se47aQJNRiGtlPBpT6UCEpA0ibSIqMbKi0z8/hr9b2tt17QDYsBp7/In1PvAiAvXST5o0LeOU1hBDouSKZQ6fITJ8ge/g0IFj+we9t6gBvwRocY/ilX0IvDBD7Hq3ZyzRvXiZsN1AMk9ToIbLHHqX/2c8npYV3IbL9xBcI8N2tDbDX3wAcNyBouohgd0ztw6IQChpVFr7zT0CSkGQZozjI5Lf+Klp26yRzJ6ipDIOf+jKpsWkiu03p/Z8mZK9rI2kG2emTDLzwJfTCAJFrs/zjf4mztpCU5myjXMlMn0BL5/BqJZozF3A37myHj5I5dBIt30ff0y/jrC1uaYfrb3yf0ruvAskEeeCFL1F85DlEFLLy6h/irG5V3ogo2NYM/MAgSeSOPc7QZ5O+wa9u0Jy5gL06T+y5KFaa9PgRsscewxwcZ+TlbxG5Nu35rfHVsm4w9Kmvkpk+CULgrMxSv3oOv5pIWM2BUbLHHqf46HP7KymVZLLFSQyz9/0g4ojaxrUDnlDdhu/WaVXnMXuY10qSlJBV6QFa9R4k/z4h6yrqQB4RhoQbtQPb7kGj3VjGtcs9CSFIktgy+XGata33edx2CMtVhOsTVZtoI/1EjTb+7BKyqaNk00SNNlLKImq0CEs11OF+1L4cYaWO8AK0fJZwrYyIYvyFNVLPnCZYvf0MC33B2s3bq55PfmWA2qpH6IeM5x4jo/fjhi28sMVC/YM9GUsruopesFBSWpe4kTUZ2VA2JYBFbkj98mZj8J5/swMas1XMI+N4i03idu99sVca2CtbPb3U/hwiiLZs9xb8ukvp3YNJM70FpZAl9cQpgrVy4nmXTuHPL6NPjSE8H29mHhDohycQM/MoxTxRpYY6UCR2fZRMCknX0CdHE5K8UkcbG0YEAfaZ8wjXSxJnqvNEk8+iataWfZAkif7Rx1hf/ADX3roy71Vs/LqLrClEXkgcRiiaShzFxF6IYqi0F+tEXohXc5JrJ8A7wFIhSVZ2VKlGkZ8QowcEw8onhNA+SsbmLzbJD+pUV10apYDpR22c5p8+DyEz1U+2MN7zNSFi6pWb+N6D8c6LIp96+Uan3Hariks3c+T7DrOxfHZP241jmDppIWJBFCcE+EFD0U2y4yeQVY2g3SBo1wApsY8AFCOFkR9ERCFubQ0j249ipvHqG0Seg57tQzVSSOk8fqP8QKoJgnYdozCEZmWRFQ3/rmCWhwnmaJ7UeAG/1ru/Cau9S3fitodv+w+0zOl+kMtKZLMyQSBotgR9RRlFAc8XmLpEsyUYHJBZ34jJ5SQcRyBLSVLe6mq09zX/KCJqbm6v8V2WDP5GolYOgzo0bo+x/bXNMfKSDH1TaY5+ZpBDz/YzcCRDqqAjYkGz5LF8ocb57y0zd6bc8/QbGZVTXxrh9JdGGDqWxcxqPcMhrv5sje/95xdwG7fHrnpK4eiLgzz6tTGGT+QwsxpeK2D5Qo2LP1xh5s1Sd1ELEtLq8W+O88W/fZIf/d1LLJyt8tSvTnLkUwNkBw2iIKY02+biD1a4+MNl3Nbtvjw7ZPL8n59m4sk++iZTZIcSS4av/28fIbqDPBIC3vwnM/z8f9jqxRXVGpiPn4Ioov32WURw73H4w0UI6SZaJgckk9HwPqOUY9+j9O5PqF9+H3dj5Q6/jATNGxexF2cY//pvouf7SY0fRsvmdywJMfpHcFbmO5PGuU2NvjV3hZHP/yq5E0+g9w2RGj+MW1rZ0jGYAyMMPPv5hAwKfEpnfkr13NudqPjN71UzOSRFJbK31h6q6Sz9z30Bo2+QsN1k7fU/oX7lg03eIo2ZCzjLc4x84VfQcn30P/MS7aUbBPW9SSeRQDYN5IyKt1gmLgTIltF9TcTi/uIct0H28GkKp55BkmUaMxdY/ekfbrk+jevnGfrsNyg+9gLpyePkTz1N+YOf33XeJQqPvYBRHCQOA2oX32P9ze8TObfPa+PaOdors4x+8dc6sfAHhFgQ1h/MitADxd0R9rqxr0GCNTqNNTqdSKevfkj5zE9vK1pch+qFdxPy4rNfR01nMYfG75kYqBcGsFfmWH31D3FW5+9qh1cZ+cKvkDv+RJfsvbsdbiot7JQe3jrmoFntkiYfN4ziEP1Pv5yQQbUSKz/5Q1pzlzfte+P6OdyNZYZe+gZ6oZ/+p1/CWZnfsrKXOXSK9PQJkCTs5VlWXvlXm4ix5o1LNGYuMPaVb5MaP7LnfVU1i0L/UWSl92PEsSu0Gis8KHozCj1qpRn6Rx5LVGt3wUz3kcmPJ/twQOUFsevjza4Qlj95M++dEIU+5ZULHWPWrTHKhlVgaOIZ7Nb6FgVVWKoRlmoAuBc3p/i03/qo4+cjCBbXuvel8/6lTe/zrieJl3I2hTY+hHP+OoRJmz/yTA7fiXn2G4NEHYJm9Fia+QtN2rUQO6gRiwhDTaPLKQwlQxRX76msvAUhBHEQ07pZ6ShOEv8hr9LLCHp7yGkTtT9PWG0iXB/j8ChRy8ZvOyiFDHLaJCzVUfMZJFNLVF+KjDqQJ6q3iNse6mCe1KOH8Bc3iBoHZ4C7847LKIUcUctG7S8Qt238uSWiSg3p8ATutVli20HSte4gUZIlrCdO4Vy8jvB91P4CsmUSbFSQDR05l0FOmXgz65vKHJvVOZxWiUxhYhu/qgGGJ59l/toriLt8xKoX9lbO6awevNIwUcj1NsaGxBz74PyrJAoDR0llh7ZVVO6EKBB47YjjnyqQKSYTmeVr9zdGfviQnKPtVFth4NCozD6wRQaAWuk640deQpa3jgFVzSQ/0Ekb20NK4+d/o58oFPhe8hxaW/Bo7HEIfm9IiT9gHCPiMPm389yTZIXMyGFUM/Gv0jMFjGw/fruOmR+kOvMBsqKRnTiJ36riH/zOAdBYuEI2iohzPn6rQnNx60JWj8NC1pTEc2+bZEcRx0ROsLWddgJgJFVO1OCxQIQRsb/NOFaWku9SZLJHBzFH8kmqZMbYVCIsYkHkBtsrxg+aDJKkJIQivH+S7tAhFQlIpyVK5ZiXPmNw5VrA1KTK0lJEGAk0VUJWYGJMRVHANCXatqBUjojuW0B26xru/RxJksTJL4zw+b95HCGgseawdq2BoskMHMowemqaqaf7+M7/9Rzz72+eJ8qKxAu/eYiX/voxfDtk5q0SdtWnbyLFoRcGMLMqKxfrXPzxCosfVQmc288rM6vywl88zKf+4mFUU6Yy12ZtxSE7YHDqS6McfXGIn/8P13j7n81uWnRSDYV0UefE54d57OvjjJ7KUV2yWb/eJDdicfiFASaeKGLmVd75Z7OEnf5BVpKU09qSTX3V4eTnh0kVdBY/qlFf3TyX3LjR+xkgWSb+/BJKNoOk7q5E+aEihBIz5GRgH3nOnkxTt4NfK+Fvo65BCOzVedoLM+j5fmTNQM/17UgIxZ5D5exrW8gggKBZo37tQzKHTqAYFkbfcFJWdsdETVJUsodPJ0ooEVO/cpbyBz/fREzciZ1ShKyhSTJTx0EImjMXaFw9u/WcxRGNGxfJHD5F8dEXMPqGyUweo7pXQigWePMbRJ5NHIRETSc5/lttW+qUjB0gZMMif+IpFCtFZLcpn/lpz2sTthvUzr1N9vAp1HSO7JHTNK591CHYEmi5AunJY0BiDF4++9qWcy7iiNbNyzQmztP35Gf2NWi7X2jZZD/jHe59Ecc4q/MH0j4+DlhDE12zuNbcla3lTSKmNX+N/mc/j6KbWMMT99xm5NpUPnhtCxkEibqwce0jMtN3tkPtoTdWl+SkjMsaGkNEIdXz79Be2JqKJcKA2uX3yR57jOzhU1gjU1gjk5tINFk3OkbZKUQUUvnozYQU27wlvPIqlQ/fxBqaQNK3L53oBcPKk93GP0QIQbO6gGc/uBVAIWJa9SU8p4aZ3io9l2WV/MAxSivnCA9IVSCbeifK8+Goad8egurGVUbaJVKZrcbwsqwwOPEU9fINSivn2dPg7Nb9uItBb2y7uOevEzu3n4FrNxzSBZVmOeDym8n98dRXBXFnIFW2Z1EkDVU2MLUcOXMEN2oR7VIlFNo+lZmlpGRsn5B0lcwLjxBWG4liqmknhI4QKIUMqSePIfwQfXQAfXIQb26NqNYm9eRRlGIWwgj7wizmsXGUfBpp7eNdCZd1HUnXiBotomYb4XqJRL1S7/a/cjaDnMsiZxuE1QZKIUfcaKGNDyOnLKJWm7jaQAQhqpmMzZR8Fkm9nejq2jVqpeuk86NI0tbhpCxrDE0+S6u+RHnt0oERsweFOAqJIx9F7W2Kr5tZZFkhOgBTfDPdx9Dk89t+124weiKNqslcfy8x6vba9zdBlBUdKz+E16oQ+rs1200Uww9CQSKrGoXB4z1fE0LgOXWa1fkD/9474bbLtOsr5Ae2LpJIkkymMImRKuypbM2wZH7w2xu4dnLOwuDgF0ki38FrlBAi7iiZbz+jJFnBzA8hawaB3UDRLYz8IHEUEHlup6w2g2KYtJavPzCvUUlWaCxeASEQ8W3D+u0gawr5R8cYfPkY2RNDaDkLqUdCW/P6Blf/7iv41dv3sJLSKDw+zsCLR8kcHURN6QRNl/rFFTZ+do3m9Y0tgQ59z0wx+PIxUlN9pCaLKJZG7tQwz/03f3HTvrbnq1z7e6/iLNbu53TsGmp/Hv3wOPb7l+7blsOxBZVqTLEgMzaqUKvHLC5GZLMyC4sh/f0ylimRsiQWFkMGBhQKBZl6Iz4Qniul9yFLMi0vaT+GmkUQ44f3XjCJI8HcmTKv/UOJ+bMVqks2kR8jSRKDRzJ85e+cZuyRPI9/Y4yVS3UC5/b1HTiS4alfnSSOBd//f17k+hsbREGMZio8++1pXv4PjhGFMef/ZJnqwu37SJLhxOdHePGvHsWuevzJf3mVuTNlQj/57CNfGeVzf+M4n/7LR1i72uDmO3fNrSU4/tkhSrMt/ug//YjFj2rEYYyZ1fjUXzrMM78xxbPfnubqT9e7htH1VYef/ffXkGQJVVcYO50nVdA58wfzzLy+vuk6hP4294MkJaXge7hfHi5CSL0dxymi6GMxQBZx1CWMJFlG1nd+WAfNOq35a9sOhsNmjchpoxgWipVKouvumLfLupH4ecgyQbNG7coH25JBO0KSSE8dQ9Z0QqdNa+7K9hPeOMJeniV/6mlkVccanaZ6/u09f2XsB8Su39nkg59cG8VBjIFhJEnGXpnDq2y/oug3q3jlVbRMHqN/BDWd20QImYOJ+TeAszJP0Og9QI99F3vpBsVHn0vc7T9m5I4lZuU7IXIdZn77v8KvPZhVnIOGaqU7A8iYsN17lTdy2t0yxkSdtXPhXNiq057fPkI8aNSIHPt2O9yHied2kBSl87Wim9h1EJB1g9TkUSRFxa+WaC9c39YbKA58nJVZsodPoRgW1vDEJkJITWUwBkeRJAmvVkq80bY5V/bKHKHdQt8jIZTvO9QzYQiS/qFZme0Zbb4dZLlrwbVrOK0N2s01jFSxJ4Gb65tGN7IHRgiFtRZqx1PuYYfTLrOx+AGTx7+YpDLeBU1PM3niy8kkq/aAJllRTNzefO7btQDPDnn3O2tdQ1wRi66hNEAkAqIowIta1N1tPOG2gQhjgtb9PZ/kVBLK4F5Z2ERmASj5DFHTJtyooU8O4c+vofXnCNerKPkMYaWZJLL15QjWqkSNNuIAVnZ3jTjGvdRbYelduW3wHpWrtF55s/t7uJoM0L2rN/GubjbOlE0Df3ElGc9sIkMFG0sfMjD2OFZ6YMv3SZKEmSoydeIrBL5No/LxG3LuhChwCHx7W5ImnRtDUfT79iGTZJXR6U+T65u+v4UmAflhA7sREgUx1RUX9kkuSJJCdvAQhfFHWLv2BnEUoOgWkiTj2zVUI40sq4Sh21XshG4LqzCCZuVolxcIvYNVvWVy45ip7XxlRHcB4F6QNAURi+7KuKTIaAN5/PUakixv8oCTLR1JU4kaySQwSRu7Qa5/q7oSIJUdJpUZxmmV2C2Rns6r/Mb/fJTKWuJLcuaVGis3H6CxtCSR6h/H6hslM3KE1soMdnkJszBEYDdw6+soRoo48PEayXH47RpOaZHs2HFCp0UU3IdP3jbITT9Ca+narkvvBz57lKN/4yX0vjT1i8vYF1cwBtLkHx1DNlTc1Qblt2/SvLqeKIQ6UFIak3/2GSZ+7SnUjIm30SRoulgjefKPjDL08jFu/OM3WX/16ibljzmSw+hPE7V9/KqN0ZcmcgLac+VNl9pZrRPvMR1UTpmYjxxFRBHBSglJU9HHhwhLNbwbi6gj/RiHxolbbdwrc+iTI6gj/QQLa8Suhz45gmyZ+Itr+LPL+05MvTaTPGfLlZjrN24/c+cWkuO5Obf5uKz5iHZbJQh3HptpioWuppEkmSB0SBlFotjH8etkzSHC2KfpriFERMrsp+2VyafGyBgDNNy1XRFCAEvnaiydq235e6vi8eEfLTJ0LEv/oQxWTttECI2eypPuM1i+UGPu/Uq3HCxwIi78cJlnvz3F4NEsZmbzWMnIaDz77SmsnMZP/8FVzn1vadO98P4fzDNyMscT3xrnka+OsfhRbVPpmCRJhH7MW791k8uvrHbXRNoVnzf/6Q2OvzxE/1Sa/KjVJYREDH6HPI70mLijRAucCHeXZcL+zQX0iVGC5uquEsbgISOE7lRFSIrSswxg35BlFN1C1vTOtpXEG0VRUDpEQfLFOz+sveoGkb99R5kQWbdlmndLkWXdwOgbAgRhu9HbxHo3kCTMwbHkO+OoY8TYu+46+V6z+zkttzVB4WGEliuippMSwtj30AuDiEyh53tlw+x2VmoqWem4E7dSmgC88mr3GvVC2G4QOm30T4AQumWOvON7PHdPpQ+fNOLA6/owKGbvUjzFtKBD2kReYiS3E5J2uP2ASsS3CeVbbX0/kHUTa2QyUcCFAUQhiml1E3ikjgJQ0Y3kPYHfQ4mzy+/SdMyBkWT/owDFsLZv05IEHWNSSdVQ72oXsm6hZ5N27jeqO5LOceDh18vohf5d76skKRSHTm57Xn23idO6wdd+yaRYlHn7TY/F+aT+XOkQP7ICmirhugJNg2df0Flfi5m9EWIYyd87ixy3fP25mx8LA4dGdbZTZtAjbUxPkx84it06mBJA4foEK78YRKyIQ9YWzlAYPNazdAwgnRvh2BO/ztzVH1LbuH6gRL8kK2h6hnR+FMMssLH0QXdiHfqCZjlATylk+zTSBY3y0sFPQPaLqGkj/JDMi4/hXl8ktj200X6QJewPr6NPDGCdmiJYqyJnLCTLIPYCvNmVxHOp1sJbWCHzwilk08CuPNwlhveCd2Me2TIRfpCYSt8Bp7XO2vx7TJ34ck/iESCdH+Xo47/KwtUfU924enBG74CiGqiaReDbe75/fa+ZKAy3ISFS2WHy/Uf37BlzJ1QtxejhzzA89fy+4+ZvobLiMTAVkBvUiSOBosokdrZ7h9QZE3t2lcBtku6fJF0cp7kxm3jZDR0FSK6pJJAkhdrSJczMAKqRwq7u7zm3wx5RGDiKpqd7viriiOra5S1/V4oZjKkhhBsk9gVBhJJPfM6EHyGCADljoQ0Xif0QJW0mQSJ9WWLHQ8mlCMuNLiEk4pBGdZ7Ab/VMOlOURMVU3bi66/vt5/+6TDqvJP4fAlr1B0MQt1Y7hK8QeI0ya2d/TBR4RIFHa/Umbm09MYT32lSvn0kSRwMPEUVUrr5D5Hs4lRWi8MEs+Eqygp7tS1JNhUBEIfE232UMZZn4tafQCxaz/+QtVn94idD2UUyN4S+f4tC/9wKR7bP8vQu0rq9vGjKOfOU0k3/2GcKGx41/+AbVswvEQYRiqAy+fIzJP/csR/7aZwgaLpV3ZrufW/vRZTZ+fh0kiZGvnCL7tz+PPV/h8n/1o80lY1FMaO/tHMmZFPqhMVo/fQ8hBNZTJ4lKNYyT04TlGsLziepNtIlhjCBCnx7FPnORuO0iZ1MdP75VjONThKul+wu22AMcV/DR+QAhEg5KljRSeh4BOH6VuBMYoKtpBrJHOwElgpq9hKFm0ZQUppZlvXEFIWJiESKEIG0OoMgaQeTuO9RkEwRUF218J0K3VBR9c197ywjad8ItYQ1+OySOBKomd02qb2H4WJb+qTTNksuNd0pbpiZeK2TpQo1HvjbKyKkc6X6d2tLtRTAhBI01h+uvr28RyDY3XFplj77JNOk+/UANZNWhfoLVdZRcNgmYsO+9KPpwEUKBh4jjrlJHUnXg/lZ2JVUjNTpNauII5uAYeq4PxUwlxJCqIslqsuq1S0ROaw9L2FsdzBXDStJ+BES+uz91EIl0VU1lAFBTWSa++Vd2/VlZ1brR9g8zlE6yFUD+9DPkTz+zuw9K8hZ1j2JYXZVI6LR2lK7HvveJlWO1F65Tu/Q+Itz+2og4Su7DXxA4a4uIMEDWDDLTJ5Mo+Lv8ndKTx7q+Tc7qvdUKoX2vdnjHa/exIitrGlquQGi3UTr9RGS3kwdb4KOlFYziQJdgDNtNFMPa8fptB0lRUcxkMGz0jzD9G39jD/vZKWXq7Iesql0SOPacHUsQiWMid2/9bCo3gpUZ2vb1dnMVQ68wMKjz4++7VMoxJ05pbKxHjE8qNBsxJ05qyDIsLkSMjikcPa7y5ms+U9Mqx0+qVMoxtWqM6wksS8JuCxYXtg6k6xvXCQ+92JMQkhWVwuBxVuff3eJh8m8DPKfK4vWfcvzJQXRz6+RGkmTS+TGOP/Ft1hbeY2PxA9qttT0847ZCN/Nk8mNki1MUBo6Rzo/RrMxRWvmo86UwMGFy6MkcY8fTDE5Z3Pyw0UlMekgQxbTeupCoYTrke+X3ftJ9ufX6+a6XUlcxEwvCjRrOxdnuZ+rff/f2+36REYTEwTYmqnHI+uL75PoPUxw83pP0kCSZdG6UY09+m/XF91lffJ92faVn+thuIMkqVrqfTGGCfN9hjFSR+as/olHemwLJdxu0Gyvkiod6LkAqqsHYkRdpN5b3RSqb6QHGj7zEyNTzyVjzPpWFuiFjphXyQzqBF6MaEuzTWimOArxWkqIW+U6ixK6t0K4skB06iteqIOIQqzCKU1tFsxI/S99pEPhtAudgAxZ0M5uYOW+j5nWdWs+AANkyiFsO+sQgUd2GlJTELYcRsqVDxiAsNZJnowTaYB7UxJMmIY7sLWOEdmMZp1VC13tHXucHjqDpKTxnd6TAzV3Ght8v7rSniHyHyL9jYhrFHaPpBGEUArfnH6Hb7vz74Prh0G7Qd/xZ/HYdRIy9sUhz8UrP96an+7HG89iLNUpvzOCVkv2KbJ+1V64w/OWTpCaLGP1pWndYEekDaUa/8SiypjL/e6+z8v0Lm8ichX/5AWrGYPLbzzD+zcdpXFghbCfnLXKDxBtIgqhzbeMwJqg7m7axX8TNNuFGFaWYQy3mEF5AuJqEL1iPHkfSdZRcmihtJqTTRlLJIGdTRNU64XoF8+Thbrrzx4U7F+Ky5hBPTfw6sYh5f/6f0/aTBbKkLxfJf0Kgq2kUWcULWgSR0yF+ZCy9QEovEEQ2mmKhyBpijypHWZEoTqbom0iTKupoloKqyQwezaKZSrKAeNdnKgttfCdk4FCGTL9Bu3K77Y6eymNkVGorDl578zixfzqNZikEbsTj3xjn2ItbS/BHT+eRZIlUQUe3ttIqdtWnVeqxCCIg8m+N2Q/2mmqDfcgpC7W/iH9z4ReQEPI9wnYDLVtAzxZQzdRm89c9Qsv1MfDcF8gefRQtnUNEIZHvIaKA0G4SBz4iClHTeYziVrlzL4gouq/BnaSo3QfMXmr7tkCWb5s4C0HktnedhnG3ufZDizsGBnHg7ckDZkupzZ0d6D2klkLEPc+lostJPKAQSIqErMrEYYyiyYlE8ADG/H6tROP6OcRD7nezF7SXbuKszJGePkH+1NOE7QaNmQudmHiV9MQR+p56CVnTcdaXaM31HiDciY+jnBQASSJyHUQU4pVWOoaNUbdULHLsThoigECEIUJEKEbvUqodv0qWuxMGEUfErrNrI914i2pRuj1RvVcdlhB7PJ8S+b7D6Ea25wRHCEF1/Qql9ZBzZyU+/2WTa5cDBocUXFdw6LDK+mqElZIobcQ88bTG8mLE6kqEJEEuLzE2LjN1SOG7/8bl+U/rSBK8/UZvVYHd2sBurvWOWJdkUpkhUtlh2geYNvaLhFrpOks3fs7EsS+galZPk2ndzDJ+5GX6hk/TqMxS27hGu7FCGHqJ2u5O810JJORk4UZWUVQDM9VPKjtMJj+Gme7HMPNoRrrzXZu/76mvDnD6s32s3bRZn3VQNIlX/+ninoMvPxbspMS81abufs/dv+93vCAl/cGd53qHN6OoOrKiQ+f5dfuaPXh4To3F669iWAVSmd6myZIkoekWo4c+Q9/QSRrVeWql67TqS4S+TdxVdSb3mdSRBUqSgiyraHoaM91PpjBOJjeGbuUxzDyKauA5NST2PqAWIqa6fpWB0Se2IUwlMoVJjj3xG8xf/RHN2mJH3bTdeU2ug2ZkKA6dZGjiGTK5sU3G+3EUEsdBz2S2eyE7oFNf95MhjBAoPfxU9oL4DoVGsmjQMYlvrFEcewRJUZOxV+gThz4ijgjcBoWxRwicJm7j4MIXzPRAJ4Gt9zOlXpoh8LcuoIalOpEsE5QaHRlpnCzQSMkzFUkidjyipg1IOP5SYozeIWolTSW2Nz9bfLdJq7ZItjiJ3MMbyzBz5PoOsbF09qAOP8Gt9i5JIMko2yjubkFWtE6bT9q7QDx0Pl13wikvJ+RjZ2y/U+mYYqpIapJAGLmbJ+mR4yOCCFlTkO8yzM2dHMEczuEs1ah9tLyFyIm9kMp7cwx/6RTpIwOkpoo0Lq0e0BFuDxHFXVVP1GjhXplFKeSSuUaczCtlTSVu2oSlOnLKIvvlT+HPLRPVmknpchwnE/secxhF1tFkEy9sIfapGtw9trZRN2iwWrsECGIRoyp64mcVud02JBA4fo0gcvCCFl7YRkLC22W5mKRIjJzM8fyfP8T4YwU0S0mmdpKEJIFqJlHtvbB0rsbcmQqnvjjMV/7OaT767hLtjjrnmd+YQtFkzn9vifrKZuJET6vIikS6qPPCbx7atjoj8mOiIO6ZT+DbH/9ipHdjAW18hKgTPb8bPFSEUOjaeNUNtGwBLVdELwzgllbZz6BG1k0GX/gyhUeeRVJV7OU5GtfO4azM4jeqCbkgBJIs0//s5xn69FcP/oB6IPa97gBR1jQkWdnf5DaKuiqW0G6y8pN/vetUtthzPr4J9X1ABEHycJMUGlc+pHb5/R1Lve6EV97cwYvQ7zwo5Y7qaHttniRvLleUVZnUiEX/oSz1ZRuvFZAdssgMWTTXHIpTGZY/KiPJEpEfIasyoRehWUmErqLJeM0ALaUSOBGapeDbIV6jt2rjYYmdPyiE7QYbb/8Y2UhhDY0z9Nlv0Pf0y0SujaKbKKkMsqribiyz/saf4FV2b9b4oBG2m9hLN4nDoDdJtx1xtzc7HgDiKOqq9rzyGmuvfXfXJGjYbmwaJIg4SlRKioqkqDuX30rStklhvaDqFrn+Q9uWhwRei0Z1DtOUEuNTV5AvyMSx4OQpleFhmfXViGolplGP8VyZQkEmm5PJZGPGJ1QaDUE6I1GtxFiWRBQKqtXerSKOAmql6xSHjtPraWykCmQLk7Try/zpalm7QxwFrMy+1S1dUbdJ8JEVlVR2GCszyNDE04Shi9uuEHhNwsBFiMS8UZIVFNVE0yw0I4vW8RqRJLlbJr2TEmL5apu+UZPsgE5+UKcwbDByLM3qjJ0Q7g8QQ+Madism8GJGpnQCXzAwqtFuxsxdcQkDwfEnLFbnfZq1iFRGJpVVKK8GBybyUVQTVbeQZQ1ZVpEVtfNv8rskqyiKhqzqKIqBouooqkG2sL3ZvqZbjB3+LK5TJQp94tAjinyiyOsYJ4eIOCSOwy4hEXd+D31nT15f26FRnmX+yo848ug30c38NveAhCwrWJlBzFQ/A6OPE0U+nlPDdxuEgU0chUiS3J3sarqFYRU6ZKbciYpXDiz0oV6+QaMyy8BYb+8+WVbI9R/ixDN/geraFeqVm3hOjShwiW/53ikaimZhmHkyhXHyA0cxrSKyom3azziO2Fj+ENeuMHXiK3s+hvq6R6saoFsyuQF9UwTxfuA01rqkTquy0P176LYoz30AktRNq5Lq68lEU8DGjYNVXEqyQq5vGlXvvZAShR6Nys2epYbCD5Ne3d35WXnrTN3tCbbdu2ul6wxNPousb302KopOYeAYpeWPukleOyG5j9O323qnvUvdn5PfFSVp67f+NdPbl3Erit4lHKPIJwo9ovB2m+/V3kXUafOhS+g7fNzPQz3bT2bsaHc8Yq/P49V7h/545TZR28PoS2EMZnDXbpfdWmN5tJxJUHcImpv7Lms0j5o2aF5ZI6j1Xvx215oEdQdrooAxkDmgo9sZUaVO680PO7/EOB9eSTyu4mQhsf32OSRFBgEiDPEXVxO/yiiCKCasNSGMaL3xIWxRoEuM5E4z1fcc78//C7zw4BMZ74VYRJu+N4hun/uIW21T4IUtvDCZq4Y72D70wvCxLL/8Hz3B4OEMi+dqzHxvg9KNFu2qT+CETDxZ5Mv/y1M9P+u1Q179+1ewchpHPj3A9LP9xJEgCmJaJZe3f+cmb//O7Cb/n2QfY0QsqC07nPmXczj17dX2nh3SXN/6LP0kBMJxq4137SYgdl7YugMPFSEU2S2ctUXSE0eQNZ3sscdoLVwn9vZeNmYNT5A9crqrOlj9yb/GWVvY8r5kcPHxGYRGnkPk2onPjZlCyxW3T0HbAQKB36gk/iZCEDRrOCtzD2CPPzmETovIdVBTGUQU4qzOJ4TafrbVbhGHIYqiouaKSLLEdmp1xbC6fkMAZk6nf9LCzOn4HZMySZFwGz5xFOM2A0af6EM1FPx2SG2hxcCxPKl+A1mRqcw2GHuin+p8CyQYPJantthm4b3exMefuimrENjLs5TPvMrIF34VxUwlJY/pLCIIcFbnaS/O0Jy5gLv+kE3ahdh3WeeevyoM8Bu1xDdLCPzqxr76BoA49ImcFophoqYyyLpJtE0/KikqSnrr6vh2MKwCuWJvc1QhBI3KLL7TQNcTjmruZsj8XISiwMSUwsJ8ogaSZfB9wdpqxOCQgqIk5WPLSxGptESzIYhiwfpahOcJHLv3fSFERKMyR+DbPf0nFEUnP3CE0vKHB2Yu/YuGKHRZnPkpQkSMHvpMT6UQJIoISVJAVlBUA8Pcqrq6X5QWXF79rUXMtMrYyTSTj2R54ksD1FaXsOsPdiXt5NMplm961Mohn//VAqWVkNKK3/X0yOQVPvfLBS682+atHzQwLBnNkLosvWFJSEjEscD39rFQJWsMTz7L4PhTCflz5wSxMzGUbpFrexiXKKrRk9AQHfVfHN8xQez8f2tyuL74Aatzb+9qYrsThIiorF4A4NDpr2Om+nY8BkmWUWQdRdXRjQOclEkSsqWj5NOEG3WEEEnktBDJcz8Wm5J6otBj+eYbZArjGFZvc3pJkjHMPCPTLzA0+QyBbxMFbrfkTZY1FM28TVr12EYch1RWLzF/5YcYqSKB397zcW/MOWimjF0PUHWZdu0+24sQt1Wod13/u6Pd77zb4wP0gAJQFKNTbtj7meLaFZq1/Sg89x9x3aov4doVtB4klSQrpPNjmKl+nPa9F7CKgyeYOPa52wTQHW29+/MeSU5ZUSkOHqd4VyrbLXXgZkJoc/uvl26wcO0nB0IE7wWpoUlaKzN41SQgZqdS9taNErVzSwx9/gSH/r1PsfzH53BWG5gDGca+9Th6f4bS69dp39w8RlJMDUmVibxw23j5yA2IgxBFV5GNj2kaLMTm2Pgo3lwlEkabwwfiu36/9XMPOwJV1ilY4+hK6hNJR/44ICsSJ78wzNgjeRbOVvnD//jsJq8egL6p3v5jtxAHiS/l6uUGZ/7VPF4zIHAj6isOpbl2t3zrTtSXHQIvUd1efmWV0uzHMx84EOzRePyhIoREFNK6eYnCqadRM3myh07ROnKa+pWzez4wLZtHTSWTnPbC9aSsoxcUBb24tSbwQSEOfJy1RYy+IbRMgfTkUfx6ee8UohDYSzfJHX8C2bBIjR/uGcH9iwy/uoHfqKBYaazRadRUFn+fhJBXWSP2XRTDxBqeRFJ1RNRjcihJ6IUBFPP2ICAOY+JQxmsFyIqEllJpl11AInSTtA/L1hNlkB/RXHUS5XIQIWJorjpoltoljJprDs217cv2/rQphACMgRH6nvoskqyw8faPqV/5IFHDCJEMWHx3X747BwLB7XYj720idpCIAw9ndQ5rZBItW8AcGu8kye39bogcG69WQi8MoBcH0bIFgmbvZD3VyqDnd2soLZEtTKGbud7HEIfUKzcJA4cwEFw8v3nAt7G+tR+vVQUry3HP9xw9njyiPnx/Z08v1y7Tqi1RHDrR8/V832F0M/dvLSEEEPptFmd+RuC1GD38Iqn0wCeSlnbkmRy1VY/ykku2L1EJbcw7RA8ginkL7qhgi0KBiAVxDJX1kDAQHDplsjjjMTiqYVgST7yYRlEkNpYCwljwjb/UT70cUloNuHTG3nt8tCRhpvvJ9U0f+KH1/jopIZ12UAA2K/P01LnvA3EcUl45TxwHTJ34MuncGPIBJjzuBtpgHn28H7WQIejLErVd5JSJpMpJCUrLwb22vGms1KjOsXDtVaZPfRVNz+z4DJBlFcPMwTZ9YC8k5+UCs5f+BNeugCThtst7JoT6J0weeakP1ZARMbzzb1bvnxR6CJDODpPa1pNO0G6s4LbLIEmoerKgJESnPEoCkDpBEjGKZgCCOI4w0kVC38FvV5NFKCOVKNA6HpqyonZ8SxXiKCS64/kQBg718o1tlXlWeoB0fnRXhJDeKTH7OLCJ1N9Gqhx6NrKscItuuJWyF4UehpVHVU0cO/GXUlSjSzLJskocB3uuMJBkBat/DFU3SfUnYTgIQWA38Bu9QxpiN2Dud99DzZr0PzdN9sQQcZhYM4ggYuPn15n7Z+8SNDaTWnEYQSyQVBm2KamUlKQMN76blNkjZFXGyBtEQUQcxIROiKzKCEA1FIQQhHeUC6lmUjUQBzGyJqOlNbyat+U1RVeIgt3bUGiKSd4a2/dx/CJAkiWKEwnhtXatsaW0S9Fkhk/k0FPbPOskeOJbE0w/18+//j+f5fz3lomje5/g1asNGmsOwydyTDzZR3mu/bFOs+NIIKLEl8nMqEjyvatC5UwaJZ/tTCYF4UYF4d/bF/ehIoQA7OVZmrNXKD72PEoqw9Cnv0Yc+LRuXt6jCfIdrlI7kEmpsUOkRj+ewRkkJWOt2cvkjj2GbJgUn/gMzsr83pOJhKC9cJ2gUUHL9VE4/Qzt+eud1LId7tY7jGcfdviNCvbiDObAKObAKIXTz7Lxzo93vg9uDeTuarHuxjJ+vYyWLWANjZOeOEJz5sKWj6upLNmjj24aQLsNn/n3ek+mAZyaz92vblzb3PgaK78gvk0PAJKqkT/xJKnxIzir85Tf/+m+lV4PBCJOjMQ7A0M1nf9EjGCTvuEK+ZNPoVgZ+h7/FM7qPEFj+3sP6NmmQ6eFszJHZvIYajpH9ugjOOuLW83SJYnssUdRrN15HsmyQnHoxLYrub5bp1mZ46AozZlrITPX7t3vB16LZnWe/MDRnhNQ3cySLU5hN9cOZL9+UREFDsuzb2C31hk/8nLnfN2/2W0vdH3YREwQON1y3+nHc3jtKv0TJmMn07z7R2s8/fVBrKyCZz/YUmYR0z1WzxG8+YMGj38mzUu/lOfn36kxddxkZFJDCMgVVeaueBw6ZXYfK6mszI9+v0Gr/ovxDP0kkCiFLuK2SowdeYnB8Se7E84Hep91+hwlYyaeS6ZO1HKJHQ+1mEHtyyH8AEmWtqy6JIl87yIrGlPHv5SQDskO3/e+RaHHxuIHLFz7CZ5bA8B3Grh2mWxxak/npH/cpLzkMvN+HSHoKpZ/0ZEfPL6tp1IU+tRKM4k3n26RGz6WhDqEAb5dQ7OyXSPzwGuTyo/g2zVUI00cBd1+x8wNJQSQECiaQRyFWPlhRBSiWVncZona0sXu98ZRQKN8k2j60z0DC1TNJNd3mOraZaIDTGf8uKEZWfqGTuK2y7Qay+T7DqPpaaJVH0FMrngYWZaJQi8hzuKQ8urFe2/4DkiyQmpwgijwUMw06eFpEAKntLQtIQTgV238Uguv3GbtlSv4VZvYDbCXajSvrRP1SPryy20iJ0DLWahpg7CxVQWlFyzUtE7Y8rYQSnuB2WeRP1zAyBvEQUT1agXZUPCbPkbWQJIl3LqLkTOI/IjC4QJO2SHyI9yaS/Foker1Kla/hZE3ELGgMV/H6k/RWGyQGrAI7ZD22lZViiabZK0R0no/OXOYtN5HTMzRgZcI4zvMxeOAlfpF2v5WtbmhZshbY6T1PlTFAhHjRW0azioNd6WbILYXpPQiY/nHkSSZcusmFXueu8eDqmxQTE+R0QdQFYMw8mi4q9TsRSLRm7gQQmDXfIQQ9E2lMbMaTsd2Q1FlTnxuiMd/aRxF24YElBKDaFmRyPQZ6Gk1MZC+Y5wvxJZdpV32+PA7S3z17+R48a8dwW0GzLy5QejeSjGWSBV1Rk/naay5rF092ETROBI01lxGH8lz5NMDXH99HbtTtibRY5oiScimgXHiCLFtI1sWsesTle8xj+AhJIREFFI+81PMgVGs4Qn04iBjX/42zRsXaVw7R9CoJJGFJJJJxUpjDoyipnOUP3itm74UNGuE7SZatkDm8CmaNy7ibCwhohBJUlBMi9ToNAMvfPl2JPvHcoAxrbmrNG9eInfsMayhCca+9ucpf/Aa7tpiN6JbkmVkVUPL95ManaJ28cyW8hGvsk757OsMfeqrmANjjH31z1I5+zrOylximC3iRIaqamjpLNbYIbRsgfU3v0+0C7+h5CEr3frlviJT7/QwuWWYd0+aM46pnnsHa2Sa1Phh+p5+CSWVoX7pDEG70TWOlhQVRTfQi0OkJ45gL91IVGV3birwqV08gzUyhWKlGPrM14DbCVjIMmoqS9+TL5IanUZE0Z7S5w4SB0lDSJK8aVC7o5fMXra122tIcr1vtTEtV6TvyRdxVuaJAu+Og03qqCPP6SSIfbwTLq+8SuS7qGaK4uOfwq+X8GvlbuqhJCsJ0+60d3fMd53n3Z739uIM9ctnKT7xadKTxxn76p+ncvY1vMp6108o6Rt0tGyB1MRRQLD+5vc3k0JxTP3qR+SOP4HRP0Lh0RcIHZvGtY+6JbiKYZE5fIriY59KPruL291MD5DOjW77ut3aoN24D4NGSUbRDKLA3fSkk1StqyjrBSFiauUbjEy/sI16SaJv6BRrC2ceatPNjwVCUNu4Tru+Qt/IIwxPPksqO4SqHYzcPClTCvG9Fk5rndLKeaob17r+H049ZHDaIj9kMPdRg5UZmyfDpJznQaNRCZk8ZpAtKNQrIaomMX/V46nPqvQNa0iS4Od/XGfiqMHItI4sQa6okM4p1EohYSjw3D9t+s0HA7u1zs1L36O8eoGRqRfIFifRjOyBKYaEEElSlluntnEtUd4A3kIJf72OdHWJ2PUQsSBquyiZMmohg7ew0dNTQcQRq3Nv4dlVxo++TCY/hrKN39au9i0OsJvrrM6+xcbyR5vKc+I4oN1YoX/ksZ5kQy+c/myRidMZzIxKblAn8gXnXi3jNH+xFUKaniFXnELaxjQ98Fs0KrNAMgaRVZ3AbRJ6rQ7xk0r6DlnGSBUIfRvfaaDoFiC6XkcijlCMNFHo4bWTyZFuZYnCoEMcbZ382s117OYa2eJkz30rDBxl2cgQde69X0gI0LQ0gdJExBG+1yTw23hunYGRR0nnhoHEOL5VXyadHUbTU7sOvICkhL18+R1kTU/mb3GcmObfY1w09NIxhr54koV/+QHz/+I9Yvfe93rz2jpeqUV6qkjmcD/uan3ToFpSJHKnRtAHMrRmNnCWaj3PiQiTMiFZlZF1lSjcSj4puoyR03GrLrIskRnPEnmdfZRAtVSy6QzZiTwiivGaPoOPD+E3PSpXyii6Qv5QHhELCkeKlM6vk53IoZoqQdsnO55DUqSehFA+Nc7h/k+jq2k02UzmtcgMZJIx4S34kUPFnt9ECEnIjBUeY6rveUw12y2pBQlZkgljj7XGFWY2XiOId6+qTuv9nBj+Mv3padaaV2j7lU37IiGTs0Y5MvBZ8tZoN6JekmSiOKJmzzNTep2Wt1V1F0eCaz9f5/FfGmfqqT7+3H/5LMsXaohYMHgsS/90hsWPquhW7+eLEHDznRKnvjTCy3/jOM/8xhRRRyEURzHtis/CBxUu/GCF0myru9txJDj3x4sURi2e/NYEv/IfP0F10aaxnoxRUwWdzICJrEr85P975cAJIYALP1jm0PP9PPLVMQrjKUo3W0iShJXTOP/9ZS7+8A5BiRCEpQrByt4XPx86QgiSydnKT/6AkZe/SWr8CFomT98Tn6H42KcI241OSpaEYqZQUxkkRcEtrVA9/za3qoCc9UVa89conHoGo3+E8W/8RezFG0SujaTpGH1DWEMTBK06lY/epP/plz+24wvbDdbf/D6yppM5dIrU6DTWyCRhq0HQrCGiCFnXUdM51FSWOPRpzl6BuwghEYVUP3wD1UzR99RLpEamsL42Qdi+vR1J01BTWbR0DklRcNYWe8Z6qpl84t2kJ1HvsqqhZQvdaHs938/A818kcm3iwCcOAyLXxl66QdjebGCmF4ewRiZRdAOpsy2jONSR8oI5OM7Qi18jDhKj3jhMUt/aize2+EV51XXWfv4dRr74a1hDE/Q/9VkKjzxLUK8kniiSjGKYaJkCimkRBz5etXfyRePaR6TGpsmfegZreJKJb/wl3PVlQruJrOkYA6OoVpr6tY8SQnJofN/X+H6w35Kxe17DwgADz39p6zVcvEFob76GWrZAauwQsmF1t6Vm8ihGQuzo+X6GXvwzCfEYBh3PGht76eaWbcVhQPPGRbKHT6Hl+xn53C/ftecCEUVEro1bWqV+7UPqlz7okZz14NCau4a7tkB66gTpyWNMfuuv4q4vEYd+QjybKdzyGutvfL9LOt+CbFhkpk+gmBayqiNrOoqVQS8kyYWqlaH/6ZcJWnXiMCAOAuLAxVmZ65SE3Ubse2y882Nk3SB/6mmyh06SmTyG36wmxtFCIGtGp2/IIMkyjevn6VXy4ZVWKL//c0Y+9y20dJaRl75B8fQz+PUyQoBe6MccGMFZXcBevknh9LP3PE+FwWPbljmIOKS+cZ04vrc0dTuYhSFSgxO0Vm8SuXZyPnUDLZXDa5SIfHfb+6JVncd1amg90s8kSSKdG8VKD+DsIz76Tx8Egd9ibf4dSivnKA4cozB4jGxxGiszeM90my1bE4I48nHaZezmGq3aIo3KLK368pZo8fM/LfPsN4dwWyEz7zeQ5cRo+kGrgwBmzjsUB1WyBYWP3mhz+LRJtqBw+QOb6kbIzAWXmQsOrXqEYckMT+rYrZjioEqtFHLpPfu+jXz/bUIUOFTXr1DbuE62OElx6AS54jTp/Ni+CcgwcHFaG7Q791lt4ypO+3ZprQjCJEXqDsRtl9j2CEuNHUtE4iigvHqeZm2egdHH6Rt5hGxhYteJYIkiyKVZW6C6fpXS8kd4Tq3ne5u1JaLQ2zUhtDpj47ajZKW8EVIYMnadLPswI5UbJpUb2fZeqJdvEnjJmELEEW5jnTgKsauJ32Bz/UbPz92dgOY2N3CbmyeafnvnVXPXqdCqLZIpjPdcEDVTfWQKE10y8hcTMXZ7g1zfIRq1eULfJlecxjbXcd0aimbhuw3MVJF0dhhZ0Ygif9tQie0g4ojM2DHaq7OEThPVSpEenqY+e37bz6QPD6CYWpeU2Q0h1J4rU377JpN/9hkmfv0p3LUmrZnb1z3/2Dhjv/wEEhKlN27grvaewAdNl8j2MQazZE8OUzu7sGVg7jU81t5fJXAC9KyBaqgohpIQSkIQ+RGSDPXZhLiQVZn1j9aI/Qiv4aGldfSsTmgHbHy0Rmu1hZEz0LM6kiLjVl1Cr/cxN5wVrq79BEmSSRv9PDL6dcLI5dLqD/DvSO2KRYTtb77PBTESMnEcsta4TNPbwA/biQI8NcVI7jTjxSexgyrzlTPsZkaS0vs5NfIVCqlJ1ppXuLr2Stc8+hay5hCPjn6dlN7HRus65dYsQWRjaFmGsycZzp1CUQwuLH9na/KYgPmzVf7kP7/A87+ZpIwder4f344o3Wzx3r+Y46PvLPKbf/d5VH1rW80Nm2T6DdxmgGrIaKaCEif+coomM3gky/HPDnH4UwP8m//4QyoLt6s62hWfH/9/LrN2tcGjXxtj+ESWkVM5JFnCa4bUVmwWzlZZubz/VPSdcPknq1h5jSe+NcHo6TzTT/cReDHtssfln/RegA2WVkm/8BTB6gZxa3cVKg8lIQTgrMyx9MPfp3D6GXLHH0dN55C1DkmSyZMw/4lsNHZaeOW1TR4ksedSeufHSWzo9EnUVJZ8Z8Ij4ojY97BXZim98xNCu0nu6KObfGMeNLzSKis/+dcUHnme/PHHUdNZFCuTGMpKEoi4O0n2ayVir/ckKA58Nt79CV5lneJjn8LoG0qIsu52RBKP7btEdovW7OWe5TrW4Bgjn/9VFMNMCKO7vFT0fB8Dz32hE5GYRG8HrTrLP/r9LYRQZvo4Qy/+GWTNSLYlbU6dMQdHMQdHu3GLIo5wy2v43//neHcb3wqBvTLH0vd/l77HP0P2yCMoVgqjb+h2LH0cEYchQauOW1rpGBNvReTarL3+J0SOTe7kk6hWhtT44eRropDQaVM68yqVD99g9PO/ijn4ydTk7neIZw2N376GitKNLb6Fba/hD39vC4ljjUwx/LlvoVqZ3tvKFRn69Fc3b6tRTe6Hu7almCmUVDohj6Jok4z7FhKJf4rM9Ams4Qm0TJHSu698bKRQ5LZZe/1PGEbCHBrvlg7SceiPo4Cg3exptaFlC4x8/ldQrXTPtqNYKfqe+mzX80BESf+z+vPvbCGEICGM1177Y9z1JQqPPoeW60PL5NFzfXf1DW3CdpPW/NVtVS/1y++DEPQ99Vn0Qj/GwAjG4GjSd3oOjevnKb37Ckb/CPkTT97zPFVWL9KqL3VWdjZDiBindX8JcXEYELQb6JkisZnGyA9gbywhqxrpoWkaC5e3/WwU+Vw7+/s9TUAh8fHw3a2Dv/rGdS6+848S34W7YO/heJx2mSvv/y6KsnWC57n1XfsuhL7NzYvfYeHa1uMIA6dn9PL9IAocSivnqKxfwTBz6GaeVHYIKzOIYRXQjTSyYnRjz4WIiEIv8ebwmnhuHbddxrUrBF6bwG/t6NUUBjEXXi0jgHReJc4oXHunhtPYndLBaW1w5cw/23ZC4rRLbNeLtpsxP/03twdta4ubV31rpWQfVuaSv89e3tz/nHvr/s59HAUs33id8sr2k6BekDMpZCsh4+OWTey4oCoo+RySqiA8P4mWvVv5IknIaQuiOPlMD3hObRNpJ5kGsmkQ1Q5upTMxfp+lWZ1HM7LoZg4z1UcqO4RhFTHMHKpmdc11hYiIopC4k57kuw08p4bn1HDtSqJi8Fo9U6d22AnEdp4RioJSyCKpKsL18BtNlmffpLRyHis/RH7qJOniOLqcQnYFcqeviOOQKPSTduDUsJtr2M31JDXNa27tlyUJJZchdj2a1Xkuvvs/dttVsosxrt2bpKiuehRGDeIQ1m86jJ/MYKQU3FZy7ezmGpfP/LNtyVynXbpv4/BeaDdWuPze72zrU5X0oduPatqNVS6/91vbKtBvJecBRIFLu7LYGT88eDJMxBEL119lfensjobX90J59Tx288FHm+8WgW93++goCnBaG9jNNcLQw25tEMUhUejRri8TBW5SSq9b3fZ3S1E1d/n7LN94bZvvaN/xHJDQ0vluqVhgJ8/4Wz6v26F+aYXhr5xi7JefoO+56UR9I5IxWdB0aVxZo/TGDPZi7XbfJ2Dpjz7CGi9QfGaKR/4Pf4bG5VX8moMxkCb3yCjmQJb1n15l9YeXtv3u1o0SjcurFJ6Y4MT/4gvUPlokbHooKZ2g6bL8Rx/hV25PtMN9RIvb6zZm0cRvB10DbLeyuzGvH9n4nSSvWCREcSxiGu4KbnDvvnu1cYlKew4vbBKJ2/u+0ZwBYLzwBEVrghXlPEHUa59ut7+0PsCJ4S+St8ZZrV/i+sbPtpBBiqwzWXyGjDHIcv08V9Ze2ZREVrMXeWT06xRTkwznTvckoiI/5uKPVlk8VyM7YCBrMlEQY1d9GmuJD+Ef/2fnUDQ5UfB0kB+1+Nr/+hGmnipy5l/Oc/2Ndfx2lNxLkoQsS+RHLT73N44z/liBE18Y4a1/uploDtyID7+zzM3zPqlUhKok/mWhH+M2AlolF/+ORa04Elz8wTIrl+o4td4lpVEQ873/4gJWVqN0s7Vtl+bbEe/93jxXf75OumigqBJRJPDtkMZq77GWNj5C7LjI6RRyyiTy7v2sfGgJIQC/us7GWz+kev4drJFJzP5hlFQ2maBGEZHnEDRrCQlQWt2qLqmss/zKH5AanSY1Oo2azoIkEdot3I3lRN1it5B1k+q5t9CyRYLG1s49bDWoX/4AxbCwV+Z2fKiGTpvGtY9Q0zmctYWtnh2bjm+DjTe/T+3iu1ij0xjFwSSBSZaJg0Q145VXcVYXtkyy70TsOdQunaE5exlreBJraAw1lUvKLEKf0G7hVdZx1pcIW/WeHjxBu0Fz5jzSHuKnI8/tuV9+rUTj2rmeSqTtELQb26fJCYFXWmX159+hcu4tUqPTifFzR60SeQ5Bo4q7sYxbXtuRRAhbddbe+D71ax+RnjiCli0AEkGzSnthBre0gggDGjMXiHyv8/uDlWQHjSr1y+8j6yb28ty+PZ6C1n6uYadEa8u2ajRnLiJru1u9hIRwC+9Sz6jpHEOf+Rr5k08Tum2q597E3VhOPHs675EkCVkzMIqDZI8+il4cpO+JT9Geu0J7caa7rbBd77ZDZy/tcHVhV/5jzso8i9/9LVITRzAHx1GtdDL28N0kxW91ntjdeo/Gnktz5sKezpWIQvz69gPJsN2k/OHrNK6fwxqdxuwfQUklhFMc+IStRtI3rC8lKWjbrBTHgU/1wru0F2dITx7F6BtGUjUi18FZneuq8kQUUfnoLeLA37Gc1LUrD3Q1NPTa0CRRpJlp/GYVRdMJnSZxGCSS82D7B9t+Bt2B3yao3D/JEkc+rdrifW9HiOj+yu72iUThU8Jpl6hXbt6RlrQ1Rl7cKrYXoms4utsJ2qEnc5z6TPGObcHaDZv3/ngN37l33xdFPs3a1sTQXwwIXLuMa2/vm3E3lEKO/Be+glLME7se7ltncc7eQMlnyb54GOPEYaJKndrv/Bvi9uaVQElTyb34BaJag9Zrl3f1bLGeOEXq2cco/f3f3nm/+vJE9eamxK57QYgY360TmYJoIIObqUJQIlwuEayWNu+fuFWUsr/7bC9QMimyn3uhey4rnXN5a1/lqWMEJzWi8gbV3/0Ocfv2c+BWWxAiiWffyXtOTlkUf/NbtN/+EOfsRZrV+T3tZxwJxk+mMdMKxRFj01dFoUfrE2gXiSJqb8dxJ0K/TWMP/e9eDY3vF55TxXPu7b+xE3y30XMx4mFA0u/fXviIRbxJRWu31jtjeQnPqXZJHiHi3XvySQkhpKULpIaniT2HyHdpzG3vRaRmDWRdIajZmMM5jMFsQvpISdmXYukMfOYIA58+zNX/+ie0Zm5XUDjLda79/Z8x/suP0//8IQY/dxxZU4j9EGelwdw/f4+V757HL29/37lrDWZ/+x2m/IjsyWFGv/4oCIicgOrZhSQi/gDgVj/epLdbCGNvk9fQ7b+7VO15RnKn0NU0iqQRsHUfYxEiiEnpfZwY/iLF1CRrjcs9ySAAS8vTnz5EJEKWah9uIoMAmu4alfYcWXOYvtQ0q/WLXcLrTohYUF9xtphK38L69c1zUkmCsUfznPriCHPvlXntH17fEi0PiXn0+OMFRh/Jkx/ubSMjWSnML/wKlVdfxb1+red7bu8oNNZcGmvbX18hYO3K7vqFKIipLthUF3an9hGOi6SqSLfifneBh5oQAjrKgwpBo8J+utPYc2jNXqY1u/3Kcuw5lN57ddvXvcoaq6/+4a6+L2hUWHvtu7vePxFHSZpW9f5W1hEiUQDdvETr5vas93Zw15dY/tHv398+dNCavUJr9sq2rx/+9CCnvjaOZqosfljm/X9+c1fbFWGAV1rB26sB95bt+Dgrczgrc9u+p375/URd8THAXV9iZX0/kaqJWZ+k6cS+i7u+uMdrKCEbBnGwlbR0VuZxVvY/yIPE2yl/6hkKjzxH7LtsvPnD2+livSDLuJU1Rj//K6ipLObQGO3lm93OzCvvoR3W99YOEwhCu0Xj6kc0rn60608FzSorr/yrPX7X9njiOYMvfjNNLi/z/psuf/x7H9LgQwB0Q+LL30rzxJ9JJgN/9M9dLn14jwGyiPFrJfxaiac+ZfL4swa//48bm2Lc3Y3lAzmGwyc0vvnnsvz2P6hRLe+d2Ix9F/9jLBUEkCSF8YlPU6/N0mzu3A5zuSn6+08yP//TO4xEJSYmPkOjsUCjcXATMk1LMzr6HKnUAGHosrDwGp73YCTJW9CZ3ApIFG+qCkiJgsL3u75rsmkk/gOe3zMOtxcuvVbhyhudCZYEVlbly//+JKm8hu8crNm8pCT9oyTLIERSpnxrkUaWExWrIieKOd/r9jWSqiXKViXxDhNhgKwbXXVf8iYJWTeQFAURC0TgdX3tDhLG8UOoA31U/8UfI1yvS0ZE9Sb177xC5uXnMU8d7aleFGGEfeY8Igh27Z0lqUoyiNzpPZpK9sufpfH9nxE37u1HeCf0I1Pkv/kFkCSiegvZMghWN3C/88rmWOaPEbfOZfrl57HuOpdRrUHt3/yQzOcbGMcPEYX+/mPXJZB0bd/+hCvX2mi6TLqgcf3dOu3q/spzzbzOk3/hOMsfllh4+8EZ7U++MMTEc0O8948uEzgHs7CWHjR5/NtHmXlliY2rtV1+6uPPbk2PpDn+zaNc/+4MrZWEeJAUiYkXx5EVmYXXFonDzW1S1mSmXp5k5OlhkGHpzWUWXlvsvjb9hSmGn0jS2BbfXGLxjf2NG/cKEUe0G72V97ImJ8ex0+kVMfb6HGvve/it6o6LOgBqxuDQX36B4S+dovrBAjf+f28k5s+3CCFZRu9PM/7LT5A7Pcrwl07RmtmsVHJX6tz8x2+y+qPLmIMZZE0l8v7/7f13lFxZft8Jfu5z4U16nwkkvC9Uobzp6qpq78hhi9OiETmihuKMNNJqeXZH1J6d2TOze3ZnpKMZaaWRliLZJIfsZnOa3c1mu+rqLttlgIL3NpHeZ/h48fzdP14gE1lIAIkqVKHY9T7n4CAjXrwXL17cuO/e7/39vj8Xa65KY7qE9G7TH0oonZjEnCiSHGhBS4eWF0HDxVqo4RR/PgrFKEINvWZZWQCC0FNIiDA7YC38wCOuZRlsPUBrcpDZytqRQdfIxLvQ1Di2W8UPPAz1xgho128QSJ+EnkNTYmsKQu/iA5LI6qiawDY9/Jt878m8Tr4nge8G1Ao3aZ9CIAzjPXmxflD4pSoOU+FC0joqjMHfAkEo4s7RsnEC2yO4Se7pvT720miNiy/N8PCvb6FnZ/7undwHjkBNpPCtm0dovN8k+zbRsvMAs6/9zS2jyNZCTSTpeepLFE6+gTkzetfPTYnFSQ9tQdENGrMTVK+evXWkThBgL87iOzZqPIkSa5aX5aNlAjxx1eW1H5t85R/k2LJz9cTMcyWnjliYZsB/8Y/zvPVKg3Mn1l/hpKdfY9+Dcf76a9VVgtDdoqVN5eGnEvzVn1bgXQhC9wIhRLPS1u0nabF4jnzLJiYmVg8+17v/neB5NoXCRYLAo7f3QWZmDn9wgtB1GP29pB58AL9YRGtvp3H2HNb5S8R3bCW+dQtCU3GmZ6m/fQRp3X6inG0zyHastOtERkMI1lUC9k5Qk2myu/aTHNq8bApfvXCK8slDCE0js3U3mW17UPRY6HN2/gTVC6eQUpLbcwCjrQM1kULRdOqjl0hv2o5bLbPw6o8IbIvk4CZyux9ATaZABtSunKd86gjSvTsVh5RMCr27g9jWjQhNRWtrQdo2dnVlVVu6HoG99vspuQxGXxeoKt7sOxacVBW9pyMsTdsc3ErbwR4JFwGEIlDbW9DbW5G+H/oQVOth2e+udmLDA8S3DeNOzuDXTPxSBXfi9gs1SipJ7jMfwy9WqDz/Kn7NDFfahQA/QG3No7XlEYZO0LBwp+fDNiUEWncHuC4iEUfNpAnqZrj9ugWNa9dMGDrScVfOm1DE