2462 lines
1.4 MiB
2462 lines
1.4 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:27.591465Z",
|
||
"start_time": "2021-03-31T14:53:26.280648Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import torch\n",
|
||
"import torch.nn as nn\n",
|
||
"import torch.nn.functional as F\n",
|
||
"import torchvision \n",
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||
"from torchvision.models.detection import FasterRCNN\n",
|
||
"from torchvision.models.detection.rpn import AnchorGenerator\n",
|
||
"from torchvision import transforms\n",
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||
"\n",
|
||
"\n",
|
||
"from torch.utils.data import Dataset, DataLoader\n",
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||
"\n",
|
||
"from tqdm.autonotebook import tqdm\n",
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"\n",
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"\n",
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||
"\n",
|
||
"import os\n",
|
||
"from imageio import imread\n",
|
||
"from glob import glob\n",
|
||
"import json\n",
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||
"\n",
|
||
"import numpy as np\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from matplotlib.pyplot import imshow\n",
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||
"\n",
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||
"import pandas as pd\n",
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||
"\n",
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||
"from sklearn.metrics import accuracy_score\n",
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||
"\n",
|
||
"import time\n",
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||
"\n",
|
||
"from idlmam import set_seed\n",
|
||
"from idlmam import train_network, Flatten, View, weight_reset, moveTo"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:27.600644Z",
|
||
"start_time": "2021-03-31T14:53:27.594386Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"%matplotlib inline\n",
|
||
"from IPython.display import set_matplotlib_formats\n",
|
||
"set_matplotlib_formats('png', 'pdf')\n",
|
||
"\n",
|
||
"from IPython.display import display_pdf\n",
|
||
"from IPython.display import Latex\n",
|
||
"\n",
|
||
"torch.backends.cudnn.deterministic=True\n",
|
||
"set_seed(42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:27.638334Z",
|
||
"start_time": "2021-03-31T14:53:27.603194Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\") "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:27.651856Z",
|
||
"start_time": "2021-03-31T14:53:27.646464Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"#This URL has a copy of the dataset, make sure you go to Kaggle though and make an account and follow the license rules. \n",
|
||
"data_url_zip = \"https://github.com/kamalkraj/DATA-SCIENCE-BOWL-2018/blob/master/data/stage1_train.zip?raw=true\"\n",
|
||
"from io import BytesIO\n",
|
||
"from zipfile import ZipFile\n",
|
||
"from urllib.request import urlopen\n",
|
||
"import re\n",
|
||
"\n",
|
||
"#Download this dataset if we have not already done so\n",
|
||
"if not os.path.isdir('./data/stage1_train'):\n",
|
||
" resp = urlopen(data_url_zip)\n",
|
||
" os.mkdir(\"./data/stage1_train\")\n",
|
||
" zipfile = ZipFile(BytesIO(resp.read()))\n",
|
||
" zipfile.extractall(path = './data/stage1_train')\n",
|
||
"#Grab all the paths to the images we just unziped \n",
|
||
"paths = glob(\"./data/stage1_train/*\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:27.660959Z",
|
||
"start_time": "2021-03-31T14:53:27.654191Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"class DSB2018(Dataset):\n",
|
||
" \"\"\"Dataset class for the 2018 Data Science Bowl.\"\"\"\n",
|
||
" def __init__(self, paths):\n",
|
||
" \"\"\"paths: a list of paths to every image folder in the dataset\"\"\"\n",
|
||
" self.paths = paths\n",
|
||
" \n",
|
||
" def __len__(self):\n",
|
||
" return len(self.paths)\n",
|
||
" \n",
|
||
" def __getitem__(self, idx): \n",
|
||
" #There is only one image in each images path. So we will grab the \"first\" thing we find with \"[0]\" at the end\n",
|
||
" img_path = glob(self.paths[idx] + \"/images/*\")[0] \n",
|
||
" #but there are multiple mask images in each mask path\n",
|
||
" mask_imgs = glob(self.paths[idx] + \"/masks/*\") \n",
|
||
" #the image shape is (W, H, 4), the last dimension is an 'alpha' channel that is not used\n",
|
||
" img = imread(img_path)[:,:,0:3]#trim off the alpha so we get (W, H, 3)\n",
|
||
" #Now we want this as (3, W, H), which is the normal shape for PyTorch\n",
|
||
" img = np.moveaxis(img, -1, 0)\n",
|
||
" #Last step for the image, re-scale it to the range [0, 1]\n",
|
||
" img = img/255.0\n",
|
||
" \n",
|
||
" #Every mask image is going to have a shape of (W, H) which has a value of 1 if the pixel is of a nuclei, and a value of 0 if the image is background/ a _different_ nuclei\n",
|
||
" masks = [imread(f)/255.0 for f in mask_imgs]\n",
|
||
" \n",
|
||
" #Since we want to do simple segmentation, we will create one final mask that contains _all_ nuclei pixels from _every_ mask\n",
|
||
" final_mask = np.zeros(masks[0].shape)\n",
|
||
" for m in masks:\n",
|
||
" final_mask = np.logical_or(final_mask, m)\n",
|
||
" final_mask = final_mask.astype(np.float32)\n",
|
||
" \n",
|
||
" #Not every image in the dataset is the same size. To simplify the problem, we are going to re-size every image to be (256, 256)\n",
|
||
" img, final_mask = torch.tensor(img), torch.tensor(final_mask).unsqueeze(0) #First we convert to PyTorch tensors\n",
|
||
" #The interpolate function can be used to re-size a batch of images. So we make each image a \"batch\" of 1\n",
|
||
" img = F.interpolate(img.unsqueeze(0), (256, 256))\n",
|
||
" final_mask = F.interpolate(final_mask.unsqueeze(0), (256, 256))\n",
|
||
" #Now the shapes are (B=1, C, W, H) We need to convert them back to FloatTensors and grab the first item in the \"batch\". This will return a tuple of: (3, 256, 256), (1, 256, 256)\n",
|
||
" return img.type(torch.FloatTensor)[0], final_mask.type(torch.FloatTensor)[0]\n",
|
||
"#Caption: Class for the 2018 data science bowl dataset. Each image has a corresponding folder of masks, one for every object in the image. We aren’t going to do that kind of object detection yet. Instead our DataSet class will go through every mask and “or” them together, so that we get a single mask showing every pixel that contains an object. This is done inside __getitem__ which will return a tuple with the input image, followed by the mask we want to predict (i.e., all pixels that contain nuclei). "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:28.149444Z",
|
||
"start_time": "2021-03-31T14:53:27.662613Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.image.AxesImage at 0x7fd24a8a5350>"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
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|
||
"text/plain": [
|
||
"<Figure size 1152x720 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Create the Dataset class object\n",
|
||
"dsb_data = DSB2018(paths)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(16,10))\n",
|
||
"#Plot the original image\n",
|
||
"plt.subplot(1, 2, 1)\n",
|
||
"plt.imshow(dsb_data[0][0].permute(1,2,0).numpy())\n",
|
||
"#Plot the mask\n",
|
||
"plt.subplot(1, 2, 2)\n",
|
||
"plt.imshow(dsb_data[0][1].numpy()[0,:], cmap='gray')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:28.679856Z",
|
||
"start_time": "2021-03-31T14:53:28.150767Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.image.AxesImage at 0x7fd24a7eb6d0>"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/pdf": 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\n",
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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x720 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Lets plot a second image that is in color\n",
|
||
"plt.figure(figsize=(16,10))\n",
|
||
"plt.subplot(1, 2, 1)\n",
|
||
"plt.imshow(dsb_data[1][0].permute(1,2,0).numpy())\n",
|
||
"plt.subplot(1, 2, 2)\n",
|
||
"plt.imshow(dsb_data[1][1].numpy()[0,:], cmap='gray')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:28.684554Z",
|
||
"start_time": "2021-03-31T14:53:28.681162Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"train_split, test_split = torch.utils.data.random_split(dsb_data, [500, len(dsb_data)-500])\n",
|
||
"train_seg_loader = DataLoader(train_split, batch_size=16, shuffle=True)\n",
|
||
"test_seg_loader = DataLoader(test_split, batch_size=16)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T14:53:28.690784Z",
|
||
"start_time": "2021-03-31T14:53:28.685812Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"C = 3 #How many channels are in the input? \n",
|
||
"n_filters = 32 #Smallest value of filters you should usually consider. If we wanted to try and optimize the architecture we could use Optuna to pick a better number of filters. \n",
|
||
"loss_func = nn.BCEWithLogitsLoss()#BCE loss implicitly assumes a binary problem"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:04:51.165776Z",
|
||
"start_time": "2021-03-31T14:53:28.692224Z"
|
||
},
|
||
"tags": [
|
||
"remove_output"
|
||
]
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "877f75f99662433eaff4de2fe89d4483",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"HBox(children=(HTML(value='Epoch'), FloatProgress(value=0.0, max=10.0), HTML(value='')))"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=32.0), HTML(value='')))"
|
||
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"#Define our helper function that creates a hidden layer for a CNN\n",
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"def cnnLayer(in_filters, out_filters, kernel_size=3):\n",
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" \"\"\"\n",
|
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|
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|
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" )\n",
|
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"#Specifying a model for image segmentation\n",
|
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"segmentation_model = nn.Sequential(\n",
|
||
" cnnLayer(C, n_filters), #First layer changes number of channels up to the large numer\n",
|
||
" *[cnnLayer(n_filters, n_filters) for _ in range(5)], #Create 5 more hidden layers\n",
|
||
" #Make a prediction for _every_ location. Notice we use 1 channel out, since we have a binary problem and are using BCEWithLogitsLoss as our loss function. \n",
|
||
" nn.Conv2d(n_filters, 1, (3,3), padding=1), #Shape is now (1, W, H)\n",
|
||
")\n",
|
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"#train the segmentation model\n",
|
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"seg_results = train_network(segmentation_model, loss_func, train_seg_loader, epochs=10, device=device, val_loader=test_seg_loader)"
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KNDc4MDIKJSVFT0YK\n",
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6J1XHJ03RLO+b6ko5TroIospRDp/pzHFCVX2n4vNxhimXzEyVpNqlltlcL87lVdsoUZTL5bD33ntjjz32wNDQEIrFIgqFAprNJrZt2xa/f7ZUKmHjxo3YuHEjSqUSGo1GnPJAuXDmcnP/9eW6oKeEmsth93EBk7iDJpxDmE6nscMOO2C33Xab8+5R5aqGYTQhVbVaRaVSiWd43rhxI7Zt2zbndUl6jOZnan+pPnU5ya6/Q9fgDDUYoU9mprvzqVRqzgDS5OTksnIXxFnoPbLZLKrVqlfZ66+/HscddxweeeSRRY6qd0h6j3H77bfj1FNPxbXXXrtIEXUty+paB8j1rldR84tw/M///A/q9Tpe+tKXYsuWLUsYWW/QaDS8tMhtt92GU045BTfccMMSRLW0rF69Gj/4wQ/i7/V6Hc973vPi775O6nxl2CVw7hDnbNoEG7UNlxqpllE39Dq6A2qWo9qlUiXNbah6zEl/zFhMAU3BiTDKwXSljOoiI5vNxg5prVZDNptFo9HA4OAgCoUC0uk08vk8giB+vjBOR9b3ydUW1/d6LD4OcatuqcKW5moTwtSxV5MmqQuZ6stqtYpisYhcLhf3JwDk83mUy+VY6CthbhOoLoFtG6Aw47Wdsz5/n3o9yiU1xalyTsMwnPOqJUHoFZ72tKfNmxhISMZ+++2Hz372szjzzDPxu9/9rtPhCIJgoLId1ASfQms8+clPxn/8x3/gjDPOwB//+MdOh9MWdt11V3zlK19BPp/Hs571rHh5GIb4xS9+gTAMcdRRR3nX19XpvmYqrcsRU58pUUfNjsq9j1NPo6TSG/XPPiIxKVzsXPoot62O2X+6cOIcMGpbcwZk1VfqXa9TU1NoNpvo6+vD6OgoCoUC+vr6MDIyEgtXW3qo61hy23H7qg86cJiCM0l7XCqsuc4815SbDGxP/83n88hms1i9ejVWr16Nvr4+FAoFZLNZZLNZDA4OxpMsme9R1feb+nvh9t/nvLUJT8olNT+b7ahzRu1XNptFLpeLZ7dWab9UdoUgdDsXX3zxnFmLheQccMAB0oeC0OV89atfxZo1azodRk9z0EEH4VOf+tQcQdfL9Pf344gjjsDhhx8+Z3kQBDjiiCNwxBFHJKqva0Wq7abf/Ay4haxLlJnl9O9JxaEtDlcM+nLbM7Pc/nP1mw4vJShcmKJHd0Xr9Xo8qU+tVkMQBOjr68PAwADy+TyGh4cxPDyMbDY77zlKqg3bgASXtuqK2yYobe1QbXLOok1Y68vUq4XUMVYz5mUymVjMK4GvxGuhUMDw8DD6+vrmiH0bXH9yIt6WBUDVzQ00mPWpZSqV13wnsRmHEqyC0GscccQR+NKXvhS/83Wl87rXva6lQdy3vOUteM5znrMIEQmC0A6OOuooXHLJJdh55507HUpP89SnPhW77757p8OYw6cBXA3gYgDvAfAyAAcAGFpgvUEQzJvl2kbXiVTzBpf652ampnLpqa50RxOb86TfRFNCxFcEU1DC02e/Xfvgao9LA3Zto6jVamg2m5iZmYlTUJVoVc6hmuynUChgZGQExWIxniiIEjkuZ9pHjJrLfFx4ri9cAyNmO+Zns24A8TOm1WoVQRCoWWxRr9cRBEH8jtQwDJHL5VAoFOL04P7+/nhSJco1TTIA49o/13KqHJfJoK9XQrVWq8Vp4Oo5W1VGJk4Sepl//dd/xapVqzodRlfwrW99qyWRethhh+Gxj33sIkQkCEK7OPbYYzE0tFDpIrzpTW/qGjf10QDOBPBCAG8B8O8ArgRwM4BxAJsA/C+AWwCca2z7yCOP4Oyzz7bWPzo66h1L14hUyq0yoVwh6obY9l1tz4mKpDf55j64SOrIUo4oFSvnlJrCixoA0Pvedx/DMES5XEaj0ZjjCCqhUavVUC6XYxEShiH6+vowODiIbDYbz+Cqx0a1xYlol5g166DOLWpbKnXWhsuVptpsNpuo1+uoVCrxNiplWj3fq/pUOasq7Tefz2NgYGCO2Kf22QXXrz5/B3odtuPADTjpfaAmh1I/ypFX54wg9Crvec97sMcee3Q6jJ7m5S9/OZ797Gd3OgxBECy8//3vx6Me9ahOh9E1nHnmmdaJpygOP/xw7LvvvosUUTLuBvARAH8GQE2LtQOA/QDsD+AczHVXx8fH8aUvfQnvfOc78c53vpMUrPfff793LF0zu69yTZK4exSUKOMcNr08NUGRWactJtORc7Wv12eKTVsqq3KZzMmDqLq49qkYXfunCzDlcq1evRoHHngggCg9c2BgIP7DzGQysVs2OTkZL9+8eTMeeOABTE9Px+6ZHkNSB5VyQlvFday4cjaHlVquXNEdd9wRO+20UzxJUj6fjydNCsNohl/lTgdBgOnpaUxPT5MzJpsOpq0/OMeYOk9swt523nDrzHLms7X6dSCdTmPr1q3LasbLQGa77DmSzO5r8rSnPW1ZztyYlLPPPhvnn3++9+z7OmeeeSYuuuiiRYiq61hW1zpArne9imt2X4r9998ft9122yJF1HtUq1Vks9lE21x11VX42Mc+huuuu26RokrOowGcCOCE2c8mDwLY1bJ9LpfDe97znvh7s9nEBRdcgLDXZve1OUI+7h7nslKf9TYppydJjAspp8elC0dXOq+PqGwlFhWPKSqUUDKp1WqYmppCsVhEEATIZrMIggD1eh2ZTAbT09OYmZlBrVZDOp2OJ//J5XIolUrzUrVdYt3c/3YMYviWpZxoXyiRptKky+VyPGmQngqrBiLq9Xrcd8p9Vu9RLRQKc1xsm3BWbbsGYczy3PGh4M5bbgBH9YMuUvU2kv6TFAShO7ngggvw0Y9+tCWR+vznPx833nhjV924CYIwl5NPPhkXXnghHnrooU6H0rMcddRR+NWvftXxa93uAF45+3OQpdyNAJ5nWQ9EYv1jH/tYy7F0Tbqvics5M7/7OnCUe+Ry4Vxpn1RMZoqp6XTZ6rA5T1RM5rZJUnap9qnUXyp1s1KpxG6ecnbVbK3q2Un1ahWVsjo8PBw/Y8mlltpSkql4qDps+63vo45N5NlSj9UyLt2Xi71cLmNqaiqeNCkMw9ixCYIAjUYjdknVZ4WaEddXqJvxm+dYkrRfsx+4vx/fFG0Vm5pQST3fLCJV6AYajQa+8IUvdDqMnueLX/xiS3/TRx99tEygJAhLSBiG+PznP59om9NOO00mi9No9Xr3rGc9C4ceeugiRGRnZwCnA/gfAPcieg5VF6i3InoOVfEnAM8HMLXIcXWlSOXcGNuNsE9Kr8tpopa7xDJ348/FYmvb1obtBt9VxgezHylRpu9js9lEtVrFpk2bsHnz5vgZ1CAIkMlk5szwq16loiZQyufz7CtU9Hhsx8+VUmvrC25gghJyrkECn0EBqk/DMIxToWdmZlCv19FoNFCv1+N06kajgVqthkqlEj//q+JWZUyxbzv2rbi/1OCK6Wa3MsBjnrdmO0q0CkKnaTabeMc73oFLL72006H0NGeeeWbLadOCICwdYRjKNW+BtHq9O/bYY/HCF75wESKazw4A3grgdwAeAPA5AP+irf87omdT9wPwNwBPml1+I4AjAUwuQYxdIVIpt0lfx32nnDbqZlffzuW+2Z6ts21vtmsTzRxUH6ibfN80KVu8VDuma8o5jFS9zWYTpVIJmzZtwtjYGEqlEiYnJ1GpVDAzM4Pp6WkA259Prdfrc1xXVbcNU5jaHPOFCiYqnlZSin3jU/03OTmJUqk0592p6niriYWU6Of2gVunO/o2d9Ssy/dvixP6SdKpqeUuwS0IS0kYhjjllFNw+eWXdzqUnua73/3unOucIAjdyymnnJKo/BFHHIEdd9xxkaLpPbrxejcC4CREr5d5GMCXARyO7WLwHgAfRzQp0r4AzgNwNqJnUgHgL4hm/Z1Yoni7QqT6oN/kU24X58LZUhmB5K6jKTQ4weASU0nbsolflzDjlnFig3OeTfGgJkaamZnBww8/jLGxMUxPT6NSqcRpm9VqNX7FiCpbLpetLlkrwpBy+2x1+QxQcOWo7Wzt2AYKqtUqJicnMTk5GU8kNTU1FU8spZ43VSJfzXprvmuUOj6t7IsZHzUQY9bn6jdf0dpKnIKwlLzmNa/pdAg9zUknnYT/9//+X/yIgyAI3c2PfvQj77LPe97zsGbNmsULpsc46aSTUC6XOx0GBgC8BsBPAGwA8DVEQlNNSnQ/oveiHgJgHwAfAKCmwDp1dlsAuGl2u/EliTqiK0Qqd7NLiSRKkFKfOVpxM1033KZY5txeVxzmM35JHSXXc4ZUGV+Us0c5afV6HVNTU3jwwQcxPT2Ner0e/1bl1CtGxsfHrSKVcvsoF7JVIeO7z604eT5OpTnw0Gw2US6XsW3bNpRKJdRqNUxPT2NiYiLuQ/O9ouoVNfprWtrl+FLxm4NC+r6o/Unar+bgC9V2O/dJENrFL3/5S69yf/rTnzA+vpT/znuDV7/61ZicXIpEMUEQFspxxx2Hq6++2qvse9/7Xtx+++2LHFFv8Zvf/KYjg3JFAMcjer/pRgDfAnAMgNzs+g0AvgDgMAB7AHg3IpfUJD/7+2YALwCwbfFCJuma2X0BvxtUKn1Xv/FXr5Ix60nqIrnEnC4kqRRLLkVW35aqEwAp4GxCgOqLpAJLr59zmqn21eys1WoVW7ZsQSaTQTabRaPRQDabjUWVmul327ZtsUil+oMSMJQQ0vtKzYybBB+xbj57aUKtcz2vSdWj+mfjxo1oNpvo7++PJw9Ss/qqwQDdka5UKk6BSO2DLfWXOzd9xHCr/UjV4UrdFoROccQRR+D3v/89nvnMZ5Lr//znP6NSqeANb3gD7r777iWOrje4/vrrMTQ0hEMOOQT5fN5a9p///Gei9+oJgtBejjzyyPhNAxw333yzDD4RHHvssfjZz36GF7zgBV6vpFnI9S6H6FnRVwL4V0QOqs4WAN8HcAWAawH4zPrxSQC/APBXAJ2YyrJr3pOayWzXyzZhpK/TBamtnAv9Rt/87BOHT9u+Lq9NYHLtmPFyjrStXt2l1l8LYttP/TnZdDqNdDqNvr4+DA0NoVgsoq+vL3ZZ1TOXylFV7qASq+aP7yCFGb/ruHODB0kHIsxyVGwuYaaLRTUr8uDgIIaHhzE8PIxMJjNH9NdqNZRKJUxNTWF8fDyeGVjvy6QDHFR86vj71mPrP6497rlkc5tqtbqs3h0YyHsDlw033HADedN2zDHH4OGHH+5ARL3HT3/6U7zgBS+wClV5T2rvIte75YO63j3lKU+J/0/fdtttsUt4wgkn4K677upkiF3NL37xCzznOc9BLpezlkt6vcsgeg3MCQCORfTMqc44gB8C+C6AXwPolidkw157TyqHS7AoIaHfWFOCMymmexeG4TxR7CMmk4plLn5bPeZ++sTI1UOlYap9p2LS+x8AyuUyarXanNejqFlr1WddmFJtuY6fKaBd9Zj7qNdD9ZXevk/qrk8fu+JRU5VPTEygXq8jm82iUCigUqnMeWfqzMxMPNESJfBt+2vupytOfcBC35YaBDH7wuaemkKaOn8l1Vfodp761Kd2OoSe55hjjsE//vEPPPaxj5237oEHHsDY2Bi2bNnSgcgEQdBR17s///nPKBQKAKJnUDdv3tzJsHqGI488EldffTUOP/xwVqg+9NBDXte7FIBnIxKmL0U0S6/ONKLnT69ANEFSZQFxd5quEKnUTS8nOCjxaKI7gS6Rx6Vj+t4ouwT0YpJEKNvcVR/3UZXVMY+RElLUOy51Iamn+pr162KYip0SyFycrmNApcFS++5KgTXbp7A5kLoYbDQaKJfLKJVK8eRJqn31LKqaYEkX/KoNUyj6uPycs+wj0M3tXQ64XsY8f7h1giAsX+69915y9vp3v/vd+PGPf9yBiARB4DjkkEM6HULPcsQRR+CXv/wl9tprL3L9Bz/4QVxxxRXkugDA0xGl8r4cwE7G+jKAnyMSpj8DMNOmmDtNV6b7Au50WtvNbBJh0gqmCOBEgt6Ob7sLEbe66NHbpGL3icWWrkkJIXWjYabAmcfLFKmUUNbTbG3HmHONfVJtqfg4WnHQbeetQnfn1TtP0+k0crncnHW6W2q60dTPQtD73edc1M877vzSj6ft2Jl11Ov1ZZUCJ+lvgiAwLKtrHSDXO0FYKAcjckxfAWA3Y10NkVP6XQA/xtK8t7RdhMsl3deVOrvUzovLTbTFRN34t8txpeJoVZD7CjazrO4GUu632tZ0+