diff --git a/PyTorch for Deep Learning and Computer Vision Course (All Codes)/CIFAR_10.ipynb b/PyTorch for Deep Learning and Computer Vision Course (All Codes)/CIFAR_10.ipynb
index ad6a5c3..8536166 100644
--- a/PyTorch for Deep Learning and Computer Vision Course (All Codes)/CIFAR_10.ipynb
+++ b/PyTorch for Deep Learning and Computer Vision Course (All Codes)/CIFAR_10.ipynb
@@ -3,73 +3,416 @@
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"cells": [
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+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
{
"metadata": {
"id": "nZm3k_JwAxFK",
- "colab_type": "code",
- "outputId": "219d3c4f-34e9-4de5-cc23-b614546999d4",
+ "outputId": "bf40a87b-0a20-4a6d-8f37-f93e47bc3cd6",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 1020
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"!pip3 install torch torchvision"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
- "Collecting torch\n",
- "\u001b[?25l Downloading https://files.pythonhosted.org/packages/7e/60/66415660aa46b23b5e1b72bc762e816736ce8d7260213e22365af51e8f9c/torch-1.0.0-cp36-cp36m-manylinux1_x86_64.whl (591.8MB)\n",
- "\u001b[K 100% |████████████████████████████████| 591.8MB 29kB/s \n",
- "tcmalloc: large alloc 1073750016 bytes == 0x61b0e000 @ 0x7fc7fc9122a4 0x591a07 0x5b5d56 0x502e9a 0x506859 0x502209 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x507641 0x502209 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x507641 0x504c28 0x502540 0x502f3d 0x507641\n",
- "\u001b[?25hCollecting torchvision\n",
- "\u001b[?25l Downloading https://files.pythonhosted.org/packages/ca/0d/f00b2885711e08bd71242ebe7b96561e6f6d01fdb4b9dcf4d37e2e13c5e1/torchvision-0.2.1-py2.py3-none-any.whl (54kB)\n",
- "\u001b[K 100% |████████████████████████████████| 61kB 23.7MB/s \n",
- "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torchvision) (1.14.6)\n",
- "Collecting pillow>=4.1.1 (from torchvision)\n",
- "\u001b[?25l Downloading https://files.pythonhosted.org/packages/85/5e/e91792f198bbc5a0d7d3055ad552bc4062942d27eaf75c3e2783cf64eae5/Pillow-5.4.1-cp36-cp36m-manylinux1_x86_64.whl (2.0MB)\n",
- "\u001b[K 100% |████████████████████████████████| 2.0MB 4.6MB/s \n",
- "\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from torchvision) (1.11.0)\n",
- "Installing collected packages: torch, pillow, torchvision\n",
- " Found existing installation: Pillow 4.0.0\n",
- " Uninstalling Pillow-4.0.0:\n",
- " Successfully uninstalled Pillow-4.0.0\n",
- "Successfully installed pillow-5.4.1 torch-1.0.0 torchvision-0.2.1\n"
- ],
- "name": "stdout"
+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+ "Requirement already satisfied: torch in /usr/local/lib/python3.8/dist-packages (1.13.1+cu116)\n",
+ "Requirement already satisfied: torchvision in /usr/local/lib/python3.8/dist-packages (0.14.1+cu116)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.8/dist-packages (from torch) (4.4.0)\n",
+ "Requirement already satisfied: numpy in /usr/local/lib/python3.8/dist-packages (from torchvision) (1.21.6)\n",
+ "Requirement already satisfied: requests in /usr/local/lib/python3.8/dist-packages (from torchvision) (2.25.1)\n",
+ "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.8/dist-packages (from torchvision) (7.1.2)\n",
+ "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (1.24.3)\n",
+ "Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (4.0.0)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (2022.12.7)\n",
+ "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (2.10)\n"
+ ]
}
]
},
{
"metadata": {
- "id": "5oX6ISEIaA5k",
- "colab_type": "text"
+ "id": "5oX6ISEIaA5k"
},
"cell_type": "markdown",
- "source": [
- ""
- ]
+ "source": []
},
{
"metadata": {
- "id": "PKcBS6xfBK1Z",
- "colab_type": "code",
- "colab": {}
+ "id": "PKcBS6xfBK1Z"
},
"cell_type": "code",
"source": [
@@ -80,30 +423,53 @@
"from torch import nn\n",
"from torchvision import datasets, transforms"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": []
},
{
"metadata": {
"id": "oeOT_fh3uoGj",
- "colab_type": "code",
- "colab": {}
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "812f28a3-90c3-4ca2-a838-f64cc9994c22"
},
"cell_type": "code",
"source": [
- "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
+ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
+ "print(torch.cuda.get_device_name(0))"
],
- "execution_count": 0,
- "outputs": []
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Tesla T4\n"
+ ]
+ }
+ ]
},
{
"metadata": {
"id": "hC4ZVkTRB79P",
- "colab_type": "code",
- "outputId": "2196367a-34ba-4437-d30d-0d5c6b22e059",
+ "outputId": "e9b10889-5d89-4244-9886-4d708297dcd0",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 51
+ "height": 103,
+ "referenced_widgets": [
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+ "10c22e001dad4b0dbba43b71d837c555",
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+ "0a0ac6a5e9d64c0282a6c3d1a304383d",
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"cell_type": "code",
@@ -128,23 +494,42 @@
"training_loader = torch.utils.data.DataLoader(training_dataset, batch_size=100, shuffle=True)\n",
"validation_loader = torch.utils.data.DataLoader(validation_dataset, batch_size = 100, shuffle=False)"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
- "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n",
+ "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ " 0%| | 0/170498071 [00:00, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "a26a6d0bde404dcfb4cb9e8171a77e9b"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Extracting ./data/cifar-10-python.tar.gz to ./data\n",
"Files already downloaded and verified\n"
- ],
- "name": "stdout"
+ ]
}
]
},
{
"metadata": {
- "id": "jCqX-QWODId3",
- "colab_type": "code",
- "colab": {}
+ "id": "jCqX-QWODId3"
},
"cell_type": "code",
"source": [
@@ -155,36 +540,33 @@
" image = image.clip(0, 1)\n",
" return image"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": []
},
{
"metadata": {
- "id": "QpaIr_mkSqDY",
- "colab_type": "code",
- "colab": {}
+ "id": "QpaIr_mkSqDY"
},
"cell_type": "code",
"source": [
"classes = ('plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": []
},
{
"metadata": {
"id": "8bUYaxqxGFET",
- "colab_type": "code",
- "outputId": "6126033a-5609-49c8-c00d-aa668fb237fe",
+ "outputId": "3697c4a5-35db-4574-c2b0-d57738d62b87",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 283
+ "height": 169
}
},
"cell_type": "code",
"source": [
"dataiter = iter(training_loader)\n",
- "images, labels = dataiter.next()\n",
+ "images, labels = next(dataiter)\n",
"fig = plt.figure(figsize=(25, 4))\n",
"\n",
"for idx in np.arange(20):\n",
@@ -192,27 +574,23 @@
" plt.imshow(im_convert(images[idx]))\n",
" ax.set_title(classes[labels[idx].item()])"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
- "image/png": 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6lP6fYUVRphapVEpWrVolL7/8ssfHUlEURVEmAtd1zX8m7t+/X6655hrZunXrBJdKmQpM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\n"
},
- "metadata": {
- "tags": []
- }
+ "metadata": {}
}
]
},
{
"metadata": {
- "id": "ELDFsBKeHqJy",
- "colab_type": "code",
- "colab": {}
+ "id": "ELDFsBKeHqJy"
},
"cell_type": "code",
"source": [
@@ -238,17 +616,15 @@
" x = self.fc2(x)\n",
" return x"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": []
},
{
"metadata": {
"id": "cOa--7ggN8Nu",
- "colab_type": "code",
- "outputId": "0499f968-da06-465a-a5a7-9afb9daefc86",
+ "outputId": "6e6fe924-407c-40b3-a85c-f521df6c1537",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 153
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -256,7 +632,7 @@
"model = LeNet().to(device)\n",
"model"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "execute_result",
@@ -267,40 +643,34 @@
" (conv2): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (conv3): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (fc1): Linear(in_features=1024, out_features=500, bias=True)\n",
- " (dropout1): Dropout(p=0.5)\n",
+ " (dropout1): Dropout(p=0.5, inplace=False)\n",
" (fc2): Linear(in_features=500, out_features=10, bias=True)\n",
")"
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 9
+ "metadata": {},
+ "execution_count": 8
}
]
},
{
"metadata": {
- "id": "w6wxPBg_Od3t",
- "colab_type": "code",
- "colab": {}
+ "id": "w6wxPBg_Od3t"
},
"cell_type": "code",
"source": [
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = torch.optim.Adam(model.parameters(), lr = 0.001)"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": []
},
{
"metadata": {
"id": "zsd3HPylP9UE",
- "colab_type": "code",
- "outputId": "19573a62-d17e-4811-e542-d45d4b2b32b4",
+ "outputId": "5fb2d8d1-4148-401e-e544-9a49d4fa50dd",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 782
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -357,69 +727,68 @@
" print('training loss: {:.4f}, acc {:.4f} '.format(epoch_loss, epoch_acc.item()))\n",
" print('validation loss: {:.4f}, validation acc {:.4f} '.format(val_epoch_loss, val_epoch_acc.item()))"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
"epoch : 1\n",
- "training loss: 1.6735, acc 38.6500 \n",
- "validation loss: 1.4134, validation acc 49.6200 \n",
+ "training loss: 1.6711, acc 38.4680 \n",
+ "validation loss: 1.3772, validation acc 49.8800 \n",
"epoch : 2\n",
- "training loss: 1.3667, acc 50.6620 \n",
- "validation loss: 1.2193, validation acc 56.1000 \n",
+ "training loss: 1.3759, acc 50.4240 \n",
+ "validation loss: 1.2545, validation acc 55.0400 \n",
"epoch : 3\n",
- "training loss: 1.2418, acc 55.6380 \n",
- "validation loss: 1.1346, validation acc 59.2100 \n",
+ "training loss: 1.2446, acc 55.5360 \n",
+ "validation loss: 1.1076, validation acc 60.6400 \n",
"epoch : 4\n",
- "training loss: 1.1463, acc 59.2120 \n",
- "validation loss: 1.0087, validation acc 64.0800 \n",
+ "training loss: 1.1566, acc 58.8040 \n",
+ "validation loss: 1.0334, validation acc 63.6800 \n",
"epoch : 5\n",
- "training loss: 1.0789, acc 61.7960 \n",
- "validation loss: 0.9651, validation acc 65.8000 \n",
+ "training loss: 1.0880, acc 61.3260 \n",
+ "validation loss: 1.0114, validation acc 64.6400 \n",
"epoch : 6\n",
- "training loss: 1.0305, acc 63.6680 \n",
- "validation loss: 0.9086, validation acc 68.1100 \n",
+ "training loss: 1.0447, acc 63.0640 \n",
+ "validation loss: 0.9533, validation acc 66.5600 \n",
"epoch : 7\n",
- "training loss: 0.9899, acc 65.2080 \n",
- "validation loss: 0.9246, validation acc 67.4600 \n",
+ "training loss: 1.0016, acc 64.8460 \n",
+ "validation loss: 0.9171, validation acc 67.5600 \n",
"epoch : 8\n",
- "training loss: 0.9531, acc 66.5540 \n",
- "validation loss: 0.8789, validation acc 69.8900 \n",
+ "training loss: 0.9726, acc 66.1400 \n",
+ "validation loss: 0.8982, validation acc 68.2800 \n",
"epoch : 9\n",
- "training loss: 0.9312, acc 67.4380 \n",
- "validation loss: 0.8377, validation acc 70.9100 \n",
+ "training loss: 0.9427, acc 66.9060 \n",
+ "validation loss: 0.9055, validation acc 68.7000 \n",
"epoch : 10\n",
- "training loss: 0.9052, acc 68.3520 \n",
- "validation loss: 0.8185, validation acc 71.5300 \n",
+ "training loss: 0.9169, acc 67.6040 \n",
+ "validation loss: 0.8467, validation acc 70.4700 \n",
"epoch : 11\n",
- "training loss: 0.8916, acc 68.7220 \n",
- "validation loss: 0.8299, validation acc 71.4400 \n",
+ "training loss: 0.8955, acc 68.5820 \n",
+ "validation loss: 0.8313, validation acc 71.2600 \n",
"epoch : 12\n",
- "training loss: 0.8723, acc 69.3520 \n",
- "validation loss: 0.8119, validation acc 71.8900 \n",
+ "training loss: 0.8802, acc 69.0220 \n",
+ "validation loss: 0.8398, validation acc 70.9200 \n",
"epoch : 13\n",
- "training loss: 0.8489, acc 70.3820 \n",
- "validation loss: 0.7758, validation acc 73.1300 \n",
+ "training loss: 0.8648, acc 69.8380 \n",
+ "validation loss: 0.8331, validation acc 71.1500 \n",
"epoch : 14\n",
- "training loss: 0.8369, acc 70.7560 \n",
- "validation loss: 0.7909, validation acc 72.6500 \n",
+ "training loss: 0.8501, acc 69.9200 \n",
+ "validation loss: 0.7863, validation acc 72.7200 \n",
"epoch : 15\n",
- "training loss: 0.8270, acc 71.0360 \n",
- "validation loss: 0.7557, validation acc 73.5500 \n"
- ],
- "name": "stdout"
+ "training loss: 0.8385, acc 70.8720 \n",
+ "validation loss: 0.7811, validation acc 73.3300 \n"
+ ]
}
]
},
{
"metadata": {
"id": "qq4-LouHVQwp",
- "colab_type": "code",
- "outputId": "09512475-0df0-4bf5-b51b-f38d276f9577",
+ "outputId": "8d936bca-98d8-4222-b755-2b793f5abb4f",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 364
+ "height": 283
}
},
"cell_type": "code",
@@ -428,74 +797,122 @@
"plt.plot(val_running_loss_history, label='validation loss')\n",
"plt.legend()"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 12
+ "metadata": {},
+ "execution_count": 11
},
{
"output_type": "display_data",
"data": {
- "image/png": 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KYSQZae/nUJF2ehdpp3cZinaazcY+Hx90Ojz11FPccccdFxXAviA+MJafTP0B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\nwkL4kAi9hRuTr+WaUZezpzyTzSU72Fd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\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
},
+ {
+ "cell_type": "code",
+ "source": [
+ "running_corrects_history"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "bySyA4RcWYTw",
+ "outputId": "110ac92f-4dd2-474d-e0d5-6fa03b34c361"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "[tensor(38.4680, device='cuda:0'),\n",
+ " tensor(50.4240, device='cuda:0'),\n",
+ " tensor(55.5360, device='cuda:0'),\n",
+ " tensor(58.8040, device='cuda:0'),\n",
+ " tensor(61.3260, device='cuda:0'),\n",
+ " tensor(63.0640, device='cuda:0'),\n",
+ " tensor(64.8460, device='cuda:0'),\n",
+ " tensor(66.1400, device='cuda:0'),\n",
+ " tensor(66.9060, device='cuda:0'),\n",
+ " tensor(67.6040, device='cuda:0'),\n",
+ " tensor(68.5820, device='cuda:0'),\n",
+ " tensor(69.0220, device='cuda:0'),\n",
+ " tensor(69.8380, device='cuda:0'),\n",
+ " tensor(69.9200, device='cuda:0'),\n",
+ " tensor(70.8720, device='cuda:0')]"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 20
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "val_running_corrects_history\n",
+ "out_running_corrects_history = np.array([np.array(tensor.cpu()).item() for tensor in running_corrects_history])\n",
+ "out_val_running_corrects_history = np.array([np.array(tensor.cpu()).item() for tensor in val_running_corrects_history])"
+ ],
+ "metadata": {
+ "id": "D-WP5RT5XpRb"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
{
"metadata": {
"id": "R1A-fOideMnx",
- "colab_type": "code",
- "outputId": "c899e11d-c154-498b-96ed-978eb237101f",
+ "outputId": "66e1c49a-cbac-4728-feb7-392d9b1f8961",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 366
+ "height": 287
}
},
"cell_type": "code",
"source": [
- "plt.plot(running_corrects_history, label='training accuracy')\n",
- "plt.plot(val_running_corrects_history, label='validation accuracy')\n",
+ "plt.plot(out_running_corrects_history, label='training accuracy')\n",
+ "plt.plot(out_val_running_corrects_history, label='validation accuracy')\n",
"plt.legend()"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 13
+ "metadata": {},
+ "execution_count": 24
},
{
"output_type": "display_data",
"data": {
- "image/png": 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CNjwgDINfoNfczypOrV+E79Xpl59xlHoq5zoTSWpqGvX1tVRXV9HS0kJS0mD+8Y+lREZG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\nnnduDoEBcp5XCCHE6Xlt+CqKworC9wG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\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
@@ -503,106 +920,91 @@
{
"metadata": {
"id": "vEsatUk1EmTp",
- "colab_type": "code",
- "outputId": "22720381-a4f1-455c-f678-2e21b537b474",
+ "outputId": "9d381145-9c44-43db-ac33-b4602c318466",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 281
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"!pip3 install pillow==4.0.0"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting pillow==4.0.0\n",
- "\u001b[?25l Downloading https://files.pythonhosted.org/packages/37/e8/b3fbf87b0188d22246678f8cd61e23e31caa1769ebc06f1664e2e5fe8a17/Pillow-4.0.0-cp36-cp36m-manylinux1_x86_64.whl (5.6MB)\n",
- "\u001b[K 100% |████████████████████████████████| 5.6MB 8.3MB/s \n",
- "\u001b[?25hRequirement already satisfied: olefile in /usr/local/lib/python3.6/dist-packages (from pillow==4.0.0) (0.46)\n",
- "\u001b[31mtorchvision 0.2.1 has requirement pillow>=4.1.1, but you'll have pillow 4.0.0 which is incompatible.\u001b[0m\n",
- "Installing collected packages: pillow\n",
- " Found existing installation: Pillow 5.4.1\n",
- " Uninstalling Pillow-5.4.1:\n",
- " Successfully uninstalled Pillow-5.4.1\n",
- "Successfully installed pillow-4.0.0\n"
- ],
- "name": "stdout"
+ " Downloading Pillow-4.0.0.tar.gz (11.1 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m11.1/11.1 MB\u001b[0m \u001b[31m84.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ "Collecting olefile\n",
+ " Downloading olefile-0.46.zip (112 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m112.2/112.2 KB\u001b[0m \u001b[31m15.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ "Building wheels for collected packages: pillow, olefile\n",
+ " Building wheel for pillow (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for pillow: filename=Pillow-4.0.0-cp38-cp38-linux_x86_64.whl size=1072810 sha256=ad71c3eaaf08f6aabb4861e868dc13cc088e4b771dca489ca072cc0d0270bc72\n",
+ " Stored in directory: /root/.cache/pip/wheels/e3/2e/74/33a7284a964c402e6d2bb64b34b0b611e9f3a673c9bc2a00ab\n",
+ " Building wheel for olefile (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for olefile: filename=olefile-0.46-py2.py3-none-any.whl size=35430 sha256=85f0a830116770263a980d82097d506d3dc388c201e28d61865c00b13c8e31d9\n",
+ " Stored in directory: /root/.cache/pip/wheels/0b/d8/16/1e2d32ad7455728b8af9efdb9d2a0c3d03cd8f2e4be0191b8c\n",
+ "Successfully built pillow olefile\n",
+ "Installing collected packages: olefile, pillow\n",
+ " Attempting uninstall: pillow\n",
+ " Found existing installation: Pillow 7.1.2\n",
+ " Uninstalling Pillow-7.1.2:\n",
+ " Successfully uninstalled Pillow-7.1.2\n",
+ "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+ "torchvision 0.14.1+cu116 requires pillow!=8.3.*,>=5.3.0, but you have pillow 4.0.0 which is incompatible.\n",
+ "scikit-image 0.18.3 requires pillow!=7.1.0,!=7.1.1,>=4.3.0, but you have pillow 4.0.0 which is incompatible.\n",
+ "fastai 2.7.10 requires pillow>6.0.0, but you have pillow 4.0.0 which is incompatible.\n",
+ "bokeh 2.3.3 requires pillow>=7.1.0, but you have pillow 4.0.0 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed olefile-0.46 pillow-4.0.0\n"
+ ]
}
]
},
{
"metadata": {
- "id": "Bdd5aONjGO5_",
- "colab_type": "code",
- "colab": {}
+ "id": "Bdd5aONjGO5_"
},
"cell_type": "code",
"source": [
"import PIL.ImageOps"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": []
},
{
- "metadata": {
- "id": "gUPLBiV0gDd8",
- "colab_type": "code",
- "outputId": "cf25bc31-3c8e-415a-ce83-019ea209a45f",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 368
- }
- },
"cell_type": "code",
"source": [
+ "import cv2\n",
"import requests\n",
"from PIL import Image\n",
"\n",
"url = 'https://c8.alamy.com/comp/DYC06A/hornless-reindeer-at-zoo-DYC06A.jpg'\n",
- "response = requests.get(url, stream = True)\n",
- "img = Image.open(response.raw)\n",
- "plt.imshow(img)"
+ "url = 'https://th.bing.com/th/id/OIP.v_NmMMbr1QpbjwtxA7NGAAHaFG?pid=ImgDet&rs=1'\n",
+ "response = requests.get(url)\n",
+ "img_array = np.array(bytearray(response.content), dtype=np.uint8)\n",
+ "img = cv2.imdecode(img_array, -1)\n",
+ "img = Image.fromarray(img)\n"
],
- "execution_count": 0,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "tags": []
- },
- "execution_count": 55
- },
- {
- "output_type": "display_data",
- "data": {
- "image/png": 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jbfBOG6sOXzJ4VXtCxv2xZNxjasdVmKQFGnWGZEGiR/s5fnFE1wU219YTM7PO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\nb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/+Pv0REumoztbaD7JhcOvcjHnnqUarFbbKGxs7SKtcvX2Bscj/rq8u8+O1vceKRpzGS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\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tNvtBMgyg/qCv0h++LtAVxIRBoIU1fTtuctPxo7z7jtNkYjWmx06gjd9E0tUR3R3oVli5\neI2xXI+tSxcxAsVXvn+GVkfy3p/+X/D0LKJzhs0A5iYPoikL390hG3+ANf8S3dQMuruGdMaIFXII\n0cJzYmEvQvT7nhq6YRGYcdzWDjsrV5i75900Gg0UPbRkCa2yCUAiXaJrOWidBlp+H8lCDuUYCE+R\n0hM4gcVY0qPbq1NvNSnPzDFbnqNS2WRm/zyq02bjyqucuuUDJIqL1Nd7VOuLrC6eZ368xNc+9yek\njt3N2979QcbnD3DfA2/m4b/8PG956H2cO/t9VtbW2aw1cNw6prSRRZNnn/gO1V6buBFD+Q6+qRG3\nYzz70guYsTTxmEFx/zG2V9fRfQ07pmPpFv/xTz/PE998jKTusNVucvbScii71qzht2qYySSxWBqA\n8niJiZmTOJ0thFTYQkf2XKZKZVzlYMViVFuN0PU6Gafd6WCYJr4nSNlJHMdhdnqMUj43WFLD0vaQ\nfzqQ3BOhkStE/EgR+kVKoYW/WeRG4gqPXuDRdiUpy8CyLDw3GCyctgpFDAIVilVomhpcc2LEQNkk\nXJDdaO42GiHwImmGdAXX60SltrBXqMSQrybNoZDE8DqJeKojlJt+GUYfAXsMUI0qGJY8ZRD63kXy\nhP0eJoCSw03toI+IA8IAoWGoFFInFOYWYZ9fyf4GerRa0/9jxKpLemHb5ToNXt8PEMEQHewTut1o\n+PT1NaJYjtBGnB8CSeD7KC/UdAUR0ZpC0Fo/AxUi3PwGPigZEGjqNdee/viRAe+JJ57g7rvvJpVK\nkUql+O3f/m3e+ta38lu/9VsA3HfffXz6059mfn6eEydOkE6HE/zUqVM8//zzvPWtb/2hx0/HYuzu\nNsglsyRzGS5duczTT0vazR6bdZ8xI4avCayGjyLN2toGtxw7zPbGVVL5En/9d49z6vaQVLuxvokg\nzo899BM89o2vsrO4hjQTtDubHNp3iKmMTcs1WVvdZWJC8IGfPMGLZ9scPpbh4qWzPPPMM9x55520\nGgvMjme55egRYqkMrY7LbXfcyZe/9AVy+TZaIkscByPXYe3VM9x1+gPsXlvhv3z2L3ndqdtptRo4\ngYbjmzz34jkm98+wuro6zFaiHWrcHNb0lVKYduSlp3RcGSBRBK5AUwptRNXAlD5SSeTIbkpo/Sb+\nXm6MUtoeIE3/4vLF0PFA7/cWAqLmcr8vEcoTjVIpwuOOBFo5BNv06QajPbn+GG3A9zM8T0ZlCH0v\njycsyTJ430FJyQ+LM44tmB4vUy6USJDm4PQYsn2V2fE8qViAvrmJk/aJB/t48cmHufP2t3PmqWcx\nLY0zLy2xf/5murvrFI6eprpyBrPVQ9u+yuzpj6IZW2Syp+h1nyZTFMQnjhG0V+n6GoGvYelxREDI\n/xIhRN53HLrtNumczne++RVK5Qm8Zg1LhpZTccumuRu6BlgaeJvrNDsBhbwilkzTDTxisTj1ehPl\neySLZcqlffg9A78n2KpVyJfKNLsO0tBYrG5yKpAsnHuFsf0zdKhwdrnFi5d2SIkup1JlHv7jP2L2\n4EHufMNpxmaP8PXP/2deWVzm0KEj7Gzvcsstt/DKCxcwrSzVjS3Kc7NsL11jeXsDz/Po9Xq4rsvh\nY/OsXDrL7so6M3OzFGenWH11gUMnX8dO5RrHj86w8NKTtButkJ8lAlLpGH5PEggxyPBazR62bVLd\ncjEtAzum4/ldZNdlYmYay7JotUPll1gsRqfjks1mSafjCCGIxUIboZB2Ygz7ydf1jsMMaVRlhD1z\nsD+nlFJohhnGBQm+paOhh5mKjMp8Xlh497whYniwmAZDYQeHSP9RgBD+oEIRuF0AGh0nCnh+CHqJ\ntHE1pSG4MeApNXQkH7xflP2MGikPnjNa5nyNMfwe9mp0BkEA2ijqW6FpenhOYeo8wj8eBqM+LGT0\n+w0Fq7kBBeN5HpoM6R++7+N5TpQZDsnj/T6mNsLr6K+VfZBQ+Jjcg3bvI1X7bhj9jc8Pc7r5kQFv\nZWWFXq/HL/zCL9BoNPiVX/kVut1wAkBYm9/e3qZSqVAoFAavKxQKbG9v/6jDM14sInwDzC5jpRhL\nyy6JbBozbXP8xAEajQZbyx2qtW26gcf+fXM88u2nmSmXWVnZxd1xWF6R2IkaspPCMAO+8Q9f5eZD\ns0zN7mfhrhuq6QAAIABJREFU6mV84bLZFrQbLVJGnIUdSU/4lDyfyVKPF59Y4cjRMvfccy+XrrzE\nHafexFce/T7jjsaR4+Mc3HeQP/uz/0yAieu0cYSHFXR4/PFlLMvi2ad+l4NH7+Tuu++hvrXC1uol\nlrcaoGXRfY2N1WUIAmK2vecHjBkamm4NM7xAIaWGH2joUuApiQxkaPo4MlltPeQJef7wMT3iFF0P\nKJFSYmnmnj6clBJdF/hKEKiIe6giGyMEAUGYXYpQPLbPOxwSR0ca51E5pw9QUUohX0OaaDTg9dGu\n/df2A+Uo0lM3hqhGpRTxeJy4bnLs5AmO336SZr3C5RfPEoh1JgsF7jh6EK/yKr6l2O0tM1H4MWqv\n/gUz6SkWX63SadWxEim264pyucupu99I0q9i0sGYOkAx5VKRZYLnv0AmEyNp30J8fo5Wy0Wz86Ty\nGaq1Dp6riNkm0g+/F9dtETih1dLm0mXc2gbJoydZvnqRmZkZ8ukM1a3KoO+UTye4eu4yE+MzSF0j\nXxxjY22VzGSZ2XSBtcVFkmmNpcVtTCmpNWJ0vYD5fIlO16OUSOMbab782b9i4qZ97Js4wLiZ4JWX\nn2J9s0J+/jDPPf8KyrJJxQKWtyVTB+YBuO9d76G+XWHl2irr6+tYlsWD734PX/rjz3D7nXfxd5ev\nsH9+jvPnLtBsNjFNk0qlgud55EolNpdXSQiD2fljfOAn3sn3P/dHNDsO6ztNpiaz2KZFs9cil0+z\nvLDJ+MwEk5OT4byQGssrS2TiKXwnIBY36fV6FPM51tbWsG2bWq024NgpKRDog3mXz+cpFAqYhokW\nzRlN0/Z4ow02R/K1SdD95wx6054WZXMGIeFAYGomSugooYPSI4PjIFILGnJJNcUA3BJEKk0iKv8Z\nhoFlmoOSZqcbllDRBTERA0KdTk1p6OrGgNev+vTPWQjxmsCU0etxkLnd8KyhWkoQqD2vVUoh9CF4\nrC/MrQkIkJGgtb7nGFJKgoGc1+i7hSIRyL1Bt+9DallWJCNnRZ9rWMrsO8VrasSHUw15taMbmbCc\nPVTNkTIYSPP1M/N+Bem1hlA/aFsQjT/90z/l+eef5w//8A9ZW1vjox/9KL1ejyeffBKApaUlPvGJ\nT/DTP/3TvPzyy/zGb/wGAL//+7/P1NQUH/rQh37Y4f91/Ov41/Gv41/Hv47/LuNHZnjFYpHbb78d\nwzDYt28fyWRyYN0Qi8XY3NykXC5TLpepVCqD121tbXHbbbf9yBP433/2fpaWNsgmPBY3WlhWDFP5\nSDPJ8YNFUlaPtitAS7O6tsv5pSXK02UKyTTnLiywValjmgazs7McnRlndXOLarPFwZkCD73tNJ7y\nufjqMmfPPcdNs9Psn87SqHkI3eDV1SrFtMN9b7iNRMIiU5riwnPn6akOk+MH+OZTZ1COx0d/8WOs\nN3TyeHzqM39J1+0yefhWjs6WuXT+LFcuXuTOmw+wuLbGbTdNcujOd/J3X/0yJctBj1mkE2mK43M8\n/ewZlBXHSuX4jf/0BX7xPW8iHu14PM+j2XKJx+P4qIEsmCs1HF/hSx+lQrkjXfaIxQ1q3aF/naFx\nQxlHDMqgIwoqSh9wXvp7HS/oZ3BDrc/AD//ueA6O46CUotd1B9nY8E0ilYkfAY3un9dWo8VELrMX\nmNK3V9F1bD3cxQkttAuybRvLDO8NA2xhM1M2mJu9ibm04nW33sn+2+9EbrxAp7WFnp4hnspR93Uy\ncZOdM9+kUV1jo+FhiQAj6HLo5BtYrVTJpnMUUhmaZpVC/CDnnv8itq9ROnAXZtJGxvKIVBlD6cRK\nM1Qr26QyWXw7i67ruG5ku9RtsL18DQyL8txNeJ0GRjKP6nbY3N4mk0kjtICJo69j+aXvofk+Pdeh\nUChQbTlsb16jE0gyuk6tsRMS+G0bt9PGCSTCjJEbm6axU6XltLl2+TJzR06xvLTI1HiGwuQ4f/fX\nf0u926XlGtzzrp/AabdZWVkhkUhw/vmn0b0OlY11KtVdiuNldna3aLVaGOkSuxvL5OIGfpRRIRw0\nx0bGDd5839v55tcf5S0Pvoerz32bW44dAhnCwi8trnDs2FE8v0u74eBKh5WVdYrF0IZoZnoCp+nw\nhe8+wU/dfy+GCcoJf8turxkiQpNJOm6Y8Xd6XTqdDo7jkEnnwnmga5SLBU7efJRcKo1hGDhB2Ncx\n0VARD8uP+j0hXN0fzOO+4bIToTXDHvled/EQlRnd60FINDcMEpa5p/LQL4n6vo+niEp0Q7cUwRBM\noxuKpGnz8//XH/GZ/+2Xw8dEqLRjW9rgPYiI01INa4FGVPLsXxMhTSdyNFDihmqIUFHFJAgGGZEm\nRkBowV59XSFEKMguJYghvxAjjjANNGEiw/osGvbg2AOBB6//9ygZvs/vHYJMHvrl3+KR//Bv0ZWO\nwkfTJQgTXfloI6htPdIOHgWv9U33pD+SkUecyEDuFckPK0wj656m88Hf+ovXXId+ZMC79957+fVf\n/3U+9rGPUa/X6XQ63HvvvTz66KO85z3v4bHHHuONb3wjJ0+e5Dd/8zdpNBrous7zzz8/yPZ+2Hju\nzDkAul2d248fptpYp9UEJJy7sMb0ZJZ77z7N8vIyjfgus7kis8Uy1WqFmw/Noqkerkqyu1vlyUaV\n8XSGQ9MJ2q7HN594CdeDbEpw4MB+yuUiT7+yjIGObcFUMUkplwdH8b1nX2Ct+gwzkxO4IuDx557l\n1eUt8hmTM+ef58wTF1na2uEdD7yNmGYQz+3n8qtP85bTN3N41qTVavHOO8fpSJsvfO6PmL/lLdhW\nmtXKc8yWpnG763ScXWIyw+EjcwC8/faDXFrbQtdsmvUWtpWk6ynects85y6vcG2rQkw3kbrClgY+\noV9fjBiJuI6rhv0CEQVJ3TKHiCjRLw2MAD+i8os+IsnlRv08T9MR6GgiQNckmiYwDB1XD73MdD2U\nePL8YCgA3Dec1W6ksO4xo9WHpVwrcp8ONIFuCCxDwzSNAZG4Xy6P2zYJy8aMJ9AFJGOCIwfmcWs1\n7j46Q7lcJj6zj+qFf0DuLqEnk7S7XUSvTHzuJNvP/Q2rly9RbTbIpA1SmRzrNY+NnSaeMshMZDGC\nFPn8FJuLZzl+8gGqa2dp+oKSVkMzxrBK8/h1F1W5Siy9D7M4g+w0cWtLuPEMCT3NdrNLYeoQer6A\nbO/gSIHjdBG+S75UCEttfRuYdBo6Lp1mnVhnF+VIEtMnEAvPkEgXUcrGdxoYyThdT9Fq1zD8HnZ1\nh3Q6y8LCBY4cv5lA+Ai3w9pCl7/+/Oc5fdcb6F1ZJFEshD5y+Qyp9OEQTNG5mXZth0QyRr6aoVGt\nkE+nEIHP3PQYG3pAs9kkFWnJptIZGo0Gpinw6g1uO36Cl7/3LTLZBEubm8T0BKlUivL0Phodl7gR\nx0iYbK7W6TgBZqtFLp0gZsVxjKhf6wXk82W2u+v0Ol3isVAc2g1ChF+73cZDDuazlJJ4PI4mFcVM\njqQdClW7bqjaI1E4SDQ5DHhy4CvZ15QFJ5B4fhjkAhmW6XR9SDPQIkNVQw/vNc3AUDpGEKoAGUZo\nITZ0HQHf0+j6bhRAJY4b8cRkaxCIdC2GY4WBqNlsYmkahmUilYvbs9D1EHRl2pElj+5jCg0TDd8Y\nUgP6Ac8UGuhijzJKvycvhYkIXHQkSvU98kYUnNgrEBFeh9EGVUmE0JCBHwLFpAzLxLpACYGuWviY\ng2s3CAICOeyD3iCGEfiYmoYRbbZt00IGPmFpVEcLAjQtDMoD8rjUUTgD8Yw+Ql0pRRCZP6sIgRqg\nBht0FRojDekc0TDEPwO0Mj4+zgMPPMAHP/hBAH7zN3+TEydO8IlPfILPf/7zTE1N8d73vhfTNPn4\nxz/Oz/3czyGE4Jd+6ZcGAJYfNpRdol6v0+xK6mcuslvt4ss25fEsQUfidD2uLj5CuVzG83yuVSqs\n1+vE0ym2NlZJJ3JU67UQOuxo1HWH1rJOsSRIF2ZwG2vsm5hlbmaWly8tUm8FtLt1Ds0WGC/n6bpN\nLm9V6CqbbDGHrhQH5iYRbEPCJmXl+OynvgyxBOP5PP/4jSeZLGXYf6LGrSduZ2Ntm7mjJ/juY99j\neVUylqizbzbJlXNPoqXGEYkUf/JXX+att92Eicnlazvo8gUArl06w+EjR4klC9jJPN/+7hMErkOz\nWqeQkgTdJIFt0WhIKp0WCUNSTCVpui7CNklJbcAxUtoQPt3nMim/Dwce2T0qERqwqmE2GOAitJAS\nYAiBMiIkp67wfYWpGQSmwAo0bB16rrdHdUYpbQ+Kqz/5tBG0ZohyixQ1kqEslCYMDDPkAA30NyOS\nsWEYGEIjbtnoeijtNj82RayzzrteN8u4domSdIl1DJZrPVLJKbpBh/HpmwjSk/grL9F69XskClNM\nHzxFo9Hizx/5Nh98//tY2Frh3rvvY219gbkDU+h6gXxugs3NTZ766nc58s4DZNom2bhHe2eDeCJD\nlySxZA7lOxhIWl6cTAKqzSqZmTmUChc9r9slmUzT6Dngj4gr99U2/B5WrkDWgFptk87GJewZk263\njtIt7NwE7UoLEwPbtslkMqHlUKT4X8iX0XWLdDpPaaLGNx79Jo1Gg3K5TLXaIDM2y+zsLEKEvmK7\nu7vkyyV0TaIrL/SbiyVp1HbI5/Osr4cZmWEYlManqNfreN0us9PlQd8qkUiQzaVJxFPE7NigV19I\np/FdDwNBdW2Vbsel2WxSKmYB2NzcZHp6GoB2u82FCxfI5VLE4/HQwik69uK1CvF4nPrWVqhr23f3\nFgLTNAbOCcBATHowosXO9310NWphNcw0fN8f+CuOLvaGYQzmnR5VSAzDQCfsDQ6EnUcW07Bv6+N4\nzrAaIsP+Vx/FrJSPrivM6GXNroulCYxAYgU6IroeLcvCklFfyghA0wENjaHVTz+oiQFBfejwMuir\na3t75WGgGBWceA1DXCIh6xFRZ00Ahg56dD1rAl+yx67seqrS9QHPiLK0/sZD07Q9HNw+4GU0m9N1\nDYU+4CvCMDDvFc7QotsISV/qI79rOAL/B1eb/kk8vA9/+MN8+MMf3vPYn/3Zn93wvAcffJAHH3zw\nn3LIwdhcfZVez2W7ITBkhmxZo14PkJZO4OhMT8WICcHyxi7b29u8+8G7efnMK1zdaSCkSSDtwY8/\nNZknmbOxzDFM1eXSxTUWry4z/v6jPPL1x+j2EsQykJ8+jNtZY2npEqnSPC++cpliIY0QPXrbVXar\nNXpScuLAPI3dHX7yweMcOX4Pn3vke1S2F1ldcbn5rhN88W8+iyTP+OUiq6sbbHbhTXcco90UVDZf\n4mjO4k13vImHTp/ma1//a7IZG1HRmSiHAIZi1sKprRIEAc+fOUcpl+Kmg3MsX71GvgjjyTieJrGN\nGvsmbNqOTjybxq7V6UoNzQgVLDRNo+WGk6WvMRje+n5zI6jKQBCg8NUQEanr/eeHVIGwAQ0CgSY0\npA5SCoxAYGlgGhohr14NTDKlHOEM9TU3/SHCUlfegGKQiEfqCMLAMAWWYUYSXdFuNnI/j1s248US\nU5NJJm2X4xMJTM1jetLGNIo0mxUq1+rkJ/ez9Pw/cuDtv8hOoJFubFFdOMv0Pe+jvrbD1YWrfPmJ\nq1zd1Tk8PcnczEHaW0tk8zkagSLR8DE0m5WVFYzcJL4tyHqbOPUYybEj+KqLTGRAj9FrN/CdNr5v\nsXr5AvtP3Uu7a5DMGCwvb5KKxUJlknSathdmN5ZlDRrpnXodS2XIxTP0qjs4jQ4FM06QtnE10JNp\nxuxpVi4vUChmMIyQLL61vgW6opAfw5eQSKSwEnHe+sD9fPlLn+dLX/oSd931htBQOZ2m7TgozyNT\nKBCLm6yvLrG2sUk+P0ar1Qrh9kHA1NQUrVaLQqGAbtmYsTjFTAlgAAKRUrJv3wxOT5JOFcnmEyil\nGCuN4/R6bK9tMD09S6WySz6fJxaLYRhhmSyVSgGQTCZptVoAZLNZGvUutm1Tr9eJp0N/vGQii+tI\nhDBJpiKBaCsM+qZpDkqIo2V7jWGGp8kheKV/c1wnzL5GMpz+GF04NU0fVBj6AQ/tRu/IUbL1ECwT\nBgHPHyoBabozEF7wfJBagCYFSgsRyJZl0XV6BF74PZvxiKeHhq7t1dIMS5T9ADhENPfPS/Aan2kk\nUGhcHzjUQJesXwKVUmJEfghCuggEEoEQ9lDE/TVAQKPfCYCKhPLjEUgrLMeO0qeGjgaDzyHVQFrt\n+uPvDW4ivO15PPxORl96HTh3z/gXV1rJlOeJe4q3vXU/3/3uEwT4nD51GxfOX6HldfFWW8Rtm+nx\nSQplk3/47kuMT+R4980nefyJJ/BUjbX1BtPTJdbX1zmanCdptljeWObkyduZmR3n69/8Fm95490s\nruzw9PMvcnS6x+TUGLFcholMgJyfolb30D2Pk3fezOzMBO1ahZcvrFF3JA8eu50Xn/k689mA+akj\n2LFxzj13jfvuew9nXllgYfUKc5NznIjbTGS6EDN44OfejysDriw8x/T8SXTpct/dp3nfh4/w+N9/\nDYBUVmILjafOvEjdi9HpXOXogTtp2x38ms99997K8uYuFy/5WCJAmAFxwyeXgyura8yO7afV8zBi\nCXK+pNntkU6buD2BJkycwEWX4AsNpSsCoaH5fihE4AmI0JS6bxJId4D28n0f3TBQKtQKHPWf8n0D\nx43TM0KX6uu99mC4extFW2l6bID0ilth/0JoChEohFBYmiCfTJG0JbodQ0uFFk0Js8ORdJxcAoQh\nOXzkJloqjtvtoWs9rNYGCy+tM3bkDSi/TV4PCPwUUyfuYempp3j24stkC5PsNgPedcdBjEyGx7/+\nVd5072la8TSWaOJSZeOFJ7G8VeyZQ2SsJF3rMFp6DLfTRCQmSWUncTo1/FaFSmWDbHE/yZlDVJtd\n4nqC5m4LWati7J8m6LlsL73KzMxNCENw+coChfIEAIYWJ1Mex3RrLJx/GkN0aHdrFMoH2Vrfora5\nRK40S0dpFHSNVquFLkFJB80Q6KZNZ6eNME2kr+jUd7jrdXfyne98h8r2CsnkGJbXZrftEEQZmtP2\nmZ7YR3tzg3K5TKfTwW13abWr6MpgcmKGpdUV/HqN8fIMnSgg9pwe6WSeHhaJ7DiZYiiF50fzouuA\n0uMced1p1jbWwDjD3HQB3/fQNAun02VxKVRacV2XsbExlFJ4nsIydBzPp+OFTuHr6+vksmlMM+xd\nFQoFut0uhUKOWNyAiOvmeR5ub4jCU6Olu5Gspz9vXdfBkT6M9L5iwkIIMM2RTZr0MDQDU0Q9ZCFH\ngtuQwtN/H1OAj0bPD1BRJt/nrIXyZgYyWl47vS6GkCFXU5qhQDYuQpM4gY7vephSw7QEhiGIBTFs\nKSI+bRS0zNDex9C0MOMSGioSsdClRAkTpZtoMpIqJBgEglDFKaRry6gUOOAyKgABQsMTCk1JBC4i\nMNGlTmAECM1DKAMlJVr/+YR9s7BXKEeuc4Wha8gg/I0ECkYEI9wIyWrKYaAUSFAGmrY34AkhQnuy\n6IMI5YfycFIfZrLayGfsZ53in5nh/X85pvUKmXwa2avw+pMHKZfLLC0tce8d+3ClYHpqH7XdKl7g\nU21JWg2BbeX4/ne+y779szS6NaRfIJ/PkslNkUnF6TRr3HvXMRauLLG8XuPQ0eOcX9pg6eI1js3P\n8KY3nebb3/oeO7Uupcwkb37zXTz6lX9k5sA+zl+5zMvnV3nzG09RGusiNla5dOYc8aTg5Mw8F1a3\nWb/2IruNLotXBE8/+TTZbI5t6dLUFYaRYW4mzdXlyzQ7AYeP3MzW8qvccuw4ui5YufgSi8trAHzz\nySr7yw327Ztlq1bF75SorDSZ21fk4sWLPPbof+OWW44yUZA8+cwihZKNqVfxei4Hx+Jsbl+kUCjh\ndOuUy+MsdVoIJ4Ue+MRiFgldYQkdZWskNLjWNAi0vuO1MQCNxEOQ9GBXLISJrmtRQDMHpa0w4GmY\nusQQRrRTM2/gOw1JoaPWSsPJnIyHGV08YZAwbQwUxXQWTUE7EDjdOrNGmnTKJhfTyNg+Vy5d5Z7T\nJ9lauYYfLzCWStMOYK1aRabnsKdfR9BaQKVS2IkazYXHWdxZ5tzVbXJbPebGbLJJgwsXVzgwmcPI\nTpAtlNldvkjSryK9HqubFW55/RuZnp1DSybZWVsljcJMJGnVdjCDOlvbK5SmDqH5koZvU0qk6TTq\nOPUauq3RrO6QxCCTL7PebJMQPhMTEzS74QKQycbwu3UMPaDZ80lqGrlcDq0tqdbWKc6dCCk4vRam\nMYUmdvH8DsILWN9YYd/cLG63RadRo29uats2s7OzLC4u8tY3zbF++TzW7E1YdpxKpYLvdGjVdzhw\n4AArKys0m02KxSLdXoNKpUIyyoLyhVzIK3Mc5ufnaTQa1KpbJHIltjc2mZ2d5Y7X38XZS69QGB+j\nurGLnYizuLjI9uYK6YSNpoVZbTweR+lhWRPCTVCv16M8NonT8+l1WsRSmTCIOb1B306pENbveR6m\naZJOp8Nen+viRlWMrjsMeP6I6LImh3ZZ/YDX80OqjQiG1BePiCcX9aEgVL26fh7/oDE6p0PARATq\nUENwh8/weD1fYuigeQF+5GfpOz5CBAgh0XVJ3NeRUiMwNIT0wz4jwwpJX/2kf9/PuEK1oVE+bv85\nQ7qTYFjSFFo/o42Wfk3t+R4GVAc0hIBACIQI0MSNpcPrvxMhBIa+V9+0f55D+69IAm2E/6eiIKi9\nRpwaBeL1KQuepuFLP+QMB0NFmUHGGLz2OcL/DwJeduY4u5Udju4fwzQset0uehDgtVq84dQhtJSi\nnc/yrX98iq3NOu944H5evXKRVCrGxsYW8VSGmclQPT1jSqq7Dc5dWML0beYOzpHMTrFe2aDRaVNv\nBZR8mzMvP8Otx2f57tMLfO6Rs3T/6/d44+mbaKo25y+7HDqc50/+69c4sn+K4liRc1uKYtKl465j\nmDr3nbqV1u5V1nt1PvZTDyHpsHLxPPsOnODi4lX+5usvUe1ITh6Zo/bUS5TyoBtdKtsxqo0OiXQS\ngJ/5qXdQqzX4/tOvsF5Z5+BUnmJeJ5kSxE2YnzlEu9ElFVMcPpiksbVEKXkTdjrc5W7pLqV8jI2t\nq6wu9jhxbIaNhS184ZGxU7ScgHg8jSkFc6U48/YmFzoZMMZodRoDAV6vC8oySOhxWr02Uld0Oi3y\nqTSu0ySwEigpCHwXT3m0PYjHzAGBvK8E0Z+cQvT7AxJdBcQMQdzUkdFFNl3MEbN1DFMxUyiSTimM\nwCOTbDEzNkshexxdBLiNZZ47u0mnF+f0vffgthZpVXY5fOokja1d2h2XqXs+Qs6Oc/mZR9h//HjI\n35Mmu02NphdncaXK6+6c5A2T49x5+giNTo+8Hkcki3TdPJlYieq1FWZvv5OVnkM+n6exu42uJckW\nJnG0OIbbJuZ3adZ2mZw5TldKXOmRzcfpOi5aBASyLBvf8fFtg9LEFGa9ztq5cyTLBZrbu3D8doKO\nx063ittcwkhNIdwdkok8reYaExNTEDOoLr+E3xRsba4Qi6WQfiVEhDpdLl5+lcAH/ZrFxPh+Lu/u\nsry8Tqk0gZQa9d11vvqt7/Jvf+v3qfkuNx84xFNPP46Nx5WFRXqdJoFTY6vbxlc+lY0NZqz9bG9v\ns7m1QTqdJm5Y1Go7rKysYBlQyI+hZ0wCv8m5s89g6jFa2xWKpTLSUWxtX8RvbBIzfXKJzHCBilmk\no5KmEIJUKoUwApSnMGIJNjY2MAwDSYAidFbvE9Ub3TaFTBLbFnR7HXRdp+s79LweXgQYAfCCG02J\nnescSwCU2+99CcDDNhS9QBAXVqi3aQqEJvYIHfRL8KOLfFgO9NFEWGY0NIUvQOkWvu/gqxAwIiL3\nboCOEx7TpBv2FEek+TQElq3hazqGY4QODDEI7AALiwCFgY+p2UgFtjCjfrmGEjLMcPWhXKHwQwJ5\nEAThBkApMMKAaRj6niw1LCfqoIbyYUIofN8NgzESqQyE76G04QZWytB1QhMCN+rl61qArunofVPP\niDdsCnA1gVSRmXOEBHalQqgw4IOMMr5hXNCNvWIC/SDqKAOhu6HEkTSQMtTxDaumYUl2FLNw/fgX\nD3jnr4Y2JjMHdXYXrpIuZCiMjyGk4jsvLlDMF5BBm3vueQPr6xs43i7pTJw7bzvJ2QuXWLi2wpHD\nB1lZWeSltVXiVpwTh+dZ261x7OghLjXPs1Ovks2V+LGHjrG8cBXTSLC1vYHQfKbKirGjsyQTCVIa\n/Pg7DuF6Cfbvy7JydQO3JdFUFzMxxaGjJRauVvjOc2eQ0uKWmyf49Bf+lruPzxKTDotXzpJJZDh1\n81EWqnUuX9tid7vFjz94C0Izaetpnrl4gWvLoQv01x77NqWJIvv3zTE1XmR342WWrvm86e47mJqZ\n5eriJjPzM1SqDWKGy/0//g6eePZFXlnqMH1gGjNm8v2nXuTATROk45Ks0cHNOayu1VmrNsHySU7M\nYtg2O5UV5qfzzG/2uNZYJ4lBwtDJ5XK02l0SmQK9oAP1gEa7x2y5hAgc2iqDaUkQLoHbpetpJEWa\nWq2GnoyNlDuHAa9vg2LgkUtlSScs6q0eXS+ciKWUjW1pTBWTzE/kwdHJpdrMz8wjElmaPYOlK2u0\nKy3uue8uJuIp2t1tRFzDPHkvFT1OttBDm8whjf2sXnmMm19/C35iDq25SsfxeeLps+jpFLMHJ1nZ\nXOBtb76Jq0uLFOIJNrouUwmT5lYTM9Jr3N7e5uStp7GTadzAxHECErksutLo9ExsQxEIj3g8Sbe6\njrBy2Hac9m4FXYVmpL6uITSDtttDVauh9Uwyg2bGmdl/EAAHjWTKpl0xyOcKiK6Pj4ZuCWK2Qa26\nw+5OjbGJk3TcBroucDxJEDjE4ybN3Qql4gRba8vsmz9AvlhgsllgZWWFg3MzXLpwnteduIVP/env\n8svqPAnyAAAgAElEQVS/9HGePXMWU5OcffF50skk3Z0K3Z0drHQMbINCMcvW1hpSSWzbJAgcfCFZ\nXVvCcXvEY0kazSqiJYgZEwRIdBN0IajvbpJLZolZCkM4OH6YlfWdEFaWNwa6l6ZpkkgkcF2XRDyN\nisTOXddFCYlt24MsL5vN4nkuMcPEFBJNeijpIQIZSt4xJJGraLMRBAGu7IMlhsCKYaahoyFDsncE\n9hL9rIUR1OLIuBE0sXfxHa1i9NGl/eA4qqE8KIdqgsCT6GJESQWBh44nFEIE6LpPQgYoZSMDDSk1\npNQRpr9Xc1YIQuSjFn2XUTCK5PoUOkqEAUyoAE0o1Iibw4DWEAnV9wngIejN3rOJ0DRtT5Osn5m5\nrju0SIqeez31/Qf15frH7auuCAmjimCjNIPRjYumaeFvqAOKgc2Zjz7ym//gDO8H4zf/O40Ll1dZ\n227y6DceZ83rgKHR7HbYN7+fa7U1er5HrdrEcRzGJ0q8+MI53J7OCy+8gKZp1Go1Lpx/lVtuPUJ5\ncgYBJGyDeEFjde1V/N0d8rrF7rUN/J4DfkAuWyKZTHDq1EnKuRLzU3M4nS45e5rKQh2dOtsr20xP\nJ5kopzlx6xSvXr3MmRcWmZkp8dAH381CtcO3n36Zg1NFVmuS0vxh8nMHaOys4bZ3EY0202NpshmX\nly9cpVrv8feP/C2HD8xTLGQAWO52ePnsOu1WlW53gZ//2Y9QKhW48uortDodHCV48tkLLK5do9p1\n+co3vomyE1yrSx59doN6y+HYiVO0nYDVSpWriwtcWqwg4kkcQ5KKWWQSNucW16i6sLzTouMJpvMm\nx8abHC032J/Z4qZSnbKxxqFxk1vni0yldaaKBeZnSyRTIQw8l57ixOwYh0p5As+hmM+STScp5rPk\ns2ly6dTgNlYoMlYoMl0uMFnKotwOiUSCYjG0iilmEhzcN0UxrqM6G8yOL3FktkV9+QL/7eG/4W/+\n5qssbz3H2FSJVKZAdfscttLo2UV6iQlefPYpltw07cJxnFf+nnKsSTX9Jmqrl3CqW/zxp/6IUnk/\nVtzi/2XuPYIku+87z8//+fRZacq7Lte22jfQ8KAAEARBihRHlLgzMZJ2VzGHPUzMYQ67c9JlDhux\ne9rYnVWMFKNZzcpQI1IiBZIgIDRcwzQaQNvq7vLeZGald8/v4WVWFSByjkv+OzK6I7Mz89V73f/f\n+/5+X+NUSnznpRfZfbREVO+lpRqMPfUkuZ3dA6uoRE8PZktC0wX1VhtJ0+kbHMbptGttr4avSPgi\nQbWZJ2EkiSR68IWMZ5vouk6z2SQUjaDoGqFo4P3oOA7xVIrc/j5Lq6sANB2ber1GyEiRSCSYmjmB\n6UKxUkCRBAlDB1kilu5jaPQY6d4+PF9GksF2TDRZQvIdfNdid2sZ2/ew2g2OT0/g2m16+4fZ29jg\nd7/6FX74H/4DcUnBUASJWISlzWV2S3tUzSphTUXBp9GsICRQFAnTamJaTdpmA8c10Q2FYilHqZxH\nk6Gwt02tvI9n20QMA7NZolzeo1EvIkSbvt7sQXZcd3WRWKvVIhQKHWyuXZf7LzhpdFnDrosmyaTj\nSWIhg4iuYSgyChKq+JI+zT+cm5lO4HpywJ50D02LvQ4hy5cOvW3hi5vpl9cvKnRfRo5Hi1C35fZl\nL8dugXD8ICzacsC0fSwHXE/C9aDtutiAJ8uYLji+3/GHDIraUd3qQcHzAzcY35MOH5Jy8HCFjC8U\nhJARR6wJ4dBmrXvujhZwSagIlOCzf8HP3T2/XflQFwn/E2IM/+2Cd1Qb2J3Pdh9fvn5fKHhfegB4\nvoTrCWzHp23+4iBe+DVAeC88MYWu63iew+hIAsl2aRfbvPajH/GtV17h7bevcWZ2imprh9K6QrXl\nQGEL14Hq2h7xSA9Vy+bdD+d58Ykz3Hog88HcPb791d8grqlkMinm1rZQGx4ffT5HSJXZ+GwRu1Un\nrOfQJJlzl8eY39jlz370E9JZnUQpwpXLV2nWCmiixeJihe996yV++PrH/M3/9fccnxrh/KlhGlWb\n2ckUO3v7tFom/UmF6PHj+ELwyosj5PeWeLjWw+fzy0i+y/T0MdaXH3JsIKB1f/fp42iqYGOzTLka\n59o7H1Cp7uO5cHamh7FYjbYywPxGm09uLzHWF2Un32SoL0pjs8jiTpMbt+eYPXmanoxKzfEQiozT\n3ieGiuo2sIqrDKdi7O/tUdpx+dYLs+i0Wc35SO06wqmTVDUs2SG3nkNVVWazESStyFA6xVPjM3z0\n+W22C6tIoSGmx+MM9Ma5eWcBV4ogqQaO7CEZAteWEIRAWPQmQkSTvaxvVml6OqNhiaFYsPk9PZ0m\nkhrAbpYYirVJhCqUcznuzO2Q6h1Frbao1GpE+8Yw3X3iU0/juoKYppPbyPP4mSu4iQyLn7zFY088\nQbmUw1t+nayq8Bd/83N2Vnb4g+/9Nm/85C160nFkWTAy/SzYG4xf/B5es0gEFTkkQ0WhsLtHuHec\nRuEhscFZGo06XqWMJyv4aoSY6lEvbiOHouC4QfurbdN0q0ieoNGq0zc0RLG4jxaOIuthaqUaqVSK\nQqHIYF8/1WJgypCNJVlfmadareO5gsmZq2w8ekgrv4djRFCMCMO9E0hujZYfAhHYz7XkMOGEytb2\nNnosi9TxFWzWGhiGQalUYn19nZHhUV76736Hf3zjH2i6Fnc/e5OB/lFc1yWp6ZQaTVAFZ09f4O9+\n8g/gS9htE1moyISQfIeQplMq7JPJZLBaLrpisZfP0dvbi6KptO0aIVOA2aRWLyArMDIwSalUou2a\n1M0GCwsLZBI9B6LikZEB2u0GIUnH9VxMs0UkEgrMogk0mgfROo5DNBGnry9BMhpGiCAGxjdayCJA\naaaQaHZIFkgC15eJqp07fOlQi3oQiCx5hzM3X8b3ZNqmFbCcZQlZ1pBk/4BYJYQIzI19H++IaN12\nPUzPwfZ9bAS2L3CFQJY8XN9HkjuoSObAlAG6TEspeHRzg/CxffAdGUP1ES5ovgwOmKaECLlInoSC\nhOfLuJ6E43cMoT0v8Nj1faQjJs4KgcZVlkQnYdzjIK3AU/G6ySxSMHpA8jtEls4RCRFkEXbJIH4g\na8D3EAhcx8V3Olmb4sgNhRvEENlHzK0hSHt38HAdgecG73F9D9uxD2eMQtDyPFRJR0hBSKxqB4xZ\ncYSF6foyHt00FanznSBJKniBvZjjOFjur3FL07VagZjSiXHz/SX2ijucO3+ax555ikeP5shkk3x+\nZ4F0aoDlpWXksIEaimDXfYyozOjo8IGupVAo4/kt4tEsP/7p+8iKz+XzszhNaNgWIUVmf7/MS09f\noZjfYXrqGKMTae7e+Zyx4X48y+TVbz7PB9fn+MsfX2NmcoQrMxlGR3v49P4ij1Z2mDp+ina7SrVh\nkctv4zbzFKtNUukIcSnC2ZOz/Jcfv8v7H97gmXODnBib4satW8QiIZJhm4Fk4uCOaK2qUN5aw3F9\nwpE4hYpLNDZEtkchrCo8aMSw/Rb7dQdZN8j0jXH7/jLHxiM8dy7LZ/M5zlw+z97OPg1PYnyij6XK\nMtFIAk226E+q+Had1Z0afekefNvirRsP6TF09pqCsO4SCvlkoyGaTp3dnM3MeBSJKr3GCL65jyp7\nTPTZSKZBBJsYDeJheHo6RCyaoFxvoBs6VqtNue3hyyq1psXpySzbzTpKpMXE8SFSoUMPzWRMp1wt\n4bbLSBGJartOoRVh4MxF6k6E1ADMXPwG0aEzeKVlvPoqigIPH3zEnXt7fOu7/yNb2/c5+8QVbMvE\na9VwqtvcrywzeTLLV57+Hdq1EoW6zezMDKprs7R0lyceO0nDieJW5wlnRpGdBkoc9nbDaO02PZpG\nq+mixTQ8v0W9LoilY7RdG1lTMRSNltOi6VvIjRaNVgUjEqDWarNBONWHb7dpFvdoVKqEYhGy2Swr\nS48YHQxYmq1Wi0wmw5tvvsUzTz/P6tI6jtWkUm+RiaZQjAiICiPZDHnbxTcDYkqiJ0tudxMtlMF0\nJCRNwrNahBUJJxqnbjmEkykmT5/gT//f/we8gL4v18o0KnVC2qHY1/FteocGkA0NpxlsPI7roOk+\nktAP0Wk8TrvZol6vEwqrNJoarXaVcDiMZwdEGl0WOE6barVKvV5HVVWWl5dJJpPEorEDenoXQSiK\ngue7BybR3eifLtruzpcMRZBJxnDtRmfjczBUKQj8tRwUScV1LWS5223zIYiDROr41fq+j2V15lc+\nSEIKCB5d/80Om1OTg41WVoLXu8ihO4v+RUuSJHzni5mRX+6KHi2eR5GO5x7JhvSD4mFKEkKWaTk+\nIS34INcRuAoBmaUrtXBUJCEHCKwrm+i0SH9ZSoAlZALepo0n/ODRSUKQ3CM+nEcE+d11cOy+fzCz\n75rDu65zpOC5gIvntb/wftu2cYSN6wo8V8L9kgH00dap6/lIst+5IZD+CfnNR+D5XWQayEHavovl\nB+1syxM4nsB2f41ZmqVGhe3iHmePn8eXMzz17AUezN1F9TOcO3eOOw/uU6kUyOfnuXjpAtFQm+Mz\nZ9jeybO8sceTz55j/tZddEllbSfHqeMnefPa24z1Z5k9NU2zVSUxHKdZrXHy0jk++uQOP3j7Ia7d\n4N6mRf9clGxYYnBYZnR0lO//1Wt845tfp1or8+DhCjdvPuDpZ66ws7fO0MAwe3v7ZNMGd24+ZHK8\nj7GxDC9OpsntlZmc7qVeb/DViye5sdzgw893uXShxcTkceqtOsMDGTQ1TLVaA+DND26zvJonHY0y\nOlgmFonh7dTRFIvnzo+DCtuFMNu5LfomJ7i/sY/pyeSrLqrdZCiTpFLdZGpI5vTMGImoweyJJ1lc\nKbCylqOW0BnpTxDdWWBnd4/UwBDxWA+fPlzHcduEFJVkIsaD5V0yPVHG+2NERBvLDrNfsfHVNmbT\nQQmNY0tbbJbqlCt5RntDRBULyWyQMTwk1wzy4DyHeDSOFI+yl5ujXnWZGUmTirXIFRpUGxbngdu3\nPmF8Zgqrvc9qKcLGpsW9nEu2L87TL7+EMEso3jZ6VVBobOJWmqyurqIKnVMXHscTVfRoirCqIwo3\nKBQLhJJ9jAx/Fce0yG99zuKNAooR4tlnn8duNTDjMugKirxAs7JDbOAy+3d/jq14DEyfxdcMomub\nmH3DtCyfiJogrAqsxi7ttkREgbrVRo3G8D2FVq2Amu2jujGP0nOMaDRKvZRDaBEq+wXi6XiQht5s\n4AqJSssmBdhmm52tHSamzpEc6KUnmWZvrUJyYJx4Tz8eNZANfAW25x8yOnkFIav0ZAYo5CvERzQS\n4TC6m2Jr/RFSKM3Y6AyytoBQZW5++jm6EcbtEDvqjQbYOwGpKxpioL+XhZVl3nj3dSzTxTYdVFnB\nlzrBm7gUixWEgHt37jE+Pkar1cJrCZqVBm3XJp32qdfrxEIGnmWRjIWpNvcRkiAViWKIHmRJY3t7\nm+npaQDCmk6x3aaJheu6hEKhAz1gIpkK5p3aITtzZDBNSPPwhQGeg+d6AUlEASlkYHoOju/ga6C5\n0LIdHLs7Rw5QhuM4nUmQ1mEbdpmE3RmWAkLQdDzCjouhyKAEIc0+3oGUQVaCWRfCx/R9cOnM12zA\nDY4FD88JTJHxpcBUoXNjqygBo9kXAtfzOsSZYAnh43o2vqUg6UGhllwPz7KIShptWwazk9DuuQGi\n9Vw8F1S/wzb1O8fnS/jdmKRu5Jc4FKEjddCSAOFJeK6LLdqBeNuT8LuEHdQjpBYzIIaY1iFqFoHV\nYGAP5uDjgCfwsRHOF1uYptcO0GnH3sx1fVq2i+jY0wFYziGb8+AaqS66pKCohwQb1VPxfB/TA7Pt\nYNsuLVfGcYIYIsf1g9mp92tc8MbHTjL34AGfffYZ2WyWu/M1Xv3aV3h4+xPu3SvQNzDI5LjF9PQx\n8oUclufyYH4FHYuw3yK38BlaqIe7i2sMRdPMP7jPP/v2V7n+7sc8XFzCcmyOjxn8q997mfuP5vnu\nC1f4h3fuMjSQwQg5LC+uM3b5CXzRZGFzj1BmmA8/ukkmKfO9r3+Lv/7Jx3x27x7HUn3EwiZTTx7H\nNsu8+vLTfH5rjk/nNpl7sMnQcIZSI4cRDlPZ26PZMOkZCHN/eYNQWGJmcpy/fu0tThw/w95ent8B\nfEvh+MgInvDYLjbZvb+LpNgcH8ri+dCbMehNDRCSQ7xz8w5IGp4v06NnyNXL0KrRnwxzejrLrYc7\nLOVqZFID1NsueijJ6sMiuwMKvhIhbAhWFhcYPzbKc2cHkXSVWnkPTXVIjQ3Ql1GJRlTe+WyZcHyA\noayC7rZJZWI07AVmj/WwstHAl2O0iNBq5gjpEuVCHdfT6UkI9GgUW1MQvsTq9j7VUptj2RAFO8d0\nfwJfMgC4+vg0SytNmq5gZUtQr0cYGh3i/IlJqqv3GRvNYjR97t5/k55sLwtL80SjUZYW8/zWd8+y\ndec6J59/FXP7HtVihabp4Zsu9maBSDbFRzd3OHmil1e/8m8o5W/ywaefcPGrv0ckVMWtOEjRCJV6\nGVMKkRwZp1mrEvY2afWcxLBdmr7AiRo4VRND76EdcjCbFcJqCHQNs1BBGzyJKqrYsoIRDgeIxfPI\nF3L0DWVptH0qlRoJ3aAnkUSLBezDVr1C70Cazb19bNdEeDYeCquLj2j32cST8oFAW/NtHMcinu4L\nHFJUldMTx9lcX6XQrOFqMSqlEtF0jb7+ft576z2EqmCaJpoqHzi8tJxWIPwuVcAxOX18ikppn3Qi\nhhMJUa1WiUajGCGFWCyGT+BOMjExwbnTp7h27RozU5Ps5vbQFY1qtUo8HqdUaxJSFfLFCsl0imaz\nyf7+PslkCsf2UVWVcjmIRWq327TbbcKRRKADtGwSiUTwuqgRiQRM6+5cKNsTR5V9TNvF8n16J2ao\nbC4BIFwHGRnfV3EdgeKAJByaWICPomiHG6ikAArdyB0hBHI3hFkczq1s28YUPkdpDV0h+qEM4Ren\nMEiSFCBV+zBw1e+0FuGw4Ln+oVC7u9yOV5jozMYgcCXyPIFqHs6tmqpCSFaRjySXSIp8EIfTRcaS\n6KSlS1+cqQV/PuI/6f9i9Op5Hp7w8J2ulVqApIQQneiwgDgUeIfagWRB9jsFzwH7i+3EwInmqPdl\n8B2O62J39HlOR4wu+4czUduxcJDQDe3gubbr4Qqfludg2+DYHqYdaCAd4WO7HVMC8ctJK7/ygpdK\nx/j9P/jnvP3zt5AkibGpEyzPbzIxMkl7dZ/79x5xfvYE+cIOmirx+KnTfHpjiR23zcTIOM3mNhcn\nInz70hV+9tkCvQPjfPTBh0xNjLO6nUNXe/jg7hLzO9eZGe1hMBlhqC/K/naOq49d5iuXLrL8cI5a\npUJEirG1VUWSy7z6ey/xgzfeo9gwaVT3WbYEm7s+X+sbYnhwkDd/+jrf+ebLvHPDo1yt0nYjPLzR\nYrf6ENlt8ezVC3z+4DYjw5d5tLPCduku/X2D3L//gOMzpwBY3s3x8tXTTAzKJPUo/+7PruO2FT5b\n3yL2bpvBVARbWqNcKDKeDhNJJslXq9jtPK5nsrfVpNxIUHeahFyZgVSWit2id7Cf3XyBoYzNExfT\nfHTTpVjYYWZ6kqvnUpTLTXbXGsTCgnalBD0tnEYCNVRkvE8jLpWoVi3KtsLaRhVBHmFnQXVJJyPg\nOJycyZKIS+Rz/dhegs3tNarFFvv7+wwO6Gzu2tTDIR6t7vDKY7OUiitIWoQBwHHz9PYlaYsL9PdP\nsLn1kMsXLtDYWUCz92nkFKp+A7QqS+s10pkUfX19HBsY5dr7P+biiStUd9exHZl8zkWLZOjrPw2R\nJh+8eY2xkwmOz7zK5v5dnP11hvsTGP4++ZVNMiNXEe0tqFZplfM0DYOxiAfVbaTZb+HlbqNHjtGS\neolJi9T2axhyGNtuoQxlsWomlXaZrBiklN8jMjBDtVoLDNXLRULhKMvLC8yee5q1zR32CtukBvup\nOoF2LNuT5Aff/xv6hyYYTqZAEiRSaQb7B6hV64RCIeLxOIuLi6jCQ1UUbAyysTj5zW0qxSrNtsXs\nxYs0qzXW5h+R6s3y8buvM3viFItb6/T09DD/6AGZTAbXdYnE4gfIJq4aNKwWvm2RTaWpNa3An1KS\nQLjEExFmZqYCA+d4jAdzdxka7KNWL9Nq1xkaG8W2XfL5PLoRCzZUu41Sa2GaFpGQRD6fx9AjB5pa\nCIKkhRKYznft77pauVarhWEYGLp64B+ZiERQqOKoEgPDI8T7xilvLAbFpdPa9FGwCOQEIOF0Nnt8\n+QBdtdoWQqgIzz4kZXQjebC/UMC6M78vu7F8mSwSvH64qR6YoHvuYQtQHDI2D3SCv6Dl6HcKniQd\npozbnovvCZzOe2RZpmUKbLeNCB0G1ApPOSimB98j3AO5w9GW4ZeJIn6XRvql6DjP83Ckw3ajbXWv\nVfuATKK6XTKLiSwHbUjhB+dT+pIGzrZtfJQjwn3RIYK52J30eKvzWuhA29u5pj60W4fXyEfCkwVt\nz8Nxgii1A1KLFHh/dm83ftn6lRe83c08927ep2a6TE1NsLSxwe9+46t8/Pbr9GYiKKKPbCrD1sJD\nzsye5NHmLqeeukjl5h3ml7ZIxpJ8+PlnXBdw9ckXWFpdQ7gaN++uEIhYLVStl/y+STbVZvPj63iO\nyZXLpzg3O8Xb117HEjrFXZN4XCesFBkcm+Kd9xfoz/Zw7vQwunGZer1Ou7ZPJNzmp2/dQo+GWdrJ\n05eSiapw5uwAkvMIuXyM5dUl/utbN5gaynL90+scP3UW12lSd2z6+3s5NzsFQESR+If3F0hoMrFM\nkhP9PSxuFSgUHD7WqrzSP07MkFDlKFG/hGFUaJRN9somlmXxzMkImm6j6w0mp2Z4tLRGWumjLxvi\n5EAvZnWNlLPHpSGDObmXhe09lnYL9GVilIstwopHImzg21Ea1TCvPahweqqXjxbzeG4JWdJ47OQE\nZ05dZmNlnWKjRro3QdzQsWslXF8jocB6Ps/Kjsl+QyGcGGZlpUrBVqltuyRbPveXV5ic6CVM0N/X\nY32sN+uUdq8xozzgajzEnTc+R0/0UtzZQCSbPHb1KuOhKbR4lpqcoZ5bY/7dnxKVBhkcmaEqVJSd\nhzTkOMfOn6UuDKx8nlbTYnTsMkaPgdsucW/uDqee/Dra5KuYlT+malWwiRJ29mjsrxLvHWHfDjM4\nPIFU2mVjs0zmZBjKazR8Hy0eI1csMTw2SbHawKqXMKK9KCEdw4jy/s++z5Xf+AaeaVHxXdKGQiY9\nwObyInHRZqOwTTwdRmkG/wk39vI8/fxz5FstGpZH26zgeR7VVgMtomF5EumeBLlyjYbpkrIKyHo0\nMITOJMj2D9Fo1ykWKghVZnrmBH/5wx/Rl9LAkyiWamjNGj2pDKVylWSyB8t3SSTiOPhB8kXbZGhg\nmLYrE41q5HK5wI6sUaPRaJCIJ/E8h2q1TEI36OtLs7S5w/TxUywtLdE/MESxWMQwbFzXx/UhVw5s\nxfKtFlEjRCwcJpfL0ZMNZpdtz8JrewcEi1arTSgUCtCo72NbbTThg2KQCuuoioRrg+xDbnuP3uHj\niGgSuVUCQ8N3HDR8BAq+Y+PJgoQd7ySMHM6lwoZCsAEebnWS0Dqb6OFznu/gy+rBLPGozMD3CNqb\nSEiSH7T8FBvNV5FlDcttBwVFVZAOZlqHxa1blJxOYfI43KilbioA4HblDk5gityQPTzHw2/bCE1B\nFmCZPr7n4KsudseFRe4US0mSgjmkENjOYdHqyoW+iPiC6yB1z4vwD4KiHS+wcAuE4mA5ZodF6ePY\n0PCaAcJEHMzcVM8D4SKwDs4fgGlbSJJzUPDatkzb8bBdC8fumHx30GYDGy2I4cWXJSwAuWNv6Hrg\nmWCD4x16gNpON7y6S+CRQP7lZe1XXvBefPW3KCx8zM/en6PRaFBr1PmTP/0z+rNZ1tbvceHCWfJ7\ntzgxO8D4qUHe+/7bfH5/HVWL0G7UMVt1nr8ywcj4GJbpkt/b5sLZU+yWg7bL3m6O+48WUXUDxQ/x\n3VeeIxIJ8e6H7/H6z01WN0rUbfjaV55lc/k2k8M9aIZHqdagNx6hVV2jWdaIaqDFwkymB9BPm9im\nwus/v0k0Kfj6bzzGO9du8vQTF3n3P/0tsWia3swkQvH4t//6Vd54/Q1uzS3RP9hPamSQH/zgB3z7\n3/7fPPvEJdaXl9FVl+WdEi1fcO70SXbzdXb21nnrnfsYYR/XbPLY6QRTkRiRiIooOmCG2DTDKJ6g\nsrfPB/ffIpYY5OSJMFt7eeqVHOGQRExvYZsVktE4F9LDGG6MatPhYeE2A+kYug3z23V2c1v0RkLI\n1TJnR22GegYpV/bxnDXu3tzCMauUWyFkU0bus1nbsyjV6zTaJtslh7s7bS6dmkU2XOztFlM9glOX\nTCYHhhFuiWioCHLQrrp+r067kODMyUEyqs/K6h1mzr2MpWYZGBxh4uQ5vHaOz25cZ/TcU6ghj/VH\nt1HkGqmszI0PfsrkmUsYosrM5efJN6r0jI2yt77O1JmzTGTHWbx/nWarSCw7SLj3NOHmJgU1jW77\nyEaEaqPKXqXEmZEzzN15nXRqlpDQkBUN37VRrSpSeoxqYRsjkUXWdMzaBqGeLACV7WWsdoPe3n7A\nw3EtjFgPjlCJJCMsf/oxDb9JNNFLu90mpAdSlPuffkS9afK17/xLCsV11HASI2Sg6hE0XSdX2Gcy\nPkg6rdMbC+E5LrIKkmbQk+nDlwVnL55nZ2eHcCxJYWMVt+3i+gqFZotspp9SuUCz3kSWDFxHQtEU\nXF/GQaJh2viyihaO4jky9XIZwzCC4hCK4dg+9XobIVQsy6QhuQxPTvNodeMA7VQqFRKJxAEy66K1\nWq2GL0skEglKxdJBKgZAs9kM2Ngd0oGqqjQaDXRdR1VVDMNAEgLVMBgbC+aGiaiBZ9m4jo9wbcdx\ndAwAACAASURBVIZHT7C/fvcAnXQ1dJokECjYko+qSSj+IapynENz5O6SZdEhlByiHlmoXyCZHKA2\n/9CJpPv70ecdB0THz1Y90KH6eJ0Eku7nfVFO8E/3wa5cA0D4MvgCj07grCdQLAvFF4HI3e/Mqg5Q\n2hF94JG09KNM1aMIL0B9wUF052gQxOp0n+siXccJfHVN1w+o/0g4vouPj+/YgW2YcJH9QJAv+4ds\nWIC2HQjVDx1oPGyvS2IKjAAcu0N+kQB8ZAROh+0pu9Kh24roRDR5QZKF5wWFO0C2R1q04tdYlnDv\n5qfMzX3G2OAEjWqRq5dmaUtt7r5/l1defYlMMsa9OVhczNFoPuQbL1+h1dSo1RpsbW1x9uxZfvTG\nW0w2fAp7W5Rze9RMwXDfALoCTlTjhavnWF9fJ19o8yd/+TOuzI5x8uQJ9naLXLz0BK2mwae37jMz\nNYpmbTE+keLa+wV2djwev3qeYnmHn713m4G+IUoNj3a9ydXLX+GiaXL8ym/w2t//lFgsy5s35/jN\nF8+jR8fIlYuolsfP3/yYVFznla8+zdbqFrX8Ml9/InCQb1a2AsupSIITo3E+frCOVMoTEw6jZ0+y\nt18mrAleePwyp3p1NjaXkSWPoT6I9IRYW8tzcizN7PNnKdaSfP+1D5lbWOPUxAi+IbA8h7trDTBc\nHjvdT8ZQcGWfN999xMWT/Zw/fRldd2kWd9nK7TK3UuTni21SPSlCSy6nx1OkQ3sYqoSe0snYHrpc\nYX4uh9aToFJsUfHS7JY8NKGytnyfcwMKz01bnB4boG3GaTRqtN04NxZM7u8U+F//ACKmwoUTW7i+\nj0ie4PJz/wu5jRyJRpWG7tFcu8Xm3ibj4+MsLK4yeHKQqYvP8A//+QZj2TNcPDeKufIRe22dyeMx\n+hyVRx/8HWef/0O2bn/Ih59/QCar0qxKRAaieGqSrU/+IyNnfp/KxttEPAl6erlw+UlIGpyffRbi\nMbAatF1o2i66oeNXC+iKimwkaRXWyKb7sYROtVykWdjA9H36p2dx2w6KHiWZGSC3voRiNwn1JEFK\nI8Uz6NEolVqNfuDYsUlqjo+kyzz47DbPPv8SO9s7pPqHya8+pFoqUm+UqVQLSJrK4NhxQr6LrOmE\nEmnsZolqvUl6YARJ1aBVZ3x8nIGBflrtGhsbG9ieS61aJBzvwUgkKVf2UUybeqMFQqa3L8uxsQlu\nfHYLy7axXRfV9wnpOrYFsahBq9VCUw00Q+G9969z/uJ57t19gO9rWLaP4wrapouiuciqOGBbWg2P\nbS8XJA+EFByvQ0wwIWQYFIslkskg4SQcDuN7Hoaho+shtFCckC5x9bnnMEICqVnj4YM7ZDSTzbVl\nhsZn2FyGiCIQQkaWBYorIXsuCh6hUEfk7R5m1x0UnSNiZEXRD1iGR9t+ALIko3QQgt8pUK7UETOr\nMsJ28RQHxVGxlcBezP8FNPhu0QQQUsc2S3SyAsShPEDqkEtsFxQEMgLLs/EFaMhYnoMkCeyWTNv3\n8D2HiK6gSDKu3ZEXcIjchH/IiO3+bKIjKD8SaHIo2RAOji/jIcDuzPAkBdeTcR0fs1MkbdvF6zB/\nD97rWgjJBeHi+gETVPKkwO6lg+SrzRbCo8OkdJFRO/IOH+igTEnG831c28X3gjR5X+6kYxzR4XWN\nAjwCBO37omN2T0BAkhyE8FH8X+OW5t+/9rfMnD5DMtOL7/v84zvvIXyLStXh0eoe727d5PLZcaaf\nOcHO+iaZRD//5/f/nJHJadrtNjfu3OXl565wZ26DSt7hO9/8DneXFllcXcV1ZFZzwX++4eFhqvs1\nTFfhznyV3eo6mhrhk3s3OHd8lp5kmLmFNSYGk7x5fZF4AhRd5433bzA2Os3FS+epO06QG5Yc4o//\n6k2+/rVZ/uwv/pxcvopra0iyw/h3XuKvf3oNXZF57NwoX7l4jKor89Y799jcL3JmZhhfCdzoddfm\nt56ZYX5lGyUS4YnTo2ztFpg+MUxxP09vxCQkHOzcQ9xIP89dGOPt9+9zvSRwfMH56X4Mr8XW4grR\ncIT//tVBNnMSOjn6jsWIZxSKVpY33p0jv75BNZFmea1Mti+D73r84LU3KDfrfOPqSYZSURKqxHw1\nzE6xwfCAzcTYMJ6fZG9ji6QqI/sesWiKk5cHuTO/g62ZaFabx2dTrO9avHJR4/KpBDI9vPb2Q5Z2\nW2TGhph7tMt7CznOjB8DIJ3JMXXiVRqNBRyhkv/w78lt3+HC5a/jA4XiJratcG+pSlgL8c4P/5TT\nQ1me/9p3iV/4JuHr/xtuuJ/pmQuUHt6n6RY4dfI8W1tL+KEIa+vzLC85hFSPx8avYLTyNJ0eCpVV\nUkODlBbm6Zu6QMkssnn3Gpmhs8S8gBkX7x1AUhVCsoejyexubjMwrLNXrJMa6aNRraDR4oPbn/DE\nS7+NbINsyKAo2KVdQgrkCvv0j0+zt7ZIb28v29vbB/T8ettiYGSc3ZV5hiZPsL+/TzweJ5rqxSxu\ns7SyTr1a45OPb3D+scsBbV742O02hhEJ2oTpLLKi4Jo22YF+zpw/h6LKFAq76MV94qkeXG8Ex5do\nmg6ypCFQcF1QVR1Z1jh27BjvXP+QWCRMPB4nkUiwXyoBMGgYWJZ1BOV4rK+vH/ip0iWEoKCpYcAF\nX8G2bFKpFMVikXA4TL3mEYsGRKVuHJAsy5imeeCXGYvF8GWVtu2jRSCTirF4/2OGRyYZnZhkmhAr\nC7exK3v0SzPo4Tie08Tr/PLxEYpAFiB5QfvOIUgjsCzr0B7MOSxKstzdJA99YLtFrxu8Coc+nXBI\nz5ekIL4H2Q3iiPAOHPyPri8I6QmKQUCRJEBHXdlERyMnddMJEAjpcO4WJESA7UmBXhCBI4Mj+QjF\nw7QcXE86iDqi4yeq+OLAdNnBPWBpHj0+CITtrgfugdWX6CC8IJng6I3DUaToui7Cc/EcCx8HgYLn\n2yh8seC5rotnuziiW6jsDko7PFdOJ8bMIWgfCz8Iyz16HruoNGi5up2wXQmfDnJ2bWThBpmGXx5M\nHlnyH/3RH/3RL331/4f19o//C5qps7Cxges5XLpyhcV796l7sJcvYzsepVqb85cvki/Bux8/4F/8\n1tfQnQIXTo7j1vNUNpcZPdbLq9+6TK28y8P5JfarFo5k4HotLlw4y+bmGuNDwxwbHeLewjp9w/1s\n54rs7uxjtZrcXl3j0WYFKZQiFeulVmrx+KUzREIyteoeg8MjzC3YvPHOHUqlTV796hPcunmXr734\nIo8ebNDfm+Q3f/MpxkajKGqaB/e2mNvNcfOzdSRh03BqXDk3y1KuyevvfM4f/pt/xyc//wvmVle4\nMD1BpjdMpS3TNGE/t8tgJs1QOsk3v3YFoYV58+46n9y9C/Fh0rrN6OQw8ysF3npQ5f11hfceNJiZ\nGOTcTJSo3qZeWsNkDKcto7gFzo9HaAqbs2NJ9vaLzK9scXZqitljaQYyFWQ9xVZVZrAnxJm4A26C\nnuwAnuSxsblCNCHRE1FRFJ9mw6VW1QiHDBpCZ31lnysnkhzrNbi7vs+7N5YwVR1bZLn1YJFEdoK4\nqvCv/+A3yc6+QLy6zlZrj0ahgPDC5GotTp07jR15gereLUbHZonEhvjwwQK7y2/xyosvMnDpN4lP\nXMYtrBLODOMrMSrlZfLNAj3jA1jRKyjNIp/deI3+TBxNjrG5OYfQZdquz6ieoR61adgW5fUFYr2T\nmDWPsNfA7z2LnkixtbNHLBbFESpRVdBG0KjXUDUPTY3h6DqGIvHhP/6YY2PnSQxOUcs9JJrMohkh\n7FqBcnEf1QhTWbtPON6DEgpSujc3NxmdmGFvfYl4KkV9f4dTF5+hWdlHNwx28/uUc9ucmT3L9to2\n84/muHT1cYRi0J9OBWJqWSEeNWi1TRRNp5ov0WxX2S9ViCfiHD85g+O5zC8u4NgeoXAc1Yjg2g6G\nolOr1unt7SccjtJuN3A8n3qtSjabxTAMqo06PgSotuNk0m6ZJBM96IZCOBxleGiUUrmEoijk8yVS\nPSkMw6BWraNpOroetK0Dm7CgqPyLP/xXfP8//2knJsnqIIugCEajUXyhceLEGb769ZeYGe/Hqe1C\nvcra1gbDk6P0Dh5DcgTR3gyxcIhKaR+fji5LAhQZIUsH+jBJCgy14RBpKZ1CpigKiiohJJCE8k9c\nUrp/R5IkpE4Kun/kdc8LNm48B9fvxNN0UhL8I+kg3S7qy9/+bX7yd3+HT9cNRWA51mFWnxQ4icq+\nQBYC4YOqBZ6ashABYlEkhOsjST6yJAWJ6BJAsMEf9f/0O1Zbwu1EBHkeboedydEU9IPWrMBxwXFA\nkQPLNdNxOz8XOEdcWLqrK8L3PQfXDQTfnheIzD3HPXjuuW/8S97+0Z8jOlIIJAk6wdPuEcTtup0k\n+U5Bw/OxjxjWHyJ10WF4OuAHGYEeHWKPbwchvpKHJCk8940vxtl1168c4flC4dP5Wzzx5HMsLS2x\n84/XKZoyw2OjjPXH2Vy+z+NnL7H6aJml+Qf8/vdexmzb1DH4079+j97hJJcmp/jo1gL3F2qkMwn2\n9i2i0TRzCwuMDvazMDfPE49d5Z13rnHp7CWefeIsn3zyCS+88ALrMZeNQpPewUlmQy5nZwbIFfZI\nDCd5+HCNeEIjlgyxsb7KH/7Ob5CMVjBdeOft1zl99hx/9Rd/ycWLZ/jo1gp/8sc/QNZgYLCPyRNj\nxKIhhO8hS20unZoGX/A//8E3+D/+Y+C68fHnD6g3fBr1JWQspiayPHYqSiw6jGdXKezsszp/j+2S\nQyrUi55I0d+boFVPsFdsEonrfPepKSqNfUolg7u3l9ncijCUzVIqKJB7hGfXuXBiGseu4OyVuP5w\nnnR6kqnRcerNPfA0MpM95HOLPHX6HB99cg87rpFJyrz53nsUTI9UPIm02yI5FqU/naJP1XFVi/mt\nKqX8Fj2pHsotwd+89ZATM+N4hHFIcm9jlYuzp1F9j2MD4zz49E1O/vN/z9bGPIMhaMoRQn2DnJ2I\nsJPPQe0afX1jfPrxNdrmIpd6z3Pme/87biiBo6axGnV6wg7b2w0SsT70cIKReG8Qjrp7k89ufUqP\nYRHyQwyOJ0iGH8dpyPTIRaxsGmd3j9jERbYKP8W3dnDsJrbl0evuYstpRGmFpjuISGlUcnvEB6bJ\nu9Bs6whJRrchrEjMTJ2jd2wKp10nnMiiRw2WHt0jFtYRqkYy3U/JdkgMDtMoFdnY2KCvrw+A7EA/\nkulhixDl8i61ZotkOoMWkpE8l1jfOLVPPiISiaCHE8EQXo/jWQ3Meo3evgy1RptWrYrttNDDUUam\nTlPZWWZ5aZ1jY6dQ/bcYP3GGetOk1rIoF/bRsxHI+1Q9cKwmS3fXSSQStJHQfEG70UKWQiSTOrqu\noygK7XYbXwhs12Xj0TbZbJZifiMIKFUk4r1xLN8iJEcxwkZwHTyPUCQSbFJ4QaAowcapCIGiBp6Z\nptU68Na8cvUxzpy/SLlcZOT4JPFYhM0HnxNXLO58+CH9I2OkxsZRZAGxHvDcTjEAfEHXuERWw7Sc\nFoYROLYcFbP/IkmB4wTyBoCjyTRdwbksKx0fycCuzHGDmZriCmwhd2ZVHkKWsF0J34VuQKnoHh8E\n5syeh+kFaeFOhzCCJJCdILdSSIE/pCpLCEXCEzaq1J0lHn6mpHoIxT0whLYdC0WSsS0Tx7YOPCqP\nGih3RnP49iGRRpYD43jH9RCAJoNtd1qg+LgdIo5Pp5VIB7UJD0+28YSF5BLceHgKuC74AreTXH40\n9NXtnFzJ8/HwkISHporAfcU7MnszAycZ2/ehYzLtu9ahNq8zrxOonSLsguR2NJKdqCNXRvlvGGb+\nygteOJbm/JUrLC4u0m63GR7s41uvPo1tNsGxGc5cZnc3z/7+PuVyhfn5eRRZQ5Jknnn2Ma69+yEb\nC2tYis7m9gqvfP1lQukhiuUdJsZGqVUrnDt3jt3dXc6du0C7XaNcq5JJRZi79ykD2TSS20D1mgxn\ne0kZCk++8hx/9pc/5cypWdbWl4jHY9y7P8fO9l/z1NUneOP9T5ieOc3lkyP0xZLcerSKY0M8lqJs\nOThSmE9u38OzW2iyxD/7rVdY38hTajRpuCFG+wPm2pkLTzN7fIp3P7jO+tYmYrtNIiIh/FUUX6av\nrwfD8LHtEomwTzwiM5QKsWVV2Ck08JwKbjXP2YkUiZM6Vb+fH76X597SCulslERcQvZ9tmt7TA4b\naE6Y4/3nMe0wdqlFrrBPzXZ553ONqBZlYMjlhRdOs7VdQPVlnro4xsPlOuVGjdGRXvRQkvc+2SCf\nL+HpURKpPp558gKV3Q102eHV732Teq1IazTN+n6L8n6Cx8+dpVyqcu74ELmVdwBIijq7u3XifeMo\nWoqf/fwnXL1yhq31eQZmH8d1XZ546d+z6fqUe5O4SzkMd4G220LVoiQyQ/iNIhE9iqxGWF+Zw1n7\nmKmBNEvLW2RS/ZhulZNXnuDtn77PMT2F1ttP7dFdEpMhwrEktmOQjHk01X7KhQZxZYXaxj2U8QiJ\nkTF8X8JVw6jRAMFoeoi247G0sgJqhFKzwe7eBqdOXKJSrtGbHaZUrZBOp3BbTTRNo1gsMtQTp1zQ\nmLvzOdOXnmVnZwfJlzh//jy5XC4wSq41qTfamKaJaZoIIRgbG6ORy6GGo1QScUKGQWGviHAdYqFA\n0yc8n1KjTjQaplgs0jc4hNETp9ls0jc8yguzF/j7136Kv7JIpVKhv28YEUpSye/QaDSIRCIHHpcA\nQtWxPIGsh1BUlcp+iZCu0Wg0mDl1gt3dXVzh0983zNL6Kp4riMd7sJptPEXDV1UcM2Bftlqtg5Yo\ngCzpODaEw2EajQZqJI4tFBzXYXziOJ9c/4BsQtDIrfPqq6/SrNRo7C0T131Ku+sUcnkGxocIx/tw\npaAoedAdAwGBmbFhGF+IlAG+gGiOFryusTUcFryjMz2XQ1Poo96bh/T+o0QQ8YWUcemInq/7XHcd\nPQapgzxlxUeXBaocSAoUVUJ3JWQhIwkJ1fDQNSloVTqdGC9N6YjrDx1Jut/zBSPmrqbOP9rSDP6d\nKdphYfK84EbB5zDiRyYQqx+l/ageSB4EFd4NZoQi0ED6XzJu/vLssIumPTi4KRBfOidfOM++e+S6\ndSQLR1rCstdpfx75eWWPX7p+5QVPNUKsLwfzgURPjJdeeolKaY37dx9x6dJFNh7cIxRWkPQoq7ub\n/PF/eo2LZ85SsmrYtkP/YB/1WgrJNfnaV57k01sPqDUcKq0GgxkNRRJce+868Z4s49kwsZBPNOrg\n2gq1isO8WWBzt4C3Z2IgOHFilOuf3UeWdVa31tha3yE16PC733wRT2pw7Phxbt5d5rM7C8wvrBCN\nGchqgvOzZ5h7eJexdJwr00n+p99+hrtbZTaWdnj3o9ts7ZaIx1PcW/1HJo8FOrzx8VGu37zF3MNF\njk9PsrlbYWl9G1TBQG+auiRTbnmcnR7DcWqYTZ1MLMxEfw+t2g0m+wbRtDpziw63N8rURZlmU2In\nX2F+txLolCyXdLpGX7yFQouJvhZxQ2DiMTY6SbOxQaFmsVby2flkF7dmYeIwllEJqy5Tw2nS6TBm\n2+GH124xeeIsJ4dmsZtr9KeS5HNlRmfSSGYVu7ZJJpGl4kTQahWeeuok9+58zHB2mrUH75GJB9ZE\nZdfDC/exma/R2voZtuPx2c1PGR4Z4PanH3BspJf1+Tc4dvE5dm+8T7u5R8u2kcMJeOx/wLr3fczq\nDo/2He4ur/PiM6cJxzWEsBkaHCesGjR0FbPmki9tMzjzu6zcfJ9WvUS7uIJsOyzuVojkl6gNP41s\nxLnzzrsUt9pk2KJfxHBCaezSOvGIQSapYbaaSJ6HpskkYwkeffoh42efRMLBtWqokSRKPEq5sI/s\nC2IDA1iNCn/3X/+WkbFjTEyeBGBq+hQ1p8XCwgIj40NUqi1qzToxpc1CcZ8Tvo0shRkc7SO/nyNc\nrTEwNoKnK/T39+NZgnJtl97sMIYXJaPATm4bX9WC+CavBYpMangMX4Fjo1la+xMU8nk0FMp2C98R\nBwbDsXgPpXItyNVTE9RqJaIRj521VVRVxZckQqEk5WYLPRan3W6zvL3DxPQJ5uceUK+0iUajlMt5\nwuEopuXSbDsISUMWGoKgxblfCwpsLBzFM11e/da3iccDNxq75VKtlZkYnyEjVbn21ptcuHgFS5Yp\nbSxiKAKNJuuPFjh1MYVt2weEEMTRyBu5o/MCkFAU7aAICOEftGmh23r84owOQEbuBMdaQeuMw9gh\nIGCIejJeh3ThOBYOnbacf8iCFOLQ6sv2PbwOe1GWA0TXRWKSpGBIPqrCwfHJIkB7kiKhKwJVkfj/\nmHvvIDnv887z8+a3c/fknAPSICeSIEECIikxSGIQJdmWXV75rPW6vOfdtX3rct1fd3V3VVtbtbW3\nd+vTWifb0ipagZIoSiIlEARJ5DgBGAwwOff0dA5vvj/engDIklV7dcX7Vb01AdPd79uN/n37eZ5v\nCCgqiipWn01/SfZWCOrG+W+4zDienzknimyRParOMRstUFEUcWwLAd8s2vMqvksMog8q1arJEiw8\n14/xARdJ8CtZ2yv7jjSCn5HgeR6SsDl8q74+7gOOa55XbTt7gOi757ieiCQKiGwZWnuO7Bt9bxhY\nu95mZSxua0NvMTM9RElAFP1U+V+1PnTAk2WFULCGE0d3YBXzXHjvLIcPHeXRJ5v58pe+SE9nG/31\nbXTWNdPWWENQ9QWQuxI76ers57vf+QHNNQFSmQrRgMyLpx5jfHyCu7MOsigxlcnQ0dZCLpejtqGT\n1HqOXNJiciXH9GqO04/s4LmTNbTEGimZDoV8kOTaHInaenTZ4PGXT3H24jCLy/M89fguFufv8s8+\n/SJ/91+/Sv+OfRw+so87d8b526//lFAiRi5nspxaRrSbkStLjNwZ4fGjQ4xptRSMIjt3H6W7awcA\n5y+c48Qj+xnqrsctWUyvrOOKFs3xWhpiIQTXorO1nfNXhllOmhiiwNU76+zZW0swUcuViTm6OptJ\nCxVSZoG1lEMwHMBGwnRdcvk8sqRzf77EvORRqVR4x8vRkgiwf08dBW2Z6+cdcpJJKKAzmC8y0Orx\n/KnHMQ2B7t5u8tNjpAoZFpN52uqaoLhK645WonoLbtmgJhLkzp27hHUdNdrO3bkMy9ksxnqWeMii\nt0kkEpymtq6Zlt59AMRiMebn8tyZnqchptDfEibU+igttc2srtwm3DiAmbzN6Jmvkkku0X/0VaRY\nG8FEPcbaMG6pwOJqievDV/nEqSewihnuLxY4dPwJ7OQaeqIBxcyxvDrLJ1/5DKmJMRZmxzn6yEe5\nfvMXdCfCzBYy5IUokZomMquzxIJBxlbTtO+IYyNRsVxkTSCVStEY1zd9AzUxwdzUOGo4SMUyEdJZ\nNF0jl8tR19xArmyjhgJkSybLd0fpHuglFk9QNHwNoh4MEgxE0UyHbDZLONzAai7PenqR9fQy5UqO\nUCjE/fv3sQWLnX07kCTJTz33oFRNI9gwWU4mk6RSWXq6u1lbXiSzto5r+mQQSZIol8uceOokb/7o\nDTRZpbS8gGtb1Da2ML+0REt9I7Kkk8vlQIFEIsH6+jrZbJZ4PI6g6WiahiD6bimSpKGqJjMzM7ii\nH0eTKeRRZB3T8DcrRfGzEhVZ3ASmjZw78B+jvamFd955h507d1Lf2EBdXRzJrVDxJAyjyL17E3QO\n7mFm3I95ciwPw3XIl0vYnsSGYNvzhE06vSeKOAI+RX7b8jf3Lad9z9sAhy3bqo3z3BClC4KAXXE3\ngekBNxNxi+4vCAKObVf1iNX52UPVyvZ26hYgCpueobokIkhb56eJoKr+TFJTBFRJIqgqvt7N2+ag\n4ivxNkNffUJRNYfOqWA4ArYnokq+mbYoOZu2bq5nIjzkLPPrluj4szVcDwcb13uQ+r9xPfyaaB7/\n9dr4963nSNowhxYcNkJxhWoAtfCQTZhf9dnbOgcbr+lWZNOviwf60AFvfT2DYwssL82RX1wiUy7y\n1tsfsF5YZf/Bg/zxF/6Ab3ztb6gUUyi2zfs3punZMcBbP/85Aztuc/R4L+++P4IhBbl+Z4pKNodr\nmcwuriOoEbRwkFg8RFDxGL97j/mVPBVcjFKF43sHyOdWaereQUeXRizqYZdWCcsd3L4zzNW5FVra\na1jOGiyl7hMI2wyP3aNiXKCxuYmlievcslZwtQgdHW3MpdOksivki628dX6Ug70NvPTEMfYM7UKL\nLtDYOsDs/DjXr10CYC7vcvHWHEd3ttJQoyK8lyFluTz/2CnymTUaaxPMrs/R2qny8ov9nLk8wuLU\nIhcvrhKJxPACLdy7VWJmbZ1MqkRQ1bCRWF4rYFogaQItLS3kkvM4eLR3tjE9nWRspcK95BqO7FD2\nTHRXIB5QCe5qJJA1ePPMGPt2dCKH81QyNotZCSm2h9TiNfZ3t/KDn71PV7NKbThKqLYHI1iiu7OJ\nS3dWuLeQJara1NS08fr33qertZuu3gDNoRwLV35M6yN/ydtvv81TT36SqfvLmF4Ntf2PQayNq++9\nzr4nX2V1fgTd0qjVY3SfepzZbJTmQANr94cJuPOcPXsDUwrymc++guDFENwCkELUFRqaIqw5CnLR\nIRhSMS1Yn75P565dSLX9dPfNYWTKGLaMGopSslwUxyTc1M2Lnx2opo1b6PVBTMvBMAwc18StzkSC\nmsb6ah5TKtBXW8v06F2UhEZNfQv3J+7R39ZJqlJAsh0sIUBQDZMvQjDq6/fW1lPIAYWgrnPv9l0G\nBxupq23ihz/4Dn/5Z3/B8L0l35zZdUnUJQiFQliWhWkWNkGvrq6O9HqWdLZAKBRi4eYYiXiUxsZG\nBE2jp70TwzCoSPgOJuEQA7t3MnNvEtF2cSURQdJQtBCioKKpIg31YRRFYWFxCsusIAiCn8cB3gAA\nIABJREFUL1KvEgp0XSeVStHU1EQu54NyMBpGkiTS6TQBJUC5bOBaFerr6ykWiwR0EcPwHWY2Kq3O\nzk50Xef173yXcrnM0tw8n/8Xf8Bzzz/L2R9+k5a2HsIBSK4uE6xv59Dh41y/dolIQANRQAvoOP6Q\nDfArBrFKVvEk3/VftB9sH/qb8XbiCQ/8+/Ycu62W4Fb18DDRYwPPNtqcm+1Nb8stZfva3koVBF/C\nsUGQUV0HRXIQVW2zwguKHnpARJV9kpQmU2U/WgiOjVPN+xMlf6O3qokIjuMgCn4NWEGhvqOfeGM7\nZjmLKIosT4xssjBlxeMhXP61S3S3AM/2HB4OWd2qtH79/TxcUfv3XU1mEP0kCAGvms7g+prEbbd1\nXXfT0ca/Fv97aTsh59c8/ocOeANdDczOznLuzAf07trFiSdPogUtZqbnWbg9xn/43/5XxmdXEdUA\nuUIJB5G0M0ukuZHZtVV+/O9uURRgYKALr6wxv7BIa1sTicZmDAccy6RiSKhagqCwzs7aJiKiSimf\npqFGpnXoGZz0Gm+8fQ8Jg8cfPcz0/evYYpT+vh5mptaISyZKrJ0bEy47B57EcnI4tkhTTwcAN4bv\n0NdWT3ppktrudtrbW4lGNKKxGLW9Cb79o5/S1b2LMz/6Nh07drK7aqhbH0mwtprlZ6uzyFKF1sYG\novk85to9RsdmODuf5/N/9Hu4xXoWl2Z47sQr3Gu9QipdwBU03nh3lEJRw3IdVEllYm4dR1zHE2UK\nlk1Y1Rm5O8mOni4y2RR3788TCkbpag1QyBZYL9oEFJVYSEQSIL22SNuBXUzfyxI/LKAUFhmeGuXm\nVJGAMkHF8Ui9O0NnZyt7Boc4d2Oaq++fI6o5iEZVCGq4vDO2hCSt8/SRPhRN4P5qhjMX54lEgvzb\nP4HXfuuPmZ65z+79e+g/dJJK3X7cpescfvYzLE3dQNIjrBRSZNISQ1obwcYwtpMhIi6zNLvCB5MZ\n/vUfPUqsoZ2py1dJdA0QblSYHR8mEVWJNcUpSg6iEkDBxkRGcIoAxAY/S3Hkm0TdOIV0EWF1jF1d\n3YzenSSVSvHMy5/j6vAtChWDoKwieiYBBNKGSaimlmtn3uPsu7/g8//6r3wBdmMUR1LRFRHVsBEC\nEeRigQ8ufMChQ4dIxGrwRIti2X+DK5pOSAmRTU7Q39WBaeXJppL09Xawbguk82tUrAqDe/Zye/gK\nUt8+7o6OsmNoH6ViHscTMMQ42bV7uAjYcpjOjjYS4QjRYICK4dHT30OlkEURIvQM7CQej9PV0cGX\nv/R/k4jGWM2sE4nGyKTSZAoZCsUigirT1tiGrgawbINAKOgTV8oVVF0jv5bBccC0PEzHpZJKE41H\nCESj6KqGKEmoUgRHFcnkS0hqhFypuAl4jufS0NDAvgMH0TSNsdvDxMIRdFnh4plf8NEXnufYU89x\n8+plwrpCIBRmaeo2c2aZcDgCgosihhDkwKbriW9BxSaYCRtC8u30ewEQfslBq9qi9MFvg9kI+IbU\n3pavped5VBwLx3MwquxK03QpWgau5ycIOLaE51lVcsmGxdfW5q4IwEbFIkubICuKIrIioWgisgCK\nIiKIHqogElJlQpq0OWeUHRPXFRBEFxE/8cBnSrrIoornuIjIuNVOhGlaVDJrXB8fR3DLiFqAnUP7\nSU6NYDhVIPE8XKEKLFWJBzi+LGJDfuLISI4vKvdwNv9WFDwcx5dTIPjicp9D9OAAbWP2trFEyWeS\nutvccDyxSkbxHETPT4LwZRK+ztGtenhuzIRNGxAEbM9F9PBbnbYAnoPreEgB7VfizYcOePdHbyCK\nIk89spvlTJGx4UscPXYAVVAo2yLLy1kUPUFjWyN94QCjV6+xu68T18zS0dLF4QGXiG4wcncGIRAn\nFB4EweH2lUkqtktAdclkS+RKBvFQhEREZ8xOI3kOdiTCB9/4KR8/dZinHu9DCeispJLs3buX9y7e\npmIIRJobeOzkU1y5MUw8GmPPnj2ks4uUSzY///nPq24EJoocYGhoiLOXrnN0aAeOm2OtHEecW2FX\nZyu/uHKZE48dRpNipP1RFi+//DJf/D/+M4PdUX7v05/h3p3b5PN5pmaTBBWD7vYg89Pv8tqnnudb\n3xzjjZ9+hZOP95NOKqyVy5QMF0dwMLwiMbWe/ft3kFxbZ3J2lWhQxPE8VFVkbWWatvZm8rqDiEAs\nCLu62pmdnmFwsJf62jrWFkZ56WQv4QBU1j0mJyeRRI1Fu5G5wj0+8dGjdOoV9vc3M7le4PbkHJ5X\nork+Rk1Q587SAleGkzT2dPFbv/0aezrjzF67xszyMlqohmNHG8hm1wG4cuUKO3b2k82sowcU9Mo9\nUslJbLMOtEE0JYwnJwlFFCZGbtDb18HixC0Ur8JXf3GJ1144RV1DN06+jFvOYos66ekx4pEwqysp\nNHOe9aUpAvEmGrpqOHPmDI+98iLy6PusSY3UG0kMMUokksA0S1z46Y9oP3yarK2RzCWx7ArBoI7o\nWhjFHC4+sSOTLnHm5z/m0VOnCYfjpFMrBNQQhDQuf3CBvh09lHJpzGyGZ59+hlQqxdTyDF21CYqW\n/6b33UYq/OQnb3Lk2Al6B7v5ype+ye//8z9hdn6BoOyh1ddR29hKxlgnVl/LwvIMMgKBSBhcYdPp\nJF+uoGoaiYCMJAuUPZFAQKS2tpHZpXk6Wg6Ry+XIp9IsGmUeOfk4537yNsv5NLquU1dXx+zMJIFg\nEE8WfVq4KhEREywvLxONBgjoCp4rIahQzpcp2yaOCKquEQxEWU/liMXifg6cI2+yFH3qur3ZKpRl\nmXQ6zbe+9S2+8IUv0NHez/raEuGERl0iwsjNK+w/eJR4XQOa5M+ZNBzC8TiO5TP1RLPE6NUrfot3\nw9+y+nHer7787x+oHqrtyA0M3DAw3lgPu7BsdycxTd9n1LbtzaNs+IBXtjasrdzNZARrmwB9O1Fl\ne9UoSRKqKG1Wm4rsIcsCGj6hVdVkgqpORBPRqk41juMgVX0mt8+5RFH0/UirurgtSYSLLnrkUkmw\nLSTFF3ZvJMo/cN3ihi/oRvL7Q9o3wfQtw0QXwfOBTnS32sDb55v/b9dWJSwgiKYPuK662S71PGGz\nwt6qwKsEIraq6O3uMQ+vDx3wllYy1NUGiba2cv32XYK1NfzHL/5XLAsefeQQUiaP4jksTNzgz//i\nT4nJkCskMTJpYrrOzNQ0hqJhVByEzDyOAJGaOAMDXaxk1gmHY8wvJSlZDm1RAcNcRK64vPCRY9SF\nRNxClNsT91hccjFNgZbWLlLOIjUNGkYxiC4rXLsyzuJ6nnjMYTVb5nvfewfTNKmJx5A8hxPHDxOK\nR/n+j95gb28numyg19YyN53EcTNUTJGPnjjASsbB1nMU0yn/2qdH2bejk2Agxpe//gtC0jrxiEzb\njmPsPRqmr6eLM+dukUqrVNZLvPypjxA2DDobMywXYqwXChgVm3xeYrFkMzkxh41De2uMmrAv9O3v\nHaCpvo6Ql2VkQiOk2aiSStkU+NTpIaaTS7SHBX7r+Q7UUICrUwYVs8D9OejqVNErM/z5S+0UVq4R\nD3eQy6awczM0RkKEBIX+FpWio1GXeIrjjzrcvX4FY+p9JpIu2bTHsYMt1EQTtLb3kVycBaA20cCN\n61fZ0dFJZX2GYjGEUNvJWmoSpziGp4Qozc2gemWMYC233x8n5Wm8/oNzfOKzz/DIgVM4zhqTw2dZ\nyJrIUxeZmV/FqmtBVBRqa9uxzRL9h57l/ugHPPWR0xw4/jHuD4/ipteYL+XJI2BoWSiv8+hLr2Jq\nOsH6RiQ1gu5YiIU8a+kkjY0J3GyGgt6KbWTYf+Rx9h4+RSa7hO1ZpAomEbmB7r1D4Nik58Zx1RiL\nyWU8o0RzPM7FyxfpP3gS8N+MRinHK5/6HeZXF1lPrdHT3Uw+vU5M1ri3lGN+fYGDikx7cxfJ5Tlq\n4xHW1jPEahPguqiyx3q+RGt3N9l0lrtjY+w9GCQcipLMrZEvF+gMRNAjQYav3qSjo422tnbSi0uc\n+shTzP3dLNliAT0YREBG04JkiwXq6urwPI+l2Um/Iql+OFckGV3WcF2oVEx01ZcdbNiFFYtFRFGk\nvr6eTEZHDwRw3CKCrPPcc88B8MmXXuHChQusLS7zd3//97zy6VcYvXKNukgI06pA0WVxZY0jj5zg\n+uULiILrp4MYDpIogSggaBKq5yCibJuLPdjA2t6ehK1N1JOELTDb2NyFjYBTX1vnVd0+Njb7klmm\nUqlQrjg4toBhOFRcm7Llp3NvbPa25zu2bKdGutvAb4tpCLLg4IiqL5ZXJTRVIKCALAlokkBY1wjI\nos82rVaskiQg2TYOXnVE5oeyborBXQvP8eN7HM+f15U9l+49e8E0yOfzGI6FY9lYnovsiL5kW/AN\nr11B9IkvbjU9fBvb9B8T1MuwOTd0BQFXELA3zLK9h8De3Wo/Q7Xj6fk5gBtV5ObhCv7rXpWb+OIE\nF0HyCzjB9l9PbeNOqgC9odHzhKoU/cEM2gfWhw54Qwf2MjczwvD9RQ4ceYT1YpFQ2M+Ve/zoXman\n7lITTwCDWOUSv/fa04xcOY8S2cXU/ZscORBHVLu5dvUWNd1t3Lm7QCpZQdNljFKZns4uVldXCaoy\nNiFWC3missqNySlUxUSSAxw5NsSR/jamF1Kcv3STtWSR08f3IAoqjlvmlWef5e3LN/nRm9fwMIkn\nQrS09OMUi2STK7hmmrEb0zTHWog0RHA9gRYxSOMeg1+8XaBoF0mlFvid3/4Yly/dYN/uvQCcO3+R\nzo5BznxwDZcynlXi3/zhpwk3NPCVL3+Jvt5u1osKN667PPPMEFdvzHD2whinHt1HMbNCuZQhEa/3\n3ePdJHubQnS0RX2GlW2xc+cA0+NzmDmD5o444V6VJw4d4ObofeRojMmFDGsLBZ7a248S1nj/yh20\naAPH9rSypzdBMbtMuXuQqfk1IokWWuvCJJMLROrbaGnYxd2JO+SSiyQiGlGxRJkApYLHmlVkZ7yL\nJ05249lZPFdhfGqRkdG7vPI5yOXXkSSBiuWhBerRG+v46Tf+I6XcMk//7l+RsdYp3b5BTgxQKuZY\nKha4fOE9Pv3ZF3j8+KvMGiN01Hby1gd3+Nxvv8Tk6B0OHzjF1RtnOPTYaWzBolAoUUwbyLiISpSC\n10RPn8fYj7+I3tGEUwnh5MawI/UUFY3xayOoSoChR30fx3g0DK6HIWpkwx3oosy1n57n9EuvkM7m\nMF2HcDhKMOhhuSZOscDMyAgVSWHwYAsRPcrsvbtQ67GrfxfptTlgL3bFJKAluHPrKo5SJjlbJCSG\nWJ6dJ1pbx9CJY9z+0n/h/fff54VPf47UyjJNbW2sFyrouo5dMdE1CU3TNpMH6pubWMukQQ8Si9Ug\nd8ic+f4PkToaGRgYYHlljmhzPcFYhLJt0tHbjWFLzEzcJxqN+rZgWZtisfjAvCkcDuNVW4fFQqFK\nWtkioTiOhaIp9PUMMjo6SrZUoKG1GcdxKJoVXnv51c33uaZpHDhwgB/M/YAAYOSKPPPMM4zduo4s\nSUSjUVaX5smuziPjIiu++F2TFX9zFOyttpa3FesjbWtfbjiAbF/bHU82/SbdB+dyGy4kGwBmmiaW\nZVGpWBiGTdnysC0P03IwbZtS2fKdQ1z/UMSqw8s/UelsgJ4qgSIL6KqEJnvoioAma2iyQEjTUJUq\nk3Gb1ED0TGzHeuCcN0gwfgK7X+FZtq8vDNXU45gWd65fJqjLmI5Ne3PrtttvntRvtE9vEHY2Ks6H\niTkPP9/bq83tye/bpRO/bm35ZwpV2cLWuW5/6E0JyTbZiPD/57SEG2Pz3Lib5g9e3sfC9ATNHZ0M\nT08ieBKxoMzh/f0Yps3Zs++iyrA4tcibb19ntVxhR89OYuEYIxPv+cP3lQm6+3sYuTtCOqsTD4RY\nnJ8lFglTU6Nye2qJTLmEoqk0d3bw8nNPU165QUsiyusXR6nXRQ7v6aS+qZmV1BIr89M0NCb4xre/\nz+4DB1ECNv/w7R+h6zpTk0tkcus0JKKcvzJPY2sD4UYJqSLzvctXCWthCpllvvD5V3n77QtkKhZ/\n+8W/58QTR6hJ+C9OJFpDfVstuw7uJLW+wP3pFc5PZ2lenuPo0X2kVlaQFY36+gZGblxBzhs8/fge\nrl6+SyAR4fieTjQ1yO7dQ0RlhZGb79AWzVNT10CuUMAz5tj3kb2cub7EcnqVQ31NXL91k5Wcx40b\ni1iOyUunD1LJpZiTZAZ7Gzh8aC9KeRXZg2+dvYcda0A0VCqVaf79DYFMJsPJgyUyuSjpbJn1gkp+\nYZo9vSWGFwvU9/Xz0X076GhpZfbuZWoSCe6OzhFt72Gt7F93MQ+9fUPU1UZA0FkcvUElk+PgyRcp\nj18jIYp0dbUxPF/h6pWLPHZ0B8//5R/SufsU5uJVmoVm7t+8xPPPvEA+Z1BbF2V28SqHjpxC1LtR\nM6McPDxIKiAiLqVJ1DcQUMoMXzyLIOXxxJ2IsoGtJDCVBhIBDUuSUQNbk558Po9aE6WSM1G7I1x7\n7w0OPjbIajaDJkmE9BimYRGPxylZefLLeVr6WkgWJOZHRunec4TWlg7GJ68RcqIsp6c5dPJ5mhsa\nWU7NICsCrW07yIQWKYTD9B85iJmvYGby7B3cRUVwKVcsuvr6yaZWSSQSVCoVIoEQy/k0mUyGiuvi\nOR7dA32s5wq4osDc3DzdLe14nkc8HmdqZILU+iJNPd1oWoBwLEpXbw+RQA2lVIb701PkCnmCwSAT\nExO0trZubma6rrOey29uPuVymXg8jm3bqKqKi8Sp06dJJBJkclmKxSLZfI5sNsvv/M7voEsSX/7y\nl/mTv/hzPvjgA06fPs3Ln/4U//DVr/PDf/guf/Kn/5I9hw4wOXYNURSJhRS/Bef5FYQo+s4fogiS\n5GfO+ZR1e5vu7EGQkWV5c/62sTYrgF8DeG41kNSxtiy0TMPFNFzKhoVt+z/7riBgsZUt53p+pJG3\nvZL5RwBhA/AU0UOTBXRFRJYcVFFEFSUUQBZ9Q2VFUfC2JYqLkgeC88A5b8gnKtvSDRwULMdCdsB1\nbAS7jC3UEEokHrrm6jn9UyyTXzp/4ZecV7avhytD/+svV4m/6WP9poC3/Zx+Tf7rb8hJ/f9wtbQ0\ncGzfIFJAp613kOW1NO1N7Zx65DCN9RrYFS5cGiVa1833fvY+dxbmQbB47eNP0d4SIBpPs39XD/Gg\nSDhRw8LCFF0N7UTCOt19vfS29xJUNZob6nn2iWO0hhSOtkQ53pdgaeIckWiI+bU0+9s12pp1gjUK\n2XSeD96/xN6h/XhKPYtp+Nr3PqC1sZfG9naf4abCwZ19dLTWcPzETro62rlxYZRMIc8Thw+hBwVa\n23owrFrwZByzjFLbwOJKmZHhcQCmp2dJLq4yv7AIZZMvfPYF5EISOdqFobRz7JlXeO70Y3S115Es\npGje0UtICfGRU7sRhTKGBbt3ttFf67AyeYkaOcaFCZP3by4haPXIwX5WZnOc6JDY26bx8/dvkjGD\nzKy5xBua6G5tZGE5TdFWSCaLNMbqKKcXyJXTXBgf5sjpkzS3N3BndZ2rcyYhPcj+/hYe2beXSE09\nq5Uwi2trhOINOKLF4R1tDA3UEFQULp19i1J6km+8cZX370ySXF5iqK8NgM4mGeQCofouFuZGufDB\nG+zaN4RiFSkpIsNrGYopA1mwOTDUw2OnP07nkVdYnXifb3/jdZRwiURdLY3tdeQXi5TtErt3P43e\nMkA0ZLBaKrBYilCZuU0g1kpL527Wbn1Aceoyi2acUKCOW5feIt62A8WzyWULnDz5BDu6dzM+fJt9\ne/eTXR4jrIRRozrF1QmolIl07MMq5wmpOq5dQdYCzE/eoSaUIJ8tsbjq0N87QP/Rx0B0KBgFxIqD\nJdvsO/40ABOTE9y/NUa8Ls7d+2OIQpDe/j3kV1Ypliz0gMTg0SM0dvcQwKRkuASidaysLpBLr/mk\nANsiIsnURlUS4QiiGkUwRMr5IpIaZHx+mnhXA6Jp0rdrgKF9+3FciYIp+oCCwMDOQWwzT2d7C5Ln\nEBQFNE1FFAU0NUwkXIOAiuRBbj3tSxMEgVAoBIBhGJQNi9d/+AZlw+LjL3wCs2JRMW0isQSIMj/5\n8c9pa2kH4PjxR1ldyRAOxnjplZexHYt333uLUCjCwMAQEqCLIgFNRwuEURQJ2zZRNdADvlWYiB/e\nupEHtzmf28ao3AwSdT0Ex91sPTqObwPmVuNoHNfzXT1cF8t1sR3/MBwTw3YoGw4lw6ZiuRiO4//e\nLVF2bExsPAds08GxXCquR9lxMRwXywNHELEFn3EIIAuSf8gyqiIjKRq6qqBio4gSqqShiqDpEoLs\nIEkCuij681zBRvFMf1bp+tFAjm1imRUMs+RfV8XEswUsW8Yom9imw/paEteD3Y8/z96Dj9DV3Y8n\nQNkET97IKfddMD1PQHREBMEn8PxS9QsImzFCNht6PF/j5222lX2yjkBVA+L/ThCqltj+4bLVPt7M\nvqvO6La/rpsCdclBlFxU0UNWBCSZzQPB2TwHTxRw8LA9l4r9q3uaH3qFd+niRXbvHODrX/sJJx8b\noq+ji4bGGG+/dY7lTIb+3npUNYhteeh6iLmlJE3tzYDfJoklQrTVN3JLlzG9AJFgJ3fH7lPJFcjm\ncqgBlWwmhejaOLJCNKzz1MmDHN7Xz93RK5y/dIdQOEYxWsfU4ir3ZhaQZZG2lgbePneF2eUcFr4R\n7dLINZpbO1mYnUdTHLrq94Nr4jgx8AxOfeQYoihw7sIN6hpq2dm3g1vXL3Pk0D7ShTI2HlOT8+zf\nNwjA4GAvuVyGRLyRYnKVexPTHNndzVqxhOeU+Nnr40SCElNLqyQCNrfGbhPSJVwzwvR0hZlMmttz\nb9Gp+2/ao4cb+f3D3QhoTNybYqXk0FITw7UdupoiSId286U3bpK3QxhGkn0D9fT293BnbJyaRD3J\nskN5Ba5Olbk+IjIy+TPSlktrvI7urlqOtoY5dGAPY/dW+c4vfsL9hTSnh3Zx/epdgvu7CESKWE6B\nO8NvEAwGqW3toiY4wp5TJ+lramF83E+sLhUz7Hr0ZW7cGmP2ziiJjp0EYvWU8uvU9+6grr6L8vxt\nyotTHHnp45Si/WSXpnnrJz8l0tBLcnmFfL7A0tISoZhMc/9RskIMZ3UFvEUWFjM0WndoqA9xb8Gg\nrsEi6CWJhUPU9XyU26PnsColSoYNjs349fN4roorB4kkahm7PYMcDGG6YJcsDN2lc88ByoUUIT1E\n2bFRVBFJF8kX0swuzNDQ2cXCnVuk15YI1TUjyWDbHnq8CSQJryoIjsViXJicpLm9lX379lExPVYz\naZzVBWZTWVyzxMnnP4Gghrk1fI39j32EQrGIbdubLiWhUIjZ1B0SjfUUi1n0QIyGjlZW5hZIZdeJ\nxUN09u1ED0WxkcjOzVHX3ozneaQzPmHLdV36h3Yxc2+SSCRALrdOKB5Hwn8cy7I2W5wbmj9gM8Hc\nsiyQJerr6/nOd77D73/ud3n11Vf52le+iisb/Jf/9H/SWN9EuGoefeXKFcoli4GhPezo70VWA9Qm\nItwbuUShYCF6FYJ6EEVRUFUVSRaJRCIInrW1CYpSdZPccjjhN6gWYKvVJoqi7y/pOJtMyu3VkmW5\nWKaHYViUHQ/L8bBtNg/DMDBdB89hS4fn8sAm7efSCYhVx39J9luxiugRUCS/nSkLaLKAUJ3dyQrI\nioAsb7X9vG2ztA3SjC9R8VuupmViGC4V26Ni25gOm/6TumgyfOMawUgM0SkjKwJhVUWTREplC12r\nJjn8iudqq/LdaAdvkVv+sfXw3G97FffA91Ww+00ry+2VpCRuOPdsxQ+5zgYgCw+c769aHzrghQNh\nwhGV3buaaO/pQKrkuHD2Mg3RWvp39VJf18zY+M9JJpMUUgX2HNxPJb1Ib0s9FYK8+fa7hB+J09TU\nwI3bU/zsnWF6egdoaGtjZn4eUQywni3z1LPPYpbytH/kBJNTE9y8s8zd8TyirDLQ2k46mePK9TFq\n2xL0dXZz/GAPda1tfP+7byFKFp1tnYiuxdpqmoZoF/lygZE7d6mv7eDqyA0Guur42KlHWF9dQXU9\nXnjmSd58800CgQDxWp23zl3GcmyKhQqyEgagtamWleQ62ew6C6sLFOwSlgvFXIb1zBL7OztI1NRw\ne+I+QjhBfTRBwRQRpDz7dzVRzmWoDcqc2lmDqQf4xcUpkosmSwWR/q4jLMze4M5sBVVcYs+O3Uyl\nTX735SdZTOYoFHJ0dNVze2yChrhOICTx198foW/HbiSliankMHkbyrZLtBY62sEjzJ/+T/+AFNJ5\n5VAHr50cpCGiUxtoJ1YbJJ0vMjM/RWtNHZ2dTbiSih4MsDK3zJ3roxw7+SIAoaGXODeyzOq6QxmF\np3b1UyhlaatpI51aJBBvwXRkenr6KGSyyOIS4yNX2H/gMB1tO3n3vTc59expkpPDKDXtmDSRnXqP\ncGMHf/P3X+X5j34UUZTIZEN0D/aRK+fJVQxmkzIra1cYapKZllRU3fF9Sx2DUj6PGgph5Rcxyjbx\n+k4UoUSspRZXCaFkplmZydLY1oemaSSXZimXZ+jv7cOSBYoFA0WvpaaxGyXskZmZp6G+Hsu1qK2t\n9YXdwPTtWzzz7PPMzc0xdW+Wxq4OotEo82vLPHnqJAsLCxQKRQS7zNz8OgcED8HxkDWdimXT0FxH\nZj1FubLO+MR9wlGJxeQ80VgDBdOmrauN5HySproQghoil1xgNblMa99OBMFkBZA9G0+w+ehLr/Hz\nH36b7NoqSbOEnYZQtAZJlxDKAo7oILi+O0i2WCAWj2MUS0iqghoMgCf5sy3D4fXXX+fll1/mwIF9\nXLt2jVDItyt78unTAMzNTiKKIjOTEtGIwsu/9Snc4hJxVSRRryEIOqIsbbb9BE8JgFrxAAAgAElE\nQVT22XiS5H8V/Nw5SZJ8TaTgT2oEb8tGTBR9MbkkCZs8CNEToUqoBx+kRElEFiRcHCzTDzU1HIeS\n42AbFqWSiWXamKZv9WaZvjTBcGxKloVteT45vwqggiAguB4iHoqibGnxqrlskiCiCQKKqqDKENBV\nNFVGxkFWBFTVRhZ1FEFCcB0Uz8HBQRBsTMPwGa9uGcsuUzZ80DMMP5S15NgYrkXFlqmYVVKJLOMg\nE1AFFKcAooy+jVDjM4X9sFTX82OWXM/G9cQqy7baOgTAl5WIkt8K9qOXfHNpx7Wq5B8PRBHP9fCc\nB4HU9STYLlKv6kRc8F1yPBCEajVYnb55sNnKlD15C3yrQCdV9Yd+G9nDdRzfPWiT//LLcU0b60MH\nvF1DO7l3b5qe3nZyaylmpmc5eGQv05MLjN2eZG7uPRQJ6urj7N57AKliYgTinL/4Adlcjl19vSwv\nz1PKpzm6ZzdWscydexNEGzuR1SCeafBv/+Kfc/bMRY4cPYBRzHHg2GO8985ZtHCcY4eHuHT+HUoV\nhccef5TUeoGgFuXd8xOsrV5CFGVkKYCqpSjnsxw/uIvzF29QypukMgp5c43+nlYWV5b4zo/fwVYC\nRGIis5MzPHr0EYaHhylmM/QNdnP2vcvEY3Uk0/7mNzx2n9rGFsLhPC88d5g9gzsZvTHG9GgKJREi\n44rM3rzM0V2dTCxneG9sllw6x6mjAxw72I+uGnz/7XP8L28tUKtoFGyBudUiYlRCCV5ERSBRo7Cc\nbuY75+5h2zaTSYfFxUleO7WLXCbPQHcLP/rpDRzyeMEQV6/foWAYNDTV8fhAN9nkBB0NYbpqE4iy\nx8cfa6M9rqKqIgExiSS1ocYVZpJ5OnsHibYNcv3yJbJunB/86Cw1de28ffk2dbURcu+/y+ee+ytm\nV6EsrnHw0GNEMwlylTLxxj0sz49j2SVUZZHL95cYv3+Tf/Vv/kdSK5PsG+plbdnhyo032DnwCNev\nXKU+FsBYLuC5S0RiMTQrz3NPnaZgZgkGAsSiMaKROqz8Eq4Y4/5qhXAiy5nz4zS3d5EIy0TkOJYx\ni1pTR0gPMLdUobutAUWPkfFMDMNgdnyE1sZGvKol1MrKClbV8zKXy/kEBkdk3SvS4pQJlWB1JYmo\nhAkGg5v0cQAtmqBkGUi6yqnjT3N3cpJ4PM6CrDMxOevH2pQKvPP2z+ju242gymihAHEJkskklYYK\n+Xyejo4OCqaOLNkomNwZvUVdYwuZFQ9JFFhbW0ONNxKLxfxWmqriODaaptHY2Mja8gIJF/btPcjS\n/XkWVtcoVTdRwzA2HVfy1YpuA1QsyyIUjaCoKtlMAdd1CQQCiKLID3/4Q1587mMUi0UmJiaoVCrE\n43EABEXH9Tx2D+3h3tgdKBU4+cQe35TY89t9wgZ4CIJPgRdFRFF6oO0F+FE6GzObqlvKxmwOQEJ4\ngKYPD1Ut20gXGxuoUTIwLdNvZVYsLMuhYtrYtodlu1RsF8N1q24yIo5nbRI5thxctgBQqrbnALSN\nKk70UEQBWfCQPBtNEcHznUYUwUMR/Fah6/m6Jbda0fltWX+GuPGzZVnYiFQsF9MQKZsGjicgScq2\nc6oK7mUZWRYfaAFvVkPbSCaOt+GF+cuTrg1C0EZl7Tg+c3WTYLmZyffg7fxq7r99PVA1bnpobicg\nPZhn+E+tD32GpzPP7776NA2ax1oyTUt9LbGgSDwCUdFlR1sTH3viOJRWcApzXLoxQl17N+3trche\njNELi+SzAkGtmX//tz/g7evT5JVmKoZDJlfk2NFD1NUFEICxsTGOHj1KR32UjvooyzPjzM7Ocvr0\naQ4MNdPVYFMnV+huFDl2YBAtWOapp3ehaAZvv3OO2vpGvv6997i3vMbY3CyvvnyCpZkZ7t1ZZXU9\nxcnnHsPIlOjqH2JyucjXX/8FV8bm+OHbw8Q8h8Ede6gYDrfv+DM8UQ6QzucRbJ2xq7OIWgItpjO4\nq559PTXsTqi89twJ6hrqGGxJ4DgeDbEwF8dmef1nZ8ktTvM/fOIkf/HiCT7/sYP86ctD7DtUS3dz\nGz2N7Rx+op/9h5/ELHmIapzD+3bTq+X4s5ePcP/+fb70g1v89TtLnJsv8N7SAhfGlxleyDO55pLM\nlMjnpji8fwexWILOvj0c2d1NX0eMaEc79T3HUd2Gqm6wQKJpH3MrcH+mwt37Kf7D3/wNWVvkaz/4\nCQVP4t5ChcUV/7/b8MW/plMYYOmDLyEpJSL9j5POu0jWGi2xOt46c4m5mRS//ZkvkE4ZVIo2t4en\nGbv3M2buVxid+CkhpYHsukpd3KOQm+fNN65gWhIZQ6Ct6VFq6/tQA+CJFe5PXGNmIcUnP/eH3Lz2\nPlnDRZAklibPEooHcZsaKTsCK2tJxJCMXhci71aouDbBQADFKOBKGu0dnX52XTiMrusEAgEqlQqq\nJDM5cY/9AzswyiXm1pbQtBCjI2Mkk8kq8cK/9pbOPkrlMoZpMjI6SjweZ2Jigr7BQSRVRQsGuXn9\nKlP3J2hqayEQDGJYlu90YftgtOF0sr6eoVK2WF1cprujg0J+jaWp+zS3NJLJZEilUptJDZlMhlAo\ntOnyYZYL9HS1MT09z9Gjj1JT4+dR5vN534lj2zxFURQf6EKhTaak53mcOHGCz372szz11FMYhkEm\nk6FY9NmX4XAYVVWZmJgA4KlTz/DJlz6FJwrcvjVCUzyOjIesSlUtq/0ACImST9TYDiib7cKqDu/h\nY/vfPMwGfJjsUS77koMNrd0miHgeluthuWAj4AgihgOGA5YNXlUY/bBd2AYAi9tAe+M1V0UBWfL8\nik4EwTHxbANcB9Grmh27Jp5jguvbdrmetdnGdBwH2/JwqgzMjaNkWhTLFqbhtxw1XUGW5c0q8+Hn\na/vvgE3g2/4cbRljP6ive/j3ruviOsLm8XA782EN4n/r+sfu91c91m+yPvQK790rS0ytnMEtlait\naWRiqcxPL7yDrGs0JDIENZhdnWXX7h0M7ujh2Y8N8J//9/9EXV0LC2tJMoUydU43Ny7dRVEcBlrq\nkGQPTzD52LFHWF1M8dWvvM7xY0/w4+99m69aNoZdQrBdugeHWFkvsHxhhEIhx9zkbf7nP/vvQTG4\nPb5IW00n7/zsA4IxjY7mZs6/e5mjR7oZ7O5kfGqF/+tL3+djLz6OJjjkCq1895vnmF+YpbWzjrhu\n8JmXT3Pl6gixWA23ZpdYmV8kV6zQ0upHxezrrwdRZGZmlqNP9HH7+llGR8aJ1TZQMh0imkapbFAT\nlQgEWni+No4sy1y8eYVErImvn53n0oxFPKLjeUlqQyrT4zMc3ddLT1OI+0tFbo5d5O5qHgmT5YzM\nUHMzw1Npevv6eLSyzMxqnuOnH2FiIcnI3RniwQrPP9ZPbVSlJhohnNAJBKPcHr3CD0Zn+O1Pf4qM\nschb595FkESoWNQFyiwkv8vhnUNUyhCL1RAQC8wvrbN3dw9PHzzErfERJC8PwMm9x5ic+hH7uxtY\nn7/HzM0LGMUIzW0hfvHBmwTCIf7gn72AK2lYgsT8bIHhsRuocpyx8at8/ugfsbB0hSc/8iw3RrNc\nvjHKy7/1e1y5cpHdvXswZBNJbyIhh1kcuUY81MhqXiG1dpeQqHNsaC+SkyamNmMForC6jl0uUipV\naKntwSpYRINhhOwqU7dvcOKZ1/jhj/6WurZBTE9AD0pk1ixEUaSmpg5BEmlv72K9WCGgSgiuiKAJ\n9HZ34GoqS8vLxON+6O+3vvw3nDj2CMX8IpbRSEDX8SyL+2OjDO7aTbFigSfS0tBCc2c3VtkkqKuU\nHZvOzjbWkqt4nkeipYeDNa0sTM8y9NjjJKemyKVyxGtrWFpZIBaM4TllSvkCTW3tqIqApsXxBJfl\n1XVs12BxepX62jCGYVJXV8N6NkMhvY6u67imhWOYRGtqKZVKyLKBJwp4qownibz4wgtomsba2iot\nrY288MlP8J1vfou/+7uv8IV/8Ue89JnP8O2vfo3rV64DEI2GGR8d4dwHZ6kNBYnUqugBCVwBTfXF\nxZZtoet6tXKqZtIJ2wBkY+bmOgie57vkS9tbWdXP7467SYIwq5EynuttViiW7WDbNpWquNx1XUpl\ni0KlgmOLmI6J5dlUDJeK7bus2K6F42zQ/02fQLJB6NiQSLgy2A6SBBrSptGzX7FWLf1dD1v2UGU/\nDV4VZT9sFRPXrQISAggWluUTRDzPwXZsKkYZ1/GwbBHTkTFMB8MWkHBQZQXJkxAUv0WpyxKKIiIp\nvgxCkPz73WDcbnwVZAHL9nAdAVvwcwq3E1+FKonFrRJSbM/DcV0c18Xd0MwBuLI/cxTcB0FIsBHF\nLfazuxGNtK3u2/hTHzirP4sbH1h8vaRTNQzwW5vbZ4b+8+qK3uZtJe9X13EfOuCdPvEkuq4zMj5C\npuQiykUOHu6npbOdO1dvcvTQHsyix9s/uchbb17liceH6O5uxxItDj6yE1kP0NfZgitMYo8HqIvH\nSCZTtDf3c/XcZY4fO0BXzwC3x0Z47uMvUB/XkWSR8xcvMjN/l6WlHHWNDSAL/PHn/zvytsGZt88x\nfGeOVNIgXh9Cr42jyyaPfPRxdrZH+PH3v0FT9wD/8vdf4t3z77N7oIMDj+5heamMHHiU9y9fRLLK\nrKRGWUpmWS+a9Pd2oIkyuZLBStLPw5u8N0FybQVNDaDubGFqeY0yAaaGp9E0D8mIEo5EePfqXWTJ\nYPdAF7oEtlXL8PAqmq5z6+4STa1N1Gtt5FJpBod2cv3uChdvj4Pdw4HjLbxyaoDz771Fa41KTb3B\n2FyF9BJEE20EsknOvH8e0xU5sLODAwN1FMsFfnZtiUStQEKC1aWrvPbqc7zy4kkuf3CFn5xZobt/\nkIFd7WiVJMuTVxnoaUYVNKzyAkZ2lmMHW9i17xiTIxcYGb2AGKzn7JUR/hUQq2ngif4deGaU/PIU\no9fPs2PHALeu3WHP7gH6d+xjaXqWQKyWjAFjt4cpl0169nTx2LEhUpNzhDSNe1OL9A4eYXjsPHLJ\n4/ipQ8i2xczIFfr2tlDMFljL5HDkILuHDjA79R51PUOM3pvkqUeP4FllzNQ8hhwkHPIBTNAc8HS0\nYJzU4ghtHc3cuXmBx558FU2RKJQKFLM5ApE4lmWhBMKMjt6ke8duUqns/8PcewdHep93np83dM5o\noIEG0AAaaQbA5MjhcIYzzGJSpCRLsu7kdF679m7Ltbs+V115a727tVW79trroLOklWxJlkWRlEjJ\nJEWKmZycB5hBzhlodM79pvvj7QbA4Ujy1VWd9lf11gCNRoe3Mb/n/T7PN1Bf38jMxBgNoVY2Vpcp\n59O4XB4qhWqxP3Uf6XQcQXYR7Y2yMDNLKBTCIgpV9JZjdmqajq5OyuUyDpsVRJFsqUCxYCGVSm1e\neWezWTY2Nmhr7KQ12sr8Soyu7t1cu/gWkdZdqLkygUADTqcXQRBYWVxCKZbwOlzkFIPZ2VmawyEW\nFhZpbW1lbHKKcrlMJBKhVCqhaRpOm20z6qdcLuNyuTh16hR+v5+vfe1r+Hw+vF4vDz30EA899BA/\nffkVXnvtNT712Wd4/PHHefnllwH49je/hV5Rkap2WXVeFxbRQNJ1ZLlaMCx285xWEYppHbbF5KsZ\nI9c0aDWkUtv8NuOIjK37bP3cnN+pqoqimoWuUEV3pvZORFNNg+yKpqLqGlqVmFJDgKqqbobL1XRf\nWy4gH6Xeb3c10QxANNAlEasuIhmm3ZluVAXj24XqurGpO9zeutN1nYoGFV2grItoWgVRFLFK8iYi\nFyzm11sIlM1QW0n48PkzCTd6dW7HZjrEdkKJwFYCxPa25p0EEcP4KMqrnZ87nW823+O2c3Xn2nyc\nqquLoRsYVbKV9iFxe9U4W9j6OxCMn09c+ZUXvGR2muP9B6iztzA7s4gz2Ma7H1xifSFOJZ+mUlwl\n2tmCpuzg3LlrvHvmMp3RHYhlHUHMc/PmOF/8zU+xOLWByyIRqfdRiq+RXDzPv/wXv8aFd69y9coq\nXXv6Kadm8DdGaWhuYnGhnkOHDtMXreeFF15gV99eXnrheZwOD76Qn//td3+bv/mbb+ALBGlu6WE6\nF8NpT/H8868RCIaJtPUQi4/x6KmjWCwSb597j9GZNL1NIfRiCqe9CUUxyOTSlAQ79uUVisUkaoVN\nxltetyI53eiGyspygvW1Aum0Qk9XKzu63HS1hJkZvIrbbqC6m5lLFMklY4Q8DTxwaoCFmVv0hroZ\nnYrj9eZpjHZw4+IwVrdEX8+jRAJFbk0t8J2bE+zvv5ecZuC32rEzTUuokVffvEJn117sbheDM6tM\nL8RIJpYRylb2DfTQ29XNt/7px/zHf/E5+vecRM0kGOg8TK50nWQpxdDFKdLJdU7e20U24aFYGcHV\n3IrV2sCB3QNEw7sZm3iPa9MaVmeMv/yLvwLAEQ4j6X4uXXqZTHyWR+/tYV0N8KkD+5maWyWbyuEM\nNrEaX2Pw2vs4rB4O3HcCuyQwO3+VVNxCfYsLCYW33/kZO6Mh8tYMLZYdDF3+BxpaBshtzJCydlBU\n85QVG8mFy8xNjTN1e5F1fZKMbtAbbeIzB21YZTdKCSQN9OVl9IY+KtkkmZJCa3sbuXQK2ddAMbFA\nUdEpSRYqpTJuo0w2kaK7s51UoYgv1Mrs6A0kJc/CShlRsCLaXOSLFYxSDoC6tmaU0QpTk8MEAg10\n9vYiiiJTszM4S2VsksypUydZWsmgO0TKuSJ2zUJ9oB4kK5LdxvLqMunVGGurCySyaRrT68wuTbOr\nq5e5lSF0UUIVS9hEC/Ori1g8DWjFBG3hdtJ2F3plAafbD1IZVZJpao0wMjyGWi5QH/CSz+cxAF0W\nUauia0MxKfThzijh5ghvvf0eOgb5YoFPfvpT6JqOty6AaJGJx+O8++ZbHDlxnPsePA2AIFnQKWOX\nLdhtEs31fuwWA1GwYaCaQbeGgEU2kYKmmGhP1QwkWTaRXpXpirgVGYOgmu5YAqCpGLqKTlXsLHx0\n46sJpzdz7HQJTRUoqVULMU2gVNZQdI1y1VGlrKim/k430JRydVPd9pgGiJKMKijIooigg6aJ1Njx\nqloxkZMgYlgsaJqApglIooFVl9DEmi2aaUBtyhk+LJZXlDK6ZEFXyyiaimroaIDdIgAakiwhyyCK\nOhbJwGKTzVglSUQSJeRaokR17qgZ5uvREFAN1UxFr0bx6KhbFxRVH0tRk6rIWt2clQpV8sgWAsQE\nZNuKXG2OWFtbAblb58/Qq5+nsMUDNWrkFsG8RTMpK2iGKanQN4vah31LAbRfMDT8lRc8ny1IOSOT\nUZzECxYsHpVdu3ux2q08dv9TrC2tUsrL7N93hHIli1KocPhILx2d7bzyT+9it8PY2Bif/exnuX3j\nKvECZHQv7ZEW/vNf/QBFFiAn4vX6KWdXKOTL1K/GWFlcwm6x8++efY66ujqcy4s0dzXj9XmQcbCw\nOEn/jm42khmuXjyHqGvcvhmjZec+KsU0YxMjREIh3jo3gSZJ+GwiUbeNilGhNdpKKq6SisVwWyR2\ntAYYnl4n6LUS7WinfOM2AOPj4/gCfuyyyHIsTbyQRUFnZGoDpyNMIVdgPa6jFxUiTV5mV+JML1ZY\ndSaRbNNEQw28cmGYWCLOsWP3Eg20k89f49TRNqjMsbqgsbdvFx6fnXwpTbGUxZKroyQ0cWVsjoau\nTgbnJlnJFGgJh2gPtqHk0jQE7Oiahk1f4k8+d4xofwu6p0QpV0B2OZEEN73dbUSONbOxfg6PplGW\nrfzsjMbYaxf5w3/5NOnUKt8Z/Dq63s+//08HKabi+FgDQC46GBr8Hwy09mE9dJgrNye45/h9zFx4\nFY/XzlpijZ59T9C0PM5yooIDhXfe/gCrKDG/ukpnzxHu33mEGzdu8PrrL/J//Ye/wtcUJTP5T0R7\n78Md9LC6lGXy0suIQoDeXh+TY4M0t/YSq1znU499gbqWJuT8LIWSiFJZx66rqFoSR6gV1Wnn+ts/\npO/wA8TXNAJdDWiFJOnkEoH6FtRSEVFWESsFvv3N7/KpL30Frz+IrhTxeDwU8gI+uxeft47rV87T\n1t5OomSaV+uFMhcuXODekydIpFLUhUKsrq4S7YgwOz3NeiJFqVCmu78PcWENqa2ZlUSC8toGHV29\npHWdtrY2Jq9dJ1vMsHPnTsqJBPGVBRyiFb8tTOe9h5ieHeFI/y6uXLpGem2GiqrTUh8iGGqklMlh\nswoo2tamunv3bjY2Npibm8PmcJDL53E6nUiChN/vZ72YI5lMoqDz7LPPmhFd/f0cPnyYy5cvMz05\nxe7du/mN3/gNvvOd7zAyMoJi6MTX1gFQ1CIOpwU0AadNNHV1YgVN1TYTuQVR29xorYIFVS3jsNur\n7EsVXaihIJ1fRJG/26qhE0VRtiy5tqGRGorTNNH8ua5tzfWqLdDaYxhG1TS5ugSjJlEwUNCgOtOy\nVC2rS6USFlGovqdaJp1gkkRqqerC1sxMFj7akpMkCVHTq7M4k9xSC7sFNtPda2hOtshYZMFMUN/W\nUrzbedk6hCp5ZevvQjBqaLWCblTMWCCtprHbRh4xPoxq73yOO7+/29jtw+hwC53X5rE1w2l9m1aw\nNkPdelxju8PbR9avvOClEivEHHYWl1fQyyX8/jqS+TjJVIJb14dBL3Pt1iCff+Z3UUoe0pUN3jpz\nm+nn32Df/t007IigaRpvvPEGyayG2+5gf3cr4aCFgY77ia0t0d7WxfrGDPuPHGNsZgEkK7v3DBD0\nePncx09RLBYxFBl7SCKVjlFSRa5dv0guViZfVgmHW/F4nZQzJV5+6zotfid1Lguj0/N86fFHODc4\nRG9fLx+cucbC8DrqUI6DRw5QXx/AKVupa3RyKtDCcizJ8sIMPq8p3u3o6GBseoHeznaGbo3T1uyh\nq7uF5dkct8fibBTT7GoLoNklhq6MYNUrNDX42YilGZzU8NokWpv66PYkqRfh5qs/pX1nO69cmqZc\n8lCs5Fh/810UtcBaXMPqDJDJXEAG2tsbWEvNUUHm8YFOvvD0g3z/3fOEmjqZnrrAqXv7ObG/hdxK\nkkpJ4P0fvMzeo3tYml1g14Mfo9FeIjt6k+JygpGlVQ7uGWB8ZokHHzzFV//hNXKin0bJw73Hc/gR\naduzj3JyGYBCZYSOnidJZFbQ14vsPf0EFy6/RdSt8er7Z3nmt38fp8WgnJxjoDXM7YTO4Ow7yC6Z\nE4fupb/Vj8UKl6+c47Nf/hKN4R4sxVkW/FEszhZG3vyvBHs+TqS3hZnRWZLrFQb6uplagWBrHROL\nM4hjN/jSJ09ic3nIJJZASxFPZHEH29CVEhSTCILIyvogO3tOY1e95JIKssfAE2pBFwXWZkb5td/5\nPdyuAKVCjnIxh89hR7Q6uH7lBk88/nFCHi+TY6P4Q+YMb2ZsAo/HQ0NDA/MrS4yOjtLU1EQ+m6aj\ntYV/fPsdDNnOvQ+eYm58HLejDa8gcWFshKamJpLJJDv6duD1evnbr/0Nf/Jf/gz0NA6rhVC4no31\ndRK5DTK5HIvzC+STafw+O55gA6pSRnbYqQ93EJu7hSGAr7GZjcw6mqaRSCTw+/2IFju5fL5q4yVs\nEl5iGxt46vwUi0Xsdjv9/f2Mjo5y9epVrLKF+fl5Du8/wFe+8hW+/e1vk0kkQakWKUFFNwRkw0pT\nYxBd15GFajQPtfZgLXvORAZ2u4NSobC5mes1k8Sq1ICq2+I/d9X0hNvZfds3zu0ElO2b9BYLcxsj\nVN1qaeqbrFHTp1PQzdvVahCpoiggCkgWEU0Tt0yX2XpuSZa3CsZdikEt068WL4Rs3ZzF3UlQsVgs\niLKIxSIiiwIGH2251tbdCCDbW5ZCFZGV9Uq16ClYjWpSvLitjYm4rVh99Dk++py/+LXUEOB28svd\nySrGR+7zizKKfuUF79SDDxCLraMv59m7v5e2iA+7JUy5XKZcUUjkFcLhdt6/+A7pUpGHTp6mlE9Q\nOJNGzWZ48N4TbKzM4XW62Igv09LaydzyFBtp82qopa2TcKSVsalJYvFVMvE1du/sZnh4mJgjgSqK\nvPfBNZwWH4VKilMHD9C5O4qmlshaM5TUChsbaaZmpnn01F7+3YmPsbJR4MLlBSRBZm49htsCM1Or\nWB1+mkIWfHU7OXt5hJ6OTnKpNQ766zh37gKxlGnNVLsqU0ug50tks3kqyMzMJjjQ1039ngK7pCgq\nLt49d4m6YCdRP4TDndwaGkZySOSyKYan7AxPX6LZ76dTKvDQA/dw+cotOjt6yGYKXB6K4Q22oKtl\n+nrs9HQ04RQquOwCGDbs1iAOd5lgs50rwytcvDRCW6ud3ZEWOpsjnLk0T09HD1d++hZ1TY2cff8s\njz/2KMVCnonRCQZvz1LOpNm1ez+x3Bp/+Ae/wde+8yozcZWeCFjsJeyGjKLmmBk+i5ZL0nccslkP\nLz/73zn5xBdpDMosX36OjeEJ1jT43Gd+HaOgk5o9z2IsRrLs5NK5c+ztbOKhE/dRUQq0H7yPn770\nLO2tDURsOaYufpO1WIad+x/jg/e+T0/TYf72b/+az//Ov2HHjgBtTSHeOn+Zs1du8eihfbz1zmWe\neOw0jpYedIoMX7lEd28rSklHEu0kVkZpGThMOp2go60PazbN7PRtyrqOXimTia/h8PnIrmSwWj0o\n9hKZTArJZmc9FkfBQjBUR7yYwBtuIGK3cv6DMzz4yS8zMzdN/94+Vtc2OH3yBKPDY3h8DSyszNDf\n3UN7tINc2WD4+nUcwSCrEwt0dfYSbm7lg7MfcO/9pylXRHKlJL07+/B4PBDIIcccLM7O0hAKE88W\nWFyZ45Ejx1kNeknkK+xsdJAtZdHyaYoFBcNio601QjKTRdBUlpYXuPfkvWg6INs4d+4cuVwOtazj\ndDqxOyzoooDT7iCb2kBEQBYlZqdnsMqmYfHRo0f5u299B4fDgc3qrEbnVNYgX6YAACAASURBVFPD\nixVwOLC6LAQ8QWSLiShgK33bdJIyE8klJERDxGqxm4VKMZOzZVlG3ebssT3cuubg/6GZkVE20aG+\njZmoaoCMaGgYggoWA4omA1PXK1sFTzeRnGBooGsYmrqJZLazQHVdRVVBEoyqBYiIIalUqs+p6lWX\nER10HTTNQKmoWGwyFd1AMsrYjW1zS91A1y3oVNCM6nxKtiAKKnaLD0lRsKoqimoW5c3kCEEAyZQj\n2CTzPGqYETsGmG4kmpm+XiOACDWUL5nEGrPda87YdN1Aqxpja3ppkyRSMczzqGm14mK6jJvs2jvi\ngdCpJa7XUJp5u2XzPrpgtkQFQaJ2IaPqWzKHGiLc0lvK1a+rri1CTQr4y0UHv/KCNzExQU9PN319\nA0Q7wyTjKcLhMGtra9wYukm6pBLyefjYI3sZG72BJBRRy3m62lpJZzNUClkcDgc3b96kNdLEU08e\n59olO5MTU1wfnqBQsvDG22dxOBxEe6x86nOf5syZaxQUgYXVJUSLwOc/8ziZ9BqaUKI96OTFF1+g\nqb4Ol10i0NDErbFBVEFiZaNEXb3GmXOX0CoeZlfm6d8ZZTIW5+knHmHxtXcJhxspZlIc3dXBejyD\np87LuQtX2bP/IOlEEbtD4PDRfQDkcjlsngCxtXXuPbyPA7s6Gbt9i6A3REMgwtDgKJ996hHmF+OM\njJt6KL/fT7jZRTlfwGF3sltqImS30BvykJ6fob4hgICMx+PhoYCfqaUkxw7dTyY+j1UoM7FeoJTL\nUsrrNDUVSSaTzIzFuOd4N11dATp8dk6cvIcfvH4Vr8vO0SNBGsIRxmeWOHl4F6/97B0y2SyUNmjt\n7uXU6Xu5cG0Uj7+TP/lvz/LEJ59ify5JIbFIa72N0/efomRpxJMKUrQWAbh04Q2OPfgkBw8fYubq\nO+zc0YNo9RFojBBLFdh1IMr5V/+R4YU0hmThEw8cRShmSRfWOXTgFPO5dcIBLzsO97O+ksRbF2KD\nVbIbC7T7nAyNjfDFL/wmDfV2bOV6JmbmcblcDAwMUCrlOHpoNw6Pm2xFQFuYpqVzB6nUIk6nk0wq\nhtsoUbD3UNKKhP1+bl+8Sv2OLlrdXhRFIb26RDyRo7m3h2BDA7PzMzidTpLriyiyix2dEc5/8C6J\nTA5DFliemqWkmjo8f8BDfX09FsnLe++9h6pLKJJMS2sLsVgMURTp7o7itIo43G4sFgfr6+ukcwo7\nBw6wvrSA011hcmyYxz/1aZCtyLJMMBhkbGyMYEsrerHM3h39xIs5nFY7BV0z21yaglJRMBSFRKJE\noLFCfX09ly5dore3l/mlRaKdUeqjUd5+5x0CLg9L2RiSJFEqlbDZbFQqFeQqGrFYLDz55JP85Cc/\n4cSJE7hcLmRZJpvNEgwGKZZyiJuzHFPeIMumTdid6GRTcH4HyUEQhE1ZBFXUIYuiuS0KIho/X2T8\n81aNJLJJBtkGqX4Z1X0ThdU2bkGoCrENDLEalCpICPJWq632eGbb07p5Pu5G/gBQJQFDFNF1K7qg\noQsasqCBXHWaEU3ujEWWq4SNLZKKURXn14gr1VcN3OmG8lGNW63Vq1dbtLquo27q7rYQnCaqiIjm\ne932OdVQ6PZVIxF96Putl7R5m3kBcffz/ZHP5P+DsO9XXvCUisHXv/F9FNmKr7GJ9sYQe/bs4tLI\nDYKhFmy5FAeOHOPMpWGCvkau3xqhvaOFeD5DOl3m+RffJhztwOfxEQl5uHF1iJmFdSqChUOHDnLx\ngyF2RLvYf7iVpuYWXn3pZ6xnU3jcAUTZznpshXcv3mB0Yt4MgL3vMM/82he4fuUqK7EUsZlbWASR\nUEuE6cUEkwtT3HPwMD956TV+/3d/jeeeex1Nlfnq3z1LvJAlGmrGMAysGyn6B3pJJOLMZsyevSAr\nzM4lWF09x5f/Lazms0QaW8lkk5QNiWtTo9x7oA9bMY/PLxOPWlibnyfgstHXG+bs+SFkh5MWTeTA\nLidHOnu4caPEYsHJS+fGKcg2lJzA8SNhnv7Yg9h0OwPraf70e//AyT3dtAXtPLS3Fa1k4LD7eOGd\n96ioWR57uJ39u7uxTtrYH+1ncnCGzmgPSnye9y7cot6h0RaygOTEYmlA0MZ49LEvoChl/uGlqwyO\nTeNyTrJ/10Gmb10mnVpnR0jmeNtuBHeAytwiF6+8SL5k8Mmn/zUDHd00HthLbnmCUKge1WjCHfTj\nDDTjcid47cW/JZMuM9DeR0pKkC8sIldU4ms23uUcKzNDHDh0EjHQg6WwBBaBluZ2KtoG9d4IiRYb\nglGmsa6e+fFRLJ5mvvmX/4HT9z9EJjNBtLETI58jn1xHQqBr1z2s3MgQGehEqViZXIzRGupBsxTR\nxALhI49h6CkEQ0DNZairq0MKRpByRdYSq7REOihn8kytx2gM+3npR8/h93jx2u3Mj86jWFTSaZOl\n2dTShl6qkLRsEG6qR7b5qRQTlNIlmgJeHL3t3J5aoeh1Y2RzdO/oRzF0DFmiLljPwq0lbHgZG5/i\n8MOfZm1lkfTSEnpRZf/9DzA9fpuyLpNdXqShLsjY8BAPPP0kgiQzdXOUPXsPcH1+GEGBsdu36Gzr\noD7gI7a6jFWSsNqdhAJBjhw8xAdvvo3H4yUej5t/01YrxUIJq9WKoii88sorPPPMMzz22GPYrE5+\n/MMfUcjmcLvd6IpKsVDGZTO3GLvdiSSLuK1+XB7MkNZthyiKWAyTIWgCOA1N1QAdXQNJrNHXTSeV\nSsVk1Upsbc46OpqhYeimCNwwdCRJRFUNRKOMhAKiRlkELDp6UQVElIqKbmhoehlNKmFYNFNaoumI\ngKgJJqUfAXQVwTDQ9K0iIiJUfSgBzKJj6PLmBl2pkmisqoygi0iCaQ4gVS1kdAwqhoxoVFunKCCA\nKNjQjKLpMiNJiLqOZpidK3VTlG5eAGyZLZsEnw+hHcGM4hF1U+IgGDp6lVUpijJoVeG5plPRTdKH\nUi2OqlFDhNvkBrXCt20fl3UQBAXD+LDWz6iG1hrVx6kxRRFKpqknErpRPb+iQVkX0AyRO0k7H74A\n0auFVYDq+2Bb8f1F9mK/8oKXymX4g//z/6DJ5+arf/bXaDmB62fPUE7kKASD3P/AE1ismKGXLg+l\nksLtW2O0hgP83m99msnJaaxqFs1Qef/CLM+//jJuf4CDB/rJVAxSoo6WrjDy0jRriXeqGhUPDY0a\nslUhmUtxe2qNzq4Q3dEo2dw6f/71HzI+u4bTKdDSEiavGkwOjuL3+zFKVl5ZP0e0ux2rnqWrtY6S\nZhqXnmrfRTxVplKp4Pd3MTI5jtfn5JOfOMDtoVk2Mgk87npmphcAONLXxdTiBsVSlsnJUfZE2qmU\nykxOr6Jkp5DdDtaSSbyVZhLJJJ988hHW1udx2FIUUxo/uTBORXfjtDv5wqdP0ewPYHdLuINNrK/D\nzy5+wODtaerlVtbWFBYWV8hnR6jz+Ojf1U6xrPLAkeN0NlqgkOaA18vQxfdoirQxOzbIkQNdWJwS\nLQ1RfM27eO773+Ha0FVOnbqfP//G92kKB/n8Zz7Nk49WWBq+RqAug8tuR1H3UN+4k4KS5e/+y7/i\nM898mmBjM1LWRDmN0S5c+FlKjNPgr2dmYYzEygyuKZHVjTKNoX7cDSKVXI59/SfRE8vksiu8cWWI\nw/YKT594AHf/A6wurlLfNkBseQi/RySZqlDxBjkWteMM74KcSsfOw/ynf/9vuGfffiZvneXE8f10\n7T/K+ESKZlUh0NiEPdSI5KgnW7bglh00NnRid2cp5kRm5xO0tfu5fO0cO3r3gKChKCLWQoJ4Nkdj\nfZhSOsH7779PdMcepqdGkIoV2g8MsLyywuzSCpG2Nk7XtwFgQcewWwh7vDz31js8+MiT5OMqG+lp\n/J5+xhY22H1gH5oADoeT8alZDh45RiwRZ3l+AcVpY3V5kt7dh3E6naTzaYItEVQDKmWNBncDtnov\nI8srbCxt0BHtplyqYFh0yuUyGxsbDAwMkNxYJVt2s7i+Ss9AH8899xz7Dx+hpT3C6PVBHn74YT74\n4AOKxSJdXV2Mj48jCAIej4dYLAZAoVDgq1/9qul9KVqp9wewWCy4XC7y+Tw+n49i1uxMOJ1ORMnA\n4dLx+tx3dULRtjP8Nvfrj87SanO4O5dUHev9POvg2gxP07bQjKLoVCrKJplF1A1Ebav1Vvu9O+d6\nd1uKoSMaOhgCoqZVW35bMytBllBEkJDRBQlVELAaEhh3zCGNrW3ZRMMqmlJlTlbbgzXEXKlUELBt\nyQwMFdD4ZYSeGsLUtG1+nYJpKK1Uz4dhGKg19LrtfpK8hU5rSxbvXkp0Xd+M66npKrfep9l23Sxa\nd7EEq81Mtxe9D/trVueT22iztZT4u77vX3hW/n9Yv/OlT6CmFrl29SZxTcVVH2YhVkR2t3Dg6AAu\nn8zMzAx+v5/l5WVE0UprSztqWeYv/ttfUSoU+bOvv8Abl1a5dGuInK4xMj3DCz9+g/NXhmlqaEO2\nlCiXspy6/zA+j4dkIcHk3ArJtI1Ewo3VbiefsXH9yhwNdTt45uFd/ObnH+FLT97PY/cMcHJPlJ3R\nFoJuK3VNVtq7OrHZ6/nBD69RxODG9CypokI6V2FyfISxkVsMj4zRu3MnuXyZ8eF5wk0BOjs7CYVC\nNDc3AxDLrNHe0cK+fbt48qkneODR4+jpVXy2JJLLymJZZno+y/jcDOslO9969kWuj46wuNbArXGV\nJo+IXS+yP2yj3SVgI8HS8HUmh6/QuaOZZz7xOE9/7DT1rQFuLyaZygTwhiPIfg/nri3wyKMPsX9v\nM0VNYjWexR12cs/xfWjlFKlCicnlJWz5Mjvag5x974fEs0ucPP0obS0e/uBf/Tr/65cfZWZynJ/8\n4LuUChvolSK5DQl0B/HFEVSbk2c+/knSCYP5hWWE6n+Ksi6wOhvDrhlM3HqbtZGrdLREaYoMEIxE\nmIptkKvI9Pb30VTfSUYs8Nff+zGVSoVgQwilYT+Lgx8gVFbA6qVn/wEaGlysZco0NgUYH5ykrFlY\nXR7k3fMfIIlOwu27eejpp5lby5HIySSLOVRbA4LFzsSNd7AbKpnYEsXKMivL65RLgGoQqAuzPDWP\nTXJRUSyk0ht0de5gaWaMYCiAqEJmY4NotJ2wSySRWOTYA5+gub0bTdMI1IUYm5hkZ/8AACO3byI5\nbOSTacYnJjj/szcRfR76+3YiSjINLe2srq3R0BiiWCxitVrJ5XJohk4mkcLq9/GDZ7/Ljl37iMfj\nNDQ0UChXUJ0ORENGyVUYGR1C9rjp2DWAq6WZbLaIIBjcuHGD+fl50zXFbWV5eRlBEkmkknR2d+Fw\nOVlYWUZGYHjoFv/6D/8twWCQXC6Hw+GgWDRb0jUj69q/5XKZQqGA3W7HZrMBbLYha/ZatQ3W6bLg\ndDru7tzxS46a6wiYs7xyufyhvUQ0+NBM78612cLcdtS0eTWUKGiGmbRwRzH+RW3O2tKqBUPD+FCB\n3GSCGhoVRaGk6pQUg0p1lviRbbhaBGst4O3t300WZpXIUzu/tSVJ1VDcmizjLtIM2N5G3EZWMbb8\nKrcftc/vzt/551wIbG/Z/rwZ251t7Dt/tv0+dx53mnb/sjnerxzhff0H7+L3+7l2/iyRthZ2tAU4\nfrCNYL2Hd18fITe/zNzSPK2trXR3RpmdWySbK1OolCiqOj947kXcbjerq9O4ZIkTJw/TGo2wMLPK\nejJOsVhgfWWZoN9Hb8SLR+3D5xKZm5vhi19+in989g2W1pOUBQvhcD9Ot5/J5QyLK2uIukJ90Eak\nOcKZq5dob2qnqcFLfX09sixzJZkgtl6gmLewEteYXLpMwNuIzeuitbmFK2cvEG1rYWl9mRsTY+zr\n3Q1anJ6WEACHd7bj9QQxylkC6gbZpSRjC3n27D3I1NVz7OrezWN7H6WoGNwam8YrdeAL2rEaaVIY\nXJxMcfJwG2vFJDnBj6rCyGSCNrGeHz7/Cl63A79X5AsPtuP/+D4q+TJT8SSLE5P81lc+RiTaj+zw\nIZR/SlvIhj8U5cev/ow9Ozvp7x/g7JnzYGS5euUiTW7Y8fGPYbHWs7IyhdPuY2V5g0ZHkU8+dACX\n28+1a1doaw/QEm1EkL3k1qZI53Uaw23s3b2PfK4EgF6Yw28tc+n2BsuxJMdPPQk2G+Ojo9ycmMNi\n1fn0Uw+zkkgxNzfOyy++w6n7H0IpKPT23UNOsBCPJ2kLNuB0FFm+fglP70Pkl96geMRKU9ceJCWD\n2xMlOfg+vf272X2om+/9zf9NyrBguK5z6MgJ5qcHsfuO4JJMLZQnFEJNrhKor2NycpDmrn0YVMiX\nUyRj6/T37ESva2Rs/BZLsRRdh1uYvnGRxcVZ+vfs59qtUe47/CClSho3burcXuwWL7HlUeKxBBGg\nu2c3sqJxY3SUUCBMXlGxGiKVSglXwENpPE4mrzIyPInfbcdhs7K4MM/5t97g8Y89TVYX6OzspiXS\njqKWaWxo4ez5S/jTfkKhENMb83T2dmPDQqmik16cYeeee1HVDJ946klyFR1VlNDxsrGWQpZlHBYr\nlUKRzrZ2phdWuHLuAo3tEbpkiY5IE1du3qJSqWC328nlclgkCUkQEHQTVUkGOJ02Mtkkml4hnTG9\nOOOxLE5r1UzY0HCIInVOGzZpSwRes70SBDP6Z5MtWU0JN32izdtkuWYybHpLyhaz+JbL5c0cvBrL\n0dA0DF2notSsw7ZsujTNQCtXqonuBhZBpKiraKqZdacjY+gGgqaiaiqCqCKIJqnCqCKeD23QgtmW\nlKthuZoAmg4GNaG3gC5Y0JEpGhZ01UCSdEAkq6n4sCAYAmLtECVki4AJhkQsVjdUHUoMTCRaswoD\n0ERtsygaAiai2u6WUhVuw7ZUB12kJBoIooqhmU4rhggouonqBDMNfrOVCWbqPGYGYc2Hs4Y0TXsW\nuUrw2UJ/gmggawKSqCOiI0tmUdI1a7Vwmgo73dBRBAGroGOIpr2bKoigq4hVJqYoVgvdtqJWu71m\neP3L1q8c4QXqQ8g2xyap4MrlOV547gJvvDZFQ6MDA42jh3bjdclUiiliq8tMT4xRKRu0trZyz7GD\nRCIRmpqaaKhvwmHTWJu9yuT4EA11LkTdwO1w8qmnP84HZwdZy6X48flb3FjO8sL7Vzl3axZboAGP\nVUXJrXPhvZ8yMnoLi1XA4nSyvJJFtIncd3QfdT47vd2dnLl4lRdff5+NZI5Qc4SGcIjJmUVyRZG5\nxRix1AY3bg/RuaOHSLSDA3v72dkdpaPbwf5D3fTv9QKwsJplcnGNtWSRWL7MW2dukK/Y+O4LrxMO\nNXGkr5vZuSlGx4ZQK1keuP8Ii3Pj7O7w8bHju7AqLn76+hyXRnLEkhkCXokHH3sAf107iXSGM9cn\nyBturi5rKMEBxjMusgWFg0fvJV9c44WXvs7ZSz/i+s1pXn7rOv/uP38bv7+O6L4DNLQdoqOzD9mq\nUixm6Yz2cPH8IG+++Sadrc0szU6hFHKkN6apb/Bgd7rwNbXTtf9eNEcjc0sJsDfga2zmyvBtXn3z\nHEXNdNCfmx7mxvt5KpUKnR191IVbyGUzfHB7DmQbT3zsEWanr9IcamB9dYwnnngCTdM48YnPogY6\nSSwusbO3nURsEUP1IXqsLI7+DJulTDyVpXHnPcQ3VilpBcINLXT27CS9NsfB+x4ins4RbWtnZvgm\nNgnmZwdp8LWCYM5wrA4/jc1RLDazPRdbmCLc1EGpVGFmdhynzc7z33+W3YeOszI3gcXuorGxkdHR\nUaJtYWanRsml4ySXVllbWWFy+jbhxijLy/OAGaoaj8fJZDKmHIYKbo+N1cU5ZDRiK4vk83lKpRLz\n8/PY7XbcbjeRSAS/38/a+AidvbtxuE07rmQySSmbx6ioLM3O09G/C0OT0SxO8vFVmiMdIFTIZYsU\ni0UKhYLpurKyQrFo3hYIBNjY2ODK+YvkUhk6wq3ICLz4/Avs3r2bYDC4GfyayWRweNwgSzgcDjOA\ntFTaLACybF5DbxUXc6O2WiWcLitut3uzMNUQVs3Psqirm0ctxWD7qqGw2uPWvpdlmWKxuPWcermq\nGat8yHuydmxHXnd6c97phbn9+5+HQmrrTtRTMwzXhA+LocsI5DWDrGZQqKiUFANVEdE1GUO33BWl\nbL8w2P7att/+86j7vwidagLo4qa07p+1PlLwt63a69juHHOnbMKMT9IQJRVR2hK5SxKbh2wxi/H2\n8//zPFPvdvy89StHeAf3tHL2g0E6O1tJxbOsrieIdoeob7bi9QW5eXOItbVlVMGgUCpR1xBmZn4a\naXWa3/ujP2J9fZ1b48+SzUMmXSJxNs2OnZ1kiyLvvX+RX/+1p3E57+Mb3/ghA3ujTE/cwm218ZlP\nPo5V1HEf7eLS8DhWRzMOt5edA514rDl27+3CjZdnn/8R+bUYA9EgV4cWGJkc4sSJE1y8ch6b5GF2\nYgalpHFoTxPTM+vUuwI88+R9iHUBfvLSG6QKOWKrKbra/cwsV7iwdINKTuZ/+WO479BOcut5lrIF\n3r48htftpM5vRZv3UtB8vHtpkLl1hdHJJTzBAAtvXuD08fvJ6BVsqWX+988NMLe6ALKEzZBZWMwx\nfmOQ7p0RPE4PX/nCadxuH2NDg/z5n/53knmNgprHEIcI+2Q+/siDGCwS3ncYdyJLc/sadRYZMm4W\nZm9yaKCObCzHctHBj156B+rbOfXAaWYXbjExMkKoLkh/by/OujpeefUtHvrUHzEZ3yA19BbR9jpS\nGYmRsWscO/oAkY4B9KIpvu7te4hZy2UCigWbW0OYvU0yVUKwWTh4YA8W0cLcXAKf5za3Bm9y6NBD\nnD59GntDBytLo8jZdVbXF/AfOMnwxR/hUAus5BN4wkcJWGwolRSLsTna7a2k8ypH7t/DjTcnGZ+c\npjnUQEuDj8mhs4QP7KTRGuTG+HUO7AiiliXWyzIN5Q38DWGuXR3E73dy/voVTjz0MIVCgXffeJv6\nSAfpskZzsI6pq+eoiDa62tuwyA6aO7uZmZmhqELf/j2sX7pK34F9xJcWAViLrWN3e3B5fIRbwxzY\nu49SPkdmfY252VU8oWYcbhcur5frt68Q6d3F4PAYgtVJplSknFOIRKNUcgVSGzH80SgO2YlNVsml\n4wTb21HFHA6LRiJXwKl5KBbSOHWV1YpOKNxCKNzEj374PLLFwqEjx7h17TK65CRVqLA8eYNPPf0U\n3/3233H0yEFsFsjnUhiGBLqO22LD7XSRTCaR7OasRNM0dEVFFkR0yURJpVIBQdDMKB/MFGq7y0ZD\nnbs629I2f1fCgiSJaLqyuSlq1U1TEdTN22TRglFFElsECrPwyZK0aYGmC/pm6oOqiigV3ZQcaCK6\ntpVqIBsiSCoiZkExZHMeZENDRqeoi1h0EV20IMua+X6wVp2StorbZiutNjozTKalaJiMTEGXzHaz\nJmPFZs4aBdEMYDUsFCs6mqTgFmVkUUQxDGQsiJpZMAWkzeeDbW0+w4we0gV9U9tnVBmk25mnW8xI\nuWY6ioKCjo5qSBg6SLpBSVcwhC0yzvaidbeCWWOCbi+A2rZ2p/ncZptXApOkw4fblACSvDXrRBXR\ndbMtaxE0KlUfUIHqjLb6vjfniUIN5W77m/i5U9z/CQrepXPnKRdKGJodp7PE8fsHuDU0wuTkJL/9\nlS/ye7//W7z9znXe/uA9Dh49Qqiujr4dHSzMr/C1//E98vk8i/EcmUKRvdFe9uzbwfDITaxWK9Fo\nlPfODpHJJCloFcqaweFjxwl63HhsVvr6Okkn0tzvCrC4vkxdUORzn3+Amel5/vIvvkldk5eKJrAw\nNsJ6IsrOnR2USiXOnLtAsD5AqLGZ2dlZfIaAP+Dl6YcfYfTmReIbSYprGwx0dLMRX2Zg1w4uf3CF\new71cWigl5d//C4Af/X3b3Hi2GEWpqbx6AptwQDjw5f5zU8/ic0T5NqtUXZ2NJFOrFEuQVnM8t6N\nIdoCAVw723h5eJ4Gq0SdDBWbF2vYyf0DPpLLS/Q2SYi6QXJ9g+sjy9icEof6Wzh26AE2Fm4xMzuK\nUV6je2A3dd5GhrJn8LQ3cn54mb/84z/h5ECEWKSB9WSe2Y15IvUtKPYAf/3sy7T5RXp7olT0DIPj\nBUpI3PfY7/LGq9/ii1/+PBu+YyTWktj0HI8++ihqxcL87CBdBx4BIJ4YpTMSpWxtYnZunLWlCfae\n+DyBhigiWSzuID1de0jG12iP9NLf28PNsXfo9fcwdnOc7roC1jo/a8llmn1l3r++xP77H8BV1407\n0EgpMcnoxTM0PfXr1DWITEzdIl0ski1k6WkPUUmvs3//fur9ThradlBIFFhbnEDQVXTZwmImjq/j\nIAN9ImcuXeLQvQ+wtraGqqqEWsIc27UHKwYzQzcQkWhsbETTNNJqCRWV6K6dWKw2zr71Ll1791Io\nFLh9+zYHHnyKWCzGke4+VldiZDMFcopKR0cHvoAHRXRR5/Zw/sZV+uvqKSsqVovM2I2LdPftJplM\n0tnZTkmroGkmKlpcXGTHrl7mFybQBQceh4ul1RUaOyKbm9TGxgZyUdkUjN+4cQOnxUYildxEB0eO\nmM41PT095FPrdHd34fKHGBy8Tnd3Nz/96esc2LuPydExSqUSXq8XrVJE0zRcLtfmhisIAoqiUCqV\nEKmKpAGXRSTgduBwyqYObdtFuGyoCLqGgLpZPGxszY5MhysDQ1I20cAW0UIzN2lJwOIyEaehCiiK\ngVB1a9lOVPl586YawoCtFqq1ynY0trVfN1utxocfz6TrmzwMQwTN0DZJGCVVRxM03JJEpVLBYbdu\nPp+JMk0iiqIoWKptUVN+sHWSatKH7ZT8u0kaamSTO2d75hvb9ru6VNUU6psShbutuyHEu6GoTas2\n4cPEE00VkLe9lNpnt/1z1O7y1Jtt7O2tyuqXorD1+W9m6W061fxP/zVn6gAAIABJREFULjyv9wWx\nSSl6+nby/X/8EfFUidMPHmbPvk6uXL3IreseVtI5miKdvPrGuxzZ001bfT1hrw1bg5ehoSEisoWj\nT9zH5MI6l86fIdQYwGLxMb8wBXjQ9BJ1wXpWN+JE2ppQykVs1noETSNTETk3OY1PdpFVi3z72Vd5\n6uHjPPDwPtz2Jm6PjpPOl+joa6ZSVomvx4g0NaOgMDwyhKIoBBtD5NNFLn3wFobFhlRXglKacKgd\nwZCwq0n+6A+eJNzcTLm4Tk/nowB86YuPYJVgZVWiLbKbmcnbdPQd5x9fu4JeKNLg9XMtm6CiC+iS\nyK6OMB7Bw9TyDEcCzXT72hm8+i6OkBtZNOipd3P26gUSZR9HTh/D3RjlJ997jkiTwD37D5NJptiY\nfJ+uvnbCvh5WNtb51jf/gXuO30s00sP3n/sh9T17+cSTpwmF6pmanGRwNIarzkUZGUmy8/jJfXht\nAjcvX2VHTy9HHz9sOt386O954pMfZ2NNwGKrx+Uvk5qJUSjIrCyl6B3Yh8Nh/uU77E1Y6+/HJa+w\nPK/R2HmEM9eucmpHgGD/08QWp8lIeS6NjRFpjTI1dQOP08vY8BvMTs4ycHIvgtWOrtlZzVt568I0\np05+DI/fSaGwwfD1YY4OHEXyNuFMFfC4QhQ0jVKlSFOdi7xuob1/P9mpG6zmc+iCh5RaBq2MXVNI\nZVLYNAG7JLF33wECgcBmpMzo6DC9FhkRC4LdT2t3G+Mj1/D5fEhYGL19m1KpxEOPPUZrd5RMJkNW\nMU2XAVZWVsjnywwNjVBfX4/N7mRuaZmGBhdLS0sYmTxjY2MsLK/SHAwSW1tBK6Rob283I4lQyMWz\n3Lp9g/377mFxaYl0Kkm4rY3mxh289fbrhBvqNl1TMpkM6XSa/OoGbX09OBwOEokEdquNOq+fF198\nkXDQzwt///e0tbXR2tpKLrFONpOiub2Ts++9xVoyS13QiyQbBIM+VNFqPr7Hudm2UxQTnWWzaSqV\niun2sa3gSYJA0O9HlHQqlQrbd0HVUKv30UxqviFuOt5LkrUGSjB0ZVOXt6kJE/TNzVc3DERJwtAE\nVKVisi6rBbRWjCVJAu3nsAGrbb3a5i4LVaPoGnrRNCwWsyDV/HC3txI1oWq3JZiIsfYeFc2c8dll\ndZPUY274W+4uEib7VJcsiFV3k+0IS9h0Zdl6zXdrVW6/GLhzfeh39dr9tP/XBa/WSrzzfrqug7Bl\nDwdmAsKdZjjbdZCGYSDcpThvtjG3FTy9pmhgC1VuokVRM2NlDeOjrNdt61de8OZXzHnG7Px19u+7\nj1CLF5sg8+75izgMnfXUFC6HSWl+8v6j7O4Mks/nuXZ7CavVynIyQ3vfAINTM4QbGvH5e9m3by9n\nzl+lVAa/p8iho8cIeyUKuTjp+DJTeZWbIxM0NDQwMb/CkcN7iE+bnpiDQ9eJRBp588wUpfIgp04f\nxV3See77r9AccnHgUB+Dt67QFmlkR3sL2WKJhx84wQ+ef4VcIU8kEsQlunAEnditJXoiESbGpxgb\nizE8vEp8I8dGfIkv/DHkk0kiO3rQFI2h28OEQwFWN9bJp7Ic3N/HyuI6NrsHNZ8n2hpiZSmFrd3C\nn/7H3+fSpUs8+9IVMCRuzZZw2H2k8u9xcN8OsqkMbms9t0bGsYgqkuylnI+xb0cQn7+blZUFKrkk\nsu7E52nkRz98j6OHYxzc3cWx/T1847s/5NxGjrJewmr3ceLIfv76777H6WNHCPmiXB1eYf/hQ+zr\nbGBhdo4rV66ws2uAq2dv0hIOE0st09jYSN9AL+Wyxr79XdwcukWzXEcQyGbTWC3vkUpm6dp5DMHq\nZJfdiuxtZ3nkCqIBqWyG+cUSIfcKvs6D5Msy2akx9h7aT0Et4Ws5RLA8ycyEne42L6vrIwh1rbz3\ns5ewyyJ5m429gpX2rj0ohQpdu45hGA4sHpm2Hf046hqppBrIZxTs2jIjEyu4bSn23XcferwekQLr\niRj1kW6ymSKKmsPp8OF32Kmkc+huHwgKybUJ7DYRQ9D52ev/RCxZ4d6HTlJGJrae5tDB3Vy/fIVI\npAOAnu5OLr3/FqIN9h3YWw1m1ZhZzFEfqCNWLPLgydMkkjH6Dt5PYmGCYEM7S4uLRKNRdBkQLUQi\nPSysLFPK5ggFGzAcTpLpFKKk07/vALcHL5Mr5KuMTB8xY5FSKkvSlaK1MczUjeuUDJVIdyeRYBNW\nrYSklM0kCJvO7oP7UYs5ChWdzPoqAzsHOH7kHt58/Wdk8jnK2SSKxTQnNgwDh8eHrutUSmWTyCDJ\nJl+x6svodFnxB9xUymCzgVKufGQv0Kr6KlEEVTc3VrvVpPpLZtYrkiShbGvticgY21pdIv8Pe+8d\nHdd93nl/bp2KGbRBB4hCACQIEgR7FdVlS5Yt2ZIsuSnO2snGTvImx0k26+w6drLvvpvsyZ7jbBJn\n/TrNcRxXdcmSqEJSpFjACpBE73UwwGAwfW59/7iYAUjJ1n9v8od/5/zOgDN37tx7Z/h77vM83yJg\nKwKqxyHJZ5IpBHHdV8/JqBwlEVFyUJnYIqpooSsiprFWZpMkBNNCkSQETcDACXz22ucKknhLH9G2\nHWSnIKw5dYtioYSHaIKYD3zr2aGsOEhLTbBAA1kR0I0ckqQi2WBgIko2gmAioKyRuGVEAUzLBNaM\nbG/LvvLBoAA4EfIE8A3OB4Lo8OsQHWVSQVgD5Nz6nQiCtJZd3prZ2fYa8cHOS7yBhCNK7SiPO++3\nMbBMxVFTATJWdu2F9X6bndfCtMG2RWxr3VBWkNabi2L+4MR11Zw8QMY2BcR8ZP33LB5tK27atzfT\ne/0s3qIiLp0fIKVrbK5tYdXI4snqrCQSSLLNyMQ0b5y5SltbG9sa6gmFQtTW1vL8m++guHwsraQx\ndHjx1XO0d7TR3FRDVVkRDZVF/MtzP+PI9s10bO/g5IVrVNc1URwIIWg6KxPDPPCRR/nhj/6FzfUV\neBSRlA6CKeB2+5ianGD//kO0NFSgpSP80dd+jx/88EXGpxbwBPxMT80SLHETT8js6GpneHiYQ/vv\n4trlMyQzaVw+Pzf7I1SWBygKuDl27EkAxoaGefGNd6mtqKJ7eycrsXlyRo7777mL673vooo+AhWV\nGGYKTbOw7AyK7Odv/vKHRCIRGre0MjoTZWhyFnLzPPTho9i2QGvbJs5deJPjb5ymqbGdgfFxaopd\nhBcT1NYmQDAJeisRjQQPPXgXn68NMTvdz/x8kmv9N/AGikgvGSTiKeTEGPODXv7q67+PZev4i6po\n2FTNpk3NGNEFIpEImqZRWVlD78wZ5ueH2Lf3AHVVVcRXk1Q3befMs9/lyOOfpufEcRoAW9eILC1T\n334nVy6eJRXt5cMf+3VGp0dorynlb7/7r2zZ/SEUfZEjdzyFltV5/vv/wLG77qOuoxuXvkw6vcz0\nyFV27n8U3YogqlUkluZ48803+fiH7qShfS9mZoU0EpdOniAnalTUbCO5MMTkzBzVokgyayNnFtBN\nG12zCW1uQLMVgkEfidUl3G4f6XSW2OoSAX+IxYVJWrZtQRAEVpcjVIdKuXH5HIbipcSQeffCJf72\nO99H8KqMX7tGVUmQvr4+hLSGuUbALqtuYmFmkV27djm+c5ZFKBQiGk3jcnnJpDVSyTRFAS+madLT\n00M2q7G6ukooFMItmSzHHBK7oihkbJuZmRkqm5p5/Wevo6om8/PzbO7YUaALSLZFaWkpuq7j9/tZ\nSkWpqalhdGYSQfXi9hcTqmnAJUhOX0nycnDvIZ79/g8pLS1lbmKM2spyVAmKPCoT09ECHWGj6ko6\nGceyLPx+v4Pq9KiF0lpxiQ/Vtb7Y57l0+SwMQBHl9ZKgYCIBWR3HCNaykNYyNcvKgzYELHG9pCcX\nel1O9lXoB5pmAUwjCAIqTvDTTcNZbO01RKUlIKxJnTk2NM4x5k1zTdPEENbKqrZaMPbdCFS5HVSS\n/57yx7Iu0rzGZRPtQqnS6ZuBqWmIooyE4KBgZYk1nCS2bd0S1JzjWr8GG0uFG4fT33M+10Fd5hGY\nTszKCzN/EPXCOYb32yavj3nra6ZpIiJiCjai7SjIAFimuCFTzEuwaZjG2nGKeaTn+/QOBR1LsBAF\np79qWRbyhs1+kVvCvzlKc3x8ijdefY1U3MVSWEPPabQ0tjG6sIgWT3HsrkOEGmtobWlkZ3szB3e1\nEY+Ms7q8hGXE2L+viV95/AFqinSMZI6F8BwtW1ooUgQqQvWMziwyOrnE3QcOE0t4efanPVztz/L8\na6f57jM/5I3eCU5dX+Sl4xdpaGqjurqNt89cobG2mDuP7MIjicQWF4ksTTE2M8fl3lHOnD1PNGKw\nc0czv/PlxygL+Pj4h++mJuDh7eNvsHlTG8+98DbZjIeiEjfd3d20NKuk02Gqa2t59vk3AfjoJ+5l\nz/YOyv0SqrVCY0imramapcg0qUQUv1diZWWFffv2sbIcQzdsJqaX8JcFeODBw2yurMLlcVMuRflv\n/+k/cEfnJipKPESXZ9i95w7++5/9Oc0d7diaTMYsIqPU8D/+6WVePjHC3/zLcZazIiupNC8cH+Mr\n//0F0lIVpwbiPHdiiCs3ZhH1DF+8Zy9Hdu1kqK8H3ZSZnhzC60rw9gsvY4sCGc3kqU8+xtL8OE0t\njTzyiS8QcJeSWImCqTHbf5a2uz+KvRqmtthZiJKyQtX2PYwMXsTKzNLdtoe58AIu1WB0ZJLWzduI\njV3gnj3dpKwMmVSavYe76Dz0MHoyimx5Gbh6nJr2/Vy49jNyms7Fi6NEFmdoamxgfGwGX1kVRi6G\nYtvsPrSbi33DbCoL0tx9AClp4RNMMtEFUoZGRLPJWTLl1S2cfecsOUNH0bLEMjkETyk1pdWMTYwj\nBsvJ5HT0dJyMlgErScLIsGvffqanJ/nV3/pjbvTfYGHkGqvhBQLlNQQ9RdwcHcJYiQOQNUxEJcCm\n1jYqQqWoiAxdv8nM1CiKZHL2zAnat2+npKIGyZAYGxxEz6Sp31RPIpXAEpwAU14SoCxYTOv2LiYm\nVhi/fhM9YbF/534mJ0a4dnaQVFJnObWCbNmshJcpamjAQiIcDhOLxTh09G5mR8ZZTcfRMnFSmQRu\nwF9WzXDfTabHh1lYWMDr9dJz+m1CZcXUNm0qyIvlJcIALC1NLpcpcO+c3hdIa2XBkoAbwXD8zbSc\neQtiMmNoZAyNhJYloWVJ6jkyuRzpbJasniSrZdAME8200EwLwxbXpyliWhKWLTtLoyBgiSKCoiC5\nXLjd7oJXnKIoheClKAoe1YdL8aJIbhTFhSyLqC4FWZFQXQoel4rH5UVWLBTFeb9LVZ2pyIWpKEph\n33nuXN55HECSFBTFheRyI62VYPO8Ql137HYsQXcUVwy7QIK3cfpxeUfxQunWujXAbRz5GwzDMjFt\nR5klXz7U7ByaZaJZONfNltFtER3LAbEUAjfkjVU3oiEhH+wcwrhlmevTNtAxbsl4AUxLwjazmJaF\nboOuCRi6iI2JaekYpoZhWmi6gWHIjparKDjgIku6ZV+FYG5JCCjYluS4xmMjCBvnv+MeXm1dG36f\nm0sX3uVSWqO8JMjE9CLzc3Nkysr55x+9yqb6alazNkP9NzHsGF1dXcytRIjdNHntxFVUWSEcTlPf\nUEx9Y4jpySkuRlJssSRkSWJmZoZsKkl0Oc6e7m08vaMOtegg//rMT/B6yxE8Pp76eBevv/Y2r77W\nR9XmakRR5GrfELmsxgMPHqS7rZmzZ3vYWr8Dt1vh4G4PWRK8++676Iab5UyUTVtaufHyGFcuX2M1\nHXdKHkqInt63CIWq8HgVJNlmbHwQgMtvX6Tc58JfuQlJkZmZniAWWyIYCuHz+VBVFcOM0tvby3/8\n/McYHLrOynKW8FKSxsoMFbXVmGfnuefo3fRe72dsdpatNT5a6xtYmh7j8rUkc/1XeOqxAzQ3tfPO\nqXP8+ic/xOLcPM0H67AUm+ujU0QWVvjo3fuIhaO0N+wguSPHpsZqrMwYtGxj0/4HCJ+/wel3r1FU\nWkFRUsT2eLg5HMa0LK7cGGZ2eoGHHzjGWP91LHOF1XiUxuatlFXVsTw/gu1zYan1ANQEqrjw/E9p\nbqmnZe8RIskcXlcRuUiMsqp6YkNT5DIrBDfdTTZjs3nHVp7/2SvsPpZG01c5f/U87Z27CIdXuTGc\nQNKX2XloP8W+SvYeuIsiv4DiLcYnqrz11su4XC52bz/IfCqNuZJAKfOSjiewi6opC1Xy2vd+SHd3\nF7bgomlzGyuJNNZqkmBNCxImcytLuDxuPIJMZW0dzz77LEeP3MnU+DjlVS30XhzgnXNX+YOvPsTi\nzDiDl6+z/cgxoukYtsfk4N13oAgOJSOXyyH5PYz03WTbjg56enp4+OGHefud01y9epWuri50XUfT\nNObC1/F6fFTXVFJbUUWxr4hEIkFjYyNLS0sOGOb6AFUVKulcgqX0BL76hxEicwjMoNilLM0k6Z88\nS3FZBcFgEC2n4XK5iMfjJJNJtm3bRm9vL3fccQeGYTAyOcuO/buYnplDKStHn5imuLiY8k3VTExM\nkEgkkGWZ1dVVAoEAoiji9/sLC7IkSehrXnaSZJLTHB/AYNCPIBqYa9lXXvjYsqyCGLSwdv/tLFgy\nkgTGGu1AFUHERhFF7LVFTsRG3kCUzrsTbARGSC4VlyyBvu6Dh7qO6FMUC8MNSS0Nlo2W26DQbzlH\npUoqhgCiaKPb6xlZIdMR3wsg2ciT2wind7lkR275NuBH4f02gANykcV1PU5J/PmL+MbzzV8/SXSt\nBTqnr2WaFpboyLTZto1pgWGbjsffBrskJ+CtZ3v55zcea/6YTGMDHy4vNGY5vcL85oIgYCBhmWsl\nScuhIQjWhnMX8oF93Y399p5h/hq9X/Z6+/hFr/+bZ3jeUp2eq2+waBh07tiGK6DSvXcre/e0072l\nibb6GtBXKSr2UVoTwvBWYflrGBhZJZbWaNzSTEpPILpBcQtIlkZLXRVPPrKLPZ3lJBIJRkZG6Ojo\n4ONP3Mno2ADvDEUZGF3gv/z2V3jiE/dCZIHVVR/zUQtvVS2jQwvMTK6geHyUVtRTWV/G1b4Zsrof\nXXTxzoUbjMzOcPzVS9y8tsLg1T4kzYSMxpd+8/Ooniz33n0U3ZQ4fuoi8YwLQ01z1113cuXqRe65\n9y4AroyNMDG/zPkb4zx34hKTMYvJaA7Lsti1axc1NTV07dyKZVkMTyV5/tVznL0yRngpwf/4h5f4\n3g9+xFd+63E6u4pxW0vc39nC7h0dZONRYuE54qspvNVbGBo3+dELb9DU2Uqp6sErKyiBKlYX49R5\ni3jgvkPcc3gXAwPnOHniOEV+jaBPYEvrftJLWZ7//rdxm5MEyvxc6LvK26eus7Ac5XLfCKqqkjUF\nPv74U8Tjq2STK7xz6hyb6rdi5LIEKmqoLvbg8VYyG10GIJlapriinJHxKcpcElb4BkY6TuvWXbxy\n/CRXr17l6J2HkIMhamuaePnvv09T43bisRzFwWqqK5t5450zGDn4yCNPESxtxqKWoZEp2rd2YQo1\n5HQFl0tj585OVqJxdnY3kTQ1RKOCoLuU/vFlyupbsSQv6XSWodExMrqBZgnILg9pzQRJxS0LaJYD\ncc8mUpw4/iZ33XcvscVFYrE41XVNfPcfv0VZhY8rw1eo39KEt7yEimAFZS6VV595BjOZ4fK7F51z\nTyYR3SpaMk00tgJAb28vx44dI5VKOS7nHg9lZWXEEtOUl1c46veygoRAf38/k5OTrKys4HJJFLnc\nlPoCLC2k+Y3f/h2Si8vsPLwfUxMwdYP6+hIiy4u0dm5DEBxX9UgkQktLC9lslomJCXw+H8FgkMnZ\nGTa3tzHbP8DEzX4qS6tIp9MkEglaW1vJ5XLEYjFKS0tRFAW32+3IiklSYZEJBoOF7CWZjKMoTsah\numQs28BxLlj3lts48/5zuVyOnGGSM0xSGZ1MziSTM8lqFlnNwrDXZyE42Q783bhNKURyKaheRwEm\nPwsZmUvE7VHweBRUl8RG54aNcyNw4/1e38jj28iLyy/U+e3yGd/78cVuUTyxrFsymw9a4N+Ph2aa\njk6mqroBEdu+1fpoY/9x4+fdPvPP385jzGeC+WkaAqYhFKgf1hqxzzAMsoZFWjNI5XR023SmRWE6\nWeetv4UP4hT+ovLrv+uAN9A7yq7t+3n6Y3eTWRimJhDg9PG3qCqrIbq0Ql1tJdXlNczOTrIUm2d/\nZys3L5ylLKSSWo0xNzaHWy3DrZagiCEkdxW2u5K5RZgaj3Ogu5MDe3dRW1vNW6/04/PWEPCHuHC+\nnz/7i/+Xs2+dQRNL+M63/zfzMxHqazbR3t7OHXcepL25GYwUNy7OMzY+yLbtdQxODHPg6J2Mz87y\nmc8/ia4YuEvK2bHvGHOxKD99/g2mZ0R+8uwJbHJ84qMP8OB9e7m3+xA/evEdbCnE9IJjinn3PQ+h\nGU7/o7y4hIriEjpba6gOlfPTF05g+H2kE1kaG+p56aUXEOQidEFgMbrAwa5WFKWIc2cHKAltJ27X\n8K1nz/DNfzpOeFXk4vAg5X6JTaUeystVDu07wPWr1/jms6e5PLGElkiSXArTfaALUfLx3PGzrGjF\n9M8tMTg8h1/NcfnyW/T3nCMQEImsaHj9fo4cOMDv/u5/5HD7Frxek2BJOXs6mlmaGeIHP/wJA9Pj\n7D92mNGbp/F4TCKTc6ihNqbH+1icHgagob4VdIXmlm1cH7hGqLqexckhBm72klqN8tBDD6Glcmxu\nb+HUC/+M4XOx7+gBVCtMNrlKcU0Ndx8+zHIiwehYPzsPHUJWTJprPfzsZ89Su60F2zJYWZrHiKeo\nrK/FskUaN23GX6OQzBnksChxS5x69ads69pKXU0jr7/9IrKvjHQsjlAcIhePshpfYilmUFtWTkVd\nDQODvczMLlJeXYk3UIwRX+YjDzzMYx/5BC0lVYiWBDmBa1d6WF5YpK62EwuBiloHrVhRHmJ2ZJTK\npka8RaXU1FSRTK2QyxqUlVZTV9tEJmsg2JCcWqayoxHJLSMITm/KpajUVteQTWdIZnUsO0vOylFc\nU8Nbb55iNblKMp6iuqWVgdERBNPi4499EtkQ6Dl3Fk3L4gl4adnSxtjIKGfPnKO8rIpkxqL35hCJ\n5TBXBgdYiUSYnhjE1gy279hFeDHK6OQU/cMjhYUym3OyN2y5QAA3BMFRJbFyCLaOS3ZQiS5BwDYd\nFJ9l6wjkwM5iWxkEw8LWDHRTx7BsbFSwBCzDyUQ03SST1choOlndIJszyGkmumGTA7K28wgygrHW\nmxNAUmRcsheX7EVUFQRFRlBkR9HFdixqVFXF7VEIBAIEAgG8qoAkOWopTinPRLbzwswCsiAgymIh\nm81LfDlKMOuyX4okF+QdC0HQNNBNHAURUXLIiYLguIVbTpByBFXEtUBiIgiON+DtPcL8598ecAUU\nsGVUVUaS1mx7JAVEGWxlrV+31j81QNN1DNOEjXw6y8QydExdw7ZNrLWsDNYRlhszQqcna6HrJlnL\nQhMMDGmNdG/aCAaFaeomtmljm2DqFoZmomdt9KyNZlGYpg0W61JmG+XlLFtbE9g2nLIveuHYHDHv\nnz/+zUuaei5FIrZEdGmRisoadNlHS3sHr7z0Crv27aOlvY29+3Zz/cYNzpw5w9bmejpaNrGyEiWR\nSRGORCgtKmc1MUdZMEFjYxmhUIiLl0cxcxqSmaGmPMDYQC8PPrCL1994kYU5g0cev4toJEyxJ8PV\n4TMkYhb19UHic0O4in0szMxgW1m2bW1k27YOrlxKE1lMUh6o4PKF83zqiUfpvXaT4uJiysrKOP72\nKfr6h7AEL9u2bWOgv4dEMs7bb51gR+dm5swc8ZVlAj4PtfW1AFy92ououOm9McDmtg6uXumjo72B\nVTXBgYPdTE2GGb4xTpF/GV32EfC5icdWKC8vZ0tjLW6fl76ZCN974RuYpsKBPd3YtkAinuLzDx4g\nbascP3+duYU0lmFRWV3E5+7fxeHuRgL+EoQjXZjeKr71/3yNe+5/mET6Gn/we1/EL0rMj53mYFcr\njXX1DE2G8ReX0NzRhWZI3Oy7hN9tsGfnDjY3NTLQe4oz587z2c9/gbKyMvrO/ozdh4+yvJrC45LQ\nhRxL4SkiUYd43j88QkVdNYYrQGPDbq5fvUpxZRORxSilFdU0b6rHVIP0vfMWk7EcT/3ql7h55Ty5\n6AQNmzvJCC7i4RieYBEhn4e50QHa2tqYGVqhe89hoqtxKosrmJ0YRHIVUxrwE4/Hqa1qAjOHTzWR\nLS+LC/N4/UUE69s4/9YZjjywE7/HIrqUJVBUzvLsFCUV5TRXVBBLzOBdDdLS1k1jcyvRlQRdew7y\nD9/6S9q37gRJRLct+ocGCZaVUOR3ACt3HDvIubOnWZiZBMDj8XD//fejY5HNZqmqqmJ8YgTbtqms\nrGR2coySXJrx6Xne6LnAZz67h6goI7tVNMugo6ODTCaDy+WiMlSNz+NldHAKW8xR7PPiLQ4gmvYa\nZ6+Zvr4+NrVsprYkiGoL/Os/fpctW7bgxiYej9PZ2cmNGzcIBAKEQiEWFhaIJJb5zEce5aWXXkJW\noHvXdi6fO1u4q85kMgiCQDqdJlBU6hC8TYenJkoShp5FwMK2BVzuW5eYAkpwQ0axLl/lgBQsex2F\nKUsKtuWg/2xsBCwkcUP2swH8ICkWsi0gCi7kNSfxvGiJYFPQpcz30HTTWfhlWQbJxLJFPIIPKZUl\noxukDf09PDdBEBCFdc4e4Jis3pZxCPatBOvbOXS3D+f8HQBJfrONgUWQ8uVN65aA57zXWldnsR29\nTd1cJ19v3P726y+t6S4LUCDNWxsyWysvabbhPYVjM8xbztvJLM01STTnuYxlIK05PIiCCKYEJkiy\nsX4sogPKkTfoclqs9eve51pZpvleLqC9/h2I8s8Pef/mGd6e8z/dAAAgAElEQVS+XTvY1t4Cmopu\nSNTX1yNKPlpad6JjcK6nlx98/1lu9A3gVj2cO9vD7OwUwyPjrMSyuFwlXOu7iiQVMRtRmJ7L0ds7\ngdfrIbm6ygP330NdWT0T8wne6RlCUYo42rWdV998l//1D6/znWf7efKpL9G9q5PS6iD3HtvPA4fa\n+Ni9R2ltrmFzUzU+N7iDfsKr0wS8EmY2yfz4ErJahKHniK/mOH/xBpW17dx5504EfZqOrfW0b27C\nJXlI52xuTEZ48O47GZ8YRfW6ARgbX8ar+DhycA/To/N4Ah62dbbRc2EcRRMpkjx86P69JPUkICK7\nPVTU1WFaXk5fn2F2bpLqEhe//ZmP8JUnj1JT7CKXyrCroQw9FsUQZPYduo+jR+9ja2sTdiqJz53i\nau91Tp59h/DMBH/9d9/mL/78j6gO+QgVyyhalOmpG1QVVzA+HeWvf/wKo4tRknqa+YnLRKZv0tXZ\nQkndAbLU8uxLL/DOqYt8+hOPUla/mZWVCK3bD+Cu3k1SFPF5VMJX3qYiVMZHH3oUANWKMxaepaky\nRDqe4Ow8JAydZ15+ls9/6X+SUDJIgRrkEpFHnvpV9EyG/d07SCWieN0+/H4LdyCAV3aTSAyj+r1k\nkhF6J8OEajchZlNkI1dJoHLi5BsUqwrnTl8nvbJCJL5IIhHB5VIRtRVaOrsxUwmmF6apKG+m2OfF\nUiwqq0NkRRlbdqOrNqlkjom+S7S2bcUjmczOTnLp9BmHS+fxc+XiJWKrYQLeYvzlpYQjK7R0dLAU\nW6GopIT2zi4Aes6eRg3aCOTILMeorK6hobaOxeg0LlWkLBjCLSu4JQVZ9tLf00MmrTM/O4PP42Zs\nbAy3283i4iLpbJK0CReuXeG5nzxDKpVClWR0XefGtRt4VS8yMq4iHxMjgwhajvvvuYct7R28e/Id\nNENnKhxmNZMhvLiE3xcgVFJGWVUVyXQWy7Dp7mwjFpmltXsvF3tv4Pf4SaVSiKKI1xNwpMpEE1Gw\n0XIZkCUUjxtBkfGofvyuvAKHA80vLP5rQxRFh0N1C+TdBkHDwEQ3dXJ6jqyWRdfsNVK7TSZjkcuB\naYmOqohoYQoilighyhKCJCLKErKqIMoSqtuFrCrIqoLbI+NyS3i8Ci63hChZeN0efIoLl6Li87rw\nukRURcS1VrJ1STIeSUUSHYsbUbCRJQFFFlEkEG3plmwEUShA6vMmpboNpiA6Rqy2hIWLfDZ3K70B\nDGxsS14zbDUwTBvJEsHWC7MgyrxmqSSyjhDNg2ZUVcXlcqGqKrYoIcgeRNkHioQo2YWM1Dl2x8bH\nJu+5JxQcnIS1wIhlY5p6AQm7nuXZjoKO4JQ9NW1NScey0WwBzRbQEdFFE00wSOcssjrkDAFdMzB0\nR2Lu9nJqAXizYWLLDqBlDdhyO7glf2zvNz4w4KVSKX7zN3+Tz372szz55JO88847DAwM8OSTT/Lk\nk0/yx3/8x4Vtv/Od7/DYY4/x+OOPc/LkyQ/aNQCVAQ/Z1TBgMT8/y42zZ/HLItWVZZjJZbq3tBSg\nxdFoFMsLNyfHqaurY2RkhEuXLrH34BEOH7ub+++/n2w2i6ZptG9p5dCd9/KNP/tH3rp8ke6OBlxy\ngq5d3cRkD11bOnns6D7mxpf4yU9eZVVXmYxmefPCdYZms/zjT1/m5Pk+RmdX+Nt//BHXe4cRrBJi\nVg0xwcfPLrzL2PQc4zPznDlxnMrKEJf6+njzdD/HL8wzPJqgOFRNQouzHEshu/xcHhynvqGZM++c\nAmDn3u2E4xGWEjlyagYdg6tjk7R2t9A3sMDCao6phSylZfUc6OqA9CouK8NqYoHWkJuGqnJGxybI\nWBJjKYVT16aZX1kijsRE0kHLxcMzDA320FAXZOeOJuamloksLGOJChlL5rMfu5ff/e1v8O3/808I\n3hJ85bV8+ONPcX16iq2tzXzqs79GaSCIF4uxvn5K/BaikWB54Sbnz/yEMr/I47/yCEpZPZOXTyCl\nFnEV1REZvYB/JUw0PI0Y9JDMWERFPwDv9Nzg3kP3cOnGEF/7v/8nTWVBikjzjT/4Iiuxy/j9W5gZ\nOMWbz75BNq4Sj00RXp4nWBIiGVvmxCs/RZWLcAs5wtNhmhvqyaYjdHR0sDwzTrGR4OJrZ0hHo4ws\npFHKqtjaUo5sJCn1eEklQNPMQqZk2zb+IjeS6CosGNPT0zTXV5NciVAlChT7i4jasBydddR1vCrj\nE6OYokppWZDx8WFkV4DSYCnTQ/0sLY5gGxlu9LyDbGmMjI8DawRtijh/7jIVFeUspeIEKmqZnZ4h\nkUlT2bIJ3XaAHNtbOrnSP0h5sLywmBYVFTE9Pe30+or8eDImY/2DHDt6lPKaKpbmFpA9LvYfOYQl\nCZRXV3LhtTfZtG0rsXSSeCrJXCSMqqqoqorPI9Hfd5mqUJDaUAk3R0bp2trF4MgYFU1NRFcz9A9N\n8L3vfQ9wepAoEp6An1wuV0BBmvm7btNCRsAlyXh9KuWh4rVF6NZe0S/6t2VZWKaMaYhoOZtc1iKT\nNkilUqTTaXI5x4Irr535fj2bfKlPVdWCi4Pb7XbI+x5PYfp8PoqKipAkCZ/Ph8/nwutTnWMv8VHs\nd+P1uVBVEUnmlv7cRgTj7ar9GzOf23uVt/ctN7o1/LweVkGGS3KhKB5U1YskuZBl922PcqG/mp8u\nlwuv10uJ302RS8KrSPhcMl5VQhEsJNtAtHRU0X7fKWMiyRaitPaYR21urFXizNv7a3md1Gw262jE\nZnS03Pv36N5vvF/fceN7ft5zP298YEnz2Wefpampia985SuEw2GefvppQqEQX/3qV9mxYwdf+cpX\nOHnyJM3Nzbzyyiv84Ac/IJlM8qlPfYojR468v8TNhnF1cIzOLe0I8g0Ecpiyzrt9JymuKEfSJN46\ne5FQSTG6kXWc0GeHaG1oZXh4mKWlJRqbWui5dIWJqRnqqx0XglQqRUNtDf/7W/9MaW0V/ooSBvsm\niOg2Z3rPUVdTRjy5SmdnB3/4B7/Ku2cvkE6u4FEl4qtLRGYVvv5Hv8/U2Dx///d/z5133IG3rJjn\nn32VWDaKIntQFA9dO3czNTVFZ/d+pof6ePqjRxgLx0ilY+SyKleu3kR1KwwMjVBXV8d8NElrQwVb\nt7QBkFgc5N4jdxNbtRi8fg1FKGdhPE7SmEQSBGzvInUtR6hvFslkBHaUlpFKJWjavJ3JmSukBleZ\njvr49g/OsXVzNbt3b8YnJ+jcVoEpCiytmETDM4wNTfHJjz6EmVmhvqGR+dlBPC4/A8Nj1K5E2drR\niiVZ2OkV9HiEU68NUVNWzUQYwjdf4a7udkRtFaHcxZm3TxFdMRkJx3CJBr/2+S8yN3wDNTNJKKBi\nBipYmr/J1atDtLSXoAgerl0Ywl3Zxmx/H20fgqc+9wWGrw/x/Cuvo/qKueOBgzAzia7L3Lj6Fnt3\n/zpDiy9QURKgf+htmmqaqKqso3Gnm+Sqxp6Dx0gmMki5OKrsQhYEEokIbTu6mR2fYGJmisa2bfSM\n9fDgvfeip2Po6Sge2SIez5DNJUgnFgn6Swv/SZqaGpAkGdu2UBSFZCqFCwu/14PhstnU1EBZaQUJ\nYwW3y8/L3/8eH/3wIyykM1y5con5hVn8gRLGRkZZDS+wmo5SV9dI78AY06sG9330cQCKAwGyaZum\nxjZ8Pg+ZpSj1zY0sFE9QFAwgeV1cONWDZJvoqRy1Tc34vUE0zQGPVFRUEI1GaW1tJT25wPxyjH0P\n3cv8+DRbEk3E0nHs9jUTUlHgX3/0Q5745KOQA1GWkNwq8XiKUCjE2MIi83MzVJSWsjg/z4c+dC+S\ny4MiqSDKtG1to7KigldeeYVIJILf68XllsnEY5i2XVCPWV1dRRQcOSvBsJBEUCWJQNBHIOgF+LkL\nnPN3vqS3VlOzbQScnhbmuo+dJJnYOAoliqKsLXYisi0VJKbyY2NvSxRFRDaANtb2aW4onbpcLtLp\ntMOrk2xswUJQZNyKiWyopFMauayBFtcRLPsWLlxhciuScT3jWCujFhZwsAQLCwFsE0G0kUTb6VnZ\nAqLoUBskNogpyzKKKGNiIonyLTqW+UXeySzf6+LOGsJTRcSluDFNi3Q2iS4JKGsVgTwYxbme4noA\nlgR0HXJ5tRsbBCufjRs4DHMLBHGtD/heBZZ8Cdk5FNVRw7klwOX/fm/Nd+N2BRm3Dd91Yb8bBLfz\nJfH3Gx8Y8EpKShgcdGD08Xic4uJiZmdn2bFjBwB33XUXZ8+eJRKJcPToUVRVpbS0lNraWkZGRmhv\nb/+F+z929DCn3jpBbHmZffv24XK5qKlpJprIMD01TmN7K7VlZUyODfLW26fY0dHJ+OQiu3cfwBBU\nxqYnMXWDzo4tDE3OMTs1QWlxgB+8eJaGtg5URWBoaIiUlaNjWz2fePQeioOlXLp0jempOd4+dZ7w\n4jKIjgbgF77wG4wPDfDMC6+TzWZpaKpjLhajobSMw3cfZaR/FF+xH0lROHn6HfxulU0NtVxNGrx2\nbpjtTc1sqalHdotMTEwgSgKplI3q8TI3O01dTRCfpwiAbR2bkbVlTr7xNkcO7uLyxUHaa5pYXBKY\nml3As+DmdOSioyfn9XLvod0MJxK8/e4pgsEg/fP9dLVWcteDB3nzxHl8ShnDQxEiKzrlFc1MLU5z\n+fJlHr7vbnqH+liJJgjPL9LVXEpJmci2rQf48Y9f5uTlSWIZk/vu2suPXzxBXW0DWzta6Tv3Dn45\nhVvIohYVUVrmR5B9RPUU41en+dp/+iI3Lh4nOjfL4QceQhZ0otOTxE0f5VXVjM/kqMtOc7x3htJS\ni9KA86O8cu0GQTdIgszDH74Ha2qc8toqzp0bYMehp4lH36WhYRPltTr4awGBm1cu0rb/MJq+QHwl\nyXxknHK/l0gsSqjcx0rNLmYnpggEVWZHpimpK6M6UE5lZQmipGBaMuHlGcbncnRt72B0aBlLcJNL\nZ8kkVti6dTeryTg+QcEwLOYjyzRUN5FIySRzAonFCcoCpaTjOqvmMvv3HKLn2hVqGurpHxniQx//\nNF5PERkm2bX3EDduXOJ6bx+GYXPsjntJzo4BR7CQOXHmNVo3tRNPxYhF5nlzfJhwZBFThI6SEpYi\nYYJuLyOxVYIuLxd7r/LgQ/cTXVqgvKaG8PISomVj2Dkytsb88CR2Kknr7q3E43GM1QySu4iF6Xnu\nOHyIbM5geHgY2V/EaixOsdfLlfAc/b0DZPQkdx04jOL3sLiUYCk8gySI1NTUMHK9H7essDA9Tzar\nU+Txk8rmkJEwNZNgVS1YFvHYKqIkYFoGFmlsl4LoVqkoDhTEffNlN0uwMDGxbQNHVUNy9DBFEEzX\n2gJuoVkaJlLBRNWwLUxTQM8KiJiO+7ycw5JETN3GkkAUpVvKbyLrPbSNxqMCa3ZEGzSvBBs8Ljc5\nctimhayCJtgokohtOCCUjJIhqylYWY2caGFqNtgCoiCAZIAFpuUION8egG3bxpIkR6bMMNdI2KDI\nFoohgKQ6ZUxJwLJBMGxEVUIQbCQp30+zECSJPEfOwkKURCTWJcosIYcg2lj2upOAKq0FRhPH6si2\n8blUTFlCkbPouoVh2FiWgGmCrlvkTNBtG1NzxAAsLYtoOSVkA8uJoZKMuEact4y1G5jbtDQlQcay\nHKNWJyu0HJAOG24UCjFNdNzZBRPbloC8K/uthrOGvdEHUV67vutBzvwFVkEfGPAeeughnnnmGe67\n7z7i8Tjf+ta3+JM/+ZPC62VlZUQiEYqLiyktLS08X1paSiQS+cCAd/r0aWRZpryymmQmx/xyjP6B\nAaqqqqgoruHs6RMEfT7uPLKfT33qv3Lq5M8oCTZyrucyc4thJNXDHXcdpdgtcDBUylDAS/vWbdii\nxvHXT5KMJ3jwwQd58cUXEU2JgWvjzMzNcfDAToLFfnKaTmlpBRVVZQwNDfE3f/M3KIFKurt2kLGW\nmYxmaFRMzp+7yhd/7XNIlszE7CRurxdJkqiqqsLKalRUVLAQT1JRa4JsU1tfT3Otl77L56loq6es\n3ENiWSSThdWUg9K8cHGIfft3cN9Dx5ieXGX79u1Mzc0SLPJRXhKgvqaS3ms32LGrmw89+GGunT2B\nKIoEAiUkEkkO7d7OXXtDBGyT7h0taKaAKPuIrmbxFQtsaazFJ1nkrCzJtJ9YMsOv/vrn6TlznJ+d\nGcVinhMn+zFUlwNXTxpUVjaxe1c9k6OD3H24m4ZKlfjMFB4pgCiXsBBfQRRl/uov/jNFlsZAOEPX\nobtZGB8glgPR5SOeCLNjy07UiXH++G+/z6pUxEF/lq6t2wEIRyL0zk5z/z1HqKqrJbESI5lOMTY4\nTMf+HHNLy5w9c5lPP/0Ei5EsliJhqRIrCzMEi4IIisL2klJyKxlKluaZnJhFklxkjBjerElJRR1X\nb15kT+d+gsEgq6urjA/cRA6VUur2MHSzj9jyCgf2HaVvfIRiXyWJ5ApNbY2k41EWFxeprq5BxIco\npjHMFPHVHEWeNC6Xi4tne9jXvZO0lqOsrIy9Bw6zfct2VpbCZLMZ/MUqLl8Rr/7gJY7dcZihm710\ntjcDsH37dhYSy8SXEsRiMorspb2tkeqWJBXBMm4O9NO6eSvxyDKKMM/h/Xuw5PVyWTabXZPcUqiv\nb6HnJz/FSK7QvX0nGQPSuk2paLE6Pkw4Gae+tgFNVVm4cYWSzR2ICMxPjBCenUcRJTK6yKEHPsTl\nd89TXV3NP/3zd7j3vmLa2toYGxtjYmS0oIaiaY4cmONCYODxeJidnnayL1FeoycYSLKC2y0Tqigu\nKJxkDQvTFhyVEUtEFxRsBGxBdJCDpoBublDat2x028mGgIIyiyiK5AQQRQtFFcnlcgiijKwIGIKB\nLCtYdnYtV3QEpCVJKvS3JEnCtm5V9If3ErgFIe9HB4Km4xbBLYKuO9cildPJGgaGYZJHsFj2uvqJ\nYa3v/z0lStEBiyDaCLaIIdlg6ShrYtWmaWKJjuoKguPALgCWKBQUV0zTRJTfZ2G3VURBQJbWwS3k\nVV02gGhE0SnPypKFJoIpO9+vJYJLElAsEcM0sRSLnCWSk1R03cbQbRTTxjQhZ4BpWpiWibCmGyre\npmMpSk7AznPzLMSfnxnfVtW8PUsulIiNjZ/x3vLlLwp4gv0BJI/nn3+eixcv8qd/+qcMDAzw5S9/\nmaKiIp577jkA3n33XX7605/S2uoI0z799NMA/N7v/R6PPPIIR44c+UW7/+X45fjl+OX45fjl+P9l\nfGCGd/ny5ULQ2rJlS+HuLj/C4TAVFRVUVFQwvtaY3/j8B40DreXEkyk2t3fSNzROQ7lKZUUDsfg8\nj33kwzRvriS6uMSPfvIvbKrfwuDQLKuxDJooUVZWxtTUFE0tm6msrYFcDi2dZHUlQlf3XqobasjF\nYwyOjTC3sIAiyDQ31LGSyfLiy6fZu38vqpiguqKMproGVNXNlctX2b1zG9V1Pt56s4/FWIz2nXu4\nfuUm2dwKycUIOw8c5VJvP5qRY1NFENbcl4PBAJeuTNDV3cxqMoJsumhrbGd4vA+vP8CVK1eor29E\nFGSeOzvIVz55N+3b6hgbm+ByzxAV1eUEAgGuXOyjoqIcl0uhqr4eK2ujBAIMj4wwNTVFZWUtyWSM\nxhKLLZ2trCwtU1a9ibaGaqYmRzE1k7cv9FFfX4+siKQTST7x8UeILS+xshImFPIRDG3n6rkz6Nl5\nPvqJp0hncpw+eYHz1wf4nS9/kR//4HlaagNsbSpnc4OLeCROPKeRElykV1M0bz9GIjxIc3WIyi2H\neew//CE1m1oRMysc3NvGtf5hVG2JJx66h9OvPsOOux5lS/Nmqj78e3z3Dx9hbiXJnq21XLoyQEtT\nJ5VVpWzbupfpdJIbl09z99GDfP/HP+QLX/gv/OnX/y++9KVPYSdM5qIJuu98mHh4mue+/3dogVoO\n7D9Ian4En0+gLFjMn/+fZzh8qIumhiqSy3HqG7fy5snT3HPXYapqq/nxT54nVNNAsLwJV0klRmaV\nxMoKm7u2sTg4SrCiFt2rM/H6zwhuaUUWg/iCxYjaEqmsgL+0itjSIm5FZnU5iiRJJDJZNtVXcbWv\nj8qaal58+TiPfOIJIvOLbN7cSGx1mUc+9xv8r//6B+QyWULlQSpaOxi5eZP21lYCxcV885vf5NFH\nH6XYX8TQ0BCz05PIqpcd3XvY0rGVwdEJTNtg165dnDlzhuHhUbRsjulwmKeeegq/308w4KXY7+Vq\nzxl6em6yuBSmc9dBPILGxMwiNWUefCUlmLbIxYsXuXTuAg8/+RiKLSBbJvF4HFFxobh8zC0uM3T9\nEpm0SVFxEE3TWFxcLABeXG4vqWSMoM8NloDqkhDJ4XcF2La1kdrqIgRB4Mvf+Fu+9Y3fwLIstDyf\nyrIxDRvDAMGwHHmrNT6avebRZpommnVb308w8blUXBK4ZAHFKxPwuinye/G5ZIcML6+T4lW3QzbP\niy/nwRb5bDG/X8cVXcdcI78bhkFuTfEmkzUKRrXJdI5UziCVzZFJaxg6ZLQ14InhkKgNLGwTcqbB\nMy++xuMPP7SWMa4BPiQFRbBQBBtBUvEpEpJo4JJkZFHC7XHhy6NEJRlZEEE2cEsKkixukEpbR4bC\nGgJ2TQ4MaYN7vOUgJ7kFGLQG+LFyBdCMkZc0E9bXd9PSMHSbnO6cq2mAbq0po1jrRr+C6FA+kOQC\nkOQv/vUcv/XEfmxBWc/QbGlNTWUd6GOtuWUUMtGNfd33Ae+8n3SYLaxngaYt8b1XLrxvvPlAlOam\nTZu4du0aALOzs/h8PlpaWrh40VGOeP311zl69CgHDhzgxIkTaJpGOBxmcXGRzZs3f2DAO7R/Nwf3\n7+NQRz3/+dP3omfSuCSB6lA5GUPh23/3Ci+82EcyWU5vbxzTXcLmrv0EAgFyuRxVVVUFsdrKy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9ZC2LfH6Zcl+A/Xv2MT3Yw+6DT3H2o1s0b9/Dh5ffp7AS5fCZ5xi/dg2ApZU4j+4/RHkgxN1r\n93jjjUscO95EfcWjSEj03biO6smRy9pMDN6ge88+zv74x2RWTQqWxOL4OFUn93Lpxn0+99Rpwj4P\nZYEQ/nALeWFTXRXEo5WST81T27CNg902Aa/F9OwEHj3AjrZ2TFHAyORYTeZoai0DS8PMGdi5FAN3\n76LJPm733GF7VxeSrpJcWqT/9m3qm1uIVFVx7851Hn9kLzeu32ZxaYGTp05y894gofIIa2trlFT7\n8JeUIGyZbDpLa73jFCFJCvNzi1w4f4l9+/bhCpbh85fwN3/5n3jmC5/hxu1rJGNJNK/OwMgA7dta\nKA2UcOnaVSqrImi6zWDvPVrq22htayCbyJBJpQn73SBZqKZJLpNC94TIGjaNrS3Mzc9QXVNJZ2cn\nr776Km63l4wdJZpcJVJRhZFcY3ZqkqA3QP+9AaamprBt2yEtCx+FQoH0WgqP5saturALNuFSP/FE\nElXVqG0qlq41DZ+m4lYdOTBT2szQ8oXiYotSDAwSoDgZnQXCcixt1oOGEA7fSmAhC1AEFGTQZAVV\nEsgoSEJGkWWwBZItwMojTED2IGsCxQZMw3HUlp2tvxBgWE4pVpG1jcVW2GBbxcVXsZ2srGjPU6IJ\nomkTExW3L4isWGSNHAo5FLcbI5NBl2QKQmAJG0NYSEIgW0XpL8vJpITklDIpQvcVRUFSVfIS6Agn\nQzUVx9XAFFgYWGiYKEiShS4knKTY0fvM2TayLVBlGaHYCEVGt2xkU0ZSlY0SrSzkYlAzN6yHHGdy\nC2FsLZM6mxJssaW8aTnGqpKKJDvHqYpW1BHdJN9rtpOxaarhIG4N5ztqmoJkyc6GxnKQrEjO/ZaR\nQCr6CVoWlrCc4GzaZDJpNHcIVdWxUcgYFqqs4NKcDHs9NV8HhQp73VevyOX8GePnHvCmF9O4PBJV\ntWHWomu019aQTK4SXV3m0aPdzC4vIkSSxw8eYGpylsSqwaLLorS6HYBPfO1LvPP2eyipOFZ6gZEH\nefbu30NDQx2BUB19A730D1+lvLycmZkZHty/zcFdbexsaScxt8riSozvvH6bgYEBDh48RVt7J6MP\n+jh14iifPr2DuYV5XnvlH7l7a5lD+7rp671NKrHAp546wdRULyNDUX70+tsossrw6CSWJNHS3I6p\nqvzJf/qv9I+vUJFWqa4sxcgJsrkcuu708Grq/LjWggyPTWHbEl1dXdzq6WF7YwsdnU2oigA1yxOn\nD7KaylNb08Bbr76LLMvMTC8jWRJDC5Ps6GxjaGIcr7+UyZlhku/eosQT4khViGqfxJ1bM5y/eYHK\nlt107T9MUIpjZ/JEV1P4g9UMjc0wubDKS+d/yPHHD/GVX/4cH164zHsf9XHseDuLMZ266iZMSyLj\nzfA7//YP+L3/6y/ILiwTkiVanvgU7370EdMx+PTTv8Ds9BCtbY2olswPzvby9L7t/OC732L//v0A\nBFygB0u4dP4so+ODdO0pIeDaz+zyVcqVHdwZuMmZp58im5Y5evQo8aSJ11+OLksMjT/g1/7pr/HS\nubNk/X6SeRtJc5PIFSC5QkOkjMzaJKnUGp1d+4gVVEqbWsimV9DcfirqQo6Oom3jKhqa5tNJvMFa\ncqk1IlVVZMwFSqvrGb78EUcefZyl5UUaGxsZHx6koj4AgMvl4p133qFQKFDiC6OpXiZHxygNBNnf\nvYdMPs0LL3yWv//2D50sIZsFYO/evbz8g+/j9XqZmZmno6yKK1eucOzYMaanpxm8f5cXn3uRstUk\nb7/7Dh6Ph8uXL9PQ0MDQ5DSau4xjJ3dRV11DqDzEy9/9HvlUmurqnXgCQZaSq8yMDxPwhvnCl79K\nLJHC71coLS3lw7PvkV5NMDI8jK9I/i2tqeTy9au0Nzeyu3MHL7/2Jn6/AzaJRqNks1l01VH6T6fT\nmKaJS3GxtraGMHPouo+xoT7cmo6Vd5Rr1sfWkqRtKQ7vTtoKTFjPiB7WanyoBycco09JktAlE7cq\n45YVFFWgSBa2LW30w1y6A5wwrRz5gsAWjhWSQEWYD7sJAFjSpuiwomhOiU9s0hc2+lm+StqaK5mZ\nnWd2YhQrX4mOjC0kVCQsWcbYogRi2RaSLTYSuQ1S+DoB+2NcNScDFeRtgSWbGIqEIcnoloSpyegW\nqAWwXBa6riPZFhibbvKSJCFpCsgyulwk2+vahouFnXfUTkxr0/NOCAtbFJCKZrxbn5UibxWpdsA9\nuiwjIyPLjsnuVuFsh+S/bsSqYhoCSdo04ZVse4OWsKFGIzZtftYBRKa5maEdPvYYuVyGqYlpMrFV\ndOUnLZi2jp8GZPlp4+ce8O4OjGPaNvfujVNdUUZFJEQBFZfmI5Y3cJVVcPejZd56+4ccO3qUgpXA\nFwoxE1vD7/fzjW99l+7dB6iqb6XEpTAyu8L41DjV1ZVEV8fwSTlK5DyZlWnW1hqor6/n8u27TK0s\nocpBbvW8T3n9dkrKK5maGSOdiZJMp/iTP/07TAU+/cXP87Wv/e/8zv/5mxw/doR/8ku/wO3bt1mc\nm8Ql+Thz6gSZTIYfn32PSPUeSr1R0qkog2MJ9nTvJ2aOcPVqD3s6m2hqrGZiZp6enh4AhgfWWErH\nUWQdyxbcuHUfyzZZStlIYxMEfBL5HBQsnUBYJZ2cZ/fOBu71D5PO5KirruDQwWOY+TSnjh5mcrSf\nzz5xmBI1wPjQFKqW5GL/Ak3bD1LbWIWVmeBYRxuptMzy/BwzMyuY5Lk7mWFifoUzx3Yg5WPkFn3M\npUrY3lbL0Y5d/PHffpcDxz/BvoZqZmdv8ewLz5EpaHjDAZrrtnPjyg3knIv6+hCp/AJ+zYTCGvdH\nJ/DX1FBaGWb7jha2bXN6l2Z2Db2kBMm06OruYmp8mgfj7+Bzh3F7o5SWB4jH46hykGg0RVl9HamM\nj1jGIFIdIhCoQIrDvvZO5qKLePydJFYTlDUolPn9GJkCuRTMzpm0eAXRpQX8JTrzyzGaOrooFArI\nbp1MahWv28/K4iR7W/cy1H+Lam8Jflnn/p0eqqqqAEdJpDwUZHFxEU+4gsrKSnbu3MmtS4uEw2FK\nw1UgZFobm2lsbGRxdp7yujCTU2PMzMzQ3d1NLBYDIBAIcPrUJxkeHmZ7x04GHzygvLyc5flZxhYn\naayr49atW+w/8ii5XI7u7m40TWNlZYVQKETWUgmEy0llkqyMx5gaHaSuvpm62mo+vHGbE4f2YQTC\nzMdSpE2ThuYm3nnzLT71qU/Re/ceuVyO1qZmPKrCy6+/ypHHH8dEoHs9LC8v43a7SaVS5PN5dF1n\nZWUV1ed4+Xm93g1Eo8er4ZJ1dFnGzOXw+FzYlk0gEChu6OyHbINEsackhOMzJ9ga2H46Is851lFg\nkWQZRXaEmnWVIspvk6O1UV4EwCFsO64AVlGVZBOluc4NXJfCsm3bUXERAstUsGxrU9VDCGoipUxN\nDmGmkgR9Hry6B0VyUgxlo6T2sDyaZK9nsZslTaTNV3h4kTaEEwhNJBRNRUiqc7xtYhWBIrotk8oU\nNo6RiqoqiiQjVBmhyI5DuqIgFfU0wXElyOfzGGZ+y/MwMa0ciiV+IuB5XFsEuZX14C+DXsyiVGtD\nyebj8moKCvYWB3ZFUTAt8VDAW//uH5/O7wtFzqFC/727IASqouDR5A3dz60sgY178f8z4P3cxaP3\n725hV2cje7q7WIlHGRmdJhHLUO2vYnZxiXPvvE9eyXPmmePUNoaZmIlz+fYA926PcunsdXySn/qw\nztWP3qPvwQi5+Aq1pW6WYnHiiRw3+3qpq2/k1//Fb9HZto3rtx8wNbGMYnlQ7QLHjp6h2htmZnyS\nL33py5T4QywvRnnsdDcvfuYofedeZvDBeX7plz7F/Px9Xnn5JYYGBrly6QqaR0bIsGP3Lo7u38Oe\nNp3HjpykpqKeoFrB269fZHF4gice3YnqFiwurVLIFvBqzi64qjaC2+VjYT4JWHzpy5+lsqoUyJHP\nS8wuLuMu8bG8Mkt7QwO7tjVjJHN4vV6qIq3cvNXL7MwkqlAYH7pBQ3UpAw+mWEvOUXCluXV3lMOH\njjF8b4SpaBKlpIw0BqeO7mViYoF4No872EnPg2nWEibzK6s0t+7jm+/cZPe2AOXlpfzOn38XQh24\njChvn38f2xOktLyZ2ekBVqYmOH/pBhV1jdzt62d7awduW0IpGKxaAfK+Sn712eM88+LzNG5rI246\n/wH9FVUsTo6hqzq9Pff5zKdPI6s1VJVVc+vGJR575Ci14XJUO0eJx8vMg3EipdWU1lTT3tLMy2/+\nkF37OllYnWEtl8TM5lnLFihkM3jdNsvxBOGyGsrK/ZT4bDq3NzI0ep1gIEJJIIS7xEf/jTtYwkXf\nUA+m5ce2TdweP55IGFuVcWk6Lt3HzMQEyZUppqdmCUSqCJWXkykUGOi/z8xykk+eeZZ7vff5/g9e\nwuP3srQ8T8ivo1gmfX2jVNc0EF1eJuBxnvk3v/X3eEp8GHYeX1Dn4vvvIlt5EvEV0okkImdjmyYv\nf/97CNlFoWg14/V6WV1dwUgtsboyj2VZBIJBDj9yFMXlwRv0M3TrBlOzk4TDQZ4++TSBQIBEdBEj\nleLejRvEVhbJF7IobjdN7ds4eOAwwwP9lFXV0961nVg0iiLLTC/M0bqtnWwmg8fjQTFtokvzCDOP\nW5MRIodLVwmUBBxVKSFhCROvXyMU8qCpjrKGzGaPRVEFsuKIEkvyZpBaDyySJKHKzlQk0IWGS1Jw\nKRKKLJBU0FXNEYWWZRRVRtMUXLKMosjkLAfNmM/nSafTGzOXy5HJZMhmsxvox/XXQtakkDUxchbZ\nVJZsKgumgSoUFFtFsgUyJukCuH0hCoaErGpYisDv82IrYOXzaMjYtokiW47YsnCUYcTHiO0b2ZUt\nOyVfY6vPnE3esskLQd4yyRoWeaNAwXQoDznDYDVnOJSI4swWFVESBZtkxiSVLLCWMoit5VhZTbMY\nTbAUS7IQT7CcSBNPFogl8kTXcqzEM6yt5lhaSxFNZYln8mQyJtmsRTJlkkpbpDM26axJIWeTESZZ\nowi2ETqWLSFsFWGrKLJ7S49PQ5IUNNXZJGmKjqw5VkmSZRf7iTaSpCDLKutSZA5lQcOSJExF4PeW\noLl86C4XO3d0Y9oqkqRg2eZDOqYIqchJEBvqOor0s8Pazz3Da6qrJlReicgnqIsEELrO6Mgk589f\nZG4uTmWkltGRWWRLoaW5lqb6ChpqwpSGBC2NtTQ3NjA8uszzn30K27C51nOb3e3t+CoiZE0Fv3YM\nxaUzcPsuZdWlfOaTT3DgyHZee/l1EmsZ6poqUd0Sh9W9vPPj18gXMjTUlmMXbMpKI3R0dPHWm+/S\n1LSPbNZNpExnLpri4MmDLEUn6O0f5dV/fBNZFDjzVAd2YQo9sMwjuw5SUePi3fcu4i8rZ2JpidX4\nMsFgEH9xxzy7uEIg6KOpyUVpuYe/+s/fobLSz4tf+TT5dIa62hJWFmOMjk5goXDugwssLaTxlpYx\nPjHMjq4WUH28evYaKctmWWRpLlfoHZhA95VQU91AIbVEIrbImgmVfokvvvA8/+GP/5gnPnmUyesf\nsDq1iuryIcsacriFf/f1b/HFJ46yODdOuLwNwzNJa00Z5ZEgNdV1VEdKqSj1kMwIUNwULJ3lySE6\n9h3C5fMSUiGtNnL/bh9ytJ/2wy/w9o/+kQM7m5AUR1cxGKzkws3zPHfmC5iGRWPzNkYn5tHcfnLJ\nVdKrUZKrSTKWRsOOFkrClaRyBh0drUxMjiAw2bOvk3PnzrF/5zYKtodtrTXMj49iWzKWopLO2zS2\ndbI410dCLpCIpYhEEpT5wrzz0Wvs2LOD1197h1RmmdbmnczOzpJKpVjVNGpra/GHS0kkTIcyYCvc\nvHGX57/4OQqywvT0NFdv9JDJ5JiYmaO7uxvbtgmFQgwPDhDwulAtFxcuXKajYxvl5WVMjg4BsLwU\nZ3x8HEmSGB4exqu50JDJGnkM26KupYnbV6+RSGWoilQzMzFGweulOlJNJpOhvCJEfX09s7OzVNbX\ncvjwYcam5rh06RInTpxgeWaJXU90cXugl8npKWaGB2lpaSeVSiGEYM+ePaylc7z33nskEgmW4ss8\n88IX+eijjxjpGUTx+Gls62BwZJzoWor6mkrm5ubQNO0h4eStjt4OiCVHXXUlFRWlG/D9grFp97LB\nubI2Ff3XIf+imAltde5WFRmwUYs7d1WV0BVQVVAVFUUt/l1WUFSQFRtN1VhX/V+nUGSz2eJCvGne\nulGKEw/bFdm2jVHIbFrjGE5vcHVunJr6ZsrLy4kuRZkeGqCmpob46lLxe+R/apny4yohQmxKhG28\nj6IOpqxsuafOa0F28kfTslFNC0kykR6C1RQ3C8rmMm6ZRZcBNukF5jrwxLI3aBWSLRBWHsFmtqVL\nBceVXZNQFOfZaEIFIeFWQaiO355tb7qTrwdyIZSi84VwStA8HOw3VV+Kmx3b2CgZ25ajvgPOM1Ik\nicW5GY4ePwGKzOD9PsoEhEIhEsn4T5Smix/y0L3/WePnHvBkt87oxCDp+CTVZa2MDY9gylBWV8qT\nT51kanIJXWljfPoByYLM5PQEn3vhKVprA/TeG+HqzWEUEeDrf/YKUsigqb6ayZURet++iKaU8PyX\nP8HZD64T1GUKqxrBoJ/schnJ1RTxtMHllz/E5/OhuKC2KkzIV4KRg+WFaW7euUYwGMCWTB47uo0/\n//rfEzx8BHcJXLz8LprpI5PJUFUXJp1ZY3EtyLl3rvHEJ4/zre9fJiupzCY05j+8guYtpdxTQi6T\nQhJO7yBtSCTnF8jlDFYWJRoawyQSq1y6cgnbjNN3t4lTj7UT8qv8x7/9ES1tVVQ1NnLn3ihdOxt5\n7ond+N0Wpzt3IbtWuXDtLrZisaujg4AexIhP0xiSyR1qIBJpIlQe5Ny7Z3nis0/z+vd+xOMn2/jB\nGw945olTXL7dx5V7I1TYOSp8E3TtOsFrH/ZjZmzmxvtQV0P86pefZi2d4hvf+AZP/fLvIC8uMTA/\nTG19A0995Ve48crXycSWqWlrR0vPYXsFd3tuUunVGey5w6knXwDg7M1+Xvzi85y/cIvG9lampxaI\nRMpZmBvGHy5nJpZmeX6C7d1P0Xf3PO3bjyFLBSbn5iC6QFllhG/+zfdpbGxFMjSau/ay0nebEmRy\npsbBxx/h0rvX8bhlhBUnny+h+5HjkM3hdSvEFqfRd+zCHShldnGc1fgiDe1teNwaqmVx9ep1qmqb\nkFWFXE7lweg8nbu7iCWSLC3P4wuEwJL4hS98ifPnz7Nr105kWSaWyVJTW8F8dJnVkSH27d5DRW01\nkYCLN8/2AvDYoyfJJKPYtk0ik6X7wD6GJ8aIZQ2MgkRZVT0F8zKKJIguzxMpb2Tf8SMsLy3gUnSE\nkWdueYFsOsfIwH367tyl8+B+qmqq+NY/fJfnnvk0s/NzyHaSi2ffpb65FXeJj/TqCsFgENM02bVr\nF9HFOUZGFwiESkkszJNdy1NVV0N/3wjdlRGW1tYIlvg2OGMed9DRTcQpffl8PjJr0fWCI7pLpb6m\nGq+uoSKwVAVT31Su14vEZEk2KCChmJvEb4peb4WC5SD4ZBlbslCEhCLpTh9JEbglF4os0FSrKIul\noioSjsK0wIHwW8iyjm3LgNODEraMZW5mBqZZcIKLUDeCgmU4IJX17GAd8JHP55BtwWjfEgXbJJNy\n3LtXowtgCgQGFpYjXYaNJoFQZAqWwLad8qNUpDjYGNjCRkLdUjJ1vq9hCyzbRpIc4ItpC/J5QWYd\nFFJ8H5KxueDbcrEMmNsS3KQiYV/e6ClKRS1ObGsLl89AsmwUXUaTbUdVVFhomoZLUTe4nS5LwlZz\nyKoHBUEhb+NzuxzpNElGkmRM4ZSYKdohIVtIqvPcTYFj4yMEigIyMgiddRNacMBJNgIn/DqBb3x8\nnNHRUSzbKcPOzwuEraPK6sbzcSbFc2zyDX9Wnw9A+f3f//3f/+8JWP+943d/8zcp5E1qa+uIRCrQ\nZA+ZeIr8agaXy0tidZXb12/wyP7tHNq1nYaaMBEH4QAAIABJREFUKob7B9HdEaamojwYmkQO+Dj1\nzHFuXLtJKm5z58Ygp049QkWVTu+ta5SVldHZXIulCYLhcl56+yKj00sMj04SrihlORalsbGO6akx\nOtpbuHK9h9r6BgyhUuKPUCjovPXBZfyV1QxO9HNo9y4eO7Cf/qH71NaVU+P38/Tpx1mZmSEvw9Ts\nAiuLk7S2VFJfWUJpIICKxHw0heLygKrytd/4Lf7wX/8ukaoKDNukqbWFrzz/CeYmZihRQwTcKpKV\n5C+/f5H21hYaKvz8wotPcvrRR7h55SM6W+sZG5uid2iOizfvkUVB9ytsa2hj8P516qrKiFSWc753\nge+8cZeB0Xl0r05rYwl+W3Dy5AGuXh/mi899iR+9/QrT83P8+pnDNHeV8cp7af7uu6/Q0tqCT87x\nr/+P3+DE0SP03L3L8OQ0p548Q1v7QW723aatto68JePKziFnYmTyBWaWLeLxDLfvDXF033Za2htI\nECQhfNR0HsS7PEZ89D6zqzm2tbWTWhnFo3tJLS5y/s599nYfh3yB6oZazIxF0G3x9quv4LZXCVc2\n8+blHvz+UiprGzh4ZB+SmmNiZgZ/XT1llRFGhhboHxvlkW1VFJKz5IlQWVZFIRnlg0tvc+DAEfrG\nJ9C8JZx+4jQuNUxsLYrX6yHo84EkY9rgDwSYnprFMC18/hIiVVXcv36Fjy5e4vjxY7z88g948cUX\neOONH5PNZunq6iS5NIXf7+fOnUHqG2pp39nF8GA/BeHhyc88R3RxnNXYPKPjE8wvRDFtm8WlFWoi\nFezdvQuXphAK+JmYmCCWz/LkM59F9aik15YRWJSXV2IIQTgQZjWzSsAfIBAIoskamqxRWVdDJpdG\nsgT3e/soLa/AzuQoWHk6tm1nZGyMhaUVRoYGsSyL6ZlZamtryefzLC7MU+ILsra2SjqdJhQKsbKy\nTC6Xo7m5jVh8BZdbw+vxks/ncWnKxuIS9LrZ3dFKKOBGVxXcuoZL11Blie5Hz9Bz8R0USSAXlYIl\nYaNIoEggYTv+cjJFfzlH8NitKng1DV2VHNKzKqFqoCryBmhCkZ1FT5LFhlDx+qLnkNM3xaLXs0wh\nJEfRZQvQBCGwhYlVBMCsUzUkScI2LQqmiWGZFPI2BdOx9SmYFnnDxLAsTFOAcJy6LeEgMyVb4ku/\n/D/xrf/yt841rfct7c0M8KeRvS2rSJ63N8n2ArCEjS05AcIqZkqmbTnXY9kYlhOMcwUD09xCcrdM\nR0mmsElkLxTymIUCBcPELBgYBQPLsDANC8N0zmWYNshOIFF1F5IkI8sSkqI4CpaiGGhwpmVL5E3L\n4ZVagt0nnuPaWz/EMClSHhzBbFnSUNR10WfBOi/SQsW2NrNU53dLBlGcW6geHw94H+/hPf+VX/mp\n8ebn3sM788njNLVUs7ASo39gkeptbew6dJD2ri4OHuiirEwiGPCRis5x8a1/JLY4j1tWuXbrNv4y\nP4eP72dtZYyRvgHOPPEptnc28au//gLTM8P03h+hdedeLt/s5cK1u9ztmeDi5Q9x6zo72ho5cWgX\nDeVunj19mEQiwXPPPYfL5eLEgR3saa/jyRPbeWR3PVohSsjjobUhQkOwiZd++DY/OnuRULCCw4ce\nZS2X4s1zb4MLOpvCTPZP8MlPPItuylR4fNSVBRDZVTqaqsknlqjwOwawu3btQnPpuDxukCU++GiQ\nqtYGOg40E8ua9I1OcepQPSOjs9Q0NRFLpvnt3/tXqF4vs4sJcqZG78gyfbNz9I2tMD5Z4Huv3KS2\n7Qh3h6LEbJ2x6UWe++Qu/sWvPs6JXQpKcpFkYpG/+q+vc2Moyp9/49/jCrZQ7XXT03eDr//VJRJy\nlt/4ja+wvzNAa22IkYE75HMpVhJZLNmFZVmMD43Q2r2DQEUdKxPDjDzoJ54x2XnsDMPjD7j40QWe\n+9IzVJWGuHZznKb6BhYWFgCQfV4qOvZjyxLvvXsWd2kZeEL0jy2iuxtIJGOszMX48P2zBL1hlteS\nXL7eQ822LuKGwiPbm6kKelGNDN7SBiLlVZTVdnDu/at4JDfK8jSriRj9UzFee+ssLqNApFzBKKRo\nqtlOIpHgdu89JmYmcXm82LKjMLKyssLExMSGd9r8/DyyLNPf34/X68XlcrGQjLLj0B6Wlhdobmlk\nbn6GpqYmXC4XhWySbDrF6IN+tnd0oqiCbD5DPJFkYmoRgMmpEcBiYmKC+bklwuWVxBNpFFkwMz2B\naeQIhUJomkbI5SW1HCMXT5DNpllaWsDr9dLW1oau62SNAnNLC2STaT449x7TE5OEykrJ5HO43W7K\ny8vJZrNY+QJN7a0MDjpBbnx8nPr6epLJJIqisLa25nDugLm5OTLF3p0Qm+7mpmmi6w4kfJ2H53K5\nNkqdtTURSsN+XKqEW5Px6Ao+t47X5ZzXpSroiux4rCmgy5vTrSm4NQW9GOh0RcKlK3hcKh63jtul\n4NKVIoDiYS+6rUPYjlqLVUQergeurSotzpQwzYfVT7YiBtf7i6qqbhz/cfWV9XOv//vHy2jKFkDL\nx8dPA+c8fH32TwhOG8LCEBamkDGFjIWCKWwKlkneEBvTELIzt3xvYOOa13uGm/1E5SGVG9PkoT5h\nJpsjk8uTzOZI5XKkcgbpTIFMtkDetChYNoYtyJsWOcMkZ1rkLZvCOiHcgiKnH9t2/CDXr0lVVQd1\nulGelLe8d0vA25g/e/zUMudPGT/3kubY6CgrKysk1rLUVAd59Qc/ZveODoIBH7PDQywupSirqmN0\naY35+RT/5NFyrGyGLx3bx8XLPVy5cB23z0d7SyNDQyPML8/QkWogGKhAlxJUBSN84sgebo5M01Rb\ngyxrDPbfR9MkWlqbyOckWnbvwsDN+PgEidU8Q8ML3OqLMb04waMHd1JRGqKhvYLvvnGVUAV88Rc/\nRdjnYmZihcWFafbsPUI6m+LcuY+IJdfY293JN7/zKl4/BPx+oqs5OnfuYHx8CldJKVPzcQBmJ4c4\nceIEpaUBSstCjPTe5YXPfYY//Xd/TjyVp7Kpg9nYGm3b6onHF6lMlhPyl6O6fGSzWTLpVfLpFZ4+\ndoim5hpS6TVy+RRzC7NUBd3cuD1KQQrTNxlHU8Z44theIrUqF+8/YC4uM70U44n9u1nN5nFHIpy7\nN8cjRw/w6O4It65f5pPHjnHkwHbaair5y7/6BtU1ddi2oKJlH7PDM8w9GKRl96NUNTYRLA0gMgmu\nXrnJqUcPEQkIjuw5zc33v01dTYSk0Oi78i6f+l/+DfFCAU+okg8unWdX825iizmWl25xo3+I51/8\nRcoCgtf6e6isr2V+ZoTR6SEOHj7MrWu3Ka/oJGMWyBdM9h84xNzUA+oaT7K8cIHjj52mYGep6Gil\nNWdz7sIFjh3/LGPRJfyxUgxTJ6Go5ONpqiPNdHftJj41T7iukaBL5cp7Z6murybs13GHa0mk1phf\niXLw0H5kGfKFLNu27aFQKOByS3g8HmKxGDIynTvaMK08w8Oj5ISLhoBF5459XLnTw9hslL37HTst\nv7+C6GyUdM7CX64Rqoyg6y4y2QJtrU1Mj49Q396B5HJTVRIkGp1lYGCJippyJM1FKp1gamoK1VIY\nH5pkX2crRjZFoZDDEILFuUVmp1eo6q5hYmqWyspKQju2k4llqY9EkNxuJmcv4fXUYFvO4pvP54sI\nRUF1dQUul4ulpSVMs4CqyViWIJOJo8gOCMHI59BVBWHL5CyJCr9MZbAEl0tDkgWSVFywkRDFRV9V\nHNV+SfUiGQaKpG6UO+2iBZChbMLcVUCSLGQsFEkBFIRlokigKgJZLipzsK7HKDAtB71nFqH0sqKQ\nN2UMu4ALh0KgIOHaAnF3EJoKEgJZcoHseLxJkg1mHklWMG0TUItZhrEJrZedz3HZAlMCU3IyM9mW\nsCUZWSly0SQbW7IRxWxJUdfJ9Q4N4uNSZeu9LllSsIXk+M8JgaxYCGOLO7y8DoTZ4pgurffItvQU\nDYEQBuDQEcCRJLElUCQDRVHRZM0hoiPQZBlJWNimTSpjYrrd2IkCebdKzoKsYeHRHIk4t1lA1YzN\n/qNQMM3NQFuwDfK2goEMEkjC2exLAsclQZIcrh6KQ9QrDkeUQNp4po6rQlEcYMvmYp2yIsQW9ZWf\nsdGA/wECXipjoLv9BNFRVJMXPv8Ixw4f4Ot/8WeYlTtIJnLobomOjlaeOPMY0cVh9u/czx/80V8j\nFIWKSA3l5REqK8q5e2eIZKKAppYwMr1AJmfgH52mtjJCu6Xw4QcXqKiowl8Soqq6gr7ePqpq6nj3\n9XNMT08TqahFUU2CQYO17CqnPvE4K8ur3Orpp6Yxw7a2BqZn49y9NYtHhvGZQfZ3tbD72B7OXxzF\nziZ59swJDu9vw6tazK/kSJlZSoI6t+4PUVsR3rBYAdi9ay/Xrl0jHPY7KgjpHIl4jGC4DI+vgCwL\nfDUVPP7Yfj5490NuXb1ONpkiETUQ5NjVVUlz3XZkkSK+ukAymaWjIcLOzlZu37rKgb3bSa7cxB8s\nw8rn6esfYHgpRU/vAh5Z5s9//39lYXqB2/d7qOvcy/JanNP7wiwvLXFg7256B4YorW1havgj/rff\n+DW+/f3XCVbWsZzSyOQK+HwSGSNNc2sHK/E1SitkxhdtvEE3n3j8MZYXHlBT20ZVUx3fe+MCh7od\n7uT9O31cV4c4+ug+PnvqS9y89haxlQz7925jfHyC0nAjMwnBC4dOUhYS3L2XRna7iMcyhMrSnDzx\nJD03bqC5TELucmJTQ9TWNTE5MczxQ3v54cvf4fSnv8A/fPMbqJ4GFqf78fsEU6qPscFxTCNLXnZR\nUenl3Jsf8vkDx5gcGeTZL3yRxYkHVJWHmYhGGRmZQEKhtr6GQCDA4OAg83MxpmdGePzIEW7euMv2\n7dtpbmxyeGurSTp2dSNpQXw+Nx9++CELq2ucOHGCpcUoALFYjJytUFZdQ0FSWFlexTIlapta8ZSU\nkMvlCPgrCAQCeN3ejUXZNE1qa2uZnBzDm1ojt5bDI2uUhILEomm2de4glTNYWVomu5ogHo/T0dHB\nysoKjY2NDN66S6gswIXzlxB5g6WlJSeLLCtlaWkJt9uNmXd6W+l0GlVVNzINSZJIpmIOzF2SMU0Z\nj8dDJpPB5fGg6xIVkTBuj4aw7E0wimVsEINVrYhLNxzDU6HZSHKxj1W011FNRx5LUWRQnDKltCVx\nkmwXkmyjyA/3aNbLdtL6ciarCFvCsh0bofV+3Ab/rgjosM3N4CXY7P1sOHoXL349uCk4YA5dL5Kl\nZYEhJLBsVLFOMHfI20IyEGwhmEsSWpEuYfLw4rxVimt9bNXplKRiwBOOsesGjF9aF7/eRIBaYjND\n3LhvAod3VwSZOL3A4iubYB57i63O+jWt0wBMo7gBKUqz2UKgKiaWBLLBRvCX5XV5L+dc+SK4ZSPT\nXCeFiy0KOsXS5HrGvv7Z65noVoDUT7tPzudu8TaUHn7P1vFzL2nqisRqdJmMYVIQCrm8hz/4N1+n\nqnwXpaVBgsEwjx3ZSyq+TFtDA6mcxbmrH1Df2szuPd2MjY2gaxI3Bi+TzC5TXRGmp68HXdXII7Ow\nvMLt/j7+4ZvvkjJdLK7lWVwqcP7SNY6dfJTKYJDdXZ1U1lUxtbCAIYWJ530kMiVk1iw6myPs2Lef\n9rp6zjzWyVNHG+lschEKpjm4s4NSKcfFS+9y6OAOvvylU8Tmx3nph+/Q3t5OY1WEnXXbqfS6aa4O\nIFsevC6dpjrHG216IUYWi92d2/ifX3yB1pYw+ZzFg/kMQzOrxLIwOTTI2MQkL3z+M7S1N9K1o53y\nUoWDB3dQVdnMUjTB/aFZHozHKeQEZx7by19/5y32bashml5AdvmxvToRn04ik+X06Wc5fWI3/+qf\n/wJT08N88P4dlPI2/uLbL/GLv/w0Qc3CK9lU+11UNDcycP0Cu3e2Mj5wB0VTqYjU8e9//1+yvbuL\nbY1tjN7vxbIlKhqqGR3v5ejBkyhmCJH38Lf/8U8xJEFiLcsnDnWx59TnAHjq2U9y7/oAR3Y8zurS\nIqWhOkan+mnr6OL4od3cuDpAcm6Z1gYdubQKd0kZhx//BHU7uqltbCI6McbOrgYmpoeoralkcmwA\nr9tHbbnCaz/8Jk8++XkmBvuorunAU1rF3gN7uXWth8HBB9TVltE7Pk1LUzOjD4Zo2rmb+eFhJoZ7\nWJybZ2ZpkWs9PYxMTCKEwczsGKowmFtepP/eMKpHw+PVMewcPn+YS1cuEyz1kEzlAZWL1+8RW4tT\nKFgobp36ylZ67z+gJBQGIBQIMxeNUVpZQ94QuN0lPPLII7TW1zMxOoFhSKwsTJNNZhCmRTAUomFb\nK5FIBaWlYeYWlgl5ShDCYHpilBJfmLu3e7AlSC4vce3Cu3Q0N3P7+jWy0Ri19TVcPfsaSQt6evqp\nrqknGAoxMj6BhURrazuWJdA0F6WlpSwsLGBbFi5dR5FlhGVj5AukklkHbGFJG/0zj1dHN02qK0oJ\nhwKosoTXJeHRwaXaqIpAK8Ygl2zhVmy8mkaJy4Vb0/G63Hh0Fx6XhMcloWsCVbHQNYGrWPZ0KcrG\ndLtUdFVDk2RUJGRbINsmsi3Q0Iu9IAm7+EdIWxbzIhzeNC0Mw8SyHNWXgikwLMjnDSTLRFpXIBEG\ntqwhFB1Up3SryRK6rjt8MJeKrir4NBUZCVWS0VUXuqaia2w4GgDIqoyiKWiyhUdzaCaqrKDKyobh\n6XowFkJgChvDLvYJCw5p3LALGJaNaW5Ow3Jc023E5ixujrDFxhTFDFM1bdwIfCr4FBuvbOGRLHTZ\nQpHNIiVERZgywpSRhYZlShTyNnkzQzafI5HMkM3myZkSGcMgnbfImTLpvEU6bxHLpohlU0QzSQDy\nlsC2TMeYF4Esq4CMMASmYTslUGQKclGBpVgV+Hip17IsTMvC2FKSFUJs6KpIRQCNJMn/Hzor/wOA\nVl79/l/zS7/0VVz2KqKwxvDwA8ojYW7du8/oyBinP/EYE2OjlJSUsLS0xNjILGXhemLRNaqqKjl0\neD/hcCXvv3mdisoQkUgVmUyWQiaB2+vl5vV7eH0aJ08fYGVhga6OVrIiA5KPW7dGGZ1f4nb/CHt2\n7kMyE7TWl9BaU0nQDfv3VjCzNE9iZYXx0XncrgCVNWXMzsWZm1tjIZpnIuNnLV4gY9r4ysLML69Q\n29zExSs9JLJ5lldj/2975x1mVXnt/8/up09jhpmhS+9dQQREBJPYIrEHo+aaWK+a3MSoMYk319+N\nLd7EmERjSVETY0kiRsUaFJQiRQSUKnUow9Qzc8qu7++Pfc6ZM4Bdg8L+PM95YPYp+333Pmevvda7\n1nfRs88RtLXU4yZTnHTCZDasXsV5//l95j74K86fNZ0lK5aztaGJuq0NCMlj3NARdC1z+PY3v8Ke\nPXtpaXDZ3drOOxu3s27TDhzPo3vXcjTZYsSwIaSTDn17VbN1TxPJjMllZ03nd0+vpCJiIJwoUbuJ\nE740jYqu3fnVvX9HdmwUL0WiSw3vvvsO7bu3c/nskxjRNc7WhhS2EWLA0JGsXLyEsWPHs3VPHSWV\nPZG1Eh567G9885KzMduSNKT3cvRxZ+IKla3rViDZLuF4Ja3NG3n40Yf49gUXEoqU0tySpFefgaRt\nhVi3gdx9y03UVCWQwzKDx44jnU6ys24rPWt605a1WLV2Ld+99DIczaW5sYnh46aQthxEqoV0WyO9\n+9TgOh4l0ShVVSU8+49nqaopwUnbJMrLeHfbbtZtWEPP3v04YuAAFs1/kSED+xCJV1FWWYUnq9im\nRVtLkorqaurrttGla3e2797Jts1b6NfnCNqyglgsyrBhw5AEPPPiSwhXxs1mGNCnG7KiUFPdg5qa\nKpr37kGWXOobfP3Jnj17snnrVlSjBFVW6du/H8+98DznnnceP7/j57S2ZkBS6dtvIOeceQaLFsyn\ne88eSIpKQ1MzuipRW9udlnQ7I0aOZNPa9SiqSjjsdyioqanBcRwam5up7dkdYXvMX/Q65SWlmLbL\nyDEjMU2LRDRGayZF1z4jsBp28e7WbVRXV7Nt2zYyuTBma2srhmEgyzLJ1hYikQjJ1iZCIZ2mpkZU\nVcO2bUpKSvzU9bwhFALhZknEovTo3oUhA/tjGDqd1Sj9C3i/sdPYuPTlnPHx1+F0VcFQZf+h6Biq\nhijSa/QNiy8dlt9WCPnRURReTKHjQdElT1O1nFdSVCpQ1JxVkiSy2SwhXUNG4IpcAbrrYtsd63aF\nNjySkpM8E0goyHKuA7mioebWMxVFKXT0Pu2c83n6sb+gqyqqruE6Hl5R8TX5Yuxi7ypnuERxqFPa\nt8ShwyDk1yzz2pQAXtEaoOy6SJ7nl3Aoft2ipiq5gvyOZB4f32hAzuPKby4SlHZtP/rouA6242E5\nHh4ytutrdvotnmSOP/ksXn7qETxUPGQ8ZBwh4Xh+IpEtwPJ8w2fbvkHLG7Pi7hwd6jCddTr3pfj5\n08698ICvOegenuOaLFu+hHWb9iJpFehEaGpMIRs6XbpU8MbShdTW1pJOp2lra0PTYdeuOjQ1jmna\nbN6yiVS2hZNOnEhtba1/5xkOg/Do07sn06ZNYdd2m8WvbcKWIzz94iJSe/Zgte5g0tjeXHja8Xz7\nzC+zpW4tZfEEbfUp3lm7nh11e3j+qRVs2NjIead/jVO+Op3Va1awYNFi1m/axo5dLViSTXvzVuJd\nq3hl8VrWbrKw3Bibt7dQ3rU7W3bupKSyjIWLljBi6CC69Uvw1oYF3HbXjwCo7l3O3b/7B827W+ga\ni3D1xWdz5OARvLV2LY0tEv/3iyfAkunZvYpNq1cyqGc3qhMxSrt0Ac+iLGHQ1txESSTBy6+/QW15\nnAHda/npH/7B5P41vLniHVpbk/Tu15X/99sHufO+V6lK2Jw0ZSBbtrzLypVv0X9QDeG4S0ncZFcq\nzT8XrCGTjrDxndWcfNq5GHqYkWOPxg2VsGLVWmRNJR4ro1fXfow++nia63eiWq3cd9cvUeUQoaiC\n6yj0HzSGrlXdsG0HRTbYu3kdW99+CwAZjf59u0I648ujvbuJnt170LK3kXe3bmHzli1UlpRQ2qUH\nqutipRvR7SZ6dq1A8kw8LFKpFF7W4s0VC5k5bQbRiExtdTdKy8rZsnUT7akWBg7sR0NDPcdOO4Zw\nvITtu3azZt16Bg0aRFtbG2bWY+vWrVTXdKE967C3uYkBA4YgywpNTS20trYyZcoUNm/ezM6dO4nH\n45jtrVSVlrJr1y4WL17s912TFKxMKyUlJdTV1VFTU8OwUSMJx8tYvXo1f//730kmkwDsqW+if/+B\n7Nixi6lTpiNJEuXl5QwaNhxbQNZxfS/L8xg4fCi2bdPW3EIqZRIOx4nFYqxatQrbtuk7sD9WLpMv\nnU77KeXRBC++8hKu6xIOh5FlmSO6VbN7b5La2lqampoKYaKKigqamppwHL/eMJ1O5ySo/LU7Nadu\nkU9SySex5FVNPGFjGBqGoRRUMIoTSooTS/LP5z83n6GpSH5Bua5qGIaBruuFBJqPSrGSSv5RvK34\nwl4IZQpBJBIpJFN0UkspyqDMvydv0PL1fJrWMe7ixIn8/gHCukHECKEovth2xxpgx2PfpIvii/7+\nSTdep+eLWwvlDXlx+x1FktH2OTd5w1AcLiwIMu8zLqDTWBzbwzIdsraD6biYjkt7Jksqa+LYnp9l\nWbSEKCS58HA8cDywHEHGdsmaDrblYVtewWAfKKHng45F8eNASix5DrrBa9yTZMHLr9PY2gKqQo9+\nQ+hSXsGgXt0JaSqGEuHV1xdhOgaNrUm+fs5suvWsobQqTjwRZteWRvbu3csLL8/nkUde4K1Vb/Pk\nnIU0tduk2ppRDJPBI7tw1OQjyDTXMXJQFypru3LccVNob2vgjeWL2bFrG9vXbSEcK6M+ZaKGonSt\nLmVH6y6mThzP8hVv8q8XnmfUkePYuKmVlvYMU2dMYkTfXlRENNrrthM14rzy+jxeWriaIUNHMPCI\nHpw161SsVDvda0vRlBilpd1oa4lz8623ALB1exI9alDbrw8zvnoa/3fPQzz16kKGD6mhT43BgL7d\nebfe4dUlq+nWvReSIjNpygSGHTGEtWtbmPvyUp6ft5x4tc6M6RMoLTeor9vKd88+ianHTWTqzLNY\ntHordz/8OgMHDGdwf4NvX3QBHgIlHCcaK2Xr+p3MPG4CilvGHfc8Q0urQ//eUSZMHMvSpa+TNi2e\nfellYrKHphtcfP7pjBwwkDeWzKV+41bclp08/fTTuFo5a9evpmHvDlynhZnHHcmC1+bx7JNzwPAb\nomzb4TcIjpTGqI2E+PLZ5yPcJFXxEEdN+grzlq9l6Yo3KS+NkjK3I6NQEVdo3r6Zlm1bSaaSaF6G\n1W+t5dFHHiaTbaN+/TZctxkskxWrVvP03OcIRQzKSsrRrAZky2TnjmZKY7XEYglKK7oiZMGehjra\nHJOYGmJLaws7d+2iR9euNDU10Zg0mXTkGEoSCd7duJWmtnZi8RoGDOxF1sqSsgQ9e/RF02HjxrWo\nYZ21G7byzjub6N29hmdeeAlF0UgYgp49uqEIj6jh66f26TeI2t69CEUMtm1dT339bnbV76LNElR3\n70MkEqNXr77U1dVRXppAkgSDhw0G1yFjptE0g27demBZDj36HEHESLC3uYmaLlWUlpdRXdOFlsZW\nPM8jUppAmDY76jZTUVsJUChAl10/3FcSixOPRH2VF1lCUzxKEyW4tpNbk7KRJQ9FFiAcZMlDVxXC\nEZXyWCmV5VFqKqtQNReBjSpJhUfemwBQZYEq+xJTnueiSKLwyLfzkSUPCReEgypcFFfkwpa5h7CR\nPKuQgZn3xIDCBVpVVUJyxyN/AdckyQ+L5gx4PtyY925lWcaV1E7GDklBklUUVS/8qygKugxRVUfP\nhS2NsE5Y94ga/s22aoQxdD8EC6AZoOr8hK+dAAAgAElEQVQCQ1ZRNInSkIKhgKaoft2f59cZIrn+\ncRB+lmdxmNNzJVwHRL5foEOhKW3+Aq8oil8PKPLrWH6SiiQJZElBVRVkBSTJK4Rc80Y7/7cse8iK\ng6w4CEwU2feoi40skgOSg2sLHMvDsTw8x0O4wleG8VzsfALRPhmzjuOXSKSsFGnLJmN5ZCyXjOWS\nzVqk01kyGRMzKzCzgqwjYboypiuTsSQyVsffWUfCcRUsWyJtU3iYTsd63r4c9KSViooSRo0cRI9e\nvWhtbWXrtj0MGdqf8rIIjqWwZ88eph0xnVi0C3999A/c+/vf42LQp3f3XNPXrqx4cy1tGZPaPtWU\n13QjsXM3nhpm/sI1OE6YaDTK00+vobQkQUnZIErDWdateZvpx01lycq3qdvdyIlfPYXdu3fjyvgh\nJ1XjiMGjeHPtJsK6QShWxpSJ41BcQVNTPU27NtG/7wDe2qjQsDdFS2o3xxw7kpJYV6zUHjZu2MqA\nAQMIhUKsfHsLjrSO7rVdqOrWlWXL/PZASjaJKqXRgfvu/h0D+/Ri8fLV6LrOEb26sbWuiRNOGMpz\nc19kR4PLyG4jWbNpDZYl46jNDB00lPKyKurrt7Ny+XZGDuvDiGnDWbpiNVu2bMNE56LZM9lbv41d\nda00Nm9ld91mTp91ItsbLBq31rH2rW0cN2MY1b374iAzZdRgBg3oz+btzbz1zgYuOOsskl6K2tpa\nTCtNRBa8Ou8l+vfqyZvL3+CoCZPItDdy5snHUFPTg8rqCt5eNo/y8nLeWbuRr3xtNmVRk/VbW9jZ\n5Mf1RwwbwsBhQ9i1ZQOtuzYQr+5DY2srZjqJaXu4SgZUhead65Bkjz49atjT1IAcDtN94EAWvLGK\nCRMmEI/HqayqoLU1RbrB5Z31mxg+8mj++dzTzDj+OHbv3o1jCKIhjVbXpaRLFS3N7aQaGzh5xnTW\nbNzJEUccQVp3WTxvDlOOGc/gwYPZsGEDsixTXduTt9dtoHlvC67TQrfKrpQkyqnu2o25L8xlxowZ\nvP32W7S2tFNb04NlqzbQrruMnDCZZDKJEIJ169ZRWlrKUZP8npEjR44klclw+umnk0gk2LltO8K0\nWbVqFem2NkpKStA0jXg8zrKVqxkxeChZR6DrOs3NzZSWllJXV0ePHj0oK+1Cc2OS8vJySktLSSQS\nrHltNZ4iMXToUJYsWUI0GsXMtJExXZqamgiHw2SzWSRJwrZtouWlYGhUV3Vh99I36FqeoLW1tZM4\ncPHddl74XAhB7x5VVFeVUlYS6pTWX/AeRKFdGbLna2jKnvAV+otCjG7O01BdgZTL2PQkOhk0oJBY\nUnznX+wdFauoFBI7kFBkxW9Lkw95ul5BLSbvhdlCxXFdBB0dFJT82OUOwWs3lxGpqhK6LCGrYOc8\nZuF6WJ6EYTs4dofmo6Zpft2iYeC5fjdyywPh4Beq52r0INe13OvcMqc4eag47V7gFF5X8BCLns17\nbkrek5PIGTwJSXT2dPPkPdqO2kAXSfIQxck1qlY41/nyB13PmxKlELIFyDpSp/Cq53a0I3JcCccV\nkMvqtBwvVy7i4eYK0x2zYx6yTE44wOk4925ujVbu8OrEe9edH3yDV15exaZ369jTsJNVq9YRC1fw\n+muvM2JkTzxX4+gJ04lGZH7/+zs44ogjaN6TpbW1ldq4w+J586mp7o2dkQgRpa2lmZIhg2ltcpk0\nsZbSkhDg0tLSQm0NXDh7Kq7rUhquYcMGhzeWvMLW+iy7W7O8uvAdxowZzJ49jeyoT5LJOJQY5ZR3\nCVNaFqZPSSlzn3iBLjURupRESSaTPDZnLpGIQe/+RzGgWyXLXp/HsOndOe20M3lu3rM89thjXHLJ\nJehZl6FDh7J58xuceuqplCt+eOuE449lwxub6FIapXefGpKpHZiZfqxauprxF53DEQN785vb/sqM\nMTN47e31PHz/i8hSmKqqLvQfNBjXyrJ18wYmTpzIgB5VtLV6vLDobWq7VTFiymR2vb2TUilEa3kV\nXz6yB/XbqtHaQ2xc50C4FMVsYcDw/vStGsy/Xn6D48cMo6wkyrq3d/HI489x5IShyELi/NMuYdmb\n79Ba10p11Qi2z3+WUO9RTDp6NF6qiZadjfQtraJ2WF9IhunaZTBug05lWS92t0h0jSVo2PwuWKUA\nDBs2BElV6RKroom9dOs9imWvvMaU0cfx0BOP898/uAg7KZFJCzxPY2vLDoYOHcqKNeuoHDOGPtU2\n/Xr0YunyVyitiqDq/Vi0+Hna0iYrV65k9LBRrHhjJVOmTKGiooJ33nmHTLdKenXvyjurVzBiWE9W\nrlzKsIF9qW/YghKvpDQawbbaUEWWxt1bEf170r1bJZs3bkBWXGpLE7y24F9EYgrL31yI66TZvXMb\nw4cOZeGCecRiMb7ypSmsW7cOM9lAprmJTZs2oUd1ookIO7ZvAaAkFmL5m8uYOnWqfxEwVBxVATtD\n2FDIpFya25IMHj6M1Zs30L1bDbs2bKL/gN7s3r2b7Vu20r17dzasXUfSyiCEoC3ZTL9+/air20ZF\nNMKwSUeSbG0iHgvT2NjIxq27SMS6ItwshhamvDRKfWMzri1x1JFTaG5uZsWKFUQ0qbA2p8ohVNlF\nl8HMKQOF9BDCyeKoDnFhM7i6lsrKSkqUEvSMn27uOI6/9uQovuKKmZMNM3WE60LWQ3UVLOEWmq8K\nuQ2Rs2v5S29OFxrXzgtCg5szILIbK7yuQwja96QUT0GVVRQ5J2yMr2GaV+gAEHLOAKgdxtSQDVzh\nYmc79pf3AovXjExXQrZUhNyGARgyOLIDKjg2uK6Dp3i0aV6hRU4sApGQhu1ISGkHT9NB8rAsi6wt\n4VkOyBquEHj4MmmO8D1h4fnrb4qi+IXeXsdYJEBVlc5ZqzlboxRJnemqDLhInoMsFGRJRskbCMkD\nX+wmN2cKUm8Arusnxfj2MV9GkkXKKcsID1wPMg64uk40HEaSO8boWWYn5RPHsnzPFA8zm8GyLDxX\n8ddMi9RhDhSWVFQ/a1Rx/YFKioIj2+D5fQUL+3TfO3ApifcTHvs3MG7Ml1AUBctycrFvGdvJkkq1\nUVJShmMLVIVCbFalq2/51SYqKrrQ2tLmNwl0HFD8O4d4PE4m7SsKaLpUWKPQFF8JPhaPk0wm0XXd\nv+NRdFzLLhRnRuK5u2DRFU1TyJoZIiE/dOBKfuFtOp1Gy8X0daUrZiZDOKSTdvyTpUXaaGhoIJFI\nIDl+7N7Fv7vJZrOsX/cagwefioZMKOxL7UTiDnsaWonFYiiKRFt7kq7lA2lvbwfXRdN0HNtDSFkU\nKYYn7S4USTe1J1EVg3SyhdKyGG1trUT03iBcGtTduI6JpkjEM92RNJ1GkSrc7XdFx0NDVSTa29uJ\nRCKgeLiuiWu6KHoYWwgUXDKZDIamEk+Uk7VtyMXUs5kUsXgptiuQZEGysZlERRltWRNhJymLdkFW\nQrz2xv2MGz2TdDpNRUUNWbMdRZSgSDKJaIxtDS3Ew1ruhyija2EyWb8tjWrohXUJO2siSWB5O5DV\nKI7koNlyITSTV8pIJBLIskw6m/HDVq4LwiIcjuO6JqpukMraaJKMJIHIXVw0TSNrmghBofi6oqKC\n5mRrriGqVbg7di2/Dsly/eJs34Py+8llLZtUKkUsFmPF0ucYM2IGkZiffNLW1oah6cRisUK4R9M0\nPE3KpZgLJCFQZQXHsXLejkwmk6GsrAwvt190lXQ6TUlJCdl0Blt4OJbV4ZFZFoYewZI6vATZ9bse\nKJKC4/iNW7PC/w2oufqu/JpV3sMo3GlLBsK1UNWuBS8sX2RdrBoi5RIyFi17mAljZwMUav6KvQpX\nbtvvulC8rpSn8H8vVthWfPnKj7nYG8o/n/dM8+8pfg5AzSVqmKa53/6KL9gFTVClveO9OYPjCbvw\nmVpOzmvJshcZN+aE3HqZH2IVRQ1WHSe3P7njuPmiyqLTsTyQ8e043p11PAEk0RHWy7cRwi1SdiFn\nUMT+xqHYYCGU/Y7VgchrauZ/f57nsWjJP5lw5En7nSORqwHMk48iKMr762AKIe93fosjAB2fJ1i2\n9PkDfsZB9/A8WcK0TFRNQtN1TNNGVsOUlPtfakmy8DwFI2LgptMoRm6yjk4y2YyHjS1ZOJKDIodw\nXIHluVie59f3qBqgIBSVtGOhRkJYpkks6utgOo6Crlmosn+R8z9bQcMgolrIkkpIlXEkCwkbFQ0V\niBoG7dksIV3Hdlsxhe1nlUkWsirwLInSaDmJaIJka73f8sKTfAHUXAJDbSxMk5fEUzxsy8URBomo\njvBMbEsQMyJkrSZMO4WiGngii42JpoRxvCZChkHassjYNjguuu7hhEtxUZD1KK7bhmV7xOVKUBQU\nTccSTWhSmpApIG0TliRSsosi2rAsD1kHoXiY2Zycj+yh6A6q7K+3aLLAEWB5KRTZpc30w2Ou4SEb\nFk6ylUg8QahUJqxJaG4GWwthus1YqVzjTcNA9Twcpx3bbiMcL8FyLerT9UTCNhY6npdFeAoZtx1F\nAUkBSXHxAMt0UDQVy3bxvBhRXcPKgiW5aLqK7bqgKejRMDb+xV/W/JBVNBGnLZlEyAaurCA8kLAQ\nqoTjeCiqilAUkpkMuqwghEskEsa2bbLZDCAwc0omeemqvLFSdBXHsVFVBeFpmFmPSDhGSIuQTqcB\n0CIh2lOtmKZJKBRCSDJp2/TDcWEDSZZxTQfHcQmpGqqukXVsVKGjKf6PPJKIIAuZDL5qiO4p4Mo4\npocka3jtKWTZv/CYaRNV1TA9B031vR3hCWzZAUNDU3XcbBZLuGiygWmbKKg5bUVfEkqWNRRZKxgU\nVfZwZQVXtHVccPLlVblwHPjfozwWvlGTQ7lC9KLgmyx3GJk8+Qt88Z1+4WJYbASLjIeq+v/XjI5e\na3lj5YqOfQjhy4B1Mrq5j1bCB/AOigxeftyy2uEJSo4f4lMwCuNxcArelutbfqTcxV7WOnQfdckP\nB1uu5afVA5Ln3z54rle0Tc4PvtPQfMO4f5KPLDqOm5czYFJRLZtQ85+3/3qXR2fvSpYlip3I4puh\nPK7r65vawsNxO0LRlrePQZL8cUidElNyGbOOily0brkvkpzrQJHXBkUUvgpK0csl772Tng66wZMA\nPZeV5VheTlXBK/RU8qvxPb+tiSrhuumidysosoLn+vpswgVV1jEztn/gJAnXdpHo+Fe4Ajd3Z6AY\nBvlT5iJwXQcUGRs/RJEi7f+QFcCTQfEvGGbuRxgyDF+xQLYwwuA4yY55qX6mVtpMo4Zi5LxwUqk0\nSk7dvEW0IksgPAtVBTOb9ncmgaz5Wuiek0I3APwfrK5JQBZFAdsu6i+lqmRM/wJsmb5Iq6tYKAog\n2nyVctM/4UJAeN/vhK/sA4DlZZE6bohxHCt3jPDXASQXMxdqyifUqUAm24qsQ9ZMoijQbjf4xw4X\nSQEjV5SV92QsDxQ9TspsLezLk0Ai64dYZJd8GAX80Ank28vYKIp/TDOWBTIoKJ0K+/N3nXKuGlaR\nZbKZjL9vO90xJ1lBuAJZ8vUVHc9DVRQ/+T33r6LrOEKgaf6ByWY7LqCqUXSw8vuWfY0R0/Ibv2p6\nxwVc0UJEtFCn1xcX5wIoqoSNg23l1UNyT+QLjzz/nIncPlRNLuxLNdTCi0PhjrE5btGxyT0syyrc\nYTuuhaJKOEXHXJIoFFD7TpDAyg9TZMl3Yim+PIn9/uPfuBbT6ZLqGeyLUzgUHZeogmmT7f1eX7w7\nt3gNp6C1uN+mTnjFx3cfit9bODJu0Tk/QOp+8V4KF3HJ3+4VwpL+OUbyVVWKRuO/L3/XQcc52Hfw\n/kfvP2jvAC1yOpw5ifepze4o4M/vbx+PDMWvdXOKF8tkvxzEH47/WzvAcHMD6VivLPbgneKOEwd6\nY37MxWHd3Dw7jW+f0phiDnqWZkBAQEBAwL+DL5zBS6VS6LpeuNFNZzLkFgs+8JF/j67rpFKpA8Z/\nPwhF8ntJOab1wS8+RBGOIKQrSCKbC+u9t3bdh8HO2iiSh6H5a0WZTOZTGmlAQEBAB184gxeN+gv+\nJbEwjfW7iIY0FNwP9Wis30VJzF+PiUajGMb+oZQPQkJHliXSmdYPfvEhSjabpr3NJB6tJhqNvm+h\n54fB8xxS7RaKlCAUClFSUvIpjTQgICCgg4O+hvdRsW2bqVOn8qtf3ACSRDaTIRQOf/gPEIL/vPom\nXnnllcJC60fB9dp5beFLbHp3DefNvuYjjv7QQFOjLFn6LLKWYcyokz62Mkae8rJq5r7wZxzRwqSJ\nZxQyMQMCAgI+Tb5wHp6u6Nx554/IqZESioQ7VuAlMC2TTDaDZVudthcessSdd/4IXdHR5I9+oXaE\njq7LWOkPfu3nBSuTpaVpL+3Jxk/l85SQim6AJquEQgay9Mnum1J2M+GITCJSTkjTMNSP7nkDpNva\nkcQn8zYDAgI+HE6u24SuRXAdX1s0r9xSKCvxpM5/5wQPhOOiyQrCcWlpaSYU+ni/+Y/KF87g+QoL\n7/28LPutS4rrbvbF8zpqcQ4HIpEwGzctZe36JQd7KJ8piZIobyx74WAPIyDgsMAXFPfIWo3IiiAS\nNQoSYvl6RlkW7NmzE8cxEcIhm01RUhIjEjVwPYtI1EBRlH/buv0XzuCBLzHTGRtweOSx5xkz7ssM\nH/EVBvf/Ek888VwuldXplLkrF0paOjYWSxXFQgkiegIZF1VSCakJ7KyN7HX2ZDqkezSELSF7uq+K\nIAzwbAwl7CdjqBoD+w7Fsx1CWgjh5LoBm7mGlKqBgkLjnmbaWloJ6wZWxkIRGoowMFSD9tZW0sks\nVrYNTQqTiMY6jSViRMim0ijC8PfvqDhZGclVwIP2tiyumyncVeHZ6HIEz21H8vwxVFaUIrkGIV1C\nFhBSIwhbQtgSKiGsbAp5n0JVyQNDU7DSHqlkEtnrSLf3FedtNE1DIBMO+0orKiHsjADXQ+qcT4yu\nG4RCOk4WQrqCZ4GmqWiaCo5f5K3JMrgQMULEwhHCWglhQyWTTvr1S5aMLASKCCMcgZ0RyJ6OLkdQ\nhIFwXDz7fe6aAgICPpBsyuSb3zyDM087n5tv+jmq2s6rr/6dlsZGrrv2PwFY/MazfPtbX2fCUSMZ\nO2YYp5x4GtdddwVGSObkU2YiPIlELMIzzzyE5Al0OYIkPruEwC/cGt6BsG04f/aVxBJhVr75IpIE\n6bTN2FHTuPVnt7N46QvvURDSgSzL2LZNaWkpc+c+TNZqJRLykydsx+Q7V93AO2u205TsOBnZbJZo\nNMrChXMQuCTbmomESxBCsGbVRmafexmlpQke+MOdhCM6kUiU0rKw3/0ZEHIrzz4/l/LyKH6Fj8S6\ntTs496zLeOqZB6nsanDmrKtobEgSCoVRFJllb/4LgBOOP6fT+B03wz/mPMQR/boi52pTnpu7iBt/\n8j8sWvxc4XULFj3B3b/5C3/6w+O8vuQJbMdEU/PrZSozj59FcxOEQgY7d73L+o0raE81U5KIkc6Y\nRMIRxo47tdO+NU0jEsuwcMkCpkyeTibjhyc8zyMcDnPiiSdyww0Xc9FFl/pjWPwXMpkMsUgZw4ZO\nIhzvMN5/fPDX9O3XvXDcf3vXw/zpoUfRNA3bbWHlqtcQWLS1tZOIl2OaHuNGT+PJOU/Qt59vUJe/\n9SQgc/SRX8NyMsxf+CyxuFo4Lnt2t3PctBMJa4n3/1IEBAS8J/k61zlz/skjjzzKm6ufo2+fsdxx\nx63cdtvPOeecUxk5YhKxaCV76newceNSevecyPev/SbPzv0bN1x3O11rEowYPpVTT53FA3/4Pd/6\nj+8gPAU+oyX8L6SHty+aBn/+653c87ubkPG9jkgEVrz1CrJkYFlOp4LkA+ELwqo0NDTQ0NDE5Aln\nMHrEdIYMOhIZg5/f8b/s3r2z03sMw6Curo7GpkYG9hvPjKkXMvWYU3nisWcYPWYI4bBBNpvltlt/\nQY8etSxYMJ/RI6YzatgpALy5ch5vv72GsaNnMGbEV/E8lYGDeoPkceKXZxEJVXD5Fd8mmUxSUVGJ\nyHmy5579bcx9yiJkGfr178G0yWdxzMRZHDv5TK668mrqd7cxeeJXMbMenjA5+sjTuP/eh5nzz4cw\nrQzTpp7CsMEzGD5kJuDx/It/w7EhnU7zxtLXURSPI8cez7hRX+W4qbP4r+/+eL/j1tDQwL9efZJb\nfvYLXLOs8JwQgnQ6zZNPPokk4P7f/RaACeNO4Y5bH8JyTL7//f/q9HmhiMT4sdOYMO5UFi1cwZVX\nX0A6nUaSJFaumg/A1GNmMfO48zjn7AswDI9Va17hvPPO48hxMwE4auzpTD3ma3iezIqVL5FIRJg4\n/lSmH3sO/3X1LXSpinPTTT/9MF+tgICA9yDfZso0TRIJ/+axNFHDKadOx80pJUQiERQFNm5aCjKU\nl3chEg2haYKXX5rPxZd8k+9892pGjxrvOwOqjKp+siS49+OQMHium18QNbDtYnFVBQsPTVfR9fd3\n8ToUuWW+evKFyLJK1raIxiu4/oe3ETI0EuVlnd4jhKCqqoovz/gGXSp6ICtg2RK/vPN3fpNK1UbS\nQkiyRyaT5Uc/ugNZNVBzUb9sVnDppdfjeBKy7jFu/NScIKxMyPC/QF/58hQkFXbt3c3Df/4Dni2z\nZcs20ulsp7H06d8T28riSR7Nre3sqW+ntLyGRHmMrOegh3whXUlSkGWJioo49XtTOF6UUDSEETEY\nM+pYwKN333I82aSiIsxrC97E0OMYhoHjKbzy6rJO+21rb2HFW/MIh8I89tdnUbQOQ6zrul8zKQSu\n59J34Gj/CUXhqWeeQXgKF3xzVqfPO27K6diWioPEBRdejoQfukzEQkh4fO20CzFdX+Vh56521qzZ\nkFODMBC5VjSOmyKbcTn7619CQqX/gLG4QGt7O68sWIAiK5z2tenv+30ICAh4f3xd3VKWvfkMTz71\nZ4YPmUp5lzAb1tdjhHyjNWTIEF6d/w/GjpnO5Ekns3T5U5z8lfOYNPFEXlv4T/7rOz/k8suuYMGr\ny7ni8v8inU7R1Jj8gD1/fA4Jg+dr46n8903/x8RJX2Lg4KlMPvosRg77eBe19vZWbvjxlaxaOZ+l\nS57l1pu/j+N0ln4qRlVl+vXvxp133cSyN55m3stPdno+HA4TiYTwPM8Xsc6l8YdCeqdt+cVbITwU\nOcS99zwGEsQTvsDw4CHdaWxoobGhfb+i+bfeXIeuhZj/ypM88ud7iUcF0Wh0v7HmRYA1TeGnP/1p\nJ8+3vc3CtDJ87/tXFmrhLr/0+8TjiYIU176s27AYRYG+fUZiGGFM88CLz4qi0K1bt07b6vfsnzVa\nXV1NSUkJiqLQvXt3EILSshjnfeNc8FTqduxBljQsy6KxsdEPgWB1qgXUdR3Hcbjiim+BgC4V1Z32\n8cD9Dx9wjAEBAR8eWYbfP/AQxxx9KrNOO5OSknIkVGZ//XycnOOxft1WJh19Col4GU2NrUyYMBOE\nguuoTD/uq2hqjNWrNhCLxdjybj227VBWHv/sxvyZffK/EYHKwCFTmPPYc1x37SUsWTKHBa8/yrr1\nL33oz5A8j0ybSY9uVby15kVO/eqXUDVYuuxtNmysQ1Xl/YyMlbHIptt4bdFT/Omhn3PkUSOp25lk\nxco3AQ+ECpKJkxMGDOfqBW3b1wIUovM2SfIzTD1JwpVs7rn3AQTw0otPIwsLEJxyykXES+NIameP\nVZJUho+cDhIMH9WXJcvncMm3z6K6unK/ueYL7t96661O2azhcAxDN9B1hcmTj0EIgRqS8CSB7b6X\n+J5Dc3MbtTW9kWVobXnveo1MprNXOnfu8x0agYXXZDBNE9czyWRSgEJjYzOjRo4G2UPTFdLpdiTJ\nT3f2E48UHLfD0Fq5TgGqCkgdxzvPggWL2EfNMSAg4COihQxS2QxZ26ItnSZrZ2lqbcGTIGv7N9IZ\ny8R0bNrSKcKxKB4KjS3NOMIjY5nImoqia9ieixYyMCJh3AMJmn5KHBIGb8GC1ygtLWXZiuf52tdO\n/VhKHbKsICsuf37kPhxH5Zijzuao8V/h4m99h7t/86cDvicej7N6zQIkyaNPz8n0qp3M2Wf+B9+5\n6kefdEoF1q/fTDii8trC5wEt18l4fxTFb0E0bPB0vnLC+SRbZU4++WTa2jq3XsmvqwHMmjWrUzsU\nx01hWjbzX13CnDlzkCSJMWPGkEqlOinLFzNy+DTKyuLMe/VJmpr3Egl/+ESQCy6c7S9QfwCqqvLY\nY48hPI/6+vqch6oRDocZOWoQ4KHKHd5svoFqQ0OmMOdi/vM/L+UQydcKCAj4CBwSBq+8vNy/cEvg\nd1rwt59++nkf+jMMI0z3HtWEw37X4Iy1l3SmFYHFj3587QHf43keWSsLyNTU1FDTPUw608rXTj/l\nk06pwNlnzcay/O4Ip3/tvE4NL4txHL/XniS7rF+/ll2765BlmcbGzmFDWZb9fnfA979/ZadQ4FVX\nX4GhG/z+gYcIhULYts3dd9+KLMvvWdcYjUY54/TzEZJD37593rdGcl9kWRygxGR/TNPkj3/8I67r\nctNNNxEOh3Ech/b2du6+55c4joMsdx5fOp3mwgsvBKB3796dnhs9ZsiHH2RAQMAhwyFxm9u/7wAy\nyRaGDpnKd757Ga3JBv7x92cZMGAA7oa9ICBtZYgY7539k063k8lAOi0QIsNPb/oeVVXVjB49GlX1\ny/iy7e2FNS8hC9qSKR6472G+PvtMXl/8FL/+9W+58ML/yDVYhElHj2Pey0v287Ly7Fv3bmUzePu4\n86alYqhhXMdiw8adqFrogBUWT835Cz17lfGXP8+hZ8/eDBzYm927Wv0Ox26uW7Jkcu55J2BoFfzk\nx3dw40+vZNXK5/jDH/5CdXU1Y8cPAWRUOY7kajz++DOcfc6pvPnmi/zungcZMWIYEyaO5tSTLvKP\nASA8ld07W3j6qRd56umHGTpkDMaMYJgAAA2KSURBVIlwb7LZbCfPKplMsuj1ZwG4+eZrOf74qeyp\n38WJXzoHlFxZgmQXmjqqRohQSAbJobQ0gaaGUDSDM86aQTQu2La1jksuvZBMxuRXd96HZbdjO1kE\nDq8vfoZf//q3/OG+p3A9+NODt7Nx/S5eeeUVrrzyYsDj2Cmf3k1JQMAXjXBunbupuQEhBNXV1Wzc\n8C6aptGrdw9M00RVVYTnN9Bubm4hEomgqiqe5/KPJx/n/PMvJBKJ4Lou2YxFoiRCQ0NToaEwgG01\nEzYqcByHRCKBaSUxs5BKN1FeXoWZtSkpDef2p2NmXTIZq6jF1afLIeHhSbLFug2L6T+gN/feez/3\n/u5P/PXRP3HfA3egaBY7d+0t9BV7LzRNxXMVxoyazKaNO5h23FTGjx/Nfff+kfFjpyE8KCmNU15R\nCgJamiyMkMI9v32YX9/1AACXX34poZDOpInTyWRg+LARJBJREBLOAVp4Wfv0vexSUYkkOpuzRCLB\n9u172LJ5D54rgXTgDg9fOuFktm2r54wzZzHpmDHMe3k5M4+fha5FsCyH8eNmgDC45NKL+OppJ/Lc\n3Jc4+cTzaG+3ueDCc5h5wjQefeRphg85lmRbIy0tLfz8tt/wpRNOo73d5PwLzmbCxNG4DqRSSRr2\nZnAcP3kkm81y6813Y9vw1lvLaWtr2y/BJ5FIMGSwn6V5/PFTATjtlPPp2aM/kajBtq2NJFusonVS\nj0zGxM6qWJaD53lMnXwq3/vujXzlKzO55NILQcClF/+AJx57lpARIR7rwv/d8QCyDBd96wKyZjvj\nx07j9QUrGTlqEJdc+i1SaZOpk0+mtKTr+34fAgIOZRKJBELKct31V7Nq9RJenT+H737vcn74o+8x\n/shhTDx6FM/O/Rvt6UaOPvpoysoq+NGPryVjNvLawheJRELccMP1mFYLf/nrPfzpwQeo27mN4cMH\nc+WVl9HQsBuAlW8tIp2yiEQ1Lr70PCRJIlFi8Nu77+K446agGzKu5/Czm/+XTLaddCaJrn92OrqS\n+KDe7Z8xY8d9+SO9PqyHeelff+NjNDooYJowfdosMpl2v4PoQWDZ0mffc+6a7Isnp1Lt2E6G1W+/\nzqxZF7N7924cx3nPbNHPM8uWPsv4o47njcUvfuRzfqjwfuf8UOZwnTd8fueeiEbpP7CWu359J7+5\n6/ds2byL//vl9QCMG3MCS5c/x8mnnMaI4aOZ9/IbuF6GRYteZOzYqSxb/gpr1rxLv35HcOyxx/H6\n6y+zfl0dl156Ke3tWb52+kk89tdnWbbiWU499ets3rQLT2SIJyJIhMiarQwbMp43li0gElUJG+X8\n8Ic/5JrvX09FZYxUm4P3CWUfly199oDbv3AhzUwm85HWiQ6E5/mfo2ka9ufQeKiqTlNzHY8/8RcG\nDu5JY2Mr27ZtK8h0BQQEBHwS4vE469dtZdiQ8cTjJTQ3tfLknMfxPI94rIThwyZTWVnBvH8tJB4v\nI5WGoUMnEQqFOHbKLEKhEM3NzchymJNP/AZbtr6L4ziEQzEe/evfiUf9UqB1azcSMmKUxLviOC62\nm6IkXsPS5fMpK6nBdWTMrMnVV32PSLiEvfVNSCKCEf1srnNfuJBmOBzm+ONnfKLPOP74GYTD4Y/V\nAPbfgaro9O7Tg8FDjmDjxnc5bupXsW0bWZYJhUIf/AEBAQEB78PevXsRnorwdDJpk0RJjNKSCiq7\nVFNRUUFpSYUv5uCpNDc3g1Aw9AiqYtDeZrK3vgVDj5Fqt9i+bTeJeBnRSIKQESMcjiK8nM6wooHk\n1xVn0gJdLcO00qTbdDRNI53dSzZrE40miEbjaGqYSCT2AaP/+HzxPDwrA6hMPOokTNPEsqwPbQQ8\nz8MwDCxXBTL7Z418TmhsrWdvs8Oo0VOIx7rgSRJGzrPLZrMf8O7PJ9OPm4VnBd5pQMDnAct1sTJp\nEmWdy4gE0J7rXJApSjLI18y5CFAFEpC22tEjau7zHCRVwRYmfgleEwChiF9E3pZpRTEg6/glURVd\nS2jPZNBDHSVkGbsNRddx2Se54VPkC2fw8jiOQFF0NE1G0z6cwfNT98UHCkkfbAzDIBwuw7FBUeRP\npav4wcYyJeLxz05BISAgIOCD+MIaPE/y195kTcZyP2Q7ic+5ocsjBIXicOsA2Z1fRNLmF6hjbkBA\nwCHJF24NLyAgICAg4OMQGLyAgICAgMOCwOAFBAQEBBwWHPTC84CAgICAgH8HgYcXEBAQEHBYEBi8\ngICAgIDDgsDgBQQEBAQcFgQGLyAgICDgsCAweAEBAQEBhwWBwQsICAgIOCw4aNJi//u//8vKlSuR\nJInrr7+eESNGHKyhfGbceuutLFu2DMdxuPjiixk+fDjXXHMNrutSWVnJbbfdhq7rzJkzhz/+8Y/I\nssyZZ57JGWeccbCH/onJZrOcdNJJXHbZZUycOPGwmfecOXO47777UFWVK6+8koEDBx7yc0+lUvzg\nBz+gtbUV27a5/PLLqays5MYbbwRg4MCB/Pd//zcA9913H3PnzkWSJK644gqmTp16EEf+8Vm/fj2X\nXXYZF1xwAbNnz2bXrl0f+jzbts21117Lzp07URSFn/3sZ/To0eNgT+lDc6C5X3fddTiOg6qq3Hbb\nbVRWVn4+5y4OAosXLxbf/va3hRBCbNy4UZx55pkHYxifKQsXLhQXXXSREEKIpqYmMXXqVHHttdeK\nZ555RgghxM9//nPx8MMPi1QqJWbOnCmSyaTIZDLixBNPFM3NzQdz6J8Kd9xxh5g1a5Z44oknDpt5\nNzU1iZkzZ4q2tjaxZ88eccMNNxwWc3/wwQfF7bffLoQQYvfu3eKEE04Qs2fPFitXrhRCCPHd735X\nzJs3T2zbtk2cdtppwjRN0djYKE444QThOM7BHPrHIpVKidmzZ4sbbrhBPPjgg0II8ZHO89/+9jdx\n4403CiGEmD9/vrjqqqsO2lw+Kgea+zXXXCOefvppIYQQDz30kLjllls+t3M/KCHNhQsXcvzxxwPQ\nt29fWltbaW9vPxhD+cwYP348v/zlLwFIJBJkMhkWL17M9OnTAZg2bRoLFy5k5cqVDB8+nHg8TigU\nYsyYMSxfvvxgDv0Ts2nTJjZu3Mixxx4LcNjMe+HChUycOJFYLEZVVRX/8z//c1jMvaysjJaWFgCS\nySSlpaXU1dUVojb5eS9evJjJkyej6zrl5eV069aNjRs3Hsyhfyx0Xefee++lqqqqsO2jnOeFCxcy\nY4bf0/Poo4/+Qp37A839Jz/5CSeccALQ8V34vM79oBi8hoYGysrKCn+Xl5ezd+/egzGUzwxFUYhE\nIgA8/vjjTJkyhUwmg67rAFRUVLB3714aGhooLy8vvO9QOBa33HIL1157beHvw2XeO3bsIJvNcskl\nl3DuueeycOHCw2LuJ554Ijt37mTGjBnMnj2ba665hkSio8/aoTZvVVX368H5Uc5z8XZZlpEkCcv6\nkB1fDjIHmnskEkFRFFzX5c9//jMnn3zy53bun4v2QOIQVjd78cUXefzxx3nggQeYOXNmYft7zfmL\nfiz+8Y9/MGrUqPeMyx+q887T0tLCXXfdxc6dO/nGN77RaV6H6tyffPJJamtruf/++1m7di2XX355\np96Hh+q834uPOt9D4Ti4rss111zDhAkTmDhxIk899VSn5z8vcz8oHl5VVRUNDQ2Fv+vr66msrDwY\nQ/lMmT9/PnfffTf33nsv8XicSCRS6Fi+Z88eqqqqDngsisMFXzTmzZvHSy+9xJlnnsljjz3Gb37z\nm8Ni3uDf2Y8ePRpVVenZsyfRaJRoNHrIz3358uUcc8wxAAwaNAjTNGlubi48/17zzm8/FPgo3/Gq\nqqqCZ2vbNkKIgnf4ReW6666jV69eXHHFFcCBr/Gfh7kfFIM3adIknnvuOQDWrFlDVVUVsVjsYAzl\nM6OtrY1bb72Ve+65h9LSUsCPWefn/fzzzzN58mRGjhzJqlWrSCaTpFIpli9fzrhx4w7m0D8Rv/jF\nL3jiiSd49NFHOeOMM7jssssOi3kDHHPMMSxatAjP82hubiadTh8Wc+/VqxcrV64EoK6ujmg0St++\nfVm6dCnQMe8JEyYwb948LMtiz5491NfX069fv4M59E+Nj3KeJ02axNy5cwH417/+xVFHHXUwh/6J\nmTNnDpqmceWVVxa2fV7nftC6Jdx+++0sXboUSZL4yU9+wqBBgw7GMD4z/vrXv/KrX/2KPn36FLbd\nfPPN3HDDDZimSW1tLT/72c/QNI25c+dy//33I0kSs2fP5pRTTjmII//0+NWvfkW3bt045phj+MEP\nfnBYzPuRRx7h8ccfB+DSSy9l+PDhh/zcU6kU119/PY2NjTiOw1VXXUVlZSU//vGP8TyPkSNHct11\n1wHw4IMP8tRTTyFJEldffTUTJ048yKP/6KxevZpbbrmFuro6VFWla9eu3H777Vx77bUf6jy7rssN\nN9zAli1b0HWdm2++mZqamoM9rQ/Fgebe2NiIYRgFp6Vv377ceOONn8u5B+2BAgICAgIOCwKllYCA\ngICAw4LA4AUEBAQEHBYEBi8gICAg4LAgMHgBAQEBAYcFgcELCAgICDgsCAxeQEBAQMBhQWDwAgIC\nAgIOCwKDFxAQEBBwWPD/AcFF0I7zaMxXAAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "tags": []
