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authoraktersnurra <gustaf.rydholm@gmail.com>2020-12-07 22:54:04 +0100
committeraktersnurra <gustaf.rydholm@gmail.com>2020-12-07 22:54:04 +0100
commit25b5d6983d51e0e791b96a76beb7e49f392cd9a8 (patch)
tree526ba739714b3d040f7810c1a6be3ff0ba37fdb1
parent5529e0fc9ca39e81fe0f08a54f257d32f0afe120 (diff)
Segmentation working!
-rw-r--r--src/notebooks/00-testing-stuff-out.ipynb425
-rw-r--r--src/notebooks/02b-emnist-lines-dataset.ipynb74
-rw-r--r--src/notebooks/04a-look-at-iam-lines.ipynb75
-rw-r--r--src/notebooks/04b-look-at-iam-paragraphs-predictions.ipynb269
-rw-r--r--src/notebooks/04b-look-at-iam-paragraphs.ipynb53
-rw-r--r--src/notebooks/05a-UNet.ipynb413
-rw-r--r--src/notebooks/05a-test-end-to-end-model.ipynb80
-rw-r--r--src/notebooks/Untitled.ipynb72
-rw-r--r--src/text_recognizer/datasets/emnist_lines_dataset.py11
-rw-r--r--src/text_recognizer/datasets/iam_paragraphs_dataset.py8
-rw-r--r--src/text_recognizer/datasets/transforms.py18
-rw-r--r--src/text_recognizer/models/__init__.py2
-rw-r--r--src/text_recognizer/models/base.py11
-rw-r--r--src/text_recognizer/models/segmentation_model.py75
-rw-r--r--src/text_recognizer/models/transformer_model.py4
-rw-r--r--src/text_recognizer/networks/__init__.py4
-rw-r--r--src/text_recognizer/networks/beam.py83
-rw-r--r--src/text_recognizer/networks/cnn_transformer.py19
-rw-r--r--src/text_recognizer/networks/fcn.py99
-rw-r--r--src/text_recognizer/networks/neural_machine_reader.py201
-rw-r--r--src/text_recognizer/networks/residual_network.py7
-rw-r--r--src/text_recognizer/networks/unet.py159
-rw-r--r--src/text_recognizer/paragraph_text_recognizer.py153
-rw-r--r--src/text_recognizer/tests/support/iam_paragraphs/a01-000u.jpgbin0 -> 14890 bytes
-rw-r--r--src/text_recognizer/tests/test_paragraph_text_recognizer.py37
-rw-r--r--src/text_recognizer/util.py21
-rw-r--r--src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_FCN_weights.ptbin0 -> 8588813 bytes
-rw-r--r--src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_UNet_weights.ptbin0 -> 92335101 bytes
-rw-r--r--src/training/experiments/sample_experiment.yml1
-rw-r--r--src/training/run_experiment.py1
-rw-r--r--src/training/trainer/callbacks/__init__.py3
-rw-r--r--src/training/trainer/callbacks/wandb_callbacks.py97
-rw-r--r--src/training/trainer/train.py13
33 files changed, 1675 insertions, 813 deletions
diff --git a/src/notebooks/00-testing-stuff-out.ipynb b/src/notebooks/00-testing-stuff-out.ipynb
index 96a0c5a..6f01dfb 100644
--- a/src/notebooks/00-testing-stuff-out.ipynb
+++ b/src/notebooks/00-testing-stuff-out.ipynb
@@ -2,9 +2,18 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 21,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The autoreload extension is already loaded. To reload it, use:\n",
+ " %reload_ext autoreload\n"
+ ]
+ }
+ ],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
@@ -23,16 +32,16 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
- "from text_recognizer.networks.residual_network import IdentityBlock, ResidualBlock, BasicBlock, BottleNeckBlock, ResidualLayer, ResidualNetwork"
+ "from text_recognizer.networks.residual_network import IdentityBlock, ResidualBlock, BasicBlock, BottleNeckBlock, ResidualLayer, ResidualNetwork, ResidualNetworkEncoder"
]
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
@@ -41,7 +50,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -50,7 +59,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -59,7 +68,7 @@
"True"
]
},
- "execution_count": 3,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -70,7 +79,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -79,7 +88,7 @@
"False"
]
},
- "execution_count": 4,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -90,26 +99,26 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"wr = WideResidualNetwork(\n",
" in_channels= 1,\n",
" num_classes= 80,\n",
- " in_planes=32,\n",
+ " in_planes=64,\n",
" depth=10,\n",
" num_layers=4,\n",
" width_factor=1,\n",
" dropout_rate= 0.2,\n",
" activation= \"SELU\",\n",
- " use_decoder= False,\n",
+ " use_decoder= True,\n",
")"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -118,18 +127,102 @@
},
{
"cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "backbone = ResidualNetworkEncoder(1, [64, 128, 256], [2, 2, 3])"
+ ]
+ },
+ {
+ "cell_type": "code",
"execution_count": 20,
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "==========================================================================================\n",
+ "Layer (type:depth-idx) Output Shape Param #\n",
+ "==========================================================================================\n",
+ "├─Sequential: 1-1 [-1, 64, 28, 952] --\n",
+ "| └─Conv2d: 2-1 [-1, 64, 28, 952] 576\n",
+ "| └─BatchNorm2d: 2-2 [-1, 64, 28, 952] 128\n",
+ "| └─ReLU: 2-3 [-1, 64, 28, 952] --\n",
+ "├─Sequential: 1-2 [-1, 256, 7, 238] --\n",
+ "| └─ResidualLayer: 2-4 [-1, 64, 28, 952] --\n",
+ "| | └─Sequential: 3-1 [-1, 64, 28, 952] 147,968\n",
+ "| └─ResidualLayer: 2-5 [-1, 128, 14, 476] --\n",
+ "| | └─Sequential: 3-2 [-1, 128, 14, 476] 525,568\n",
+ "| └─ResidualLayer: 2-6 [-1, 256, 7, 238] --\n",
+ "| | └─Sequential: 3-3 [-1, 256, 7, 238] 3,280,384\n",
+ "==========================================================================================\n",
+ "Total params: 3,954,624\n",
+ "Trainable params: 3,954,624\n",
+ "Non-trainable params: 0\n",
+ "Total mult-adds (M): 31.16\n",
+ "==========================================================================================\n",
+ "Input size (MB): 0.10\n",
+ "Forward/backward pass size (MB): 26.03\n",
+ "Params size (MB): 15.09\n",
+ "Estimated Total Size (MB): 41.22\n",
+ "==========================================================================================\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "==========================================================================================\n",
+ "Layer (type:depth-idx) Output Shape Param #\n",
+ "==========================================================================================\n",
+ "├─Sequential: 1-1 [-1, 64, 28, 952] --\n",
+ "| └─Conv2d: 2-1 [-1, 64, 28, 952] 576\n",
+ "| └─BatchNorm2d: 2-2 [-1, 64, 28, 952] 128\n",
+ "| └─ReLU: 2-3 [-1, 64, 28, 952] --\n",
+ "├─Sequential: 1-2 [-1, 256, 7, 238] --\n",
+ "| └─ResidualLayer: 2-4 [-1, 64, 28, 952] --\n",
+ "| | └─Sequential: 3-1 [-1, 64, 28, 952] 147,968\n",
+ "| └─ResidualLayer: 2-5 [-1, 128, 14, 476] --\n",
+ "| | └─Sequential: 3-2 [-1, 128, 14, 476] 525,568\n",
+ "| └─ResidualLayer: 2-6 [-1, 256, 7, 238] --\n",
+ "| | └─Sequential: 3-3 [-1, 256, 7, 238] 3,280,384\n",
+ "==========================================================================================\n",
+ "Total params: 3,954,624\n",
+ "Trainable params: 3,954,624\n",
+ "Non-trainable params: 0\n",
+ "Total mult-adds (M): 31.16\n",
+ "==========================================================================================\n",
+ "Input size (MB): 0.10\n",
+ "Forward/backward pass size (MB): 26.03\n",
+ "Params size (MB): 15.09\n",
+ "Estimated Total Size (MB): 41.22\n",
+ "=========================================================================================="
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "summary(backbone, (1, 28, 952), device=\"cpu\", depth=3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
"outputs": [],
"source": [
" backbone = nn.Sequential(\n",
- " *list(wr.children())[:][:-1]\n",
+ " *list(wr.children())[:][:]\n",
" )\n"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
@@ -137,10 +230,84 @@
"text/plain": [
"Sequential(\n",
" (0): SELU(inplace=True)\n",
+ " (1): Sequential(\n",
+ " (0): Conv2d(1, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+ " (1): Sequential(\n",
+ " (0): WideBlock(\n",
+ " (activation): SELU(inplace=True)\n",
+ " (blocks): Sequential(\n",
+ " (0): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (1): SELU(inplace=True)\n",
+ " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+ " (3): Dropout(p=0.2, inplace=False)\n",
+ " (4): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (5): SELU(inplace=True)\n",
+ " (6): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+ " )\n",
+ " )\n",
+ " )\n",
+ " (2): Sequential(\n",
+ " (0): WideBlock(\n",
+ " (activation): SELU(inplace=True)\n",
+ " (blocks): Sequential(\n",
+ " (0): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (1): SELU(inplace=True)\n",
+ " (2): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+ " (3): Dropout(p=0.2, inplace=False)\n",
+ " (4): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (5): SELU(inplace=True)\n",
+ " (6): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+ " )\n",
+ " (shortcut): Sequential(\n",
+ " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+ " )\n",
+ " )\n",
+ " )\n",
+ " (3): Sequential(\n",
+ " (0): WideBlock(\n",
+ " (activation): SELU(inplace=True)\n",
+ " (blocks): Sequential(\n",
+ " (0): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (1): SELU(inplace=True)\n",
+ " (2): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+ " (3): Dropout(p=0.2, inplace=False)\n",
+ " (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (5): SELU(inplace=True)\n",
+ " (6): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+ " )\n",
+ " (shortcut): Sequential(\n",
+ " (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+ " )\n",
+ " )\n",
+ " )\n",
+ " (4): Sequential(\n",
+ " (0): WideBlock(\n",
+ " (activation): SELU(inplace=True)\n",
+ " (blocks): Sequential(\n",
+ " (0): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (1): SELU(inplace=True)\n",
+ " (2): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
+ " (3): Dropout(p=0.2, inplace=False)\n",
+ " (4): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
+ " (5): SELU(inplace=True)\n",
+ " (6): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
+ " )\n",
+ " (shortcut): Sequential(\n",
+ " (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
+ " )\n",
+ " )\n",
+ " )\n",
+ " )\n",
+ " (2): Sequential(\n",
+ " (0): BatchNorm2d(512, eps=1e-05, momentum=0.8, affine=True, track_running_stats=True)\n",
+ " (1): SELU(inplace=True)\n",
+ " (2): Reduce('b c h w -> b c', 'mean')\n",
+ " (3): Linear(in_features=512, out_features=80, bias=True)\n",
+ " )\n",
")"
]
},
- "execution_count": 21,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
@@ -151,188 +318,100 @@
},
{
"cell_type": "code",
- "execution_count": 86,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "===============================================================================================\n",
- "Layer (type:depth-idx) Output Shape Param #\n",
- "===============================================================================================\n",
- "├─Sequential: 1-1 [-1, 256, 4, 119] --\n",
- "| └─Conv2d: 2-1 [-1, 32, 28, 952] 288\n",
- "| └─Sequential: 2-2 [-1, 32, 28, 952] --\n",
- "| | └─WideBlock: 3-1 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4-1 [-1, 32, 28, 952] --\n",
- "| | | | └─BatchNorm2d: 5-1 [-1, 32, 28, 952] 64\n",
- "| | | └─SELU: 4-2 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-2 [-1, 32, 28, 952] --\n",
- "| | | | └─Conv2d: 5-3 [-1, 32, 28, 952] 9,216\n",
- "| | | | └─Dropout: 5-4 [-1, 32, 28, 952] --\n",
- "| | | | └─BatchNorm2d: 5-5 [-1, 32, 28, 952] 64\n",
- "| | | └─SELU: 4-3 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-6 [-1, 32, 28, 952] --\n",
- "| | | | └─Conv2d: 5-7 [-1, 32, 28, 952] 9,216\n",
- "| └─Sequential: 2-3 [-1, 64, 14, 476] --\n",
- "| | └─WideBlock: 3-2 [-1, 64, 14, 476] --\n",
- "| | | └─Sequential: 4-4 [-1, 64, 14, 476] --\n",
- "| | | | └─Conv2d: 5-8 [-1, 64, 14, 476] 2,048\n",
- "| | | └─Sequential: 4-5 [-1, 64, 14, 476] --\n",
- "| | | | └─BatchNorm2d: 5-9 [-1, 32, 28, 952] 64\n",
- "| | | └─SELU: 4-6 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-10 [-1, 32, 28, 952] --\n",
- "| | | | └─Conv2d: 5-11 [-1, 64, 28, 952] 18,432\n",
- "| | | | └─Dropout: 5-12 [-1, 64, 28, 952] --\n",
- "| | | | └─BatchNorm2d: 5-13 [-1, 64, 28, 952] 128\n",
- "| | | └─SELU: 4-7 [-1, 64, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-14 [-1, 64, 28, 952] --\n",
- "| | | | └─Conv2d: 5-15 [-1, 64, 14, 476] 36,864\n",
- "| └─Sequential: 2-4 [-1, 128, 7, 238] --\n",
- "| | └─WideBlock: 3-3 [-1, 128, 7, 238] --\n",
- "| | | └─Sequential: 4-8 [-1, 128, 7, 238] --\n",
- "| | | | └─Conv2d: 5-16 [-1, 128, 7, 238] 8,192\n",
- "| | | └─Sequential: 4-9 [-1, 128, 7, 238] --\n",
- "| | | | └─BatchNorm2d: 5-17 [-1, 64, 14, 476] 128\n",
- "| | | └─SELU: 4-10 [-1, 64, 14, 476] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-18 [-1, 64, 14, 476] --\n",
- "| | | | └─Conv2d: 5-19 [-1, 128, 14, 476] 73,728\n",
- "| | | | └─Dropout: 5-20 [-1, 128, 14, 476] --\n",
- "| | | | └─BatchNorm2d: 5-21 [-1, 128, 14, 476] 256\n",
- "| | | └─SELU: 4-11 [-1, 128, 14, 476] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-22 [-1, 128, 14, 476] --\n",
- "| | | | └─Conv2d: 5-23 [-1, 128, 7, 238] 147,456\n",
- "| └─Sequential: 2-5 [-1, 256, 4, 119] --\n",
- "| | └─WideBlock: 3-4 [-1, 256, 4, 119] --\n",
- "| | | └─Sequential: 4-12 [-1, 256, 4, 119] --\n",
- "| | | | └─Conv2d: 5-24 [-1, 256, 4, 119] 32,768\n",
- "| | | └─Sequential: 4-13 [-1, 256, 4, 119] --\n",
- "| | | | └─BatchNorm2d: 5-25 [-1, 128, 7, 238] 256\n",
- "| | | └─SELU: 4-14 [-1, 128, 7, 238] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-26 [-1, 128, 7, 238] --\n",
- "| | | | └─Conv2d: 5-27 [-1, 256, 7, 238] 294,912\n",
- "| | | | └─Dropout: 5-28 [-1, 256, 7, 238] --\n",
- "| | | | └─BatchNorm2d: 5-29 [-1, 256, 7, 238] 512\n",
- "| | | └─SELU: 4-15 [-1, 256, 7, 238] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-30 [-1, 256, 7, 238] --\n",
- "| | | | └─Conv2d: 5-31 [-1, 256, 4, 119] 589,824\n",
- "===============================================================================================\n",
- "Total params: 1,224,416\n",
- "Trainable params: 1,224,416\n",
+ "==========================================================================================\n",
+ "Layer (type:depth-idx) Output Shape Param #\n",
+ "==========================================================================================\n",
+ "├─SELU: 1-1 [-1, 1, 28, 952] --\n",
+ "├─Sequential: 1 [] --\n",
+ "| └─SELU: 2-1 [-1, 1, 28, 952] --\n",
+ "├─Sequential: 1-2 [-1, 512, 4, 119] --\n",
+ "| └─Conv2d: 2-2 [-1, 64, 28, 952] 576\n",
+ "| └─Sequential: 2-3 [-1, 64, 28, 952] --\n",
+ "| | └─WideBlock: 3-1 [-1, 64, 28, 952] 73,984\n",
+ "| └─Sequential: 2-4 [-1, 128, 14, 476] --\n",
+ "| | └─WideBlock: 3-2 [-1, 128, 14, 476] 229,760\n",
+ "| └─Sequential: 2-5 [-1, 256, 7, 238] --\n",
+ "| | └─WideBlock: 3-3 [-1, 256, 7, 238] 918,272\n",
+ "| └─Sequential: 2-6 [-1, 512, 4, 119] --\n",
+ "| | └─WideBlock: 3-4 [-1, 512, 4, 119] 3,671,552\n",
+ "├─Sequential: 1-3 [-1, 80] --\n",
+ "| └─BatchNorm2d: 2-7 [-1, 512, 4, 119] 1,024\n",
+ "├─SELU: 1-4 [-1, 512, 4, 119] --\n",
+ "├─Sequential: 1 [] --\n",
+ "| └─SELU: 2-8 [-1, 512, 4, 119] --\n",
+ "| └─Reduce: 2-9 [-1, 512] --\n",
+ "| └─Linear: 2-10 [-1, 80] 41,040\n",
+ "==========================================================================================\n",
+ "Total params: 4,936,208\n",
+ "Trainable params: 4,936,208\n",
"Non-trainable params: 0\n",
- "Total mult-adds (G): 2.79\n",
- "===============================================================================================\n",
+ "Total mult-adds (M): 35.01\n",
+ "==========================================================================================\n",
"Input size (MB): 0.10\n",
- "Forward/backward pass size (MB): 101.10\n",
- "Params size (MB): 4.67\n",
- "Estimated Total Size (MB): 105.88\n",
- "===============================================================================================\n"
+ "Forward/backward pass size (MB): 14.88\n",
+ "Params size (MB): 18.83\n",
+ "Estimated Total Size (MB): 33.81\n",
+ "==========================================================================================\n"
]
},
{
"data": {
"text/plain": [
- "===============================================================================================\n",
- "Layer (type:depth-idx) Output Shape Param #\n",
- "===============================================================================================\n",
- "├─Sequential: 1-1 [-1, 256, 4, 119] --\n",
- "| └─Conv2d: 2-1 [-1, 32, 28, 952] 288\n",
- "| └─Sequential: 2-2 [-1, 32, 28, 952] --\n",
- "| | └─WideBlock: 3-1 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4-1 [-1, 32, 28, 952] --\n",
- "| | | | └─BatchNorm2d: 5-1 [-1, 32, 28, 952] 64\n",
- "| | | └─SELU: 4-2 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-2 [-1, 32, 28, 952] --\n",
- "| | | | └─Conv2d: 5-3 [-1, 32, 28, 952] 9,216\n",
- "| | | | └─Dropout: 5-4 [-1, 32, 28, 952] --\n",
- "| | | | └─BatchNorm2d: 5-5 [-1, 32, 28, 952] 64\n",
- "| | | └─SELU: 4-3 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-6 [-1, 32, 28, 952] --\n",
- "| | | | └─Conv2d: 5-7 [-1, 32, 28, 952] 9,216\n",
- "| └─Sequential: 2-3 [-1, 64, 14, 476] --\n",
- "| | └─WideBlock: 3-2 [-1, 64, 14, 476] --\n",
- "| | | └─Sequential: 4-4 [-1, 64, 14, 476] --\n",
- "| | | | └─Conv2d: 5-8 [-1, 64, 14, 476] 2,048\n",
- "| | | └─Sequential: 4-5 [-1, 64, 14, 476] --\n",
- "| | | | └─BatchNorm2d: 5-9 [-1, 32, 28, 952] 64\n",
- "| | | └─SELU: 4-6 [-1, 32, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-10 [-1, 32, 28, 952] --\n",
- "| | | | └─Conv2d: 5-11 [-1, 64, 28, 952] 18,432\n",
- "| | | | └─Dropout: 5-12 [-1, 64, 28, 952] --\n",
- "| | | | └─BatchNorm2d: 5-13 [-1, 64, 28, 952] 128\n",
- "| | | └─SELU: 4-7 [-1, 64, 28, 952] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-14 [-1, 64, 28, 952] --\n",
- "| | | | └─Conv2d: 5-15 [-1, 64, 14, 476] 36,864\n",
- "| └─Sequential: 2-4 [-1, 128, 7, 238] --\n",
- "| | └─WideBlock: 3-3 [-1, 128, 7, 238] --\n",
- "| | | └─Sequential: 4-8 [-1, 128, 7, 238] --\n",
- "| | | | └─Conv2d: 5-16 [-1, 128, 7, 238] 8,192\n",
- "| | | └─Sequential: 4-9 [-1, 128, 7, 238] --\n",
- "| | | | └─BatchNorm2d: 5-17 [-1, 64, 14, 476] 128\n",
- "| | | └─SELU: 4-10 [-1, 64, 14, 476] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-18 [-1, 64, 14, 476] --\n",
- "| | | | └─Conv2d: 5-19 [-1, 128, 14, 476] 73,728\n",
- "| | | | └─Dropout: 5-20 [-1, 128, 14, 476] --\n",
- "| | | | └─BatchNorm2d: 5-21 [-1, 128, 14, 476] 256\n",
- "| | | └─SELU: 4-11 [-1, 128, 14, 476] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-22 [-1, 128, 14, 476] --\n",
- "| | | | └─Conv2d: 5-23 [-1, 128, 7, 238] 147,456\n",
- "| └─Sequential: 2-5 [-1, 256, 4, 119] --\n",
- "| | └─WideBlock: 3-4 [-1, 256, 4, 119] --\n",
- "| | | └─Sequential: 4-12 [-1, 256, 4, 119] --\n",
- "| | | | └─Conv2d: 5-24 [-1, 256, 4, 119] 32,768\n",
- "| | | └─Sequential: 4-13 [-1, 256, 4, 119] --\n",
- "| | | | └─BatchNorm2d: 5-25 [-1, 128, 7, 238] 256\n",
- "| | | └─SELU: 4-14 [-1, 128, 7, 238] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-26 [-1, 128, 7, 238] --\n",
- "| | | | └─Conv2d: 5-27 [-1, 256, 7, 238] 294,912\n",
- "| | | | └─Dropout: 5-28 [-1, 256, 7, 238] --\n",
- "| | | | └─BatchNorm2d: 5-29 [-1, 256, 7, 238] 512\n",
- "| | | └─SELU: 4-15 [-1, 256, 7, 238] --\n",
- "| | | └─Sequential: 4 [] --\n",
- "| | | | └─SELU: 5-30 [-1, 256, 7, 238] --\n",
- "| | | | └─Conv2d: 5-31 [-1, 256, 4, 119] 589,824\n",
- "===============================================================================================\n",
- "Total params: 1,224,416\n",
- "Trainable params: 1,224,416\n",
+ "==========================================================================================\n",
+ "Layer (type:depth-idx) Output Shape Param #\n",
+ "==========================================================================================\n",
+ "├─SELU: 1-1 [-1, 1, 28, 952] --\n",
+ "├─Sequential: 1 [] --\n",
+ "| └─SELU: 2-1 [-1, 1, 28, 952] --\n",
+ "├─Sequential: 1-2 [-1, 512, 4, 119] --\n",
+ "| └─Conv2d: 2-2 [-1, 64, 28, 952] 576\n",
+ "| └─Sequential: 2-3 [-1, 64, 28, 952] --\n",
+ "| | └─WideBlock: 3-1 [-1, 64, 28, 952] 73,984\n",
+ "| └─Sequential: 2-4 [-1, 128, 14, 476] --\n",
+ "| | └─WideBlock: 3-2 [-1, 128, 14, 476] 229,760\n",
+ "| └─Sequential: 2-5 [-1, 256, 7, 238] --\n",
+ "| | └─WideBlock: 3-3 [-1, 256, 7, 238] 918,272\n",
+ "| └─Sequential: 2-6 [-1, 512, 4, 119] --\n",
+ "| | └─WideBlock: 3-4 [-1, 512, 4, 119] 3,671,552\n",
+ "├─Sequential: 1-3 [-1, 80] --\n",
+ "| └─BatchNorm2d: 2-7 [-1, 512, 4, 119] 1,024\n",
+ "├─SELU: 1-4 [-1, 512, 4, 119] --\n",
+ "├─Sequential: 1 [] --\n",
+ "| └─SELU: 2-8 [-1, 512, 4, 119] --\n",
+ "| └─Reduce: 2-9 [-1, 512] --\n",
+ "| └─Linear: 2-10 [-1, 80] 41,040\n",
+ "==========================================================================================\n",
+ "Total params: 4,936,208\n",
+ "Trainable params: 4,936,208\n",
"Non-trainable params: 0\n",
- "Total mult-adds (G): 2.79\n",
- "===============================================================================================\n",
+ "Total mult-adds (M): 35.01\n",
+ "==========================================================================================\n",
"Input size (MB): 0.10\n",
- "Forward/backward pass size (MB): 101.10\n",
- "Params size (MB): 4.67\n",
- "Estimated Total Size (MB): 105.88\n",
- "==============================================================================================="
+ "Forward/backward pass size (MB): 14.88\n",
+ "Params size (MB): 18.83\n",
+ "Estimated Total Size (MB): 33.81\n",
+ "=========================================================================================="
]
},
- "execution_count": 86,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "summary(wr, (1, 28, 952), device=\"cpu\", depth=7)"
+ "summary(backbone, (1, 28, 952), device=\"cpu\", depth=3)"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
diff --git a/src/notebooks/02b-emnist-lines-dataset.ipynb b/src/notebooks/02b-emnist-lines-dataset.ipynb
index a9b13b4..c37dfa4 100644
--- a/src/notebooks/02b-emnist-lines-dataset.ipynb
+++ b/src/notebooks/02b-emnist-lines-dataset.ipynb
@@ -31,28 +31,28 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"emnist_lines = EmnistLinesDataset(train=True,\n",
" max_length = 97,\n",
" min_overlap = 0.0,\n",
- " max_overlap = 0.33,\n",
- " num_samples = 50_000,)"
+ " max_overlap = 0.15,\n",
+ " num_samples = 25_000,)"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "2020-11-15 19:49:33.374 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_generate_data:154 - Generating data...\n",
- "2020-11-15 19:50:10.082 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:147 - EmnistLinesDataset loading data from HDF5...\n"
+ "2020-12-07 22:39:57.990 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_generate_data:157 - Generating data...\n",
+ "2020-12-07 22:40:20.268 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:150 - EmnistLinesDataset loading data from HDF5...\n"
]
}
],
@@ -62,7 +62,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -72,7 +72,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 12,
"metadata": {
"scrolled": false
},
@@ -81,20 +81,20 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "One of the reporters called to him_______________________________________________________________\n",
- "and reproduce what_______________________________________________________________________________\n",
- "plasma arylesterase against inactivation by urea_________________________________________________\n",
- "bar while the sleekheaded bartender absently polished a glass Looking the setup over_____________\n",
- "many areas of need in this amazing_______________________________________________________________\n",
- "mulch over the seedlings now we must use a heavy one_____________________________________________\n",
- "it later turned out that masked__________________________________________________________________\n",
- "the Homeric poems appear oral compositions Yet they are written at some stage in_________________\n",
- "through our growth studies we have_______________________________________________________________\n"
+ "412 We___________________________________________________________________________________________\n",
+ "new structure that for supporting the basic______________________________________________________\n",
+ "expect a negative association except for the possibility that____________________________________\n",
+ "Federal Share By law this is 70 for the Virgin Islands Guam and Puerto Rico______________________\n",
+ "left I was held up a bit trying to make a left turn By the time Id made it he was gone Traffic___\n",
+ "11 which compares 8 MonKhmer languages with the__________________________________________________\n",
+ "and teachers not to look at each other as white or Negro but as human beings Again_______________\n",
+ "you in a plain straightout shootdown He had lots of friends then as always Even as_______________\n",
+ "the Gallery leaders had__________________________________________________________________________\n"
]
},
{
"data": {
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\n",
+ "image/png": "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"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -104,7 +104,7 @@
},
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -114,7 +114,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -124,7 +124,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -134,7 +134,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -144,7 +144,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -154,7 +154,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -164,7 +164,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -174,7 +174,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -201,25 +201,9 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "EMNIST Lines Dataset\n",
- "Max length: 34\n",
- "Min overlap: 0.0\n",
- "Max overlap: 0.33\n",
- "Num classes: 80\n",
- "Input shape: (28, 952)\n",
- "Data: (5000, 28, 952)\n",
- "Tagets: (5000, 34)\n",
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"print(emnist_lines)"
]
@@ -248,7 +232,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.4"
+ "version": "3.8.2"
}
},
"nbformat": 4,
diff --git a/src/notebooks/04a-look-at-iam-lines.ipynb b/src/notebooks/04a-look-at-iam-lines.ipynb
index 0187518..592e16a 100644
--- a/src/notebooks/04a-look-at-iam-lines.ipynb
+++ b/src/notebooks/04a-look-at-iam-lines.ipynb
@@ -33,7 +33,19 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "transform = [{\"type\": \"ToTensor\", \"args\": None}, \n",
+ " {\"type\": \"ApplyContrast\", \"args\": {\"low\": 0.0, \"high\": 0.2}},\n",
+ " {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-1.2, 1.2], \"scale\": [0.9, 1.0]}}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
"metadata": {},
"outputs": [
{
@@ -50,14 +62,14 @@
}
],
"source": [
- "dataset = IamLinesDataset(train=False, pad_token=\"_\")\n",
+ "dataset = IamLinesDataset(train=False, pad_token=\"_\", transform=transform)\n",
"dataset.load_or_generate_data()\n",
"print(dataset)"
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 51,
"metadata": {},
"outputs": [
{
@@ -66,7 +78,7 @@
"(28, 952)"
]
},
- "execution_count": 4,
+ "execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
@@ -77,7 +89,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 52,
"metadata": {},
"outputs": [
{
@@ -86,7 +98,7 @@
"(97, 80)"
]
},
- "execution_count": 5,
+ "execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
@@ -97,7 +109,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 53,
"metadata": {},
"outputs": [
{
@@ -106,7 +118,7 @@
"'He rose from his breakfast-nook bench____________________________________________________________'"
]
},
- "execution_count": 6,
+ "execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
@@ -120,7 +132,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 56,
"metadata": {},
"outputs": [
{
@@ -141,7 +153,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -151,7 +163,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -161,7 +173,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -171,7 +183,7 @@
},
{
"data": {