/S6zPW2/qbSTJMOBrjqN5fZzjNf51Evr6fTNpvNOLW3Wq2SKbO2VGlbBoJtmbmtzVnmoI6pntGgL7cN6iQZRBEEQRAEQVhOPBmRY/pKRK+E0WkA+C0ix/SHWPrZdpearhKplHDgbvy5NFAbPqmbVLovdWNvS9+kPnPtmWUpsaC3mUSMcWLEVZ4TMmacVBymgFKiy6zH/OxKL6VitQlMLm6u33zbptp1HTPqs4kSqEq46nGp5bqoU2KVEupcW7Y+bmVgI0kfusS/T4yCIAiCIAjLjcchEqUnANjXWNcE8AdEjun3Eb1SZqXQVSI16Y21rYzNodRv6ilxaMZiE7cmlFBtNTWZqpuD2idqW1t7ScSjb39zk+ToblsrJBFVPueCucz1vRU3nNrGPP/U70ajEa8znWnKsTTroPaxlTh999GWRbDQYywIgiAIgrCc2Avbhen+xPrrETmm/w/AQ0sYVzfRVSLV5UYlTV/Vy/ukBdtEsuuG2cfZ5Rw3yoV0QaXJJt1GtanHn0Ts2lJNfcVwEtFsikNqP6ht9e1tZXygjp96FtcUoVy7FNQ5QIlhLh6f+qlMBS4OPXaX++pazg0EUctEmAqCIAiCsBzZFdHzpa8EcCix/iZEjun3AKxfurC6lq4RqVz6q3nDzpVTZajlXFuc82SWXYg4NqH2SxeFC0l3tLl7NoFmEwnUsfCFcqttIpgTr640Xsq95oSeK15XWXMWSlV/KpVCOp2On8M0JzZy7Yden7ncHCjxGQBJcqwoF5QaBLEdM1tMXF1U7FwZQRC6B3OiQ/WKMUEQhOWGut61ep3bEcDxiBzTw4j1/4fIMf0ugDtbamH50jUi1XVjbbsZ5pwbThxQ4q1VIdZOKLfQZ79Nccu5itQ+ciLOx8Hj+tnsU6oeV3/7uK02F862jVmec7hd7Shxms/nUSgU4nfDqlfFhGGISqWCer0+T6z5upCUoKP2h3OdqZmUXftn+5vwddyp7Wwx6HWLOBWE7iSVSuHJT34ybr755njZ1q1bsWbNGgCtp/YLgiB0IwcccABuvvlm3Hfffdhrr728B9BHAbwMkWN6OIC0sf5ORKL0CkQiVaDpGpFK4XI8zZt+07Wjypn1mssouLp82/NBFxU+gtl205+k/aQuMRdD0jZsji1VhuuThfS7/ooXW/2cQ5lKpZDNZjE0NITh4eG4jHJUm80mtm3bhomJifj9sWp7akIp1T7ltnO0MjBBkcSFV2WoQRWqTk7gc3UrUqnUvPftCoLQGQ4//HD87ne/m7d8dHQUjUYDpVIJfX19HYhMEASh/Rx66KG44YYbAAC77747Go0Gtm7ditWrV5PlhwAci8gxfT6ArLH+XkTC9LuI0noFN10tUgHe1fERJK70YB1une0mvxVhZ6tTFxyUO+oS3i5H1IZP39j6wiWSfNqh6mrF5XXF7evYcSnEQCSgUqkU+vr6MDg4iFwuByB6R2yhUECtVovXFwoFbNu2DaVSad4rZMx2fPbJ7AOqDtf+uc5B83OSc91WlhuIoOIWR1UQuoOjjjoKP//5z61lisUiqtVqfC0UBEHoVZ797Gfjmmuumbd8dHQUYRjGg3L9AI5B5JgeBSBvlH8I0cRHVwC4AYDc1SSjq0SqfuNM3aja3B59OVWncq18bnx9b5R9BBcXG1dvu27SW32ujxJBplhzbevTRhKh2koZVx+aLrg+Q66+nW3f0+k0crkcMpkMUqkUgiBANpuNv+vPbfX392Pz5s0YHx+f81xDO4WYz/lFlecGAvRzyJXJYKvbd0Cp1UEfQRC6g2w2i3q9Pu+ZVUEQhGVDqYTiVVeh8bKXofz978PMH9kE4EpEjukfEL1CRmiNrvxPQj3vZntOTt/OXMc5Vq4bYj3FWKXgugRkkuf1XCwkXZMqz6Umu+rh6kuKy1GlBiiots1tTHHJtZc0Pm4ARJ84SU2WpAtUlepbLBYRhiGy2Syq1SrS6TTy+TzS6TTGxsZQq9Xm7JvtfLINaHDbUmVt7ja13/p5T+HKatD/hgRBWBmk02k0Gg2k0+ZTWIIgCD1KtQr88pfAd78L/OhHwNQUUkAsULcB+CEix/S3AORBpfbQNSKVSveziSpOkHI31a5n7GwixSfNlUtBbeUmnRImPqKaaj8pprDwTY31iVGvX6/bVo9P+ulCBalet6/YD8Mwfu5ULVfvNs3lcrFgbTQa6O/vR71eR7VaxZo1axCGIcbGxuLnLfXnkLn9bOU8c6Vwu0hyzrXahl5WBK0gLA9SqZQ4qoIg9Db1OvC73wFXXAH88IfAtm1z1w8MAC95CRrHH4+hF74Qb+rv70ycy5iu+Q/iEqIu8eBCd+iU82VLJebEmcvhbOeNto+DRaX12lJ2ubpUGfVddyhN0Wqrj4vflnarl7W51VS6t+lwtwLnxpqYAyiNRgPlchnVahXZbBZBEM3sGwRBPJnS5ORkHGOz2URfXx/Wrl2LarWKmZkZtm+TpCtzsfv8TXFpvCrepEJT/6xc5yTnjAhVQVgepNNpVCoV5PPmU1qCIAjdSQDgmQDOuPNO4FGPAjZtmlugUABe/GLghBOAo48GisV45l653rWfrhGpJqbwSHKjy6HP5mr+tglSMy7qu09ZH1oVBT5tu0QjJSyoOmzt6iJDF38uZzrp85R6uSRuL4XvtqaAUiJ1amoKuVwOzWYT9XodtVoNmUwGYRgik8mg2WzGr6pR4nZ4eBiVSiXuI3OmX9ugAtV/voMItmwDs36uX7g2kgyKiBAVhN7h6quvxpFHHolf/OIXibbL5XKYnp7G4OCgvJ5GEISu5amIZuV9OYBdAOChh7avzGaBo44CXvlK4JhjgMFBsg6ZNK79dI1IpYSG+Xycvsy82aYES9K03iRxuuql0F1PW/mFpFkqIW4TF7a6XM4w5Vwq1y0pNlfa5i5yLFSoJkG1U6vVMDU1hUwmg2KxiCCI3p1aLpcxMTGBfD6PbDaLSqUyR/wVCoV4kpFW3OBWsgtMJ5gaqDHroeJaaHq1CFRB6C2azSZ+/etf47nPfS5++9vfJtpWXksjCEI3ciCiWXlfCWBPY10dwE2jozj0058Gjj0WGBnxqnN8fByrVq2SQbk2kXIXWTq45+4oQep6hk/H5hxRdVCoOlSqsLnOrMtVH1XGln7sik3VZzqS7RBtej1c3HrqLVWHWd6nf5Kg1+lzvBeK7hZXKhWMjY1hbGwMpVIpfidqo9GIn1sNggCVSiUWpel0Op50SY+bOr/MfaRmqnb9DXDrqLLmudRKf+pxmu3Z4hYBKwjdSaPRwB/+8AccfvjhnQ5FEAShJZ4A4FwA/0D0rtL3YbtAbSKa9OgtAHYC8IyJCRz+jW94C1QAGBoaal+wQvc4qRy29FpXumG7BJqJy2ly1e2T8uhKqeXatsVmS022tbFQzHh1R9E3nk5hO9/UcvVKmUajgVqtFqdNK2e1UqkgDENUq9W4nD5Zkk/aMpUd4DPIYbr31HHl9ovqBx9c5w6334IgdDf1eh3XXXcddtllF+y6667xi+4FQRC6lUcjcktPALAfsf46RLPyXgngEX2FXO86TteJVOpGmhJlPoLUJ22WulHWP6dSqXgCGd+0xXbecNueDeXKUELQVZ8LXzHuM3jg216r6M4ul9Kql7W1Z7p+nGhtNpuoVqtoNBrxTL7NZhP9/f3I5XJoNBrxukajgVKpFJehYnellVPbcfFzLis1SED97ZmCl2qDSyW20QuDFIIgzKVer+Ohhx7Cxo0bsddee2FkZAQ333xzp8MSBEGI2R3bU3kPItb/GdF7TL8H4H5LPfr17qlPfaoI1SWmq0QqJ6xMKGfOdmPvqmch2BwnH1dzofEt1o0+J+Zsoq5VUcg9X0n1JecMm9ubr3XhYgbgnCzKFrdyTVV7ajIlJVoLhQKKxWLcRr1eR6VSQblcjt+Vqu8DJRJtItK2fzaxrpenBKZtcIQTvkmzBHz/3gVB6D7q9TrWr1+PVCqFfffdF4VCYZ5Y3XfffQHMH1QTBEFYDHYEcDmA5xLrbkPkmH4PwN0J663X61i3bh323XdfDAwM4M9//vMCIxV8WJBIDYJgPYBJRO+trYdheHAQBKOIBij2BLAewCvCMNy2gDas6Y8A73YlbUevw6zHRwyaqZU6umjibub15xNNfPeLE3e21OAk/eVy1VyDBVQfKSGlx2R+Nr+rbbibH9P1tO2PjwNoxsidL+pHPX9arVYxPT2NdDodx6tcVZX2a+6f2T+280KPz9z/JOj7rk++xWUXqPW246Uvd2U+tHIuLiVLca0ThF6k2Wzi73//O4IgwIEHHhgvD8MQf//73zsYmdAqcr0TepVjMFeg/h3RSftdAH9bYN2NRgN///vfkUql4mtdKpXCunXrACBeJoNy7SNYiAM3eyE7OAzDzdqyfwewNQzDC4MgOAvAqjAM3+eoJ1Qv/aZcFvOdneZno664nqQ3vElulCkBRMXkSpH0LUvFxS3nRIBt+6QigRMeVD2mcLW15TofKafRrMunjBkbBdcv3ACGee4pYRoEQeykqvUqhVx/FynlQnMi0Ba3LjbNeCkH1FYHBSf+ub856m+CK2Ouq9fr68IwPJgNZolo57VucSMVBKFH6YprHSDXO6F3GQRwAYBxRI7prUvQ5tOe9jQAwPXXX78ErS0PwjD0EhuLIVL/AeDwMAwfDoJgZwDXhGH4OEc9c0SqLmqoG/UkN7m+ZXxFGiWCfVwu1w29vt9cHHp7NrHhElZJRa/v9tR+qXJJ2zSdPBeUQ+u7ja8LaTtvdBGqyuruq3If9Tj1H72PXOJTj90WMyWkqfoogU9hDhjZYrT1aZLBikaj0RU3bu281i1upIIg9Chdca0D5HonCMLi4itSF/oKmhDAL4MgWBcEwSmzy3YMw/Dh2SAeBrDWq6IETp4p0nzW+dzQc8JQ/6EEou21Ibb2XFDCthUBZa63ta33g60trj6qHzl31Syj/9hwHV8Xuhik2uPiNMubfWWeY/praKjX0ujbtDJYZOtP83vS9BPqmFIOcpIBAVu9CxksWyLadq0TBEHocuR6JwhCx1noxEnPCMPwoSAI1gL4VRAE3g+gzF74TqHWcYJSFweUsGglRdFFEvHs0wZXH3UTr29jcyfNNl2uGeXimmVt/avEhXrO1ra9zRH2wcdhbrVuvbzZfy4hT302j4eebmvLDODq9TnHKWc/KZRD6+PmUnG1GgNVZ5exKNc6QRCELkSudz3AswFcA+AjAD7a0UhWLiGiY/Acz/JyzJKxICc1DMOHZn9vBPBDAIcC2DCbCoLZ3xuZbS8Jw/Bgld7CiTbqhplznzjXS7+Btzl9C4ETC2baJ/fZVqevYEoaKxUj5Qja6vEZGDCPpcsRtrlu3ECAbYCAE3u+Qoxrm9oX1/mqO6guR5eLJ+l6tQ++jiWXPWCmNOuxuzD31Wyv22nntU4QBKGb6YbrXejx8+yFNNCF7IH5+1hD9O7O/wZwZOdCS8SJiGI/sdOBCAB6+3i07KQGQdAPIBWG4eTs5xcCOBfATxD1xYWzv3/sURcp8jgRZBNHppCgbs717TlRY3MjXctc6/WYXA4pVx8lcDlXU63zgXJaqfpNh9NnezMmn/XceUG16Tp3krjtNsfbR2RxbVHOMOXG6uUo5zbJcdXr4OqzxWfGpnA9n6rWcecKVY6Lq5O081onCILQzXTb9e4jlnXrlyKADjAG4LOznwsA9gfwotmf0wF8oSNRCe3gRgCPB7DZVVAAsLB03x0B/HD2ZjID4PIwDH8RBMGfAXwvCII3AbgPwMt9KqOEgXlzbUKt41w4sy2qTteNv6/wsOFycTmBZKvfJnZ946K2peKl+rwVUWrrSy4mV/0+LquK1RRfSQSsLQZqMMR1/nH75tovrg7z2Ng+m6KYaocaBPA9R7kBB66OLqWt1zpBEIQupquudysxJXIM8/f7DQC+DuDjAL4CoLS0IQltogTgH50OoodoOd03DMN7wjDcf/bniWEYfmx2+ZYwDJ8XhuFjZn9vbVewevoht56J1UuA2OpxuWeu+k1hRG3v46By9etlfPYnST2+ItfVjulu69uZfcN9tw0ScO6y+d3sa5tbqC+n3G/bcTNFoU08U23rbbaKOeDDOcHcOU/ts7lN0vNWH0iizrluE62duNYJgiB0gl693n0Y21OAXwXgekQvev2n53oA2AnAF2eXVRDlM38fwFOI9vQUyiMA/A6RuGz9v7WdbwCYAjAA4InE+v0RpQRvAzCN6LnHfyHK7QzggwD+COBhRPv5IIBvI3L4TFQK8tdnP38HwCZEYuvPiNxdnd/NxqpiDrWfPbRyQ4gE999n69oK4BcAnkfE8OzZ7T8M4CAAVyHq660ArgSw62y5vWbj2whgBsBvATyZqM9GAOAtiBzPSUR9fiOAt86u49gZwH8B2DDb9l8QnWe2fTFZhahP/jpbxxiAXwN4gaXdV8yW2YKoH/8J4HJE/QT4H49uZaETJ7UFU7z43ETbBJ8J5/C4XEJKkPhs71pmbusSmUkd0SSihnP7fJ1RyrFtxb012/QV5ZzoctWd5Fj5rOOcRRv6duY5xzmg5nefwZIk57+P4Ha5tpTg5P6mFyrCBUEQBEHxLkQ39T9FdIM+7Ll+T0TCbRcAv0EkdnZDZBe/CMDLAPyMaO94RM+KXgXg4tl6FP+c/b4ngHtb36V5mP8xDwbwXgB/QuSy7j4b728AHADgDq3sswCchWjfv49IhD0G0X78K4BnALiNaHMPRGLtHgCXARgF8EpEOd/PRySKgUgIjQE4FsCPANyi1TE2+3sYwHWIxPaNiFKbd0AkuH4J4G0ALiFiOATA+wBcC+BSAE+a3c8nzcb+R0Si979m430pgF8B2BuRcPfhMgCvQZQq8BVEfX0cgC8DOAzAa4ltVgH4n9n9+zqAkdl9uRzR+fQpj3Z3R9SHewH4PSLB3g/gxbOf3zIbj87XETnsmwD8YPb3rgCeg8itXQe/49HNdIVI1fFNq/RFd5DMOjix0gqmUKGEBiVK9O252KkyvrHbRBa3ve506e34ClqX063XwTl13PZU//n2gyqn3llq1mnWlVSwcWXMfbDFxglFn+NADR5Q7XKDL5TI5KCOpdl2kr8v10CNIAiCsPKgHCcAKAP4BLH8uYgcxFuY7bj1FyMSFB9A5GYpvoRINHwTkfAxxc7Rsz9XM+21i5MQuahTAP7PWPdiRGLlm9qyUwD8J4B3AHi7tvy3iPK5p4w6noxIOF6IaH9MnoPoWJyrLbsc0X6/B9tFqorhWESiSI9J8QlEAvU/ETmU+vK/APj8bL2msH8RIgF5ubbsKwDehEgkfhpzj905AM6bXf95Ig6TE2brvwmRmFfH+hxEwvg1iAYqvmNstz+A781ur+66LkQkEj+GaDDgn7Cjzq8TAHxXWz6MqG8/j+ihcDVb2ZsRHfMbEQ26TGjbpLD9/VA+x6ObWeh7UhcNSlgmSTHkHBqbW2lu5yPGKCFpE4RUKqtrf2z1uUS7b/qk2V+29M8kddlEHDWAYGtf39Z3/1VdNoezlRjMeMxYzL4yzy+boLS1Q51zen02l1j/ceHqf9fx49qn6uYGL0SoCoIgrGw+wvycxZS/BLxA5dbvgihl914A/26s+xMiUbIakTNn8mPwAvV5iFJoH7TEQzGCSBB+GMAFiITR12bXvR+RQNf5I+aLj68hmhn4UGP5JswXqEDknv4WkRil3Kv1AM43lv0SUZ+ZbdjIIHIjJwGcbay7C5EYywN4PbHtHzBXoALb93sckTDU+a/Z3wd4xvbG2d9nYe5gxAwiBxcATia2q8+u1+/i1iPalxyA1znafTKAwxGJ2e8a68YRnQdFRK6x4rTZ32/BXIEKAE1EM0IvB7rOSQXodMEkKaRJ3Rv9s81NcqXd+gorblv9pl+9g1Tf3izHteOKxSxrxmCuswlCFYv5ztRWjhsXl4lr8MDVZisOn97vrlRcl+NpluXqS7qt3qb52XVeUMfOhi1rgKuX6itBEARB4Eg6VHljC+sPnP39B0SCw+S3iITGgYjSQX3bu8cRC8cIts9qXEf07OXPET0vexVR/i/Esjqi5yNXEeuORuRgHowozTZrrN8B80XOLYjEj8n9oJ995Xg8ojTWPyJ6ftbkt4iemT2QWEft50OW+NTgwK7w4ykAGtjuCutci6hPqbjuAz3TtKqH2kZH9d8w6MyBNbO/95393YcoxfkR2AdklgNdKVJ9Uii5VEfXDbYrZZYSFtRNv0uQ2r5z+6DHZEv75Mq5BAi1Xz7uNJcqq7fpckU5UcUdAxs+Dl4rQktfRtXFiU7q/DDfKdqOQQVq2ySDKHp7vsu5tqhtff8mfAYJWhncEARBEFY2LgeJWq+eS32Y2UYtH2mhvVZYj+jZRF/GmOV1AGlj2WmIHL6tiJ7XvA+RUxgiSgk9AJGTuZA2bCykr8eZ9rl1jdnfpgjnGEbULzWmrs3Ynkars4GpT50b5nPRJqtnf79w9odjYPb3yOzvpA59L9KVItVF0jRMTgwm3dZXDPqILNv2zWbTKgbNGGyprGobm/jycdtsdYRhOEeU6c6quS9Uf3JiKylJ0mZdy7i6qPh1uONmi8U8ftxxcDndvm1SuAYqqDTcdh0jqu9FpAqCIAhJcf3XoNYrgbMTs83ORrkk7XUTaUSvtnkYkWtoCuwkjmirLKSvF5txRBNCZTDfUU8jcpjN1FogesaXQu2ja1/Uet934I7N/t7Fo2yv01XPpOrPupnLAfvzldRNtuvGm2ufuumn3DPzp9lszvtMbe9yAbl989nW1j/cPrjqtvWLj2vXbDa92tPX678pEcPtG9VX1HqfYxAEAVKplNUhTop5zqhlrm2o35w4NfuMG2Cg4loINvHPHaMkdQmCIAhCu7l59vdhoF3B58z+vmlpwlk0dsD2mWhNgdoP+lU7raAcTKov/4Hoec8DQLulnezrmxHF/Cxi3bMQiVcqrt1Bv87lcK1eG9fP/n6mO0QAkfP9v4hE8AEe5W3Ho9vpKpFqklRwcoLHrFM5f7b0RUqY+KYSUwLB96ZbtauEnRmXC5u4c7VpCqck4olK5/QR+63gcuI49JRlTszq5cxYdcGq/+j1uWKh2rK5s5xzqh8v2w/VBkXSPlTb+LjS3PZmHyQdVBIEQRCEhfIgokmA9gJwhrHuUACvRpQG+sOE9e4N4HHonpTFjYgE4kGIRKkiA+Bz2P7s40LZMvt7d2JdDdE7WQcxd6ZgIOqv0wFUMf/Z36VATU51AaKJihRFbJ+U6avEdhlEMxPrd1l7ItqXGoBvOdpdh2gG6ZcimsWZYj/MPT5qtuL/RPTOWZ0Ac51q2/HodrrlbweA3QXURZvu6lHpkj64UjnNci4XiIuBcyFdsVHpva5UU719LpWWitmV4kk5sLb1PlBuoOnMcu4tV1crsag2bQ6r7fyi+sLmkKoBElPIJxV7els+brgeoyu91uaQU8dNpXbbttNjtR1zQRAEQVB82LLuRwBubVM7b0X0CpZPIXou8C/Y/p7UJiLxQM2Ka+M3WJz3pLZKiEjcnI3Iifsxotlnn4MozfW3iF7Rs1D+hEgMnzFbr3pm8wuI0mXPQuQanobo3ae/w/b3pA4COBX0RESLzXcAvATR+1//D9H5pZ7V3RvRzLvm7MJAdA4+FZHY/CWiZ1Bfici1fg/8JtB6NaL+/xoicXsDorTeXRHN/vskAE9DNDszEL165zAAJwK4E9Gx3ATgUYiO4dcQpXYD7uPRzXSVSFX43JxTn11lTXeJa9dWp1lG3XRTwjIJnJi0CQ5XeqVPHKY40evwIamg4XAdl3Y4sFQ7XJ+7YtddWS5GSkSa27vipGJdSIaBT1ut1MUNFFD9YjvXRbAKgiAIio9Y1q1H+0TqPxHNdnsOotlvD0d0A/8LRO+6pGaW7UU+iEjMnIzo9SXjiCZQOgfbRc1CGUP0upQPY/v7XYHIUZxANKvvvyASyy8FcCaAEqKZkj85G0+neBWimXzfiKh/AOBviN41+2Vmm20AjkL0+qKTEDmbf53dxnynKseDiBzu0xD13WsQpec+MlvXFxANLOi8AZEoPgWRwM8jet74D4jeqaoYg/14dDNBN9wUplKpMJ3eni3N3cSqWHVhoPC5wfURC2bbnIDThamPW0m1z9VJxaVv4+vUuVwrs31bv7v6iVrfqrh0uZVU7Ny2Jq60ZJujSsWpHH7KBbYdJ719n/Rlm1C1waVe29pIek3wOT42t9fWP41GY10YhgcnCqiLCYKg8xdcQRC6kWV1rQPkeicIJkcgGvg4G/Pf67qSCMPQSxx0pZNqc2J8Ugp1zFRO2w0x99oQXXBxgoZrhxIilOPm6yIlcZmpbSlBbLrAPim2PuJTH0zwEaxmSqhrG5uT7NqWE6E+QtiGeR6o3/o+cfvHDVBQx8oVm69TbJZPio/A5mLiXP+FZCQIgiAIgiB0I4+d/f1AR6PoHbpGpPremHKCSne09LJmOapN39ioWFzLbY4o58KZrzHR6+XcS9PF49peaNoslS5rilCXCPGt2xZzqwLGHDQwnVNqH/Sy+v6a2+v166/e4QY3VPYA56hy+8oNiFAuu80Z9z1nbLiOla+T63uOCIIgCIIg9BLPBHAcohTdKURuquCmq2b39XG2bCmmOpTj5HIzzRl1OZfIJiaobUyRY6tDuY+udFNVL1V3q0KDSsOkxATlFJr7xIk+H8FixuUSUFRqrd6+GQe1jz79Zzt/VB1KeKoZf7lZpM33ygZBgEwmg1QqNW8WYa5Nc3tqmfrhZiam+iWpo28776m+5v6uzL/VhQ6oCIIgCIIgdJrnAngToudLXwBgc2fD6Rm6xklVUM6Q6Z6qdeZ2Jlzqqm9KqK2MbyqqS2xSdXGilnLPdGz9lRRKOHDOLReHuYxqgxOttmWqbt2p1JdzfWPWxTmUlNim6jLPJX1/uONJ/dadc9sxpgQrFy83CEMJQZeLyQ2ELLbzKSJVEARBEIRe56No38RUK4muEamUwHA5bHo5l+NkCjibAPC9YXfhEqgqjqQ34zbhzKUKm226sDmqrnhNR9ommH0GAWwDFNSghk9/mueBSs8149afq9VFnonrOJt1mnWZ4o/qb1fbuluqC/hUKoVGozFv0EPFYQ7amOeQ3q4Zt62/XYM43N+ca38FQRAU+qSLikajQZQUBEEQeomuEakAfePqcgVty0zRYhNo5k2yS8i5xJUtZpuby4l0vS9MMUUJbtMl059/5VxEtZ7Cx7k298cl/H0cZlv5Vuqktjf7RO9fJcp8nWH1W6/L5sbazl9dLNoyCNQ5kU6nkU6nkcvlkMls/9NW9TQaDTSbTdRqNTQaDdTr9bhu/Rlac5CB22/fbALO8bbVbSsnCMLKRl0rXvCCF+Dqq6+es+6BBx7A7rvPfW29XEsEQehlfO9tl9u1ritEKncD7uv4+QhPvby+XStpu6bA5ISZD6bg1Ovl4rbF6CsAfOppxclyiVyqDVPUUeWSONi+cOJedwtd5xd37M2BCFfb+vIkLn0qlUIul0Mul0M+n48/Z7NZAJHINifoajQaKJVKmJ6eRqlUQrPZjN0I3VE2HV21XrXtcripvxezHLXvXLaDIAjCySefjEsvvZRdv+uuu84ZaKtUKigUCksRmiAIQtt51atehcsvv9xZbmpqCoODg0sQ0dLRFSJVx0zfNJdx27jq8mkX4NM+gbku6WLfQHPplpQg5ZzbJCm6NgfbbJfbPkmf+AhEV7xUX7QiZs1tTNeZOv7mPlApujYxRn22lTPPSeWcFotFFIvFWJhms9m47XQ6PSedVwnWVCqFbDaLYrGILVu2oFQqodFoOMWh7uL7DB74HkvXvguCIJx11lm44IILEm+Xz+dRq9XigTtBEIRe4LTTTsPnP/957/IDAwMIwxD1en3ZXO+6TqQCvMuWlKSiSRcp3M26zeXUP/u2bUvjpKCcV6493SHzEflcCrAqw4kzLq2X2idOZJv1cCKIEqM2saTqpV5RZHPudaHOiXVVL3VO2NJbW8kcMNvNZDLo6+vDwMAA8vl8nOqbTqfRaDTQaDRQq9UQBAEKhUI8AKAuXI1GA4VCAatWrUK1Wp2T5uvjpPsIWg5qO2rARRAEAQDOPfdcfPCDH2x5+0wmg0ajQT6/KgiC0E3I9W47XSVSzdRJUzhS5RVJb2w58UPVbXOLbCLN1TZXT5KUWa4+3fWylbWJA0oYUrHZttP3ScXEPfPIuatcW+bxdwkmV39Ry8xtqFRg24AG9d0l/ri21edUKoVisYjh4WEUCoX4uVclNNVIWr1ej11TJWD1tlU9+Xw+nliJE6q+AzbcvlPruH1NOtAjCMLy5VOf+hTOPPPMBdcjg1+CIHQ77breqQkze12odpVI5Zw3l/jg1lPLbbPf+og/LlZbPVRdlFtF3aC73D4XpohK0qecQ0iVp2J17RMl8qiytr6z9aEtbtd6n+NrOu4uUa2jP9tpc4vN7fVU3VwuN+c9rKZYVYK1Wq3GYlbVq6ftqkmWfG/ibMeolYEAHZeDKwjCyoJ713RSgiBAtVpFLpdrQ1SCIAgLZxjAcwDkAKQAPOGmmxBcdhnQaADNZvT73nuBgQHgfe/D/1x/PZ797GfjiU98Im655RZr3VzmZS/RVSIV4MWJK3WUQglSSqBR7o2Pk+eD6x+qyynVUYLCdtPv4z5R6bQ2QWwKSRs+qaFmnfp2Lqfa3D+Xe819N88Dnxsf37p93VS1jDpeVEoyRTabjUVno9GIb+KUU6qeL9XbU+K2Wq3GZWu1Gur1+rzXNVD9Y+6fzyCKDerZbxMRq4KwsvnCF76At73tbW2pKwzDZTepiCAIvc0fAeynL7j88uiHolZD87nPjTPlVgJdJVK5m3dKACS5YU4iIEx80xldbh5342+7ybe5nmbaJjBf5LhcTrMd87PNcXVBDTC49oMblNAdRx8XT63nRFY70kg54cyJacr95c5P17mtHFJ98MLc12w2i0wmE0+wFIYhKpUKgmD7c7Rqlt9arUb2mTmTr9onalAnyYCObYDANvggCMLK4t3vfjcA4NRTT21LfZVKpS31CIIgtIMNMESqjSc+EU9/+tMxOTnpHOQPwxBDQ0MLDa/jdJ0XzAkZ/Ydb7wt1I+xyZbl4XPVzcfoIQEpU6ULB/M6JXkpQt9OlsqVsutrh+kDFmEqlYqdQT1HVU1ep/aH62TbgYOtXLmZqvWsbqhznNJv7osrW63XUarU5+66fA+l0GoVCAblcbs5kSgBi97RWq2FmZgYTExOo1+vsOcL1ozoG1GCCTyaBS9SKQBUEoVKpxINoC6HRaGB0dLQNEQmCILSPFwDYF8ATABwF4J5996ULnnYa8LKXIZVKYWBgAH19fc66p6am2hhpZ+gKJ9Umcsxy+sQ1PgKEa8O1XI+FKseljCaNhxPlSdrl0l9bFe7UMso9o9rn3FBT4LiEsy7AqP5Q6aL6K1ZctMMVNpfrLjbVB9yxob7bHEadRqOBqamp+NlUvR5Vh5oISX0OwxC1Wi1228vlMiYnJ+cso9xf9VvtK+XWU4Mp5j7bBp9sAxWCIAgLoVqtYrfddsPY2FinQxEEQZhDCKAG4EMAXgMg/be/RSuCAFD3Rs94BvCZz3jX2Wg08KhHParNkXaGrhCpJrpgMUWZS0xx+AgpvaxrvU1I+uDa1nTHzLKU2PEVxi6Rb/a5maZK7UcSoUwJVG4fOGfYFHe2CbF8U1GTngu+54BexjymZj3mvlH732w2USqVkEqlUK/XkclkkE6nkclk5hwnNXkSEF206vU6KpVK/LtcLjtnzdZjsmUx+Ah5U8xy5w4XhyAIK49zzz0X6XQap59+euJtZ2Zm8LjHPQ4bN25chMgEQRBaZ3cAHwTwBmwXY00A/9xvP+xz773A5CQwMhI9o5pxy7WZmRk8/vGPRxiGy+aaF3TDjWAqlQr1aZL1G20975pKe20FSgSYYsMl0jihZUMXKdQ623Y+9XL7Yu4DVadt/5XgodJLqThcsbuEKLVOF6eUiDKFkAtXrC7xudABCt/zhfoMIBaluVwO+XweuVwOmUwmFqqKZrM5R6BWq9X4ParKYeXEoy0ec5ktw8EU55xINcU8ANTr9XVhGB7s7KweIQiCzl9wBaHHGB0dxejoKF7/+tc73x/4yCOP4JnPfCaA6Lp0zz33LEWI7WBZXesAud4JAsWjAHwAwMmIZvVV/D8A5wP4SjqNQ9SElj/4AXDccc46JycnccABB/TM9S4MQ6+b565xUn2cKJ9tOAFoClMu3dQm4jiBSi1rNTZXHVR5SlBTbVKfzTRbvR29T1pJzbS5s7a2qX3Tt7cNMnB16DFwsVH1tGMQh4vZFSu1TheF6lnSWq0Wi9Z0Oj3nWdEwjCZIajabqFarc15No78bVf9tG3ywDQhwfaW7taaA9e0XQRBWLlu3bsXWrVvx2c9+Ft/73vesZWu1Gu66664likwQBMGPHQGcBeCtAAra8h8D+DCAWwF8HIgF6ndGR/GPW2/FRywidcOGDXj+85+Per3eMwI1CV3jpGaz2TlujE0kqu/meltKok9qIeekUdskcewofN00Wx228j5iUpXRRYfpoKrPauIdStBxx0Vfrr8OSK+Xcn854alSXSmRY+tPm4hX9ahnXF1il9qW2i+9Hqpe2zllc5qpdWpyKX2CKb1vVJ/p4tSMUfWBuZyLw9YHeh2u89y1vlarLSt3QZwFQRAYltW1DpDrnSAAwGoA7wVwKgB9uqOrED2L+pfZ748F8I/Zz7cAeBqAwR12wB577MHWXavVcNttt7U54sWn55xUIFnKq5nSSLl0AC02bc6ZT9ucEHOJJ1MAUttRuEQWF6trG11cUPHrziXlZFKOGif0zH1UjpztuJrbc060HjOFTeTpy1sZsLG1qfdr0kENlwDXj4UuQil3WrVvilCzfuo9rZzracZhtmXuk+sdsOKoCoIgCIKwXBgB8C4A7wCgv6H5N4jE6f8Y5XOInkkdB/BKABUAlc2bsXnz5kWPtVvpGpHqSic1y3I3tZzw0stRKYe+Yolqn0shpbbTt0lyM75Yjret71S7lFCxHS/OWaVEukugU3Xa6qXK2NpKcgwWKp6484aCW8dtb/Yt5WrqQlEXtVR8rswC9ZlrS63X2zX3gxr00J3yxTrnBUEQBEEQFoNBRML0XYiEquKPiCZKuobZ7nYAjwEwBWB5THu0cLpCpAZB9G5HYHtaKeD/nCElPilB4uu0LcXNsU0occ6kjwtopp3atqPapEQk1Se+zpcpasw6XH1vG0DwPT9ccCLLZx+p9FYuFlXeV5xy567NVeW+A5iX0uybBWATxmYM3L5Qy0zXnXJgBUEQBEEQup0+RCm970WU4qu4EZE4/aVHHcvvqdKF0VUiVU3kAvAik0qX5erUtzPX2bZ3iRNKXLWKy1H1EU0+6bUuXCLMR+y7YnClrVLurC3NlPvO9SmXSsvh6rvFSFHlnH1b2i01EGA6leb+mgLUlc5rG/xZCNwgSDvbEARBEARBWAwKiCZDOgvR5EiKmxGl9f53J4JaJqTcRRafbDaLwcFBZDKZ+DlFXUjqKYAmLkdSFz+mONVvvNuRYuhyyPR2bOXNWM3tXNvqdXDiRV/G1cGV0Z8lpfrVJbrNY+CzL3r/qfPB51j5Ch1Xffq5xNVt9oktJmpb7vw1zxlKcJqfzcmSVBtUnXpdeizUgAG131QdC1m+nLFNgCAIgiAIQm+QA/A2AHcBuAjbBertAF4G4CCIQF0oXSFS8/k89tprLwwNDc15hYZLUOrLfQSXvg3nGlEiSv/NYXMaXWLUJzaqHQpO1FAxcXEqZ1u9gzOfz8evN/ERYno9pqhz9ZPNNW1VmHLH1LcOnwESs5zrHOP6KKlwM/vG1Ydm7JRY1utxpSeb9ZnfbYMynOPNlV8O7LDDDvjc5z4nLrEgCIIg9CAZAG8CcAeALwHYZXb5PwC8CsD+AH4AYPndwSw9XZHum81msddee8XvfpyZmQEAdkZQSpi2ki7oSgn12W4hN/I6uuNrimVbe5xIb1WYpdNpZLNZ5PN5ZLPZuC39XZv1ep10Mylh4tpXap2qyzUY4duOT1kuDh3qeNjEWBIXN0l5Mw7XoIZ+rpjpv3odrvOYcpLN48+dlz7973Kqlwunn346ZmZm8IEPfICcVEpYOvbcc0+ccsop85aXSiWcd955HYhIEJYPu+yyC97+9rfjAx/4wLIcdOw1qOvd5OQkLrjggg5F1FukALwG0TtN99GW3wPgowC+DaBBbCe0TleI1HQ6jVWrVmGPPfbAzMwMHnzwQVSrVQCIZyDlboZt6ziSbmNLV6Ruqlu5uVYxUIKUiyeJSDPFL+V8pVIp5HI5FAoFFItFZLNZAIifFW42m6jVaqhWqyiXy3PEqhlbUlzusyt+W71JxR/nOurrqFRqqr6kApRqh/rObeMzoGOuX6ybB1MA68tX+g3LWWedhZmZGVxwwQWo1+udDmdFsvfee+Pss8/GySefPG9dqVSKB00/8YlPdCA6Qeh9dtppJ5x99tk455xzVvw1v9Nw17upqSmkUilUq1V88pOf7FB03U0A4BUAPgLg8dry+wCcB+AbAOS/+OLQFSI1lUqhUChg1apV2H333TExMYHx8fF5jqJv2ip3E2y7Yfe9ceYcThumwKLicN3Em/3g83wgJ64o4RMEATKZzLz0Xr1MKpVCJpNBLpdDJpNBuVxGuVye4waZIo7aF9WePgCR5Jj4tKH3jY+b5+uI+8TDlbVt6/sP3Hbu2AZTuPfXmnXp25jHxrZ/NhfUR/zbBmOWK+eeey4++clPikjtAPvssw/e8573kAIVAIrFIs4//3zU63VUKhWEYYjPfe5zSxylICwP3vGOd+Bzn/ucZI50CNv1bmBgAOeffz4qlQpqtRqazSY+//nPdyDK7uQ4RC7pk7RlDwH4GICvAKh2IqgVRFeI1CAIUCwW0Wg0sHbtWqxduxalUgn1en1OCqyJK82RKuPrwrmEoE86KhUPta25PSXauBt6Kt3WBRerEqnq2VP1ypJMJjMvZbS/vx+ZTAZBEKBSqaDZbM5zvV0Oo030UG45V74VMWNL0/XZjorTtQ3VN606rVw7rvTbJO0lcaF96rJlBnB/Y8udk046CZdeeqkI1SXmyU9+Mt7ylrc4y2UyGVx00UUIwxAzMzO49NJLlyA6QVhefOYzn0GpVMKll1465zWDwtLgc73L5/O46KKL0Gg0MDMzg6985StLFF138iIA5wJ4irZsI4ALAXwZQLkTQa1AumLiJCVSi8Ui+vr6sPPOO6NYLMaTKJllAfdEMVw7PuuTiB8uvZLCR1ByqZGtinSf8kq4K0GqxKdalk6nkU6n5yxPp9MoFAoYGhpCX1/fvEmVzP3hhLXevhmrOTOtbYDBdh7o6zjxr9dvO09s+6Lvq02gu5xPqh9d++2qyyzj+rvxidMGl+FAxWWu84lvufClL30JhUKh02EIDoIgwCWXXILXvva1nQ5FEHqSL3/5y/EjREL3kk6n42vdSrzevQDAnxDNyqsE6hZEr5fZG9EsviJQl46uEKnA9pvidDqNkZERDA8PxxP36K88saV1+uJzY085uLp49RVaLsHLOarqt3InffeLaluP0badLo6UODVnWk6lUshms/H6QqGAwcFB9PX1IZVKxeV154zqR9d+c2UpEajitdXP7bPLSTXbM/dLL0fVz8VDiWVTMLvip/rKRxxzcXLbmWXNZT6DOpzotf2drRSOOeYYuXnrES677DIcd9xxnQ5DEHqSl7zkJUin050OQ3AQBAEuu+yyFXW9exaAawH8EsDTZpeNI3rP6V4APgFgujOhrWi6QqSqm9RqtYogCNDX14fh4eE5IkmV07ehbrwph8aVksm5TNzNt81J0z/7CAPf9NEk6ZC27W1On+5cqn8kZt8oV1U5p+p54oGBAeRyuTnHyxaPWq4LWm4QwOwvJUhtriiHq2/MZb5OJYfLVQXc753l6koyeGHuhynsbdva3HyXoLZlPNj2U/+93Ln88ssxMDDQ6TAET37wgx/gyCOP7HQYgtBzXHHFFSgWi50OQ0jAD37wg2X9v/hpAH6FSKA+a3bZJIDzAeyJaGKkyY5EJgAeIjUIgq8FQbAxCILbtWWjQRD8KgiCO2d/r9LWnR0EwV1BEPwjCIIjfAMJw+g1J2EYTfKiP/M4Wy8pUm2unLEfrNhx7H9cpxmDTztmvLZtKfHKCTEOTgDbHEoVc6PRiJ8XUevVRAfZbBaZTGZOXar/UqkUisUiBgYGYvGqp//qZc22bYJdX2ZzVH1dY2qfqb6hsJ1jtkEULh51PulOte5EUz9c3VS9Pv2i/ta4fTShnNAkmPuiu9L6en3dUrJU1zqh82zZsgW33367uyDDVVddJY6Q0NPI9W7lsNDr3bOe9Sx3oR7jIAA/Q5Ta+/zZZTMAPonIOf0ggLGORCbo+Dip3wBgDhufBeA3YRg+BsBvZr8jCIInADgBwBNnt/lSEATO/+T1eh3T05GRrm6uc7ncnJsA6iafE44ud0eV0+s2xSjVpq0Osx4bLgdJ1a2LKJcwMQWXEpiUuKJm2FMitVqtxu9ENdvP5XJz4lSTJamU5GKxOOf5Ouq42Paf2zfbd591VHs+olYXVZx4VHXZ0lWpNFm9fvXqn3w+j1wuFw8IUK60D2Z7tjpc/cKVSxKL6ZBTf7umCDcHOZaIb2CRr3VCd/D73/8e7373uxdUx8EHH7ysHYbF5IADDpAU987zDSzy9U7d1+k85SlPkQGeJWah17trrrkGT33qU5fF9e5JAH4I4C8Ajp5dVgHwOUTPnL4X0TOoQnfgnN03DMPfB0Gwp7H4JQAOn/38TQDXAHjf7PIrwjCsAPhnEAR3ATgU0WAFS6PRwMaNG9FsNlEsFuO0X3Uh010hzoWxQYkDypmzOWv6evXZdKHUck6cuWK0uUdKCHJiytYfnCA3Y2w0GqhUKvEAge6UAtFggi7W1HsEwzBEPp+PU39LpVLsiuvtc2KNitNcZvYptf+ufvYddOD6kIrBZ7CBWxcEQSxM8/n8nHOsWq2iVquhVqvFfcmdnz6Oo+6u6tuod+By23B/I3rbPiKY2pbaB2qwaKlYimud0D1MTU3hnnvuwd57793S9tdffz1yuRxqtVqbI1ue7LfffvHna6+9Fsceeyw2bdoUL7v77rtRKpU6EdqKZCmud+vXr5+37Nprr8Xo6Ci2bdu2gOiFpKz0692+iN5z+gptWRXAVxG9TubBNrenX+9M7rrrLpTLMv2SD62+gmbHMAwfBoAwDB8OgmDt7PJdAFyvlXtgdtk8giA4BcApANDf34+ZmZk41bRer6NcLrOuZtI0QJ+bepeYIOKfd+NN3VibN92t3nzr9ZjLbe6vSzSb8ddqNVQqFWSz2XjiKrWu0WjEEyaZr5xpNptIp9OxwNXThheCS0BRQkrfT13cmQMNXHzmsaLEoY8bTLWrUH2lz46sBj7UgEG1WsXMzAwqlQrq9XrscCsn3By0sf2NuI6DS2jqgyA2t5UbkKCOEcdCz5k209Zr3e67776IoQpJuO6663DSSSfh2muv7XQoK4Kbbrppjnv629/+ds76448/HrfeeiseeughzMzMLHV4QoRc75YpK/V692gAHwbwamxPHa0jGoE5D8C9i9Sueb3TOeaYY/CrX/0KlUplkVpfPrR74iTq7pO84wzD8JIwDA8Ow/Bg9W7OVCqFer2Oer2OUqmEWq0254aVmjDHTCHUf4z25mzLpTmaaZz6elOYUKLFJqrMmPXvSnjo9VAimNrW3A9q/13x6XGUy2WUy+XYxWs2m7HoDIJgznEJggDZbDZ2vdVnM5XT1r4tXm7fzONlpsa6HGWzXCsupe1Y2I4REJ3LaoKwYrE4J9U3m81iYGAAo6OjGB4exqpVqzA8PIy+vr44FdjcV5+BD+p8NWfOps5/27FJMnik16vONV38UudLF9PStW7NmjXz1j/wwAPykvsOUS6XsWHDhk6HsezZbbfdnH/PV155Je68804cf/zx2H333dHX17dE0QketO16J3SOlXS92wORS/o3AK9FJHaaAC5D5KqejMUTqK7r3U9/+lO88IUvxO677y6voHPQqkjdEATBzgAw+3vj7PIHAOymldsVwENegaRSaDQamJ6exvj4ODZt2oRqtTpPCLiEiA4n2Dhs7honaqk2qfpsMXDC2Haz7tp3TuC6UI5pqVRCqVSKBw10Z1RNsKQEqkpVpQR2q0KDE4v6b0rgcPtrngtJzw0qJtcySpzrwlA5qJlMJv6t1qXTaWSzWeRyufg1P8PDwxgaGkKxWIwda18xzvWLjhoEsrmeZv9xcMeEizHpsVhC2n6t09m4cSMe//jHY3x8fMGBCsm58cYbceSRR2LLFnkKaTFZv359PPGei29+85u49957cdJJJ2HHHXcUsbq0tPV6R6WGqke7hKVnode7HXfcsc0RtZ9dAHwJwJ0A3ojt6aLfRfRA9esB3LXIMfhc737yk5/g3nvvxXHHHYcdd9xRxCpDqyL1JwBOnP18IoAfa8tPCIIgHwTBXgAeA+BGV2X1eh1bt27F1q1b8eCDD+Luu+/G+Ph4/LyjzSFtNXXW3M713ebOmlApj5RoS5IuSsXdqlDghJVyt5rNJqrVKsrlMiqVyrznS9W+KPdUf16Wcjn1ffGFqsu2D5xYTQrnKtpi0MWyb93A9oEZNauvPruvchkzmcw8sTo6OoqhoaH4lT+tkGTQYiHbcuW4vjX7tQto67Wu0Whg27Zt8c/uu+9OTi4iLB233HILnvWsZ2FiYqLToQgaX/ziF/HII4/gne98p9zALR1tvd7ddttt2Lp1a/x9bGwMe++9twzKdZCFXO/+93//t2tfIbQjgM8iEqBvA6ASbX8EYH9Es379vROBObj88svxyCOP4MQTT8SqVauQz+c7HVJXEXik6H0H0YP0OwDYgCi9+0cAvgdgdwD3AXh5GIZbZ8t/ANEARh3AGWEYXuUKolAohHvssUf8HF6tVkO9XketVpuTEqhSTwHMeR7SuZMWV8/HEU2lUnF75nquTj026mbcrM8Vv17eFHBcHFQ9trh18akcv3w+j76+vti9AxA/P6n2Q20bBAEqlUrsguvPTzabTaRSKafzSK2zCVRKpLlcOlc/cP3iCzfgoe9LJpPBTjvtFL+2RxepAJDL5ZDJZGIXW826DET7XKvVMDY2hvHxcVQqlTnPqZr75pMZQJVz9RGXFqwPWPhsp5ZRznitVlsXhuHBZEVtZimudUEQdIXyFuazzz774JZbbkn0ztpenkhkKVGDca1y/vnn47zzzkO1Wm1jVF3Hkl3rgKW93o2NjSGdTmPNmjUyYUyXsFyudzsgmpH37QD0nIufA/gQgHUdiGlsbAzDw8Mtbfv+978fn/70p5f7tQ5hGHoJIKdIXQoymUy4atWqOW6peg6SclJtrqrLWdTL6TfVZiqiKYy4G29OEFDChNuGa5fbRi+ji0RqX5OIM1NMK9GUz+fj5ybVM5MAYidVf0Z1YmIC09PTcwYYVJxmf3Oi3ya+zTQh02U2j6PZB774OKMc3HmoP1OdSqWwevVqrF69GplMBmEYxs5oKpVCNptFKpVCJpNBs9mMnw9WP2EYYmZmBps3b8bk5OS8vxVzP2x/K1y8lJNvrkuy/xxcXwdBsKQidSkQkdrd7LbbbrjjjjsQBIFzRLtcLmNoaKjrbtq6kcnJyUQ3wxQXXnghzj777DZF1JUsq2sdINe7bme33XbDnXfe6e3edZNIXQXgXQDeAUC/svwa0TtOr6c2WkKq1WrLr9k699xzcd5556Fer7c5qu7BV6S2OrtvWwnDMH7+VLltZoopJ0wVPi6cvpzbfiHPSiyGsOHacUGJV9d2pmhRwlK5eI1GI37VjBJaqkyz2YyfY9WPnarXdnxs+8650pyo8i3rAyfokziUpsDTz7OZmRn09/ejv78/Xq7cagDxc6qqr8vlcuxI1+t1BEEQP8eqXFa9XU7sq+NlxkUJWX25zwBQEnzPR0FYKu6//34Ui0WsWrUKGzduJJ8rUjdpAwMD8/7uBJrBwUFMT0/L86WC0EXcf//92H333fHggw86n6HsFsE0BOAMAGcC0L3K3yMSp7/vQEzt5kMf+hByudxyH5TzomtEaq1Wi2+2dZFE3fRzrpAphjgHU63j0k+pOpKKY2q9Kcr0um3Ooi0mH8fXx8010yz15SrNWgnWWq0Wz0Sr0rKVgFLpqUkFDXfczL7hnGyzrsUUONT5pw9u2ASbvi/VahVjY2PxxEn6q3vUAIAuJtUs2EqgqgEBs02Xe57EwbfBOdfUOp/tBaFb2LZtG1atWkU+O6cPJAn+9Pf3t8VRFQShfWzcuBFr167F5s2bAcx9hEq/rykUCh0dlOsHcBqA9wAY1ZZfj0ic/roTQVmQycHaQ1eIVGC7GOLWKXSBZzqtptAxU3rN5ZSgM4Wrzb1N6rRR8XFw6cO+Lp5LdHDCnnIj1ed6vR4LUeWmBkEwR8TquPpNb4v6bKvLZ/BArVPHlDsfuMEQVb9NxJkDDlRM1HmizneVsjs4ODjv1T2qrwHEIjYMQ9TrdVQqFVQqlTjVmuo72znDCUzXvpj9w8ENJCWpp9WsBEFoB1NTU/EjDUJ7GBwcxMTEBAYHBzsdiiAIs2zbtg3pdBqFQgGlUglA9D+8G65/BQD/BuB9ANZqy29CJE5/3omgPCgUCpiZmenaiaZ6ha4RqdQMsZzjqNDFh4kpsmyC0YRza/W6XSJK3yaJU8WJals7XB16HC6hwsVHCUpuEilO9HAkEdU2zHOEc2q5ddSrV0xn2dY2h6tPVdbAzMxM/KqfQqGAQqGAXC6HRqOBWq02ZxZlJVynpqYwOTkZi1RdkKs2XMLedgx9xKPt79TWT64BmladXUEQup+hoSFs2bIFo6Oj7sKzfPCDH8T555+/iFEJglAul7vmf28OwJsBfADAztry/0U0IdKPOhBTUvr6+lrKHpHr3Xa6RqQC7ht+l2htV3uU48bFpKO7sJxDabbjSn1dLFwiIQzD2C2lnEFf8Ub1o48b7GqDc3sBfibJVvclCbYBDqotlRJSLpdRr9eRz+eRz+djsaqeS1VitFKpYHp6GqVSaY5Adf3tmCJRb9ss6+Pau1zypOuSlBEEobdZvXo1gOh9gnvssYe17JlnnomLLrpoKcISBKHDZACcBOAcRFNMK/4O4COIpp7upbsElTXy8MMPY6eddupwNL1H14hUdQNvTuhiEzvUjbeJKW652XDN+lx1UsuoeJKkWvqKJcoddglgmxhTk/GYbajtqHYo19El+k1n0hY/lRpNxUTV53IwbfviiieJOPM9Z3WxqITozMwMstksgiB6djqdTpOz/Jrb2vrRJy6fDAHztUN6Wdsx4OrmHF4RrIKwvNlrr73mfP/d736HZz/72QCA17/+9fjWt74l1wFBWAGkAbwWkUu6t7b8bgAfBXA5gF6epu5Rj3pU/PnWW2/Fk570pHll3vrWt+KSSy6Ra55GV7yCJpVKhfrMYr7uon5T7LMftuf29DrN+mziMakTZ7p/tjRUnzqSYGuHEtlhGMbiKIlg52K1DRCY5Tk4N9SMx2cQAuBf4eNqkxOeXF1cHfrxV861WqfEKTVgowtUzk2lnGZdGLvSbrk6XOV18WrrG593Bdfr9WX1WoZAXskgCCz6NZCa52CZs6yudYBc7wQ3KQCvRPSS3sdpy+8FcB6AbyJ6Me9yQr/O6ayka17Ya6+gMT/7pMb6CBq9HFW36SJyM/5yMfi4QGa6p8sFdcEJBpdYcgliqrwuhKiyLpfVVj8XN1WWG4ywCTMfkgi1pHWYAt0Vk16GOk/MstR5ZLrWprvJ9Y+5zvzsI+b19dT5Ysai/935nM+CICxvZEZMQVgZBABeisglfaK2/EEAHwPwVQDVDsS1FMh1zp+uEKkA78DYUlR1fJ0eW9t6uxRU2qkuaqkUVa4tm5DThYZNVFJ16eLEB1c7LpfX1Xc+AxCUK2k63uqVLHp5SqD5trWQPjPhBkPUZx9xTm3jco25OszzwuUSU/tBnVfq90L6iYs/aTaBIAiCIAi9xzEAzgVwgLZsA4ALAPwngHIHYhK6k64RqTo2x5L6bnMxfUSnKdRsqZxmfDYhYHOrXPg6VtQyyj3j0mDNmW1tbpr+Oan4NOvRt9PLcoI3qTtrYm6vi15fXGKTc/9tx5w7d9VvfdZralsfQZx0EEX/Ta1Lgs9xowZ7xEUVBEEQhOXDQQC+BOBQbdlmAP8O4D8AzHQiKKGr6RqR6nIL1WdV1uVG6uW5m3TXdmpZqwKJSnmkxKJN5FDfkwpil0PqI+STYLZtprFysZuDBuZ6M34bnEOnvuuurK/optq0CXO9H2yCldsXbhvbgIJCF+A24e/rNFP9aTs3fFxc13knCIIgCMLy4LsA9pn9PAbgUwA+D2CyUwEJXU/XiFSfG2hbeRvUc6aUeAHotEYzDTKpcDO3t2FLf6ScSM5lS4K+PZe+7IuPe+gTi80N59rwcWpdbfkId1vc1HIqXt/0VsrZ5AYgfAZ6zHqpus3l3ACDj8i07afuZusDGZL6KwiCIAjLi58jSvW9DMBnEAlVQbDRNSKVwnVTT92oK1fM5jL5CBCbSPLFR2TrotdH4NnqNLd1laVi4cS7EhSuY8KJR7MdWxyu/k7SB9yrdXxddVf9HObx1ZeZdSUVZFxGgStdNqlDrddvCmNOeJv1+v4NmPVJuq8gCIIgLB9On/0RBF+6WqQqbC6SeVPrulE3oZxRTjhQqaHUeltbnIj0vbE369Np5cbeTHvV63XFYXMi1XL1nRK5nHi1iack7qMpfqjYbOeLzwCH+cyoy93mRHkS4a1v7xKJ5v5xgz0+Qr1VYW+2r7fJCV5XfYIgCIIgCMLyJeUusrRQN9AuV9MlGqmbX1tqJFWP6chR8driMNf73IAnFa629n1dVQDka2co8UUJOFMIcYMHSVxTl+NnLlfb+GxnlrNta25n1kudp65jrs6thRxfn7Y5IaqX5Y6nitPmiJtlzO2pehRq/9sx6CIIgiAIwvLhn7M/wsqj60QqBXdzrf/YyvoKD584zJt12823HqtrmWs/bOtcQtnmuOnimxMY1HrXviZ1B6k+peLVRXASUeNKJXUdD6481We+gxHm+cT1r69Y051JlwOslukx2GL1yQCgnFpz/6i/H+p1UoIgCILQ7YQeP8/uWHSLwx6I9sslHNX+C0KrdF26r00YUWmBrhtr84aYEnguMeKTimgTVuY2ZlxJxK1vW9Ryajub4AXmTmhjQokrc1v9M+dGU/G6hBnneFPrXILZ3J6rJyn6ucMJO7NPGo2G85zn4ta/24R4kv3S+8I8F5IMZPhmE7jOKUEQBEHoNj5iWbd+iWIQhOVG14rUJDeptm1cTmcrQtB05Vwiziyjv5uUcpZs9YdhSM5W7AOXosqJMl+n0pb+qX82y7nEvxkXV9YVtypDCUbfMr6i2XXequOdSqWQSqWQz+eRTqcRBAEajQaq1Srq9TrryJpusi0WF66/l1b2jVrmO4hilhcEYfnw4x//GJnM9luO1772tdi2bVsHIxKE9vHRTgcgCMuQrhCppvAz13Gpqq6URleqJbWNq7wZA4UttdJcn9Qx4gRsK+Lehc2tNGOhhKdN2HNtcam8tjh8sfUbVSfn2i9ERKlBhkwmg6GhIQwNDSGbzcbrpqenMT4+jkqlMk+sci5lK/jui2v/qWW62Lcd63Y51oIgdDff/e53ccwxx8y5bv3Xf/0XyuUyTj/9dDz88MMdjE4Qlo4PI3JdDwfwKADvAPBEAJsB7OWxHgB2AnAOgBfNlhkH8AcAHwNwk9HeiQC+AeANAB4BcBaAAwEMA+hkvtLLAZwKYH8AOQB3Abgc0atpqgnqOQHAKQAOAFBElIL8bQCfTFhPu/nOd74zZ1DuzW9+M8bGxjoXUI/SFSJV0U6B5ZPGayuXxGGk2vYt77pBdwlhzvXzFXouV45yM2116ym+lLBPCieIOAFMCUtOiCYRfz7ngs391JcFQYCBgQHsuOOOGBoaQiqVQq1Wi5cXi0Vs27YN09PTqFarcaqt2b7PIAIwdwZnXygH34bL9bbFSG0jjqogLA++8Y1v4OUvf/m868+LX/xiAEAmk8Fpp52GBx54oBPhCUJHeBeAFwD4KYDfIRKNPuv3BPBHALsA+A2A7wDYDZHoexGAlwH4GdHe8QCOBHAVgItn61H8c/b7ngDubX2XvPkYgPcD2IRImE4BOArABQCOQLTfdY96vgLgTQDuB/ADRO9dfRqA8wE8b7aeRntD9+JrX/saXvGKV8x5nKvZbOLf/u3fsGXLlg5E1Lt0lUgF7BPo6CR1gCjXtRUX01YnFUNSgaqnm1LpwFxMVGw+7q+P22yink1Uf4CtuNLm842cA2sjqZBy1WWrW4/Ttp2+zDxH1Cy2qVQKfX196O/vR19fH1KpFKrVaMyvWCzGP1u2bMG2bdvidarPKKGcdCDFZ1+pZ1Bd9dv+1qiBH1cKuSAIvc2JJ55oXX/ssceiVqvhve99L9avX780QQlCm/kws7wM4BPE8ucC+BcAtzDbcesvRiRQPwDg49ryLwH4PYBvIprYaNrY7ujZn6uZ9lphBPx+czwNkUC9D8ChADbMLj8bwA8BHAPgPYgEq40TEQnUHwB4DaJ+Vig3+u0APp8wvnZw4oknzptv5BWveAWq1SqmpqZw3nnn4aGHHupAZL1HV4lU/WbWXAbwwpBz2PQ69O1dqafm9lQstnaSphD7pA+7UlF94jcFrY/Y4WJ1LefiNsu60kJdIto8P1wk2We9ziSiyWcAwzxvcrlcvCyVSmF4eDiuR6X/ck6tmV5r1k2t8xmk8R0koEQ558D7utyCIKwcXv7yl6NWq+GDH/wg7rnnnk6HIwiJ+QizfAy0SL0EvEDl1u+CyGm8F8C/G+v+hMhVfR2AlwK4zFj/Y/AC9XkAsgAetMRDMQL7hFEUb5z9fT62C1QgcjzfhUhInwy3SH0HgNpsfWVj3XmIUolfg86IVI7Xvva1AIC+vj6cc845uP/++zscUffTFSJVv/lupxjwEV1JoVwhTmxyosFVPxU7VddC9sFnOSc4zDRS/T2fLvfb5URSbdrcPNtgQVKo2KgBEr1Nn4ET83sYhqjVagjDMJ7Nt1AoIJvNolarAYhm+R0YGIjrGxsbQ6VSQaMxN3nFRwy7BgtaOY+ov1dbP+ix2MoLgrAyefWrX41LLrlERKrQkyT9L3pjC+sPnP39B9DpsL9FJFIPxHyRamuv1b+49dj+nCwF9R/+KbO/f0usuxPAAwD2RpTePM7UW0T0LOtmAGcwZSoA9rXE1kle//rXo1ar4fzzz5fsEQddIVJ1bO6KTVxxbpopLmwpthy2m3x9pl5bWb1MKw5SK05j0nI+bfs6cD6DDq32AefSUXVx7jclOM19sGGrk9o/k1qthnq9jlqtFk+clE6nkUql0Gg04gGAwcFB1Ot1VKtVNBqN+Bw23y1KtWsTiO2Ay3po5VgKgiC86lWvwr333is3bsKy55EW1qvnUrlpxtTykRbaWyp89mEP2EXqKgApAGuR3MntFt70pjfhsssuk2udA/uLK5cI3xtVmwjg0ji59FTqe5IbZ91FM5011zb6Z8p1pQS3GaePKKa2NeGEexIol9fVLlePq34qtVv/bjverlRXl7A2j5kv5jFtNpuoVCool8toNptzRGcul0OxWMTg4CDy+TwymUz8/Go2m41da5cj7VruG7cNW19TxyPJoEQr/SwIQvfxxS9+0fs69Ja3vAXvfe97sc8++yxyVILQWVx/EdR6Jdp2YrbZ2SiXpL2lYiH7YNZxEyIH2/bTCf7jP/7DaiQojjvuOOy+++5LEFHv0hUiFaBvSm1CwrYdVY7DR2QmuVnmRFESXDHoYmkhKZSmKPcV5+Znsw9NMWITVLY+aqf7y8WT1LXXy1HHgDpOZlxhGKJarWJiYgK1Wi2+mKmJipQozeVyACKHta+vD/l8ft47crm/G8o55RxmDt9zyVcwJ9muHYMngiB0ntNOOw1f/epXvW7aAOBtb3sbDjjggMUNShB6kJtnfx8GIE2sf87sb/M1NN2E2ofDiXX7ANgVUfqxTaROA7gd0at5VrUzuDZx+umnz3s0i+Id73gH3vnOd2LPPfdc/KB6lK4RqT7YbvqT1sPhSqVcLDiXUE/vdKUR63VRZai0Z0qY+dTHxaE7nq5jw9XrEvdc2i8Xj60Oqix1LMy+swlaav/Nz41GA5OTk5iYmIhTeev1enycG41GnPYbBAFyuRzS6fSc/U4iDs2+cP0dtSoQbYNISdKABUFYPrz5zW/2umkTBIHnQQC/RPQc6BnGukMBvBrAVkSz5CZhbwCPw9I8//e12d/nANhBW54C8ClE4vurHvV8BkB+tr5hYv0Itj/D282cccYZOOiggzodRtfSNc+k2lIsF/PG1UwBXYzn9tRvn/TjVuqnxKFPTC5sfaK3a061bWuHc1zN9nzdcZ99dbmK+vckKd+27Sn0upvNJqrVKrZu3YpsNotCoYB8Po9qtYrJyUmUy+X4HanKeVU3eUnaUuV94zKXm/1HHSPfOPR9N9sTcSoIy5v//u//RiaTwdFHHx0PuAnCcuHDlnU/AnBrm9p5K4DrEAm6FwL4C7a/J7UJ4CRE7x1Nwm+wdO9J/ROi2Y7fh8gNvRKRM3oUgCchmhTqkx71fB3AQYheM3M3opmL7wMwikjEP2u2zNvaG743//3f/42XvOQl7P2x4EfXiFQKH5Fjplf63OzaHCMfocelW7oEWCvY3FOXQ2UK8CRttiKezX5tVeiZdVGCUl+vp8DazhkqJp9nIzmHWX03U3Bt9etx1ut1TE9PY/PmzfHzpvl8HuVyGeVyGbVaDbVaDdVqFTMzM/HMv5STzJ2HVNyqLCUWudht/WDSyrE32xTRKgjLi5e+9KUAgJ/85Cc46qijkMnQtx+33HILNmzYQK4ThG7lI5Z169E+kfpPAAcjciKPRpQ2OwHgFwA+hki0djtnIUr7PRXA6xG9/uZuRO9+/TSiV8v4cCqAqxAJ9+cjck+3IhKrnwTwrXYGnZCXvvSl+NnPfoYjjjhCBuUWQNANN4OpVCpU/7Bsrs5C4ASKj4Nqu6FPKmoXgpmCSj2fuJC2bO5mK/VQolP1JTUrsr69WR/13eW+m26fy501RRlVzpVybRtEMWNUs/nmcjkMDQ1h1apV6O/vB4A43bdWq2F6ehqTk5MolUrxM6x6Sno7BkSo40UNgrj+TpK0TaW3m201Go11YRge7F1plxMEQecvuILQYa666ioMDQ3hoIMOQj6fx6233orp6WkAwLve9S5cf/31HY6wIyyrax0g1ztB+NWvfoXDDz+cHZT729/+hn/7t3/DNddcs7SBdZgwDL2ERdeIVHOkoR0ilbvxNZfpn9UzgPoNtxJWNrHmEnI+YthHENrq4Nb5uIymIOGEg9kGJ5Zt+0b1sS1O0yn0xSUYzWOSJAWYE+H6trZlSqQCiIVqLpdDPp9HOp2ekxKsXkFTr9fj19AokWr2K9UOFZ8Zl3l+6y4xt49UP1C4xLp+rqVSqTmx1Ov1ZXXjJjdtgrCdn/3sZ9h5553xile8AnfddVenw+k0y+paB8j1ThAA4JprrsHQ0BC57rTTTsN11123xBF1np4WqS63ykUrjqIpoKi2be6aS8j5xEoJPUpEJtk3lwOol6PKmO35iFRqH3wdWUpUcemsZnkq7dc14RRXp60tfbktpdZ13IHtIjCdTsfOqi4M1XOoalIl1Ze6sPNxiW0x6HW0cwDEZ71ZVj+G4qQKgrCCWFbXOkCud4Ig0PiK1K55JtXm+NjSR6k69G18SXIzTW1LpUaacVFCxvzuitlnn1wprno9XJ9SjqotZi5VWC/nIxyp/TDdNpdYdcGJXiWS9DLmfppxcSKeEvL6fpt9phxSLi7qR2/TZ2DE9jdkGwQxxTyXhUBBOfS2st0waCYIgiAIgiB0lq4QqbrT5nKEbDexSW5wXaLYXGe7GTfdUEqwmqmnLnfRFOZJbuDNtmxxU5+p2CnxZZbl2jPrNmc7s4lb7jvndvrACS1fwU0533o9+nebQ2mKdi4uTpxS8etxJTlnKBGux04JbLM/uPOJi5uLg2pDEARBEARBWDl0hUilcN3YJxUmVFqt7SY4iWOpynMumVneFOO2SZk4QeSLyxmzofeTTfDYRKTLiTVjdZWh1lNuJle2XeLH5zzkjr95fnAOs3JfXXCOtfrue75T4tM8jr59l9QxFVEqCIIgCIIgKLpCpFLuiY/QU8/omTfmrhteznEy21Rpmi5xxsWv1lHpm1Q8wHyXkWs3icikltmEC+fm+WITV1Tsvq6cr/Dh+oc6XmYdSQczfNZTMXDL9M/qeVSqLJe2mzQesw7fgQlT/CbNDNCX22YqFgRBEARBEFYeXSFSfW6EqfI2AUmV51IQbQ5ekpvmJKm55g2+TTgliUEJa/3G35Vea7bFiaYk4odz8HyPmQtXiqlvjFSdVFuusnoZtY8+5xhVhmvHJkzNMno8LpFv2z8zZdk1eMTBDdD4OMWCIAiCIAjCyqIrRCqF6bCoZUEQsELH1x3URa76bt6o+woeSnxwIs8WC7cflCiwiWFqG84d8xVpNpKIIYCeNIlynV1t6rhcVJcjyvWZ6YLbzitb3bpoNeNK2ueuPuZSx9Uy2/noyhxoZRDAZ/8kzVcQBEEQBEHQ6RqRqosE7sZf3fCr19WEYTShi/7OSAruJtjXpfK5ube1Q9VjCk2fFF4uTdlV3nRIfV0vn5RpbltX/ZSI9onN1WYSx9MsYx4fqpxtmW1AgYtZ39aVfrwQfNKYXee5vq0PumCm+sVM8xWxKgiCsHLhBnQFQViZuB+AXCJSqZQ15TWdTqNQKGBwcBCjo6PYYYcdsGrVKvT19SGbzcY3wvqPjpl+qS/X26F+uy6YpuOmL2vlxtvcjnNmTaeZS6nk3FpOkCSJWy9PHTfuGVu9n2zH3oXLtdZjcW2ru6eUgPOJjzqfbP90bcttAwu+rr+qQxeMvv3N/c2YsfucM9w52aoAXu5Q1zMR8YIgLEfU9e2aa67BkUceKdc6QRAAdJFINW+GzZvYXC6H0dFRrFmzBiMjIxgeHsbq1auxdu1aDA8PI5/PI51OszdztnRMn3h898FWd1IRxYlVavlC3Ui1na8L6CNu9Ji59vQyLlFkG3jg2jNFmS1+1z5RMVDrzLhaTXk1Bz+SxO0Sl9z+cI6uKeL1bX3dc70+E+o4reQbldtuuy3OEtF/3vzmN3c6NEEQhLairnfPfOYz8fOf/xzNZhOvfe1rOx2WIAgdpmvSfW1ks1kMDw+jv78fuVwOmUwGmUwUerFYRCaTQSqVwuTkJKrVajwrqk10USme1G+flE+zfleKpl6H7UbfRwjqz9X63tS34liZKcO2cj5tU+VsMxv7CmiuTVP8UMts6Nv4uKmUu2wed+qY6dtQz++26jib29gGUEwh6tpn8+/KHEShsgz0dZwoXqnccccdeMxjHkOuu+SSS9Df34/PfvazSxuUIAjCEnLZZZehWCzi0ksv7XQogiB0CKeTGgTB14Ig2BgEwe3aso8EQfBgEAS3zP4cra07OwiCu4Ig+EcQBEe0Gpju3GQyGQwODqJQKCCbzSKTySCfz6O/vx+FQgF9fX0YHh7GwMBALFh9XUAu5VX/bXOeuDbM31Qd5s26r/NKCewkoi2VSsV9ZLp1el1J0oG51OMkJHEyOVGexP01zwMfEex6/tmM0RWHSsXVzxGzjzkXmHM9uXi45eo3NUjgMzBhnt9qf/T9U+0EgfuVM50SqJ261iXloosuwgc+8IGlak4QhGVIt1zv7rjjDuy3337kuksuuQRnnHFGu5oSBKHH8En3/QaAI4nlF4VheMDsz88BIAiCJwA4AcATZ7f5UhAE6aRBmcJJiVI1aVImk0GhUECxWERfXx/6+/sxNDSEVatWob+/nxRgXP3UOv03tdwmCG0iwebcUfX7tkm1ZytPCZ2FulmmkOIGCmyi2IytFSgRyIltXZSZ/a4LLb0M9dncl6TnHTUoQtVNQcXBDcT4npt6PWbs3LuJ9XKutF1bmx3mG1jia12rnH/++fjYxz62VM0JgrD8+AZ64Hr3mc98BmefffZSNCUIQpfhFKlhGP4ewFbP+l4C4IowDCthGP4TwF0ADk0aFCWiGo1G7ABmMhlks1nk8/lYqBYKhfh7Lpdjb4TN+n1YyM0015bpnJntLLRN3Z1Lgv4KElM8cm0tROBS4k5tb/60CuU42+p0iTDbvvjEyg0+JN1HmyDm4uO+2/5ezDa5GKh4uPK+MS4lnbjWLYQkA1eCIAg6vXK9MweUBUFYOSzkL//UIAhum00ZWTW7bBcA92tlHphd5gV1Ex0EARqNBqrVKtLpNHK5HHK5XJz6m8/nkcvlkEqlkM/nMTg4iL6+PmQymTkTKZmCkGvX5ybZ5nj5pKz6rufaoeJx7Re1jkot1QcHqPLUd1NoJRV3vpiClqvXHADgnEUu1nbFTIk12zliS1PnlnODBD6x66nL1LG01WNzZ6mYzEEnM94up+3Xunbw3ve+F5/61KeWsklBEJY/XXe9++hHP4pzzz13qZoTBKFLaFWkfhnAPgAOAPAwgE/PLqfuNsk78iAITgmC4C9BEPxFW2aWAQDUajVUKhXUarV4MhklMNLp9BwxWiwW42dTAX6yljg4Q6jZbr71bfTPPtvYoFIrzfWuus0YfNNOzbRWV2qpb/8kdfi4H7N9n7r0Om3b6vvj6gPbQICrz8x+4/aDSjHW1/nG5AvneJt/HzaHmHLskzqqXN1dIl4X5VrXDtLpNLLZbDurFARhZbPk17v9998ff/3rX61l1GNegiCsLFoSqWEYbgjDsBGGYRPApdie9vEAgN20orsCeIip45IwDA8Ow/BgSztx6urMzAwqlQrq9Trq9TpKpRKmpqZQKpVQr9fji1gmk4lnADbfB0k5ky6nyPZZbe8rnjgBwqVK+sTDQaWSUoKMciSpfVTpNkmdR183mIo9iUjx6Tf13RTotrRfW922dnxiNNv2SWnijqkZg4/wo+Lh1iXFdb7b3FYFJcyXmqW61ukcdNBB+Nvf/raQsAVBEBLTietdqVTyutafeeaZuPDCC32qFARhmdCSSA2CYGft63EA1OxwPwFwQhAE+SAI9gLwGAA3+tbLpY8CQLlcRqlUQqlUwvT0NCYnJzE9PR2L1FQqhVwuF6f/6u5qEsGTJFWVSpO11avfnJs36dxFmnKkbOKCEqLcfnDC1HRjKYePczltLi21X7aYfKGEl0+9SWJQgyW24+wSZgvBZ3vXeQLQgxVJY9brtolmKg7Vj67zOsmgxmKyWNc6G5OTk/FrtARBEJaKTlzvfFFzjgiCsHJw5k8EQfAdAIcD2CEIggcAfBjA4UEQHIAo3WM9gLcAQBiG/xcEwfcA/BVAHcDbwzD0vtviBF+z2UStVsPk5CTy+TzS6XTskqp030ajEb/wPgzDea4Ul9qo2jPXc66rS6xR63wFBpfWa0tLTSq+bf1gYhO6lDC2iV5dwNiEvS5guL43xQ21jdk3VL+pmHSxSoks1/5RfaPOQZs7Sbn8FPo+cvtngzt/bK4qFaOJ7Tyi6lYxp1KpeYMySc7LxWIpr3Uunv/85+Pqq6/G/vvvby33xje+EeVyGe973/va1bQgCCsAud4JgtDtOEVqGIavIhZ/1VL+YwBaejeCTSg2Gg3MzMxgamoqflcqADQajdidUQK12WzOcyJsYpMScLoIaCWVk6qPK8cJHjMVlLqx138rYaSXM/fBJapdTrKvkNBFty4GXfX4lDf70iaIuLa4NFmqnC5k9bp966X2KckAhlmP73b69tTxUCLaR3z7nstmm9yxMes3+4ZzgheTpbzWudiwYQOq1aqz3Pe//32ZPEkQhMT04vVuYGAAq1atWowQBEHoQrpqXm/u5lTdVCs3dWpqCvV6HY1GA7VaDdVqdc539ewqJ3htN9lJboyTpGC60i9dTpfrpp8ToZTIMtdT2/m4bFxd5nZc20mXm2Vsx9I3fptAo5xf/Ud3YG31UnVwbdrqM7dL4oib5xVVn6tuMzazPzjRrvej+tHfZUy1Y8a0EjnhhBOwbt06a5nx8XFs2rRpiSISBEFYHHyud4IgrCy6RqRSN/XmTWqz2USlUsHY2BjGxsZQKpVikVqpVFCpVDA1NYWpqak5TmpSwUWlCvsKHYXPDbZLaNjcRk4Acttw7iQnYinRshBnixPY+jqb08ZBCSRf4egTsw+uY02JNK6cTSCa36ljmRQuFupccLXBHV9uv2zn3VK7qN3IPffcg1e/+tX405/+1OlQBEEQFpV77rkH09PT1jJXXHEFzj///CWKSBCETtM1ItWHMAzjmX23bduGLVu2YNu2bZiYmMD4+Di2bt2KrVu3YmZmJn5G1YZrvW8aKAXnfPkIsDDcPrmMT0y+woEq6xJO5rY259MlUlwx25w9hXoGWXfiqLRfWzt62VaFHbW9zSHl2qeWUf3p2g+qTpeLbmITiNQggKtOyummnGTOlRahCtxxxx04+eSTcdhhh+GXv/xlvPzSSy/FYYcdhosuuqiD0QmCILSPt7/97bjhhhvY9Rs3bsR99923hBEJy4l/zv4IvUPQDSl1QRCE+juwOGdFpQmmUqn4HYHZbBbpdBoA4tfTNBqNWKSqm2B9Zlb9t95WOp2OhaveLieodFHh46ZxN/824WeKYcoNNbczy5vtqXLUMnNfXN/1umz1cPusl/MRlPqszeq4coJeb8s8nq5jRsVnOxdsdXDLbMfJZ5+oGBbqdicZ8NDbpcqZ541axp0f1LJarbYu9HyVQS8QBEHLF9z99tsPO+8cTb555513Yv369e0KSxCEzrOsrnVAa9e7Aw44AGvWrMH73vc+PO95zwMAfOMb38Dll1+O++67D//4xz/aHmc34NNRhwO4dpHjWEr2QDQ713oAe1nKqb5Z6LC1Eqi2toSlIQxDr8PZFW9H5m64KXGmC07lrKr0XFOQ6q6NmiRGnyXVbNcUqOZnPQ4fF0nfN06ccDf0ZhlqWRhun/yGcnZ90kap2Dh8Bbu5TRBEszCr54R9HUJKxKl9ptqmjik3kOASnhTc4IZvuqp+Dqt9aDabSKfTc46fbeCCEt2+cPtKLeeEsKttm0Pt0+f6+SzM5fbbb8ftt9/uLigIgtCj3HLLLQCALVu2YLfdolez/u1vf8Mdd9zRwaiWjo9Y1q1fohgEoVvoCpHqunHWHUUdNbOv/vypT5qlz4ujfeFEgo+I1V9RkiR91CZ8Xa6kXtYHm1NrxkeJNbWfSqgq59O3XUrY2ASUCSWquNRT236bsVDusd4vlJAz+4frRyp2fR9ddScR3q59dpWxxe8bozkY0+6/UUEQBKG3uOmmm3DTTTd1Oowl56OdDkAQuoiueybVvMGnbuyVI6peNaM+mz96eU5g+N5gm8t8xKTPvlL1c+JJd1RNMcM5iFSbraaE+jhoVHnXK4F8nDMVt3l89XVm3T7HIomz7FOWciT15Xqf2BxZbpntvLCVoZbb+sk3Ftv5xMWkb6f/qFT+TCaDTCYTp/ELgiAIgrCdDyNKg302gFcBuB7AJLantLrWA8BOAL44u6wCYCOA7wN4CtHeibP1nQjgCAC/AzAGvzTlxeTliFKgxwDMALgNwFkAcgnrOQHAbwFsBVBC9ELgD7RQj9BeusJJVXBCgxJn+ndb6qyJT5qkzZEz4/HFVzD5umpczDYHUi/nC1WvLSWVatvliHNtcVAuJNd33Hq9Pa7vuP2i+lPvD9vgg9mueT75Hh/KRedippxfMy6f85nq3yTnE/W3qkilUsjlcujv70cqlUKlUkGtVkOpVPKuXxAEoRfIZrP49Kc/HX8//fTTOxiN0Mu8C8ALAPwUkXAc9ly/J4A/AtgFwG8AfAfAbohE34sAvAzAz4j2jgdwJICrAFw8W4/in7Pf9wRwb+u75M3HALwfwCYAlwOYAnAUgAsQCekXAKh71PMVAG8CcD+AHyASvE8DcD6A583W0+A2FhaVrhKpgH2iGuWkuVwjSkhRYoKqI+nNt48b5mqfK8vVz4kgKkXSJtKoOloRHy6o1FhqvV7GBie0fAYnzG3U53angLtiocShHofrmLtEsbmdbSKmpFDHkUtN5kSw/l0J1NWrV2PHHXcEAExMTKBUKmFsbKwtMQuCIHSavr4+fPCDH0Q2m8Vpp50WL5+ensbZZ5/dwciEbuHDzPIygE8Qy58L4F8A3MJsx62/GJFA/QCAj2vLvwTg9wC+iWhiI/OlQEfP/lzNtNcKI+D3m+NpiATqfQAOBbBhdvnZAH4I4BgA70EkWG2ciEig/gDAaxD1s+LDiJ4RfjuAzyeMT9hONpvFueeeizAM8f73vz/Rtl0xu28qlQr11D5KtOhCRE06Y3MJOSFkumFJUkNNWkmdTeLE6jfxCptjZgoXStTr2NxFvX2qrE14mnGY75016/cV0rbj7XJnueWUQ8yV8U33pcQjVRc1AOH76iHqWHPrue9m/EmzA8ztbX1IbafWZbNZjIyMYO+998aOO+6IIAiwceNGlMtlXH/99ctqxstgAbP7CoLQ26xevRqbN28m1wVBsKyudYBc75Lg6qgxAKu070pAXQTgTKK8bf0uAB5A5HY+GvPdxv8C8DoArwdw2eyyEwF8A5EAfCkT494AsgDuJuqk2APJJoPS7yYuAfBmAKcAuNQo9xgAf0O0f/toy1Wq817aspsA7AdgDYBxo54UIvF7D4CnJohT2E4+n8f73/9+fOhDH0IYhvjQhz6E888/H2Evze5rQt3s2txVm5tqbq9/TiJMKEHlI1A5p9VsmxIaXCqpLXWTWs7FwvWbbRtbWTMO9ZlyDH2OmdlGkv3yEZguWhmE8GnTXK8PwNhSc3VsdZt1UOfqQlxVSmBT633rKhQK2GGHHTA6OopcLod8Po9ms4mpqamWYxQEQegm+vv78ba3va3TYQhdTtL/zDe2sP7A2d9/AC0mf4tIpB6I7SLVp717HLFwrIffK2h01HOzvyXW3YlIhO+NKL3ZFJ+KIoD9AWwGcAZTpgJgX0tsAk+hUMA73/lOfOhDHwIQ3e+dd955uOSSS7zr6BqR6ntjy4lXCt91thv2pXCafR1V/btvyjDl2tqEOSeqqbptZWzYxLXNifQ5npzA8603idCnypj7Yi7nUndt37ntzLrNzz747A8Xn+8gBxWXajedTmNoaAhr165FLpdDrVZDX19f7KgKgiAsB4aGhnDeeed1OgxhmfFIC+vVc6kPM9uo5SMttLdU+OzDHrCL1FWI3NK1sL/6R2iN/v5+fPzjH5+3XL1ayoeumN3XvKE3sTmM+g1zErFnc0J9hGkSp4jaVo+Xi8W2T67+colLKk01aX3m9vrPQvqWap8StpQw9R2YoJxxW/um6+0SlpQo40Qd53ZycXDt+Awo2GI219kcbxtJjnE6ncbAwACGh4eRTqeRTqeRy+UwPDyMwcFB73oEQRAEYaXh+m9LrVeibSdmm52NcknaWyoWsg9mHTchcrBtP0Jn6AqRqvARZKa409cnEbtJxZLuhJl1+Wy3EPR0UGqdS2BRJKmLcjhdwkqfiEiPXb0zlYrPrI9zPjmBrT/7SsWrMGPwweWaUlDnitlvugDW13H7yQ0AtHKe2QYzbMtd/edzzun7r+pLpVLo7++PX0Gzww47JN0lQRAEQRAs3Dz7+zAA1IvenjP7u5vfUqv24XBi3T4AdkWUfmwTqdMAbgfwRMx93lfoHrpCpOo3vwrf5wFtQsl1s2w6mvo6m+vo0zZV3rYdJb5NMUPVx6U+u5w9KiYXLleNE1jUvuq/k7iIlFjnjk8SF5ByKH1Sf82yNqfTh6QuPvV30qpg5dqhficV7ZRABYBGo4GJiQmMjY2h2Wyiv78f2WwWzWZTnFRBEJYN5XIZv/nNbzodhiDgQQC/RPQc6BnGukMBvBrR+0J/mLDevQE8DkvzHOHXZn+fA0Afzk4B+BQi8f1Vj3o+AyA/W98wsX4E25/hFZaerngm1XSR1AynnHPEiR79M5eqaG5vE6Wc4DHTP9uBmU7KraNIGofpMvrUYUtV5WbvpeLW2+OOg9nXlCjj4kmlUqTLq59LSfqL6ituvW17W3/bzmef9a6BC5frafY9176triTCWK+n0WhgfHwcDzzwAMIwxMDAAAYGBlCpVNjzShAEodfYtm0bXvnKV7Kz+woCYH8Vy48A3Nqmdt4K4DpEgu6FAP6C7e9JbQI4CdF7R5PwGyzde1L/hOiVPO9D5IZeicgZPQrAkxBNCvVJj3q+DuAgRK+ZuRvRq3XuAzCKSMQ/a7aMTHmWnFqthj/+8Y847LDDWq6jK0SqwvfmmhKWXD0KdQOu/9bX2bb3FahUGnKSm/ck+6Ov41w8KiaFz6tOfGPn9pPqD7PuJE6gLvhc5wBVt82x9RnQcB13bjsfcezqd9c55Su8zb8B6lz3Ocd94rcdI71MtVrF5s2b0Ww2kcvlsNNOO2FgYEBEqiAIy4p6vY5169bhoIMO6nQoQpfyEcu69WifSP0ngIMROZFHI0qbnQDwCwAfQyRau52zEKX9norodTnq9TcfAPBpADXPek4FcBUi4f58RO7pVkRi9ZMAvtXOoFcQExMTOPLII3HNNdfg4INbe7tWV74n1SSJG2TD5ZZy9dqcPS5OHyHtuy5J6q5yErltOXwFdRKH29yG+u46riq2pGmw1DpK9PjEYZZ3ObkKamDAhKsrqTNpfqbEvFlOnSt63GrwgjpmZltmDLbBHn0gxfw7TKfTyGQyKBQKWLNmDfbZZx+sWbMGqVQKl1566bJ6d2Ag7w0UhBVNf38//vSnP+FJT3rSnOWBvCdVEIRlSD6fx5///Of4mnfwwQfjL3/5i9dNblc4qa2kbpplfYVqElfLdCh9t/ERfNwNvY/T61unvtyVtsq5XZTjmkRAce0B2ycw0n+UaDLTYn1EEhW/rwhNItJd67hBBZuDaauHc04pl5c6VlwKL7e8FafWdo7YHFn1N95oNFCpVLB161bk83lJ9xUEYVkyPT2NQw89FLfeGnlij33sYzsckSAIwuJRqVRw0EEH4fbbbwcQPZ/vS1eIVBvczbTvthQ+gpISEpxo1cv6iirOqQJgvTm31euTduqKw9zGbDOp40qhDzxkMhlks1mk0+l4m0ajgXq9jnqdes30/OdaF+pEmnFxApCqP6kTawpWWxzmNsB2N5ZaT7mlrrYWeix9ylPnoBqEajab8e96vY5SqYRHHnkEY2NjyGaz3m0KQi+wevVqDAwMzFk2OTmJrVu3digioROUy2U87nGPQyqVwj333NPpcASh7eywww7o7++fs2x8fBxjY2OdCUjoKLVaDY973OMSb9e1IjWJI2m7GTeFDCUofeEEiS66fOv2FXyu1F8VjyncXOmaXNpuGIZz3FObi5ck9ZNankqlUCgU0N/fH78jE4ie26lUKpiZmUG1WkWz2ZzjsPo426YDTPWh7hqa/ddOqHOSW0fFa5Ztl5NtDj6oZVT2QhKh6hr0MNtR5ZvNZny8y+Vy24+DIHSSkZERXHzxxTj++OPnLP/617+OM844AxMTEx2KTOgUzWYTe+65Z6fDEIS28+Uvf3nete6LX/wiPvCBD8i1TvCma0Uq4Hczzt3wc8LOx4H0Sel0xUJtY4oslxC3CVJKSLji49b7pknb1pkiRp+hWW9btZ9KpZDNZlEoFJBOp5HNZpHP5+MU40KhgEwmg+npaZRKJTQaDXZffAYNfPbJli5rrrcJcReutGA1UKCWUc+yUtgGZLjytmU+Ay16P5vnNle3yhQw2zLPH0FYTlx66aXzbtoA4KSTTkI2m8Vb3/pWTE9PdyAyQRCExefUU09FoVDAGWecIdc6wYuuEKn6ja0ubrj0WgqbW7XQ2HxTds32OQep1bI+qaLc9r6pvmY7HElTbal9UWm+2Ww2Tu0Mguh9uel0GgMDA8hkMgjDEOVyeZ6j6sJHcNlSa9V6bh/VjxJUlEvN1auX42Kh4qbcX1u9SVN1bXCZAlSMlOtLxU3F1mw22dmnBaEXKRaLyGT4f7evfe1rUSwW8brXvQ6lUmkJIxMEQWgvtuvdySefjHw+j1NOOSXRs4nCyqQrZiahhAB3s27epLeasuuDEkVUrGaKpG0/dGfMrEsXO/o2XOxmG9R3Fbu5LfWZap/aziU2OPS69d9BECCfzyOfz8fPo6pZXtVPNptFf38/hoaG5ohYLt5WRI05Gy93DNUkTzpm33BxUeeMDbO+JPult+Fqz3TkqYEE3fnm1plxcw6tzTmmzmlxU4XlwpVXXoljjz3WWuZlL3sZrrzySuRyuaUJShAEYRG48sorcezoKPCRjwDj4/PWv+51r8Nll10m1zrBSVc4qQrTSaJEALXcpy6FWb9NnHGOrh4DV7ePsOAcJ18h7Uo5dTl5Zlkzfl3w2tJnffdbX6cL0nQ6HbunmUwmFif67L/1eh1hGKJWq7HiJcmghSlIzXOLGhTh6tA/U0KNErfUsecGHLg6kuynWQ81AZMNX2fTlXlgootk9V0QVipHH300rrrqKhxxxBHsxHGCIAhdz+tfD9x7L5DPA2efPW/18ccfj0KhgOOOO06udQJLVzipCpdL2s60xSQOlatdlwvMLdNj4Rxbc1tdDLWaDkkJHuo5QfO77gZyfci5vZQoVA6qSv01038zmQxyuRyKxSJGR0cxODg4Z4Ils32fwQtuPSdwbcKXS1XVl+sOLDXYwYlan+NrlkmlUs7XtujHT//O7buvy2+Li+s/PU1apfi6YhKE5c5zn/tcXHvttZ0OQxAEoXWU8PzHP9giL37xi3H11VfL6+YElq44M3Shxt0s65+TiEsf4cE5Xb6uoC1e1zZcPbrg4Nw1Gz7xqTZ00Wemv5rvMqXSXikhY4pvSngoQZrJZOaUTafTyOVy8bpCoYDBwUGMjo4in8/Hsbcq0vU+oAQhJyL1srYyZp+Yn81lrYgxVwaATShy+0GdZ1Q/2US0eZx9/hbMGHwHGwRhuSLnviAIPc3OO0e/H37YWuy5z30u/vCHPyxBQEIv0hUiVce8iaee5/O54dZFlbkNl+JJxdFK7D4sxC2iHDmqfr0dHV3g6SKR2t4GJ2Q4gWKKVzVjr4pHiVPllqpUYOW45vN5FItFdtTNZ2DBZz9tzqntuKm4fM8D81xvxR1Pcv4kHeCwuf+2c9e2H2o7PWVbTz3Wt5VnUoWVyr/8y79g3bp1nQ5DEAShNTxFqiDY6CqRahMQnNvSjrpt6ykXjNpGF2dc/e0WvkmEJFe3clN9XLGkbQP060ZU2/V6PU6PVf2jhIl6Z2alUonfndlsNuNZ40xB7BObK+Z2uBe28yhJLK3ApWpzgzU+9bmcUE74+7ZjKyfpvoIgCILQgyQQqU9/+tNlUE4g6QqR6nJkbGLE9cygmR7MpaxSotRMPeQcV8qRNZcp98h2c0/Fs5AbdS41WnezarVaPCmRHreO6Zwl6W+q3jAMUa/XUS6XY6HabDZRr9dRq9VQq9VQqVRQLpdjkVqr1eJ61ERLpgPpI46odFLzPGp1QMHcX90R1Cefos4Xl0vbCmY7vinG3Dq1H9Ss1z7ndZJjIwJVWE686EUvwpVXXtnpMARBEBadF73oRfi/sbHoy+bNQLXa0XiE3qUrRCqQ3B3lnmkzy3AiTf2mynCvi+FioMSZKza93iTOXzufVVIpt+b+LrQNTsCYokw5pbr4Md+RqQvqZrMZv5pGj1GfdKeV+PQ4qcEFLr3cta1ZnhLCPgMo3IAKVVc7zw+9Pepvxdw329+k7W80lUqRfweLsS+CIAiCICwu5ZGR7V8eeaRjcQi9TdeIVJfD4+NWUuVtdbq2dU3OQ4kRW+ytxmqut8XkEua2MrpbnERwu/qIEvEqnXdycjIWqo1GA7VaLU7vVfGoCZb0SZ5U3S6BZhNOXHoswB97n5RhzomnylLrfQZgzPW288b8nbQNqrzP35fv3yAXs4hUQRAEQeg9yqtWbf/ikfJ74IEH4tZbb13EiIRepGtEaiu4RAe3zFWGu7mm0hzN8tTNtS2N1BQQnDhKIrpdgtQsw6WZUumpVKosFyvnDCpxGYYhyuUyJiYmUCqV0Gg00Gg04rTfIAiQy+XmiLnp6elY1HIC0JVuyolP3e1Mmvprc8Qp4eXqI5fo5pxefVtfJz5paq1+XiR93yoFd1wk5VdYTrzmNa/B5Zdf3ukwBEEQFp13f/rT2794iNRbb70Vhx566CJGJPQimU4HQGE6TD43sdwNOeW8Ust9BK5NgFLxJbnpNlOQfbfj6jLFTKsiYiFCgetj/XOj0UCpVIon9tFfR6ML92aziZmZGUxPT89JUbY9G2nrU5MkjiVVH7V/rhRXvSw1cEDh41pSMevbh2GY+L1kahvbIMhCBGsS514QepFqtYo3velNKJVKeNOb3mQte8MNN+C5z33uEkUmCILQXu5T70kFvERqs9lEpVJZxIiEXqQrRKp+M20KRur5O1dd3DN0vo6NfjPearql7w22GadNnCQpp2LwETuc08lhq1ev21aHLlJrtRpmZmYAAIVCIX71TBhuf01NuVyekxqcBK4/uOcsuXh99sdVj3q1Tj6fn+N41mq12EkOw3DOrMc2l9bcr6Spu65yetvm4Id5LtpmEHadtzoLHVgRhG6lXC7j9NNPR6lUwqmnnsqWazQa8TVREASh19gAoInZdE2HSL3xxhvxghe8YAmiEnqNoBtS6oIgCDOZZHrZ5X5y6ZJcuqqZkknVTYkjUwBxItu1L7bY1GdXGqfNHfZ1qsy6uTqoVE9foUalv6rnTnO5HHK5XPwMqnJRp6en41l+1UzAXD9TAspGK+nBuoAzXUmqfCqVQiaTwcDAAPr6+pDNZufVo/avUqnEsxwr0arHY/a7T+aBqx98+0k9E6yENHXuUp+TtqWo1+vrwjA82HuDLicIgs5fcIWOMzg4iP7+frz97W/HOeecEy//5S9/iRNPPBHVahVbt27tYITt4WHHzekhhxyCBx54YImi6XqW1bUOkOvdSudhADsB+HaxiA3nn48zzzyTLPc///M/eMYznrGksbUb27Vu3333xZia7VgAAIRh6OVC9KxI1eHEhI8rZjqP5rZ63XqKqS3dk2vDJpApgWe6uXpaJScwbcKQEuRqO5d7ZXOhXa6r3gY1eKCWqVfLKCdVrVOiVH/9iTmjr6/raMPmsLv2UV/fbDbnCFe1b4ODg1izZs0coae79upzEASYmZmJn9VVE0mpcpRINbENeNjWm8LWPGbpdDo+JlTqr1mXayDJ/GxuIyJVWM4MDQ1hlTbByMzMDDZt2tTBiNrH+vXrsccee1jLPPDAA2g0GjjyyCPx97//fYki61qW1bUOkOvdSucmAAcC+BmA1wwPY2RkBK9//etx7rnnAgB+/etf4+STT0alUsEjPT4DsO2+U13nAODwww/H+vXrlyiq7qWnRGoqlQozmUzL4sImsKgURM5lpISr2Yb52RaTj+ixCQ4qzZKKn2uTa9/mqlICwibWXOLWrIc7Rvr+KwdV3171ky6OzFRUs72kcAKNWm+rwxR2QRBNALXjjjuiWCzOE3oqtVn1Q6FQiJ/VnZiYwMTERPxOWX2/OdfU7A9zmfpsc+W5etRAAvW+VNvADlcnJVL1MiJSBaG3SKVS+Nvf/obHPvax3tvce++9qFQqeM1rXoO//OUvixhdV7OsrnWAXO9WOj8DcDQisXrQ7LKRkRGsXbsWADA1NYWHHnqoQ9G1h6TXu/Xr16NareLlL385brvttkWOrntZUSKVQwkewC4slfPlSlvVBZGPE2VCCWVOCHGubCsizDdGTujogsYl1HzdR72Muf+c02sK3naLVD0G00Wk+o4b7DC/K+G5yy67xCJP1Z1Op+e4xkrQBkGAcrmMcrmMmZkZTE1NYXp6Ok4BVpjHyJzcyOaymp+58sq51wcQdFfXJnZtIpVDr09EqiD0FqlUas41Kgl33303TjzxRFx33XVtjqonWFbXOkCudyudrwB4E6K030d1OJbFotXr3V133YUTTjgB69atW4Souh9fkdrTr6DxSe3Ub5JNIaqLCFOIUD9qncIlrkxsgsy2Tz5ij2rLrJdb7+pHznk1RaRZD7WMQy+rXDrONaX2ydb/5jH0xTwv9OVm+9z+qM+6yFOv2QnDcM6zt3qaMwDkcjkUCgUMDAxgZGQEAwMDcXkqHoB+btrnGNj6Rt9fPc1aP15cH9n6vpVjIgjC8mWfffbB1772NTznOc/pdCiCICwQ9ZTmWvS42FgEHv3oR+Nb3/oWbrjhBrneWeiK88ZXyAD0s5U+9Zt1UGmZ+jrqx0xLNbf1FTO6U2crx+2LzS00nUWqXrO/qf2gHELTzaXq8D0mpvChXGp9nf7ZZ3ZfX7fYFb85cGHGSJU1l4VhGM9inEql4hl+lauazWYRBEH8+h31ip0gCJDNZpHNZlEsFjE4OIhCoRBvp7eR9Dyk9ovbP+q464M/3HG3nYNmfNQAQzdkeQiCsLQ89rGPxRe/+EWZ7VMQehwlUtOIhKowl8c//vE49NBD5XpnoStEqokrrdTHtVT16L/18pyjqtevUjGVoFAuly5WqZioFNR2YROoNmwDAZRQ13+b5WyurK1fzHhc8Zpx+4oeqm2fgRCX86uvdx1Tc4BDzVCsUsvVDMYAYlGqJodS55d+HNLpNIrFYvyKHtM9tQnTpP2mtue25QZYbOeX6zO1TdJ3uQqC0HmazSaOPvroBdXxhCc8ATvuuGObIhIEoRPoT5su13Rfud4tLs67wCAIdguC4HdBEPwtCIL/C4LgHbPLR4Mg+FUQBHfO/l6lbXN2EAR3BUHwjyAIjvBoY94yl1Pog5kqSgke86ZZf49loVBAX18f+vv70d/fj2w2GwtWSny5vrvKLmT7pMtd4o9ytHwFmg3zWJhiy3RVzRj0VFOublf7SZa78BXLSqROTEzEqb7m+3hrtRrq9Xr82hndhQWi9N98Ph+L1KTutRkTtw+u+qjjo6/T98lnEEm1SQnjpWQprnWCsBK46qqrcPzxxy+ojtNPP13chUVCrnXCUqC/lGXnjkWx+Fx11VULrkOudzQ+732pA3hXGIY3BUEwCGBdEAS/AvAGAL8Jw/DCIAjOAnAWgPcFQfAEACcAeCKiwZNfB0Hw2DAM2SeLXTfJ6iafuuE13Uu1jEpxNdfrkyqpm+RMJoOhoaFYlKr0zGaziXK5jPHxcUxPT7M30z5OpypDxc7F7LOMEqKcc8Wlsfrgcu2SuL0++8jtl9mWEn0+tOJIm9tQcer9ah7jWq2GiYkJNBoNDAwMAAD0Vy+pNFp1rqt1ql/Vs6u2wQxT6FExtbrP5vnj64rq630HOTokVBf9WteN/Nd//Re5/C1veQtKpdISRyMsF77//e/j9a9/PXt+uTjkkEOw9957tzkqYZYVea0D5l/v3vjGN6Jer3comuXNShGpABZ0rQPkesfhFKlhGD6M2XMtDMPJIAj+BmAXAC8BcPhssW8CuAbA+2aXXxGGYQXAP4MguAvAoQD+lDQ42w2tj+NiE23UDXYQBMjn89hxxx0xODg4R8SmUinUajX09/fjkUcewfj4+Lx3daqyqq523Wj7CA1TaHKCnkrTNOsw4epUryJZyH5Sx9jHQebErat/VDmfmE2RyYl8Lh6TRqOBSqWCZrMZf+7r60Mul5uT4qucVABzUl5rtVr8zlRz35KIczPeJO67uZyavdeE+zum4rY5vItNJ691nSAIAlx88cV43eteR66v1+s47bTTMD09vcSRCcuFyy67DMViERdffHHijI+vf/3ruPbaaxcpspXNSrvWAfz1rlKpoNFo4IwzzkC5XO5QdMsT/c2ny12kXnbZZejr68PFF1/c6VCWFT5OakwQBHsiejfvDQB2nL3QIQzDh4MgUM9F7wLgem2zB2aXuerGbF3ksqT/4Mw6FKYTptar2VUHBgYwPDwcO6lKGKTTaWSzWRQKBYRhiHq9jlKphFqt5uUG2two82bd7Aube0ftIyfEfcQttR2H3n+UcOLK21xurh2qTd25TQon/Ftx/HQ3Wq9Dob/CRaX6NptNVKtVlMtlFItF5PP5Oc89A5FIUAMB9Xod5XIZpVIproPaH1+BTp0jXBlqvf5b/+wSmTZhyv0ddILFvNZ1C0EQ4JRTTmHXn3TSSSiXyzjrrLMwMTGxhJEJy4lLLrkEfX19CIIAn/jEJ+Jn8W1885vfxL//+7/j73//+xJEuLJZCdc6gL/enXzyyQCiQeCzzjpLBuXaSBXAFgCrsfxFKgD853/+J/r6+gAAn/zkJ+fcz7m4/PLLV+qrt6x4i9QgCAYAfB/AGWEYTlhuIKkV8+5WgyA4BUB8xWjFNTEFBXWjzt3Mm6Iik8mgUChgZGQExWIxFg6VSgWDg4OoVCqoVqsIggBr165FtVrFhg0b5sw+a7bBYXM79f1phSSO1UIFASU6fYSNj1tm6yNzXavpo75i3BWrrRy1v8opVUK1Wq3Gzzurd6Tqzmq9Xke1WkWlUolHfW2DILq7ye23/rfCHY9WzkPq78BVR6uDF4vFYl/ruoFUKoWPfvSjznJve9vbUKlU8NGPfhRjY2OLH5iwLPnsZz8LAPEz9Yp3v/vdGB4enlP2sssuw4UXXigCdQlo97Vuts6evN6deuqp8bVucnJyiSJb/jyMlSNSAeCiiy4CgPhNDADw/ve/H8Vikd3miiuuwAUXXIDbb799SWLsJbxEahAEWUQXsm+HYfiD2cUbgiDYeXa0bWcAG2eXPwBgN23zXTF3ki8AQBiGlwC4ZLb+eRc7/cZ1MR2VMAzjmVPVuyiLxSJyuRwymQwymQxGR0cxPj6OsbExNJtN5PN5rF27FtPT06jVauyEP5xbR+2nud4mKk1xzt3MU64tV79Zr7m9LX6qLX0b0ynzcYN9scVsw+UUUsdjIeehuc9KSKqZfSuVSvz8s3L1VXvqvarmpEpc3a44ffcjyf66RKZ+fHzOq07RiWvdUpNOp/He974X55xzjlf5M844A5/73OdEpAoL5sILL5zzvVarYWRkZM6yr3/967jjjjuWMKqVyWJc64Duu94BkUj1ud69613vwmc+8xkRqW3kIQD7YfnO7stxwQUXxJ9TqVQsUk855RSMjo4CiNzT++67D9/+9rdFoDI4RWoQ3VF+FcDfwjD8jLbqJwBOBHDh7O8fa8svD4LgM4jOy8cAuLGV4FwCT5WhRB6zL/PKqMlo+vv7MTIyEjtZAGJ3K5PJoFgsolwuo9FoIJfLYXBwEKtWrcLMzAwpHPT4qTj02CkhZ9vOrNsUanrd5meqrE8/+W5rq9O2vS31Ngnmfuvt+8bNudG+Zc311HnBudv1ej12UvXyynl1PQNsnlO2vvaFG+zwcbQpt5arfyHnVzvo5LVuKclms/j4xz+eaJs3vOEN+NznPodt27YtUlTCSuQTn/hEp0NYkayUax0QDcq9/e1v9y7/xje+EZ///OflEYc2oSZPWilOKsW5554bf56ensbatVEW/ec//3ncddddnQqrJwg8hN1hAP4A4H8BqAcP34/o+YXvAdgdwH0AXh6G4dbZbT4A4I2IZpA7IwxD6/zMQRCE+kymwNyZWm0OYBKHixJAqVQK2WwWO+ywA3bZZZfYTQWAoaGh+JUzqi31DOrU1BQ2bdqEu+++G2NjY/GEOOqm3JaO6Vru4zTanFZzG8qBper3cV7NdlodHLAJcUqAJ61fX0Y5u75pqGadPugDJ1z76rM+Wy/lMgZa+q5+bun7ZhO9PoMRrnNPL8uJVG6gxOwLVZ6LUe2vWl6r1daFYXgwuxNtZKmudYsTvT+FQqGlWXv33XdfScEUhMVjWV3rZrfpyevdXnvthfXr1y9OQCuMCxBNEV0DkAeTIy6sOMIw9Lqh9pnd94+gn0cAgOcx23wMwMd8AvDB5qwlddsosddsNuOLmErzrVQqmJiYwODgYDyhzcDAAGZmZlAqlVAoFDA8PIzBwUFMTU3F4tXmYJntmjfvtn1K6i5ydfi0ZxMuC3E51XatOpy+gspcxwkksz5K2OrLk+w75SBS/a+/WolyJM229bpNkjjnNmfY1+k213Nt2fptIYNO7aYbrnXdzIte9CI88sgjkvYrCD2OXOvs/Ou//iu+8Y1viJvaBpSTmkX0bOrmDsYi9B4pd5GlwTflz9dZM7+7bsrVs4Hq2T/lllYqFQRBgHQ6jXK5HL9PK5vNoq+vD/39/fHzg0mcSi4eToDo6237Te2rzenyFcm2VE4Xrv6g4qXgXFbfOHxiM11NX2FF1WGLy3yGWQ2WmD96KrmtPk442spT++Fb/0LOBw69z21/s0Jn+NSnPoU999yz02EIgiAsKp/73OfwqEettKcoF4eV9K5Uof10jUgF3GKFc7Nc4s/nJl9NXlMul2NxqoQrAFSrVUxPT6NeryOTySCbzSKXy6FQKMyZ5IZKgUyCbZ99odJBubYol5SLSRcPnBO8UHFBuYZUzD7ueiuurymCfc5JKvYgCOak8lJlzO31ZVTqOLct5S67+tAWExWPvq15PtgGISjBaXNqFWryKKH9NBoN/OY3v+l0GIIgCIuOXO86i4hUYSF0zV0gJ0Z8ylNptj5pofrkNI1GA1NTU/FzqOpZ1XQ6HdefzWbjeicmJtBoNOLZWPVXhpjvDG0FXQjq+0CldLr202edbwqrLVZfqBTWpLQ6GKD3qy0t1eVY2+JqlwPocjWpwZkkzi93LrmEsA1K1HN/n/p39beoshbUpGUzMzNe7Qr+1Go1HHnkkajVap0ORRBWLEEQ4OlPf3r8Xd6RuDi0er078MADcf/998t7UxeIPgW0eNNCUrpKpKobXF08cmUB+iadEyBUW7rr1Gg0MD09jZmZGRSLxTlOKRCJ2P7+fqRSKZRKJVQqlcQOZZIbfZuD6KrH7Jck7XNi3yfdU9+e2x9OCLrEVSui1JZ+TbVpq9eWguyKgRJp5vokdVLY9tH298C5oPq6VgcwbPvGLU+n0+jr60OxWERfXx82b5YnWBaDMAxx00034SlPeUqnQxGEFUcQBDj00EPxxz/+cc4yoXu4/PLLceCBB+KWW27pdCg9jTipAhBd3w488EAASDQBY1el+ypcLpsrDbOV9NhGo4GZmRls27YNjUZj3uzCqVQqfj1NvV5Hs9mMZ/7lUk7NtEgXPoJH/ehC3uaiJWnfp22uHd+0Tn2dmT5srlf1UqnFre6T7dxq1dnV6zQHWMz29GPHiUeqL2w/qi5XbNT56Ppb4rah0optUOeFGVcqlUKhUMDQ0BAGBwfjASKh/TQaDRxyyCGdDkMQViSFQgHXX399p8NYMYRhiL/+9a+dDmNFUgIwPvtZROrKJAgC7L///li3bh3WrVuHfffd13vbrhSpHFR6K3ez7BJS5vpms4larYbJyUls27YNtVoNtVoN5XIZ09PTqFQqKJVKmJqaQrlcRhiGqFarc2b1pVKQk0DV43L3XGJd7x/f+HRRyIkon4EEbh84scv1I1XGhku42cS0rc/0bZO4uS6Bb9sHLg5bee64+cTNtWUKY5dDT4lb6u/VFPgDAwPo6+tjB3+E9hGGIe6+++5OhyEIgrCoNBoNPOlJT+p0GCsWeVfqyqZQKODmm29uaduuEKk2QUMJFv1GOYlgsIkR9btUKmHjxo2YmpoCAExNTWFqagozMzPYunUrxsbG4tfVTE9PY+vWrahUKnHsC3UtfdxX02WkBARXh6945tJvOQFJCUz1nC4nNKlnd10iiWqbwyaiqGNPYTs3bWX1dqjluptqxsTB9YvZj2ab+oCDz3764HOuJ9k3VVc+n0cul0M6nRYndZEJwxCPfvSj8cADD3iV37BhA6rV6iJHJQiC0H7CMPS+1gFyvWsnIlKFVumaZ1JVeq15M6un3So44cXdOHPPwZl1qNfLjI+P46GHHkK9Xkd/fz/y+TzS6TSq1Wpcx/T0NDZs2ICtW7eiWq2i0WjEdemvF6FiTSp2OGeMKq9Ei6944NCFD+fK2QSlq8/b4ZLpjp7ZB+1IcVZ1mfWayykxRqXGmttx7VGpzRztOJe4gQSbyPQ9H1Op1DwRbXPoG41GPFt2sVhk2xDax2677YaNGzdizZo15PotW7ag2WzisMMOw1133bXE0QmCICycMAyd1zqdww8/PNGzcwKPiFShVbpCpLrEo/ptc6p0MeuT+sjV02g0EARBLD5HRkbmpCDWajXMzMxgy5Ytceqvepelerel+RylT/s+sZl9Asx9BtIlHGwCmRPVpiijHDqqHlcctvV6Xa50Zr1OThDahJw5CEIJUR8nUsd1PnPHwhan63wyl/sIW596qOXm9jYB68qSMOuqVqtIp9PI5XLo7+9n90FoL2vXrsXWrVvJSev2228/PPLIIx2IShCWL+Pj4xgeHu50GCuOtWvXYtu2bQiCgOz/iYkJNtNLaA01w6/M7rtyafV61xUiFfATqrblrQpB6ka5Xq+jWq1ifHwcpVIJxWIRmUwGmUxmzvtU6/V6PImSwiUGk7i8nDAwb/xV+6aI0T9zAt63b/RlVFvcvvoIRWC72NZdaH07arCCqtPsJ1/RzPW/wqzPddwoXKnFZkzUd06Ec0LRNsigb+tzLtiWU/1h/qO3HRPlopZKJdRqNQwNDVnjEdrP6Ohop0MQhBVBqVTCmjVrsHXrVgwMDHQ6nBXHqlWrAEQ3zubA3OMe9zgZlGszykktABgBMNaxSIROoK53raTPd41IpbAJvSSuIXdjzt0sA9G7tZQIrVQqCIJgzjtTm81m7KCq37b6zGW2FFEzVmomX9NNVeLOdP3M9FFX+q2tPOdk6+vNNNekKbemO0u5pVzsSepTUKmoqhzXls1R9U2/1Y+NiS31lhs48O1nbpDBdpxt65IcX/PcMOMPwxC1Wg3j4+NYvXq1d72CIAi9Rq1Ww8jISPyYkbD0iJO9NJivoRnrUBxCZ6lUKsjn84m26YqJkzhcwo9KN+W2Nz/btlciVAlQXayqGX1rtRoajUb8LKouCpNCCRf9hl4JVfXKGzUhkfoNYM5nvU5X/1BlzP2g6rWVWQjmMaFEpk9bajsuXq687zF0nXscrTr+XD1UHEnEvN5P1HlHbedTD1WOGzhR69QM2xMTExgbG2tbXwmCIAiC0Bmod6WeCuAzAJJJFqFXqdVq6O/vTzwo19VOKofLSXW5Qj7iQglUYLsA5FIaXbGobdXzqrYUTFMkZDIZ5HK5ePKmMAxjsaxSjfW6zXZtYpOK3ebsmU4tVZ4aCHDhm2rKucEuMZNE7Nhi0fvYlv7qsz+uwQNbFoErTts67hlcyt1UdZlOLtee3j++x51y7tUM2319fc46hOUFd97IgIUgCMsNn0yqXuVSAPsDeBXmi9RDAHxh9vvVsz/C8qfRaCCXy+EpT3mK9zY9KVI5OBGp1pnCzHYDTqXOcu1wN+563Sqt1JX+q//OZrPo6+vD6OgoMpkMstlsnGZcqVQwPj6OqampOZM1ufpGoT/HypW3xaoLb9t2lOAy+8bVZhKhq4vzJG0oKKFFiWRK8NvaTQLXTtJt9d/qs3nuc4MZthmiuf6jBDAVm7m+2WzGKe2NRiN2Uzds2ODeYWHZkMvl4td5UetqtdoSRyQIgrA4cNe7dDrd85M2pQC8BkARwNcBHKOt2xnAYbOfGwBuW9rQhA4ThiHWrVvnXb4r0n2T3oi3OtLkSpHkyutpiupHpQNTN+Iuh9J39KxQKGB0dBT5fB6FQgH5fB59fX0oFAoYGRnBTjvthJGREWSzWdbppfY1CIJ56cHUPtviUzMZm+u4fvRNITbj1l1scxsqXdTH2XaJbxOqbf2z+