0nu7UFJJAuu6Y193LeVNrqV0PaRzk+9VgNbRhtbegvQDvLnFVel2IhHH6O8GVUU2rPdUucxzJJVFh+KsjVn23rXEocU1+h/owFy0mOD9E4Ry/WkGHuzi2J9d5BZZpHeEkdLpP9DJzMkluHj71wtVQ8+2vPdF1zskljbo3t/F+KsTQPM3K0IBRdWUNQXc1i0tbP+lbUy9NUV93sRcXJkQt29vY/svbmXi9UnMhQaNpbt0Qd8LAjY+O8T027PrOh+rOMe6/Gj6W+j97B6suQojf/Im1vQa9z1FoGfj5Hb3kujLr3mcwPGpjyxSH7mxwtbtSLXHMVIapYk6pVtEEt0SAfn+FG7Dp754byKBboaqGGTj3bQkB8jEOjD0NJoSQxUamhpDV29dbEkRChvaHl6O+imaEzf6/lxHTEshhEJCz7N/4MthNOU1nbb5v6oYqEJHVWN3bTwlfUlx0sQsO/TtyXPflwaYOllcrtCox1VSbTF2PNPNto93U5ioM/LWrduLEosRGxxEMWJ41QruwgIEAUoqhd7Whj05GS4uKQpGVzd+w8QvldDa2kIxSSho2SyB4+DMzSGbljBqNove1h4uyDRLiLlz83ilO49Q1Ad7EbqG1tGGMjmDf5OU8ev5uROEhMKapePWix5T2Pe5HtoHk5z44SwzF8JJdvtQkge+1IdZdnnzL8bx7A/pZEcRdH1iF+VTk9Qu3uUbvSLofG4n1bPTVM+/+5SGymyDymyD7c/23fxrEqBcVx72nZOFsMiVWL6pSl8uazJhMSxxwz6KKghtXOSq55bfI5B31G6UWJy2vY+zePzVm6e7vc8omh6aRr8bxVooTY+glW5Aa8+iZVNYI+8tCis8vIqWCA2IA9dZlx+QlsqgaGFp2MAy3xfPg1ty03LzH9wKY3EpoHLI4unPpG7YFgQwOepRKQV85bf+9huK3px3jBRueP7m+xixDH7Te2Q9BIHH+Ngr7+FcJePjr76H/W9yVOlRq82gKBq9vQ/e9eOvF2EY6D1d1N8+ivvGIZABai5Lcu9uqj97E79aI//5T+POzGJfXtvg9Xo6hhIM7w8rwUlA+nDm1aV3He1wM/L3PUx6yy6Kh3+GU1hAjSfw6uHqZXJgmJYHn6Jy5ijW9AR6awctDz6J32hQH7uEEosT7+6nePh1Wg48Tmp4G8Ujb9D22DPEu/vxqmXaHv045uhlzKOX0bI5Wh/+OH7DpHruxF05fzWXIb5tGL23EzWXIbFrM4Fp4c4u4q9DeFMScWKbN5B8YDf1Q8ep/Og18H0QkNy3g+TD+/AWCxiDfeidbVRffgtnbCocmLfkyH/h2dBbJ5fBnZmn/O0fE9gORl8X8Z2bUfPh+QW2gzM2tS5BKLZ5CCWbpvitH+EthKmny79mTSPz9CNoHaGworXlMY+dpfrimwgBmWcfQ+9oxa/WQxGmJUft9aPUXz8cXq/2FvKffyZMZavUEIZB7eWDWOcugxCkn3yQxJ7t+KaJmk5hj0xQef7VdYmYt/xMWzaSfe5xAtdDMXQCx6X83Z/gzS2GKXuf/hjxrRvwlkogJVpb/l2/V/emJFsfyuM6AeV5h/HTFSqL7/53I5EIVSzf9tbyWLq2/WZjJKGI5SACGcjbBqKtNQ673TGWt8sb9TQ910qiawDpezTmJjFa2tEzrVjzEzjlAukN20gNbqFyMayweW0soufbsOYmSW/cATKMDlZ0Az2dxbct6mOXbhvJcuPFan6+5t/v3CYQTLw62fyMcvU2RZDpyyD9gMs/HMEu2QR+sLwtO5DBd3wu/3AEp+KE296x/7VqUau+R8Hy89deEwQB16+zhd9xc9/rvuPrKz8KZfWxhSJIdiTY8MwQhcsl7LJ943vfwPrGLEZLEjWp41Yaa5aNB1B0FS0TRzb9hO42ffvb6dya4+Afnl8zxWg9KJrCjs8MUhyrcv75955OfrfQ1QRDrQ/S33IfmhKjbi9RdwrU/AX8wCVp5JvVym5OKtZOXM9SsxdJxVoZan2Qmr1IxVr7PiBQEAh86dBwy7csaW97tZuWn383TJ8tc/BrV3nkV4f5zH+7i9J0A6viIgQYKY1MRxwjqbJ4tcYrv3+J2XO3WHiTkvSBAwQNC6GqKKkk5RdfpHH5ErG+fvLPPsvcV/+IwLIQukHu6aexRkepvvkG6fsfIDE8jFcqhfOvfJ7GxfOUXnoJNZOh5dOfCe/RCBLbtmFPTFB68SfwLgQhb6GA1pLFOn0Baa3v9/FzJwjd97leZi9Wl4WcO8VzA8aOlejfmaNtMLl8nMq8zdiJEvu/0Iv6V8p7FoQUQ8PoyKAlDWQQ4BRM3FI9vOGpCkZ7Gj2bIHA87PkqfiNcndLzSZSYhvR89JYU0vOx58Ltei5BcqiN1oeHCVwfhCBwPMzRxfC4uorRlkZLxRAKOKUGzmJ1VR+tZeIY7WkUTSVwm+9thsdODLbR+sgmCGTTW8XDHF2669ExWkxh81PdbH26h1hGxyw6nPvxFKOH5glciZ5Q2fmpfgYPtBPP6gS+ZPTgAqf+ZhzH9NjxiT42PdnNT/7VqWUzL0UXfOqf72PmbInj3xpF1RSGHupg+yd6SbfFsSoOF16c4crPZpe/W0UPS3sLzUD6Pp5ZDStMCYGeyZPqHSbVvwlzZrTpxRNWdwNCszyhIH0XPZ0HIXDKSwSOhWLE0Zsm6YHv49ZKy4JSWDUvFES0RHrZrHllYCLQUhm0ZAbpe2Fqw/U0c7XVZArpB6uOHba7GHqmNbz5B8ENgxYtlyK+pQ+/YeNXwtXboOEgDC00j/YCtJZQ5PHrFoiwgouaS+NXzVV+EjLwlz2F9EyOWGsX1sLaYccIgZFvI7/jAdR4qllxbOZd+ym9GxL9G9AyuTUndFm1DV961IPSuo6Vzii0d6vE4gLfg8KCT2HRRwjItSq0tKkYMYHrSOamPerVD1bcyeYVOnvC7n9u2qNaDq+zqkFru0o2r6LpYNYC5qZ9HPu6wbuAXItCW6eKpgscS7I47y8f43riCUHvoMbSvE+5uM48Zj1BOtfHNYHH92wURcd1TRKpNnzPaQ5eA4IgNDjWtDiKquH7DrF4nkpxFN+z0fUUqhruG4vnURQtLKlrlwFBPJ5D19NIAqxGCc97Z4hy+BpNTxL4TtNMduVaxGI5DCODJMC2SrjujSHOqmoQi+VQVSP0UHHrOHYVTYtjGCkajcKy8BmL5RFCYFnrGwAIoRKP51G1GDLwse0yXrO8dSyWax6rDM3SrolEG65bXz5PIVRisRyaFgcknmfjOBWCYHUkn18s4czMQLN6k9KVIrZpGKHrSM9DiceWTY9vx+jJCpPnm2HlEnxP4jq3STm4Q9RUhuTAMNULJ6mcPXbDPSq9eSducZHS8YNIz6UxM0FycCPpLTtpTI0CYC/MUh+9SGrDZrx6jfrVC+T3P4KWSBJr60TRDaz5aSTgVSoEThg1VL1wGu6Cz4k7PU9lfom04xLbNEjp2y8gvRsraN0Mb3aB6k9fv0GAEPE4if07sS9epfba2+h9XbR85QtY566EETLNe0LjxHmsiyPofd3kv/gsWm8nzpVxzBPnCcwGWmue8g9exi9VbigScDP0rnZkw8KbXWMF1vOovvRmmHbnByT27yT18D7qbxxB2k7oh6BrYWRRoUzqsftJ7NtO48Q5Assi/eSDiGScpT/99rJ/QtCwQUqMDf0k9m6n/L0XcWcW0Pu6yH3xOWKXR7HO3MYL4hYouTSZZx+jcfYy5uGTKMkEuS89R+qhvVR+9CrG8ADxLRsofecF3KlZ4tuGMQbffbGKREajXnbJd8UQAibPvftoI4CWoQxP/bP7yA2kscs2p749wszJJaQvUTRB3/2dbPv0IKn2OHbVZeSVKUZencZrTpBz/Wl2fnED7VvygGTuTJFz3xulOrtGqoeA7l2t7P/VrVx9bYbzPxhDKNC6MceOzw/RsiGLDCTTxxc5+zdXsZpjt3RXgt3/2SY6d7RglRwWL5VQ9ZUFMCPXhppMU718GkXXSfZswFqcITW4Bff0obB6b2kRe3GGRM9gWECkViHe3oO9NEeie5DiybdABuS230djdgI924aRb8daWH9KlpbQ2PzZTfQ+2I3X8CiPV1D0lSiH1s1h9E9+KMf4zyY4980L+HZ4HfMbcmz5/Ga69nWS6Uvz+O89imu6nPzjUwDL29LdKZ74F4/i1MNtpatlFENh4PF+Bp/oR0/p1OdMLv7NZYqXw3tI74M9dN/fReFikb5HeollDUZ+PMrYK+NIX9KypYWtn9tEqjuF1/AYe2WCidcnCdyAHV/eRjwfBwG5oRye5XHpe5eZPTrHhmeH2PjcBjr3dvLQP3kA13RZulDgxFdP3UkTXBNroYpbtkhtaKPz6a0Uj443DaXDCCstFaP1wQ30fm43brlB4dDoe37PtVANhdbhLIEXUJ6q49Q99KRGPKsjhCCeM6jNNzCbKUapjjiptjie5VOerq+67QgF0p0JAjeg3nx9uiNBsjWGa3qUp+thEaSusKJhLK3TKNnU5q3V4uF7RCDoSG9mqO0hXL/BmZkfUDQn8AOHoJkq3pXZRkty6JbH8QOPi3MvUTDH2dT+OF3Z7WzpfIpzsy9gOjf6TF5LB2s4Zc7P/vimqWUQ+lOtbWR9I0oqjhI38ArVm85F7ZrHm396lYnjRbY83kn7cJp4RicIoDzTYOxogcmTRcaPFSjPNG49pRUCv1qj9NOfIH2P3MeeJrlrF9bY6G3PVSgKIhajeuggztwciS1byDz4MOqRIxg9vWjpDEvf/Wu8WpU2GeCbJs7Uu0sL9RaX8JcKCMMg+HkQhLKdMTY93Ea6zWBp3OTSm0u4DZ9YSmPzI620D6Ywyw5nfjpPo+qy79M9PPif9bM0YVKYNDnzkzk8J6B9KMWVQwV8N2DH051MnilTW7Lp3JRm4wMtaLrCxKkyE6fKBL6kPGtRL68OD3YaPoXJBr6zMvDRYgpbH29n4lSZ6oKNkVQZfrCVqbMVqgs3X1lQkwbdn9tL60Mb8RsuCEHp6Bgz3z2ODAJaHxmm+zN7kFKiaCq1y/NMfvMwXrlB+1NbaXt8C/ZcGS2bQM8lKB0ZY+IvDpLa3EnH09tJbmijTUoyO3pwFmuM/fHrSD8gtaGd/l9+EKGroajk+Ix+9bVQ1AHifS30//IBEr0t+KaD0BTG//wtqmenSQ130P70dlIb2gBIb+vGWaox9idvIN27mPcvYPNT3TzwlU2c/cEEldkGfftaefqf7OT5/7fL1PECiqagxVXGDy9SnW/QMpBm/5c3UF+yOP/CNMVJk5aBFD0784y8EZrjdW7J0bklx+nvhx4f/fvbeOy3tnLxpRnO/3iKzm05nvqvd+DZPlden0OoOm37niDZu7EpvBjURs+xdPJ1hKqTHtxObtNuYi3ttOx+GOl7VEfPU74Q+g7ltu0n3t6LVytjtHSgxhLMH3oBc+oq+W37SQ9tByRqLEljfpKFQz/Bt01y2+4ns2EHbq2EGkuiJdJUR8+ycPglkAGxtk66Hv0sqhHDs0xWoihCUv2baNv7eOgtpGo4pUXmD72AZ1ZRjBgdB54l1b8pFLcsczmCZ+X6C/SuFlJ7NobeGYGkcW4cva8d2bDxaw0yT+zGujiFO1ckNtxD/chFMg9to/LmWYLqivgU2A3q45dIDWwm1tZF15Ofo3jqINbCNL7dAASKYaCncsQ7e8lu2UtqYDMEAdXLp1fEIyGIdfYQ6+pDjScwxy7jFBaJd/WGRsuaTmN8BCWeJNE/hFerYF69hBKLYbR30xi/gt7WgRqLoyUzyznA9ZEL+A2TeFcfse7w2GtV4ANQUenQBzGDMmZQoezfPPy8Z0DjV347x+YdBlYjQNcVXvlxnW9+tUIqo/Dr/1WeTdsMAinJ5lUO/6zBH/6vJVzngxGF2jpUfuW3c3T0aLS2q5w9ZvNH/6ZIcSmgd0Djt/5ZC9mcgqJAPKnw3b+o8vy3amFwgYCtuw1+/b/O09KmYFth+/vu1yu8/MPVk4BYXPClX8lw4PEEf/RvilRKzrq0Yz2WCSsRxTKUFi8TT7aGUSl6jHiiBRDIwMN1TVzHxGzMkuragQwCdCOF77tc+020t++grX0HlfI42dwAmhanWBxZjgjK5oZob9tONjfEyMjzzM+tFgNbWoYZHPoYitBw3TBl5lo1HCEUstkB2jt2ksttYPTqT5idXe07putJBgaeJJ/fiB84CKFQKo0yMf4qLS2b6O17iLNnvhEeGxgYfAJV0blw4dvr+CYF3d376e7eTyADFKFSq00zPv4qtl2lv/9RVDXG5cs/IAhcNC3O1m1fYmbmCHOzxwDo6NhFd88D4b1GUZGBx+XLP8A0V7fva5P0lScCnMlJit/+G/xqDZrV+NaD54SVOW6vAF2L3rzz34UaTyA0HbdUWHN/NZXBr1dX/IRkgFcpY7R3LYvs0nWbFRSDlX6hWZVEy+TQsy20Hnhy5aCBxC0VwpX0u6FjBwHSCUIRKAgIHOeOPXak59/oaxQESM9HyaYRMQM1l0G67qp0Kb9cpXH2EtKycWfmCWwHNdu8VzRFKRlIpOMi1+lPAICmhmXfb/adqgrxrRtRs+kwpS2bhmt+OwLsK+O403PgB7iTsyT2bEVJxBCaSmxDP/VDJ/EXbxRTY8MDqK154js2E9++CWHoqNk0Rl/3exKEtJYcxmAvfqVGJv0IKApqNrMsXhn9PQS2jX3xalgcY2QCv/ju0z4Xxht0DCZIZHUWxhuY66zMdzMGH+7i5F9dYfLwPMMf7+OJf7KX5//vhyhP1ujc0cpTv3sfo6/PcOXlSfIDGe7/tW0IRXDxhQm0uMrDv72LeM7g/PdHQcCOz20g3Zng1X99fFk0gvCX3rE1z0P/5S4WL5UYeSWc5KTaEzz2j3ZTnWtw+ttX0BMae7+8GSOtc/iPzhH4kv1/dyvde9o48Y1LIARbPzVAqiNx3aeQeLUyXq1MrLUzjDIuF7AXZgg8D99u4Ds2fqOODHyEUFGMGCDCbsuxcMtLKLE4vtXAKRdRE+mmb9r66bm/m+2/uJXTXz9LfbbO1i9uxkitLNgVr5Q4/gcn2Pube0i0JVZFOtVmapz9y/PU5+oMfXyQY79/HLti01iyEAqc+cY5zEWT/kf7OPr/O45TdWgUwrFW155Odn1lBxe+c4nqZJXhT25k32/u5o3/+SBOxUFP6fQ/2oeiKVz50QhCgLnYQPqSWD7Gfb+5h9JYmat/fpbWLS3s+bVdNAoN5k8ukOpKseGZIc58/SyTb0yx4Zkhdv/dnSxdKDBzeBbf9km2JTj1Z2eoTFbx11EWfj2YkyUm/uoog798gC3/+GkaUyWcQh0CUFMG8e4sRi6BvVRn4i8Ps/Q+CUI9u1oRQLItzsKlMm//yUW6duR54Fe2MHu2SDyrM/rmHGMH58n1pnjgVzcjA4kW15g8ssDFn65M5ls3Zjnwq1u48MIk5sF58gMp7vvyML4XEEvpXH1zjoWLZT793z3AwuVyKDhldV7/D2cpTd46ZU1edy8V3DpbQAiV1tQgqtCZrZ1lpnzmhtfoagLlNkWBXL9B0ZzAdApcWfwZMS1Na2ojw+2PcWHuJzcIOlVrHj9wiethdPCtBKE7IbFzI/Et/RT+6pWbpvwCOKbHyFuLt0wHiw33ItIKlG59bo1LF8M0LiFw5+ZIbN26vv5CgDs3hz0xgfQ8nOkZEAI1lQLfQ8QMlFQS1fdQ4vEwFe1dYvT3ID2f2JaNmMdOE6yjauiHWhDSdIXADVgcrbPlsXaEEFx4bYGHvtxPus1g7HgJRQ1Tg6SEhdE6jarLzIUK0+eq1AoOfTuzbP9YB2MnSvhuwO5PdFFdtKkXHPSYSr3ooOkKj35lkNrSZZbW6eANEHiSrs1p4hmNo389TUtvgl3PdDJ19hYXXghy9w3S/uRWxv/sTepX5kNTSs9H+gGJgRa6P7+PxZcvUDw8itGeZujvPUbbY5uZe/40KAKjNcns909SOTtFZnsPvb+wn4WXz1M5NYlbMkn05Zn+zjHKJyfCQVtzIN+YLjH+Z2/i1W2EItj420/T+tAw5ugSQlfp+cI+tITBlX/3U9yqhZrQl134y2emcEomyYEWZv76GKXj42Gk0N0Ug4BE1mDHJ/tZuFxm8sQSvitxbZ8ND3cw/EgnU8cL2FWXk389RiytoxkKtSWbHZ/qo2UgHLDOXypTmjLZ+GgXVw8ugISNj3ZilhxmzhQxEhrbnumhOtdg/PAijulh1zw2PtLJ8GOdXH1rHiWWID20jeKZQ9QmLqFoOoHvNQ1GHcoXjhA4DVqUh5l7/ft4jfoqfxyhqMTbulkYOc3SqTcQitqMlpFUR89Tm7hE4NjE23vofuLzlM4fwV8wEUJBS2ZCX5+5cZLdQ7Tte5zShWN4ZpX89gMEjs3cGz8g8Fy6HvkUhF53aOkcrXseozZ+kcrIWbRUhu7HPktmeBfFM4dI9Q6T7NnA3JvPYxfnyG7cRbL7HasAUuJMLVF94wytv/A47nwpnASrSrgSXqzhzhZR0wnMM6PENnQR39SLM1sgMFeLKdL3KV04Tryzj8zwLtIbtpPo6scza81rJRBKODjTkimEqhPYDapXzzF/8AV8K/wtKrpBZvteapfOktv3EOb4lfC5HftoTI7hLMyBqpLduY/6lfMYHd2kNm3DKS6S2riFxsQIsfYu9GwLib4hSscPYrS2k9y4DXPkApmd91G7eJrU8LabCkLVoIjv+YDEkTdX21UNfunvZenp1/h3/68Ci3MeRkyhYQZICXYj4EffqmFbEqsRsHWXwa/8wzyDwzpXzt8d75HbYcQEZ47ZHPnfynR2q/zD/0srH/t0iu/8eZXCYsDX/1OZWiXAcyXPfTHN059OcejVBotzPslUKGiZ1YA//rdFKqWAeEKhXFzpB3xfks4ofPwzKbbsNPhP/7rIpTPrE4MAHKtMyW0ghMBzLexGCQhXV6rF8aavFMjAQ0qJ79sU5sKiAUKEbcp1rvXjgmSynULhIlcu/3A5quhame2F+dOUilfYvefXbjgP3UjT2/cwZn2BiYnXUVWDwaGnlsvKSxmwuHiOYvEye/b+vTU+iaC7+35y+SGujDyP1SiiKGoY1eS/93DobLaf7u77mZ4+RLk8hqYl2LDxGXp6H2Rs9KV1HaOjYxf1+hzTUweRMkDT4lhW6bb7ecUyfrVGYvcOnIlplFQC++rYLdNvhKqBhFi6BS2exlyaJGheB6HqYfUgGaCoOlIGGMkcRqqF6vxVwggnlVT7ALX5q01hLhywysADoaCoGjIIkIFHYFtI30XL5NdMA/XrVdREslmJ0w3DtzPZcNK4XBn05g3Wq1VxCgvMv/Q9/GYaGkIQeO77XpXyvSJth/qbR8n/4idD3xvLpvrim7gLK5XPpO+vfJeymUJyE3PRO8Gv1FDiBkoyTmCu7keNwV5yX3gGd2YBZ2oOEdMxNvSvek1g2cvCZBhV1zRBVZTQo+cmPj9C05B+EO4PYDthitzIezSBV1QQIjT7bk5GGifP480vETgeQlPD8222P+n772m1P92i09obJ/AlbX1x9Jiyrsp8N2PyyAKn/2oEGUgqsybP/osH6L2vnfJUjc3P9FGZqnHszy5gFmy0+DyxrMG2zwwxfnCOjm15WjdmePVfHWf6RDjJMhctHv+n++ja1crUkXAyE3gBndvz7P07m5k/W+DY1y7i1MPfSN8DnSRb45z85hUqU2Eq4MzJJYYe6ebsd6+iqApdu1o5/8MxLv54AgR4tk++f2UhKyyKEaorTnmJxtwEajyOZ1aAsNiKlkiT3rgdr14hM7wL3zbxLSssxtJo3iukDBeqgtA4/p0Vgq8FY9+scHDPQz3MnZpn5IWrBE6AGlfZ9xsr5ykDiV11cOsuir76t+RZPp5Vp1G08C2f2mwdu7zSl3qzdayihWd51GbrONWVdj7wRD+1mTqFiwUCN2Du+By7f20X+Q055k+uTCgvfvcylfHVc5PO3R2kOlOc+cY57LLN0sUCQ08P0n1fV7ivgMVzS2GaWjW8hz/wD+8j2Z6kPFbGXDDxHR9z3qQ2fXcm+ACB5TL5nRPUrizQ9tBGUsPtGC0pUMA3Xconp6hcnKN0fJLa1cX3xS8VoL5oceRrlwH42P95L9meJIoiUFTBhR9PUJtvLIv/W57ppTLb4MQ3R8j3p0LR6EwRKSHTnaR3bxuXXpxi/O15ZCDZ+kwfds3l0kvTdG7Ls/2T/eHxgMsvTTN7pshT/3QP7ZtztxWEgsAlCFwUoZI0Wmm4pdt8sqYauWwivdInJfUW2tPDqEJfc8+1MJ0SlxdeY4eaoCuzDcutMLr0Fl6w0k7rzhJFc4Lu7Hb6W/Zzaf4VXL+x6r2FUNEUg0B6+MEdjJFUBa09h/Q8/FINaYeBFmo2iYjHkLaDX6kvL1opqQRKOhEWmqg1CBoWWlue7Mfvp3FuFPvqDF6helOBKWj2HcDyItFyXu2qqDBxgwG1dK4bI0jZvIUJ7Kkp3Pl5Wj7xSfxK6EtUO7X+4jbvREklUVty+NXauk2wP9SCUL3kUCs4ZDpiaDGF9qEkU2cN+ndleeWrV5k+Xw3Hes0f5MLVOrVFm9lLNUaPNleJbnLvDXxJec4i02YQT2lku+Mksnd2OQJfcvG1RQ78Uj8nfjBL384ss5dqt4wOUgyV7M4eapfmqJyewjdXN7hEXytqXKd4dBRnqYZTqFM5O01u7wALL4bVw6zZCsXDV/FNh+qFWQLXR29N0Zgs4ptOc+Dj4tdXHzscoChkdvSgJgzUpIGeD53ejbYUqaE2Zp8/jTkWDgyv/zlKx8dvuEg/wF/j2HeLWFqjdTBN+6YM7ZuyyznjUrKcxxvP6ez7hSF6drYggzAvOt+fCv2AAN8JuPrmPLu/MEC+N4ln+wwdaOfya3N4dkCqVadtY4Zcb5Jnf3f38u9Z1RUcM/yhBq6DU1oku2k3APWpEbzays00cB0C14EgwHesNf1xvHqF6uj5G4yUA8ci3t6L1pVFT+dQYomVkuUiHNTUxi8SuDaNuXFk8ChaMkPg2iQ6+ylfOIpdCP2hahOXyG+/P7x2+Xbibd1YC9NkNu5oRgmpJDr7KZ07TKJrAM+sUJ+8HJqgTlwkt3Xf6pMWAr0tS2rfJtz5EtLziW/pQ2/N0rg4AULgFaoY/R1orVmsKzOkH9xG7e3za5Yf9qolZl/5Lo25STIbt2Pk2zGyrc1VeIn0fXy7gV2Yxy7MU716ntrIOXzbvPG8sjm8WgWvEqbA+A0Ta3YSt7hIrKObwPNoTI0R+D7pLTtxitetBDQnM36jjjk+QuC5JHoHUVNppO/TmBxFTabR0pk126WKRlxJIQmjpizWvkG3dahs2mbw6o/rnDl2rR9YEUs8D0oFn+FtBrm8Qq5VJZEUtLYrXFnziHefxXmfw683mJv2mZ3yGL3isG1PDFWtYpkBjbpk4xaDdFYhl1fJtSik0gqLcz59QxrtXSp/8LUql89d6yFWi8JBAJ//zzMMb9X5N/9DgSvnbyIGqUrYZlQl7KebaSe+Z6/y/wn82/c13hqpWtdw7CqFpQtrCh1S+nietaZXVTyWI5FoY2ryLSwrDIEuFkdIJjvesb/fLD29Gl1PkM0NUSyOUC5dve1nuFNyuSEC6TM/f6opcBUpFkdobd2Cpt1YwWMtypUJ2tt30NGxi1LpKrXaLME7BmJ+pYJ95eoqUSWo1ai+9BqJPbtI7t+Dt7iEffXmVRuNZJ5kWz+eVSPwPdJtg+jxDPWlCYSiksh14jsWnmsRS7VgVRcQQsFI5ki1DWBV5tGMJHo8nGAlct3EMmG0anXuColcN0Yyh+c2qM5cwqtXaUyNk9m+B7dSxC0toegxpO9hzUxQvXyWjic+QW7PAayZCfSWdmKdPSy9/lOCdQg65uhFMlt2ktm6m9rIeQgkaiqNW1zCsT4EZq+3QW3J4i0UKH7j+82qcf5q0ew2msW1RSbusFqWc3UCnnqQxL6d1A8dX3XPiG0bBlWj/L0XkZ5P8sDuGweyN1GVg4aFX6pg9HdjHj55w/l7iwWkaWIePoVfvs5O4D2muwd1k6BSw74yTuPkdZVspQwFhlIlFMDSKYJaHTWXQUklbn7A2xBPqTgNn6Vpi8CX+N57O//SRG1ZoKovNGiUbHJ9oXdd63COwtUKjVLYF3u2z+LFEts/M4ie1Mj1pRGKYPHKSsTT4uUyiibID6SXBaF4zuCR39kNEl797nHs6kr/0jacJdOb4qHf2rnsiaOoCrX5sD9PtsbQkxqFq82xl4TyZA27tnKMxuw41ya40vcpnz8WLhrIIByfWSZLR15BSomuSZxLS1RK4WICQUDx9CEAAsemcukUBAFuLRSTrqdnQCedVTl/wlqz2SRaYlQmqgTNLILGYgPfff9T3lPdKVo35Xngd/YD4SS0OlUjuO693ZqzyqB6+ZzbEqS6kuz7jT1hOxChj9T1YlRjqYFTC+/BnuVyzRj7/cY3HZYOjVI4Mt40nofwBMPflvSDNf2KdAN8LxxOaBp09evMTbk3FfJuRWXWxKq4eJbXjIaKgQiFosqMSdD8/amGQrY7yfjbC7gNj9p8g8APSLbG0AyFjY92UZ6qM3ViicCTCAEtg2kSrTHiudDCY/5iGSnBLFiUp+s4podVdTCSt+9jXd+ibM3SmhpiQ9tDaIqO45vL1cOq1uxyxS4pAyrWLL253bQlN9Cb203NXgQkCSNPd3YnqVgbgbwTkU1SakxyefE1dnR9gqHWB7HcCpOl48uv8AKb8cJhMvEOenK7MNQkC7UrOF4dkGhqjKTeQjrewUz5DPPVdTjGN4kN9ZB77gBKJol1aYLK84cw+jvIfvz+5fFl7Y1TWBcnUNIJ8p99FCUZh0Binr6CeeIKqQe2Et82iJJOEN/UT+XlozgT8zf5uGv3u2E6t0SJxwksCyWRQM1m33Gl1t5XaBpqKkXl9ddpXLncjMp+9wEX9sWRMBsiZhCY6xuTfKgFof1f6CXXGWfidBnX8lFUsezOb9f9UIx7x7W95e1RgKqFN454RuPxXxuitmhTnrMIvGCVgdp6mb1SxbN9Bnbn6N6a4ch3bp3vJxSBmjDw6vaaZQ8VQw0Nkq91dFISWC5qXFt20wscb1lIujYwu925C12l85kdtD4yTO3yPO61konNYyq6htBVvPfBnO1OCPt6yZkfTHHhp1OrQu+t5kBi68d72fXZAd786iVmThWQEj73/9i/6jgTx5bY/3c20L0jT6PskOlKMH44HKDI5vtcemWWk98ZW3XTdupes5O3mDv4YzJD28ls3EFu2/0UTr5B9eqN4ZU3+SQErn2DGKQl03Q8+ByKEQtToq45JV6/p+cuewZd82YQQgn/qSrBdXe24LqKNkILy9lqyTRKM3zRnL5KY34KGQTN1XBvWUENPPcG7wdnpkD10HmEruGeGQ2r27RmsMfm8JYqYURGzcQ8NYI7X0RvyyJtJ4wkuglevcrS0Vcpnz+GnsmjxpPLZXel7xO4YTi3Wy2vaeIog4DAaqClc5ijl/CtBmo8Hn6O5mfxzDqKbqBlchgtbXjlEtJ1w+fSWWJtneGqn+9fd70Fgd1A0TW0bB4tm1/T+0OgkFbzKCiYQRVX3lygiMUEqsaafjoQplv92u/kKRd9psc9VC00T383fc+7xfMk9jVPIAlWQ5JvEeiG4KEnE3zhKxlGLzkszvsY8WYTbZ5eIiUIAqhXbn6j6u7TqFUDYglBrkW5MUBDUUjs3oSaSWKeuIjW2Yre1Ur9zab3gKpcF5XAdVmRzRSiNYTHW+EH7rKvzp0gFBVFUfH968SpwF230bkQKqqq31KsunGf9bcDRTWaUVLXR2dZKEJBVbWmsen1xxM3hJPPTL9Nw1yktXULGzc+R60+x8T4qzjOymqvN7+IN39jmLW3uET1pdubaQuhkGjpQfouVnWxKdxYIAMSuS7imXb0RBaQ2LUC9aVJ3EYVI9VCumMDvmtjFiZxg4BYuh0Io4wEAi2WDMWmlh4Cz0Ejsfz9lI69iQw88vseDq+D71G7fBZrZoLGxAjFI2+Q2b6XzLbdYTTjsbeoX70ISKRjE1wzt7et5chB32qE3npL8yy+8VNyu+6n48lPIWWAV61SOvrGur67u4GSSqC25tE721DSSYzBXryFAl6hFApUuQxaR2tYSUzKcHuhFFbdkhKts42W//xz4SJPuYp56ATuzPoKUfiFEvg+6ScP4IxO4ZcqOKO3N011ZxZoHDlD5rnH0LvbcRcKKDEDv1TFL5RRYjqJfTtACJL7d8I6+0XZsDAPnyL7ySfIfuZp3LlF1EwKZ2wKZ3QK68JVEvt2kPvic1jnLwMCNZeh/tZxgkp1+VpqN1zLMko8htqaQ+toQ13etoRXKOMtlagfPkX6iQMo6STSstHaWrAuXsUZncS6OEry4f3kvvAM9sg4saE+1PT6xNq1CHxJ4MuVBen3yKqgr2tRTNf+D2QzgGAlguD6dMhrQpLyDuPhcNvKYY20zuSRBdo359j0dB8n/4/LyxNpKSXFqxVe/3ensCor99XADagtNEi1h+KZot1CgHhnFZkgQI9J9jyYQFVhZsLFiIXzhkRSYdcDcd54ocbspMeO+xLEE4LxKw4btsawLYmmhanSniuZn/YYGDYYOW/TMAOGtoQVEQc3GRQWPTp7dKbGHCxT4poeekpvXiOJkTaWFynfT5yKzeyxOU589dSyqHYtGmn5Et0kQ9etO9TnTd7+90dxqiv3OddcGbeGKZ6r97v2qeS1+/Q69CGhqMTSbbiNShhtL0QzI/hapN91q7/N/xVVR4+nsaor9594QoTehTYIQ6DroUl5ox6gGYL7HkkyPeYwM+GixwRGbCUKxoiF+0opcSyJEReoqqBhBqxVADeRN9DiCoqmoxoqdtXFSGph5sX1Tc4LMIs2ybYYiqZgpDRUXcGuu0gJIz+bQU9o7Pj0AKf+ehTfCagtWkyfLnDmu2PLFzXVHm/+xm9/Pa/H9U3GC4eJ6xlakgNk4934gQMIXL/BudnncZqRcJKA+eolWpKDtKU2sr37ORyvTiAlmmpQtwtcmPspWzo/fmcnASzWRriqHWRL58fY2PYIllthsR5G+AKUG9Ocm3me4fbHaU1toC29cdmvUBFhtKXtVpmSdxYZE9gupR+9BRLafuWTmIfPk350N+5CCfPYRZL3bSH92B7s8Tm0lgxaRwul77+OX6iGcyLfp/LKcYwNPVRfPoZ1YfyOPzuAu7hAYFnknnwKa3wco7cXLZdf177h4ocg88gjJHfvRrou9ugo9dOn7jjqWEkn0dpaUNJptM42rFPn8dZRPOFDKwgJAX07c5x7eZ7RI0U2PdQKgG16eHZAx8YUlXkLVVdwGz6+JwkCiWcHJHM6qh6mkrl2gJFQiac1cp0xUi1hJEYspdE+lOTod6fDwdG7VLx9RzJ2vMQDv9hHabpBYfLWg//AC7AXaqQ3daDEdQJn9RftVhoITaClY7iFOoqhEevMYi/WVlblbrGqda1KgFBXfx41adD+sa0UDl5l7vnTSD8gt3clHNurWfimQ2KgldKRm6z0BgEykCjq+7c6YNdclkZr5HoSVOes5Ygdoa7MKts2pKnMNhg7tIBZsMn3J0m1rzY0rS9ZTJ0ssuHhDuyay9z5MpWZUCV1LY/FKxVyPQnMok19KfyhvHNS7tXKFM+9TeXqGdr2PEbL7oeojp1fEQ2a5yNuGkp/4/cUa+sh2TPE1E+/iV2YI9bSSevuR96x103U58APfX9S2TBEPgjQM3mu3Z79Rh2vUad8+RSNufHr9guFE8+sEmvpQDFiBI6NlsysRCY1CeoW9tXVFeS8wmqDdqsaip5qPk1sUy/mmTGkc5sOS0q8egWvfvs81neixOIosTjEIDW8LSxjPzWGU1hshouDb9Ywxy6R23sAz6xTu3CKwHWwF2bJ7TmAb5n49Wo4sZOSoGHim2UCz8YcHyG35wBevYpXvdHfIa3kSSpZVKEjCSCQWKwdHl0pBzRMyeCwjqreKPA/+vEksbjgT/99iVIhYNM2nac+dWM1sfeTVFqhvUOjtOSgG9DeqbI076Nq8OznU4xdcfmz/1jGrAd86hfS7NgbW953ad5HUaB/g875086aXinlYsDv/8si9z8a55d/K0ep4HPl/IqIqbZkiG8bwp1dRNoe/lKZxNbBcFsujTHYHa6u10yURBxvqYSayyBiOkJTsS9PEtTWL7KAvFWXeVN8z8bzbOKJVqrVKUAQMzIoyvpCqX3fwXFqJJMdCKGuEm4gFJeEUFDVGK5bR1F0YkYO11vfao5lFWlt3YxupHCdOiBIxFvxfBvXbRD4Lmos20xTc9G0BLqxuq35vs3S0gVKpauk0z0MD3+CfMumG7yU3gthep+PqsdR9TggwkmBa6FoMVy7hmtVcRpV4plWVCOOYoX9kmfXUXUD1UigqBpaLIkezyCDANcODf6vXVc9kaE0eXb5fb1ahcLBV1GMgwhFCcWdZiSn9Dwq509Qv3oxTNkOAnyrsdy3l08fCY/tOiy99RJIidA0Fl75YdiHBAHm2GWsmUkUPWwPgecS2NcNuoRATacJGo3lAZ3QdaTvoyaT+Ka5XJpWqCo0IzpBhv5FQoRl5cu1sPrXqqpEAmOoj+SDexGGgV+tk3r4Pty5RWqvvo10HBJ7t2MMDyBdDyWZIP2xh7AvjOBMzpK8byeNY2dw55YQqkJ8x2YyzzxC8Zs/wiuUca5ed//wfOyrE/jllb7br1Sp/Pg1kvftJLFnG9b5K+sShAgCqq8cxFssENs6THzLhrC8/PwS9qVRlEyS9I7tuLUq9TePog/0LvsVuePT+KWVe1FQM7GvjKO64CFonL6A9DwSu7eidbQRmA3skXFAIjyb6g9fIvXQXuLbhpG+v1Ky/hbXsv76EYyhXlIP7gFFw6+Z5J57iMaVacw3j6BIj9orB/HLVWKbh8J21jARvoueNlCEi/nia6Qevg9lxzD2hRGkZa0qS38nmBUPs+qFdgqqfM+iUOvG7LLtQrorSaIlRmm8BhIWLhTp2tlKsjVOfaGBFlPp3NFC4WoZt+5RHKsS+JL2bXkm3w5X0ju2tSA9SWli5XuqL1oc/uNz9O5rZ+/f2UxtrsHIK1MEvmTxUpkNj/cgFCiNV5fFf0UJz8ksWLimR/vmHBOH5kBCri9FLHXrPrh/o0H3gI5jS6qVgPseSTJ6yWb8skNh3mduykMI6BnUOfaGSfeATktHONHv6NYYuWAzvCNGV59OpeyzYZvB6bcbYZU1QiP8hz6Wolr2mW4Ol+dPLbD1C5vpuq8Tc8Gk7+EetOTKFEvRBHpSR42pKJqCntQJPEmwxsLwnTB1aIYdX95ObkOO8mgZNaaiGipW6fYTwMVzS9gVm94D3Uy8EfYxsXyM8vj62meYRiZp3dKKW3PxvQCrcOPii1BUUm2DxNKtOPUiqh5H0QyEomJVF9FjSXzPRdVjyMBDUQ181w4XSIRYFoRiccHHv5DBiCmUCz7JtCCTV/E9yVsv1VFVweOfTHH1vM4bP6nR3q2x/9Ek3/nTEp4reewTabJ5haU5j8mrLvseSSAUwehFmxNv3Xjfzfam2PpcP8mWGJWZOuXJOpnOGyP8ZAAjP5tl95eG2PnZQbI9SRavVChP1pcNqadPFXj4N7ex4ZEuRn42y8hrM+z8/BDBZwMCH6qzJpWZOxnXXPf+SBZrV3CkSXfHTmJuWOLdC2xq1iK2aiJ0ddniw3JDY+eO9BbyyT50I4HjmFQasyzWLmN5NbLxbhSh3hAx7PoNlupXw0WQYPXiqJQ+c/YF1EWdfKKPbKKbsjW97CckCSiYE9Snv0drcpBcspeYluaacFW3lyiZE1TtO/POcecL+BUT2bCRjovWlsMY6gbA6O9E6CruXBGhCNzZAvblCXKfehhncp762+dusLu46XX2POzRUfzadQtmpSL25GS4uG2alF5+idTuPcSHh7EnJii//jO8QqF5nvMIY2U8HTg29tgYgWWR2rsP36zTuHgR6Xuo6QzpAwfwKmWskdtXb111nrYDioJfKi+PI9bDh1YQkhImTpbY9WwXQ/vyGAkV3w0wSy6nfjzHrmc72fZEO1bV481vjFOZs/GcgJG3C+x6touBPTmOfGeKpXGTRtXlmd/ehFVzcRphDrdV81gcNXni14eoFxxcOyAIJO1DSfZ+qpvhB1rp3Jgm1WJw4oczDB9oZduT7XRvzfDMbw9z/tUFxo6VCHzJzIUqj/3KIGdfnLtt9THp+pSPj9H6yDC9v7if8okJ1LhO4PiUT05QH1mgMVGk90v7WXrjMoneFjLbuxn70zfCsO7b4Nds3JJJ68PD+A2XwPOpXZwFP8Cr2iR6c6SGO0gOtZHc0IbTjBRySw1KR8dof3IrQcPFmi1jtKaoXZqjMRmm33l1B6dQp+XhYby60zz23B2FXQtFkO9LEs/qpNpiSCnp2ZXHqrhUZhtYVZdT3xvnqd/ZwaO/tZXZcyWMhErLYJrT35ugMFZj4XKFTU90sf3ZXupFm01PdKHFVodVug2fsUMLPPlfbQcJR74xgtUMM3ZNn3M/nuLZ393DY/9gGxNHFlFjKm0b0lz4yTRzF8romRbSg1txq6VwMpNMN/0JVj6rUy2iGDGym/dgLc7g1as45ZsblgHNqKGAeHsPiqaT3bQbNba+6jyBY1Mbv0hu6314ZhXpumSGti9vtwvzNGbGaNv7KKXzMQLPxci1U5+6glOcpz55hdzmvbTte4LG/CSZoW2o8Xe/WumXalRfe+8VJW6H0dqOV6tQPn6QxOAmYh3d1EcurK4GJiXW7BgiVsev2xgdCSCJNXcRKSVqKoaailE5fSYMN6YB8QqJDe349iL18VncUh1Fv7FLdGSDojfHte8+4Oa/w3Ix4K2XTT73yxkapmTsikMqrWCakjd+alIp+mSyCjv2xfAcyYNPJkilrl9hDat8tbSptLQpBD5s3KJTrQQszvvoOrR3aXR2h6lmvQMag8MahcWAWmV9A8uWNpXPfyXNsbcsBjbq9A3p/PCbNXwvPP/eQY3te2KkMwqPfjy5Siidm/I4+bbFL/1GlkRKYWHWI5dXmJnyOXEovOl7rmRpwedb/3uVfKvKr/1Onv/4PxeYmw6vm7Qd/HIVd2YxNMz11HClUQhiWwYIGjaxjb2ghhNld2YRNZdu5l776J0t2HckCK1NWGEr26xEFiMebyGZ7MBxanheA8sqUq1M0NvzYBhbo2i0tYVm8OH+CkYsi6bFUVWDeDwf7u/W8VwT37dZXDjL0IZnGBx6ilptBlXRkRKWls5TNxcQQqWv72FK5VHS6W6SyXbKlXAyrqoGhpEhkWxHUXWSyQ6CwMO2KwSBS7FwmY6OXWzc+AkKhYvEjBz5lk1MTx3E921qtRk6u/bQ1b0f2y7T2rIVVVkRgBVFo6f3QTy3geuaxBMtCEVbla53V5ABZmGaZEsPqh7HMUt4dmjw2ryQJHKdBJ5NdX6UWKoFRdNxzRKLV94OvYcAoWjUFkZDE/nyHIHv4tn1cBIe+DhmhUS+G7tWWPYmkp6Lf7NcgSDAb6xO/VRTaWQQoKaSCFXDN02UZBLpuqEvSbWK1tYGQbBsIhnYNkoshnCcsAxtIgGKEooyW7ZijVwJhYZaDS2fx5mdwejpwx4fI7AtlHgcLd+Cms4gAGdxAbW1DSUWx11axJuYxxmZxOjoQgY+SiyGX68RFE2qP/gZfr0WmuurKl6lTNAIJza1Vw/Bq4du+NiJvdtRkgnqB4/jl2ugCEQiTmLvdoSqYJ+/gn1+JYFVNiwq33vxHd8pWGcuvStDZmnZmEdOYx45fcO22ssHUdURVFQU2aBxcpSUkkQXOYKXL6IASSWLgoqctvCn3yav5Fmigue5WKcvYp2+MdUgvaEFr+ZgLFzButDAKTXQUwaJvIEaT+IV5nBeeZnA9VFjKiBQdZVki4bSWCI4/DqN2Sp6Nk6qN4syV0XTAjIb2ymdm0cvTVH7m3O4FZtUfw5dEWTu78Ot2tQm5hDnjuBMh0ax1pUr6HENfagFoSoomoJbtdDSMfyGi1uz0TNxFE1gTlfD6kpN5kcbzI/enZRECXTuaOX+X99GddZkwxM9ODWXmZOhZcDln04y+HAXD/79HcycWCQ3kKb/gU6O/tkFrIrD3NkCs6eWOPAb25c9fbZ8YoDZ0wXmz60Ye0tf4jV8Lr80RboryYHf3E51zmTuTIGpowtsfrafA7+5gysvTuI0PLI9KeoLDS79ZILqTJ3pE4ts/eQgvhuE6f8Pd6Elbp1GU6v4aKqgZvkEvqS46KE2y90bcUFXn878jEujHlCvBpQWfTZtF8xOeRgxgVkLI0jq1YB0VuHSaZu+IZ2BjQbn2y0Kiz5tXRqzky6NRng/mHxjko4dbez/B/uwSjaViQp2yUZKUAyF4ec20PtQL62bWxAKxDIHmDsxz+UfjuA1wu9YBhLf9dccU0tfhmlg79g29eYU6e40O768DQirxy5dLFIeK+P7cuWYa1CdCs2st35xC32P9IaL6KbL8f90Arfmhu95/dvJMHrrWhRZfc5k6uA02760hQ0fH2L+5Dynv3b2hvcRQkEzQs8WI5lDqDqiWcQglmpBqBpaXEH6HoGvoOgxhKKG96LrPm/PoM7wjhhXz9sMbtYpF3yOv2mSyan0DRmcOGhy8aTF0TcazE97mLWALbviXMs8zbWoXDhpcf6ExQNPJOnbYDB51WFwk3GDIDR/rsjP/v0ZUu1x3IbHxNsLBL6kMFbj3PMTN3iBzZ8vcRro3JZn/nyJiaMLeLbPyM9msasOlWmTo39xhXhORwiYOV3AcwI6t+VASuqLFo2SzZnvji1Hy115eQaruj57DklANZhH7U/RmCgQ2C5q0iBQfBLbO1AWY0jXJ7A9vGoDkdVZ0ieYq1wk1ddFY2IJNW9AViOT62XGvID0A9R4goSSDDNapMSXAZfF6ygJHdGjk1Q7CBwPr26hxHT0fJLxiSPM50bwHAt9Yw4KKm6hvnymtldlpnKGmcp6My5ujRI3wiAITUVoKoHl4Jdq1I9ewDx2aSXSvJkRUf7JYfTOFjJP3Uf26fsp/OWLK6kjt/DbCUyTwg++f91FlzQuXaJxaeU+aI+OYo+Orrl/7ejqoiN+pULx+R+BohAfHqZ6+DDmmfC+qKZSpHbuQkne+YKxdD2k7aB1tiN0bd1VQD+0ghDAse/PcPngEkiw6x5SNn173lhk5kIFI6nhOQH1peYPRsLFny0yc6GKqgnK8zau5fPS74+QzOk4lo8MoFF28dyAV756lVSLjmsFBF8fp1FxURTB8R/OcOon4WqEa/k4DZ/xkyUWrtYRyhhBIDGLLkEgEUroPTM/UmfuSm1d2kjt0jyjf/ga7U9uoedz+/Atl+KhEZDgVSwmvvYWnc/tpOtTu/FNh4mvHaR8cjI8n0J9WaABkF6AOba07Onj1W2mv3OMzk/soueL92GOLlK7NIdnOkx/+yidn9xFz+f30pgsMv3Xx1FjzSYgJXMvnMWr2+TvGyT/wBBe1aJ+dUXg8M3w2F2fbB57bJH65fk183hvhp5Quf+XN5LtSqAa4Q/vkd/cQnmmweGvX6Ey02D04Dy+7bPt2V52fqofz/Epjtexm0aEV16bI9UaY/BAO67lM3F0kcUrFazK6oH/3PkSM2dCQWn8yNKqgJ2Z00V+8i9Psv0Tfez4VB++KynPmMuikZQBRq6N9MCWsARitcT8yTdWlUF3SosUTr1Jemgbye5BypdOLgtCbq2Coq2OvgGwFqYpnH6LdP9mZO8w5tw4hVNvLackvHM/GfjYhTkC10IGPuWLx1FUjezGnXiNOsVzh0l09oU3Utdm4chL5LbsI7flvtCAsV6mPhF2VvbSLAuHXyS3ZS9Grp3axEUk4K/hf/RhwlmaJ94zQOvDTxN4LrULN04kANSEgRI3MDqyaLkUXqVBYDlhGOpMEUVTlwcy8f5WkGB0ZBFCEHg+sc4c1kzxhuMaIkmr1o0tG9SDEhklhxlUb3jdNX78nRqVUsBDTyXYeZ9Bw5S8/tNQwHj5hyaZnMLHP5uiWg546+UGZl0uiznJlOBzfyfNpm0G6awKUvIb/02eyVGXP/n/lujp1/nlv58l16JQrQTsfyTO1l0xfvZTkxe/d2vjQYDCos/z36kxOerxxHNJdF3w9d8vc+yghWNLvvVnFb74lQyf/qU0i3M+P/pWjd0PxJrVxMB14et/UGZ2ymPfg3F0A4pLATNT4YpJvRpw6ayDY4ef6Rt/WOYr/2WOBx5L8MJ3a7hOGN7r1xr41fCaqJkUaiqxnNONHyAtByWbwpsvoHe34UzOI61mP38H6XWuW8OsLwA33hBjsQyDg0+h6Uk8zyKXGySd6mKpcJG52WP4vsP4+Gv09D5IR+duLKvI7OxR0ukepAzQ9TSDA082K5vZZLIDJJMdFItXmJk5HF7vwkWk9Glv30k63Y3vu5SKI4DEtkqMj71CR+duujr3Uq3NhPs1jR4z2X56ex5EUXVsu0xX1z7a2rczNfkm1eoUjlNlZOQFurvvp6tzH77vMDnxOoVCOCEulkaYmjpINjuAlH2Uy+N4XqMZTRT2cUIotLVtQygKrmsxNfkGpdKdrUatB8+uUZm9uXjgmiuRefZ16QHedV5inlVbtQ3Ao4ZqJPAcE0XVca0qwXso+a5mswhNQ8vlkVIiKuVQqFFVgkYDFVATCdzFReIbhlF0DbdQQE2l8GvV5oTJQYknsKcm8auV0P+svQMlnkCJxxHaIkJVQ0HJDkPF1XQaxTDw6zVi3T2hqIRYTo9VggCvWMTo6cXo6MBZXETRmibajkPg2KipNIHjLAtCN8MrlJCBJP30I2GaVi5NbHiQxtEzy8bI9xKFMHS+Re2iSpG02oLSjIJtBHWSag4NHR8XT7qsmQvzDrS4jqprpIdasAsN8ts7IZDouTj1iRJSShLtKRoLNVr39BDYPr7j4ZkuTqmBoqkkOtOk+vKocQ235hCToBoaua0dJLsySC/ArdgohoqRiS8bjeZ3dGLk4iiGil0wUWMaWlKnNlGi48AAeiZGfaKEkYvjVKymgOJi5OJYS41VgtDdwndDP6Cpowt0726lc0c/jZLFsa9dXC4ZvzRS4ZV/dZxtnx5k87P92FWXt796jrE3Z5CBxLN8Dv/xObZ9apCBh7sAGHtzlgs/Gl+uMGYuWSxdKRP4AYEbcPa7V4lldDY+0cPixRJmweL1f3uCLZ8YZPDRbhRVYBYs5s8Vw7ScAI5//RJO3WPgoS4aBYvzPxzDLNqrvIjeycKMx0vfD8tQu45kYsRFCHBsyes/rmFbAY4lOfyaiWUGTF51qBR9/OZY1nUkl89aeG6YomSZAYoqmBpzqZYDUhmFmTGX2Ql3uflZRZvD//EYiZY4MgCrZGGkdBoli8ANmDo0w+K5pVXn6dTd5dLzAFNvTbNwegGnduNnG399ktljc6vSuSBM7zr3f5zn6k9H0WIqgS9xKvZyReSZt2dYulDAu0kFsOlDMxQuFdBTzahM06VRDMeEp7++Wtwpj1d4/X96a7nCWeAFnPvmBUZfHEPRlDXPGyDwXarzI9flKK5YYlwLc0vke1BUDbdRxamXkNJvikYr9+5aJaCw4DM97nLlvM3gsIHjyNAvSLkW4Cno7NUoLXnk21RyrSotHRr1mkPgh8U8AMpFn8KCx/gVh4WZG69NabK+pplzbb5BbX7tPnb+fIn586VVz82dXRlTLo1Ubvv6sYMrvjUzp28s335rwmsZ686BBD2fRPoBXs0iuaGD6tkpjM5sWKE6nwRVoV6dRugqWi6JEgszUtSYHo6VFYFvOnglE/PqAvH+VhRdxWjPhKnGDYf6pTn0fIJYbx57rozRmkYoSjim7soS72ulMa5dJwjdfYzedlL3b0VJJvCrJs7MEubxSyT3bQmviqLgLZawR2fQOlqIDXUTWHazkmh4DOl6uLMFErs2IATY43MEtQ/IDzAIcGamSe3Zi5rJIBSB0d2D3zCxJ95d+pqaz6JkUmEV0HUGbYi1zDA/aIQQ9/4k3gVGQmXnM50M3pdn8nSZ49+bIbgDcSQiIuLuocR11HQcNWEgDI2g4YSrBlLi1Wy0XAJrsgB+QKw7j5pNoGgqgevhmzbp7X0svXjmhs6zS99A1S8gELTr/QgEo/baolTEOlAU9L4O/EKFwHaIbehB72nHujCGdFximweQjktgWgR1C609hzuz1BSCRFhJovDuUi4iIm6Fmkqj5vJcS9sSmtaclPhh6LUXlln36zX0to4wukbVQIbl6fV8C9b4KGoqjVetosRj4Adh6pjjoCQSeKUSWi6PVyrgV6sIXcfo7gknPp6H0PRmlSMPoWkosRhBw8Qrl9FaWsPS5vE40vMIbJvYwBDmuTOo2SzStvHKpVt/SCHQezqJbduImkoSWBbO6BT26OQdl7V/P4iLNIaIh+m5CFShEkgfXRhowlgW431cVDQUVKpB8ZaRm4muNPG2FFJKzJkqyZ5MWCW1uSrs1h30lIFnuqgJHaQks7GV6tUCdqmBkY0vR/Mouopve7h1h1hLArtoosV1zJkKnhkKOam+XBiVEUgUvSkExTUUXW2KKS72kkl6IB96W8a0ZgSIT2ogz9KxKWKtSeyCiVP+cC/YfBTp6tPQDcHk1fdeLTKiiRCoWpgqdit27I/T2auxMO1h25KleY9EQkHVYPKqy6YdMboHNC6etOno1RjcbDA96nLuuMXGbQbz0x6lJR/dEOx6IE42rzJ6yWH88r0Xw98rQldJbuxA+sFK+nEgUTSFoNkfBa4fRg45XjMIwUTLJQkaYURRWFU49AoTgN+wCbwAt1BHb02hpmIIAYHjI4MAZ6GK0FSSg200pookBlpxC3XUdAzfdFATBs5C5X3zp9V729E68mitWZRknPrh83hzBYSmEt+5gdjGHqTtYp66gjsVRpsn929Ba8ngFSqYxy/hl0OxSs2nST2wHSURo3bwDN5C6X0557VQ4nESW7eitbUjAK9YpDFyBb/y7sa68V1b0dpaCFwX6/SF0Dsw5IiU8sBa+0SC0HtAUQWtAwk0Q2Fp3MS13v+KAhEREXcfJRlD0VS8yo2pSIZIEEgPD5eEksYQCcr+neU4R0RE/HyjpFJhCqR9l1PuboGIxRCaRlB//1ZfPywoqKiouLz/EzehKujZGE7xg60Yp+fi4Ae4tb/9k9OIiIiIiHuDiMdQUqEliF+uhiWOQyJBKCIiIiIiIiIiIiIiIiIiIuIjxk0FofevXFRERERERERERERERERERERExIeSD4updA24cK9PIuJvDe3Arct5RUSERG0l4k6I2kvEeonaSsSdELWXiPUStZWIOyFqLxHrZehmGz4sgtCFm4UwRUS8EyHE4ai9RKyHqK1E3AlRe4lYL1FbibgTovYSsV6ithJxJ0TtJeJuEKWMRURERERERERERERERERERHzEiAShiIiIiIiIiIiIiIiIiIiIiI8YHxZB6Pfv9QlE/K0iai8R6yVqKxF3QtReItZL1FYi7oSovUSsl6itRNwJUXuJeM98KMrOR0RERERERERERERERERERER8cHxYIoQiIiIiIiIiIiIiIiIiIiIiIj4g7rkgJIT4tBDighDishDin9/r84m4twghBoQQLwkhzgohzggh/mnz+VYhxAtCiEvN/1uazwshxL9ttp+TQoj77+0niPigEUKoQohjQojvNR9vFEIcbLaJbwghjObzsebjy83tG+7piUd84Agh8kKIbwohzgshzgkhHo36loibIYT4Z8370GkhxNeFEPGof4kAEEL8kRBiXghx+rrn7rgvEUL8RvP1l4QQv3EvPkvE+89N2su/bN6LTgohvi2EyF+37fea7eWCEOJT1z0fzZl+zlmrrVy37XeFEFII0d58HPUtEXeFeyoICSFU4N8DnwF2An9XCLHzXp5TxD3HA35XSrkTeAT4R8028c+Bn0optwA/bT6GsO1saf77beA/fPCnHHGP+afAuese/0/A/yKl3AwUgd9qPv9bQLH5/P/SfF3ER4t/A/xISrkd2EfYbqK+JeIGhBB9wD8BDkgpdwMq8BWi/iUi5I+BT7/juTvqS4QQrcB/DzwMPAT899dEpIifO/6YG9vLC8BuKeVe4CLwewDNMe9XgF3Nff635sJXNGf6aPDH3NhWEEIMAJ8Exq97OupbIu4K9zpC6CHgspRyRErpAH8BfOken1PEPURKOSOlPNr8u0o4YesjbBd/0nzZnwC/0Pz7S8CfypC3gLwQoueDPeuIe4UQoh/4HPAHzccCeAb4ZvMl72wr19rQN4Fnm6+P+AgghMgBTwF/CCCldKSUJaK+JeLmaEBCCKEBSWCGqH+JAKSUrwKFdzx9p33Jp4AXpJQFKWWRUCC4YSIY8beftdqLlPLHUkqv+fAtoL/595eAv5BS2lLKq8BlwvlSNGf6CHCTvgXChYb/K3C9+W/Ut0TcFe61INQHTFz3eLL5XEQEzZD7/cBBoEtKOdPcNAt0Nf+O2tBHm/+V8AYZNB+3AaXrBlnXt4flttLcXm6+PuKjwUZgAfiqCFMM/0AIkSLqWyLWQEo5BfwrwtXYGcL+4ghR/xJxc+60L4n6mIhr/H3gh82/o/YSsQohxJeAKSnliXdsitpKxF3hXgtCERFrIoRIA38F/J+klJXrt8mwNF5UHu8jjhDi88C8lPLIvT6XiL8VaMD9wH+QUu4H6qykdABR3xKxQjO8/kuEQmIvkCJaYY1YJ1FfErFehBD/N0K7hD+/1+cS8eFDCJEE/gXw393rc4n4+eVeC0JTwMB1j/ubz0V8hBFC6IRi0J9LKb/VfHruWrpG8//55vNRG/ro8jjwRSHEKGHo9DOEHjH5ZooHrG4Py22luT0HLH2QJxxxT5kEJqWUB5uPv0koEEV9S8RaPAdclVIuSCld4FuEfU7Uv0TcjDvtS6I+5iOOEOI3gc8Dv9oUESFqLxGr2US4MHGiOd7tB44KIbqJ2krEXeJeC0JvA1uaVTsMQhO1797jc4q4hzQ9F/4QOCel/NfXbfoucM0l/zeAv77u+b/XdNp/BChfF7Id8XOMlPL3pJT9UsoNhH3Hi1LKXwVeAr7cfNk728q1NvTl5uujFdyPCFLKWWBCCLGt+dSzwFmiviVibcaBR4QQyeZ96Vp7ifqXiJtxp33J88AnhRAtzYi0Tzafi/gIIIT4NGHK+xellOZ1m74LfEWElQs3EhoGHyKaM30kkVKeklJ2Sik3NMe7k8D9zTFN1LdE3BW027/k/UNK6Qkh/jFhI1WBP5JSnrmX5xRxz3kc+HXglBDiePO5fwH8f4C/FEL8FjAG/HJz2w+AzxKa7pnAf/GBnm3Eh5H/FvgLIcT/EzhG00S4+f//LoS4TGjY95V7dH4R947/Bvjz5mB6hLC/UIj6loh3IKU8KIT4JnCUMJ3jGPD7wPeJ+pePPEKIrwNPA+1CiEnCij53NE6RUhaEEP8j4UQf4H+QUq5lJhvxt5ybtJffA2LAC03/+beklL8jpTwjhPhLQgHaA/6RlNJvHieaM/2cs1ZbkVL+4U1eHvUtEXcFES1gRURERERERERERERERERERHy0uNcpYxERERERERERERERERERERERHzCRIBQRERERERERERERERERERHxESMShCIiIiIiIiIiIiIiIiIiIiI+YkSCUERERERERERERERERERERMRHjEgQioiIiIiIiIiIiIiIiIiIiPiIEQlCERERERERERERERERERERER8xIkEoIiIiIiIiIiIiIiIiIiIi4iNGJAhFREREREREREREREREREREfMT4/wNkJpOE+qzcpQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# word cloud of negative sentiments\n", "plt.figure(figsize = (20,20)) \n", @@ -523,7 +1209,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "4a0cab57", "metadata": { "papermill": { @@ -535,7 +1221,29 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 1\n", + "1 2\n", + "2 1\n", + "3 0\n", + "4 0\n", + " ..