- }
- }
- ]
+ "metadata": {
+ "id": "rn9U1yZRZMwn"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"metadata": {
"id": "v24yJujOERx8",
- "colab_type": "code",
- "outputId": "a7c0fc7f-254e-4c01-8f00-1ea59045f183",
+ "outputId": "94da36f4-7937-41bd-b64e-a0e73c93663c",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 364
+ "height": 284
}
},
"cell_type": "code",
@@ -610,30 +1012,28 @@
"img = transform(img) \n",
"plt.imshow(im_convert(img))"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 56
+ "metadata": {},
+ "execution_count": 37
},
{
"output_type": "display_data",
"data": {
- "image/png": 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- ]
+ ""
+ ],
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD5CAYAAADhukOtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAceUlEQVR4nO2dbYxcZ3XH/+fOy673zWvHjuO3xLGTkKYUQlgFEBHiRdAUIQWkKoIPKFIjjCoiFYl+iFKppFI/QFVAfKhApokIFSUECCVq05aQIqWhJeCkifNiSBwnju2svV7b+747OzP39MNMkBPd/9n1vsw6PP+fZHn2nnnuPfeZe+bOPP8555i7Qwjx+0+21g4IITqDgl2IRFCwC5EICnYhEkHBLkQiKNiFSITycgab2Y0Avg6gBOAf3f1L4cF6uryyvo/sLDzQ+fsW7TAyBceKbEshRyR7hk6e9ziLjhXIr0s+Y7LP+Iy5dYkzRceFgnNgXOp8xAI3m6vzf83qY9NoTNcK3VxysJtZCcA/APgwgGMAfm1mD7j7c2xMZX0fdv/ZHxfvr1TixyoTN7MgMDP+oSXL+LGq5Sq1lSrF+4zeBDzjL1jNcmrLwX3MrMKPR8ZlwbGyvEFtlXxpbxJO9pnnTe6Hcx8b4LZS4GKTvDT1KKDZIACZ8+sqeg9uBv43vVa4PXf+unij2Hb4mw/RMcv5GH89gEPuftjd5wHcC+CmZexPCLGKLCfYtwM4es7fx9rbhBAXIKu+QGdme81sv5ntb87MrfbhhBCE5QT7cQA7z/l7R3vb63D3fe4+5O5DpZ7uZRxOCLEclhPsvwZwpZldbmZVAJ8E8MDKuCWEWGmWvBrv7g0zuw3Af6Ilvd3t7s+GgwzIyCp5OVw9Z/vjy5+NQLYI5bXg7Y+OW6JsaMHBIptnwctGxuV5sMIcLGebLXE1niglWc59rwT7y3K+mh1Nf0aug2Zep2MawTnXnY8LhJcFJDsml0by6/nfp5els7v7gwAeXM4+hBCdQb+gEyIRFOxCJIKCXYhEULALkQgKdiESYVmr8edLZoZqpTjRxHjeRyC9ca2DCzVLShoL95kHOwwUr9iRKLkmOO+sRJJ1gvkteWAMiBJQMiajNQMJLZDXmIQGxBIV86Oryc+5YVxec57Hg2bgfylI8qHSm/PwZFJ1OBeBB0KI3yMU7EIkgoJdiERQsAuRCAp2IRKho6vxgNHV4lIpShghK7HRynmYQxAl3YSZMOftR5zswsdlwbg8KjGF4uXi6FilqExXcHKRjXnYzHippSwogRXXjDv/FmZRGbRmk899oxGs4jf4Kr41g2V88pqVg7JrZVIeK0ry0p1diERQsAuRCAp2IRJBwS5EIijYhUgEBbsQidBR6c3dUSOdLKpBp41ymdQzCySjEhkDABaMiyQZ1oGmHMgdpahWWCCt5IHNg+OxBIlSMKYr8LEv6ExTCS6fGdLNZD6SWIOpyoNEkjCfiGwvBUkrYW3DwMnivi4tInGQKYelqCYfVaMlvQmRPAp2IRJBwS5EIijYhUgEBbsQiaBgFyIRliW9mdnLACbRSttpuPtQ9HyHo06ktyhNzcl7UqXMZaGsXKG2SHrzQHorEVmrEklhUdZbkGHXjDLignFdebH/26d4RtaOcd5dt1rjWWoWyKUzJLvxdJXLSaMD/HKc6g6kWWoBnEhRUd3ASpnvMZIwLZDK6kFGH23NZTxTjimHkcS3Ejr7B9x9dAX2I4RYRfQxXohEWG6wO4CfmtnjZrZ3JRwSQqwOy/0Yf4O7HzeziwE8ZGa/cfdHzn1C+01gLwCUB3qWeTghxFJZ1p3d3Y+3/x8B8GMA1xc8Z5+7D7n7ULm3ezmHE0IsgyUHu5n1mln/a48BfATAMyvlmBBiZVnOx/gtAH7cLnBXBvDP7v4fCw2iwoVxicdJ76KoqGQ5qgIZZZSxdCIAIBlbeZSuFfRdirK1Bmf5fOwYnaS2fHy6cHvPmQk6ZmaOy3LN7i5qqwetnBr1YtmoK5A9N/fwYw1u20BtPYEfU3nxPE4PrKNjxjf2UttMUOyzEkiiHsh5OZHloo5R+RKKbC452N39MIC3L3W8EKKzSHoTIhEU7EIkgoJdiERQsAuRCAp2IRKhw73eACsXSwZRBpiXSV+rSEILpInIFhU2bHixnBRJgHkgAQ4az8zbNlIsoQHA8f/6b2rbQOSrWeMv9boK/2VjJPHU6lyym5otzqSbrc3TMY2cZ3nZS1yyOxUUjzx24kTh9h1XvIWOecuNH6C2p0pnqC3KpIt6sDFp2aOYYN301OtNCKFgFyIRFOxCJIKCXYhEULALkQidXY03IKsUv79kwSpilSQRdAWthDxYqW9Elbqi1fgmURLIKj0QJ8l0Z3w1fkelj9rOdvFU4enpmeJj9Q3QMaNnx6jNJrgtqgGYkxXmmRpvkjQ7U+w7AJqEBABHT/EV8jp5zS4vVemY3V0bqe1QkychTWb82smitmLk1DxQGTJ2XWk1XgihYBciERTsQiSCgl2IRFCwC5EICnYhEqGj0psZQLoChdIEk96qQaJAUO0OWWCbD2xMsmM1xBZwA+VAAuwJpCY0eQJKz0B/4faLtuyiY37z3LP8UEF9uu51vGbcth1bi/d3mstkY+Pj1FYiba0AYKCf16fbtfsPCrdfsXsnPxZJ4gGAi/p40tBUndcNLAUJRRm5DqLkmRLLg6EjdGcXIhkU7EIkgoJdiERQsAuRCAp2IRJBwS5EIiwovZnZ3QA+BmDE3d/a3rYRwPcB7ALwMoCb3f3sYg6Yk2y0IIGKt2sKMspC2SKwlQMby0GqBxJaHmQuNSd4nbkXnjtCbfV5njl27dC7Crdv28Ob9xw6fIjaZse5DHXplmJ5DQDedcOHCrc/9fhjdMzEGM+wm4wy4oI2SZPjxZflqVM8c3A8aL3VuHYztdWDW2eU1Vkh17EHGZhVsrtIVl7Mnf3bAG58w7bbATzs7lcCeLj9txDiAmbBYG/3W3/jLyFuAnBP+/E9AD6+wn4JIVaYpX5n3+Luw+3HJ9Dq6CqEuIBZ9gKdt4qw0y+tZrbXzPab2f7GNP+uKYRYXZYa7CfNbCsAtP8fYU90933uPuTuQ+Ve/ltqIcTqstRgfwDALe3HtwD4ycq4I4RYLRYjvX0PwPsBbDKzYwC+COBLAO4zs1sBHAFw82IO5mZwVmSRFCgEgAZx04L3qnIgy0VF+aJMOmffVqJWU4Ebpye59Pbq8zwT7Q8v5pKXVYuzsi7bvYeOGRgYpLapiQlq277jMmr7o+veWbj94LMH6JhLd/JMtBcOH6a20TNc9Z2bLy4GumGQZ6+NjPNzxpXrqGm+l18HkbJcigqgEngLM76vBYPd3T9FTMVCqhDigkS/oBMiERTsQiSCgl2IRFCwC5EICnYhEqGzvd5gcCKxNY274uQ9KQ8ktKifW1cgr5Uz7ke3Fe+zEkhv9aACYLa+l9p2XbWb2iZOcMnuX/79Z8VjZnnhyJkZ3r+sxCqEAhib5BLVD+7/QeH2n//if+mYq3fzc+7q4ZLX5LFj1DY+Plq4fbbBf8257TIuAdoYl/ka3VzOs0CDLeWs2Ru/rhok1S8S8XRnFyIRFOxCJIKCXYhEULALkQgKdiESQcEuRCJ0WHoDmkQyKAVVA5tNlm3GdS0v8VOrRD3igmy5MhlXDvSOSnCociBrXbKHZ6m9NPI8tR07PVy4/Ze/eJSO6avynKxShc/jiy/xTLSXHt1fuH0qqMrYM8olwJ3beKZf5ZWj1IbJYomtbyPP9Ds5WizXAUDvFPexnHN5MOr1ViFFIucjSbdZXBSTZ8Ppzi5EMijYhUgEBbsQiaBgFyIRFOxCJEJnV+PdgSZZdQ9a3bBac57xMVmUERAk3aDCV/hZMkOQ6xLWu8tKfBU87+ftiXoqxXXVAGB9V7GPvVVe2bcanHOpxG1TMzyZpKtUXGtwPmjVtKG/Sm2bNm3itosvprYzZ4uTdU6ceJWOqYHP76XdpIYigGqgDlmQosIUqqZzP+o5WY0PjqM7uxCJoGAXIhEU7EIkgoJdiERQsAuRCAp2IRJhMe2f7gbwMQAj7v7W9rY7AXwGwKn20+5w9wcX3BcM3STRpBQKWMVjspzLDHnOZYumFcsWAGBMGgSQk6wWfiQgEua6ohZVgwPUdFHQumhdpVgO23zRejqGlNYDANRZEhKAcpXPY7N5pnB7Y4rXrXPMUlsezOPOXZdT26HjxfXppqZ5Hb/ePduprbqJJ9BE7cg8uEoaJHnFAzmazfxya9B9G8CNBdu/5u7Xtv8tGOhCiLVlwWB390cAFL9NCyHeNCznO/ttZnbAzO42sw0r5pEQYlVYarB/A8AeANcCGAbwFfZEM9trZvvNbH9jmn8nE0KsLksKdnc/6e5Nb60gfAvA9cFz97n7kLsPlXt5JQ8hxOqypGA3s3NrBH0CwDMr444QYrVYjPT2PQDvB7DJzI4B+CKA95vZtWit9L8M4LOLOZgZb68UyRZZVpwdRtvmAPAGb3dk84FYVuVyh5Nic3kWyWvcttl51ttAiWeANfv7qW3bpmKJbV03z6Lr7+mjtvlgjkfP8nXb7pni7LABcD/ma/PUVurinwqr1eDcdhXLaH3X7KJjenZcQm3lXt6yy+r8mouk4DwvvubyQHrLiFwXCdgLBru7f6pg810LjRNCXFjoF3RCJIKCXYhEULALkQgKdiESQcEuRCJ0uOCkAXnxIfOg/ZMR+coyLrlEBEpZKF30ExlqS4OP2pFzeW0HuK0rSF+a3nUFtfVXiUSV8YKTXg+yq0p8XKmbZ98NDhZnh9Wcy1MzdZ5FV+nlWYAjoweprVQplgC3veeddEwzuEDyBvcxp7loCNPRjEhsQT3VJd2ldWcXIhEU7EIkgoJdiERQsAuRCAp2IRJBwS5EInRWeoMh82IppJ4HWWqkxxqq/L2qXAmypIK3uA088Qp7zhQXKewf48ULe6Kikv28eGGdZPoBwOatO6htx/bi4osjJ07SMUePvEJt1SBb7vKrrqK2nPQi2xD0ZRseH6O2V0ZOUduRl17ifmwqzuirNfkLnTeD16wRSMQNPq7iQaiRwqmsnxsAlEhfuah4qO7sQiSCgl2IRFCwC5EICnYhEkHBLkQidHQ13gCQMm5ohikoxTYPEhbKwWr24PgktW09zVeE/exM4faT03x/G4I2To35YOk/eB+u9PEadFe/bahw+3hwzuWghlvfAG8bdfVb30Zt7OXs38D3Vz/yMrU98qtfUtvoyAi1XbKFzH8jWI0PEpSyKNcl56+ZBaoM67CVB+3NloLu7EIkgoJdiERQsAuRCAp2IRJBwS5EIijYhUiExbR/2gngOwC2oFVJa5+7f93MNgL4PoBdaLWAutndzy54RCtug1PK+PuOsxZKwVtV9xxPrOn77WFqm58ultcAYGquVri9FEiAg+u5TDZfK94fAHSv4y2ZZiYmqK2rqzjRqKeHty3avvNSalu/cVMwrri1EgCwrlFj4+N0TG2Oz/3zTz1BbR60XerfSOYxuN6yoDtYJIZlUdG4QFpm13cjqoVHHPHgOIu5szcAfMHdrwHwbgCfM7NrANwO4GF3vxLAw+2/hRAXKAsGu7sPu/sT7ceTAA4C2A7gJgD3tJ92D4CPr5aTQojlc17f2c1sF4B3AHgMwBZ3H26bTqD1MV8IcYGy6GA3sz4APwLweXd/3ZdGd3eQrzNmttfM9pvZ/vr07LKcFUIsnUUFu5lV0Ar077r7/e3NJ81sa9u+FUDhD5TdfZ+7D7n7UKWXV48RQqwuCwa7tdqx3AXgoLt/9RzTAwBuaT++BcBPVt49IcRKsZist/cC+DSAp83syfa2OwB8CcB9ZnYrgCMAbl5oR44c8yjONjLjmUaeFesMkczQdWqUOzLKbXPOxZUakd56evgnljzncky1WqW2LJCGaoFk58T/wfUb6JiG8xZPmy/hSzHdQX06Vj+tN/h0d3b4KLWdenWY2rq6+DyCtFYqBa9zVi6WLwGgGbQpKwXCXDPnel6dXMa1qKAc0d488GHBYHf3R8FFwg8tNF4IcWGgX9AJkQgKdiESQcEuRCIo2IVIBAW7EInQ0YKTDsd8Xiy9ZcZdcSJfZfNcBpk7epzaqlO8XZMFkgyTJKJSmeVAxgnUGMzW+a8NBy7aTG2WFc/jieFX6Zjh0TPUVmYVQgFcumc3tfUMFGebjU/ygp5HXnqR2ppB26Vyicu2c7XieVxX4wUnvZdLkVYK7o9NXo0yD2S0BrGxQpRAS8Yu3s7RnV2IRFCwC5EICnYhEkHBLkQiKNiFSAQFuxCJ0FHpDQ6AyGhNcB3KSEE+n56jYyZfCbKkarxAYbaE/nHlMp/GUonb6nV+zu5BQURqAc4Ov1K4fTTIKBsf40UgR9bxjLLxM6eprenF5/bEU4/TMQeefo7aZma5VNY7yItpTk8Wn1vfGJcAsyCLLpJZEWTEOcm+AwCS1BkGJ1OII/90ZxciERTsQiSCgl2IRFCwC5EICnYhEqGzq/HgiSZRrTawlfqzfBV5+gy3DUSrrcFqvJeKfe/q4rXYGg2+4j4zzRNyELX+qW+jtpEjhwq3Hzz4NB8zwdsuZVWeyHPyxIlgn8Ur9Y889gs65plnn6W2eoMnmTSCtkv1qeJzawTJP12Dg9SWB69LtBTurF8TAHJZoRrt0Irv01qNF0Io2IVIBQW7EImgYBciERTsQiSCgl2IRFhQejOznQC+g1ZLZgewz92/bmZ3AvgMgFPtp97h7g8utD8mkkTCW5n96n+MS1e1Wd4iaTyoM9db5fXMMpaQQ0cAY2MT1DYzy+vMVbr4SzMzM0ltz71YnBz0b/+zn46ZmucJRcMTU9Q2uGMntXVvLK5BNxt08m1EdebW8bpwEzNcZq1UimVRC86rEtSSq0V14ZwLX1l0XyWnnYFfi0yaZUljwOJ09gaAL7j7E2bWD+BxM3uobfuau//9IvYhhFhjFtPrbRjAcPvxpJkdBLB9tR0TQqws5/Wd3cx2AXgHgMfam24zswNmdreZ8TahQog1Z9HBbmZ9AH4E4PPuPgHgGwD2ALgWrTv/V8i4vWa238z2N4JiE0KI1WVRwW5mFbQC/bvufj8AuPtJd296qwTHtwBcXzTW3fe5+5C7D5V7+W/IhRCry4LBbq3lvbsAHHT3r56zfes5T/sEgGdW3j0hxEqxmNX49wL4NICnzezJ9rY7AHzKzK5FS3l6GcBnF9yTgb69BCIDqqQ1lM1wGWdujssnZ4K+S1lpHbVVSLJcrca/ntRqXB6MEv1m67zm2stHi+vMAcDOy3YVbr/kkovomMNB9lr/hvXUdnqK13Frzhfb5gK5MSvze09tns9jM+evdTZfbOuf4WPWN7l8NRJkr1nQzqsU3leLr35jxekAICs+WBbkvS1mNf5RFGfOLaipCyEuHPQLOiESQcEuRCIo2IVIBAW7EImgYBciETpccNJRJsUjc+MyA1Nkmk2udTSbXNeanObjeqt8SgZ7izO55mpcJotaPDVy/l473+AtqkqnR/k+u4v1wbdccxUdM7h9C7X1b+yntsk5njk2evJs4fZDv32ejhmf4hmC9SafDytFxTmLrwM/y6W8gWl+7Yz18QKcCFp2WXBfza1YeotqWy7Qh6p4f+c/RAjxZkTBLkQiKNiFSAQFuxCJoGAXIhEU7EIkQkelN3NHRnp2eVAor05S4upBtpMHJSxnSSYUAEwGhSp3loqna3aWZ72Vy7yv3NQc77HmQVHMiQluG6kdKdz+wnGe2dZd4XJS96snqW3sFM96e+XV44Xbh48WbweA+jyXMBFIs54F96xG8biZ01x6q47x12XdwGZqa0YSILUAuRF5MJDXsrDMKRsjhEgCBbsQiaBgFyIRFOxCJIKCXYhEULALkQgdld7cHfPzxdlLjUBmsKxYkplvcJmsGUhXUU+u6TmepcZGRUX+5gOZLycyJADkgf9zgepydrJYNpqY5lLTqSaXDvM6P9hzz7/Ax5FzawTnFSZyRddHMB8VUjyyNsWvnZmTZ6ittHOQ2uqBhNl0/lrXSSYoomu4QbJHgzG6swuRCAp2IRJBwS5EIijYhUgEBbsQibDgaryZdQN4BEBX+/k/dPcvmtnlAO4FcBGAxwF82t2DTIbWSuE8W0UsBfW72Biysg8AzaBNT4nU/AIQ1xEj+7SgLNnM3NIUg3pQX68crD7PTRe3VyrN8ZfGnB8rqoWXBz7SLI7A9yi1Iwtel0pwz+olL04tSLo58ypPGlo3yev1za7nrcPyoNeXszMPpnee+B8lUC3mzl4D8EF3fzta7ZlvNLN3A/gygK+5+xUAzgK4dRH7EkKsEQsGu7d4rYxopf3PAXwQwA/b2+8B8PFV8VAIsSIstj97qd3BdQTAQwBeBDDm/rtfChwDsH11XBRCrASLCnZ3b7r7tQB2ALgewNWLPYCZ7TWz/Wa2vzkTfqUXQqwi57Ua7+5jAH4O4D0ABs1+1zh9B4DCEiTuvs/dh9x9qNTDq7YIIVaXBYPdzDab2WD78ToAHwZwEK2g/9P2024B8JPVclIIsXwWkwizFcA9ZlZC683hPnf/VzN7DsC9Zva3AP4PwF0L78qAEml1E7ztlFAsn1ggxwTiWphw0UX8A4AKcTKSO5p5JE8F45o8ccKCM5gjkkxe5/tbH7S8yoMEjrkgoYidWdjRKNDeIrmxP6jzV2G1DY1fOxPjvA1Vz+lxavOe4OyCa5Vpt3kgHzdZElVwTS0Y7O5+AMA7CrYfRuv7uxDiTYB+QSdEIijYhUgEBbsQiaBgFyIRFOxCJIJFstGKH8zsFIDX+hNtAjDasYNz5MfrkR+v583mx2XuXtijqqPB/roDm+1396E1Obj8kB8J+qGP8UIkgoJdiERYy2Dft4bHPhf58Xrkx+v5vfFjzb6zCyE6iz7GC5EIaxLsZnajmf3WzA6Z2e1r4UPbj5fN7Gkze9LM9nfwuHeb2YiZPXPOto1m9pCZvdD+f8Ma+XGnmR1vz8mTZvbRDvix08x+bmbPmdmzZvYX7e0dnZPAj47OiZl1m9mvzOypth9/095+uZk91o6b75vZ+RWIcPeO/kMr+/RFALsBVAE8BeCaTvvR9uVlAJvW4LjvA3AdgGfO2fZ3AG5vP74dwJfXyI87Afxlh+djK4Dr2o/7ATwP4JpOz0ngR0fnBK1M4L724wqAxwC8G8B9AD7Z3v5NAH9+Pvtdizv79QAOufthb5WevhfATWvgx5rh7o8AeGP3wJvQKtwJdKiAJ/Gj47j7sLs/0X48iVZxlO3o8JwEfnQUb7HiRV7XIti3Azh6zt9rWazSAfzUzB43s71r5MNrbHH34fbjEwB4gfLV5zYzO9D+mL/qXyfOxcx2oVU/4TGs4Zy8wQ+gw3OyGkVeU1+gu8HdrwPwJwA+Z2bvW2uHgNY7O+KeCavJNwDsQatHwDCAr3TqwGbWB+BHAD7v7q8rF9PJOSnwo+Nz4sso8spYi2A/DmDnOX/TYpWrjbsfb/8/AuDHWNvKOyfNbCsAtP8fWQsn3P1k+0LLAXwLHZoTM6ugFWDfdff725s7PidFfqzVnLSPfd5FXhlrEey/BnBle2WxCuCTAB7otBNm1mtm/a89BvARAM/Eo1aVB9Aq3AmsYQHP14KrzSfQgTkxM0OrhuFBd//qOaaOzgnzo9NzsmpFXju1wviG1caPorXS+SKAv1ojH3ajpQQ8BeDZTvoB4HtofRyso/Xd61a0euY9DOAFAD8DsHGN/PgnAE8DOIBWsG3tgB83oPUR/QCAJ9v/PtrpOQn86OicAHgbWkVcD6D1xvLX51yzvwJwCMAPAHSdz371CzohEiH1BTohkkHBLkQiKNiFSAQFuxCJoGAXIhEU7EIkgoJdiERQsAuRCP8PQRulQMuUdXYAAAAASUVORK5CYII=\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
@@ -641,11 +1041,9 @@
{
"metadata": {
"id": "Gd_XSROHFzsd",
- "colab_type": "code",
- "outputId": "359d67b7-f0e8-41b2-f243-267d490fc3f7",
+ "outputId": "6d00dbc1-7217-49b0-8587-ac0d31d61975",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -655,31 +1053,30 @@
"_, pred = torch.max(output, 1)\n",
"print(classes[pred.item()])"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
- "deer\n"
- ],
- "name": "stdout"
+ "dog\n"
+ ]
}
]
},
{
"metadata": {
"id": "UE7haDIMG2cE",
- "colab_type": "code",
- "outputId": "4853eb5d-ac85-4516-eb70-e34d7056244b",
+ "outputId": "27fde6e9-cc7d-4da6-8ed8-763495012787",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 283
+ "height": 169
}
},
"cell_type": "code",
"source": [
"dataiter = iter(validation_loader)\n",
- "images, labels = dataiter.next()\n",
+ "images, labels = next(dataiter)\n",
"images = images.to(device)\n",
"labels = labels.to(device)\n",
"output = model(images)\n",
@@ -692,34 +1089,100 @@
" plt.imshow(im_convert(images[idx]))\n",
" ax.set_title(\"{} ({})\".format(str(classes[preds[idx].item()]), str(classes[labels[idx].item()])), color=(\"green\" if preds[idx]==labels[idx] else \"red\"))"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
- "image/png": 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g7j899Cu/3WJgZ4aubfFyjWSnUiTh8VQKdvLQFMl3iEgL0ahb6T5IwUfqND8c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gDqTrGBbc33PvxoZNdDbBPmKt7JJGg8vP2dK54yYkSFtdrZv7T/PkmUcos5zmRbSVBvuZqrQ1Rs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\nEp30edQWt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br899f+dxnKDf3A547mR+XZ3372gsdcMnSJ/Ps9/14+dPeHfuDrKzYmNLdR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\n6p5/AIXfG1KfjfyNJSU8ki/oEy3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\n"
},
- "metadata": {
- "tags": []
- }
+ "metadata": {}
}
]
},
{
"metadata": {
- "id": "gMD-TKMhoZyl",
- "colab_type": "code",
- "colab": {}
+ "id": "gMD-TKMhoZyl"
},
"cell_type": "code",
"source": [
- ""
+ "torch.save({\n",
+ " 'model_state_dict': model.state_dict(),\n",
+ " 'optimizer_state_dict': optimizer.state_dict()\n",
+ " }, 'model.pth')"
],
- "execution_count": 0,
+ "execution_count": null,
"outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from google.colab import drive\n",
+ "drive.mount('/content/drive')"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "NWSkYCSbblT2",
+ "outputId": "d05ef166-8b91-4243-856f-81607bed981c"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "\n",
+ "# Assume you have a model named 'model' and a file named 'model.pth'\n",
+ "checkpoint = torch.load('model.pth')\n",
+ "model2 = LeNet().to(device)\n",
+ "model2.load_state_dict(checkpoint['model_state_dict'])\n",
+ "optimizer2 = torch.optim.Adam(model.parameters(), lr = 0.001)\n",
+ "optimizer2.load_state_dict(checkpoint['optimizer_state_dict'])"
+ ],
+ "metadata": {
+ "id": "cS88Rpo4ch1K"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "image = img.to(device).unsqueeze(0)\n",
+ "output = model2(image)\n",
+ "_, pred = torch.max(output, 1)\n",
+ "print(classes[pred.item()])"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "b4FjZvujdX5p",
+ "outputId": "2db146db-9490-49aa-a0e3-e4393122f541"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "dog\n"
+ ]
+ }
+ ]
}
]
}
\ No newline at end of file
diff --git a/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Deep Neural Networks - MNIST.ipynb b/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Deep Neural Networks - MNIST.ipynb
index 32a8701..f57dc3f 100644
--- a/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Deep Neural Networks - MNIST.ipynb
+++ b/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Deep Neural Networks - MNIST.ipynb
@@ -4,59 +4,1429 @@
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+ "height": null,
+ "justify_content": null,
+ "justify_items": null,
+ "left": null,
+ "margin": null,
+ "max_height": null,
+ "max_width": null,
+ "min_height": null,
+ "min_width": null,
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+ "overflow": null,
+ "overflow_x": null,
+ "overflow_y": null,
+ "padding": null,
+ "right": null,
+ "top": null,
+ "visibility": null,
+ "width": null
+ }
+ },
+ "601f0f29fb15480ba3d5c096eb03c93d": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_name": "DescriptionStyleModel",
+ "model_module_version": "1.5.0",
+ "state": {
+ "_model_module": "@jupyter-widgets/controls",
+ "_model_module_version": "1.5.0",
+ "_model_name": "DescriptionStyleModel",
+ "_view_count": null,
+ "_view_module": "@jupyter-widgets/base",
+ "_view_module_version": "1.2.0",
+ "_view_name": "StyleView",
+ "description_width": ""
+ }
+ }
+ }
}
},
"cells": [
{
"metadata": {
"id": "nZm3k_JwAxFK",
- "colab_type": "code",
- "outputId": "7cb5a5c7-6a77-4c08-a6b4-535c994d1894",
+ "outputId": "2f001a2a-9b55-40f4-9933-c21cd544ff4d",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 133
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"!pip3 install torch torchvision"
],
- "execution_count": 0,
+ "execution_count": 1,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
- "Requirement already satisfied: torch in /usr/local/lib/python3.6/dist-packages (1.0.0)\n",
- "Requirement already satisfied: torchvision in /usr/local/lib/python3.6/dist-packages (0.2.1)\n",
- "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.6/dist-packages (from torchvision) (5.4.1)\n",
- "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torchvision) (1.14.6)\n",
- "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from torchvision) (1.11.0)\n"
- ],
- "name": "stdout"
+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+ "Requirement already satisfied: torch in /usr/local/lib/python3.8/dist-packages (1.13.1+cu116)\n",
+ "Requirement already satisfied: torchvision in /usr/local/lib/python3.8/dist-packages (0.14.1+cu116)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.8/dist-packages (from torch) (4.4.0)\n",
+ "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.8/dist-packages (from torchvision) (7.1.2)\n",
+ "Requirement already satisfied: numpy in /usr/local/lib/python3.8/dist-packages (from torchvision) (1.21.6)\n",
+ "Requirement already satisfied: requests in /usr/local/lib/python3.8/dist-packages (from torchvision) (2.25.1)\n",
+ "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (2.10)\n",
+ "Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (4.0.0)\n",
+ "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (1.24.3)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests->torchvision) (2022.12.7)\n"
+ ]
}
]
},
{
"metadata": {
- "id": "5oX6ISEIaA5k",
- "colab_type": "text"
+ "id": "5oX6ISEIaA5k"
},
"cell_type": "markdown",
- "source": [
- ""
- ]
+ "source": []
},
{
"metadata": {
- "id": "PKcBS6xfBK1Z",
- "colab_type": "code",
- "colab": {}
+ "id": "PKcBS6xfBK1Z"
},
"cell_type": "code",
"source": [
@@ -67,14 +1437,63 @@
"from torch import nn\n",
"from torchvision import datasets, transforms"
],
- "execution_count": 0,
+ "execution_count": 2,
"outputs": []
},
{
"metadata": {
"id": "hC4ZVkTRB79P",
- "colab_type": "code",
- "colab": {}
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 431,
+ "referenced_widgets": [
+ "002b99f8fa304408859ef41c0b646213",
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+ "8f8093053d294c6dad93c61e79bf6019",
+ "353bf77bcabc450fa2058c87637e3c40",
+ "9c8296ba395b41d8be16b8f0908a6393",
+ "30e0b85c3c2744a4a73958769d3413e8",
+ "197edf351cf34790b23e0547a07501c3",
+ "1f633c464ca24fa1adcc0ff65f9adecd",
+ "1522a8f986c14aa78bf8fa0547cc43c2",
+ "fd72f6c170564758a5cb98414b665d15",
+ "278e8dc8011e42ff988cd257d0073f5b",
+ "f67f5768258b4ca78320a6f2132d41b7",
+ "a9b72c71ad9941d18ebcf3a792631ec8",
+ "63ddea8482c54af8be93557a627bc218",
+ "d41625911786477390a2157588816336",
+ "cc0227ea0ac8450089b6b64acf8a2718",
+ "601f0f29fb15480ba3d5c096eb03c93d"
+ ]
+ },
+ "outputId": "137fb60e-b827-4e67-b4db-3b7f947ebbd7"
},
"cell_type": "code",
"source": [
@@ -88,14 +1507,115 @@
"training_loader = torch.utils.data.DataLoader(training_dataset, batch_size=100, shuffle=True)\n",
"validation_loader = torch.utils.data.DataLoader(validation_dataset, batch_size = 100, shuffle=False)"
],
- "execution_count": 0,
- "outputs": []
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
+ "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ " 0%| | 0/9912422 [00:00, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "002b99f8fa304408859ef41c0b646213"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Extracting ./data/MNIST/raw/train-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
+ "\n",
+ "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
+ "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./data/MNIST/raw/train-labels-idx1-ubyte.gz\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ " 0%| | 0/28881 [00:00, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "e0afaacced204f4da99403dcc1070304"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Extracting ./data/MNIST/raw/train-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
+ "\n",
+ "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
+ "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ " 0%| | 0/1648877 [00:00, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "efc83652b74d492da56772d2500b4955"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Extracting ./data/MNIST/raw/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
+ "\n",
+ "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
+ "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ " 0%| | 0/4542 [00:00, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "197edf351cf34790b23e0547a07501c3"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Extracting ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
+ "\n"
+ ]
+ }
+ ]
},
{
"metadata": {
- "id": "jCqX-QWODId3",
- "colab_type": "code",
- "colab": {}
+ "id": "jCqX-QWODId3"
},
"cell_type": "code",
"source": [
@@ -106,23 +1626,22 @@
" image = image.clip(0, 1)\n",
" return image"
],
- "execution_count": 0,
+ "execution_count": 4,
"outputs": []
},
{
"metadata": {
"id": "8bUYaxqxGFET",
- "colab_type": "code",
- "outputId": "4946bab5-02fb-4cb1-987b-67da8126f500",
+ "outputId": "4757b650-628b-4a72-9e7f-d33198e73bff",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 283
+ "height": 267
}
},
"cell_type": "code",
"source": [
"dataiter = iter(training_loader)\n",
- "images, labels = dataiter.next()\n",
+ "images, labels = next(dataiter)\n",
"fig = plt.figure(figsize=(25, 4))\n",
"\n",
"for idx in np.arange(20):\n",
@@ -131,27 +1650,23 @@
" ax.set_title([labels[idx].item()])\n",
" "
],
- "execution_count": 0,
+ "execution_count": 6,
"outputs": [
{
"output_type": "display_data",
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},
- "metadata": {
- "tags": []
- }
+ "metadata": {}
}
]
},
{
"metadata": {
- "id": "ELDFsBKeHqJy",
- "colab_type": "code",
- "colab": {}
+ "id": "ELDFsBKeHqJy"
},
"cell_type": "code",
"source": [
@@ -168,17 +1683,15 @@
" x = self.linear3(x)\n",
" return x"
],
- "execution_count": 0,
+ "execution_count": 7,
"outputs": []
},
{
"metadata": {
"id": "cOa--7ggN8Nu",
- "colab_type": "code",
- "outputId": "4b545dc9-55b2-460e-b1b2-a2faf6ce96a2",
+ "outputId": "66b92c50-b74d-462d-8dd3-30b376eb2b73",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 102
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -186,7 +1699,7 @@
"model = Classifier(784, 125, 65, 10)\n",
"model"
],
- "execution_count": 0,
+ "execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
@@ -199,35 +1712,29 @@
")"
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 95
+ "metadata": {},
+ "execution_count": 8
}
]
},
{
"metadata": {
- "id": "w6wxPBg_Od3t",
- "colab_type": "code",
- "colab": {}
+ "id": "w6wxPBg_Od3t"
},
"cell_type": "code",
"source": [
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = torch.optim.Adam(model.parameters(), lr = 0.0001)"
],
- "execution_count": 0,
+ "execution_count": 9,
"outputs": []
},
{
"metadata": {
"id": "zsd3HPylP9UE",
- "colab_type": "code",
- "outputId": "af979d67-6107-4d46-879c-6cd7745751df",
+ "outputId": "11525c9e-938f-4891-fbba-eed575ad1bf9",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 782
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -282,69 +1789,68 @@
" print('training loss: {:.4f}, acc {:.4f} '.format(epoch_loss, epoch_acc.item()))\n",
" print('validation loss: {:.4f}, validation acc {:.4f} '.format(val_epoch_loss, val_epoch_acc.item()))"
],
- "execution_count": 0,
+ "execution_count": 10,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
"epoch : 1\n",
- "training loss: 0.9646, acc 75.6217 \n",
- "validation loss: 0.4256, validation acc 88.7200 \n",
+ "training loss: 0.9438, acc 77.2333 \n",
+ "validation loss: 0.4201, validation acc 89.1800 \n",
"epoch : 2\n",
- "training loss: 0.3802, acc 89.3400 \n",
- "validation loss: 0.3211, validation acc 91.0300 \n",
+ "training loss: 0.3763, acc 89.4567 \n",
+ "validation loss: 0.3245, validation acc 90.9200 \n",
"epoch : 3\n",
- "training loss: 0.3147, acc 90.8967 \n",
- "validation loss: 0.2840, validation acc 91.9500 \n",
+ "training loss: 0.3156, acc 90.9250 \n",
+ "validation loss: 0.2851, validation acc 91.9100 \n",
"epoch : 4\n",
- "training loss: 0.2816, acc 91.8800 \n",
- "validation loss: 0.2595, validation acc 92.6100 \n",
+ "training loss: 0.2826, acc 91.8633 \n",
+ "validation loss: 0.2647, validation acc 92.4500 \n",
"epoch : 5\n",
- "training loss: 0.2559, acc 92.6200 \n",
- "validation loss: 0.2363, validation acc 93.1900 \n",
+ "training loss: 0.2574, acc 92.6217 \n",