cohLs2Vi4fD12FulTAMydlcgbnp40nOXVuWgF7e3EYv32w2US6XsXHjxqS7JPQofX19rEAFolmf5b25wnJDvU1gIYOaQu9hu96pOU56+XrXBPCfs5+fCeDlAKZnv++OyF0FgKsw12UVBJOuEKkUraaJ+ty4mzfJtvRdc7ZZU6z6tsHFz4mibDaLgYEBFItF9PX1IZvNIpfLIZfLIZPJIJ/PY3BwEKtXr8bq1auRz+eRSqXin3YKHE6w6vvI1acLTFeKqw82MU4JK19H0PcmwXbumOcKV7dPyrBvf1DHxnY+6+1zAypcG/p2rnRjvUwrN2CNRgPlcjnxdkLvMTw8jOnpaWe5UqmEMAwxMjKy+EEJgiB0kFKp1NOvYfsggPtnP/87ADXkfDAANV3V15Y6KKHn6AqRanMxTUz3zGcbcx3lDNncIt2lM+uiHFaqDm4/qFTSZrOJdDqNbDYbj7Tqkyap90imUikUCgUMDg5ieHgYmUyGbMPsAx+R7cIUIXr8rQhOc0Io/TvXlk3k25w8m7vnEtSU+DK3sQlVmxvsg8slT1qH+k6d39S5qeN7jnOfXX+v6plwQRAEQVgODA8PY2pqyqvs5ORkzw7KTQF4++znVQCU3H787O9NAP57qYMSeo6uEKkLJUmKJvXMoPmZE3HUcpso4+pyfU+n0wAQO6hKtKnP+rN/QRCgWCxi9erV6OvrmydUXf1ktk+JTVt6tI8r6EsqlUI2m0WhUEBfXx/6+vqQz+eRzWaRyWTmvYrHNsCg/zZfz2OWNT/bcIlw1YbtPGvVYTdFtMvVp9xlKgZ9MCDJ+W2L1SXGbQMFPmnbwspl8+bNWLt2bafDEARBaAnf+40gCHr6evdTAN+f/az2YNXs78sAyCwDgoueFKmUqHQJDpfgNG/MOaeTwyYU1G+fuNT+qMmRstks0uk00ul07Kgq4VWv1+PnFzKZDAYGBmIxpwQdl3JpE/B6vOZ+qeXcs4y+7p7ZfjqdjsX2zjvvjEc96lHYZZddsPPOO2OHHXbAwMBALFhdbioVM7WcikWvQ9+GEvLctknSXJMOelBlfAYf9H3i3GBzWx+ovx8qZiomV//0+uQRwuKQTqdx//33Y9ddd+10KAviQx/6ECqVypyf73//++4NBUHoWcbHxzE6OupdXpkWvcrpACaI5Y/5+MeXOhShB+k5kcrdeJvpitSNsOlE6UKMqtvc1vdG3NyGcq9sN+hKpE5MTMTvY1U37GomVCVQ1U8Yhshms7GopdrwEQdcrC7xqfejuR2H/gxtPp/HyMgIVq9ejaGhIQwMDGBoaAijo6NYs2YNdtppJ+y0004YGhqKU505N9XcF59YbNtS+0kJV/180vvRx0VUcOeZS8i6BkO4Nri/J9/tfQW56epyfacQgSrYyOVyif6eu42Pf/zjOOecc+J5BtTPS17yEkz///bOPUaO4s7j35r3zK53vcZ2/CDB5EEijsTGBmLgQgx2LjEi2BEoMlFOKDkplwcJKLkQn4kiIICVy+EDoggpkEjWKTrnFBIdjoxsY8DGITY4tpMAFq9ADBgFY2PveGdmp2em7o+datfUVlVXzz66Z/b3kUY7011d9ft1ddf2t3+/rh4awo4dO6I2kSCICcI2SZyOV199FfPnz58gayaWIwD+8NnPti5cvBhX3nwzhoaGsHnz5kjsIjqDWIlU9WLVlMqou+gXkb0wqYphImu6bXXfTcLI5eJfFnr1eh3lchmlUqnlOdfh4WFflAIjQk/8zmaz/sWbbhIhW3TYZmuQaDKtM0Wr1eUiCtzb24tcLodMJuML7UQigXw+j76+PgwMDOA973kPzjjjDORyOeMkUTah5hLN1tVlS08V39sRVup+1x3/oj+DhJ1LW+OBa1aAutxkuyr6Kc2X6GY2bNiA73znO0in06PWJZNJFAoFfPKTn8SJEyewd+/eCCwkCCJOFAoFY/Za3NmwYQMu/9WvgA984PTC1av9sW7lypU4ceIEdu7cGZ2RRGyJxVFvEqWmC3FT6q6uvO6i1yXF0iaOXQSaDV3UEWh9l2oikYDneSgWi74ILZfLLXaINNlMJoNsNotsNot8Pt+SHjLWi3812iz7GBQhdBGKIs1XzGQsR4JrtRoqlQqGh4fBOUcmk0FPTw9mzZqFWbNmhZ75To1s6/y0oUYrTcdmUDqwWl6giw6LfS/fqHARmybbdBFQW9Q3DKZorrxc91yxer6KdSRWpwaDg4M466yzQm938OBBLFiwYPwNmmDy+TwymYy1TDKZRH9/P5YsWYJnnnlmkiwjCGIyKJVKoSOjHT3e5fPAgw8CjAHpNPCNb/jrxVh3ySWX4Mknn4zQUiKOxEKkyhfHQYI0aLlAd8HcbtRJFw0E7K8cGWvUql6vo1arYWhoCIODg6jVan4asBCxAPznVcWMwCISKaed6sSVik7A6MS8eKWLTlioNwt0YlYn/MUkSeL1OnJKrWx7Op1GPp9HT08Ppk+fjtmzZ6Onp8d/Xld8bM/Lqjbo0l7bEfRB24aNzqvLTH2is11dZhODYdN7bct00XhbVkTQjSASqVMDzjneeeed0NvNmDHDOlFcHLnnnnvwxS9+0bl8MpnE+eefj3379k2gVQRBTDZhx7yOH++WLQMGB4FiEdA8k5tKpbB06VI89dRTk2skEWtiIVJdMEW/TOtNF/yuAmIsF8hBqZ9y3UEiulqt4t1330WxWEStVvPFqixUxW852hZWcNlElKug0Yk/WxvCdxE9le0WM/2K6HAmk/HLZTIZP/o6c+ZMZLNZf8IoVZi5+m3aTyaBFlSfbfswkVa1bJg05rHgchNIPW5NNzrk8rYotK4NYmpQLpfxkY98JLhghzNjxgz09vaG2iaZTGLRokUUUSUIoqMYNd719gLZrLF8KpXChRdeSEKV8ImFSA2KtJm2CRJFclkXEeaybVDKr+uFtUsaqJgUqVwu4+jRoxgcHES9XkelUoHneX65RqMBz/P8qGu1Wh1luyokbBFWm2+MsVGvCAmKVKuiXEak9tbrdXie508MlU6nW4SpOluxKDMwMICBgQE/Aiu3GSRYg/zU7TcTQeLLRcDboqFqWdtvE7bIqlqPSRzrzk/5eJL3m/yuW7lOtVy72RJE98A5x4svvoiPfvSjzttcccUV+Nvf/jaBVsUHEVHds2dP1KYQBDEOeJ4XarybKgihSqm/BBATkeoiAHTbhKlf1OMSwdGlJdralFMZTanBOiFoakdGCNBisYhjx47h5MmT/nOalUoFtVoNw8PDKJVKePfddzE0NATP80aJNFM0UE6tlW113V86MRMUkVTrTCaTLe9BZaz1VTvqe06FgE8kEigUCpg+fTpyuVyLmNVh61O5blV86/aLya9204R17ch1utyQ0R1TQdvI24n2XM4P9bstHVgnVNXvtmXE1IBzjmeffRZLliwJLLtixQrs3r3bv1k3FUgmk1Mi2kwQU4Ew4x0ArFy5Eq+//voEWxUPUqkULr74YppMiUCsEtyFEAH0kSUZnYDQCQ/5t0mQqHXJaaO2VE+1DlVIuRAk7Bhj/nOopVIJnuf5UUZx8V+tVn2xWqvVfGFn2j8mglI1deJNFiL1el0beVZFjSrU5dmK1fp1x4PwT7xyRwhVEYmV055lG3X2yP1m2h+637ZIvinaaEO1IazQFO3If13ssJ03NtuDfBLHprhxIPed6G+TzxRBndrs378fl156qf979+7d/nGyYsUKlMtlPPPMM1NKoAp6e3uxY8cOLF++PGpTCIIYB+Tx7ve//722zFVXXYXHHnvMz5KbCiSTSSxcuDBqM4iIiYVI1QkFk7AxbW8i6MLXJlJcMUWJbG0Km1RhLtuqCjPxztRqtYpKpeJf/ItIo06gygJaRUyCpNrliio4g24wqGWFQBWfZDJpFIbyhE2c85YJlhKJBPr7+/00aJEyrNolYxNftrJhBVQ70VUZnah0rd90nLkc70Hni+2mQiKRQCqVaknXFlFxz/PgeR6q1aovVtXznqKphPxM0qc+9Sn/+xNPPIF6vR6FSbEgmUxi2bJleOSRR7By5cqozSGaXH311fjWt77VsuzQoUP45je/GZFFRCchxrsVK1Zo1+/atWtK3pTr6enB5s2b8Vn1PatEpEzmeBcLkSowpVm6rrMtM0WXdHW6igpVTNoEhE38CAFmiyzJ9gtRp4onWaC6pGQG7UuTeFDt1Il0Vzjn8DwPtVoNqVTKfzZVRGZrtRqA06/nEaJHneUunU6jr68PxWLRj9aJ+l0jkKIdXcqrSx/b6nVpW5dyazteTe2qfSVvE0ac68rr/Je/MzaSqp3L5fwJreRJsTKZDGq1Gsrlsp+uLtusu0FDTG127NgRtQmxIpFI4IorrojaDALAmjVr8IUvfAELFiwY9XzhkiVLUK/XcdNNN0VjHNFxdNtYt2HDBsyaNQuf+cxnRq178skn8eMf/xgLFy7ED3/4Q+32qVQKK1euxEMPPYRrrrlmos0lHFi9ejVuv/32SRvvYiNSbRHNdsTPeNUTtj1TymTQdgLbhbkcNXW9mDeleIr6bALEJrBN9snfdfXpos3VahXVahXZbNaPCMuRt0aj4Ufl5EgdAP/ZVMYYenp6kM/nR6X92vaNapdOoKr2yt9NkV8XkSV8NN2gkCPHujbU7+oxaOtb1Q6dGDXd/NFFaMVHvCYom82OetZYRL3lZeVyueXGCkVRiW7mpz/9KebOnWuMmBCdw3XXXYd169bhvPPO066fPn06rr/+ejQaDXz729+eZOsIInoOHjyI1157TbvuyJEj2Lx5M0qlkrWOZDKJq666agKsI8JyzTXX4Pvf/752wq+JGu9iM3ES0F66aVBUyFTnWFMeXWwzldUJIVtUTHzkSYTk3/JHLa8KD1skzCZ4ZFuCIsS25bo2h4eHMTw83GK/SGsWEVEhTmVBJCKmQvRkMhn09PSMmjwpSPjb7LZFYm196JKmq1tuwxT5lj+m9uWyJnvVmx82oa3r/0QigVwuh0Kh4EdRVT9FveI1QuKdvmpdFEUlupG9e/fi5ZdfHnM9qVQKDzzwwDhYRLTLokWLjAJVMH36dHz5y1/Gj370o0myiiAIYvy59tprccstt2DRokXGMhMx3sVCpLpeqMsCxRbxMgkLU9qrzoYwwiaoPdP3dkSyKkDV509VoWGqV5daqpaxCZUgwWvzRW5fRE4rlYo/KUAikfAn3BGvmpHTRoHTr6yRt0mlUigUCn4500y/phTWoJse6j4Jkzar+q5GXE19IMqoAi5IBNuWq/7rjhmd8A2qO5VKIZvNIpvN+mnZMnJ/CKEqZmVWy8gzAhNEN7Fp0yY89thjY6ojkUjgS1/60jhZREwk/f39+NrXvoY777wzalMIIjYsWbIEP/nJT5yeY0ylUrjvvvsmwSrCxIUXXojzzz8/sFx/fz8+//nPj1u7sRCpLmmR7aai2oSpLTXTJohtaZ5qHTobdNGvIKGkRkVVoRdGVOswRfZMacwubQaJeVloVyoVlEolP9U3mUwik8n4oieTyfjikzHmTxIl6pUjdHI5nU+qf2FvMqj7y5Smq6tLXidHptV9ZEvd1dlh8lPe3iV92Oabuk5eJiLZYv+LGwyiDvnGg7jhkEwm/WdXTa+pIYhuY+fOnThw4EDUZhBjYNWqVVi2bJlz+WnTptFNBWJK8tvf/lb7ztMPfvCDuOGGG7Bq1arAOhKJBL7+9a9PhHmEA2HHuxkzZuCWW24Zl7ZjIVIFtvRCQZA4EvWMx4WuiyBTxaK6ra68vF2QKLTVIdejS+V02Vc6Ad3u/nONuqmCt9FooFqtYmhoyH9GUYiaVCqFdDqNRCKBRqPhT7QDnI6eCqHbaDR8ISRHKHU3GnT73VTGJFZNYnM8UlV1bZoiq2HSZHX2q763Y78c8ZbrkPtP9Kl4vliI2lwup416k1glupXt27dj165dUZtBtMmKFStw0UUXhdpm2rRp+O53vztBFhFEPNm2bRuefvrpqM0gxkDY8a6vrw9r164dl/EuFiI1KOoVVnBNFKbUTFvKbJiUUJeIn/rcqct+UW1yWSava1e0uqYDC7/K5TIGBwdRKpVaXo8j1lerVQwPD8PzPHDOfeHDOfefXZUjeKJNm/gyCb8gX4L2fdj9ZTtWdALaVEcYwtgYVLccKRXl5T4S7aVSKV+4CrGay+X8Z1NdfSWITmbr1q246667tBEGojvp7e3F9773vajNIIhJZ+fOnfjDH/4QtRnEJDJe410sRKrA9GyeK2EjQab0R9ke029T5M1V7JjEkyqa2hGiJl/ajUCbosXyOl20L8geoDXl1/M8nDp1CidOnECxWITneWCMjRKo9Xp91IRRok0hYG2puqq/Qf1lSt1Vy8nrXG8GmG7Q2Owy1R0mrVveJigt27ZOtV/3W7ZZnfxKRGAzmUxLBFy1lSC6ja1bt+KOO+7A7t27ozaFmCSy2Syl/RJTjs2bN+Ouu+7Cnj17ojaF6DBiIVJtF75ivcxYIkq2Z/PUNnTtyBfZtnKmOnU2yhfyLmmpunptQlJu0ya81VRkXbtCUKrlTT6GSVsWYnRwcBDHjh3DqVOnUKvV/Eip2o68XHzK5bIfVdXNbqwSRgiF6WtXoazSzoRB6o0N2/GjIoSiukxXv7pMPeZsx7SYgVksFxNfif6TJ1oKOjcJolvYtm0bbr31Vjz11FNRm0JMAr29vbjnnnuiNoMgJp3f/e53uP3227F3796oTSE6iNi8J1XgcnGqEys2TNFBdb18oa1e6IdNk1XrMIlBtX1TSrGu7aDIsWtdpu1cy9j2r7oP1AixXI8sKsX6RqOBnp4efzIkIUzlFFKR8ut5Hkqlkh9NDbLdJtjbQaS3hokqm2yw9YHuxoUt0i2QU6jV/lNt1Qld1Sb1GBQRbiE2dc8JA60zMwubxGRKtVrNOCszQXQjO3bsQKPRwPr16/Hxj3/caZtGo4Ff//rXE2wZQRDE+PHII4+g0WjgjjvuwAUXXBC1OUQHEMurQV3aoypoBGGEhiyGTFExVbDqhKQauRLfTZFDNUJqS4d08c+UgmpL1XUVYEHRv3Yjx7o2dD5wPvJKmmq1imKxiHfeeQfHjx/3Z/4V70YVH3nZyZMnMTQ05Itd13RZnTAL8sulrEvqdFDU21XwBt1YCIqguwpiebn8/KmY1EqedZmx0++yldsRy0R5EUkVz6uKyZRyuZzRH4LoJh5//HHcfPPN2LJlS+AkI/V6HZs3b8aaNWsmyTqCIIjxYevWrVi3bh22bNmCffv2OW3TaDSwZcuWCbaMMPH888/jr3/9ayRtxy6Saov0uEQFRSRLjfKogtAWfQoSgC4puPK26ndb9MwFdb/Y0pdd0j3VeuWIm6kOeZ+Iv2qkztZOkICUU3Y9z0O5XEahUEA2m0UqlfJn+WVs5DnUSqWCkydPolqtjhJFQX6L36pdQRF7dZnutwnX41mty3TjRK436OaLzndT/6jfbeeC53nwPA/pdNpfLmZlrlarfkRVPf+E4BUzA+dyOX/W5uPHjzvtH4LodHbt2oVdu3Zh8eLFuPvuu9Hb2zsq2lCr1bB9+3asXr06GiMJAMBLL72Ew4cP433ve19b2ycSCVx22WUty5544olxsIwg4s/27duxfft2LF26FOvXr0dfXx8WL16sLdtoNPDoo4/i6quvnmQrCcH999+PBQsW4Oabbw61XTqdxrJly1qWhR3nYidSBUFRIZd0XBOykDURFOGUl9me4dMJbPVvu2mmtihcmHRll9Rdm8ixRY912NKDBSIaJ0fdKpWKH2kTzzgmEglUKhVUq1VUq9WWiZPUGxE6caX2b9ANCRdsfS77Kae16srpBLMtiutyQyKor1yORd1xzDn3bxaI2XuF+JQjqPLNgGQy2XKTJZPJIJ/Po1AohD6nCaJb2L9/Py6//HJ8+MMfxsaNG1vWFYtFXHnllRFZRgjuu+8+zJ8/P/RFGzAy7n/iE5/A448/3rK8nf81BNHJ7NmzB5dffjnOO+88PPjgg9oy5XIZn/70pyfZMkLl8OHDeOONN3DmmWc6b9PX19cyzjUaDVxyySWhnktmcbgQTCQSXJ40BRgtANXonoxpG53w0l386y7QXaJkQZE1m60qsqhyEYGmeoUgUGdKleuxCRLTOhdhpL42Ri4TFOlVhbJcrxCj8kdONxXpvfIkS7I9OoGk7hMVXV+7bucqUoVvcnpskC26cq6ReMZYYFsu9ajl5KhpOp1Gb28v8vk8kslkS/RUlBXl5dcGMcZQq9X8d+OKbQ4cOPBHznnXPLzCGIt+wCUIYszceOONWLt2LebMmTMu9THGumqsA2i8I4hu4gc/+AFuu+22MddTKBRQKpWcLjRjF0lVI1q2KJ5LdE8XUVTFg4sw1P0Oirbq2tPVJ1+4u6aLBqFLAXUR50GC2FVE69JT1fIuog9ofU2NLIhUYSvP9Kvaa5vBVo26ivW2PjctV483tXzQseyCuAkhvsvLbXXp9ouK7YaOSWjL5Wq1GkqlEhKJBHK5XEt6rxDIwOn3qgLwn0UdHh5u6SeaQIkgiLhy7733olqt4rbbbsOsWbOiNocgCGJCOXr0KI4ePTrm8e7cc891Lht4FcgYey9j7HHG2CHG2HOMsRuby29ljL3JGDvY/FwpbfPvjLGXGWMvMMYC4/Suwki9qJbfkamxe9QyIXJ0M7AGiSS5TNDFvWy3vM4mRExiNgxqtCooshskiFVREyZKLJd33V/qtupHfi+qOmmS/IqaIFvlmwc2m8IKR3Vbl4i1evyqPuj6VLVfd27IdahtmsqbbNR9N51f4hniUqmESqXi32CQo/tCsIrzUKQGi/elJpPJUa8PmgwmY6wjCKJ7uP/++7Fu3bqOe3aexjqCIMISxXjnEkmtAfgO53w/Y2wagD8yxrY31/0X5/w/5cKMsXMBrAHwDwDmAXiUMXYO57zejoEu0SvxW/2uE2ryhbsatTWhRu1024mLbrWNdkSnLfpmQhfdUlNP5fpU0RGUvqqzS11vE4c2QaXehFAFu7ytuu/FjQddGqsuQqqzSd4P6vIg8R7Uv+oxY4qk2pD3vynaq/NTt59N9ZuEtCk7QK5TLJPPhWq16t9YyOVy/ntQ5dfTeJ7nf5frF+eb6QbUBBLpWEcQROfx4IMPwvM8rF+/Hvl8HtOnT29ZX6/X8fbbbyOZTGL27NnRGDkaGusIggiNGO/uvfde9Pf3T3h7gZFUzvlbnPP9ze9FAIcAzLdssgrAJs75MOf8VQAvA7jIoR3/ryxYTBfytmiYSbzKkSh5mUtaoS6aq9rYTnTL1JYt0qeLaun2mclftW6beFGjd0G+6NoOEuztRPVUEW6yJ6hdUz+ZyoapR2dLmGi0ukzdVn2vrIsv7dw0EfUHRZ/laHe9Xke1WsWpU6cwODiIYrGIoaEhlEollMtl/yO/K1UIU/Ec62Sn+07WWEcQRHexceNGzJs3D9dffz2OHTvW8tm3bx/mzZuHRYsWRW2mD411BEG0y8aNG/HVr34Vx44dQ7FYBDDyqJcY806cODFubYW6CmSMLQBwPgAxNdMNjLE/M8Z+wRgbaC6bD+B1abM3oBn8GGNfYYztY4z5L0oKm96nE2gyNoFqEpZqeVPkSm3HdvFvusBX6zTVHSZyJy70bcLNJLbldbrIpslGGzphG1Re3vcmUSSEjG6d+C5HwF3SR9uJfgftW5t9aj26Y1GNUraz/4P6znR8uRyPpvpksVqpVHyxeuLECZw8eRKDg4MYGhpCtVoF0Dqbs+d5/iuGomKixzqCILqPhx9+GDNnzmz5LF26FIwx9PT0RG2elvEc65r10XhHEF3Opk2bMHPmTFx77bUoFovYtWuXP+YtXLgQp06dMm4bJkvOWaQyxnoBPATgJs75IID7AXwAwCIAbwG4WxTVbD7qqpZz/jPO+QWc8wtsETuXi3PThbMaLXSJdIbBJj5lTG2py1yEros9ugimKjpNdprqkuvRrXPts6BooypO1WNDvE9TfHRiVfUBOJ2yrbPDJQLaDqZItqmszm5Xu1yjyEFCXH3HbFC9QTaJ54VFZHV4eBjlchnDw8PwPG/UK2o8z8Pw8LDT8T5RTORYNzEWE90KYwz5fB65XC5qU4gxcNZZZ+Gll16K2oxRjPdYB9B4R7QHjXWdybZt29DX14fly5f7yw4fPoxzzjlHW55zjgMHDjjX7yRSGWNpjAxkv+Sc/6bZ0N8553XOeQPAAzid+vEGgPdKm58J4IitfteLb1VoBJU3lRUXxCY7giJLLtEpkyh1ESO2emSBGFSHaVt1mbpet8y0va0N080HXRtqnbrobiqVQj6fR39/P+bOnYvZs2ejp6fHf2WJbZ/Y+sw1SqwT5677xVSf7rtar+7mg+kGgq4OXRl5e5fovIprZFqca/V6vWXiK9WfRqOBWq0Gz/N8sVqpVKz1TwQTPdYRhAuMjUwk9rGPfQylUgmvvPIK0uk00ul01KYRXQKNdURcYIzhoosuQqlUwvPPP09jXRcjsudccZndlwH4OYBDnPMN0vK5UrHPAXi2+f1hAGsYY1nG2NkAPgTg6VBWjbbBmP4ZtJ2tPvW7iw2qPbp21GiwICgqZRINchTR5pdan60dYY/818XWMARF41Rb1TIiSioE6rRp0zB79mzMmTMHZ5xxBubPn48zzzwTc+bMQT6fb4mohhHWuraD/FLr0QlkUwTVxR7TDRlXO4MEsGqrbIs6kVGYttS6ZaEq/5VvPIll9Xrdb69Wq016ym8cxjqCAIBLL70U1WoVBw8eBADMmzcP1WoVR48epVczEWOGxjoiTlx88cXYs2cPAODss89GtVrFkSNHaKzrMur1euhIucvsvpcC+GcAf2GMHWwuWwfgOsbYIoykfLwG4F8BgHP+HGPsfwE8j5EZ5L7Bx2lmX/W3WGbbRkUVkKrYFNurF/k64WiqX/dbF2FURaJLlNLmi0pQhNJku01Qqj6o6+S/cl1Bgk0XvRb1JJNJ5HI5zJ49G4VCAQCQy+X815UUCgVks1m89dZbKJVKvhiy3SzQfTf1v85uE7p9YMK2XrUjbKRWd+y49L3ODpf6dP2n/lZ9EqJUfn2QnP4bAZGNdQQhWL58OR599FHtuv7+fhSLRfT29kZ1jhDdAY11RKyZOXMmjh8/joGBARrruoR2+jFQpHLOd0P/PMIWyzZ3ArgztDVNdEJSiA5De9o6XHCJOIl1QRflpgv1IBEcJA5tNsvbu/qswyQidSLbpS6TuHEpr+4PEUWdNm0aUqmRQzadTiORSCCfz4MxhoGBAdTrdbz55pv++1N1Nxrk+l0e3g4Skupvnf1yPUE3AFxvhriiij7RDud8XO5Smm5amJBf1SR+y/0i76fJfgVNFGMdQYSlUCigUqkgm81GbQrRodBYR3QC/f39OHXqVGwnHSPc8TwPmUwm9HYsDncoGGNHAQwBeCdqW8aJmSBf4ko3+TMVfDmLcz5rso2ZKGisiz3d5A/5Ek+mxFgHAIyxIoAXorZjnOimYxDoLn/Il3gy5rEuFiIVABhj+3iXzAZHvsSXbvKHfOlMusnXbvIF6C5/yJd40k2+BNFNvnaTL0B3+UO+xJPx8IWeSiYIgiAIgiAIgiBiA4lUgiAIgiAIgiAIIjbESaT+LGoDxhHyJb50kz/kS2fSTb52ky9Ad/lDvsSTbvIliG7ytZt8AbrLH/IlnozZl9g8k0oQBEEQBEEQBEEQcYqkEgRBEARBEARBEFOcyEUqY+wzjLEXGGMvM8bWRm1POzDGXmOM/YUxdpAxtq+5bAZjbDtj7KXm34Go7dTBGPsFY+xtxtiz0jKj7Yyxf2/21QuMsU9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"text/plain": [
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"<Figure size 1152x720 with 3 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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}
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],
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"source": [
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||
"index = 6 # Picking a specific example from the dataset that shows a particular result. Change this to look at other entries from the dataset.\n",
|
||
"\n",
|
||
"with torch.no_grad():#We don't want gradients if we aren't training, so no gradients please!\n",
|
||
" #push a test datapoint through the model. Remember the raw outputs are called the logits\n",
|
||
" logits = segmentation_model(test_split[index][0].unsqueeze(0).to(device))[0].cpu()\n",
|
||
" #apply $\\sigma$ to the logits to make predictions and then apply a threshold to get a prediction mask\n",
|
||
" pred = torch.sigmoid(logits) >= 0.5\n",
|
||
"\n",
|
||
"#Plot the input, ground truth, and prediction\n",
|
||
"plt.figure(figsize=(16,10))\n",
|
||
"plt.subplot(1, 3, 1)\n",
|
||
"plt.imshow(test_split[index][0].permute(1,2,0).numpy(), cmap='gray') #First plot the original input to the network\n",
|
||
"plt.subplot(1, 3, 2)\n",
|
||
"plt.imshow(test_split[index][1].numpy()[0,:], cmap='gray') #Second is ground truth\n",
|
||
"plt.subplot(1, 3, 3) \n",
|
||
"plt.imshow(pred.numpy()[0,:], cmap='gray') #Third is the prediction our network made\n",
|
||
"\n",
|
||
"plt.annotate('Error: Hole', color=\"red\", fontsize=20, xy=(130, 230),\n",
|
||
" xycoords='data', xytext=(-60, 60),\n",
|
||
" textcoords='offset points',\n",
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||
" arrowprops=dict(arrowstyle=\"->\",\n",
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||
" linewidth = 2.5,\n",
|
||
" color = 'red')\n",
|
||
" )\n",
|
||
"\n",
|
||
"plt.annotate('Error: Hole', color=\"red\", fontsize=20, xy=(210, 75),\n",
|
||
" xycoords='data', xytext=(-160, -60),\n",
|
||
" textcoords='offset points',\n",
|
||
" arrowprops=dict(arrowstyle=\"->\",\n",
|
||
" linewidth = 2.5,\n",
|
||
" color = 'red')\n",
|
||
" )\n",
|
||
"plt.annotate('Error: Phantom object', color=\"red\", fontsize=20, xy=(247, 15),\n",
|
||
" xycoords='data', xytext=(-240, -50),\n",
|
||
" textcoords='offset points',\n",
|
||
" arrowprops=dict(arrowstyle=\"->\",\n",
|
||
" linewidth = 2.5,\n",
|
||
" color = 'red')\n",
|
||
" )"
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||
]
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},
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{
|
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"cell_type": "code",
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||
"execution_count": 14,
|
||
"metadata": {
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"ExecuteTime": {
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"end_time": "2021-03-31T15:16:22.176581Z",
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"start_time": "2021-03-31T15:04:51.911189Z"
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},
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"tags": [
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"remove_output"
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]
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},
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"outputs": [
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"source": [
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"segmentation_model2 = nn.Sequential(\n",
|
||
" cnnLayer(C, n_filters), #First layer changes number of channels up to the large numer\n",
|
||
" cnnLayer(n_filters, n_filters),\n",
|
||
" nn.MaxPool2d(2), #Shrinks the height and width by 2\n",
|
||
" cnnLayer(n_filters, 2*n_filters),\n",
|
||
" cnnLayer(2*n_filters, 2*n_filters),\n",
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||
" cnnLayer(2*n_filters, 2*n_filters),\n",
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||
" #Double the height and width, countering the effect of the single MaxPool2d before\n",
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||
" nn.ConvTranspose2d(2*n_filters, n_filters, (3,3), padding=1, output_padding=1, stride=2),\n",
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" nn.BatchNorm2d(n_filters),\n",
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||
" cnnLayer(n_filters, n_filters),\n",
|
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" #Prediction for _every_ location\n",
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||
" nn.Conv2d(n_filters, 1, (3,3), padding=1), #Shape is now (B, 1, W, H)\n",
|
||
")\n",
|
||
"\n",
|
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]
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},
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{
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"end_time": "2021-03-31T15:16:22.745317Z",
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"start_time": "2021-03-31T15:16:22.177892Z"
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}
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},
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"outputs": [