\n", + "14635 2\n", + "14636 0\n", + "14637 1\n", + "14638 0\n", + "14639 1\n", + "Name: airline_sentiment, Length: 14640, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# convert Sentiments to 0,1,2\n", "def convert_sentiment(sentiment):\n", @@ -561,7 +1269,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "bcc4b8b7", "metadata": { "papermill": { @@ -573,7 +1281,29 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 said\n", + "1 plus added commercials experience tacky\n", + "2 today must mean need take another trip\n", + "3 bad flight really aggressive blast obnoxious e...\n", + "4 ca tell really big bad thing\n", + " ... \n", + "14635 thank got different flight chicago\n", + "14636 customer service issue leaving minutes late fl...\n", + "14637 please bring american airlines blackberry\n", + "14638 customer service issue money change flight ans...\n", + "14639 ppl need know many seats next flight plz put u...\n", + "Name: final_text, Length: 14640, dtype: object" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Remove stop words\n", "def remove_stopwords(text):\n", @@ -688,7 +1418,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "3d98b5dd", "metadata": { "papermill": { @@ -716,7 +1446,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "abd9fe6e", "metadata": { "papermill": { @@ -728,7 +1458,19 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<14640x10989 sparse matrix of type ''\n", + "\twith 140653 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tfidf = TfidfVectorizer()\n", "X_final = tfidf.fit_transform(X)\n", @@ -754,7 +1496,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "074603b0", "metadata": { "papermill": { @@ -782,7 +1524,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "cc981371", "metadata": { "papermill": { @@ -822,7 +1564,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "a5864054", "metadata": { "papermill": { @@ -834,7 +1576,18 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestClassifier()" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rf = RandomForestClassifier()\n", "rf.fit(X_train,y_train)" @@ -842,7 +1595,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "c9ed28e7", "metadata": { "papermill": { @@ -861,7 +1614,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "2165c266", "metadata": { "papermill": { @@ -873,7 +1626,18 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9567822771018704" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "accuracy_score(rf_prediction,y_test)" ] @@ -897,7 +1661,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "12107597", "metadata": { "papermill": { @@ -909,7 +1673,38 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report:\n", + "----------------------\n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.99 0.99 1819\n", + " 1 0.94 0.94 0.94 1826\n", + " 2 0.96 0.94 0.95 1862\n", + "\n", + " accuracy 0.96 5507\n", + " macro avg 0.96 0.96 0.96 5507\n", + "weighted avg 0.96 0.96 0.96 5507\n", + "\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdwAAAGICAYAAADrvFEUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAA5p0lEQVR4nO3dd5wV1fnH8c8XUEEUEDEKWLBg7KLYK1iwxB67iSUq1hg1/oxEjRg1mqixxESDJaLGKHZjBRtWoqgEwYoKCkFBEFH6rs/vj5nFy7Ls3t27d/bu3e+b17x27rkzc57ZCzz3nDkzRxGBmZmZFVerpg7AzMysJXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMOOFaJiRtK2mIpP9Jmi9pmqRhko6R1LqI9e4r6R1JcyWFpE6NeOw+6TH7NNYxS4WkHpIGSlqrnvuEpGOLGJpZs+WEa0Un6UzgFaAz8BtgN+AXwIfAjcA+Raq3DfBPYBLQD9gW+LYRq3grPeZbjXjMUtEDuAjIO+ECk0l+H48XIyCz5q5NUwdg5U3STsCfgRsi4oxqbz8i6c9A+yJV3x1YHhgSES829sEjYiYworGP29xIErBURMzDvw+zJXIL14rtN8B04Nya3oyIjyNidNVrSVtJekbSd5JmSXpW0la5+0i6XdJESZtJeknSbEkfSTo5Z5uBwPj05a1pV+cL6XvjJd1ePZZ0m4E5r9eV9JCkKWmX9GeS7ktbzjV2KStxlqQP0q7zyZJukNShhroulXSGpE8lfStpuKQN6/qF5pz/FpJelTQnre8n6ftnp+c4U9Ijklaqtv/pkl6TNF3SDEkjqvatOi/g+fTlsDTWheeZHvsuSb+Q9D4wH/hJ9S5lSaukv7uHqtV/YrpdUXo2zEqVE64VTXptti8wNCLm5rH9JsBwYAXgWOBooAMwXNKm1TbvANwN3AXsD7wB3Cipb/r+LcAh6fqlJF2dp9bzFB4naSWfAuwBnAfMo/Z/N5eRtOiHAfsCf0rP5XFJ1ff7GfAT4FfAccDqJK3+fHqeOgB3kJzngcAU4AFJV5P8zk8DzkzX/1pt3x788Ps5DBgJPCZpz/T9t9L9Ac4g+d1V7zrvC5wNXAzsCYymmoj4Ij2vA6q+DElaH7gW+EtEPJbHeZqVj4jw4qUoC7AyEMDleW5/PzAD6JRT1oGkhfxgTtnt6XH75pQtA0wDBuWUrZNud2y1esYDt9dQfwAD0/Uu6ev9aom3T7pNn/R1Z5KEfHu17X5W/Vjp649IumKryg5Oy7er4/dUdf475ZRtkpZ9ALTOKf8zsCC3rNqxWpFcWhoKPFLDue1Wwz7jgdnAKtXKeyzh931duv3mwH/TZZmm/vvpxUvWi1u4Vkp2Ah6LiBlVBZFcJ30U2LnatrMj4vmc7eaRDMJavZFimQZ8AlyRdoH2zGOfbYClSVrdue4BKlj8HIZFxIKc1++kP/M5h1mx6HXp99Ofz0REZbXyNkDXqgJJvSU9JunLNK4FwO7Aj/Oot8qISFqw+TiX5LN5FegJHJF+XmYtihOuFdM0YA6wRp7bdyYZ6VrdFyTdzLm+rmG7eUDbvKOrRUQESRIaCVwOfCjpE0mn1LJb5/TnIucQERUkv4vO1bafXu11VRLK5xxmVKtjfrpa/fdSVd4WQNJqwLNpLL8EtgO2BJ7Ks94qNX1ONUqT670kvRBDI+LdetRjVjaccK1o0kTzArC7pGXy2GU6sEoN5atQc4JtqLkkLdGFJK1YfaOI+CQijgZWAjYDngP+JmmvJRy3KoEucg7pNdkVWTzBNoU9gY7AoRExJCJGRMRIYNl6HifveT3TgWAXknx52V/S/vWsy6wsOOFasV1Bkmz+VNObktZMB0tBMmBqb0nL57y/PMngoxcaMaYJwEbVyn5S04aQtHYjYhTJICFq2LfKCJIW5eHVyg8j6dZ9ob6BFkFVYl3YlS1pXWD7attVtbbbFVKZpLbAv0i6trcHHiQZNd6tkOOaNUe+D9eKKiJelHQ28GdJG5AM+PmMpIt4V+AE4EiSUa6XkDwE41lJfyRpRf2GJEn8vhHDuge4TdI1wGPApiQjiRdKvwRcR9IVOg5onW5TQdLSXUxETE9HCQ+QNAt4AlifZJT0y5TGAyGeITmHO9JYu5KMNP6MRb+Af5hu9wtJ00kS8AcRUd8Hh1wJrA1sHhHzJZ1IMmjqDkm7p133Zi2CW7hWdBFxLbADyXXHq0gS1u0kyegk4N/pdqNJRsfOBAYDdwLfATtHxH8bMaTBJE9ROiitew+SW2tyfUGShM4mGbT1L6AbsE9EvFnLsc9P99mLJJmfR3L7zk8i4vtGPIcGiYixwFEk19UfJRnQdB7wYrXtpgGnk3wZGU5y21Xv+tSV3md7OvCriPggPe50klHbfVnCvdlm5Ur+gmlmZlZ8buGamZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaaxX247TY73UOpy9TXb9zQ1CGYWT21bYOKdexC/7+f8/YNRYutUM0i4ZqZWQux2CyW5cMJ18zMSodKtoFaMCdcMzMrHWXcwi3fMzMzMyshbuGamVnpcJeymZlZBtylbGZmlgGpsKXOw+s2SVMkjckpu1fSqHQZL2lUWt5D0pyc927K2ae3pHckjZN0vVR35W7hmplZS3I7cAPJtJkARMRhVevpPNHf5Gz/cUT0quE4NwInAv8hmft6T+DJ2ip2C9fMzEqHWhW21CEiXgSm11h10ko9lGT+6yWHKHUFOkTEiEjmuL0DOKCuup1wzcysdBTYpSypv6SROUv/etS+I/BlRHyUU7ampLclDZe0Y1rWHZiYs83EtKxW7lI2M7PSUeCgqYgYBAxq4O5HsGjrdjKwekRMk9QbeFjShg2NzQnXzMxKRxPdFiSpDXAQ0LuqLCLmAfPS9TclfQysC0wCVs3ZfdW0rFbuUjYzM4PdgPcjYmFXsaSVJLVO19cCegKfRMRkYKakbdLrvkcDj9RVgROumZmVjiIPmpL0L+A14MeSJko6Pn3rcBYfLLUTMDq9Teh+4OSIqBpwdSpwCzAO+Jg6RiiDu5TNzKyUFLlLOSKOWEL5sTWUPQA8sITtRwIb1aduJ1wzMysdZfykKSdcMzMrHWWccMv3zMzMzEqIW7hmZlY6Wnm2IDMzs+Ir4y5lJ1wzMysdZTwfbvl+lTAzMyshbuGamVnpcJeymZlZBsq4S9kJ18zMSodbuGZmZhko4xZu+X6VMDMzKyFu4ZqZWelwl7KZmVkGyrhL2QnXzMxKh1u4ZmZmGSjjFm75fpUwMzMrIW7hmplZ6XCXcuOQtAbQMyKekdQOaBMR32YZg5mZlbAyTriZnZmkE4H7gb+nRasCD2dVv5mZNQNSYUsJy/KrxGnA9sBMgIj4CPhRhvWbmZk1mSy7lOdFxHyl30AktQEiw/rNzKzUlXGXcpYJd7ik3wLtJO0OnAr8O8P6zcys1JV4t3AhsvwqcR4wFXgHOAl4Arggw/rNzKzUqVVhSwnLsoV7AHBHRNycYZ1mZtacuIXbKPYFPpR0p6R90mu4ZmZmLUJmCTcijgPWAe4DjgA+lnRLVvWbmVnpk1TQUsoybWVGxAJJT5KMTm5H0s18QpYxmJlZ6Sr1pFmILB98sZek24GPgJ8CtwCrZFW/mZk1AypwKWFZtnCPBu4FToqIeRnWa2Zm1uQyS7gRcURWdZmZWfNUzl3KRU+4kl6OiB0kfcuiT5YSEBHRodgxmJlZ8+CEW4CI2CH9uXyx6zIzs+atnBNuloOm7synzMzMWi7fFtQ4Nsx9kT74oneG9TeZmy46ir122oip079li0P+AMAm63bnL+cfzjLLLEVF5fec+Yd7GTl2AgBXn3swe2y/IbPnzqf/RXcy6v2JAFx6xv7suWPya7zi5qe4f+hbTXNCVi/jP/2Ec3991sLXEyd+zqmnn8HPjj626YKyRjFv3jyOO/ooFsyfT0VlJbv324NTTz+jqcOyEpXFNdwBQNWkBTOrioH5wKBi118K7vz3CG66dzi3XHL0wrLLzjyAywY9ydBX3mWPHTbgsjMPYI8Tr2OPHTZg7dVXYqP9L2arjXtw/W8PZ6ejr2LPHTak1/qrsfXhV7DMUm0YesuvePqVd/l21twmPDPLR48112LIg48AUFlZye59d2KX3XZv4qisMSy99NLccttglm3fngULFnDsz49khx13YpNNezV1aM1XaTdSC1L0LuWIuDy9fntlRHRIl+UjYsWIGFDs+kvBK299zPRvZi9SFgEd2rcFoONy7Zg89RsA9tl5E+5+7HUAXn9nPB2Xb8cqXTqw/lqr8PJb46is/J7Zc+fzzkeT6Lfd+tmeiBXsPyNeY7XVVqNbt+5NHYo1Akks2749ABUVFVRUVJT1s4CzUOwuZUm3SZoiaUxO2UBJkySNSpe9c94bIGmcpA8k7ZFTvmdaNk7SefmcW5a3BQ2QtALQE2ibU/5iVjGUkv+76n7+/dfTuPysA2nVSvQ99moAuv2oExO/+HrhdpO+nEG3H3Vi9IeTOP+kvbjuzmdZtu3S7LzFurz/yRdNFb410FNPPs6ee+/T1GFYI6qsrOSIQw7is88+47AjjmSTTTZt6pCatQyuw94O3ADcUa38moi4qlosGwCHk1wS7QY8I2nd9O2/ArsDE4E3JD0aEe/WVnGWg6ZOAF4EngYuTn8OrGX7/pJGShpZ8dXYbILMUP9DduTcqx+k514Xcu5VD3DjRUfVuv2zI97nqZff5fnbf83gy4/jP6M/pbLy+4yitcawYP58hj//HP322LOpQ7FG1Lp1a4Y8+AhDnxvOmHdG89FHHzZ1SM1asVu4aSNvep7h7A/cExHzIuJTYBywVbqMi4hPImI+cE+6ba2ynC3oV8CWwISI6AtsBsxY0sYRMSgitoiILdp02XBJmzVbR+2zNQ8/OwqAB4a9zRYbrgHA/6bMYNVVVli4XfeVO/G/KTMA+NOtT7PN4Vewzyk3IImPPpuSddhWgJdffpH1NtiQFbt0aepQrAg6dOjAllttzasvv9TUobRouY21dOmf566nSxqddjlX/SfcHfg8Z5uJadmSymuVZcKdGxFzASQtExHvAz/OsP6SMnnqN+zYuycAfbZal3GfTQXg8eHvcOQ+WwGw1cY9mPndHL74aiatWonOHZNrRRv17MZGPbvxzGvvN03w1iBPPvE4e+39k6YOwxrR9OnTmTkzGQs6d+5cRrz2Kj3WXKuJo2reCm3h5jbW0iWfwbk3AmsDvYDJwNXFOLcsbwuaKKkT8DAwTNLXwIQM628ygy8/lh1796RLp+UY99QlXHLTE5x2yd1c+X8H06ZNK+bNq+D0S/8FwFMvj2WPHTZk7KMXMXvuAk4aeBcAS7VpzTO3nQnAt9/N5RfnD3aXcjMye/ZsRrz6Khde9PumDsUa0VdTp3DBb8/j++8r+f77oN8ee7Jzn75NHVbz1gRjziLiy4XVSzcDj6UvJwGr5Wy6alpGLeVLpIioa5tGJ2lnoCPwVNr/Xat2m52efZCWia/fuKGpQzCzemrbpnhpscux9xT0//1Xtx9eZ2ySegCPRcRG6euuETE5XT8L2DoiDpe0IXA3yTXbbsCzJAN/BXwI7EqSaN8AjoyIWgccZdbCldQ55+U76U8nUjMzy4ykfwF9gC6SJgIXAX0k9SLJSeOBkwAiYqykIcC7QAVwWkRUpsc5nWTwb2vgtrqSLWTbpfwWSRP8a5JvB52ALyR9CZwYEW9mGIuZmZWgYt8WtISZ626tZfvLgMtqKH8CeKI+dWc5aGoYsHdEdImIFYG9SPrJTwX+lmEcZmZWosr5WcpZJtxtIuLpqhcRMRTYNiJGAMtkGIeZmZUqFbiUsCy7lCdL+g3JDcIAhwFfSmoNeLitmZmVfCu1EFm2cI8kGTr9MPAQyfXcI0kuOB+aYRxmZmaZy/JZyl8Bv5TUPiJmVXt7XFZxmJlZ6XILtxFI2k7Su8B76etNJXmwlJmZLeRBU43jGmAPYBpARPwX2CnD+s3MrMSVc8LNctAUEfF5tV9IZZb1m5lZiSvtnFmQLBPu55K2A0LSUiSzB72XYf1mZmZNJsuEezJwHckURpOAocBpGdZvZmYlrtS7hQuR9Sjl2mdZNzOzFs0JtwCSflfL2xERlxQ7BjMzax6ccAtT/Z5bgPbA8cCKgBOumZmVvaIn3Ii4umpd0vIkg6WOI3nE49VL2s/MzFqg8m3gZnMNN50L92ySa7iDgc0j4uss6jYzs+bDXcoFkHQlcBAwCNg4Ir4rdp1mZtY8OeEW5tfAPOAC4PycX6ZIBk11yCAGMzNrBpxwCxARWT4+0szMrCRl+mhHMzOz2riFa2ZmloXyzbdOuGZmVjrcwjUzM8tAOSdcD2gyMzPLgFu4ZmZWMsq4geuEa2ZmpaOcu5SdcM3MrGSUcb71NVwzM7MsuIVrZmYlw13KZmZmGSjjfOuEa2ZmpaNVq/LNuE64ZmZWMsq5hetBU2ZmZhlwC9fMzEqGB02ZmZlloIzzrROumZmVDrdwzczMMlDOCdeDpszMrMWQdJukKZLG5JRdKel9SaMlPSSpU1reQ9IcSaPS5aacfXpLekfSOEnXK49vCk64ZmZWMqTCljzcDuxZrWwYsFFEbAJ8CAzIee/jiOiVLifnlN8InAj0TJfqx1yME66ZmZUMSQUtdYmIF4Hp1cqGRkRF+nIEsGodMXYFOkTEiIgI4A7ggLrqdsI1M7OSkUELty6/AJ7Meb2mpLclDZe0Y1rWHZiYs83EtKxWHjRlZmZlQ1J/oH9O0aCIGJTnvucDFcA/06LJwOoRMU1Sb+BhSRs2NDYnXDMzKxmFjlJOk2teCbZavccC+wC7pt3ERMQ8YF66/qakj4F1gUks2u28alpWK3cpm5lZyWiKLmVJewLnAvtFxOyc8pUktU7X1yIZHPVJREwGZkraJh2dfDTwSF31uIVrZmYlo9j34Ur6F9AH6CJpInARyajkZYBhaf0j0hHJOwG/l7QA+B44OSKqBlydSjLiuR3JNd/c6741csI1M7OSUeznXkTEETUU37qEbR8AHljCeyOBjepTt7uUzczMMuAWrpmZlYxyfrRjs0i4X/3nL00dghXJCrsMbOIIrFgmP31hU4dgRdK2TeuiHbuM823zSLhmZtYyuIVrZmaWgTLOtx40ZWZmlgW3cM3MrGS4S9nMzCwDZZxvnXDNzKx0lHML19dwzczMMuAWrpmZlYxybuE64ZqZWcko43zrhGtmZqXDLVwzM7MMlHG+XXLClbRLPgeIiOcaLxwzM7PyVFsLt8b5AasJYK1GisXMzFq4FtmlHBFrZhmImZlZGefb/K/hSloK2AboFhH3SmoPEBGzihWcmZm1LK3KOOPm9eALSRsDHwI380NX887AbUWKy8zMWiCpsKWU5fukqRuB30XEesCCtGw4sENRojIzMysz+XYpbwjcla4HJF3JktoVJSozM2uRynnQVL4t3PFA79wCSVsB4xo7IDMza7laqbCllOXbwr0QeFzSTcDSkgYAJwMnFi0yMzNrcVp8CzciHgP2BFYiuXa7BnBQRAwtYmxmZmZlI+/bgiLibeDUIsZiZmYtXBk3cPO+LWhpSb+X9JGkWenPSyS1LXaAZmbWcqjAP6Us3xbujcCPgTOACSRdyr8FugO/KE5oZmbW0pT6wKdC5JtwDwDWjogZ6et3Jf2HZJSyE66ZmTWKFj9oCvgCWLZaWTtgcuOGY2ZmVp7ynZ7vTuApSX8BJgKrAacBdxQ3PDMza0nKuIFb7+n5flvt9UnAHxsvHDMza8nKefICT89nZmYlo4zzbd7XcM3MzKwAeY1SltQBGEgyJV8X+OFmp4hYvSiRmZlZi+NRyvA3YHPg90Bn4JfAZ8A1RYrLzMxaoHKeDzff+3D7AetHxDRJlRHxiKSRwL9x0jUzs0ZSzoOm8m3htgK+Sde/k9SR5B7cdYoSlZmZtUgqcKnz+NJtkqZIGpNT1lnSsPSxxcMkrZCWS9L1ksZJGi1p85x9jkm3/0jSMfmcW74J978k128BXiLpYr4R+DDP/c3MzErB7SSz3+U6D3g2InoCz6avAfYCeqZLf5K8h6TOwEXA1sBWwEVVSbo2+SbcE0kmoQf4FTAH6AQcnef+ZmZmdZJU0FKXiHgRmF6teH9gcLo+mORxxlXld0RiBNBJUldgD2BYREyPiK+BYSyexBeT1zXciPgkZ30KcEI++5mZmdVHE01esHJEVD2q+Atg5XS9O/B5znYT07Illdeqtkc75jUpQUTcls92ZmZmdSn0tiBJ/Um6f6sMiohB+e4fESEpCgpiCWpr4f48j/0DqDXhpn3dSz5ARPWmvZmZtVCFDlJOk2veCTb1paSuETE57TKekpZPIpk7oMqqadkkoE+18hfqqqS2Rzv2rWfAS/ImSWKu6dcYwFqNVI+ZmVlDPAocA1yR/nwkp/x0SfeQDJD6Jk3KTwN/yBko1Q8YUFcl+d6H22B+JrOZmeWr2E+akvQvktZpF0kTSUYbXwEMkXQ8MAE4NN38CWBvkrnfZwPHQdIzK+kS4I10u9/n01tb9ISbK/020BNoW1WWjhgzMzMr+qCpiDhiCW/tWsO2QTIVbU3HuY06LqlWl1nClXQCyS1FqwKjgG2A14BdatnNzMxaED9LuXH8CtgSmJBeH94MmJFh/WZmZk2mttuC8hrMlHuPbh3mRsTc9ObkZSLifUk/znNfMzNrAcq3fVt7l/I4fhhdnHtPUvXXrfOsa6KkTsDDwDBJX5NcnDYzMwPKe/KC2m4LWtjdLOk4YDeSOXEnAGsAvyN55mReIuLAdHWgpOeBjsBT9Q/ZzMzKVRnn27wHTV0C9IyIOenrjySdRDJ5we117SypNTA2ItYDiIjhDYjVzMzKnAdNJdv1qFa2Bnl2J0dEJfCBpNXzD83MzKx85NvCvQZ4TtI/SB7YvBpwLPWbfH4FYKyk14FZVYURsV89jlFW5s2bxwnH/oz58+dTWVnJrrv345TTzuDi353Pu2PHEBGs0aMHF196Ocsu276pw7Ua3PSb/dlru3WZ+vUstjj2bwDcOfBgeq7WBYBOy7Vlxndz2eb4m+jcoR13//5Qeq/XnbueGsVZ1z6x2PHuu/wI1uy6wsJjWemZMP5Tzj/37IWvJ02aSP9TfknvLbfij5ddzJzZs+narTsX/+FPLLfcck0YafNUxg3cvGcLulLSO8AhJLfzTAZ+ERH1uQZ7YQPiK2tLL700f7/1dpZdtj0LFizg+GOOYvsdduLX5w5Y+A/16j9dzr13/5PjTuhfx9GsKdz51Chueuh1bvntgQvLfj7w/oXrV5zWj2++mwfA3PkV/P7W59lgzR+x4Vo/WuxY+++0PrNmzy9+0FaQNXqsyV1DHgKgsrKSffr1oc8uuzLgnLM44+z/Y/MttuTRhx/grsG3cfJpZzRxtM1POQ+ayvs+3Ih4KiKOj4i9IqK+yRZg74gYnruQPDKrxZK0sOVaUVFBRUUFkhYm24hg3rx5ZX1No7l75b8TmD5zzhLf/2nfDRny7DsAzJ67gFff+Yy58ysW2659u6U549BtueIOP3itOXnjPyNYddXV6dqtO599Np7Nem8BwNbbbMfzzw5t4uiaJ6mwpZTllXAlLSPpMkmfSPomLesn6fR61LV7DWV71WP/slRZWcnhBx/Abjtvz9bbbMfGm2wKwEUXDGD3Pjsw/tNPOOzInzVxlNYQ22+6Bl9On8XHE+ueEOui4/ty3b2vMnveggwis8Yy7Okn6LdX0m5Ya611ePH55MaNZ4c9zZQvvmjK0JqtYk9A35TybeFeA2wEHMUP9+COBU6pa0dJp6Td0etJGp2zfAq805Cgy0nr1q255/6HeeqZFxg7ZjTjPvoQgIsvvZynn3uRNddam6FPLX6tz0rfobtuxH3P1v1XfJN1VmHN7p159KX3M4jKGsuCBfN5afjz7LL7HgBccPGl3D/kHo4+4mBmz5pFm6WWauIIrdTkm3APBI6MiNeA7wEiYhJ5zHAP3A3sSzLd0b45S++IOGpJO0nqL2mkpJG33VLfqQ2bn+U7dGCLLbfm1VdeWljWunVr+u25N88+466p5qZ161bsv9P63P/c2Dq33XrDVen94268f++ZPHfDL+i52oo8fd2xxQ/SCvLqyy/x4/U2YMUVkwFyPdZci7/cdAt3/Ot++u31E1Zd1TdlNESrApdSlu8o5fnVt5W0EjCtrh0j4hvgG0m/qfbWcpKWi4jPlrDfwkmEZ82PqGmb5u7r6dNp06YNy3fowNy5cxkx4lWOOe54PvtsAquvvgYRwYsvPMeaa3rK4OZml95r8eFnXzFp6sw6t735kZHc/MhIAFZfpRMPXnEke/zq9iJHaIUa+tQT9Nvzh2Eo06dPo3PnFfn++++57eabOPCQQ2vZ25ak1LuFC5Fvwr0PGCzpLABJXYFrgXvqUdfj/PCoyLbAmsAHwIb1OEZZmTp1KhddcB6VlZVEBLv325Mdd+rD8cccxazvviOAddf9MQMuHNjUodoSDP7dT9lxsx506bgs4+4/m0v+8TyDH3+bQ3bdiCHPjFls+/fvPZPl2y/D0m1as+8O67HPr+/k/QlTmyByK8ScObN5fcSrDLhg4MKyoU8+wf333g1A3113Z9/9D2qi6Jq3Yk/P15QUeTQeJS0N/BE4EViWZCLem4HzImJegyqWNgdOjYgT6tq2XFu4Bl12u7ipQ7Aimfy07wQsV53atS5aWjzzkfcL+v/+2v3XK9mUne99uPOBs4Cz0q7kryKfTF37Md+StHUhxzAzs/JSzi3cvBKupOkR0RkgIqbmlE+JiMXv4K/5GGfnvGwFbA78rx6xmplZmfM1XFhsfLukpch/aj6A5XPWK0iu6T5Qj/3NzKzMtdgWrqSXSAY6tZVU/RE4qwKv5ltRRFycHnPZiJhd30DNzKz8lXEDt84W7i0ko4q3BG7NKQ/gS+C5fCuStG16jOWA1SVtCpwUEafWK2IzM7NmqNaEGxGDASSNiIhCH4NzLbAH8Gh67P9K2qnAY5qZWRnx5AVwqqTtcgskbSfp2vpUFhGfVyuqrM/+ZmZW3sr5SVP5xncEMLJa2ZvAkfWo6/M0aYekpSSdA7xXj/3NzKzMlfNsQfmOUg4WT86tayirzcnAdSTPX54EDAVOq8f+ZmZW5sq5SznfhPsScKmkcyPie0mtgIFpeV4i4iuS2YbMzMxanHwT7q+Ax4DJkiYAqwOTSWb9qZWk39XydkTEJXnGYGZmZa6MG7h5P9pxYvrs461J7r/9HHg9Ir7PY/dZNZS1B44HVgSccM3MDGjBD77IlSbX1+pbQURcXbUuaXmS1vJxJDMNXb2k/czMrOVpkddwJb0XEeun65+TDJxaTETUOcuypM7A2STXcAcDm0fE1w2K2MzMrBmqrYV7Ys76zxpagaQrgYNIJpPfOCK+a+ixzMysvJVxA3fJCTciXs5ZH15AHb8G5gEXAOfnzASh5NDRoYBjm5lZGWmR13Al/T6fA0REbaOQiYhSf/iHmZmVCFG+Gbe2LuXVctbbAj8F3gCqbgvaCk+vZ2ZmjahFtnAj4riqdUn3AEdExAM5ZQcBhxQ3PDMzs/KQ721Be7H4U6IeBf7RuOGYmVlLVs4t3Hyvr45j8ecenwJ83LjhmJlZSyapoCWP4/9Y0qicZaakMyUNlDQpp3zvnH0GSBon6QNJezT03PJt4Z4APCTpXJKJB7oDFSS3+5iZmTWKYrdwI+IDoBeApNYkOe0hkgcyXRMRV+VuL2kD4HBgQ6Ab8IykdSOi3tPL5vtox7cl9QS2SSucDLwWEQvqW6GZmdmSZHwf7q7AxxExoZbW8f7APRExD/hU0jiSQcP1fvJig27ZiYgXgaUltW/I/mZmZiXgcOBfOa9PlzRa0m2SVkjLupPMH1BlYlpWb3klXEkbAx8CNwO3psU7A7c1pFIzM7OatJIKWiT1lzQyZ+lfUz2Slgb2A+5Li24E1ibpbp5MEZ71n+813BuB30XEnZKqnoE8nCQBm5mZNYpCr+FGxCCSRwnXZS/grYj4Mt3vy6o3JN1MMiUtJNd4c59LsWpaVm/5dilvCNyVrkca3CygXUMqNTMzq4lU2FIPR5DTnSypa857BwJj0vVHgcMlLSNpTaAn8HpDzi3fFu54oDcwMie4rUhuFzIzM2s20vFHuwMn5RT/SVIvkkbl+Kr3ImKspCHAuyR355zWkBHKkH/CvRB4XNJNJIOlBgAns+iMQmZmZgVplcGzlNMe2hWrlf28lu0vAy4rtN68upQj4jFgT2Alkmu3awAHRcTQQgMwMzOrkmGXcubqbOGmNwZ/CGwQEacWPyQzM2upyvnRjnUm3IiolFRJMmPQvOKHZGZmLVWrUm+mFiDfa7jXAkMk/YHkpt+oeiMiPilCXGZmZmUl34R7Q/pz92rlAbRuvHDMzKwlK+MGbt7PUm7QIyDNzMzqo8V2KUtaFrgA2Ah4C7g8fYCzmZlZoyvjfFtnC/evwBbAk8DBJPct/bLYQZmZWctUzt2pdZ3bnkC/iDiX5LmT+xQ/JDMzs/JTVwu3fURMBoiIzyV1zCAmMzNroWqZl7bZqyvhtpHUFxY+a6v6ayLiuWIFZ2ZmLUv5ptu6E+4UFp3zdlq11wGs1dhBmZlZy9RiRylHRI+M4jAzMytr+T74wszMrOjKt33rhGtmZiWkjHuUnXDNzKx0tORRymZmZplpyQ++MDMzs0bgFq6ZmZUMdymbmZlloHzTrROumZmVELdwm1jrVuX7AbR0E5+8oKlDsCLpusv5TR2CFcmc165o6hCapWaRcM3MrGUo55G8TrhmZlYy3KVsZmaWgfJNt064ZmZWQsq4gVvW3eVmZmYlwy1cMzMrGa3KuFPZCdfMzEpGOXcpO+GamVnJkFu4ZmZmxVfOLVwPmjIzM8uAW7hmZlYyPGjKzMwsA+XcpeyEa2ZmJaOcE66v4ZqZmWXALVwzMysZ5XxbkFu4ZmZWMlqpsCUfksZLekfSKEkj07LOkoZJ+ij9uUJaLknXSxonabSkzRt8bg3d0czMrLGpwD/10DciekXEFunr84BnI6In8Gz6GmAvoGe69AdubOi5OeGamVnJkApbCrA/MDhdHwwckFN+RyRGAJ0kdW1IBU64ZmZWNiT1lzQyZ+lfw2YBDJX0Zs77K0fE5HT9C2DldL078HnOvhPTsnrzoCkzMysZhQ6aiohBwKA6NtshIiZJ+hEwTNL71Y4RkqKgQGrghGtmZiUj34FPhYiISenPKZIeArYCvpTUNSImp13GU9LNJwGr5ey+alpWb+5SNjOzklHsQVOS2ktavmod6AeMAR4Fjkk3OwZ4JF1/FDg6Ha28DfBNTtdzvbiFa2ZmJSODJ02tDDykpKI2wN0R8ZSkN4Ahko4HJgCHpts/AewNjANmA8c1tGInXDMzazEi4hNg0xrKpwG71lAewGmNUbcTrpmZlYzyfc6UE66ZmZWQVmU8e4ETrpmZlYzyTbcepWxmZpYJt3DNzKx0lHET1wnXzMxKRjlPz+eEa2ZmJaOMx0w54ZqZWeko43zrQVNmZmZZcAvXzMxKRxk3cZ1wzcysZHjQlJmZWQY8aMrMzCwDZZxvsxs0JWldSc9KGpO+3kTSBVnVb2Zm1pSyHKV8MzAAWAAQEaOBwzOs38zMSp0KXEpYll3Ky0bE61q0g74iw/rNzKzEedBU4/hK0tpAAEg6GJicYf1mZlbiPGiqcZwGDALWkzQJ+BQ4KsP6zczMmkyWCXdCROwmqT3QKiK+zbBuMzNrBsq4gZvpoKlPJQ0CtgG+y7BeMzNrLsp40FSWCXc94BmSruVPJd0gaYcM6zczsxKnAv+UsswSbkTMjoghEXEQsBnQARieVf1mZlb6pMKWUpbpbEGSdpb0N+BNoC1waJb1m5mZNZXMBk1JGg+8DQwB/i8iZmVVt5mZNQ8l3kgtSJajlDeJiJkZ1mdmZs1NGWfcoidcSedGxJ+AyyRF9fcj4oxix1DKfnfBAF4c/gKdO6/Ig488BsA3M2Zw7jln8b9Jk+jWvTtXXn0tHTp2bOJIrS6XDbyAV14azgqdO/PP+x4BYOY3M7jwvHOY/L9JdO3WnUv+eDUdOiSf5VsjX+e6q66goqKCjp1W4G+3DG7K8K2am84/mL22W4+pX3/HFj+7FoA7LzmCnquvBECn5dsx49s5bHPM9Qv3WW3ljrx199lcduszXHv3SwB0XK4tNw74KRusvTIRcPJl9/OfMZ9lfj7NRakPfCpEFtdw30t/jiS5dlt9adH2P+Agbvz7LYuU3XbLILbaelv+/eRQttp6W269ZVATRWf1sfe+B3DNDX9fpOzOf9xC7622ZsgjT9J7q6258x/JZ/3ttzO56vJL+OM1N/DP+x/l0j/9uSlCtlrc+fib7H/WbYuU/fzCf7HNMdezzTHX8/DzY3hk+NhF3v/jGfswdMQHi5Rddda+DB3xIb0O/zNb/fw63h8/peixN2ceNFWAiPh3ujo7IgbnLsDsYtdf6npvseVirdfnn3+W/Q44AID9DjiA5597pgkis/rarPcWi32WLw1/nr33OQCAvfc5gJdeeA6AoU8+zs677MYqXbsB0LnzipnGanV7ZdSnTJ85Z4nv/3TXjRkydNTC1/vutAHjJ0/n3U9+SKgd2i/DDr3W5PZ/vwHAgopKvvlubtFittKW5SjlAXmWtXjTp01jpZV+BECXLisxfdq0Jo7IGmr6tGl0WSnpglyxS5eFn+XnE8bz7cyZnHbisRx35CE8+dgjTRmm1dP2vdbky+nf8fHE5PNs325pfv2znbns1mcX2a5Ht858NWMWgy44hNcGn8HfBvyUZdsu1RQhNxtl/NyL4idcSXtJ+gvQXdL1Ocvt1DJbkKT+kkZKGnnrzS23S1XNoZ/E8iKJqtmyKisr+eC9d7nq+r9xzV8H8Y+bb+KzCeObNkDL26G7b8p9w/678PUFJ+zGX+59mVlz5i+yXZvWrei1bjdufnAE2x5zPbPnzOeco/tkHG0zU8YZN4tRyv8juX67H4tes/0WOGtJO0XEIJLJDphbwWKDrcpZ5xVXZOrUKay00o+YOnUKnTt3buqQrIE6r7giX02dSpeVVuKrqVNZIf0sV1p5ZTp27ES7dsvSrt2y9Np8C8Z9+AGrr9GjaQO2OrVu3Yr9+2zI9sf+ZWHZlhusxoF9N+ay0/am43Jt+T6CufMreOi5d5g0dSZvvPs5AA89/w6//nmfJoq8eSjnQVNFT7gR8V/gv5L+GRGe/zYPffruwqMPP8zxJ/bn0Ycfpm/fXZs6JGugHXbqyxOPPczRx53IE489zI479wVgp5134eo/XkZFRQUVCxYwdsxoDjvq6CaO1vKxy5br8OGEqUya+sNdjrud8sNgufOP341Zc+Zx0/2vATDxyxn0XL0LH332FX22WIf3x3+ZecxWGrK4LWhIRBwKvF3ttiABERGbFDuGUvabc85m5BuvM2PG1+y+y06cctov+cUJ/fm/s8/k4Qfvp2u3blx59bVNHabl4XcDzuHtN99gxowZ7L/nLpxw8mn8/LgTuOA3Z/PYww+yStduXPrHqwHosdbabLPdDhx92IGoVSv2O+CnrL1OzyY+A8s1+OLD2XHztejSqT3jHhnAJbcMY/C/R3LIbpsyJKc7uS5n//lR/jHwcJZeqjXjJ02n/2X3FzHq5q+cr6Apori9tZK6RsRkSWvU9H5ETKjrGC2tS7klmTXPnR7latXdLmjqEKxI5rx2RdHS4odfzC7o//t1V1m2ZFN2FrcFTU5XvwI+TxPsMsCmJNd3zczMEmU8aCrL24JeBNpK6g4MBX4O3J5h/WZmVuI8PV/jUETMBg4C/hYRhwAbZli/mZm1cJJWk/S8pHcljZX0q7R8oKRJkkaly945+wyQNE7SB5L2aGjdWU5eIEnbAkcBx6dlrTOs38zMSlwGg6YqgF9HxFuSlgfelDQsfe+aiLhq0Xi0AXA4SQOxG/CMpHUjorK+FWfZwj2T5MlSD0XEWElrAc9nWL+ZmZW4Yl/CjYjJEfFWuv4tyfP+u9eyy/7APRExLyI+BcYBW9X/zDJMuBExPCL2A/4qabmI+KSlzxRkZmbVFJhxc59SmC79l1iV1APYDPhPWnS6pNGSbpO0QlrWHfg8Z7eJ1J6glyizhCtpY0lvA2OBdyW9KcnXcM3MbKFCB01FxKCI2CJnqfHZwJKWAx4Azkznar8RWBvoBUwGrm7sc8uyS/nvwNkRsUZErA78Grg5w/rNzMyQtBRJsv1nRDwIEBFfRkRlRHxPkpuquo0nAavl7L5qWlZvWSbc9hGx8JptRLwAtM+wfjMzK3HFng9XyQwitwLvRcSfc8q75mx2IDAmXX8UOFzSMpLWBHoCrzfk3LIcpfyJpAuBO9PXPwM+ybB+MzMrcRncSbs9yXMg3pE0Ki37LXCEpF5AAOOBkwDSQb5DgHdJRjif1pARypBtwv0FcDHwIMkJvZSWmZmZJYqccSPi5SXU8kQt+1wGXFZo3VlMXtAWOBlYB3iH5P6nBcWu18zMrJRk0cIdDCwgadHuBaxPck+umZnZIkr98YyFyCLhbhARGwNIupUGXmw2M7PyV87T82WRcBd2H0dEhcr5t2lmZgUp5wyRRcLdVNLMdF1Au/R11QT0HTKIwczMmoFybpMVPeFGhCcoMDOzFi/L24LMzMzqUL5NXCdcMzMrGe5SNjMzy0AZ51snXDMzKx3l3MLNcvICMzOzFsstXDMzKxl+0pSZmVkWyjffOuGamVnpKON862u4ZmZmWXAL18zMSkY5j1J2wjUzs5LhQVNmZmZZKN9864RrZmalo4zzrQdNmZmZZcEtXDMzKxkeNGVmZpYBD5oyMzPLQDm3cH0N18zMLANOuGZmZhlwl7KZmZWMcu5SdsI1M7OS4UFTZmZmGSjnFq6v4ZqZmWXALVwzMysZZdzAdcI1M7MSUsYZ1wnXzMxKhgdNmZmZZcCDpszMzKwgbuGamVnJKOMGrhOumZmVkDLOuE64ZmZWMsp50JSv4ZqZmWXALVwzMysZ5TxKWRHR1DFYNZL6R8Sgpo7DGp8/2/Llz9bq4i7l0tS/qQOwovFnW7782VqtnHDNzMwy4IRrZmaWASfc0uTrQOXLn2358mdrtfKgKTMzswy4hWtmZpYBJ9wCSApJV+e8PkfSwCLU89tqr19t7Dqsdo35WUvqJOnUBu47XlKXhuxrNZNUKWmUpDGS7pO0bD337ybp/nS9l6S9c97bT9J5jR2zNU9OuIWZBxyUwX+AiyTciNiuyPXZ4hrzs+4E1JhwJflhNNmbExG9ImIjYD5wcn12joj/RcTB6ctewN457z0aEVc0WqTWrDnhFqaCZKDEWdXfkLSSpAckvZEu2+eUD5M0VtItkiZU/Scu6WFJb6bv9U/LrgDapd/A/5mWfZf+vEfST3LqvF3SwZJaS7oyrXe0pJOK/psofw35rAdKOidnuzGSegBXAGunn+mVkvpIeknSo8C76baL/V2wTLwErCOpc/oZjJY0QtImAJJ2Tj+3UZLelrS8pB7pZ7s08HvgsPT9wyQdK+kGSR3Tf+ut0uO0l/S5pKUkrS3pqfTzfknSek14/lZMEeGlgQvwHdABGA90BM4BBqbv3Q3skK6vDryXrt8ADEjX9wQC6JK+7pz+bAeMAVasqqd6venPA4HB6frSwOfpvv2BC9LyZYCRwJpN/ftqzksDP+uBwDk5xxgD9EiXMTnlfYBZuZ9RLX8Xxlf9ffHSeJ9t+rMN8AhwCvAX4KK0fBdgVLr+b2D7dH25dJ+FnydwLHBDzrEXvk6P3TddPwy4JV1/FuiZrm8NPNfUvxMvxVncfVWgiJgp6Q7gDGBOzlu7ARvohweDdpC0HLADSaIkIp6S9HXOPmdIOjBdXw3oCUyrpfongeskLUOSvF+MiDmS+gGbSKrq5uqYHuvThp6nNeizro/XIyL386nv3wVruHaSRqXrLwG3Av8BfgoQEc9JWlFSB+AV4M9pb9ODETFR+T/8916SRPs8cDjwt/TvyXbAfTnHWabwU7JS5ITbOK4F3gL+kVPWCtgmIubmbrikf5yS+pD8x71tRMyW9ALQtrZKI2Juut0eJP+Q76k6HPDLiHi6fqdhebiW/D/rCha9bFPb5zkrZ78+1PPvghVkTkT0yi1Y0r/TiLhC0uMk12lfkbQHMLfGjRf3KPAHSZ2B3sBzQHtgRvX6rTz5Gm4jiIjpwBDg+JziocAvq15I6pWuvgIcmpb1A1ZIyzsCX6f/wa4HbJNzrAWSllpC9fcCxwE7Ak+lZU8Dp1TtI2ldSe0bdnaWq56f9Xhg87Rsc2DNtPxbYPlaqqnt74Jl4yXgKFj4BeirtIdj7Yh4JyL+CLwBVL/eusTPNiK+S/e5DngsIiojYibwqaRD0rokadNinJA1PSfcxnM1kDuC9Qxgi3TQxbv8MPLxYqCfpDHAIcAXJP9InwLaSHqPZFDNiJxjDQJGVw2aqmYosDPwTETMT8tuIRl881Zaz99xb0ZjyvezfgDoLGkscDrwIUBETCNpHY2RdGUNx6/t74JlYyDQW9Joks/gmLT8zPRzGw0sILmsk+t5kssLoyQdVsNx7wV+lv6schRwvKT/AmOB/RvvNKyU+ElTGUuvt1ZGRIWkbYEb3Z1kZlb+3OrJ3urAkPT2gPnAiU0cj5mZZcAtXDMzswz4Gq6ZmVkGnHDNzMwy4IRrZmaWASdcs4ykz1a+awnv9ZE0Mc/jHCvp5QbG0OB9zawwTrjWYkh6QdLX6a1Z+Wzv5GRmjcYJ11qEdJaeHUkmi9ivaaMxs5bICddaiqNJnth0Oz88NQgASatJelDSVEnT0unU1gduAraV9J2kGem2L0g6IWffRVrBkq5Lp12bmU63tmNDgpV0nqSPJX0r6d2ciQxyNtENkr6R9L6kXXPe6CjpVkmTJU2SdKmk1g2Jw8wajxOutRRHA/9Mlz0krQyQJqLHgAkk06x1B+6JiPdIHtH4WkQsFxGd8qznDZJJyDuTTNt3n6SGTDzwMUmLvCPJ40DvktQ15/2t0226ABcBD6YPxYfkS0UFsA6wGdAPOAEza1JOuFb2JO0ArAEMiYg3SRLVkenbWwHdgP+LiFkRMTciGnzdNiLuiohpEVEREVeTTLX24wYc576I+F9EfB8R9wIfpbFWmQJcGxEL0vc/AH6SfpHYGzgzPZ8pwDUk08GZWRNywrWW4BhgaER8lb6+mx+6lVcDJkRERWNUJOkcSe+lXb0zSFqoXerYrabjHJ0+AH9GepyNqh1nUiz6mLgJJF8c1gCWAibn7Pt34EcNOiEzazR+lrKVNUntSKZDbC3pi7R4GaBTOg3a58DqktrUkHRreu7pLGDZnNer5NS1I3AusCswNiK+l/Q1yfzE9Yl5DeDm9DivRUSlkgnSc4/TXZJyku7qJPOtfg7MA7o01pcIM2scbuFauTsAqAQ2ILm22gtYn2S+06OB14HJwBWS2ktqK2n7dN8vgVUlLZ1zvFHAQZKWlbQOi86LuzzJtdOpJNPr/Q7o0ICY25Mk+6kAko4jaeHm+hFwhqSl0rlU1weeiIjJJFM2Xi2pg6RWktaWtHMD4jCzRuSEa+XuGOAfEfFZRHxRtQA3kMxDKmBfkgFGnwETgap5TJ8jmZ/0C0lV3dHXkMzy9CUwmGQQVpWnSeay/ZCki3cuSYuzXiLiXZI5d19L69kYeKXaZv8BegJfAZcBB6fz7ELyRWJpkjmRvwbuB7piZk3KswWZmZllwC1cMzOzDDjhmpmZZcAJ18zMLANOuGZmZhlwwjUzM8uAE66ZmVkGnHDNzMwy4IRrZmaWASdcMzOzDPw/KVKJ2e62500AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "cr = classification_report(y_test, rf_prediction)\n", "\n", @@ -956,12 +1751,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "154dbf39", "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['model.joblib']" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "joblib.dump(rf, 'model.joblib')" ] @@ -976,10 +1782,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "9a687828", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['tfidf.joblib']" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "joblib.dump(tfidf, 'tfidf.joblib')" ] @@ -996,13 +1813,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "abf19411", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Updates are available for some Google Cloud CLI components. To install them,\n", + "please run:\n", + " $ gcloud components update\n", + "\n", + "Copying file://model.joblib [Content-Type=application/octet-stream]...\n", + "| [1 files][ 72.1 MiB/ 72.1 MiB] 2.8 MiB/s \n", + "Operation completed over 1 objects/72.1 MiB. \n", + "Copying file://tfidf.joblib [Content-Type=application/octet-stream]...