+ "validation loss: 0.2401, validation acc 93.0900 \n",
"epoch : 6\n",
- "training loss: 0.2356, acc 93.2700 \n",
- "validation loss: 0.2163, validation acc 93.6900 \n",
+ "training loss: 0.2357, acc 93.2233 \n",
+ "validation loss: 0.2267, validation acc 93.3700 \n",
"epoch : 7\n",
- "training loss: 0.2168, acc 93.8567 \n",
- "validation loss: 0.2057, validation acc 94.0400 \n",
+ "training loss: 0.2160, acc 93.8550 \n",
+ "validation loss: 0.2056, validation acc 94.1200 \n",
"epoch : 8\n",
- "training loss: 0.2024, acc 94.1633 \n",
- "validation loss: 0.1905, validation acc 94.4200 \n",
+ "training loss: 0.1996, acc 94.2850 \n",
+ "validation loss: 0.1951, validation acc 94.2400 \n",
"epoch : 9\n",
- "training loss: 0.1882, acc 94.6333 \n",
- "validation loss: 0.1850, validation acc 94.6300 \n",
+ "training loss: 0.1843, acc 94.6633 \n",
+ "validation loss: 0.1884, validation acc 94.3100 \n",
"epoch : 10\n",
- "training loss: 0.1767, acc 94.8950 \n",
- "validation loss: 0.1737, validation acc 94.7900 \n",
+ "training loss: 0.1717, acc 95.0950 \n",
+ "validation loss: 0.1671, validation acc 95.0900 \n",
"epoch : 11\n",
- "training loss: 0.1660, acc 95.2000 \n",
- "validation loss: 0.1700, validation acc 94.9800 \n",
+ "training loss: 0.1603, acc 95.3617 \n",
+ "validation loss: 0.1569, validation acc 95.4300 \n",
"epoch : 12\n",
- "training loss: 0.1563, acc 95.4600 \n",
- "validation loss: 0.1544, validation acc 95.4100 \n",
+ "training loss: 0.1502, acc 95.6650 \n",
+ "validation loss: 0.1509, validation acc 95.7500 \n",
"epoch : 13\n",
- "training loss: 0.1480, acc 95.7183 \n",
- "validation loss: 0.1497, validation acc 95.3900 \n",
+ "training loss: 0.1414, acc 95.9350 \n",
+ "validation loss: 0.1507, validation acc 95.4900 \n",
"epoch : 14\n",
- "training loss: 0.1404, acc 95.9483 \n",
- "validation loss: 0.1467, validation acc 95.4600 \n",
+ "training loss: 0.1336, acc 96.1433 \n",
+ "validation loss: 0.1407, validation acc 95.9200 \n",
"epoch : 15\n",
- "training loss: 0.1336, acc 96.1500 \n",
- "validation loss: 0.1367, validation acc 95.7500 \n"
- ],
- "name": "stdout"
+ "training loss: 0.1254, acc 96.3517 \n",
+ "validation loss: 0.1338, validation acc 96.2400 \n"
+ ]
}
]
},
{
"metadata": {
"id": "qq4-LouHVQwp",
- "colab_type": "code",
- "outputId": "5bd1f8dd-1f2c-4355-85f9-47d4206f2850",
+ "outputId": "16ad0c7f-af2a-4846-e22f-62c055b90379",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 366
+ "height": 283
}
},
"cell_type": "code",
@@ -353,30 +1859,28 @@
"plt.plot(val_running_loss_history, label='validation loss')\n",
"plt.legend()"
],
- "execution_count": 0,
+ "execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 98
+ "metadata": {},
+ "execution_count": 11
},
{
"output_type": "display_data",
"data": {
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+QkWFZ9Tnl8yLA9Abjh3zPdNJPrRhPNTO/KJ25he1M7PGdU54pOSISU7BYJC7776b3//+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\nRRMATruZOVVvnVuuqy4+5vk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EE0/kupysikQirF69mk2bNuW6lKx57LHH+Ju/+Rs+9KEP\n8fTTT+e6nKwYGBjghhtu4KqrrmLNmjU8++yzuS4po3bt2sXq1at54IEHAGhpaeGqq67iiiuu4MYb\nb2RoaCjHFWbGaO285ppruPLKK7nmmmvo6OjIcYWZ8fZ2Hvbss8+yaNGirB572obwli1baGxsZOPG\njaxfv57169fnuqSseOGFF9i9ezcbN27kJz/5CRs2bMh1SVn1ox/9iJKSklyXkTWBQIAf/vCHPPTQ\nQ9x111384Q9/yHVJWfGrX/2Kuro67r//fu644468+v8zFArxjW98g5UrV6af+/73v88VV1zBQw89\nxOzZs3n00UdzWGFmjNbO733ve1x22WU88MADXHzxxdx77705rDAzRmsnwODgIPfccw8VFRVZPf60\nDeHNmzezevVqAObNm0dvby/BYDDHVWXemWeeyR133AFAcXEx4XCYeDye46qyY8+ePTQ0NHDBBRfk\nupSs2bx5MytXrqSoqAi/3883vvGNXJeUFV6vl56eHgD6+vrwer05rihzbDYbP/7xj/H7/enn/vKX\nv3DRRRcB8O53v5vNmzfnqryMGa2d69at4z3veQ9w5Gc8nY3WToC77rqLK664ApvNltXjT9sQ7uzs\nPOJ/bJ/PlzdDIyOZzWZcLhcAjz76KOeddx5msznHVWXHbbfdxi233JLrMrLq0KFDRCIRrr/+eq64\n4oq8+Md6NJdccgnNzc1cfPHFXHnllXzxi1/MdUkZY7FYcDgcRzwXDofT/1iXlZXlxb9Fo7XT5XJh\nNpuJx+M89NBDfPCDH8xRdZkzWjv37dvHzp07ed/73pf942f9CJMk3++++eSTT/Loo4/ys5/9LNel\nZMWvf/1rTj31VGbOnJnrUrKup6eHH/zgBzQ3N3P11Vfz1FNPYRhGrsvKqN/85jfU1NTw05/+lJ07\nd7J27dq8Ps8/Ur7/WxSPx/nCF77A2WeffdQQbr745je/yVe+8pVJOda0DWG/309nZ2f6cXt7e9bH\n7nPl2Wef5a677uInP/kJHo8n1+VkxdNPP83Bgwd5+umnaW1txWazUVVVxTnnnJPr0jKqrKyM0047\nDYvFwqxZs3C73XR3d1NWVpbr0jLq5Zdf5txzzwVg8eLFtLe3E4/H83YUx+VyEYlEcDgctLW1HTW0\nmU++9KUvMXv2bG644YZcl5IVbW1t7N27l5tvvhlIZcuVV1551KStTJm2w9GrVq3i8ccfB2DHjh34\n/X6KiopyXFXm9ff38+1vf5u7776b0tLSXJeTNd/73vf45S9/ySOPPMLf/d3f8elPfzrvAhjg3HPP\n5YUXXiCRSBAIBAiFQnl1vvSw2bNn8+qrrwLQ1NSE2+3O2wAGOOecc9L/Hj3xxBO8613vynFF2fHY\nY49htVr57Gc/m+tSsqayspInn3ySRx55hEceeQS/35+1AIZp3BNesWIF9fX1rFmzBsMwWLduXa5L\nyorf/e53BAIBPve5z6Wfu+2226ipqclhVXKyKisrec973sNll10GwFe+8hVMpmn7t/AxXX755axd\nu5Yrr7ySWCzGrbfemuuSMmb79u3cdtttNDU1YbFYePzxx/nOd77DLbfcwsaNG6mpqeFv//Zvc13m\nhI3Wzq6uLux2O1dddRWQmhQ73T/b0dp55513TlqnR0sZioiI5Ej+/QkuIiIyTSiERUREckQhLCIi\nkiMKYRERkRxRCIuIiOSIQlhERCRHFMIiIiI5ohAWERHJkf8Psgnx+3JBfRMAAAAASUVORK5CYII=\n",
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AdziE3DQPh3RedKVUmLBtoIN1YlQn6VJKhQtbB3peqpeiqkbqfa3BLkUppQadrQM9NzDS5UiZdrsopezP1oGuQxeVUuHE1oE+KtmN0yE6dFEpFRZsHehREU5GJrm1ha6UCgu2DnSwRrpooCulwoHtAz0vzcvR8npa2/zBLkUppQaV7QM9N9VDS5vheEVDsEtRSqlBZftAbx/poleMKqXszvaBnqtDF5VSYcL2gR4X7SItNkoDXSlle30KdBFZJCL7ROSgiCzrZpsbRWS3iOwSkT8PbJkXJi/Nq2PRlVK212ugi4gTWAksBiYCt4jIxLO2GQP8EJhnjJkEfHsQaj1v7ZN06XJ0Sik760sLfTZw0Bhz2BjTDDwHLDlrm68CK40xlQDGmJKBLfPC5KV5qfW1UlrrC3YpSik1aPoS6BlAQafnhYHXOhsLjBWR90Rkg4gs6upAInKXiGwWkc2lpaXnV/F5yE3VE6NKKfsbqJOiEcAY4HLgFuAJEUk4eyNjzOPGmFnGmFmpqakD9NG965ikS/vRlVI21pdALwKyOj3PDLzWWSHwijGmxRhzBNiPFfBDwrC4KLxREbrYhVLK1voS6B8CY0QkR0QigZuBV87a5iWs1jkikoLVBXN4AOu8ICJCbqpHW+hKKVvrNdCNMa3AN4C1wB5glTFml4g8ICLXBDZbC5SLyG5gHXCPMaZ8sIo+H7lpXg6V6NWiSin7iujLRsaYNcCas167t9NjA3w3cBuSclO9vLC1iNqmFmKjXcEuRymlBpztrxRtp3O6KKXsLvwCXU+MKqVsKmwCfWSSmwiH6IlRpZRthU2gu5wOslM82kJXStlW2AQ6oEMXlVK2FlaBnpfm5Vh5A82tuhydUsp+wi7Q2/yG4xU60kUpZT9hFeg6SZdSys7CMtB1LLpSyo7CKtA9URGMiI/WFrpSypbCKtDB6kfXQFdK2VHYBXpuqrW+qC5Hp5Sym/AL9DQvDc1tnKhuCnYpSik1oMIu0PM6Toxqt4tSyl7CL9DTdOiiUsqewi7QU7yRxEVHaKArpWwn7AJdRMhL82qXi1LKdsIu0MEa6XJQl6NTStlMWAZ6XpqXsjof1Q0twS5FKaUGTNgGOqBT6SqlbCUsA71jThc9MaqUspGwDPSsJDeRToeeGFVK2UpYBrrTIeSkeHToolLKVsIy0AEduqiUsp2wDfTcNC/HKxpoamkLdilKKTUgwjfQUz34DRwt1/HoSil7CNtAbx+6eEgvMFJK2UTYBvroFC8iOkmXUso+wjbQYyKdZCTE6IlRpZRthG2ggy5Hp5Syl7AO9NxUL4fL6vD7dTk6pVToC+tAz0vz0tTip6iqMdilKKXUBQvrQG+f00Un6VJK2UFYB/rpoYsa6Eqp0BfWgZ7kiSTJE6kjXZRSthDWgQ7WFaM60kUpZQehF+jGQHXRgB3OmqRLrxZVSoW+0Av0d38Jj30CTu4ckMPlpnqpqG+mor55QI6nlFLBEnqBPvl6cLnhqaVQfuiCD5fbfmJU+9GVUiGuT4EuIotEZJ+IHBSRZT1sd72IGBGZNXAlniVxFHzxZTBt8D/XQnXhBR0ur33oovajK6VCXK+BLiJOYCWwGJgI3CIiE7vYLhb4FrBxoIs8R+pYuO0FaKqyQr2u9LwPlZEQQ7TLoYGulAp5fWmhzwYOGmMOG2OageeAJV1s9zPgF0DTANbXvfTp8PlVVgv96aXQWHVeh3E4hNEpunqRUir09SXQM4CCTs8LA691EJF8IMsY8/cBrK13oy6Fm5+Gkr3w5xuh+fxGq+gkXUopO7jgk6Ii4gBWAN/rw7Z3ichmEdlcWnr+3SRnyLsSPvd7KPwQnrsVWn39PkRuqpeiqkYam3U5OqVU6OpLoBcBWZ2eZwZeaxcLTAbeEpGjwFzgla5OjBpjHjfGzDLGzEpNTT3/qs82cQksWQmH18Hqr0Bba792z0vzYgwcLtNWulIqdPUl0D8ExohIjohEAjcDr7S/aYypNsakGGOyjTHZwAbgGmPM5kGpuDvTPw+L/xv2/g1e+Qb4/X3eNTfNA+hIF6VUaIvobQNjTKuIfANYCziBPxhjdonIA8BmY8wrPR/hIprzv6CpBtb9J0TFWgEv0utuOSkeHIJeMaqUCmm9BjqAMWYNsOas1+7tZtvLL7ysC3DZ98FXDe//GqLiYOFPet0lKsLJyCQ3+0/WXoQClVJqcITelaK9EYFP/wxm3g7vLIf3ftWn3S7JTuK1XSf5weod1Da1DG6NSik1CPrUQg85InD1CvDVwhv3Wt0vs77S4y7/uXQyyd4oHl9/iHcPlvHfn5vKvLyUi1SwUkpdOPu10Ns5nLD0tzB2Efztu/Dx6h43j4pwsmzxeFbf/QmiIhzc+ruN/Pilj6n39W/EjFJKBYt9Ax3A6YIb/gjZn4QX7oJ9r/a6S/7IRNZ8az53fDKHZzYeZ/Gv3mHj4fLBr1UppS6QvQMdwBUDtzxrTRWw6ktw+O1ed4l2OfnJv07kL3ddCsDNT2zggb/u1guPlFJDmv0DHaw+9FtXQ3IuPHsLFPZtiPzsnCRe/dZ8bpszij+8d4SrH36HLccqB7lYpZQ6P+ER6ADuJPjCi+BNg6ev7/MCGZ6oCH527WSeuXMOvlY/N/zmff7r1T00tWhrXSk1tIRPoAPEDrfmUo/09HuBjHl5Kbz27fncOCuL3759mM/++l0+LqwexGKVUqp/wivQwVog4wsvgfHD/yzp1wIZsdEuHrx+Kk9++RJqmlq49tH3WPH6Pppb+z7NgFJKDZbwC3SwFsj4wgvWNAH/s6TfC2RcMS6N17+9gCXT03n4zYNcu/I99pyoGaRilVKqb8Iz0AFGTINbV0FN8XktkBHvdrHixuk8/oWZlNT6uOaRd3nkzQO0tmlrXSkVHOEb6AAj58JNT0PpvvNeIOMzk4bz+ncu418mDWf56/u57rH3OXBK54RRSl184R3oAHkL4frAAhm//4x1RWlb/+ZySfJE8sjn81n5+XwKKhq4+tfv8tu3D9HmN4NUtFJKnUsDHWDiNXDjU9DaBM/fAQ9NgXf+HzRU9OswV08dwevfWcDlY1P5r1f3cuNvP+BImU7Jq5S6OMSY4LQiZ82aZTZvvrhrYPTK74dD/4QNj8KhNyEiBqbdBHPuhrTxfT6MMYaXPirivpd30dzm59Y5o7g+P5OJ6XGDWLxSKhyIyBZjzDkrwoEGevdK9sCGx2DHX6yWe+6nYO6/Qe5CcPTtD5tTNU387G+7WbvrJC1thvHDY7k+P5Ml09NJi4se5C9AKWVHGugXor4ctjwJm56AupOQPAbmfg2m3WJdoNQHFfXN/G1HMc9vLWJ7QRUOgfljUrkuP4PPTBxOTKRzkL8IpZRdaKAPhNZm2P0ybFgJxdsgOt5aRGP2XRCf2efDHCqt48WtRby4rYiiqka8UREsnjyc6/IzmZOThMPR+5J5SqnwpYE+kIyBgk1WP/ueVwCxTqrO/TfImt3nw/j9ho1HKnhhayFrPj5BfXMbGQkxLJ2RwdL8DHJTvYP3NSilQpYG+mCpOm51xWz5k7WOacYsmHs3TFxizcXeR43Nbby++yQvbC3inQOl+A1Mz0rguvwMPjs1nURP5CB+EUqpUKKBPth8dbD9Wdj4Gyg/CLHpMPurVpeMO6lfhyqpaeLlj4p5fmshe0/W4nIKV4xL47r8TK4Yn0pUhPa3KxXONNAvFr8fDr5hdcccfisw7PFmmHQtZMy05mXvh93FNby4rZCXPiqmtNZHgtvFZ6emc11+BtOzEhDR/nalwo0GejCc2g0bH4Ptf4E2H4gDhk2CrDnWLfMSSMy2FrTuRWubn3cPlvHC1iJe332SphY/OSkeFo5PY8G4VC7JTiLapS13pcKBBnowNVVb0woUbIKCjdZqSc111nueNOtEanvIj5gGrp7Hp9c2tfDqzpP8dXsxG49U0NzqJ9rlYO7oZC4bk8qCcamMTvFo610pm9JAH0r8bVCyOxDwgZCvPGK954yEEdMDIR8I+tjh3R6qsbmNDUfKeXtfKesPlHK41JpmICMhhgXjUrlsTCrz8pKJje77CVql1NCmgT7U1ZWcDveCTdY49zaf9V7CyNMt+KzZkDYJnBFdHqagooH1B0p5e18p7x8qp87XSoRDyB+Z2BHwk9LjdKy7UiFMAz3UtPrg5MeBgN8IxzdaV6kCuDyQkW8F/OjLrfuIc4c1trT52Xa8irf3l/D2/lJ2FlkLcCR7Ipk/JoUF41KZPyaVFG/Uxfu6lFIXTAM91BkD1QVntuJPfgymzQr47E9ac83kfgpSxnR5orWszsc7B0pZv7+M9ftLKa9vBmByRpzV9z42lfxRibicOgGnUkOZBrodNdXA0XesWSEPvQkVh63X4zIh9wor3Edf3uU4eL/fsPtEDW/vL+Xt/aVsPVZJq9/gjYpg7uhk5o5OYnZOEhNHxBGhAa/UkKKBHg4qjsDhdVa4H15vXbmKQPoMK9zzFlpDJbu4grW2qYX3D5Wzfn8p7x0s42h5AwCeSCf5oxKZk5PE7JxkpmbG6/BIpYJMAz3ctLVC8dbTrffCzVb3TKQXci473T2TNLrL7pmSmiY2Ha1g0xHrtvektaReZISD6VkJzMlJ4pLsJPJHJeKN6voErVJqcGigh7vGqtPdMwf/CVXHrNcTRp4O95zLICaxy92rGpr58Gglm46Us+lIBTuLa2jzG5wOYXJ6HLMDLfhLshNJcOu8M0oNJg10daaKw4HW+zo4sh58NdaVrBkzrROsKeMgOQ+Sc7vsg6/3tbL1eCWbjlSw8UgFHxVU0dzqB2DcsNhAwFu3YbqQh1IDSgNdda+tBYq2nO6eKdpqdc+0i0kKhHsg4NsfJ42GSDcATS1t7CisZtORcjYeqWDLsUoamq1jZCe7uSTb6qKZMTKB3FSvjoNX6gJooKu+a2uBymPWrJFn3A5BbfGZ28ZlnhnygdBvjcti18mGjhb85mMVVDW0ABAbHcH0rARmZCUwY2Qi07MSdHpgpfpBA10NDF8dVBw6HfDtYV92MDCqJsDhsiYeCwS8PymPouhcNjZmsrWonm3Hq9h3sgZ/4FsvJ8UTCHgr5McNj9Xx8Ep1QwNdDS5joKG861Z9+aHT0xhExEDmLBg5l6YRs9nBWDafamXb8Sq2Ha+krM662Cna5WBqRnvAWyGvffFKWTTQVfD4/dZVrsXb4PgGOP4BnNwBxn96SuGRl2JGXkpx3HS2VEaz7Xgl245Xsau4mpY26/szPT6aGSMTO0J+UrqOiVfhSQNdDS2+WmtsfHvAF34ILdbFTCSMgpGXwsi5+DLmsKt5ONsKqjtCvqiqEQCXU5g4Io5JGfFMGBHHhOGxjBseqzNLKtvTQFdDW1uL1WpvD/jjG6C+1HovJglGzg3cLqXEO55txQ0d3TR7TtRQ09TacaispBgmDI9j/Ig4Jo6IZfzwOEYmuXVkjbKNCw50EVkE/ApwAr8zxjx41vvfBe4EWoFS4CvGmGM9HVMDXXXLGGus/PEPTgd8+UHrvYhoa7x8IOBNyliK/YnsOdXI3pM17DlRy56TNRwpq6f9W9sd6WTc8FirJa+teRXiLijQRcQJ7Ac+DRQCHwK3GGN2d9rmCmCjMaZBRO4GLjfG3NTTcTXQVb/UlQRa8IFW/Intp8fLiwO8wyE+s+PW7M2gyJ/MvqZ4ttfEsqXEsOdkLbXamlch7kID/VLgp8aYfwk8/yGAMea/utl+BvCIMWZeT8fVQFcXpLneugiq8ghUFwZuBacftzWfub3Lg4nPxOdJp8yZSmFbEvuaEthe42FLlZcTJolmXB2t+XHDYhk7zGrJjxnmJdUbpcv6qSGhp0Dvy8xKGUBBp+eFwJwetr8DeLWbQu4C7gIYOXJkHz5aqW5EeiBnvnU7m98PDWWdAr4IqguR6gKiqwvJLNtFZn0Jc9u3D6zx0RiVQrkzjcKaJApKYji1zc2bxssLJpaWqATiktJITRvB8BEZ5GSkM3ZEvM5do4aUAZ0qT0RuA2YBC7p63xjzOPA4WC30gfxspTo4HOBNs24ZM7vepqUJaoo6te4LiakuILO6kMyaYuY4yqGxEmnv1jFAeeC2B/xGqMHNcYmlOTIBE5OEy5uMO3yFTiMAAArpSURBVCGV+ORhRMWmWCd03UnWfUyiVU+ErhClBk9fAr0IyOr0PDPw2hlE5ErgP4AFxhjfwJSn1CBxRQemLcjt8m0B6+RsUzU0VkBDJTRWYhrKqa4oobL8JPWVJbTUlkNjBZFVJ4ip2o+7sI4oaerymMbhQtJnWCd0R33CWj6wi8nPlDpffQn0D4ExIpKDFeQ3A5/vvEGg3/y3wCJjTMmAV6lUMIhATIJ1C+SuAAmBW2dtfkNhZQPvn6zl4Ilyik+coLTkBHWVp/D6a0mUOrLlFJ8o2s/EwkeJeP9hAGrjxtCSMQd33ieJzv0kJGSh1Pnq67DFq4CHsIYt/sEY83MReQDYbIx5RUT+AUwBTgR2OW6MuaanY+pJURUOWtr8HCuvZ/+pOg6cquNYRT0nyirxlu9gbNNOLnHsY6ZjP7FiXTBV6kijwDuVqrRZMPJSkrOnkp0SS7xbh1gqi15YpNQQVOdr5Vh5PcfKaqk79hFRxZtIq9zKmKaPSaEKgErjZbN/LLsiJlIcP4OWtKlkpcQzKtlDdoqbUckekj2ROgInjGigKxVKjMFXeojKPW/TeuQ9vCWbSWiwrtPzEck2fy6b/OPY7B/HVv8Y/JGxZCbGkJnoJitwn5kYQ1aSdR8f49LAtxENdKVCXV1Jx1Wz/mPvIyd3IMaPHweVUemUSgqF/iQO+xI42ppIsUnihEnmhEnGHxUXCHl3IPhPh31mopv4GO3OCSUa6ErZja/WmtTs2AdQfsAaa19TBLUnrJksO2/qcFPhTKHYJHG0JZGCtkSKA2FfbJKpixpGcmLSOUGfnhDNiPgYEt3awh9KNNCVChdtrVB3MhDwgYuqaoo7HpuaIqTu1Dm71Tu8nCKZgrYkCtuSOGGSqCCOauOh0enF5U0mJi4Zb0IqCYnJjEh0kx4fw4iEaEbExRAXE6Ghf5Fc6JWiSqlQ4Yw4PadNFxd0C0Brs7WcYHurvroQT00Ro6uLyKkpwlR/hKOx/MwdGwO3U6cvqqo2HqrxsMN4qHd4aYmMh+gEHO5EIr1JxMSlEJuYSkJSKskpaXgTUiEq1hoOqgaFBrpS4SYi0loiMDH7nLckcKOlERorobEKmqrOfNxQiau2HG9NOTH1FQxrrMLpKyaydR/u2hoiatvg3D8COvhxnP40ab+XwMPAfeC/p8Nfznx89nuuaIhLh7iMTveBx/EZEJtubWNzGuhKqXO5YqxbXPo5bzkAT+B2DmOguZ6W+goqykqoLC+hprKUhpoyfLUVtNRX0dDcSoOvlYbmNvzGj2B1+7bHc6RT8EQ6cUc6cUdF4HE58EQ6cEdF4HY5cEdG4I50EOl0dOxDc511/qDyGBx73/rFczZ38rlBf8YvgHTraw5hGuhKqYEjAlFeXFFehiWNZFgPmxpjqGpooaTWR0ltEyU1PkpqfRTWNFHa/lqtj5JSH40tbefsHxXhIC0uirTYaNJio0j2RpIyLIpkbxTDoloZLhWk+MtIaC0jpvEEUlNsnU+oLoCCDdZfHWeLSToz6L3DrF8EMYnWvTvZmq7BnTwkw18DXSkVFCJCoieSRE8k44bHdrudMYY6X6sV7jVW0JfW+jhV09Tx2oGSOjYc9lHZ0NLFEZJwOZNJ9swkJTaSZE8UyTmRDI8xjHJVMkIqSDXlJLWWEttcQnTjSRw1RVCwyZrHpzsRMZ0CPhDyMUlnhn775Gztj13uQT2HoIGulBrSRITYaBex0S5yU709btva5qeioZmy2mbK632U1zVTVuejrK6Z8jofZXU+yuubOVhSR2mdj+ZWPxCDNedgZsdx4qIjSImNIm1YBCPdTYyMamREZCNpEfUkSy0J1BJraohprSaiqRIayqGqwLrvqrunXUS0FfBX/hSm9bgG0HnRQFdK2UaE0xHogun9BGh7y7+8zgr/0nN+CVi/CDaXRfBabSQ1Te1nD9LOOE5slBX+Kd5IUpOjSPM4yYhqZkRkA8Mi6kl21JJAHbH+Gly+SmiogLgRg/P1D8pRlVJqiOvc8s9O6fIU7xmaWtoor2+mrNZ3RuCX1voorfNRVutj38la3qtrprqxc9dPbOA2Am9UBKmxUXwnJ48eZy88TxroSinVB9EuJxkJMWQk9H4y1NfadmZLv7bZCv06H6W1PpIGaaUrDXSllBpgURFO0hNiSO9D+A8kR++bKKWUCgUa6EopZRMa6EopZRMa6EopZRMa6EopZRMa6EopZRMa6EopZRMa6EopZRNBW4JOREqBY+e5ewpQNoDlDLZQqjeUaoXQqjeUaoXQqjeUaoULq3eUMSa1qzeCFugXQkQ2d7em3lAUSvWGUq0QWvWGUq0QWvWGUq0wePVql4tSStmEBrpSStlEqAb648EuoJ9Cqd5QqhVCq95QqhVCq95QqhUGqd6Q7ENXSil1rlBtoSullDqLBrpSStlEyAW6iCwSkX0iclBElgW7nu6ISJaIrBOR3SKyS0S+Feya+kJEnCKyTUT+FuxaeiIiCSKyWkT2isgeEbk02DX1RES+E/g+2Ckiz4pI74teXkQi8gcRKRGRnZ1eSxKRN0TkQOA+MZg1tuum1v8b+F7YISIvikhCMGts11Wtnd77nogYEUkZqM8LqUAXESewElgMTARuEZGJwa2qW63A94wxE4G5wNeHcK2dfQvYE+wi+uBXwGvGmPHANIZwzSKSAXwTmGWMmQw4gZuDW9U5/ggsOuu1ZcA/jTFjgH8Gng8Ff+TcWt8AJhtjpgL7gR9e7KK68UfOrRURyQI+AxwfyA8LqUAHZgMHjTGHjTHNwHPAkiDX1CVjzAljzNbA41qswMkIblU9E5FM4Grgd8GupSciEg9cBvwewBjTbIypCm5VvYoAYkQkAnADxUGu5wzGmPVAxVkvLwH+FHj8J+Dai1pUN7qq1RjzujGmNfB0A5B50QvrQjf/rgC/BP43MKCjUkIt0DOAgk7PCxniIQkgItnADGBjcCvp1UNY32T+YBfSixygFHgy0D30OxHpfdn2IDHGFAHLsVpjJ4BqY8zrwa2qT4YZY04EHp8EhgWzmH74CvBqsIvojogsAYqMMdsH+tihFughR0S8wPPAt40xNcGupzsi8q9AiTFmS7Br6YMIIB94zBgzA6hn6HQHnCPQ97wE6xdROuARkduCW1X/GGt885Af4ywi/4HV3flMsGvpioi4gR8B9w7G8UMt0IuArE7PMwOvDUki4sIK82eMMS8Eu55ezAOuEZGjWF1ZnxKRp4NbUrcKgUJjTPtfPKuxAn6ouhI4YowpNca0AC8AnwhyTX1xSkRGAATuS4JcT49E5HbgX4FbzdC9wCYX6xf79sDPWiawVUSGD8TBQy3QPwTGiEiOiERinVh6Jcg1dUlEBKuPd48xZkWw6+mNMeaHxphMY0w21r/rm8aYIdmKNMacBApEZFzgpYXA7iCW1JvjwFwRcQe+LxYyhE/idvIK8KXA4y8BLwexlh6JyCKs7sJrjDENwa6nO8aYj40xacaY7MDPWiGQH/ievmAhFeiBkx7fANZi/UCsMsbsCm5V3ZoHfAGrpftR4HZVsIuykX8HnhGRHcB04P8EuZ5uBf6SWA1sBT7G+rkbUpeqi8izwAfAOBEpFJE7gAeBT4vIAay/Mh4MZo3tuqn1ESAWeCPws/aboBYZ0E2tg/d5Q/cvE6WUUv0RUi10pZRS3dNAV0opm9BAV0opm9BAV0opm9BAV0opm9BAV0opm9BAV0opm/j/ElGEzYSAmTcAAAAASUVORK5CYII=\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
@@ -384,11 +1888,10 @@
{
"metadata": {
"id": "R1A-fOideMnx",
- "colab_type": "code",
- "outputId": "de77cb7f-fa4d-4ad9-fec0-6baaf274cb37",
+ "outputId": "6cf89589-ca19-42a0-dbe6-50c19455cb9a",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 364
+ "height": 283
}
},
"cell_type": "code",
@@ -397,30 +1900,28 @@
"plt.plot(val_running_corrects_history, label='validation accuracy')\n",
"plt.legend()"
],
- "execution_count": 0,
+ "execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 103
+ "metadata": {},
+ "execution_count": 12
},
{
"output_type": "display_data",
"data": {
- "image/png": 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BumZWrGtm7fb23i30ivNtfGpKGTPGlDCxqhCrJkqJyCCi8JVD1h0Ls65tAzWt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\nPCk/RyKRoK4lSJnHicmY1X9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\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
@@ -428,86 +1929,109 @@
{
"metadata": {
"id": "vEsatUk1EmTp",
- "colab_type": "code",
- "outputId": "6697b0d7-ec97-422b-b2a8-7479bb320f7b",
+ "outputId": "7edca6b7-3173-43ac-e30b-b96caff54f5c",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 82
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"!pip3 install pillow==4.0.0"
],
- "execution_count": 0,
+ "execution_count": 13,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
- "Requirement already satisfied: pillow==4.0.0 in /usr/local/lib/python3.6/dist-packages (4.0.0)\n",
- "Requirement already satisfied: olefile in /usr/local/lib/python3.6/dist-packages (from pillow==4.0.0) (0.46)\n"
- ],
- "name": "stdout"
+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+ "Collecting pillow==4.0.0\n",
+ " Downloading Pillow-4.0.0.tar.gz (11.1 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m11.1/11.1 MB\u001b[0m \u001b[31m16.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ "Collecting olefile\n",
+ " Downloading olefile-0.46.zip (112 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m112.2/112.2 KB\u001b[0m \u001b[31m13.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ "Building wheels for collected packages: pillow, olefile\n",
+ " Building wheel for pillow (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for pillow: filename=Pillow-4.0.0-cp38-cp38-linux_x86_64.whl size=1072765 sha256=b22cd7a6ac38a4970e39cfbfba1c15f47ed95b4cde9f573be0e10f394f45c58f\n",
+ " Stored in directory: /root/.cache/pip/wheels/e3/2e/74/33a7284a964c402e6d2bb64b34b0b611e9f3a673c9bc2a00ab\n",
+ " Building wheel for olefile (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for olefile: filename=olefile-0.46-py2.py3-none-any.whl size=35430 sha256=5c55ea4ea1e9803bc2130fe3139adfb9e863d81aa7f070d2ad822ff2939e8e36\n",
+ " Stored in directory: /root/.cache/pip/wheels/0b/d8/16/1e2d32ad7455728b8af9efdb9d2a0c3d03cd8f2e4be0191b8c\n",
+ "Successfully built pillow olefile\n",
+ "Installing collected packages: olefile, pillow\n",
+ " Attempting uninstall: pillow\n",
+ " Found existing installation: Pillow 7.1.2\n",
+ " Uninstalling Pillow-7.1.2:\n",
+ " Successfully uninstalled Pillow-7.1.2\n",
+ "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+ "torchvision 0.14.1+cu116 requires pillow!=8.3.*,>=5.3.0, but you have pillow 4.0.0 which is incompatible.\n",
+ "scikit-image 0.18.3 requires pillow!=7.1.0,!=7.1.1,>=4.3.0, but you have pillow 4.0.0 which is incompatible.\n",
+ "fastai 2.7.10 requires pillow>6.0.0, but you have pillow 4.0.0 which is incompatible.\n",
+ "bokeh 2.3.3 requires pillow>=7.1.0, but you have pillow 4.0.0 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed olefile-0.46 pillow-4.0.0\n"
+ ]
}
]
},
{
"metadata": {
- "id": "Bdd5aONjGO5_",
- "colab_type": "code",
- "colab": {}
+ "id": "Bdd5aONjGO5_"
},
"cell_type": "code",
"source": [
"import PIL.ImageOps"
],
- "execution_count": 0,
+ "execution_count": 14,
"outputs": []
},
{
"metadata": {
"id": "gUPLBiV0gDd8",
- "colab_type": "code",
- "outputId": "8b38d0a7-1791-4ef2-8994-dc9ea07e2aa3",
+ "outputId": "ca84004e-bed0-4746-face-6dd03e4ade00",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 368
+ "height": 287
}
},
"cell_type": "code",
"source": [
"import requests\n",
+ "import cv2\n",
"from PIL import Image\n",
"\n",
"url = 'https://images.homedepot-static.com/productImages/007164ea-d47e-4f66-8d8c-fd9f621984a2/svn/architectural-mailboxes-house-letters-numbers-3585b-5-64_1000.jpg'\n",
- "response = requests.get(url, stream = True)\n",
- "img = Image.open(response.raw)\n",
+ "\n",
+ "response = requests.get(url)\n",
+ "img_array = np.array(bytearray(response.content), dtype=np.uint8)\n",
+ "img = cv2.imdecode(img_array, -1)\n",
+ "img = Image.fromarray(img)\n",
"plt.imshow(img)"
],
- "execution_count": 0,
+ "execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 113
+ "metadata": {},
+ "execution_count": 18
},
{
"output_type": "display_data",
"data": {
- "image/png": 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vSVEmkjEJ8UMPPYRZs2Zh991393y/nK+okyv1AyPUn//85+N+7HXr1o37MRWl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\nL/u0007D3/3d32kl6g6ACnEdIjMG7C/+B98aFDl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\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
@@ -515,11 +2039,10 @@
{
"metadata": {
"id": "v24yJujOERx8",
- "colab_type": "code",
- "outputId": "f3c6a6ed-ca57-4e42-8e3b-aa3405b59bdc",
+ "outputId": "b808a345-e46b-4fdf-fad2-e76b09088b29",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 364
+ "height": 283
}
},
"cell_type": "code",
@@ -529,30 +2052,28 @@
"img = transform(img) \n",
"plt.imshow(im_convert(img))"
],
- "execution_count": 0,
+ "execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 120
+ "metadata": {},
+ "execution_count": 19
},
{
"output_type": "display_data",
"data": {
- "image/png": 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woQ4fPqzJyUmVlpbq9OnTCoVCTi9zVv49U319vQYGBlRcXCxJ2rVrl9avX+/sImepublZ\nfX19ev36tXbv3q2qqirPHyfpv3Ndu3bN8WNV8FjeunVL9+/fVzwe171799TQ0KB4PF7oZeTFihUr\n1NLS4vQy3tnz5891/PhxxWKxqdtaWlpUV1en2tpanT17Vp2dnaqrq3NwlbOTbiZJOnjwoKqrqx1a\n1bu5efOmhoaGFI/HNTY2pi1btigWi3n6OEnp51q5cqXjx6rgl+E9PT2qqamRJC1evFhPnjzR+Ph4\noZeBGYRCIbW3tysajU7d1tvbq40bN0qSqqur1dPT49TyspJuJq9bvny5zp07J0lauHChJiYmPH+c\npPRzTU5OOrwqB2I5OjqqDz74YOrPJSUlSiaThV5GXty9e1d79uzRtm3bdOPGDaeXk7VgMKi5c+e+\nddvExMTU5VwkEvHcMUs3kyR1dHRo586d+umnn/T33387sLLsFRUVKRwOS5I6Ozu1du1azx8nKf1c\nRUVFjh8rRx6zfJNfdlt++umn2rt3r2prazU8PKydO3equ7vbk48XZeKXY7Z582YVFxeroqJCbW1t\nOn/+vI4ePer0smbt6tWr6uzs1KVLl7Rp06ap271+nN6cK5FIOH6sCn5mGY1GNTo6OvXnR48eqbS0\ntNDLyLmysjJ9+eWXCgQC+vjjj/Xhhx9qZGTE6WXlTDgc1osXLyRJIyMjvricjcViqqiokCRt2LBB\ng4ODDq9o9q5fv64LFy6ovb1dCxYs8M1x+vdcbjhWBY/l6tWr1dXVJUkaGBhQNBrV/PnzC72MnLt8\n+bIuXrwoSUomk3r8+LHKysocXlXurFq1auq4dXd3a82aNQ6v6N3t27dPw8PDkv7vMdn//0kGr3j2\n7Jmam5vV2to69SyxH45TurnccKwc+a1DZ86c0e3btxUIBHTs2DF9/vnnhV5Czo2Pj+vQoUN6+vSp\nXr16pb1792rdunVOLysriURCp06d0oMHDxQMBlVWVqYzZ86ovr5eL1++1KJFi9TU1KQ5c+Y4vVSz\ndDNt375dbW1tmjdvnsLhsJqamhSJRJxeqlk8Htcvv/yizz77bOq2kydP6siRI549TlL6ubZu3aqO\njg5HjxW/og0ADNjBAwAGxBIADIglABgQSwAwIJYAYEAsAcCAWAKAAbEEAIP/BVKPWmUBeM9zAAAA\nAElFTkSuQmCC\n",
"text/plain": [
- ""
- ]
+ ""
+ ],
+ "image/png": "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\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
@@ -560,11 +2081,9 @@
{
"metadata": {
"id": "Gd_XSROHFzsd",
- "colab_type": "code",
- "outputId": "534f000c-1119-4fda-9021-ff8843280f6e",
+ "outputId": "fa07b73d-9cbc-4fe8-9608-c5c15f6745cc",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -574,31 +2093,30 @@
"_, pred = torch.max(output, 1)\n",
"print(pred.item())"
],
- "execution_count": 0,
+ "execution_count": 20,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
"5\n"
- ],
- "name": "stdout"
+ ]
}
]
},
{
"metadata": {
"id": "UE7haDIMG2cE",
- "colab_type": "code",
- "outputId": "14ae08d1-b70f-4b6b-b47d-e631ab8a203f",
+ "outputId": "30399048-e077-4003-aabc-19de55ae27a7",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 303
+ "height": 267
}
},
"cell_type": "code",
"source": [
"dataiter = iter(validation_loader)\n",
- "images, labels = dataiter.next()\n",
+ "images, labels = next(dataiter)\n",
"images_ = images.view(images.shape[0], -1)\n",
"output = model(images_)\n",
"_, preds = torch.max(output, 1)\n",
@@ -610,34 +2128,28 @@
" plt.imshow(im_convert(images[idx]))\n",
" ax.set_title(\"{} ({})\".format(str(preds[idx].item()), str(labels[idx].item())), color=(\"green\" if preds[idx]==labels[idx] else \"red\"))"
],
- "execution_count": 0,
+ "execution_count": 22,
"outputs": [
{
"output_type": "display_data",
"data": {
- "image/png": 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},
- "metadata": {
- "tags": []
- }
+ "metadata": {}
}
]
},
{
"metadata": {
- "id": "nzLUhaxBIHwB",
- "colab_type": "code",
- "colab": {}
+ "id": "nzLUhaxBIHwB"
},
"cell_type": "code",
- "source": [
- ""
- ],
- "execution_count": 0,
+ "source": [],
+ "execution_count": 22,
"outputs": []
}
]
-}
+}
\ No newline at end of file
diff --git a/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Linear_Regression.ipynb b/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Linear_Regression.ipynb
index 59562a7..37d9dbf 100644
--- a/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Linear_Regression.ipynb
+++ b/PyTorch for Deep Learning and Computer Vision Course (All Codes)/Linear_Regression.ipynb
@@ -3,9 +3,8 @@
"nbformat_minor": 0,
"metadata": {
"colab": {
- "name": "Linear Regression.ipynb",
- "version": "0.3.2",
- "provenance": []
+ "provenance": [],
+ "include_colab_link": true
},
"kernelspec": {
"name": "python3",
@@ -13,41 +12,44 @@
}
},
"cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
{
"metadata": {
"id": "oHxQbKZci27E",
- "colab_type": "code",
- "outputId": "703199c8-c579-4894-bd44-1bc1e8317fd1",
+ "outputId": "79d7f483-bc9e-423a-8a94-c8717945a04a",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 1020
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
"source": [
"!pip3 install torch"
],
- "execution_count": 1,
+ "execution_count": 242,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
- "Collecting torch\n",
- "\u001b[?25l Downloading https://files.pythonhosted.org/packages/7e/60/66415660aa46b23b5e1b72bc762e816736ce8d7260213e22365af51e8f9c/torch-1.0.0-cp36-cp36m-manylinux1_x86_64.whl (591.8MB)\n",
- "\u001b[K 100% |████████████████████████████████| 591.8MB 23kB/s \n",
- "tcmalloc: large alloc 1073750016 bytes == 0x614fa000 @ 0x7f296ec2c2a4 0x591a07 0x5b5d56 0x502e9a 0x506859 0x502209 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x507641 0x502209 0x502f3d 0x506859 0x504c28 0x502540 0x502f3d 0x507641 0x504c28 0x502540 0x502f3d 0x507641\n",
- "\u001b[?25hInstalling collected packages: torch\n",
- "Successfully installed torch-1.0.0\n"
- ],
- "name": "stdout"
+ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+ "Requirement already satisfied: torch in /usr/local/lib/python3.8/dist-packages (1.13.1+cu116)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.8/dist-packages (from torch) (4.4.0)\n"
+ ]
}
]
},
{
"metadata": {
- "id": "g90d_JwFi8I7",
- "colab_type": "code",
- "colab": {}
+ "id": "g90d_JwFi8I7"
},
"cell_type": "code",
"source": [
@@ -56,17 +58,16 @@
"import matplotlib.pyplot as plt\n",
"import numpy as np"
],
- "execution_count": 0,
+ "execution_count": 243,
"outputs": []
},
{
"metadata": {
"id": "BkdXhIlXvKzM",
- "colab_type": "code",
- "outputId": "9ea4075e-1585-4c9b-d057-4a948cb87611",
+ "outputId": "8866d18b-abdb-45ca-f40a-ac09b26cc02b",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 378
+ "height": 297
}
},
"cell_type": "code",
@@ -77,7 +78,7 @@
"plt.ylabel('y')\n",
"plt.xlabel('x')"
],
- "execution_count": 3,
+ "execution_count": 244,
"outputs": [
{
"output_type": "execute_result",
@@ -86,30 +87,26 @@
"Text(0.5, 0, 'x')"
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 3
+ "metadata": {},
+ "execution_count": 244
},
{
"output_type": "display_data",
"data": {
- "image/png": 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U0NCgZcuWeVklS8wXAwBM4WmQv/766xozZoxeffVVNTU1afny5ZKkpqYmLVmy\nRJs2bdLx48f17rvvelmtYWZNr1Rj3QxVR4qVPyJP1ZFiNdbNYNgZABA4ns6R19XVacGCBZKksrIy\nHTlyRGfPntWBAwc0c+ZMSdK8efPU1tamG2+80cuqDcN8MQDABJ4GeWFhYfyfX3rpJS1YsEC9vb0q\nLS2Nl5eXlysajSZ8nwkTilRQkO9aPd0UiZT4XYXQo429QTu7jzZ2Xxja2LUgb2lpUUtLy6CyBx54\nQHPmzNHGjRvV0dGh1atX6/Dhw4NeE4vFkr53b6/1qvKgi0RKFI32+V2NUKONvUE7u482dp9pbWz3\n0OFakNfX16u+vn5YeUtLi95++209//zzKiwsjA+xD+ju7lZFRYVb1QIAIFQ8Xez22WefadOmTVq1\napVGjRol6T/D7Zdddll8BfvWrVs1Z84cL6sFAICxPJ0jb2lp0ZEjR/STn/wkXrZ27VotWbJES5cu\nVX9/v6655hrNnj3by2oBAGCsvFgqk9IB4+SchpeXo5g2H2Mi2tgbtLP7aGP3mdbGns+Rm2DgcpQB\nA5ejSGLrGQDACDl9RGuiy1EAADBBTgd5rl6OAgAIj5wOci5HAQCYLqeDnMtRAACmy+nFbgML2ja3\n7dOhL07okvKxqq2ZwkI3AIAxcjrIJS5HAQCYLeeD3C9e7l8HAIQXQe4D9q8DAJxCkPsg0f51qyCn\n9w4AsEOQ+yCd/ev03gEAieT09jO/pLN/ndPnAACJEOQ+SGf/OqfPAQASYWjdB+nsX6+aWKSu6PDQ\n5vQ5AIBEkPsm1f3rtTWXDpojv1DO6XMAAII88Dh9DgCQCEFuAE6fAwDYYbEbAAAGI8gBADAYQQ4A\ngMEIcgAADEaQAwBgMIIcAACDEeQAABiMIAcAwGAEOQAABsuLxWIxvysBAAAyQ48cAACDEeQAABiM\nIAcAwGAEOQAABiPIAQAwGEEOAIDBCHKXnTt3Tg899JAWLVqke+65R7t27ZIkffzxx2poaFBDQ4OW\nLVvmcy3Nt3PnTtXU1Gj79u3xMtrYeU888YQWLlyohoYG/eMf//C7OqHyySef6Oabb9aGDRskSYcO\nHdL999+vxYsX6xe/+IXOnj3rcw3Nt2LFCi1cuFB33323tm7dGpo2Jshd9vrrr2vMmDF69dVX1dTU\npOXLl0uSmpqatGTJEm3atEnHjx/Xu+++63NNzbV//36tX79e11133aBy2thZO3fu1L59+9Tc3Kym\npiY1NTX5XaXQOHnypB5//HHV1NTEy5599lktXrxYr7zyiqZMmaLW1lYfa2i+999/X3v27FFzc7Ne\nfPFFPfHEE6FpY4LcZXV1dXprvzXBAAADjklEQVTkkUckSWVlZTpy5IjOnj2rAwcOaObMmZKkefPm\nqa2tzc9qGi0SiWjVqlUqKSmJl9HGzmtra9PNN98sSZo6daqOHj2q48eP+1yrcBg5cqTWrFmjioqK\neFl7e7vmz58vib9fJ1x//fV65plnJEmlpaU6depUaNqYIHdZYWGhRo0aJUl66aWXtGDBAvX29qq0\ntDT+mvLyckWjUb+qaLwxY8YoPz9/UBlt7Lyenh5NmDAh/nVZWRlt6pCCggKNHj16UNmpU6c0cuRI\nSfz9OiE/P19FRUWSpNbWVs2dOzc0bVzgdwXCpKWlRS0tLYPKHnjgAc2ZM0cbN25UR0eHVq9ercOH\nDw96Dafkpi5RGydCGzuPNvUObe2ct956S62trVq3bp1uvfXWeLnJbUyQO6i+vl719fXDyltaWvT2\n22/r+eefV2FhYXyIfUB3d/egITXYs2vjoWhj51VUVKinpyf+9eeff65IJOJjjcKtqKhIp0+f1ujR\no/n7dch7772n1atX68UXX1RJSUlo2pihdZd99tln2rRpk1atWhUfYi8sLNRll10WX8G+devWpD1K\npIc2dt4NN9ygLVu2SJI6OjpUUVGh4uJin2sVXrNnz463N3+/2evr69OKFSv0wgsvaPz48ZLC08bc\nfuayp59+Wps3b1ZVVVW8bO3atdq/f7+WLl2q/v5+XXPNNfEFcUjfO++8o7Vr1+rTTz9VWVmZIpGI\n1q1bp3/961+0scOeeuop7dq1S3l5eVq2bJmuvvpqv6sUCh999JGefPJJHThwQAUFBaqsrNRTTz2l\nhx9+WGfOnFFVVZV+//vfq7Cw0O+qGqu5uVnPPfecvva1r8XLli9frkcffdT4NibIAQAwGEPrAAAY\njCAHAMBgBDkAAAYjyAEAMBhBDgCAwQhyAAAMRpADAGAwghxAUuvXr9ejjz4qSfr00091++23c/MZ\nEBAEOYCkfvCDH+jf//63du/erd/97nd67LHHOJ4VCAhOdgOQkn379um+++7T7bffrt/85jd+VwfA\nf9EjB5CSo0ePqqioSIcOHfK7KgAuQpADSOrMmTNatmyZVq9ercLCQr322mt+VwnAfzG0DiCpFStW\naOzYsfrZz36mnp4eLVy4UBs3btRXvvIVv6sG5DyCHAAAgzG0DgCAwQhyAAAMRpADAGAwghwAAIMR\n5AAAGIwgBwDAYAQ5AAAGI8gBADDY/wEZYAq3NKw4GAAAAABJRU5ErkJggg==\n",