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JFgyADMdx/YwiP9LU1JSZmUmdF0B67leFIAg3btyYMmUKdWQAiXlUFYIgXL9+PTc3lzo1gJQ8rQpBEOrq6p5//nnq4B7DsW2QUFpaWmxsLHUKACnNnTvX0+aiqqrK55oLuU+A3Lt3r/3dpUuXGgwGmTPAgJWUlCxatMjhTRQ3YcIE/ziIIQmWZb///nuHL5Jdu3ZpNBrqaOCZ5cuXu99W7N69e/To0dSRFYnjuC+++MLpq1ZcXIzlj3zOykcMBoN4VSxcuJA6rCKpVKqNGzeKvHBbtmwJCwujjgkDsWbNmqKioq6uLqfv7I8//pienk6d0WNyzPjQaDTd3d3ij9m0adPmzZs7OjpkyANet379eqfLuu3fv//KlSvy5/EBGo3GnR3QpKQk6qQADKOo4xULFiyIiIigTgEgCzfbCkEQMFgBSqCgtoJhmOnTpyvwJBsINErpbduMGzeupqZGyjgALsl3GD4oKOj8+fNu7kRlZGTIFAvADsuyOTk51g+hTJtUqVSoClAslmWzsrJsH0KZ+hWCIFy9elWebQF4SqPRVFZW2u7KVBVmszk9Pb2hoUH8Yc3NzT09PfJEAlCK5uZmV/tOt2/fTk1NpQ4IgUir1dp/FAkStLS0ONTD3bt3W1paxBePAJCOQ1XQrHzT3t7Ocf/tvCUnJ7e3t5MkAWAYRqvVdnV1UacAUBKtVqvX6yn3oAAUSK1W9/T0UO5BycP+AqQmk4kwCfgEnud7enr89rq1LMuq1Wr7/pPfPlXwKpZlLRYLdQoJhISEOB35VavV1NHANyhrzqykDAYDVk6AQBQREeF6jpUgCAJWToB+BVBbYaXX6yMjI6lTgKIFXFWwLHv37t2YmBjqIKBcAVcVDMPwPN/c3JyQkEAd5D+ffvpp7+MOHz5MHQr8Rb/9CpuhQ4dSh/3Xl19+aTQaHeKZTKaHDx/+/vvv1OnAL8TFxblTFZ2dnQpZ//Tbb791FdJkMt2/f1+n01FnBB/n6nhFX0qYuL59+/bu7m7xnCaTqbq6mjppAPHDfkV3d/fw4cOpU7grLCys36MoPM+PGzfuwoUL8kQCP6wKQRAaGxtHjBhBHcSbeJ7PyMhAiyEPP6wKqxs3bvjiur8ieJ7HoqPy8NuqYBimrq5u3Lhxrn6bn5/f3NwsZ54nN3jw4PLycuoU4Puys7Ozs7MtFout8zpjxozs7OygoCDqaAzDMHv37nVzbMDW88Zwrafy8/PPnz9//vz54uJidx7v//OrKyoqmMfXhCsvL/fd0y14np80aRJ1Cp8xd+7ct956Kz4+Pi0tjWGYMWPGjBkzpqGhYfny5dTRwDVP2wprc4Ej3+5YsGBBXV1d3xewo6Pjm2++oU4HrmVlZf3222+eFkZvby91cKUrKCiora119QJ2dnaK7E35c2/bJ+h0uhs3bnj6VyqVaufOnVLk8RsZGRkig5BhYWEvvviiq9+iKnwSx3FLliyhTqFc8+bN63d18ejo6I0bN8qTBzyWl5d39uxZT3eifHfAQAbFxcXuvIa3bt1y+udoK+j9+uuvGzduPHv2LHWQgBMWFvbee+/1/TmqQhFOnjx55swZ6hQBJzQ0dPXq1X1/jqpQiurqavvF4oEQqkIpjh8//vHHH+NUCiXw/2PbPqSsrMxisSxdunTo0KFZWVkij7RYLCUlJbIFA6A3derU0tJSnU7navTpyJEj1BkVzc0xKEEQOjs78/LyqPOC25599tnTp09XV1fbv4tGo/GXX36hjqZ077zzTlNTk5uF8fDhw/97xPrn/rz6sn8YNWrUDz/8YLur1+vlu/qtL1uxYsWaNWs8WsnFYrFkZ2dLFwmA3vr1691sLhxgDAr8Vmtra2trK3UKAIVZunRpW1ubp20FdWoAiS1evPjWrVv37t1DVQA85uWXX75rR7xIqMMCUEhNTbW/PCSqwsewLKt9BFel8aLExERXqzZSRwNRLMtmZWXZ3q3W1lZcx8yL4uPj+5aEwWCgzgWicnJyHN6z+/fvU4fyH3FxcWaz2f7lNRqN1KFA1PTp0/t+k92/f59lMSPBa6KioqxrhVksFltJ4Ciej4mIiHjw4AF1Cv/R3t4eGRnZ3d3NcZxt7/T/Ad5+VYcKZW5kc3RyZWFtCmVuZG9iagoyNSAwIG9iago0NzM4CmVuZG9iagoyIDAgb2JqCjw8IC9Db3VudCAxIC9LaWRzIFsgMTAgMCBSIF0gL1R5cGUgL1BhZ2VzID4+CmVuZG9iagoyNiAwIG9iago8PCAvQ3JlYXRpb25EYXRlIChEOjIwMjEwMzMxMTExNjIyLTA0JzAwJykKL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuMy4yLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuMy4yKSA+PgplbmRvYmoKeHJlZgowIDI3CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDAxNiAwMDAwMCBuIAowMDAwMDQyODc1IDAwMDAwIG4gCjAwMDAwMDQzODAgMDAwMDAgbiAKMDAwMDAwNDQxMiAwMDAwMCBuIAowMDAwMDA0NTExIDAwMDAwIG4gCjAwMDAwMDQ1MzIgMDAwMDAgbiAKMDAwMDAwNDU1MyAwMDAwMCBuIAowMDAwMDAwMDY1IDAwMDAwIG4gCjAwMDAwMDA0MDcgMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDAxNjM3IDAwMDAwIG4gCjAwMDAwMDQ2MDcgMDAwMDAgbiAKMDAwMDAzMzExOSAwMDAwMCBuIAowMDAwMDM3ODg3IDAwMDAwIG4gCjAwMDAwMDMyNTUgMDAwMDAgbiAKMDAwMDAwMzA1NSAwMDAwMCBuIAowMDAwMDAyNzM0IDAwMDAwIG4gCjAwMDAwMDQzMDggMDAwMDAgbiAKMDAwMDAwMTY1OCAwMDAwMCBuIAowMDAwMDAxOTc4IDAwMDAwIG4gCjAwMDAwMDIxMzAgMDAwMDAgbiAKMDAwMDAwMjQ1MSAwMDAwMCBuIAowMDAwMDMzMDk3IDAwMDAwIG4gCjAwMDAwMzc4NjYgMDAwMDAgbiAKMDAwMDA0Mjg1NCAwMDAwMCBuIAowMDAwMDQyOTM1IDAwMDAwIG4gCnRyYWlsZXIKPDwgL0luZm8gMjYgMCBSIC9Sb290IDEgMCBSIC9TaXplIDI3ID4+CnN0YXJ0eHJlZgo0MzA5MgolJUVPRgo=\n",
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\n",
|
||
"text/plain": [
|
||
"<Figure size 1152x720 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"index = 6 # Same example from before\n",
|
||
"\n",
|
||
"with torch.no_grad(): #We don't want gradients if we aren't training, so no gradients please!\n",
|
||
" #push a test datapoint through the model. Remember the raw outputs are called the logits\n",
|
||
" pred = segmentation_model2(test_split[index][0].unsqueeze(0).to(device))[0].cpu()\n",
|
||
" #apply $\\sigma$ to the logits to make predictions and then apply a threshold to get a prediction mask\n",
|
||
" pred = torch.sigmoid(pred) >= 0.5\n",
|
||
"\n",
|
||
"\n",
|
||
"#Plot the input, ground truth, and prediction\n",
|
||
"plt.figure(figsize=(16,10))\n",
|
||
"plt.subplot(1, 3, 1)\n",
|
||
"plt.imshow(test_split[index][0].permute(1,2,0).numpy(), cmap='gray') #First plot the original input to the network\n",
|
||
"plt.subplot(1, 3, 2)\n",
|
||
"plt.imshow(test_split[index][1].numpy()[0,:], cmap='gray') #Second is ground truth\n",
|
||
"plt.subplot(1, 3, 3)\n",
|
||
"plt.imshow(pred.numpy()[0,:], cmap='gray') #Third is the prediction our network made"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:16:22.749203Z",
|
||
"start_time": "2021-03-31T15:16:22.746680Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"del segmentation_model\n",
|
||
"del segmentation_model2"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:16:22.973715Z",
|
||
"start_time": "2021-03-31T15:16:22.750267Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:xlabel='epoch', ylabel='val loss'>"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/pdf": 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\n",
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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.lineplot(x='epoch', y='val loss', data=seg_results, label='CNN')\n",
|
||
"sns.lineplot(x='epoch', y='val loss', data=seg_results2, label='CNN w/ transposed-conv')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:16:22.981762Z",
|
||
"start_time": "2021-03-31T15:16:22.975242Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"class UNetBlock2d(nn.Module): #Our class extends nn.Module, all PyTorch layers must extend this \n",
|
||
" def __init__(self, in_channels, mid_channels, out_channels=None, layers=1, sub_network=None, filter_size=3):\n",
|
||
" \"\"\" \n",
|
||
" in_channels: the number of channels in the input to this block\n",
|
||
" mid_channels: the number of channels to have as the output for each convolutional filter\n",
|
||
" out_channels: if not `None`, ends the network with a 1x1 convolution to convert the number of output channels to a specific number. \n",
|
||
" layers: how many blocks of hidden layers to create on both the input and output side of a U-Net block\n",
|
||
" sub_network: the network to apply after shrinking the input by a factor of 2 using max pooling. The number of output channels should be equal to `mid_channels`\n",
|
||
" filter_size: how large the convolutional filters should be\n",
|
||
" \"\"\"\n",
|
||
" super().__init__()\n",
|
||
" \n",
|
||
" #Start preparing the layers used to process the input\n",
|
||
" in_layers = [cnnLayer(in_channels, mid_channels, filter_size)]\n",
|
||
" \n",
|
||
" #If we have a sub-network, we will double the number of inputs to the output. So lets figure that out now\n",
|
||
" if sub_network is None:\n",
|
||
" inputs_to_outputs = 1\n",
|
||
" else:\n",
|
||
" inputs_to_outputs = 2\n",
|
||
"\n",
|
||
" #Preparing the layers used to make the final output, which has extra input channels from any sub-network\n",
|
||
" out_layers = [ cnnLayer(mid_channels*inputs_to_outputs, mid_channels, filter_size)]\n",
|
||
" \n",
|
||
" #Make the additional hidden layers used for the input and output\n",
|
||
" for _ in range(layers-1):\n",
|
||
" in_layers.append(cnnLayer(mid_channels, mid_channels, filter_size))\n",
|
||
" out_layers.append(cnnLayer(mid_channels, mid_channels, filter_size))\n",
|
||
" #Use 1x1 Convolutions to ensure a specific output size\n",
|
||
" if out_channels is not None:\n",
|
||
" out_layers.append(nn.Conv2d(mid_channels, out_channels, 1, padding=0))\n",
|
||
" \n",
|
||
" #define our three total sub-networks:\n",
|
||
" #1) in_model performs the intial rounds of convolution\n",
|
||
" self.in_model = nn.Sequential(*in_layers)\n",
|
||
" #2) our subnetwork works on the max-pooled result. We will add the pooling and up-scaling directly into the sub-model\n",
|
||
" if sub_network is not None:\n",
|
||
" self.bottleneck = nn.Sequential(\n",
|
||
" nn.MaxPool2d(2), #Shrink\n",
|
||
" sub_network, #process the smaller resolution\n",
|
||
" #expand back up\n",
|
||
" nn.ConvTranspose2d(mid_channels, mid_channels, filter_size, padding=filter_size//2, output_padding=1, stride=2)\n",
|
||
" )\n",
|
||
" else:\n",
|
||
" self.bottleneck = None\n",
|
||
" #3) the output model that processes the concatinated result, or just the output from in_model if no sub-network was given\n",
|
||
" self.out_model = nn.Sequential(*out_layers)\n",
|
||
" \n",
|
||
" \n",
|
||
" #The forward function is the code that takes an input and produce an output. \n",
|
||
" def forward(self, x):\n",
|
||
" #compute the convolutions at the current scale\n",
|
||
" full_scale_result = self.in_model(x) #(B, C, W, H)\n",
|
||
" #check if we have a bottleneck to apply\n",
|
||
" if self.bottleneck is not None:\n",
|
||
" #(B, C, W, H) shape because bottleneck does both the pooling & expansion\n",
|
||
" bottle_result = self.bottleneck(full_scale_result)\n",
|
||
" #Now shape (B, 2*C, W, H)\n",
|
||
" full_scale_result = torch.cat([full_scale_result, bottle_result], dim=1)\n",
|
||
" #compute the output on the concatenated (or not!) result\n",
|
||
" return self.out_model(full_scale_result)\n",
|
||
"#Caption: A class implementing a “Block” of the U-Net approach. Each block needs to know how many channels are coming in and out of the block. The block has three components. 1) the input network, what processes the raw input coming into this block. 2) the bottleneck, which is what the block runs after shrinking the current results down by a factor of 2, and then expands the result back up to the original size. 3) the output network, which is run on the results from the prior two sub-networks concatenated together. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:17.548162Z",
|
||
"start_time": "2021-03-31T15:16:22.982896Z"
|
||
},
|
||
"tags": [
|
||
"remove_output"
|
||
]
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "066e265e7a2b4effa57f6a682ec2533c",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"HBox(children=(HTML(value='Epoch'), FloatProgress(value=0.0, max=10.0), HTML(value='')))"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=32.0), HTML(value='')))"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
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" UNetBlock2d(32, 64, out_channels=32, layers=2, sub_network=\n",
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\n",
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.lineplot(x='epoch', y='val loss', data=seg_results, label='CNN')\n",
|
||
"sns.lineplot(x='epoch', y='val loss', data=seg_results2, label='CNN w/ transposed-conv')\n",
|
||
"sns.lineplot(x='epoch', y='val loss', data=unet_results, label='UNet')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:17.878290Z",
|
||
"start_time": "2021-03-31T15:28:17.875648Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"set_seed(42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:17.887461Z",
|
||
"start_time": "2021-03-31T15:28:17.879653Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"class Class2Detect(Dataset):\n",
|
||
" \"\"\"This class is used to create a simple converstion of a dataset from a classification problem, to a detection problem. \"\"\"\n",
|
||
"\n",
|
||
" def __init__(self, dataset, toSample=3, canvas_size=100):\n",
|
||
" \"\"\"\n",
|
||
" dataset: the source dataset to sample items from as the \"objects\" to detect\n",
|
||
" toSample: the maximum number of \"objects\" to put into any image\n",
|
||
" canvas_size: the width and height of the images to place objects inside of. \n",
|
||
" \"\"\"\n",
|
||
" self.dataset = dataset\n",
|
||
" self.toSample = toSample\n",
|
||
" self.canvas_size = canvas_size\n",
|
||
"\n",
|
||
" def __len__(self):\n",
|
||
" return len(self.dataset)\n",
|
||
"\n",
|
||
" def __getitem__(self, idx):\n",
|
||
" \n",
|
||
" boxes = []\n",
|
||
" labels = []\n",
|
||
" \n",
|
||
" final_size = self.canvas_size\n",
|
||
" #First, create a larger image that will store all the \"objects\" to detect\n",
|
||
" img_p = torch.zeros((final_size,final_size), dtype=torch.float32)\n",
|
||
" #Now we are going to sample up to self.toSample objects to place into the image\n",
|
||
" for _ in range(np.random.randint(1,self.toSample+1)):\n",
|
||
" \n",
|
||
" #Pick an object at random from the original dataset, and its label\n",
|
||
" img, label = self.dataset[np.random.randint(0,len(self.dataset))]\n",
|
||
" #Get the height and width of that image\n",
|
||
" _, img_h, img_w = img.shape\n",
|
||
" #Pick a random offset of the x and y axis, essentially placing the image at a random location\n",
|
||
" offsets = np.random.randint(0,final_size-np.max(img.shape),size=(4))\n",
|
||
" #Change the padding at the end to make sure we come out to a specific 100,100 shape\n",
|
||
" offsets[1] = final_size - img.shape[1] - offsets[0]\n",
|
||
" offsets[3] = final_size - img.shape[2] - offsets[2]\n",
|
||
" \n",
|
||
" with torch.no_grad():\n",
|
||
" img_p = img_p + F.pad(img, tuple(offsets))\n",
|
||
" #Lets craete the values for the \"boxes\"\n",
|
||
" #all of these are in absolute pixel locations\n",
|
||
" \n",
|
||
" #x_min determined by the randomly selected offset\n",
|
||
" xmin = offsets[0]\n",
|
||
" #x_max is the offset plus the image's width\n",
|
||
" xmax = offsets[0]+img_w\n",
|
||
" #y min/max follows the same pattern\n",
|
||
" ymin = offsets[2]\n",
|
||
" ymax = offsets[2]+img_h\n",
|
||
" #now we add to the box with the right label\n",
|
||
" boxes.append( [xmin, ymin, xmax, ymax] )\n",
|
||
" labels.append( label )\n",
|
||
"\n",
|
||
" \n",
|
||
" target = {}\n",
|
||
" target[\"boxes\"] = torch.as_tensor(boxes, dtype=torch.float32)\n",
|
||
" target[\"labels\"] = torch.as_tensor(labels, dtype=torch.int64)\n",
|
||
" \n",
|
||
" return img_p, target\n",
|
||
"#Caption: This class defines a toy MNIST detector. Images from the MNIST dataset are placed at random locations in an image. The object detector will try to learn to predict where digits are, and what digit is at each location. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:17.913258Z",
|
||
"start_time": "2021-03-31T15:28:17.888995Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"train_data = Class2Detect(torchvision.datasets.MNIST(\"./\", train=True, transform=transforms.ToTensor(), download=True))\n",
|
||
"test_data = Class2Detect(torchvision.datasets.MNIST(\"./\", train=False, transform=transforms.ToTensor(), download=True))\n",
|
||
"\n",
|
||
"def collate_fn(batch):\n",
|
||
" \"\"\"\n",
|
||
" batch is going to contain a python list of objects. In our case, our data loader returns (Tensor, Dict) pairs\n",
|
||
" The FasterRCNN algorithm wants a List[Tensors] and a List[Dict]. So we will use this function to convert the \n",
|
||
" batch of data into the form we want, and then give it to the Dataloader to use\n",
|
||
" \"\"\"\n",
|
||
" imgs = []\n",
|
||
" labels = []\n",
|
||
" for img, label in batch:\n",
|
||
" imgs.append(img)\n",
|
||
" labels.append(label)\n",
|
||
" return imgs, labels\n",
|
||
"\n",
|
||
"train_loader = DataLoader(train_data, batch_size=128, shuffle=True, collate_fn=collate_fn)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:18.076517Z",
|
||
"start_time": "2021-03-31T15:28:17.914692Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.image.AxesImage at 0x7fd248227510>"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
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\n",
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tEnoiTCMIa5NORC7M0vuTKumjEQ4Xt3De66RianPAh5hLQQ+X/Rvx2zkwvQVmouDpvnoz05a9gZjsErGzLqm2Hn48vY1Kp8O9sVHarvAn+7lSgqezd/D0hVtxv5ehfzzALOXWv2i1aWjYG0iwtARLS6S6Wjg10YZjheQ63Cs+9of5Pfzvo/tIvBqn76snCHN5Ah0L39Q07A3Imc2ROdjL+GQfn01+kFtTk8QsD0tC8kGMvB/lqeP7SL0UJ3Pex5TKGN2Eb3oa9gYUnh+j/39lMf1dvFLZw086d2GiIVgGyTs4JaHnZUPmmWOYSkXPWVeAhr0hmSDA5AtIsQWrAuIJke4yLckyuWKMasWhOBqnNZUES6BU0otAKA17QwoDwnKAU6rglEAC+OSeF/k7rQeoGCgbm49Yf5/imT5ikwVYyILRk1+anYa9kVg24jpIJILVkiboa6fSbgjafXZGpxh0UiwERXImwHEDQjeCcSzEEkx47ZdXNzcNewOxW1LQ1UF1sJWpe2MUe0P++nv/kofSJ7k7Motn4vxVpZ2Dxa2U52MbXa7aZDTsDUTicbzuFgq9EQpDAbHeAu9veY19kTxlA2N+iddKeziwMIydsxG9YKNaRsPeQPL3DDH2cY/ezml+fcvLbHHn2RvJUTCGXzv3UY6O9+IeTtJyLmRoxiM6WcDK5vED3V9XGvaGUuyy+citB9iXHOHx1CgJiQAxRvwSRy724ZxI0HXQI3loFKzaVWRMqbTRZatNQsPeQEIXtsTm6XWy2AgV43HaEw5VtuMcT9D9sk/i7ALhsmGxxvd1U14BGvaGYmzodbK02kUsLIrG44zXx5HiAC3nDalXxgkXs4SFwkaXqjYhDXsDeP367KErWBJi189umw/hyxMPcHyqm94ZH5PLYco6/l1dmYa9AUgkgiTiBBGISIArtRnhx/00rxwbJnHBITEyR7CY3ehS1SamYW8AVm831S1tlLsMXfYSNoaxwON4ZRuxSYfkuEGKOomkemsa9gZQ2NPF1DtdWvbOstctsxiGPFfazndn99L5SkD6+DzhrM5Co96azlSz2YlQ6nAoD1fY0TaHKxYhMO+nWKgkcAsBkiuC513zpVRz05a9AczfBl969xfotQtEJUYuFI4V+phcbGHrVIFgcgqjA2fUNWjYNzErnUYScfzWgH2REi61WWkChFLgEvgW4oeEvk5Moa5Nw75JiRsh/+heFnfY7N41Qkycy663rtT10t+ezcoSSh0WxcGQodTCZUEPEHxjERrR0XFqxTTsm5mAucK1eGaCNEemezFTMahqx5xaGQ37ZicGSy6feaIQRilk47hLFuJrx5xaGd1nb0DnKt3ET0RJj4aYgp7VplZGw96ALlZaaT8RkBwpYHTmWLVCuhmvVJPQsCvVJHQzvoGEhATGUAkdJDS1w2566E2tkIa9gXgmIBf6FPwo4oP4Oj+0WjkNewNZDH3O+immSmmcUoCUPUyogVcrs+J9dhGxReSgiHyrvtwuIs+IyKn6bdvalakADlR6+Y/nf44zR/uJnZ7GXBgj1CuzqhW6ng663wCOLVv+NPCsMWYX8Gx9Wa2hpSDGTCGJU7AwhSJhuaz77GrFVhR2ERkEfg74/LK7Hwe+VP/+S8BHVrUypdSqWmnL/rvAPwOW7yD2GGMmAOq33Vd6oog8ISIHROSAh25yKrVRrhl2Efl5YNoY89LbeQNjzOeMMfuNMftdom/nJZRSq2AlvfEPAR8WkQ8BMaBFRP4YmBKRPmPMhIj0AdNrWahS6sZcs2U3xnzGGDNojNkKfBz4njHmk8A3gU/VH/Yp4Kk1q1IB0GKX6UoW8JMhkkxgxWIgVzgHVqkruJHhsp8FHhORU8Bj9WW1hlqtIsOpeUzKxyTjSDIBoiOe1cpc16AaY8wPgB/Uv58DHln9ktTVpK0yw7F5oskqYdzFjsUQawmj42rUCmiz0EB67CoPJk8x0J7Fa41hUgnE0UGQamU07JtZCJYn+KH9+iJVYxOE1qUTYYwOqlErpGHfxNySwclbZL0YISG50Oa818VCMY5VDpBKFUINu1oZ3QbcrEKDWwiJZC0uZNs5ULG56HcyUW2lXHGxvAB0/jl1HTTsm5TxPVJ/dY704SQz83387Tv/AWGLT1tnjmAkiT0zRriwiPF1dlm1Mhr2zcoYgpkZmJkh09+Kl0hQ7HcpJKPYVcAP9JJP6rroPnsDcE+N0/eDWaILwgd2HEN25alu78EaGkAikY0uTzUIDXsDCKamCY6exCka9qfOMdCepdLuEmb00JtaOf1NaSBdL+X5rS9+jNisofv4DLKUJ9DJK9QKadgbyU8OM/CT2re6t66ul27GK9UkNOxKNQkNu1JNQsOuVJPQsCvVJDTsSjUJDbtSTULDrlST0LAr1SQ07Eo1CQ27Uk1Cw65Uk9CwK9UkNOxKNQkNu1JNQsOuVJPQsCvVJDTsSjUJDbtSTULDrlST0LAr1SQ07Eo1CQ27Uk1Cw65Uk9CwK9UkVhR2EWkVkSdF5LiIHBORB0SkXUSeEZFT9du2tS5WKfX2rbRl/z3gO8aYPcA+4BjwaeBZY8wu4Nn6slJqk7pm2EWkBXgX8AUAY0zVGLMIPA58qf6wLwEfWZsSlVKrYSUt+3ZgBviiiBwUkc+LSBLoMcZMANRvu6/0ZBF5QkQOiMgBD73iqFIbZSVhd4C7gf9ujLkLKHAdm+zGmM8ZY/YbY/a7RN9mmUqpG7WSsI8BY8aYF+rLT1IL/5SI9AHUb6fXpkSl1Gq4ZtiNMZPAqIjcUr/rEeAo8E3gU/X7PgU8tSYVKqVWhbPCx/1D4CsiEgHOAr9E7Q/F10Xkl4ER4BfXpkSl1GpYUdiNMYeA/Vf40SOrWo1Sas3oCDqlmsRKN+PVdRDHwUqnkWiEsLuNMOZSbY8RxAQ/ahE6UOq0KHcZjAOhY5BAcApCJAeDT43jnz2/0auhbjIa9jUgkQjSliFsSZC9pYVqWshvEbyWkDAVYMV97tt2nt/sf5p2q8qgE2chLPP/Sn18e/4dXDi0G1vDrlaZhn0V2T3dBMM9VFqjLA25eGkhtyOAlEemrUB3rEJLtEyLW+aB1rN02VUSIlgIFmBLiCUGI7LRq6JuQhr2VRRs62X0kRTl7pBtt11ke3qOv9f9fYYdD5tagK16kF1sXIlfem4IBKbWhSLGrHvt6uanYV9FVskjugBei7CzZYZ3pMbot6tkrPhbPi/E4CJ02HmG43O8cFeMjui9xCbyWNkCZjFLsJhdp7VQNysN+yqSC+P0lT2m3tPFhz96kAej8ySslQ0RTlgud0UL7HQPsPPvTnG60sMfPPduWo+20nWwFZ5/dW2LVzc9PfS2ikzVQ7I57AokpUrKimJhERIyFZQ455fJh1c+GcjCIiYOrZbDg/FR3p8+THIwR34ISr0x7LY2rERinddI3Uy0ZV9FxvMxxRKWd/k+dzH0+K3p93J4oZ9fGfoRH0td+TQCC4uoWHRaFhnL57fv+FPO3tLNf27/EH3RW0hfKMJPjkAYrMfqqJuMhn01mRATBNhVw8lqLz32aQCyYZTzhQ5m80kWg59unUNCAIJ6x5wrNi4298WWuCOywBcGHiI/0IlbjJGIRTHVKsb312+91E1Bw76KTBBA1SPz6hy///sf4b/W++WCKLQ9NMkvbH2NO2MXLntOPqwwHghlY7MYxrEx3B7JkbFixMTBtWx+c9czPNN5G987uJfthVuJzBbg2FmMV92AtVSNSsO+mozB+B5MTNP/F4KxbbDAa0+w8E6Hd6bO0msXgTd658smZDLIkAvjXPTaiInHTneJDLXNekvg0cQY98ZGObHYTbG3GwkTuLaF8TZsTVUD0rCvNmMIS2Ws6TmsVJLyzm4KvS7DmQV2uTNkrNpx9mxYZiYQvpq9jz968QGkZOMuWXgpQ/Jnv8ZHU7OXXjImNrYVkopUmHeF0NFBN+r6adjXgPGqBHPz2KGh0tpPqdNiW3KOYUdwJQJALjSM+q18f3I3vc86RBcDYjMFSr0JXn3XlsvCHhWXqEDCqTLrQujqQRR1/TTsq0kEsW3soUFm3tVHuV3I7faJtOW5N3WutlleP9r59aW7+OKx+zEnU2w9V8DKV7GKZaIRm29duI2EXeXDLYe41XU3eKXUzULDvprEQiIRCrd00f63R9jfPsLDqZO023m2O1VciV166JMX7qLzawkS40XkpeOEQQCxKG4Y4h0a5Iu5B+i8J8etmZENXCF1M9GwrwIrFkOSCSSdIuhsITfkcG/rOO9IjNDvZEmKT9FAOShx1k8x7rUxO9nCjjkPJ1siCILaYTvPBz/AqkBYdCibWqueDctkQ8N0MY1bNDilAKPj59V10rCvAquzA7+/neJggoVdNoVdVf5m2/PsdgVbbDwDr1VdJoMMfzj+EEfHe8m8EiF66jymWAIT1nryvSqmVCKyBNWsQ9avHZM/7cU4VB5iYjbD8LSHu1DChBp2dX20p+dGiIAIJhmn0hGj0GNR2OrT1ZclY3m4YmNhEWCYDtKcr3ZyYrobziVITIeYchlTrcLyVjoIiCwZIovCWLmN2aBEwdQ69TAghssfr9QKact+A8RxEdehPNzK3B0upX0l/sd9f8yAs0SPXQto0VTJhgHP53fy8sIWYt9P0/9/RjD5AkF2qdaqLxOWyrS/ukhyKsmP7trO05ntuBLQ7uRxIgFBxMG49kasrmpwGva3SwS7sx3TkiLf51LqCenvXOS+2BKJ+uG1ivE47dlc9Dt4aX6Ic9MddE8F+KNjV3/d0CBVH7sU4Hs2hTBKTDywwIRSa9nDqz9dqavRsL9NVjTK6Ce2U763wDsGT/EPul5lV2SSmLzxkR71bD7xl09gjcXofilk22gJ58IF3mpUu7gO1d40hd4InW0z7IhMc7zSx+HiIP58jOhMHnsxjx/oyTDq+mjY3w7LRmJR8sMhf+PWl3lv+ijvir0+Tv2NbpDFIIE9EiNzClpfmsI/e/4tgw6ACH7MxksIGdcjbZUAyHkxxBOkEoCvQVfXT8N+nSQahTt2UeyJEx/McVfiAv12DlbzOnZS+7Kk1hF3d/w8d8ZGeHHrFvK7MsQno1jTM5iKhl6tnIb9OonjUBhIkO+3GWzNssOdodW68k50uEoHO7Y6efrsODvbZxnpbMUuR4iLoH3y6npo2FdKBIlEsFrSLA055LeGvKt1kh7bI2G90TseEvJa1fD7U+/j5alBOl81pM8WMNmlt3x5KxbD6u8lTMcJohYSQq4S5aLfRqtVoc+G+9rOc/D+YconIww9H4dyea3XWt1ENOwrJRZWPIZJJylsMSR2ZLk7eZ5Oe/kMsSGBMRwqD/G9l/eSGHXo/8k4wcgYwTUmm5B4nPLWDvyETRARMFCsuox7bQw58wA8nDzB9J1pvmHdhUQja7q66uajYV8hO9NC+d4dFHpdYruyvGvgLDsil08vFRhDxficq3SROe6QHg0wuUJtUotrkNYWpvdHqbQZvNYAiQd8aOAse6ITdNklIM6h8jDfOn07sQtRjKcns6vro2Ffqa52Rh9xkaEi/+m2b/GBxDSu2CzvfQ8JKZuQQ4uD9H9nivDshWu26K/zelvp/cAoH+w5wqOpo/TbATGx66PwalsPz83vJvn9JOkxH1PSTXh1fTTsVyFuBCseQzraqGztYHFLFGtrgV09M2xx54jKG6eejvglzvsZjpa38+PF7Rw5Mcje3OhbzhPnbBumvL2T0BGMLSzudHlP6xF2RifptQMyVgzPBJSNz7cKg/xgcQ8vHt/G4FRIdK6yoq0FpZbTsF+F1d5KONjF7N0tpD82zj2tU/zNjr+i1y7SYzssb9G/kdvHV8/dw9KRDoa/U2HPbI5gdv4tX3/q0X76P3mOjmiBofg83e4SjyWP025B2qrtj8+HVbKhzb/6/kfZ+RWPPdk8MjEHlQpBVeefU9dHw34VkohT7YhTaRPuyUxza2KCYadIq+VcatUnghLzgcsrS1uYn2khPS1EL8xh8sXa+emXXkywO9prx+jrl38qdQkPtZ+hx82yPTJNUqqkxRAiHKuGFIzNpN/PYpAgMmMTOT+OKVcwhULtVFg9GUZdJw37VVQH25m8N0Jpi09oLDxjY8OloFeMx+/MvIf/N76dxVPttJ0UMuc9wqmZ2plsy+Z2t+JxFt6/i6Xh+taAgPPOBd6dPE7GqtBrg4dhLrC44Lfxr48/ztxsGlO1wBcGXgkJJqcvTVWt1NuhYX+dSO3wWsRFIhFKHS7lngC3tUzSqeBKgF1vlV8/k+3YYi/z4xkSMxbxuQA3W621utSOm2PXhtVKS5r8gEVx2K+doypwV/ssGatC2gpxxaEc+pz1OzhaHmD2YobopIvlgQQQmyvrtNHqhq0o7CLyj4FfAQxwGPglIAF8DdgKnAc+ZoxZWJMq15oITk83JpUge3cP2W0WpTtK/Nqdz9HjZrktMk7a8khJhGxY5nMLd/NqboBzL2yh54ghmvWJLFaxqj7W8AAmFSe/LU251WLunhC7vcJju17mzlRtiimbkLRd4oLfhkWILSE/zO/hy889TGzKZuuBKrGpRQhDCEFm5tH2XN2oa4ZdRAaAXwf2GmNKIvJ14OPAXuBZY8xnReTTwKeBf76m1a4VsTCpBGFbiqVhi+LeMu/eeZpfbj1Sv7Syw+sflRdWOZrv49hMD4kJIT1WRrwQywvBsgjbUlTaoywN2ZS7DQ/fc4wHM2d4LHmCISd+6eovx6ohhypbqBoHz9i8tDBE+2GL1JhH/OULBDMzG/iBqJvRSjfjHSAuIh61Fn0c+AzwnvrPvwT8gAYNuxWLMvMzvWR3QeYds3xi6BXuTpyvB/3yiSLSlsMnup/n4dYOvtN2OxcebSM0QmjemMs9HsmyI71IVyzPX2t/mX4nS7tVu8Djj8tRjlQG+B8nHyb8cRuWD1YVIkuGrleyWNkCYS633h+BagLXDLsx5qKI/BdgBCgB3zXGfFdEeowxE/XHTIhI95WeLyJPAE8AxNicVyGViMviLTB4z/ibLrz40zPCRMXl/fECxAv88opnfq116oWEHKkM8OzsHvwDbWz9w9OYYulSuEN0Xgq1dlayGd8GPA5sAxaBPxWRT670DYwxnwM+B9Ai7ZvyeJHxfFIjwoVELy+0befx5MVL88fdiNmgxBcW93Oh1MGpbBfZUozFiy1EZxy6jgaYYqnWc6/UOljJZvyjwDljzAyAiHwDeBCYEpG+eqveB1z5OsQNwFQ92k9UcAsRXtq9hXJPrTssKjcW9tEgyh8efgC5GCNzAtKzAd1TZey5PCzmCHRzXa2jlYR9BLhfRBLUNuMfAQ4ABeBTwGfrt0+tVZFrzoREZgqkgXNnuvgPXe/mwfQpfj4xgy2y4hZ+Nihxyk/hGZvFIMnB4jBMRIlPCalJj9h0GWuxgOQKhHp6qlpnK9lnf0FEngReBnzgILXN8hTwdRH5ZWp/EH5xLQtdS8b34ehpIo7DYOodfHf8nfzlA9v5mXf8AWnLWXELf7jaxh9OPcx8JcHEUgu5xQRdrwrJySrxI+MEU9MEobk0T7xS62lFvfHGmH8L/Ns33V2h1srfFIzvY4KA2EyF1JjNzEgrfzR8FwmrSsKqrOg1nlvczU/ObyUo2dhZh+iSRXzWIzJfru2fr/AMOKXWgo6gW84Y7EOn6DwRo+XCVv7XyccwNpgVTtMenzZsP1nEKlWxF3JQqRLmC+B5BFU9/1xtLA37m4TFIhSLRMbbyLQ6hHbtFNSViM9UcUdmMaUS/vyCbqqrTUXDfhVmbIJUNofUL/G0oudUqwT5AgSBBl1tOhr2q3i9hVfqZqEXdlSqSWjYlWoSGnalmoSGXakmoWFXqklo2JVqEhp2pZqEhl2pJqFhV6pJaNiVahIadqWahIZdqSahYVeqSWjYlWoSGnalmoSGXakmoWFXqklo2JVqEhp2pZqEhl2pJqFhV6pJaNiVahIadqWahIZdqSahYVeqSWjYlWoSGnalmoSGXakmoWFXqklo2JVqEhp2pZqEhl2pJqFhV6pJiDFm/d5MZAYoALPr9qY3rpPGqbeRaoXGqrdRah02xnRd6QfrGnYAETlgjNm/rm96Axqp3kaqFRqr3kaq9Wp0M16pJqFhV6pJbETYP7cB73kjGqneRqoVGqveRqr1itZ9n10ptTF0M16pJqFhV6pJrFvYReRnReSEiJwWkU+v1/uulIhsEZHvi8gxETkiIr9Rv79dRJ4RkVP127aNrvV1ImKLyEER+VZ9eTPX2ioiT4rI8fpn/MBmrVdE/nH9d+A1EfkTEYlt1lqvx7qEXURs4L8BHwT2Ap8Qkb3r8d7XwQd+0xhzK3A/8Kv1Gj8NPGuM2QU8W1/eLH4DOLZseTPX+nvAd4wxe4B91OredPWKyADw68B+Y8ztgA18nE1Y63Uzxqz5F/AA8PSy5c8An1mP976Bmp8CHgNOAH31+/qAExtdW72WQWq/dO8DvlW/b7PW2gKco94hvOz+TVcvMACMAu2AA3wLeP9mrPV6v9ZrM/71D/B1Y/X7NiUR2QrcBbwA9BhjJgDqt90bWNpyvwv8MyBcdt9mrXU7MAN8sb7b8XkRSbIJ6zXGXAT+CzACTABZY8x32YS1Xq/1Crtc4b5NecxPRFLAnwH/yBiztNH1XImI/DwwbYx5aaNrWSEHuBv478aYu6idH7EpN4Pr++KPA9uAfiApIp/c2KpWx3qFfQzYsmx5EBhfp/deMRFxqQX9K8aYb9TvnhKRvvrP+4DpjapvmYeAD4vIeeCrwPtE5I/ZnLVC7f9/zBjzQn35SWrh34z1PgqcM8bMGGM84BvAg2zOWq/LeoX9RWCXiGwTkQi1Do9vrtN7r4iICPAF4Jgx5neW/eibwKfq33+K2r78hjLGfMYYM2iM2Urts/yeMeaTbMJaAYwxk8CoiNxSv+sR4Cibs94R4H4RSdR/Jx6h1pm4GWu9PuvY8fEh4CRwBviXG91ZcYX6Hqa2a/EqcKj+9SGgg1pH2Kn6bftG1/qmut/DGx10m7ZW4E7gQP3z/d9A22atF/h3wHHgNeDLQHSz1no9XzpcVqkmoSPolGoSGnalmoSGXakmoWFXqklo2JVqEhp2pZqEhl2pJvH/ASZy7B63apARAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"x, y = train_data[0] # Grab an image with its labels\n",
|
||
"imshow(x.numpy()[0,:])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:18.088621Z",
|
||
"start_time": "2021-03-31T15:28:18.077976Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{'boxes': tensor([[14., 60., 42., 88.],\n",
|
||
" [23., 21., 51., 49.],\n",
|
||
" [29., 1., 57., 29.]]), 'labels': tensor([0, 1, 8])}\n",
|
||
"Boxes: tensor([[14., 60., 42., 88.],\n",
|
||
" [23., 21., 51., 49.],\n",
|
||
" [29., 1., 57., 29.]])\n",
|
||
"Labels: tensor([0, 1, 8])\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(y) #prints out everything\n",
|
||
"print(\"Boxes: \", y['boxes']) #prints a tensor showing the pixel locations of the corners for all 3 objects\n",
|
||
"print(\"Labels: \", y['labels']) #prints a tensor showing the labels for all 3 objects"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:18.091836Z",
|
||
"start_time": "2021-03-31T15:28:18.089734Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"#How many channels are in the input?\n",
|
||
"C = 1\n",
|
||
"#How many classes are there?\n",
|
||
"classes = 10\n",
|
||
"#How many filters in our backbone\n",
|
||
"n_filters = 32"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:18.103107Z",
|
||
"start_time": "2021-03-31T15:28:18.093172Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"backbone = nn.Sequential(\n",
|
||
" cnnLayer(C, n_filters), \n",
|
||
" cnnLayer(n_filters, n_filters),\n",
|
||
" cnnLayer(n_filters, n_filters),\n",
|
||
" nn.MaxPool2d((2,2)),\n",
|
||
" cnnLayer(n_filters, 2*n_filters),\n",
|
||
" cnnLayer(2*n_filters, 2*n_filters),\n",
|
||
" cnnLayer(2*n_filters, 2*n_filters),\n",
|
||
" nn.MaxPool2d((2,2)),\n",
|
||
" cnnLayer(2*n_filters, 4*n_filters),\n",
|
||
" cnnLayer(4*n_filters, 4*n_filters),\n",
|
||
")\n",
|
||
"#Let Faster RCNN know exactly how many output channels to expect\n",
|
||
"backbone.out_channels = n_filters*4"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:28:18.149000Z",
|
||
"start_time": "2021-03-31T15:28:18.104290Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# How many proposals $k$ should be generated? Every aspect ration will be one, and the process will be repeated for multiple image sizes \n",
|
||
"anchor_generator = AnchorGenerator(sizes=((32),), aspect_ratios=((1.0),)) #To make this run faster, we are telling PyTorch to look for only square images that are 32 x 32 in size\n",
|
||
"\n",
|
||
"#Tell PyTorch to use the final output of the backbone as the featuremap (['0']), use adaptive pooling down to a 7x7 grid (output_size=7)\n",
|
||
"roi_pooler = torchvision.ops.MultiScaleRoIAlign(featmap_names=['0'], output_size=7, sampling_ratio=2)\n",
|
||
"#sampling_ratio is poorly named, and controls details on how the RoI grabs slices of the feature map when a fractional pixel location is predicted (e.g., 5.8 instead of 6). We are not going to go into those low level details, 2 is a reasonable default for most work. \n",
|
||
" \n",
|
||
"#Now we can create the FasterRCNN object. We give it the backbone network, number of classes, min & max size to process images at (we know all our images at 100 pixels), a mean and standard deviation to subtract from the images, and the anchor generation (RPN) and RoI objects\n",
|
||
"model = FasterRCNN(backbone, num_classes=10, image_mean = [0.5], image_std = [0.229], min_size=100, max_size=100, rpn_anchor_generator=anchor_generator, box_roi_pool=roi_pooler)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.859956Z",
|
||
"start_time": "2021-03-31T15:28:18.150662Z"
|
||
},
|
||
"tags": [
|
||
"remove_output"
|
||
]
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "73af7714d1a34004bd2871485d5a5645",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"HBox(children=(HTML(value='Epoch'), FloatProgress(value=0.0, max=1.0), HTML(value='')))"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"HBox(children=(HTML(value='Train Batch'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"model = model.train()\n",
|
||
"model.to(device)\n",
|
||
"optimizer = torch.optim.AdamW(model.parameters())\n",
|
||
"\n",
|
||
"for epoch in tqdm(range(1), desc=\"Epoch\", disable=False):\n",
|
||
" running_loss = 0.0\n",
|
||
" for inputs, labels in tqdm(train_loader, desc=\"Train Batch\", leave=False, disable=False):\n",
|
||
" #Move the batch to the device we are using. \n",
|
||
" inputs = moveTo(inputs, device)\n",
|
||
" labels = moveTo(labels, device)\n",
|
||
"\n",
|
||
" optimizer.zero_grad()\n",
|
||
" #rcnn wants model(inputs, labels) - not just model(inputs)\n",
|
||
" losses = model(inputs, labels)\n",
|
||
" # Compute loss, RCNN gives us a list of losses to add up.\n",
|
||
" loss = 0\n",
|
||
" for partial_loss in losses.values():\n",
|
||
" loss += partial_loss\n",
|
||
" #now proceed like normal\n",
|
||
" loss.backward()\n",
|
||
" \n",
|
||
" optimizer.step()\n",
|
||
"\n",
|
||
" running_loss += loss.item()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.866460Z",
|
||
"start_time": "2021-03-31T15:37:42.861250Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"model = model.eval()\n",
|
||
"model = model.to(device)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.870296Z",
|
||
"start_time": "2021-03-31T15:37:42.867691Z"
|
||
},
|
||
"tags": [
|
||
"remove_cell"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"set_seed(161)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.877789Z",
|
||
"start_time": "2021-03-31T15:37:42.871737Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{'boxes': tensor([[31., 65., 59., 93.],\n",
|
||
" [10., 36., 38., 64.],\n",
|
||
" [64., 24., 92., 52.]]), 'labels': tensor([8, 0, 4])}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"x, y = test_data[0]\n",
|
||
"print(y) #this is the ideal truth we want to get back"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.891712Z",
|
||
"start_time": "2021-03-31T15:37:42.879296Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"with torch.no_grad():\n",
|
||
" pred = model([x.to(device)])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.897062Z",
|
||
"start_time": "2021-03-31T15:37:42.892791Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[{'boxes': tensor([[31.9313, 65.4917, 59.7824, 93.3052],\n",
|
||
" [64.1321, 23.8941, 92.0808, 51.8841],\n",
|
||
" [70.3358, 26.2407, 96.2834, 53.7900],\n",
|
||
" [64.9917, 24.2980, 92.9516, 52.2016],\n",
|
||
" [30.9127, 65.1308, 58.6978, 93.3224]], device='cuda:0'), 'labels': tensor([8, 4, 1, 9, 5], device='cuda:0'), 'scores': tensor([0.9896, 0.9868, 0.1201, 0.0699, 0.0555], device='cuda:0')}]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(pred)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.900668Z",
|
||
"start_time": "2021-03-31T15:37:42.898381Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.patches as patches"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:42.907776Z",
|
||
"start_time": "2021-03-31T15:37:42.902003Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plotDetection(ax, abs_pos, label=None):\n",
|
||
" \"\"\"\n",
|
||
" ax: the matpllib axis to add this plot to\n",
|
||
" abs_pos: the positions of the bounding box\n",
|
||
" label: the label of the prediction to add\n",
|
||
" \"\"\"\n",
|
||
" x1, y1, x2, y2 = abs_pos\n",
|
||
" #make a rectangle for the bounding box\n",
|
||
" rect = patches.Rectangle((x1,y1),x2-x1,y2-y1,linewidth=1,edgecolor='r',facecolor='none')\n",
|
||
" ax.add_patch(rect)\n",
|
||
" #add the label if given\n",
|
||
" if label is not None:\n",
|
||
" plt.text(x1+0.5, y1, label, color='black', bbox=dict(facecolor='white', edgecolor='white', pad=1.0))\n",
|
||
" \n",
|
||
" return \n",
|
||
"\n",
|
||
"def showPreds(img, pred):\n",
|
||
" \"\"\"\n",
|
||
" img: the image to show the bounding box predictions for\n",
|
||
" pred: the Faster R-CNN predictions to show ontop of the image\n",
|
||
" \"\"\"\n",
|
||
" fig,ax = plt.subplots(1)\n",
|
||
" #plot the image\n",
|
||
" ax.imshow(img.cpu().numpy()[0,:])\n",
|
||
" #grab the predictions\n",
|
||
" boxes = pred['boxes'].cpu()\n",
|
||
" labels = pred['labels'].cpu()\n",
|
||
" scores = pred['scores'].cpu()\n",
|
||
" \n",
|
||
" num_preds = labels.shape[0]\n",
|
||
" #for each prediction, plot if if it has a high enough score\n",
|
||
" for i in range(num_preds):\n",
|
||
" plotDetection(ax, boxes[i].cpu().numpy(), label=str(labels[i].item()))\n",
|
||
" \n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:43.104631Z",
|
||
"start_time": "2021-03-31T15:37:42.908906Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
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\n",