\n", + "/ [1 files][389.6 KiB/389.6 KiB] \n", + "Operation completed over 1 objects/389.6 KiB. \n" + ] + } + ], "source": [ - "!gsutil cp model.joblib gs://tom-seldon-examples/nlp-workshop//model.joblib\n", - "!gsutil cp tfidf.joblib gs://tom-seldon-examples/nlp-workshop//tfidf.joblib" + "!gsutil cp model.joblib gs://tom-seldon-examples/nlp-workshop/jman/model.joblib\n", + "!gsutil cp tfidf.joblib gs://tom-seldon-examples/nlp-workshop/jman/tfidf.joblib" ] }, { @@ -1020,9 +1856,26 @@ "\n", "A key thing to note about the way this has been structured is that we have focused on making this deployment reusable. The `__init__` method accepts two custom predictor parameters; one for the saved model (`model_path`), and the other for the TF-IDF vectorizer (`tfidf_path`). \n", "\n", - "The advantage of this is that it allows us to upgrade the model or vectorizer without having to re-build the container image. Additionally, if the logic was more general it could be used to accept a wider variety of objects for greater reusability. \n", + "The advantage of this is that it allows us to upgrade the model or vectorizer without having to re-build the container image. Additionally, if the logic was more general it could be used to accept a wider variety of objects for greater reusability. " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "e693c01d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting TweetSentiment.py\n" + ] + } + ], + "source": [ + "%%writefile TweetSentiment.py\n", "\n", - "```\n", "from joblib import load\n", "import logging\n", "import pandas as pd\n", @@ -1080,7 +1933,6 @@ " text = ' '.join([word for word in text.split() if word not in (stopwords.words('english'))])\n", " return text\n", "\n", - " ...\n", " \n", " def char(self, text):\n", " substitute = re.sub(r'[^a-zA-Z]',' ',text)\n", @@ -1112,33 +1964,7 @@ " return sentiment\n", "\n", " except Exception as ex:\n", - " logging.exception(f\"Failed during predict: {ex}\")\n", - "```\n", - "---\n", - "### .s2i/environment\n", - "In order for the Seldon base image to correctly convert your source code to an image it requires certain environment variables. In this case it is only 3 variables. \n", - "* `MODEL_NAME`: The model name matches the name of the Python file and class which is created. \n", - "* `SERVICE_TYPE`: Seldon allows you to create many different components each specialised for a different purpose e.g. `TRANSFORMER` for performing pre or post-processing steps. \n", - "* `PERSISTENCE`: In some cases you would like to save the state of your deployments to Redis e.g. when scaling up multi-armed bandits\n", - "\n", - "This is our environment file:\n", - "```\n", - "MODEL_NAME=TweetSentiment\n", - "SERVICE_TYPE=MODEL\n", - "PERSISTENCE=0\n", - "```\n", - "---\n", - "### requirements.txt\n", - "List of Python packages which the deployment requires to run.\n", - "```\n", - "joblib\n", - "pandas\n", - "numpy\n", - "seldon_core\n", - "google-cloud-storage\n", - "scikit-learn\n", - "nltk\n", - "```" + " logging.exception(f\"Failed during predict: {ex}\")\n" ] }, { @@ -1166,6 +1992,37 @@ "```" ] }, + { + "cell_type": "markdown", + "id": "d18dee70", + "metadata": {}, + "source": [ + "### .s2i/environment\n", + "In order for the Seldon base image to correctly convert your source code to an image it requires certain environment variables. In this case it is only 3 variables. \n", + "* `MODEL_NAME`: The model name matches the name of the Python file and class which is created. \n", + "* `SERVICE_TYPE`: Seldon allows you to create many different components each specialised for a different purpose e.g. `TRANSFORMER` for performing pre or post-processing steps. \n", + "* `PERSISTENCE`: In some cases you would like to save the state of your deployments to Redis e.g. when scaling up multi-armed bandits\n", + "\n", + "This is our environment file:\n", + "```\n", + "MODEL_NAME=TweetSentiment\n", + "SERVICE_TYPE=MODEL\n", + "PERSISTENCE=0\n", + "```\n", + "---\n", + "### requirements.txt\n", + "List of Python packages which the deployment requires to run.\n", + "```\n", + "joblib\n", + "pandas\n", + "numpy\n", + "seldon_core\n", + "google-cloud-storage\n", + "scikit-learn\n", + "nltk\n", + "```" + ] + }, { "cell_type": "markdown", "id": "988862c0", @@ -1187,6 +2044,16 @@ "In this case we will use my pre-built container image for speed and simplicity, which we can now deploy using the SDK. " ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "a957ead1", + "metadata": {}, + "outputs": [], + "source": [ + "!s2i build . seldonio/seldon-core-s2i-python3:1.12.0-dev tweet-sentiment:0.3" + ] + }, { "cell_type": "markdown", "id": "cf376647", From 0178347aeec7ad43589d1679628254942515872b Mon Sep 17 00:00:00 2001 From: Josh Date: Wed, 20 Apr 2022 08:57:06 -0400 Subject: [PATCH 10/12] final adjustments --- .../airline-sentiment-custom-wrapper.ipynb | 627 ++++++++++++------ 1 file changed, 412 insertions(+), 215 deletions(-) diff --git a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb index 6460a01..7b831f1 100644 --- a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb +++ b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 32, "id": "8974c403", "metadata": { "scrolled": true @@ -50,84 +50,65 @@ "output_type": "stream", "text": [ "Requirement already satisfied: seldon-deploy-sdk==1.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (1.4.1)\n", + "Requirement already satisfied: Authlib<=0.16.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (0.15.5)\n", "Requirement already satisfied: python-dateutil>=2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2.8.2)\n", - "Requirement already satisfied: six>=1.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.16.0)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2021.10.8)\n", "Requirement already satisfied: urllib3>=1.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.26.8)\n", - "Requirement already satisfied: Authlib<=0.16.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (0.15.5)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2021.10.8)\n", + "Requirement already satisfied: six>=1.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.15.0)\n", "Requirement already satisfied: cryptography in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (36.0.1)\n", "Requirement already satisfied: cffi>=1.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (1.15.0)\n", "Requirement already satisfied: pycparser in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cffi>=1.12->cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (2.21)\n", - "Collecting alibi-detect==0.6.2\n", - " Using cached alibi_detect-0.6.2-py3-none-any.whl (150 kB)\n", - "Requirement already satisfied: Pillow<9.0.0,>=5.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (8.4.0)\n", + "Requirement already satisfied: alibi-detect==0.6.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.6.2)\n", "Requirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.3.5)\n", "Collecting scikit-learn<0.25.0,>=0.20.2\n", - " Downloading scikit_learn-0.24.2-cp37-cp37m-macosx_10_13_x86_64.whl (7.2 MB)\n", - "\u001b[K |████████████████████████████████| 7.2 MB 3.9 MB/s eta 0:00:01\n", - "\u001b[?25hRequirement already satisfied: tensorflow-probability<0.13.0,>=0.8.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.12.2)\n", - "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.21.5)\n", + " Using cached scikit_learn-0.24.2-cp37-cp37m-macosx_10_13_x86_64.whl (7.2 MB)\n", + "Requirement already satisfied: Pillow<9.0.0,>=5.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (8.4.0)\n", + "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.18.3)\n", + "Requirement already satisfied: transformers<5.0.0,>=4.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (4.16.2)\n", + "Requirement already satisfied: tensorflow-probability<0.13.0,>=0.8.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.12.2)\n", "Requirement already satisfied: opencv-python<5.0.0,>=3.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (4.5.5.62)\n", + "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.19.5)\n", + "Requirement already satisfied: tensorflow<2.5.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (2.4.4)\n", "Requirement already satisfied: matplotlib<4.0.0,>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (3.5.1)\n", - "Requirement already satisfied: transformers<5.0.0,>=4.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (4.16.2)\n", "Requirement already satisfied: scipy<2.0.0,>=1.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.7.3)\n", - "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.18.3)\n", - "Collecting tensorflow<2.5.0,>=2.0.0\n", - " Downloading tensorflow-2.4.4-cp37-cp37m-macosx_10_14_x86_64.whl (174.3 MB)\n", - "\u001b[K |████████████████████████████████| 174.3 MB 3.3 MB/s eta 0:00:01 |███████████████ | 81.2 MB 3.2 MB/s eta 0:00:29 |████████████████████▋ | 112.4 MB 6.7 MB/s eta 0:00:10 |██████████████████████████▍ | 143.7 MB 3.7 MB/s eta 0:00:09\n", - "\u001b[?25hRequirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (4.29.1)\n", - "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (3.0.7)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (2.8.2)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (4.29.1)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (21.3)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (1.3.2)\n", "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (0.11.0)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (21.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (2.8.2)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (3.0.7)\n", "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas<2.0.0,>=0.23.3->alibi-detect==0.6.2) (2021.3)\n", - "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (1.16.0)\n", - "Requirement already satisfied: imageio>=2.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2.15.0)\n", - "Requirement already satisfied: tifffile>=2019.7.26 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2021.11.2)\n", + "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (1.15.0)\n", "Requirement already satisfied: networkx>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2.6.3)\n", + "Requirement already satisfied: tifffile>=2019.7.26 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2021.11.2)\n", + "Requirement already satisfied: imageio>=2.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2.15.0)\n", "Requirement already satisfied: PyWavelets>=1.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (1.2.0)\n", - "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<0.25.0,>=0.20.2->alibi-detect==0.6.2) (1.1.0)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<0.25.0,>=0.20.2->alibi-detect==0.6.2) (3.1.0)\n", - "Collecting grpcio~=1.32.0\n", - " Downloading grpcio-1.32.0-cp37-cp37m-macosx_10_9_x86_64.whl (3.3 MB)\n", - "\u001b[K |████████████████████████████████| 3.3 MB 23.6 MB/s eta 0:00:01\n", - "\u001b[?25hCollecting typing-extensions~=3.7.4\n", - " Using cached typing_extensions-3.7.4.3-py3-none-any.whl (22 kB)\n", - "Collecting six>=1.5\n", - " Using cached six-1.15.0-py2.py3-none-any.whl (10 kB)\n", - "Collecting gast==0.3.3\n", - " Using cached gast-0.3.3-py2.py3-none-any.whl (9.7 kB)\n", - "Collecting h5py~=2.10.0\n", - " Downloading h5py-2.10.0-cp37-cp37m-macosx_10_6_intel.whl (3.0 MB)\n", - "\u001b[K |████████████████████████████████| 3.0 MB 3.7 MB/s eta 0:00:01\n", - "\u001b[?25hCollecting wrapt~=1.12.1\n", - " Using cached wrapt-1.12.1.tar.gz (27 kB)\n", + "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<0.25.0,>=0.20.2->alibi-detect==0.6.2) (1.1.0)\n", "Requirement already satisfied: tensorboard~=2.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.8.0)\n", - "Requirement already satisfied: keras-preprocessing~=1.1.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.2)\n", - "Collecting numpy<2.0.0,>=1.16.2\n", - " Downloading numpy-1.19.5-cp37-cp37m-macosx_10_9_x86_64.whl (15.6 MB)\n", - "\u001b[K |████████████████████████████████| 15.6 MB 3.8 MB/s eta 0:00:01\n", - "\u001b[?25hCollecting tensorflow-estimator<2.5.0,>=2.4.0\n", - " Using cached tensorflow_estimator-2.4.0-py2.py3-none-any.whl (462 kB)\n", "Requirement already satisfied: opt-einsum~=3.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3.0)\n", - "Collecting absl-py~=0.10\n", - " Using cached absl_py-0.15.0-py3-none-any.whl (132 kB)\n", - "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.0)\n", - "Requirement already satisfied: astunparse~=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.6.3)\n", + "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.19.4)\n", "Requirement already satisfied: wheel~=0.35 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.37.1)\n", + "Requirement already satisfied: wrapt~=1.12.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.12.1)\n", + "Requirement already satisfied: gast==0.3.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.3.3)\n", "Requirement already satisfied: google-pasta~=0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.2.0)\n", - "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.19.4)\n", - "Collecting flatbuffers~=1.12.0\n", - " Using cached flatbuffers-1.12-py2.py3-none-any.whl (15 kB)\n", - "Requirement already satisfied: requests<3,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.27.1)\n", - "Requirement already satisfied: setuptools>=41.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (58.0.4)\n", - "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.6.0)\n", + "Requirement already satisfied: h5py~=2.10.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.10.0)\n", + "Requirement already satisfied: astunparse~=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.6.3)\n", + "Requirement already satisfied: keras-preprocessing~=1.1.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.2)\n", + "Requirement already satisfied: flatbuffers~=1.12.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.12)\n", + "Requirement already satisfied: grpcio~=1.32.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.32.0)\n", + "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.4.0)\n", + "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.0)\n", + "Requirement already satisfied: typing-extensions~=3.7.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.7.4.3)\n", + "Requirement already satisfied: absl-py~=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.15.0)\n", + "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.4.6)\n", + "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.6.1)\n", "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.8.1)\n", + "Requirement already satisfied: setuptools>=41.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (58.0.4)\n", + "Requirement already satisfied: requests<3,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.27.1)\n", "Requirement already satisfied: werkzeug>=0.11.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.0.2)\n", - "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.6.1)\n", - "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.4.6)\n", "Requirement already satisfied: markdown>=2.6.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3.6)\n", + "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.6.0)\n", "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.2.8)\n", "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (4.8)\n", "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (5.0.0)\n", @@ -135,156 +116,104 @@ "Requirement already satisfied: importlib-metadata>=4.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (4.10.1)\n", "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.7.0)\n", "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.4.8)\n", + "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.26.8)\n", "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.0.11)\n", "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2021.10.8)\n", - "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.26.8)\n", + "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.0.11)\n", "Requirement already satisfied: oauthlib>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.2.0)\n", - "Requirement already satisfied: cloudpickle>=1.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (2.0.0)\n", "Requirement already satisfied: dm-tree in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (0.1.6)\n", "Requirement already satisfied: decorator in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (5.1.1)\n", - "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.0.47)\n", + "Requirement already satisfied: cloudpickle>=1.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (2.0.0)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.4.0)\n", "Requirement already satisfied: pyyaml>=5.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (6.0)\n", "Requirement already satisfied: filelock in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (3.4.2)\n", - "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.4.0)\n", "Requirement already satisfied: tqdm>=4.27 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (4.62.3)\n", - "Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.11.4)\n", + "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.0.47)\n", "Requirement already satisfied: regex!=2019.12.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (2022.1.18)\n", + "Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.11.4)\n", "Requirement already satisfied: click in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from sacremoses->transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (8.0.3)\n", - "Building wheels for collected packages: wrapt\n", - " Building wheel for wrapt (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for wrapt: filename=wrapt-1.12.1-cp37-cp37m-macosx_10_9_x86_64.whl size=32576 sha256=17a259e8d0dadceff88ea04779eb1a4a36ecdc623817462f85413093fbd5ffb2\n", - " Stored in directory: /Users/josh/Library/Caches/pip/wheels/62/76/4c/aa25851149f3f6d9785f6c869387ad82b3fd37582fa8147ac6\n", - "Successfully built wrapt\n", - "Installing collected packages: typing-extensions, six, numpy, grpcio, absl-py, wrapt, tensorflow-estimator, h5py, gast, flatbuffers, tensorflow, scikit-learn, alibi-detect\n", - " Attempting uninstall: typing-extensions\n", - " Found existing installation: typing-extensions 3.10.0.2\n", - " Uninstalling typing-extensions-3.10.0.2:\n", - " Successfully uninstalled typing-extensions-3.10.0.2\n", - " Attempting uninstall: six\n", - " Found existing installation: six 1.16.0\n", - " Uninstalling six-1.16.0:\n", - " Successfully uninstalled six-1.16.0\n", - " Attempting uninstall: numpy\n", - " Found existing installation: numpy 1.21.5\n", - " Uninstalling numpy-1.21.5:\n", - " Successfully uninstalled numpy-1.21.5\n", - " Attempting uninstall: grpcio\n", - " Found existing installation: grpcio 1.43.0\n", - " Uninstalling grpcio-1.43.0:\n", - " Successfully uninstalled grpcio-1.43.0\n", - " Attempting uninstall: absl-py\n", - " Found existing installation: absl-py 1.0.0\n", - " Uninstalling absl-py-1.0.0:\n", - " Successfully uninstalled absl-py-1.0.0\n", - " Attempting uninstall: wrapt\n", - " Found existing installation: wrapt 1.13.3\n", - " Uninstalling wrapt-1.13.3:\n", - " Successfully uninstalled wrapt-1.13.3\n", - " Attempting uninstall: tensorflow-estimator\n", - " Found existing installation: tensorflow-estimator 2.7.0\n", - " Uninstalling tensorflow-estimator-2.7.0:\n", - " Successfully uninstalled tensorflow-estimator-2.7.0\n", - " Attempting uninstall: h5py\n", - " Found existing installation: h5py 3.6.0\n", - " Uninstalling h5py-3.6.0:\n", - " Successfully uninstalled h5py-3.6.0\n", - " Attempting uninstall: gast\n", - " Found existing installation: gast 0.4.0\n", - " Uninstalling gast-0.4.0:\n", - " Successfully uninstalled gast-0.4.0\n", - " Attempting uninstall: flatbuffers\n", - " Found existing installation: flatbuffers 2.0\n", - " Uninstalling flatbuffers-2.0:\n", - " Successfully uninstalled flatbuffers-2.0\n", - " Attempting uninstall: tensorflow\n", - " Found existing installation: tensorflow 2.7.1\n", - " Uninstalling tensorflow-2.7.1:\n", - " Successfully uninstalled tensorflow-2.7.1\n", + "Installing collected packages: scikit-learn\n", " Attempting uninstall: scikit-learn\n", " Found existing installation: scikit-learn 1.0.2\n", " Uninstalling scikit-learn-1.0.2:\n", " Successfully uninstalled scikit-learn-1.0.2\n", - " Attempting uninstall: alibi-detect\n", - " Found existing installation: alibi-detect 0.8.1\n", - " Uninstalling alibi-detect-0.8.1:\n", - " Successfully uninstalled alibi-detect-0.8.1\n", - "Successfully installed absl-py-0.15.0 alibi-detect-0.6.2 flatbuffers-1.12 gast-0.3.3 grpcio-1.32.0 h5py-2.10.0 numpy-1.19.5 scikit-learn-0.24.2 six-1.15.0 tensorflow-2.4.4 tensorflow-estimator-2.4.0 typing-extensions-3.7.4.3 wrapt-1.12.1\n", - "Collecting alibi==0.6.2\n", - " Using cached alibi-0.6.2-py3-none-any.whl (390 kB)\n", - "Requirement already satisfied: spacy[lookups]<4.0.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.2.1)\n", - "Requirement already satisfied: tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.4.4)\n", - "Requirement already satisfied: matplotlib<4.0.0,>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.5.1)\n", - "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.18.3)\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "imbalanced-learn 0.9.0 requires scikit-learn>=1.0.1, but you have scikit-learn 0.24.2 which is incompatible.\u001b[0m\n", + "Successfully installed scikit-learn-0.24.2\n", + "Requirement already satisfied: alibi==0.6.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.6.2)\n", "Requirement already satisfied: transformers<5.0.0,>=4.7.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (4.16.2)\n", + "Requirement already satisfied: scipy<2.0.0,>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.7.3)\n", + "Requirement already satisfied: requests<3.0.0,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.27.1)\n", + "Requirement already satisfied: dill<0.4.0,>=0.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.3.4)\n", "Requirement already satisfied: typing-extensions>=3.7.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.7.4.3)\n", - "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.19.5)\n", + "Requirement already satisfied: matplotlib<4.0.0,>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.5.1)\n", "Requirement already satisfied: Pillow<9.0,>=5.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (8.4.0)\n", - "Requirement already satisfied: dill<0.4.0,>=0.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.3.4)\n", - "Requirement already satisfied: scipy<2.0.0,>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.7.3)\n", - "Requirement already satisfied: scikit-learn<1.1.0,>=0.20.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.24.2)\n", + "Requirement already satisfied: spacy[lookups]<4.0.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.2.1)\n", + "Requirement already satisfied: tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.4.4)\n", "Requirement already satisfied: tqdm<5.0.0,>=4.28.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (4.62.3)\n", "Requirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.3.5)\n", - "Requirement already satisfied: requests<3.0.0,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.27.1)\n", "Requirement already satisfied: attrs<22.0.0,>=19.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (21.4.0)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (4.29.1)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (21.3)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (2.8.2)\n", + "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.18.3)\n", + "Requirement already satisfied: scikit-learn<1.1.0,>=0.20.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.24.2)\n", + "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.19.5)\n", "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (0.11.0)\n", "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (3.0.7)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (1.3.2)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (4.29.1)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (21.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (2.8.2)\n", "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas<2.0.0,>=0.23.3->alibi==0.6.2) (2021.3)\n", "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (1.15.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (3.3)\n", - "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (1.26.8)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (2.0.11)\n", "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (2021.10.8)\n", + "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (2.0.11)\n", + "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (1.26.8)\n", "Requirement already satisfied: imageio>=2.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2.15.0)\n", - "Requirement already satisfied: networkx>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2.6.3)\n", "Requirement already satisfied: tifffile>=2019.7.26 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2021.11.2)\n", "Requirement already satisfied: PyWavelets>=1.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (1.2.0)\n", + "Requirement already satisfied: networkx>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2.6.3)\n", "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<1.1.0,>=0.20.2->alibi==0.6.2) (1.1.0)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<1.1.0,>=0.20.2->alibi==0.6.2) (3.1.0)\n", - "Requirement already satisfied: srsly<3.0.0,>=2.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.4.2)\n", - "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.6)\n", - "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", + "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.9.0,>=1.7.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.8.2)\n", - "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.3.0)\n", - "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.1)\n", - "Requirement already satisfied: thinc<8.1.0,>=8.0.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (8.0.13)\n", + "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.6)\n", + "Requirement already satisfied: srsly<3.0.0,>=2.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.4.2)\n", "Requirement already satisfied: typer<0.5.0,>=0.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.4.0)\n", - "Requirement already satisfied: wasabi<1.1.0,>=0.8.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.9.0)\n", + "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.3.0)\n", "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.8)\n", - "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", - "Requirement already satisfied: jinja2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.3)\n", "Requirement already satisfied: pathy>=0.3.