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+ ],
+ "image/png": "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\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
},
{
"metadata": {
- "id": "Voo3RX1IYz21",
- "colab_type": "code",
- "colab": {}
+ "id": "Voo3RX1IYz21"
},
"cell_type": "code",
"source": [
@@ -121,17 +118,15 @@
" pred = self.linear(x)\n",
" return pred"
],
- "execution_count": 0,
+ "execution_count": 245,
"outputs": []
},
{
"metadata": {
"id": "PeyVS6V_aBfy",
- "colab_type": "code",
- "outputId": "84dbdbae-8cd6-4d39-ac3b-862c9c0df5c9",
+ "outputId": "af3ecbef-f9a6-4ee6-b966-cf748300f2ae",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 68
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -140,24 +135,22 @@
"model = LR(1, 1)\n",
"print(model)"
],
- "execution_count": 5,
+ "execution_count": 246,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
"LR(\n",
" (linear): Linear(in_features=1, out_features=1, bias=True)\n",
")\n"
- ],
- "name": "stdout"
+ ]
}
]
},
{
"metadata": {
- "id": "e1HHLRTbaeZF",
- "colab_type": "code",
- "colab": {}
+ "id": "e1HHLRTbaeZF"
},
"cell_type": "code",
"source": [
@@ -165,14 +158,12 @@
"def get_params():\n",
" return (w[0][0].item(), b[0].item())"
],
- "execution_count": 0,
+ "execution_count": 247,
"outputs": []
},
{
"metadata": {
- "id": "x1bjDI3vxEmd",
- "colab_type": "code",
- "colab": {}
+ "id": "x1bjDI3vxEmd"
},
"cell_type": "code",
"source": [
@@ -185,61 +176,56 @@
" plt.scatter(X, y)\n",
" plt.show()"
],
- "execution_count": 0,
+ "execution_count": 248,
"outputs": []
},
{
"metadata": {
"id": "wYEJKbTEy2Ci",
- "colab_type": "code",
- "outputId": "162542b8-3a08-4cdf-c8d3-74f6670f0eb7",
+ "outputId": "6cdb9e27-c242-4491-b607-f62d4e3b44c9",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 347
+ "height": 265
}
},
"cell_type": "code",
"source": [
"plot_fit('Initial Model')"
],
- "execution_count": 8,
+ "execution_count": 249,
"outputs": [
{
"output_type": "display_data",
"data": {
- "image/png": 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FKZbV0eHEwi6wWnrS8R0weD3w98vHwa/MxPoRX8FRUymK/2HC6Kt0mPTlQTj4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\nfmkN9Oc/B8CydLpJPd9V4jz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\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
},
{
"metadata": {
- "id": "4Z9-HIA0y5S7",
- "colab_type": "code",
- "colab": {}
+ "id": "4Z9-HIA0y5S7"
},
"cell_type": "code",
"source": [
"criterion = nn.MSELoss()\n",
- "optimizer = torch.optim.SGD(model.parameters(), lr = 0.01)"
+ "optimizer = torch.optim.SGD(model.parameters(), lr = 0.001)"
],
- "execution_count": 0,
+ "execution_count": 250,
"outputs": []
},
{
"metadata": {
"id": "wu4Qzn3PCeJ9",
- "colab_type": "code",
- "outputId": "bcdc1419-824e-4bd5-d697-a66955589708",
+ "outputId": "41418a37-d4bb-4646-db10-2ccf6166ed4e",
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 1717
+ "base_uri": "https://localhost:8080/"
}
},
"cell_type": "code",
@@ -256,133 +242,133 @@
" loss.backward()\n",
" optimizer.step()"
],
- "execution_count": 10,
+ "execution_count": 251,
"outputs": [
{
"output_type": "stream",
+ "name": "stdout",
"text": [
- "epoch: 0 loss: 34.606773376464844\n",
- "epoch: 1 loss: 32.641448974609375\n",
- "epoch: 2 loss: 30.837696075439453\n",
- "epoch: 3 loss: 29.182172775268555\n",
- "epoch: 4 loss: 27.662689208984375\n",
- "epoch: 5 loss: 26.2680606842041\n",
- "epoch: 6 loss: 24.987957000732422\n",
- "epoch: 7 loss: 23.813003540039062\n",
- "epoch: 8 loss: 22.734525680541992\n",
- "epoch: 9 loss: 21.744590759277344\n",
- "epoch: 10 loss: 20.835914611816406\n",
- "epoch: 11 loss: 20.001802444458008\n",
- "epoch: 12 loss: 19.236114501953125\n",
- "epoch: 13 loss: 18.533241271972656\n",
- "epoch: 14 loss: 17.88799285888672\n",
- "epoch: 15 loss: 17.295654296875\n",
- "epoch: 16 loss: 16.751863479614258\n",
- "epoch: 17 loss: 16.252628326416016\n",
- "epoch: 18 loss: 15.794288635253906\n",
- "epoch: 19 loss: 15.373481750488281\n",
- "epoch: 20 loss: 14.987119674682617\n",
- "epoch: 21 loss: 14.632369995117188\n",
- "epoch: 22 loss: 14.306648254394531\n",
- "epoch: 23 loss: 14.007560729980469\n",
- "epoch: 24 loss: 13.73292064666748\n",
- "epoch: 25 loss: 13.480721473693848\n",
- "epoch: 26 loss: 13.249117851257324\n",
- "epoch: 27 loss: 13.036426544189453\n",
- "epoch: 28 loss: 12.841087341308594\n",
- "epoch: 29 loss: 12.661684036254883\n",
- "epoch: 30 loss: 12.496904373168945\n",
- "epoch: 31 loss: 12.345552444458008\n",
- "epoch: 32 loss: 12.206522941589355\n",
- "epoch: 33 loss: 12.078808784484863\n",
- "epoch: 34 loss: 11.9614839553833\n",
- "epoch: 35 loss: 11.853694915771484\n",
- "epoch: 36 loss: 11.754661560058594\n",
- "epoch: 37 loss: 11.663664817810059\n",
- "epoch: 38 loss: 11.58005142211914\n",
- "epoch: 39 loss: 11.503213882446289\n",
- "epoch: 40 loss: 11.432601928710938\n",
- "epoch: 41 loss: 11.367704391479492\n",
- "epoch: 42 loss: 11.308053016662598\n",
- "epoch: 43 loss: 11.25322151184082\n",
- "epoch: 44 loss: 11.202813148498535\n",
- "epoch: 45 loss: 11.156472206115723\n",
- "epoch: 46 loss: 11.113862991333008\n",
- "epoch: 47 loss: 11.074682235717773\n",
- "epoch: 48 loss: 11.038651466369629\n",
- "epoch: 49 loss: 11.005512237548828\n",
- "epoch: 50 loss: 10.975030899047852\n",
- "epoch: 51 loss: 10.946990013122559\n",
- "epoch: 52 loss: 10.92119312286377\n",
- "epoch: 53 loss: 10.897455215454102\n",
- "epoch: 54 loss: 10.875611305236816\n",
- "epoch: 55 loss: 10.855506896972656\n",
- "epoch: 56 loss: 10.83700180053711\n",
- "epoch: 57 loss: 10.819965362548828\n",
- "epoch: 58 loss: 10.804278373718262\n",
- "epoch: 59 loss: 10.789833068847656\n",
- "epoch: 60 loss: 10.776528358459473\n",
- "epoch: 61 loss: 10.764272689819336\n",
- "epoch: 62 loss: 10.75298023223877\n",
- "epoch: 63 loss: 10.742575645446777\n",
- "epoch: 64 loss: 10.732985496520996\n",
- "epoch: 65 loss: 10.72414493560791\n",
- "epoch: 66 loss: 10.715993881225586\n",
- "epoch: 67 loss: 10.708476066589355\n",
- "epoch: 68 loss: 10.701542854309082\n",
- "epoch: 69 loss: 10.695145606994629\n",
- "epoch: 70 loss: 10.689242362976074\n",
- "epoch: 71 loss: 10.683794021606445\n",
- "epoch: 72 loss: 10.678763389587402\n",
- "epoch: 73 loss: 10.674118041992188\n",
- "epoch: 74 loss: 10.66982650756836\n",
- "epoch: 75 loss: 10.665861129760742\n",
- "epoch: 76 loss: 10.66219711303711\n",
- "epoch: 77 loss: 10.658808708190918\n",
- "epoch: 78 loss: 10.65567684173584\n",
- "epoch: 79 loss: 10.652778625488281\n",
- "epoch: 80 loss: 10.650097846984863\n",
- "epoch: 81 loss: 10.647615432739258\n",
- "epoch: 82 loss: 10.645318031311035\n",
- "epoch: 83 loss: 10.643189430236816\n",
- "epoch: 84 loss: 10.641217231750488\n",
- "epoch: 85 loss: 10.639389038085938\n",
- "epoch: 86 loss: 10.637694358825684\n",
- "epoch: 87 loss: 10.636122703552246\n",
- "epoch: 88 loss: 10.634663581848145\n",
- "epoch: 89 loss: 10.633308410644531\n",
- "epoch: 90 loss: 10.632051467895508\n",
- "epoch: 91 loss: 10.63088321685791\n",
- "epoch: 92 loss: 10.629796981811523\n",
- "epoch: 93 loss: 10.62878704071045\n",
- "epoch: 94 loss: 10.627848625183105\n",
- "epoch: 95 loss: 10.626974105834961\n",
- "epoch: 96 loss: 10.626160621643066\n",
- "epoch: 97 loss: 10.625402450561523\n",
- "epoch: 98 loss: 10.624695777893066\n",
- "epoch: 99 loss: 10.62403678894043\n"
- ],
- "name": "stdout"
+ "epoch: 0 loss: 36.448326110839844\n",
+ "epoch: 1 loss: 25.847070693969727\n",
+ "epoch: 2 loss: 19.274921417236328\n",
+ "epoch: 3 loss: 15.200486183166504\n",
+ "epoch: 4 loss: 12.67442512512207\n",
+ "epoch: 5 loss: 11.108231544494629\n",
+ "epoch: 6 loss: 10.137072563171387\n",
+ "epoch: 7 loss: 9.534791946411133\n",
+ "epoch: 8 loss: 9.161184310913086\n",
+ "epoch: 9 loss: 8.92933464050293\n",
+ "epoch: 10 loss: 8.785365104675293\n",
+ "epoch: 11 loss: 8.69587516784668\n",
+ "epoch: 12 loss: 8.640159606933594\n",
+ "epoch: 13 loss: 8.605380058288574\n",
+ "epoch: 14 loss: 8.583581924438477\n",
+ "epoch: 15 loss: 8.569831848144531\n",
+ "epoch: 16 loss: 8.56106948852539\n",
+ "epoch: 17 loss: 8.555403709411621\n",
+ "epoch: 18 loss: 8.551656723022461\n",
+ "epoch: 19 loss: 8.549099922180176\n",
+ "epoch: 20 loss: 8.547282218933105\n",
+ "epoch: 21 loss: 8.545924186706543\n",
+ "epoch: 22 loss: 8.544849395751953\n",
+ "epoch: 23 loss: 8.543954849243164\n",
+ "epoch: 24 loss: 8.543170928955078\n",
+ "epoch: 25 loss: 8.54245662689209\n",
+ "epoch: 26 loss: 8.541786193847656\n",
+ "epoch: 27 loss: 8.541145324707031\n",
+ "epoch: 28 loss: 8.540521621704102\n",
+ "epoch: 29 loss: 8.539909362792969\n",
+ "epoch: 30 loss: 8.539307594299316\n",
+ "epoch: 31 loss: 8.538711547851562\n",
+ "epoch: 32 loss: 8.538119316101074\n",
+ "epoch: 33 loss: 8.537530899047852\n",
+ "epoch: 34 loss: 8.536945343017578\n",
+ "epoch: 35 loss: 8.536364555358887\n",
+ "epoch: 36 loss: 8.535784721374512\n",
+ "epoch: 37 loss: 8.535205841064453\n",
+ "epoch: 38 loss: 8.53463363647461\n",
+ "epoch: 39 loss: 8.534061431884766\n",
+ "epoch: 40 loss: 8.533492088317871\n",
+ "epoch: 41 loss: 8.532923698425293\n",
+ "epoch: 42 loss: 8.532360076904297\n",
+ "epoch: 43 loss: 8.5317964553833\n",
+ "epoch: 44 loss: 8.531234741210938\n",
+ "epoch: 45 loss: 8.530675888061523\n",
+ "epoch: 46 loss: 8.530119895935059\n",
+ "epoch: 47 loss: 8.529565811157227\n",
+ "epoch: 48 loss: 8.529012680053711\n",
+ "epoch: 49 loss: 8.528463363647461\n",
+ "epoch: 50 loss: 8.527915000915527\n",
+ "epoch: 51 loss: 8.52737045288086\n",
+ "epoch: 52 loss: 8.526826858520508\n",
+ "epoch: 53 loss: 8.526284217834473\n",
+ "epoch: 54 loss: 8.525745391845703\n",
+ "epoch: 55 loss: 8.52520751953125\n",
+ "epoch: 56 loss: 8.524674415588379\n",
+ "epoch: 57 loss: 8.524140357971191\n",
+ "epoch: 58 loss: 8.523609161376953\n",
+ "epoch: 59 loss: 8.523080825805664\n",
+ "epoch: 60 loss: 8.522553443908691\n",
+ "epoch: 61 loss: 8.522029876708984\n",
+ "epoch: 62 loss: 8.521507263183594\n",
+ "epoch: 63 loss: 8.520986557006836\n",
+ "epoch: 64 loss: 8.520466804504395\n",
+ "epoch: 65 loss: 8.519950866699219\n",
+ "epoch: 66 loss: 8.51943588256836\n",
+ "epoch: 67 loss: 8.518924713134766\n",
+ "epoch: 68 loss: 8.518413543701172\n",
+ "epoch: 69 loss: 8.517904281616211\n",
+ "epoch: 70 loss: 8.5173978805542\n",
+ "epoch: 71 loss: 8.516894340515137\n",
+ "epoch: 72 loss: 8.51639175415039\n",
+ "epoch: 73 loss: 8.515891075134277\n",
+ "epoch: 74 loss: 8.515393257141113\n",
+ "epoch: 75 loss: 8.51489543914795\n",
+ "epoch: 76 loss: 8.51440143585205\n",
+ "epoch: 77 loss: 8.513909339904785\n",
+ "epoch: 78 loss: 8.513418197631836\n",
+ "epoch: 79 loss: 8.512928009033203\n",
+ "epoch: 80 loss: 8.512442588806152\n",
+ "epoch: 81 loss: 8.511958122253418\n",
+ "epoch: 82 loss: 8.511473655700684\n",
+ "epoch: 83 loss: 8.510993957519531\n",
+ "epoch: 84 loss: 8.510513305664062\n",
+ "epoch: 85 loss: 8.51003646850586\n",
+ "epoch: 86 loss: 8.509560585021973\n",
+ "epoch: 87 loss: 8.509086608886719\n",
+ "epoch: 88 loss: 8.508615493774414\n",
+ "epoch: 89 loss: 8.50814437866211\n",
+ "epoch: 90 loss: 8.50767707824707\n",
+ "epoch: 91 loss: 8.507209777832031\n",
+ "epoch: 92 loss: 8.506745338439941\n",
+ "epoch: 93 loss: 8.5062837600708\n",
+ "epoch: 94 loss: 8.50582218170166\n",
+ "epoch: 95 loss: 8.505363464355469\n",
+ "epoch: 96 loss: 8.504904747009277\n",
+ "epoch: 97 loss: 8.504449844360352\n",
+ "epoch: 98 loss: 8.503996849060059\n",
+ "epoch: 99 loss: 8.503543853759766\n"
+ ]
}
]
},
{
"metadata": {
"id": "j3D-8o6MDXO9",
- "colab_type": "code",
- "outputId": "dcbebc38-7284-43f1-d61b-afa252244857",
+ "outputId": "687a362c-5984-4ad2-d5b6-62671dde2337",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 378
+ "height": 297
}
},
"cell_type": "code",
"source": [
- "plt.plot(range(epochs), losses)\n",
+ "losses_np = [loss.detach().numpy() for loss in losses]\n",
+ "plt.plot(range(epochs), losses_np)\n",
"plt.ylabel('Loss')\n",
"plt.xlabel('epoch')"
],
- "execution_count": 11,
+ "execution_count": 252,
"outputs": [
{
"output_type": "execute_result",
@@ -391,21 +377,19 @@
"Text(0.5, 0, 'epoch')"
]
},
- "metadata": {
- "tags": []
- },
- "execution_count": 11
+ "metadata": {},
+ "execution_count": 252
},
{
"output_type": "display_data",
"data": {
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3V0FBgTZv3qyHH35Yzz77rNm1RQW7zaaLh2SqsTmgrXuqrC4HABDBuhTa8fHx6tevnz74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\nm5mkf3+rUGu+LNW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+ ],
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wwj6e33OI3QeGWl2KmVkhHPyTfHB1dpvHTe7uMbOScvBP8s5l8+ib18mmFxz8ZlZODv5JJPGB1Yt57KV9jI1Hq8sxM5t1Dv4p/LML+9h/ZIRnX/OwTjMrHwf/FN5/wWIk3N1jZqXk4J/CWXM7edc7eh38ZlZKDv4GPnjhYp7+2X4ODo20uhQzs1nl4G/gyovOZmw8+MG2Pa0uxcxsVjn4G+g/dyGrz57LHY+9QoRH95hZeTj4G5DE73xgFdt3HeQfXv5/rS7HzGzWOPjfwjVrlrN4bge3/3BHq0sxM5s1Dv630FWtcP26lTzy/CAv7fUNWsysHAoLfkl3StoraWvdukWSHpb0Yv7vwqL2P1t+e90v0dnextd++EqrSzEzmxVFtvjvAq6atO4zwMaIWA1szJdPa2fN7eTX37OC+59+jX2Hh1tdjpnZjBUW/BGxCXh90uprgA358w3AtUXtfzb9zgdWMTYe/NlDz7W6FDOzGWt2H/+SiNiVP98NLGm0oaSbJA1IGhgcbO0VtOf3zeVT61fz3c0/5/6ndra0FjOzmWrZl7uRDY5vOEA+Im6LiP6I6O/r62tiZVP75PoLWLtyEX/83a28uu8XrS7HzOyUNTv490haBpD/u7fJ+z9llTZx62+todImbv7m04yMjbe6JDOzU9Ls4H8QuCF/fgPwQJP3PyPLF3Tz+d+4lGd2HuBT9zzN0MhYq0syMztpRQ7nvAf4B+AiSTsl3Qj8OfBhSS8Cv5Ivn1E+8u5l/NGvvpPvb9vNdbf/yCN9zOyMozNhHpr+/v4YGBhodRkTfH/rLm65dzN98zr5H9e9h8vOWdDqkszMJpD0ZET0T17vK3dP0VXvWsa9N72PoZFxrvny/+UTf/0UOwYPt7osM7O35Rb/DB0aGuH2TTv42mOvMDw6zr+4ZAlXv3sZ6y8+mzmd7a0uz8wS1qjF7+CfJYOHhvmrR1/mgc0/Z9/hYTrb21i7ahGXrujl0hULuHjpPN6xoJtqxX9kmVlzOPibZGw8+PGrr/O9Z3fx41ff4Pk9hxgbz37GbYKl87tY2tvFojmdnDWngwU9VeZ0tjOns52ejgpd1TY62yt0VNpor4hqpY32NlGpe7Qpe0jkz0ECyNaJbFrp7F/IntW2eVNtubbtVK/lnzphvd58oeE2U2yC6l6YuH7qz5nwtMFnnsrnTv45nMz2J3s8k7cza6ZGwe++iFlWaRPrzjuLdeedBcDQyBjbfn6QlwcPs/ONo+x8/Qh7Dg2x840jbNm5nwNHRxge9TUBKSrkF+Q0tj/hF9M09t14H1P/UpvZL8vp1dp4fyf3S7vR55zs5097Hw0WGr33v3703axdtWjqwk6Rg79gXdUK7z13Ie89t/FEpCNj4xw5NsaRY6McGx1neHSc4ZFxRsbHGRkdZ3Q8GBsPxiIYGwvGIxgPiAgCJiwDREAQ2b/5H3QBE+4kFnVPYtIF1PV/BMak9bVtG23DVPuYvP10tpmwvvFfpRPfEw3Wn9z2Ez//1D/zrd4zrZ/TDI6nwdMTfpaz9XOa+Jmzf2wnvtrgc2fr59dgt2/5s2zwuY23mfrnNLmMOZ2VqT9sBhz8p4FqpY3e7jZ6u6utLsXMEuBvGs3MEuPgNzNLjIPfzCwxDn4zs8Q4+M3MEuPgNzNLjIPfzCwxDn4zs8ScEXP1SBoEfnqKb18M7JvFcs4UKR53iscMaR53iscMJ3/c50bECTctPyOCfyYkDUw1SVHZpXjcKR4zpHncKR4zzN5xu6vHzCwxDn4zs8SkEPy3tbqAFknxuFM8ZkjzuFM8Zpil4y59H7+ZmU2UQovfzMzqOPjNzBJT6uCXdJWk5yW9JOkzra6nCJLOkfSIpOckbZN0c75+kaSHJb2Y/9v4FmBnKEkVSU9LeihfXiXp8fx83yupo9U1zjZJCyTdJ+knkrZLel/Zz7Wkf5//t71V0j2Susp4riXdKWmvpK1166Y8t8p8KT/+LZLeczL7Km3wS6oAXwY+AlwCXCfpktZWVYhR4NMRcQmwDvhEfpyfATZGxGpgY75cNjcD2+uWPw/cGhEXAG8AN7akqmL9d+D7EXExcBnZ8Zf2XEtaDnwK6I+IdwEV4Lco57m+C7hq0rpG5/YjwOr8cRPwlZPZUWmDH1gLvBQROyLiGPBN4JoW1zTrImJXRDyVPz9EFgTLyY51Q77ZBuDa1lRYDEkrgF8FvpYvC1gP3JdvUsZj7gU+CNwBEBHHImI/JT/XZLeI7ZbUDvQAuyjhuY6ITcDrk1Y3OrfXAN+IzI+ABZKWTXdfZQ7+5cDP6pZ35utKS9JK4HLgcWBJROzKX9oNLGlRWUX5b8B/BMbz5bOA/RExmi+X8XyvAgaBr+ddXF+TNIcSn+uIeA34C+AfyQL/APAk5T/XNY3O7YzyrczBnxRJc4FvA7dExMH61yIbs1uacbuS/iWwNyKebHUtTdYOvAf4SkRcDvyCSd06JTzXC8lat6uAdwBzOLE7JAmzeW7LHPyvAefULa/I15WOpCpZ6N8dEffnq/fU/vTL/93bqvoKcAXwa5JeJevCW0/W970g7w6Acp7vncDOiHg8X76P7BdBmc/1rwCvRMRgRIwA95Od/7Kf65pG53ZG+Vbm4P8xsDr/9r+D7AuhB1tc06zL+7bvALZHxBfrXnoQuCF/fgPwQLNrK0pEfDYiVkTESrLz+vcR8XHgEeBj+WalOmaAiNgN/EzSRfmqDwHPUeJzTdbFs05ST/7feu2YS32u6zQ6tw8C/zYf3bMOOFDXJfT2IqK0D+Bq4AXgZeA/tbqego7x/WR//m0BNuePq8n6vDcCLwJ/Byxqda0FHf+VwEP58/OAJ4CXgL8BOltdXwHHuwYYyM/3d4GFZT/XwOeAnwBbgf8JdJbxXAP3kH2PMUL2192Njc4tILJRiy8Dz5KNepr2vjxlg5lZYsrc1WNmZlNw8JuZJcbBb2aWGAe/mVliHPxmZolx8JsVTNKVtRlEzU4HDn4zs8Q4+M1ykn5b0hOSNkv6aj7f/2FJt+bzwW+U1Jdvu0bSj/K50L9TN0/6BZL+TtIzkp6SdH7+8XPr5tG/O78K1awlHPxmgKR3Av8auCIi1gBjwMfJJgUbiIhfBh4F/iR/yzeAP4iIS8munKytvxv4ckRcBvxTsisxIZs19Raye0OcRzbfjFlLtL/9JmZJ+BDwXuDHeWO8m2xCrHHg3nyb/wXcn8+LvyAiHs3XbwD+RtI8YHlEfAcgIoYA8s97IiJ25subgZXAY8UfltmJHPxmGQEbIuKzE1ZKfzxpu1Od42S47vkY/n/PWshdPWaZjcDHJJ0Nx+91ei7Z/yO1WSD/DfBYRBwA3pD0gXz99cCjkd0Bbaeka/PP6JTU09SjMJsGtzrMgIh4TtIfAT+Q1EY2Q+InyG52sjZ/bS/Z9wCQTZH7V3mw7wD+Xb7+euCrkv5z/hm/2cTDMJsWz85p9hYkHY6Iua2uw2w2uavHzCwxbvGbmSXGLX4zs8Q4+M3MEuPgNzNLjIPfzCwxDn4zs8T8f5z63uQUBQFvAAAAAElFTkSuQmCC\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
@@ -413,44 +397,39 @@
{
"metadata": {
"id": "VwsPWhWJFONF",
- "colab_type": "code",
- "outputId": "99806a4f-2eca-465e-d166-ae39ea701b32",
+ "outputId": "37896a06-e130-4312-9833-8a011c416590",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 347
+ "height": 265
}
},
"cell_type": "code",
"source": [
"plot_fit(\"Trained Model\")"
],
- "execution_count": 12,
+ "execution_count": 253,
"outputs": [
{
"output_type": "display_data",
"data": {
- "image/png": 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8LVYiucJ1+t3Z2GkgV5y8FYwq1VXYcucuCiQGMlEEcLem9kq23uPZzKWBFaWQ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\n+jVY7ugAXfpK2Fq2gkrKSfRERLWFT5O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RSLLQ7BqRSojn2OBA5y4octSrXZOHzj2Eemlw1fxJTH3+BrI2b+CKs+6g/yl9+bVGnYQeayyxoZW8SCXEs0c81Llz6+dz1IxB7LnkE974+5Hc1uUafq+7R8lr8jbm02n4HI0fqEaU5EUqIZ5jgwOe2zn+/eXbcHAP9kxPZ1CPATzbvFPAsQSxuBlLEpfKNSKVEM8e8V3P3ejPX3lh0t30m/KQNxp42TIOHnAtGbWCr+ESfUcqiR6t5EUqIZ5jg0vO/eZKcj56k3tnPU5diuCRR5hy+BmM/N+XJV03tWvWKHUx1p/GD1QPSvIilRTLHvFwLZe5TWuT++nj8NokOOIIGDuWKZvrlum6yUhPo256DbYW7CxzjswAm3RL6lG5RiTBhJtFw+uvQ9u2MHUqDBsG778PLVsG7fjJLyyb4AES6BYZiSEleZEEEyxZPzL1U2/G++mnQ6NG8MknMGAApHn1+WDll2DJfFOQMo6kFpVrRKpARe54DZSsD//hc+6f/hBs/tVL7HffDbVrl3pNsI6fNDOKAmR6TYusHpTkRWIs2N2xC7//nbkr15dJ/P7JunbBdvq99zxXLJzKmj2zvdLMkUcGPE+wGTlnd8hm8qK8mM3OkcSmJC8SY8HKL+Pm/1CyyYJ/73pxsj7gh5WMmj6Klr+t4YX2pzL02F40fG8b/TLygo5OKD7frr84Srb5016s1Y4GlIlEUaCyzA0TlgTeMSeA7MwM5t10FCuvvYUDnnqY9XUb0P+UPrzf4tCS12gfVdmVBpSJVIFAZZl+kz6r0HtkrF7FyhZX0zrvS1498DjuOuFK/qizW6nXaB9VqQgleZEoCTY4LBCj9H6Y5nZy2cJp9H93LFtqZXBV7kDebNUp6Ll0I5OUl5K8SJSUN/GmmXH+YU1LLobus+ln7p/+IIevWcasAzoysOt1/FqvQcj3UGeMlJeSvEiUhNuhqdhO5xic246cZg1YMeQhrnv9URzQ7+Q+vNzuhIBDxfypM0YqQjdDiURJoKFlgTTJzICffiL3rqsZ+MoDLG/ckq6XPcLLB50YNsE3qJuui65SIVrJi0TJri2Mgbbly0hP48G0r6BtD9iyhYdO+zcPt+mKs/DrrQZ101l850kxi19Sk5K8SBTtOrTs9ilLGb9gDUXO0WD7Zp776HkOfm8GG9oczL+79OWjWlnlfu+NWzWGQCpOSV4kQsFGFkxZnMfkRXkUOcfR3yxixBsPs+fWTbx93r/p2+Jk/twZujSzK11slcpQkheJQKgNvUfOXIVt2czguc9w0ZI3+HLPZlxx9p2saNySop3Bb49Kq2HUgDJlHl1slcpQkheJQKgNvRsvW8S46Q/SbONPjPnnmTxw9MVsr1kr7IzfGsC5HZsGnGsjUlExT/Jm1hV4GEgDnnLODY/1OUWqSqDe+FqFBVw85Vl6f/wKebvvzXkXDOPjpm1Lng82FbJYwU7H3JXrmTegc0xiluolpknezNKAR4ATgbXAJ2Y2zTn3RSzPK1JVdu2Nb/PzNzwwfRT/WP8d3515AWcfcDa/1Sg9ErhWTaNwZ/C7YUF3tEr0xHol3xFY7Zz7BsDMXgK6AUrykpR2vch6XOssJi/KY8f2HVy5YDJ9P3iRjRn1ue6Cezj+5su4Axj02nI2+HXG5AfYim9Xusgq0RLrm6GygTV+n6/1HSthZr3NbKGZLVy/fn2MwxGpvEDb8k1elEfvvxXw6vgB9H/ved76+xGcdPkjvNb00JILsHVrBV9L1QDS00p32egiq0RT3C+8OufGAGPAGzUc53AkxVVkh6Zd7XqR1dxOzpn/Gle/+xw7atbiutP78VqbY0qeL74AG6r0shPYvVZN6tWuqYusEhOxTvJ5QFO/z/fxHROpcqHaHYuTaqhfAv7JuvEf6xkx42GO+n4J77ToQP+Tr+eX+nuWOWfx+4SaabMpv4Ald+lOVomNWCf5T4CWZtYCL7mfB1wQ43OKBBSq3bH45qUy8+Bf/oxBry1n49YCaphRtHMnZy2fw92zx5C2s4hbu1zD+IO74oLMnCnPxiGqv0ssxTTJO+cKzexaYCZeC+UzzrnlsTynVF/hSjHByibFxwPOg9/pSi6a7rFlI0Nnjqbrlx/x8T5tuPmUG/ihQeOg8RTX1nPbZ7Pw+9/53/wfyrwmvYap/i4xFfOavHNuBjAj1ueR6q08pZhgZZPilXSo2vlJX37E0Jmjqb99C0OP7cVT/8xlZ43QEyf9p0UOzm1Hzr4NS3XaZGakc/cZB6r+LjEV9wuvItFQnlLM1h2FZb7Ov5Ml0C+B+tu3cNfsMXRf9jbLGu3PBecN4cus5mHjyc7MKJO8dx1eJlIVNE9eUkKoUkzxKn/DLlMcMzNKz2bfdR78Ed9/xptPX0vu8rn854hzOfPi+wMm+F2r8WqBlESilbykhFClmECrfIB6tWuWWlkXP75t3AJufuc5ei16ja8bZtP9opEsaRI4aWekp3F2h2zNmZGEpSQvKeG41lkBL2we1zqLcQGOQ+DVf+6OtRw/qR/1v/+GZzuczn3H9GRbep2AX9+gbjp3na6auiQ2JXlJCXNXBr5beu7K9WTWTS9TqgHIrJv+1yc7dsC998LQodTPzuaZQWMYkp8dcJCYARce3ozBue1KHY/kRiuRWFFNXlJCqJp8sIGPJceXLYPDD4fBg+Hii3n9fzMZWdA06KRIR9lfKoFGHgx8ZSlTFuveP4kvJXlJCcFuKGqSmcGm/MDb5v25ZRuMHAkdOsDatfDqq/Dccwz7cF3AGr6/XX+phOruEYknJXlJelMW57Fle+D2yONaZ1EjwN2oTTf+xCsv3wb9+8Opp3qr+dxcoHxjfnf9pRLuRiuReFFNXhJeqFr3rjdBFWtQN51TD2pcssdqCee44LM3uW3O09SqnQ5jx8LFF4PfL4Jws2YCtUiGu9FKJF60kpeEFq7WHaw9sm6tmsxdub7Uc3v/+RvPvXw3Q2c+wpZD/0n6F8vhkktKJXgo2y8Pf/XCZ2dmlOqtD/U16peXRKCVvMRdqJV6uDtZy1smOf2Ld7l31mPULizgzhOv4p43H4Eagdc4/ucub6dMZb5GpCooyUtchZs5Ey6JhyuTbFn3M4PfeozTVr7Pp01acdOpN7JjvwO4J0iCL1aZEQQaWyCJSOUaiatwXSmhumYgcJkEvF8W7Zd+yFtPX8NJX37EiKMv4ZwLR/BTo2YqoUi1opW8xFx5N+LwV3y8X5dWZS6s+te6i8f4jpv/Q8m89nrbt3Lb3Ke54LOZrNxrX3r1GMTyvfcjWyUUqYaU5CWmwpVjwpVbylPrnv75upIE33HNMu6f/iD7bPqFxw7rzoP/upAdNdNLzXYXqU7MBbsdMA5ycnLcwoUL4x2GRFGn4XMCJvHszAzmDegcsAUyIz2NYWd5IwP8k/txrbPKDAID6DthCbULd3DTey9wxSdT+CHzb9x06g0s2qdNwHNGk0YZSCIws0XOuZxAz2klLzEVrhwTbKUOlPkLwH8AWfFfBHXSa9D2p9WMen0Uf//tB/53yMkMPe4yttYqW8uP9o1J5dmoRCTelOQlpspzk1CgrpROw+eEHS1QsG07//fOy1z34Uv8VncPep4ziHf36xAylmgK194pkgjUXSMxVdmbhMKtuvf/bQ2TxvXjxg/GMb31vzjp8kdDJnjzxRJNGmUgyUAreYmp8lw4DVTXDvYXgLmd9Fr4Gv3fG8vW9Dr0O+c2Xt7viLBxOKJfQtEoA0kGSvISc6FuEgpW1z67QzYTPllDQdFfjQHZm37h/hkPcsQPS5m9/z8ZdHpfbrrkGGb7bY4dTHYMEm+49k6RRKAkL3EVrK49/fN1lPRFOsc5S2dz59tjqAH0P/l65h11Bv26ti755RFoSJm/rTsKmbI4L6qreY0ykGSgJC9V7vYpSxm/YE3QTTmAkpX5Xls2MOzN/3Li6o+Z37QtN5/Sl7WZf6OBX0LfNdlm1k1nW0ER+QU7S71fLDpfNMpAEl1EffJmdg5wN/APoKNzbqHfcwOBy4Ei4Hrn3Mxw76c++dR3+5SlAfdiDaTrqnkMmfkIu+3IZ8QxPXkm5wyc/dUrkJ5mjOx+cMAkG64/XySVxLJPfhlwFvDELidsA5wHHAg0AWab2d+dc6F74iTljV+wJuxr9i7K5863Hue0z9/m878dwI2n3sjqvZqVeV1BkeOmiZ8BZVfn6nwR8USU5J1zKwCs7M473YCXnHPbgW/NbDXQEfgokvNJ8gtVojEg95flDJ3+ILV/W89/j76Ihzt2pzAt+I9pkXMByzDqfBHxxKpPPhvwX7Kt9R0rw8x6m9lCM1u4fv36QC+RFJIWYCs+gIwd27jnrcd48NlbKKhXnxrz59P0oeE02rN+2PcMtJeqNvEQ8YRN8mY228yWBfjoFo0AnHNjnHM5zrmcrKysaLylJLDzD2ta5tiha1cw47nruHDxDJ7K6UbHM4fTfNLPjJy5qtxJedcyTG77bIad1Y7szAyM4Ds6iaS6sOUa59wJlXjfPMD//+Z9fMckxYUb2DU41xs8Nn7BGtIKdtBn3otctWAy6+rvxQXnD2F+s4NKXlvcM5+Zkc7G/NB98IHKMOp8EYldC+U04EUzG4V34bUl8HGMziUJorwDuwbntmPwfo6vupxJy5++4aWDTmJw5yvYXLtumffMLyiiTnoNMtLTgvbBqwwjElxENXkzO9PM1gJHANPNbCaAc245MBH4AngTuEadNakv3C5PABQWwrBhkJND5p+/c/nZdzDg5OsDJvhiG7cWlCq9ZGak06BuusowIuUQaXfNq8CrQZ4bAgyJ5P0luYRtW/zqK+jZEz76CLp3p2frC/iioFbY922SmRHw7tK7Tj9QyV0kDE2hlKgJuh/rHnXg0UfhkENgxQoYNw4mTqT3WR0D7s/qr7gUU1wKytuYj+OvUtCUxbrUIxKKkryENWVxHp2Gz6HFgOl0Gj4naGIN1LbYPP93Xp12D1xzDRx1FCxbBhdcAGYBO2AuOrxZwI6YcpWCRKQMza6RkCqy+1GpksqGrVz63TxunfEo6TsL4bHH4Morwa9PviJb5+kOVpHKUZKXkCq6+1Fu+2xy96kFV18NkyfDkUfC2LFwwAGlXlfRrfN0B6tI5ahcIyFVeAU9bRq0bQuvvQb33QfvvVcmwUM5O3H86A5WkcrRSl5CKvcK+o8/oG9fePZZOPhgmD0b2rUL+r4V/eWh2e0ilaMkLyGVa/ejuXOhVy9YswZuvRXuugtqhW6NrEz5RXewilScyjUSUnEHTGZGesmxOum+H5v8fG/13rmzl9Q/+ACGDAmb4EHlF5GqopW8lMv2wtK7LI0bPYnj54ym/ner4dprYfhwqFev3O8XzfJLRbp0RKobJXkJy/8iac2iQq778CWu+Wgiv+2+J/VnzYITKjPDLjrll4p26YhUNyrXSFjFF0Nbrv+eV1+4iT4fvsTUA4/lxEv/W+kEHy26SUokNK3kJax9dq9Fl9kv0e+9F9hcK4Mrz7yVmX8/kuwE6FHXTVIioSnJS2jffsurk+5gr8ULeKvl4dza5Rp+rdegwhdJY1U3101SIqGpXCOBOQdPPgkHHcReX69g0aAHGdRrML/Va1Dh8b6xHC6mLh2R0LSST0Bx7xZZtw6uuAJmzPDaI599lg7NmjGvkm9X0dEIFaGbpERCU5JPMPHsFrl9ylI2Pfci98x8hIzC7cy+YgCnPTEEakT2B1+s6+a6SUokOJVrEky8ukWGvPABHW+9lv9OHc73DRpz6qUPc+2e/+L2actLva68Y4f9BZ0zr7q5SMwpySeYuHSLvPEGV/y7Gyevmsf9R13E2ReN5Os9vX3Yxy9YU/KyytbWVTcXiR8l+QRTpavezZu9Ge+nnMLGOruRe/EDjD7yPIpq/JWQi5wreVzZvzICbQ6ifVlFqoZq8gmmXAPByiHsxdsPPvD2W/32W+jXj1x3JPlp6WXeJ81vk49I/spQ3VwkPrSSTzDRWPWGLKts2wb9+8PRR3ttku++CyNGcHan/QO+1/mHNS15rNq6SPLRSj4BRbrqDVZWmfLs6+TO+S8sXw69e8P990P9+gAMzvVmv49fsIYi50gz4/zDmpYch+j9lSEiVUdJPgXtWj5J2xos7LMAAAtySURBVFnE1fNfps+88dBob6///eSTy3zd4Nx2pZJ6ILVr1ihJ8g3qpnPX6QeqDCOSwCIq15jZSDNbaWafm9mrZpbp99xAM1ttZqvMrEvkoUp5+ZdP9vttLZP/14+b3/8f77Q9GpYtC5jgwykuAW3MLyg5tq1gZ4ivEJFEEGlNfhbQ1jl3EPAlMBDAzNoA5wEHAl2BR80sLei7SFT169KKujWNSxdOY/pzfdh3wzpuPHMAW557ARo2rNR7atqjSHKKqFzjnHvL79P5QHff427AS8657cC3ZrYa6Ah8FMn5pHxy9yyi01tDyfpkHnP2y+Ghc/tz2TlHRlRW0bRHkeQUzZr8ZcAE3+NsvKRfbK3vWBlm1hvoDdCsWbMohlMNOQfPPw/XX0/Wzp0wZgydr7iCzn5tkJWlaY8iySlsucbMZpvZsgAf3fxecxtQCIyraADOuTHOuRznXE5WVlZFv1yK/fILnHkmXHopHHwwfPYZ/N//QRQSPOiuVZFkFXYl75wLufWPmV0KnAYc71zJ7ZF5QFO/l+3jOyax8Oqr3p2rmzZ5bZF9+0JadC+BaNqjSHKKqFxjZl2B/sAxzrmtfk9NA140s1FAE6Al8HEk55IANm6E66+HF16AQw+FuXPhwANjdjrdtSqSfCKtyY8GagOzzCsLzHfOXeWcW25mE4Ev8Mo41zjnikK8j1TU7NnQq5c3+/3OO+H22yG97FgCEaneIu2uOSDEc0OAIZG8vwSwdSvccguMHg2tWsFHH8E//xnvqEQkQWl2TTKZPx8OOcRL8H36wOLFSvAiEpKSfDLYsQNuuw06dYLt22HOHHjoIchQ+6KIhKbZNYlu6VK4+GKvJbJXL3jwQdhjj3hHJSJJQiv5RFVUBPfdBzk53sXVqVPhmWeU4EWkQrSST0Rff+1t6DFvHpx1Fjz+OOhGMRGpBK3kE4lzXkI/+GBvWuQLL8CkSUrwIlJpWsknirw8uPxymDkTTjwRnn4amjYN/3UiIiFoJR9vzsGLL0LbtvDee/DII16iV4IXkShQko+nX3+FHj3gwgvhH//wOmj+/e+oDRUTEVGSj5fXX/dW71OnwrBh8P770LJlvKMSkRSjJF/V/vgDrrgCTj8dGjWCTz6BAQOiPjVSRASU5KvWu+/CQQfBs896if3jj71OGhGRGFGSrwr5+XDjjXDccVCzpleaGTYMateOd2QikuLUQhllUxbnldpYY0jTbRw75GZYscK7qDpiBNSrF+8wRaSaUJKPoimL8xj4ylLyC4qoWVTIOa8/xb8+nEB+1t5kzJwJJ50U7xBFpJpRko+ikTNXkV9QxP6/ruHB6Q9w0E+reeXA4xhzdh/eVIIXkThQko+idRu2cPnCafR/dyxbamVwVe5A3mzVCdse78hEpLpSko+W775j0st3cOi3nzHrgI7c2uU61u/WAIAmmZr7LiLxoSQfKee8EcB9+9LOwa2n3cCLbTqX3LWakZ5Gvy6t4hykiFRXaqGMxE8/wRlneDc35eSQvnwZHe+5iewGdTEgOzODYWe1I7d9drwjFZFqSiv5ypo0Ca66CrZs8bbiu+46qFGD3H1RUheRhKGVfEVt2OANFDvnHGjRwttMu08fqKH/lCKSeJSZKmLmTG+o2MSJMGgQfPghtG4d76hERIKKKMmb2b1m9rmZLTGzt8ysie+4mdl/zGy17/lDoxNunGzeDFdfDV27QmYmzJ8Pd94J6enxjkxEJKRIV/IjnXMHOecOAV4H7vQdPxlo6fvoDTwW4XniZ948OOQQeOIJuOkmWLQIOnSId1QiIuUSUZJ3zv3h92k9wPkedwOed575QKaZNY7kXFVu+3ZvUuTRR0NREbzzDtx/P9SpE+/IRETKLeLuGjMbAlwCbAKO8x3OBtb4vWyt79i6AF/fG2+1T7NmzSp8/l0HgvXr0iry7pYlS+CSS2DpUq89ctQoqF8/svcUEYmDsCt5M5ttZssCfHQDcM7d5pxrCowDrq1oAM65Mc65HOdcTlZWVoW+tnggWN7GfByQtzGfga8sZcrivIqG4SkshKFDoWNHWL/e273pySeV4EUkaYVdyTvnTijne40DZgB3AXmA/07U+/iORVXxQDB/+QVFjJy5quKr+S+/hJ49vYuqPXrAo4/CnntGMVoRkaoXaXeN/6ak3YCVvsfTgEt8XTaHA5ucc2VKNZH6cWN+hY4HNWGCd3F11SoYP977XAleRFJApDX54WbWCtgJfA9c5Ts+AzgFWA1sBXpFeJ6AmmRmkBcgoVd4IFjLlnDCCfD449CkSZSiExGJv4iSvHPu7CDHHXBNJO9dHv26tCrZpKNYpQaCHXooTJsW5ehEROIvqWfXFNfdo95dIyKSIpI6yYOX6JXURUQC0+waEZEUpiQvIpLClORFRFKYkryISApTkhcRSWFK8iIiKcy8+5YSg5mtx7tzNh72An6N07mjQfHHX7J/D4o/viKJf1/nXMAJjwmV5OPJzBY653LiHUdlKf74S/bvQfHHV6ziV7lGRCSFKcmLiKQwJfm/jIl3ABFS/PGX7N+D4o+vmMSvmryISArTSl5EJIUpyYuIpLBqn+TN7F4z+9zMlpjZW2bWxHfczOw/Zrba9/yh8Y41EDMbaWYrfTG+amaZfs8N9MW/ysy6xDPOYMzsHDNbbmY7zSxnl+cSPn4AM+vqi3G1mQ2IdzzhmNkzZvaLmS3zO9bQzGaZ2Ve+fxvEM8ZQzKypmc01sy98Pzt9fMeT4nswszpm9rGZfeaLf5DveAszW+D7OZpgZrWickLnXLX+AHb3e3w98Ljv8SnAG4ABhwML4h1rkPhPAmr6Ht8H3Od73Ab4DKgNtAC+BtLiHW+A+P8BtALeAXL8jidL/Gm+2PYDavlibhPvuMLEfDRwKLDM79gIYIDv8YDin6NE/AAaA4f6HtcHvvT9vCTF9+DLKbv5HqcDC3w5ZiJwnu/448DV0ThftV/JO+f+8Pu0HlB8Jbob8LzzzAcyzaxxlQcYhnPuLedcoe/T+cA+vsfdgJecc9udc9/i7bfbMR4xhuKcW+GcWxXgqaSIHy+m1c65b5xzO4CX8GJPWM6594DfdzncDRjrezwWyK3SoCrAObfOOfep7/GfwAogmyT5Hnw5ZbPv03TfhwM6A5N8x6MWf7VP8gBmNsTM1gAXAnf6DmcDa/xettZ3LJFdhvfXByRn/P6SJf5kiTOcRs65db7HPwGN4hlMeZlZc6A93mo4ab4HM0szsyXAL8AsvL8GN/ot2KL2c1QtkryZzTazZQE+ugE4525zzjUFxgHXxjfassLF73vNbUAh3veQUMoTvyQO59ULEr632sx2AyYDfXf5izzhvwfnXJFz7hC8v7w7Aq1jda6k3+O1PJxzJ5TzpeOAGcBdQB7Q1O+5fXzHqly4+M3sUuA04HjfDzckUfxBJEz8YSRLnOH8bGaNnXPrfGXJX+IdUChmlo6X4Mc5517xHU6q7wHAObfRzOYCR+CVhGv6VvNR+zmqFiv5UMyspd+n3YCVvsfTgEt8XTaHA5v8/hRMGGbWFegPnOGc2+r31DTgPDOrbWYtgJbAx/GIsZKSJf5PgJa+zohawHl4sSebaUBP3+OewNQ4xhKSmRnwNLDCOTfK76mk+B7MLKu4C87MMoAT8a4rzAW6+14WvfjjfaU53h94q4FlwOfAa0C2++sK+CN4tbKl+HV+JNIH3gXJNcAS38fjfs/d5ot/FXByvGMNEv+ZePXH7cDPwMxkit8X5yl4HR5fA7fFO55yxDseWAcU+P7bXw7sCbwNfAXMBhrGO84Q8f8LrxTzud/P/SnJ8j0ABwGLffEvA+70Hd8PbyGzGngZqB2N82msgYhICqv25RoRkVSmJC8iksKU5EVEUpiSvIhIClOSFxFJYUryIiIpTEleRCSF/T+ehfx4kCZLEwAAAABJRU5ErkJggg==\n"
},
"metadata": {
- "tags": []
+ "needs_background": "light"
}
}
]
},
{
"metadata": {
- "id": "Eyc77EKUFYgZ",
- "colab_type": "code",
- "colab": {}
+ "id": "Eyc77EKUFYgZ"
},
"cell_type": "code",
- "source": [
- ""
- ],
- "execution_count": 0,
+ "source": [],
+ "execution_count": 253,
"outputs": []
}
]