- "image/png": 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mp6fh8/kQDAYxNDQ0Sxgx8ojRPQJ0UUdnPq8Wj8eDVCqFaDQqv9U1MjByiUK6sZXLEOScw263IxaL5R2aoNcxF4sRbACgsLAQS5cuRWlpKQYGBuYUvRZTVy50bxNhtDkcDjQ2Ns7y6FhMnSaTCS6XCxZLfktT9/Iwqvet6CUj2lheXo6SkhIkEglcvHhxQeXkM+96feI+ca3P54PVakV/f/+C6p6vnlzPgy5o6Osp17NqVJeRMPVmCAVzlWl0LpcHoSrgiOckGo0CAGw2G2w225xeKfocGv1rdK2RR5Y4LoR4o3JyvYfFcYvFYvjeFH0j0YYgCIIgCIIg3jgLTkQcCATg8/ng8/lmedAAxp4aqoADZBsauqv+fAYSYwy1tbWoqamB0+mcVY9avlo3kO3mn8vgVe+12+1obm6G1Wo1vHYuISAfgyUfDwEhjJSVlcnrS0pKUFtbi+rq6pz9Xmhb9GuNDD19XIXBF41G4XA4Zo3TYhAGbWFh4ZzrSidfr4jfN0bChLp+fD4fWlpasG7dOkMBU2W+PhgJo6KeXNfG43EUFxcveu7malM+QpnR+p2vnDfL62mxImquc7lE4VQqhUQikSXe2Gw2OByOvPqTTCbnbZP+LhDhb7qYk8vbSffaUfth9B5Qvbfy9VQiCIIgCIIgCGJ+FizajIyMoLi4GKWlpbBYLDCbzVn5EPQQgWQyKfPMqAij0siYAGYLMQCkQLR27Vpce+218Hq9ht+4i/v1+ow8bNSQBBWLxYLy8nJ8+tOflqELRga4Xr7qeTQXurEz1zUWiwW33nor7HY7TCYTnE4nnE5nVriEer3RPCyWucaXsXT+ilAoBLfbDafTmfNbfZ1c561WK4qLi9HY2Ci9bfRxmkuEWEx/FypqLbSOueZ6eHgY09PTsNvtUoTMt7xcbdPX31xeSH19fVixYgU8Hs+ijey5xj7fMnOVYSR46ddeqbWeq0068z23+rXqv+r9umhjt9tnCd3qj/quUtuliivinaa+r/TrzWaz9JJR3yFzrVOTyQSz2ZxVrj4HusCjC/oEQRAEQRAEQSycBYs24XAYsVgMLpcLPp9vlihj9M252G1KNSrEcZVcRoP67S8ATE1Nwe/3w+VyyeO58tmox4TRIf5VyxR1ChHK4XBg7dq10pBSwxrUfuUjuhiRj7AiztlsNqxbtw42mw2pVAqBQACBQCArUal6/Vzka9jmMsbMZvMsQ5BzjomJCdhstryNtFzXxWIxRCKRrBwrehv0nCi6x9ZCeSOGZS6xUT0v2q6uIXFudHQU4+Pj0qsrHwoLC+FwOOb1zBEYeUyIeRweHkZZWRncbnfe5QGz89HoGD0vc12nH9PnWj0HQK79XGt+IX1ZKPp6NDqvnxNrVLx7RL9SqRRisRhisVhWMmjdw031zlETGQPZwpD6rtXHVrx71WuMhF+9fF0gUu8VbdLfZ+r8EARBEARBEASxeBZs2dhsNgwODsJms8lksfl4l6hCji7eCOYKX1LL6erqyjJechkZ+Xq7COFJ/Ii8KslkEv39/VmigMlkysq3YmSgGRmMixEV1G/KQ6GQNLBisRji8TgKCgrmNU7VcAVR5mLaIMoCssW4VCqFeDyOgYEBlJWV5cxRlC/RaBSRSATFxcUL2s1InYeFGOy6cayWtVivHX28jQxitY2xWAyMMTQ0NOQ1nzfeeCPe+c53YvPmzTmv18fDyOtBXfsFBQVwuVx5r1Nd7JwPvc8CPXm1kYeGLmQIEVWUp3p/iHoWuxPWGxF71q1bh8rKSvl+UIVh4d0i2ie8FMVnEWYo+qmKI6LPqnitCyXqfUZehup59UdFzIVavupdo5anzkkikZBtjcfjSCaTWWIOQRAEQRAEQRCLZ8EWSiKRwPDwMFKpFEpLS2d51qieMvkaQLrIMp/3SDAYhNVqnZUIUzXejNz79TwNqtCkGotOpxMejwcnT55EOByWxpYwFnPllBDk8sAx8sLIJVLp3krhcDgrFA1AXt4WRkZcvhj1QTcihdGWSCTkfBj1O1+EwTeXIJXLE0swl8FuJKrkKmch4S/51GcUQsIYQzAYRDAYRElJybz1pFIpHDp0CKOjo/B4PLN2fcoloqjrXfUcE94+brcbHo9nwWLVXNcbCQ36vfqzNJ8XiyhXlGk09/MJyG8GNpsNd911F9avX58VaqYKw+I5UUUPVcBRRRNgtniYj0Cmvh/0d+F8Xn9Goaqq0CMEPlGWkQj0RhOREwRBEARBEASRzYJ3jwKA8fFxcM6xZMkSWK1WmEwmxOPxWbkVBKqhOBe6UJGLRCKBwsJCGY6jGhA6qsFs1AYjQ0aEUIVCIUxNTcm+iesX+i2+PhbzGaS6qCAMO9UAEyFcjDFYrda8xKRcWCwWmVPFZDIhkUhgZmZmVgiEUZ8YY9LoFMlsF2usqeEdVqs1L0FkofWJ8Z3LG0tfh1daANCN4kQikeU5pYe06G0fGxvDmTNn5I5DRqjrSBdW9OPj4+NwOp1wu915P4O/b3QBSP9d9Ff1CluMp8di+i3qtFgscDgcs8IE1bao7w9xjRoWlWvecgmN+rtWv1e8P4zey+r6ttlshrvkqe9NXQASdbwRYZggCIIgCIIgiLlZlGgzOTkJzjn8fr8MCXjxxRcRCoVmfcvr9Xrh8/kwMjKCYDCIeDyeVZaR50kuw1Ecj8ViKC0tlflmxDlVtDAyLtTPAv2bYcZeT64LvJ5I2cjDJBe5xCH1+HxlqNeZzeasJKXinN1uR3FxMZqbm8EYw7lz5zA2NjZrHIqKiuRuTKFQSIpu4nxjYyOWL1+O4uJiOW4zMzOYmZlBf38/enp6MDo6Kg1O0Q6bzSY9kET4h8vlgsvlQjwel1uyG2G1WqVHwtTUlLxOiES6SGVkTOYad3GP2JEHSHtnqeMitioXyX8nJiayyjSZTLDb7VIcHBoaQjwef0Nihm6Q64KjKkLqfVT7JcL2bDZbXrs+qYa30TgGAgF4PB45H1dKsMl3fS+WXJ5RC/UWMmrXYohEIuCcy3xB870jdA+YXGu6oKAAbrcbZrMZY2NjMoxKvTefcdSFa/G7xWJBc3Mzent7EQgE5LOY6x0mxHnxu/7e1uskCIIgCIIgCGLxLFi04ZzL/CpVVVXYuXMnNm3ahPPnz6Ozs1P+MW82m+F0OrF+/Xo0NDTg1KlTuHjxIsbHx3N6quiGXC6jQWxT7HK5YDabEY/HZwka+jfD4rga5iQMDjVXi/A0mZqaAmNMeh/oHg8ApJAi8jjohrj62ahP8xk54ltyIdqIMC3hjeJ0OtHc3Iw/+ZM/gcfjwVNPPYUTJ04gEAjI+4uKitDc3Ay/3w+z2Yzh4WGcPXsWY2NjSKVSsFgsuPHGG3H11VdLbx273Q6r1YpAIIAjR45gZmZGXi/GqKCgAA6HQ4paFosFHo8HTU1NsFqtCIfDGBsbw+DgYJaRKcbN5/Nh1apViEQi6O3txcDAgBRVUqmUDH9TRT7hXWQymTA1NTVrbahYrVb4fD4Zwjc4OIihoSEAaTHH6/WirKwMXq8XAHD69GkpRjocDng8HpSXl2P58uUoLy/Hs88+i7GxsZwi1HzM5dEjPG2EAGO322VOpZmZmaxcJ4JUKpV1TnhjifCbXHUZiTZTU1OorKxcVHjUGyXfunIJuPrzpv78vlDfLeJ5zeWtpb9LAEjxUw0vEh50BQUFqKysRHV1NRwOB86dO4f29nakUik4HA44HA5YLBZEIhGEw+GsclVvJNEOI485i8WCbdu24cSJE2hvb5fvDzWhsV6m0Tjn8uQhCIIgCIIgCGLxLMrTRvzhb7VaYbfb0draim3btmFsbEwavm63Gxs3bsQ999yDc+fO4aabbkI8HpcGgRBHgNl5UkQyYCGmCPFC/RFCgZrXRhwX96hlq8dyeTIAQEFBAUpKSuByuRAMBrF06VIploiyhWG2du1aMMbQ09ODiYmJWeKEkViTK9xB7aue70L3aBHXFxcXY+fOnXjyySexZcsWrFy5EsFgEK+88oq8//bbb0dLSws6OjrAOceWLVuwYcMG/Nu//RsmJibgcDhQVlaGtrY2PPHEEzKHj0gwHIvFDMOj1q9fj/HxcVy+fBlOpxNmsxm33HILysrKZI6Uqakp/OAHP0Bra2uWYVtbW4tbbrkFt956K3bv3o2bbroJTzzxBKanp+F2u1FUVAQA8Hg8WXlAlixZgnXr1sFisWD37t0582dwzuHxeLBq1Spp2O7YsQPf+ta3ssTGoqIiTE5Owufzoa6uDj/84Q8BAGvWrMFVV12FmpoaAMDtt9+OCxcuIBgMZoWC5BuOZiQcqszMzGR5qS1duhS33XYbAoEATp48iXPnzhka28JotlgsKC0tRUlJCXp6ehAOh2ftsKXep3vdhMNhabwbhcLoY3yljXHd+0PUoT4Xei4g8a/YuU4XRUSicrUO8Qzpea0W22b996KiIrhcrlkJu3XEGkomk1lhheoufJxzVFVVYfv27SguLpbvxB07duCLX/wiwuEwmpubcdVVV6G8vBxHjx7FgQMHpMgp+qt7GeoClwht/dWvfoU1a9agrKxMvsPVPujjppYn8uiouXjeiAcVQRAEQRAEQRCvsyDRRvyBLv7QHxsbw9mzZxEIBNDQ0CC9QTjn8Hq9WLduHb7xjW9gcnISDz30EJxOJ6xWqzTChVGh73AkjADO09tdL126FC0tLVi5ciV6e3uxb98+ue242+1GNBqVXiI2m016HBgZZqrRre4+I8JTmpubsWXLFtTX16OiogLNzc1oaWnBiRMnEAwGwRhDSUkJPvjBD2Lr1q3o6+sDYwwHDx7E3r17MTk5iWg0aphPwyicw2Qywe12o7GxEUuWLMGFCxfQ19eHaDSK5cuX421vext8Ph9qamqwZMkS1NbWAgDKyspgs9nQ29srRaO7774bXq9X5rjx+/3Yvn07vvOd76C7uxucc6xatQof/ehHsXXrVvz2t7+FxWLB9PQ0YrEYotGo3L0pkUjk9M5IJpPo7OxEKBRCJBKRHk9VVVX4whe+gIGBAXi9XmzevBmPPvooHnvsMQQCASmmiLXy6KOPIhgM4l//9V9RVlYGj8eD66+/Hu95z3uwadMmfOpTn0J3dzf27NmD/v5+NDQ04Oabb8a//Mu/zLtWx8bG8Lvf/Q6MMbS0tGDDhg0oLy/H+Pg4br/9drS1teHcuXOYmJhAZWUlvva1r2Hv3r3YvHkzmpub0dHRgW9/+9u4+uqrccMNN6C7uxuJRAIulwvNzc1YtWoVfvCDH0hDVeT14ZzPCqMSa1w1fNWEsUKcKyoqQllZGT7xiU/g5Zdfxo4dO+D3+9Hf34/JyUnD+7xeL+68807U1taivLwczz33HF5++WUMDAzI9a7eY+Q5IZ5r9flzOp1YtWqVXE+9vb3o7u5GWVmZ9PTIB7HGheig7zplsVhQWVmJgYEBOW6iPS6XCzfddBMKCwvxwgsvYGhoCLFYTPZD9E31KFHbJZ71wsJCtLS04KabbkJVVRVGR0dx8OBBvPrqq9J7Ktezqo61KFt4fHk8HhQUFGB8fByRSASTk5PynLhWiEe6UKYKG+qW36Lv5eXleOCBB7B//37s3bsXkUgEJSUl+PznP4+qqiqUlpbirrvuQigUwqVLl/Dwww9jcHAQHR0dcoxEP3SRRW2LaN/g4CAmJiay3pk2m02+B4zCSNVx0ec1l/BHEARBEARBEMTCWFR4lDCWUqkUenp6pEAi/nAvKiqC3+/H1NSU3GlK5BexWq2w2WwoLy+Hy+VCe3s7EomETDwrEuAKY+td73oXlixZIg26q666Ch6PB4WFhXC73fK+goICXH/99XjggQcQiUQQjUZx/Phx/OY3v8Hly5elMKTmmxCeEuJ4KpVCa2srLl68iIKCAqxcuRKPPfYYtm3bhqVLl+LixYuYmZnBunXrsHz5cnzuc5/DxMQErr32WqxduxZNTU147rnncPjwYWkoq8lig8FglkeNx+PBhg0bsGPHDkxNTWFychIf+tCH8M1vfhPHjx/H4OAgXnjhBWzfvh33338/PvCBD+Ds2bNobW3F+Pg4GGMyP00oFJKePkJA2Lp1Kw4dOoTBwUEwxrBt2zbcdddd8Pl8OHPmDEwmE5xOJ5xOZ9bOMPruNUYGem9vb9Y39k6nE8899xyGhoYwMzODoaEhnD59GkuXLsXWrVuxd+9epFIpNDc3w+Px4Pz589IjR9QxODiIX/7yl+jr68PnP/95dHZ2SmM9mUzC4XCgoKAAMzMzADDLk0BHtFvk8SktLUVdXR0cDgeGhoYwOjoKu92O8vJyFBQUoKioCNdffz327duHkydPwu/345ZbbsHf/d3fYWxsTLbT7XZjxYoV8Pl8GB4eRnV1NR588EFs2bIFNpsNp0+fxhNPPIG2trZZz476u2r42mw2FBYW4pZbbsH+/fuxf/9+xONxeL1etLS04NChQ7Db7fB6vRgfH0cikYDJZEJhYSG2bduGr371q+CcY3p6OstTAkCW95lqxAtEqJnL5UJlZSU2b96MG264AQMDAzh37hxGR0dhs9mwceNGrF+/Ht/4xjfAGENTUxMAYHR0FP39/VnlVldXY8uWLVizZg0KCwtx6tQp7Nq1Swqadrsdy5Ytw80334z77rsPn/nMZ9Da2op4PI7q6mps3boVN998Mxhj6Ovrw/DwMKLRKEZHR2UdQjBQnynxHKuec7fccgtqa2vx6quv4qc//SnKysqwadMmbNu2DS+99BIOHTok15RA98wR4kVjYyNuuukm+P1+GaLY2NiIXbt2wWw2w+PxwOfzoaOjI6ttquAjvAyFyKzueidyQz344IN45ZVX0N7ejpmZGfj9ftx4442w2WwIBAJ497vfjWPHjuHkyZNSMNqxYwdisRgGBwcRi8XkjlQzMzNyDbjdbiSTSSkSWa1WJJNJVFVVSQFLHU+bzYba2lqMjY1hamoKsVhMjrvFYskSqMWY6YmWCYIgCIIgCIJYPAsSbYTRKhKgCmFieHgYMzMzMnRp6dKlaGhokHlKhDHS1NSEQCCAzs5OLFmyBFu2bMHAwABWr16NzZs3w+/3Y3h4GI8//jimp6exdetWhMNhHDlyBAMDAzCZTCgvL8fOnTtlzhOR/LahoQE7duzAj370I4yNjWHHjh1ZRoP6Tb/6jbP4LIw8Ycwkk0mMjo6it7cXzz33nPw2vaamBnV1ddi7dy96enqQTCZx+PBh9Pb2ory8HB6PBzabDTMzM1I48Xq96OnpQWtrqzSerFYrtm/fjpqaGrS1teH8+fNYunQpysvLsXTpUhmOMzY2hldffRVHjx7FM888g8HBQYRCIaxatWqW8CQ8F4QhWFlZidHRUVx33XVYt24d/H4/AoEAvv71r2Nqagomkwk1NTUoKyuTO8eoAtZc3hSqECCM1cnJSSngJZNJBAIB9PT0oLa2VnqTtLS0AABee+01MMawZs0adHV1IRwOI5FIIBgMYmBgAJ2dnWhra8vyrhBliHASh8MBr9eLVCqFYDAoQ4x0ry23242ysjJEIhHcdtttuHDhghRx1q9fjzvvvBM//elPUVxcjEAggOnpaTQ0NGDLli04evQoXnvtNZnfQ6yj0tJSNDQ0IBaL4eGHH4bVasV//ud/wmKxYPXq1fjsZz+Lj370o4hEIrPCqFTjVnihxGIxOJ1OLFu2DLt27cLU1BQ6OzvhcDhQW1uLY8eOoaysDE1NTXj55ZcRDAbBOUc0GkVfXx9uvfVW7Nq1S3pNqXXpz7B+LJlMorS0FNXV1aivr0cqlcIzzzyDkZERBAIBxGIxFBYWwu/3Y+XKlTCbzfjQhz6E8vJylJaWor29HT/72c/Q3t4OAKivr8e9996LaDSKU6dOwWw247777kNrayvOnj2LiooKNDU1oaqqSu5aFQgEpEiwfv16bN68GYcOHcLp06el6CbEJVV8UgVGvc+MsSwh7cyZM5iamsLo6CjGx8fxyCOPYM2aNeju7sbly5cBvO4Zs3r1amzYsAHLli3D8PAwvvvd78Jut+OOO+7AyMiIzIFks9lQU1ODHTt2yNxETqdzlieKOv56yFI8HpfPjdlsht/vR3l5Ofr6+lBYWIiNGzeirq4OiUQC3/ve9+ByueDz+TA+Pi4FzdbWVrz73e/GXXfdhaeffhrj4+Ooq6tDQ0MD9u7dC8453ve+96GqqgqhUAitra1SGGSM4YYbbsDBgwfR19cn14/VasV73/teNDQ0IJlMYt++fdi3bx8SiQSqq6tx3333Ye/evbh48SKmp6dlnywWy6J3siMIgiAIgiAIIptF5bQReRhE7pNQKCS/qTabzfB6vSgvL8e5c+fAOYfdbkcymZTf2HZ3dyMajeKqq65Ca2sr1qxZAyDtEbF8+XJs3LgRhw4dwsqVK9HW1oZLly5hdHQUZrMZsVgMnZ2daGpqgsPhgMvlwvT0NMxmM3w+H1pbWzExMQHGGGKxmMyhAxgnM9XDFYQhmEwmkUgkMDExgd7eXkxOTsLpdMLj8cDr9eLkyZOIRqNgjGF0dBThcBiRSARr1qyRuUF8Ph+amprg8XgQDodhNpulMbNixQps3LgRPp8P7e3tKC4uRlVVFVpbW9HV1YVQKCSN+cnJSXR1deHSpUuyryLnjDAAReJSkcMFACoqKrBy5Uopppw9exYXLlzAiRMnZO4Lm82GkpIShEKhrNwU+eb7UENZ9G3fY7EYxsfHUVFRAZPJhJKSEng8HmmAl5aWYvPmzTh69KjcrYtzjpmZGelBJDyvhPGbSCRQUFCA2tpabN++XRrZqVQKIyMjOHLkCILBoGyb3+9HTU0NQqEQQqEQ1q9fD8YYHA4H3G43Kisr0dnZiRdffBFVVVVIpVJYvXo1GGOIRCI4cuQIAoFAluEttmiura1FTU0NSktLsX//frS1tYExhnA4jEceeQR1dXVoa2vL8kTQc6+ooScih8/o6CiSySTGxsYwPT2N4uJiub6Li4uz8jiFw2EcOnQIO3fuxNVXX43Dhw9jbGzMcK6MhA2xi5bf74fJZMLFixdx8eJFnDp1KitMThjiPp8PZWVlaGlpwbFjx2TYzo4dO3D58mVYLBbceuutSCaT6OrqQjAYxOrVq1FaWop4PI7a2lqsXbsWHo8HRUVFWL58OQ4dOiQTlKueMiaTCW1tbYhGo1nbYqv9UcdT75/H40FjYyMGBgZw/vx56aE0MzMDxhjsdjuKiorgdrtRXFyMpqYmHDt2DMuWLUNLSwucTqd8Ty1ZsgQulwtOpxN9fX04f/48wuEwTCYThoeHccMNNyAej8t3kvACU3MLGXmuiTUuxBObzYa6ujr4fD5s27YN0WgUZrMZQ0ND6Onpwblz59Dc3IxQKIRgMCgFlpmZGRQWFqKiogJOp1OGzjU0NODMmTNoampCaWkpBgYG4Pf7sWHDBoRCIbzyyivgnEvxeHR0VCbFrq+vR0NDAzo6OrBu3TrU1tbi1KlTCIVCuOaaa+T7uqSkBGNjYxgYGMDQ0FBWPh2CIAiCIAiCIN4YpvkveR3xx7jw5hCGXCKRkEKBupWy2M2kqKhIbtNdWVkp86hUVlbihhtugN1ux6uvvoq9e/eiv78f1113HWw2G6qqqmSSViEGxONxnDlzBoFAQNaTSqUwMTGB8fFxLF++HAUFBTKMaGJiQrZfFSP0pKYqqseJmmfD5XLJbbGHhoayjDDhgSF2IzKZTNK7xev1oqKiAtXV1TI8oqGhAV6vV3qpNDY2oqioCM8++yzOnj0rQ1xEiNX09LTMvcE5RyKRkN4pqvBksVhgt9tl6FNNTQ3C4TAOHDiAX/ziFzh06BDC4bAsJxwOw+l0wuv1ylwc6hbn860HsSasVqvMLaS2R7STMYbq6moA6a2RhQeJw+HAiRMn5HgD6d2UAoEAvF5vltghthFfuXIl3va2t6GlpQVFRUXwer1YsWIFtm7dii1btqCyshJerxe1tbVYs2YNKioqcPr0acRiMfj9fixduhR1dXWorKxEOBzG7t27cfnyZXDOUVlZiZaWFtjtdpw4cQIdHR2zxmNmZgbBYBBNTU24++67ce7cORw7dgyXL19GZ2cnDh8+jMnJSdTV1cFisWSNlfojwlCEkOdyuWS4IQDpPSTWk8vlgt1ulyF+IpzwxIkT6OnpwaZNm7BhwwZUVlbK7cP19a5jNptRVlaGwsJCjI2N4eWXX8bLL7+McDic5S0hklK7XC7U1tZicnISL7zwAp599lkMDQ1h/fr1sNlsWLJkCTZu3ChFt8bGRqxatQqnTp1CIBDAxo0bUV9fj9LSUrkD2e7du2Xy5GQyie7ubly6dAn19fWorq6WHk56Xh7da0h/lisqKlBcXIzp6WkMDw9neUuVlpbKsEWz2YzCwkLcfPPN8Hq92LBhA1wuF9ra2nDkyBGYTCZUV1ejsrISU1NTGB8fl6JqIpFANBrF5cuXZciiunV7rrFXBTvh3WexWOB2u7F27VrY7XbU1tbC4/Ggv78fhw8flqFQPp8PY2Nj8jkWwqvY+U3sKCW8zFatWoWbb74ZFy9exJ49e3Dq1Cm43W5s3759VmJzITi5XC6ZXH7Pnj3o6uqSwmtRUREaGxvx0ksvyZ2nbrrpJqxbt07m09ITYBMEQRAEQRAEsTgW7GkjjBKxLbQQQpYsWSINVCBtCBUUFMBsNqO+vh7hcBixWAwOhwOFhYWYmZlBKpXCtddei6985Stob2+HxWLB8ePH8cgjj8BisaCwsBAul0saNyaTCYFAAFarFSMjI1liwejoKI4cOYKHH34YP/7xj3Hy5EmZOFgXEtTEoOKbfcZe34lGGBwiB4/IDeF2u+FwOBAKhaQHgihXJAkW35rbbDbceOON0khcs2YNSktL8eSTTyIajaK0tBQdHR3o7e3FxYsXEQqFMD09LT2W1PaKcKt4PC5FpFAohOHhYUQiEdneqakpGaaWTCbR09ODkZERfP/738fU1JQcB9UYHxsbk9+uFxQUYGRkJMv4nUu8UT1HzGazNCLFMbG1tvB8aWhoAJAWZXw+H6qrq/HLX/4SU1NTMtdGJBLBzMwM+vr6pEAmygsGg5iensa9994Lq9WKL37xi+jo6EA0GsWSJUuwY8cOPPzww9izZw8GBwexevVquFwuXLp0SSYlHh8fx4EDB3D58mWMjo7KxNFmsxkDAwNoamrCqVOn8Oqrr+LVV1/N2jFMrJNQKISpqSncdNNNsNvt+O1vf4uRkREpCgSDQZw+fRoej0eGDKreNgCyPIRUMfHUqVOyzkgkgkgkIj1QxFb3Itk3kBZ8pqen8eSTT+J973sf7rzzTpSXl+Oll15Cb29v1pbp+pyJz/X19YhEIjh//rzMxaKeF15TwrNk5cqVOHDgAKanpzExMYGenh7U19fD7XZj/fr1SCQSaGxsRFVVFex2O44dO4annnoKpaWluOaaa9DW1oaamhqUlJRgz549ePnll+XYpVIpXLp0CSaTCfX19XjHO96BJ598EmNjY3LtqzlXjHL0iP7V1dUhEolkib7Ca0iEF4ocLiaTCcuXL0dLSwvWrFmD3bt349KlS6iurkZ3dzd8Pp9MRK0mbRb5iF544QXU19ejvr5ehu/pIpPRM6Nv8V1SUoLVq1djbGxMhkMKTyOxLsxmc5YXlMfjQXNzM9rb22WIpsPhkLtTXXfddSgpKcGBAwcQDAZx4sQJFBYWYvPmzTK/zvj4OAoLC1FYWIipqSkUFRXh6quvxte//nVEIhEMDg7Kd0tRURFGRkbQ19cnRemqqip4vV688sorMmm2eM8SBEEQBEEQBLF4FvR1qDA6zWYz7HY77Ha7NLREGJLYuYlzjtWrV8Nms+Haa69FZ2cnTp48KV3qOec4f/48JicnpdgQDAZl4mKz2Yze3l74fD74fD4AkIZLbW0tzp49i1gsJoWjSCSC5557Drt27cIHP/hB/Pmf/zk2b96MgoKCWduHi76Itqv5W1TPGSGUiHqF0OTz+aThxjlHUVERVq1ahbKyMuzZs0cmGT127BiefvppPP744/j1r3+Na6+9Ftdffz2sViv8fj8SiQR6enrQ0dGB/v5+BINBucW1MDBF4mbheaOGAh07dgyDg4MydCQYDMqQiXA4LOusqKiQXgXA67tmxeNx9Pf348tf/jL+4R/+Qe6EZWTY68aXHuYTi8Wk94EQIcROUYODgzLXEQAMDw/j9OnT+NnPfoZz585h06ZNKCgokGM/MzOD9vZ2+a2/qOvixYv40Y9+hBdffBGPPfYY2traZM6Yvr4+PPPMM/j0pz+N4uJibN68GZcvX8ZTTz2Fn//85wgGg4hEInjqqadw4403oq6uDiaTSSZSTSQS6O3txfPPP49kMony8vKsrZvVpLIjIyNob2/Hxo0b8cMf/lCGM6nGeSQSwcDAQNbaUvsixDPheRWNRjE8PIzR0dEsD6W+vj5cuHBBhkvV1NTInEXiulQqhenpaTzxxBN4+umnsXr1anz4wx/GihUrDOfMKFRLbGMvPC9U4UaIgCIk56qrrsKZM2ekJ5AQRcrKyrBu3TrpCfLkk0/is5/9LL73ve8hEongvvvuw/DwMLZs2YLx8XE88cQT2Lt3r3y+RHui0Sja2trwzW9+E16vF1/96ldlAnLVM0QNZ1QFEiFuFBcXIxKJyHxNguLiYjQ3N+PIkSPo7u5GUVERwuEwWltb8Vd/9VcYGxuTYt7ExAQuX74Mm82G/v5+GQ4kxj8ej2N8fByXLl0CAOkNpY63eP/oSYlFu0WCcrPZjO7ubnzta18DY0yKuGJtiXkZGRlBZWUlCgsL4XQ6UV1djdtuuw1nzpzByMgIiouL4fF4EIvFEI/Hcccdd8gk0IwxDA8PY3BwEBaLBQ6HA2azGaOjo3C5XFKoLisrQ2VlpfRQmpiYkF5fYn1zzlFeXi49zIqLi7Fp06Z5vYwIgiAIgiAIgsifRXnaBINBdHV1wel0YnBwEJFIBIcOHUIwGEQ0GsWFCxdQXl6Oj3zkI6iursa6devws5/9DBcuXEBTUxPq6+tx9uxZ9PT0YPXq1VkGLAAZVnXw4EHccccdckcUzjnWrl2LUCiEgYEB1NfXw263SwMhHo/LxJj33HMPPv7xjyMWi2H37t145plnpJhiFDKiGugAZCLd6elp+Q2/EJgqKiqwYcMGXLhwAcuWLcM73vEOBINBudMRkPYmefbZZ6X4EovF8OSTT+KTn/wkzp07h87OTjQ3N4NzjsHBQbk7kTBKRZjV1NQUrFYrQqFQltE/Pj6Ow4cPZ+1wMz4+jmg0ilgshlQqhb6+PuzatQt/8Rd/gVdeeQU9PT0Ih8Ny5yYRmtHX1wdg9pbJqpGvoufnCIfDOHfunMyvIfL51NfXo7KyEmfPnpXGqUiyarVaYbfbcffdd8NkMuH48eMymenU1BTOnDmD6elp6WUApJNET09P4/Lly7KP6jwmk0kMDQ3h8ccfn5WoFkiLVM8++yxOnDgBv9+fJRQB6bCnb3/727j22muxZs0afPKTn0Rrayva29vR2dkpQ3imp6dx6tQpPP7449i7d29WWJgwznt7e/HKK6/InDwC1VNE1B2LxXDq1Cl86lOfknlXhHDY0dGBjo4OGZInQpAmJiZkMmLR/ng8joMHD2JgYADXX389PvGJT+Azn/kMJicns+ZRz920f/9+7Ny5E3fddZcsY3p6GrW1tSgsLMSFCxekJ1EkEkF5ebn09OCcY3R0FO3t7fD5fAiFQjhx4oTcpl30RYTsBAIBfPvb30Z3dzemp6dlG0SeHjGn8XgcAwMD+PKXv4z77rsPX/rSl3DmzBns2bMHBw4cQCQSyfJY0T1ZhBCxceNG9Pb24sKFC2AsvcvcXXfdhT179mB4eBgrVqyA3W5HOBzG888/jw984ANZYZXxeBy9vb0YHBxEf38/BgYGsGnTJnDO8corr0hPppaWFulRJnLKqB5tqrCkPj8mkwknTpyA3W6H2+3G5OQk2tvbcejQIbz//e/HwYMHce7cuaxwyfPnz+NDH/oQdu7ciVAohIKCArz00ku4dOkS9uzZg7q6Oplf5ujRoygvL8fx48flfCUSCQwPD6O9vR1VVVUyQbPwlhSCoc1mk8LPsWPHpJdkTU0NkskkmpubUVdXhxdeeAHHjx/Hxo0bsXPnTuzbty/vEEuCIAiCIAiCIOaGLeQPa4vFwsW33cIFf2JiQm7HLIxXq9Uq89XU1tbiN7/5Ddra2mSCS4vFgkgkgs2bN+Pee+/Ft771LXR1dclkq1dffTV27doFh8OB2267DQ0NDbBarRgbG4Pb7cb3v/99WCwWvOMd70BHRwdeeukleL1edHV1IZFIwOPxYMeOHbj99tvR0tKCV199FX/5l38pc6vo4VK61wgAmePhnnvuwU9+8hMZQuP3+3HNNddg+/bt8Pl8iEQiMg/IxYsXZS4QXfywWq3w+Xx49NFH0d/fj+effx5NTU1Yt24dSkpK0NXVJbcmX7FiBQKBAF577TWcPHkSK1aswMzMDHp6egxDLoQR6PF4kEql5DyIHDvV1dUoKSmRAk1vb6/0UNHDS4x2fckl3ohzNptNho+Ew2GUlZVh69atWLp0KY4dO4ajR48CAFatWoX3ve99cLvd6O/vR2lpKc6dO4dnn312lreKzWaD2WzO+nZf77fRN/lGCWl1ryGx65jISSLKErlICgoKZKLckpISDAwMoLu7WxroYj4LCwvlbk3qls5ia+7h4WF5ThVK1Hwf+vbKok160l3RhyVLlmByclJ6feljwBhDcXExbrjhBrzzne/EP/7jP+K1116btQ2zaI/FYsHy5cvx3ve+F4WFhRgfH4fT6cTo6Ci6urrw2muvYWRkBLFYDDU1NfjYxz6GFStW4KGHHsLU1BQYY1i5ciU2bdqEtrY2hEIhPPzww/jd736Hs2fPYmRkRIZVrVq1Cu9617vg8/kQj8cxMTGBiYkJRCIRhMNh7Nu3T4pDYle4xsZG3HvvvbjmmmswMzOD3/72t3jqqadw6dKlrO2n9bES8/Pxj38cXq8XQ0NDGBsbw/Lly/HCCy/g2LFjCIfDsFqtMJlMiEQisNvtuPXWW3H48GEEAgHZDpFIPBqNwu/3Y+fOnaiqqsLAwACOHz+O4uJiVFdXY//+/bjzzjsRDofx5JNPIhgMzpojIeqpx4SgJcQq8e6pq6tDYWEhhoaG0NnZKctzOp1YvXo1WlpaYDab0dXVhVOnTmFqagp2ux0ulwvhcBjxeBx2u13Oq1i/wjuwsrISg4ODctv6oqIiDA8PY2JiAh6PB9dccw2ef/55uWZFuzZu3Ij7778fJ0+exK9//WvpSbdu3Tp85CMfwcc+9jH09vYikUhkPRsEQRAEQRAEQczJcc75Jv3ggkQbs9nMRciKCKUAkGWIivLsdjsqKipQXl6O9vZ2me9EILZNrq2tRVtbm8w/43A4UFFRgYsXL8JsNmPJkiVYtmwZysrKkEql0N/fj9OnT8NkMmH9+vUYHx/HwMAA6urqUFpaCqfTCZ/PB7/fD4vFgv7+fhw/fhyHDh1CLBabZdTnMvBFW1paWnD27FlpTDmdTpSVlWH58uUy/KKzsxODg4NyS2LhmSPKyYwdnE4nNm7ciD/90z/Fd7/7XUxOTsLn86Gqqgputxtutxucc/T396OzsxNdXV0YGRmBx+NBNBqVoTwqavtFTiFViBJJRQsKCqSoEolEsgQINd9KLgPLKHeIOC7GZdWqVdJYFvmH2tvb5XbOHo8Ha9euhd/vh9VqRTgcxunTp2UeFdUDSjVsVZFGHVN9Fx6jtumfjUQdgTBMhaeGzWaDy+VCKBSSIpc4r4a6qGKMWoYI+9F3nlLr0MfRKBG0mBv1X845CgoKUF5ejrKyMhlW6Pf70djYiGXLliGRSODf//3fpZea0XyazWZUV1dj+/btiMVi6OnpgdVqRSQSwcTEhBSeOOcoKyvD29/+djQ2NuLv//7vpfeX1+uVW1DH43Fs3LgRdrsdfX196OnpkfPvdrtRX18vk15zns7NFA6HZVJi8WO322Gz2WCz2eS6DQaD6O7uxsWLFzExMSFzuujzL4Q5k8mEtWvXYvny5SgqKgLnHOPj4zhx4gQGBwdneb8AkP0QYp6YJ+E5Y7FYUF9fj2XLlqGoqEjuRtXT04Pu7m7cc889SKVSePrppzE1NTVrS3J17ejeWWoIFQC43W4UFBRIDzPhySYErbKyMum9JEQmdR2pv4ucSOras1gsiMfjmJmZkXnKYrGYDDstLi7G2NhY1jNjt9vh8/mwadMm9PT04MKFC4hGo1Jsfuihh/Diiy9i9+7dsmza/psgCIIgCIIg8uLKiDYOh2OWcZtKpeT23wKRJFgYC8KIUM8L4Uc3bu12OyKRiAx7cLlccLvdMq+E8EQoLi5GPB5HIpGA3+/H8uXL4fV6ZQLb/v5+nD17Fu3t7bINen/n8soQu8qIXZpUY0fsoqVuDy6uUQURfTzcbjf++3//72hra8PBgwcxNDQEj8eD8vJyVFRUIJVK4cKFCxgeHpY5YlSjyWi+VANN7Ysw8o0EENWQ0sNmFhrWIJKx1tXVyQTV4+PjMlGympTU5XLB6/XC6XQiEAhkGci6qDff1uO5xDd1DPT+6VsRC6FKDT1T86WIsdLzv4jP6jjqeVaEoa/2QRU41YTComw13En3BlPLEWNZXl6OZcuWIZlMwmazyZ2zZmZm0NbWJkN45hJtvF4v/H4/gsGgFDPUBMlqfbW1taioqMDRo0dljhRVpBLbvy9duhShUAjj4+OYnp6Wz5Z4bpxOpwzFicVicLvdWLFiBUpKSuB0OmUy32g0iq6uLvT29sp8TYlEQuaa0oU5fY7sdjtKSkrg8/lgt9vR1dWFycnJLK8T4PWkwKqIKcoSnjtqnimPxwOfzwev14vJyUl0dHQgHo9j27ZtACB34FLXsChLbbMaLifeiUZrTrRLXaNq/iFd7BTXiETDYi2qwpC6NtXwVFGO+gwYeSEGg8GsfDsVFRW4/fbbUVlZiS996UuIRqPy3UkQBEEQBEEQxLxcOdFGNT7EH/LiG3FhMKlGhZFoo25bLAwPNeeMeh54PcGoaqSoYoQw0AoLC+XuKiKkQd0qW22HkSGr/ivqUHd5EUKTaoSJtuk5LPSwHPGN/dvf/nbccsst2L17N44ePSq3/BX9UZP5zjU/qjGvt1s1sPQ+5ypX9bQxEreMDGSBLnqoZahzZbTzj+5ZItaP7qWitnG+dZurvWrb9PFSvRL0sdD7ptejj68ox8hrRh0LvX966Iy6vo08hCwWC3w+H1asWCHzIPX396Ovrw+BQEAKNvoaEfWIfqtigdHuUapgKe5RhQ/1GiEAiDFUx0AXvdS2ifLVrd/FNfouW/rzprZX/KiJlQVqm9UxVcUOfY2J51aUqT5DatnJZBIlJSUA0ruyqWFuqhCiCjD686t6L6rXqfOlzpsq5qmhV+pYqO9N9T4xN6LtRu91dQz08VLnxmRK7yq1adMmPPTQQ/jgBz8ok1TrO5gRBEEQBEEQBGGIoWiz4ETEOmpIh26ICcNK/K6GAAgjTDUShAGgeiWIb9zV61UPCNVgiUajclcU3XtHNXby8dzQDWq1TeKz6K8e2qN7HYnrxRiIBMvV1dVob2+XuWpUcUgdR70c1eidK1xKfNbzqAj0sdDFMP3a+TDKkSPKUsOIcpWn534xCtXKR7CZq71GIpAu3qjtVT1EhPinj6VqOOuGv1FbVMFGN7BzhaepxrJ6n0jYOzQ0lNUufb2qdehCQa7k3GpZ+nFVvBCI+RfPnTquwuhXd4pSx81iscikt6pgm0gkpBAkypornE9fv7nWihrOpou5+hpT69PFRNE3MYbDw8OzhDZdxBTzKM6Je3URRr1HnR81NE+cU9etGoKnz6E6Zuozpr4f1bKA1z3CVEHS6B00MzODzs5OGaY6MzOT13uDIAiCIAiCIIjcLEq0mUs0EMc45zI8KhqNAsj2NhHGg57/RXfvF+eFgRWPx7O+kVaNHPHNvDDwVENYN2RyGXPifK6dX1RDR/cGUj1HjDwjRFsikQh+8Ytf4JprrsF1112HH//4xzLcw8hAFO018ugwCvdR5yiXsDQXi00caiR0GYkcan90Q1YcEyEdc4kYb8Qg1EWDXIZ+rj6obddDicR5IHtnI92YV8vRRYJcGJ1Tx0kva65zenm6wa7n3NENftUrRBjyqvCmCzqqOKKLR6oHjB6mpJcpxlA80wJVVBDjnkvU0fPHiHNGQpD6zKleg+pa1duQSxzWPW1ULyQjYVrH6HkX7wn1nSgQ7z4R0mm0TvVnSbRBD5dSx18V6YX3VTweRyAQwNTUFGpraxGJROSOWgRBEARBEARBLI7Z1vQ8qN+k68fEN+XiXDKZzMrvIgwc9UcYHSKJrgiREmKNblwDs13z1W/vhUGh3rsQ496onrmMOH2nH7W9er0iBCwajeL48eMIh8Pw+/1YunSp9LLJFb4ljC7VcFK9DtS2izFQ+6R7jqj9uxKoYpYqOs0lFOnzoxrZQhDL1cbFCjb62lENZqM61PwfugimizVGYoRYH7qxrN+zUPS2iH/nEmXUe1VBRm2TOo+qp5wugAgvGP28KrToa1MXevRwRzHeqncTMDvcTgguQixQ26SKMUbtUMdJ9zTRnzsxTqq4oo61PrdGnnlq28R9+rOiX6v2U18bnPNZYpmRECjOA9nvDlGGeMeKd7A+JmrYlHhXi/LUeRH3qj99fX0oKyuTXpIEQRAEQRAEQSyeBXvaqPkqVINXeNCof/gbeYaI69X8Ieq3zaIMYZCp4ocwWHIZ2qohrhpXC2Uubxwjw1v93ehbcrVvYmzC4TB6enpQWVmJ+vp6GSIlhCC9bN0A1ttpJHCpxreRQZpPfxeLUT1GgoI+XqLtuqGutnEuT4R82zUfRp5k6jEjsUUtW/dwUb2x1H9zCVpztWuu6/OZy1weKPrzqvdP778qMIrzavv0RLlqu/TxUxPl6sKi0TNstObV8lVvG0GuedPLV4VCtY+qwKP+K9qoCyNGQpBRHWqf1LE0ei7E3OkCl3peF7mFF4yaT0q8r0XZei4lte+qh45I7OxwODA6OopoNCrfL0IcCoVCKCwsNOw3QRAEQRAEQRALY8GijWokqAaN+MZWNRyMQiHU8ADxja9q3BqFV+iGodE32yq654nR8blQDZ+5RAcjo0wYQmazGcuXL0cgEMDk5KQM92GMyW1zS0tL4XK5cnpb6ONlZETrhqTaRj1M60oKH/N5h+hGq9F59V8jAWSx3jTztUswV/n5rhGjY+q8zFfelTBqjQz8uc7nqlcXHvXnUBfZjMYvl6dYLgFDX4t6vblyManPxFzPtd5GPbxornU4n2grrs/lIad7munPg1FZept0wU/d1ltts/7ZqP9iPHURSq9HnxO1jGQyiWg0iqqqKqxYsQKxWAzRaBQFBQXwer1wu91IJpPo7u6WYbEEQRAEQRAEQSyeRYk2QjTR/9A3yi8hrlG/1VWNQFXgEefFOVGfkcGneucs1uCaC6NvufU6jM4LGGNy+/FIJIJYLCa/jS8uLkZJSQksFgtGRkYwMDAgRahchudchm6+/TMyxPO5b7HkEkjy6YvRdUa/X2mMPCKM1sJ8Qkk+Qlk+IsNc7VSN+XwFybnKMzqWq+/zlaEKsPrcz1eGOla5hFn9nZBLAFF/z+VFlK84k6uuXO+sxc6JkXij90ltS74CqhhPo1w+c/2uHkskEpiamkIwGMSSJUtQUFCAVCoFl8uF4uJiOBwOnD9/Xm6BThAEQRAEQRDEG2NBW36bTCZus9kAZH+bbJQEUzfY1SSzQNoTRU8yrH6Drib3VPNUCKNDJCRWjSjdxf9KGPdqmUaeI/q36apB5Pf7sWHDBlRWVoJzjmAwCKvVivLyckxOTqK7uxsdHR3o7+9HOBzOGi+1/arRZpRDJRe694J67PfNXEa6kQGdS+B4M7xv5kL1OlFDdYyEAH3N6yEz4rp86sunPaK8N+I1lS/qWsu1loyEJPXZ17f+Vj0+1C2t1eO5njs1B5SOuMdohyu9nUZzM5fXiv78GQmh+twY5c0xarNav1q+Wr/R3IvjenJ2HdUbSB9nvZ36uKufRWJju90Ol8sF8X+CKCccDst8SMFgkDxuCIIgCIIgCCI/DLf8fsOijfhjX2xzbeQVk7kXwOuGmMVikSFVwsAy+nZdN3jE1stGZer3XAnUZJuq4WKUa0M3vMSP1WqF0+lEYWEhQqGQFJzUHaNUkSpXQlMj428+geethGpgXkmRQTds3yyMvDuMPMiA2XlO/lBi2RshV14hNV+MLrCooqXqYaeKNkYeI6IMXeAVZaprX99Jbi4RSxdd1X6p9auChhCE1PPiGqMEznq9RgKMOiZ6G3XhSB0z/byRiKLeJ0R0I/FLtEcXdcS7WxXV9Lbq4855Or+NwGQyyTUhtmlPpVLyfUcQBEEQBEEQxLy8cdGGMTYCoOtKtoogCIIgCIIgCIIgCOKPnBrOeZl+cEGiDUEQBEEQBEEQBEEQBPH7YfbWLARBEARBEARBEARBEMQfHBJtCIIgCIIgCIIgCIIg3oKQaEMQBEEQBEEQBEEQBPEWhEQbgiAIgiAIgiAIgiCItyAk2hAEQRAEQRAEQRAEQbwFIdGGIAiCIAiCIAiCIAjiLQiJNgRBEARBEARBEARBEG9BSLQhCIIgCIIgCIIgCIJ4C0KiDUEQBEEQBEEQBEEQxFuQ/x8mk5XH5z2CaAAAAABJRU5ErkJggg==\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -181,7 +193,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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eZ88JCAggPj6emTNnMm3aNKxW64A72FarldWrV3t99vf3H1J7KysrKS4u9lrmbs9oFhoaSkxMDFarddAZHOHh4cTGxl4SgcbOzk4qKytZs2aNURNGa01nZ2ev+zQ3N5Odnc2dd96JxWIZ1gyXwQaBlFJYLBZOnDhBe3v7sLXj62Dx4sXExsYan7XW1NfXM3369CHPuOVwOGhubqaurm6YWimEEEIIIcToJkEbD//wD/+A2Wzm4MGDXss3bNhAaWnpCLVq+Cil8PHxGXIn18/Pj2XLlrF69WrGjh0LOGtMzJkzx2s7k8nEjBkzuO2225g9ezbjxo1j7dq1/WZPuAUFBZGRkWF8vvvuu8nIyBi2zvmMGTNGfU2MW265hZSUFNra2qipqRnUvgUFBTQ0NLB48eKvqHXDp62tjaysLMLDw41AYE/ZUV3Z7Xb27dvHtGnThrUA8FBq01wKWVsj4YsvvqCystL4rLWmtraWsLAwfH19h3TMtrY28vPzOX369HA1UwghhBBCiFFtaP9y/poKCwvjyy+/JCcnZ6Sb8pVYvHgxCxYs4OOPP2b//v2D2tdqtXLXXXdRVFREYmKiMbzB4XB0qy9xxx13EBgYyPbt2zlw4ABKKR555JEBd4ZbW1s5deqU8bmoqIgrrriCgIAAtm/fPqh293Ytfn5+F3ycr1JycjIhISEcOHCArKysQe9fXFzcLcNoNPPMpLLb7f1mrXR0dPDXv/6VpUuXDmumTXNz86CGSCmlCAgIkHo2PThw4IDXZ601lZWVTJgwYVB1gzz5+fkNOeAjhBBCCCHEpUgybVx+8IMfcOrUKfLz80e6KV8ZdwdzKEWVAwICmD59Og0NDYSGhhodJ5PJRGhoKPPmzQNg5cqVaK05ePAghw4dApydtd/97nc0NjYO6Fw2m42CggLj85YtW6ivrx+2YtBBQUFD7jReLHa7fUAZJxebn58f3/3ud3n00UdZsWIFMTExQz5WWFgY1157La+//jpXXHEFZrOZjIwMrrzyStLS0liwYEG/x9i9e/ew1jcZStbMQOuz3HHHHfzud7/j6aef7nWbsLAwnnrqKT788EMjm+1C+fr6cvPNN/Pcc8/xi1/8gpkzZw7LcQcjKCiIzMxMMjIyiI2N9bpnFouFG2+8cUDHGW3vgxBCCCGEEF81+ZWly/Tp03n55ZcvqeyEofDx8cFisQx6v/b2dk6dOsWRI0coKSmhvLwccGba2O12o0bF2LFjOXjwIPn5+V6FWQdTE6iuro4tW7YYn202G2azecjFS7uKiooaco2ci+Gaa64hLCyMlpYWmpub+93ebDbz5JNP8vTTT9PW1tbntvPmzWPGjBk0Nzdjs9n485//PODMEovFYsxkVVdXR0xMDBaLhbKysgHt31VTUxMnT57k+PHjTJw4kUcffZS8vDza29upqqoiIiICcA6PKygo4OTJk92GinXN8goODmbWrFmYTCZ27NjRZ22c3to02GLEA9nnzjvvpLa2lt/85jf4+/vzrW99iz/84Q8ApKWlUV9fT1tbGxkZGVitVp544gkaGhq6HUcpxTPPPENWVhZffvllv0PnQkNDueaaa8jIyODVV1+lpaWFyy+/nIiICK93rD9Tp06lsbGRwsJCr+WZmZlMmjQJk8lEQUEBO3fu7HH/sLAwbr75ZhISEoiJiaGgoICPPvqIwMBAbrnlFiIjI1mxYgUHDhxg8+bNVFRUkJSUxLJlywgKCqKyspLjx48TGBh4QbNPCSGEEEIIcan5xgdtlFIkJyfj4+NDbW1tj8GFuLg40tPTGTNmDCUlJRw+fNhr/eLFiwkPD6ehoYHCwkJyc3MvUusHp729ndbW1iHVc2lubuaTTz6hrq7OqwiouwMVFhYGOKf0nTRpEnFxcZSVlXH06NFBn6ujo8MIBNx0000kJiaycOFCOjs7MZlMNDU1UV5eTlNTE62trZSVlfXaeZ08eTJhYWHGUI0FCxZgMpmMbIOioqJBBeoyMjKYOHEivr6+tLa28v777w/6+voza9Ys4uPjKSsr4/z5831uGxQUxOzZs7sV0I2IiCApKcmrPtO0adMICgoyvp9XXnkliYmJ+Pv7U1JSQlNTk9cx7r//flpbW9mzZw/t7e1MmTKFjIwMdu7cSXt7OwEBAdTW1g75Ou12O9XV1Zw6dcoIyuTm5hIfH8/EiROxWq0sWLCAKVOmkJqaSl1dnfGcTSYT6enpZGdnG9/BcePGkZGRwYwZM/D19cXhcHDw4MEBZ3gBNDQ04HA4Bry91rrfwFpGRgaRkZGcOXPGCDxYLBZSUlIwmUxcccUVVFRU0NbWRlpaGh988EG3oUXgHEK2YsUKkpOTueaaa/r83ru560Pt2bOH7OxsoqOj8fPzIywsjClTppCdnT2g6/T39yc2Nhar1Wr8/ZeZmcncuXOx2+34+PgQEhJCZ2cnu3fv7rZ/c3Mz+/bto6amhvDwcCoqKhg/fjwBAQGcPXsWq9XKkiVLqK+v59ixY0yePJmUlBTGjBnD6dOnaWhoIDY2Fl9fX8LCwoiPj6ekpGRAbRdCCCGEEOJS9o0P2phMJi677DIaGhp6nbI3MzOTqVOn0traitaagoICI3AREhLCkiVLCAkJ4dixY4PqIF5s7qBNaGjooPdta2szhjt1pZQyjnn27FmmT59OWloajY2N2Gy2C6oRlJyczNSpU5k0aRI+Pj44HA4aGxspKCigurqas2fP9tlxnTJlCsnJyUYnOD4+ni+++AJfX19iY2MHFXRISkpi0qRJTJw4kaCgIKKiojh69ChFRUWD6ugDxMTEEBISwrlz57oFS9LS0oiNjWX//v3k5eUREBBAYmIiOTk5TJw4kcbGRurr62lvbycwMJDZs2eTlZXl9f2NiIhg+vTpRtAmKiqKjIwMTp06xf79+wkODiYlJYX58+fT1NREbW2t0Q6TycT48eNZuXIlY8aMobS0lMLCQuLi4khNTeWFF14Y1LX2RWtNU1MTZ8+e5b333qO+vp6ZM2cybtw4wsLCmD9/PsXFxVx++eVMmDCB8+fPU11dja+vL7NmzeLkyZNGNk1CQgLz58+npqYGHx8fli5dyunTp2lsbMRisRAeHt4tU6SrqqqqQT/L/jI/Fi5cSHNzs/F3Q0tLCzt37mTVqlWcP3+esWPHGkHP8PBwfvvb3wLOYHF1dTVtbW2YzWbi4uJYuXIlVVVVpKamkpCQQGFhYa9BI39/f8LDwzGbzUZWTXBwMHV1dQQHBzN//nyys7OJiIjAbDZTXV2NzWbr9b4kJiYas+udPXuWq6++mubmZk6cOIHJZGLy5MksX76c4uJiioqKvO5LXV0d//3f/83UqVOZPHkyX3zxBbNmzcLPz4/3338fm81GaGgoubm5JCUlMWHCBHx9fdm1axd79uwBnAHXtrY2rFarBG2EEEIIIcQ3xje+po1SCn9/f1pbW3vtrC1fvpy8vDzeeOMNPv/8c6ZNm2YUsp08eTImk4ldu3bxhz/8wQgO9Ffo1t/fn6CgIAIDA72G/QQFBRESEkJwcHCv9TXMZjMWi4WxY8ditVoJDg4eUK0Hd+d2uIvwOhwO494dPXqUP/7xj+zfv5/ExES+973v9RkkCg4O7rOQ6wsvvMC6det45ZVX+OSTT3jzzTfZvXs3lZWV1NfXc/jw4T6H54SEhHhlFv31r3/lmWee4fnnn+ett97ixIkTA7pGi8XCzTffTGFhIc888wwvv/wyra2t3HPPPYO+n0opli1bxt133018fLzXOn9/fyZMmIDNZuPQoUOcOnWKmJgYfvjDHwJwzz33sGTJEqKiojCZTPj6+tLS0sL27du9gjZ2u92rA75o0SLMZrMxfMpms3H06FGuv/56lFJew4j8/f25++672bNnD1arlaCgIAoLC/n888+HfdYt95TZnhkubW1ttLe34+/vj8lk4ve//z0bN24kJSWFWbNmAc7AUlxcnJFhZDabiYyMJCQkhPXr1/P8888TEhJiDKtLT0/nrrvu6nNooNaanJycXoO3vbW/v6nV4+Pju91jpRQxMTEcPnyY/Px8oqKiSEtL86rPc9111xl1nMLDw8nMzKShoYHm5mYaGhpISUlhwoQJvZ533LhxTJo0yes7furUKaPI97Rp0zCZTGRkZLBs2TKsVqtX+0JCQozPBQUFZGdnYzKZWLduHQEBAURHR/Pqq6/yySefsHXrVrZu3UpsbCz33nsvVqsVf39/AgMDjb/HHA6HkXnnLijs5+dHe3s7b731Fg888AAbNmwgPDyc9vZ29uzZYwRswFm/qKamhjFjxgzrjGFCCCGEEEKMZt/4oI3dbuftt9+mrKysW30MN6UUn3/+OYWFhQQHB5Oens78+fMBZ5HP2trabvUnFi1a1GfH4uabb+bhhx/mvvvuM+qEADz00EP86le/4vHHH+faa6/tcd958+bx9NNPs2XLFl5//XX+6Z/+qc/OqDsg4p7paSg1bfqilOo2PGf79u389re/paqqipdeeqnHwr9BQUH86Ec/Yu3atV4dxJ5UVFTw+eef8+677/Lqq6+yYcMG3njjDaqrq/vcr6GhgaqqqsFfVBc///nPycvLM4ZS2Ww2iouLiY+P73bt/VFKMXPmTNavX++VheTn58fy5csJDQ3l/vvvN2bK8vPzMwr+mkwmpk2bRlRUFJGRkWRkZPR477TWXkEbf39/bDabEZCw2Wx8+umnZGdn43A4vIJmvr6+pKWl8e///u8UFxcb70VNTQ3vvffeoK61P+5C1g0NDUZmhtaajo4OtNZGoGPr1q00Nzcb312llJGdAs6aVElJSV5DE93XNGvWLFatWsXSpUt56qmnem2L1tqo+zJQWusea894stvt+Pr6er0D7mCVUootW7bQ3t5Oenq6V9ZYaWmpMVzTarUyY8YMsrKyMJlM5OXlER8f32fQxh3c7Zo9U1BQQElJCVarFYfDwccff8yiRYu8gjYRERE8//zzXt/tnJwcDhw4QFxcHLfddhvl5eVegSh3jaL77ruPZ599ljVr1vDQQw+xfPlyr/NXVFQwadIkY4YzdxFzt6NHjzJ27FgyMzO7BXODgoKIi4vrFuwUQgghhBDi60qGR5lMzJ07t9uMJu51y5cv58iRI8bQhry8PF599VUjoJKYmIjFYuk2De3MmTM5ePBgrwV433jjDZRSLF26lBUrVhhTcKenp7N582YcDgeXXXYZc+bM4ec//7mx37x581i6dCllZWXMmzcPpRSrV6/m29/+NufPn+fgwYPk5OTg5+fH3LlzufXWWwkMDKS8vBytNfHx8SQnJw/b/ausrGTfvn2sWrWq27q8vDxeeOEFvvOd77BhwwZ+/OMfM3fuXCPI9fzzz7N//34efvhhALKysjh37lyP52lqahrRqX7b29s5ePCgkdXj4+NDWFgYqampg5qJKiAggJUrV3L8+HFuv/12PvzwQ2PIjp+fH1dddRWHDh0yMmLS0tJYsmSJkaHQ2NhIQ0MDjY2NBAQEEBYW1m14FTizqjw7683NzUyaNMkr0OE+565du0hLSyMyMpLa2lpuvPFGdu3ahcPhoKamxmhLZWUl77zzDg8++CDl5eXs2LFjWIYDdnZ2YrfbjaBNe3s7nZ2djB8/HrPZbHTc7Xa7kY3T2trKT3/6U6+hUf7+/l71poqKili+fLkR8Proo49Yu3btBbfXk2dgqTcnT54kJSXFCIqEhoZyyy23UFZWZlyPyWTCZDJ5HSsrK8u4J/7+/iQmJjJt2jSOHTtGWVlZv7N3udvWU1Cvvr7eK8DV1tZmnOvKK6/ku9/9LocPH2bz5s2sX7+ezz77jODgYDIyMggLC+O1117jtddeM7LMli5dyurVq2loaOCyyy7D4XCgteaWW27pdn+2bdvGvn37qK+vZ8qUKaxcuZK5c+dy8OBBduzYwWeffQbAsmXLeOedd9i3bx/PPfccgDFEczQXEhdCCCGEEGI4feODNg6Hg0OHDvHggw9y3XXX8cknn3hNNx0eHm781h8gOjqauXPnGtPxhoeH43A4uv0229/f3+hsxsTEMGHCBJRSRrq/u7NWV1dHfX09CxYsYPfu3Tz++ONGJ7yyspKFCxcax5w6dSpXXXUVdXV17N+/38iA+OCDDzCbzXR2dmK1WlmxYgWzZs3i2Wef5eTJk5hMJiPDwp3hMdz3sLe6Ho2Njbzyyis8/PDD3HPPPSQmJqK15vz58/z5z39m06ZNVFRUkJmZycmTJ3sN2pw7d25I03TX1dVRUVHRbXl6ejotLS1ez7ov69evp66ujrS0NGbNmkV0dDQvvfQShYWF3H333WzcuNGYUasvJpOJyMhIzp07x6RJk7j//vvZs2ePkUny9NNP88QTTxj302Qy4efnZwwxiYiI4L333iM/P5/k5GTGjRvXYxDO19fXK9Nr69atLFq0iKuvvpqmpiZycnK47rrriIqKQinFnDlzKCkp4dSpUyxatIjvf//7OBwOcnNzvTJJ3ENZXnnlFa644go2btw44CFmPVFKYTabvb4/hYWFhIWFsWLFCq9zv/POO15DGD2DAR999JHX8C9w1ldKSkoiJCSEvLw8Pv74Y1avXj3ktvaktbWVn/3sZ73WggF47733+MUvfmEEbYKCgrjqqqv43ve+Z+xXUFDAqVOnjFnYwLtWTkNDA8eOHaO5uZmNGzdis9lYuHBhn+9EUVERPj4+PPDAA17Lp06dyoQJEygrKyMzM5P9+/dz5MgRFi1axF133YWfnx+bN29m+/btvPfee9TW1pKamkpDQwMbN25k69atOBwOTpw4wRNPPIG/vz8tLS2cOHGCN9980ytjccuWLd3+bti1a5dRH+z06dP8/ve/B5yBI/e+hw8f5syZM4wbN44777yT9evXU1VVxbvvvktRUREJCQl9PhchhBBCCCG+Lr7xQRtwdrxKSko4fvy41/AEpRQRERFeHcWGhgays7OZPHky4AzOWCyWbvVn3LMohYWFMXHiRKKjo2lra2PJkiUcP36cbdu20djYiL+/P1FRUcawD8/ZglpaWvDx8WHq1KkcP36csrIyrFYrnZ2dXp1Tz0yLmJgYoqKiGDNmDK2trd0yfWpqatBak5KSwtmzZ4dl+lyTydTr8CatNTU1Nbz11ls88sgjjB8/nrq6OkpKSti6dStVVVVs2rSJadOm9VrDByA/P39AdXu6am9vRynFxIkTOXv2rLE8IiKi32Etnu655x7AWdumqqqKrKwsKisr+eijj1i3bl2fbfeklMLPzw8/Pz8iIyOJiYnhzJkzgPNeVVRUYLFYjGEp586d48SJE1x99dWAc1hTY2OjEUg0m82kpqZ2O0/XDJCmpiZ2795NRkYGDzzwAM3Nzfj5+fHaa6/R3NxMWFgYM2fOpLq6mtzcXOrr6wHYtGkTVquV5ORk8vLy0FpTX1/PyZMnWbhwIWPGjGHz5s1GdsRgtbW1sW3bNqZMmWK8Zx0dHVRWVnL06FEiIyONbft6Xj1lGx04cICcnByj+G5TUxP5+fmsWrWKLVu29BhoSUtLIzc3d8B1bdwByJtuuomWlhaOHTvWbcavxsZGTp8+bRSY9vHxobKy0ut69u7dS3l5OUFBQT2ep7y8nLfeeovOzk6jCHp9fT0Wi4XJkydz+vTpbvt0dHTQ1taGxWJhzZo1xMXFUVtby+nTp/nss89QShlFjLOyspg1a5bxd6E7E8b9PSgqKqK9vd3I9AJ46623mDNnDrW1tVRUVFBRUdFtuGJPz8WzcLLNZuuxkHhbWxttbW00Njby9ttvY7FYaGtro6ioiMjISMaOHcu0adM4cuRIj/dLCCGEEEKIrwsJ2ri0tLRQXFzcrWNoMpkIDg42huY4HA5aW1uNWiTh4eGMGzeuW50Yd1ZGTEwMnZ2d5Ofn097eTnR0NCkpKca0uFVVVXz55ZdGrZQZM2aQk5NDSEgIcXFxaK2NDmR1dTWVlZX4+/sbBUq7amxspK6urtfiuO6smMsvv9zohA8Hs9lMUlISxcXFXsECd32UkJAQ6uvrUUphs9koLS01Zn8pKCjwqt/RE3fncbBKS0txOBzdhmhUVFT0eb6urFYrFRUVlJaWcurUKaOzWFxcTEtLy4BnHHI4HFRXV5Oeno7ZbKahoYHw8HAjMOduW0ZGBlarlfPnz5Ofn09dXR1r1qzh4MGDRqe3rq6Ow4cP95htUV9f360j/9lnn9He3k5qaipms5nKykoOHDiA1ppDhw4ZNW/27dtn7NPa2sqUKVNISEgwihC7z+eejWwwhXu7stvt5Obm4uPj45WhUVtbyyeffEJMTMygZ3NyKy0tpbS01PgcHh7OyZMnWbZsGdu2besWtFFKsXDhQtra2igrK6O9vX3A57LZbNhstl7bun//fmbPnk1ycjIdHR1s3brVa31xcTG1tbW9vtfuWZo81dbWEh8fT1paWo9BG/h7sM79rNra2igvL++WYeaepezcuXPU1dV1yxrrqS5UTk4Ora2tVFVV9Tvt+VDZbLZugZn8/Hw6Ojou6HsnhBBCCCHEpUKCNi4hISHdOr9aa/Ly8rjuuusIDw+nvr6euLg40tPTefvttwFnUMLX17dbMdpz584Z0+MePnzYaxaU2267zeig5uTkeBWjvf3229m4caNRe6a4uNhr/aFDh5gyZUqvs/iUlpZy5swZrr32WsaPH09RUZGxLigoCIvFQnV1NTNmzGDTpk1GJ9Od/dHTb8b709nZSWlpKePHj6elpQWtNSaTyZiZa8mSJZjNZnbt2sXYsWNpaGgwglRuBw8e7HEY04UqKCjocQjUYKchf//99zl58mSPRWrdndeB6Ojo4Pjx48ycOZMzZ85QU1NDQkICN9xwgxG02blzJ2lpaYSHh3P48GFKS0v54IMPWL16NQ8++KARTKioqDBm7emqqqqqW0e7pKSEkpIS/va3v3XbftOmTWzatKnb8ri4OPz9/QkJCTGyzsaMGYPFYmHr1q1kZWX1GjAYDPeMRm4NDQ1Gnafh0tbWxhdffMHy5ct7HVYUExNDdHQ0NTU1gwrafPjhh32uP3z4MB0dHVRXV2MymXrcvqmpaVDvX1FREbGxsT1mWrnV1NTwl7/8ZUDHy87OHvC53fqbQv2r0Ns7LYQQQgghxNeRGkymhVJqeNIyRqENGzbwy1/+kry8vG7rPvjgAzZu3EhZWRnp6enMnj2bW2+9FXAWBo6KiiI3N9fodF+Id999l5aWFkwmE3v37uXFF1/stk1qaipBQUFGUc6uoqOjuf7668nMzOSxxx4zskxmzZrF/PnzaWho4MYbb+Tmm282sg2SkpJISkpix44dF9T+lStXEhsbS2BgIL6+vtjtdmpqavjTn/6E1tqo1/L2229fUC2Ur5M777yTOXPm8JOf/MQr+yM1NRW73e41rEtcGLPZzN69e7nhhhuoqqoatkyzkXLvvfdy9dVXs27dOsk8EUIIIYQQ4tL2hdZ6ZteFErRx+fDDD3n00Ud7zMBYvXo1e/bsobKycgRaNjSes0e560Hk5uayd+9evvzySx555BGee+45o6OXkJBAQkICe/fuHeGWf/NkZmZyzTXXYDKZ+pySWlw4X19fo4D066+/3i3j61KzfPlybrjhBnbv3s0bb7wx0s0RQgghhBBCDF2PQRsZHuVy6623MnXqVOLi4rrNYLR58+ZL7rfYNpuNPXv2cODAAZRSaK1xOBzY7XY6Ozv59a9/7XVNJSUlXvU/xMXz+eefY7fb+dnPfjbSTfnac88WN336dK/ZtS5VtbW1VFVVyWxKQgghhBBCfE2Z+t/km6G5uZns7Owes2k8p/y+lNjtdlpbW2lpaaG1tZX29nZjqFTXeh1dZxsSF497RqD8/HyWLl06pFmyxN+ZTCaWLl3aa92awsJCEhISvhZBG7vdjs1m61YIXQghhBBCCPH1IJk2HoZShFeI4dDY2MixY8dYuHAhu3btkgDaBdBaU1xczNSpUwkKCsJut2O323E4HJhMJiZNmkRtbe2gCg2PpMmTJzNlyhSCgoKw2WyYTCaam5ux2+0kJycTExPTbbYnIYQQQgghxNeDBG2EGAUaGxs5fvw4119/vWTaXCCtNbm5ucyePRuLxYLNZvOaTrylpYVt27ZRW1s7gq0cuICAAMaOHWvUpvLx8SEpKQk/Pz9CQ0Ox2WwcO3ZspJsphBBCCCGE+ApI0EaIi0gpRXBwMI2NjV7L29vbKS8vx9dXXsnhcuDAgR6X7969+yK35MIcOXKEI0eOeC27/vrrSUhIoLy8nKKion6nHBdCCCGEEEJcmqSHKMRFFBgYyL333svLL7/sVScpJiaGNWvW8Omnn+JwOEawheJS8NFHH410E4QQQgghhBAXwWCn/K4ECr+65gghhBBCCCGEEEJ84yRqrSO7LhxU0EYIIYQQQgghhBBCXBwy5bcQQgghhBBCCCHEKCRBGyGEEEIIIYQQQohRSII2QgghhBBCCCGEEKOQBG2EEEIIIYQQQgghRiEJ2gghhBBCCCGEEEKMQhK0EUIIIYQQQgghhBiFJGgjhBBCCCGEEEIIMQpJ0EYIIYQQQgghhBBiFJKgjRBCCCGEEEIIIcQo9P8BljRzW+an8UAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -191,7 +203,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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Sk5PJzc2d1Da7u7vp6OggMjKSadOmTeq5R+PxeHC5XERHR1NTUzMlU7LWrl1Ldnb2pJ/343D69Gm6u7tH3dfU1MT58+epr6+ftPZ6enqYN28ed999Nzk5Ofr21NRUVq9eTWJiIo2NjbS3t1NZWTlp7QohhBBCiOvDDR+0MZlMU5oJ8llnNpuJjo6esvOHhISQkpJCRETElLVxvTAYDERGRk5p3ZKMjAwWLFhAWlpa0Ha32/2ZqBt0rRYvXozZbMblcpGYmMiMGTP0ffX19ZjNZlJTU4mPj5+0Nj0eDw6Hg8HBQeLj46c808br9eJ0OjEYDDidzilpY2BgALvdTnp6+pScf6okJyePW2OrvLyc1tbWSbtvOTk5NDU1Ab4gzdDv2jlz5pCYmIhSir6+Prq7u6fs/RJCCCGEEJ+cGz5o4/V6ZfnVKRRYuWSqWK1WIiMjpzSb53qhlCIiImJKgydJSUnk5+ePqLnR19cnn5PLSEpKIjU1lcrKSi5dugQQFJxpamrC7XYTExNDYmLipLbt9XpxuVxT+lkb3t5YDAYDdrudrKysMacB2e12UlJSxszeqqysZHBwkKioKMLDwyelz1NNKaUXCh9Le3v7pAZO8vPzcbvduN1uTCaTPlUtIyODZcuWBQVbz507N2ntCiGEEEKI68cNv3qU2+2ms7Pzk+7GDctgMExp0VylFAaDYcqzC64XISEheL3eKSv+ajabiYqKIjY2Nmh7V1cXXq83aGAogi1atAiHw0FxcTEmkwmj0Rh0r1pbW+nv7x/1/k4Gg8FAWFjYpJ8XfM+dUiroekZ7Bo1GIzExMSxfvpzo6Gh2795Nc3MzAwMDaJpGeHg4NpuNwsJCLBYL5eXlNDY20tPTQ1dXF+ALxNbX19Pf34/NZiMyMpK+vr4pua7xxMTE4HK59OsyGo2YzWa6uroYGBgY9TWZmZmcPn1af92VthdYAWxwcJD+/v5xjzebzeTl5dHc3IzFYqGnp4e2tjYMBgMrVqxg4cKFnDx5ktjYWDRNY8eOHVfcJyGEEEIIcf274YM2Xq93zH+AjyYQJNA0TaaLTIDX653S6Tx9fX2YzeZJLex5PTMajZhMpikLUrndboxGIxkZGUHbW1tbiY2NJTk5mZqamilp+9Nu5cqVnDhxgujoaHJycggLC+PChQtBxwRqEk12DaZAxuBkB9QC33cZGRmEhITQ1taGx+PBZDKNGoxNTEzkjjvu4Pbbb6empoYVK1awbds2Dh48iNPpZM2aNWzatImuri6io6PJysqiqamJN998kxdffBGAJUuWcPz4cdrb20cU9DUajSilUEqhaRoejycoeGQwGIKCuB6P54q/pw0GA0ajkfvvv5+qqiqMRiNRUVEkJCSQn5/Pn//8Zw4fPjwiMGMwGCgqKuKdd965oqw0pRRGo5Evf/nLxMfH09HRwYULF3jvvffG/O5USjF9+nSWLFlCYmIi5eXlvP/++9TU1GAwGJg+fTq9vb0UFBTgdDo5fPgwp06duqL7IIQQQgghPh1u+JGw1+u9ol9xi4qKyM/Pp7W1lVdffXUKe3ZjMJlMU1rAdnBwkMjIyM9E0EYp9bFc61jFo00mE2azeUrb/rRSSpGXl8fmzZvJz88nKyuLsrIyjhw5EnRcV1cXLpdrUmvagC/Y1t3dPakBUrPZTG5uLg888ABpaWn09vZiMpnwer20t7eP+FwnJSWxYMEC8vLy+OEPf0hZWRl//OMfWbZsGe3t7dTV1bFq1Sp+8pOfUFJSMma22M0338ylS5fo6ekZse/xxx9n3rx52O12ampqePHFFzl06JC+/7bbbuOuu+5izpw5tLa28vbbb/Pcc89NODMtIiKCpUuX8nd/93ds3LgxKKAfFxfHo48+yve+9z2eeeYZTp48OeL/OywWyxUFVI1GIzNnzuTJJ5+kuLiYqqoqcnNzue2225gzZw6/+MUvRn2dwWAgNzeX/v5+wsLCKCkp4dixY8Bfn8Xs7GwiIiLYtm0b77777oT7JIQQQgghPl1u/JEwTHj55IceeogZM2bQ3d1NRUUFq1atYs+ePYBvwJKWlkZ4eDidnZ2T9qtmbGwseXl5FBYW0tzczKuvvjrur+kFBQWkp6cTFRWFx+Ohvb2d2tpaSktLpzTjZSwhISFTuhx3a2srcXFxkz4FKzU1lYSEBNxuN2fPnp3Uc18Nm83G/PnzMZvNJCQkYDKZGBwcnPR2ArVRRpveMVZ2xXiSkpIAaGxsnJT+Xc86OzsxmUzMnj2bgYEBtmzZMuKYnp4ePB7PqEGbzMxM5s+fz7x58wB48803OXPmzJif2zVr1mA2myktLcVoNE5q7ZcFCxZw1113cejQIX76059iNBr1wIfNZiM3N5eNGzfqx9vtdlasWEFMTAz/9E//xODgIN/97nfJyspi//79lJeX4/F4qKys5JFHHuEHP/jBmN9jNpuNJUuWcPjw4RGrLFksFrZu3UpHRwfx8fEsXLiQQ4cOkZOTw7333ktkZCQnT57klVdeweFw6PdyoiIjIykqKmLXrl0j+tff38/BgwdZvnw59913H3V1dSOCNlf6HWuxWHjssceor6/n1Vdfpa2tjaKiItLS0ti4cSNbt27l4sWLowadoqOjCQkJ4fTp05SVldHf34/JZCIrK4uMjAxiY2P505/+xFtvvSX1bIQQQgghbmA3fNDmcoWIlVJkZmZy2223kZ+fz8GDBzl8+DC9vb36MWlpaaxfv56kpCTMZjNWq5WioiKeffbZy/7Cm5OTg9PppLq6esS+tLQ05s+fz5w5c3A4HERFRbF27Vr2798/6pKyGzZsYM6cOfT29tLY2IjL5SIhIYGYmBiqqqr0AUVkZCT5+fnk5uZSU1PDwYMHp6zIbEhIyJSuHtXT0zOp06PmzJnD/PnzCQkJ0aeBrFy5ks2bN4+7TO/69evHfF+uVaCo6Lp168jOzuahhx7i2LFjU1Lnw+1243K5Rs0WMJlMhIaGYjAYSE5OZtmyZZSWllJeXj7iuh955BFsNhvTpk3D6XSyf/9+Nm/ePOn9Bd8y2/Pnzyc1NRWbzYbX66Wuro7nnnsu6Ljp06czd+5c6uvrOXz48LjnfOihhzCZTGiaRkREBDabjRdffHHUzyn46rs0NTXx8MMPU1lZyaFDh/TMh4B77rmHW2+9lYKCAhwOBxcuXGDr1q2AL4OkpaWFkpISysvLWbp0KU8//TQ///nPR2R0KKX49re/zaxZs3C73VRVVdHb28vg4CB2u/2ap87NmzePgoICampqOHr06IjnzOv10tPTE1RwNzk5mYiICNxuN3a7nQ0bNrB8+XK2bNnC/v379RWOtmzZwhNPPMHXv/51XnrpJTo6Oka039LSgsViCcrqUkoxc+ZMoqOjKSsro6amhpiYGDo6OsjPz2f9+vWEhoayfft2SkpKMBqN5OTk0NzcfEXXbjabyczM5JVXXgmaVmW1WrHb7dhsNhwOB0lJSXz+859n586dQQGRK6k1FRkZyaJFi7DZbPzbv/0bzc3NxMfHk5mZSXp6OjExMYSHh+tTwYZSShEeHk52djYvvfQSp0+fprW1Va9zk5+fz9atW9mxYwclJSVSh0oIIYQQ4gZ2Qwdt0tPTKSgoIDY2lpqaGlpaWkYcYzQaWbx4MZs2beL8+fOUl5ePGLjNnj2b6dOnU19fT0VFBXFxcRQVFXH77bfz4YcfjpkRsX79ehYsWIDX6+XkyZNs375d32e325k9ezZ2u53y8nIqKir0VUKGZ0EopcjOzmbx4sWUlpZSVlZGe3s7brebsLAwDAaDHrDJzMxk5syZpKenk5qayk033YTX6+XUqVNTUpDZZDJNWXFUAIfDgcVimZSgjVKKZcuWMTAwQFVVFT09PYSHh+tBgcbGxjHrY8yaNYvjx48HBS+UUsyfP5/c3FyUUlRVVVFSUjLqczae/v5+6urquHTpEl1dXTQ2Nk7ZICxwfcMzam666SaSkpL0GkK33347Fy9eZP78+cTFxVFcXExPTw+LFi1icHCQ6upqzGYzbW1tetCprKxs0n7xj4qKYvbs2VgsFoqLi6mpqaGvrw+LxaIXcx3t2sLDw7n99tvHDdqkpaVRUFDA0aNHaW1tJSkpifT0dNauXcsf/vCHUQfmSikSExMJCwvj7NmznDhxQi+sG5Ceno7L5aKrq4vIyMig6UVWq5W+vj76+/vJyclh1qxZGI1Gurq6gq7FbDazYMECli5dysmTJ3G73cTHxzN9+nTcbjcRERFXczuDJCcnEx4ezokTJ2htbR2x3+l00tHRQWhoKHFxcbS1tZGQkKAHWYqKili2bBlHjhxh165dVFVV6SsmVVVVsWPHDtasWcO6des4c+YM1dXVQZ+blpYWwsLCsFgsgO87ODY2Vq+p5HQ66enpYXBwEI/HQ25uLnl5ebz//vsUFxcTEhJCYWEhixcvHvP9Gk3gemw2G83NzUGvCxToDgsL4/Tp0/T19TFjxgzy8vKora2lt7eXxMREMjMzWb9+Pb29vdTW1lJZWTniOQiw2Wzk5+dz8eJFKisr8Xg8pKamkpmZSXh4OG63e9xsuqioKJKSkmhpaaGvr4+oqCjsdjsbN24kMjKSEydOUF1dfdmCxkIIIYQQ4tPthg7aBLIFEhISGBwc5NKlSzQ3N9PR0aH/YzmwjOvcuXPZuXPnqIOYvLw8uru7OXr0KIcOHSI6Oprs7Gw2bNjAoUOHxvyH97p164iJicFms5GTk8O5c+f0gNC0adPIy8ujs7OTPXv2UFdXN+Z1GAwGli5dSmhoKHv37qWysnLU42JjY5kzZw4zZ86kpqaG0tJSbrnlFtatW0dLS8ukBG2ioqIIDQ1lYGCAgYGBMeujmM1mQkNDUUpdU3aKpmlYrVaioqKwWq1XVFR6KKUUNpsNpRTHjh2jsrKS/v5+IiIi6OvrY926dbzzzjtjvj4yMjIo88BgMBAZGcn69etJSEjAarVSVlaGwWAYM2hjtVpJSUnBbrfj8XhoaGigubmZ1tZWjh49SmdnJ3feeSf79++/6uuciLCwMNLS0li4cCEul4uOjg6Sk5OJiYnBYDAQHx9PTk4Of/7znyksLGTBggW4XC6qq6u5++67OXfuHM8995weWLr99tt56KGHyMjImJSgTWhoKFlZWWzYsIG6ujref/99amtr9f2BwfBw7e3tVFRUsGbNGvLz83E6nYSGhjI4OIjD4cDlctHb20thYSFer5ePPvqI8vJy7HY7g4ODFBQUkJqaSnh4OLW1tSMyUDIyMtizZw/nzp0b9XuiqamJ/v5+HA4HM2bMoKGhAfDVUSkrK8PlclFQUMCaNWtISkpi8+bNlJaWBmXBWSwWbr75ZhwOB1u2bMHtdnPbbbeRlZU1aYNzi8WCw+GgrKxs1P2BIuxGo5H4+Hg6OzuJiIggNDQUi8XCtGnTaGlp4bXXXtOvK8DlcrFr1y4SExOZO3cu0dHRnDhxgnPnzuk1bNrb20lNTdWDQCaTCbvdTkJCAsnJyfr3idPppLOzk8TERAwGA9XV1aSkpDB37lyWLVtGZGQkpaWlE77uwHeV0Wgc8fnyeDw4HA5aW1tpaGigt7eX2bNnk5SURGRkJP39/SQkJBAZGcncuXP11dYC7/ForFYrWVlZ7Ny5U/8eS09PJzo6mp6eHkwmEy6Xa0TQyWAwEBUVRWZmpl6TzWQykZGRwZw5c/Rsy7a2tqtaxUoIIYQQQny63NBBm+7ubtra2igsLOSxxx6jtLSU999/n0OHDun/2NY0jcrKSqKiomhqaho1wBAVFcXevXv1AUJvby8vvPAC3/nOdwgLC6O3txePx4PBYMBiseirnjgcDl555RUyMjJYt24d999/Pz//+c8B3/KvgcFTT0+PPrgcTWhoKEuWLOHdd98d81ddgMWLFzNz5kxaWlr4z//8T8LCwkhJSWHt2rW88847+spEHo9HH3AHBjIGgwGn06n/Yj5WPxYtWkRcXBw1NTWUl5cTEhKi/2IeEBISQkpKCmlpaZhMJg4cOKCfN7Ay19CByliZEzabjdDQUKxWK2lpaaSkpIw50BxPYKnk/Px8fvOb3+jbA9k7dXV1pKWloZTCbDZjsVhwu91Bg+ShGTgGgwGbzcasWbMoKCjg2WefxW63M3fuXGbPns2+ffv0+xAYVJnNZrKzs7n//vtZt24dAwMDbN++nddff52ysjIGBwepra3F6XTS29s7ZSuXBbIa1qxZQ1paGl1dXRw8eJAdO3aQnJzMnDlzCA0N5cCBA3qG1urVq0lNTaW9vZ28vDx9aklISIh+vwYGBigpKZmUPtrtdubMmUNmZia//e1vg+6FyWQiLi6OxYsXj8im6enpoaysjOLiYr7zne/oSyXX19dTX19Pe3s7Fy5c4NZbb+Xw4cN6EKGpqYmtW7dy6dIl7r77bmbOnMnvfvc7zpw5E9S20+nk3XffHXOgvmfPHn1gP23aNH1qUHZ2Nj09PaxatYoFCxYA6LVIhjOZTCQlJXHgwAHKysro6+sjOTmZnJwc0tLSru3G+mmaxsDAwIiVmwIC094GBgaCPtsWi0XPVPnpT39KcXHxmG28+OKL3H333dxyyy2kp6djNps5fPgwg4OD9PX1ERISEpQ9ZzKZWLp0KXFxcSO2Z2Zm0tTURGJiIrfffjszZ86kra2Nl1566Yquu7+/X8+wGV7nrLe3l4sXL3Lx4kUA5s6dGzQNTdM0+vv7+eijj9i1axf19fU0NjaO+X1sMBiIiIggNTWVuro6NE0jMzOTjIwMXC4X586dIysrS19qfej3YWhoKDNnzmT+/PkUFxfjcDgwGAwkJCQwf/58jh07hslkIjU1lYiICNrb22WlQyGEEEKIG9gNHbQJrNaxY8cOgFELPnq9Xqqqquju7h7zH75xcXHU1tbqv6673W4uXbrEs88+y91338327duprKwkLS2NL3zhC3R1ddHQ0MDzzz+vrxZit9uDimZu376dkJAQVq9eTVFREdu2bWPbtm0j2rZarRQWFmK1WnnvvfeCau0Mt2LFCvr6+jh8+DDh4eE8+OCD3HvvvWzfvp2GhgamTZvGjBkzqK6u1jMisrKy2LRpE5GRkRw+fHjMbJOwsDAKCwv59re/zfHjx1m+fDkHDhzA7XaPGAAtX76clStXMnv2bGw2G7/+9a/ZsWMHmqZht9txuVz6vVRKkZWVRU1NTVDAyGKx8OMf/5i9e/fqg6ernTIUHx/PqlWrKCws5MiRI/r7PG/ePL7whS+wYMEC/vVf/xWv18vq1at54IEHuHDhAr/85S/1c3i9Xv3ZSUtL4+abb+bmm2/mgQceAHzZJlFRUXqQRinFwoULOX78OC6XixUrVrBhwwZSU1P53e9+R3p6Og8++CBWq5XXXnuNU6dOoWkavb29WK3WCRfPvlLNzc2cPHkSj8fD008/HbTvpptuIjc3l8TERD744AMAamtr8Xq9JCUl0dvbqy9frJRiyZIlrFmzhv7+fn75y19eUdbDeNLS0khMTOTtt98ekVWWn5/Phg0bmD9/Pr/+9a+D9kVGRpKTk0N+fj75+fk0Njby85//PChLx2QyER0dzVtvvRW0epGmabhcLu655x5iY2M5cuQITU1NQQWW33rrLU6fPj3qqkfgC/7V1dWRnJxMQUGBPgUtKiqKdevWkZKSwokTJ3j99dfHLH6tlMJqtdLa2qoHMh0OB/39/YSEhOg1UK5FaGgodrudadOmjfqemc1moqOjaWxsJC4uDoPBQEdHB263m97eXt54441xAzYBb775Jl1dXWzcuJGnnnqK3//+92zevJnGxkbmzp2rB2cGBwc5f/48mZmZI1Zn0jQNp9PJ7NmzKSoqorGxkddee4333nuP8+fPX/G1e71eent7WbRoEcXFxWN+58+fP5/u7m5aW1txOp243W7KysrYuXMnBw4cuGyR8Pj4eKZNm4bL5dLf67y8PLq6unj//ffxeDw8/PDDo077tFgs5OfnU11dTW9vrx608Xq91NbWsnPnToxGIxs3btQzBq+0to8QQgghhPj0uKGDNgADAwP6r6dj1T4YGBjQgwhDp8AEasm4XK4RmSBKKYqKinjwwQdxOBzs3LmTvr4+6urq+OY3v0llZSVPPfUUPT09NDU1UVZWxvz584POsWXLFkpLS7nrrrv4h3/4B+bMmcMvf/nLoOBFIEPj6NGjlw1adHd343A4yM3N5cknnyQ9PZ0f/OAH7N27l76+Pn2qy/Lly/nBD37Aww8/TFxcHLt27SI2NpaNGzdit9v5j//4j6DzZmdns2bNGmw2G5s2bdLvY2pqKmvXriUqKoq8vDyKi4v5H//jf9Df309SUhJRUVGUlJToARuAL33pS8TGxnLu3DlCQkJ4/PHHefrpp/nZz35GRUUF27Zt44MPPsDhcPDtb3+bpUuX0t3dTU9Pz1UXU05ISGDlypXs3r2bGTNmsHTpUpYuXUpiYiL19fU8/fTTHD58GE3TeP/991m6dCkZGRmsXbuWXbt2Ab4pHYFnICUlhQULFnDgwAG9jVtvvRVN0zh9+rS+rbe3l5tuuon09HTWrFlDaGgo//zP/8zZs2dRSjE4OMjChQuprq7m1KlT+hSu4XVOJpvX6x31WYqOjiYrK4v6+no946ysrIyqqiq9blF9fT1f/vKXufXWW8nJyeHMmTPs27dP/4xNhkA9mJMnTwKQm5tLdnY2y5cvJy0tTX/Phps1axb33HMPFy9e5NVXX+XRRx+lsLAQp9OpD2o1TaOmpmbE/Q0NDWXFihWcOXOGlJQUbDYbsbGxNDY2YjabWb58OZ2dnUGD/LCwMDIyMkYEMALHpKamcvLkSfbu3UtSUhIvv/wyZ8+evWxWRCCbKPBdVFpayq5du3C5XNxxxx2sXr2a/fv3X/Xnoa6ujsTERFavXj1q0EYphcfjob6+nqSkJIxGox6o6uvrGzVDaCwffvghDQ0NrF+/nkceeYTTp09z9uxZli9fHnQfPB4Pf/nLX1i6dGnQNM7BwUEOHTrE+vXrqays5O233+bgwYNUVVVhNBrJysqisLCQrVu3Tqhwd1dXF3v27OFrX/saL7/8ctDnIDQ0lBkzZrB27VoWLFjAm2++ycGDB/Uiy5qmUVJSQnZ2NlVVVeO2F8hgHLri18yZMzl79izHjh0jLCxMn/Y0XH9/PwcOHKChoYG/+Zu/wWazcfr0aS5evMh7772Hpmm8+eabLFmyhMcee0yfghX4vAghhBBCiBvLDR+0Ad8gJDU1ldra2lEzbUpKSqirqyMiIiKoeKimaVRVVREdHR30j+vw8HA2bdqE0WjkvffeIy4ujtTUVI4dO8bevXtZtWoVq1at0ms2DAwM0NzcPKLWiaZplJaW8tvf/pYXX3yRvr4+vvGNb1BRUcFHH31EbW0tERERrF+/nh/96EeXrV9QWlqKwWCgpKSEgwcPYjKZ6Ojo0Os3NDU1UVVVxZ133klubi7Lli3jjTfeoKGhAaPRSEtLCwkJCSPOm5CQwMyZM3njjTeCBjn19fWUl5fjdDqJj49n7ty5pKWlERISQmdnJzt37uSFF14Iuue1tbXEx8ezevVq4uPjef311zl8+DCLFy/mpptuYvr06XqWh8fj0acOtLa2jlpHZCJCQkKw2Wy0tbXx1FNPUVFRwe7duyktLdWLpAb6qGkaR44cYcWKFSxbtkwP2gydsmS1WrHZbPpg/Vvf+hbJycls3bqVd999Vz/PpUuXePLJJ5k+fTq9vb3s3r076Nf98vJyZs+eHfRsaZpGR0fHlE13cLvdOByOUTMFzGYzERERREREUF5ert8Tr9erF4M+f/48f//3f8/Bgwd56aWXOHDgALW1tZjNZtLT069q+tpQWVlZzJ07l8WLF2M2m7nvvvtQSuF0OqmtrWXXrl2cP39+xLSU7OxsMjIyqKur4w9/+AMOh4OwsDCWLl2K1Wpl37591NTUACODt2FhYUybNo3MzExef/11vfhycnIy58+fx+Px0NzczMqVK/XsmZycHH0q4nAOh4Pu7m496KJpGosXLyYuLo6enh7Ky8vHvH63201FRQUZGRn6600mE2azGa/XS3t7u15E+WqDNsePH8dqtbJp0yaWLl3KoUOHgva3tLSwd+9ecnNzmTNnDkopvV7PzJkz2bBhA1u2bCE9PZ3IyEgcDodeX2XatGl6ZklSUhJJSUncdNNNJCQk0NraSl1dHV6vF6VUUDaZx+Nhx44d7N69Oyho43Q6OXXqFL///e+57777+OY3v8lXv/pVmpqacLvdZGVlcebMGXbt2jWhoE1HRwevv/460dHR/OIXv6ClpUXPIIuOjmb69On09/ezdetWDhw4MCKDpaKigjvvvJP29vZx23M6nQwMDGCz2bjvvvtISEjgwoULnDp1ipaWFlJTU+nu7h41eOp0Orl06RIVFRX6inLl5eW0tbXpwcZ9+/bxzDPPcPPNN7NmzRrWr19PS0sL27Zt489//vMVrXIlhBBCCCGub5+JoA346jSMxel08i//8i963YuhXC4XISEhzJgxg9bWVnp7e8nMzGTlypVs3bqVhoYGkpOT9UFVYFB28803j2hjtGLDTqeT9vZ2vd0PPviAr3/964SHh7Nv3z7sdjuRkZH66iPjaWlpweFwUF1dPeoUjtbWVkpKSnA6nfqguLKyku7ubrq6uqirqyM3NzfoNdHR0SQnJ2OxWEYUmbVarZhMJrq6ukhJScFgMJCWlkZbWxvHjh1j+/btIwa11dXV5OXlkZGRgdvt5q233qKvr4+KigoKCgqIiYkJOt7tduuZIVeTfWKz2YiLi8PlcnH+/HleeOEF2tvb6ejooKOjY9TiridPniQ1NZUVK1boGUStra36ACsQ3LDZbDz44IMsWbKEAwcO6KvOBDidTgoLC0lOTmbPnj2UlpYGZVGFhYVRUlJCVVUVgF4LaaqmRoHveQ4UkR7OYrEQHR1Nb29vUD/dbjehoaFER0fT0NDAO++8Q0pKCrfddhuJiYm0tbUREhKi15S5FmazGY/HQ1VVFW+99RZGoxGv14vL5aKnp4f29vZRC2q3tLRw6NAhQkND9c/S3r17cTgc2O12li1bRlhYGGVlZXqB7IC4uDgWLVpEa2srp0+fxmg0sm7dOmJjYwFf0KqmpobNmzfzuc99DqvVisPhoKGhYdRMlb6+vhF1bwIZPIFVuaqqqkYN3jidTo4fP85Xv/pV5syZw6lTp0hISCAhIYHTp08THh5OYmJiUEbglQqsnlZaWsoXv/hFzGYz5eXlegFol8vFvn37KCkpoaCgAPB9d5w8eRKLxcKqVav0VZ7Onj1La2srAwMDREREMH36dL1Id2FhIeHh4Xg8Hurq6ti7d68eeD537pyewRLQ29s7YvpnoP7Onj178Hg85OXlkZiYSGRkJBaLhSNHjvDmm2+OO210KK/XS0dHB2+88Qb33nsvYWFhxMTE6N/DVVVVnD17lsrKyqApagEul4vMzExOnDgxbjs9PT2UlpZy9OhRPve5z6GU4mc/+xlNTU14PB5cLheNjY1UVVWNCNAGpoQ5nU62b99Oenr6iIyc/v5+du/eTXt7OxkZGURHRwMETQUUQgghhBA3hs9E0EYpRVhY2IiCj0MFiseOprOzk7y8PJqbm+nq6qKoqAiLxcL58+exWq168WFAr30wlMViISQkZMxf2AOFbWNiYrDb7aSmppKQkIDNZiMiIoKQkBC9jsh4v6C63W56enrGrLkxMDBAU1MTzc3NFBYW6se7XC76+/tpa2sLyjQC38o30dHRGI1GvbBqQGxsLBERETQ2NupBmLCwMA4ePMjRo0dHHdBWVVXR3t6OUooLFy7o96SxsZHBwUGsVivh4eF68MPlcumBm6thsVgIDw/HYDDQ2trKnj17LvualpYWqqqqWLhwIatWraK/v5/W1tagTCer1crSpUuJjY2lrKyM/fv3jzpgysjIICwsjM7OzhH74+Pjqays1DNAwDdoDxQnnQqBANhoWVsejwdN00YsK93X14fH48FoNHLq1CmampooKioiKyuLWbNm6SvZjPcZuhIej4fu7m6OHz8+5jFKKRISEvRMiO7u7hFFxBsbGzly5Ag5OTnExMQQFxdHWVmZHmAESExMZNasWUybNo1t27bR3t7OxYsX9c94REQEvb299PT0cPr0aebPn69n3pSVlY2a/dXZ2UlpaWlQPZ6DBw+SnZ2tL23d19dHa2srPT09QZ9pp9PJuXPnaGxspKioiLi4OMxmMw6Hg1OnTmGxWFi+fDlRUVH09PRcdZ2nxsZGDh48SHR0NAsWLNBXKjKbzTQ0NOjBjXPnzuFyuXC5XJSUlOD1epk7dy5Wq5WGhgZ9VbrBwUG9jktg9Ser1UpbW5teCLqiokJvv7i4eEKZMUP7++GHH3Lu3DmSkpKIi4vDYrFQUlLCkSNHrujavV6vXpQ+Ojoas9msr1TV1NQ05up8ARNZtcnpdFJTU8Pbb7/NokWLcDgc1NXV6RluDoeDCxcujPhOHS6wLH1bW9uIfc3NzRw7dowLFy5gNpsxm80jnichhBBCCPHp95kJ2oyXaXM5xcXF5OXlsWzZMhwOB6tWrWLv3r1UV1ejaZq+LC74AicXL14MWtHDYDDg8XhobGzEbrePWEHJYrGQmZnJtGnTWLVqFWVlZfrKMQ6Hg5CQEGbNmsWRI0dGrPqklNIHP+Hh4UGZI4HVqYYaGBigrKyMTZs2UVlZqfchsGrR8GBBYGrG8F96w8LCsNvthIaGUl5eTmFhob588eHDh4MCNkOX6m5sbKSlpYXm5ma9QDT8daUvp9OpL8MNvvfO4XBc9eDU5XLh9XqJjIwkMTFRH+SbTCb9mkabZlJTU8OZM2dYsmQJAO+9957eh4GBARwOB7fccgvHjx9n165ddHR0EBoaisfjCcpiMRqNdHd309DQMGKAbzKZqKyspL6+HvD9wt7T06MH6KaCx+PB6XSOOrBrbW2ltLR0xHvd3d1Nb28vfX19fPTRRwCcP3+eJUuWkJmZicfj4cKFC/rUsGvhdDoxGo1ERkYSFRUVNA3KYrFgtVr1IGZcXBwtLS3jDlKbmppoamoiJiaG5ORklFLEx8eTmZlJd3c3s2fPZs6cOQwMDOirUdXW1urT/mJjY4OyOPbt20dzc/OYgVHwTcEJ1CAJuHTpEpcuXSI6OpqMjAy8Xi9RUVH09vYG9d/j8VBTU8O2bdu46667iIuL48KFC/oy9YH6OklJSbS1tY3bj/F0d3dz8uRJuru7Wbt2Lbm5ufrqWoHpTZqmBU2d6ujo4NixY3z00UckJyePyBwMfKcFlsKuqKigoqJizIDDlWpra6OtrW1CRZAnYvjqYxN18ODBUbO9huvu7mbfvn2jBjP7+vomVIMm8PyOpaura9wVBYUQQgghxKffZyJoA+i1KK7G9u3bycnJ4Z577sFoNHLixAn+/d//Xd8/9B/lHo+Hixcv8txzz+m//NfU1NDX18eaNWv40pe+RHR0tJ7+7vV6sdlsTJ8+nc7OTvbt28fmzZv1gY7H46Grq4v77ruPixcv0tfXh6ZpREZGkpmZidFo1AcfgToYxcXFmEwmpk2bNmJKU1dXFwcOHGDTpk1BqxR5vV791+ahAlNpjEajvhS2wWBg/vz5pKSk0NfXR01NDbfccgsVFRW0trbqS2cHAj65ublBA5SBgQEqKyv12jUBtbW1VFdXBw1S0tLSaGhouOqBSWdnJ83NzURFRfHII4/wq1/9Cq/Xi91uJyYmhsHBwVEHgYEAVG5uLk888QTPP/+8PmWosbGR48ePc9ddd3HmzBmys7MpKiqitraW48ePBxUjLikpob29PWgVooBAjZvAdB6Px0N1dfWYQZUAg8GgZ11daQZSV1cXjY2No2Y5nD59mu7u7lGXQ+7v7w/qU3V1NdXV1VfU9kRUVlbS0NDA3Llzue2229i6dau+Ly8vT1/dStM0nn322QmfNzAdzmg0cvToUZ566ik9QFRdXc2rr74adPy5c+cwmUwj7u9Epn8Fgguj6ezsvOyAX9M0du7cSWNjIx6Ph6amJj3gd/78eX2aVKBm1tVyOp0UFxdfcRDE6/WOOtWzvr6eX/3qV9fUp0+DyVglLZCJI4QQQgghxOWoK0mlVkp9KvOuTSYTRUVF7N69+5oKvKampuqZJddi8eLFeh0Fl8uFw+HQp1QMFxoayuzZs/nOd76D3W6nvr6egYEBOjs7OXnyJM8//7x+7E9+8hNSU1NpbGzE6/Vy5swZXn755REBgNDQUB599FHWr1/Pk08+SU1NDfHx8WRlZWGxWEb8MlxYWMhXvvIV7HY7O3fuJDMzk7CwMLZs2cKHH35IeHg4d955JxcvXuTOO+8kLS2Nqqoq6uvriYmJYd++fRw7dkw/X0FBAZmZmSOWOE9JScHr9QYFOKZPn47JZKKpqemqAzexsbEUFRXxrW99i+LiYjRNw+FwcPz4cT744INRB6ABBoOB3NzcEcvFR0VFsWnTJhYvXkxlZSUfffQR586du6ald41GI9OmTaOsrGzcoM28efOIiYmhqanpqpY9TkxMZPbs2bz33nsTOn7evHmkpqbS2dnJ/v37r7i9K5Wens7KlSu577776OjoICQkhP7+fmpra7lw4QInT5685oHzunXrMBqNQVP0hBBCCCGEEOITdFzTtMLhGz8TQRvwBW6udopNgFIKpdQ1r+wzdPrL0FWLxjpvIMtl0aJFGI1GqqqqqKur06e6BASWlw4JCaGhoUGvRzEas9msD4Y1TQtazWV48U2j0Uh8fDx33nknSUlJVFVV8eGHH9LY2Kjf05CQELxeLyEhIaxevZqUlBR6eno4c+YMpaWlQec0GAwYDIYR78fwexI4NrDtams1KKUwmUxYLBYWL15MT08PlZWVdHR04Ha7L3teg8Ew4r1RSunTdLxeLx6PR68Jcy1Ga2u4e+65B6vVSnFxcVAwbKKUUhiNxgl/HobWU5rKpcgDAu+X2WwO+nwE2vd4PNf8GQxMAfN6vVO2UpcQQgghhBBCXIHPdtDmRhAREYFSisHBwaBgTUBoaChmsxmDwaAvOTtZjEYjsbGxelHUrq6uMQf9kZGRen2Xvr6+UZeX/qTYbDY8Hg+Dg4MfSwBiKnz5y18mPDycs2fPcuDAgU+6O0IIIYQQQgghrt2oQZvPTE2bG8HllrUdHBycsgCJx+MZsXz3WIav4nM9udrCrdeT/v5+zGbzlBUrFkIIIYQQQghxfZCgjRCfMoEit9dTBpMQQgghhBBCiMknQRshPmVqa2vp6uqa0LLDQgghhBBCCCE+vSRoI8SnjKx2JIQQQgghhBCfDVcatGkFqqaiI0IIIYQQQgghhBCfUZmjbbyi1aOEEEIIIYQQQgghxMfD8El3QAghhBBCCCGEEEKMJEEbIYQQQgghhBBCiOuQBG2EEEIIIYQQQgghrkMStBFCCCGEEEIIIYS4DknQRgghhBBCCCGEEOI6JEEbIYQQQgghhBBCiOuQBG2EEEIIIYQQQgghrkMStBFCCCGEEEIIIYS4DknQRgghhBBCCCGEEOI69H8B7aKpEEpCnxYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -201,7 +213,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -211,7 +223,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -221,7 +233,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -231,7 +243,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -254,7 +266,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
@@ -673,27 +685,6 @@
},
{
"cell_type": "code",
- "execution_count": 37,
- "metadata": {},
- "outputs": [
- {
- "ename": "AttributeError",
- "evalue": "module 'torchvision.transforms.functional' has no attribute 'gaussian_blur'",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-37-2a6f5c80ce06>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtorchvision\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransforms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunctional\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgaussian_blur\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
- "\u001b[0;31mAttributeError\u001b[0m: module 'torchvision.transforms.functional' has no attribute 'gaussian_blur'"
- ]
- }
- ],
- "source": [
- "torchvision.transforms.functional.gaussian_blur"
- ]
- },
- {
- "cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
@@ -716,7 +707,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.4"
+ "version": "3.8.2"
}
},
"nbformat": 4,
diff --git a/src/notebooks/04b-look-at-iam-paragraphs-predictions.ipynb b/src/notebooks/04b-look-at-iam-paragraphs-predictions.ipynb
new file mode 100644
index 0000000..5662eb1
--- /dev/null
+++ b/src/notebooks/04b-look-at-iam-paragraphs-predictions.ipynb
@@ -0,0 +1,269 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The autoreload extension is already loaded. To reload it, use:\n",
+ " %reload_ext autoreload\n"
+ ]
+ }
+ ],
+ "source": [
+ "%load_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import cv2\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "\n",
+ "from omegaconf import OmegaConf\n",
+ "\n",
+ "from importlib.util import find_spec\n",
+ "if find_spec(\"text_recognizer\") is None:\n",
+ " import sys\n",
+ " sys.path.append('..')\n",
+ "\n",
+ "from text_recognizer.datasets import IamDataset\n",
+ "from text_recognizer.datasets import IamParagraphsDataset\n",
+ "from text_recognizer.models import SegmentationModel"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "path = \"../training/experiments/SegmentationModel_IamParagraphsDataset_UNet/1207_082955/config.yml\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "config = OmegaConf.load(path)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "model = SegmentationModel(\"UNet\", \n",
+ " \"IamParagraphsDataset\", \n",
+ " network_args=config.network.args, \n",
+ " dataset_args=config.dataset.args)\n",
+ "model.load_weights()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2020-12-07 20:38:30.094 | INFO | text_recognizer.datasets.iam_paragraphs_dataset:_load_iam_paragraphs:250 - Loading IAM paragraph crops and ground truth from image files...\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "IAM Paragraph Dataset\n",
+ "Num classes: 3\n",
+ "Data: (308, 256, 256)\n",
+ "Targets: (308, 256, 256)\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "paragraphs_dataset = IamParagraphsDataset(False, **config.dataset.args)\n",
+ "paragraphs_dataset.load_or_generate_data()\n",
+ "print(paragraphs_dataset)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x360 with 3 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for ind in range(10):\n",
+ " x, y = paragraphs_dataset[ind]\n",
+ " y_hat = model.predict_on_image(x).cpu().numpy()\n",
+ " fig = plt.figure(figsize=(10,5))\n",
+ " ax1 = fig.add_subplot(131)\n",
+ " ax1.matshow(x.squeeze(0), cmap='gray')\n",
+ " ax2 = fig.add_subplot(132)\n",
+ " ax2.matshow(y.squeeze(0), cmap='gray')\n",
+ " ax3 = fig.add_subplot(133)\n",
+ " ax3.matshow(y_hat.squeeze(0), cmap='gray')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.8.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/src/notebooks/04b-look-at-iam-paragraphs.ipynb b/src/notebooks/04b-look-at-iam-paragraphs.ipynb
index 9c5ade4..dc0aef6 100644
--- a/src/notebooks/04b-look-at-iam-paragraphs.ipynb
+++ b/src/notebooks/04b-look-at-iam-paragraphs.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -15,8 +15,6 @@
}
],
"source": [
- "\n",
- "\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
@@ -25,6 +23,7 @@
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
+ "\n",
"from importlib.util import find_spec\n",
"if find_spec(\"text_recognizer\") is None:\n",
" import sys\n",
@@ -37,7 +36,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -57,14 +56,24 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "transform = [{\"type\": \"ToTensor\", \"args\": None}, {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-10, 10], \"scale\": [0.8, 1.1]}}, {\"type\": \"RandomHorizontalFlip\", \"args\": {\"p\": 0.1}}]\n",
+ "ttransform =[{\"type\": \"Unsqueeze\", \"args\": None}, {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-10, 10], \"scale\": [0.8, 1.1]}}, {\"type\": \"RandomHorizontalFlip\", \"args\": {\"p\": 0.1}}, {\"type\": \"Squeeze\", \"args\": None}]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "2020-09-09 23:24:01.352 | INFO | text_recognizer.datasets.iam_paragraphs_dataset:_load_iam_paragraphs:244 - Loading IAM paragraph crops and ground truth from image files...\n"
+ "2020-12-05 22:39:25.402 | INFO | text_recognizer.datasets.iam_paragraphs_dataset:_load_iam_paragraphs:250 - Loading IAM paragraph crops and ground truth from image files...\n"
]
},
{
@@ -80,19 +89,21 @@
}
],
"source": [
- "paragraphs_dataset = IamParagraphsDataset(True)\n",
+ "paragraphs_dataset = IamParagraphsDataset(True, transform=transform, target_transform=ttransform)\n",
"paragraphs_dataset.load_or_generate_data()\n",
"print(paragraphs_dataset)"
]
},
{
"cell_type": "code",
- "execution_count": 7,
- "metadata": {},
+ "execution_count": 48,
+ "metadata": {
+ "scrolled": false
+ },
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -104,7 +115,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -116,7 +127,7 @@
},
{
"data": {
- "image/png": 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jqKiI/Px80y7pgwhtu792lM3r9RrBJ9djcXGxER3lFXzL+0KhkBGcubm5FBcXk5+fTzAYNNuT/+XalOvIjnzJ8ZTtyvFITEw015K8v1evXni9XnJycvD7/Vx66aVhkcLI87Ev7OMlRBqY2t/lihwbRVGU6kKVqNGSNQ4PdJ3Dg3WKt2vBZACQiEDz5s254447WL9+PXXr1qVjx460adOGhg0bkpWVxcSJE1m4cKGJUEkfRGQBRkDl5eXh8/nCoh7HHnssGzZsMMItPj6e3Nxcs72DrT+zB1gRXX6/n2OPPZY1a9bg9Xpp2bIlaWlpRvj5/X6Ki4tNRGXYsGHs2rWLKVOmmMFcRJPMSLOjOfaxtNOLMshKn0TAJCcn079/fyZMmIDf78dxHPLz882An5+fj9frNaI2GAzi9/vJz88nLy+POnXqkJWVxfHHH096errpc+/evfF4PGzevNlEjmQ7hYWFdO7cmcGDB/Pggw+aaF4oFMLv9xMMBo1gE1EmxzA2Nhafz8fw4cN5+eWXycvLM9eQHLdgMGiiU2Uhosfn85nPivCTdorwlmPbpk0bzjjjDGJjY/nPf/4TFlUVISbROtgdZd21axd+v998p04//XTz9/j4eG644QbS09OpVasWubm5RuyV5Y9lExmtsq/XyFmGkQXxyqFj5MiRh7sJinJIqIrXepWJaNlE1nlE1oLYNU7Cwd7A7QiACInY2FhOP/10iouLefPNN7njjjtYvHgxL730EiNGjGDixImMGDGCs846ay+RIYOLRHVCoZARU8XFxVxyySWMHDmSyy+/nAsuuADYHWkSUVEZIgt2R9ekbzExMfj9fk444QQaN26M1+vlwgsvJBAImNSd7Dc/Px+Aq666ip9++okPP/zQiDRJyUlazp7SL4OuLcBEwMk5kjSY3+8nLi6OAQMG0KhRI5PSzM3NNRE4SdEGg0ET1ZJUYVxcHCeccAJdunTBdV3OOOMM2rRpg8/nY9CgQTRu3Jjp06fj9XrZsGGDSQ3m5+fTs2dP6tWrx5QpU8LSpK7rkpOTY2qapP1FRUUkJSUZsXXOOedQUFBATk6OaZe0TdKr5SECvLi4mNTUVAYOHMjNN99MamoqoVDIpHslItq1a1cSExN57bXXTBvlvEqNowg32BMNlOtO+njOOecwY8YM8x3LyMigV69eJCYmkpeXB1DhiFNZs4XlWpJ/cu7lutFieEVRjhaqjNAqTThVVg1WRfft8XiMYJBan1WrVjFq1CjWr1/P22+/zZYtW8jMzMTj8XDuuefy0EMPcfrpp5uIR2lF/RLlcF2XTp06MWnSJHJycnjsscfYunUr06ZNMyJGIjp2iu1gsGu9CgoKOOGEEzj55JNZtGgRgwYNYvv27cybN8+IEKlt8vv9XHnllcyePZsFCxZQUFBAXFycERZxcXHEx8cTCATCRKZ9zmRQlfcXFxcbYREMBikoKKB+/fp07tyZf//73wAmkmQLNxEuthgMhUKkpKRw/fXX8+WXX1JcXMy7775L7dq1ef7557nyyivZtWsXAwYMYNq0acDuWq+YmBiuuuoq6tevz4IFC/j555+NEJZoXiAQoKCgIMwPKi4uztSZ9e3bl9q1azN27FiTbktKSmLo0KEmDVyRc5efn09CQgJNmzbl3HPP5fPPP2fZsmXk5OTguq4RbwkJCXTo0IFOnTqxbNkyYmJiTFvkvNoO7CKs27dvT926dcNSthdffDFTp04NizpOmTKFW2+9lXXr1pUpgMp6kLEffOyItJw7wY5aR/5NURSlOlOl7nb2wGYXxlf0pnwwM/UkAhM5q+ubb75h27ZtxMbGsmjRIoLBIImJiTz44IN8/vnnXH755UybNs3UItmF3pJOkhl3d911F/369eOaa67h448/JjY2lnHjxhmBJvVP0p6KREUqgt/vx3VdGjVqRM+ePZk6dSqXX345mzdv5ttvvzUF/B6Px6TKBg0axObNm1m5ciWwR4SK8LFrzEo7jnL8ImewSbQuNjaWFi1a8Pe//51Ro0aZqI3P59urgNqucXNdlzp16uD1enn88cd58skn8Xg8xMfHGxH4xx9/MHDgQCZNmsR7771n+lZUVMRJJ51Ehw4dmDFjBlu3biUmJsYcZ8dxyM7ONkLTjirJvs844wyaNm3KW2+9RW5urrlmMzMz+fTTT/F4PKYGTOqpykJq3+6//34mTpxIYWEhgUCAnJwcUwMmEcYhQ4Ywfvx4cnJySE5ONjV0zZs3N3WFIhZd16VVq1Z06dKFbdu2me9SjRo1aNSoEXPmzAmr15OIV15enkkX24KpNDuVyFmIkT+LsCouLjYizxbaGtFSFOVoocoIrdLElNyc7Sf1yGJ42NtHa3/Flj1rS2qzpE7GLnKWiM2ECRNo2rQpPXv2ZMKECSxYsMCk1ERw2QXK8fHxvPjii6SlpfHII4+QmJhISkqKqVHKzMw0tUFS6C01SAdLo0aNOOaYY0hJSeHiiy9m/Pjx3HDDDSxcuJC5c+eSmZlJQkICKSkpprapffv2pKSkMHPmTHJycoDdtV7x8fGmcFuKpTMzM8MiTbD3+bBnxol4ad++PU8++SS//PILmZmZANSqVQvHcWjRogV9+/alYcOGAGH1b23atKFly5a8+OKLPPjgg2RmZtK8eXOCwSBt2rThrLPO4tlnnzWpWns2XCAQ4LbbbuOll15i69atYSJAhJTMwsvPz+eKK67g6aefJjk5meLiYurWrUvv3r158cUXSU5Opk+fPjRq1AjYHS3Lzs4OS3WWl35zHIdHH32U559/nry8PE499VRmzZplrhuJMA4dOpQPP/yQYDCIz+fjggsu4OOPPwagY8eO1K1b19Szeb1e6tWrx9ChQ5k8ebJJ47muS+3atXnzzTfDth8IBExbRUDbUdmKfpdKeyASMV5QUGAmYMjxVu87RVGOFqqM0LJreORpWCIo8rRe1lI8B1ufJREUKRC2a3NkH7A7qnP77bfz5ZdfsmDBAsaNG8cff/xh2g+Y6IDtjXXrrbfy8ccfmxRW27ZtueGGGxg0aJBJVyUkJISlMGXAjvS3sguj7YHctiOw6d69Ozt37mTo0KFMmDCB+++/nzlz5jB//nxTAH7jjTcyfvx4YmJi6N27N2PGjOHrr78mNzd3r23Hxsbi9/s588wz97J1iImJoWnTpgwdOpSuXbuav0kNkwywZ511Fr179+bKK6+kTZs2HHvssdxwww088cQT1KpVi5YtW+L1ehkyZAi1atVi8ODB1KhRg7Zt29KrVy/uvPNO/vOf/9C8eXPGjh1Lo0aNaNasGVdddRWPP/44ffv25bLLLqOwsJA2bdqYdlx++eV88cUXbNy4MSzNKe0TgZ2SksKNN95IzZo1yczM5IYbbqBr16488sgjPP3007Rv3542bdowf/587r//fjweD/379zcRUfuY2efEtmpITk5m8ODB/PLLLyxZsgS/309hYSEbNmww13NsbCx169YlOTmZX375Ba/XS4cOHXj33XfJysrCdV1mzJhhivELCgqoV68eN954I48//ji5ubkmghQXF0dGRgYbN24Ms82Qa0CiUPZEDbn2y/LSivze2eIsMrpspw7z8/MrZUatoijKkUCVEVpCabVapVk57MveYX+flmVbdupFBI0tdgYMGEB6ejoTJkwgOTmZ3NxcWrZsySWXXGKiJzLbUCIDxcXFtGzZklmzZpmi6tmzZ/P000+zceNGXn75ZV5++WUefvhhGjVqxO23324G3YEDB9KnTx8SExMZNGgQF1xwgSlglqiYCLpgMGj8nmzRunXrVj744AN8Ph/33Xcfv/76Kx6Ph3HjxuHz+bjkkkv49ttvWbVqFSkpKQwfPpyLL76YFStWhIkFSaH16dOH1157ja1bt9K5c2f+/ve/m75L1Kthw4bcd9999O7dO2ymmRS7d+nShdGjR9OsWTPi4uL4y1/+QlpaGs899xwDBw7E6/Vyyy23sHTpUu677z4yMzN54IEHqFmzJqeccgqffPIJnTt35i9/+QsLFy5k7dq1fPbZZ6xZs4Z//etfdOjQgenTp3PvvffStGlTUlNT6dWrF926dWPKlClh9hxAmCVEjx49OOWUU0hMTOStt97if//7H3PmzOHaa68lPT2de++9l2eeeYYNGzZwww038Mwzz/Dyyy/TsGFD7rzzTtq2bcs999zDk08+SWpqalhheF5eHp06deKee+7hv//9LxdeeCETJ04kEAjQsGFDFixYAOyuU5MU9FVXXcWECRMoKCggOzubefPmUbduXRo3bgxAVlYWDz/8MMcddxzHHXcct9xyC8888ww5OTlhIst1XZMaLC3leyCU9j2zH4jsInh5vTKNhhVFUY4EqoS9A1QsRRGtxaVFSEnKRNoiNTZer5d27dqRlJTE5MmTadSoEevXr6d+/fqcffbZfP755/Tr1w/HcXjvvffCPKpgt9g57rjjWLNmjamBqlevHpdccgnvv/8+69ev54wzzuC2226jW7du/Pjjj7Rs2ZJdu3bx3Xffcd999/HTTz/Ro0cPZs2axW233cbGjRtp0aIFEyZM4KeffjIz2CRlJjPgatasydChQ2nQoAG33norixcvpmPHjtx9993cdtttzJs3j+7duzNmzBhatmzJs88+a6J0UlPVs2dPunTpQmpqKq1ateLRRx+lVatWxMbGsmrVKtPPzp070759ezIyMqhZsybLly83x1a2J1HDm2++mW3btvHPf/6Tyy+/nGXLlnHMMcdQu3ZtlixZwkcffURWVhYzZsxg7ty5+Hw+6tSpw9/+9jeys7NNDVRSUhLDhw/nkksuITY2lhtuuIHXX3+dm2++mfbt27Np0yaaNGnCggULaNq0qTk+YqMhEUW5jlq2bMkbb7xBy5YtycvLY86cOdx44408//zz/Pbbb1x00UX8+9//ZuPGjTRu3JhWrVqxcOFClixZwj333EPTpk359ttvTeQM9sxobd++PZ06dWLbtm1kZmby5ptv0qJFCzIyMkhLSzPHW2wdOnTowMaNGznuuOM455xz8Hq9NG/enJSUFEaMGEGPHj1IT09n1apVbNu2jQkTJvD999/z6KOPctNNNxmRd9xxx7Fy5cqwaGt5lij7U6xe2nvlXOsMQ0VRjnaqjNAS7DXSDqXnjv0UDntSmR6Px9RjvfDCC6SmpnLxxRczZswYHnzwQb799lv69OmD1+vls88+Iz4+Htd1yc3NNRGmBx98kL59+/LnP/+ZnTt34roup556Ko8++iidOnXizDPPpE2bNixatIjp06fz66+/0rp1az755BO8Xi9LliyhsLCQhQsX0r9/f5o1a0ZWVhYfffQRCxcuJBAIkJWVZcSiROXat2/P4sWLWb9+PZmZmVx99dWEQiGSkpJMpGvnzp1kZmZSUFDA3LlzTV0QYNJ9P//8M/Pnz6e4uJgBAwawYcMGVq1axemnn86XX35pBGleXh4FBQV88803pKWlsX79elOoLe0qLCxk9OjRpjbNdV3GjRsHwMaNG/n9998JhULMmjXLtMNxHD744ANzrhzHITMzE7/fz+WXX86kSZNM0X6PHj3Mtrt06cIPP/xg/Ms++ugjI2bk82IhITVkXbp04aeffjIeYYmJiSxYsIC0tDSKi4uZMmUKeXl5JCUlccMNN5g2hUIh/vrXv3L77bfzySefkJWVZa4rcXTfuXMnsbGx/Prrr9SuXdvUyNn2DPZEjGuuuYbPP/+cnTt3MmHCBGJjY7n99tt59913yczMZMeOHdxwww2sWbOGnJwcxowZw9y5cxk0aBA+n8/U10UanlaWdUhZE1Uiv7dS/2aXBuisQ0VRjhacqlCUmpyc7LZu3Zrs7Gwzw0yKZ0U0lDZ9vLKiWvJ0L3VGsh+/30/NmjW56667GDFiBEOGDKF169aMGTOGrVu3ct5557Fz50527NhBjx49+M9//mNmonm9XvLy8ggEAmF+RoWFhTRp0oQ1a9aYdJvX66VLly6sWrWKVatWmYFQBuj69etz3333MWrUKJo1a8ajjz7KPffcQ0ZGBlu2bDHF6QUFBdStW5edO3dSVFREjRo12L59e5gvmNThiOln5HG0C9ZFdNp1YRC+ZBHsWXrG/oyIhuLiYrOkkESRZJafDL72DDUZgO3oi1hLyLUQFxdHQkICf/nLX1iyZAlLly417fP5fMb+AMKjLdIv8Zqy/bNkX40aNeKkk05i2rRppv2SnpXjYzvPSxpMnN1HjhzJAw88EOb5FVmjlZSUxCuvvMKVV15pxJDMtpR9tGvXjo4dOzJp0iTy8vJM+k+Or71t+5h7PB6ys7PN8YiLiwub6CHH9WCXxdnXbGC79q2oqGiv7xZAQkICO3bs+Ml13c4H3IgqhOM4h/9Gug+qoomjokSDQ3mtu65boWhQlXmstGeHRd7Ey0s9HIytA4QvGyP7tj1/6taty8svv0xRURGjRo1i+/bteDwePvnkE+bNm8eFF17IG2+8YQZje9ahDHCFhYVkZ2cTExPD77//vtdMvf/973+sXLkSj8djoiv5+fn4fD7uv/9+xowZw44dO5g3bx7XXXcdqampNGvWzIiWmJgYrrvuOurVq2fWzNu+fTvJyclhx1MEjcwglDZLVEqsECIFk9SXiSt6fn6+eY/H4zFrCRYWFobN3hRRIoO9pDhtkWVbGQQCAWCPo70tsuQ9AF27dmXp0qWmlsx2ZM/KyjLrMYpYysvLM7PsbJd4SRVLO9evX8+nn35qrivZd1JSEomJiaaAXBzrpZ3Jycn4fD62b99u9itpQJnYIMfhoYceYvny5SbSJs7wss9QKMR5553Hxx9/HGZaKtuyo162oM3Pzyc7O5tAIGDEcUxMzF5LCMnrB4L9XYv00Io0FrY/Y4usqvBwpyiKcqiocqlDe2aTvTSOPO1Hii47JXGgS/HI07a9HSls37lzJ/fffz+ZmZnGjVvcswOBAA8++CBjx441U9f9fj/Z2dlmXUTA1GXl5OQQDAZJTk4mJyfHiBLZf2JiItnZ2SaS5ff7uf7665kxYwZr1641x2DNmjVs2LAhTDz4fD7mzp3L8uXLjfCIj48PW0dQ3NRFBIiogj0RJPGjktdFdNm2BXJu5PyI8LB9wzweT9h2JNoiwiQuLo7c3FxjfyFtycrKMpEi20fNdqs/9dRT2bZtm1k2KCEhwYgN6V9OTk6YI7osLC2vQ7iHlPij2Z+TqFUoFDJpUVnfUASQXI/5+fkMHDiQadOmmUihCBxJUcbGxvKXv/yFpKQkHnzwQXOe5PzLtd65c2fS09PJysoyEUDx17Lrq1zXNW2S74HP5ws753Lc5e/2wtX7imqV9l0qzU+rrMkoIhhLe4+IQEVRlKOBKhHRKmsNtdLY1/prB/qkbK/BJ9EWcREvLCwkIyPDCIz8/Hzi4uLw+XxcccUVfP3116xdu9YMqhKBsWulRLT5fD7jri6iRYREXFwcwWCQ0047jUAgQCAQ4E9/+hPJycnMnDmTnTt3hvU3JyfHRCeCwSB5eXksWrTIFHdLPyS6Jqap0l8RGfK3vLy8ML8rGShlRqMcH/Fqsu0rZNCUQV+Eiwz2kRYK0mbxrBLPslAoZFzZ7eiYtCMuLo4ePXrgui4//vgjjuPg9/tNCtO+Fuy+2t5kcXFxYWJPhI5EwGxRJH3x+XwmuiXi6thjj6VevXrmd5/PR+fOnfn9999N+tsWn3L8LrjgAv75z3+a2ixpo6QGvV4v/fr144MPPqCoqIjExERg9+xCe9FvKbCXaJiIF9tsVZBjJ0L6QGb87StiHOltZ0e8Snuffc0oiqJUd6qE0AJMFMQumIXS11yLFFuR/j4HQuT+5HeJrDRo0MCIpuLiYnr27El+fj5fffWVSevY7bPrjWSQlkiYvFcEmcwy69SpE7m5uWRnZ5OSksIFF1zAs88+S35+vqnHkahepIdWQUGBiR7ZC1rbaTtpk0S0JN0m77e3LWJDBkb7eNgRR/t3EU2Rn7GPi+1JJulK2Z+0zf5diunbt2/PBRdcQDAYZN68eWHpKDnO0pbSDG1t4Rs5686OJsn+JSUnglKOVWFhIS1atKB+/fps3rzZiJ3bb7+dRx991ES65FiIkC0uLqZbt2588sknrFu3LmwFAfucde/enVmzZoWlTmF3xFEiqvaxtc1W7X7ax0SOtbzPFnjlfR/s63Vf2KLKvibsKLH93ZbvgqIoSnWnSgityMF6XzVXkbUgh4LWrVuTlJREYWEhoVCI1q1bc9JJJ/Hee+/tZe5YGhLhCQQCe4kTuyC7a9eupKWlERsbyxNPPMGzzz5raqjgwNaHk4FXUoAS8ZJUnRhWSqQqPz8/rIg52oioEQFkCwvAzPwbNGgQf/zxh/GakmL8yPq60iKcpb1u/03OoaRsYY/JqL0Ej6QSH3jgATPhICUlhVtvvZWPPvqIHTt2mH1IRC82Npbc3FySkpI444wz+L//+z9zHqXvoVCI5ORk/H4/HTt2ZM6cOWFROmmLpCwl4nco2Nd+7No/+6Ei8mEp8kFoX4X0iqIo1Y1ya7QcxxkHnAtsdl23bclrtYDJQBNgFTDYdd0dzu477AtAXyAX+Kvrugv2p0H2jCWoWDrwQGuzKsqmTZsYNmwYO3bsoEWLFnTr1o0XXnjBmEJK2qcsJMIhdT/27DH5u+M4HHvsscTExPDPf/6TV1991URMIre9P321C84lAiQiwLZyyM3Nxev1mrST/B9tsSWpQZkFGBcXZyJdIjBycnJ4/PHHTR2WHRGUftmDe+TCxaXNVJXPSHRIoopyPOxtxsTEmML1YDDI1KlTueyyy0z69u2332bz5s1hDwv2+fV6vQwYMIApU6YYKwmfz2cc3WF3Mf15551nlsiRmZpynmQBatmeLdCjyb4iW6XVTJYWbY7kUFu3HOp7mKIoik1F7tRvAn0iXhsBzHRd93hgZsnvAOcAx5f8uw4YU5FG2E/BkbMNKxq9KuvGXRk39J07d/Lpp59ywQUXULNmTZ544gmTHhPfrH0hM/SCwaBJh0mkQupq4uLiWLlyJWPHjuXDDz80vlX72nZFBlp78Je0oNRr2cfcnmUohf2HIqIVHx9vFmIWgSX1anFxccTHx5uaMmmnRHYkDWa7jgtlHZvItGIwGKS4uNgIZggXEPasSNgtciZPnsyECRMYP348L7/8Mhs3bjS1eZKiTUxMNGtftmnThtjYWFasWGFmoNoi97jjjqN3794sXryYzMxMUxNnz1RMTk4Om5Agnz2UyDGuSKq+ipmUvkmU72GKoihlUW5Ey3Xd/zmO0yTi5QFAz5Kf3wJmAfeUvD7e3X0X/sFxnJqO46S6rruh3IaU1J7Y9g6SZrPTc/Y08YpQGWIhLy+P1atXM3bsWDPzLSsrK8w3al+I87i9OLKIKFmEOjc3l7fffpvJkyebpVMqo+2FhYUkJSWZdQtt41DA1H5JVE6sDLKysg5JxERqk8RA1PYcswWQiA6xK5CZm7Zolf7Z7bajnaWlDwOBAIWFhUbICRLpklmd4iIPu8XWypUrzbZtH7PExERj5eHxeAgEAvTp04eXX345bDFuiZAVFxdz4oknkpWVZcS1iDTbOFZmY9r1ddGmIg8p+xK0so3DbedwqO5hiqIopXGg9g71rBvPRqBeyc8NgLXW+zJKXtvrJuU4znXsfmI0EQpJDZU2MNoFy7Yn1KFAapmkRkdmEdqzC/eFLKSbmJhookUSWYqJiSE7O5saNWpQWFhIZmZmWDpLONDBSoqoxc5BhKoIDNm2vdxQVlaWmZgQ7UFSCsxltp9E+aRIX4w8U1NT6dy5M8cee6yp5crLy+PDDz8Mi75F1gcJdtG8nT7Mycmhdu3aNGrUiPT0dJKTk7nssst48803zWxEEYEye9Euwg+FQtSqVYsdO3YYk1rXdUlOTiY/P58BAwYwYcIEY/khAkve6/P5+OKLLygsLAyLqkk7bTuG8vpY2ZRn72ATma4tjypQo1Wp9zBFUZSyOGgfLdd1XecAXJFd130FeAV2O8PLDK3Sbu4yoNkDf+QsJ3lv5GuVgaTTJGphz0y0fy8L13VJSEgwqR8REpIaFe8qwEQ5Ij2lDhTbW8qe9i91WuIwLhQUFBAIBMLqh6JJQUGBiU7JDL2aNWvSqVMnTj75ZJKSkti2bRvBYJC0tDS+/fZbdu3aRWJiIpmZmfh8vrDtlVbPVpr3mghdv9/PY489xvjx49myZQtPPvkks2bNMi7ygDl3gj1jzuPxsH379r3qxVq2bElqaippaWls3rzZeH3ZTvFShwUYoXncccfh9/tJS0sDYMiQIbz//vth7v5SYC/RsWhQmsgurV4r8tjav9uzTO3PVQGRFUZl3MMO5POHgsMdTVSUaPLwww8f7iZUiAO9421yHCcVoOT/zSWvrwMaWe9rWPJahZHU4cHekCuz2NZ1XXw+n6kJckt8tkTElEenTp3o27fvXgXbkTP7JFJTUFBAbm6u2efB9K1OnTrcfPPNOI5D79696dy5s/FtklSczKaUFN1ll11mhEG0admyJf369ePqq68mJiaGpk2b8uWXX5KTk8Orr77KyJEjefXVV3nttdeYOXOmWV5GlhaSeqfSopuRNWj2kkLihSazO7Ozs3n22WdZtGgRH374oTm39jmS829vq7Cw0NSZyfWakJDAqaeeytq1a1m4cCGA8WGzTUrFKV/S5v379+eRRx5hzZo1BAIBXnrpJTIzMwFMpFfSqfai5ZVNedeXfVwjU7XyOuwRXZHnZl+zig8hUbuHKYqi2ByokvkUGFry81DgE+v1K53ddAV27U9tg13UHBmJ2NcMuMgp5RUp1rU/K3VTsh3xRpL9S8rINvIUQ0rbGkDaaa8z16tXLwC+/fbbsMJqSZFJu+Uz8jPsWdhatmlPDpC/yd9t3yfZd926dXnkkUd48803GTx4MCeffDLz588HSo82SL+9Xi9NmjQJ236kL5fs03EcAoEAbdq0obCwsMxIR1kce+yxnHzyyfz3v/81S+Dcf//9pKWlsWPHDurVq8eDDz4YdlxDoZDx15J9SaQo0mPMLiiXGY5SfH/bbbfx6KOP0rp1ax544AF+/PFHXnnlFWPnYHtq2deKHCs5V/a16jgOubm5/Oc//+Hnn38215MYq8r5t2c6xsfHk5qaSr9+/bjzzjupW7cur732GmPHjuWrr74iLi4ubOmcyHNurztp99c+F7aflf17aUTaX0T+E0pbekcoLb0f6Xd2mInKPUxRlEPHyJEj9/pXFSl3UWnHcSaxu2i0DrAJeAj4GJgCHAesZvfU6O0lU6NfZvcMn1zgKtd155fXiKSkJLdNmzZmUeni4mIT2ZG6ncjoT2k39wO9ecvALQXjycnJZhkT+ZeQkMDmzbsfehMTEykqKiI3N9cMfFJLY0/D79+/P7t27WLmzJmm2FwG+po1a7Jhw+77twyKUqMjUSZbPEj/7KiMvCaDrcxsjI2NpU6dOowaNYp7772XoUN3jycvvfSSEQ+yqLS9H3FGb968Ob/99tte4k/abou9unXr8uqrr/Lcc88xZ86cMPFTmmlpJLK2oaRObSEVGxvLbbfdxuuvv04wGDRRIemv1JgJYpkgSMpZ+teoUSNq167N1q1bufzyyxk7dizXXnstp5xyCtOmTWP06NEmFSn9lmNiz/aLrPeSerK4uDjjuG+LPbmGRWyJCaoU/Xs8Hl5++WWefPJJOnXqxODBg7nhhhvYsmWLmaUqQkpSvmKJIedbIqyCpOLt5YzsNKWdCi2L0sTYvuwebCKjXHYJgKRsN23adEgWlT4U9zBNHSrKoedwR8bdCi4qXa7QOhQkJSW5rVq1Ijs72xSL24sTS2qrPKEFB35jkYJs2Z/X6+WEE07gtNNOo2bNmpx88slcdtllpvYmGAyyc+dOYzAqdU3SzmHDhrFs2TJmz55t2iUiIjU1ldNOO40ZM2aQl5dHMBg0NhEyiNu1U/ZMRYnkSBtl5mOLFi1ITU1lzpw51K1blzvvvJO3336bYcOGMXfuXCZPnmwKuQGTtrKXxoFwzygRBRKBkxozaWe3bt249dZbmThxIl9++aUp+IY96wiWh70cj3xGrB7uvvtu3nvvPVasWGFSn127duXf//43GRkZJCYm0qZNG9asWcOOHTvC3PHlONompDfeeCOffvopV155JRMnTuTxxx+nefPmPPvssyQlJfHOO++Qm5trriGpm5IoVXJyspmNaUeM5Bw4jhNmAitiRzzCRHjK7ER573PPPcebb77JpZdeSjAY5OmnnyYnJ4eaNWvSokULBg4cyJo1axg9enTYNR4KhWjRogVdu3bF4/Hw1ltv7SVCZRKEvXyPiK7yagsr4yZW2gxQj8dDfHw8W7ZsOSRC61CgQktRDj0qtPYDEVq5ubnk5+ebaJbU34hAiabQEmQw6NWrF4MHDyYjI4PGjRvzzjvvMG/ePP71r3+xatUqFi9ezNKlS9m2bRvnnnsuTZs2BeCZZ57h1ltv5auvvqJp06YkJiaydetWPv30UyA85WQj69fJwGQXscssx/79+5Oamsorr7xi1jOU91x33XW89957+Hw+7r//fhYtWkSfPn0YNWoUK1euZMeOHcTGxtKyZUtWrFhhZnnm5+eHWSXI4C/Hwo6M1KxZk507dxITE8OFF17I8OHDeeyxx5g5c6YZ2JOSkujevbspWq8IMtHA9ha78847mTp1KmlpacTFxXHVVVfh8/no1q0bGzduJD09nX79+lFQUMB3331HcnIyr7zyChkZGUbkAGGC4/zzz+eee+7h3XffZdiwYfz666+89tprFBcXs3nzZo477jjOOussJk6cyC+//EK3bt1YuXIlq1atCkvxCvYSRhKJ9Hg8DBs2jAULFjBv3rywcy4/+/1+6tSpQ4MGDRg+fDjff/89F110Ea+88gqFhYX8+OOP1K1bl7vvvpvvv/8er9fL6NGjzSLiEkU799xzqV+/PlOnTmXEiBHccssthEIhTj/9dOLi4sx6jKFQiAkTJrB+/XoTHUtOTt7vZXD296YWOXNW8Hg8+P1+FVqHgKpwf1eUaHGkCK2DnnVYWdg3hINxjj4YSwJJ6SQlJXHKKafw6aefsnLlStatW8eZZ57Jv/71L1q2bMl9991HMBikTp06XHvttUyePJklS5aQkJDAyJEjmTJlCuvWrTOC8dJLL+W9996jbdu2NGrUiO+++47jjjuO33//3QhGGcBr1apFrVq1WLduHYFAgP79++Pz+ahduzbFxcU8/vjjpkjerklatmwZ9913Hz169GD8+PF07dqVxx9/nJSUFE499VT+85//0KVLFzp16sTmzZuN63x8fDy5ubn4/X5uvfVWFi9ejNfr5cMPP6ROnTrk5eUZo9bjjjuOBQsWkJ2dzS233MJ3333HmWeeyZ///Gfuvvtu+vXrx+DBg9m0aROzZ88OS7Ht63xJqk0EyV133cW0adNYuHAhfr+fJk2aEBMTw1tvvYXP52P16tUA9OzZk/POO4+CggLuvvtu6tevT0ZGhhGHYm4Ku4X5sccey2mnnYbH42Hp0qXMmTOHc889F9d1Ofvss6lduzbjx4/n999/5+abbyYlJYU1a9Zw9dVXM2zYMBo2bMjMmTONx5VEGkW8nH322QwYMACPx0OPHj3461//yt/+9jfGjh1LdnZ2mB9YMBjkrrvu4oMPPmDmzJkcd9xx1K5dm8aNG5ORkUHfvn358MMPWbBggbmWpE+yjYYNG1JUVMSQIUP4/PPPiY2N5ZZbbuHYY4/l+++/N+L9tttuY8KECRxzzDGcfvrprFu3jkWLFh3Qd6Qi2GnVyPNfxYxMFUVRok6ViGglJia6xx9/vPGqKioqMpGt/Y1owf4/xdmGnSJ4Ro0axbZt28jLy2P79u2EQiFmzZrFWWedRb169Rg/fjzXX389M2fOBKBp06acddZZvPnmmyxbtoyBAweSkZHBFVdcwciRIzn55JNp3LgxH3/8MX369GHJkiUMGTKEb7/9lp07dzJt2jQGDhzIlVdeybx58/jhhx9ITk5mw4YNjBgxgkmTJvHOO++Y9Jqd+omLi6Njx46cdtppjB07lvr16zN06FC++uorWrduzdy5c6lfvz6XXHIJ//jHP8jIyNjL9PLOO+9kyZIltGzZkvHjx/OPf/yDKVOmMHToUF555RW2bt3K9ddfT8eOHVm3bh2zZs2ifv36vP7669SqVYvzzjuPLVu2sG7dOubNm1dhewgZjCWSNXToUObNm8fixYtNDVnt2rV59tlnWb58OZMnTyYYDPLiiy/SrFkz7rnnHu644w5eeuklpk6dCmAiTJImKy4upk6dOsAeo1np/zXXXEMgEKBx48akp6ezZMkSgsEgrVu35ssvv+TRRx/lt99+o7CwkIEDBzJs2DD++OMPsx85By1atOCvf/0rrusyaNAgXnvtNXr16sX8+fP57LPPzCQESU0PGjSIr776yhwnmYjwwAMPMHHiRDZu3Mi1115Leno6s2bNMo7xUjMmxy4pKYm77rqLJ598kj//+c8EAgGmT5/OSy+9xDfffEOfPn147