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.6.1)\n", - "Requirement already satisfied: setuptools in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (58.0.4)\n", + "Requirement already satisfied: jinja2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.3)\n", + "Requirement already satisfied: thinc<8.1.0,>=8.0.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (8.0.13)\n", + "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.1)\n", + "Requirement already satisfied: wasabi<1.1.0,>=0.8.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.9.0)\n", + "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.6)\n", + "Requirement already satisfied: setuptools in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (58.0.4)\n", "Requirement already satisfied: blis<0.8.0,>=0.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.7.5)\n", "Requirement already satisfied: spacy-lookups-data<1.1.0,>=1.0.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.3)\n", "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from catalogue<2.1.0,>=2.0.6->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.7.0)\n", "Requirement already satisfied: smart-open<6.0.0,>=5.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pathy>=0.3.5->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (5.2.1)\n", - "Requirement already satisfied: gast==0.3.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.3.3)\n", - "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.1.0)\n", "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.4.0)\n", "Requirement already satisfied: absl-py~=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.15.0)\n", - "Requirement already satisfied: grpcio~=1.32.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.32.0)\n", + "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.1.0)\n", + "Requirement already satisfied: tensorboard~=2.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.8.0)\n", "Requirement already satisfied: keras-preprocessing~=1.1.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.1.2)\n", - "Requirement already satisfied: wrapt~=1.12.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12.1)\n", - "Requirement already satisfied: flatbuffers~=1.12.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12)\n", - "Requirement already satisfied: wheel~=0.35 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.37.1)\n", "Requirement already satisfied: astunparse~=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.6.3)\n", - "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.19.4)\n", - "Requirement already satisfied: tensorboard~=2.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.8.0)\n", "Requirement already satisfied: opt-einsum~=3.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.3.0)\n", "Requirement already satisfied: google-pasta~=0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.2.0)\n", + "Requirement already satisfied: wrapt~=1.12.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12.1)\n", + "Requirement already satisfied: wheel~=0.35 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.37.1)\n", + "Requirement already satisfied: grpcio~=1.32.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.32.0)\n", + "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.19.4)\n", "Requirement already satisfied: h5py~=2.10.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.10.0)\n", + "Requirement already satisfied: gast==0.3.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.3.3)\n", + "Requirement already satisfied: flatbuffers~=1.12.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12)\n", "Requirement already satisfied: werkzeug>=0.11.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.0.2)\n", - "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.6.0)\n", "Requirement already satisfied: markdown>=2.6.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.3.6)\n", + "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.4.6)\n", + "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.6.0)\n", "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.6.1)\n", "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.8.1)\n", - "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.4.6)\n", "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (5.0.0)\n", "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (4.8)\n", "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.2.8)\n", @@ -292,86 +221,178 @@ "Requirement already satisfied: importlib-metadata>=4.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (4.10.1)\n", "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.4.8)\n", "Requirement already satisfied: oauthlib>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.2.0)\n", - "Requirement already satisfied: regex!=2019.12.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (2022.1.18)\n", - "Requirement already satisfied: pyyaml>=5.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (6.0)\n", "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.4.0)\n", - "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.0.47)\n", "Requirement already satisfied: filelock in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (3.4.2)\n", + "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.0.47)\n", + "Requirement already satisfied: regex!=2019.12.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (2022.1.18)\n", "Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.11.4)\n", + "Requirement already satisfied: pyyaml>=5.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (6.0)\n", "Requirement already satisfied: click<9.0.0,>=7.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from typer<0.5.0,>=0.3.0->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (8.0.3)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jinja2->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.1)\n", - "Installing collected packages: alibi\n", - " Attempting uninstall: alibi\n", - " Found existing installation: alibi 0.6.4\n", - " Uninstalling alibi-0.6.4:\n", - " Successfully uninstalled alibi-0.6.4\n", - "Successfully installed alibi-0.6.2\n", - "Collecting wordcloud\n", - " Downloading wordcloud-1.8.1.tar.gz (220 kB)\n", - "\u001b[K |████████████████████████████████| 220 kB 3.5 MB/s eta 0:00:01\n", - "\u001b[?25hRequirement already satisfied: numpy>=1.6.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (1.19.5)\n", + "Requirement already satisfied: wordcloud in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (1.8.1)\n", + "Requirement already satisfied: numpy>=1.6.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (1.19.5)\n", "Requirement already satisfied: pillow in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (8.4.0)\n", "Requirement already satisfied: matplotlib in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (3.5.1)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (21.3)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (1.3.2)\n", "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (4.29.1)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (2.8.2)\n", "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (3.0.7)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (4.29.1)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (1.3.2)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (21.3)\n", "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.15.0)\n", - "Building wheels for collected packages: wordcloud\n", - " Building wheel for wordcloud (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for wordcloud: filename=wordcloud-1.8.1-cp37-cp37m-macosx_10_9_x86_64.whl size=158530 sha256=020aef2ce6c98069a1225d26a2c2b76f2175b14e12c22580f3a305ee2985a4ef\n", - " Stored in directory: /Users/josh/Library/Caches/pip/wheels/f8/f6/55/6bd394c32a844a621ca0fe5dbf563c8d71d71edaf095656991\n", - "Successfully built wordcloud\n", - "Installing collected packages: wordcloud\n", - "Successfully installed wordcloud-1.8.1\n", "Requirement already satisfied: seaborn in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.11.2)\n", "Requirement already satisfied: pandas>=0.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.3.5)\n", + "Requirement already satisfied: numpy>=1.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.19.5)\n", "Requirement already satisfied: scipy>=1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.7.3)\n", "Requirement already satisfied: matplotlib>=2.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (3.5.1)\n", - "Requirement already satisfied: numpy>=1.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.19.5)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (21.3)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.3.2)\n", "Requirement already satisfied: pillow>=6.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (8.4.0)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.11.0)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (3.0.7)\n", "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (4.29.1)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.3.2)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.8.2)\n", - "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (3.0.7)\n", - "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.11.0)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (21.3)\n", "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2021.3)\n", "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib>=2.2->seaborn) (1.15.0)\n", "Requirement already satisfied: dill in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.3.4)\n", - "Collecting imblearn\n", - " Downloading imblearn-0.0-py2.py3-none-any.whl (1.9 kB)\n", - "Collecting imbalanced-learn\n", - " Downloading imbalanced_learn-0.9.0-py3-none-any.whl (199 kB)\n", - "\u001b[K |████████████████████████████████| 199 kB 3.4 MB/s eta 0:00:01\n", - "\u001b[?25hRequirement already satisfied: numpy>=1.14.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.19.5)\n", + "Requirement already satisfied: imblearn in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.0)\n", + "Requirement already satisfied: imbalanced-learn in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imblearn) (0.9.0)\n", + "Requirement already satisfied: numpy>=1.14.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.19.5)\n", + "Requirement already satisfied: scipy>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.7.3)\n", "Collecting scikit-learn>=1.0.1\n", " Using cached scikit_learn-1.0.2-cp37-cp37m-macosx_10_13_x86_64.whl (7.8 MB)\n", - "Requirement already satisfied: scipy>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.7.3)\n", - "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (3.1.0)\n", "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.1.0)\n", - "Installing collected packages: scikit-learn, imbalanced-learn, imblearn\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (3.1.0)\n", + "Installing collected packages: scikit-learn\n", " Attempting uninstall: scikit-learn\n", " Found existing installation: scikit-learn 0.24.2\n", " Uninstalling scikit-learn-0.24.2:\n", " Successfully uninstalled scikit-learn-0.24.2\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "alibi-detect 0.6.2 requires scikit-learn<0.25.0,>=0.20.2, but you have scikit-learn 1.0.2 which is incompatible.\u001b[0m\n", - "Successfully installed imbalanced-learn-0.9.0 imblearn-0.0 scikit-learn-1.0.2\n", - "Collecting nltk\n", - " Downloading nltk-3.7-py3-none-any.whl (1.5 MB)\n", - "\u001b[K |████████████████████████████████| 1.5 MB 1.5 MB/s eta 0:00:01 |███████████████████████▊ | 1.1 MB 1.5 MB/s eta 0:00:01\n", - "\u001b[?25hRequirement already satisfied: regex>=2021.8.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (2022.1.18)\n", - "Requirement already satisfied: click in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (8.0.3)\n", - "Requirement already satisfied: joblib in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (1.1.0)\n", + "Successfully installed scikit-learn-1.0.2\n", + "Requirement already satisfied: nltk in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (3.7)\n", + "Requirement already satisfied: regex>=2021.8.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (2022.1.18)\n", "Requirement already satisfied: tqdm in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (4.62.3)\n", + "Requirement already satisfied: joblib in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (1.1.0)\n", + "Requirement already satisfied: click in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (8.0.3)\n", "Requirement already satisfied: importlib-metadata in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from click->nltk) (4.10.1)\n", "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click->nltk) (3.7.0)\n", "Requirement already satisfied: typing-extensions>=3.6.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click->nltk) (3.7.4.3)\n", - "Installing collected packages: nltk\n", - "Successfully installed nltk-3.7\n" + "Collecting seldon-core\n", + " Using cached seldon_core-1.13.1-py3-none-any.whl (133 kB)\n", + "Requirement already satisfied: grpcio<2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (1.32.0)\n", + "Collecting grpcio-reflection<1.35.0\n", + " Using cached grpcio_reflection-1.34.1-py3-none-any.whl\n", + "Collecting jaeger-client<4.5.0,>=4.1.0\n", + " Using cached jaeger_client-4.4.0-py3-none-any.whl\n", + "Requirement already satisfied: setuptools>=41.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (58.0.4)\n", + "Collecting prometheus-client<0.9.0,>=0.7.1\n", + " Using cached prometheus_client-0.8.0-py2.py3-none-any.whl (53 kB)\n", + "Requirement already satisfied: requests<3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (2.27.1)\n", + "Collecting Flask-cors<4.0.0\n", + " Using cached Flask_Cors-3.0.10-py2.py3-none-any.whl (14 kB)\n", + "Collecting gunicorn<20.2.0,>=19.9.0\n", + " Using cached gunicorn-20.1.0-py3-none-any.whl (79 kB)\n", + "Requirement already satisfied: protobuf<4.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (3.19.4)\n", + "Collecting grpcio-opentracing<1.2.0,>=1.1.4\n", + " Using cached grpcio_opentracing-1.1.4-py3-none-any.whl (14 kB)\n", + "Collecting markupsafe==1.1.1\n", + " Downloading MarkupSafe-1.1.1-cp37-cp37m-macosx_10_9_x86_64.whl (16 kB)\n", + "Collecting PyYAML<5.5,>=5.4\n", + " Using cached PyYAML-5.4.1-cp37-cp37m-macosx_10_9_x86_64.whl (249 kB)\n", + "Requirement already satisfied: numpy<2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (1.19.5)\n", + "Collecting itsdangerous==1.1.0\n", + " Using cached itsdangerous-1.1.0-py2.py3-none-any.whl (16 kB)\n", + "Requirement already satisfied: flatbuffers<2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (1.12)\n", + "Collecting urllib3==1.26.5\n", + " Using cached urllib3-1.26.5-py2.py3-none-any.whl (138 kB)\n", + "Collecting jsonschema<4.0.0\n", + " Using cached jsonschema-3.2.0-py2.py3-none-any.whl (56 kB)\n", + "Requirement already satisfied: click<8.1,>=8.0.0a1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (8.0.3)\n", + "Collecting opentracing<2.5.0,>=2.2.0\n", + " Using cached opentracing-2.4.0-py3-none-any.whl\n", + "Collecting Flask-OpenTracing<1.2.0,>=1.1.0\n", + " Using cached Flask_OpenTracing-1.1.0-py3-none-any.whl\n", + "Collecting cryptography<3.5,>=3.4\n", + " Using cached cryptography-3.4.8-cp36-abi3-macosx_10_10_x86_64.whl (2.0 MB)\n", + "Collecting Flask<2.0.0\n", + " Using cached Flask-1.1.4-py2.py3-none-any.whl (94 kB)\n", + "Requirement already satisfied: importlib-metadata in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from click<8.1,>=8.0.0a1->seldon-core) (4.10.1)\n", + "Requirement already satisfied: cffi>=1.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cryptography<3.5,>=3.4->seldon-core) (1.15.0)\n", + "Requirement already satisfied: pycparser in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cffi>=1.12->cryptography<3.5,>=3.4->seldon-core) (2.21)\n", + "Collecting Werkzeug<2.0,>=0.15\n", + " Using cached Werkzeug-1.0.1-py2.py3-none-any.whl (298 kB)\n", + "Collecting Flask<2.0.0\n", + " Using cached Flask-1.1.3-py2.py3-none-any.whl (94 kB)\n", + " Using cached Flask-1.1.2-py2.py3-none-any.whl (94 kB)\n", + "Requirement already satisfied: Werkzeug>=0.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Flask<2.0.0->seldon-core) (2.0.2)\n", + "Requirement already satisfied: Jinja2>=2.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Flask<2.0.0->seldon-core) (3.0.3)\n", + "Requirement already satisfied: Six in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Flask-cors<4.0.0->seldon-core) (1.15.0)\n", + "Collecting grpcio<2.0.0\n", + " Downloading grpcio-1.44.0-cp37-cp37m-macosx_10_10_x86_64.whl (4.2 MB)\n", + "\u001b[K |████████████████████████████████| 4.2 MB 3.5 MB/s eta 0:00:01\n", + "\u001b[?25hCollecting thrift\n", + " Using cached thrift-0.16.0.tar.gz (59 kB)\n", + "Collecting threadloop<2,>=1\n", + " Using cached threadloop-1.0.2-py3-none-any.whl\n", + "Requirement already satisfied: tornado>=4.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jaeger-client<4.5.0,>=4.1.0->seldon-core) (6.1)\n", + "Collecting Jinja2>=2.10.1\n", + " Using cached Jinja2-3.1.1-py3-none-any.whl (132 kB)\n", + " Using cached Jinja2-3.1.0-py3-none-any.whl (132 kB)\n", + " Using cached Jinja2-3.0.2-py3-none-any.whl (133 kB)\n", + " Using cached Jinja2-3.0.1-py3-none-any.whl (133 kB)\n", + " Using cached Jinja2-3.0.0-py3-none-any.whl (133 kB)\n", + " Using cached Jinja2-2.11.3-py2.py3-none-any.whl (125 kB)\n", + "Requirement already satisfied: pyrsistent>=0.14.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jsonschema<4.0.0->seldon-core) (0.18.1)\n", + "Requirement already satisfied: attrs>=17.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jsonschema<4.0.0->seldon-core) (21.4.0)\n", + "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0->seldon-core) (2.0.11)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0->seldon-core) (2021.10.8)\n", + "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0->seldon-core) (3.3)\n", + "Requirement already satisfied: typing-extensions>=3.6.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click<8.1,>=8.0.0a1->seldon-core) (3.7.4.3)\n", + "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click<8.1,>=8.0.0a1->seldon-core) (3.7.0)\n", + "Building wheels for collected packages: thrift\n", + " Building wheel for thrift (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for thrift: filename=thrift-0.16.0-cp37-cp37m-macosx_10_9_x86_64.whl size=176259 sha256=f31474c8b05be7966df70f02cd13ccc1e803e7144c934a120a589fb39e6a90a0\n", + " Stored in directory: /Users/josh/Library/Caches/pip/wheels/e6/d0/8c/11a1840ef59493f9221d13748a29482323f13f6da6b236c3de\n", + "Successfully built thrift\n", + "Installing collected packages: markupsafe, Jinja2, itsdangerous, urllib3, thrift, threadloop, opentracing, grpcio, Flask, PyYAML, prometheus-client, jsonschema, jaeger-client, gunicorn, grpcio-reflection, grpcio-opentracing, Flask-OpenTracing, Flask-cors, cryptography, seldon-core\n", + " Attempting uninstall: markupsafe\n", + " Found existing installation: MarkupSafe 2.0.1\n", + " Uninstalling MarkupSafe-2.0.1:\n", + " Successfully uninstalled MarkupSafe-2.0.1\n", + " Attempting uninstall: Jinja2\n", + " Found existing installation: Jinja2 3.0.3\n", + " Uninstalling Jinja2-3.0.3:\n", + " Successfully uninstalled Jinja2-3.0.3\n", + " Attempting uninstall: urllib3\n", + " Found existing installation: urllib3 1.26.8\n", + " Uninstalling urllib3-1.26.8:\n", + " Successfully uninstalled urllib3-1.26.8\n", + " Attempting uninstall: grpcio\n", + " Found existing installation: grpcio 1.32.0\n", + " Uninstalling grpcio-1.32.0:\n", + " Successfully uninstalled grpcio-1.32.0\n", + " Attempting uninstall: PyYAML\n", + " Found existing installation: PyYAML 6.0\n", + " Uninstalling PyYAML-6.0:\n", + " Successfully uninstalled PyYAML-6.0\n", + " Attempting uninstall: prometheus-client\n", + " Found existing installation: prometheus-client 0.13.1\n", + " Uninstalling prometheus-client-0.13.1:\n", + " Successfully uninstalled prometheus-client-0.13.1\n", + " Attempting uninstall: jsonschema\n", + " Found existing installation: jsonschema 4.4.0\n", + " Uninstalling jsonschema-4.4.0:\n", + " Successfully uninstalled jsonschema-4.4.0\n", + " Attempting uninstall: cryptography\n", + " Found existing installation: cryptography 36.0.1\n", + " Uninstalling cryptography-36.0.1:\n", + " Successfully uninstalled cryptography-36.0.1\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "tensorflow 2.4.4 requires grpcio~=1.32.0, but you have grpcio 1.44.0 which is incompatible.\n", + "alibi-detect 0.6.2 requires scikit-learn<0.25.0,>=0.20.2, but you have scikit-learn 1.0.2 which is incompatible.\u001b[0m\n", + "Successfully installed Flask-1.1.2 Flask-OpenTracing-1.1.0 Flask-cors-3.0.10 Jinja2-2.11.3 PyYAML-5.4.1 cryptography-3.4.8 grpcio-1.44.0 grpcio-opentracing-1.1.4 grpcio-reflection-1.34.1 gunicorn-20.1.0 itsdangerous-1.1.0 jaeger-client-4.4.0 jsonschema-3.2.0 markupsafe-1.1.1 opentracing-2.4.0 prometheus-client-0.8.0 seldon-core-1.13.1 threadloop-1.0.2 thrift-0.16.0 urllib3-1.26.5\n" ] } ], @@ -384,7 +405,9 @@ "!pip install seaborn\n", "!pip install dill\n", "!pip install imblearn\n", - "!pip install nltk" + "!pip install nltk\n", + "!pip install seldon-core\n", + "!pip install --upgrade google-cloud-storage" ] }, { @@ -1861,7 +1884,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 40, "id": "e693c01d", "metadata": {}, "outputs": [ @@ -1881,7 +1904,7 @@ "import pandas as pd\n", "import numpy as np\n", "import re\n", - "import seldon_core\n", + "\n", "import os\n", "\n", "# For downloading the model and OHE encoder from GCS\n", @@ -2046,10 +2069,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "a957ead1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "^C\n" + ] + } + ], "source": [ "!s2i build . seldonio/seldon-core-s2i-python3:1.12.0-dev tweet-sentiment:0.3" ] @@ -2067,12 +2098,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "id": "fd51dc3c", "metadata": {}, "outputs": [], "source": [ - "SD_IP = \"34.125.69.167\"\n", + "SD_IP = \"35.231.108.202\"\n", "\n", "config = Configuration()\n", "config.host = f\"http://{SD_IP}/seldon-deploy/api/v1alpha1\"\n", @@ -2085,7 +2116,7 @@ " auth = OIDCAuthenticator(config)\n", " config.id_token = auth.authenticate()\n", " api_client = ApiClient(configuration=config, authenticator=auth)\n", - " return api_client" + " return api_client\n" ] }, { @@ -2100,18 +2131,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "id": "cfc7d155", "metadata": {}, "outputs": [], "source": [ - "YOUR_NAME = \n", + "YOUR_NAME = \"jman\"\n", "MODEL_NAME = \"tweet-sentiment\"\n", "\n", "DEPLOYMENT_NAME = f\"{YOUR_NAME}-{MODEL_NAME}\"\n", "CONTAINER_NAME = f\"tomfarrand/tweet-sentiment:0.3\"\n", "\n", - "NAMESPACE = \"default\"\n", + "NAMESPACE = \"seldon-demos\"\n", "\n", "CPU_REQUESTS = \"0.1\"\n", "MEMORY_REQUESTS = \"1Gi\"\n", @@ -2133,7 +2164,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "id": "e67912bc", "metadata": {}, "outputs": [], @@ -2217,10 +2248,164 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "id": "c822fb8a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'api_version': 'machinelearning.seldon.io/v1alpha2',\n", + " 'kind': 'SeldonDeployment',\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': None,\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': {'fluentd': 'true'},\n", + " 'managed_fields': None,\n", + " 'name': 'jman-tweet-sentiment',\n", + " 'namespace': 'seldon-demos',\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'spec': {'annotations': {'seldon.io/engine-seldon-log-messages-externally': 'true'},\n", + " 'name': 'jman-tweet-sentiment2',\n", + " 'oauth_key': None,\n", + " 'oauth_secret': None,\n", + " 'predictors': [{'annotations': None,\n", + " 'component_specs': [{'hpa_spec': None,\n", + " 'keda_spec': None,\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': '2022-04-20T12:55:58Z',\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': None,\n", + " 'namespace': None,\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'pdb_spec': None,\n", + " 'replicas': None,\n", + " 'spec': {'active_deadline_seconds': None,\n", + " 'affinity': None,\n", + " 'automount_service_account_token': None,\n", + " 'containers': [{'args': None,\n", + " 'command': None,\n", + " 'env': None,\n", + " 'env_from': None,\n", + " 'image': 'tomfarrand/tweet-sentiment:0.3',\n", + " 'image_pull_policy': None,\n", + " 'lifecycle': None,\n", + " 'liveness_probe': None,\n", + " 'name': 'jman-tweet-sentiment-container',\n", + " 'ports': None,\n", + " 'readiness_probe': None,\n", + " 'resources': {'limits': {'cpu': '100m',\n", + " 'memory': '1Gi'},\n", + " 'requests': {'cpu': '100m',\n", + " 'memory': '1Gi'}},\n", + " 'security_context': None,\n", + " 'startup_probe': None,\n", + " 'stdin': None,\n", + " 'stdin_once': None,\n", + " 'termination_message_path': None,\n", + " 'termination_message_policy': None,\n", + " 'tty': None,\n", + " 'volume_devices': None,\n", + " 'volume_mounts': None,\n", + " 'working_dir': None}],\n", + " 'dns_config': None,\n", + " 'dns_policy': None,\n", + " 'enable_service_links': None,\n", + " 'ephemeral_containers': None,\n", + " 'host_aliases': None,\n", + " 'host_ipc': None,\n", + " 'host_network': None,\n", + " 'host_pid': None,\n", + " 'hostname': None,\n", + " 'image_pull_secrets': None,\n", + " 'init_containers': None,\n", + " 'node_name': None,\n", + " 'node_selector': None,\n", + " 'overhead': None,\n", + " 'preemption_policy': None,\n", + " 'priority': None,\n", + " 'priority_class_name': None,\n", + " 'readiness_gates': None,\n", + " 'restart_policy': None,\n", + " 'runtime_class_name': None,\n", + " 'scheduler_name': None,\n", + " 'security_context': None,\n", + " 'service_account': None,\n", + " 'service_account_name': None,\n", + " 'set_hostname_as_fqdn': None,\n", + " 'share_process_namespace': None,\n", + " 'subdomain': None,\n", + " 'termination_grace_period_seconds': None,\n", + " 'tolerations': None,\n", + " 'topology_spread_constraints': None,\n", + " 'volumes': None}}],\n", + " 'engine_resources': {'limits': None,\n", + " 'requests': None},\n", + " 'explainer': None,\n", + " 'graph': {'children': None,\n", + " 'endpoint': None,\n", + " 'env_secret_ref_name': None,\n", + " 'implementation': None,\n", + " 'logger': {'mode': 'all', 'url': None},\n", + " 'methods': None,\n", + " 'model_uri': None,\n", + " 'name': 'jman-tweet-sentiment-container',\n", + " 'parameters': [{'name': 'model_path',\n", + " 'type': 'STRING',\n", + " 'value': 'nlp-workshop/jman/model.joblib'},\n", + " {'name': 'tfidf_path',\n", + " 'type': 'STRING',\n", + " 'value': 'nlp-workshop/jman/tfidf.joblib'}],\n", + " 'service_account_name': None,\n", + " 'storage_initializer_image': None,\n", + " 'type': None},\n", + " 'labels': None,\n", + " 'name': 'default',\n", + " 'replicas': 1,\n", + " 'shadow': None,\n", + " 'ssl': None,\n", + " 'svc_orch_spec': {'env': None,\n", + " 'replicas': None,\n", + " 'resources': None},\n", + " 'traffic': 100}],\n", + " 'protocol': 'seldon',\n", + " 'replicas': None,\n", + " 'server_type': None,\n", + " 'transport': None},\n", + " 'status': {'address': None,\n", + " 'annotations': None,\n", + " 'conditions': None,\n", + " 'deployment_status': None,\n", + " 'description': None,\n", + " 'observed_generation': None,\n", + " 'replicas': None,\n", + " 'service_status': None,\n", + " 'state': None}}" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "deployment_api = SeldonDeploymentsApi(auth())\n", "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)" @@ -2234,9 +2419,21 @@ "Once our endpoint becomes available we can then test the deployment using the following request: \n", "\n", "```\n", - "{\"data\": {\"ndarray\": [\"@united how can you not put my bag on plane to Seattle. Flight 1212. Waiting in line to talk to someone about my bag. Status should matter.