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Os38D+LGI3ENlupCPLU1JNUYEMU1IJRm9wSHfW+YP3/s3fDQ6dsZzrABRw+EyGy4jx3tDz1FQZf6ho51DxXb+ZMd7yL0SoWWPRWD4hD6WrzVKVVoBq13HMjivsCulnqbS645Sahq4felLqiEimM0pvA3dzPeFKW3Os6FjivWByhHLLwoBDpfamPEizLqRky9rsxe4MXyQmLg0V8dMd1uzBKTMpnUjvBboQFlBuuY3Ys1kKB8d1nca1ZadHkF3NtU9ut/fydBdUQprivzp9X/JVnuBmGFTUGX+ZOxOnh9cg5qxsWdPHbsV28scvaaF9cFJrgkdIWEU2RAocIXtcfOGByms97mn9+Mcs/tJHo4SH5tY1llQNQ102M/KTDVBWzPz66IU+4v0ds7QZaZJGEEyfpEZ32f/VBvmUBBnRnBm1cmpzK2cxU/jW4hH87zS3kNXcI5fj7/EhoBH2AgQxeDy5Aj71nchyiaxthdrPoM3Nq7PydehNx/O1f1w2YZR3aOXLu9n5N1Bipfm+e6Nf0m/NU+naVNULrvdMK8Vuyg+n2LtY2nM2SzMzJ16D8tCwiH8RISXrrmCX7QJYx+K84W2p+gwSzQZQb7U/HM+fvsO/sOmO3mFTUSPN5F6tIA3PaP38HXEPMPR/cUwXLYhGNEoRiTMQodNvtelv2OGy+0FmowQReUy55fZlV/DK5kegtMKa2IeNTePNzf/lvcy43HibWGMUoAXxnv5+/Bl3Bw+wBW2R8p0aDENrk0O8qveSxDPpNlxQIxlm/pYW1qiwFXmG4bW1jId9tOJ4L5rgJmNDnM3FPnmDQ/SG5gmYdjkVIl9JZtXiuv4o2fuJDpo0fVSBm90HOWeuentZbIEXzxCKBwmM93FA+3v56GPXsmfbfo+ScOnxQzxj2J76L1jhv987L14TzZhzM3j5wu6w66W+T6UXAxXMeI2MVIeptW0cKQywOYNw2VrSO3/OVohYlkYjkO+NUC2B9Z0TfOB8BRX2QYGBkXlM1ROcTDfTnjIInmoMi2SKhbPHkzfw5ueoXxilOjuUVpfnGd8PMmIFyNdvdtopxni1yOz3NAyiBe1kXC4cqpPq1mqOubd8BQz5Qgzvo2r/JqfXVaHHZCAjX/dFtIf3MroLXDpzYN8tHsnpgg+PjlVYncpzv+x99f4m+eupf3FEvGdo/jjk4vbgO/hT80gx8eJ7nb40iuf4HszN1FU7slfjvXBCUZvCDF323rMtpZl/G61C6XcMv7cPMGJIg8PXs6fTLyXYa/2o6Sb8YCYBtnuIPNrDZrXTvHpju0M2OMYmLjKo6h8ht1mcoNxYsMGwSMTldFv58HPZiFfIDLiM3kowa5EN4Xq1VeOGDRbGXK9HiiT5M7gst+BVLsAvodf8DAzRTKTMfYEO5hrDQK1PdJOh716cUumyyC7tswNrSe43BkhZXhAiBdKNv/vibt55UQXHb+CyIkcTM+9s20pn+TuOZz5GEfKffx+6ANcEz/GbyX2s9ke5+5rX2ZHfx/5Xc2E5tL4Cws1cwdQrf41fNjFNMEOkG9TtPfNcH38MJcETl2gvLvQy85d64kcM0k+c5jy2DjvuOtMKfw9r+HsgfbgdTzbegkT62J8Kv4qa60g/7HrlzzVtJN/0/1PCB2JYxSLeDrs2hJp3LCLYESjeFesJ9vuYA5keF/XfjY6IwDkVIl53+PldB+xgyaxEx6quHQ3FwiNFYjvjXAg0M7MegiKiyMB4kaBTJ8QvKKFhFuGhYUl26a2tIxMgciRFONuCyPrmsCp7Qs/GzjsBkYizvDNYbJryvz+5me4J3GQgFR6wmc8j4NuEy+O99D5yzTmxBxeOr1km7cOjtC10MzxQIrhd8cJyzytpknCcFEbM4w7EcIjSWTw2JJtU1taanae9h3NLEzYHLm5DaI67DVHLAsjFsNvjpPtK9PRP806Z5yAmCd7x191W3hoahuzIwk6FmZQ2RzKX8IOs2IRI53FyqY44TbRbORIGZX3NwyFb1BzI7C0N1KlEvZ0johj8L1dN/LznvVA5UaPscMmqlCsqctjGzPsoRCqr4OFS+J86obn+O3mX5I0LCCAqzwKyuOvxm/gxSc30noY1Mg4fiazpL3jXjoNmSzhyW5+ld6Aj0GPNUhNDqrWzsjPZpFXDxPab3DpznhlsgvABLoX9ixpS3ApNGbYwyFy3VFy7Sb9wSnazdDJZXN+mRnfYnAhReQEhCfLqFJp6U+DKQXKwyz5HM8l6XJS+JHBc79OqynKLaFc6mL2ocYLuwh+TytDHzCI9s5yhTP8hsW/LHTzy/QA07vaGPjvx1DZLF5p+e76ac+X2TPYTbrk8PHEi8u2HU1rqLBLwMYIBSkmgjgdOTa2TBAzSoCNj4+nFIcKHbw83YMzJZRHx5dvjLoIiIEypDrjsG6+a8urocJurO1ldlsrM5uE373sMa4JHaGn+hOY9IrM+Bbf3XEz3Y+adA/Oo5S/bLWYsRiSSjK1weY3rvo52yKDtBrCmL7+RVsmDRV2PxYk021Q6ixxa/hAdfBMZa8+75uMlWMEj9sktg+hMtlTVy8tB8fBj4YpJoX3xfayIbBA2HDAc/F9QXz0cFltSTVW2B2LUlxhhcsYp12WlPNdvjN5G8+P9xEbVPgzs8t+ykR1NjN7RZJcr0e7mSFpWBgYzPhBjFejtOz2KjPQLmsVWiNpqLAr08ALKYJBF1NOhb2gfLaP9TF/IEXvmHtyjvDlVG4Kke41sJqzJA0fRyqzl2d9h+iwIrZ7EjXd2PfJHCPM4+pBgJOfF+t8168VY8t416SGCnu+zaZ9ywTvahkmWb0i0VUeOQWz0zGiIwaBheXdo1u9PfjNccavCOFdlebanmGCYnDILfKfJm9j+1gf8RMuzKXxG3xc/GflbgC+r35GB7lVrmZldJDjcfXgsoS+scLebPBv1z/GpYEJotVZRVw80n4AY9ImNuRhzeXe+YUu5yKC29vM/Pow85e7fHnLkww4Yzhisd9N8ej2rUSGTEJHxvCmpvQxe9XroV+sx9WD3CEfXaZq6ldDhV2Z0GouEDP8UxNT+B5zfgRnVoicKCALy9OENyIRJBRkcmOY6at8+tdOMOCMEZESx8plXsqtITpoEhvykExOB11bcg0Vdj8g9Fo5Os1KE6moysz5BmPlBLEhH2PHXsreMuzXDROjtRmvKcb0LSX+y7t/QK81x4aAxbFyiadzAzw2spGu/7mAcWgYL7P8fQYXs9OP9S9G77SJ31BhhzPPw+VhIB5LPme7BGzM7g78aJj5SxMUUgadHeOssWYpKpMXiibbc5fz18NXMX64hab5Sfx8oXJLKO0dO99mf6NouLCbgCkG3jIOmDm5reYmRn6th2yPYsP1x/ho26vcGD7IGsviLxfW8v2h6xjb18a6h4o0Tc+ihkf0zDTasmmosBuu4mA5ikeGVrNyqssWn4hRpJgQrJ5uVDaHn8uB553/nl4EsQIYoSDSksLtTJLpVfg9Bd7TcpDbIq8RwGfU83kl28vIiRTREQN7aAo1v9Dwve/a8mqosMeOe/xvOz/DFZ0jfLP3EdrNEO2mBfYY7p3zHOjvo/VlRXL3LDIzT3l07Lze34hGMVpSZC5r5/gnXDpa5/lC79Ossye43J4gaRjcP7eVpyYv4fALffQ/WcaZnMcfn8QvubpTTltWDRX2QKZMYSzCQaeFYk/lOUcCJAyPre0jvOQL6ekEwakojmVglkrglit7eN8Hwzg5QSWGVJaddnxtpJK4HUnSPSa3DrzKNfFBboscIGWAq2DO99md7ubQaBuRE0Lo0BSks5V55nTQtWXWWGGfyRM/EGTGTJK9/NS3HpYA93Y8zUhzEz/vu4R9d7YzkomQXujHmLBp2iuVW/2EhXIYMhtLOPEi/pEowYnX7+sFuS6f1s2TbE4c4/NtzxARl+FynJ3lON8+chvj40niOx36XivhjMygxqeW51p5TTuDhgq75IqEJn1yHSZp38ZVZQJiEhCTGxwPnCnuDJ8g2+5zvBziQKmdRyavZFd5AFFQjnsQc/niu57k+tBhvtb8IQ4Ot1ffXLGlf4T/a81PSBgeKcMmo8rszSXZl+9i/EArsSMG7TsysGMvvvJ1yLUV1VBhZ2qW5G4bZy7G59UXKHWV+NNb/j9uCZ6anMIRC0M8eqw8MWOYSHuJxK0FfIREIE/CynNz+ADtZonf6P4VB5o7ATDFZ1NwhHbT53g5wPdmr2RvupMXXxjAmTLo3usRGstiDU9R1kHXVoGoFfyli0tKXSe3r9j2zsYIBjFaW8hd1skd/88z/KvmV5f0/Z8p2Ny37yNMHU+y9kGP4LHZyjx2K3CBjdbYtqsnWFAzZ5wJpbH27FXK81GZLMHjaf78727jz3pupKUpTTKYZ11smi5njm3hQW4Pnf3iCx+fnxeCHCx2MFOOMlsOM5htZv9UG5npMNHXbFqmFcGROZhLL/mAHU07X4sKu4gkgT8FtlC5P+Xngf3AA0A/cBT4uFKqLq7JVG4Jb86F+QU2/O9BJBwme91apjpNjqzro9xZYnBjC+/tfeqs9912lcdPZrbx7Il1pBdCMB8gdsSk++dpjPlZ1PFRVKmE53m6ya7VhMXu2b8NPKqU+qiI2EAY+DfAE0qpb4jIfcB9wJeXqc6lpxTg4+cLGJ5HaCyHUQ4hnkVh1uGp7GXcnUlhyJmD6nomx4604UyYhLNCIAvREQ9zagGVy+MX3uZWzpq2Cs55zC4icWAXsE6dtrKI7AduVUqNikgn8LRS6tK3e69aOWY/EwlUzp2LZZ28/9vr84CfjXJd8PzKaDulwHWrg2N0B5y2Oi70mH0dMAn8uYhsBV4Evgi0K6VGAaqBbzvTi0XkXuBegOAyzsJxoZRb6ZHXY9O1i9Vi7iBvAVcDf6yUugrIUmmyL4pS6n6l1Dal1LYAzjssU9O0C7WYPftx4LhSanv18YNUwj4uIp2nNeNr+652NeiBkftJdTS97TozY7N8ouveFapIu5idc8+ulBoDhkXk9ePx24FXgUeAz1Wf+xzw8LJUeBE7V9BfX+dx/695YOT+FahIu5gttjf+d4C/qvbEHwF+i8ofih+LyD3AEPCx5SmxMfT39xOLxTBNE8uyeOGFF96wfDF/GDTt7Swq7Eqpl4FtZ1hUm13rdeqpp56ipaVltcvQLlKL6aDTNO0ioMNeI0SE97///bzrXe/i/vv18bm29BpybHwt+sUvfkFXVxcTExPccccdbNy4kVtuuWW1y9IuInrPXiO6uroAaGtr48Mf/jA7duxY5Yq0i40Oew3IZrOk0+mTXz/22GNs2bJllavSLja6GV8DxsfH+fCHPwxAuVzm05/+NHfddddb1rsYbnwwRljP675KdNhrwLp169i1a9dql7EiTr9xoQ79ytJhryMXw80KX7/p4sXQSqk3+ph9NY2d37z0mnYhdNhXU2cndxgfAxFmxt5+kp9zLde0c9HN+Bqhr2zTlpves2tag9Bh17QGocOuaQ1CH7Nf5MxkArraQSkkXwS3jDcxdXLOPa1x6LBf5CTVxOwVKVAQnHaxcmWsbBZvToe90eiwXwwME6u9FRUJoSJBfMeilAqSbzYpNBuk+33EByvrYBYdQps2Y2cVidcWMMam8dMZfWuqBqDDfhEw7AC5rb1kOi2yXUIp5dN+2QT3rX+MmJGn2ajcxqqgLDyEtB9iyG3mP/7of6Xr5yGCR6bwB3XYL3Y67HVIAjZGMoE4Nn5LgnLUZmZjgHybwm11CSYLXNV8gq32GEGBoFT6YT3KuEox7rmUlEmh22V6s0NbPokcO65vbnGR02GvQ2ZbC/PX95JtNym8N82a5kk+0/YaA844KTNDREqkjBLtpl1ZXyo3CPGUIoPLy8VeRkpNfPGmx+Em+O4P7qZvdxhVKumbZFzEdNjriDgORjSC19ZEusck36m4qfco2+JHuTl8kF7TxxELUwRXWeSUi6sULlBQwpgXYcZL8ezcJcyWQlydHKbHnkEZlWmx9D794qbDXk+2bODELQkyfT6/dvPzDIQmuDF8kJRRImkYJ4MOsKcU4Je5zYyWEuxPtzM4k0JtT2LPK4IzCqOseDixAc+Bnpez+PkCytM3oryY6bDXA8NEAhbF1jDp9R5Na2b55y3/ky5LCIoFOLjKw8Uj4/uUlOJAqZ+dC32M5uIMTzbhj4RYs6OIPZ3DmMtA2UMlovhOAHNsmnLZXe3vUltmOux1QF23henNYWa2+nzypue4JDRGq6kIVP/7cr7LDxY2sSfbxVNHBvBPhHGmDUITCiuv6JrzCGSK2IfGUYVC5XbSSiHZLIZl4efyumOuAeiw14FsT5CZKxRrN4/ypZbnCItJQOyTywvK57m5dbwy3kXw+SitLxexp/MYY9OoQgFvbh6A8pvfOLdy34O2+nTYa50I2U6T9VuGeU/rQRwxMN50SUNBwcuj3ZQPxWgf9HCOzSDZPH46gyq/JeKL37RlYba2gGPjJ6P4tolvm2AKRr6MUXApdkSZWx8gkIHUrlmMhRze6Lju1a9BOux1INeh+J2+J+izZqvH6G9UUAaFE1FaXoPogXm8Q4NLsl2xbfy2Jsoxh2xPkFJE8IKCH4BAWuEs+MwNmDTdMsboZAKrkCA8GiQwN4+nw15zdNjrQOIQ/MsXPsbVfcN8rfunxAyflGGf7HmPGD7tl0wyZjdTTKaIX3Id4imMksKZLWIOjkG+gJdOv+2xuRmPI81N+IkI2TVRSlGDhbUG5YjCbfKQUBkj4GMYPgsZGyNtQWuevtgshihGr+kgNB6m93gCqocOWu3QYa91StH25AmaXmvi5bsuZfvH97DOniBpFzAxAUgZFt/e+CPGNiR48Mpt7J3qIFdwKOYCBA9F6Xu0HWMui+QLb3u1m7SkyFzWxny/Rek9C3Q3zfPb3c/Rb0/Ra2aIGHLyAOJI2eZIqY2s75D2g1yVMCl27uPZyQ2Uf5GCo0Mr8MPRzocOex1QmSzWVIDQRIRHJrZyeWKE7uR2YoZHWCqBbzaK2NYsV8aO4xges6UQ86UQh6WV0YUYzlyUREcCo1g5hhcFRqaAFF3wffB88uuamdtgke3xubJ9jPXRKS6xx2k18yfP48/4JXJKeCqzmcfGN5Et2cxnQycbDMXpEJvS8+gz9rVHh70OeNMzyNw8rTuj7I8N8NK6ftbePMk6e4IBK0PYMGk3LdpNRU9iN278FTzAB2bWBTh8fSuv5Hv54avbcPNO9U2F0NEYwRmFWQTDhdnNsPbaIbYkR/hnLc+SNCAsJgY2RVUmo1xeKHawv9DJf33mNvof9kjMFWkenwPPr76vhzc1s0o/Ke3t6LDXA6VQ5TLWXJ7IaBg/EODHo9u4JD7Bx5p20GXmSBoGATEIiklQwMDAFCFhlGkxR0iaWV7q6mWuEALAU8KIasaNWxguGCWh3F3giqYTbAyN0moIhghHypDzTSa8JGk/xD/MbubAXCvhYZPgsWlkIUN5bFyfp68DOux1RB09TuvMPK2hIN7fNbNjXR+H/nkrd7a+ytWhQTrMUyfOwwJhw8RESBk2W+0F/nDN3+KqU6ftpjdEyCmHkjLxlUGrtUC/NY8jYIjJvpLN7+3/OJOzMRgJEsgYpPZ6xI5kSE4N449P4nv6Srl6ocNeR/xcDj9XDfQgJDMDHBhrJeWswUPosE71gKfMDG1mBkc8YkYZW4QNlnGyB79yrr5Q/QCfajO8OvR2zi8zVE4xNtJEYDJAZFiwFxSJPTN4+w6+dYCOVvMWFXYR+T3gnwAK2A38FhAGHgD6gaPAx5VS+k4GK0gdH6PvTwY4FtvIEWcTviUnl6V7DLJ9Hirq0dSSZkNqiv+792G6LOec73vIFb4/cwvPjG6g53+YRI4tYGSKSMnF18fjdeucYReRbuB3gc1KqbyI/Bj4JLAZeEIp9Q0RuQ+4D/jyslarvYGfTmM+vbN6Au6N4lddxszWOIWUyXxPE7u6Hca7QiSNIgExAI+AmFiY+Kg3jMqb8x32zHUxNR5n054pvAOHde/6RWCxzXgLCImIS2WPPgJ8Bbi1uvwvgKfRYa8ZxsgkzZ6HHwzgJh1KsRD/9IXfoZRQRLdOM5Ca4rc7n+SWIKB8/NOuZk8aebYkRxhrjlFuiWJNp/DnFy5o6K22+s4ZdqXUCRH5JjAE5IHHlFKPiUi7Umq0us6oiLSd6fUici9wL0CQ8NJVrr0tb3wCxicACFQ/IoDZ3saxz29g+7oEtzbt55bgibe8Nma4DITG2RProhTrIBCNINmcDnudW0wzvgn4ELAWmAP+WkQ+s9gNKKXuB+4HiEtKd9uuFhHEtiERI3dJkesuGWRz8ASe8vneQg+PjG+lLzLLFZFhYmaBAWeMO9tf5T99pBN7sofUnm7CEy7BA+OUh4+v9nejvQOLaca/DxhUSk0CiMhDwI3AuIh0VvfqncDEMtapXSgxMEJBvFSE2zbt5w+7HiVh2JQR/mzwRnL/0Ma+3jXsvLSHrS0n+Hcdj3Od8yofvvMVjpQT3PvcPyZwJEhvsQVDh70uLSbsQ8D1IhKm0oy/HXgByAKfA75R/fzwchWpLS3HLFfOwVdPw83MR2g97mMWDGbyrTzWnsQUxdrQJB+M7qbVzNLXPsMxr5lCq0M0FkMVivquMnVmMcfs20XkQWAnlfkPXqLSLI8CPxaRe6j8QfjYchaqXRgxBMRAiWAbZYJiYWDgKg9vNETy2aMkAQwDd00rz950NY/2eWz9wBDXOPP8izVPsa+9iwf23EZsbxsyM4c3Nb3K35V2PhbVG6+U+hrwtTc9XaSyl9fqgWki4RBeyCIg3htOtYknqFIJ3DLK87AiISIjITzHZNhtZiAwS7OZYa0zSTkCfiKMmSus4jejvRN6BF2DMEJB3DWtZLsCNFlnno9KeR5+LodxfJTmYongTAcP33EltMGNoSOsCyxQ6HaZ3xAhUfbh+Ft78rXapW/Z3Cgsi1LSphg3CBpnmUlWqcpFN6USanYee8FloRhk3gtjiiIsgtgeniOogP7VqTd6z94omhJMvCtAvs9lnfP2J05UuYyXyWLkXHJugJxv4ykBfRuJuqbD3ijsAMWUT6gpT8zIv3GZqMrc9JZV+VztzHu93ecpvRe/GOiwa3jJMuVLuhHXwyiW8UMBis0O8/0Bbm5/nusih0kaPiDnfC+tdumwNzhTBDNcJt/mYLgKw/VxYybpbpNcl2JzeIR1gRnChomrfFACqtIY0I36+qLD3ih8H7MgFAsBXGUBlQExBgaf3Pwif/vZK/B9wfcF2y6TCue5LDLP1aGjxERxrCyMlZOY4zax4RLGbEZfCVdndNgbhedj5gW3YFJQgTcs+lrry/zb1p1nfWlBmRwtpthf7CQ4KQSPTqPmF5a7Ym2J6bA3CElnaTrgs1C0OXh9O5ngBI5YBORMV8NXeEqRUS6TnsHD01eze7qT8IRCpbOovB5UU290N2uD8CanSD5+gK5nsuxa6GXG93HP0RB38RguB9hd7OLJVzeSea6VxKEc3uTkqemxtLqh9+wNQnkeKl/Ams/z3JG1fF3uZn14ipZAmiuDx7g0UMKkMqPsuOezs9DDiNvEk1OXMrIQJ3zQJnpcYc3m9LF6ndJhbxRKVYbCDo/S94ONHGjezIt9BqWEYuC6Y/y7/oex8QkbZR5OX8F/ef5WAuM23U+XaRvPYY4exs/m8PP5c29Lq0k67A1GlUoEx7KYhSCITXHB4LWOTr4bvpWA4WEbZZ6f7MMZcghNQGh4AaZm8Wbm9CWtdU6HvcGoUgk5cBTbskjtCyKWRedTUYai6yorGEK8UCY5fwJKLv70DKpcuRpOq2867I2m2pwHYKF6+uxNF6/51Q/t4qJ74zWtQeiwa1qD0GHXtAahw65pDUKHXdMahA67pjUIHXZNaxA67JrWIPSgmlU0RpjH1YMAJz83gsfVg4zpm3yuOB32VfRZuXu1S9AaiG7Ga1qD0GHXtAahw65pDUKHXdMahA67pjUIHXZNaxA67JrWIHTYNa1B6LBrWoPQYde0BqHDrmkNQodd0xqEKLVyd9kWkUkgC0yt2EYvXAv1U2891Qr1VW+91LpGKdV6pgUrGnYAEXlBKbVtRTd6Aeqp3nqqFeqr3nqq9Wx0M17TGoQOu6Y1iNUI+/2rsM0LUU/11lOtUF/11lOtZ7Tix+yapq0O3YzXtAahw65pDWLFwi4id4nIfhE5JCL3rdR2F0tEekXkKRHZJyJ7ReSL1edTIvK4iBysfm5a7VpfJyKmiLwkIj+tPq7lWpMi8qCIvFb9Gd9Qq/WKyO9Vfwf2iMgPRSRYq7WejxUJu4iYwHeADwCbgU+JyOaV2PZ5KAN/oJTaBFwPfKFa433AE0qpAeCJ6uNa8UVg32mPa7nWbwOPKqU2Alup1F1z9YpIN/C7wDal1BbABD5JDdZ63pRSy/4B3AD8/WmPvwJ8ZSW2fQE1PwzcAewHOqvPdQL7V7u2ai09VH7pbgN+Wn2uVmuNA4NUO4RPe77m6gW6gWEgRWWq9Z8C76/FWs/3Y6Wa8a//AF93vPpcTRKRfuAqYDvQrpQaBah+blvF0k73LeBfA/5pz9VqreuASeDPq4cdfyoiEWqwXqXUCeCbwBAwCswrpR6jBms9XysVdjnDczV5zk9EosDfAF9SSi2sdj1nIiIfBCaUUi+udi2LZAFXA3+slLqKyvURNdkMrh6LfwhYC3QBERH5zOpWtTRWKuzHgd7THvcAIyu07UUTkQCVoP+VUuqh6tPjItJZXd4JTKxWfae5Cfh1ETkK/Ai4TUR+QG3WCpX//+NKqe3Vxw9SCX8t1vs+YFApNamUcoGHgBupzVrPy0qF/XlgQETWiohNpcPjkRXa9qKIiADfA/Yppf7otEWPAJ+rfv05Ksfyq0op9RWlVI9Sqp/Kz/JJpdRnqMFaAZRSY8CwiFxafep24FVqs94h4HoRCVd/J26n0plYi7WenxXs+LgbOAAcBr662p0VZ6jv3VQOLV4BXq5+3A00U+kIO1j9nFrtWt9U962c6qCr2VqBK4EXqj/fvwWaarVe4OvAa8Ae4PuAU6u1ns+HHi6raQ1Cj6DTtAahw65pDUKHXdMahA67pjUIHXZNaxA67JrWIHTYNa1B/P8O1jNjTiALQAAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"showPreds(x, pred[0])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:43.108447Z",
|
||
"start_time": "2021-03-31T15:37:43.105938Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from torchvision.ops import nms"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:43.116099Z",
|
||
"start_time": "2021-03-31T15:37:43.109882Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"tensor([[31.9313, 65.4917, 59.7824, 93.3052],\n",
|
||
" [64.1321, 23.8941, 92.0808, 51.8841],\n",
|
||
" [70.3358, 26.2407, 96.2834, 53.7900],\n",
|
||
" [64.9917, 24.2980, 92.9516, 52.2016],\n",
|
||
" [30.9127, 65.1308, 58.6978, 93.3224]], device='cuda:0')\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(pred[0]['boxes'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:43.121366Z",
|
||
"start_time": "2021-03-31T15:37:43.117412Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"tensor([0.9896, 0.9868, 0.1201, 0.0699, 0.0555], device='cuda:0')\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(pred[0]['scores'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:43.126997Z",
|
||
"start_time": "2021-03-31T15:37:43.122968Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"tensor([0, 1], device='cuda:0')\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(nms(pred[0]['boxes'], pred[0]['scores'], 0.5))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:43.134345Z",
|
||
"start_time": "2021-03-31T15:37:43.128588Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def showPreds(img, pred, iou_max_overlap=0.5, min_score=0.05, label_names=None):\n",
|
||
" \"\"\"\n",
|
||
" img: the original image object detection was performed on\n",
|
||
" pred: the output dictionary from FasterRCNN for evaluation on img\n",
|
||
" iou_max_overlap: the iou threshold at which non-maximum suppression will be performed\n",
|
||
" min_score: the minimum RPN network score to consider an object\n",
|
||
" \"\"\"\n",
|
||
" fig,ax = plt.subplots(1)\n",
|
||
" img = img.cpu().numpy()\n",
|
||
" if img.shape[0] == 1:\n",
|
||
" ax.imshow(img[0,:])\n",
|
||
" else:\n",
|
||
" ax.imshow(np.moveaxis(img, 0, 2))\n",
|
||
" boxes = pred['boxes'].cpu()\n",
|
||
" labels = pred['labels'].cpu()\n",
|
||
" scores = pred['scores'].cpu()\n",
|
||
" \n",
|
||
" selected = nms(boxes, scores, iou_max_overlap).cpu().numpy()\n",
|
||
" \n",
|
||
" for i in selected:\n",
|
||
" if scores[i].item() > min_score:\n",
|
||
" if label_names is None:\n",
|
||
" label = str(labels[i].item())\n",
|
||
" else:\n",
|
||
" label = label_names[labels[i].item()]\n",
|
||
" plotDetection(ax, boxes[i].cpu().numpy(), label=label)\n",
|
||
" \n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:43.310039Z",
|
||
"start_time": "2021-03-31T15:37:43.135729Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/pdf": 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\n",
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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"showPreds(x, pred[0])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:44.134523Z",
|
||
"start_time": "2021-03-31T15:37:43.311416Z"
|
||
},
|
||
"tags": [
|
||
"remove_output"
|
||
]
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"rcnn = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)\n",
|
||
"# This RCNN detector is pre setup for a specific set of classes. You can re-use it for your own problems by setting num_classes=10 and pretrained_backbone=True, and then training it with your own data like we did before with MNIST. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:44.138784Z",
|
||
"start_time": "2021-03-31T15:37:44.136194Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"rcnn = rcnn.eval()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:44.144505Z",
|
||
"start_time": "2021-03-31T15:37:44.140143Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# COCO_INSTANCE_CATEGORY_NAMES, these come from the PyTorch documentation. https://pytorch.org/docs/stable/torchvision/models.html#object-detection-instance-segmentation-and-person-keypoint-detection\n",
|
||
"NAME = [\n",
|
||
" '__background__', 'person', 'bicycle', 'car', 'motorcycle', 'airplane', 'bus',\n",
|
||
" 'train', 'truck', 'boat', 'traffic light', 'fire hydrant', 'N/A', 'stop sign',\n",
|
||
" 'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep', 'cow',\n",
|
||
" 'elephant', 'bear', 'zebra', 'giraffe', 'N/A', 'backpack', 'umbrella', 'N/A', 'N/A',\n",
|
||
" 'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard', 'sports ball',\n",
|
||
" 'kite', 'baseball bat', 'baseball glove', 'skateboard', 'surfboard', 'tennis racket',\n",
|
||
" 'bottle', 'N/A', 'wine glass', 'cup', 'fork', 'knife', 'spoon', 'bowl',\n",
|
||
" 'banana', 'apple', 'sandwich', 'orange', 'broccoli', 'carrot', 'hot dog', 'pizza',\n",
|
||
" 'donut', 'cake', 'chair', 'couch', 'potted plant', 'bed', 'N/A', 'dining table',\n",
|
||
" 'N/A', 'N/A', 'toilet', 'N/A', 'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone',\n",
|
||
" 'microwave', 'oven', 'toaster', 'sink', 'refrigerator', 'N/A', 'book',\n",
|
||
" 'clock', 'vase', 'scissors', 'teddy bear', 'hair drier', 'toothbrush'\n",
|
||
"]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:44.599282Z",
|
||
"start_time": "2021-03-31T15:37:44.146011Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"from PIL import Image\n",
|
||
"import requests\n",
|
||
"from io import BytesIO\n",
|
||
"\n",
|
||
"urls = [\n",
|
||
" \"https://hips.hearstapps.com/hmg-prod.s3.amazonaws.com/images/10best-cars-group-cropped-1542126037.jpg\",\n",
|
||
" \"https://miro.medium.com/max/5686/1*ZqJFvYiS5GmLajfUfyzFQA.jpeg\",\n",
|
||
" \"https://www.denverpost.com/wp-content/uploads/2018/03/virginia_umbc_001.jpg?w=910\"\n",
|
||
"]\n",
|
||
"\n",
|
||
"response = requests.get(urls[0])\n",
|
||
"img = Image.open(BytesIO(response.content))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 48,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:47.766816Z",
|
||
"start_time": "2021-03-31T15:37:44.601635Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"img = np.asarray(img)/256.0\n",
|
||
"img = torch.tensor(img, dtype=torch.float32).permute((2,0,1))\n",
|
||
"\n",
|
||
"with torch.no_grad():\n",
|
||
" pred = rcnn([img]) # Pass the image to the model"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2021-03-31T15:37:49.660060Z",
|
||
"start_time": "2021-03-31T15:37:47.768107Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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\n",
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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"showPreds(img, pred[0], iou_max_overlap=0.15, min_score=0.15, label_names=NAME)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"author": "mes$",
|
||
"celltoolbar": "Tags",
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.9"
|
||
},
|
||
"latex_envs": {
|
||
"LaTeX_envs_menu_present": true,
|
||
"autoclose": false,
|
||
"autocomplete": true,
|
||
"bibliofile": "biblio.bib",
|
||
"cite_by": "apalike",
|
||
"current_citInitial": 1,
|
||
"eqLabelWithNumbers": true,
|
||
"eqNumInitial": 1,
|
||
"hotkeys": {
|
||
"equation": "Ctrl-E",
|
||
"itemize": "Ctrl-I"
|
||
},
|
||
"labels_anchors": false,
|
||
"latex_user_defs": false,
|
||
"report_style_numbering": false,
|
||
"user_envs_cfg": false
|
||
},
|
||
"latex_metadata": {
|
||
"title": "Object Detection"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|