733yM/Pp1OnTiQkJBgPrxEjRuz3d6W8B6DSarPsyJZ8xzSidWioCvd3RYkWR0pEq0oIrUAg4J5wwgkEg8Gw+qzyUoeV1XYZjOWkSZ2PvR5dbGws+fn5eDweTjnlFJo1a8bq1atp27YtS5YsMXVNs2fP5vrrryczMxMp8N++fTsnnXQS06dPp0WLFvz0009s3ryZwYMH4/F4SElJ4auvvqJx48b8+OOPFBcXc+211/L++++TkZFBdnY2a9asATB1YNJm13U59dRTadCgAR9//DE+ny+sVuqss87imGOOYdGiRbRt25bPPvuMrKwsU7zvui6nnXYaLVu2ZPXq1XTo0IGMjAxq1qzJO++8w+jRo5k3bx7FxcX89ttv/Prrr3Tp0oXZs2fTvXt3unbtyoMPPsgNN9zAF198wZo1a4wY6N69O1988cU+j33kLEExCJX227M0JYoklgryWdtdXqwXZHC3JwvYtWh2ClcmMSQnJ1NcXMyuXbvMsZF6MY/Hg+u6Jt1mR2scx6FBgwbceOONbNiwgU8++YQtW7bg9XoZPHgws2bNYunSpWGzFuvXr8+GDRtM2lRq4eS6l0XMpe+2Z5hdOzds2DB++eUX5s+fbxzzYfcC5aFQiC5duvDjjz/y+++/c/XVV7NmzRrq1avH0qVL+e9//3tQ36HIm1xFopcitHw+H1u3blWhFWWqwv1dUaKFCq39QCJaIrQKCgrIz883KaDyhFZFUlTlIYOxbFcGMvGakoiLFG8HAoEwcSaC0OPxkJCQYGqdPB4POTk5YYtJ27PlkpOTzWy2nj17kpeXx/Lly8nKyjLHQ/oo9VqAidjI/mXAtm0DJEonawfKoG0fq1q1avHQQw9x++23m+MsqVsRnNIHabsIgrZt29KrVy9eeOEFEhISaNWqFatXrw5bnqg8Ly5Z69EuxrfPsbxmz5qzo4/2DEjbSNaucZN2SO2WXchuCzFbwGRnZxujUjmmtpWD3bfIVLfUbdl9tGd3St+kX3LNSSpXol620BeRUqtWLVP71qNHD5o1a8a4cePMfuwJAZEPEK7r4vf7CQQCZgatvF5R9memoWBfU/Z3a/v27Sq0okxVuL8rSrRQobUfRKYObWsH25DSFlY2pRXdHki/yjpppaVD9kXkvktrb+S27OiI/R7b2uFAsT2YZOagzAh84oknePTRR9m6dasRILaYEGQ2osx0DAQCPP3009x1110m3Wv3qSpcV0c6MjlCRONll13GRx99RF5eHm3btqVjx45MnDjRmLjK+crLyzMzaCMpbUWFA2mXzb4eciKvZ3nN5/Op0DoE6PdQqc4cKUKrSqyFIdGC0orgK1JMW9rBPpATUNZNKdKU0TZFtf/ZaU77X+T7IvcpwkaiVvY2DtbcUewFiouLzQAsx3TkyJH8+9//ZtOmTcZwVfYlKTOZnVhYWEjNmjXNrLn77ruPl19+OUwIV4YoVPZgz5y86KKL+O9//0tWVhYdOnTg5JNPZuLEiSbNKTM2Jaoq0eBI01/hUJ8j2+y0NDd5RVGU6kqVuNtFuk4fzKzDyO3uL6UJKCFSQEWKo7IE2L6wxcn+frai/ZGUmKSW4uLi+Mc//sH48eNJT0836SpBhFNcXJypH+rduzfx8fEUFxczdOhQ5syZQ3p6uhFiUCUWCq5WiCN8+/btadGiBcFgkIsvvpgmTZrw6quvkp2dbcxH7ZUL7JQqlP6gUFns65yX9qBwuJ9AFUVRDjVVwt7BFha2BxLsPUjsL5WRxorm03+0xYnUHonPU2xsLHfffTeTJk0yHlX2IsUS2bJrrHr16kVmZiY7duygV69eJCcnM3PmTHOeykp7KgeHnIPNmzdTs2ZNhg8fzkcffcQff/xhar4iJ3DIZ+x6sGhS2hI7+/s5RVGU6kyVEFo2doQkkvJMSstbMuRopLCwkEAgQE5ODn6/nwsvvJApU6awbNkyEhMTycnJMQXzgJmNKAI3NjaWtm3b8vTTT9O6dWvOPPNMHnvsMVNDJ4XpgqRBNbp18Mix3bRpE3fccUfYxAsplLeXOrKjWodCZEUS+f0sLTJ9tH8fFUU5+qgSo6FEWmDPLDB7jb+KDtrRSL0d6di2B82aNWPmzJmkp6fjOI6xpBCnccCkQOWctGzZknr16tGzZ0+GDRvGCy+8EFZQHymybDRNdHDIJA+ZuGD7dhUXF5OUlGTeJ8g5ORxCS5AarLLqEzWapSjK0USVi2hBuLAqrXhcsM0QVVSVjuu6JCYmUlBQwK+//mrqfmQtQylml3STRLPktfXr1wPQoUMHRo0aZaIosCdNBeEWG/K/npODw7bSkCWK8vPzgd3XvizEDXtSxHJORTgfauzvrm3pEPkejXgqinK0UCWElv0ELkXxMq29og7wKrZKRwZkMbsUzyhZ21DW55OZhTIAioDauXMnI0eONH5Mcq4CgUDYItN2mkjPQ+VgRwxDoZARtrY/lqQQ7VSubdNxKIlcQFpei4xMezwek6pWootGlRXl8FMlHivLilqJCBAknSUDiT1TEdjr94pim1tGbi9y2zJohEIh83d5zf67tNM2J5WZfLZDud3mwsJC45ck77H3Z6eNpA4nsj3yv23Q6ff79zKujDTPlPdHClsxaBXDVVnbTyJb9jYiPyf7FEEm7bP3E3kebcFtH0u77sh2TLfbbW+rsLDQbNP+Py4uzqw5aO8n0jHetkuQ7ds/l3Yd2NuTbdp9jY2NpUaNGnTq1IkePXrs9f7Ia82uPYyccCDbz8nJMd8RexFyW+DY6zFKGlLa/cQTT1Touq9I/WNZFh9yzO332BNeFEVRqjNV4rFSXMjz8vLCbur2QL4vIovh9/dpXkSBDFQej4dQKBTmsh3ZDhExktKxiYuLIzc3l7i4OPx+v3Fwj4mJMcv4iBt63bp1jUt3vXr1eO655xg7dqwRaSIui4uLTY1OXFycWRJGLBu8Xq9xf5dBWYSbuJvD7iVuJPohbXNd1wzAtjmsiBl7ZqJYQdhRLVuICPbSOQkJCab9sGeGnIgwn89n2u73+40xanFxMc2aNePRRx/lwQcfZMWKFaYQXLYloi82NpY+ffqQnp7O8uXL94q4hUIhateuTZ8+fejcuTO33XZb2PI94jEmrvqyBBDsSYvaDvuAeV9+fr45BuJ6Lv2V7SUnJ1OrVi0aNGjAkiVLaN26tem/CGGZiCDGsqXZNUhf5Ge/32/SibIdOfder5f8/PywdgeDQSMAL730UlJTU8P2aV/rZaX3bIPg0syC7fdF2kzYC04r0WfkyJGHuwmKcsioqtd7lYhoAWbAtwVSZDrK9q4qj/2JbMXFxZnByuPxGHd6SbeJELSjafbAKwJK0p0FBQUkJiYCu2fx2SJEhJnH46FmzZqccMIJxMbG0qFDB9566y0eeeQRZs2aRUJCQthAZTt/i/moiEERU4mJiWFeWRK1EmHj9/vJzc01a83l5+ebgTwYDJo2+nw+E3kToZKbm0uNGjVMJMLj8RAMBk3fXNclEAjw0EMPcfrpp5OYmMigQYOYMGGCEWYipEREFBUVmdRXjRo1gN2u5jKDrmbNmjz11FN88803pKenG0El7fT7/YRCIfx+Pz179mTw4MFkZ2eb9TJFqBYWFtKzZ0+aNm3KV199xR9//GEG/EAgQNeuXUlKSiI/Pz9sKR97UXP52V5vUAR1fHx8mE+ZXBNyLOW4b9++nQULFhAMBvnhhx8oKCggEAiQn59vhK3twC/HqKCgYC9RL9u304lSbydWHrIAuRx7eYgRX7SHHnqI9PR0PB4P2dnZJrLl8XjMNbMvo93SsCNvpZkP2/8URVGOBqrE3c51XWPrEBmd2p8b8oHWpBQUFJCQkEBRUVHYE7+dFrIHXdd1jSBITk420YPCwkL8fj8ej4cOHTrQokWLMJEmKa2ioiISExN58sknmTNnDn379uXtt9/m9ttvJz09ncTERDIzM/eKMskgKX21RR9gBKK9FIuILanLSkhIMNGLyy+/nFNOOQWPx4Pf76dr165ceOGFFBYWcuedd3LmmWcakZScnGzWO4Q96SgZkJs2bcqrr77K+vXrWbp0KQ888ABDhgzh7rvvNulTj8cTtpi1iCafz2fW74PdYrRmzZq8/PLLfPDBB4wePRrYLYokMhMKhcjOziY1NZUhQ4Zw3nnn8dhjj7FmzRqTJvP5fBQWFvLXv/6VhIQEfv/9d6688kpefvllc9zOO+88Lr/8chOJkmhZfn4+fr/fXAtyfYiYkYiiROvy8vJMlE8iZPHx8eTk5FBQUEBMTIwpXncch5NPPtlE70TgyOfkmEr6OBAImGiruPVL9EzWRJR2JSUl0bZtW5588kmOP/54s+KCtOeGG25g8ODBnH322axevZpXXnnFXB/2jMWyIsn7eoCJTG9GFsbLg9OBpvgVRVGORKqE0CqNA50KHvkEXtEbuqR/kpOTiYmJMcKvSZMmDB8+nBEjRpi/ySAXFxdHVlYWHo+HGjVqmEWI+/XrR4sWLVizZg2wW/AUFRXRs2dPAoEAxxxzDI899hivvvoqo0aN4r777uPCCy8kPT0dgGAwaCJKdhRDBJcd3ZLIkogyqfmRQd/elh1xO/fcc9m8eTPz588H4J577qFevXrMmzePsWPHsnnzZubMmWMEVW5urkmByuAtwq579+68/vrrfPTRR3z44YdMnjyZ2rVrc80117B27dq9FoWW6CFgRJikvURYjB07lgkTJjBlyhRzPiXNJoKlZ8+ePProo3Ts2JFnn32WZcuWmbo+EUznn38+ruuyfft2zj77bMaMGWOEzO23347X6+XNN980C39nZ2eTmJho0noibGBPilmEM7BXOjQYDNKgQQN8Ph9FRUWm8Ds2Npb4+HiCwSCNGjWiT58+Jgrq9/vN+bW3K9FVEfVi9SAzREVk5ebmmrUN8/LyaNq0KYWFhbRs2dIce5/PR48ePbjmmmsAePTRR9m0aROZmZkmxSk1hPJAUNb3a3+ILJDXaJaiKEcbVaJGS1Jkdn1QZMFxWZ/bl5CqqMjyeDxmwMzKyiImJobExERCoRApKSm88847nHrqqQwdOpRPP/2Upk2bsnDhQnJycmjWrBnnnXcePp+PrKwsmjZtyvz585kyZUpYWicmJoaOHTuybNky7r33Xl588UW2bNlCnTp1eOCBB8jIyKCoqIgmTZqwZcsWk8aS9J4s5mzXjYnwkTqlQCBgUkzFxcVhS7TIZ+RYzps3j61bt3L88cczfPhwxo4dS69evTjzzDN5+umnWbFihUmBhUIhLrroIurVq8eMGTP47bffTATo5ptv5pJLLuHWW29lyZIlTJo0iY8//pixY8eGtaWgoICkpCQefvhh0tPTee211yguLqZp06ZceOGFTJo0ic2bN+PxeHj66ad55ZVX+N///kdhYaGJgEn0x+/3069fP+68806++OILFixYwMaNGwFo2LAhfr+f9PR02rVrxzXXXMO0adNMtPK6665j27ZtbNq0iWOPPZaZM2cyf/58Y/qZkJCAx+Ph1ltvpXbt2kyePJlffvmF3NxcUlJSjCCLiYkhJSWFc889l1AoxHvvvUft2rW58MIL2bRpEx9//DHBYNDUekmkasiQIQwdOpQvvviC/v37EwqFOPPMM3nuuefIzs6me/fuNGnShIkTJ7Jz5078fj/169fH6/WyevVqgsEgxxxzDO3bt2f27NkApvbK5/MRGxvL1KlTmTlzJgUFBSbd2q1bN7p06cKqVavIycmhdevWbNq0yXip5efnm4cLObcVEVXlRZ6lLivSxFbFlqIoRwtVQmgJErmwp4MfzBT1in7WdjiXZU3y8vI44YQT6NOnD3/+85+Ji4tj6tSp3Hrrrfzyyy/cddddPP/88/To0YP169fTqlUrli1bRnp6Ov/3f/9nRFFiYqLxNfL7/YwcOZKnnnqKk046iZtuuomnnnqKunXrUr9+fQYOHEiHDh248847adiwIV6vl/nz55u6Krs+SWbQSRpQ0kehUMjsLz4+nsaNG1NQUEBGRoZJCSUmJrJ582Z69epF3759ef311xkxYgSzZ8/mgQceMOkuEUmpqam0adOGL7/8kiFDhjBq1ChCoRC33XYbHTp04IILLqBRo0Z06tSJqVOnMnr0aCOCZZ9+v5/bb7+dyZMn0759exMtvPHGG01a0ufz8eSTT/Lss8/y66+/hllH5OTkkJSURKtWrbjvvvvIzs7mzTffZMWKFfTv35/p06fTt29fBgwYQP369Zk0aRIXXHABI0aMYNmyZQwfPpzt27czd+5cWrVqxV/+8hemT5/Ozz//bK47qfk699xzyc7O5vLLL+eHH35g1apVDB48mKKiIj788ENiYmIYMmQImZmZfPvtt/Tt25chQ4bQpEkTxowZYxbplnRjcXEx7dq14+KLL2bevHncdNNN/Otf/6JLly7MnTvX1J+dfPLJNGrUiNNPP53Zs2ezdetWLrjgAnr16sWaNWuYNm0adevWpU2bNrRo0YJFixaxZcsW4uPjCQQCYaljO0Xdp08fWrduzVtvvcWYMWM4//zzufHGG9m0aRMpKSlkZ2eb8y0CyE5Bl0VF0vu2t5qmCxVFORpxqoLnUVJSkiuL5kqqROwEJKoTOYPJTg0ebB8kTSQDTWFhIb179+amm24iMzOTlStXsn37dk488USmT59O8+bNzeBWo0YNPv/8c7766iuTLty6dasRRpKSrFOnDtOnT+fdd98lKyuLLl26MGfOHL777ju6detGt27dAHjjjTcYMmQIK1asoE6dOkyZMoW0tLSwwmZBjkfnzp254ooruPPOOykuLqZ79+60atWK3NxcWrVqBcADDzxgUjcFBQV06dKF/v3788MPP3D11Vdz7733GjEmxdhFRUVcddVVZjHpnj17Mm7cOAoLC2nevDkXXngh48ePJzk5mblz5/Lrr7+GFWVLqtLv93PKKacQCASYNm0agUDAiJRPPvmEd999l/r163PXXXcxd+5cpkyZQkZGhokExsbGMnToUJKSkkhLS+Pyyy9n0qRJTJ8+nSFDhhAMBklLSzNCZsOGDSxatIgBAwaQlJTE6tWrueKKK1i2bBlLly7lt99+Y8WKFdSoUYMdO3YAe2baXXPNNZx44onExcXx+eef8+OPP3LbbbeRlpZGp06dePDBB3nooYcYP348Xq+Xfv36UadOHT777DO+/PJLM2NVoplxcXFcddVVbNu2jc8//5zU1FT69+/PokWLSEtLIzMzk65du9K2bVsyMjI444wz+OGHH0hLS+Oyyy5jzpw55OTk0K1bNxo1aoTP5+OTTz5h1qxZbNu2zaSSpX7LcRyz5JIcv/bt25OWlmauGZ/Px2mnncbAgQP58MMP+eabbygoKAibtBGZ8tuX639pQkseBCLfL5NIYmNj2bhx40+u63Y+kO9sVcNxnMN/Iy2FqjoLS1GiwaG+3l3XrdDTY5USWtnZ2SYSJMXnEqWJFFqRHEw/7Gn2kmY75ZRTOOaYY1iwYAGpqamsXbuWjRs34vF4zIzCYDBIXl5euW1xHIdLLrmEzz77jKysLOLj4+nRowdLly6lY8eOdOzYkVatWvHYY4/x5z//mTp16jB58mR69erF8uXLmTFjhpmmL+sS1q1bl169etGnTx/q16/P3LlzSU5O5rXXXiMpKYknn3yS2rVr8+677zJq1CgAk8Lzer307duXlStX0qNHD2bNmsWyZctM26Uuy3Vdxo0bx6effkrDhg3ZuHEjruvyww8/sHbtWtq1a8fGjRvZvn27Sb3KTDkp1JefH374YR599FGTxmrWrBndunVjzpw57Nq1i0aNGrF06VL++9//htXBua5Lt27d2LlzJ7/99lvYSgChUIi6desSDAbJzc3l+uuv53//+x/p6enGkFWwbQUi6/fk9+LiYurUqYPf7+eEE04gEAiwePFiVq5cSY0aNTjllFP4/fff6dSpE3Fxcfz222+sXLmy1Mkcsv2aNWvi8/nMsevZsydz5swhNjaWiy++mHXr1nHOOeewbNky1q5dS5MmTVixYgXt2rWjadOmzJo1i0WLFrFixQouv/xyatasybvvvsumTZu4+OKL+f7771m5cmXYuROxV1rKDvbMhBw9ejRXXXWVKboXV3nbUqS8703k8bUnZ8h2Ir+3Ho8Hr9fL+vXrVWhFGRVaytGECq19kJiY6DZv3twUXBcVFYXVjIj1Q+QNOxptl8ElPj4+zOJABlF7kLeLkvfVHokiyIxG6YdE0EKhEE2aNKFly5bMmTOHnTt3EhMTQ8uWLY0lgbh/A5x99tk0bNiQn376iczMTE455RS+/vpratSowbBhw1i1ahWfffYZN954I8FgkM2bN7N06VIWLFhgjm9cXBxFRUUcf/zxbN682RSYS6G6iDoZOG3DTikIl9lydvRGaoVgd/pJPJrGjBnDggUL2L59O9988w3r1683FhR5eXl07NiRX375xUQwa9SoQWZmJjExMcb7yzbhlIibLcjsgvvItFakqLLPt91HmVwgUTxB/i77lfMqosaevGELG9uTTLy65PjLZ3w+H46zZ0kdSQMnJCSYdSoLCgpITk42s1ultiozMxPYY0tiTzywTXHtvssMwxEjRpCWlkZaWhrJycn873//M++1l1eKpKwUoJ0ejFxhwH4tLi6O+Ph4MjIyVGhFGRVaytGECq19kJiY6DZt2tR4Odlr8IkwEHETjfbKACoDqxTHy6yuSLNIew23iqwr5zi716iTei0IN7uUVIqIBPGWsiM7sGewjxwERTTZ+wPCZgeKaJL9SVpPtmObjkr/bO8vexac7edlizF5TVJGruvSqVMnLrvsMlatWsWYMWPCPLTEskA8uHJzc01qSd4n1gSAiTjaMyptU8/c3FxjX5GTk2NMS+WYlHbtRIoQeZ9tQCppW/Ets9silFWnJMdGzoFtHSJpXBFdItxsgSeiSwre5XyLCa1duyfXYlnXg/RTPhMbG8uZZ55JVlYWs2bNMufXPs/7OmaRRIpaaatgnysVWocGFVrK0URVFVpVohjetmSQG3tpJonRxF6sV3yFxMhUhEkktq/VvpB0n8ya83q9xMfHG7NL2b8MfjKgShRERJHtpyXiR4SADNKRTvB29Co/P9/4fskAL+0TAWj7dIngEgEjUSVbINhI32Rb119/PRkZGaxYsYK33nrLRMKkBkwGfdtjSoSkWCOIN5mIbsAIF7ut4ntlCzQRYvKefSGiU0SsLaJkcoTYMAQCASNII6+HyH3Z6cRIASR2CnJ+RUjLuZS6KalZlOsmMzPTzMSUfcjDgvweiZ06tWfz/ve//zUzLeXBQkS1XGsH+j20lzoSqsKDnaIoyqGkSsyxjrwZRy7bEW0k1RUXF4fP5zOeTZEz52RAs93QKyK07AiTGF2KcacMajLQ2z5ZdlRLkOhZTk5OmDO8DP6yxI+d4hTxIVEf2zLBLn4WgSJ9lW3YaTQRIRIBtAdOW0T06dOH1atX8/XXXxMIBNi+fbtJ9dmTDiRCJYJTxIIYgUob5X22Y7odHZIifMDM9qzILDdJT4toliJusTgQcSgpQxG/4sxvU9rDge13JtE6MeyUYyqCyp5lKdeDiB9xepfzbh8Tux32ubPbFbmigkSHIycviEN8aWsW7qufZUX0yhKjugSPoihHC1VCaEH4kh37mi5uO0tX1nRxWWNRBJZsV2pe7EiBGGLKAF+RxXFFFNgO7o7jEB8fbwbu5ORk8vLyjH+WjW0oKX5M4kAvqSmpK5KIlkQkANMvcS2XQVv+Zg/80kc7bSTCULYp/+QYSDROJgnExsbSpUsXZs6cyQUXXMBbb72F3+83Akb66PP5jCGriBgRY+LCLoJQonW24BOBYKdARZTk5ORUyFJA3O1F3Eg0zRYbdnTLrquqaDRTJlsEg0Ejqu0UqvRRIp/2ItwSbZQaONhj7iqLNdupXIk4RgqhsiJJEkGV7ScmJoZFOvcX+3jbDySHK1KtKIpyuKkyQmtfN999/a2yxJYM+PbCwLaQkNcjBYk9s60sZOASQWeLAREJsuSOPdDZDvAiNiQ1l5+fbwZgMaUMBoNhESgRTNLG3NzcsBSl9FsGZol8yCBvr7Nop+8k6if7kAJviYZ0796d5ORk2rRpg8fjYfPmzWbQlTQkYFKREtGx64Jkn/I3ed2e3QgY+wg5RiI47ckT9jUSKdJlhqu8Jilj+zMSeYxM21bEdFOEht/vDyvqtxfslvQuYOrBYI9At0WfvTyOtF2Ol+1Yb/utlfVQYnttSTRUXitPDFXke7evtUk1oqUoytFClRBadn1WWY7w+0plHKzYknSYDFhiMQHhvj+wpx7GLv6uSP8kgmNHSyS6JLPSZBC1o2SSOpKfJbUktT32TC4RgiIK7PbKvmQ/IhqkiBr2iK7ItKik+CQKJ8JOIkYiIEUgpKWlERcXR9euXRk3bpw5poARZSIyxFbDLnwXMWlHAu3CfCAsHSqCw55UYJtv2jMCI6+10pY4sqMwshyTCG+xcrBTlWVh102JCLb3ZUeeIkWufU3YdXF2pDFS5Mt5Ku1vkXWQdlG8XC+yP7mOyqKi3zdpt1wn9j91hlcU5WihSsw6DAQCbrNmzcjNzTUDv9z8pQ5FiIbFgwz6kbPARIiIULBTiJKGEyuGw0VpPkk2Igjs6f+wp+i/Im2X4myJOEl9lY3tvSR2FiLIIq0PIi0yRNhIxMcWeSIcA4HAXp5lZc2K218iZ1jaQtCeTCBrFdoisyp8fw4UqXmTa1zS0iK+yhNEpaX6I0WYHR2UYyaR2bVr1+qsQ0VRjliOuFmHEsmKvLmXlXqQz1UGEkGxC8MlemBPt5ci4xtvvNEYYi5cuJB58+ZVSjsOhPKEkkR3ZOCUKJJE2CpiShmZkrPX8JNzJ55OEp2SJXUivagi2y5RI9jbu0kigV6vl+zsbLOkjQzWgUDAOLsfKCL+7DUZJZpUWFgYJrLy8/PNUjeSxizP2qMqY18XEpG0o272+pi2WJbPyrm1BTSULrxEiMtrGtFSFOVooUoILUmFAaYI2hY9kWKgsqMIEukRUSGCxC60jo2NxefzMXLkSJ577jk2bdqE4zgMGzbssAqt8oiLiwvz4pL+iC9TeULBFh0ej2cvx3WJBuXl5ZmIFIQPxJFEenVFilnY4xkmP3fo0IGtW7eyfft2EhIS+Nvf/sbnn39+0EJLDErFPsG2VQDMOpJS25adnU18fDyhUMikQY9UREiKaLTTnFIfZ7vLi+iMnG1qiybbFb60BySddVi5HMkRVUU5FFRWHffBUGUeK+2bdeSU9Wg//dr1VlIjZc9ukxN17bXX8vHHH7N+/XqAMC+jqortYh4KhWjYsCH//Oc/TUSoPORciCARV3GZOZiSkmLW+5P0n+0vFlmILkSaz8qgD+HGll6vl65duzJkyBC2b9/OCSecwC233MLYsWPN+n0Hgziw2zVydjpNFpqWNtlWF+J3dqQiDzGO4xjRKGLT9pWTqKVtT2HXjtnY9ZW26BIkSlmR2kZFUZTqQJWIaEUaZkoUJvKp2Z5FFg2BI1EW29xRTEs7dOhATEwMc+bMMfVciYmJZGRkVHo7DoSyjCElCuH1emnevDnnn38+s2bNMlGciqa+pEhdhOhpp51Ghw4dKC4upk+fPtxzzz1s2rTJnLdTTz2VxMREpk2btlc77YFXZkvWqFHDLITctGlTVq5cSXFxMZdeeiknnHACo0aN4qqrruKYY47hkUce2SsKc6DYvmGwZ/KB1CuJYW0oFCIhIYHTTjuNbt268fjjj5sU85GKLYbEVkPq4MQJX+rgJK0qAri0hx+JBtupRE0RKopytFMlhJaNPTNMsI0cI8VWZYguMcy0I1qSUpG6nGuvvZZ7773X1Jrk5+fTvn17fvvtt4Pad2USWUdjz2o7//zzOfbYY3nvvfdYs2YNQIVSX3baMCYmhiZNmjBgwADWrFlDXl4eDRo04KabbjJrF8bExNC9e3e6d+/O448/HlZwX9p5kvqoXbt2ERcXR7du3UhLSyMmJobHH3+cjRs38p///IcXX3yR6dOnM3r0aLMsktRsHQwS0bEd0VNSUsjNzTViy3VdunbtSlJSEvXr1ycvLw/XdY2h7JGKLaIAkpKSyM3NNbYm9sxOeU0+F5n6K+04yHbtuq+KrqagKIpSXagSo4R9861oaqEyI1oy862oqMgIKfnn9XoZNGgQn3zyibF9kBlpK1asYNWqVZXWjgMh0vbCHgxlQLz77rtJTk5m9OjRrFy5ksLCQuMPVh4iNuLi4vjrX/9K//798Xg8nHrqqSxbtoynnnqKDRs2mHRS//796datG4888gj5+flhNW92++RnsYbw+/00aNCAmjVrEgwGuffee5k+fTpffPEFo0ePZubMmTRs2JDWrVub2Y+pqakHffxEHMoyN+effz633HKLEVY+n4+HH36Y1NRUtm3bRocOHXj99df3irgeichsTpnlmZ+fHxbhkr9JGjUyvW9T2nVoHyNJP0bWdymKolR3qoTQsmtAJHVY2jppZX32YJFBxuv10qZNGzp06EDdunXx+/3Url2bdu3aMWvWLLKysmjTpg2XXHIJ//jHP8KMJg8XkR5FcgxlCv0///lPli9fzhtvvBEmwuwJCPvC5/Nx8skn8+GHH/KnP/2Jhg0bMn36dO677z5+/PFHQqEQNWvW5Pzzz+fOO+/k+OOP5+mnnzaRqtjY3QsIx8fHh0UypK2S+issLOTUU09l+fLl3H777UydOpVmzZoxfvx4pk2bxtdff01MTAwbN27klFNO4aOPPuLUU0896ONnXz+BQIB27drhOA6rVq0iPz+fp59+munTpxMfH8/FF1/MI488wqZNm8JMX49UPB4Pl156Ke3atTN+YbD7+rjiiito3LixEVt2lLS02iwb24Mscikg0EJ4RVGOLqqE0JKIhwzMIhIisW/QlbkMj0SoQqEQ27Zto6CggDPOOIPhw4czffp0PB4Pw4YN4/zzz+fhhx8mNjaWDRs24LougUCAW265hQEDBtC0aVO8Xi9DhgwJ82aSn6W9devWpXv37nTr1s30K3I2lkQEIpedEZ8xGeTtOhvbZPWqq67i22+/ZdmyZXz77be0aNGC1NTUsNSrFLrbBc7239q0acPYsWMZOXIkH3zwAffddx8jR46koKCABg0amEhkz549eeihh8jJyeGPP/5gzJgxPP300ziOwwknnMAjjzzCvHnzuPTSS2ncuHHY8bDXLGzVqhX//Oc/yc3N5fjjj+f333/nhRde4K233qJ3794sWrSI3r178+yzz/LGG2/w4Ycflnns5HjZv3fr1o17772XLl264DgOgUCAlJQUYxeRnZ3NtGnT+OWXX9iwYQOvvvoq2dnZnHzyyezcuZOHH36Y7OxsU7sV6aBvX6eyzJL8XqNGjTDzWHsZI9tkNXKJIVvM2X21+xX5sz2xwL6WpK2y3eLiYmbMmMG6detMXxITE3n88cdp3rw569evD1sGyW67UJbwkn2VtRTQkZxyVRRF2R+qVI2Wbe0gKYaypolXNrJu4Pr161m/fj1paWn07NmTbdu2MWXKFGrWrElqaiq1a9cmKSmJjRs3cvzxx3PzzTczf/58ateuzaWXXso///lP2rZty/vvv2+2LTVgubm5nHzyyYwcOZJt27bx5ptv0qxZMwYNGsTvv//OZ599Rrt27Rg2bBg+n4+bbroJgO7duzN//nyTwklMTGTXrl2cdNJJXHnllTz22GP8+c9/5vvvv2fHjh2ceOKJdO3alX/84x/Url2bc845h0aNGrFhwwbeeOMNgDATUBnc4+LiOP744zn33HNp1aoVDRs25M4772TdunUcc8wxDB48mHr16lG3bl3Wrl3LY489Rvfu3bnjjjtYs2YNPXr0ICUlhbfffpv/+7//4y9/+Qv9+vXj4Ycf5v777zd1P4WFhfj9fhNFFBuBVatW8fbbb7Np0yZzDXz//fcAZvbhTz/9RHp6OscddxxNmjQhPT3dFLTbi0DfeuutuK7LggUL8Pv9zJ07lxo1alCvXj26devGjh076N+/P5MmTTIF782bN6dr16589tln3HHHHbRq1Yobb7yR1atXU1BQQHZ2tpmFaDu822sUwu4oYNu2bcnIyGDjxo34fD5mzJjBG2+8werVq0lOTiYmJoYZM2aQkZGB1+slPj7eRPjEXkIsFsRiQ74j8fHxdO7cmeuvv55Ro0ZRUFBg9nPKKafQqlUratWqxZw5c5g/fz6nnHIKPXr04JFHHiEvL49WrVqxdu1as9yQnP/U1FQmTpzI1KlTef31100BvN/vx+/3EwwGzTUIFYtMlWWoq1EtRVGOFqqEM3xiYqJ7/PHHk52dHbbemkRvbGPESCrLGVwiCjJoejwennrqKSN2ZLCIjY0lJSWFXbt2AVCrVi0zU+uWW27hpZde4rzzzuP11183/lAitJo1a8aYMWN48skn+e6777j11lspLCykZcuWvPrqqxx33HFccsklrFixgmbNmrFgwQKGDRvG//73P+Li4pg8eTLt27fnlVdeoXbt2rzyyitMnDiRtm3bUqdOHWbOnMk777zD6NGjmTBhAl999RXFxcUMGzaMevXq8dxzz4UJWdiz7M6QIUNo0qQJ69atY9asWdxyyy2MGTOG1q1bk5ycbAbaDh060KVLF+655x7at29PcnIyr7zyCkVFRVxzzTU4jkN2draZPThy5Eh27txpCu8lZSiF1oKsWSh1PPa5lciZFOSL75kYowoyqF977bW0a9eOjIwM4uPjmTZtGj179sTn85Genk5CQgLHHnssX375JV27duWll16iffv2dOjQgQkTJuD1eqlfvz6jRo3iueeeY+HChabwXaJw9sLLcv2ccMIJnH322Zx11lksXLiQN954w4jGIUOG0LRpU95//31atGhBcnIyO3fuZObMmfTs2ZPGjRtTt25dnnjiCRPhsqNHIsA6d+7M3/72NwKBABMnTmTAgAG89NJLZGdnM2rUKHbu3Mny5cs599xzWb58Ob/88gsXX3wxt99+O7///jsDBgxg48aN7Nixg5YtWxIXF8fy5cvxer3ce++9jBkzhuzsbM444wy+//57Zs+ezdatW816knLsbW82e5au/bt8XyLxeDzEx8ezceNGdYY/SKrC/VtRqjLR9NGqqDN8uULLcZxxwLnAZtd125a8NhK4FthS8rZ7Xdf9v5K//QO4GigGbnZdd3p5jRChFQwGyc/Pp6ioyPx/KIWWrClYUFDA448/zosvvmgWRJZ9iQiTyIzH4yEUChEIBLjqqqvIz8/n/fffZ/v27cYUNCEhgWAwSN26dXEch02bNlG3bl06dOjAggULuPDCC5k3bx5r165lxIgRZGRkMHXqVJKTk/F4PKSlpdGpUycAjj32WKZNm0ZmZiYXXHABWVlZLF26lG3bttGuXTsCgQDr1q1jxYoVJnUjhpvBYJCYmJgwY1Gfz0fXrl1Zu3Yta9asMYP84MGDycvLY/bs2RQWFvLQQw8xe/Zs0tPTOeecc1ixYgVffPGFKXiXdK8MrJmZmSYlFwwGzcUuUSwRLHatVnZ2dlj6TFzY7fX4ioqKSEhIMNuVc2P7fDVt2pR//etf/Pzzzzz77LPcdNNNhEIhvv76azp06MCZZ57JsmXLyMnJwXEccnJyWLZsGd9//73xB/N4PKY4/48//jD9FCEoSxI1b96cyy+/nMzMTAoLC1m2bBkDBgzgp59+YseOHaSmppKXl0dBQQGffvopTz31FL///jubNm0iMzOTQCBATk4O3bt3Z9q0acycOTPMqys+Pp6TTjqJ9u3bU79+ferVq8fWrVtZtmyZEXTbt2+nb9++jBgxguHDh7NkyRJ++uknrr76ak488UTGjRvHjBkz6NixI0uWLGHbtm2MHDnS+JClpqby3Xff0bp1a84++2z8fj8ffPABU6dOZfv27XuJY0k7VuQGVppLfFxcHPHx8WzZsuWQCK1DcQ9ToaUoVZMjRWj1ALKB8RE3qWzXdZ+OeG8bYBLwJ+BYYAZwguu6+5xCmJSU5LZo0cIILUlZyOAqS55EU2iJ11RhYSGXXXYZO3fuZOrUqWHr6YknlXh+ic2A+ICJMJAZjJIOkvYHAgETqZPX7XSXrLMIe9zTvV6vidrI4C77DgaDYc7eUnBueztJ+2XRYKktsmuD7MibGHOKgJRj7PP5jJVGbm6u+YxENvLz80lMTDR9BczMRlmuBwhbJ1E8vMSjS1KAks6S4yptkT5LGlaiLNJ36edFF11EkyZNeOaZZ4zZqog0n89n6p9SUlI44YQTWLBgAZmZmUYkijCVyI0dfYuMwsXExFCrVi0jYsUlX64Ve6FvgLp16wKYc5qZmYnX66VBgwasW7fO1IpJf+rUqUOtWrVYvnw5sbGxJCQk0KdPH3744Qfy8/MZNWoUeXl5jBw5ktzcXCOK8vLyCAQCJCcns3XrVnJzc01UzOfzmZmk8l2T81G7dm2uvfZaRo8ezbZt28Ic8mUChZybyBtYaealkUJLZjh6vV62b99+qIRW1O9hKrQUpWpSFYRWuTVaruv+z3GcJhXc7wDgXdd184GVjuOks/uG9X15H7QXF5YB/FAZHhYVFZnUWJcuXahXrx7vvPOO8aGyxYSsCSciRQYcr9dr0ksS3bEXxI6PjzeDuQxW9mxHO+pjC5+cnBwjxGTgksHcnjAQHx9PUVGRiS7J9kXMSYRQBrnCwkITAbKL4iUtZgumuLi4sFoue9kdWYRZ3gO7B1xZxkXEl0SvIs+3CEAxLpVCc/m7z+czYkuW+ZFti8iVz8bGxtKvXz9SUlJ48cUXwyIxIi7FJyo2NpZNmzaxdetWiot3LxIuf8vKygqzG7EXE7d9p+T1zMxMcnNzTaRQBKD0T9KiAJs3b94rtebxeMjIyAh7r3x2x44dxqNMFjH/+OOPadasGY899hhz585l3Lhx5ObmmmMlxy0vL88IOvEJk/NtLxAOu1OCIoBHjRplrh25BqSd8gBki2dBrs/SUoiHk0N1D1MURSmNg7kTDncc5xfHccY5jpNS8loDYK31noyS1/abSNPSaCAzrWJjY8nLy6Nhw4b069ePl19+OWyAEcFlCwWJAkjUSgZ8GegkAgAY8SDFx3a/7EiJiJbs7GwTfYmJiaFmzZrAnnUKxftJBkw72uA4Dnl5eWbQtpdZkYJxSWX5fD4jHGQBaFtUSLsksmQ7hQeDQZNqhb2XMUpJSaGgoIC8vLywhaBlgoNsX6JHdoRKjom4k4tYkv+9Xi+pqakmoiiGo+eddx5t2rRh0qRJFBYWmno/Qfppe0PJjLzc3FxzHkXoiMiWazHSnkKirRINtc+PRBtFdBcXF5uokuM45njKsZRIpogZOQ55eXkkJiYaMe71eunevTtPPPEE77zzDuPGjTPnWjzPPB4PmZmZYedQhKgdYZXrWIS8Xf8mETo7IifC2u/3m2Ni/4O9/bRKowp5kEX1HqYoigIHLrTGAM2BDsAG4Jn93YDjONc5jjPfcZz59vI7EoWInLJfmZRmC1G7dm1uuukmnnvuubCZVfYUe4lWSSpJ6oKESKFib8MWDSJ6Im0Z7BSfRIhCoRA5OTnms7ZwkD74/X7jVm4brtrt8ng8ZuCWlKR93PPy8kyULnJmmexbBINtQBrZB9nPzp07TTpQhKGdhpPP2ZGv3NzcMKsJERAi8OTaqF+/Po0bNw5L15177rk0bNiQF154gZ07d5oUpHxOtiP7lyVnJAJoF96LKJb+yTGQ4yHnXs6hfT69Xq9JB0pKV4SdzCIETBRP2iifl2iRHa2TKFIgEOC8885jyJAh3HbbbXz55ZfGwT42dvei59nZ2SaNLefKXqrIPud2hEtSyIWFhSb1Kec1JiYmLE0baTNR1ncs0qrETv9XgVmHlXoPq+S2KYpSjTggoeW67ibXdYtd1w0Br7I7tA6wDmhkvbVhyWulbeMV13U7u67bWZ7y5eYtUSb5vaynX3tw3JenlqTCADMAwu56GYly3HLLLbz88sts3749bJtA2EAbuW87fWcveWMPxPYsLdtKwfZ7koHJnmlmp07tWY92G2Rwlnon2ad9zOwIkr0cjp3asaNy9uftaIUYWtpRKVv4ASZSY6eQ7G3Zxe7SHxnoJaIn7ZB929GiUChEo0aNmDNnjjlGw4cPp3bt2rz22mt7fd424bTPpYgtux0iqm3LAzk2ckzsyJ19LGX7Et2SPtuiSbYl4sU+tnYEVVYoENEtdWZXXXUVbdq04a677mLNmjV7ncvMzEwTbbKjmHJtRfqL2fV8EmUToW6nk+3oqH1N2N+7sr57ZQmqw51WrOx7WHRbqyjKkcwB3e0cx7HXPhkILCn5+VPgYsdx4h3HaQocD/xYkW1K1AP2LMNj39DLaEeF2is1P47jmBRKw4YNycnJISEhgTvuuIPXXnvNeBzZ6RQgLHIhKTc7bbS/lCYcD+a1w4ktACXiZw/WB4sdkZEC9RNPPNEIr3vvvZeMjAzGjRtnolUilOzCejmH9uQAidqIuaiIFIlClWZNsL/IbEWp2ZNoWEUiOnbU6ZprrmHr1q08+uijZGZmAoRZW0j75TU7PSiUluIr7YHCFsiRqcHI7R2pROMepiiKUhrlFsM7jjMJ6AnUcRwnA3gI6Ok4TgfABVYB1wO4rvur4zhTgDSgCPh7ebN1SsNOM0S6UEcOUDKTKVJ02dEwGXwlJVRcXEznzp359NNPufbaa5kyZQpr1qwhOTmZzMxMU3tk2w1Ezkx0XdfMDKsMQSFtrcz3HQrk+MOe4u/I1OXBIOksO/164okn0qBBA6655ho+/vhjlixZYorQZeampDcl8manrewZd3KdyDmU9G9lCkURiXYU044QlUVRURHJyclcc801fPnllyxevNhMehDTVxGcIg59Pp+ZqVrWd6Iy2deDUCSHK114OO5hiqIoQpUwLE1OTnZPPPFEsrKyCAaDpsBbIkuSDoKyvbQi04ylpR1FFBQXF3PppZdSv359pk+fzooVK8Jm/Un6RgZqmfUmAktel0G9IsewIu07krFryCSdWhl9E+FTWFhoZs716dOHNm3aMGHCBLZs2WIEcOTsUBuJuIkYlG3LigDSXjnX8vfKEoxA2KzCikRCfT4f/fv3Z8aMGWzdutVE44qLi43gkocSu+YOqFDULPJahL3NR+337YvSxFZZIkxq2Xbt2qWGpQdJdbl/KEq0qAr2DlVCaNWoUcNt06YN2dnZpgBcZjlJNMOOSNiUJVzsgytRrby8POMhlJycTG5uLpmZmWFpIhFjMoBJvZgM+PI327SyvMF4X0Iwsh+RRPajqmHPRJQZjXJcKqMOJ9Il3ba5sFNc8rNYdcjn7EJ1OY+SUrTFsz1j0N7ewR5z2b/sKyEhgaKiorBZqWUh7RSrBltQyjEJBALGNkTSk3LcKirqI69Fu10VFVwqtFRoKUpVpCoIrSqx1mFkQXBpf9sfIsWJFPpKalBSQpHRCwgvHJdBLT4+nosuuogvvviCDRs2mOJoKH2JkYq2rSKv24OVnaYr7ffDgUSKJAIJe/ymKqN9YmkgawmK8BVPMNiTam7Xrh3p6enk5OSEFXzb6UdJG4rYsUWiiDCZXFAZX1AR8RL9FDPVkSNHlvtZEU4ipKTGMCUlxUTEZP1FWyzakxXsPtjnY199s32wSkvXR7I/x+lwX6/VjWgOIoqiVA5VQmjZyIAhaZH9pbQbj11vI/YDubm5wB6HdRFV9vvED2rMmDFkZGQwefJkMwDLjDvbimJ/KCtFsz+RgaqALUxFzNqWFweLGJNKGlnEUUFBAYmJiSbl27JlS2666SZuueUWE/WSNKJEuGBPhCkuLo6aNWvSsmVL5s+fbxzsxXRUZiEebFROrqmaNWsycuRINmzYwOOPP16htGRhYaGpA7RNQrOysqhTpw59+/Zl7dq1fP311+b6kOs5EhFM+3sdlRfZ29f29vU3FVyVR0VEu6JUZar7NVylhFZZIulAZvbZiBCQiAhgBJOYMDZr1oxu3boRDAaZPn06+fn5nHzyyTzzzDO88cYbjB8/3ggeGZSlXqu8ounyBrcjedCxbTNCoRB16tRhy5Ytxkn+YIWKLXbEVBUwDvGybt7f/vY3RowYYVKXEuWKj4836UE7atW+fXvOP/98Jk+eTH5+PqeeeirdunVj8+bNTJkyxYjvyjg3gUCABx98kAULFvDBBx+Y9GZ5140IRdtrq1evXrRp04YNGzawePFiBg0axOzZs434lOtZti3X7L4EU1npvbI+c7Civwp4aCmKohwyqsYaGSXINHKpwbGjJbanlE1FjBPtz0kxtEQ2atasydNPP83ll1/Ozz//TEZGBsOHD2fgwIE89dRT3HXXXSxdupSRI0dy4oknAphi5siIRKTXkl0nI6aYdlG/RGrkvU6Je3pMTIzZvtgQyHal7fZsOSmElm3YA6vsyxYpdnRHsP27xPYg0tvL9mGyRYuYuF5//fWccMIJZtafndpzHIeuXbsyYMAAsw9baERu3zbxlOshLy/PpMnk+MTHx3P//ffz/PPPk52dHTbzUdpn99fn8/G3v/2Npk2bMnbsWBISErj55pvp3LkzP/74I5MnTw47p9J2iXDJtsUSQq4j+zjJvh3HISUlhWeffZZp06bxwQcfmL/bxrCRfZd9yoQM2C0yn3rqKU455RQmTZrE559/TpcuXZg6dao5/nLtyL7lerAtGiK9r0qrzypPHEfaPpT1ryykXk5RFOVooMoJLRFGdhpP/lbWk3B5YkvEgAxsMhglJSXxwgsvMHHiRJ566ilWrFhBnTp1eOCBBzj11FMZOHAg27Zt4+9//zt//PEHvXv3BnYPes888wwpKSnExcXx0ksv0aJFi7CBViJx9kxHiUxICsjj8ZCUlGQGWll+BzBWBbJEjQzmCQkJYbU4fr+f7OxskpKSTMpIRJk9kMr6fbKUixzLNm3aGMEn/mDiOyZiRvYnthfiDh4bG2tSe16vl08++YTvvvvOrM8oET+Ajh07cuaZZzJjxgxCoVDYsjNS5C61XsXFxSaiBLsjQnXr1sXn87Fr1y5gd0TL7/dz11138eabb7Jx40aAMKdzv98fJhratGnD7bffzueff860adM477zzuOaaa9iwYQOTJk3i22+/NUso2RYV0p6kpCTTxqSkJLMfcWGXyRaSzmzbti3PP/88zz//PLNnzzazae1rRASSXYMlbZbZrccccwzjx4/no48+4qWXXqKgoIDhw4ezdu1aFixYQDAYJCEhwYi/yNq1sihNUJXmpVVR9iXgFEVRjlaqTOowsibLnoZ/sEhkxp5BKDPM/H4/hYWFdO/enU6dOlGzZk2efPJJXnrpJRo2bMjw4cN5++23ad68Odu3b6dWrVo8/vjjfPXVVwwfPpxx48axfPlyrrnmGgKBAIsXL2bDhg1MmzYNn89nXL5lmRTAzKy0F1+WaA3sLgCPj48nISGBvLw8LrzwQk4//XTefPNNFixYQFJSklkmRWayScpIBJY9QEoEQewXEhISyM/PN22RZXJsY1DARNJk7T4RY4BJaRUVFRm7gS1btoQt9yLn9frrrychIYGnn37aRJmSkpLM+oL2hASZlSfHIi4ujr59+3LOOedw3333sXXrVgoLC2nRooWpeRo8eDBTpkxh2bJlHHPMMQQCAdauXWsWufZ6vVx66aXk5uby4osvUlBQwL333ktKSgqjR48mPT2dvLw8c1yKioqIj483axPKDEUpsrfr87xeL1lZWWZB51AohN/vZ8CAAbRv357bb7+drKwsYmJiaNSoESeddBK7du1i1qxZxldLtmULacCsW/jyyy/zxBNP8Mcff9C4cWMGDhzI1KlTSUtLM7Vbcn3JslBlRYz2Rzjt7yzDfVFaTaKiKMrRQJUQWna6wRZYFZnxtD/7sGdkSXru+eefp127dixatIgffviBhg0b8qc//YnWrVuzevVqRo8ezdlnn82qVauYNWsWLVu2JD8/n+XLl5OQkMCJJ55ISkoKX3zxBXfccQeLFi2iT58+zJo1i6ysLGC3KAkEAqaeKRQKEQgETOSjuLiY5ORkOnbsSMOGDfH5fGRmZvLf//6XY489loSEBF544QVc1zURMLvAPxgMhm1f/KDsSJQM5ra9QUxMDOnp6cYiwI6k2AaeErmKFBjSDsBEZmRfrVu3pm3btvTq1Ytp06bx/vvvh5m+isu77EP8t+QaqFu3LscffzyLFi2iTp063HfffTRv3twsM3PnnXfyr3/9i2XLltG1a1f69evH9u3bOfXUU+nUqRPffPMNs2fPJikpiYsuuoh58+bx+++/k5iYyL333svKlSt56qmniIuL44UXXiAjI4Mnn3ySmJgYOnToQO/evfnss89YunSpEZMyA1XMbx1rpQB73cCrrrqKpKQkpk+fzo033kjTpk3Jyspi06ZNLFy4kD/++INmzZrRsWNHPv74Y3N8e/bsyYYNG/jhhx9MBPaee+7ho48+Ijc3l7///e9s3LiRMWPGkJ+fb1LCkn4WIS2RVTm+ZXnKHeh3a39Elh01s2fPasRLUZSjhSohtCD85iuiSNJPwsEIL0nN2O7uHo+HxYsXs3jxYjM4rVixgpUrV5r6oOzsbMaNG2dSQz///DOLFi0CYOPGjZxzzjmMGTOGmJgYrrrqKhNFsRcvtmt6pG85OTkmVXf66afTq1cvvvzyS3Jycjj11FOZO3cuXq+X5ORkTj/9dLxeLw0bNmTFihW89957puC7du3adOrUiQ0bNrBy5UoyMzMJhUI0btyYHTt2mDSeWAUkJSVx8skns2zZMoqLi+nduzfvvPOOETk+n4+cnJywBZlhzzqHIibk+LVr146uXbsyduxY095evXoxcOBAmjRpwqBBg1i/fj1+v58mTZpw0UUXkZ6ezvvvvx+2AoBEtQoLC4mLi6Nfv368++67JrK1detWNm3ahNfrZejQoTz44IPs2LGDdu3accYZZ/B///d/9O7dm9TUVGrUqMGyZcsAuP766/noo48oKCjgL3/5Cx07diQjI4PPPvuME088kVNOOYXFixfTtGlT+vfvT/fu3cnIyOC9995j48aNRlT27t2bmTNnmiicHR0V4er1ennttdfwer388ssvXHrppWzYsIF7772X7du3EwgEaN68OSNHjuTtt9/m9NNP59dff2XQoEHMmzcP13X585//zNKlS8nJySElJYXzzz+fzz77DK/Xy6RJk1i3bp25vmzPN1u0SmSrLHsHFTmKoiiHjiojtCpShHugIst+0rcNMO0oSm5uLgkJCaZORiI1siRP5Bp+Xq+X7du3M2nSJOLi4sjNzTUD2dtvv21SOYFAgGuvvdbUAQUCAbKzs4mPjyc2NpaUlBTeffddZsyYwcCBA1mwYAEvvvgiCQkJnHnmmaSmpjJs2DAGDhzIZZddxty5c00a609/+hM333wz3377LaFQiL///e/ccsst3Hbbbdx999387W9/Y/v27aSmpnL++edz9913M3z4cFavXk1BQQG9e/dmwYIFXH311UyfPp3zzz+fVq1aMWPGDD799FMTrZF6Kul7w4YN6du3L3369GHt2rU8//zzdOzYkfbt2xMTE8MVV1zBBx98wJo1a7jxxhvx+/14PB4aN25MKBQys/okbWvXQsFuUVyvXj1iYmLo168fX3zxhREPF1xwARMmTCAzM5MLL7yQlJQUfvzxR5o0acLatWtp0KABU6ZMMdvNzc2lf//+zJ07lxkzZvDjjz/Sv39/EhMTOf/88wkGg6Snp/Pxxx+Tk5PDgAED+OWXX+jatStZWVkmBSzi2J4gEPkQ8J///IfZs2fz4YcfkpOTw913381LL71kImHZ2dk0bdqUmJgYmjVrxsSJE7nrrrtYsWIFbdu2ZcuWLcyZM4fu3bubyOb27dt5/vnnTdoyFAqRlJTEoEGDmDZtmklbSu2XRAtlofZISnOBj/xulZderKhYi6yrPNwLSSuKohwOqoQzfFJSktuyZUtycnLIy8ujoKDALNhsL8FzMEJLDCPtZWJsk1Jx35Z0jB1Vk5odu5YG9ph15ufnGyFmFxFLfdEll1zC1Vdfza5du8LSoiIwhg0bxkknncSaNWtMPU9aWhppaWlcf/31TJs2jaZNm3LaaaexevVqMjIycByHiy66iDvuuIM+ffpw/PHHU7NmTQoLC9m8eTN169Zl8+bN1KxZk5iYGJo3b87ChQtp0KABr732GqeddhqbN29m9erV3HTTTfzwww+0adOG4uJixo0bxzfffGPqhTIzMznttNPo3bu3sVUoLCwkGAyyYsUKunbtysqVK/n0009JSkrCdV22bt2K1+s1xzUQCNCyZUt++OEHACNmJSUnS9PI6y1btqR3796sWLGCL7/8ktjYWDp37szPP/9szluDBg3Yvn07rVu3plOnTmRkZODxeJgzZw7btm0zQtFeQsnj8ZCbm4vP5zPRMlmIWWb5JSQkULNmTf7+97+zcuVKNm3axBdffGGEVqQJqaRNYfdECXlPo0aNaNeuHcuXLyctLQ3YPcmhU6dONGrUiLlz59KyZUvat29PKBQiKyuLFStWsGjRInbs2IHX6+XKK69k9uzZrFixwqQIs7KyGD58OIsXL+b77783kcjc3NywyKBcX5Epw/KwTU0ru05LRGqJiFRn+EqgunsQKdWfI/UaPqKW4ElKSnJbtGhBVlaWWTBXlhwBwmqb9jf1IQJN7A1kzTzZpgxGUoAtg7E4nQcCATMTUmb/xcfHG7d5KWiONLgsLCykadOmXHnllbz44oumBspO+TiOYyJbspCxbEOiSDI4ie9XTEwMZ555JmeffTYjRowwnlCrV68mKyuL6667jubNmzN9+nSmT59OjRo1aNy4MUuWLDGRlczMzLClXCQictlll1FQUMD7779vfLAAUwAvRfM5OTnUrVuXPn36kJGRwfz58ykuLjaLcMPu6JSkRm2/Mdd1TX2WLVztVFdkQb+IU6klE6Fjm3TaXlmR1gm2AC4uLiYQCJCTk7OX+7u9VI69XRFSto2DvN+OckZGumwTXLumTqJzsl1ZtxAIq12T4vjGjRvz22+/mdqwyLZE+szZVh32A0qkuW5FXOLt90VS3uciC+Dtc+33+9myZYsKrUrgSB2kFEU4Uq/hI0poJSYmus2bNycnJ8dEs2SwlH9lRbMqIrxKG1DsNIY9MEUi75NBQnyt7CnwMvvPxufzmaiZRMpKS6WId5a9CLBtbyEDuaSFOnbsyBlnnMFLL71EZmamEQu2cBMRKMJGjqFEbOyanvz8fHw+Hx07dmTgwIE89thjRvBGHheJ4Mn/UsgvvlYVOQcHYhuwL0qbXXcgkc+yrpH9SakJkf5kcg725QUXKUrs69re74G0pyJtLc2g1L5O9vXZSMqKoNn+cj6fj61bt6rQqgSO1EFKUYQj9RquqNCqEjVakTdsuVGLAWh5Dtr7u30IH7D2JdRKG2wixZKIDLs42fa+Ks/PKHK2ZeRAJam3Pn36UL9+ff71r3+Rm5tLIBAIW6/PRsSVvC6Rj4SEBDweD1u3bgV2Wwi0aNGCQYMG8eijj4b5W4kPmN3OSCEQ6XUWKQ5Ki0xFS9wfaGrZbo/dhwMVNfY27HNQWvq7rGs88rqL/FxlHcNI5/jK2F5FUJsHRVGOFqqE0LIHZRlcDqYm62D2X9rrdvqptHZJKgv2pJNE6NjO5rB3AbIdKbO3F+n8PnDgQPLz83nllVfwer1mTT55f6SYsx31CwoKyM/P5/TTTycUCrF48WKTwqlXrx433ngjI0eONFEv27zUjhjZQkkiNJEDa6SoOtCoUEXZV6TzQIm8Hg5kW2V9piIWC5HHsLxtHiz7a0pa2mcify+rvkv87BRFUY4WqozQsgvM7SVYJFpUlrVDZd609zU4liUW7NftPgBhUYp9pWFKi/TIe2vVqsX111/P999/z/fff28mBkg0KTJ1FhmpE4f0vLw8OnTowKuvvmoWK05NTeW2225j5MiR5OTkhC35ImsGRkZabHFQEbuNaEexopn6jnZavSKz+6JBRQVkRWcJVnSWYjQFt6IoSlWlSgityBu/vWaf3KQr88YcOYCUtX07qmQLmrJqZ0SQ2YXa9v4iU46ltcPeXkxMDOeffz7vv/8+aWlpph5LZk1K2sned+SsyEAgYERT27ZtadKkCatWraJr16506dKFRx55hJ07d4YVgttLFkVSVmot8ngcTDToUFLZ11ZZ+4CyF2euiseoso9LZFpZU4eKohwtVBmhZRsuuq5riq7LKlTfnyU9IgvmyyvyLWtfkWlA2Xek8KjI7Eh7O2W1LxQK8dZbbwF7xKfr7l7fUArhI8WV3Y6YmBiysrLMZ959912uueYagsEgX331FWPGjKGoqChspp3MBJQIRGnHqSKCan9nhx4uDoXIKS0Cejg9pSojVbg/nz0SrgNFUZRoUeVmHYq9g0RWioqKDtpHqyzKG+zKmoFW2rT1yDRhadvf18zGsgYjWXNP/Kjk/fsSoLaNgAgn8VcSywHXdU2kS46vOJy7rhtmVVERSouAHIpo0ZFGVRBa+0Npkxvs3yvy2UjEbX/Xrl0661BRlCOWis46rDJ3+0ihEjkTLxpEFqFH4rruXjPSImcSigC0i88jPyf72lc7Ivcjv4tvkvhESfqwoKDApA7lM6X1TSJh4kuWm5uL67rG3DI/P994e8XGxpoFpUsr0i+r7UJZkwmqM/t7fdop48OdPovcf+T5q2gkStL89jJaQlmC8kgRmoqiKAdLlUgdQrg1gvwu0ZmyZvpVVkqitCn39t/s6JEtbuzX7PdEtqsixeOlpekiZxNGGmNGFprbNgF2O+Wz8rssDySRLNuiwjbWrMhgaKc/j0YORjAcbrERaQuyr/RvaSKsLJEfWYsVGQ2zH0wURVGqO1VGaFVkBpRdj1Sa0WK02xaZ9okcKKMxcJaWptxfC4yyivEhfAA9WsXS0Up557u8B5n9TSNG1jgqiqIcDVQJoRXpoyXRGPvmLJEXqBxxVVHHa/t9Zbl6i1+W/dn9FS1ltUciBwcjjEo7Voc7baVUbfYnWlzWe7UYXlEUpYoILbu2I/LJ104h7g/7ctU+kGVF9iVw7O1VNDK3P+yrqLy86EB5DuMV3Y9S/dmf82+b9KpoVxRFKZsqFcO3azjkhl9aJMfmQG7ykZ+Rom+7wB32XnKmNCpLmJTVD3sJF/k98rXI7dj/9gcVWUpFKMuwV1EURdmbKhHREuxZfLYnlbA/U+MrMltuX9up6GBS3gyyikaT7L+X17/SzEkrsl3786ARLGUPB5LeK2/5o8p8OFIURTlSqVIRLeFQFJlD2fYO+zPolBc5ioySwd62EfvaZmlCbX/at6/9qMhSDiUqsBRFORqpEkLLfgK2C+Lh0Pjw2MLHTltGzvSL/Ge3vbztlvX7vrCjeqWlCytSt2bPzrRfK83zSDm6iNb535dRqaIoytFGlXCGj4mJcb1eL7C39w7ok7CiVEdc11VneEVRjlgq6gxfJWq0XNeloKBgr9cURVEURVGOZKqE0AIVVoqiKIqiVD+0aEJRFEVRFCVKqNBSFEVRFEWJEiq0FEVRFEVRooQKLUVRFEVRlCihQktRFEVRFCVKqNBSFEVRFEWJEiq0FEVRFEVRooQKLUVRFEVRlCihQktRFEVRFCVKqNBSFEVRFEWJEuUKLcdxGjmO87XjOGmO4/zqOM4tJa/XchznS8dxlpf8n1LyuuM4zouO46Q7jvOL4zidot0JRVGU0tD7l6Ioh5uKRLSKgDtc120DdAX+7jhOG2AEMNN13eOBmSW/A5wDHF/y7zpgTKW3WlEUpWLo/UtRlMNKuULLdd0NrusuKPk5C/gNaAAMAN4qedtbwPklPw8Axru7+QGo6ThOamU3XFEUpTz0/qUoyuFmv2q0HMdpAnQE5gL1XNfdUPKnjUC9kp8bAGutj2WUvBa5rescx5nvOM78/W20oijK/lKZ96+S7ek9TFGUcqmw0HIcJxH4ALjVdd1M+2+u67qAuz87dl33Fdd1O7uu23l/PqcoirK/VPb9q+Rzeg9TFKVcKiS0HMfxsPsm9Y7ruh+WvLxJQuol/28ueX0d0Mj6eMOS1xRFUQ45ev9SFOVwUpFZhw7wOvCb67rPWn/6FBha8vNQ4BPr9StLZu90BXZZIXpFUZRDht6/FEU53Di7o+b7eIPjnA7MBhYDoZKX72V3ncMU4DhgNTDYdd3tJTe2l4E+QC5wleu6+6xhcBxnv8P2iqIc8fwU7bTbobh/lexH72GKcpThuq5TkfeVK7QOBXqTUpSjkqgLrUOF3sMU5eijokJLneEVRVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkSKrQURVEURVGihAotRVEURVGUKKFCS1EURVEUJUqo0FIURVEURYkS5Qotx3EaOY7zteM4aY7j/Oo4zi0lr490HGed4zgLS/71tT7zD8dx0h3HWeY4zl+i2QFFUZSy0PuXoiiHG8d13X2/wXFSgVTXdRc4jpME/AScDwwGsl3XfTri/W2AScCfgGOBGcAJrusW72Mf+26EoijVkZ9c1+0czR0civtXyef0HqYoRxmu6zoVeV+5ES3XdTe4rrug5Ocs4DegwT4+MgB413XdfNd1VwLp7L5pKYqiHFL0/qUoyuFmv2q0HMdpAnQE5pa8NNxxnF8cxxnnOE5KyWsNgLXWxzLY941NURQl6uj9S1GUw0GFhZbjOInAB8CtrutmAmOA5kAHYAPwzP7s2HGc6xzHme84zvz9+ZyiKMr+Utn3r5Jt6j1MUZRyqZDQchzHw+6b1Duu634I4LruJtd1i13XDQGvsie8vg5oZH28YclrYbiu+4rrup2jXaOhKMrRTTTuXyXb0HuYoijlUpFZhw7wOvCb67rPWq+nWm8bCCwp+flT4GLHceIdx2kKHA/8WHlNVhRFqRh6/1IU5XATV4H3nAZcASx2HGdhyWv3Apc4jtMBcIFVwPUAruv+6jjOFCANKAL+Xt6MHUVRlCih9y9FUQ4r5do7HJJG6NRoRTkaibq9w6FC72GKcvRRUXuHikS0DgVbgZyS/49k6nDk9wGqRz+qQx+gevSjrD40PtQNiSLZwLLD3YhKoDpfb0ca1aEf1aEPUHo/Knz/qhIRLQDHceYf6U+31aEPUD36UR36ANWjH9WhD+VRXfpYHfpRHfoA1aMf1aEPcPD90LUOFUVRFEVRooQKLUVRFEVRlChRlYTWK4e7AZVAdegDVI9+VIc+QPXoR3XoQ3lUlz5Wh35Uhz5A9ehHdegDHGQ/qkyNlqIoiqIoSnWjKkW0FEVRFEVRqhUqtBRFURRFUaKECi1FURRFUZQooUJLURRFURQlSqjQUhRFURRFiRL/D8ktiE242H1tAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -128,7 +139,7 @@
},
{
"data": {