\"]}}\n", + "{\n", + " \"data\":{\n", + " \"ndarray\":[\n", + " \"@united how can you not put my bag on plane to Seattle. Flight 1212. Waiting in line to talk to someone about my bag. Status should matter.\"\n", + " ]\n", + " }\n", + "}\n", "```" ] + }, + { + "cell_type": "markdown", + "id": "417f22c7", + "metadata": {}, + "source": [] } ], "metadata": { From eddf9cd3d7c7f7c49c052dd2f0b710485350b1e9 Mon Sep 17 00:00:00 2001 From: Josh Date: Wed, 20 Apr 2022 11:58:37 -0400 Subject: [PATCH 11/12] took out the model training bits and left just the deploy steps --- .../airline-sentiment-custom-wrapper.ipynb | 1987 +---------------- 1 file changed, 13 insertions(+), 1974 deletions(-) diff --git a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb index 7b831f1..c4abb61 100644 --- a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb +++ b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb @@ -39,1711 +39,16 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "8974c403", "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: seldon-deploy-sdk==1.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (1.4.1)\n", - "Requirement already satisfied: Authlib<=0.16.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (0.15.5)\n", - "Requirement already satisfied: python-dateutil>=2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2.8.2)\n", - "Requirement already satisfied: urllib3>=1.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.26.8)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (2021.10.8)\n", - "Requirement already satisfied: six>=1.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-deploy-sdk==1.4.1) (1.15.0)\n", - "Requirement already satisfied: cryptography in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (36.0.1)\n", - "Requirement already satisfied: cffi>=1.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (1.15.0)\n", - "Requirement already satisfied: pycparser in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cffi>=1.12->cryptography->Authlib<=0.16.0->seldon-deploy-sdk==1.4.1) (2.21)\n", - "Requirement already satisfied: alibi-detect==0.6.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.6.2)\n", - "Requirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.3.5)\n", - "Collecting scikit-learn<0.25.0,>=0.20.2\n", - " Using cached scikit_learn-0.24.2-cp37-cp37m-macosx_10_13_x86_64.whl (7.2 MB)\n", - "Requirement already satisfied: Pillow<9.0.0,>=5.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (8.4.0)\n", - "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.18.3)\n", - "Requirement already satisfied: transformers<5.0.0,>=4.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (4.16.2)\n", - "Requirement already satisfied: tensorflow-probability<0.13.0,>=0.8.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (0.12.2)\n", - "Requirement already satisfied: opencv-python<5.0.0,>=3.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (4.5.5.62)\n", - "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.19.5)\n", - "Requirement already satisfied: tensorflow<2.5.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (2.4.4)\n", - "Requirement already satisfied: matplotlib<4.0.0,>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (3.5.1)\n", - "Requirement already satisfied: scipy<2.0.0,>=1.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi-detect==0.6.2) (1.7.3)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (4.29.1)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (21.3)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (1.3.2)\n", - "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (0.11.0)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (2.8.2)\n", - "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (3.0.7)\n", - "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas<2.0.0,>=0.23.3->alibi-detect==0.6.2) (2021.3)\n", - "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib<4.0.0,>=3.0.0->alibi-detect==0.6.2) (1.15.0)\n", - "Requirement already satisfied: networkx>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2.6.3)\n", - "Requirement already satisfied: tifffile>=2019.7.26 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2021.11.2)\n", - "Requirement already satisfied: imageio>=2.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (2.15.0)\n", - "Requirement already satisfied: PyWavelets>=1.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi-detect==0.6.2) (1.2.0)\n", - "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<0.25.0,>=0.20.2->alibi-detect==0.6.2) (3.1.0)\n", - "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<0.25.0,>=0.20.2->alibi-detect==0.6.2) (1.1.0)\n", - "Requirement already satisfied: tensorboard~=2.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.8.0)\n", - "Requirement already satisfied: opt-einsum~=3.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3.0)\n", - "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.19.4)\n", - "Requirement already satisfied: wheel~=0.35 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.37.1)\n", - "Requirement already satisfied: wrapt~=1.12.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.12.1)\n", - "Requirement already satisfied: gast==0.3.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.3.3)\n", - "Requirement already satisfied: google-pasta~=0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.2.0)\n", - "Requirement already satisfied: h5py~=2.10.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.10.0)\n", - "Requirement already satisfied: astunparse~=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.6.3)\n", - "Requirement already satisfied: keras-preprocessing~=1.1.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.2)\n", - "Requirement already satisfied: flatbuffers~=1.12.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.12)\n", - "Requirement already satisfied: grpcio~=1.32.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.32.0)\n", - "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.4.0)\n", - "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.1.0)\n", - "Requirement already satisfied: typing-extensions~=3.7.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.7.4.3)\n", - "Requirement already satisfied: absl-py~=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.15.0)\n", - "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.4.6)\n", - "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.6.1)\n", - "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.8.1)\n", - "Requirement already satisfied: setuptools>=41.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (58.0.4)\n", - "Requirement already satisfied: requests<3,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.27.1)\n", - "Requirement already satisfied: werkzeug>=0.11.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.0.2)\n", - "Requirement already satisfied: markdown>=2.6.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3.6)\n", - "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.6.0)\n", - "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.2.8)\n", - "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (4.8)\n", - "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (5.0.0)\n", - "Requirement already satisfied: requests-oauthlib>=0.7.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.3.1)\n", - "Requirement already satisfied: importlib-metadata>=4.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (4.10.1)\n", - "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.7.0)\n", - "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (0.4.8)\n", - "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (1.26.8)\n", - "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.3)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2021.10.8)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (2.0.11)\n", - "Requirement already satisfied: oauthlib>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow<2.5.0,>=2.0.0->alibi-detect==0.6.2) (3.2.0)\n", - "Requirement already satisfied: dm-tree in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (0.1.6)\n", - "Requirement already satisfied: decorator in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (5.1.1)\n", - "Requirement already satisfied: cloudpickle>=1.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow-probability<0.13.0,>=0.8.0->alibi-detect==0.6.2) (2.0.0)\n", - "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.4.0)\n", - "Requirement already satisfied: pyyaml>=5.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (6.0)\n", - "Requirement already satisfied: filelock in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (3.4.2)\n", - "Requirement already satisfied: tqdm>=4.27 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (4.62.3)\n", - "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.0.47)\n", - "Requirement already satisfied: regex!=2019.12.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (2022.1.18)\n", - "Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (0.11.4)\n", - "Requirement already satisfied: click in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from sacremoses->transformers<5.0.0,>=4.0.0->alibi-detect==0.6.2) (8.0.3)\n", - "Installing collected packages: scikit-learn\n", - " Attempting uninstall: scikit-learn\n", - " Found existing installation: scikit-learn 1.0.2\n", - " Uninstalling scikit-learn-1.0.2:\n", - " Successfully uninstalled scikit-learn-1.0.2\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "imbalanced-learn 0.9.0 requires scikit-learn>=1.0.1, but you have scikit-learn 0.24.2 which is incompatible.\u001b[0m\n", - "Successfully installed scikit-learn-0.24.2\n", - "Requirement already satisfied: alibi==0.6.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.6.2)\n", - "Requirement already satisfied: transformers<5.0.0,>=4.7.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (4.16.2)\n", - "Requirement already satisfied: scipy<2.0.0,>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.7.3)\n", - "Requirement already satisfied: requests<3.0.0,>=2.21.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.27.1)\n", - "Requirement already satisfied: dill<0.4.0,>=0.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.3.4)\n", - "Requirement already satisfied: typing-extensions>=3.7.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.7.4.3)\n", - "Requirement already satisfied: matplotlib<4.0.0,>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.5.1)\n", - "Requirement already satisfied: Pillow<9.0,>=5.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (8.4.0)\n", - "Requirement already satisfied: spacy[lookups]<4.0.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (3.2.1)\n", - "Requirement already satisfied: tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (2.4.4)\n", - "Requirement already satisfied: tqdm<5.0.0,>=4.28.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (4.62.3)\n", - "Requirement already satisfied: pandas<2.0.0,>=0.23.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.3.5)\n", - "Requirement already satisfied: attrs<22.0.0,>=19.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (21.4.0)\n", - "Requirement already satisfied: scikit-image!=0.17.1,<0.19,>=0.14.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.18.3)\n", - "Requirement already satisfied: scikit-learn<1.1.0,>=0.20.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (0.24.2)\n", - "Requirement already satisfied: numpy<2.0.0,>=1.16.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from alibi==0.6.2) (1.19.5)\n", - "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (0.11.0)\n", - "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (3.0.7)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (1.3.2)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (4.29.1)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (21.3)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (2.8.2)\n", - "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas<2.0.0,>=0.23.3->alibi==0.6.2) (2021.3)\n", - "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib<4.0.0,>=3.0.0->alibi==0.6.2) (1.15.0)\n", - "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (3.3)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (2021.10.8)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (2.0.11)\n", - "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0,>=2.21.0->alibi==0.6.2) (1.26.8)\n", - "Requirement already satisfied: imageio>=2.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2.15.0)\n", - "Requirement already satisfied: tifffile>=2019.7.26 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2021.11.2)\n", - "Requirement already satisfied: PyWavelets>=1.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (1.2.0)\n", - "Requirement already satisfied: networkx>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-image!=0.17.1,<0.19,>=0.14.2->alibi==0.6.2) (2.6.3)\n", - "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<1.1.0,>=0.20.2->alibi==0.6.2) (1.1.0)\n", - "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from scikit-learn<1.1.0,>=0.20.2->alibi==0.6.2) (3.1.0)\n", - "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", - "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.9.0,>=1.7.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.8.2)\n", - "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.6)\n", - "Requirement already satisfied: srsly<3.0.0,>=2.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.4.2)\n", - "Requirement already satisfied: typer<0.5.0,>=0.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.4.0)\n", - "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.3.0)\n", - "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.8)\n", - "Requirement already satisfied: pathy>=0.3.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.6.1)\n", - "Requirement already satisfied: jinja2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.0.3)\n", - "Requirement already satisfied: thinc<8.1.0,>=8.0.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (8.0.13)\n", - "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.1)\n", - "Requirement already satisfied: wasabi<1.1.0,>=0.8.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.9.0)\n", - "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.6)\n", - "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.6)\n", - "Requirement already satisfied: setuptools in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (58.0.4)\n", - "Requirement already satisfied: blis<0.8.0,>=0.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (0.7.5)\n", - "Requirement already satisfied: spacy-lookups-data<1.1.0,>=1.0.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (1.0.3)\n", - "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from catalogue<2.1.0,>=2.0.6->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (3.7.0)\n", - "Requirement already satisfied: smart-open<6.0.0,>=5.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pathy>=0.3.5->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (5.2.1)\n", - "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.4.0)\n", - "Requirement already satisfied: absl-py~=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.15.0)\n", - "Requirement already satisfied: termcolor~=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.1.0)\n", - "Requirement already satisfied: tensorboard~=2.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.8.0)\n", - "Requirement already satisfied: keras-preprocessing~=1.1.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.1.2)\n", - "Requirement already satisfied: astunparse~=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.6.3)\n", - "Requirement already satisfied: opt-einsum~=3.3.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.3.0)\n", - "Requirement already satisfied: google-pasta~=0.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.2.0)\n", - "Requirement already satisfied: wrapt~=1.12.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12.1)\n", - "Requirement already satisfied: wheel~=0.35 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.37.1)\n", - "Requirement already satisfied: grpcio~=1.32.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.32.0)\n", - "Requirement already satisfied: protobuf>=3.9.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.19.4)\n", - "Requirement already satisfied: h5py~=2.10.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.10.0)\n", - "Requirement already satisfied: gast==0.3.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.3.3)\n", - "Requirement already satisfied: flatbuffers~=1.12.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.12)\n", - "Requirement already satisfied: werkzeug>=0.11.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.0.2)\n", - "Requirement already satisfied: markdown>=2.6.8 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.3.6)\n", - "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.4.6)\n", - "Requirement already satisfied: google-auth<3,>=1.6.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (2.6.0)\n", - "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.6.1)\n", - "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.8.1)\n", - "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (5.0.0)\n", - "Requirement already satisfied: rsa<5,>=3.1.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (4.8)\n", - "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.2.8)\n", - "Requirement already satisfied: requests-oauthlib>=0.7.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (1.3.1)\n", - "Requirement already satisfied: importlib-metadata>=4.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (4.10.1)\n", - "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (0.4.8)\n", - "Requirement already satisfied: oauthlib>=3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow!=2.6.0,!=2.6.1,<2.7.0,>=2.0.0->alibi==0.6.2) (3.2.0)\n", - "Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.4.0)\n", - "Requirement already satisfied: filelock in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (3.4.2)\n", - "Requirement already satisfied: sacremoses in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.0.47)\n", - "Requirement already satisfied: regex!=2019.12.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (2022.1.18)\n", - "Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (0.11.4)\n", - "Requirement already satisfied: pyyaml>=5.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from transformers<5.0.0,>=4.7.0->alibi==0.6.2) (6.0)\n", - "Requirement already satisfied: click<9.0.0,>=7.1.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from typer<0.5.0,>=0.3.0->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (8.0.3)\n", - "Requirement already satisfied: MarkupSafe>=2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jinja2->spacy[lookups]<4.0.0,>=2.0.0->alibi==0.6.2) (2.0.1)\n", - "Requirement already satisfied: wordcloud in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (1.8.1)\n", - "Requirement already satisfied: numpy>=1.6.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (1.19.5)\n", - "Requirement already satisfied: pillow in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (8.4.0)\n", - "Requirement already satisfied: matplotlib in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from wordcloud) (3.5.1)\n", - "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (0.11.0)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (4.29.1)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (2.8.2)\n", - "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (3.0.7)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (1.3.2)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib->wordcloud) (21.3)\n", - "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.15.0)\n", - "Requirement already satisfied: seaborn in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.11.2)\n", - "Requirement already satisfied: pandas>=0.23 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.3.5)\n", - "Requirement already satisfied: numpy>=1.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.19.5)\n", - "Requirement already satisfied: scipy>=1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (1.7.3)\n", - "Requirement already satisfied: matplotlib>=2.2 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seaborn) (3.5.1)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (1.3.2)\n", - "Requirement already satisfied: pillow>=6.2.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (8.4.0)\n", - "Requirement already satisfied: cycler>=0.10 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (0.11.0)\n", - "Requirement already satisfied: pyparsing>=2.2.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (3.0.7)\n", - "Requirement already satisfied: fonttools>=4.22.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (4.29.1)\n", - "Requirement already satisfied: python-dateutil>=2.7 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (2.8.2)\n", - "Requirement already satisfied: packaging>=20.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from matplotlib>=2.2->seaborn) (21.3)\n", - "Requirement already satisfied: pytz>=2017.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from pandas>=0.23->seaborn) (2021.3)\n", - "Requirement already satisfied: six>=1.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib>=2.2->seaborn) (1.15.0)\n", - "Requirement already satisfied: dill in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.3.4)\n", - "Requirement already satisfied: imblearn in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (0.0)\n", - "Requirement already satisfied: imbalanced-learn in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imblearn) (0.9.0)\n", - "Requirement already satisfied: numpy>=1.14.6 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.19.5)\n", - "Requirement already satisfied: scipy>=1.1.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.7.3)\n", - "Collecting scikit-learn>=1.0.1\n", - " Using cached scikit_learn-1.0.2-cp37-cp37m-macosx_10_13_x86_64.whl (7.8 MB)\n", - "Requirement already satisfied: joblib>=0.11 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (1.1.0)\n", - "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from imbalanced-learn->imblearn) (3.1.0)\n", - "Installing collected packages: scikit-learn\n", - " Attempting uninstall: scikit-learn\n", - " Found existing installation: scikit-learn 0.24.2\n", - " Uninstalling scikit-learn-0.24.2:\n", - " Successfully uninstalled scikit-learn-0.24.2\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "alibi-detect 0.6.2 requires scikit-learn<0.25.0,>=0.20.2, but you have scikit-learn 1.0.2 which is incompatible.\u001b[0m\n", - "Successfully installed scikit-learn-1.0.2\n", - "Requirement already satisfied: nltk in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (3.7)\n", - "Requirement already satisfied: regex>=2021.8.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (2022.1.18)\n", - "Requirement already satisfied: tqdm in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (4.62.3)\n", - "Requirement already satisfied: joblib in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (1.1.0)\n", - "Requirement already satisfied: click in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from nltk) (8.0.3)\n", - "Requirement already satisfied: importlib-metadata in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from click->nltk) (4.10.1)\n", - "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click->nltk) (3.7.0)\n", - "Requirement already satisfied: typing-extensions>=3.6.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click->nltk) (3.7.4.3)\n", - "Collecting seldon-core\n", - " Using cached seldon_core-1.13.1-py3-none-any.whl (133 kB)\n", - "Requirement already satisfied: grpcio<2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (1.32.0)\n", - "Collecting grpcio-reflection<1.35.0\n", - " Using cached grpcio_reflection-1.34.1-py3-none-any.whl\n", - "Collecting jaeger-client<4.5.0,>=4.1.0\n", - " Using cached jaeger_client-4.4.0-py3-none-any.whl\n", - "Requirement already satisfied: setuptools>=41.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (58.0.4)\n", - "Collecting prometheus-client<0.9.0,>=0.7.1\n", - " Using cached prometheus_client-0.8.0-py2.py3-none-any.whl (53 kB)\n", - "Requirement already satisfied: requests<3.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (2.27.1)\n", - "Collecting Flask-cors<4.0.0\n", - " Using cached Flask_Cors-3.0.10-py2.py3-none-any.whl (14 kB)\n", - "Collecting gunicorn<20.2.0,>=19.9.0\n", - " Using cached gunicorn-20.1.0-py3-none-any.whl (79 kB)\n", - "Requirement already satisfied: protobuf<4.