- "image/png": 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HIBHiESgj0Muef5nTxE1kK95kyf2TwuFwse/F/y9uFJhsLuL3NzpGRjyFzYhk8OPl44oyI56uDFTm4vgOyWrV6a7Lo0i52lHUuUZ14oh3rpEJ7K+oc0bHGx0TD/GOLY4pWN7Po2TlMskmb/otm9plyCb3eOWnD4x4ZlO5LEXtP8f4V95hCgoKCvHwj4iWruv7T/zO0DRtPoAWAA5rmpau6/pBTdPSAWTEOfdtAG8DgMfj0blJg/t2cLMdQZ7suDrFTYg86kme+Onr/nQqAm0zMkUZReSdDnzylv2LqHwcRhNuvMm+OEQq3vWKgnztfwq5/NQOtN1utyMYDBa7bEbmv3jnxiOn8Y6T+8ao3YsibbStuOpavPqezvQtm9uNiJJsEizu2JXPob6S99P1qXzch0w+3khpPhf4t95hykdLQUEhHv626VDTNLemaV76G8C1ADYBWACg74nD+gL4vBjXilGh+G++j4iY7PQr7+PbaMIpykQSD6czIXGzSlEmuOLUPx7+TnRWUYqLXMbiEChOfItj8jmdOmNkaqLtmqYhGAzCarX+ZXLyd0hOPJNmcWFEwIu61ulMnUb9Q/WTfZuKUr10XT+FIPFnojj14iZ42iYrWPIzyj8c5PQR9ByWFFXr33yHKSgoKMTDP1G0ygCYf+IlbAEwU9f1rzVNWwVgtqZp9wLYC6DXPy2kURoCDgoZB2KJF3DyBc99WYqaaIzIgaxa8OPkbVw1iGcCkyeseIqMbOrhiGcejAcjFTBefY0menKeNiIKxVGO4qk9Ro7S/Nh415fvFa8ep1P55PLIZf2rSl68e8Qjg6e7lnx/o4hVGdSGsjM6nS+n8Cgu5NQTRoEn8c7jdforCt8Zxll7hykoKFy8+NtES9f1XQAaGWzPBHDNX7kW/8ouSjGJN+kZTRZEUiKRiPAB4/eJNznz8/nfRRESI1MVES5SBuKZH4tSJYx+xzMt/p2Jq7gkgquIMhGUr1dUOeLt5yTLarWib9++WLduHdasWRNzn+IQOnmf3CenQ3FIXXGPJSJpRNqNSF1xrysTG266k5UsOW0DHXe6VBB0LhErfh1Z3ZTbmc6hqES6VnHqdjbxb77DFBQUFOKhRGSGB07mtQJifaDIoZ3ICs8rxM2CgLHvj81mE1/wnDDI5g4CNzdxYsbVFwAiFQFdg/6mycVsNgsne9pH1+Ckhc6l8spmJ14+q9WKcDgMTdOQnJyMZs2a4dtvvz1lCSG+bBAHv75M4OR7c3JoNptFdnGqB/1Nv+WJ1Ihc0j1kkx4nI3fccQcAICEhIYY4yOYmuZy8fYxUH9pmtVqFMhev7/k94rULJ5v8GE4sjNo4npLJF34m1QmAGEf8Q0Qm9pFIBA6HQ+wnkLlcPpf3jfwMyKSXni+uJtOYoDrIKjJtj5esVX6WFM4ORo4cea6LoKDwl3EhjNsSkZ6ZT/7kD2S1WmMmZoLso2U2m0U6ADlBIvm0WCwWWK3WGH8TI/DUENzXKz09Hc2bNxfHFBYWIhwOC6WMJiWPxyNIXUFBAcLh8CmTrzwZ8UmS6kL7ZGIWiURgtVphsVjw8ssvo06dOrDb7WItO678cFOq3W4/xVzJ11/kioXJZBJtT/D5fDF9we/F01vIJk+qC88wTpM17eO/LRYLbrrpJnzwwQf44YcfYLPZYLFY4Ha7cffdd6NixYri+nRNPtETsaX+qFWrliBs1J90DFebOKHm4HXlBNNI3ePHy9flJJvgdDpj0lhQuWTFkIgjje127dqhQoUKIjec0+mE1WpFKBRC+fLl0aNHD7jd7hj/Kf43tQ9vNz72uanYKMUDbeP+Vnxs8WeIrkPjOl4CUwUFBYULGSWCaMmTldHEJxOJonxM6FwewcgnFXnyob/5/fm2ypUro1GjRoLU2O12VKxYEXa7XRAvs9mMvLy8GIXKarXGlJXIAYHODwQCQo2hCZeOtdvtgrSQgterVy9EIhEsWLAgRr2ie3NVS9d1BAIBsZ+rSEZqA5FIIoDUDkTyiMTwftB1HQ6HI4YkkHIkkxuaaHmCUjqmY8eOWLp0KSKRCFwuF4LBIKpUqYLBgwfDYrGgYcOGgqQZZUwnNdFkMsHtdmPChAmoVKkSbrzxRvTp0weapgkne9nEFg/y2HS5XJgwYQKuuOKKU5Q5u90u+omy23MyS2WzWq0oKCiIUbBorPA+NJmO5xQjVTYtLQ2dO3dGOBxGNBqF2+1Gfn4+otEorr32WvTu3Ru1atVClSpVBLGRA0X4uOZjXi4jgZM8GUbPlgxOvOhHvoeCgoLChYwS8bbjioOunxqdFM95ln9p04/8tS6vW2h0X/ma/Mu9sLAQO3fuRPv27RGNRmGxWFClShUMHz5cXN9utyMUCsWs0UgTJhEDUq/4ZE91dLlcCIfDsFgsQn2iSTgYDArVo7CwEDabDTfccAOmTp2KQ4cOCXMQ1c1ut4u68MmRSB3VmytONKFzImCxWMTi3qS4kbpCZJOTLkrHQGpTOBwW9eQKDSUlpfoQsbXb7ejatSvmzJkDXddRUFCAFi1a4JlnnsFbb72FlJQUrF69WtSH6huJRES/cGf9oUOHYvbs2bjjjjvg9XqxdOlSOBwO0c5cOSwKnLR7PB68/PLLyM/Px++//y72k3k7FArFVRbpXuQ3CCBmYWfaZ7PZxPm0ZFQgEIDT6cT48eMxdepUHD16FB6PB36/Hy6XC9deey26d++O9957Dy6XC3v27IkpAyc6XLEiyMEisrlQjgSWP1Bks6FcX7mdS5KfloKCgsKZRonw0ZKJFL3wjXx4ZH8X2X+EX0P2hzK6LxCbW8to37Fjx/DFF1/gvvvuw4oVKzBkyBA88cQTCAQCMeYqXddhs9kQDAYF4aAlZYiM0bEARNkLCgqESsP9zcxmM5o0aYLs7Gzs3LkTVqsVDRo0wMaNG7Fp0yZhmiTVg8pDJIonYiUixNWgwsJCkbOKmwWp3ahfCgoKBGkiskgEj4gT99EiMhNvKR2urPH2SE5OxsGDB2EymeBwODBixAj06dMH3bt3xy+//ILDhw+Le1I9ZLJss9mQmJiIsmXL4q233sIVV1yBuXPnijpwxVFWq+S+B076DtpsNrzxxhv4z3/+g3379iE/Pz+GEFEd6G/ZT478rmisJSQkIC8vT+wjMzTVjepF7di8eXMcPXoUGRkZMJlMwpwLAD169MDLL7+M3r17Y968eaIcND54HXlbyfvl8U/E2mipIQAxY5WTLdkPjD+HCgoKChcbSsTbjys48fxlZHMDP0b2GeJf7bLJw0ixOt0kEIlE8PHHH2Pfvn144oknMGzYMOTk5CAYDJ7iwxMOh4WqRPfipIdMc7p+PDGn1WoVJjk6h7aFw2HUr18f1113nahbr169MH36dDGh03GBQECoTABiTFjUVlz1oYmQyB/5x/FIMVLfOGGUCRcdQ35w1A+y0zZvYzKNEYG22+0wm80oKChAMBiE2WzGoEGDMGXKFLRo0QLRaBTLli0T16d6cDMklS0UCmHQoEGYPHmyaGdyJqf/izJ1cXWUzrVarbj66qvx22+/YfPmzcjMzBTmXrou92fiywcRGaFABbp3bm4uzGazIFgFBQUx55BCpus6XC4XevbsifHjxyM7O1v0O93HbDbjmmuuwcGDB7Ft2zaEQqEYUs/NxEZO6Ebb+McHfdDE+xDh2/h94ildCgoKChcTSgzRkn8IfFLkL3queMmTgGzSMFIu4n3J8+PoWJvNBqfTiQ4dOmD48OE4cuQIkpKSYLfb4XA4oGkaPB5PjAMx92sqU6YMpkyZgttvvx2apqFMmTKoXbs2AoEAHnnkEdxyyy0wmUxwOp2ibDTBL1q0CJ9//rkoZ1JSEjIzM+H3++F2u0VZvV4vQqGQaKtAICAIERErUp/IFEiTqcPhEGSQjifiRUSBR1PefffdaNWqFaxWK3r06IF169ahd+/eiEajcDqdQrEiQkBtQmZG2kZ+TIWFhahWrRr2798vghYaNGiAxMREVK5cGTNnzhQmQt6uNAa4aRMAatWqJQiH3W5HOBw+ZXUA8qszGoN83JGTff369bF582ZhJuRmSFIGiQBypY3ajJuKydwcjUaFudFisaBcuXJo3769aG+bzRYTLJGdnS0+HriP2oYNG3Drrbfiu+++E9udTmeM2ZwTS9m/0cgUWNQ2/iFj5G8Vz9TPoaIOFRQULhaUCNOhbIoi/yA+mQCx5kKuYHEixkPa5VB3/pXOUyJw0xddi9/7iiuuQNWqVTF8+HD07NkTFSpUwPz589G+fXvs3r0bjzzyCH744Qd07doV//3vf/H111+LSTISiaCgoABVq1bFkiVLsGDBAixcuBBz587F6tWr0a5dO/j9fjFxkQN6OBzG9ddfj8qVK2Pq1Kmw2Wy45JJLUFBQIJSnUCiEq666CpdccgmmTZuGpk2bYseOHWjatCm6du2KXbt24cCBA2jXrh02btyIadOmYdKkSRg1ahT++OMPQVYCgQA0TYPD4RDK2KRJk/D444/jvvvuQ3p6OubOnYvbb78d2dnZ+L//+z9MmDABbrcb99xzDz7++GOUL18ey5Ytw88//4zPP/8cu3fvxtGjR6FpGvr37y+IycKFC5GWloaPPvoI999/P5YvX47CwkIMGzYMjz76KKxWKx5++GE0bNgQgwcPxu23344xY8Zg9uzZePzxxzFhwgSsWbNG9LPdbhflt9lsePXVV7F69WrYbDb4/X5kZGQgISEBXbt2RWpqKr7++mskJyfD6XRi5cqV8Hq9aNSoEZYsWYIbbrgBv/32G0wmE/r06YMKFSoIYv2f//wHLVu2xNNPP40XXnghxveuV69eSExMRIcOHXD48GE89thjYrwRGQOOE3aXy4U33ngDS5cuRUpKCpYsWYL8/Hz89ttvyM3NRTQaxZNPPok///wTCxcuhMvlQocOHfDHH39g5MiROHjwIGrUqIGZM2ciLy9PjLnZs2ejXbt2uPfeexEKhVCuXDn897//xYIFC0T7EHmORCIiapZHm3LzZzQaFYSYnhH6kKC/icDSufSbSDVfgoeeOZPJFLPEkoKCgsKFjhKhaJH5iZMcIktyugauONB+OVKwKHOF7JwrkyyuepBz+mWXXYa5c+cCABo1aoTNmzejffv2cLvd2LJlC8aMGYNVq1bh3XffRaVKleB2u8VEUrlyZdx8882wWCwYMmQIjhw5goULF6JJkybQtNjlZu655x6ULVsW0WhUEIWVK1eKMg0YMECoGrquw+l0olevXti0aRPuuusuPPXUU7BYLDh8+DAsFgsuueQSXHbZZahQoQKysrLg8Xhw8OBBVK9eXShYDocDXbp0Edck8pCYmIimTZvi2LFjMJvN6N+/P+rXr4+vv/4aPXr0gMViwbhx41CrVi1MmzYN11xzDTZv3owNGzbA7/eja9eu2Lp1Kx599FE0atQIN910Ez7//HO0bNkSNWvWxKOPPoq6desiOTkZEyZMQOXKldGwYUPcfvvtmDNnDp588klcf/31mDp1KqZPn44HHngAo0aNwvr16xEOh1GhQgUkJCTEjKHCwkI0a9YMCxYsQF5eHh544AHMnj0btWrVgslkQr9+/TB8+HDUrVsXjRs3xpNPPonx48fDarWiW7duePzxx2EymdCjRw8kJiaiVKlSyM7ORiQSQeXKlXHnnXfinXfeEVGATqcT9evXR/369fHJJ58gGAziwIEDMeOWTLcOhwNlypTBG2+8gWrVqqFs2bIoVaoUHn74YSQkJKB9+/Zo2bIlVqxYgRkzZqBz585wuVwoKCiA1+sVqSpCoRCqVauGI0eOoFq1ahg3bhx8Ph8SExPRvHlz7NixA1dddRWeeuopfPnll/D5fIhGoygoKIh5Lqh8RilPiHhxgkXPDidTstLMn0E54tLoGVZQUFC4GFBiFC35hS9HIhqBmzeKMkUY+X3x63PTBydg9AW+adMmkSJh/PjxaNKkCRYsWIC9e/ciMTERv/76K6xWKzZs2CDKS87vTZo0QeXKlbF06VK8/vrrYmJevXo1evToAU3TEAqFkJSUhJYtWwr/q2g0ip9++gmhUAgOhwOhUAgrVqzAkiVLhLkpEolg4sSJqFmzJqZNm4Zq1aph0KBBsFqtGD9+PHJzc6FpmnC2j0QimD17NsaNG4dt27bh0KFDaNeuHZKTk2OcsAsLCwWx+uqrr1BYWIgWLVpg5syZQjnasWMHsrKysHz5cmRlZeGuu+5CMBhEbm4uTCYTmjVrhnfffRevv/46zGYzatWqhU6dOuHHH3/E9u3bYxzJ33nnHeHkvX79evj9fuzduxelSpWC2+3G0KFDMWLECGRmZop+GjZsGIYNG4ZgMAi32y38mUwmEzIzM3HFFVfgyJEj2L59OypWrIjy5cvj3nvvRSQSQdeuXbFz5058++23yM/PR4UKFbB69WqsXbsWPp8PkyZNgtfrxcCBA4UPWefOnTFq1CgcPXoUwHF1yufzIRgMIi0tDf369cOUKVOwe/duEYFqNpuFOfeaa65BQkIChg0bBk3TkJubC6/XKxSmSy+9FD///DOSkpKQnJyMjIwMeDweHDt2DMuXL8fGjRtRr149bN26FZ9++imCwSC+/fZb8ewcOHAAo0aNgtlsxty5c5GTk4Ps7GyRJsNms8HhcCA/Pz9GlSJiRKSKQIoVpYmQoxD5MyQHJcgfLmRKVg7xCgoKFyO0kvB1mZiYqNetWxc5OTkilxSP6OPRh9wcKL/YuR8M38/NiHKkYVE+W/xrXr6P3W6HzWZDfn6+yItEflKhUEic53K54HQ6RYRZKBSC0+mEz+eDx+MRyUZr166NnJwc7N+/X0yIFFlHJhyz2YxAICD8gnieJMqrVLZsWfz555/w+/2w2WyChAaDQTRt2hTdunXDBx98gN9//x1erxd33303pkyZIhy6aVIkX6DKlSujT58+yMnJwdtvv41oNIo1a9aga9eu2L9/f0x6BYpedDgcaN++fYzPEDmv8+z1PDLR4XAgGo2KSDfg+GT/wgsv4MMPP8Rvv/0m+iQ9PR1lypTB+vXrARyPqKS+SkhIwLFjx5CcnAy/34+CggK4XC60bdsW33//vSAMZHolB3oqP/lOWa1W9O/fH5MnT0YgEIDb7RY+Vdz3icgU/00mcABC/SpXrhyys7ORn58vHOCBk9ns6e82bdqgefPm+PTTT7F9+3Y4nU4RdCEn6+VtReBpHIDj6nAwGBT+f3xckX8hHcPHOZWbHP5pTBiBnguemJY/ezQG6Xzym8vIyFij6/qlhhc9z6Bp2rl/kZ4GIy+ADNsKFx9K8rjVdb1Y0T4lQtEycp41IkBArKkvnl+V/JLn0Wb8HHlJEvkelG6BykITNHCcONAESI7rgUBAZDMnJSMvLy9GUaIJmcgZ1WPz5s0iCtHn84nJ2GQyCfMiOUbT+ZRji4iLz+fD9u3bYbFY4HA4Yu5rsViwdu1abNy4UUyI+fn5mDRpUoxJiJzNyTzUv39/rFy5Etu3b0dBQQESExPx7bff4tChQ/D5fKKMRACB42Tym2++iUlUSiZJnhICgEh0SiSNiJ7NZkNaWhp+/vln7Nq1S5iTdV3HH3/8gf379wuiwc1ZWVlZMJvNOHbsmDCF+v1+fPPNNzGRiUSuCgoKYLfbcdVVV6F169bYvn07FixYgGAwCL/fL/zhSBUi4kH1jUajMclhZfMc9dHhw4djxiZFV3JlLxAIYMmSJVi0aJEg8n6/X5iSZYJKpIquxRPAUt/TtckXj84hVVQmZrLzvPyM0Tb5GePH8ueXP1PUTyXh405BQUHhbKFEEC0O2dFdfjHLOXqAU1/wRYXw8wmC35Ofb3RvUkxIqaDJy+l0ijQJZrMZPp9PpHcgZ2Gn0ylMj3RNCu3n6lcoFIqZQClykFQHIl28zuRwT/WiiEWex4tUGpp4iSRw52aKfOPZys1mM6pUqYJNmzZhy5YtItHnmDFjEAqFhBmJOz/zOpLfXTAYjNnHFQ5qF2p7UlKCwSAOHjyIffv2iT4gJY8IF+9Dh8MR0zayOZj8APki4zwVR4cOHfDaa68hPz8feXl5qFGjBrKzs+H3+0XdSG3lKS84mZfVKSLpZEam+/HtPp9P+MsRaaIVCKjPuFM6nUt502gs8dxdpGBRmbhDOydp1CdE4vgYofaic6mvjdYVLcq8z8GDVfgzp6CgoHAho8Q5TfBcQxyyDxZ3XJdD8mn76fJkyfeRz6NtXAXgqgHlfqKcSpTzKBgMxiTyJLMhcHKBaZq0eZ4lk8kkohWpjjwXGM/FRJM2RXGREkXqER1DkzcAcT9qr2AwKFI6kPMyVwcLCwsxffp0fPzxxwiHwwiFQsjPz8fBgweFOkLtRWUmVYruT8SBoj15BnrKb2W1WgXh4delCZ5+qJzcdErXJVWHVCcioLxc4XBYmOLIVBoMBqFpGvx+P5KTk0X+qQYNGmD16tWnEGxSA7nCRgSGggv44taapsHn88UkraWIP5/Ph4SEhJgyA4ghZTwnViQSEetpBgKBGLMxkSIya1P7UB15BCBw0qTJk8pyssSjbsnfjP7nJuvT+V0ZETCV2kFBQeFiQokgWjx7tBw9aPSijhdVyJ11400AnETx69E5VBauZAEQE3IgEIDD4YhZTodMhQCEKUpe3oauS0uskLMxTZT8K99qtYqUD3zC5Hm66J5c6aBJkOdyInMZz1TOzXdUP55Uldo9Go3i//7v/4QZVNd1+Hy+GLJBpiyeNoObIcnZn8x4VFbKPUVkhdrPYrEIxU3Oa8Wdrzlx40v9ELnj44jO4aZCIpbUFh988AF69eoliEXZsmWxb98+QWr4Mko8KhaIVRUDgYAgPkRiOPElNY2Oyc3NFaSbiCKZiqndqYzUlmRKJPJLyigAQdSpjDQm6HhqB/LRIid5p9MJm80mfrgDPCfU/JkoLsmKl7dLQUFB4WJAiSBaPJKJEyvZzEcTOykbfB8HTeY0UcuO8HQMcNLMxb/u5WsSmaB9dH9K7knmKCI3MnHiPjz0P014nEiQvxdXH4gkEHgdSN3i9+XmHyI9XNXhpJbqz9UwnuaB9vN7U5l52QlEQI0UCzkggYgH3079wusk15uTL2p73k/8fnISUrommT15u+/evRvr1q3DHXfcgfr164v+pfYw8hnkS+VwkzWViyukBL6sDREZXn+/3x9DSIk4EyklgkYmZ/Lpo77mOcV48AGZEeVx5XQ64fV6Ubp0aaSlpYkPA66k8n4gcso/WLgKKkcX0jjiZldZXVNQUFC4kFGiiJbRly5NXPRlTX5CpLCQOkIEgoMmA35NrnLQDzdX0kQiI55PGF2fT95EpOhvApnx+KLSMjgZ4kSC+/YQMZIJHJ/kORGU68bNTFQHmoTldQq5rxoRICIgZKYkIkr+Vtx8ZdSW8QId/g54WSnKkspdHNWEiKbJZMLnn3+Ow4cPo3379njvvfdiyD+NMxovZIo8XT042ZODPowUIV5mUjbJoZ8IDqlXZBIk8sLJGI++NfJrpLHg8/mQlZWF/Px8YbKUfepkZQtAjMpF9+HkjI9hIoQ0xpSapaCgcDGhxKR3uOSSS5Cfn4+CggJhHiFfGqMy0kQi5/8BcArx4ucbqS3c18cIXKngkXFArF8XV0m4UkFmOSMHbdmpW3b0pskVgPDZ4WXgxAs4uUAxOW/ThErHcmd0uj73L5Kj/0i94k7o3Ombg6doqF69Orp27YoJEyb8bUIlt40ReL9wyJGk8jkEqjtfE5LajcpApJHqTIpTvPIZKXFFHSOXm/ZxpYj6FDhOKPPy8gRxoXLYbLaYaEMiOYCxjyP3+ePmXlJVycxNdZZNwrJSLKeVoLFD9ZBJ1uHDh1V6BwUFhfMW+vmU3oEgEyKjUHAj/ynZr4pA+41IAQd3EC/O17Z8H5mYcOdpIkE0kTudThGyH4+wyGUgxYWc2mUSIatPpCzJJJC3F/eDu++++2Cz2TBhwoSYevDy2+12eL1e5OXlCSLCzUIAhNnKYrHg1VdfxZQpU07bhv9U3SBfL242jWe+NLofD0agchGhJZJC7U7KEaXZ4BGT8cyL8RDvGG7WJb+taDQao5iGw2GR7LRDhw4idYXf74fT6YxRs+K1A28v8pEjsk3l488Fbzv+kSDv43XjpItgZI5UOPMoCR/UCgp/FRfKe6JEmA65k3FR4EqVkVO7fCwpXsW5f3FBCpE8sVB+Jf6lz1WnChUqYMyYMWK5G4oGM1Jj+L3kenKFQB6E3LRD+al4mbnfGrX5HXfcgUgkgh9//FGYh7hzOakS99xzD8aMGYP09HS8+uqrGDhwoDCfcRXGbDbjpptuwv/+9z8sW7bMsI3/7Zc+RXlSeajsvE+KMgkTCabflDOLm2cpySaBov44ZP8xozrHGz/8b+pzniKC9lG6kHA4jAEDBiAtLQ2RSARNmzZFYmKicManvuQBD/Q3kSgyeXMSxxPuUjvysUPgaR44oefKMCfz8dpfQUFB4UJHiSBaRuATBBD7Zc6VGe63xJMv8gnldKBz6Dz53lwNMionAJEugDuL02TVunVr3HPPPXj99dfxySefiDJT9B7VxUgpA076IXHfLCoXKTBUBioP95fi7cGvXapUKXTr1g2zZs3Chg0bhF8XmdKoTF6vF5dddhmWLFmCkSNH4uWXX47xjeJlBYA+ffpgxowZ8Pl8p9zTiGQVRTZPR8pIgeF9Rsk+T6dkArGqH0+PEQwG0b17d0yaNAmJiYnCt45HK9L5RmSOm2zjKa1yGfjf3LRHDurkyxgMBtG5c2fs3bsXn3zyCcaMGYP7778fuq6LSEJuFuTqFv8AobKRSsfJGX+uCLLfllwfI/O7TLpom1JYFBQULhaUCKLFX+iUIoAmKh4lRcfy/08Hfr5MoIoqD4EmBCN/LwKPwKPfRIgaN26M7t27Y8yYMcjIyIghMsUhgSaTCV6vF08//TTKli0rykaTPhBrGuXtxEkEEQRaKNtqteKWW27BvHnzkJeXF2PelHHjjTdi8eLF6NatG0aOHAmfz4ctW7bELLlCaRa8Xi8yMzORl5cXMwHL7Ur//9MJ18h8FwqFxLI8p4OmnUydwM1at956KxISEkQKBQ45IlOugxFx4jhdHinum0WEiedqczqd6Ny5MxYvXowGDRpg5cqVmD9/fkz5XS5XTN40Tqx4uWhM8Jxl5JMnO9BTXeOZ82WzPvfrk1VopW4pKChcLCgRRAs4lThxUsRNJ/wlTwoWvchpUuR5pIjEccWhuKRLJk98O99GUXhy2UuXLo2BAwdi5MiRCAQCQjWwWq1wOBynlMvIxJKQkIBXXnkF06dPx6FDh4RaRuSKJjROoq688kpcf/31IhEmlZlIBZnaOnbsiAULFsQ4Q/PjqO07dOiAn3/+GUePHsWRI0fgdrvxv//9L8Z8RASyR48e+PTTT09Rk/7JxFoUGSO1h8pOkXdlypTBvffee8p1jEgCqX1EBJo0aYL27dsjPz8fCxcuFIlqqb7koyaTCf7D25z3KSce8cpE4Dm3iNwBQO/evTF9+nSEQiHcdttt+P7777Fv3z4AJyNb8/PzTzH3ASc/aij/Gw/YIEJH6Uq4Iz3VgdpIVpXlCEfqGzqfp1yRIxgVFBQULmSUGKIFnJz0NE2LyZpOk4W8LpusDFitVjFB8ImNT1LyFz35wVCEFU0ynDzxZKZkquLEgac4IDJls9lwzz334L333kPZsmVRr149uFwu6LqOK6+8Eo8//rhQwhISEtCrV68YMwuV+4EHHsDkyZOxf/9+lC1bFnfffbc4Rm4Dj8eDuXPn4oknnkC3bt3QrFkzlC1bFmXKlImJRCPlStO0GBMj/01lqFy5MjIzM5GamopAIICUlBRkZGSc0nd0vbp162LZsmWnqCf0PxFCKj83nxJp5uWk47jpjJOHwsLCmEWaaR3IjIwMXH755ahYsSI0TUOnTp1Qq1atGPXRbDYLUxvBZDJhwIAB+Oyzz1CtWjX8+OOPMbnbqPxElrhvF9WHt6HJZMJll12GTp06ndJWsmmOj28iJ3xBcUrhUKdOHWzZsgV169bFpk2bUFhYiK1btyI/P18sJk7XorLJ2d2N/Bd1/fjKBtx8yMeC/PFDHzPkO8b7hIgVbwcAwrFfVgkVFBQULlSUCKJlZG4AYp3B+ctb/qFz6G9OWIpSUuiaFCVIOboKCgpEZm+v14u2bdvCbDbD6/WKyDpSBLjPVCQSgcvlEv9XqlQJl156Kfr164du3bph0qRJqFChAgYOHIi33noL/fr1g8ViQVJSEm677TZUqVIFlSpVwnPPPYcaNWpA13V8/PHHWL9+PTweD55//nn89ttvSEpKiiGlpGS98sorCAQCuPfee7Fv3z4MGjQIY8eOxZgxYwRBo4k7ISEBfr9ftAX5eQEnJ2K73Y7rrrsOx44dQ8eOHZGeno7MzMyY9AYyiU1OTkZ2dnaMusNNUnXr1sVzzz2Hp556CrVr1xZ+ZampqWJiNpvNuPLKKzFx4kT069dPTPrcjwoAvF4vHnvsMdx2222oU6eOqAM5xj/66KNISEjAQw89hMTERGRmZmLEiBFo27at8J374IMPMHToUJHCISEhAXXq1EHz5s3x5ptvCuLGlcGkpCT07t0brVq1gsViQUpKCurXry9SIyQlJSEtLU2QsdzcXLRq1SrGLEf3I6f3ypUro3fv3oIgUT9R+9A5PXr0QFJSEu6//34MGTIEa9euFQtpu1wu2Gw2XHrppbj33nvFWpP8OeBmRLoXX0nByKzJn0G+/3QqpZzOgT/XStFSUFC4WFAi0jvI5g2KmqIvaTkJIk08ckJJglHennjmGboefZ07HA4R6m61WjFs2DBUqlQJgwcPRu/eveFwODBo0CBs2rQJO3bswMGDB2Mi3YikAYDL5cK3336LY8eO4corr0QgEECZMmWQkJCAoUOHYs2aNShVqhT27t2L1157DdOmTcOWLVvw8ssvY9++fbBardizZ4/wfSosLMS6devg8/kAICYyrlatWujevTuaNWuGpKQkPPjggxg3bhzq1auHefPmIT8/H9dccw0aN26Mbdu2YfHixXA4HLjmmmuwbNky5Obmiug6UhuqVKmCSZMm4aabbsI333yDW265BWPHjsXgwYPRsmVLtG/fHjk5Ofjkk0+QmZmJmjVrokKFCkhPT8eRI0diMtJbLBbUrl0bt956K8aOHYv8/HyUKlUKmqahb9++uOGGG/Dcc89h27ZtGDRoEGrWrIlgMIiFCxeKIAC+KHRKSgreffddLF++HE6nE/369cP48eNx2223YdKkSQCO+2/t3r0blStXxn//+1+kpKTA6/Vi+fLlaNOmDfr06YP58+dj2bJlSE9PR0ZGBho1agSr1YrXX39d5KQiM6jdbkf9+vVxxx13YO3atUhPT0fPnj1xySWXoEKFChg0aBBuvfVWNG7cGMeOHcOIESMQjUbx22+/4fPPPxf9pWkaLrnkEqxbtw4pKSkYPHgwcnNz0bdvX/z444/Yv39/jApE7ehwOPDwww/jgQcewO+//4527dohMTERiYmJ8Hq9mDJlCmbNmoUGDRogIyNDqE30rBCBJuJlZEYlGJEoGuPFeYbpI4kTKn5P5QyvoKBwsaBEEC3gVMdi/vXMt3G/E9ov5+aRJwOZoHFzDc9JRYQrGj2+Dpzb7Ub58uXxxBNP4IEHHkDdunXRvHlz1KpVCzVq1EBqaireffddfPPNN0JxoPtFo1E8/fTTuP/++xEIBLB27Vq8/fbbMJlM6NmzJ4DjE2goFELz5s0xZMgQPPPMM1i7dq1Y4y4UColrJiYmol69eqhbty7Wrl0rVDhyfB4yZAhGjhyJ+vXro06dOujduzfuuusu1KtXD9OnT8eyZcvgdDrx7LPPYubMmYhEIti5cyeOHDkiiJWun8x2brVakZSUhA0bNuDLL79EKBTC7Nmz0bt3b/Tp0wejR4/Gzz//jK1btyIvLw+hUAgNGzbEjz/+iDJlyuDgwYOiL8gUXLVqVWzYsAF+vx8mkwlZWVnQdR1ZWVnYsGEDMjIyUK1aNQwaNAhPP/005s2bB+DkuoCkVF155ZXo168fNE3Dvn374Ha7EQgEcM0116BSpUoAgDFjxmDYsGFISUmBzWZDpUqVhIlQ13V07twZs2bNwtatW/HGG2/gu+++AwDs3LkTCxcuFIthB4NBkTMrGo3i7rvvxqhRoxAOh1GzZk107twZn376KXr06IHJkydj3rx52LJlCz7++GOYTCZUq1YNlStXxpIlSxAMBlGjRg289dZbSE1NxQMPPID8/HwkJCSgVKlS2LRpE7Kzs+F0OpGbmyvygwHHSVZSUhJWrFiBjRs3wmw2Y/HixRg+fDiaNm2Ka665BpFIBH369MHcuXMxd+5c8YwYkSCe602OFiyKDMn7OJGj/+P5VMrPo4KCgsLFgBJBtOjrlztQc5Oc7DgsTx7cGZf78PDtdB9+PTq+sLAQTqdTRKvRBOf3+7F9+3YMGDAAP/zwA8qXL4/du3dj+vTpMJlMqFy5svBxIlMPEaNgMIijR4/ixRdfBICYpJo8yq1jx47o27cv7r77bhQUFIgklRSZGAwGUbFiRdSqVQtPPfUUtm7deoqCBwC1atXCE088AbPZjKVLlyISiWDlypUizQFN1F988QUOHjwIm82Gxx57TLQpdwintj5w4ACWLFkistEDwKhRo7B161ZkZGSgUqVKOHbsmDCnzps3T5j3uCmKlLJFixbh2muvxZAhQ5CUlITp06fj999/R+nSpTF79mxUrVoVtWvXxq5du/D555+LRKHAcQd0u92Oxx57DNu2bUP//v0RjUZjMqFHo1GsXr0aNpsN8+fPBwC0bNkSZrMZ999/PwBg9OjRKCwsxIoVK9CkSRNkZGTA6/UiHA5jwYIFyM3NxZYtW0RQBfUlJZetUaMGfD4ffD4fqlWrhrZt2wrT7kcffYRoNIr3338feXl5KFu2LJ577jkMHjwYZrMZ9913Hw4fPoz77rsPGRkZaNGiBfr164ft27cDOK4gWiwWZGVlxZAst9uNgoICAMCMGTOEL2FOTg6effZZmM1mTJo0CQ6HAw0bNsQ111yDyy67DD/99FOMnyN3SKfxZ5Q2hUcRGgWMUJ/yZ4pD9qHj1493TQUFBYULFSViCZ6EhAS9fv36OHbsmIgYJNJBkwInWJxocf8s7iwtK1h8cV1eZ3JspuznpO5QUkhyivd4PDCbzcjKyhJ5inhmbT6h8agrckgOBoOwWCzi+gkJCcjOzsbEiRMxbNgwUbZAICAiwHgmeKorvzYRtnLlymHAgAF44YUXhK8ZJ2JGuYzoOLPZHLOsD5VDPp6niOCqBSkZPKcWz5rOFUMAQiX6z3/+g88++wyXXXYZPvvsM/z+++/Cwbps2bLIysqKcZimujscDhQUFMSYh6mP5Cg7Kn9SUhKaNGmCpUuXAojNig5AOIrT4sycjHCncJfLhSeeeAJ79uyB3W6H3+/H4cOHkZ+fj3LlyuGaa67Biy++iMzMTITDYaSnpyMlJQXr169Hq1atsHnzZuTn54trv/nmmxg1ahSys7NxxRVXwO12Y9GiRfD5fMKHy2azwefzwWKxiKzvNpstpm1o3JNJ0GQywefziQAPnl+N/837mvcpX9aKEylZ/aXnh6+3yCMVefoPeczYbDa1BM9ZREl4zyso/FWU9DQw+vm2BA9N8twhmtSRePmmjEyHNDHySYf20X3i5T8iFclkMqGgoCAmu7rP5xNkjiZpUuGIfBBxocmLJsBQKCTMnjRZ5ufnw+VyYcqUKSgsLBTkgcpJeaBISdH144lDfT6faCsiY7m5uXjhhRdEWUn94WZAk+n4Ej6FhYViTUI6n7cTqVFE5OToQU5OCgoKhO8UKWJOp1PUhZNBCiCg+/3vf/9DUlIS/vvf/4qIPqoX5RuTSR21IY/upLHBoz45US0sLERWVhaWLl0qyC4nyMDJXFzcHEv3pesBQPPmzdG5c2f8+OOPGD58uFAfgePRjosWLRJKVDgcxtGjR7Fv3z44HA6sWLFCXJeumZWVhezsbNjtdpQvXx5Lly4VpIWuW1BQALfbLVQ0p9OJQCAgiBX/kOAkTI5+pHvz1AqyybwoHywO+bnhSij/GFDqlYKCgkIJIVpySgHgJGmSX9bkD8KVLk60uNLFz+OTgWwiAU6G5XOSRiSJh7vTueRHxRf7pe3AyRxIfr8fdrs9xocFOLmY8aZNm2AymYSCwTNyU/3JJOn3+4WzPnAyv5LP54tJU0HXKSwsFPeha1KuJCJe5PvE28koNQP95gRLVt4oYpPak7YTgSGSBQCfffZZDOklAsuVJE6IqT/oGkRAiTgRqaPfPDoRQEwCU7oXXZ+u5XA4YtI4cEJByxRdffXV0HVdkGdS06xWKwKBgFjH0mKxCAJHiiG1H5nK8/LyEI0eXzy9TJkyyMrKEvWlhdWpf4n0cyLo9/thsVjgcDiQn58Pj8cjtvFxLJvMadzTc0RBI7zt+QcDf374uJDBfbU4CabjeVRxcZL1KigoKFwIKBFES9M0EelHqhZXtoxeytyMGM+xlkdY0eQqg5QdTvaIoBDJ4uUhlYMmS5rUaXIi1YDIECcQ9D9N+JzAcFMQLydNmHzhZiNQWUn94ooHnxSJyNF27hBN5ePgZdQ0DX6/P8bExCd+Igak6BD4otfUL0ZRb/yeRqoJlZ2uydtWLme8OvB+5LmdqG68Deg86oPCwsIYvzFOhDlkx3JSZ0lxo+s7HA54PB40bdoUK1eujMniTuSHk0i5H3mSURqvdA59JPAIXRpHdG0aK0aO8LytAZyighl96PA0EdQ+/Dk2up6CgoLChY4So+vLOa+MnN75vr+CeL473IxiBO4oTkoR+XJxHzCHwyH28TUCuXlKRnGiroyO4deTiUZRx8o4nYlIPpcfL/9Nk64RceMmXJ43Kl7Z/o5NPl7ZqBzyj9F2fr6RozdXSo1ySsXrT34ejQ8iPjNmzMCIESPQuHFjbNy4EQUFBSKK1Ii88TYlEkOmdV4HWZmVc2RxFZfIGv/hbUD343/L1zU6jsg0z9NFbR3vuVZQUFC4EFEiFC0Z8iRjZOqT98mQI6r4sfIkwb/ei1JdyFcnEAgIMxNXFHjZjUwnfNItqpxyOQhGkxP3S+MTqVFbxSNjRZEbmYTwbbJ5kcDNlURI+X7u12Z0byO1K14Z5WOLM4EblVu+vlEZ4pW3qDYkfysaC+SDFQ6HsX//fjz++OPCtCpHpAKxY56b5ui+8lgqDopSE+m6dBzdV/a7kseykZmfr67ATcQ8AazC2UFJdypWULiQUSIULfoClycOI3BCFO8LnP6nL+l4x8kwImJcqSFSRP+TasAzxHMTCd3XSEnhdTGCkUnqdJO8fJ+/+3ItTvkIpNpxlYqbE2k7908yKt/piNVfIVBFgfrTSAU7XXnitT/95n1G2ymSlNZgpG0Wi0X4aJHZnNSseOZyo/twcHO6DP4ccCVXVva4H5d8bdlcz9VUo48a3ta8PSmIREFBQeFiQIlQtDjRIsiqU7xIQXkb98uiCYB/bRs548rHyAoJ98fiKSC4vxCtKcf9t2Tnexmys348xDONycTK6FjZR+vvIp7yRHXkaQN4vXmqCMq2H8/v6HSI538VT9EyIlDFuX5xzVoyaZbPp/+5YzyNL4rW5IpoJBIREZvxCFO8SD45kS+NZ8rvxp8nUkDpY4T3F68HD0ggyMov38afN35dI2WwOKZzBQUFhQsBJULRAv6a3xX/opaTktJ+fj2ulsX7+o4HmkRsNptImVC5cmWkpqbCbDYjKSkJtWrVivGXAo7ni6I1COP5UPEJkJMCI9VFLie1gcViEb42/Jx494xXv9Ntj+fTVFhYiIoVK+LGG28U+6g+VD46Djie4X7ChAkxSU3j3c8I8cphdJ14/ljy+acjavGuYVReozJRRCORS+ozivzk60UaLVoug/uI0UcDPQfcoZ6PedrPFSnua2XkbyUTJe7byEk2gZeD7sXTsxTl36WgoKBwoaLEKFrASYdhWd2Kd05RKpcMPilws6C8zQhkEgyFQqhWrRqeffZZvPTSS7BYLOjfvz/y8vLwxhtvIBKJiGSdlDqBpxUwupec4oDvlyO84qkA8jp2RSkJcr2NIPtiFXVceno6brnlFiQnJ2Px4sXIzc0VPlpELHhd27Zti6SkpFOUQ7mMxSlfvO1/RZWSr/dXTa6nO5b8r8ivr0aNGti8eXOMeZmiBK1Wq0gbQU7z8j3ksUGEhhN2+l/OBM/LxM8tquxcpeLghJr+l/dTAAm/P49CVDg7GDly5LkugoLCOUNJGP8l5rOSHIGNVKd4/h9yrikgdpkeOVILiFWM+Be6DDqXJolAIACv14uuXbti27Zt0HUdvXr1wtatW/H9998jFArB5XIJfxwiG5T/yEgF4WXk++WyE4wUFVovkWe8l1WDeD5sspJjNOlyFYITGSJ3Tz31FD788EMRHEB9SUSBk0dd19GpUydMnz49pt7xIKt78fyk/up+mbgUpd4V5xpFgcyjDocDo0aNQsWKFWGz2dCjRw8kJibG+P5x53G5PDLkcUsrEPBIQoL8HFDfUb14/Wg/XUv2b5QJGx9jRBbpHP7BJJeV8swpKCgoXOgoEURL13WR34e/kMPhcIz/iDwp0oufJg1yKKbjuRlDjt7jZIz8Veh88rWiyYKipDp37oymTZti2bJleOaZZ/DTTz8hLS0Nv/76KzwezylJMU0mk8hvRfekBKeapsVEpFFSU/KrKUpZ0fXY3Ex0X9rG60rXoG3clEdtxxURfg8eks9JJ6F+/frIzc3F0KFD8fbbb4tEqKTicMKn6zoSExNRunRpfP/99zH34ikx5Imc2oz287bk5edtQv0v97dMLmUliwgFN+Xx87jCQ+3HU3jQcWTG5ffp2LEjcnNzkZmZiddffx0ZGRnIzs4WCWN5HWUTMXdcJ6WKjxWbzQan04nu3btj/vz5cDqdACAUMu6bpWkaCgoKYsYj7aM6ulwueDyeU9qXnyOPK2o7btLn4PnLlH+WgoLCxYQSQ7T4BMijo4DYxJDc78RoYgJOjdiLp1rRPlq2hCabUCgkJiAyfyQmJuKBBx7AqlWrUK5cOezatQu33HILpk+fDrPZjLy8vBjzCJE8m80mnOiB4wqH0+lEJBJBOBxGKBQ6ZVkVyn7OJ36acKm+RLLIXMmXseF+YZxI0aTOnf552bjyQeH3XJHgkYXRaBR9+vRB7dq1MX36dPz555+CZFFUHS+r2WxG69at8cMPP4i8Y3a7XRBcIid0Ds9YTw71fOkduq5RIlmZUPH6UZ04maLttOQQOarzutN2+WOA7kl9RH581D+apiE5ORk9e/bEhx9+iCFDhmDUqFFYsmSJSOxKWeWpHnRdXk+KbuXtTwQsMTERU6dOxe23346+ffvGLIjtdDpFm4RCIYRCIdEedrsdVqsVAwcOxNVXXw2n0wmz2Yzbb78dr776Kjp37izGoM1mg81mE0otBTXQOONmSnpGZRVMVp0VFBQULgaclmhpmvaepmkZmqZtYttSNE37VtO03078Tj6xXdM07Q1N03ZqmrZR07SmxS0InzTjffFykkXHyYoXHSeb0WTFhv9fUFAAp9N5ipNwMBiEzWaD1WpF+fLlUVhYiFmzZuGWW26By+XCq6++GrNUCs+6res63G53jMr1+OOPw+v1IhAIxCSlJBNj/fr1Ua9ePVgsFtSqVQv9+/fH1VdfLSY2Ms1UqlQJiYmJMJvNqFGjhshWToSKL3VD2wHEOCVzsx6fFB0OB2w2m/CxIpJBUYPUNk2bNkXXrl3x7LPPIiEhARMnTkSDBg1ijpFNTddddx3mzp0rEnMGg0Houg673R7jyyUTKE4q5Trx9qbj+X632y2iRImskO8YHycWiwUul0scR0SHCB+Z5Og8IotEdohwUV9RvzqdTtx0002YPn06atasiQ0bNuDYsWOCyJHyyv2riAiS0nXfffeJRc6j0WhMCojq1avj448/hs1mw0MPPYS8vDyRIR44vvQQrX0IQChnZrMZqampeOihh7B3715UrFgRfr8f4XAYs2fPxuLFi0Xd6KODng0aCxaLRfxwsyGZHY3IlNxPZwNn6x2moKCgYITiKFrTAHSStj0J4Htd12sC+P7E/wBwHYCaJ376AZj8VwvEo6eKiibkX8fcRGgEoy9obgKi5UvIn4omY3Jsd7lcmDp1Kp577jkkJCTg0ksvxZQpU5Cfny8UMfLLqlq1KhwOR4xTMuWPWr58OVq2bCkmK5owHQ4HbrzxRvTt2xd33303rrvuOixfvhwOhwNdunTBzTffDJPJhFKlSuGNN95Anz59MHz4cLz44ovo3r27ICvyEi/Unl6vF7Vq1UJKSoqYcMuVKxfjSwZApCHgpkgiiTTB22w29OnTB926dcOKFSuwa9cutG7dGiNHjkStWrVi1mykxauB4+pJamoqDh48KAgYJyTASfLL/YboXE68qP+IEMnkigiBw+FAv379YhQn2Tmc/qbUCg6HI8ZESGUj8zaVh6dk4NeicyjKUNM0tGjRAqtXr8batWtxxRVXoGnT43N3lSpVRHmdTqdQzQgUgdinTx/YbDZ4vV64XC74fD7YbDa0aNECb7zxBnbu3InBgwfjyJEjMQovRb0ScSZFzGw2IyEhAW+++Sa+/PJL1K1bF4sWLYLT6RTJVOfOnYtFixYhEAgIJYzGBClhQGwkIn+2qL/iKVdnWdGahrP4DlNQUFDgOC3R0nV9KYAsaXM3AB+c+PsDADey7dP141gBIEnTtPTiFIQ73crOu/x/WamJ5zjOzYxyyDntp0mXJqBAICDMejS5OJ1OjBgxAtu2bcOuXbvw+OOPY/Xq1Th27BiuvfZatGjRAjNmzECPHj1w//33Y9KkSWjYsCGuuuoqWCwW4S8TiUSwYsUK7NixA82aNcPChQsxdOhQ1K5dG2PGjMF1112H3NxcZGVlYeTIkejYsSMmTpyIkSNHon79+rDb7ZgwYQLmzp2LcDiMOXPmICkpCW+++abw0+JJIKk9q1evjldeeQWjR4/GE088gRtuuAFNmzbFTTfdBAAYNmwYBgwYAJvNhiZNmqBUqVJISEgQJkyehsFisWDcuHHIzs7GlClTcOjQITgcDtSpUwdlypTBsmXLYLPZ4Ha70bNnT9x///1ISUkBAHTu3Bnff/99DIkhUmG1WuF2u+HxeGL8gCpXrgwAqF69Op5//nlUr15dqElk/iJlyeVyoW/fvnC73bDb7ShdujR69eqFPXv2CJ8xMuW1bNkSI0aMEMfee++9eOGFF/B///d/uPfee2PINje5Ejlu2rQpJk2ahKFDh8Lr9YpxydM20Nht2bIlypYti/LlyyMUCqFfv3644447cO2116J///6irX0+H+x2e4yvXjAYREJCAubNmweLxYK0tDSULl0aCQkJqFy5MoYNG4ZNmzbh9ddfFyoZmatNJpPIycVzl5F/4HPPPYe33noLnTp1wuzZs3HkyJGYRKo2mw35+flISEiI8X/z+/3Iz88XC2XLz6QMrhzz5/Vs+mmdrXeYgoKCghH+bnqHMrquHzzx9yEAZU78XR7An+y4fSe2HYQETdP64fgXo+GagNysRS9oIH4EFr3QZUdi/pLn/jvc74v7LQUCAeGX5XA40L9/f0yePBmjR4/Gs88+i9GjR2PYsGF4//33kZycjMaNG2P06NGoWbMmGjdujK+//hpjx47FvHnz8PDDD2P69On48ssv0blzZyxduhQtW7aE1+vF2LFj4Xa78dJLL2HXrl2oXbs2Fi9ejK1bt+Lqq69GRkYGvF4vrr76aqxevRp16tRB48aNkZqaiilTpoj6DR48GB9++CEyMzOFnwz5SZlMJnTv3h1PPPEELr30UmzevBkDBw7EddddhxEjRuDGG29E79690blzZwQCATz66KMAgOeeew7bt283NLU+++yzaN++PV599VVs2LAB3bp1w5IlS7Bp0yZEo1E8/fTT+Omnn9C6dWuMGDECOTk5sNvt6NKlC2bOnCnUKU6yKlSogEmTJmHatGnwer343//+h//85z+YN28evF4vKlasiAULFqBv375YtGgRbrnlFtjtdjz44IMIBAJIS0vDpEmT0KhRI5QuXRq33HIL3nvvPSxatAitWrVCcnIycnJyUKdOHfTq1QuXXnop0tLSYDKZ4Pf78cknn6BZs2aoWrUqPvnkkxhnc+Ck4mYymXDnnXeiUaNGmDVrFpKSktC1a1d89tlnqFu3Ln799VdxPPn59enTB++++y7++OMP+Hw+JCcno1mzZmjWrBnat28Pv98fY0IkM6XH48EDDzwAn8+HDz/8ELfccguSkpLw22+/4fvvv8fgwYOxfft2zJo1C0ePHkWZMmWQlJSE9u3b44svvsC+ffvg8XgAHF9w3O12IxqNIi0tDRaLBc2bN0d+fj7eeustZGRkwOFwID8/XyiXoVAoJtEqpTehZ5US99K4MApCMCJT/OPnHONffYcpKCgoxMM/zqOl67quadpftgPouv42gLcBwOl06uQYzPNoyaYUoOhlRmj/ae4r/uYRgsDJycRkMsHpdOKaa67B/PnzkZycjLS0NAwdOhR5eXl48cUXMXnyZPz66684fPgwypcvj8mTJ2PatGlo2LAhRo4cCafTifnz56Nu3bpITEzEVVddhSNHjmDt2rXYtm0bnE4nQqEQFi1aBLfbjUceeQTLly9HZmYmEhIS0L9/fxQUFGDmzJm47rrrkJiYiFdffRUHDhyA1WrF7bffjkAggEqVKsHpdAp/J+5Tpes6KlWqhNTUVPz555+4+eab8d1336FRo0bo1q0bvvjiC+zYsQMVKlTAsWPHsHHjRkyZMgWZmZkx/kLAcTKcn5+Pu+++Gzt37sQvv/yCH374AQcOHEC3bt2QkpKCrKws1KpVC++88w58Ph9GjhyJYcOGITExEXXq1EHlypXx1VdfiXY3m81o2LAhhg8fjlAohA4dOggT2jvvvIMWLVpg69atePvtt9GiRQts2rQJLpcLpUqVwptvvolIJIIrr7wSPXv2xODBg9G5c2esWrUKubm5mD17Npo1ayZIQHp6Olq0aIGXX35Z1MfhcGDYsGHYt28fgsEg0tLSkJ2dDZvNJvzcuPN37dq1YbFY8NZbb8FqtSItLQ1t2rRBlSpV8OCDD2LGjBk4cOAAJk+eLKJN9+/fj1WrViEYDKJSpUr48MMPMXXqVFx11VWCqJA6FwwGBckZMmQIvvvuO6xatQputxuXX345Bg0ahHA4DJvNhooVK+Ldd99Fx44dUaFCBVSvXh2lS5fGO++8g0OHDqFs2bJ46aWXUKtWLUyZMgXffPMNrr/+egDATTfdhOXLl2PcuHHw+/0AINTb/Px8Yfqm54X7aNFv2fGd/udLUMngvpLxglPOBf6Nd9jfOV9BQeHiwN8lWoc1TUvXdf3gCVk948T2/QAqsuMqnNhWLNAXfTyneDnqkKte3CzClSyj68RznKbzNU1DTk4OvvrqK1SrVg2PP/443nvvPWRkZMBqtSIzMxN9+/ZFNBpFpUqVsG/fPgQCAUQiEezfv1+YaQoLC7Fv3z4UFhbi8ccfF2ZESiNBykn58uVRq1YteL1eZGVloVOnTrDZbPD7/QiFQnjvvfdE2SKRCNq1a4effvoJH374IfLy8sT1uL8Vhf6/8sor6Nq1K44cOYJZs2YhNzcXP/74o/BZysjIECrK2LFjT3Fgp+uSE3hiYiKWLFmCjh07YteuXYhEInjnnXeEQ/THH38MXddRpkwZHDx4EKFQCA0bNoTD4cCHH34YY4Zs0KABatWqhb59+wofKLfbjdzcXJhMJqxZswYDBw6Ey+XCL7/8gp9//hmpqakYP348Vq9eDZPJhA0bNmD58uWwWCyYOnUqNE3Dhg0bAAA//PCDSBqbl5eHGTNmIBAICNPgXXfdhXXr1qFOnTrYv3+/IBhEgMjkSGPkhhtuwKZNm2C1WtG0aVMcPnwYzz77LOx2O2bMmIHs7Gw0btw4JsXFqFGjRN2ysrJw22234dChQ9i6dau4ByUz1TQNfr8fdrsdeXl52LdvH2w2GwKBAI4cOYJSpUrhzz+Piy00NumczZs3Y9y4cXA4HOjZsyecTieefvppJCUloUePHpg7dy6mT58Ov9+Pr7/+GqtWrRJqFY39UCgEj8eD3NxceDyemES9AGJ87mjskvLHIw2LWvhaDsQ4hzgj7zAFBQUFGX+XaC0A0BfAyyd+f862P6Rp2iwAlwHIYfJ8XJDzLKU4IKICnCQ/3NTAo+eA2Nw83AeLrksvdf6S58oW9yPh+YRIsVi5ciVWrlwpTE12ux3BYBCFhYXYu3cv/H6/IChkhuRki+5F6gGF89eoUQODBg3Cjz/+iN9//x2bN28WBNLn8wkTIF9HEAAWL158SlsAsYs5U1kOHTqEqVOnxpBTIlmc9BiZcqhdeaSd3+9HSkoK8vLyUFBQEENuAWDhwoXweDwoLCzEa6+9Bl3XsX79erRp00b49ei6Liby2bNnx9wzNzdX/H3gwAE888wzoj8B4NChQ8KhXtd1FBQUiLrz/qe/iTRRO9J26ss5c+YgHA7D4/Hg0KFDMeSKVBrq7ylTpqBnz56wWCz4v//7Pxw5ckSUg9rzxx9/PGX80bjy+/2ivCtXroxRC4nM0P3/+9//wmw2IzExER06dIDP50PFihWxd+9eAMD7778Pl8sFv98Pp9OJLl26IBqNonTp0li9ejV+//13WK1W8RGQl5eHRYsW4Y8//kDlypVRtWpV0cc0ZqmtyCeNB6TI5EgmUESw6PmhSFy5fXhqlnOMf/UdpqCgoBAPpyVamqZ9DKANgFKapu0D8ByOv5xma5p2L4C9AHqdOPxLANcD2AmgAMDdf6UwfMIGTmax5iSAlCs6Hjh1UWkCX2pE3scnDR6mz9Wuu+++G1999RVatWqFzMxMBAIBeDwe4Vdjt9sFyTKCnLeJ1IHCwkI0aNAAgwYNwkMPPQSz2Yz69esLAkaTFaVtkNtFbrN4kxYvFyelXA3k+4384LiPG5nLbr75Znz//fcxbcz9i3Jzc/HNN98IYpObmysmbapbbm4utm/fHrfsRODk/fL/Rik95LrzfXR8OBxGdnY2UlNTsW/fPrhcLuTn54v25z5HFIWZnZ2NDz/8UBAxTh6K+p+XQ/ZlktucfxhEo1EUFBRg27ZtWL9+PXbt2hWTnDcrKws2mw3Z2dkixcPmzZuF+dXv98NisWDnzp2YMGECTKbjCXQPHjyIvXv3wuVyoUWLFvjmm29EmgaebJQ+QOijgef0ovLx1BS8zkbL9/BUHGdzCZ6z+Q5TUFBQkHFaoqXr+q1xdl1jcKwO4MG/Wxj5Rc4nLCNyQDAiIfzlH89BnkAJSyl6jcL858yZg0aNGuH999+H3+8XJIIiw8gPhxNBIzMlTWI8Eenll1+ODz/8EFarFUlJSThy5Ajy8vLgcrkEKYmnNMng/lQ8NQInpQQ+wcntbASeY8vv92P16tUwm81Ys2aNIBzc3Ej3o/QHcqoOfk8eJVlcFEUsi3MuR05ODsqUKYP9+/ejRo0aQgWidiPzGI+EpHpxFbQoxHMI5wlHjfYTfD4fNmzYEEPgaAkbIvxUlmAwKBQxnvOKzIKULiI/Px+6riM/P1+QrIKCApHElaIUeUAA1UVWsrh6Rf/Thwsph8Cpa4me5ajDs/YOU1BQUJBRIjxSuTO6/LVML3xZnSFlhF7m8o8MHlIuTx5k0qIoK5qctmzZghkzZiAnJweBQECQDnLcD4fDCAaDMWU1MovQPWjiCoVC+Oqrr3DTTTchGo3iwQcfxMKFC+FwOMR1KadXcSZzIzVHVnqobER6ZCfmeCYd3jeRSARff/01FixYEBOkQIob/01JSDkBJDMVJ5+ng+wzZrTNqNz0P783/5+y+ScmJsLpdKJatWrYs2ePUBLJP4mS0HJCQdtlwiGDj1Gj/UVF0tJ2ymtFPndkDqUcbtxEbTS+/X6/WD0gNzc3htwlJCTA7/eL4A8qJ0UX8nEijxmuesn9w02mvK7yc6KgoKBwMaBEEC3g5KK4QKxJUE7RwBUWIFZxkX9o4uAkgm+TnXi5gkHrG1IuLFJg+GK5tP904JMg5WfKzMzElClT8Nhjj2HevHnC94bWViR/GT4Zyz+0nSC3i+xXY0S2+HJBRvegduSZz+m6pBpyEy0dTz5HRkSDridHlBrB6Fy+jfvAne4a/LhoNIpDhw6hTp06qFq1agwxoGScwEklhlSsSCQSk3mf319We4oTAWvUp/zetGROOBwWpkAae1xx4mtz8o8TKmdubq6IHqT7+P1+JCYmwufzifOoP2W1zahs9CHAj6X7GiURlv0EFRQUFC4GlIi3HTd38QmcHHP5cUbRhEbbZD+jonycKFqPJlKLxSJ8r3RdR15enljKhY6jSYSbKOOBJiPu1B6NRrFjxw6MHTtWmFpoyR/u/B/v2kYqj1xfbkrkxIT/b6RGcMiqDSk65D9GdaHIRFK+aBKWTZq8vMUhSKeru0w05fONAh+oXgcOHMDll1+OChUqYOTIkaJORKA5ieFjk/tJ/RtpCuL1JY0ZIlukCtGag3xNw4SEBBw7dkxEBvr9fqEQU3nJIV/XdTidThGAQn6HZLYGINKc8GeOO7zTs0LX5c8Cv5+RAz2NCwUFBYWLASWCaAEnfXtkx3faJjtz035ZRTDC6QgafckT4SJCEQ6HxeRDJItHJRoRKLksVF4iaARdP7nGHylYlCgVQIxyxq9lVDdOmuSJn7dPUSSKk11ZLeNmJFKi+NqDZNaSVarimNb+iq9OvPqf7nijoAng+BqXQ4YMEWv80fqTlG6ByAaZ7+h8vqIA1dOITNK9ZcJb1LEctOA3j5akts7NzYXD4YDH40E4HEZ+fr5ISko+XDx5LXDcb87tdottmqbB4/EgLy9PqFhEKnkqB6ofH1u8XkZ+j9wNgPqYk9wSkLBUQUFB4axAKwlfli6XSy9TpgwKCwvh8/lQWFh4yoTNyQQ5+8qIR0r4dvk8OdqOyE8kEhGO8eQgTYkryazHFRP5fkb356Yecjgm0gJALPNiMp1c1FiepGTIvkd8cuNtJitYRZVdbjMqB5ErXl6ja3PEMzkVd9zFI0kErjzxssv15GZYfl5hYaFI38Cj5TjJ4SlHqF94n8YjDUYKW1FtZXQ+j2Qk3zcyL1PQBvUDkRtO/MiPi0x6pDoWFhaK5Yv48jwUgMHVKJ6MFIiNLJSVV36uTPL5+Pd4PDh8+PAaXdcvPW1DnAfQVMJSBYWLDrquFyshYInx0bLb7dD147mayDTCkyHyzPGymYx+yMGazi2uWYfuwxWKcuXK4ZJLLhHl4v5NAMTiw9y8IvtTGSk6KSkp+OKLL5CamioIAE+UyqO0OLngUV30m5MMqgNdj5tfObnhUXTcz4bqbbPZYogKJyg8vxSvF/e3MfI3klMccEVSVklkVY6uH08Bon6RzZT8PnL/EqmQSSaRaR7xSWokJwnch4m3BZEdXg9OlOS24EtPGalvPHKQg7cfRctS/QOBgFjzUCaDRJLJVM2fLYvFAo/HgyZNmoj7cILFI0iBU4NLKO8W1ZVHPtK14gWLKCgoKFzIKBFES3bi5tnh6cuZLzpN23l+HvqhCYenFChKPaDJhsxD0WgUbrcbAwYMQJUqVfDKK68IJYDUBJrQuC8Nvw+lf5D9y6LRKMaOHYtZs2aJRXzlCdtms4lJikgGlU2OvqQJi8x2nFRxsyOVnepB9aVzaBspO7QkDO8Xq9V6ir8Oga5vpNYQmeABDZzYkaLEiSSRRCJYtLAx9Tvtq1+/PkaMGIHSpUsLEyxdh5M/UqGojTkBASDULDLLcadyIv209A2RMU6OZWJF5aTf1J68TQDEmJNlMzjVndaCdLlcMWWmBaMdDoe4Fy2j4/f7T/H1o3uSibqgoCDmfiaTCQ8//DCSkpKE0zy1JzeTx0tJIRNWghy5SB9MimydHfAPH/Wjfi6Wn5KGEkG0gJMTKJ/cgVjHYP6S58fSxFdUmoV4ZIt/gdvtdlGO0qVLw2KxiMWSvV4vAoGAOIbKQ/citcBsNuO2225Do0aNhO+WzWaD2WzGgw8+iG+//RZz584VZeNmn/T0dDzxxBOwWCxwuVxCVQmHwzHL4BAxoXM5QSCHbpqoaSKVJzddP6n80CRP58oRg3379kWvXr1ijrVarXC5XDHr9JFpi4P7cfH25gSD0im4XC5hnqP6VaxYEY888oggijQGWrVqhebNmyMvLy/mXjx9BB8nuq6jcuXKePrppwUp5E7uVCfeTpT7jJQaWr6H9slKE1c0+d8+nw8Oh0OQTl5Gbqq0WCyibKQudujQATfffDPC4bBYH1PTNEGISG0ikkXrJfI+1jQNwWAQFotFrONIueMotUO7du1w+eWXY/ny5WIFAz4GeL10PZbIyzAy63NlS0FBQeFiQolxhienY5rIjZZUkY+nL3Ye5cTNIvzlHs/pmqc1ICfhvLw8PPbYY4I80GR54403Ys+ePdi4cSM6deqELl26YMeOHZg4caJQTcaOHYvDhw9j7ty5gkwEg0GUK1cOV155Je644w7hV8NVjOTkZIwdOxaPPvooAIilWqgO3B+KkmbyRKhEyijXEjlAEzmR/ZO4CVY2UdEkWrFiRXTt2hU2mw379u0DcJzwPv/887jsssvQvn17YbKl6xBZI/82up8c7s8Ta1I9fT6f+DscDsPr9eLJJ5/Ea6+9JibocDiMTp06oXnz5vjqq6/QpEkTZGRknELOyYRGY+mGG25A9+7d8dlnn4k1/mQfKGozUsei0WhMPaguVA7ePxy8XYlcUX42qjf1AbU7V3zoHq1atULXrl0xdOjQmD50u91i6Z2kpCS0atUKFStWRF5eHqZPn46CggKhfpJPISESiYg8bVRGWqS8f//+opzkTG/03MgpNbiJVAYnnUZtpKCgoHCho8QQLRncmTaerxW97EkVkMGjtYyuT/u4OhUOh2G321FQUBATuXXdddehVKlS+OKLLwAABw8exJtvvoly5cqhXbt2WLFiBYYMGYJly5bhiy++iEl/4HA4MHjwYIwZMwbASbMPqTfJyckYM2YMhg0bhmPHjp3icE5mPu7TQwocOTdzskhEwuVyicWuAcTck8Cdp2my1zQNHTp0QKdOnTBnzhxcdtll+Oyzz1ClShUMGTIE4XAYQ4YMiUmmKft7UR15P1C7k7mSzjcifgBw33334aOPPsKePXtEfRMTE9GjRw9MnToV7du3xxtvvAGXy4VQKBTjI0RKp6ZpePzxx7Fnzx68/fbbWLVqlSBRVF4iGxTsQAQoHA6LenCneW6eJBMiqUfcEZzGk7wYM78OrTBAKhQpVqVLl0a/fv0wcODAmKSyNpsNPp8PpUuXRseOHWG1WrFhwwZ89dVXMeOZykDpIbxer4icTUhIiIlybdq0KdasWYPMzEzho0dJS+Vnj5tI45kLCdxUywltcX0nFRQUFC4ElKg3XrzM0afz/yCfLtmESC942ZeGX4+UgmAwKPyT+ELE0ejxhXobN26M9957T5Th119/xZYtW7B3714EAgG0b98e2dnZWLBggTDJcHNfcnIy9u7dKyZ38sWy2+0YOnQopkyZggMHDsBkMsHlcgnlg2dYJ1JD28nkxkEki8iiruu4/fbb8fjjj6NUqVIxhIYmeg6TyYRLLrkEd955JyZPnowrrrgC7733HpxOJyZNmoQjR47g008/xa5du05RZAAgOTkZffr0QUJCglCUgOP+Pg6HAzfccAOqVasmIvrId6pRo0aoW7euKEebNm2QnZ2N5cuXizoGg0H06tULK1euRLt27fDmm28iGj2+HiCPpuNO6V27dkVBQQG+/PJLrFq1KiYdB5FTPh6InAWDQeGjROSJziMzJ/ULJ6pyAliHwyGWxqG2IKWU0oaYzWYUFBSIRboTExMxePBgvPTSS/D5fIK08WSkeXl5mDt3LtauXYvt27cjHA6L9Ti5fxoRKiKiZrMZfr9flNFkMuHuu+/GtGnTEIlEUFBQYGgCpueQ+0PKJkX6MfqwoW3cV09BQUHhYkCJIFr8BS4TIpkI8G30spYdkOkYciQ3ikAkgkBf6DSxkOJAsNvt6Nu3L2bOnCmiuXiuoeuvvx7r16/HnXfeiXfffTdGPSJTXnp6OjIyMmKi18i0VbFiRQSDQWzZskU4XZOPDJEpcv4mRcvr9QqzFJE5Ij1kLgoGg0hKSsKrr76K7OxsTJkyBdFoVDiW03I/ZKqqW7euKNuDDz6IKVOmoEuXLnj//fdhs9kwbNgwZGZm4ptvvsH69evFBE7tSs7pI0eOROXKldGnTx9UrFgRzzzzDCZNmoQ77rgDb775JmrXro0uXbqgYsWKeOyxxzB69Gikp6dj79696NOnD5xOp2jXjz76CMBJp2y73Y62bduiTJkyePPNN5GWlga73S785mipGSJPl1xyCVq1aoWpU6eKBJ6koFEf0bFEsLhTP3DS74vuQe3ucrlQqlSpmGhX+YOA/Lp4GgTyr+P+WTQ+rVYr7HY76tSpgz179ggyq2ma8F+jMRWNRtG3b19UrFhRXNvr9cJqtQpyRvm0aGkpug8pWdFoFDVq1MCuXbtE1nkiSrQeIidQ/AOIxhoH9+fiz6Rs1lVmQwUFhYsJJYpoEemhSciIIPFt8V7aFMpu5LDLlQeeb4iv70Y+LTabDTabDV6vF3v37hUmJpfLBZvNhqFDh2LBggXw+/2YNWsWhgwZApvNhsqVK+OZZ55Bt27dEIlEcMUVV+Daa69Fp06dAEBMqLRWYoUKFfDQQw8hKSkJycnJGD9+PGbOnIkGDRqgTJkySE5ORnp6OiwWC7p164Z169ahfPnyMcoUNyuSCWzUqFH45JNP8N1336Fp06Z47LHHMGzYMAwbNgy1a9fG/fffj1KlSuHxxx9H9+7dYTab4Xa7UatWLTRs2BDvv/8+br31VgwfPhw9e/bE6NGjsWXLFqGMcPWoTp06mD9/Pl588UXk5OSgXbt2eO+991ChQgVMmDABdrsdv/32G5KTkzFt2jQcPHgQdevWxahRo5CVlYVAIICJEyfC4/GgTp06WL58OZxOJ1JSUgAcn7h79uwJr9eLd955B5FIBPfffz/S09ORmJiIevXqxeT5MpvNuPrqqzFjxoyYMUK+SQS73S4c1Z1OJ5o1awan04ny5cvHRHKSeliqVCm89NJLuO2229CwYUM4nU7xQ6TGarXCZrPB4XCIXFVmsxkulwtdu3bF22+/LRKHkiM7EUSbzYbbb78dc+bMiakLEW6Hw4GEhASMGTMGlHtu0qRJeOedd+DxeAQJpP6hFQ28Xi9SUlLgdDrRqlUrpKWlwWw2o1evXtixY0dM0ly6DxAb3Ss/d7SPpznhH0j8Q4YgK6AKCgoKFzpKBNECYrOa08tYNssAJ515efST/APERiny82ly4340dH8evUfloIntpZdeEspEcnIyHnjgAUybNg179+5FKBTCt99+i9KlS2PKlCnYsWMH9u7di++//x52ux1XXnklBg8ejM8//1zcl4jdn3/+ieHDh6Ny5cpiKZgmTZpg3rx52LZtG9q2bYuPP/4YlStXxujRo9GjRw/s2rULQ4cORcOGDdGlSxfhS8bVkbS0NADAxo0bYTabcejQIaxYsQKbNm3CsWPH8Pzzz8PpdOLDDz/Ezp078corr0DXdbRs2RI7duzAxx9/jDFjxqBevXr4+eefsXz5cuzcuVP0F5nDotEoypYtixdffBGPP/442rZti1AohPT0dMydOxflypXDrbfeio0bN2LixIn46quvMGjQIBHlSKkEhgwZAovFgqysLBw5cgSNGjXC8OHDsWrVKiQnJ6NLly4IhUJ46KGH0KZNG4TDYcydOxfdu3fHoEGDAMQuBRSNRvHpp5+iX79+aN26NWw2Gzp16oQbb7wRn3zyCapXrw6n04mXXnoJlSpVQrNmzXDPPffA4/FgwoQJaNq0qRgvRCiTkpLwwgsv4J133sH06dORk5OD9957D4899hjGjBmD9PR0VKtWDWPGjMHYsWMxdOhQNGrUCKVKlUJqairGjRuHLl26YPTo0cKUR+QMOE7s+/Tpg19++QUOhwNPPPEEHn30UbjdblgsFkF+brvtNiQkJKB169Zo27YtVqxYgZycHHTq1Ak1a9ZE9+7dUalSJaSmpqJ79+5ITk5Go0aN8NRTT6F3795o3LixUFdr1aqFcDgsnOB56g36TUSRCD0nWGQC5ZG+/LkicHOmWudQQUHhYkKJeeMVZU7gzr3cmZY7YdN+Dn48N2nwL3MAMcoFj7QKh8PIzc3F1KlT0aBBA4wbNw67du1CXl4eJk+eLJZuMZlMyMnJwciRIzFu3Dh89913OHr0qJjAnnzySRFRx/3GgOOKyvXXX49Vq1YhPz8fSUlJWL16Nb7++mtEo1GUKVMGEydOxM8//4zVq1ejdOnSaNu2LcqXL4+KFSsKh21y5iYVJDc3F1lZWRg0aBC2bduGNm3a4NChQ5g/fz4OHz6M//3vf8jMzMTPP/+Mli1bikSx27Ztw7Bhw5CUlIRAIICpU6diz5498Pl8SExMRG5urnDwDoVC8Hg8eOONN/Dqq69i9+7d8Hq9+PPPP7F48WKULl0ac+bMQW5uLkqXLo3KlSujXLlyCIVCKFWqFJKTk4VP3KpVq7Bv3z4UFhYiIyMDu3fvRt26ddGuXTs0b94cBw8exLp162A2m7F79254PB60bt0awWAQ//nPf4SPFq0LGAqFkJGRgdGjR2PkyJE4ePAgWrdujW7dumHWrFnIyMjAxIkTMX/+fHTr1g3btm3DjBkzMGDAAPz8889YtGiRSIVAY6N27dpYtmwZ9u7di7S0NLz00kuYNm0avvjiC1x99dV44oknRD9aLBY0adIEBQUFCIfDaNWqFaLRKIYPH44jR44IVZCW+wGAtLQ0tG/fHgDw2GOPYcWKFViyZAl69eqFWbNmiWjCSpUq4YUXXsDzzz+PmTNnwmazIS8vDzabDaVLl0a1atVw9dVXY/PmzRg0aBC+++473HPPPZgwYQJ8Ph8efvhhXH311fj666/x0ksv4Y8//hDjnpz7qUz8uZLTVtDzxNUpHvHLHedlAqd8tBQUFC4WlIgleLxer16nTh3k5eWJvEX0m5v4ZHVLJk98f7wXu5FjPZ8oZGd7bh5LT09HdnY2/H5/TP4r8vHhvjdyxBURISJmROoofxPP4cQTaSYnJwuFhlQHnsrB7/cLh3lOHOOF97tcLuTn58ekFKAUBmTOpBxPdK9QKCSWfKHFjYkkPPjgg2jevDkGDx4coyqSUkUpHMg369dff8VPP/2EQYMGYerUqcjMzIwht+R/RG1LptrMzEyxLRAIYMSIEfj555/x008/xeQA4xGAZcuWxbBhw/Daa6/hyiuvRP369VG3bl383//9H3766SdMnDgRM2bMwOeff45QKIQKFSpg/Pjx6N+/vygXqYXkAH/DDTdg0aJFiEajePLJJ5Gbm4stW7YgIyMDv//+e0xqBUJeXh4sFgv69u2L3bt3Y+nSpcI/i8x7fr8fY8eOxWeffYa7774bL730EtxuN3r27IkffvgBy5cvFwtAt2zZEsuXL0ft2rXRqFEj7Nu3Dxs2bMDhw4fh8Xhw7bXX4vvvv0etWrVw5MgRHDx4EF27dsX69evRv39/AMDEiRORkZEhAj84SK3i2fH5M2H0P40JniKEq9T8OdQ0DTabDceOHVNL8JxhlIT3u4LC2cbZ8gPVi7kET4kiWrm5uWJJkUAgICIJAZxCtGSSxRUvDqNtRiHrdB++riGRHppEiEzxr3wiK2SyoqzwPC0A3YN+U8QhTd5+v1+QCK7OUd0okzeVDYAgAdQWPKM7mSUjkUjMMcDJLOkOh0Pcl9qEp5UgcD8hnqIAAGrXro1x48bhwQcfxIEDB2JUQZ6ygcrsdDqRm5srJmTKXUW+cXLdiASQGZiIpsfjwQMPPIDx48eL/qFFoYGT6STIxy4/Px9OpxMejwd+vx9+v1/4Q5EJjYIYrrzySvzxxx/4/fffYxbOpghKIl7BYBBerzemTWw2mwhkIJJC5xPxpLJSvUh9s1qt6N+/P95//300a9YMXbp0wf79+zFz5kzk5uYKP0Ia0+S0z1UjSlpKxNxms8WQcxpfLpcLOTk5MeOTrkXmXFpMXX5++P/yRwnfFi+NA223WCyKaJ0FlIT3u4LC2YYiWgZISEjQa9eujezsbKGAkPMxz8HEyQ13ajciWvyFT8cYgV78NCESkeK+XjThyIko+cLTNLHSNeienDCQ7wqleCDyRvt4gk1SOfjyJ1RvcnanfFScsNF1OFkhRc1kMol0AvKi1TzpKFf/eJoK2kZ1e+qpp7B3717MnTsXAER5OXnjKhuVMxQKCVIKIEZxo8hLnmOLykVRnyaTCenp6di3b5+4PuWX4v5DpHKRmZN+8z7ivm1UJiKqnARyok115Dm1yBTodruRk5MjVEmegJTajcZUNBqF0+lEOByGx+MRaUGIhNGzQOOK+sDj8cR8GNCSOzabTRBZInZE9ug+VE6eNJXag/qdPhZ4v/DnSU69wtVkvp0gE0Lqr6NHjyqidYZREt7vCgpnGyWNaJUYZ3ig6JdCUbl5iloOhKdxkBufO9hTtBhdl86jXEmcyNHk63A4RN4hHsHI1yUsKCgQKgZNchTKTyTG6XSeUg4iTQCEmkPkiYgUAGEeDAQCMWvxUdmJmNDETJM8T7pJpkeaYGk7mU0pNxPto3QLS5cuxezZsxEKhWKSbvKoRMpHRe1FJMvtdiMYDMaYrohEclMsX8KHUmsEg0H88ccf4v9oNAqfzyfalJQ0vlSRyWQS+bbI9wpAzCLanCzz5KVULiKGRH5IESOlCwBycnJi0j3w9BukhlGdKaEs9Tf1VygUQn5+vigD9RmlsvD5fIIsEVkLBALCZ458ErnqGQqFRBAGkTIafzydidfrBXDcbM3TNRhBVoplfy0Ofh3udK+goKBwoaNEKFper1evXbs2cnJyxGRDxIJHEnIzh5zXR3aYB4x9sLg6xU1V5JPEEzkSeeITM92DpxLg5kMerUXqiOwgzMkbVxdILaIcV6Qq0DFer1cQO2oHuheVnYgXrweVmef4IhJF5eBqHR3DzYkej0eQCN6ONMk7HA5hpuLtB0CoU1yZ4w71dJ2CggKxjStIMqkkh3ciKVypAyDyRlHKBF4enj+Ml4nUJmojSjTK25PqzfuNzqW0CHxscnOrx+NBXl6eoU8ftTHdz+l0ir7nY5XagsyhZrMZTqdTmEYjkUhMigYySWqaJpbsIaWPxjz5+tE9KKEpETQaC3zMyT6NciCKUX4t/uyQ+VwpWgoKCuczzktFi0Avc+6IzvP28EmBJlc5Xw+Bm7Ho2jJowuHr13FCFgwGY86XTYvcXAecNC1ykkW/ZfWM7kekjptsSAUBjk/U+fn5YgKXzVocnJyS6Yjuy6M06d6cZFFiTlJEaPmYnJwcuFyuUxZdJnOh7BTNSTE/hy9NxH2OaMFuymzPy0jtbDKZYpQWTrKonei6VG7ZbExZ0cmMSeSKflP9A4FAjLmXR+RRnxPpJOJEHwlyf5BJj8g0N0FyULLWYDAoFE1qg1AoJNqOSJPJZBKEiy8mTuOM2iYajcLj8Yjr8jQNpJhRWQoLC+HxeE5Jz0BtLkcY8ueP588i8OeUP7sKCgoKFwtKzBuPEyCuVMnEiCZ0Tia4ozG/Bk1+RF5oouQve+4fxa9B5I7IHoFPEjRp0jX4pMPPI1MkTcLke2bk90XXJzWEsp1Teggy8/Hs5tQWROB4eUj1AE5GI9L16Td3UOZBAFQG7pNE16f24k7fVCa+LBCfYHl5OXElYif7QFE/0m8qJw9WIPMcHx8UbMDrp2kaqlWrhj59+sDj8Yi+ozFB7cdVQG5a5qSCri2bw7g/GpWTq4JEVqjuZHLl45XMivwYMhtSO5MJkMYT/0jgPmdkFuQmQyKJdAzVna4HQKipVH5ZwaJoUKN9Rn8TSeWBITLJVFBQULhQUSLyaMmRhBw08RlFD9J+/tKmSUo2VxiBm5Q4wQJic2vRsdw8ZuTgy8vA78Hvzx3o+WLRTqcTfr9fTGRc+SKVh8xewHHC5ff7RRZyIls0ofLQfPIv4tF5pNjQJE6qHTnw0z2p/vIkKpvUeDvI7cLVLiMQ+aJjaRs3a8oTNzfD8iAEMjvT/1SvlJQUjBo1CiNHjkTz5s2xY8cO7N+/P4awEpHk6SnoHlzt5I7uf4cwcJJfFHi9SeEi0kxtSr5xZA6k8UKEio6VnxGuynL1kbbJiiIHN8cWF8VRlhX+fYwcOfJcF0FBoUhcDGO0RChastOtkeM6B30Ry2aKePtPdzxNQtxkRsoKkTAya5Ey4XQ6T/EZi1c3mgjJiZzyUZlMJpEigMLqqZxms1kQK13X4Xa7BXHiua3IH4mUHVLvaHJ1Op1iQqZ6kUmT5++iNiKfK27+ozaNV1fepqTYFDfqw6iv4wUvyASWtvH1CR0OB0wmk1CA7Ha78OvasmULOnbsiKFDhyI7O1v0N6lCpNIQCaGFxnlkJpFgrg5SeYzU16LAx6OR4zmRZiLTFDlIY4LSOVCCVAqacLvdcVXYeMS5qHLw/jDy5+OQj+HXVyZDBQWFixElQtGSIb+QucpRVBg5h5GSxR215YlA9kkh8OgxnhqAHLLJT8loAiOTFe3nSobZbEZqamqM8zFN4uQszJUIys9EObW8Xi98Pp/I50TkiJQYMpuS6kJkhKtVAATBILNUXl6eiEKTJ0xqU2665cqHUfQnV7fktpGPo/bjflBcFZP7n+eKIsWOHORJxSNy7Pf7MX78eCQlJSErKyvGlEVki0iM3W6Hpmki+ACAUIxoLPBy8TrxOpKJVA7OOB2o3pQkVjsRocjVJm6mNpvN8Pl8sNvtcLvdog2M2p476Rfl12ik1Mrgaq98HU64ubr8V9pBQUFB4UJAiSBaMlmSyRQnQdy8IX9ZF6UoEGmRfYT4fh7ZRX44LpcLqampuP3227F48WJcd911mDhxIgAgNzcXkUgkxrHdKFILQExmdafTiWrVqmHgwIHYvXs3Jk+ejGg0ivz8fCQmJkLXdTzyyCMoW7Ys1q1bhxkzZsTkXiIiQYoWvycpUfXr18eBAweQk5Mj6muxWHDjjTfiyJEj+O6772L8n8j8SJMs5ZIymkyN2pvUIdomk1fZJ44rR/wYHvTA/cS4eZe3K9WNrlOxYkW0bNkSCQkJmD17trgu+R0dOnQI8+bNE+3HzZq6riMhIQGRSAS33HILUlNT8dprrwmncXJ2JwdynuONg9exOIinEIbDYbjdbtGuTZs2xc6dO+H3+2MIpMlkEkoeRSrydpPvEe9v+f7crC7XJZ5iVlyToPLRUlBQuFhQYj4t45kL+UvfaOLiZgnuRM0nbPqhfTSB8wWkuVnIZDLB6XQKIvDQQw/hzz//xG233YbZs2eLtQTJF4qbS/i9eM6swsLjS60Ax8nBiBEj8Morr2DevHliW0pKCoLBIAYPHozFixfjiSeewFdffSXIBClSPOqN0jZQ6P6dd96JiRMn4oorroDFYhFl9Hq9mDJlCv744w+kpqbC4/HAbrfHhPFTMlFuSuTtTNt4pBq1G//hyoWR+ii3FT9XJqhUfvke8jlmsxmNGjVCz549sW7dOlx66aXC3EoO8sFgEE6nU7QnJQgl/ztK8Nq2bVuMGDECV111FerVq3dKWYjw8nvLZS+u6bQokHppsVhw0003Ydy4ccLPzuPxxIwHuieZG7niSKSvKDN6UcpWcbdzyGZn3t8KCgoKFxNKhKIFGDtbk1JBEwlN2kZfw3xyl9UX7oNFEy93guYRf+FwWCR0NJvNSEpKQq1atVChQgUMGzYMWVlZMJlMcLvdIpqqqK99WeHhEXu5ubki0SZN4Ha7HaVLl8b27duhaRqOHDkCt9uN3NxcuFyuGAWNTJOkbKSlpaF58+YYPny4WBuQ/HsGDx6M8ePHY+fOndiwYUNM2RISEsQyL4mJicKfS04DQXWT1Ro5kIC3g5FyyK/LJ3x+LCevcv/ze1KbhUIhbNu2DYcOHUL//v0xZ84cZGZmismdUmVQ3Ww2mziPAhEAoHTp0pgwYQIeeeQR5OTkiKVwjh07JpQj8pGSFT3ZRBgvwMNobPB68bGfmJiISZMmwW6345577kEoFEJaWhruu+8+uN1ujBgxAn6/X/gB0rjNy8sT5sN4kPcRgTfysZKDFIpSwvj1ZRMk7zcFBQWFiwEl5vMyXkQhYPwC56HpRfmScKWLiJHRDzmQu93uGL+f+vXr4/Dhw1i1ahXy8vLERMaj7bi6Q5GCXPUhZ3pycNc0DVOmTMHLL78sjiPnZl3X8fXXX6N///4i/9GIESPQoEED4YAtK07km5Weno5169aJnFdUb5q0aWInZ25qN7/fL5J7PvLII8JnS1aSiGRxMx4P3TeaoI2ULiA22WpR4GTEyBeMMpzruo4mTZpgwIAB+OCDD7BixQpBSEnloXs5HA5xHVr2yGQyITExEd26dcPy5cuxfPly+P1+FBYWCn88bpqL5xAut49MNk+ndHFCW758eUyaNAkZGRkYO3YsMjIy4Ha78eSTT2L27NmYP38+gJNKpMvlEuWlDwkqj9GYJx8+6j9uQuV5s7gyxo/lP/HqQX/L5kVFtBQUFC4WlBiiRYqSnOeJCJLsUMtVFK6KcMWIJn+uOpE5je5FZMLhcMT4WtHfHTp0wMyZM5Geni5Mi0Ds0i28/HRf8gkiEkS/iaysWbMGr732mqgfmbc0TcOKFStQpUoVpKSkQNd1bNmyBfn5+eJePK0CkTSr1Yrc3FykpqYKf6LKlSuLOn7wwQcYMGAAHn30UTRs2FCQDHKUB4C6deti7969iEaPL+uSmpoKAMJMyZONym1FZaLrEbmkPgBOEi+73Y6mTZsiPT0duq4jPT0dbdu2FVFzXDVLS0vDkCFDMHLkSGHeo6VoiGBFo1H06dMHLVu2xIQJE3DkyBHh2E6ElMyEfJklAkUuWq1WXHPNNVi6dClCoRC6dOmC3NxcuN1uUW6usvExSFnmieAQgaPrOxwOtG7dGsnJydA0DaVLl44Z33wsmkwmlC5dGqNGjcIPP/yAH374Ab/99hsAYOjQoVi0aBHKlSuHjRs3xpi7ef4ynluMkxz+fMkqFREqGo+cLMrRhHz80TWNfOjk//kzrqCgoHAxoMQQLeDky5urANxxuii/K07G4qkMBCM/IDLrhcNhBAIBeL1edOzYEYFAALt27UIgEEDr1q2FakXJNb1eLypWrCjKT+UikmQ2m5GWloYqVaqgU6dO6NixI7xer4gOpAmS0jDQZPn222/jrrvuQkJCAlJSUpCVlSXMgGXKlBGkhjJ9FxYW4siRI/B4PMIU+tRTT2H8+PGwWq3IzMzEqFGjUKlSJRQWFsLpdAr/MuB4Xq6cnBx89913AICuXbvinnvuEeQmGAzGrIUYCoVQoUIFvPPOO2jZsiXKly+Pjh07IiEhAY888ghee+01DBo0SKQnqFmzpljKp0mTJmjXrh3sdjsqVKiAl156SZCyqlWronz58oIQDxkyBN999x1mz54Nm82Gq666Cu+99x5q1qwp+q9OnTooV64c3n77bbEYOSc6NKaoj7gayX2t7rrrLmzduhW7du3CiBEj8MEHHyApKQnVqlWD2WxG2bJlce2116JRo0awWq1wOp1wu92iXYn0crJiMplQvXp1jBw5EoWFhfD5fGjevDkGDBgAj8cjSByZrMnXbvDgwVi4cCGOHj2K5cuXC5Nny5YtEQ6HsWrVqlMUKXncc1WV6s8jRrnSJKuRxXFqN7onP5crZJyEcXKmoKCgcKGjRPhoyV/ApAxwBSme34vsAyInWjQyPfG/uepAvldmsxmtWrXCI488gtWrVyM9PR2LFi1C8+bN4XA40KFDB+zduxdr1qzBZZddhubNm2Px4sXYunUrKlSogNWrV6Nnz55YuXIlmjZtisaNG6Nx48b49NNP8eWXXwoiNHz4cAwePFgQJvLVAoCsrCw4HA48/PDDmDJlijA3bt26Fd999x2OHTuGQCAAj8cjzIApKSmwWq2oV68e2rRpg+nTp8Pn86FTp05Yvnw5XnzxRUydOhV//PEH2rRpgxo1amDy5MkiivHAgQOw2Wxo1KgRUlJSMGHCBJFHyu12x+Tnat26NR577DFMnToVpUqVwvPPP49+/frh2WefRfXq1dGvXz88+OCDcDgcePLJJ2G1WnHgwAFs2rQJ9erVwxdffIGCggLMmTMHY8eOxcqVK9GpUyfceOONGD9+vOgTl8uFffv2IS8vDyaTCffddx8WLVqEzMxMuFwu6LqOQ4cOoXz58vB6vcjIyAAA4TDu9/tjiLscoUl+WikpKShdujT27NkDs9mM//znP8jNzcVHH32EnJwcXHXVVejVqxe+/fZbrFu3Tlzn8ssvx+HDh5GXlyd8t+iaCQkJ8Hq9eOqpp/DQQw8J8969996LZ599FmazGUOGDMEHH3wgCNvLL7+MDRs2oGzZsrBYLFiyZAmuu+46rF+/Hi1atIDdbsfKlSsFYTJ6dmTVSXbQJ2JpFD3KP1zkZ0aG/PEiwygyUQ5aUVBQULjQUSKIFnCqykSQTX/FvZZRvizaR+ATDDlEW61WeDwelC9fHgcOHMALL7wAXdcxePBg4bezatUqHDx4EDfeeCNmz56No0ePYu/evfB6vbBYLChVqhRCoRByc3Px66+/okWLFrj//vuxZcsW+Hw+2Gw2PPPMM/jss88EyaK16+rVq4c+ffogGo1i0qRJSE9PR0ZGBgoLC5Gbm4uPP/4Ye/fuFabIaDSKhIQE9OrVC0eOHMEnn3yC3r17w+fzoUOHDsjMzMT//d//4eWXX8aLL76IjIwMdOjQAe3bt0dSUhIOHTqEzz//XKgMoVAIpUqVwp9//imcxsPhsHAWd7lc6NOnD/bv349PPvkEFSpUwOLFizFnzhw8//zzGDp0KOrVq4cHH3wQX3/9Nbp16wa3241ly5YBAP7880+sX78eTz31FP73v//hgw8+wObNm3HNNdegbt26IuqvQ4cOmDJlCr799lu0bdsWS5cuRe3ateFyufDVV18hKytLZM/PycnByy+/jEqVKkHXdUF6KAcVV21obJCCQ/5pLVq0gMlkwi+//ILffvsNZcqUQceOHTFv3jxUqlQJPXr0wFNPPYWnnnoKtWrVQkZGBqZPn46NGzeiZ8+eqF27NjZt2oS8vDxhYs3Pz8ftt9+OGTNmCLOj0+nEnj17UK9ePWzevBk1atRA1apV0bt3byxYsAAbNmyA2WzG5s2bsWvXLkycOBE+nw+RSAQLFy5EYmIiypYti+3bt8fk05Ihm9plVZeUPK4+yc9KvGco3nXjRQXLMEoXoaCgoHChosQQLdkEwR1w4x0vO9xytUv+Ype/3vnkQaY7MrXk5+dj/fr1CIfDCAaD6N+/P3788Uf88ssvcLlcqFOnDpYvX47MzEzUqVMHCxcuREZGRky2+FWrVsHlcsHpdGLp0qXIzc1FXl4eotEoKlSogIULF+KXX34RySXJnLN27Vps375dOOjv3btXtMeTTz4Zk3CSJtomTZpg2bJl2Llzp1A8MjMzsXnzZqEITps2Dfv370fr1q2xZs0afP311wCA2267TfhE2Ww2uFwuOBwOdO/eHT/99BN8Pp+YkAsLC3HppZdixowZYiki6otdu3Zhz549eOihh7Bp0yaMHj0aTZo0wYwZMzBv3jxxfGpqKu644w78/PPP+Pbbb+HxeOByubBo0SIsWLAAwHGTl8PhgMfjgdPpxJ133gld17Fs2TLcd999IsErT5uRlpaG1q1bY9OmTTFtY5QHivsk2Ww2+P1+HD16FLt378bOnTsRDofx8MMPY82aNSKVh8/ng6ZpmDdvHgoKCjBkyBDMnj0bV1xxBRISElC7dm0sX75c+Nk5HA74/X7MnDkTHTp0QKtWrbB8+XIUFBSgQoUKqFq1KlauXInRo0fDZrPhiSeeQMWKFUU5J02ahKSkJIwbNw779u1DdnY2IpEI3n//fQAQpJjqyPuIoyhCI5Mk2fTOSZzRdbl5n3zN+D3p+nJUJZlsFRQUFC4GaMVNMHgm4fF49Pr16yM7O1tETZGvFHBqWL9RYlI+0XACYPRSJ2WDm1L45B2NHl+kNyEhIWZ5E5pQnE4n8vLyxLk8CpESWjocDvTo0QMzZ85E1apV0apVK0yfPl0sZExLp5CjfEFBQUyeJiofX2aF1Kvc3NyYhaJdLhduu+02zJo1C4FAAKmpqWjZsiXmz58vcjF5PB5RTqofhf/zfFIpKSnweDzYt2/fKekryDRGKpfD4RARfQAQCATgdDrF8kAUrUeRejzyj+pHfkbkkE/1JZ+wli1bYuvWrcjMzBR9RGST7t2pUyc0atQIhw4dwnvvvScWZuZll6P/eJoBt9stfKSo7LR4Nx1D6pfZbEbp0qVFIlgqRygUgsfjQX5+vjB583FBbUTkjqcdIVIYCATEGKP+oAWyaZzRmCHiSuOF2pR/UBil5uD/GwWZcPLF/Qjl5w1ATMJXo+hKvt3IbH/48OE1uq5figsAmqad+xepAUZeBOvIKZzfOJ/HqK7rxfKBKBGKFnd0B07NTE3gDrWcbBWlfAGxEVZ0XdnhntSsQCAgUjCQfw+fOCORCHJycgShoImWL+IcCATQtWtXLFmyBJFIBAcOHBBLqJCPSkFBARISEuD3+4XvDk3kZrMZwWBQTMQFBQUxZaJlVvixS5YsQe/evbF//35UrVpVOLUXFBQgKSkJfr8fPp8vpv5Eat1utzANZmdnIxgMiqhJIkw8Io4UG2ornrGeMpUTkaC2InJAEZ8ARB2J4FAkZ0FBgWjrJUuWiH1ExuTI1C+//BLffvst/H6/cKoPBoOwWCynLA7Ox5HJdDwxLTnP80jM/Px8QYBovFFaiEOHDsHhcCASiSAYDIpI1+zsbJHoljK3071pEXEaY7wNiLhGo1HRrpyEEVmllBvASZLDlSjZF43a00gtpv7hBEh+RmSFS34+CZxMyf5esuqloKCgcLGhRBAtGTxHE3/ZG5GpeBGG8sQqq2Jc6eJKD0UUEoho0KTEiRfdi9Qumhxpws7KyhK+VURUAIiIRVLLAIis5aQu0f2IvJAKZTKZhLmREI1G8dtvv2Hfvn1IT0/Hjz/+KAgPKVpUJp4Li1QmTihJTSQlhfsyETEkFQyAiHrkpizguNJG19F1Hfn5+cI53W63CyJEkz6lKKD+4P1G6hLvV/JrI1JFCUnJL4urZbIfE5ECKjMnI3yZHXkblZOIFBF4Iti0tiIvM0WyUn8FAgFBuklpzMvLE9vy8/OFokfKV35+vigPkVJab7Mo8sJzpVG9ebvKSpiRHxeB6ioHFcjXlxUuo+dTJr4KCgoKFzJKzNuOUhuQesHTN/As5TwMXZ4UeM4mwDjSiZ9LPzQZ81xYRMy4CmWUNoDMSzxbuK7r2L17N3r37o0yZcrgjjvuwJIlS8S9gsGgSNVA96OJk6soPHSfJieuMnFlhyb/vXv3oqCg4BSTEFdIeNvQ/UjB4DmxqH66rgvzGrUVEQfe3kQauemJ+pCWvuEqE/UpmVKJ4NJ1iMzReTRxE+Gge9PfvE3ovjLBpTpEIhFBYKkdjPz7qEycTNPYlHNJ8WSm4XBYEBPuU0dZ/Ino0d9ULhoHlPJB9smjPiJCzgkTOeHzPrFaraekQqHxQmUjAsnHBYGPQyKu1C9UP65+0TXlyF7Z/GyUFkJBQUHhQkSJIVrxlClOPGg7f6nTC90oYqqoHEMEPnnzbZyQkboTjUZF1CD5j9EkyR3hLRYLli1bhm3btuHGG2/Epk2b8OuvvwpTmcvlQn5+vigj1Ysm7EAgAL/fD13XY3yhqJ5UJkrISWWm8nICKSeglH/kc+S2oEmezF1EnogQ81QBcr4kvl3OSk73JcJAEZ+FhYXIzs4Wah4nRUROeMZ3+dpETqjsvH6cfMZTVbiPE/3wcSTXg+fNMkIwGIy5DifF8ocDBxFRyuLPx0ZhYaEwUZLJFwC8Xm9Mm8jPgFx2ahOuGhspW7xt5LElb+dtyBUx2TdPQUFB4WJBiXCG93q9ep06dURklcViQUFBAYLB4Ckv66KiEIFT142TfUNkh12uTMSbfElpkP1PZIdjIgf8vtxniYiDPOkQceFmSCIVwMkIMzIFJSQkwOfzCZXIaGKkshr5p/H2kU1BMohgklmTHNypXYyIFq8Xvy4nz1z1It8kAMLhnfykyOmfmzyDwSA8Hk9MxCYnSOS8TvnB5PagPuPl521i1I5Uhnj1iAdSprjTOlfnOAGj3zQObDYbfD6fMCsSoed1pPFLY4TGGd2b6in3OR/z8YJLeMACXYsULtrPx5ecnwuAofJJz4hyhldQUDifUVxn+NMqWpqmvadpWoamaZvYtpGapu3XNG39iZ/r2b6nNE3bqWnadk3TOv6dwpO56sT1YoiJnOyQq0Jc3SKiYpRnSFYRuHmJTxJ0DY/HIyYxmjB5BB1w0swFnMw+TiYgu90unMZpEuNLwdB1yMzDrxkKhZCfnw8A4joUecZVhXh1/Kf+MJShnRQLl8sllC05pQC1FycysimJ+0fR+VQXcpbXNA0+nw+JiYnCJEi+XdSePp8vpl4mk0kkfOVqJI+440QpnhpFKqlRO/Jt9FsuA4GuHYlERN/zc+mYeNB1HT6fL2bckOM+JaqlNo633JORYskVTiozr49cD7ntqH2MnisZRs8r9VFxzv+3cC7eYQoKCgqE4szA0wB0Mtj+uq7rjU/8fAkAmqbVA9AbQP0T50zSNK1Yb1TZWT2eCkOIZ37gZpp4kU7cLMQnY35/Oq6wsFAoCeSYDkBECHLzJRECUhfoutyvhZy2ye+KziN/Iqo7TZZOp1OkZuDRf/S/EahMRREsrqYYqTKcKNjtdtE/dA4pdUbn8LYj059MxsgXjOpKZIH6zWq1IicnB16vV+T2ysvLE/4+pIBRXbgpTy6L3B68LEWZlI3qRf8btTcnXtS31IZUbzIH83UY5R/+wUCqHCe1Ho9HJGwFICIVybdN0zTRVkb1k8dGPLJVlPlQVnPl39wkz59Hfo+ziGk4C+8wBQUFBSOclmjpur4UQFYxr9cNwCxd14O6ru8GsBNAi+KcSBMo/9KVnWq5bwg3rxkdR7+5Iy6fBDlkx2U5OosmfjKhkcql67pQnWw2m1AfKHUD5b7iDsuJiYlwOp2oVKmSKBN3cCe1jK4dDAZx9dVXw+VyiTUHKaUDpXzgdYtHSk9HvIyUHOoDyhlGpkqbzSaUJ9mcxidho2g/OTCB/N9oTUW6t9lsRpUqVfDee+/B4/FA044vx0N9JYOTLV5+TtqNVJl47SWrVXwsFOVvxNuark9kltRBThK5YsaVWJPJJFJ+ULuQQkq50yihq8VigcPhEOUzm81ISEg4pSz0I6t0stk9nrIltwEnnEbPVjwyJx93pnG23mEKCgoKRvgnzvAPaZq28YQsn3xiW3kAf7Jj9p3YViRk8xPH6Xxg6BwjXxMjsw7/cuckQb4enUN/33XXXcJ0Q/5DdrtdmKpI5bFYLLDb7WKtvWbNmok0B2azGY0aNcKDDz6IBx98ECaTSaRsIMWCpwHweDy47777cPnllwvne1K0KEqPl7EoIiVPrlw1iWf+okhMl8uF2rVrx+RxIvIoqzlGEyqf4Dn54iSYHOMpfYGmabjvvvswbdo0oRLqJ6IfiVBxYkKpK2SViO7D/YhkU+DfMa3KClY8UO4st9uNYDCIO++8UxBLKhuAUxQfTdNifBR1XYfL5RJtc+ONN+K1115DmzZtYvKe0djkaSuMCBK1vfy8yX3ICTgfMwSjAApeB34OtX1J8As9gX/tHVZSwdV79aN+zoefCxF/l2hNBlAdQGMABwGM/6sX0DStn6ZpqzVNWx0Oh4V5iTe4HCF14rwYYmV0LPDXJs94X9c0cb300ktCMeEO6pTNnXyMyGGe6jJgwABceeWVwqepV69eqFu3Lr7++muR7oGULIpCI8UiJSUF119/PVJSUvDmm2/G+OAUFhaK6Mei6kQEMN5ANlIsjIjtnXfeKRZB1nVdqEqyIzRXFwm6fnJyl01L1O5URjKHejwe1KhRA263G7/++iusViteffVVFBYWxuQQM5lM4jyLxRKTyoDqY+RvZKTc8TEgtxNvEyOnf6OPA66qEmlq2bIlrrrqqlP8++h+srmclkQick/Jalu2bIm0tDR8/vnn2LZtW4zJkCui3ERrsVhEG8lkUzZ3UhvFI1F0jrydq1z8ueRtKT/P5xD/6jvsXy6bgoLCBYS/RbR0XT+s63pU1/VCAO/gpLS+H0BFdmiFE9uMrvG2ruuX6rp+KU8TIKdkkE08nDDIk4WRjwtwKpHiPjt0Ho/M4o7vffr0wbp16/Duu+/GpFjQdV1MglQ28pmyWCzo3r070tLSsGLFClgsFtxwww2oVKkSvv32WzRv3hxLly4V55EPlMlkEkvQtGzZEg0aNMBbb72FvLw8aJomMpFzZ3raTvelyZZICE9sSjmayBeMiB0npzRB0/Z27dqhbNmy+Oijj0Sbc0d2fn3thM8Tb0vqWyIAgUAgJrUA1ZdIJ5GtwYMHY+LEiTh06BDuu+8+HDhwIKZsmhabq4quSdt4CgnqLzrOyHRMdSOTKJ1HedO4gkXb6Twi4FRPGlfkn0ZL+jz44IOYMWNGzL2pPPL4pz6ifissLBTm1SFDhmDmzJnYvn07/vzzT0HuKY8W9wMkczRFj8YLvJCJMo8slH3biGTxyEMaO7Iyzfua5+HiY+Rc4N9+h53Z0iooKJzP+FtES9O0dPZvdwAUzbMAQG9N0+yaplUFUBPAL6e7Hk1W/CXNX/BGihY/rzjXJ+JmpJKFQiE4HA6RCiAhIQE2mw2tWrVCYmIiZs2aJSYUmiTIf8ZisYilaNxuNzRNwxVXXIHU1FQcOnQIhw8fRv369dGpUye88cYbuOmmmzB//nyxdAsAoViQQpWQkICbb74ZEydOFMeRrw4tx0KTOjmrFxYWipxLlH6BO/IDxx34KYKSJkaTySTOJ2WIiGxqairatGkDj8eDxYsXi9QC1CfkxE4KCpEKugaZAcnfKD8/H263G06nU7QdZaan+miaBrfbjZSUFOTl5aF8+fLwer345JNPxH14OggeeEAmOV3X4XQ6RZZ2AGIdSV7OaPR4tnwewUdJTK1Wq1Am7Xa7CEygLO9ENOnaRCCIiBUWFop7ms1mtG3bFmvXrsVPP/0kxhxfgYCv4UgZ7in6lj8LAwcOxNtvv42CggLs379fPBOkakWjUdGf8WAUhSiTMa788eexuCZT/iFE53BiRuU9V/i332EKCgoK8VCc9A4fA1gOoLamafs0TbsXwCuapv2qadpGAG0BDAUAXdc3A5gNYAuArwE8qOv6aZkQTX6yfVYOQ5df9rRdNt/I/kJ8YjA6nq+1B5xc3qVnz56YMmVKjHmPJllKsEnqAU20KSkpuPbaazFnzhyxGPKwYcMwevRodOvWDUuWLEFubi6Ak8oZlYUi0a6//nrMmTNH5M4CINY3JFLI60rEyGazwev1CiJJypfP5xMTeN++fTFixAhcccUVYg3CChUqCEd3rngBQJs2bbBw4UKYTCb4fD6hvnGfK/IPogmeJllaGJquS+1MpJFWAnC5XDF16dKlC+bPn4/c3Fxcf/31WLp0KXbt2iXaKhwOIycnR0zctGwSqTjRaFTc2+VyibIWFBQAgDielBu/3y/qQOk7qG0cDofwpcvLy4PD4Yg5hqthRFqprYmwRaNR3HLLLZg1a5boc6fTKRQqStFACh8nXGbz8SSltORP8+bNsWzZMjFeaIxw0scVI9k3j543Op4TIG7ijZd+IZ6Z3ciEavQ882fwbOFsvMMUFBQU4qE4UYe36rqeruu6Vdf1Crquv6vreh9d1xvqun6JrutddV0/yI4fret6dV3Xa+u6/lWxC2Lg10OQX/pG6lZx7yF/nQMQZi2anGw2G9LS0nDs2DGhTjidTiQlJWHQoEFo2bIlKlWqJPZRGW+44QaMGTMG06ZNQ61atbBmzRokJycjOzsbVatWRSQSwd69e5Gamioc2l0uV8zyMx6PBytWrEDXrl1RqVIlJCUlCWXF7XYDgHBQJyJgs9lQu3ZtzJ8/Hx07doTVaoXX6xXkiybR3r17IxQKYcqUKcjJycGdd96Jl19+GaNGjUIkEkG3bt1w6623iraxWCz49ddfUbFiRWEu4/5RwEkTFPURKSqkCtJke/XVV+Pxxx+HpmmCjFDgQIUKFdCxY0ehaLVs2RI///wznE4nfv31V1xxxRWCsJEa5XK5BIkkaJqGGjVqwOVyweVyCfWPzH9E6IhMUHZ1p9OJzp0749prrxVqmM/nE6QtEAjA7XbD6/WKiFEyg1KfEEmn461Wq4gKbdq0KdauXYuCgoIY5YkreHR8SkoKHA4HUlNThY+Wx+NBYmIi7rzzTnz88ccijxot40TPgPzBEE91ouNlUzv33aL+ofuQjxeR93hEjJsZZcVMVq7PFs7WO0xBQUHBCCViCR6uOBmFjdP/XOGK5+BNkKOtjPZxPzD6TZPBvn37EAqFMGzYMDz66KNITEzEk08+CYfDgW7duqFp06ZISUlB+fLl0aFDBwwYMABWqxXr1q1D3bp1sXXrVhQUFKCgoADp6ekoX748vvrqK9xyyy0oV64cTCYTbrvtNqGOUZ6uUCiEgwcP4tVXX8Xtt9+Op59+GsOHD8fAgQPRpUsXJCYmwmKx4IknnoDdbseAAQNQvXp1fPzxx5g6dSq+//57FBYWCkWHspKbzWbUrFkTS5YsgcPhwEMPPYRmzZrho48+wr59+zB8+HCkpKTAbrejVq1asFgsaNeuHTZs2IDExETUq1cPw4YNE5O73W7HVVddJSZmUogog3xubq7weerfvz9KlSqFw4cPw2q1IhgMCjVJ148vOJ2eftyS43a74fF4kJ6eDrvdjhUrViA3NxdNmzaNUYqi0eMLMCckJCAajcLtdmPgwIF48cUXUa5cOdx2222wWq3CbGqz2dC5c2d07dpVEIlQKITSpUtj7NixKFu2LLxerzBlkq8VmV5DoRAuvfRSvPbaa7jiiitQqlQpVK1aFWPGjEGZMmUQjUbh8XiQkpICl8slzLZmsxl9+vTBggULcP/99+Ojjz5CQkKCiEAlEkP3cblceOCBBzBkyBA8/fTT+OSTT4S6dsstt+Cnn34Si3PTc0ApRwKBgCCXXMHl4H6J8bbL5xo5vRsFGhhdjyvPJcABXkFBQeGso0QQLfmrl8D9XejFLr/A+cub+27JkIkX/wmHw8KRmMxCJpMJo0aNwjvvvIMGDRrgqaeewtq1a9G+fXv89ttv+Prrr5GQkICZM2di165daN68OZKSknD06FF8//33wkzlcDhQWFiIH3/8EeFwGH/88Qdat26NMWPGYM+ePcjLy4tRg8j8Va1aNSQlJSEcDuPIkSNo2bIlmjdvDo/Hg/79+2PlypW49957MWfOHBQUFCArKwurVq0S7cbNNKSebdmyBU2aNMHAgQMRDocxefJkNG3aFNWrV0d+fj4WLlyIYDAoUkk0bNgQNWrUwO7du/HOO+8gEAigoKAAZcqUwaRJk1CxYkWhcpF6Q/5mZN5s1qwZzGYzfv75Z8yZMwcAcMstt+C6664TKRlyc3MxZ84c2Gw23HzzzahQoQKOHj0q/JTI3EZ9RWZHr9eL3NxcJCUl4aWXXkLTpk3x1ltv4ZVXXsEff/yBgQMH4qGHHkL16tXx9NNPIxqNonnz5ihfvjxefPFFdO/eHZMnT8bu3btx+PBhfPbZZ2JtSSob9UmLFi3QoUMHPPXUU5gzZw6OHj2K2rVrY+PGjUhISEBCQgLuv/9+DB48WBAfm82GlJQU+Hw+TJw4EZdffjmmTZuGaDSK2267DW3atMHcuXNx9dVX44UXXsCdd96JcePGoV69ejh27Bj8fj+efPJJ5Ofn4+abb8Zvv/2GOnXqCPJMJl5dP75YNZl/yVz5d81zdE2eBJb7NvLoXnrejJ45oyCUs2kyVFBQUCgJKBFrHbrdbr1SpUoiIi0SiYjFgYmE8a9nrmoRiiJZNGHK4M6+dC753pCJw+PxoHTp0hg3bhy2b9+OQ4cO4fPPP0dWVhZCoRD69++Pd955B2lpaQiFQsjKOp4XkRzWyexTvXp1rFq1CpUqVcKdd96J//73vzhw4IAwo5EvFjmsd+rUCcuWLUMkEkGDBg2EY30kEsGkSZOwdOlSfPrpp8KvJzU1FZFIBJmZmcKERKahSy+9FKVKlUKZMmVw1113Yd26dfjiiy8AAD179sQPP/yAP/74A8nJyVi3bh127doFt9uNwsJC1KlTB8nJybBarfjuu++QmJiIBg0aoG3btkhOTkYkEsEnn3yCVatWCTWEZ3mvVKkSxowZg5UrV6JmzZoYM2YM0tPTUa9ePcyYMQMTJ07EggULsGjRImiahquuugrVqlXDrFmzEAgE0KVLFyQlJWHmzJnCLMYJQM2aNdG3b1/8+uuvaNq0KVauXIlVq1bhyiuvhNlsxtq1azF06FC8/vrrMJlMaNu2LRYsWIBgMIjp06cjKSkJd955J7Zu3SryVMmBBlarFf/5z3/w4osv4uDBg3C73WjYsCF27NiB7t2744cffkDXrl1Rs2ZN7Nu3Dy6XC2vWrMGnn36KNm3aYMCAAUhNTcXAgQNRtWpVNG7cGDt27BBmxpo1a2LXrl249957cejQIYwdO1asQpCdnY1QKIRq1arhyJEjIgKVxvOtt94Kr9eLKlWqYPLkyfjzzz/FhwJ/VozAHfrl54X2AycDH/hv/vzIpJ5fh/uv0TYalwcOHFBrHZ5hlIT3u4LCX8H59DGmF3OtwxJDtCpWrIhgMChMLuTQSy937u9BoC9kHorOQ/v5y92ItNEEQCoJEOuvxRNepqamIi8vT6Rw4HmUTCaTWIuP/KnIl4VHlrndbjz//PMYP348srOzY9INWCwWsYAwTfZUTjLLWSwWERnmdrsRDoeFkzR3ZubmLpr80tLSkJCQgGeeeQZr1qzBO++8g1KlSiEUCqFLly7YuHEjfvrpJ2F6ovajaEav1xuTOJTnDePEl7cL9QOpei+88AIyMjKwYcMG/PTTTwgEAkhJSUEoFEJBQYHweSKzmNPpROnSpbF//36R/iEnJ0ekgyhbtiyuu+46oZTRWCZFjvqUzLs7duwQUX8333wzli5diqSkJOTk5ODAgQOC7HKViK7ZvXt3XHPNNdixYwcWL16MlJQU1K5dG7///jtKly6NH374ATk5OQBORpFy/720tDS43W4cPHhQfEQQrFYr/vvf/2Lr1q144403YhQjrkzRNk7Mu3btirZt22L9+vX49NNPRd2DwWDcyD6qE41v+cOFfLUI9CxQm9C9eR15gAR/vjjRot80Xvfv36+I1hlGSXi/Kyj8FSiidYbgdrv1KlWqiKVeKDGl7Dgrl9WoQ3g0FYF/hXMSxkkB4XRh61Q+OpYIhXyeTOii0SgSExNx0003Yfbs2SIKzmKxFKnWydFi/N4AhHpk5ANDkxyZk3r16oXmzZtj9OjRyMrKKlKdMCKl8rVpOxFDUtJoP5+IeTtzEzEnI5x40t9ym8pkjgc08PsFg8EYwmxkxjK6No/WI1LAVRi6F9WBfL3ID47qT2TIaGzxNrFYLGjTpg1SU1Mxe/Zs0Sf8w0AGvw7PaUVlk8c2d0I3Giu8b/gzxh33iWTR/3IbGvUJQW4/ah+laJ15lIT3u4LCX8GFSLTObTIbBm52oBcz/S1PyjJkUiJ3FE0U8td2vPOLW15+rhEhJNIQiURgsViQl5eHjz/+WKQ+INWJE0o5KICTB454xxOMJs4b/7+9N4+yqjrT/59Tw52rQAqITIJgIRRKO/5wRmKcIhKJBFAMBkVZHXUFE1uImhZXKU06iaLYaGThIrgwYqIQG9TQDmn4MkSUhUHihAwGoUWZqm5Nt6ru+f1RPJv3bva5dYkWXIv3s1atqjr3nH323ufcs5/zvu9+9zXXYMaMGdi3b59JCcDys7lW7XIkLCMSiaCmpsYsFG0nrpSiwI7Dk22S+/F47i8FBM8t+0n2N/tWntvuG7vfZKoNW3xI4SPFnhSm9j7S6gfgkD6W9/nChQvN+SjAGSdmWw3ZTnku2Z8Uh/b9YFs+s4lAG/ndcd0LQcH3sg910FcU5Vgkb4QW3RHAoQsUk2yzoOTsRIkcRF1T0qWLy37TzybAsok+KYI4oFGISAsL3Tyy3q54NLtMOXjZA7GEViFmjH/qqaewYcMGE0wtLTjZLCfZoEsvmUxmWI6YBkKKC9tCKS0u7AO2Rbpt7Wsi7wvm8WJKBSZDtc/Dc8tzynbLa+2yMLL+9rWS/WeLDWkxDJqg0aVLF7z22mumfLmINHNrsV6yftKSyPKzWXhdFjz5fbD72BVfFfS9I/b5XX0ZVE9FUZT2St4ILfkwb811EnQskQMF4LZgcJBxuahcg7mktdmN9r5M4VBQ0JLQkrFokUjEKT7sGV3yc9e0evaZS0TIIOalS5eac+YSLG1bzWS7+RnrKmO7amtrkUgkMuLT7PZIN6EcfFln+xoEtZt5pBi8zjUgGXsnxSTra4tru61BopOpLIIEvaw7cDCGyeWS5DHbtm07ZPIC68OXjyBLrDyv6560hU2QRcrVt7br2N5u75OLeAoqU2k7VNQqytEnL4SW53kmCaI94EmrgMR2i7gGZJe1xB6YWhvMud3Gdhu52kRk3EwymTSpEJgR3I6lsY8Pqg8tZq5AfylmCgsL0dDQgA4dOph0ElKcueouy7EthrYwZPC3PA8zlruSzUr3lyxH9pf8HURBQcvakA0NDSgpKTHnl0LdFiBB10XSWiygHf8nj5FChP0Y5JKUoo/u5Hg8bgRrkIvTthTJe5znsq+VKy5LYn9v7O+QCxnH5kJePxVXiqIcq+SF0AIOnekEHBqT05p1i5/bbhGX1Qg4dI3FIGsG95XIQSTI8iMpKioybiHOckwmkyamyWVZsa09dj1y7Q8eT5Elg7Zt1ySADGufq71EurOSyaRJi8FYLeYkC6qXPIctWimW5D1gW1JYV1rTmpubzVqOqVQqw8pmizp5r2TDjjGTSIuV3TZ7X5fQYHJUwoS1LoFql21fN1f9gsS6y/rled4hYssWoi43ZWsWE+5rX1+N11IU5Vghb4QWcb1J829XMLXrQZ/rgNOaG6O12Cw7JsdloWG9k8mksf40NzebpWHscu1A+iBoYZJiyrZq+b6PcDhsMs9TGDCmicLILjeXvqAVhYssMy0Dl8rhbMhscXOy3dJlxra5hIRt2UmlUigtLcW+ffsQi8VQX19v2uBaP1OeU8bQ2Z/Jz13t577SOkcLopx955o5SZqamjKsjjJtAmcsBt0Dsmy+WNjfDfu8UrS29r2RFjG2ye4Ll1XMhYoqRVGOZfLKns8HN6fKc5aUfOgHiSzXtHIOgnbsi11OQUFBhjjh76Bz2SJAfm673DhQ0TXKmC2mHpAxafxfHsc2yNxKxLaeyHZxWyqVQjweRzKZzKhLPB7PiFNinbi2nd0fzAsmP+MAT8FTVFSERCKBCRMmmOzkNrJ9si9d/R3kWpQwEL+kpASjRo1Cjx49DrleQbgsO7IuFIxSzErLqx3/ZLt/Zf+67h+u9ci+4gQFJkrNpf22hchloXR9xjhF+SNj0FyiiZ/zfpGB+RJ+n+RnuVoQFUVR2ht5Y9HiA5kP/ebmZhNvQ7K59liGHTMjLQUsg8h9KWSYqZ1L8jBQWYqawsJCdOzYERdccAGWLFliBqeioiKzxiCTiu7duxe+37KgMWfmcb0/WTfGqVEMATAJT7ldxkKlUilEIpGM9BAMtv/Rj36E7du3Y+nSpRllyFxL6XRLMD4/owCTFgzG+4wePRqffPIJvv/976O5uRkPPvhgRqJUWnSi0Sj+67/+C48++qgJVGc/yng7bpczFNkOJn3lbx7D8mprazOSuvIaPfDAAyguLkZ1dTW2b99+iMuqoKAlZxVnJ8r28fxcTJrXkv0g20lLEwW8hPeJzN/F/VkfbmM/sx28J7gANicScDvhYtby5cG2BvJY10uGrLPMwcb68fshhV+QRcq2oAbFfdmCUSYIVtqWadOmHe0qKMohHGv3ZV4JLRkkbMcXteaCspGCzDUFXz78KXYokORAX11dbda+40BaUlKC5557Ds8++2xGnTmAMNt6586dMX/+fPi+j7q6OiNkamtrjUgCgIqKCmzbtg3JZBInn3wyioqKsHnzZlMeM7IzdUFTU5Nxk7EfioqKUFZWhmuvvRZr165Fz549TTxYc3MzJkyYgG7duuHhhx82gzsHWrnsDIVHVVUVEokEvvOd72DEiBHYtm0bKisrUVpaajLOs1+ZE+y+++7Db3/7W6xfvx7FxcUmnQXdihQtFDsUIQUFBUZA0KVKIcr+5aQBrnPo+z7q6+tRWlqKsWPHYteuXXjuuecyrgFFL+Oe7ASivG4UVMlkErFYzJTN+yuVSpk+pjiVIkbGWXGNRwpH9qsUWmxXKBQyIp9iiv3K8wBASUkJYrEY9uzZg/r6ekQikYyXBxspeOwYONuFKMWSFHi2BVhaOG3B1poLXlEU5VgmL4SW/SYt3Wau6er8m8iHvMtl4pqVaM/S4vn4xs3BMx6PG+tLUVERQqEQKisrsWnTJjzzzDMoLCxEbW1thrViwIABuOOOOzB8+PBDXH90qXDAGjduHMaMGYObbroJ/fr1w80334zly5fjvffeQyQSMQMwB0HWQ7rewuEwunfvjltuuQWzZs3ClVdeicWLFxuBNnr0aPTt2xcvvPCCidFilm9aeqRLKZ1Oo7S0FIWFhZg4cSIKCwsxY8YM1NTUGKscj2WA/6BBgwAAq1atMgKM1hKKQ+Dgot2+7yMUChmhQtdlfX09GhoaTNt5b7C+rCMTkjLj/fDhw03MW3V1dYZ4o/iRfcnrwdgmuqsZyC8FOdvBsuPxuLmGnCmYTCaNKLZn0VI82fezvAePO+44Y8HlwuKhUAijR4/GiSeeiKamJlRWVpr+YHyXRFqPgmZTSiuftNrxb/YJXwqyfQddsW0ukSdd7SrIFEU51sjbp56MGQGyx3bI/eSDXLqmZMyX/Iz/MzBcumVoaYhGo8YCc+aZZ2Lw4MH42c9+ZkQWhQczkk+ZMgVTp041a/hRONhEIhFMmjQJd955J44//niMGzcOO3bswJ///Gdj8eKg53JncmDt1KkT/v3f/x0zZ840i0QDLVagDh064Oyzz0ZNTQ02btxoYrYoUmhpkgHVtJzdeeedmD59ekYCUFqIaLFh340bNw4zZ85EU1MT6urq0NDQYAQGhQyXG2JfMiiffcfrId1lFE9NTU1oaGgwgzyF8CWXXILFixcbSxndj4Rr8/G6UqQyW39TUxOKi4tRX19v3Ki83zzPMxYe5j6LxWLGUkaLIMUV71u6RtlHFMe2q5HWN2ktle7dKVOmoKqqCr/+9a+xdOlSE9PlWrpJuu/s2ChpHZbxUzIWjRY/ii2ZLJW4RKIrvs4+r/zuumLIFEVR2jN5I7QoligsuASJtJ5wAJEuGDl4ZRNbrsBdKb74GWNkfN9HPB5HUVGRETz9+vXD448/jvHjx6OpqcnE9chz3nLLLfjNb36Dd955x1gLODjK2WiJRAKPPPII7rrrLjQ3N6OyshKpVAovvviiER0yu7p0Q9kxLuPHj8ejjz6KsWPHYsmSJTjttNOwcOFCnHDCCUin0xg9ejQWLVpkXHZ0WdKyJQf4goICVFdXY/DgwSgsLMS7776L9evXo1evXigsLER1dbURY6xTIpFAKBTC9u3bM+omY5ZoNaPgKSkpMcH3nuchHA6bz5qbmxGNRk3MW2FhyxI/sVjMlEfLzLBhw/CHP/zBuBPlLEYp8ui2lDF/jJ1jPBL7RCZapWWM9WebampqjBimG1DGjTExrJ3TS7pDeX1ZL973dXV1iMfj6Ny5M9asWQPf97Fx40ZTZ96XUjgRaemUosoOeJeWLd5jvA+kQJb7ypirXIRSNkGlMxEVRTlWyBuhFTTLL5cHctBbNZEJPe1ZWrQ2MC1ANBo17jU5O6u8vByPPPIIFi9ejC+++MKUK60F3/rWt5BIJPDBBx+gsbHRWLgoGjgIh8NhTJ48Gb1798Ynn3yCsWPHor6+HitWrMDnn3+eMfOrsbHRiDkKQeBgoHxTUxPKy8sxcuRIvPTSS/j8888RjUZxzz33oH///igvL8fDDz+Mn/70pygvLzduKaZeoLCUfZRIJPCTn/wE8+fPR2FhId566y306tXLxIZRrFEMf+9738Pzzz+PaDRqxEg4HEZRURHi8biJd6LrFUBG3FQoFEIsFkMkEskQNpFIxMyO7NSpEyoqKpBIJIxoLS4uNgKnX79++PnPf44BAwYcMgOVwecUUCxfXkPP84zVMRwOm2tPq5+0mkajUWPZkwJMHgfA9I+8B+X96nktyzDV1dWZc/u+j5KSEjQ2NmL27Nm4/fbbzX3D9hK6/OxZurxXpLCyBRkAY+GTQfXsG9tCJr8v0hpGXBa0IJGl1ixFUY4l8kZo2cHwMtUBseOvXPEj8s3bNbhI7FgwDnxMf0ALxbBhw3DDDTfg5ZdfxtKlS00gOUUK3XrnnXcePvvsMxx//PE46aST0K9fP9x///0oKytD9+7dMXHiRMTjceMmfOyxx1BUVITx48fj+eefx1//+tcM60cikcAZZ5yB0tJSM6BzAGVwfZcuXXDqqafixRdfxK5du5BIJPDpp5/i/fffx7Zt2zB06FC8/vrrqKqqQiwWw+TJk3HGGWeYPqirqzOCDWgZWK+77jp8+eWXSKfTSKVS6NatG+rr63HHHXdg7NixGDNmDLp164bm5mYcd9xxqKysxLXXXouKigojrmprazMmE/Tp0we33norLr30UhQWFmLgwIEYOXIkPM9Djx498Nhjj+EnP/kJYrEYEokEnn76adx0000oLi7GqFGjcNttt2HSpEkYP348BgwYYARxYWEhzj//fEybNg3//d//bUQAJzbQOiOvFWczsn1cLqi2ttYIqHg8bixniUQCl1xyCXr37o1LL70Uv/rVr3DaaacZMQgcdD0z4D4ej5vrJu9B3tu0goVCIdMWWt9ojfriiy+QSCRMO2l9A2Dq5rJWyf+zIWOn7O+UPXFEijhuc/3tIlssmaIoSnsnb4QW365dOXlcb+V2IK4MxpX72O4a6TqROY+kyKOQikQiGDlyJGbMmIE//elPGDJkCHbv3o2mpiZEIhHU19cbsRaLxfDmm28iHo9j/PjxWLRoERYuXIg//vGPuOiiizB//nysXLkSzc3NOPfcc/HSSy9hzZo1uOeee7BixQq8/vrrKC4uxr/927+hsrISEyZMwCOPPIIrr7wSDQ0NRhwwdsnzPHTt2hUTJ07EDTfcgIsuuggDBw7EXXfdhXfffReNjY0YMmQIwuEw5syZg7179+LJJ5/EihUr8N577xnRRotGNBpFMplEOBzGxRdfjGnTpmHbtm1obm7GSSedhIkTJyIcDuO6667Deeedh7Fjx6K4uBi9e/fG1q1b8fDDD6O0tBSRSAR1dXXmWsZiMQwZMgQ333wzVq9ejVtvvRUdO3bEb3/7W2zZssXEKG3fvh2PP/44CgoKsGDBAjQ2NuKss87ClClTcNVVV2HDhg1YtWoVevToYWZxXn755Tj11FNx+eWXY+HChdi6dSs+/vhjeJ5n6kBrVUFBAWKxGEaOHIn7778fN910ExKJhEno2r17d5SUlKCoqAjRaBS//vWv8fOf/xxTp07F008/jeOOOw4FBQX48Y9/jNmzZ2PkyJFm4sQPfvADXHzxxcYi2qFDB1RWVuKyyy4LjNFiLN8JJ5wAAOjWrRumTp2Ke+65x1j4Jk+ejHnz5mHw4MGYPXs2BgwYkOEuz9X95nLhteaGl2KI94q0WrWWaoVl/DOfKYqitCfy5mlH944rF0+QW9DOvUUrBQdX4GBqB1oz+DeROaRoSaCLa8yYMaioqMDWrVsxdOhQ9OnTB8cff7wJkpbWBAaI//nPf0anTp2wdOlS7Nq1C5dffjk+++wzbNiwAZs3bwYArFmzBr1798a9996L+fPnm4D0VCqFX/7yl1i0aBFGjhyJefPmmXQM7Ataak4++WQMHz4cTzzxBDZt2oTZs2dj+/bt2Lx5s2nfunXr8PTTT+MHP/gBnnzySSxZsgQfffRRRn4qGdvE2YMffvihSWngeR5mz56NoqIiNDY2IhaLobGxEYsWLYLnedi+fTtmzpyJL7/8EitWrDDWMZmLq6amBpWVlejfvz82btyIuXPnYsmSJSZNwp49e9C1a1eEQiHMmjULW7duxR//+Efs3r0bF110Efbt24eVK1eif//+mDt3Lnbu3IlQKIS33noL11xzDWbMmIEhQ4Zg+vTpKC8vz7C+FBYWIh6Po6SkBE8++SQ6duyINWvWoLS01OwzevRoPPfcc5g9ezZmzZqFwYMH47777sO6devQp08fTJ06FUuXLsXPfvYzzJ8/H9/+9rfx4YcfIhwO44YbbsD111+PIUOGYNGiRejbty8eeeQR/OUvfzHWT97f7D8KlNraWtx2220oKytDly5dUF9fjz179iAcDuPBBx/EH/7wB1xwwQU499xz8fvf/x4jR45E7969TVoIijdebxnTyPtc3qN0Dbomh/BlxI5xs2PaWGY6nUZxcbHzxUjGPPLeki9K9qQARVGU9oyXD0GpJSUlfkVFBZLJZMYSNfK3K62DJKgd0nLFNA5A5jqKUuBRNH3/+99Hp06dsGDBApx++ukYPXo0li1bhldeeSUjCShnzTGQ+YQTTkBRURE++ugj4xLyfR+XXnopXn755YxBJpFIYNeuXTjttNOwadMmY8W5/vrr8eCDD2LPnj2mPhRHqVQKAwcORL9+/fC///u/ZtYj28XA+3A4bIQS68ncTMwTJgdSxpP17dsXyWQS27dvN3m44vE4GhsbzeLNxcXF2Lt3r5ldF4vFjMuM8UaMowIO5pZ64IEH8NFHH+GNN95Av3798Mknn6CsrAxjxoxBeXk53n77bZx11lkYPXo0Lr74YnTu3Bn/8z//gy5dumD37t1IpVLo1asXPvjgA3OtCgoKcPLJJ2P06NEYOHAg7rjjDmzfvt1Yajh5oHv37pg2bRree+899OzZE3V1dZg5cyZ830f37t1RXV2NpqYmxONx1NTU4Oqrr0ZFRQWmT59u3IrnnHMORo0ahRUrVuCNN94wApiiomvXrrjwwgtRUlKCBQsWoKqqyvRLJBJBOp1GQ0OD6dcePXrgiSeewIIFC3DiiSdi/fr1WLVqFdLpNIYOHYoVK1agvLwc1113HT7++GN8+eWXWL58OWprawEczC0mrbkyrtDOzG9PFpHfByKTtNrWXimeXOXaBH3HPK8lue2OHTve8X3/LOfB3zA8zzv6D1IH046xxJDKN4P2cl/6vp9TDEReCK3S0lJ/0KBBqKqqMqKCgoCDWTahJV0jMh8XkPlmzkGCb9fcxlQH6XTauAQTiYTJ71RcXIxYLIba2lqkUikzs44zzxjQLUWNnZOIMTm1tbUmIJ3lUzAMHToU3/nOd1BZWWkCt2UyUTlrkekM+Jm0nBC2h4I1HA4bi10ymTSJRKPRqJnOz/gvpkhgwLpcl5GCj3VnXJsUtLS4sG84k5ApNJhDK5VKIRQK4YorrsAvf/lLDB06FNXV1eY+YMwS8zxREDK1QnNzMyoqKtDc3IwtW7YYtyL7uqCgwIgcGZsViUQyhKGcPXj11VejW7dueOqpp4zIZzvZn1I4MA1ISUkJotEorrjiCqxbtw5btmwBAJMfi/XmcUVFRbjqqquwY8cOvPvuu6ZPGeDP619WVob9+/cjGo2aFxGel5Yo3tf8LkhLlwspRHlv8Z5xxVC5trnyadnHyPgvOUkhFoup0DoCtJcBTWlftJf7MlehlRcJS0mQiJIxVS7sWWZ0H0pxZr9Zy3Mx+SVFFtDi1mH8VVNTk0lkyYFSztijhSISiaCqqspkkqdrjJYDzl6jiOLACbQMmqeddhoeeOCBDLFEMcLy6D5k+7gv0w5QPAEtAx3bI8viTEYO7NIqZy9xI90+7EuKBlpWeE7WzSWO2Qf8TKY+OP744/HTn/4UkydPxu7du03dKZZYpn8gUSnLphDjLE/eK83NzaYdTD5LQUKBXFNTY+pbU1Nj2lNRUQHP8/DEE08YAcxEsRSMFN28jpFIxPRVVVUVnn/++QyxRCsj+5SzFZuamrBo0SLTtzxGXo9YLIbdu3eb68Ws8Sxb9rP9XZCWKFvwSOygd7nddufL+8CVToW0Fr+VDy94iqIoR4K8idGy0y7I2BJ7u+s4e1++gUu3I5GpDAoKCozlgwKFgfkkHA4bq4iMAwMys2tzEKSgoAhisk1mHKdQ48BJy8TTTz9trBX8rKmpCaWlpSaGigkzARjRwSn/FErcxkGX1puamhrTfzJzOWNvmOyTQf5SEDJhJ2O6AGSIGqYFaGxsNNYwKdJoaWKwOS1SiUQCI0aMwIcffojVq1eb+CNOSGCaCPZ1XV0dkslkRoZ5Wsh4fTjTj9dA5vyqqakxM/1kEtlUKoVYLIYPPvjAiB9arkKhUMb/+/fvN/3CGD9aRnm9KY5l6geKbN6nMjcag/LtdjU0NJgUDhT37As7L5acbSjjoeyAd1d+LddntmhzzR7MRWTxPBoAryjKsUjePPnkrEBiiy8b+3OZ3gFwv2lzsORgxkGO25gjSsYYVVVVmfgaDqB2eRxEablgEkz+pnCQSTRpDaNFbPfu3UaQRKPRDPFSUFBg3EZyHUaZxZsuSgoi29rFdgLAvn37jMhj/RoaGjKC/Nmv7Au63qRoo6ADYI6xg6alK4vWQQqX2tpaXHTRRVi7di3q6+uNUOR1bWxsNGsmsr/YR1JISzeuvF8oWGg9LCgoMBnm6aIGDi7eTJEsM8JTOLFfeF2kNZLuVVqhABjXLq+7HZzOPqO1VloZ2acUmcxGT7HoClKXyVHlJBD5XbBn67q+T/IzOdsw6LjWPnO5FjWXlqIoxwp5IbQ4/V1akThA01ogt8tcP/yxBzMpuOxUDnLmk3QPUhhxMCexWAw1NTUZ2cPluRijA7QM2BRCFCZyiRbm6uJA39zcjJqaGpPtm/FF1dXVRvRI8SGD12mRYdwV95MCk/Xg2oE8J2PS6F7kuoLsM7rL2CYp1OQ1oZigxYtB9qwrhaJ0ddE6QjEzb948Y83zPA8NDQ2oqakxMW8UthSyMrknLU4AMixK/IwpHurq6jKCu+WahKyrjFmSMWKMueMECOYIo0CVoqeurg5VVVUZyybxb+kSZt/U1dWZe5MuXQpBaZVj+xobG5FIJDJElbyPpfCXLnQpbFyuePldOty0Da4XHLmPfX4VWYqiHEvkTTD8v/zLv2Dfvn0Zsw1pSZCDhSsonmIHyMyHJd2KDHaW0+LtgUrG/dASQVEnrVgccHleOUBLdxyx8xHRusPlfWQ7KELkoCUtN3JWGYUSZxFyfUFus60RPI6WHen+pEWGIoXlEYpQHs9jmC+LfSdnrNnxcDyGg7C8Puwn2S92fdkXFIEypohiha5DZvq3Y4ykMOL1ky5PaVGS14vXjNZG1zWWC2fLWCh5jWk54z3GwPx0Op2xhI8sW7oTZdm0rtqiifFkUti5XH/y+rgmlEhcx8tyiB00L+Pm5PHRaBQ7d+7UYHhFUb6x5BoMnxcWLeDgbDm+mdtWKntgAzJdJjLYlz8AMgZmuro4aHJQkGVHIhEzsAHIsLTZs7wo3uTAIl02cqkX6SriAE8BIevCz7jd7gOWwWPpSjzxxBPNgE2LhisYmn2STh/MgyTLkpYUub+0Utn/y7UBpcWR/cS2UZhxP9aPrkWKQ6ZA4LWVAdhSQFJ88fwUe7ZI4WfyvpHWTp6D9wnvQXlN5WxTKep5P9j7s64sWwpQWtlYb1rM5P0sLaB2zCHbHo1GM2ad8n5j3Ji8JtKKy3L4w22sp3T32m4/lxtQxngFzUDMdryiKEp7Jm+Elh0ELy0YHARk8K8dxCsHEboiWQ7dT9L6IgcZux52XAv34ww9xspwP+muAVoC0RkQLo+lNYKDJfenq7G4uBjjx49Hz549zT60pPFvChhahzzPw6BBgzBjxgwzm43no5hgHWjloMWKf8vAeCAziN22TrgsdRQnUhDJ/pHlSUuXtMzRmkOxw5QRQQMzxRIXxqZ7lEJNpqfgvSP3l2JEBoAT2+oWdJ/Q6hk0ecM+hsh7XPanHYDO62dbm6SQ4//ynpbfHX5uzzyUbZR1k4JL1kO2QQp3+XJj/+Tan0rbke366M8340f5ZpM3QsuFy4qVC1KkSXz/oMCy40lcQb9EJveUs/5opaE1TrpxpKUnEonA9/2MNQUpoPi/53no2LEjfvzjH2ckwpSzD6UViZaSUCiEhx56CLNnzz5EXMklaJiygRY66RZk3SKRiJkd11rfS1EpZ2JyAKdwHDRokBG7FFdsm3TjUQSyr2iJbA2KROYvi8ViRlAXFhZm5L1iHjH2pUxlkA3ZDzIeidfFtiDK/X3fzxA5rj7M1s/ynpX3NI+Rlqhc2uGK1XJhb89WfmvxXVIcBpWvKIrSXskboSUHLSmE+Jn9Ru4anFyDg/1Gbw82PM4WZ/ZbPD9nXqc+ffockgaCIkueq7CwELW1tSbYnAKLAorpFDzPw5gxY/DYY49h3759xvrCQG9pzaPFqLi4GBMnTsSmTZuwfPly03/sH+nGrK2tzRCGFCMUHvwtA7GzDYbsfwbBsx+ki/Cqq67CmDFjTFC4tNjwevu+b2Z6ykz73G5fa5bBujU0NJjZgkVFRejUqRPuu+8+XHPNNZgzZw4GDRqEkpIS05/SvSWtQbZIkNY9ec/Zb5m85i4Rb/efLdLkNuk6DIpFBDJnDwbFTdmuT9d1CyJIfLnElHRNsx7Z0j3YAfKKoijHAnkhtKQ4oYXHdsVIssWJ2A96uxw5OMk4MCmO7LrJwYcLOY8ZMwaDBg3KyF7OmC3pzvR931hS+L+Ms+ExpaWlGDhwIF577bWMJKNMUsr6S3em53k4++yzsXjx4gxhZCedpAiiZYnHp9Npk4tLCi7g4ExDu99dgc68brSgAcDgwYNRXl6OuXPnZsRA0W3n+77Jd9XU1ISePXvid7/7HWKxWEYcmzyXi3A4bNqUTqdxyy23YP/+/Tj//POxceNGvPvuu6iqqjJtp7jLxQIkxVaQxUZeDyni7Qkcrvrbws0u2xZL9vmluON9wu3yXpZCKJsVzeUidNVTttvVF7Is++VGblcURTkWyIvM8DIeSM7gkwONy/1AKERkDJA8Bsi0gtmxKq29XbMeiUQCkyZNwuzZs3HxxRfj//7v/0ysk3y758DH2CEZZM5zSyHj+z5OOeUUvPbaa9i1a5dxc7EtsVjMpAGQsWbnnnsuVq5cibVr1x6SAoJuOg7OzCxPEokEbrzxRgwaNAhz5szB3/72NyNEODOO/+eCzCtVWlqKSZMmYerUqUgmkxltZh3kTMfy8nLj/qTlTeYPYx+5kIHwhYWF+NWvfgXP85BIJMxC1bzGnMlIN6a8boeDHY/mQloUSS7iTp5DinzZDy6xIi2y9oxa0lpbs30PZJtz2T+onrkcqyiK0p7IC4uWDQeZbAHrrm1SoFFkUPTYVisOBDI+yzXDijO0otEoJk2ahEWLFpm8V7t37zYzxuSsKwqORCIBz/OM1cjzPLNcC+O1aPEaNWoUXn/9dQAwrjSZDwpoETAUCABw+eWXY/HixUZkyYB5xg3JWDC2NRwOo7KyEqtXr8aCBQvQtWtX02fhcNiIRIqYIHcSBQz7iPFf48aNw8svv4z9+/cb9yhwULDK2LEhQ4bgjjvuwMSJE/H6668jFouZmDGKRft6ywGfgpV939jYiKqqKuzevRsbN240Oa94Xgo8O/GsvI9yEQFB8Uiyb1zHtLa/7TaUbtwgK5LLZR7kNj+cNrnOZ5eZrU3ZrF8ao6UoyrFCXggtO26FbiZXELIruFi6RWjZojtLzvrjZ674FqYXYGA3g7xLS0tx77334k9/+hPefPNNlJaWYsSIEVi0aBGKiopQVlZm3GFAS1B3WVkZXnjhBUyaNAnjx4/HmDFjUFJSkhHXQ2FQVFSEUaNG4ZlnnkE6ncadd96JqVOnoqyszIimwsJCTJ8+3QiEcDiMHj16IJVKYe/evaYtMseSdGnJ+JmioiI88cQTmDVrFk455RTs3LkTy5YtM+5FrvkoZ+txsGfKhd69e+Opp55CSUmJ6Tu265ZbbsH777+PV199NSPRKNd/ZJnFxcV47rnn8P777+O2225Dc3MzlixZguHDhxt3oLTqyOssc5VRFEqLpnQ7yrg2OTtUxlZlC1gPmgVku9Ls/Xlu+zM77UKQiJXuTcaz8YVBxrfxb+7X0NBgxL+d6kKKLWnJ5b1oCyK5Pycd8Jyu76YLKRJl/OPhWPcURVG+yeTF044PXju2yDVQudyC8nO7PHtwCBpMudYdB2qukTd58mSsW7cOa9euRa9evdCzZ0+8+uqrOPXUU/HQQw9h3rx5+MUvfoG+ffviySefxO23346FCxdi/fr1mDt3LoYNG4bFixebmCrGX9FaE4vFUF5ejpqaGowfPx79+/fHM888gwkTJmTEFSUSCfTq1cukljjzzDPx97//HZFIBKeffjrmzJmD4cOH4+qrr8bxxx+P4uJiJBIJJBIJAJl5vDp16oQRI0Zg9erV2LZtmxFW7C+Z+FSK2zPPPBOnnHIKpkyZgg4dOph1GJuamkzQfkVFBd555x1Eo1F07twZxx13nOlPJnpNp9O47LLL8Oqrr6KqqgrxeBxVVVVYvnw5iouL0a1bNyM0OMDL+C+5jqAUI/LekCIhSBxJoeOKP/tnAseDZh9K7LxvEjuWSlpK7dgreU6X2LEFlP2dsV178gXAtvbadTxci5Q9SSMoWF9RFKW9kRcxWvYDmAOgtFAEvTHb2+Ugag9awEHBIQcdzkarq6tDIpEwVp2TTz4Z9fX12L9/P8455xw8//zz+OijjzBixAgMHDgQO3fuxNq1a7Flyxb069cPixcvxs0334x3330XW7ZsQXFxMZ599lk89NBDOOmkk/Cv//qv+Oyzz9DQ0IAOHToglUrh5ptvxplnnomKigosX74cjz/+OMaMGYNFixaZeqdSKfznf/4nbr31ViSTSTz66KMYPHgwunbtirvuugtbt27Fp59+invvvRdLlizBihUrMGXKFITDYezcuRMLFixAU1MTLrvsMhQXF6Njx45YtGgR9u3bZ7Kw08U5btw4JBIJPP744+jUqRPq6uqwb98+/PCHP8R5552HHTt24M033zTXivmu0uk0hgwZgm3btuGCCy7AvHnzsHfvXjz77LNYtmwZNmzYYKwsRUVF+Pjjj3HllVeiqqoKq1evRn19PWbNmoWOHTuiqqoKXbp0gee1LJVTW1uL5uaWBbtra2tNXjReN5mbS4oE3ke5kEusnr0/7yM75s/OQWVbuFoTcXb9pZjk94Hu56AYNpm+gq5VO1BfijdpebID+XnM4SLbLr9v/4xQUxRF+aaSF0ILyBRIQa4Xua89m8kFP3MFJcvBMRKJGCtJMplEPB5HOp3Gxx9/jAsvvBB9+vRBZWUlhg0bhiFDhuDss8/Gnj17sHfvXnTu3BmvvfYaNmzYgIkTJ5o8WH379kUqlUJJSQmKiopw9913Y/PmzYjFYgiFQti/fz9isRi6d++Ohx56CGeeeSYGDBiA+vp6zJ07F3V1dcbKNG7cOPTt2xexWAyvvPIKEokEevfujdmzZ6O6uhrpdBpnnHEG7r//frz99tv47ne/i3Xr1pn29uvXDyNGjMDevXuxa9curF69Gvv370ddXZ2xhJSWluKkk05CWVkZli5dittvvx39+vXD9OnTMWbMGHiehw4dOmDJkiXo3r07FixYAM9rWeqFaRlGjhyJgQMH4pJLLsHdd9+NV155BVdddRXi8Tjq6uoQj8eNZXHr1q34j//4D0yYMAHnnXceFixYgM6dO2PDhg248sorMW3aNLzyyisYP348Hn74YaxYsQJr1qxBLBYzMWmcFJAtfsm+F1zbsiHFgnRjtlYG7zF79mRQObmKvKAUCbJ9MkaP/8sXFvu3FFsy7YT8ntgzCl0C0+6XIAuaXZ6iKEp7Ji/WOiwpKfErKiqwf/9+k5eJCyAzIFsOCq25HWy3jD0l3jVQMEjatgLQckIxRvdKNBpFdXV1RoZ2xlMBMNaGb3/723jjjTfMsj5yDb90Oo1EImEWkgZgPufxnuehW7duiEaj+Mc//mHisPr374/NmzcDOGilC4VC2LNnDyKRiLH2FBYWYs6cOVi2bBmWLVuG2tpaXHLJJXjppZeQSqUyZs8lEglcf/312L59O/bv349hw4ahpKQEa9asQceOHfHpp58iHA5j5cqVZpFmDs49e/bEzJkzkUqlcO+99+LUU09Fz549sXz5cnz88cem7bRoRSIR/OIXv0AymcQ777yDK664ArNmzcK1116LZcuWoaysDBs2bMBZZ52FLVu2IJ1OY/PmzU7rUK6B3pKgWYO5zqST53e9EEghIePF5Dnkfch+tNdJ5D1AgSpderxf6ZYmcoKArKMtsFztk/V0tUee347VkoLXJehkn4TDYXz++ee61uERIB+e8cpXQy3A+Ymf41qHeSG0EomEP2DAAFRXV5tEng0NDSYgXuadspOZAu4HSdDgm82ywVl3HEDsRZ8Z70U3GxcHlikQ6uvrTdA4xVQ0GjXuLzkYSXcOzy+X0ZHB+UDLQrxMSlpQ0LLWnXQfURDW1dWZGYeFhYWmzKamJtTX1yMajZrBP5VKIRQKZQhZBvePGzcOO3bsMMH9vDY8Lh6Pm6Sq5eXl8DwPF154ISKRCN58802sX7/e9EV1dbWJBaOYGDZsGFatWoUTTjgBffr0wVtvvYVkMgnP8zIWWObMUbYHAK699lr8/ve/z1jqJ9s1diGtVa57KkhE8VjuZ7vc5Ofcxz6G/wcJraAygtogy5Z50yiIpOjiPSXFk/0CI7P2y7raYiqoPTy/S2il0y0Lae/atUuF1hEgH57xyldDhVZ+8rUJLc/zegGYD+BbAHwAT/m+/6jneZ0ALATQB8BWAKN939/rtdwRjwL4LoBaAD/yfX+dq2wSj8f98vJyJJNJE4dSW1vrdP1JNwdwqKCyXSLcJo8/0C5TBgUVBzsOSpzhx8GLlifuFwqFzGw2OWtRHiuztXOAk4OYjLeJRCKmvRRlFCYsh646WqzkYMnFmGXQeDQaNW5R1pPtoOhiZnWKzEgkgrvvvhsrV65EWVkZXn31VaRSKSN+WG5NTY2pvxR9rLvv+6ivrzcWtubm5oyZiHQl8hrU1tYaocG2ss4ydUc6nTbuSAot22IiB/sg0WPfJxJpQSJt8bCT9xx/B8UXyjbY3wFbSElhZMdjsc9klnwptORLjWy77MtsItTlMrT7+EhZtI7E8+vAefJWzajQ+uajQis/yVVo5RIo0QTgZ77vVwA4B8BtnudVAJgK4HXf98sBvH7gfwC4EkD5gZ9bATyRa6VdbhmJjMlibJF0m8jPZGC0awFq/lDEyIGDAwzdeVIUsXx+xjpSqNTX1yOdThuRBbRYB8LhsKkXj2EdpJVJWq9CoZBJoeB5nlm3T6ZskH0TCoUyFjmWaRpIXV2dSYAqF1YOhULGbXnjjTeaCQHMG1ZfX2/cn+l02og15qaqr6/PELa0qsnJB3RpcTsD3Rn0TusX+7eurs7UmW0IhUKIxWJG5LnuIdvqImOseN8EWcHkPfPPiCwKTznTz161gDM67fO76iS38Th7xQQZcC5fKmQ7pDXKFkyuWEcKMvYHywtyuQZh75ctpq6NOGLPL0VRFBetBsP7vr8TwM4Df1d7nvc+gB4Avgfg4gO7/Q7AXwBMObB9vt/y9F/jeV5Hz/O6HSjHiZw5ReHDQGcpKuSbO/d3BezK+Ba6Y+ws4HyDlwsQU6xQwLEMWhtkvibWB4CpL61B0gUnkcJGtoOCSA5ojE2jFYgihRYhKS6lFUnOVuO5pPuV1ju2kwKTFrJQKIRVq1ahubnZxICxvrRoSatdQUHBIbFtBQUFZpFoWutoAWR/ybbIQG15LaSVRyYwZe4sukfp3pXxcXYfy3vNtmbZFk+2wXYLByH7n2XJ+0Ra0aT7mRY7aXVyBZHb9ZbWNhkXyD6VQkYuUC6tf0HtlueS57Z/tya4ZN1k+2V9jwRH4vmlKIqSjcOadeh5Xh8ApwP4K4BviYfP/6HFNA+0PMT+IQ7bfmBbxoPK87xb0fLGiHA4bB7sTDLKwcRO72C7AznguAYG6aazZ1XZsS3SoiEHSJclQ56b1heZ6yib9UOKQNulEuT6kvWSA1tQULPsJ5drTR5DSxbFUV1dHT788EMTLyYXteY5KX7s87vctraVJmgmmsu95+ojkm2wds2Is9su7wmXQJdWUVfd7XvAdW7W07ZMUXDZSUBdFiwX0lLl6hv7ertcq7ZLkfvJttm4JpUE7eeqO+shBemR5Ot8fh0ozzzD8hl1OynK0SVnoeV5XgLACwAm+75fZQ2M/uHGKPi+/xSApwCgtLTU58BBYcQB3X6b5mAkLSD25/aDXrpupLWDb9dyDUAiB0w7kSqhkKO1gNvsusrBzBYPsmxXGUCmGLEDi22yxc3Ylj4pPNkf0upmrzfIutn9asfDSbFluw9pwbHracfZcTAOskrZ+8rrxf9ziU2RgkNeN2lBCupPAIfcq9I9Z9dNfi5d2tICGTSjVvaFSzDbfWBb07IJwiBLkytOTF7noP0l9n3BbUc6bujrfn4dOM48w/I5RktRlKNLTkLL87xitDykFvi+/+KBzZ/TpO55XjcAuw5s/wxAL3F4zwPbDhuXaAgKALb3zZYCwh7UZbmuc8nzSHJ1gUiLghRTLCPbgGmf0x785d+21QQ4NL6Mn8kYHboRObOPAemM2aJokv1siwbbaiJFHP+m1cbuA/5ti+qgNknR4LKscV9bPEjxx/MECRHpprPPL+slRbD9t+t4KXhlzirbAinbYIt3lwi3+862dtnHSUHsKseF7V7MZlHNJ47W80tRFAXIIRjea3kCzwXwvu/7D4uPXgJw44G/bwTwJ7F9vNfCOQD2txbfQNeJdKHYg7D9w+Ncril7mxzk7RgV6UqUcTWi/eZc3N+2DAT0W8bfdhC+dFnJdtoDvquvXNh9E4QUj3QXUgBQlHC9PE4WkEHRrL/LSteaa439J9tg94U8B8t1WcBc/We3UdbDFhQsU/abdFnzGNe5ZTn232yzvF/4v7wHeS4uLm6/GEjxZbswbZFpt9d1n7rKlgLadhva3zNXefb3MOh7yjbI/jpS7qwj8fxSFEXJRi4WrfMB/BDABs/z1h/Ydg+AGQCe9zzvZgDbAIw+8NnLaJkavQkt06MntHYC3/czBhv7wR/05ux6kLv2o5WAYkJaHOiykYOZLWbkoCT/l5YuGfsjj2MQvU22+BZX/wRhW77sNgS5PblvtkzgDPDPFgfkEgBB1heKYNuykw075stVbjZc8UksQ1q8sgnc1txcrhgnl0VNvlBQ5NnWObuOxH4JkNYu4NBry36zy872PZLu0GzH2N8VebztgpVkc8W2IW3+/FIURclGLrMO/x+AoBHxEsf+PoDbDrciMtWCJMilx8HTTu/gGjBdQs0WS3I7CRIC9mBiD+RywKV1QQ58cqCSQsl2G8o65BpvJC1D2aw+Eum+ZFoHJo2VgsG2fgCZa+qxnq7Bn8KNf9sxYrKd9gw+F7brVboE5f+tiVTpemwtJsklMGwXKtvnipcKugflMfJcdrvkZwUFBSaVh122rJNtwZXl2X1j148u5FzuodZElmzvEZ51eESeX4qiKEEc8dfLIORD2hZL0sVBbFdTtrdle8DNNcYpW9Ax9w+y+ASVbwc8c5tsK7fnOsixXrZ70h6g+SP7UroEw+GwGQQ9zzMpGoLcUNnqxoHXJRZs97AtCu1rz32Ys4sCQlpA5THSwuQSxVLcSHehSwjZ9cnWVlpM5f0Y5HKj29C+Di7XaWvntYUhy5eWW/mZdPNJ16bLkhvU/qA+4/7ZvhOucymKorRX8mJRaXsw5GATFIgsB18ZPAzgEIEBwMQiyWMpYqRFxg7stjNly0GKOaBYphxcpNXBhueS7kpXbJjLFenqC1cAuWwf6yLTPMg2SeHX1NRkkoYCMMvr2MJHCgnbkiKtMfZMPFdsFnNsuQSp3SZp7bTTaQS51ezJBixf/u0SdtnEuBREPMZ1ftlO2T/SpWyLHFefynraotEWQ9I963IBSstkNuR3QbaLdZH15WetvegEuUgVRVHaM3khtILiPFwz5uyYJOBQ91qQ+8J1LPe3P7PdSUHbXGT73HZx2dtdcVSuOtufH05d7EDuXNpjx2PJz+x4oGwWIHvwtgddKWAAZLiGJXZ/SLcd65CLhdN1/mwECeKgern2cZ1HCvtsdXHFPcl6uV4y5N8yfqw116r8XmZz+UlxHYR0rx6pQHhFUZR8IC+EVmNjI7744gvjpvJ931g67CBo4FCXRmtCQQ4orvgtGRDObTL+xhWIbQug1txLNnbgcVCAeGsC659xwbgsJq7PXPE8cvIAYRvsZLCyLNtdKi0uQaLZ5XaUZHP3sS3yeCnCZHskrQkpu+3ZLI+yra7t8v5mn8lyXC8Ah4PsY/vcuRxr55ezX2CkW1QKvWyxWHYsl6IoSnun1UWlj0glWkn25wpOPszyncfnUm7QW78UBK1ZBoLq4jrv4ZbV2r7Z3D+51DMXoZftHLkKx2zndYm9bOUcTh/mK1/1ng8qry375XCvE4A2X1T6SNHaM0xRlPaHn+Oi0nlh0ZK4BoSvOjgEHZ9Lubkcezj1a23fr7Ms1z7ZLESHs1+29n+Va+faP1v5uZaRz7gEydfdhiPRJ23dBkVRlG8ieWe/P9ozkuwYEltsyNlh7YFsbTnaA2UufdzaPtk+PxLX8HBEbdC91l6Q35321C5FUZRs5J1FixwJV4eL1t7Kj7b4+Dr4Oq2Fbemm+yoWx1w+PxpWnsPZrz3ca5L21h5FUZRcyDuLFvk6LVtfxerh2vdYehv/Km3Npd9d+xwr/ftV23m0rXXZONrnVxRFyRfy1qL1dXKk46LaE21pMfoqsXPtgbaKPfw6yv6qHO3zK4qi5At5a9FSFEVRFEX5pqNCS1EURVEUpY1QoaUoiqIoitJGqNBSFEVRFEVpI1RoKYqiKIqitBEqtBRFURRFUdoIFVqKoiiKoihthAotRVEURVGUNkKFlqIoiqIoShuhQktRFEVRFKWNUKGlKIqiKIrSRqjQUhRFURRFaSNUaCmKoiiKorQRKrQURVEURVHaCBVaiqIoiqIobYQKLUVRFEVRlDZChZaiKIqiKEoboUJLURRFURSljVChpSiKoiiK0kao0FIURVEURWkjVGgpiqIoiqK0ESq0FEVRFEVR2ggVWoqiKIqiKG2ECi1FURRFUZQ2QoWWoiiKoihKG6FCS1EURVEUpY1QoaUoiqIoitJGqNBSFEVRFEVpI1RoKYqiKIqitBEqtBRFURRFUdqIVoWW53m9PM970/O8v3uet9HzvJ8c2D7N87zPPM9bf+Dnu+KYn3uet8nzvA89z7u8LRugKIoShD6/FEU52ni+72ffwfO6Aejm+/46z/NKALwD4BoAowEkfd//tbV/BYDfA/j/AHQH8BqA/r7vN2c5R/ZKKIrSHnnH9/2z2vIER+L5deA4fYYpyjGG7/teLvu1atHyfX+n7/vrDvxdDeB9AD2yHPI9AM/5vt/g+/4WAJvQ8tBSFEU5oujzS1GUo81hxWh5ntcHwOkA/npg0+2e5/3N87ynPc877sC2HgD+IQ7bjuwPNkVRlDZHn1+KohwNchZanuclALwAYLLv+1UAngDQD8BpAHYC+M3hnNjzvFs9z3vb87y3D+c4RVGUw+Xrfn4dKFOfYYqitEpOQsvzvGK0PKQW+L7/IgD4vv+57/vNvu+nAczBQfP6ZwB6icN7HtiWge/7T/m+f1Zbx2goinJs0xbPrwNl6DNMUZRWyWXWoQdgLoD3fd9/WGzvJnYbCeC9A3+/BGCs53lhz/NOBFAO4K2vr8qKoii5oc8vRVGONkU57HM+gB8C2OB53voD2+4BcJ3neacB8AFsBTAJAHzf3+h53vMA/g6gCcBtrc3YURRFaSP0+aUoylGl1fQOR6QSOjVaUY5F2jy9w5FCn2GKcuyRa3qHXCxaR4IvAdQc+P1NpjO++W0A2kc72kMbgPbRjqA29D7SFWlDkgA+PNqV+Bpoz/fbN4320I720AbA3Y6cn195YdECAM/z3v6mv922hzYA7aMd7aENQPtoR3toQ2u0lza2h3a0hzYA7aMd7aENwFdvh651qCiKoiiK0kao0FIURVEURWkj8kloPXW0K/A10B7aALSPdrSHNgDtox3toQ2t0V7a2B7a0R7aALSPdrSHNgBfsR15E6OlKIqiKIrS3sgni5aiKIqiKEq7QoWWoiiKoihKG6FCS1EURVEUpY1QoaUoiqIoitJGqNBSFEVRFEVpI/5/HUP5JRiysWQAAAAASUVORK5CYII=\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -140,7 +151,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -152,7 +163,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -164,7 +175,7 @@
},
{
"data": {
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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -176,7 +187,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -188,7 +199,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -200,7 +211,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
@@ -218,7 +229,7 @@
" ax1 = fig.add_subplot(121)\n",
" ax1.matshow(x.squeeze(0), cmap='gray')\n",
" ax2 = fig.add_subplot(122)\n",
- " ax2.matshow(y, cmap='gray')"
+ " ax2.matshow(y.squeeze(0), cmap='gray')"
]
},
{
@@ -245,7 +256,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.4"
+ "version": "3.8.2"
}
},
"nbformat": 4,
diff --git a/src/notebooks/05a-UNet.ipynb b/src/notebooks/05a-UNet.ipynb
index c25865a..77d895d 100644
--- a/src/notebooks/05a-UNet.ipynb
+++ b/src/notebooks/05a-UNet.ipynb
@@ -23,76 +23,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "x = 64\n",
- "depth = 4\n",
- "channels = [x * 2 ** i for i in range(4)]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "channels.reverse()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[512, 256, 128, 64]"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "channels"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [],
- "source": [
- "m = nn.ModuleList([nn.Conv2d(1,3,2), nn.Linear(1, 5)])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "ename": "ModuleAttributeError",
- "evalue": "'ModuleList' object has no attribute 'reverse'",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mModuleAttributeError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-12-56d7987510bf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreverse\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[0m",
- "\u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/text-recognizer-cxOiES-R-py3.8/lib/python3.8/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 769\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodules\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 770\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmodules\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 771\u001b[0;31m raise ModuleAttributeError(\"'{}' object has no attribute '{}'\".format(\n\u001b[0m\u001b[1;32m 772\u001b[0m type(self).__name__, name))\n\u001b[1;32m 773\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
- "\u001b[0;31mModuleAttributeError\u001b[0m: 'ModuleList' object has no attribute 'reverse'"
- ]
- }
- ],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 40,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -101,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -110,7 +41,7 @@
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -119,72 +50,68 @@
},
{
"cell_type": "code",
- "execution_count": 101,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ModuleList(\n",
- " (0): DownSamplingBlock(\n",
- " (conv_block): ConvBlock(\n",
- " (activation): ReLU(inplace=True)\n",
- " (block): Sequential(\n",
- " (0): Conv2d(1, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (2): ReLU(inplace=True)\n",
- " (3): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (4): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (5): ReLU(inplace=True)\n",
- " )\n",
+ " (0): _DilationBlock(\n",
+ " (activation): ELU(alpha=1.0, inplace=True)\n",
+ " (conv): Sequential(\n",
+ " (0): Conv2d(1, 32, kernel_size=(5, 5), stride=(1, 1), padding=(6, 6), dilation=(3, 3))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
" )\n",
+ " (conv1): Sequential(\n",
+ " (0): Conv2d(1, 32, kernel_size=(1, 1), stride=(1, 1))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
+ " )\n",
+ " (bn): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (down_sampling): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
- " (1): DownSamplingBlock(\n",
- " (conv_block): ConvBlock(\n",
- " (activation): ReLU(inplace=True)\n",
- " (block): Sequential(\n",
- " (0): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (2): ReLU(inplace=True)\n",
- " (3): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (4): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (5): ReLU(inplace=True)\n",
- " )\n",
+ " (1): _DilationBlock(\n",
+ " (activation): ELU(alpha=1.0, inplace=True)\n",
+ " (conv): Sequential(\n",
+ " (0): Conv2d(64, 64, kernel_size=(5, 5), stride=(1, 1), padding=(6, 6), dilation=(3, 3))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
+ " )\n",
+ " (conv1): Sequential(\n",
+ " (0): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
" )\n",
+ " (bn): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (down_sampling): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
- " (2): DownSamplingBlock(\n",
- " (conv_block): ConvBlock(\n",
- " (activation): ReLU(inplace=True)\n",
- " (block): Sequential(\n",
- " (0): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (2): ReLU(inplace=True)\n",
- " (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (5): ReLU(inplace=True)\n",
- " )\n",
+ " (2): _DilationBlock(\n",
+ " (activation): ELU(alpha=1.0, inplace=True)\n",
+ " (conv): Sequential(\n",
+ " (0): Conv2d(128, 128, kernel_size=(5, 5), stride=(1, 1), padding=(6, 6), dilation=(3, 3))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
+ " )\n",
+ " (conv1): Sequential(\n",
+ " (0): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
" )\n",
+ " (bn): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (down_sampling): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
- " (3): DownSamplingBlock(\n",
- " (conv_block): ConvBlock(\n",
- " (activation): ReLU(inplace=True)\n",
- " (block): Sequential(\n",
- " (0): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (2): ReLU(inplace=True)\n",
- " (3): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (4): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
- " (5): ReLU(inplace=True)\n",
- " )\n",
+ " (3): _DilationBlock(\n",
+ " (activation): ELU(alpha=1.0, inplace=True)\n",
+ " (conv): Sequential(\n",
+ " (0): Conv2d(256, 256, kernel_size=(5, 5), stride=(1, 1), padding=(6, 6), dilation=(3, 3))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
+ " )\n",
+ " (conv1): Sequential(\n",
+ " (0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+ " (1): ELU(alpha=1.0, inplace=True)\n",
" )\n",
+ " (bn): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
")"
]
},
- "execution_count": 101,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -195,15 +122,15 @@
},
{
"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ModuleList(\n",
- " (0): UpSamplingBlock(\n",
- " (conv_block): ConvBlock(\n",
+ " (0): _UpSamplingBlock(\n",
+ " (conv_block): _ConvBlock(\n",
" (activation): ReLU(inplace=True)\n",
" (block): Sequential(\n",
" (0): Conv2d(768, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
@@ -216,8 +143,8 @@
" )\n",
" (up_sampling): Upsample(scale_factor=2.0, mode=bilinear)\n",
" )\n",
- " (1): UpSamplingBlock(\n",
- " (conv_block): ConvBlock(\n",
+ " (1): _UpSamplingBlock(\n",
+ " (conv_block): _ConvBlock(\n",
" (activation): ReLU(inplace=True)\n",
" (block): Sequential(\n",
" (0): Conv2d(384, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
@@ -230,8 +157,8 @@
" )\n",
" (up_sampling): Upsample(scale_factor=2.0, mode=bilinear)\n",
" )\n",
- " (2): UpSamplingBlock(\n",
- " (conv_block): ConvBlock(\n",
+ " (2): _UpSamplingBlock(\n",
+ " (conv_block): _ConvBlock(\n",
" (activation): ReLU(inplace=True)\n",
" (block): Sequential(\n",
" (0): Conv2d(192, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
@@ -247,7 +174,7 @@
")"
]
},
- "execution_count": 102,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -258,7 +185,7 @@
},
{
"cell_type": "code",
- "execution_count": 104,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -267,7 +194,7 @@
"Conv2d(64, 3, kernel_size=(1, 1), stride=(1, 1))"
]
},
- "execution_count": 104,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -278,7 +205,25 @@
},
{
"cell_type": "code",
- "execution_count": 103,
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "yy = net(x)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y = (torch.randn(1, 256, 256) > 0).long()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
@@ -287,21 +232,223 @@
"torch.Size([1, 3, 256, 256])"
]
},
- "execution_count": 103,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "net(x).shape"
+ "yy.shape"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "tensor([[[1, 0, 1, ..., 0, 1, 0],\n",
+ " [1, 0, 1, ..., 0, 1, 0],\n",
+ " [1, 1, 0, ..., 1, 1, 0],\n",
+ " ...,\n",
+ " [1, 0, 0, ..., 0, 1, 1],\n",
+ " [0, 0, 1, ..., 1, 1, 0],\n",
+ " [0, 0, 1, ..., 0, 0, 0]]])"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "y"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [],
- "source": []
+ "source": [
+ "loss = nn.CrossEntropyLoss()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "tensor(1.2502, grad_fn=<NllLoss2DBackward>)"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "loss(yy, y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "tensor([[[[-0.1692, 0.1223, 0.1750, ..., -0.1869, -0.0585, 0.0462],\n",
+ " [-0.1302, -0.0230, 0.3185, ..., -0.3760, 0.0204, -0.0686],\n",
+ " [-0.1062, -0.0216, 0.4592, ..., 0.0990, 0.0808, -0.1419],\n",
+ " ...,\n",
+ " [ 0.1386, -0.2856, 0.3074, ..., -0.3874, -0.0322, 0.0503],\n",
+ " [ 0.3562, -0.0960, 0.0815, ..., 0.1893, 0.1438, 0.2804],\n",
+ " [-0.2106, -0.1988, 0.0016, ..., -0.0031, -0.2820, 0.0113]],\n",
+ "\n",
+ " [[-0.1542, -0.1322, -0.3917, ..., -0.2297, -0.2328, 0.0103],\n",
+ " [ 0.1040, 0.2189, -0.3661, ..., 0.4818, -0.3737, 0.1117],\n",
+ " [ 0.0735, -0.6487, -0.1899, ..., 0.2213, -0.1529, -0.1020],\n",
+ " ...,\n",
+ " [-0.2046, -0.1477, 0.2941, ..., 0.0652, -0.7276, 0.1676],\n",
+ " [ 0.0413, -0.2013, -0.3192, ..., -0.4947, -0.1179, -0.1000],\n",
+ " [-0.4108, 0.0199, 0.2238, ..., -0.4482, -0.2370, 0.0119]],\n",
+ "\n",
+ " [[ 0.0834, 0.1303, 0.0629, ..., 0.4766, -0.0481, 0.2538],\n",
+ " [ 0.1218, 0.1324, 0.2464, ..., 0.0081, 0.4444, 0.4583],\n",
+ " [ 0.1155, 0.1417, 0.2248, ..., 0.6365, -0.0040, 0.3144],\n",
+ " ...,\n",
+ " [ 0.0744, -0.0751, -0.5654, ..., -0.2890, -0.0437, 0.2719],\n",
+ " [ 0.1057, -0.1093, -0.3803, ..., 0.0229, 0.1403, 0.0944],\n",
+ " [-0.0958, -0.3931, -0.0186, ..., 0.2102, -0.0842, 0.1909]]]],\n",
+ " grad_fn=<MkldnnConvolutionBackward>)"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "yy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from torchsummary import summary"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "==========================================================================================\n",
+ "Layer (type:depth-idx) Output Shape Param #\n",
+ "==========================================================================================\n",
+ "├─ModuleList: 1 [] --\n",
+ "| └─DownSamplingBlock: 2-1 [-1, 64, 128, 128] --\n",
+ "| | └─ConvBlock: 3-1 [-1, 64, 256, 256] 37,824\n",
+ "| | └─MaxPool2d: 3-2 [-1, 64, 128, 128] --\n",
+ "| └─DownSamplingBlock: 2-2 [-1, 128, 64, 64] --\n",
+ "| | └─ConvBlock: 3-3 [-1, 128, 128, 128] 221,952\n",
+ "| | └─MaxPool2d: 3-4 [-1, 128, 64, 64] --\n",
+ "| └─DownSamplingBlock: 2-3 [-1, 256, 32, 32] --\n",
+ "| | └─ConvBlock: 3-5 [-1, 256, 64, 64] 886,272\n",
+ "| | └─MaxPool2d: 3-6 [-1, 256, 32, 32] --\n",
+ "| └─DownSamplingBlock: 2-4 [-1, 512, 32, 32] --\n",
+ "| | └─ConvBlock: 3-7 [-1, 512, 32, 32] 3,542,016\n",
+ "├─ModuleList: 1 [] --\n",
+ "| └─UpSamplingBlock: 2-5 [-1, 256, 64, 64] --\n",
+ "| | └─Upsample: 3-8 [-1, 512, 64, 64] --\n",
+ "| | └─ConvBlock: 3-9 [-1, 256, 64, 64] 2,360,832\n",
+ "| └─UpSamplingBlock: 2-6 [-1, 128, 128, 128] --\n",
+ "| | └─Upsample: 3-10 [-1, 256, 128, 128] --\n",
+ "| | └─ConvBlock: 3-11 [-1, 128, 128, 128] 590,592\n",
+ "| └─UpSamplingBlock: 2-7 [-1, 64, 256, 256] --\n",
+ "| | └─Upsample: 3-12 [-1, 128, 256, 256] --\n",
+ "| | └─ConvBlock: 3-13 [-1, 64, 256, 256] 147,840\n",
+ "├─Conv2d: 1-1 [-1, 3, 256, 256] 195\n",
+ "==========================================================================================\n",
+ "Total params: 7,787,523\n",
+ "Trainable params: 7,787,523\n",
+ "Non-trainable params: 0\n",
+ "Total mult-adds (M): 35.93\n",
+ "==========================================================================================\n",
+ "Input size (MB): 0.25\n",
+ "Forward/backward pass size (MB): 1.50\n",
+ "Params size (MB): 29.71\n",
+ "Estimated Total Size (MB): 31.46\n",
+ "==========================================================================================\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "==========================================================================================\n",
+ "Layer (type:depth-idx) Output Shape Param #\n",
+ "==========================================================================================\n",
+ "├─ModuleList: 1 [] --\n",
+ "| └─DownSamplingBlock: 2-1 [-1, 64, 128, 128] --\n",
+ "| | └─ConvBlock: 3-1 [-1, 64, 256, 256] 37,824\n",
+ "| | └─MaxPool2d: 3-2 [-1, 64, 128, 128] --\n",
+ "| └─DownSamplingBlock: 2-2 [-1, 128, 64, 64] --\n",
+ "| | └─ConvBlock: 3-3 [-1, 128, 128, 128] 221,952\n",
+ "| | └─MaxPool2d: 3-4 [-1, 128, 64, 64] --\n",
+ "| └─DownSamplingBlock: 2-3 [-1, 256, 32, 32] --\n",
+ "| | └─ConvBlock: 3-5 [-1, 256, 64, 64] 886,272\n",
+ "| | └─MaxPool2d: 3-6 [-1, 256, 32, 32] --\n",
+ "| └─DownSamplingBlock: 2-4 [-1, 512, 32, 32] --\n",
+ "| | └─ConvBlock: 3-7 [-1, 512, 32, 32] 3,542,016\n",
+ "├─ModuleList: 1 [] --\n",
+ "| └─UpSamplingBlock: 2-5 [-1, 256, 64, 64] --\n",
+ "| | └─Upsample: 3-8 [-1, 512, 64, 64] --\n",
+ "| | └─ConvBlock: 3-9 [-1, 256, 64, 64] 2,360,832\n",
+ "| └─UpSamplingBlock: 2-6 [-1, 128, 128, 128] --\n",
+ "| | └─Upsample: 3-10 [-1, 256, 128, 128] --\n",
+ "| | └─ConvBlock: 3-11 [-1, 128, 128, 128] 590,592\n",
+ "| └─UpSamplingBlock: 2-7 [-1, 64, 256, 256] --\n",
+ "| | └─Upsample: 3-12 [-1, 128, 256, 256] --\n",
+ "| | └─ConvBlock: 3-13 [-1, 64, 256, 256] 147,840\n",
+ "├─Conv2d: 1-1 [-1, 3, 256, 256] 195\n",
+ "==========================================================================================\n",
+ "Total params: 7,787,523\n",
+ "Trainable params: 7,787,523\n",
+ "Non-trainable params: 0\n",
+ "Total mult-adds (M): 35.93\n",
+ "==========================================================================================\n",
+ "Input size (MB): 0.25\n",
+ "Forward/backward pass size (MB): 1.50\n",
+ "Params size (MB): 29.71\n",
+ "Estimated Total Size (MB): 31.46\n",
+ "=========================================================================================="
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "summary(net, (1, 256, 256), device=\"cpu\")"
+ ]
},
{
"cell_type": "code",
diff --git a/src/notebooks/05a-test-end-to-end-model.ipynb b/src/notebooks/05a-test-end-to-end-model.ipynb
new file mode 100644
index 0000000..7723b12
--- /dev/null
+++ b/src/notebooks/05a-test-end-to-end-model.ipynb
@@ -0,0 +1,80 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The autoreload extension is already loaded. To reload it, use:\n",
+ " %reload_ext autoreload\n"
+ ]
+ },
+ {
+ "ename": "ImportError",
+ "evalue": "cannot import name 'ParagraphTextRecognizor' from 'text_recognizer' (/home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/src/text_recognizer/__init__.py)",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-4-f0e40de01802>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtext_recognizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatasets\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mIamDataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtext_recognizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatasets\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mIamParagraphsDataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mtext_recognizer\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mParagraphTextRecognizor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[0;31mImportError\u001b[0m: cannot import name 'ParagraphTextRecognizor' from 'text_recognizer' (/home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/src/text_recognizer/__init__.py)"
+ ]
+ }
+ ],
+ "source": [
+ "%load_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import cv2\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "\n",
+ "from omegaconf import OmegaConf\n",
+ "\n",
+ "from importlib.util import find_spec\n",
+ "if find_spec(\"text_recognizer\") is None:\n",
+ " import sys\n",
+ " sys.path.append('..')\n",
+ "\n",
+ "from text_recognizer.datasets import IamDataset\n",
+ "from text_recognizer.datasets import IamParagraphsDataset\n",
+ "from text_recognizer import ParagraphTextRecognizor"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ParagraphTextRecognizor"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.8.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/src/notebooks/Untitled.ipynb b/src/notebooks/Untitled.ipynb
index ca0b848..7e812cd 100644
--- a/src/notebooks/Untitled.ipynb
+++ b/src/notebooks/Untitled.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -26,7 +26,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -36,7 +36,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -46,7 +46,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -67,7 +67,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -78,7 +78,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -87,7 +87,7 @@
"'CNNTransformer'"
]
},
- "execution_count": 42,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -98,14 +98,14 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "2020-11-18 20:31:23.104 | DEBUG | text_recognizer.models.base:load_weights:432 - Loading network with pretrained weights.\n"
+ "2020-11-22 20:36:09.684 | DEBUG | text_recognizer.models.base:load_weights:432 - Loading network with pretrained weights.\n"
]
}
],
@@ -115,25 +115,41 @@
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 121,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "2020-11-18 20:34:49.381 | DEBUG | text_recognizer.models.base:load_from_checkpoint:379 - Loading checkpoint...\n"
+ "2020-11-22 22:45:47.919 | DEBUG | text_recognizer.models.base:load_from_checkpoint:379 - Loading checkpoint...\n",
+ "2020-11-22 22:45:47.920 | DEBUG | text_recognizer.models.base:load_from_checkpoint:381 - File does not exist {str(checkpoint_path)}\n"
+ ]
+ },
+ {
+ "ename": "FileNotFoundError",
+ "evalue": "[Errno 2] No such file or directory: '../training/experiments/TransformerModel_IamLinesDataset_CNNTransformer/1110_073929/model/best.pt'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-121-f064cb8bef04>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mckpt_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"../training/experiments/TransformerModel_IamLinesDataset_CNNTransformer/1110_073929/model/best.pt\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_from_checkpoint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mckpt_path\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~/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/src/text_recognizer/models/base.py\u001b[0m in \u001b[0;36mload_from_checkpoint\u001b[0;34m(self, checkpoint_path)\u001b[0m\n\u001b[1;32m 381\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"File does not exist {str(checkpoint_path)}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 383\u001b[0;31m \u001b[0mcheckpoint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcheckpoint_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmap_location\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\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 384\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_network\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_state_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcheckpoint\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"model_state\"\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 385\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m~/.pyenv/versions/3.8.2/envs/text-recognizer/lib/python3.8/site-packages/torch/serialization.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(f, map_location, pickle_module, **pickle_load_args)\u001b[0m\n\u001b[1;32m 579\u001b[0m \u001b[0mpickle_load_args\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'encoding'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'utf-8'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 580\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 581\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0m_open_file_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mopened_file\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 582\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_is_zipfile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopened_file\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 583\u001b[0m \u001b[0;31m# The zipfile reader is going to advance the current file position.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m~/.pyenv/versions/3.8.2/envs/text-recognizer/lib/python3.8/site-packages/torch/serialization.py\u001b[0m in \u001b[0;36m_open_file_like\u001b[0;34m(name_or_buffer, mode)\u001b[0m\n\u001b[1;32m 228\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_open_file_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\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 229\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_is_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname_or_buffer\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--> 230\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_open_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\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 231\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 232\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'w'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m~/.pyenv/versions/3.8.2/envs/text-recognizer/lib/python3.8/site-packages/torch/serialization.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, name, mode)\u001b[0m\n\u001b[1;32m 209\u001b[0m \u001b[0;32mclass\u001b[0m \u001b[0m_open_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_opener\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 210\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\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[0mmode\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--> 211\u001b[0;31m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_open_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\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[0m\u001b[1;32m 212\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 213\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__exit__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../training/experiments/TransformerModel_IamLinesDataset_CNNTransformer/1110_073929/model/best.pt'"
]
}
],
"source": [
- "ckpt_path = \"../training/experiments/TransformerModel_IamLinesDataset_CNNTransformer/1116_082932/model/best.pt\"\n",
+ "ckpt_path = \"../training/experiments/TransformerModel_IamLinesDataset_CNNTransformer/1110_073929/model/best.pt\"\n",
"model.load_from_checkpoint(ckpt_path)"
]
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 120,
"metadata": {},
"outputs": [],
"source": [
@@ -142,17 +158,17 @@
},
{
"cell_type": "code",
- "execution_count": 126,
+ "execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
- "data, target = dataset[1]\n",
+ "data, target = dataset[11]\n",
"sentence = convert_y_label_to_string(target, dataset) "
]
},
{
"cell_type": "code",
- "execution_count": 127,
+ "execution_count": 112,
"metadata": {},
"outputs": [
{
@@ -161,7 +177,7 @@
"torch.Size([98])"
]
},
- "execution_count": 127,
+ "execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
@@ -172,7 +188,7 @@
},
{
"cell_type": "code",
- "execution_count": 128,
+ "execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
@@ -181,7 +197,7 @@
},
{
"cell_type": "code",
- "execution_count": 129,
+ "execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
@@ -190,16 +206,16 @@
},
{
"cell_type": "code",
- "execution_count": 130,
+ "execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
- "ra = transforms.RandomAffine((-1.1, 1.1), scale=(0.5, 1))"
+ "ra = transforms.RandomAffine((-1.1, 1.1), scale=(0.8, 1))"
]
},
{
"cell_type": "code",
- "execution_count": 131,
+ "execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
@@ -208,12 +224,12 @@
},
{
"cell_type": "code",
- "execution_count": 132,
+ "execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
"text/plain": [
"<Figure size 4320x1440 with 1 Axes>"
]
@@ -233,7 +249,7 @@
},
{
"cell_type": "code",
- "execution_count": 133,
+ "execution_count": 119,
"metadata": {
"scrolled": true
},
@@ -241,10 +257,10 @@
{
"data": {
"text/plain": [
- "('and Came came into Mr. I. I. \"Amering whin<eos>', 0.32183724641799927)"
+ "('because droch fis at Caully<eos>', 0.2531574070453644)"
]
},
- "execution_count": 133,
+ "execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
@@ -341,7 +357,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.4"
+ "version": "3.8.2"
}
},
"nbformat": 4,
diff --git a/src/text_recognizer/datasets/emnist_lines_dataset.py b/src/text_recognizer/datasets/emnist_lines_dataset.py
index 6871492..eddf341 100644
--- a/src/text_recognizer/datasets/emnist_lines_dataset.py
+++ b/src/text_recognizer/datasets/emnist_lines_dataset.py
@@ -10,6 +10,7 @@ from loguru import logger
import numpy as np
import torch
from torch import Tensor
+import torch.nn.functional as F
from torchvision.transforms import ToTensor
from text_recognizer.datasets.dataset import Dataset
@@ -23,6 +24,8 @@ from text_recognizer.datasets.util import (
DATA_DIRNAME = DATA_DIRNAME / "processed" / "emnist_lines"
+MAX_WIDTH = 952
+
class EmnistLinesDataset(Dataset):
"""Synthetic dataset of lines from the Brown corpus with Emnist characters."""