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (3.19.4)\n", - "Collecting grpcio-opentracing<1.2.0,>=1.1.4\n", - " Using cached grpcio_opentracing-1.1.4-py3-none-any.whl (14 kB)\n", - "Collecting markupsafe==1.1.1\n", - " Downloading MarkupSafe-1.1.1-cp37-cp37m-macosx_10_9_x86_64.whl (16 kB)\n", - "Collecting PyYAML<5.5,>=5.4\n", - " Using cached PyYAML-5.4.1-cp37-cp37m-macosx_10_9_x86_64.whl (249 kB)\n", - "Requirement already satisfied: numpy<2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (1.19.5)\n", - "Collecting itsdangerous==1.1.0\n", - " Using cached itsdangerous-1.1.0-py2.py3-none-any.whl (16 kB)\n", - "Requirement already satisfied: flatbuffers<2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (1.12)\n", - "Collecting urllib3==1.26.5\n", - " Using cached urllib3-1.26.5-py2.py3-none-any.whl (138 kB)\n", - "Collecting jsonschema<4.0.0\n", - " Using cached jsonschema-3.2.0-py2.py3-none-any.whl (56 kB)\n", - "Requirement already satisfied: click<8.1,>=8.0.0a1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from seldon-core) (8.0.3)\n", - "Collecting opentracing<2.5.0,>=2.2.0\n", - " Using cached opentracing-2.4.0-py3-none-any.whl\n", - "Collecting Flask-OpenTracing<1.2.0,>=1.1.0\n", - " Using cached Flask_OpenTracing-1.1.0-py3-none-any.whl\n", - "Collecting cryptography<3.5,>=3.4\n", - " Using cached cryptography-3.4.8-cp36-abi3-macosx_10_10_x86_64.whl (2.0 MB)\n", - "Collecting Flask<2.0.0\n", - " Using cached Flask-1.1.4-py2.py3-none-any.whl (94 kB)\n", - "Requirement already satisfied: importlib-metadata in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from click<8.1,>=8.0.0a1->seldon-core) (4.10.1)\n", - "Requirement already satisfied: cffi>=1.12 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cryptography<3.5,>=3.4->seldon-core) (1.15.0)\n", - "Requirement already satisfied: pycparser in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from cffi>=1.12->cryptography<3.5,>=3.4->seldon-core) (2.21)\n", - "Collecting Werkzeug<2.0,>=0.15\n", - " Using cached Werkzeug-1.0.1-py2.py3-none-any.whl (298 kB)\n", - "Collecting Flask<2.0.0\n", - " Using cached Flask-1.1.3-py2.py3-none-any.whl (94 kB)\n", - " Using cached Flask-1.1.2-py2.py3-none-any.whl (94 kB)\n", - "Requirement already satisfied: Werkzeug>=0.15 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Flask<2.0.0->seldon-core) (2.0.2)\n", - "Requirement already satisfied: Jinja2>=2.10.1 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Flask<2.0.0->seldon-core) (3.0.3)\n", - "Requirement already satisfied: Six in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from Flask-cors<4.0.0->seldon-core) (1.15.0)\n", - "Collecting grpcio<2.0.0\n", - " Downloading grpcio-1.44.0-cp37-cp37m-macosx_10_10_x86_64.whl (4.2 MB)\n", - "\u001b[K |████████████████████████████████| 4.2 MB 3.5 MB/s eta 0:00:01\n", - "\u001b[?25hCollecting thrift\n", - " Using cached thrift-0.16.0.tar.gz (59 kB)\n", - "Collecting threadloop<2,>=1\n", - " Using cached threadloop-1.0.2-py3-none-any.whl\n", - "Requirement already satisfied: tornado>=4.3 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jaeger-client<4.5.0,>=4.1.0->seldon-core) (6.1)\n", - "Collecting Jinja2>=2.10.1\n", - " Using cached Jinja2-3.1.1-py3-none-any.whl (132 kB)\n", - " Using cached Jinja2-3.1.0-py3-none-any.whl (132 kB)\n", - " Using cached Jinja2-3.0.2-py3-none-any.whl (133 kB)\n", - " Using cached Jinja2-3.0.1-py3-none-any.whl (133 kB)\n", - " Using cached Jinja2-3.0.0-py3-none-any.whl (133 kB)\n", - " Using cached Jinja2-2.11.3-py2.py3-none-any.whl (125 kB)\n", - "Requirement already satisfied: pyrsistent>=0.14.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jsonschema<4.0.0->seldon-core) (0.18.1)\n", - "Requirement already satisfied: attrs>=17.4.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from jsonschema<4.0.0->seldon-core) (21.4.0)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0->seldon-core) (2.0.11)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0->seldon-core) (2021.10.8)\n", - "Requirement already satisfied: idna<4,>=2.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from requests<3.0.0->seldon-core) (3.3)\n", - "Requirement already satisfied: typing-extensions>=3.6.4 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click<8.1,>=8.0.0a1->seldon-core) (3.7.4.3)\n", - "Requirement already satisfied: zipp>=0.5 in /Users/josh/opt/anaconda3/envs/manufactoring-workshop/lib/python3.7/site-packages (from importlib-metadata->click<8.1,>=8.0.0a1->seldon-core) (3.7.0)\n", - "Building wheels for collected packages: thrift\n", - " Building wheel for thrift (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for thrift: filename=thrift-0.16.0-cp37-cp37m-macosx_10_9_x86_64.whl size=176259 sha256=f31474c8b05be7966df70f02cd13ccc1e803e7144c934a120a589fb39e6a90a0\n", - " Stored in directory: /Users/josh/Library/Caches/pip/wheels/e6/d0/8c/11a1840ef59493f9221d13748a29482323f13f6da6b236c3de\n", - "Successfully built thrift\n", - "Installing collected packages: markupsafe, Jinja2, itsdangerous, urllib3, thrift, threadloop, opentracing, grpcio, Flask, PyYAML, prometheus-client, jsonschema, jaeger-client, gunicorn, grpcio-reflection, grpcio-opentracing, Flask-OpenTracing, Flask-cors, cryptography, seldon-core\n", - " Attempting uninstall: markupsafe\n", - " Found existing installation: MarkupSafe 2.0.1\n", - " Uninstalling MarkupSafe-2.0.1:\n", - " Successfully uninstalled MarkupSafe-2.0.1\n", - " Attempting uninstall: Jinja2\n", - " Found existing installation: Jinja2 3.0.3\n", - " Uninstalling Jinja2-3.0.3:\n", - " Successfully uninstalled Jinja2-3.0.3\n", - " Attempting uninstall: urllib3\n", - " Found existing installation: urllib3 1.26.8\n", - " Uninstalling urllib3-1.26.8:\n", - " Successfully uninstalled urllib3-1.26.8\n", - " Attempting uninstall: grpcio\n", - " Found existing installation: grpcio 1.32.0\n", - " Uninstalling grpcio-1.32.0:\n", - " Successfully uninstalled grpcio-1.32.0\n", - " Attempting uninstall: PyYAML\n", - " Found existing installation: PyYAML 6.0\n", - " Uninstalling PyYAML-6.0:\n", - " Successfully uninstalled PyYAML-6.0\n", - " Attempting uninstall: prometheus-client\n", - " Found existing installation: prometheus-client 0.13.1\n", - " Uninstalling prometheus-client-0.13.1:\n", - " Successfully uninstalled prometheus-client-0.13.1\n", - " Attempting uninstall: jsonschema\n", - " Found existing installation: jsonschema 4.4.0\n", - " Uninstalling jsonschema-4.4.0:\n", - " Successfully uninstalled jsonschema-4.4.0\n", - " Attempting uninstall: cryptography\n", - " Found existing installation: cryptography 36.0.1\n", - " Uninstalling cryptography-36.0.1:\n", - " Successfully uninstalled cryptography-36.0.1\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "tensorflow 2.4.4 requires grpcio~=1.32.0, but you have grpcio 1.44.0 which is incompatible.\n", - "alibi-detect 0.6.2 requires scikit-learn<0.25.0,>=0.20.2, but you have scikit-learn 1.0.2 which is incompatible.\u001b[0m\n", - "Successfully installed Flask-1.1.2 Flask-OpenTracing-1.1.0 Flask-cors-3.0.10 Jinja2-2.11.3 PyYAML-5.4.1 cryptography-3.4.8 grpcio-1.44.0 grpcio-opentracing-1.1.4 grpcio-reflection-1.34.1 gunicorn-20.1.0 itsdangerous-1.1.0 jaeger-client-4.4.0 jsonschema-3.2.0 markupsafe-1.1.1 opentracing-2.4.0 prometheus-client-0.8.0 seldon-core-1.13.1 threadloop-1.0.2 thrift-0.16.0 urllib3-1.26.5\n" - ] - } - ], + "outputs": [], "source": [ "# Colab has a load of packages pre-loaded into the environment. Installing the additional ones we require here.\n", "!pip install seldon-deploy-sdk==1.4.1\n", - "!pip install alibi-detect==0.6.2\n", - "!pip install alibi==0.6.2\n", - "!pip install wordcloud\n", - "!pip install seaborn\n", - "!pip install dill\n", - "!pip install imblearn\n", - "!pip install nltk\n", - "!pip install seldon-core\n", - "!pip install --upgrade google-cloud-storage" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "b5d9522f", - "metadata": { - "papermill": { - "duration": 2.027968, - "end_time": "2021-11-15T08:54:18.918059", - "exception": false, - "start_time": "2021-11-15T08:54:16.890091", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[nltk_data] Downloading package stopwords to /Users/josh/nltk_data...\n", - "[nltk_data] Package stopwords is already up-to-date!\n" - ] - } - ], - "source": [ - "# Basic Operation\n", - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "# Text Preprocessing & Cleaning\n", - "from sklearn.feature_extraction.text import TfidfVectorizer\n", - "\n", - "import nltk\n", - "from nltk.corpus import stopwords\n", - "nltk.download('stopwords')\n", - "\n", - "import re\n", - "from sklearn.model_selection import train_test_split # Split Data \n", - "from imblearn.over_sampling import SMOTE # Handling Imbalanced\n", - "\n", - "# Model Building\n", - "from sklearn.ensemble import RandomForestClassifier \n", - "from sklearn.metrics import classification_report , confusion_matrix , accuracy_score # Performance Metrics \n", - "\n", - "# Drift Detection\n", - "from alibi_detect.cd import KSDrift\n", - "from alibi_detect.utils.saving import save_detector, load_detector\n", - "\n", - "# Explainabilty\n", - "from alibi.explainers import AnchorText\n", - "import spacy\n", - "from alibi.utils.download import spacy_model\n", - "\n", - "# Data Visualization \n", - "import matplotlib.pyplot as plt\n", - "from wordcloud import WordCloud\n", - "from termcolor import cprint\n", - "import seaborn as sns\n", - "import warnings \n", - "\n", - "# Serialising artefacts\n", - "import joblib\n", - "import dill\n", - "\n", - "# Deploy SDK \n", - "from seldon_deploy_sdk import Configuration, ApiClient, SeldonDeploymentsApi, OutlierDetectorApi, DriftDetectorApi\n", - "from seldon_deploy_sdk.auth import OIDCAuthenticator\n", - "\n", - "warnings.filterwarnings('ignore')\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "fa9bb6a1", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2022-04-20 06:43:58-- https://storage.googleapis.com/seldon-koz-data/airline/airline.zip\n", - "Resolving storage.googleapis.com (storage.googleapis.com)... 142.251.40.176, 142.250.80.112, 142.250.65.208, ...\n", - "Connecting to storage.googleapis.com (storage.googleapis.com)|142.251.40.176|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 2734410 (2.6M) [application/zip]\n", - "Saving to: ‘airline.zip’\n", - "\n", - "airline.zip 100%[===================>] 2.61M 3.37MB/s in 0.8s \n", - "\n", - "2022-04-20 06:43:59 (3.37 MB/s) - ‘airline.zip’ saved [2734410/2734410]\n", - "\n", - "Archive: airline.zip\n", - " creating: data/\n", - " inflating: data/database.sqlite \n", - " creating: data/nltk_data/\n", - " creating: data/nltk_data/corpora/\n", - " extracting: data/nltk_data/corpora/stopwords.zip \n", - " creating: data/nltk_data/corpora/stopwords/\n", - " inflating: data/nltk_data/corpora/stopwords/german \n", - " inflating: data/nltk_data/corpora/stopwords/romanian \n", - " inflating: data/nltk_data/corpora/stopwords/nepali \n", - " inflating: data/nltk_data/corpora/stopwords/bengali \n", - " inflating: data/nltk_data/corpora/stopwords/turkish \n", - " inflating: data/nltk_data/corpora/stopwords/spanish \n", - " inflating: data/nltk_data/corpora/stopwords/tajik \n", - " inflating: data/nltk_data/corpora/stopwords/english \n", - " inflating: data/nltk_data/corpora/stopwords/french \n", - " inflating: data/nltk_data/corpora/stopwords/slovene \n", - " inflating: data/nltk_data/corpora/stopwords/arabic \n", - " inflating: data/nltk_data/corpora/stopwords/italian \n", - " inflating: data/nltk_data/corpora/stopwords/greek \n", - " inflating: data/nltk_data/corpora/stopwords/indonesian \n", - " inflating: data/nltk_data/corpora/stopwords/kazakh \n", - " inflating: data/nltk_data/corpora/stopwords/russian \n", - " inflating: data/nltk_data/corpora/stopwords/azerbaijani \n", - " inflating: data/nltk_data/corpora/stopwords/portuguese \n", - " inflating: data/nltk_data/corpora/stopwords/finnish \n", - " inflating: data/nltk_data/corpora/stopwords/norwegian \n", - " inflating: data/nltk_data/corpora/stopwords/hungarian \n", - " inflating: data/nltk_data/corpora/stopwords/dutch \n", - " inflating: data/nltk_data/corpora/stopwords/swedish \n", - " inflating: data/nltk_data/corpora/stopwords/README \n", - " inflating: data/nltk_data/corpora/stopwords/danish \n", - " inflating: data/Tweets.csv \n" - ] - } - ], - "source": [ - "!wget https://storage.googleapis.com/seldon-koz-data/airline/airline.zip\n", - "!unzip -o 'airline.zip'" - ] - }, - { - "cell_type": "markdown", - "id": "1070e25d", - "metadata": { - "papermill": { - "duration": 0.029596, - "end_time": "2021-11-15T08:54:18.978151", - "exception": false, - "start_time": "2021-11-15T08:54:18.948555", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## Data Exploration\n", - "\n", - "Load the data into memory. " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "8bcb0084", - "metadata": { - "papermill": { - "duration": 0.158843, - "end_time": "2021-11-15T08:54:19.166751", - "exception": false, - "start_time": "2021-11-15T08:54:19.007908", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
tweet_idairline_sentimentairline_sentiment_confidencenegativereasonnegativereason_confidenceairlineairline_sentiment_goldnamenegativereason_goldretweet_counttexttweet_coordtweet_createdtweet_locationuser_timezone
0570306133677760513neutral1.0000NaNNaNVirgin AmericaNaNcairdinNaN0@VirginAmerica What @dhepburn said.NaN2015-02-24 11:35:52 -0800NaNEastern Time (US & Canada)
1570301130888122368positive0.3486NaN0.0000Virgin AmericaNaNjnardinoNaN0@VirginAmerica plus you've added commercials t...NaN2015-02-24 11:15:59 -0800NaNPacific Time (US & Canada)
2570301083672813571neutral0.6837NaNNaNVirgin AmericaNaNyvonnalynnNaN0@VirginAmerica I didn't today... Must mean I n...NaN2015-02-24 11:15:48 -0800Lets PlayCentral Time (US & Canada)
3570301031407624196negative1.0000Bad Flight0.7033Virgin AmericaNaNjnardinoNaN0@VirginAmerica it's really aggressive to blast...NaN2015-02-24 11:15:36 -0800NaNPacific Time (US & Canada)
4570300817074462722negative1.0000Can't Tell1.0000Virgin AmericaNaNjnardinoNaN0@VirginAmerica and it's a really big bad thing...NaN2015-02-24 11:14:45 -0800NaNPacific Time (US & Canada)
\n", - "
" - ], - "text/plain": [ - " tweet_id airline_sentiment airline_sentiment_confidence \\\n", - "0 570306133677760513 neutral 1.0000 \n", - "1 570301130888122368 positive 0.3486 \n", - "2 570301083672813571 neutral 0.6837 \n", - "3 570301031407624196 negative 1.0000 \n", - "4 570300817074462722 negative 1.0000 \n", - "\n", - " negativereason negativereason_confidence airline \\\n", - "0 NaN NaN Virgin America \n", - "1 NaN 0.0000 Virgin America \n", - "2 NaN NaN Virgin America \n", - "3 Bad Flight 0.7033 Virgin America \n", - "4 Can't Tell 1.0000 Virgin America \n", - "\n", - " airline_sentiment_gold name negativereason_gold retweet_count \\\n", - "0 NaN cairdin NaN 0 \n", - "1 NaN jnardino NaN 0 \n", - "2 NaN yvonnalynn NaN 0 \n", - "3 NaN jnardino NaN 0 \n", - "4 NaN jnardino NaN 0 \n", - "\n", - " text tweet_coord \\\n", - "0 @VirginAmerica What @dhepburn said. NaN \n", - "1 @VirginAmerica plus you've added commercials t... NaN \n", - "2 @VirginAmerica I didn't today... Must mean I n... NaN \n", - "3 @VirginAmerica it's really aggressive to blast... NaN \n", - "4 @VirginAmerica and it's a really big bad thing... NaN \n", - "\n", - " tweet_created tweet_location user_timezone \n", - "0 2015-02-24 11:35:52 -0800 NaN Eastern Time (US & Canada) \n", - "1 2015-02-24 11:15:59 -0800 NaN Pacific Time (US & Canada) \n", - "2 2015-02-24 11:15:48 -0800 Lets Play Central Time (US & Canada) \n", - "3 2015-02-24 11:15:36 -0800 NaN Pacific Time (US & Canada) \n", - "4 2015-02-24 11:14:45 -0800 NaN Pacific Time (US & Canada) " - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df = pd.read_csv('./data/Tweets.csv')\n", - "df.head()" - ] - }, - { - "cell_type": "markdown", - "id": "79a17210", - "metadata": {}, - "source": [ - "Inspecting the columns within the data..." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "4b3d73f1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['tweet_id',\n", - " 'airline_sentiment',\n", - " 'airline_sentiment_confidence',\n", - " 'negativereason',\n", - " 'negativereason_confidence',\n", - " 'airline',\n", - " 'airline_sentiment_gold',\n", - " 'name',\n", - " 'negativereason_gold',\n", - " 'retweet_count',\n", - " 'text',\n", - " 'tweet_coord',\n", - " 'tweet_created',\n", - " 'tweet_location',\n", - " 'user_timezone']" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(df.columns)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "4c127e19", - "metadata": { - "papermill": { - "duration": 0.038976, - "end_time": "2021-11-15T08:54:19.322909", - "exception": false, - "start_time": "2021-11-15T08:54:19.283933", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(14640, 15)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.shape" - ] - }, - { - "cell_type": "markdown", - "id": "c798bf82", - "metadata": {}, - "source": [ - "The dataset is 14,460 separate tweets to various US airlines which have been labelled according to their percevied sentiment. There is additional metadata associated with each tweet such as a location of where the tweet was created, the retweet count and the user name of the tweeter. \n", - "\n", - "Next we can begin to explore and visualise the data!" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "93edf684", - "metadata": { - "papermill": { - "duration": 0.229076, - "end_time": "2021-11-15T08:54:20.451714", - "exception": false, - "start_time": "2021-11-15T08:54:20.222638", - "status": "completed" - }, - "scrolled": false, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32mNumber of tweets in each category:\u001b[0m\n", - "negative 9178\n", - "neutral 3099\n", - "positive 2363\n", - "Name: airline_sentiment, dtype: int64\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "cprint(\"Number of tweets in each category:\",'green')\n", - "print(df[\"airline_sentiment\"].value_counts())\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "ax = sns.countplot(x='airline_sentiment', data=df, palette='pastel')\n", - "ax.set_title(label='Number of tweets in each category', fontsize=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "6a4dfda2", - "metadata": {}, - "source": [ - "Who would have thought? People turn to Twitter when they're annoyed. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "9105da75", - "metadata": { - "papermill": { - "duration": 0.288513, - "end_time": "2021-11-15T08:54:20.773727", - "exception": false, - "start_time": "2021-11-15T08:54:20.485214", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32mTotal number of tweets for each airline:\u001b[0m\n", - "airline\n", - "American 2759\n", - "Delta 2222\n", - "Southwest 2420\n", - "US Airways 2913\n", - "United 3822\n", - "Virgin America 504\n", - "Name: airline_sentiment, dtype: int64\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "cprint(\"Total number of tweets for each airline:\",'green')\n", - "print(df.groupby('airline')['airline_sentiment'].count())\n", - "\n", - "plt.figure(figsize=(10, 8))\n", - "ax = sns.countplot(x='airline', data=df, palette='pastel')\n", - "ax.set_title(label='Total number of tweets for each airline', fontsize=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "b52b1d74", - "metadata": { - "papermill": { - "duration": 0.323079, - "end_time": "2021-11-15T08:54:21.131089", - "exception": false, - "start_time": "2021-11-15T08:54:20.808010", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(24, 10))\n", - "sns.countplot(x='negativereason', data=df, palette='hls')\n", - "plt.title('Reasons for Negative Tweets', fontsize=20)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "d53a6825", - "metadata": {}, - "source": [ - "So at first glance it appears that customer service issues are the main driver of negatively sentimented tweets!" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "cfaca8b8", - "metadata": { - "papermill": { - "duration": 1.224283, - "end_time": "2021-11-15T08:54:22.392408", - "exception": false, - "start_time": "2021-11-15T08:54:21.168125", - "status": "completed" - }, - "scrolled": false, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "NR_Count=df['negativereason'].value_counts()\n", - "def NCount(Airline):\n", - " airlineName =df[df['airline']==Airline]\n", - " count= airlineName['negativereason'].value_counts()\n", - " Unique_reason= df['negativereason'].unique()\n", - " Unique_reason=[x for x in Unique_reason if str(x) != 'nan']\n", - " Reason_frame=pd.DataFrame({'Reasons':Unique_reason})\n", - " Reason_frame['count']=Reason_frame['Reasons'].apply(lambda x: count[x])\n", - " return Reason_frame\n", - "\n", - "def plot_reason(airline):\n", - " a= NCount(airline)\n", - " count=a['count']\n", - " Id = range(1,(len(a)+1))\n", - " plt.bar(Id,count, color=['darkviolet','yellow','blue','lime','pink','crimson','gold','cyan','orange','purple'])\n", - " plt.xticks(Id,a['Reasons'],rotation=90)\n", - " plt.title(airline)\n", - "\n", - "airlines= ['US Airways','United','American','Southwest','Delta','Virgin America']\n", - " \n", - "plt.figure(2,figsize=(13, 13))\n", - "for i in airlines:\n", - " indices= airlines.index(i)\n", - " plt.subplot(2,3,indices+1)\n", - " plt.subplots_adjust(hspace=0.9)\n", - " plot_reason(i)" - ] - }, - { - "cell_type": "markdown", - "id": "62da2d3a", - "metadata": {}, - "source": [ - "Breaking that down by airline, we can see that Delta is the only airline whose most frequent issue is late flights. All of the other providers suffer from customer service issues as their leading cause of negative tweets. \n", - "\n", - "Finally, we can generate word clouds to observe the most common words within each sentiment category. " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "4ee504b6", - "metadata": { - "papermill": { - "duration": 0.053641, - "end_time": "2021-11-15T08:54:22.484599", - "exception": false, - "start_time": "2021-11-15T08:54:22.430958", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Split text of Sentiments \n", - "positive = df[df['airline_sentiment'] == 'positive'].text\n", - "neutral = df[df['airline_sentiment'] == 'neutral'].text\n", - "negative = df[df['airline_sentiment'] == 'negative'].text" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "98ce926d", - "metadata": { - "papermill": { - "duration": 14.596571, - "end_time": "2021-11-15T08:54:37.118795", - "exception": false, - "start_time": "2021-11-15T08:54:22.522224", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# word cloud of positive sentiments\n", - "plt.figure(figsize = (20,20)) \n", - "worldcould_pos = WordCloud(min_font_size=3,\n", - " max_words=1000, \n", - " width=1600,\n", - " height=680).generate(\" \".join(positive))\n", - "\n", - "plt.imshow(worldcould_pos,interpolation='bilinear')\n", - "ax.grid(False)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "07fb8f3d", - "metadata": { - "papermill": { - "duration": 18.741769, - "end_time": "2021-11-15T08:54:55.916434", - "exception": false, - "start_time": "2021-11-15T08:54:37.174665", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# word cloud of neutral sentiments\n", - "plt.figure(figsize = (20,20)) \n", - "worldcould_neutral = WordCloud(min_font_size=3, \n", - " max_words=1000,\n", - " width=1600,\n", - " height=680).generate(\" \".join(neutral))\n", - "\n", - "plt.imshow(worldcould_neutral,interpolation='bilinear')\n", - "ax.grid(False)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "17aa493c", - "metadata": { - "papermill": { - "duration": 25.446856, - "end_time": "2021-11-15T08:55:21.441573", - "exception": false, - "start_time": "2021-11-15T08:54:55.994717", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# word cloud of negative sentiments\n", - "plt.figure(figsize = (20,20)) \n", - "worldcould_neg = WordCloud(min_font_size=3,\n", - " max_words=1000, \n", - " width=1600, \n", - " height=680).generate(\" \".join(negative))\n", - "\n", - "plt.imshow(worldcould_neg,interpolation = 'bilinear')\n", - "ax.grid(False)" - ] - }, - { - "cell_type": "markdown", - "id": "0d55fe4a", - "metadata": { - "papermill": { - "duration": 0.103814, - "end_time": "2021-11-15T08:55:21.649180", - "exception": false, - "start_time": "2021-11-15T08:55:21.545366", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## Data Cleaning\n", - "\n", - "Tweets are inherently messy for ML models to interpret; emojis, punctuation, usernames all need to be removed and prior to being embedded and used for training. \n", - "\n", - "This section of the notebook tackles the data preparation and cleaning required to wrangle the dataset into a training-ready state. \n", - "\n", - "Firstly, we prepare the labels by converting the categories to integers. " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "4a0cab57", - "metadata": { - "papermill": { - "duration": 0.11074, - "end_time": "2021-11-15T08:55:21.864153", - "exception": false, - "start_time": "2021-11-15T08:55:21.753413", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0 1\n", - "1 2\n", - "2 1\n", - "3 0\n", - "4 0\n", - " ..\n", - "14635 2\n", - "14636 0\n", - "14637 1\n", - "14638 0\n", - "14639 1\n", - "Name: airline_sentiment, Length: 14640, dtype: int64" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# convert Sentiments to 0,1,2\n", - "def convert_sentiment(sentiment):\n", - " if sentiment == \"positive\":\n", - " return 2\n", - " elif sentiment == \"neutral\":\n", - " return 1\n", - " elif sentiment == \"negative\":\n", - " return 0\n", - " \n", - "# Apply convert_sentiment function\n", - "df[\"airline_sentiment\"] = df[\"airline_sentiment\"].apply(lambda x : convert_sentiment(x))\n", - "df[\"airline_sentiment\"]" - ] - }, - { - "cell_type": "markdown", - "id": "9d4edfea", - "metadata": {}, - "source": [ - "Next we then perform a number of data cleaning and standardisation steps. This ensures that there are no quirky characters or usernames fed to our model later down the line which would cause issues. " - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "bcc4b8b7", - "metadata": { - "papermill": { - "duration": 29.790366, - "end_time": "2021-11-15T08:55:52.201738", - "exception": false, - "start_time": "2021-11-15T08:55:22.411372", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0 said\n", - "1 plus added commercials experience tacky\n", - "2 today must mean need take another trip\n", - "3 bad flight really aggressive blast obnoxious e...\n", - "4 ca tell really big bad thing\n", - " ... \n", - "14635 thank got different flight chicago\n", - "14636 customer service issue leaving minutes late fl...\n", - "14637 please bring american airlines blackberry\n", - "14638 customer service issue money change flight ans...\n", - "14639 ppl need know many seats next flight plz put u...\n", - "Name: final_text, Length: 14640, dtype: object" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Remove stop words\n", - "def remove_stopwords(text):\n", - " text = ' '.join([word for word in text.split() if word not in (stopwords.words('english'))])\n", - " return text\n", - "\n", - "# Remove url \n", - "def remove_url(text):\n", - " url = re.compile(r'https?://\\S+|www\\.\\S+')\n", - " return url.sub(r'',text)\n", - "\n", - "# Remove punct\n", - "def remove_punct(text):\n", - " table = str.maketrans('', '', string.punctuation)\n", - " return text.translate(table)\n", - "\n", - "# Remove html \n", - "def remove_html(text):\n", - " html=re.compile(r'<.*?>')\n", - " return html.sub(r'',text)\n", - "\n", - "# Remove @username\n", - "def remove_username(text):\n", - " return re.sub('@[^\\s]+','',text)\n", - "\n", - "# Remove emojis\n", - "def remove_emoji(text):\n", - " emoji_pattern = re.compile(\"[\"\n", - " u\"\\U0001F600-\\U0001F64F\" # emoticons\n", - " u\"\\U0001F300-\\U0001F5FF\" # symbols & pictographs\n", - " u\"\\U0001F680-\\U0001F6FF\" # transport & map symbols\n", - " u\"\\U0001F1E0-\\U0001F1FF\" # flags (iOS)\n", - " u\"\\U00002702-\\U000027B0\"\n", - " u\"\\U000024C2-\\U0001F251\"\n", - " \"]+\", flags=re.UNICODE)\n", - " return emoji_pattern.sub(r'', text)\n", - "\n", - "\n", - "# Decontraction text\n", - "def decontraction(text):\n", - " text = re.sub(r\"won\\'t\", \" will not\", text)\n", - " text = re.sub(r\"won\\'t've\", \" will not have\", text)\n", - " text = re.sub(r\"can\\'t\", \" can not\", text)\n", - " text = re.sub(r\"don\\'t\", \" do not\", text)\n", - " text = re.sub(r\"can\\'t've\", \" can not have\", text)\n", - " text = re.sub(r\"ma\\'am\", \" madam\", text)\n", - " text = re.sub(r\"let\\'s\", \" let us\", text)\n", - " text = re.sub(r\"ain\\'t\", \" am not\", text)\n", - " text = re.sub(r\"shan\\'t\", \" shall not\", text)\n", - " text = re.sub(r\"sha\\n't\", \" shall not\", text)\n", - " text = re.sub(r\"o\\'clock\", \" of the clock\", text)\n", - " text = re.sub(r\"y\\'all\", \" you all\", text)\n", - " text = re.sub(r\"n\\'t\", \" not\", text)\n", - " text = re.sub(r\"n\\'t've\", \" not have\", text)\n", - " text = re.sub(r\"\\'re\", \" are\", text)\n", - " text = re.sub(r\"\\'s\", \" is\", text)\n", - " text = re.sub(r\"\\'d\", \" would\", text)\n", - " text = re.sub(r\"\\'d've\", \" would have\", text)\n", - " text = re.sub(r\"\\'ll\", \" will\", text)\n", - " text = re.sub(r\"\\'ll've\", \" will have\", text)\n", - " text = re.sub(r\"\\'t\", \" not\", text)\n", - " text = re.sub(r\"\\'ve\", \" have\", text)\n", - " text = re.sub(r\"\\'m\", \" am\", text)\n", - " text = re.sub(r\"\\'re\", \" are\", text)\n", - " return text \n", - "\n", - "# Seperate alphanumeric\n", - "def seperate_alphanumeric(text):\n", - " words = text\n", - " words = re.findall(r\"[^\\W\\d_]+|\\d+\", words)\n", - " return \" \".join(words)\n", - "\n", - "def cont_rep_char(text):\n", - " tchr = text.group(0) \n", - " \n", - " if len(tchr) > 1:\n", - " return tchr[0:2] \n", - "\n", - "def unique_char(rep, text):\n", - " substitute = re.sub(r'(\\w)\\1+', rep, text)\n", - " return substitute\n", - "\n", - "def char(text):\n", - " substitute = re.sub(r'[^a-zA-Z]',' ',text)\n", - " return substitute\n", - "\n", - "# Combine negative reason with tweet (if it exists)\n", - "df['final_text'] = df['negativereason'].fillna('') + ' ' + df['text'] \n", - "\n", - "# Apply functions to tweets\n", - "df['final_text'] = df['final_text'].apply(lambda x: remove_username(x))\n", - "df['final_text'] = df['final_text'].apply(lambda x: remove_url(x))\n", - "df['final_text'] = df['final_text'].apply(lambda x: remove_emoji(x))\n", - "df['final_text'] = df['final_text'].apply(lambda x: decontraction(x))\n", - "df['final_text'] = df['final_text'].apply(lambda x: seperate_alphanumeric(x))\n", - "df['final_text'] = df['final_text'].apply(lambda x: unique_char(cont_rep_char,x))\n", - "df['final_text'] = df['final_text'].apply(lambda x: char(x))\n", - "df['final_text'] = df['final_text'].apply(lambda x: x.lower())\n", - "df['final_text'] = df['final_text'].apply(lambda x: remove_stopwords(x))\n", - "\n", - "# End result\n", - "df['final_text']" - ] - }, - { - "cell_type": "markdown", - "id": "1e2cf4c2", - "metadata": {}, - "source": [ - "Setting the X and y datasets ready for training. " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "3d98b5dd", - "metadata": { - "papermill": { - "duration": 0.113587, - "end_time": "2021-11-15T08:55:52.637907", - "exception": false, - "start_time": "2021-11-15T08:55:52.524320", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "X = df['final_text']\n", - "y = df['airline_sentiment']" - ] - }, - { - "cell_type": "markdown", - "id": "25e08ead", - "metadata": {}, - "source": [ - "We then embed the tweets using the TF-IDF vectorizer. This is an industry standard embedding method and provides us with an array for each tweet which can then be used for training a range of ML algorithms. " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "abd9fe6e", - "metadata": { - "papermill": { - "duration": 0.286932, - "end_time": "2021-11-15T08:55:53.028524", - "exception": false, - "start_time": "2021-11-15T08:55:52.741592", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<14640x10989 sparse matrix of type ''\n", - "\twith 140653 stored elements in Compressed Sparse Row format>" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tfidf = TfidfVectorizer()\n", - "X_final = tfidf.fit_transform(X)\n", - "X_final" - ] - }, - { - "cell_type": "markdown", - "id": "31f0e7eb", - "metadata": { - "papermill": { - "duration": 0.103698, - "end_time": "2021-11-15T08:55:53.237132", - "exception": false, - "start_time": "2021-11-15T08:55:53.133434", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Due to the imbalance in the dataset, with there being 3 times as many negatively sentimented tweets as any other category we use SMOTE to resample the minority classes. " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "074603b0", - "metadata": { - "papermill": { - "duration": 0.596374, - "end_time": "2021-11-15T08:55:53.937794", - "exception": false, - "start_time": "2021-11-15T08:55:53.341420", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "smote = SMOTE()\n", - "x_sm,y_sm = smote.fit_resample(X_final,y)" - ] - }, - { - "cell_type": "markdown", - "id": "72f07668", - "metadata": {}, - "source": [ - "Finally, we split the data into training and testing sets. " - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "cc981371", - "metadata": { - "papermill": { - "duration": 0.119667, - "end_time": "2021-11-15T08:55:54.162350", - "exception": false, - "start_time": "2021-11-15T08:55:54.042683", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "X_train , X_test , y_train , y_test = train_test_split(x_sm , y_sm , test_size=0.2)" - ] - }, - { - "cell_type": "markdown", - "id": "c136c037", - "metadata": { - "papermill": { - "duration": 0.104987, - "end_time": "2021-11-15T08:55:54.371587", - "exception": false, - "start_time": "2021-11-15T08:55:54.266600", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## Model Training\n", - "\n", - "Once the data has been prepared we are ready to train our ML model. \n", - "\n", - "In this case we will use a RandomForestClassifier from Scikit-Learn." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "a5864054", - "metadata": { - "papermill": { - "duration": 35.283075, - "end_time": "2021-11-15T08:56:29.760402", - "exception": false, - "start_time": "2021-11-15T08:55:54.477327", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "RandomForestClassifier()" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rf = RandomForestClassifier()\n", - "rf.fit(X_train,y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "c9ed28e7", - "metadata": { - "papermill": { - "duration": 0.523926, - "end_time": "2021-11-15T08:56:30.388872", - "exception": false, - "start_time": "2021-11-15T08:56:29.864946", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "rf_prediction = rf.predict(X_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "2165c266", - "metadata": { - "papermill": { - "duration": 0.122419, - "end_time": "2021-11-15T08:56:30.622007", - "exception": false, - "start_time": "2021-11-15T08:56:30.499588", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9567822771018704" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "accuracy_score(rf_prediction,y_test)" - ] - }, - { - "cell_type": "markdown", - "id": "1f5c6bc9", - "metadata": { - "papermill": { - "duration": 0.108862, - "end_time": "2021-11-15T08:58:47.165457", - "exception": false, - "start_time": "2021-11-15T08:58:47.056595", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "Now that we have successfully generated our RandomForestClassifier we can generate a classification report, and visualise a confusion matrix to gain greater insights into our model's performance. " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "12107597", - "metadata": { - "papermill": { - "duration": 0.187788, - "end_time": "2021-11-15T08:58:47.463191", - "exception": false, - "start_time": "2021-11-15T08:58:47.275403", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Classification Report:\n", - "----------------------\n", - " precision recall f1-score support\n", - "\n", - " 0 0.98 0.99 0.99 1819\n", - " 1 0.94 0.94 0.94 1826\n", - " 2 0.96 0.94 0.95 1862\n", - "\n", - " accuracy 0.96 5507\n", - " macro avg 0.96 0.96 0.96 5507\n", - "weighted avg 0.96 0.96 0.96 5507\n", - "\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "cr = classification_report(y_test, rf_prediction)\n", - "\n", - "print(\"Classification Report:\\n----------------------\\n\", cr)\n", - "cm = confusion_matrix(y_test,rf_prediction)\n", - "\n", - "# plot confusion matrix \n", - "plt.figure(figsize=(8,6))\n", - "sentiment_classes = ['Negative', 'Neutral', 'Positive']\n", - "sns.heatmap(cm, cmap=plt.cm.Blues, annot=True, fmt='d', \n", - " xticklabels=sentiment_classes,\n", - " yticklabels=sentiment_classes)\n", - "plt.title('Confusion matrix', fontsize=16)\n", - "plt.xlabel('Actual label', fontsize=12)\n", - "plt.ylabel('Predicted label', fontsize=12)\n", - "plt.show()" + "!pip install google-cloud-storage" ] }, { @@ -1767,101 +72,7 @@ "\n", "This workshop will focus on the generation of a **custom model for this case**, therefore we need to define an `__init__` and `predict` method which shall load and perform inference respectively in our new deployment. \n", "\n", - "---------\n", - "\n", - "First we will save our model using joblib- SKLearn's recommended serialisation technology. " - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "154dbf39", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['model.joblib']" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "joblib.dump(rf, 'model.joblib')" - ] - }, - { - "cell_type": "markdown", - "id": "9842aa11", - "metadata": {}, - "source": [ - "We also need to serialise our TF-IDF vectorizer in order to make use of it at runtime. This will ensure that we are using the same embeddings our model relyed upon at training time when inferring against new unseen data. " - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "9a687828", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['tfidf.joblib']" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "joblib.dump(tfidf, 'tfidf.joblib')" - ] - }, - { - "cell_type": "markdown", - "id": "194b0325", - "metadata": {}, - "source": [ - "We can now copy the models over to GCS where they can be downloaded from later when we come to deploy. \n", - "\n", - "!!! Remember to replace your `` with your name. !!!" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "abf19411", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n", - "Updates are available for some Google Cloud CLI components. To install them,\n", - "please run:\n", - " $ gcloud components update\n", - "\n", - "Copying file://model.joblib [Content-Type=application/octet-stream]...\n", - "| [1 files][ 72.1 MiB/ 72.1 MiB] 2.8 MiB/s \n", - "Operation completed over 1 objects/72.1 MiB. \n", - "Copying file://tfidf.joblib [Content-Type=application/octet-stream]...\n", - "/ [1 files][389.6 KiB/389.6 KiB] \n", - "Operation completed over 1 objects/389.6 KiB. \n" - ] - } - ], - "source": [ - "!gsutil cp model.joblib gs://tom-seldon-examples/nlp-workshop/jman/model.joblib\n", - "!gsutil cp tfidf.joblib gs://tom-seldon-examples/nlp-workshop/jman/tfidf.joblib" + "--------- " ] }, { @@ -1884,18 +95,10 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "e693c01d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Overwriting TweetSentiment.py\n" - ] - } - ], + "outputs": [], "source": [ "%%writefile TweetSentiment.py\n", "\n", @@ -1905,8 +108,6 @@ "import numpy as np\n", "import re\n", "\n", - "import os\n", - "\n", "# For downloading the model and OHE encoder from GCS\n", "from io import BytesIO\n", "from google.cloud import storage\n", @@ -2069,18 +270,10 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "id": "a957ead1", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "^C\n" - ] - } - ], + "outputs": [], "source": [ "!s2i build . seldonio/seldon-core-s2i-python3:1.12.0-dev tweet-sentiment:0.3" ] @@ -2098,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "id": "fd51dc3c", "metadata": {}, "outputs": [], @@ -2131,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "id": "cfc7d155", "metadata": {}, "outputs": [], @@ -2164,7 +357,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "id": "e67912bc", "metadata": {}, "outputs": [], @@ -2248,164 +441,10 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "id": "c822fb8a", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'api_version': 'machinelearning.seldon.io/v1alpha2',\n", - " 'kind': 'SeldonDeployment',\n", - " 'metadata': {'annotations': None,\n", - " 'cluster_name': None,\n", - " 'creation_timestamp': None,\n", - " 'deletion_grace_period_seconds': None,\n", - " 'deletion_timestamp': None,\n", - " 'finalizers': None,\n", - " 'generate_name': None,\n", - " 'generation': None,\n", - " 'labels': {'fluentd': 'true'},\n", - " 'managed_fields': None,\n", - " 'name': 'jman-tweet-sentiment',\n", - " 'namespace': 'seldon-demos',\n", - " 'owner_references': None,\n", - " 'resource_version': None,\n", - " 'self_link': None,\n", - " 'uid': None},\n", - " 'spec': {'annotations': {'seldon.io/engine-seldon-log-messages-externally': 'true'},\n", - " 'name': 'jman-tweet-sentiment2',\n", - " 'oauth_key': None,\n", - " 'oauth_secret': None,\n", - " 'predictors': [{'annotations': None,\n", - " 'component_specs': [{'hpa_spec': None,\n", - " 'keda_spec': None,\n", - " 'metadata': {'annotations': None,\n", - " 'cluster_name': None,\n", - " 'creation_timestamp': '2022-04-20T12:55:58Z',\n", - " 'deletion_grace_period_seconds': None,\n", - " 'deletion_timestamp': None,\n", - " 'finalizers': None,\n", - " 'generate_name': None,\n", - " 'generation': None,\n", - " 'labels': None,\n", - " 'managed_fields': None,\n", - " 'name': None,\n", - " 'namespace': None,\n", - " 'owner_references': None,\n", - " 'resource_version': None,\n", - " 'self_link': None,\n", - " 'uid': None},\n", - " 'pdb_spec': None,\n", - " 'replicas': None,\n", - " 'spec': {'active_deadline_seconds': None,\n", - " 'affinity': None,\n", - " 'automount_service_account_token': None,\n", - " 'containers': [{'args': None,\n", - " 'command': None,\n", - " 'env': None,\n", - " 'env_from': None,\n", - " 'image': 'tomfarrand/tweet-sentiment:0.3',\n", - " 'image_pull_policy': None,\n", - " 'lifecycle': None,\n", - " 'liveness_probe': None,\n", - " 'name': 'jman-tweet-sentiment-container',\n", - " 'ports': None,\n", - " 'readiness_probe': None,\n", - " 'resources': {'limits': {'cpu': '100m',\n", - " 'memory': '1Gi'},\n", - " 'requests': {'cpu': '100m',\n", - " 'memory': '1Gi'}},\n", - " 'security_context': None,\n", - " 'startup_probe': None,\n", - " 'stdin': None,\n", - " 'stdin_once': None,\n", - " 'termination_message_path': None,\n", - " 'termination_message_policy': None,\n", - " 'tty': None,\n", - " 'volume_devices': None,\n", - " 'volume_mounts': None,\n", - " 'working_dir': None}],\n", - " 'dns_config': None,\n", - " 'dns_policy': None,\n", - " 'enable_service_links': None,\n", - " 'ephemeral_containers': None,\n", - " 'host_aliases': None,\n", - " 'host_ipc': None,\n", - " 'host_network': None,\n", - " 'host_pid': None,\n", - " 'hostname': None,\n", - " 'image_pull_secrets': None,\n", - " 'init_containers': None,\n", - " 'node_name': None,\n", - " 'node_selector': None,\n", - " 'overhead': None,\n", - " 'preemption_policy': None,\n", - " 'priority': None,\n", - " 'priority_class_name': None,\n", - " 'readiness_gates': None,\n", - " 'restart_policy': None,\n", - " 'runtime_class_name': None,\n", - " 'scheduler_name': None,\n", - " 'security_context': None,\n", - " 'service_account': None,\n", - " 'service_account_name': None,\n", - " 'set_hostname_as_fqdn': None,\n", - " 'share_process_namespace': None,\n", - " 'subdomain': None,\n", - " 'termination_grace_period_seconds': None,\n", - " 'tolerations': None,\n", - " 'topology_spread_constraints': None,\n", - " 'volumes': None}}],\n", - " 'engine_resources': {'limits': None,\n", - " 'requests': None},\n", - " 'explainer': None,\n", - " 'graph': {'children': None,\n", - " 'endpoint': None,\n", - " 'env_secret_ref_name': None,\n", - " 'implementation': None,\n", - " 'logger': {'mode': 'all', 'url': None},\n", - " 'methods': None,\n", - " 'model_uri': None,\n", - " 'name': 'jman-tweet-sentiment-container',\n", - " 'parameters': [{'name': 'model_path',\n", - " 'type': 'STRING',\n", - " 'value': 'nlp-workshop/jman/model.joblib'},\n", - " {'name': 'tfidf_path',\n", - " 'type': 'STRING',\n", - " 'value': 'nlp-workshop/jman/tfidf.joblib'}],\n", - " 'service_account_name': None,\n", - " 'storage_initializer_image': None,\n", - " 'type': None},\n", - " 'labels': None,\n", - " 'name': 'default',\n", - " 'replicas': 1,\n", - " 'shadow': None,\n", - " 'ssl': None,\n", - " 'svc_orch_spec': {'env': None,\n", - " 'replicas': None,\n", - " 'resources': None},\n", - " 'traffic': 100}],\n", - " 'protocol': 'seldon',\n", - " 'replicas': None,\n", - " 'server_type': None,\n", - " 'transport': None},\n", - " 'status': {'address': None,\n", - " 'annotations': None,\n", - " 'conditions': None,\n", - " 'deployment_status': None,\n", - " 'description': None,\n", - " 'observed_generation': None,\n", - " 'replicas': None,\n", - " 'service_status': None,\n", - " 'state': None}}" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "deployment_api = SeldonDeploymentsApi(auth())\n", "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)" From e835673d2ef2cab580b2643aa9b33b6d40768181 Mon Sep 17 00:00:00 2001 From: Josh Date: Fri, 20 May 2022 08:14:28 -0400 Subject: [PATCH 12/12] slight change --- .../airline-sentiment-custom-wrapper.ipynb | 183 +++++++++++++++++- 1 file changed, 174 insertions(+), 9 deletions(-) diff --git a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb index c4abb61..a16226c 100644 --- a/custom-wrapper/airline-sentiment-custom-wrapper.ipynb +++ b/custom-wrapper/airline-sentiment-custom-wrapper.ipynb @@ -93,6 +93,17 @@ "The advantage of this is that it allows us to upgrade the model or vectorizer without having to re-build the container image. Additionally, if the logic was more general it could be used to accept a wider variety of objects for greater reusability. " ] }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8fe4755d", + "metadata": {}, + "outputs": [], + "source": [ + "from seldon_deploy_sdk import EnvironmentApi, Configuration, ApiClient, SeldonDeploymentsApi, OutlierDetectorApi, DriftDetectorApi, ModelMetadataServiceApi\n", + "from seldon_deploy_sdk.auth import OIDCAuthenticator\n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -291,12 +302,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "fd51dc3c", "metadata": {}, "outputs": [], "source": [ - "SD_IP = \"35.231.108.202\"\n", + "SD_IP = \"34.73.238.47\"\n", "\n", "config = Configuration()\n", "config.host = f\"http://{SD_IP}/seldon-deploy/api/v1alpha1\"\n", @@ -324,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "cfc7d155", "metadata": {}, "outputs": [], @@ -332,7 +343,7 @@ "YOUR_NAME = \"jman\"\n", "MODEL_NAME = \"tweet-sentiment\"\n", "\n", - "DEPLOYMENT_NAME = f\"{YOUR_NAME}-{MODEL_NAME}\"\n", + "DEPLOYMENT_NAME = f\"airline-sentiment\"\n", "CONTAINER_NAME = f\"tomfarrand/tweet-sentiment:0.3\"\n", "\n", "NAMESPACE = \"seldon-demos\"\n", @@ -343,8 +354,8 @@ "CPU_LIMITS = \"0.1\"\n", "MEMORY_LIMITS = \"1Gi\"\n", "\n", - "MODEL_PATH = f\"nlp-workshop/{YOUR_NAME}/model.joblib\"\n", - "TFIDF_PATH = f\"nlp-workshop/{YOUR_NAME}/tfidf.joblib\"" + "MODEL_PATH = f\"nlp-workshop/tom-farrand/model.joblib\"\n", + "TFIDF_PATH = f\"nlp-workshop/tom-farrand/tfidf.joblib\"" ] }, { @@ -357,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "e67912bc", "metadata": {}, "outputs": [], @@ -441,10 +452,164 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "c822fb8a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'api_version': 'machinelearning.seldon.io/v1alpha2',\n", + " 'kind': 'SeldonDeployment',\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': None,\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': {'fluentd': 'true'},\n", + " 'managed_fields': None,\n", + " 'name': 'airline-sentiment',\n", + " 'namespace': 'seldon-demos',\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'spec': {'annotations': {'seldon.io/engine-seldon-log-messages-externally': 'true'},\n", + " 'name': 'airline-sentiment',\n", + " 'oauth_key': None,\n", + " 'oauth_secret': None,\n", + " 'predictors': [{'annotations': None,\n", + " 'component_specs': [{'hpa_spec': None,\n", + " 'keda_spec': None,\n", + " 'metadata': {'annotations': None,\n", + " 'cluster_name': None,\n", + " 'creation_timestamp': '2022-04-27T17:54:25Z',\n", + " 'deletion_grace_period_seconds': None,\n", + " 'deletion_timestamp': None,\n", + " 'finalizers': None,\n", + " 'generate_name': None,\n", + " 'generation': None,\n", + " 'labels': None,\n", + " 'managed_fields': None,\n", + " 'name': None,\n", + " 'namespace': None,\n", + " 'owner_references': None,\n", + " 'resource_version': None,\n", + " 'self_link': None,\n", + " 'uid': None},\n", + " 'pdb_spec': None,\n", + " 'replicas': None,\n", + " 'spec': {'active_deadline_seconds': None,\n", + " 'affinity': None,\n", + " 'automount_service_account_token': None,\n", + " 'containers': [{'args': None,\n", + " 'command': None,\n", + " 'env': None,\n", + " 'env_from': None,\n", + " 'image': 'tomfarrand/tweet-sentiment:0.3',\n", + " 'image_pull_policy': None,\n", + " 'lifecycle': None,\n", + " 'liveness_probe': None,\n", + " 'name': 'airline-sentiment-container',\n", + " 'ports': None,\n", + " 'readiness_probe': None,\n", + " 'resources': {'limits': {'cpu': '100m',\n", + " 'memory': '1Gi'},\n", + " 'requests': {'cpu': '100m',\n", + " 'memory': '1Gi'}},\n", + " 'security_context': None,\n", + " 'startup_probe': None,\n", + " 'stdin': None,\n", + " 'stdin_once': None,\n", + " 'termination_message_path': None,\n", + " 'termination_message_policy': None,\n", + " 'tty': None,\n", + " 'volume_devices': None,\n", + " 'volume_mounts': None,\n", + " 'working_dir': None}],\n", + " 'dns_config': None,\n", + " 'dns_policy': None,\n", + " 'enable_service_links': None,\n", + " 'ephemeral_containers': None,\n", + " 'host_aliases': None,\n", + " 'host_ipc': None,\n", + " 'host_network': None,\n", + " 'host_pid': None,\n", + " 'hostname': None,\n", + " 'image_pull_secrets': None,\n", + " 'init_containers': None,\n", + " 'node_name': None,\n", + " 'node_selector': None,\n", + " 'overhead': None,\n", + " 'preemption_policy': None,\n", + " 'priority': None,\n", + " 'priority_class_name': None,\n", + " 'readiness_gates': None,\n", + " 'restart_policy': None,\n", + " 'runtime_class_name': None,\n", + " 'scheduler_name': None,\n", + " 'security_context': None,\n", + " 'service_account': None,\n", + " 'service_account_name': None,\n", + " 'set_hostname_as_fqdn': None,\n", + " 'share_process_namespace': None,\n", + " 'subdomain': None,\n", + " 'termination_grace_period_seconds': None,\n", + " 'tolerations': None,\n", + " 'topology_spread_constraints': None,\n", + " 'volumes': None}}],\n", + " 'engine_resources': {'limits': None,\n", + " 'requests': None},\n", + " 'explainer': None,\n", + " 'graph': {'children': None,\n", + " 'endpoint': None,\n", + " 'env_secret_ref_name': None,\n", + " 'implementation': None,\n", + " 'logger': {'mode': 'all', 'url': None},\n", + " 'methods': None,\n", + " 'model_uri': None,\n", + " 'name': 'airline-sentiment-container',\n", + " 'parameters': [{'name': 'model_path',\n", + " 'type': 'STRING',\n", + " 'value': 'nlp-workshop/tom-farrand/model.joblib'},\n", + " {'name': 'tfidf_path',\n", + " 'type': 'STRING',\n", + " 'value': 'nlp-workshop/tom-farrand/tfidf.joblib'}],\n", + " 'service_account_name': None,\n", + " 'storage_initializer_image': None,\n", + " 'type': None},\n", + " 'labels': None,\n", + " 'name': 'default',\n", + " 'replicas': 1,\n", + " 'shadow': None,\n", + " 'ssl': None,\n", + " 'svc_orch_spec': {'env': None,\n", + " 'replicas': None,\n", + " 'resources': None},\n", + " 'traffic': 100}],\n", + " 'protocol': 'seldon',\n", + " 'replicas': None,\n", + " 'server_type': None,\n", + " 'transport': None},\n", + " 'status': {'address': None,\n", + " 'annotations': None,\n", + " 'conditions': None,\n", + " 'deployment_status': None,\n", + " 'description': None,\n", + " 'observed_generation': None,\n", + " 'replicas': None,\n", + " 'service_status': None,\n", + " 'state': None}}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "deployment_api = SeldonDeploymentsApi(auth())\n", "deployment_api.create_seldon_deployment(namespace=NAMESPACE, mldeployment=mldeployment)"