@@ -254,6 +257,14 @@ def construct_image_from_string(
for image in sampled_images:
concatenated_image[:, x : (x + width)] += image
x += next_overlap_width
+
+ if concatenated_image.shape[-1] > MAX_WIDTH:
+ concatenated_image = Tensor(concatenated_image).unsqueeze(0)
+ concatenated_image = F.interpolate(
+ concatenated_image, size=MAX_WIDTH, mode="nearest"
+ )
+ concatenated_image = concatenated_image.squeeze(0).numpy()
+
return np.minimum(255, concatenated_image)
diff --git a/src/text_recognizer/datasets/iam_paragraphs_dataset.py b/src/text_recognizer/datasets/iam_paragraphs_dataset.py
index c1e8fe2..8ba5142 100644
--- a/src/text_recognizer/datasets/iam_paragraphs_dataset.py
+++ b/src/text_recognizer/datasets/iam_paragraphs_dataset.py
@@ -1,4 +1,5 @@
"""IamParagraphsDataset class and functions for data processing."""
+import random
from typing import Callable, Dict, List, Optional, Tuple, Union
import click
@@ -71,13 +72,18 @@ class IamParagraphsDataset(Dataset):
data = self.data[index]
targets = self.targets[index]
+ seed = np.random.randint(SEED)
+ random.seed(seed) # apply this seed to target tranfsorms
+ torch.manual_seed(seed) # needed for torchvision 0.7
if self.transform:
data = self.transform(data)
+ random.seed(seed) # apply this seed to target tranfsorms
+ torch.manual_seed(seed) # needed for torchvision 0.7
if self.target_transform:
targets = self.target_transform(targets)
- return data, targets
+ return data, targets.long()
@property
def ids(self) -> Tensor:
diff --git a/src/text_recognizer/datasets/transforms.py b/src/text_recognizer/datasets/transforms.py
index 1ec23dc..016ec80 100644
--- a/src/text_recognizer/datasets/transforms.py
+++ b/src/text_recognizer/datasets/transforms.py
@@ -4,7 +4,7 @@ from PIL import Image
import torch
from torch import Tensor
import torch.nn.functional as F
-from torchvision.transforms import Compose, RandomAffine, ToTensor
+from torchvision.transforms import Compose, RandomAffine, RandomHorizontalFlip, ToTensor
from text_recognizer.datasets.util import EmnistMapper
@@ -77,3 +77,19 @@ class ApplyContrast:
"""Apply mask binary mask to input tensor."""
mask = x > np.random.RandomState().uniform(low=self.low, high=self.high)
return x * mask
+
+
+class Unsqueeze:
+ """Add a dimension to the tensor."""
+
+ def __call__(self, x: Tensor) -> Tensor:
+ """Adds dim."""
+ return x.unsqueeze(0)
+
+
+class Squeeze:
+ """Removes the first dimension of a tensor."""
+
+ def __call__(self, x: Tensor) -> Tensor:
+ """Removes first dim."""
+ return x.squeeze(0)
diff --git a/src/text_recognizer/models/__init__.py b/src/text_recognizer/models/__init__.py
index bf89404..a645cec 100644
--- a/src/text_recognizer/models/__init__.py
+++ b/src/text_recognizer/models/__init__.py
@@ -2,11 +2,13 @@
from .base import Model
from .character_model import CharacterModel
from .crnn_model import CRNNModel
+from .segmentation_model import SegmentationModel
from .transformer_model import TransformerModel
__all__ = [
"CharacterModel",
"CRNNModel",
"Model",
+ "SegmentationModel",
"TransformerModel",
]
diff --git a/src/text_recognizer/models/base.py b/src/text_recognizer/models/base.py
index d394b4c..f2cd4b8 100644
--- a/src/text_recognizer/models/base.py
+++ b/src/text_recognizer/models/base.py
@@ -159,7 +159,7 @@ class Model(ABC):
self.test_dataset = self.dataset(train=False, **self.dataset_args["args"])
self.test_dataset.load_or_generate_data()
- # Set the flag to true to disable ability to load data agian.
+ # Set the flag to true to disable ability to load data again.
self.data_prepared = True
def train_dataloader(self) -> DataLoader:
@@ -260,7 +260,7 @@ class Model(ABC):
@property
def mapping(self) -> Dict:
"""Returns the mapping between network output and Emnist character."""
- return self._mapper.mapping
+ return self._mapper.mapping if self._mapper is not None else None
def eval(self) -> None:
"""Sets the network to evaluation mode."""
@@ -341,7 +341,7 @@ class Model(ABC):
if input_shape is not None:
summary(self.network, input_shape, depth=depth, device=device)
elif self._input_shape is not None:
- input_shape = (1,) + tuple(self._input_shape)
+ input_shape = tuple(self._input_shape)
summary(self.network, input_shape, depth=depth, device=device)
else:
logger.warning("Could not print summary as input shape is not set.")
@@ -427,7 +427,7 @@ class Model(ABC):
)
shutil.copyfile(filepath, str(checkpoint_path / "best.pt"))
- def load_weights(self, network_fn: Type[nn.Module]) -> None:
+ def load_weights(self, network_fn: Optional[Type[nn.Module]] = None) -> None:
"""Load the network weights."""
logger.debug("Loading network with pretrained weights.")
filename = glob(self.weights_filename)[0]
@@ -441,7 +441,8 @@ class Model(ABC):
weights = state_dict["model_state"]
# Initializes the network with trained weights.
- self._network = network_fn(**self._network_args)
+ if network_fn is not None:
+ self._network = network_fn(**self._network_args)
self._network.load_state_dict(weights)
if "swa_network" in state_dict:
diff --git a/src/text_recognizer/models/segmentation_model.py b/src/text_recognizer/models/segmentation_model.py
new file mode 100644
index 0000000..613108a
--- /dev/null
+++ b/src/text_recognizer/models/segmentation_model.py
@@ -0,0 +1,75 @@
+"""Segmentation model for detecting and segmenting lines."""
+from typing import Callable, Dict, Optional, Type, Union
+
+import numpy as np
+import torch
+from torch import nn
+from torch import Tensor
+from torch.utils.data import Dataset
+from torchvision.transforms import ToTensor
+
+from text_recognizer.models.base import Model
+
+
+class SegmentationModel(Model):
+ """Model for segmenting lines in an image."""
+
+ def __init__(
+ self,
+ network_fn: str,
+ dataset: str,
+ network_args: Optional[Dict] = None,
+ dataset_args: Optional[Dict] = None,
+ metrics: Optional[Dict] = None,
+ criterion: Optional[Callable] = None,
+ criterion_args: Optional[Dict] = None,
+ optimizer: Optional[Callable] = None,
+ optimizer_args: Optional[Dict] = None,
+ lr_scheduler: Optional[Callable] = None,
+ lr_scheduler_args: Optional[Dict] = None,
+ swa_args: Optional[Dict] = None,
+ device: Optional[str] = None,
+ ) -> None:
+ super().__init__(
+ network_fn,
+ dataset,
+ network_args,
+ dataset_args,
+ metrics,
+ criterion,
+ criterion_args,
+ optimizer,
+ optimizer_args,
+ lr_scheduler,
+ lr_scheduler_args,
+ swa_args,
+ device,
+ )
+ self.tensor_transform = ToTensor()
+ self.softmax = nn.Softmax(dim=2)
+
+ @torch.no_grad()
+ def predict_on_image(self, image: Union[np.ndarray, Tensor]) -> Tensor:
+ """Predict on a single input."""
+ self.eval()
+
+ if image.dtype is np.uint8:
+ # Converts an image with range [0, 255] with to PyTorch Tensor with range [0, 1].
+ image = self.tensor_transform(image)
+
+ # Rescale image between 0 and 1.
+ if image.dtype is torch.uint8 or image.dtype is torch.int64:
+ # If the image is an unscaled tensor.
+ image = image.type("torch.FloatTensor") / 255
+
+ if not torch.is_tensor(image):
+ image = Tensor(image)
+
+ # Put the image tensor on the device the model weights are on.
+ image = image.to(self.device)
+
+ logits = self.forward(image)
+
+ segmentation_mask = torch.argmax(logits, dim=1)
+
+ return segmentation_mask
diff --git a/src/text_recognizer/models/transformer_model.py b/src/text_recognizer/models/transformer_model.py
index 968a047..a912122 100644
--- a/src/text_recognizer/models/transformer_model.py
+++ b/src/text_recognizer/models/transformer_model.py
@@ -18,8 +18,8 @@ class TransformerModel(Model):
def __init__(
self,
- network_fn: Type[nn.Module],
- dataset: Type[Dataset],
+ network_fn: str,
+ dataset: str,
network_args: Optional[Dict] = None,
dataset_args: Optional[Dict] = None,
metrics: Optional[Dict] = None,
diff --git a/src/text_recognizer/networks/__init__.py b/src/text_recognizer/networks/__init__.py
index 1635039..f958672 100644
--- a/src/text_recognizer/networks/__init__.py
+++ b/src/text_recognizer/networks/__init__.py
@@ -3,11 +3,13 @@ from .cnn_transformer import CNNTransformer
from .crnn import ConvolutionalRecurrentNetwork
from .ctc import greedy_decoder
from .densenet import DenseNet
+from .fcn import FCN
from .lenet import LeNet
from .metrics import accuracy, accuracy_ignore_pad, cer, wer
from .mlp import MLP
from .residual_network import ResidualNetwork, ResidualNetworkEncoder
from .transformer import Transformer
+from .unet import UNet
from .util import sliding_window
from .wide_resnet import WideResidualNetwork
@@ -18,12 +20,14 @@ __all__ = [
"CNNTransformer",
"ConvolutionalRecurrentNetwork",
"DenseNet",
+ "FCN",
"greedy_decoder",
"MLP",
"LeNet",
"ResidualNetwork",
"ResidualNetworkEncoder",
"sliding_window",
+ "UNet",
"Transformer",
"wer",
"WideResidualNetwork",
diff --git a/src/text_recognizer/networks/beam.py b/src/text_recognizer/networks/beam.py
new file mode 100644
index 0000000..dccccdb
--- /dev/null
+++ b/src/text_recognizer/networks/beam.py
@@ -0,0 +1,83 @@
+"""Implementation of beam search decoder for a sequence to sequence network.
+
+Stolen from: https://github.com/budzianowski/PyTorch-Beam-Search-Decoding/blob/master/decode_beam.py
+
+"""
+# from typing import List
+# from Queue import PriorityQueue
+
+# from loguru import logger
+# import torch
+# from torch import nn
+# from torch import Tensor
+# import torch.nn.functional as F
+
+
+# class Node:
+# def __init__(
+# self, parent: Node, target_index: int, log_prob: Tensor, length: int
+# ) -> None:
+# self.parent = parent
+# self.target_index = target_index
+# self.log_prob = log_prob
+# self.length = length
+# self.reward = 0.0
+
+# def eval(self, alpha: float = 1.0) -> Tensor:
+# return self.log_prob / (self.length - 1 + 1e-6) + alpha * self.reward
+
+
+# @torch.no_grad()
+# def beam_decoder(
+# network, mapper, device, memory: Tensor = None, max_len: int = 97,
+# ) -> Tensor:
+# beam_width = 10
+# topk = 1 # How many sentences to generate.
+
+# trg_indices = [mapper(mapper.init_token)]
+
+# end_nodes = []
+
+# node = Node(None, trg_indices, 0, 1)
+# nodes = PriorityQueue()
+
+# nodes.put((node.eval(), node))
+# q_size = 1
+
+# # Beam search
+# for _ in range(max_len):
+# if q_size > 2000:
+# logger.warning("Could not decoder input")
+# break
+
+# # Fetch the best node.
+# score, n = nodes.get()
+# decoder_input = n.target_index
+
+# if n.target_index == mapper(mapper.eos_token) and n.parent is not None:
+# end_nodes.append((score, n))
+
+# # If we reached the maximum number of sentences required.
+# if len(end_nodes) >= 1:
+# break
+# else:
+# continue
+
+# # Forward pass with transformer.
+# trg = torch.tensor(trg_indices, device=device)[None, :].long()
+# trg = network.target_embedding(trg)
+# logits = network.decoder(trg=trg, memory=memory, trg_mask=None)
+# log_prob = F.log_softmax(logits, dim=2)
+
+# log_prob, indices = torch.topk(log_prob, beam_width)
+
+# for new_k in range(beam_width):
+# # TODO: continue from here
+# token_index = indices[0][new_k].view(1, -1)
+# log_p = log_prob[0][new_k].item()
+
+# node = Node()
+
+# pass
+
+# pass
diff --git a/src/text_recognizer/networks/cnn_transformer.py b/src/text_recognizer/networks/cnn_transformer.py
index 16c7a41..b2b74b3 100644
--- a/src/text_recognizer/networks/cnn_transformer.py
+++ b/src/text_recognizer/networks/cnn_transformer.py
@@ -88,10 +88,14 @@ class CNNTransformer(nn.Module):
if len(src.shape) < 4:
src = src[(None,) * (4 - len(src.shape))]
src = self.backbone(src)
- src = rearrange(src, "b c h w -> b w c h")
+
if self.adaptive_pool is not None:
+ src = rearrange(src, "b c h w -> b w c h")
src = self.adaptive_pool(src)
- src = src.squeeze(3)
+ src = src.squeeze(3)
+ else:
+ src = rearrange(src, "b c h w -> b (w h) c")
+
src = self.position_encoding(src)
return src
@@ -110,12 +114,17 @@ class CNNTransformer(nn.Module):
trg = self.position_encoding(trg)
return trg
- def forward(self, x: Tensor, trg: Optional[Tensor] = None) -> Tensor:
- """Forward pass with CNN transfomer."""
- h = self.extract_image_features(x)
+ def decode_image_features(self, h: Tensor, trg: Optional[Tensor] = None) -> Tensor:
+ """Takes images features from the backbone and decodes them with the transformer."""
trg_mask = self._create_trg_mask(trg)
trg = self.target_embedding(trg)
out = self.transformer(h, trg, trg_mask=trg_mask)
logits = self.head(out)
return logits
+
+ def forward(self, x: Tensor, trg: Optional[Tensor] = None) -> Tensor:
+ """Forward pass with CNN transfomer."""
+ h = self.extract_image_features(x)
+ logits = self.decode_image_features(h, trg)
+ return logits
diff --git a/src/text_recognizer/networks/fcn.py b/src/text_recognizer/networks/fcn.py
deleted file mode 100644
index f9c4fd4..0000000
--- a/src/text_recognizer/networks/fcn.py
+++ /dev/null
@@ -1,99 +0,0 @@
-"""Fully Convolutional Network (FCN) with dilated kernels for global context."""
-from typing import List, Tuple, Type
-import torch
-from torch import nn
-from torch import Tensor
-
-
-from text_recognizer.networks.util import activation_function
-
-
-class _DilatedBlock(nn.Module):
- def __init__(
- self,
- channels: List[int],
- kernel_sizes: List[int],
- dilations: List[int],
- paddings: List[int],
- activation_fn: Type[nn.Module],
- ) -> None:
- super().__init__()
- self.dilation_conv = nn.Sequential(
- nn.Conv2d(
- in_channels=channels[0],
- out_channels=channels[1],
- kernel_size=kernel_sizes[0],
- stride=1,
- dilation=dilations[0],
- padding=paddings[0],
- ),
- nn.Conv2d(
- in_channels=channels[1],
- out_channels=channels[1] // 2,
- kernel_size=kernel_sizes[1],
- stride=1,
- dilation=dilations[1],
- padding=paddings[1],
- ),
- )
- self.activation_fn = activation_fn
-
- self.conv = nn.Conv2d(
- in_channels=channels[0],
- out_channels=channels[1] // 2,
- kernel_size=1,
- dilation=1,
- stride=1,
- )
-
- def forward(self, x: Tensor) -> Tensor:
- residual = self.conv(x)
- x = self.dilation_conv(x)
- x = torch.cat((x, residual), dim=1)
- return self.activation_fn(x)
-
-
-class FCN(nn.Module):
- def __init__(
- self,
- in_channels: int,
- base_channels: int,
- out_channels: int,
- kernel_size: int,
- dilations: Tuple[int] = (3, 7),
- paddings: Tuple[int] = (9, 21),
- num_blocks: int = 14,
- activation: str = "elu",
- ) -> None:
- super().__init__()
- self.kernel_sizes = [kernel_size] * num_blocks
- self.channels = [in_channels] + [base_channels] * (num_blocks - 1)
- self.out_channels = out_channels
- self.dilations = [dilations[0]] * (num_blocks // 2) + [dilations[1]] * (
- num_blocks // 2
- )
- self.paddings = [paddings[0]] * (num_blocks // 2) + [paddings[1]] * (
- num_blocks // 2
- )
- self.activation_fn = activation_function(activation)
- self.fcn = self._configure_fcn()
-
- def _configure_fcn(self) -> nn.Sequential:
- layers = []
- for i in range(0, len(self.channels), 2):
- layers.append(
- _DilatedBlock(
- self.channels[i : i + 2],
- self.kernel_sizes[i : i + 2],
- self.dilations[i : i + 2],
- self.paddings[i : i + 2],
- self.activation_fn,
- )
- )
- layers.append(
- nn.Conv2d(self.channels[-1], self.out_channels, kernel_size=1, stride=1)
- )
- return nn.Sequential(*layers)
-
- def forward(self, x: Tensor) -> Tensor:
- return self.fcn(x)
diff --git a/src/text_recognizer/networks/neural_machine_reader.py b/src/text_recognizer/networks/neural_machine_reader.py
deleted file mode 100644
index 7f8c49b..0000000
--- a/src/text_recognizer/networks/neural_machine_reader.py
+++ /dev/null
@@ -1,201 +0,0 @@
-"""Sequence to sequence network with RNN cells."""
-# from typing import Dict, Optional, Tuple
-
-# from einops import rearrange
-# from einops.layers.torch import Rearrange
-# import torch
-# from torch import nn
-# from torch import Tensor
-
-# from text_recognizer.networks.util import configure_backbone
-
-
-# class Encoder(nn.Module):
-# def __init__(
-# self,
-# embedding_dim: int,
-# encoder_dim: int,
-# decoder_dim: int,
-# dropout_rate: float = 0.1,
-# ) -> None:
-# super().__init__()
-# self.rnn = nn.GRU(
-# input_size=embedding_dim, hidden_size=encoder_dim, bidirectional=True
-# )
-# self.fc = nn.Sequential(
-# nn.Linear(in_features=2 * encoder_dim, out_features=decoder_dim), nn.Tanh()
-# )
-# self.dropout = nn.Dropout(p=dropout_rate)
-
-# def forward(self, x: Tensor) -> Tuple[Tensor, Tensor]:
-# """Encodes a sequence of tensors with a bidirectional GRU.
-
-# Args:
-# x (Tensor): A input sequence.
-
-# Shape:
-# - x: :math:`(T, N, E)`.
-# - output[0]: :math:`(T, N, 2 * E)`.
-# - output[1]: :math:`(T, N, D)`.
-
-# where T is the sequence length, N is the batch size, E is the
-# embedding/encoder dimension, and D is the decoder dimension.
-
-# Returns:
-# Tuple[Tensor, Tensor]: The encoder output and the hidden state of the
-# encoder.
-
-# """
-
-# output, hidden = self.rnn(x)
-
-# # Get the hidden state from the forward and backward rnn.
-# hidden_state = torch.cat((hidden[-2, :, :], hidden[-1, :, :]), dim=1)
-
-# # Apply fully connected layer and tanh activation.
-# hidden_state = self.fc(hidden_state)
-
-# return output, hidden_state
-
-
-# class Attention(nn.Module):
-# def __init__(self, encoder_dim: int, decoder_dim: int) -> None:
-# super().__init__()
-# self.atten = nn.Linear(
-# in_features=2 * encoder_dim + decoder_dim, out_features=decoder_dim
-# )
-# self.value = nn.Linear(in_features=decoder_dim, out_features=1, bias=False)
-
-# def forward(self, hidden_state: Tensor, encoder_outputs: Tensor) -> Tensor:
-# """Short summary.
-
-# Args:
-# hidden_state (Tensor): Description of parameter `h`.
-# encoder_outputs (Tensor): Description of parameter `enc_out`.
-
-# Shape:
-# - x: :math:`(T, N, E)`.
-# - output[0]: :math:`(T, N, 2 * E)`.
-# - output[1]: :math:`(T, N, D)`.
-
-# where T is the sequence length, N is the batch size, E is the
-# embedding/encoder dimension, and D is the decoder dimension.
-
-# Returns:
-# Tensor: Description of returned object.
-
-# """
-# t, b = enc_out.shape[:2]
-# # repeat decoder hidden state src_len times
-# hidden_state = hidden_state.unsqueeze(1).repeat(1, t, 1)
-
-# encoder_outputs = rearrange(encoder_outputs, "t b e2 -> b t e2")
-
-# # Calculate the energy between the decoders previous hidden state and the
-# # encoders hidden states.
-# energy = torch.tanh(
-# self.attn(torch.cat((hidden_state, encoder_outputs), dim=2))
-# )
-
-# attention = self.value(energy).squeeze(2)
-
-# # Apply softmax on the attention to squeeze it between 0 and 1.
-# attention = F.softmax(attention, dim=1)
-
-# return attention
-
-
-# class Decoder(nn.Module):
-# def __init__(
-# self,
-# embedding_dim: int,
-# encoder_dim: int,
-# decoder_dim: int,
-# output_dim: int,
-# dropout_rate: float = 0.1,
-# ) -> None:
-# super().__init__()
-# self.output_dim = output_dim
-# self.embedding = nn.Embedding(output_dim, embedding_dim)
-# self.attention = Attention(encoder_dim, decoder_dim)
-# self.rnn = nn.GRU(
-# input_size=2 * encoder_dim + embedding_dim, hidden_size=decoder_dim
-# )
-
-# self.head = nn.Linear(
-# in_features=2 * encoder_dim + embedding_dim + decoder_dim,
-# out_features=output_dim,
-# )
-# self.dropout = nn.Dropout(p=dropout_rate)
-
-# def forward(
-# self, trg: Tensor, hidden_state: Tensor, encoder_outputs: Tensor
-# ) -> Tensor:
-# # input = [batch size]
-# # hidden = [batch size, dec hid dim]
-# # encoder_outputs = [src len, batch size, enc hid dim * 2]
-# trg = trg.unsqueeze(0)
-# trg_embedded = self.dropout(self.embedding(trg))
-
-# a = self.attention(hidden_state, encoder_outputs)
-
-# weighted = torch.bmm(a, encoder_outputs)
-
-# # Permutate the tensor.
-# weighted = rearrange(weighted, "b a e2 -> a b e2")
-
-# rnn_input = torch.cat((trg_embedded, weighted), dim=2)
-
-# output, hidden = self.rnn(rnn_input, hidden.unsqueeze(0))
-
-# # seq len, n layers and n directions will always be 1 in this decoder, therefore:
-# # output = [1, batch size, dec hid dim]
-# # hidden = [1, batch size, dec hid dim]
-# # this also means that output == hidden
-# assert (output == hidden).all()
-
-# trg_embedded = trg_embedded.squeeze(0)
-# output = output.squeeze(0)
-# weighted = weighted.squeeze(0)
-
-# logits = self.fc_out(torch.cat((output, weighted, trg_embedded), dim=1))
-
-# # prediction = [batch size, output dim]
-
-# return logits, hidden.squeeze(0)
-
-
-# class NeuralMachineReader(nn.Module):
-# def __init__(
-# self,
-# embedding_dim: int,
-# encoder_dim: int,
-# decoder_dim: int,
-# output_dim: int,
-# backbone: Optional[str] = None,
-# backbone_args: Optional[Dict] = None,
-# adaptive_pool_dim: Tuple = (None, 1),
-# dropout_rate: float = 0.1,
-# teacher_forcing_ratio: float = 0.5,
-# ) -> None:
-# super().__init__()
-
-# self.backbone = configure_backbone(backbone, backbone_args)
-# self.adaptive_pool = nn.AdaptiveAvgPool2d((adaptive_pool_dim))
-
-# self.encoder = Encoder(embedding_dim, encoder_dim, decoder_dim, dropout_rate)
-# self.decoder = Decoder(
-# embedding_dim, encoder_dim, decoder_dim, output_dim, dropout_rate
-# )
-# self.teacher_forcing_ratio = teacher_forcing_ratio
-
-# def extract_image_features(self, x: Tensor) -> Tensor:
-# x = self.backbone(x)
-# x = rearrange(x, "b c h w -> b w c h")
-# x = self.adaptive_pool(x)
-# x = x.squeeze(3)
-
-# def forward(self, x: Tensor, trg: Tensor) -> Tensor:
-# # x = [batch size, height, width]
-# # trg = [trg len, batch size]
-# z = self.extract_image_features(x)
diff --git a/src/text_recognizer/networks/residual_network.py b/src/text_recognizer/networks/residual_network.py
index 6405192..e397224 100644
--- a/src/text_recognizer/networks/residual_network.py
+++ b/src/text_recognizer/networks/residual_network.py
@@ -7,7 +7,6 @@ import torch
from torch import nn
from torch import Tensor
-from text_recognizer.networks.stn import SpatialTransformerNetwork
from text_recognizer.networks.util import activation_function
@@ -209,12 +208,10 @@ class ResidualNetworkEncoder(nn.Module):
activation: str = "relu",
block: Type[nn.Module] = BasicBlock,
levels: int = 1,
- stn: bool = False,
*args,
**kwargs
) -> None:
super().__init__()
- self.stn = SpatialTransformerNetwork() if stn else None
self.block_sizes = (
block_sizes if isinstance(block_sizes, list) else [block_sizes] * levels
)
@@ -231,7 +228,7 @@ class ResidualNetworkEncoder(nn.Module):
),
nn.BatchNorm2d(self.block_sizes[0]),
activation_function(self.activation),
- nn.MaxPool2d(kernel_size=2, stride=2, padding=1),
+ # nn.MaxPool2d(kernel_size=2, stride=2, padding=1),
)
self.blocks = self._configure_blocks(block)
@@ -275,8 +272,6 @@ class ResidualNetworkEncoder(nn.Module):
# If batch dimenstion is missing, it needs to be added.
if len(x.shape) == 3:
x = x.unsqueeze(0)
- if self.stn is not None:
- x = self.stn(x)
x = self.gate(x)
x = self.blocks(x)
return x
diff --git a/src/text_recognizer/networks/unet.py b/src/text_recognizer/networks/unet.py
index 51f242a..510910f 100644
--- a/src/text_recognizer/networks/unet.py
+++ b/src/text_recognizer/networks/unet.py
@@ -8,64 +8,118 @@ from torch import Tensor
from text_recognizer.networks.util import activation_function
-class ConvBlock(nn.Module):
- """Basic UNet convolutional block."""
+class _ConvBlock(nn.Module):
+ """Modified UNet convolutional block with dilation."""
- def __init__(self, channels: List[int], activation: str) -> None:
+ def __init__(
+ self,
+ channels: List[int],
+ activation: str,
+ num_groups: int,
+ dropout_rate: float = 0.1,
+ kernel_size: int = 3,
+ dilation: int = 1,
+ padding: int = 0,
+ ) -> None:
super().__init__()
self.channels = channels
+ self.dropout_rate = dropout_rate
+ self.kernel_size = kernel_size
+ self.dilation = dilation
+ self.padding = padding
+ self.num_groups = num_groups
self.activation = activation_function(activation)
self.block = self._configure_block()
+ self.residual_conv = nn.Sequential(
+ nn.Conv2d(
+ self.channels[0], self.channels[-1], kernel_size=3, stride=1, padding=1
+ ),
+ self.activation,
+ )
def _configure_block(self) -> nn.Sequential:
block = []
for i in range(len(self.channels) - 1):
block += [
+ nn.Dropout(p=self.dropout_rate),
+ nn.GroupNorm(self.num_groups, self.channels[i]),
+ self.activation,
nn.Conv2d(
- self.channels[i], self.channels[i + 1], kernel_size=3, padding=1
+ self.channels[i],
+ self.channels[i + 1],
+ kernel_size=self.kernel_size,
+ padding=self.padding,
+ stride=1,
+ dilation=self.dilation,
),
- nn.BatchNorm2d(self.channels[i + 1]),
- self.activation,
]
return nn.Sequential(*block)
def forward(self, x: Tensor) -> Tensor:
"""Apply the convolutional block."""
- return self.block(x)
+ residual = self.residual_conv(x)
+ return self.block(x) + residual
-class DownSamplingBlock(nn.Module):
+class _DownSamplingBlock(nn.Module):
"""Basic down sampling block."""
def __init__(
self,
channels: List[int],
activation: str,
+ num_groups: int,
pooling_kernel: Union[int, bool] = 2,
+ dropout_rate: float = 0.1,
+ kernel_size: int = 3,
+ dilation: int = 1,
+ padding: int = 0,
) -> None:
super().__init__()
- self.conv_block = ConvBlock(channels, activation)
+ self.conv_block = _ConvBlock(
+ channels,
+ activation,
+ num_groups,
+ dropout_rate,
+ kernel_size,
+ dilation,
+ padding,
+ )
self.down_sampling = nn.MaxPool2d(pooling_kernel) if pooling_kernel else None
def forward(self, x: Tensor) -> Tuple[Tensor, Tensor]:
"""Return the convolutional block output and a down sampled tensor."""
x = self.conv_block(x)
- if self.down_sampling is not None:
- x_down = self.down_sampling(x)
- else:
- x_down = None
+ x_down = self.down_sampling(x) if self.down_sampling is not None else x
+
return x_down, x
-class UpSamplingBlock(nn.Module):
+class _UpSamplingBlock(nn.Module):
"""The upsampling block of the UNet."""
def __init__(
- self, channels: List[int], activation: str, scale_factor: int = 2
+ self,
+ channels: List[int],
+ activation: str,
+ num_groups: int,
+ scale_factor: int = 2,
+ dropout_rate: float = 0.1,
+ kernel_size: int = 3,
+ dilation: int = 1,
+ padding: int = 0,
) -> None:
super().__init__()
- self.conv_block = ConvBlock(channels, activation)
+ self.conv_block = _ConvBlock(
+ channels,
+ activation,
+ num_groups,
+ dropout_rate,
+ kernel_size,
+ dilation,
+ padding,
+ )
self.up_sampling = nn.Upsample(
scale_factor=scale_factor, mode="bilinear", align_corners=True
)
@@ -87,14 +141,43 @@ class UNet(nn.Module):
base_channels: int = 64,
num_classes: int = 3,
depth: int = 4,
- out_channels: int = 3,
activation: str = "relu",
+ num_groups: int = 8,
+ dropout_rate: float = 0.1,
pooling_kernel: int = 2,
scale_factor: int = 2,
+ kernel_size: Optional[List[int]] = None,
+ dilation: Optional[List[int]] = None,
+ padding: Optional[List[int]] = None,
) -> None:
super().__init__()
self.depth = depth
- channels = [1] + [base_channels * 2 ** i for i in range(depth)]
+ self.num_groups = num_groups
+
+ if kernel_size is not None and dilation is not None and padding is not None:
+ if (
+ len(kernel_size) != depth
+ and len(dilation) != depth
+ and len(padding) != depth
+ ):
+ raise RuntimeError(
+ "Length of convolutional parameters does not match the depth."
+ )
+ self.kernel_size = kernel_size
+ self.padding = padding
+ self.dilation = dilation
+
+ else:
+ self.kernel_size = [3] * depth
+ self.padding = [1] * depth
+ self.dilation = [1] * depth
+
+ self.dropout_rate = dropout_rate
+ self.conv = nn.Conv2d(
+ in_channels, base_channels, kernel_size=3, stride=1, padding=1
+ )
+
+ channels = [base_channels] + [base_channels * 2 ** i for i in range(depth)]
self.encoder_blocks = self._configure_down_sampling_blocks(
channels, activation, pooling_kernel
)
@@ -110,49 +193,63 @@ class UNet(nn.Module):
blocks = nn.ModuleList([])
for i in range(len(channels) - 1):
pooling_kernel = pooling_kernel if i < self.depth - 1 else False
+ dropout_rate = self.dropout_rate if i < 0 else 0
blocks += [
- DownSamplingBlock(
+ _DownSamplingBlock(
[channels[i], channels[i + 1], channels[i + 1]],
activation,
+ self.num_groups,
pooling_kernel,
+ dropout_rate,
+ self.kernel_size[i],
+ self.dilation[i],
+ self.padding[i],
)
]
return blocks
def _configure_up_sampling_blocks(
- self,
- channels: List[int],
- activation: str,
- scale_factor: int,
+ self, channels: List[int], activation: str, scale_factor: int,
) -> nn.ModuleList:
channels.reverse()
+ self.kernel_size.reverse()
+ self.dilation.reverse()
+ self.padding.reverse()
return nn.ModuleList(
[
- UpSamplingBlock(
+ _UpSamplingBlock(
[channels[i] + channels[i + 1], channels[i + 1], channels[i + 1]],
activation,
+ self.num_groups,
scale_factor,
+ self.dropout_rate,
+ self.kernel_size[i],
+ self.dilation[i],
+ self.padding[i],
)
for i in range(len(channels) - 2)
]
)
- def encode(self, x: Tensor) -> Tuple[Tensor, List[Tensor]]:
+ def _encode(self, x: Tensor) -> List[Tensor]:
x_skips = []
for block in self.encoder_blocks:
x, x_skip = block(x)
- if x_skip is not None:
- x_skips.append(x_skip)
- return x, x_skips
+ x_skips.append(x_skip)
+ return x_skips
- def decode(self, x: Tensor, x_skips: List[Tensor]) -> Tensor:
+ def _decode(self, x_skips: List[Tensor]) -> Tensor:
x = x_skips[-1]
for i, block in enumerate(self.decoder_blocks):
x = block(x, x_skips[-(i + 2)])
return x
def forward(self, x: Tensor) -> Tensor:
- x, x_skips = self.encode(x)
- x = self.decode(x, x_skips)
+ """Forward pass with the UNet model."""
+ if len(x.shape) < 4:
+ x = x[(None,) * (4 - len(x.shape))]
+ x = self.conv(x)
+ x_skips = self._encode(x)
+ x = self._decode(x_skips)
return self.head(x)
diff --git a/src/text_recognizer/paragraph_text_recognizer.py b/src/text_recognizer/paragraph_text_recognizer.py
new file mode 100644
index 0000000..aa39662
--- /dev/null
+++ b/src/text_recognizer/paragraph_text_recognizer.py
@@ -0,0 +1,153 @@
+"""Full model.
+
+Takes an image and returns the text in the image, by first segmenting the image with a LineDetector, then extracting the
+each crop of the image corresponding to line regions, and feeding them to a LinePredictor model that outputs the text
+in each region.
+"""
+from typing import Dict, List, Tuple, Union
+
+import cv2
+import numpy as np
+import torch
+
+from text_recognizer.models import SegmentationModel, TransformerModel
+from text_recognizer.util import read_image
+
+
+class ParagraphTextRecognizor:
+ """Given an image of a single handwritten character, recognizes it."""
+
+ def __init__(self, line_predictor_args: Dict, line_detector_args: Dict) -> None:
+ self._line_predictor = TransformerModel(**line_predictor_args)
+ self._line_detector = SegmentationModel(**line_detector_args)
+ self._line_detector.eval()
+ self._line_predictor.eval()
+
+ def predict(self, image_or_filename: Union[str, np.ndarray]) -> Tuple:
+ """Takes an image and returns all text within it."""
+ image = (
+ read_image(image_or_filename)
+ if isinstance(image_or_filename, str)
+ else image_or_filename
+ )
+
+ line_region_crops = self._get_line_region_crops(image)
+ processed_line_region_crops = [
+ self._process_image_for_line_predictor(image=crop)
+ for crop in line_region_crops
+ ]
+ line_region_strings = [
+ self.line_predictor_model.predict_on_image(crop)[0]
+ for crop in processed_line_region_crops
+ ]
+
+ return " ".join(line_region_strings), line_region_crops
+
+ def _get_line_region_crops(
+ self, image: np.ndarray, min_crop_len_factor: float = 0.02
+ ) -> List[np.ndarray]:
+ """Returns all the crops of text lines in a square image."""
+ processed_image, scale_down_factor = self._process_image_for_line_detector(
+ image
+ )
+ line_segmentation = self._line_detector.predict_on_image(processed_image)
+ bounding_boxes = _find_line_bounding_boxes(line_segmentation)
+
+ bounding_boxes = (bounding_boxes * scale_down_factor).astype(int)
+
+ min_crop_len = int(min_crop_len_factor * min(image.shape[0], image.shape[1]))
+ line_region_crops = [
+ image[y : y + h, x : x + w]
+ for x, y, w, h in bounding_boxes
+ if w >= min_crop_len and h >= min_crop_len
+ ]
+ return line_region_crops
+
+ def _process_image_for_line_detector(
+ self, image: np.ndarray
+ ) -> Tuple[np.ndarray, float]:
+ """Convert uint8 image to float image with black background with shape self._line_detector.image_shape."""
+ resized_image, scale_down_factor = _resize_image_for_line_detector(
+ image=image, max_shape=self._line_detector.image_shape
+ )
+ resized_image = (1.0 - resized_image / 255).astype("float32")
+ return resized_image, scale_down_factor
+
+ def _process_image_for_line_predictor(self, image: np.ndarray) -> np.ndarray:
+ """Preprocessing of image before feeding it to the LinePrediction model.
+
+ Convert uint8 image to float image with black background with shape
+ self._line_predictor.image_shape while maintaining the image aspect ratio.
+
+ Args:
+ image (np.ndarray): Crop of text line.
+
+ Returns:
+ np.ndarray: Processed crop for feeding line predictor.
+ """
+ expected_shape = self._line_detector.image_shape
+ scale_factor = (np.array(expected_shape) / np.array(image.shape)).min()
+ scaled_image = cv2.resize(
+ image,
+ dsize=None,
+ fx=scale_factor,
+ fy=scale_factor,
+ interpolation=cv2.INTER_AREA,
+ )
+
+ pad_with = (
+ (0, expected_shape[0] - scaled_image.shape[0]),
+ (0, expected_shape[1] - scaled_image.shape[1]),
+ )
+
+ padded_image = np.pad(
+ scaled_image, pad_with=pad_with, mode="constant", constant_values=255
+ )
+ return 1 - padded_image / 255
+
+
+def _find_line_bounding_boxes(line_segmentation: np.ndarray) -> np.ndarray:
+ """Given a line segmentation, find bounding boxes for connected-component regions corresponding to non-0 labels."""
+
+ def _find_line_bounding_boxes_in_channel(
+ line_segmentation_channel: np.ndarray,
+ ) -> np.ndarray:
+ line_segmentation_image = cv2.dilate(
+ line_segmentation_channel, kernel=np.ones((3, 3)), iterations=1
+ )
+ line_activation_image = (line_segmentation_image * 255).astype("uint8")
+ line_activation_image = cv2.threshold(
+ line_activation_image, 0.5, 1, cv2.THRESH_BINARY | cv2.THRESH_OTSU
+ )[1]
+
+ bounding_cnts, _ = cv2.findContours(
+ line_segmentation_image, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE
+ )
+ return np.array([cv2.boundingRect(cnt) for cnt in bounding_cnts])
+
+ bounding_boxes = np.concatenate(
+ [
+ _find_line_bounding_boxes_in_channel(line_segmentation[:, :, i])
+ for i in [1, 2]
+ ],
+ axis=0,
+ )
+
+ return bounding_boxes[np.argsort(bounding_boxes[:, 1])]
+
+
+def _resize_image_for_line_detector(
+ image: np.ndarray, max_shape: Tuple[int, int]
+) -> Tuple[np.ndarray, float]:
+ """Resize the image to less than the max_shape while maintaining the aspect ratio."""
+ scale_down_factor = max(np.ndarray(image.shape) / np.ndarray(max_shape))
+ if scale_down_factor == 1:
+ return image.copy(), scale_down_factor
+ resize_image = cv2.resize(
+ image,
+ dsize=None,
+ fx=1 / scale_down_factor,
+ fy=1 / scale_down_factor,
+ interpolation=cv2.INTER_AREA,
+ )
+ return resize_image, scale_down_factor
diff --git a/src/text_recognizer/tests/support/iam_paragraphs/a01-000u.jpg b/src/text_recognizer/tests/support/iam_paragraphs/a01-000u.jpg
new file mode 100644
index 0000000..d9753b6
--- /dev/null
+++ b/src/text_recognizer/tests/support/iam_paragraphs/a01-000u.jpg
Binary files differ
diff --git a/src/text_recognizer/tests/test_paragraph_text_recognizer.py b/src/text_recognizer/tests/test_paragraph_text_recognizer.py
new file mode 100644
index 0000000..3e280b9
--- /dev/null
+++ b/src/text_recognizer/tests/test_paragraph_text_recognizer.py
@@ -0,0 +1,37 @@
+"""Test for ParagraphTextRecognizer class."""
+import os
+from pathlib import Path
+import unittest
+
+from text_recognizer.paragraph_text_recognizer import ParagraphTextRecognizor
+import text_recognizer.util as util
+
+
+SUPPORT_DIRNAME = Path(__file__).parents[0].resolve() / "support" / "iam_paragraph"
+
+# Prevent using GPU.
+os.environ["CUDA_VISIBLE_DEVICES"] = ""
+
+
+class TestParagraphTextRecognizor(unittest.TestCase):
+ """Test that it can take non-square images of max dimension larger than 256px."""
+
+ def test_filename(self) -> None:
+ """Test model on support image."""
+ line_predictor_args = {
+ "dataset": "EmnistLineDataset",
+ "network_fn": "CNNTransformer",
+ }
+ line_detector_args = {"dataset": "EmnistLineDataset", "network_fn": "UNet"}
+ model = ParagraphTextRecognizor(
+ line_predictor_args=line_predictor_args,
+ line_detector_args=line_detector_args,
+ )
+ num_text_lines_by_name = {"a01-000u-cropped": 7}
+ for filename in (SUPPORT_DIRNAME).glob("*.jpg"):
+ full_image = util.read_image(str(filename), grayscale=True)
+ predicted_text, line_region_crops = model.predict(full_image)
+ print(predicted_text)
+ self.assertTrue(
+ len(line_region_crops), num_text_lines_by_name[filename.stem]
+ )
diff --git a/src/text_recognizer/util.py b/src/text_recognizer/util.py
index 6c07c60..b431e22 100644
--- a/src/text_recognizer/util.py
+++ b/src/text_recognizer/util.py
@@ -21,20 +21,21 @@ def read_image(image_uri: Union[Path, str], grayscale: bool = False) -> np.ndarr
return cv2.imdecode(image_array, imread_flag)
else:
raise ValueError(
- "Url does not start with http, therfore not safe to open..."
+ "Url does not start with http, therefore not safe to open..."
) from None
imread_flag = cv2.IMREAD_GRAYSCALE if grayscale else cv2.IMREAD_COLOR
local_file = os.path.exists(image_uri)
- try:
- image = None
- if local_file:
- image = read_image_from_filename(image_uri, imread_flag)
- else:
- image = read_image_from_url(image_uri, imread_flag)
- assert image is not None
- except Exception as e:
- raise ValueError(f"Could not load image at {image_uri}: {e}")
+ image = None
+
+ if local_file:
+ image = read_image_from_filename(image_uri, imread_flag)
+ else:
+ image = read_image_from_url(image_uri, imread_flag)
+
+ if image is None:
+ raise ValueError(f"Could not load image at {image_uri}")
+
return image
diff --git a/src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_FCN_weights.pt b/src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_FCN_weights.pt
new file mode 100644
index 0000000..d9ca01d
--- /dev/null
+++ b/src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_FCN_weights.pt
Binary files differ
diff --git a/src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_UNet_weights.pt b/src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_UNet_weights.pt
new file mode 100644
index 0000000..0af0e57
--- /dev/null
+++ b/src/text_recognizer/weights/SegmentationModel_IamParagraphsDataset_UNet_weights.pt
Binary files differ
diff --git a/src/training/experiments/sample_experiment.yml b/src/training/experiments/sample_experiment.yml
index a073a87..8f94475 100644
--- a/src/training/experiments/sample_experiment.yml
+++ b/src/training/experiments/sample_experiment.yml
@@ -33,7 +33,6 @@ experiments:
depths: [2, 2]
block_sizes: [64, 64]
activation: leaky_relu
- stn: true
# network:
# type: WideResidualNetwork
# args:
diff --git a/src/training/run_experiment.py b/src/training/run_experiment.py
index a883b45..0167725 100644
--- a/src/training/run_experiment.py
+++ b/src/training/run_experiment.py
@@ -286,6 +286,7 @@ def run_experiment(
callbacks=callbacks,
transformer_model=experiment_config["train_args"]["transformer_model"],
max_norm=experiment_config["train_args"]["max_norm"],
+ freeze_backbone=experiment_config["train_args"]["freeze_backbone"],
)
# Train the model.
diff --git a/src/training/trainer/callbacks/__init__.py b/src/training/trainer/callbacks/__init__.py
index e1bd858..95ec142 100644
--- a/src/training/trainer/callbacks/__init__.py
+++ b/src/training/trainer/callbacks/__init__.py
@@ -7,7 +7,7 @@ from .lr_schedulers import (
SWA,
)
from .progress_bar import ProgressBar
-from .wandb_callbacks import WandbCallback, WandbImageLogger
+from .wandb_callbacks import WandbCallback, WandbImageLogger, WandbSegmentationLogger
__all__ = [
"Callback",
@@ -17,6 +17,7 @@ __all__ = [
"LRScheduler",
"WandbCallback",
"WandbImageLogger",
+ "WandbSegmentationLogger",
"ProgressBar",
"SWA",
]
diff --git a/src/training/trainer/callbacks/wandb_callbacks.py b/src/training/trainer/callbacks/wandb_callbacks.py
index 1627f17..df1fd8f 100644
--- a/src/training/trainer/callbacks/wandb_callbacks.py
+++ b/src/training/trainer/callbacks/wandb_callbacks.py
@@ -2,12 +2,10 @@
from typing import Callable, Dict, List, Optional, Type
import numpy as np
-import torch
-from torchvision.transforms import ToTensor
from training.trainer.callbacks import Callback
import wandb
-from text_recognizer.datasets import Transpose
+import text_recognizer.datasets.transforms as transforms
from text_recognizer.models.base import Model
@@ -52,14 +50,14 @@ class WandbImageLogger(Callback):
self,
example_indices: Optional[List] = None,
num_examples: int = 4,
- use_transpose: Optional[bool] = False,
+ transform: Optional[bool] = None,
) -> None:
"""Initializes the WandbImageLogger with the model to train.
Args:
example_indices (Optional[List]): Indices for validation images. Defaults to None.
num_examples (int): Number of random samples to take if example_indices are not specified. Defaults to 4.
- use_transpose (Optional[bool]): Use transpose on image or not. Defaults to False.
+ transform (Optional[Dict]): Use transform on image or not. Defaults to None.
"""
@@ -68,7 +66,13 @@ class WandbImageLogger(Callback):
self.example_indices = example_indices
self.test_sample_indices = None
self.num_examples = num_examples
- self.transpose = Transpose() if use_transpose else None
+ self.transform = (
+ self._configure_transform(transform) if transform is not None else None
+ )
+
+ def _configure_transform(self, transform: Dict) -> Callable:
+ args = transform["args"] or {}
+ return getattr(transforms, transform["type"])(**args)
def set_model(self, model: Type[Model]) -> None:
"""Sets the model and extracts validation images from the dataset."""
@@ -101,7 +105,7 @@ class WandbImageLogger(Callback):
"""Get network predictions on validation images."""
images = []
for i, image in enumerate(self.images):
- image = self.transpose(image) if self.transpose is not None else image
+ image = self.transform(image) if self.transform is not None else image
pred, conf = self.model.predict_on_image(image)
if isinstance(self.targets[i], list):
ground_truth = "".join(
@@ -116,3 +120,82 @@ class WandbImageLogger(Callback):
images.append(wandb.Image(image, caption=caption))
wandb.log({f"{self.caption}": images}, commit=False)
+
+
+class WandbSegmentationLogger(Callback):
+ """Custom W&B callback for image logging."""
+
+ def __init__(
+ self,
+ class_labels: Dict,
+ example_indices: Optional[List] = None,
+ num_examples: int = 4,
+ ) -> None:
+ """Initializes the WandbImageLogger with the model to train.
+
+ Args:
+ class_labels (Dict): A dict with int as key and class string as value.
+ example_indices (Optional[List]): Indices for validation images. Defaults to None.
+ num_examples (int): Number of random samples to take if example_indices are not specified. Defaults to 4.
+
+ """
+
+ super().__init__()
+ self.caption = None
+ self.class_labels = {int(k): v for k, v in class_labels.items()}
+ self.example_indices = example_indices
+ self.test_sample_indices = None
+ self.num_examples = num_examples
+
+ def set_model(self, model: Type[Model]) -> None:
+ """Sets the model and extracts validation images from the dataset."""
+ self.model = model
+ self.caption = "Validation Segmentation Examples"
+ if self.example_indices is None:
+ self.example_indices = np.random.randint(
+ 0, len(self.model.val_dataset), self.num_examples
+ )
+ self.images = self.model.val_dataset.dataset.data[self.example_indices]
+ self.targets = self.model.val_dataset.dataset.targets[self.example_indices]
+ self.targets = self.targets.tolist()
+
+ def on_test_begin(self) -> None:
+ """Get samples from test dataset."""
+ self.caption = "Test Segmentation Examples"
+ if self.test_sample_indices is None:
+ self.test_sample_indices = np.random.randint(
+ 0, len(self.model.test_dataset), self.num_examples
+ )
+ self.images = self.model.test_dataset.data[self.test_sample_indices]
+ self.targets = self.model.test_dataset.targets[self.test_sample_indices]
+ self.targets = self.targets.tolist()
+
+ def on_test_end(self) -> None:
+ """Log test images."""
+ self.on_epoch_end(0, {})
+
+ def on_epoch_end(self, epoch: int, logs: Dict) -> None:
+ """Get network predictions on validation images."""
+ images = []
+ for i, image in enumerate(self.images):
+ pred_mask = (
+ self.model.predict_on_image(image).detach().squeeze(0).cpu().numpy()
+ )
+ gt_mask = np.array(self.targets[i])
+ images.append(
+ wandb.Image(
+ image,
+ masks={
+ "predictions": {
+ "mask_data": pred_mask,
+ "class_labels": self.class_labels,
+ },
+ "ground_truth": {
+ "mask_data": gt_mask,
+ "class_labels": self.class_labels,
+ },
+ },
+ )
+ )
+
+ wandb.log({f"{self.caption}": images}, commit=False)
diff --git a/src/training/trainer/train.py b/src/training/trainer/train.py
index 8ae994a..40a25da 100644
--- a/src/training/trainer/train.py
+++ b/src/training/trainer/train.py
@@ -38,6 +38,7 @@ class Trainer:
callbacks: List[Type[Callback]],
transformer_model: bool = False,
max_norm: float = 0.0,
+ freeze_backbone: Optional[int] = None,
) -> None:
"""Initialization of the Trainer.
@@ -46,12 +47,15 @@ class Trainer:
callbacks (CallbackList): List of callbacks to be called.
transformer_model (bool): Transformer model flag, modifies the input to the model. Default is False.
max_norm (float): Max norm for gradient clipping. Defaults to 0.0.
+ freeze_backbone (Optional[int]): How many epochs to freeze the backbone for. Used when training
+ Transformers. Default is None.
"""
# Training arguments.
self.start_epoch = 1
self.max_epochs = max_epochs
self.callbacks = callbacks
+ self.freeze_backbone = freeze_backbone
# Flag for setting callbacks.
self.callbacks_configured = False
@@ -115,7 +119,14 @@ class Trainer:
# Forward pass.
# Get the network prediction.
if self.transformer_model:
- output = self.model.network.forward(data, targets[:, :-1])
+ if self.freeze_backbone is not None and batch < self.freeze_backbone:
+ with torch.no_grad():
+ image_features = self.model.network.extract_image_features(data)
+ output = self.model.network.decode_image_features(
+ image_features, targets[:, :-1]
+ )
+ else:
+ output = self.model.network.forward(data, targets[:, :-1])
output = rearrange(output, "b t v -> (b t) v")
targets = rearrange(targets[:, 1:], "b t -> (b t)").long()
else: