From 8755e65c2e4f3ba821adcefb23ba5488a9ed683d Mon Sep 17 00:00:00 2001
From: Jonathan Sum <777Jonathansum@gmail.com>
Date: Sun, 8 Mar 2020 09:47:27 -0700
Subject: [PATCH] Created using Colaboratory
---
60_medical_imaging.ipynb | 1686 ++++++++++++++++++++++++++++++++++++++
1 file changed, 1686 insertions(+)
create mode 100644 60_medical_imaging.ipynb
diff --git a/60_medical_imaging.ipynb b/60_medical_imaging.ipynb
new file mode 100644
index 0000000..a944de0
--- /dev/null
+++ b/60_medical_imaging.ipynb
@@ -0,0 +1,1686 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "jupytext": {
+ "split_at_heading": true
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "colab": {
+ "name": "60_medical.imaging.ipynb",
+ "provenance": [],
+ "collapsed_sections": [
+ "9emMxsyjcjhp"
+ ],
+ "include_colab_link": true
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "gUiV56j8gFzF",
+ "colab_type": "text"
+ },
+ "source": [
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "2NvaBqrxcjRy",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#default_exp medical.imaging"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "5efsfymoej6U",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 104
+ },
+ "outputId": "95ed690f-8a08-4305-9a99-95a94608d05a"
+ },
+ "source": [
+ "!curl https://course.fast.ai/setup/colab | bash"
+ ],
+ "execution_count": 1,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ " % Total % Received % Xferd Average Speed Time Time Time Current\n",
+ " Dload Upload Total Spent Left Speed\n",
+ "\r 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r100 322 100 322 0 0 2875 0 --:--:-- --:--:-- --:--:-- 2875\n",
+ "Updating fastai...\n",
+ "Done.\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "ruBxBNqWexdQ",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "outputId": "6b11a5da-63e5-4557-8858-4d1b624aee11"
+ },
+ "source": [
+ "!git clone https://github.com/fastai/fastbook.git\n",
+ "!pip install -r /content/fastbook/requirements.txt"
+ ],
+ "execution_count": 4,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
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+ "Requirement already satisfied: torch>=1.3.0 in /usr/local/lib/python3.6/dist-packages (from fastai2>=0.0.11->-r /content/fastbook/requirements.txt (line 1)) (1.4.0)\n",
+ "Collecting fastcore\n",
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+ "Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from fastai2>=0.0.11->-r /content/fastbook/requirements.txt (line 1)) (1.4.1)\n",
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+ "Requirement already satisfied: ipython>=4.0.0; python_version >= \"3.3\" in /usr/local/lib/python3.6/dist-packages (from ipywidgets->-r /content/fastbook/requirements.txt (line 3)) (5.5.0)\n",
+ "Requirement already satisfied: ipykernel>=4.5.1 in /usr/local/lib/python3.6/dist-packages (from ipywidgets->-r /content/fastbook/requirements.txt (line 3)) (4.6.1)\n",
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+ "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->-r /content/fastbook/requirements.txt (line 4)) (2.4.6)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->-r /content/fastbook/requirements.txt (line 4)) (1.1.0)\n",
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+ "Requirement already satisfied: nbconvert>=5.6.1 in /usr/local/lib/python3.6/dist-packages (from nbdev>=0.2.12->-r /content/fastbook/requirements.txt (line 5)) (5.6.1)\n",
+ "Collecting fastscript\n",
+ " Downloading https://files.pythonhosted.org/packages/55/0e/ecdc0213646bc82986884121109a38b50bbc2cd2c491bbbfdc7ae39228e3/fastscript-0.1.4-py3-none-any.whl\n",
+ "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->-r /content/fastbook/requirements.txt (line 6)) (2018.9)\n",
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+ "Collecting msrestazure<2.0.0,>=0.4.32\n",
+ "\u001b[?25l Downloading https://files.pythonhosted.org/packages/68/75/5cb56ca8cbc6c5fe476e4878c73f57a331edcf55e5d3fcb4a7377d7d659d/msrestazure-0.6.2-py2.py3-none-any.whl (40kB)\n",
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+ " Downloading https://files.pythonhosted.org/packages/3f/4b/8881f8446853dfe3d404468689edcff33c0e2bf62ac2ddf31d08d739fadc/azure_common-1.1.24-py2.py3-none-any.whl\n",
+ "Requirement already satisfied: dataclasses>='0.7'; python_version < \"3.7\" in /usr/local/lib/python3.6/dist-packages (from fastcore->fastai2>=0.0.11->-r /content/fastbook/requirements.txt (line 1)) (0.7)\n",
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+ "\u001b[?25hCollecting PyJWT>=1.0.0\n",
+ " Downloading https://files.pythonhosted.org/packages/87/8b/6a9f14b5f781697e51259d81657e6048fd31a113229cf346880bb7545565/PyJWT-1.7.1-py2.py3-none-any.whl\n",
+ "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.5.0->msrest>=0.5.0->azure-cognitiveservices-search-imagesearch->-r /content/fastbook/requirements.txt (line 8)) (3.1.0)\n",
+ "Requirement already satisfied: cffi!=1.11.3,>=1.8 in /usr/local/lib/python3.6/dist-packages (from cryptography>=1.1.0->adal<2.0.0,>=0.6.0->msrestazure<2.0.0,>=0.4.32->azure-cognitiveservices-search-imagesearch->-r /content/fastbook/requirements.txt (line 8)) (1.14.0)\n",
+ "Requirement already satisfied: pycparser in /usr/local/lib/python3.6/dist-packages (from cffi!=1.11.3,>=1.8->cryptography>=1.1.0->adal<2.0.0,>=0.6.0->msrestazure<2.0.0,>=0.4.32->azure-cognitiveservices-search-imagesearch->-r /content/fastbook/requirements.txt (line 8)) (2.19)\n",
+ "Installing collected packages: fastcore, fastai2, fastscript, nbdev, cryptography, PyJWT, adal, isodate, msrest, msrestazure, azure-common, azure-cognitiveservices-search-imagesearch, sentencepiece\n",
+ "Successfully installed PyJWT-1.7.1 adal-1.2.2 azure-cognitiveservices-search-imagesearch-2.0.0 azure-common-1.1.24 cryptography-2.8 fastai2-0.0.11 fastcore-0.1.14 fastscript-0.1.4 isodate-0.6.0 msrest-0.6.11 msrestazure-0.6.2 nbdev-0.2.13 sentencepiece-0.1.85\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "9_xTPlPYf3kB",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "from fastbook import utils"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "OaeBPDeDgQZd",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 176
+ },
+ "outputId": "60c3049d-f4b7-4c1b-8462-969e09b86ac0"
+ },
+ "source": [
+ "!pip install pydicom\n",
+ "!pip install kornia"
+ ],
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: pydicom in /usr/local/lib/python3.6/dist-packages (1.4.2)\n",
+ "Collecting kornia\n",
+ "\u001b[?25l Downloading https://files.pythonhosted.org/packages/bd/b8/c137c3d0cc52a856d3f80ccc37281cc558df8c0b6b5f54d4cd78f4c3fb99/kornia-0.2.0-py2.py3-none-any.whl (142kB)\n",
+ "\u001b[K |████████████████████████████████| 143kB 4.8MB/s \n",
+ "\u001b[?25hRequirement already satisfied: torch>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from kornia) (1.4.0)\n",
+ "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.6/dist-packages (from kornia) (6.2.2)\n",
+ "Installing collected packages: kornia\n",
+ "Successfully installed kornia-0.2.0\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "EXvtSb3snrvy",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ " ! pip install -q kaggle"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "uUIucHKHqQNh",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 35
+ },
+ "outputId": "eec8af47-5e8f-4df3-aabe-a358b199e6cb"
+ },
+ "source": [
+ " ! mkdir ~/.kaggle\n",
+ " ! cp kaggle.json ~/.kaggle/"
+ ],
+ "execution_count": 37,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "mkdir: cannot create directory ‘/root/.kaggle’: File exists\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "3lW7n8pC7qT6",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "!mkdir '/content/data/happy_sugar_life'"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "90f8TFx5rIdB",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# !kaggle datasets list\n",
+ "!kaggle competitions download -c rsna-intracranial-hemorrhage-detection -p /content/data/happy_sugar_life"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "lEaDIICy5BtV",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 35
+ },
+ "outputId": "b04c77bc-c1dc-4557-aa0a-9d067d564a6c"
+ },
+ "source": [
+ "t=get_files(\"/content/data/happy_sugar_life\")\n",
+ "t[0]"
+ ],
+ "execution_count": 50,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Path('/content/data/happy_sugar_life/ID_000039fa0.dcm')"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 50
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "VHDV77tenwCD",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# path_inp = Path('../input')\n",
+ "# path = path_inp/'rsna-intracranial-hemorrhage-detection'\n",
+ "# path_trn = path/'stage_1_train_images'\n",
+ "# path_tst = path/'stage_1_test_images'\n",
+ "#../input/rsna-intracranial-hemorrhage-detection/stage_1_train_images/ID_9d9cc6b01.dcm\n",
+ "path_inp = Path('../input')\n",
+ "path = path_inp/'rsna-intracranial-hemorrhage-detection'\n",
+ "path_trn = path/'/content/data/happy_sugar_life'\n",
+ "path_tst = path/'/content/data/happy_sugar_life'"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "W1rDKH3A9Lbf",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "!rm -r /content/train_png"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "ke_6UgrP9ftG",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 69
+ },
+ "outputId": "5adaf248-b28a-4b00-c61e-1fd2be482a39"
+ },
+ "source": [
+ "!unzip /content/data/happy_sugar_life/stage_2_train.csv.zip\n",
+ "!mv /content/stage_2_train.csv /content/data/happy_sugar_life"
+ ],
+ "execution_count": 58,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Archive: /content/data/happy_sugar_life/stage_2_train.csv.zip\n",
+ "replace stage_2_train.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: y\n",
+ " inflating: stage_2_train.csv \n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "1Ekydnc2pWJ8",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 303
+ },
+ "outputId": "cd98eef1-a169-4b0b-9825-8fbfac47753f"
+ },
+ "source": [
+ "fname = path_trn/'ID_000178e76.dcm'\n",
+ "dcm = fname.dcmread()\n",
+ "dcm.show(scale=False)"
+ ],
+ "execution_count": 129,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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kmohNIRGFALiGELJV6z8G4Txx6Svm5C7cwS3iGszeAylNDpdxLuhajzevLDgT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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "6EX7B69ccjSy",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Medical Imaging\n",
+ "\n",
+ "> Helpers for working with DICOM files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "jKT2K7B4cjT5",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export \n",
+ "from fastai2.basics import *\n",
+ "from fastai2.vision.all import *\n",
+ "from fastai2.data.transforms import *\n",
+ "\n",
+ "import pydicom,kornia,skimage\n",
+ "from pydicom.dataset import Dataset as DcmDataset\n",
+ "from pydicom.tag import BaseTag as DcmTag\n",
+ "from pydicom.multival import MultiValue as DcmMultiValue\n",
+ "from PIL import Image\n",
+ "\n",
+ "try:\n",
+ " import cv2\n",
+ " cv2.setNumThreads(0)\n",
+ "except: pass"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "PiCNDo4XcjUN",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "from nbdev.showdoc import *\n",
+ "matplotlib.rcParams['image.cmap'] = 'bone'"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "mO_Xt3yQcjXu",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "_all_ = ['DcmDataset', 'DcmTag', 'DcmMultiValue', 'dcmread', 'get_dicom_files']"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "wTpIRKc4cjYf",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Patching"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "nw77MJnecjYp",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def get_dicom_files(path, recurse=True, folders=None):\n",
+ " \"Get dicom files in `path` recursively, only in `folders`, if specified.\"\n",
+ " return get_files(path, extensions=[\".dcm\"], recurse=recurse, folders=folders)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "s1rnaYbIcjY0",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def dcmread(self:Path, force = False):\n",
+ " return pydicom.dcmread(str(self), force)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "O9WqGii5cjZw",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# #export\n",
+ "# @patch\n",
+ "# def png16read(self:Path): return array(Image.open(self), dtype=np.uint16)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "uBYdqW1-cjax",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "TEST_DCM = Path('/content/data/happy_sugar_life/ID_000000e27.dcm')\n",
+ "dcm = TEST_DCM.dcmread()"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "G4rVwhKqcja7",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch_property\n",
+ "def pixels(self:DcmDataset):\n",
+ " \"`pixel_array` as a tensor\"\n",
+ " return tensor(self.pixel_array.astype(np.float32))"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "hu4HIWOacjbb",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch_property\n",
+ "def scaled_px(self:DcmDataset):\n",
+ " \"`pixels` scaled by `RescaleSlope` and `RescaleIntercept`\"\n",
+ " img = self.pixels\n",
+ " return img if self.Modality == \"CR\" else img * self.RescaleSlope + self.RescaleIntercept"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "9v2udMaucjbs",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def array_freqhist_bins(self, n_bins=100):\n",
+ " \"A numpy based function to split the range of pixel values into groups, such that each group has around the same number of pixels\"\n",
+ " imsd = np.sort(self.flatten())\n",
+ " t = np.array([0.001])\n",
+ " t = np.append(t, np.arange(n_bins)/n_bins+(1/2/n_bins))\n",
+ " t = np.append(t, 0.999)\n",
+ " t = (len(imsd)*t+0.5).astype(np.int)\n",
+ " return np.unique(imsd[t])"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "EIetXVWRcjb8",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def freqhist_bins(self:Tensor, n_bins=100):\n",
+ " \"A function to split the range of pixel values into groups, such that each group has around the same number of pixels\"\n",
+ " imsd = self.view(-1).sort()[0]\n",
+ " t = torch.cat([tensor([0.001]),\n",
+ " torch.arange(n_bins).float()/n_bins+(1/2/n_bins),\n",
+ " tensor([0.999])])\n",
+ " t = (len(imsd)*t).long()\n",
+ " return imsd[t].unique()"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "L-EiX3oLcjcG",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def hist_scaled_pt(self:Tensor, brks=None):\n",
+ " # Pytorch-only version - switch to this if/when interp_1d can be optimized\n",
+ " if brks is None: brks = self.freqhist_bins()\n",
+ " brks = brks.to(self.device)\n",
+ " ys = torch.linspace(0., 1., len(brks)).to(self.device)\n",
+ " return self.flatten().interp_1d(brks, ys).reshape(self.shape).clamp(0.,1.)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "jUauqUedcjcO",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def hist_scaled(self:Tensor, brks=None):\n",
+ " if self.device.type=='cuda': return self.hist_scaled_pt(brks)\n",
+ " if brks is None: brks = self.freqhist_bins()\n",
+ " ys = np.linspace(0., 1., len(brks))\n",
+ " x = self.numpy().flatten()\n",
+ " x = np.interp(x, brks.numpy(), ys)\n",
+ " return tensor(x).reshape(self.shape).clamp(0.,1.)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "aViXrW1NcjcZ",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def hist_scaled(self:DcmDataset, brks=None, min_px=None, max_px=None):\n",
+ " px = self.scaled_px\n",
+ " if min_px is not None: px[pxmax_px] = max_px\n",
+ " return px.hist_scaled(brks=brks)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "aggjJEc1cjcp",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def windowed(self:Tensor, w, l):\n",
+ " px = self.clone()\n",
+ " px_min = l - w//2\n",
+ " px_max = l + w//2\n",
+ " px[pxpx_max] = px_max\n",
+ " return (px-px_min) / (px_max-px_min)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "UEz8jTN_cjcw",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def windowed(self:DcmDataset, w, l):\n",
+ " return self.scaled_px.windowed(w,l)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "sfFAigCwcjc4",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "# From https://radiopaedia.org/articles/windowing-ct\n",
+ "dicom_windows = types.SimpleNamespace(\n",
+ " brain=(80,40),\n",
+ " subdural=(254,100),\n",
+ " stroke=(8,32),\n",
+ " brain_bone=(2800,600),\n",
+ " brain_soft=(375,40),\n",
+ " lungs=(1500,-600),\n",
+ " mediastinum=(350,50),\n",
+ " abdomen_soft=(400,50),\n",
+ " liver=(150,30),\n",
+ " spine_soft=(250,50),\n",
+ " spine_bone=(1800,400)\n",
+ ")"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "OEfHY0p6cjdL",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "class TensorCTScan(TensorImageBW): _show_args = {'cmap':'bone'}"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "j5cYVwt4cjdW",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "class PILCTScan(PILBase): _open_args,_tensor_cls,_show_args = {},TensorCTScan,TensorCTScan._show_args"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "mcYkTIVFcjdl",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "@delegates(show_image)\n",
+ "def show(self:DcmDataset, scale=True, cmap=plt.cm.bone, min_px=-1100, max_px=None, **kwargs):\n",
+ " px = (self.windowed(*scale) if isinstance(scale,tuple)\n",
+ " else self.hist_scaled(min_px=min_px,max_px=max_px,brks=scale) if isinstance(scale,(ndarray,Tensor))\n",
+ " else self.hist_scaled(min_px=min_px,max_px=max_px) if scale\n",
+ " else self.scaled_px)\n",
+ " show_image(px, cmap=cmap, **kwargs)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "O4bmNwuucjds",
+ "colab_type": "code",
+ "outputId": "8d64748b-b2d3-47f8-ab49-49e0815ee151",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 483
+ }
+ },
+ "source": [
+ "scales = False, True, dicom_windows.brain, dicom_windows.subdural\n",
+ "titles = 'raw','normalized','brain windowed','subdural windowed'\n",
+ "for s,a,t in zip(scales, subplots(2,2,imsize=4)[1].flat, titles):\n",
+ " dcm.show(scale=s, ax=a, title=t)"
+ ],
+ "execution_count": 150,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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22MReebz9uY5p2uftAib2vWm67jbbRs5sarNuv6bt8ti6/TYdJ4/lfnUgZW+r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z7PxLzOA70KLl338ypPdt15ZV5Uu7VDp7NLq7WN5dgXDKPszzAMUZx4t30hljAfzxn3R+RZhmlb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\nWsFzHOqVC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aE3GUnUWYwhizN0Ax9pJLI/20K8TJAlGaIFKeiYlgFelMizAs2Gp7JRwzJg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hQUN7u43912+TRJrBblRGvXhPrro31Rd4cWLWGVOB/eJxLgtwNx3rpW+AGQSy2XtlD/2DPt2H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i6fywtPPYWenvmkUlk8z8Fx6tRq49Rq43iew+GHTz7hwL7GASuOb3jrx+no7WBz/zAD/Y8x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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "LyrkRBKGcjdy",
+ "colab_type": "code",
+ "outputId": "0df7e901-ea2f-4571-ebf9-7e59cbee4b04",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 357
+ }
+ },
+ "source": [
+ "dcm.show(cmap=plt.cm.gist_ncar, figsize=(6,6))"
+ ],
+ "execution_count": 151,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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K99QFAY5nmrJ2Jn6cs8hRIDXShNrW/n8tVXRsp9Nnc4G/ZblYWQzMxzoRh586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\n8IU6qD80gfonyBeuFBk6ufqnRUnJVD3pLd30zi7+YX4tMwcPOypSEkwP/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AAAIABJREFU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ZGClsJZPFmQZmkfL9bt3v5X2ChHim37kagNhqt3bDb+k+T4X6uWwkM7GWqL3x1RRkC7Q9c4EF\nuSbOp2OcrocrtSXmXpqmBi3pqyQLDWYFxBpikCtRPelcHcJJLfsV8D93boErysq6nA840hhnjTnH\nVpWgJQZzqnjq2C6+PevJqOf/7YPTfPbpWZKhFkKIQ9VUkS9eOsvzd9dBaZAHLp/lNxe1sOzcWf68\n+Y+guQN+/YsywPa1hm3wnNngBkln2l1ydaIC2tSJw6E+Pi6J1kLghxr8rEr+Uc+NoveWiGUO3XzA\nDopFxf2MYdPb4XM9EoeW3HmjGJS3bj+U8kt0H3hrf7P0+UjPrRu1NgDKHCqfsGcOyUGcGBKBV+uR\njD8JJ57zDP96XEbcXDHIMjD+5AY3/Ir0TJG/maKV4df2I0HUAqkpznwJ+TKGRRUSUMMxCaZjd4vA\nbrw1ottdV7hdVPKrQk8+Hwhd0Xee9P4/e3bJWTyrmEUEdUE82JNJb9gAkc4pyDAqn3eDqLbhXZKN\nqR1IBD9qNcfOzS54mJaprsjZdHfJgcvrZUixv6WJI43oRHuPDHesVLbX0YHGqXrKOP2XUvo8o1KC\ns4LOFlyGPKrvzU4pl+fENCPe7J6X7tdAampRfRELK1J02qcC1/SSmQioLqJKUJu0P6soh70b5f3W\nxaSfOorcHHbrdq6MwXIB8LP+LTe1b+137+UNoU7VI0FzbcK1LE4ottUedzBfHkxNIMbaAOZHlYYI\nEmYsKqMLp5vJJALahjex6Ao6oBK0R+i5MwDReQXocCos0wIIEmKnUqWsqGhZuW+GkshnZHYpdqNn\nInGDGtVvtz4MhVeA7TwRg7tZwMKFDXz83Es8kPtjMbGsQq4tU4rbj3z5Znh++y+oyAL36ezEslof\nbjXUI//3efl27X+53RGC/FXJ3rRlWgM267G/AZxbcqP+iLdun6G2vH4jNcs2wFe6tx3/4W6dxs0v\nB/fb8vGkPsj/4W/BW6sFNza03dm8mh+NZa/25ZMH/Ex59gH4i0fLJbvObZGGtPVQfaWp/dvlYD+H\nU7CxDHcStXZ4CBZmoe6MlPvFwzQEuxnl0/zmwkfh/AE34b+YdNP59QsgNqscf1oK4D1hoCQak9F0\n3wQwLJsgERAQEp8reqcRvlAnt6ODsajUXzEUc5xwFTERMeUuOkcDudjm9nEuAAAgAElEQVQHADbD\nyk8oH70NcxA16bmRVEjmq7vgL/VkPCxTc5l4SyaYSWj5n3tYIT9ETKzOsQByQ4zkhOq55jTymOMA\nJRUL0eNQH4OGksr9IYEm3Sx4WYBH8oIZzcTkuQPaLkg3u0l5yvRETSEf2HGe7y1rYjoekpkIHKg/\n2yHBc9ks+BsNijZdb4wLrx+goU+214Smd+Oy0VbcwI21auDXx+ICMA/XC7YguTsv2zWgFcLyPsH2\ntjbLfu3W/x0ecM8dMONCpKLIdshnt7xfyQwd0U3LJv4AH5ovvc0Y0iqKRHMSAdPXIDkjkClQ0H9K\nRHhqZxeZyQd8/O24kBgaZ7v+KCWIB/D1t3nyWJxvn5xh7lwF/P/GBLye1MpLqq5fHXuLDdm3hHYK\nXOQS718ZpeE6LM7DO3M/Bvf9MzzR6vj9/kDKHxJFIilbYAflfzvxHJzAsaZG2oHHboRD+jTWvavh\nXk09/Wo7aAcOuSqcCqiUZdBscYagj/1AxKtvsW4fUH3YgqXAtix4GjDfAqTpE1aymMxtdBwH6F2o\nAfcMElQBUhvg2Z4b7062LIja9tl3M+2bs9fpGO7XbfZ7rCC4taPbNdAgQXvyUPndysSlE0ggLel0\nODjKaLAOQriHM54STwz2TUd2v9THbp6hPjtO8tfDcsogOmSaMIM2lWRLlYP40SzWAPzxs1XCJV+V\n0CAJ0M+lVBfTcThcDGkb2BSpw7dFIPad3gHt9X7vcJ5I9TE6B3dxuLFLBypbyeRMOWot5HphpN9B\ni1qBXDN41iTRgC+HEwHZ57UBsu6hUSZ4oeiYWsuqoDWEvXscN35ASudM7gKn6jUj1lbGK0uamLqj\nSM01CTSHG5u4lNoqnPs51fLaOeR1js24wVAWyTDnxIT9ZYMzy1qjgVIH5MxhQPYrwwV5/tWStBI0\nu2d3XlocbyLPGUDpq6g+geBYOdgM3bM0o/WhWHYM+6P3NteB6iJcvpygXjGizCDVFLhKRgdVIL+H\nnqaqUVKTSclST9VD5nhJpvbxoDwJUIzqsp/GOKUZ7csLS3xqrE4wqTacmoGftwDhXeQuwnFOce49\n5fXHjipOVY+1j/80err1K9cjIt6VqlI2UAKXNf5wt2oj42QBrSXY4qlPzT4Ax1dL4Lbhtr2GBV1/\nWeY6hMCrRpdKwmfK/jeZzdv64Aw1mnhVDKf8nXv9N6BGSxSDOvlSXLaiVFlT6nPo9MxrGfzKf5CD\nZwdrFQJ/8pf1QoeQD8f0AyxANm9xH4hltWb4B5KFPoXgTB+zHosGaQu+fx9C7c8haIbCQ9IcKR2G\n4HehdJiG4I9ZYJQ6kOzzmTPwUWWZfKwGqmfKtSdHAna3TLGyfiKCsoh2pUBcrOQH1cCcGyeWDijl\nQqWZClzq+ngVxZPVPHlnAH9YKyXjNuk5Hm7cSt00rBk0ZtFa13eMpBRF4zSzRLKkCLjPWvj+tDcB\n3wNIcD5VD5kJZThl1WiOmDx+oEPK49YEmWdWEgVow5QaDGtAsaVLS47HblbO9z4ltNiRkgQ3Ewqp\nCZxbwICypHK9iq0Vk7+x6pA1A7u41ikZVHpa1Kv2t4iu64rhmKoqFRRrCgysBXqFzw8OvmTg//qY\nZOA7cKB/G7SllYCQ1tfJ7YQrn5AbwFToKLmrEjBaEGgW/XLTyBLhXQ83NtGWRd53WZUz8mMtUYsi\nq4Mq+mkb1r4yHQzWNTHeGCNZFWfeZAGqSsTSDjkQU/k+EJzyHZNOlcqGUw3z8+TzAe8tn+Z72ZCn\n9lWLLXad3sRjIdwdh8Y4nYMXGEzLDSs5twirPwNv/6UMp2ZCqILmHLyTvp9TSeAKvPrhdVBaJ0pU\n8d3CMHyxNdrGMluSZi3Vn7Up/xYJhCYi7UMmbU5jzCfLTpdvgLl7HXwKJIEbaZfP64cb3WuDC6Z+\nNe1jZFdoFT7+JGzscSggPxGoWP/6oZS92eBjEkRnH3D91If3SgQHpXwphrQSyjBY8Zq28f4AywZR\nK7ZIEKTHNZuNqmqAf3+49deUK9eAZqlev8NaCQb6X4XTJfCFtHuRyX6Yg2JWXB5pkYFUKFG06Zoe\nvSJRz2l/SxP5fFHopjVeZmlLp+HBrBhBgnK6qdcjNSV+sYQOCKpCwklpDUyPB8zkA548uRKeSrr3\nUSrn9Lv2KiYAjfZSkWypVUttlOs/oLhI32E0Av4LBtVgREA5T90y3lYr7QuKvVSoVW6jo7BGE+5u\nCVa5h/Xvuo0G2xnJSw/SsjwTbxk1mUAVebb+NYal7cWYGKLS3091sYtkMuRII6zZo0iC1j4NUrrd\nJCWIGhZ0RIP9FeurdsDdP5fAiPZRLZgujUHWUA1IMN2dd62BKyXNiFW8mgS8WdDBFizIdcFwB0y9\nI++/z4J2d6Sl4MSznVwi9PPkyQ52L5lLfsY8x25yvlW5H0sTIcGsEuFMnFjKNFVj0bBpeFbJ7UMd\nXpYqbQTSzSy6EnL0DoHzfbv9eT7LX7o3KMKqhdW8Guxm6A4VnS49RWT4Vrpf5g9z5zv1OhDbEbuO\nDZca+UPdeaOgicWiUIfSFhz9jNP/vUxn5PXyPqop7/ui00aVvxkUqxUZ2j1046G29a8r+S1Ftl6G\nlfsGP3jjH8oVtkF6I5kDN6bTvsiKlfVDVt4fcu0Ag0RYD/QJ4Ic9ysnXQdJQj2Spq3CK2i+0w9F2\n14M1Q68qhEpqdzX7+hKu3+rrKQ6loe5XIf0FKJwTCl2sQdSlErsFazcHx9+fjnO6Xk7Cp45tKsef\nFgOYiXH4v4xT+9HJSMc0SAQUx0qEBaScVwm2oEo0LWN10lsTK+iQqUshly/LZJ+vvw0Ezu/9y7Oh\nJqDzLwOZIANWJrZF0nFaeppQyIgMgyKAvMnLRRTUbqCbeRM+agAJKDs+L0HcVO9HkYOR69CJej+O\n9ioBXOiwHbDPguseobOOlKA+ITecNylvFZi/E70sKMg+SbCUHmpnMoDfl4w2v0uGdJ33BfB/pmjb\nMUGbuqUebgy5tAjWnN6kL+5RWHeXBCq2UYHue58Wu+jWfumrbkf6w6kmMrkhaXcs73M3lOV9MIKK\nxyg86hFUMEaDa2Nc2gyRxKEM3UZSB+F/NdEX7fN9/jDMEbEVqS7WKpa4CYFu6bCNZ5nJB5GpX2TW\npzdqGz7l8wFjIwF1haIImFfFtAKKUTdTZPbFEo2NM07eEYjYINNxQaf8X7No+5uAXyZnSCZL1NYq\nqiUuFRYx+I+JeVw9t5v8BLxzxwZIdAAPQfEeCLdDrBm+fFFukAZBsnZbNKtZ7VqGsw8A77mYsuS4\nax36uqpvrYYJ7cUadCrSb/bwriDf3/gHqVLvw1lP+0IsR3qEMm8Vry3LTP/gEOT+LbApU2WxZZmp\npckWLH/lP2iG6kX0hSfdoCnznhsUgUAdhri5uktQmQ1r8/lZhVAYlRQc1cyUpAyOsapdYoN9cOAu\nUt+KxX43uS8LyiB3ohmg7v8BvqM91IVqxqeMEG+AzdU46Wk9yZb3AbXufyUJqMPt09QnQxk0Wf9U\nHU3DGVFaj6eFqx+fH4+mt8WLRQoXiwwPVzE+HuOTR6rg8Ro5+Y3hYpnqyqQMdHIC9VmQ2yqBINEn\nwQEkuzKKZASQF0jRyP6QA0vkelpzugMTABEqYr+DGIEGuz53bKNSyLM5MTM+oC0bwDM1cDgmZfD6\nbZKtHixJlmh94AaFQRnjSINfZmIThxu3suDkVtomLgjmdgmS0e4rQFydBpboNn5mNqz/W9g7RduO\nteowsFXdT/dIsOvT4Nc9y1FYbcKufdTDkyFtbCKT6JPh3QTSfjCVfhu2mVC0tTkGVNdgreqbam9a\n2gfdHvyry3Mt6Jb9ycQilpUN186ncXoADHH9ejzq2dcgN+QomHqDqdpaoTLLjbkUKf7HG2KEhTAa\nTrGtTfC/f1IHcY94EAsjinD+rGBhk8lQVP3vKqloOtw9Mcic5mpOHJ2GiX8vFO3G4xD/gvRQwyGo\nnydye+EhN+iZ0IDpe0D5Whwn9fHjr7te6uwDTk1qaiM0tAt8yh9GjTfL15y9ElxPPKcSosh1//h8\nODAbPoI8/vJFmbuEh5wDs7/MrvrfzJSqpID5fQzLTm0CDy54mrK/v1ped5auIALNC3tkB5ZvcJnr\nes0WTR1qqIfI5fS59nJlbpPw2odkoi/qY/cj3F5fDtACq69WYwfGeouGBLgfmAt8KCdWJ8V7IMxH\nL/XwOWirJ+IzUxLcZnURctVIYCkGzm7Cg6Ekq9Si4iZHPjR1ILWqDnEOpgZ7yecDuXCvvlD+ZMss\nWhPQmpdSe7SfjF3sy3W7ch2OdtkKDOhQSocfmewFRurmU50PInX9kVTIdDyQ7PJ4v1f2KysqMrzr\n8NT/O5yo8uo+FZ1Gttsyu+M60UsT6cNaNivlL1qi6yS/tY+2rLYIIpsVe29I18Rk8j+imVZjXMp4\nAPYwHe9y6lBpL/B9tFp47H2aYa7f5o5rroPB+dA2XPFhpZtxEocd0WDMyRGKHkBmtM8p9tsxjxAZ\n/ZDu1urAXtcNpjITu5ShZv3TzR6brJfr159n7lw0WJakykl4fP7brKAq0NZTKRpO7W85SOfeXfCZ\nT0kf1cr+eAhz4nJunSXS+eXlcfhfNPAqfGpZ6h721f5CxIMK84A/ZcPPz7J92VNQvBuu2Aa0S8md\nOQRL9rq+aEA5q9GX7LNl5fyc43DkSQfBsmUC1eACbKrZXe/WOrSsdfxReEN7slYZWyLZiyRX30Pb\nAu2w9dbH9V/XQ4VycRKf8WS0z5bXYfw+6X9mDsEbXip4Atc39U2xhnQjn94u2eFC5M7RvAVa8Ghm\n3vYYvtQCe3N7OWf/BT1oFkDPbZGSAiSN98ViwWWyIIH0CaAekR0Lh6DwY/lfrE08pYpJGq5v465F\nLXBx0L3OZ17m/U7h4B9OhbSRdp48U3FRRUdOxlg6UT7hn+Hmq+D+5z/+cONW2vo0M/xE4AYhaWBD\njZs2nyjAqGalOTicCiGlmaL6zUcrUrPvZsHVgwKIT0jwzkzIoEsyb1ta0ptr6vptOAtoVfbP6WAl\nwpV2S1k8sNG9lrGz6mNEwHtjSK3SiXmfSvBlu4lUnXI7JbM2osFHqnnqT3bJ8x/T59cUBf41UoLl\nfXQOCK10xTAwH3nuSh2sLY1JoGpVuUJT5Er3M29CjjlsVU3TPg5PhkKIGF6pbC3JIkcubiWTvaDD\nMlgxHHL+KB6ES7L3/S1bhdJKILC3Vt3vE2jLZg+uLeFhcnMbpdJY3Uf1+39BXrHIPk6ZhDtXKITR\nY5LJMHJSjYPApxpizJ2b5/r1OMfuLLL4SheZqyVo0UBpQXV2CMuqyL/qXvu1/iJrpmfJtD8m8Kl1\nnOFvAHgE0h9lwy80sMVb4b20DIErA6Rx+G1av/eQ67GaIl3QLq3BoZ4brZDMNmX8URck7/2SYEZB\nSnyfuWkJoHlV2VBr7nw49xWJEy/o+VGHsLxAWj91z5PnS0QykBXrg7n81py1VNunn0a0US/oGiPB\nP2id6IBJV5TOa2PZFzABF0jX2x80a7XPskLslYByWxNw1tKf6xFYFwgBYEe7M+OrXK1IMI2M+ebB\nHTkI/wpoE6vceAujtTCXObgpG1jGlEyG5RqZRXcCGog6qMJT3FfetV4QgQKv7ZMJqsqDaT4fOD/3\nXLdgKLM4oeWlC6Qn2FqSwGVg9FwHNCrgfngjZLYR9SzSzRHOEXqpmzaOP5DtY81pMe/jN1QP1QLx\n8n7XZzqumWYaKedbgaVvSW9xFCIVKxtSWdC/otnkFQ82pCVvOd9dSAuHG7eyILcVUjpMG0WCX01Q\n5nPFcFGy3islx0qimxXDSss1m5KPVAPTmtkjz/nJtDK1NIusg8E611ZkFKYj9bEOzqfhfLopIklk\nJnpZfMWlMRJM/SFhP51ZGzBp28SQDSAwMbxj5qt/tfbJTaA1Qfp75TflcCZ0Bo+gHmjl507cO9dI\n6IC0Sm70yWQox8/aRz7sT50mfDO/9z9UFJD/HXnpsyLqUx2N0Hb1LFNjL8EcOFZA0DLgrjufi2+o\nnU4gpvBJG1SZdrE/yPYH2n6m6fdKM+9JT9VU900Q33c0jZyctUq25+5HquAskuid2wLf6OGBMOAH\nVS1UXSoK9vgm64MzVCjnvnpGVVGkj4ROXnd3DR9rNgkM9jjQ/ytLtSWgSvxG7zKNU3RHdmxx7/Er\nB8pJAXbHCXBlvAGGLZg3b4HOHsDTZJ19wFFkBx+Dx5DH/xQJBjO6veAk+8IOYAziZ1SdHO4mUcbh\nH0k1kUwWXMCDctk+pSIapdRWWJC+FrfKUhFJv1KuxPi4nMzH5pfoHOwQdfnJg4JN9Hpt5HZKUDPc\n44AMmRbkPJERK7vNyTMnAQvWql/8ZoX7rHUGdaCle78E0wYc6N3XMG1VrOmyKg2U0yKmwk7IWrbl\nldWWXYOHu0SGOMdLsj+rRQpvwUXB1AqUq4nOwY2wtx/uFZzwSKqJjBIXWL8NdnxfhmG+zqlv8nds\nRmFSJRfQViYFWL9UPK06B2zIpvCnBujMXlCQ/doIG1pddJ9BRnu8kfgMqGjMTsj2OnUtkOO3rwCo\niPfqPieuEg33vCHaSAk+EufJQsDfX5cTJ58PqKz07aZtfdbr12NU54rR+RebJcSJWFqm/bW1RRGA\nuaKTfXBtq5JUQulpl5vNnVuAX18Gv1DBGRUKyl2C9HyorYbCNAyVELnLBGIj9D0ccgfKzTkf17mM\nMSftWrVBlV+OGzGAR8tFpTPvSTvBhFbObYEVh1wboHKFhxy+ffAxCbJf09jzZ9vhvq8wPruG1BWk\nKi3d/GXggwKqD9Ifp5xyZWly5R3Dehbgeqk2vIpsUTRA38x90JfOo6fctO8NPUCrvA/C9/y2hrEN\nqQYfkzYC+rgfXXQMDV+2C5yua713VGaA2FKBSwXPC0Y6fpTFeZjv43ZwakL5fMCTJ3e5f8SlFGIq\n9DLUcohLaBP+WywB87vnZMZierHuZDqOBkANJgdLlF18OXDsKXXwTPc57yefAZQDw606kHm/A6sf\nzBNpkWabHXwIvIsfwVme6HPWIZmY9la1dG9tlqm+rbRt504piVv7XctiYKPsz8ok3Fsis22TKDHh\nU107YE9/9BnI//fAjocZSXXRNnyBkdRWBuugbcKDPY3ihFOulMqxr5+oliw3V8LPLkdSB8lk5fgs\nyMnE3QKpCNMImmJ/i3hbPXmxoreKfB4RNOreRHmPtaHgHU8jUnQQBXOrDiZDSKPlfAxf8iySefTO\nKf/88VdQZSB/L0pMeediLCyznq6bdm1Qty+f0EpMnndJ8dmpOTA1Bu/ceRecS8MBZEJelh0iiY9v\n8FnpiOq3GSuhTKnmcqEmkLhjwkqGGrAkDNwc5kUEZmkx68wXPO2AxyQgtz/OifhRUpemb5v02Lp9\nQH1inQPpr9jiehd211ivYNcX22UYVLnD4+2wRJ1JJ4aAdulP/Ex36sghl9Wakral5u8C+1Rh+7l2\nB4/ad8i5GfbqzmfRANzufLgtU7XJvx3MoB3uu+ggEzahrkGYIgUcQ6qAlP51iqWLHaWheJZkSiaa\n/p3q2LyQKqA6HwB75LVSlJX8xp0O/B7XTBjZVoCc4BE7SuX8ShNhZIeSz8cYrw45VR9wpFH6gaaG\ndLixi0x2J6z/hMtAVYO0bbiXlx84wKVUE09eRPGdGyVrigzx+gUhYEMmFT5hT0EC0CeqYeUnRRm/\nLqRz7yYJzgPmQHoB9vbKz2/2QSYvpXR9DNZKgHztTBNrTu+EPd3uPZbp/j6rQXpvh1rQSMYsoiFW\namrZvLqZNvOtohfScClQO+rl3UoC6CYzIT3OU/Xw5MkL8PmEs3teqfuX0d9bQ6f8ZAE9Le8p7YRe\n1ZjdSttEQCZCLwy5bDTdz+HUVqqL8OggMLFTBn/r35L3uPcpedIcfe8TBc361zqBlZVJ6X0PbMZu\nhgtyenwbmuEz1XJcN9Sw+Pk4LJOAmdJy3ph2t1zaHhDgf0BsVozq2UKK6BzcJZVFdfFG257GGJ1j\nAbtVCDWfj/HyA7/Bp4qBBF4dTAE8f+en5Ye6DXBlHbzvvY4lQQabOofLNqMJPS4bHepxscLE7Q1i\nZcE0854E1yPPyeNOPFaOoQen7I+eNrFFULNaMtul4w6eWQcPfPFh3miYTfrSuBs+xxC2l9/Sq1i3\nD6hXZ5eX9bZMxNlK7FXtXtbYU+7HYo/tBE4cArQMXwU83Q6t7dKo3qF3pxd6oFU5tJ/Q9/spEqCy\n+pyjOAiDce/tTlcmBOPpGBpg35+2Wr/UynyDWT0BLPZe5v0vwuQXYS6MpndTO+9x53KqkKhQoSn5\nZAishdn/zT1/Jgb/PEnlCssCaflwKqgKKE2qy6U3WACYToYcU4fvXHWMltxBOgcvuJLfvOFHSpLp\nrBZN0k9t+wH7WxSikzNok77hgJbr62KuvM8W1LhOhyQNqm3a2k8ngQSnfUCuj0xWFZJW95HZuxbY\nCDtsIm+rFxahJfgQrG6W99hdku3YaHbXhyWIj/bDum2SzSrQ3pxSM/cmIPMW7OiNXn3ehGbpS2NC\ng80O8cqSJuZNiF8SIKX1uqQQCA6ayWBSSn5/Wa+4ASI31shksEt72Ht0uNYvECj1zmojkOcZ+9FU\n+EdRyJQu89la3i03tqzJKnaXsXGm41YBNZH5wxqhg06FcKZA5+AFDpGWc2MG+SqEUCXKUoWqoIyB\nF1VDBUSdClM1EyjU95Z18RS4/mk8FDZUKQBikNsZaQgkkyFhrXfcFLQxrw4I/hOUHoL3086PbRnS\n0vsc7lqdPAR3H5BYc+I5ONlerhDlz25sDa6WpO7kUgmGD+9Vt9QeR2kfopyzb1h1gNFfk4HVY+PQ\n9gI6RQNgw2jAC0uqtbwfd0lTFZCCA6nl7C4c5+vcfN0+oM4ZR/J0yjmvlpobkH+uNn8jtoHHsbdg\nZgcIJMvc3w7/pH9/oV2yXHDT+YdwflXfQ4KmAfSP4uANz213qjM+48FaBf77A5H3zFGEfkrF/2xN\nAnWhYOlAToi6HMRauCe1GK6dKnuqTVElQ+29wfKEEwVodoOpW61wJiyf0lasy5fjLLgaEyhTMqS6\nIMmEqS+1DXcos6jkLsqMDn/ocOr9KvGXQWmdFiyO63T9SklhTRBN1t9E1PpBwOcm6pzdSFSW3pvQ\nfilE2aSnzjRvwuvjjgL3xiD3ech5CII5sXIzu5cLESDeXAgy0XCsQzLigV3QqIOqj1RDaxGeQR1Q\nN0XIALJ97piYo6mZ8B2bcZlrfaks+EkGKjeNBbkuzVg7gD4JiDl0KKfZvrVCGnDDN9BjZcOmte4x\nOTw1KiJoFEB1cavu+65yMe8rFTeBypUQ+mlYcS8vQ5VUmUC1VFCljCplNQfuHK7UpEDOYxlkabAt\nuZI/FkeEpRN6w1IYIFO4a8wfKllc8Sf6FlRPLgWGbmwDgLQOraU4bjt3yNnCm5Yy3OgTBfK/n+Ka\nws3P83I9cM0r772s9FupFgYnBshdpDxW+If85n/W5ZtaveH1Mq1hDM66INQg+eV258UEblK275Bw\n9m16/+wheHadp8qPew2DN1grwNShyhhWPdIf7cRlp+DpA7Q7BpaV/b+uv/+1bttXkKy1DhGXmItk\nppN6kK8E7kKZhSiP19WxjFpXBigLqlbv1LFiIJnKjGfMFw/Fx/4d+TWoQpWjwgi8b38PUmpnMSsg\nnAwiumk+H+Py5QQLrsbIVcOa01KuORHkXUCXXPhZb3CEwoCOl4Bu2oZ3ylS/IJTMeRdDFhQgw0on\nvDxgClMrnWyd9R2zCpWa49FI1m9zws2N1dqP3SiDJHD9WqVoSotCsZf7CsBaeQ/LiG2lkYOcG9Ig\n3a/7sBmGh4QFxoVIrrBtGHnPObOlx0gvbcPWw9wpQTA3BFe1sX6lBI0hbFcvD2t1mF22lfKs5FT9\nQY40dlE33SU90/mBe47BvACWIiwyE0MZ6IA3+73XX4vzxRKYWqSqlRWNBVGyMqgW6grQDf+5Bhq1\nlvf6nHmPdmrnUhQ0bzLpr6F8GWsvWRVSW6voiHjJlfxF/wbfS22tqzySyVD+by2GIqxYuBgK3wQ2\nQJ0C/MeQ/focev216wS93cEZ78dhUG1QdULhl6ktzjbp5FI4vgSWKvX9Da8qrqS1mwFo5OihA/Sp\njXAQua5bfp8fJU6w7vIBUOExP5DuTj3KS28f4Octgzw4KN2aW60PZko9t708w6sUaH1DIUgGXTKe\nvK2nvYMEjvK5Yovj/YeeIEFmS/k2GJh/n5e++9tjgF4TtY6GTd5jDHkwpMH6c+2uMf1DXC/1CvAh\npJ+aQE6SOuRkuKz/Kw1yT/xM+aRvJhbdsRPnE546Ee6kLLMJccssT0wX9WarcqCQm1XiVH2MzsEL\nZCb6GUl1RZzvtmEbiHVIDy7dLVJ5gPlIOXqog/oAZWWm2Ch7gSCNlK5Lgd19cFXVmSwDA3hTIVCP\n4Gy4rWzOSvbVNrxLt6PbG9Tskdc+WIoeF9mnRE6pdhFvjjCe5lBg5fbIxS4ybwLdpUh+EOBwoyAh\nBBfaROZKyXk/1RedXN9SzYqj99RSXrPOXLWU3/MmcGX8wRJQcC0W0GzYpPh2OjcA29+09zObRWRb\nfx5JdZFRSNdgnWTYtHYLvtiOszHkdjysIjETAu4vlAgIItbdzdbNAiqJgBsgApWrZOSUjrI/J5Ml\nj8Ciu0ctHz/3Eq+2/gRS34K6Dhia50r9z/W4F2hG4sMTyLUI5fHCVKgsMz2uA++FJ2HkSfcYf6hl\nbMlzr0sVbUPyFTrPGdguwnn3XQIeIZw8K59HWeYuX8+mGnjz7QNsf/AuGopnhXJ+nVuuD1Cb2utk\nsFasLm8Qg9MTNB7svkNCJzPrgpF2+BpuZ/1p3ATwmJr+ZTyd1FnbHYtp8JBoIu7vKaejGWdg+QZ4\n3Jv+jbQ7JMKKDeV3KjPhMs7wOdy2BV774T8h7/N7OLvosXk6rCwwWQMAACAASURBVBqF4t/RMGGm\nObpmYtGUdM3pTfCd2QJ2rnGT10goWJfgTTWb8DCoUIECUAX//Iy0FEZS0lY4XR8yVi3c7nkTgi+t\ns7urBh2A6mJI25uB45BHdMle1pwWgPmpejiflhZAW26lPrC33DBvYKME6OXNIvSxpyA3ob2agW1M\nCqSyJlAM52a4968UmG/BTZ+fQ4c0OGX+414w1V4k62Kwu5+oMZ7bybfb55NMFkXDc0Jslo80drFi\nWGXoBjfCz7ZJlgiAOo7SzeFGtYxuTcKOv5d93GPltwfXsqXW2odTYqvcktNe7PI+WFYt+3p8SnHA\nJSnnNZjubxEiAHWGwuiSTNoGTzk9xmyOGGV2U4SDZLK7eBLJvPlqsqxvSk2gQjsdjFVDTT6A2a4/\nKkOp8taRQaek5XTrlhIg5+oS73e/n7q6j3z+v5SjAirWXGpoq4dVxWEuv/c4z9/5eUCrWt/KaGEP\n9PbI8fshUrVaWb5CX8yuZ9PtMETA+OsuQI4/6piWIK+xD+AxZ7z5xiEZRn8BPj4e8J8XPcq6awdc\n39lWNVAjM6v+YXh11idh2f1Q2k3TtbO8tRBG+Twv32Lfbx9Qf3TRZX0te12T1wZQlh36gFnj0NqB\n8Pn6/rJWgQW9iEmFo5KZpqlJ/a3S97eS/XPbYWSLU/6fPeQ8rXwBa5vw2wG3FkPzFvnfl3CYUwva\nBWAyEPpcDkUAJCHQ7NxKfnCMqFutYuBRIN0SrrUepkLoQP22LEvWlUyG5HX4ZQDr6bgLptIflYu0\nutjlzOFyHTLgyeHokg2CUa0+Ktz2yNl0/Vuw4/uaKfnMKM0Gc7jydhTJtlpxmgJzFCLV2uxqowYE\nQZDtLnu9SBcgolu6ib28Yamc3olw9afj1jaQNW9C9nOsGtkHtZ4ux29qYP21GGQL7G/pElYQAZFg\ndKu3v5ad54jwuxIQPartrEAGXH6rogHVTJXtWXNagnmUcafxetYWyHtV43Uz59NN2sbpUhcGBOGw\nTE+EydAZ66X7mDexlcsRdOrWQc530fXPu5uuqx4O1ZYF1XsT8MvbPFfX1BhMjU3zbij7ElU/nchg\n+UVNkGwQvA+nuVympO8FWbt+I1um21g6m56HoXeeaIe23+drfJev1wEWTP3Lsgpm6uJ8t+oe/u9w\nChZ+VP4eHIVwHu/MWadIn21EN4iK9a8D9lvmZ9e6D0UK2l1/wn72WUiVwTTVLMHOVLeN6eRjXCOO\nvmaqT/dIv2WvZpjP7naB8P4e4fCbgIIp0Qz1iC7A/d57t/dIoHwbHUr1OPTA28jF+xTSV7krB7G3\nZVL5oTTMCiH4IzYcfQnuojyYft/v+m8GvlPef4qHYkz3Lzce2qBKBgcFhbL4FXglu02yghjpyRhP\nHdPsBSd4LDhIKRsl6FwQDVMr/yHKuuTnftp+Uy/UOcK+4UIVxv7JDIv+6GuLupiej+Brsxu91kC/\nBMMskPMYVJ9KlGemDXps6Xfi0RaAIu6/d/wGdKi11wRDetnfIlAkgYltkv5wVrK/82m5qaw5fUFU\nuOpnAc36/A5eW9QkDgL0MvKDIpmJCyw2ptXKGIx2i412VgMeisttQPQQWgPH+7fvw0U1GnSthShg\n0kt1cStjoO8tGgUjha2cugSdOcGsitmg7mtuI6SbaZsg6vfyCNJ7BwlyF4pyXKeEBkpDgQUXnYC8\n9E+DW0KmDClS80F4yhot72N67uqcAJAh3gcE1FlMMae5mqmxaV6t+zQEdSKIcgKBT/0qbpBsbQCA\nxz3CTcvr4i93bonaic9GsJRI4jR7SAZSNs858wVn3PkQcg0nkMFy6jPkw5epyhUjp9aye4+W9//j\njkf5WDgMhZWAtglCL4DE/4yPZ8+yOI+0vm6ybh9QK20Fogn6Y+V/W9XujPH2azCNREi8ktuW3WEy\nhxx+1QfdWpa4v90F1VUIbdSHT1jp37wFp5u63WXO+3ADshpctrcMuainkFLD4F8mPF1AWFHFwxBP\nQwbRRuUSo56IVLT2FaAFzRJ65aSPFZxASvHmJVblACGioXr+QDdb1QV0ygyRP/3EBS0Xu7xHWuZn\nOMoLkQzd+TQsOAmZpXHJ6D6qJWyNoBQW5Laq/mgH03FnzWyCKQIj6tXMs0O+G7Z1n5fFteJ+TuMe\n68PXop6zMrM8qqVstxuCRKSDnP0uwzixamkic2xGbl7e891a6+BHtv2AWaqwUif/JvhiATQy8vOy\n0LsTbjD0pvc4fR9brg2zh8wEnKqX7Tmf1lZAa7+jDefsuR2ynyuT5b33mkCy4slQ3ju7kSOLJJfM\nzwQCl7rZeaMtpUqESZAQpt4NqzUhVNJS4BIDb8ovrQPv8RUIgFlMsSRxNxfrL0HxkmgIpzXpGltX\nrs/hE4RsWUY6gUCi5ow7jVRjQQFkzIfu0fLtn0HmHfVZvh2s4XdnzlA1dpNgaoOnaphIVfNXbx+A\n+z8PwVkIZ2sw1QFm8P8B8GrrXVC6n/Laza3bB9Qvt8M+DWoBrldqwc8gCr6KVPiY+1vmEDyhPcuF\nPbBKs1ALYAbSBUdp3e81rL8EPNUusCmQ17jc4wVc/f6NHlc22N+sTfD7OGtYC9ZPUF5qgGzH3tVw\n/3ZhxAXNENyjgRQ5KYL/jVcXzoPxl5ywdClg/6UQWqa5fj0G3/mOax+gj5kiEpc2GTWgQiBFT8pb\nBNJklTtpc9UhB1oC5k106aAFoik3a3ltkQWRjqgvNx2HI41N0QUuNsxw+MdFKYVX3u30ML/6Ahle\nIPPM30O6mydPdiCKVN2KIDD6aL+DCpnCFLiBTe5hHHsK9azX3z/lnXrqchpZtQx3qL6ADIVGUjJZ\nX+BnsVkJhvtb3DH4yV2w6MdF2g4GQsttlOMgZbcsG9pFgXrHWqBXeqttNXIMckpntW3d2yGtEHB6\nrVdLQpn9TDVkp112nt0ZsbPkhiRg/9fmyednWNloGJjdyf6WJmVbWSDWFkFfHtYVJMAtq5I+qvXi\n1Qdr3oRkqP75AUQ+ZNHPt1teIM7nY3pT9V4vHroAOyu4kXVVQQCYpIYWaphFjdqf7EJwTRskc/wm\nkqVaMF3YI8if+3Xyvx/R3xh/0sGhTJXKMKjgoJyPbneD5WbgQzsJi78pwyO7oVWU9gCkYKK6mu/H\n7+bYxLtsf/AuKOobBmfFZaC4zj2vqC2A+E9ueShvH1D3Gh+/x+18WJFRQrlttK9vOviYlPKWrT7r\n087aJeMEJ1490l6OI5s8BAcOOAtp653aQTe9gK+1S1C1bPSHCCrAgqupcJsNiiEHfAuFT1x09gbG\nkKrvgMJ2SPwZFL8lNNTCU1B8yTvIcnIND1fx2UMXoTeAmkK54nkNcLUUuZSWqfN7g6ibZaxQnlkk\nkyHXkyHTxUCojScVY4nCgiZ2UTctJfArS5qYThBZgoBNxe05sCAn8KLIjfRgSdhLNQE8sx7qU3D4\nMOzTYVJrn5Ommy+Z4kgh9NTke11WtVwn560JyGgqdLAkzKA3+9RGhUjVKdMQyIRbe6qRzTUWCBW7\nGVk2dwiVll4ON25l6o4ix+Ix2t4R5pEFNSm7+z0pwF4yiW4Rf4mCNPDVB2WbVysEbJUKlny/H3aY\nhKBm1wfzzj22DMnQIcE5h9JDJXNfc1rYbHaMpLoQeJq7WVi1oTemXD+Hf3yQth27BA72cQX1mxA3\ncqOMKM2zYi5Y3AIxEvVQK1ZYCMnPCN8/yrz9zNN0KVQ4RTRRSyJ2HuFV5Vtax+AtwBfPnOX5hWfF\nCiVAIIlfwWWpK7botepVtk8DL24Htjih6ONL4LiC+I2NOeAhkI4Cv7WbMP+4oHIsG/VXnKi8P5Nq\n4W8Ll7g6OM37V6WVsIGzwEvMq4N3Q3QANQ7MFuuj8O8gOCt6yLeInLefplh5bQD5yuzU/32oxwXR\noR7Jbr/c7nolq3A8WdMwBW1Ae0wIe00bhI3cqT7c8x3T4Wk98C17ldKK/O+HOBgUyMH+kvc+ti8m\nILvP249lSGbZitytE6HI9wX9at+wFN6fJ6r9/oqHEQtHepg3WVOUgcRvZnnigmkYOZzebhmg3wLj\n/pYusXymg87BTbSMSZk+XZY9uBYAqsEZeUntK7ghEAjI3VSgThQcHheAzVI6j+LsRCIRj7XynCsl\nCTK+9qlO8kdSWyWb3a0Uz1YkuKaRgNYKtIo0XtvwLgk26W6HUBjFkQlam2F1XxRYHHNHcKsR+iFt\n2XSzw9UuVQJBdmMkIMNAh5T3qxJS1tcEsCqhugFqde2DuqdC1X7tcO9bcYpE+2V+VK3ae073k5kQ\nhpsRFg602HnUH0GnDjd2yU3ojJ5DV/XYsplB/UxuOXU35lTFuml1hA6vaoIbiSm2alyGms/HlMhC\n2eMTFJjRiJOao3+MtUkvFZTYo38faZeg2rzFBdmjlNvFVy4bOvsV5xdgOPFpaRNUBlMLpNXy9Y+p\n5fwjU1wd0iy/Tuano7XyvTAtpf1o/C4ILgHjqudxVjLu26zbZ6iXLzoOrd9PrZzyG5ThZsv4uuAO\nkkGsgh4X8ExZyqT27KC9oGXAkS3yv297GWvnRXgSpwEQTQr998SB/CsRB+e2wOvaYvjtLY5ZcQCY\n/Yb0UOmAQKX7PnQJwVOVr5HUVmprC7yyFD47GMKdcQfqB7gqqu/5/JRkqJPlwTSYpfe1guhVFnMl\nYnNj0cCqtrbE9evyevl8IJkweuHpJ9g5FsBgB68tOsia08IOGqzbSnVBTngR6+jSwY5CeHQdbuxi\nwcmQzMBKMa2zAdXXn2YktZUjjVCXh7Ex+e6UrVxWLPx55fTbwMkyuGxBAsDKpPOwWt4vUKx9fRKs\nzWH0ERzsSldmYpPQXPcUIl3XttwFCY6jlOF+5WLvx7QN6qZNEAb10HpYXjsnk3UGhvjesiYWqeLH\ndPwgnbsDwe6uVLxq2pTyO0TPoD4G/8ekWmHjtBBWJUTxXsv/tuFNzsRirwbsXK8gLFT8ZCTVREZJ\nAm3ZDtom+uUzbQWyGxlpL1FdjAFrYVu/MNSQfX5tkZjmVd2CfWc37ulxFzx96Uj3OPmayQfieHCz\nFbGhRK/CIFjTle8dh1/SyDF+qRKX0BDuZvTijwTBk4XI4sgGx3tVYN7iw7nXgcdckub7x42PO+GT\nH12Ep+F//3Ag3fCLlHPuIcpIj6UW83cTp7j+PsAA+Qm4mpdgGotDolpcj966Q/3iSvdDOI+Pn3uJ\nhuuw/cOXxGyweBej8VuoVvFBAXUVRFqkNpH3A6sv2Oq7BQ4iZTXIgTBNQwPgduJS/H1Ixrmwxwmj\nQLk6zNPIJH+/954WMO/HBU1fzd/K9xfxBmQoZMrbFn8ZALgOuSOxkMhkLJGH0nEIPwq8VPa0894F\nzYUitNx4WNuGL/A69eTzMaddWRVE1D/wcIQT1vtyepU3rl5VVVJWVKtkiNKj20pmYhNPnpRpsmSu\n0m8bq6Z8IMNmLqU86b8d+Yj2aT1NMEiSU1YS9aquqOSW1S/Bz7K19QOS7UyF+nkUiOBMEb5VQfU5\n1SwdlTLY3ndBDinPr8Q8pXtd1rPN9UeZmqydvLKkKUIFjKSaRMhkpOQ9fycM9LO/pYnpuDgSmARf\ntHZo8E2rMlRDP1AtpbxloVdLEkjnaCAy9ailMRE4seFbut9pwY6CDAqb5GZkUCqDoOXcYxZcjan9\njMK/7H1yUoH47SD/PLIe6A3DTQXx+0HVBqH5fCD9+DnBDX3RaGULhGrsl0yWqM4nvMGVfKujQK5w\nPYouTddgdBbS+oquxx6nBGfiSxZLWvZK0LTE6Z+ArM5JrA05uFpe59eht4j0Sn20lzdwOlazmO9c\nOSWUUSR4Xs07VF+taps++EsEuA+8MwcILskQCqDg9VL5twZUC3ardDhlvciYye896sD+AS7Y+iov\nEb++Xb6+gQt29v0PvMz1su61DZ78wZEF4m/oa7+IwC46cf1VfzjVvEUC9RMorU1vDpN6t1vY46xS\nvtEDR3tEpvNDOUg8BFdapfSv05Rj/FegbinEy3uo03G4fj1GZiwmU1j9e3SiTYWMpJrI56XEKOXE\nmM8uAPP/CSfFKjpIBFBARCuqQk+vUlg5Lz/QSGZiq15oWyXoZCXjbMttQoD9WzXYOYxqhDWNfOXF\noG/eBM77KTvE4ckm2oZ3kWElmYmOiAIJSrmchRr/aRkL8tzV/aJLanqkrb+Q0v870x5JQCf5XvuA\n0W72t3TRqe2D841uAJWZ2MRIKoQf2I1A7EDEifUga+oCWBrjoz+A/5GR53xvWRO5WSWePB4rN78b\nRfqj9EVGhtVFWHRF+tHC+99FlElGsnlI0AT4+kMS+NZ5zKjGuOwjuKz8eKl88DYnBlefktZKDsjt\nURaWCqGY/GFDvzMmTHez5rQyrtJ9Ss5Iwu48hydDqlNQTIYkq5yKWZAwbn5AMSfbZ0E3mQzF8bTy\nJu21BTJLAqia7YD84GBTMzH4+n8k+dEwajF8ajxGZedwAcOkE7WcOyfXzWPAO03Pw11/BKuCcl+3\nc1vkEUd6JJl6/TekVzplTLND8gKWAL2wPRI2+n/vWcrvjr3ryvwYUUZ6vm4+B2nkJ+cGyE+I7sZV\nRbiNJuV0vZoXn83cRWlNfGgO/Hw2XLjD276S9g8TfyZDqeDSbXuoH4xDrWwZmBCrv6yX8SzlWd/g\nY0QeMeB6m3bXtqouGmRRrt7vl/HWVgjay7fJsk8LyvZaj6sW4irK+6ogbCxw9ihHeoB2CcK/A4yl\n3aR+MoDJecqJvsldOx5SXfQyhTmx8pOxFOBbSudnAsJJ1w4IEpSp84czYhddmgiJz3LuqLfqkbkg\naZhUWZZpCRZVykMZzhhmVcVRJjaRmeh3+qDG92ePZlUdKsqs3PIsiittLp/sG0jf9EWtXzsrUBwh\nEhBa+yRza0B7mdIDro6gvL0syBmNViBSp+plfwRTK1z4ummZ7vt9WiM8VBekLBUtAiQzNH0DE9Re\n/wloTdCmliyvLdqqwXSPClF7oPt1vliM/r1e2yJNcfmfHYuVbylzqgPWDTg5QHB95ZwdH+tp63HR\n3mwETct1OFnEXL+oa2ULMLCTQZ/J5C3fnC+oYEpFLKmKisdgevm8EhWgTAM1gv6NB/jnWD4fE5QD\nMzdktPOZx+V5ElAL0wg4vu4M/F6ra+8d6XGi0QbU510ZPP3sBd04r01ns440sOCnEkwtM4WoVzqR\nquaFwlVOHL3Iz1vgQjN8/CgsvFOy0znn4FQtYnc99y7Bll6U/zVfk69XF84DZtPANh4+B4vz8N17\nXmKUddISqOyT67p9QLWAY1Yjvkyfv+yOY2B7X4l73yE3Vfcf7+NNe7WPadnq5BYZRN17p/x9yXE5\n2L54tB1sXzcAXNBd2CMQjWe97NdaAqZi9f1vyh2xpg9GT8Ljx+G/X5Sst07hT4kNwkOuAmb9BQ3F\nP5bX8xD4bcOb+OW9fx5hNU3SL2rU1wSaXc1lJi+yfMyEUTYbaNkfTspJXa0K/fGGmJb9AdV3OD3V\n6WTIitOBZF+W6X0qIRqjWck6JcNTQZF0P2tOCx1yJNVEZklAZmDI/Z+dHFYoT3Wk9bhVYVjat7tS\nom2HYkQNThQNYnbCwWZXcaT7ZXumVLH/EWQqbU6rOZ3kW5mfc8GTdD8ZAjLDQ5FD6Vg1dJ6W4dn3\nlnUpakF7wJeA3EZee0COdUtOgu90Qi7+kYtdAsyPMmTk57ak2p4kYEcfa7J9UZ+2LeuzrDqAt1Rn\nwLJI5MZxb8LpxT6CBDzQxwEH9Ti9CaDH4d4EUJDAC3Acx2AD2NvB+UaUmNERCb9InzambQjJpk/X\nQyrpZaFVQSSGYgpS4AD9IJdEkAjKXHfDSdHbvXxZ4Vl+cLRgagG2tZl8vsD163FBBLQmKMP6xWAu\nV5nLAlpSLfz8+CDfuu8uKP2u/H8u8IMe0c3IAmyXStOq36HtopdsoiYnl7rrX/HmJ+66myXXzkpm\nWiTKSifuqOZPp6fJnZvm5Tth9MPCbHrg8llGa2HeVdcvbZsDy8bgY7mzXLoO/9IC79zxaclAw908\ncE2q0I/lkKSwGhlSFefJ426xPkAc5Zs3KmTfj8sQDab0HKpvqr8fxQXNL3sB2ILfl3AZ41FED9UP\n1EYbtWw3tcU1rfd7j6s0/oPybPgoRJmnrT845PQGliB3w5E74eSP5UL5LFLyB/eIKV84BE1aMhYX\nMhr+V6j6Y+3R6Im3fhvXTz7PgmnKl52MV0taok6TzweUcs7J1AZP4iMlJ63Z/dr0NZaOERsrkawK\nGQdXyrYCA+oFtU1KecE+GoRJL+gGYN02OndI9jNy0uyJ15b1SUECm/g24aiYLxOhAmyYNJLaqr5O\nm4Bu8UQySb1chwxnDNnQinD9swVGThZF2SqnGNmLobQsWOnsVLJAazNtkXC1BNuR1FaqK4Houl3L\nLgUcSQYcm1/is4cuqsqUMr5Wxjj8Y0nZ2/YqqmEAGaQ1IBbSNQE8M8FrQcj0EmgZ69IbSm+5aIsx\nu0ClDFXP1BSnjnuVxN6Njqqa3SiCMZlt8lgr/dO46mCgg5HUQdqGdykhQTCywh7rEJeE1f2w8pO0\nHcxz5GqRFM4PKkjEopIfoJQLmbokwRLMfidGLB2LXHetIrp+PcYdo5olxMLyoaq/sjthvt7484Hr\n6YKDTU2N82DNGVqYw9n5SNkcawHqhCn1NhGSgx/irs8jOt9YscWJmpx4TiyiFwJbYeCepSy5dNbF\ncBUw2pH6MD8+/ouorG+6Bk3sjnqir7bexVvFszRdg/9pRMr8RLVkz6O1kpW+M+cShPMkcN4hj71x\nzRZ86i3W7WFT912EP9oO3+2RxrAFKxvwWOluk3o7SPcjPc2ncWZ5TyDnhh90X0QC74otmg1rw3mV\nZpirFEJlViw+2qATaVgPeUgB2zb0tffpNn9Jv2zo9dZqYVwMrhZgcKpZ7oiTG5yfVKxFYB5hzn2P\nt0LiyYojGEK9qE3lqpEBTCUzqiZgzekL5PMxnfKXbmSoVJZhJgIMkY+6rVP1qMAxelCl3xdlpulm\nBzECCQa7SxUsJ/TnXVG/sroItPZJ/3Ril8uaWgH2OPynMoHEN2krsLncxsO4+Vbq29/rYxIc178F\ny/vL3huQ/uPKpAtYrX0eGkGgWi1jRmQQ4P5IqovDjV0RUD49GeO1RU0K6u+Xm8vxEoN14qqwv2Vr\nBPgni0zffzYtn9uo9JtNszViWRl5wV82IEt3S5lswbQBnDzf5goUwmYJzldK0ifNdshnONAhX+n+\nMvRFOctL2i+8SUQSqcQnB1WufwriRVYJwvcDbligTD6yRa1LbhlMp0L8oWB6OuBG6SqgBPNnLnE3\n57mrvoUHru6Gwtsy1E0g12ZWv/ahLsevy7VpIkojWp22vC4B92+Au3+fh6696zj42jP9u9R97Hz7\nF3z3HgmOP2+RoPmxnJTqi/PQoMG0+ZoEUhCs6XfvkZ+H7kC2M7gExY8yyqd5Z846CtNEXw9cPivQ\nqZLfPyxft89Qfw8XYOyiOIoLrC9SnhFayR7x7HFDon2H3MGyrPeItRG2u0FSgLtjVcKcjOM7CNDu\nOP9GGPAV/C2w+rAtkNKhAXhjo7NSANfT+e/AU2l4oFlOgFiLup2OaXBtZqYqTpUB3eIhrKqGIzB1\nRxH+8MPwnaNQE3MnZk0AdJNMCpl/7EqM2omQcJaqpc/IoKBUFZLPy93/jslQbSoko4jNimkmEuO9\nxQVO3fkEH3o/ZA0rVeFoLZmJDl5ZohYngGiOCg9+MA2Lrgi2U4RCTIikn0xuiEyi2cNX9pYHxZUx\nQDOtNwH2cD7dxfl0UwS4H9mvQ42JlZJFgcs2sx2u/F2u+qyKLc3kBE40kjpI5mAAB/NCFBi4IH3a\ntPDsDamw5vQm3ca1iILTBc6nmzg2X7K0Ft336TiqhA/k4EkCRgZFkcraISMFydT5MQKeBxYXLOsG\nmfArIuERJLscwSntgxyXg/loyAWoDmw3I/tDMq0oXMvaJEOiKdtqWT3u2noEEZDJbiQzsUffQ/Vr\nH6k4ltkh5j5eiHqjorofRBC8cIYyeF70OL05B1VCMAknQ6avST+0XXvlZSV/GfU0UDyunPvVRURR\nLRaWDYTeTt1HlWYDFwvneXAQ3pn7JzLUWdwCf94q19kOhSpOajzw8eipZhFZAvhrONpyD8uunZIy\nH3mfiXnVbIvX8ubb7/LzFinJh+44y4ODcBUZONk0/+Fz0GCye3WQTEHDVclkh+6QQNtwHR4c3M28\nOgmgp5LyBXBfgO7HUSj8z5SLbrh1+4BqWdQxHDvJ+pCtuJI/6z2nssdq/U4/MFqZ/gLuIn4CRwe1\n5wXtEjz9pvRCTf9tW3wIFrjgCuXAfh+PandEKFcOt2XKUjwkDe9EnkhCrnScmViCqriHr/HLHjbD\n1d8BApep1gSQ7o/YJZVsKeAmgwIP8uKpTlWpDFvNNftEN0cT6cONwoxyhnm9kO6juiilst8KEPD4\nQTK5TdImmI/zczITuVF9LaVnslz7nnQ4q+y0ZK2ZyIZ6p5SmkfGfZ2VtIii7S546vQSmyBJaefVO\nKBsyXGDeRFP0eNMisH0x/YJ8PmDxFaIhFuBgSK2oud5WzQJ3Ro9zLKxeDWTaK17eLMHweEmGbsdL\n+lr9EfVV9kMDZFan8+oGkNm7yWms6utLRt8lgdaGWf5Kg1UAUfvG1xJQ5tXIRWkhJZMhtbUl50OG\nDpkmSzdApky4PPD7pwqXys8E0l6Z+ltuWF6AXZCTSzSZDKVSKGNTAVXwT1zi8sQoiWQ17/9ymlej\nhG42vN8qJf9ziDKcJTR2HU6o6InBJn8K3P9TCaaWmVYBNfDVc9M8f+dvw/2zEfD9JeCsDKIMT6qr\n+Zpkr28thN/+pQ6nkvL3+wKIJaQbYVCqRDUsnpaAPForxoM31fGoWLcPqI/ijK16EQ+mAuriqY+p\nwfVCQIKt30O1ZbqEIF5R9pwXKV9Pez/7gtEte11P18eoppZn9QAAIABJREFUgkdJbZey3RS6TVzF\n8G0f8ayoQR5juox/vl0oaz9ERaX1iq2/BIxJlsrdED/DwdgK/l3sgJxAsRDmFrzyq0NYRh+ukQzV\nTrgo+5MLvzhaIj5X+1mpGPG5cUq5EslLktVKhlEinJELIJ6OUVs7Qz4vEKqFZ+JMx+GVJV2YJuri\nKxY01xIJdOSgjUCn1h1uG3ESeG3DF8T/SC9uUbbfyf5LXZx+ICQ9HfDkyT2Y2Mj5tCdLtxq5ET6i\nAXhgiMOTIQtSkMmtlB5iGgkIoyXXL1QEgbyf0mG1HyoTfkMvbNb+swo7IwFz8RXb/g4upbqoVVnD\nV5bK8avOB7SB9i9Rbv/WiOIJ0Dm4Um4S84GBjkiIWuBm/Q5fejzvbgKWfWcl+2f9NlF+B6Ke9Y6H\nZf/Wq1X23g75PFZ3kzGEA3h+XbpNe7t1f7tYMawQtfv1eI2UvKGePCOZDJk9u0T1HbiWUCEUa/JJ\nK+UDN+FPBFrtWEsgpDha4vr1GDN5HZzW6EC1suyPh1AT47VFYeROkZnY5DR/Fff5jzXL+dPCAKNV\n/xWC3fxJajefeg9evvMso+H9Auv+g0OuMrUq1vQ9TjznlOi+0c7+B1fw6LWBsgHUsfmL+e3RU7xz\n54/kvcM88sL9ZYMlKIdAPTgomarBpf4lA+/MWcerar75sI4AFk9LBjt3IdyTkg8rV7jO1Ng0DT8/\ny/b7K9o/3rp9QG3eAq09DkJU0GfYs6ZwgRXK1Z3AZZE+1RRcsDWxFf9new64u5YJyY7cCQxJ6+BI\nj+gqgvOaMg7wZRwu1oLp7APOaQAkS/ZLftun+5EbxhhyswiHoDQI5CFIQljHIX7Jv/NT/qrSjV5R\nZgth09GlsShg5fOxqI8q0JYwYrCYEPANK+EYUz6EqrpI5Asvy6BFeIB0RA81qxPq7GanyJ/VDCua\ngPeTyV0A9jBW3SW+VRO6PTkioRV7bLQ0+xxJNTFYp1PqhDfAOV5yIP4IctIPOcsKbe1hOq5WLkv6\nZXiE9Dan4846OhrKZR2Mxz6DmmtxGV6lKKueRNPUK+eX+xdGh9OPRW8qewoOV9qq21u2+pVOqxVB\n2oNCmZPBHiMz7HHYa8t2zfzQU6ey5fe5RQ8WyOkw8KLcVAxcbxmnA/aHHrbUnUsRpKoqiB5nbYG8\neaFNhTcPqMUApkKqi544SroPSJYB+89wnlE+D0E/D1zdzZzmaq4OTTP6/3P29tFx3dW99+ecOTOS\nRjNjSSNZsuTYVmzHL8QWSiLHKW8lITHmoRaQ3oYQQktfLolzCbeUtDxt+qSsuk/TC+U25FoJlDaX\n5oKbdgWwCQgbCG2AxrFIHCXGdrBlWYolS5ZGkmekkebtnOeP/Xs5YzvhWf2tNWv0MjPnzJkz+3z3\n3t/vd3O3yE+XExrVjDWVDg/XHLsFvvUArP+pBNMlJJhGgFr472eGOHbVt1VvI4cR3wS3owOrrpeC\nDarNSWgoSDlgrhgKtpV3qtNUVFHEwFffJ632avIaOF0z9KbjT+BXBNTjJ77M5mAv+P8HLr7dGi/q\numq4IH0pfenvsen7TVf4//Mv2XlVumaqqRJjNwP7bIo/80C1GYqeLfMHk9Xd/c3YyaZaxqaD6cKN\ncPY6Wyu96Tr4nlZ+fR4+/IzQM/Swwb3q/TlJ4ICcl5E/htwaDk5n+HQLttMf9Y0U7xvXtvGRg2XY\nqZ4f9eVy+KG4QdLFkkMlU5FOfmuA42HqWmbpiaiK4O+mHCJpl8S8BO+X231Siy4dWbh17ADcEyKN\nD0uH20wRPVKUL/hgjxDHu8JGz6qWOhymUfVCaoDm/F6SBVcF6x0wvEOQp3aeH94Nz6ryQJfiesYJ\nTRlVc5+GFeLr7LUNGj1mpHMAMgMcTsqXcvuYuNAPNULL4Ljizp7nB1eLAKG7TlGg3u4aXmghIgHB\nmXdZVnAMpejwdCBos6sddg7S8pRjUXh5Ly2Dqgs/LOWKlo9FZTzKSZ+WwR55P5191kS631fjqcFw\nWp/dLXXhmzzrZa3XrA/D4xzuWMH2sR7h33aiLi7jxh6xeskkBVK9isGxxx6nzj5aBiX4/tsN72Nt\nvZwLbp3U4PXyFwM1Mde+qjzOxU3aDr+fFSHJ/IInQfKer0BDLUQv6Zjq0tVSQKoA5+alCcuf1oKr\newlyGx3NwFX9PFSZYH16AwOjr/GjeiD/NZnRtogddzL6eXFQWfOYgJ3v9ovU/F1wsTVBambB1kyV\n/eb9M8pCr/J9EYMZv9JVAnhYBxw3qfyGLEyPwaHN8NpFICa38WWWBoUzDe5xxpeF6qzA/DScbT9H\nuVigKZ4mOyk11TRPAv/EldabBtRN54cIXCDyDgke7ZCN1/PFcpnnRwscWv0TOypWp/rfveRFNA+0\n40f2wLUrE1kdTHXnXuv3w00tXbsF6y7zPdT4k1Zr4aVNp/XSw/30yJNLJ7GGSwEdz1rZafCSIN8o\nqpaaBt4rH1ZuDeQcDq26h7zzBPFIwVBMrhryGLqqQjEWMHUmoGUuAQ1ULe0juTDvUpkpUcn4BGsC\nk9L7rRGcc2UohsdZSKBxog5u0iWRsI2Impy4Sh1t20X38/IlmJpUjRag+2Fsyj2ouJHDSJe937cK\nIq0pz+ufd3Eujkp/heyu66AtACnZzlCHTr0flGZKqo+WdB/nFgOm4nt5bjWqdqs4nZ2o9FeT5oHh\n/cZuUMtEtf7ems3s4dYzqq55h+I+Pvz7wlPtUJZ4SYf3n7EXpOm4Td2ntE9ByGdVZqvvgB1fgU0f\nFsnwsG/rpKkB2PmiWPodWgrVlnVtekCQZmefRfe6BqzpX0/dYxC1We+sEeu9rna6B8PHQhmFp/oA\nZQKe6lX10gAmoWV4G1KHPUIiUSAW82lqquDUeSInvWR0Tni5KV1ecoyzWWWmQmWmQqkYldHQ766F\nlqC6Lqo5qGqqaXMeLixX/++OQrRkuEKlaISGdo8nHI8bvZVkSPCpdsgE34ZxRzwy/kEOH89jv5Oa\n9ngKPpl3eLi5hvhkQd5DBHAh07yMvxy9KONUyptFKMCC3AebwXkacYUaIR30S2BMSu0ThNifUWT+\nLWPS+X93doRy4UlDnxqKwb63iMT03lP9pFqhXCyIMCEOTVfV0FMssPY0/0mDaTCzttE18aUF/iIK\ntMMXIx/g4EiGQ51TcF2zpN5PU406dUq/+HmLElc9II2lsFlK8JIdrqXRJliLPajmrz7/gCBPkIAZ\nHj3rXGcR8djNtg676gGLlsMeruGAe9N18mV4Abn3UtCWFm1/MiMjUYLNHPFUHRWU49R5Xl/bQrHo\nCPdxzoeSyo1LYolWDI2qCBZ9o5jSRGs3JSe7pHFc0RtVj/sNlximdWqblpRVUtvzovgZFkRjDKbZ\nAyd16qqmbKJQZ6pPPEi9XvEhLQdIIOwzxPipyYCW/AHOtWlfAPH7nCoHUvtUKeYLHcJ6KMy78hpd\nyhJPIVI9xG4qLgYmEpgFiYpn6wAt+R6ShRVISqxI9kd8OFnkB1cL6d9QfbAjpldmrUcs7FAjRY6E\n0mj9/lWA1cbauixhAu/j4vBkPASkjmxKHVOan7ofHu81DlJ2DVSVEcjuhuf6bC1UMQi0d0H3xB5r\nbK2bjVlU8Je/TcV38dxqaNBdexVIqwxPLjlvDDpNOZZ/WoYgbxVSxmWK4DLVE6BSfp+VWTitz71w\nWcCFmWgDlOdZRwMe0+TwJNWPqAbCVuT79yDWJ0R/TMuB9Mf40jKqxzgr5sCj5SVOlMEYpAabwe0X\nI2hWCVp1+03t9NBmCaK6Y+/VSLq/dgo8VcLUJH83IjVT04QPmhmKwYY5kaQu5SCbnKfVawYPsjXh\nCaDVywmCNzBBALjoBOaNXep0DebqQS3cPwmPXvU9OLtTYP0J9ZgwtUqvpz7/xtvUMjQ992k7tiE2\nix3mBXaOty4FVM3sfsmi05aXqv9f/4zcLyhOqb5CarQcnkcD8JZXoPLvEHkXzG+BZIbbhls4WI+a\nlujCuXq+/tCskT/efuIAfO0j0ObaE/QXFfjUtex/z8/YtGmR5Vsh8b44kaYIlRkpAeR/uiTIdTHA\nWxkhutIjusYjKEHhlSKlc2VOHYsxOxNhfj5Cwzn5hlTNLgJgB4c7wjzGENo0aa42NdESx22hR6sJ\nnGrks0aLz2z0eeu4nAAydkSn//sFKWvFEw/yxHXvZ+Wcy63TjqX9mJRfo2MV1FO9HE4GnGj1acm5\n3DhmA9G0KiMYxNzZy+FioDr09zEV38szG4XQr6cX6GAa5nJK/VSPgmmXJliqV1GiQkyNp85Z4xIw\n70+aUFo1pb0MVJ7f1RdqgKnHajWYfo0MKivYoy5eEox/cLWo1G4cgzAPFS65ECLy35fbfdatK7B2\nbYHaZofoGk80+imXoBRQGi7j53wWz9vvdv01EaKdHrH1UmitZHwWfrDI9FmHoaEavJM13PpQQs7X\neNnOkNLilPEI/HiJJ44UaGqqMD/vctejcXlsnQ+1cG5FKzkSNDHHS6zj32df4G8SX5Id0N+d2RBS\n/QrQnuXeoWW8beMG7sq/Jr0LjUyjcKJ5LY+eHOKx9SFzkuCT0ojyPsVtwyPWwCRkBn3tRWkI3qLi\nr1+RwFmrgulSDi7Myc/NISSrUayur+qgnGqVEkCiWe7/blVwhUbHryD2n1q2Wq6ONZgrhUaqxnOw\nBOThS60w7P0BrH4Urp0WhsBWLLkfJBBqHS9Y/1Swml5z0F6S2x6kKbaINTL59HU2mAYvVY9FGX+g\neuxs+DXHbrG/rz9pf9b+qNoi7DA2mNaBce93klCXg2Cc8WXYC4obQLLE2tcjQvCv83l60y7lgB86\noG0R+Owg8/Oa4B9Yb1TtPKWQhv6/n9dTLMFNObhx5zJ3djNmQ9XZrrTEwk7ScoZ3K1L8EabiR0Lm\nJ5LWyt/UFzk1YIJpS/4+Nk26yqf0vAriB1WtsVeCacpu3zglZXdLrTGD2N99sAZTq+0aQM+5WjsL\nLTmp2b7cJoF0Og7ZGgmcMj30IGQwxi+CZM+Laufmdlo+Fg2JGpRSKr8t1IwKI8iDEky3xQRt6htK\nPMFBsz3YYyW3nci+axVT6tJgelA5aGlUi1xIwiNS0urzYg/NeUHaso8H1ecUrnPbZtd0XBBntAqh\nUqWy05NP9bKk/xC1qizUKp01mXNoCblyaUOUsEjlYLm6+Ro2lnahqTLH6so5SnjMMMdSDkGNzv2q\nsYtFnjcBV71C2lnGb2y8kfcyIdsOI9Ma+PLokJDvg9ViUh00q66+kPVBEe5BUGvwXgg2c6xhJ+eX\n2aAZb7DBNLx0k6k5KYKAQ52rObbsHjKR1VW0Kx1M4cqvo9ebpvzXlN/JtYtPsmUM3rG1g7uYI5Vf\nsHywcFDNwZrcGEH0fojez2OrO9gdeNA+LFclUN09FejCEtbnr6uupTrXWSnrMPBQCNGOP1AtJQVL\nCK5/wdZpX/6MHR6o53V3/Eih330y1E/TsuqfsWOvO34E/Ag+o7bzQ2C0GRrfC4lXwTnJvb98H+s2\npuFixjamEiW2/2OKyc9nJH1adIVyU69kfBUH0g68u4a7Hr7A4XXLWDxfoX4xwF+UxkKQh0jaJVgM\niC1W8LMBZcpE0kKr8lbKx5U4VWF2NmJO7pqKoh5p53jVaNo+Fpai2jRbRhzLkkFx5yHVzlRcpe0T\n25RrvASFlpTWccP2YfliGx/PTpR6R9VoP+LB45I235p0YA0woVFan1DKwCLDjJQWXr5a/qxHYt84\npjr52cs74eKHeoDuCaknDjVCIRbidGbHTe1SGAlKHpqFqUllNpIGblDBXxmkAEp4MMDaWVFa0TXA\n4WlxduoePgDbPihoVg0JFOcoOVZHFwOmr0aaSroxyINShjgVKLSvgrAeOc2DdE+E68Uh7m5XrzTH\njMCghwvLKzQ1lUnUV6QumnStMirrywV4UQdL15D+I2l5LFEHSkKXykxGmF+IEBmJsn2DAx0JiFYs\nMtUBs+TCiZLUclsrzMxE+PhLz1haoKJMRf0yJdfjNGt4dfYF/IrUIodicGi1ikKzwAezpD+0jO+6\nXbS6HazJv6ACOQaZnm3u4Kv5MZXmq+UcV518wP0yK+aq0SSu+r4HzaSDfq4fFUOU2qRIo5ZyBZZy\nEhhrkSpDMS+KqUOrd0rANtvrN6/7jimhUJXVRUe/3pXWm0tPuZNjqS+xb/Pd7A48/p/RBf53fC2l\neET2SKsjwqi1JAfm3otjBIsjfGrOhY574V2I8urDyCC8TVRTrP4Q69YfFg+EeaqrVGqu0StUN6Ia\nFmSA16XjZbV09a1fkAAavGTdq6aus8FUlxm0b8AfIrFpEVBGzQRFUq3ipmM8F/VRTFpYkK0L15dU\nUK2pCG/v5nZKRRk34S8GUFLWa1GnaoxFYcHBz/pUMj7+otj6uSmXpqaKocxcWF4xE07FOX6/CiaC\nAMUYWaMdSXdrKtbfVFCf5YSu1A2ZVJ+qBz4otdTsblvbY7+k48M9qjEDJuAZt6leS0jv7JXbTZ4g\nwCOW2D91SlRQyUJ4oJ1CaztdCbxdfSZ11/JZjfx0WSC1qNRXB8smhe6eOK/eZ49yt5LHHm1bYWWx\nP8cyDjR9LNUbGuEsx+pMo5KCdnpChwoN5ZuKH4FnZUy1rd3abcnnc+CS+uoOKwoIPb7qf9oSsavX\nWAFe6n96qfN+OKsJP96pc3Dili7lZwWdloqOjNG5Iy4nRtS3t3At9WsFnlstr1dTdEIyZMx3YDFa\nSy6SYBHIz0mg0tp6QL5Dw4D7Yb7grWUdZ1lembbIVJP2a+DvRsfYvyiBLoM2I1kA5/uS6o/0s2VM\nEfYjkvJfO6dqqJHnWKGUT8sb07R6zSzlCuQVWvViNXg1FmkeWr1TEDDIhA7nOPibyURWm6BaLkiZ\nAKRR9UbrTWuojv9KYKC6k1RjAL6v3tg0nxrr56ZVb+GO/C/koGjEGq61huqsj8U7+PaZMWlijTdb\nB+/jWCqFLg/o8bItL4ndXpjwH15a2qoJ/SCIVaf8Y7dYs4Wz90rQ7LrTTl3VFKpw1z9suPJ7wNuQ\n1L9xGMqvcNvrH6CnDfa4iNtRCUGkJZdn/kuJxRVlikWHu4578PcJWH2Jvdl4Df1fnqK1tcyG33KI\nro8S7fDwF31KZ8uUhssUTxSN03rdCodIa4ToGg/KUBgscmYgwuxshJkZj7rznp0tpY04AGOuoUci\nG8mkqHbC85mmJrV01JqjtOQPqLqo1PDEY3WbRWc3qM2E64+aAN81oAKV4mCm+iRAaqORzgHY5jL1\nnYrarq3fHu44YlAzIM976hx2CuoB7Dhsqf8e2lrhrsM3QeeAMB1U8BxLwvvjjpQZTpSUW5NCzFrS\niToPFcWppqIc+nWKrurDK7PQ8hsRxSHFIGyywCdq4WjRkvVTKggab9hLSjFm2KEgVqnZbgsJHtRz\nPqs6UksB/OMi+1uKJBIV1q4t0HitdO0jKTn+lYy4lJUnK4YrWrMMIimXurfXmqanvxiQ//EiZ/4j\nwuSkx87eJljrQiJ0nuqUP+/BXMDhT+eMvHft6xG2fy0JK/ISeBuBuEhOX6LMydkhjs5K+vwncyN4\nNfBXsXsg8xg0ZTkcfSebOC3ZrkamFaAWXmnewD+OvsYj7Xcjo5xVETTyHLcNS2qvqU2vdsh9eyg1\nl+DYDEEPOMdJ87ipg4Ktoy7lpK46nZO0X+v7fxwyCgKx90tXRrh+VGhYIMG1b+N/oobK/BaZpRTp\nEXPlSKfUKACC1TzSfjf3lX/BN+NdglhrsPNboLoksAT35sY42AZPONu5N+fAW/fDb74iDk9Jqj1L\nwSLI8Dqubp0Iyr099L+5erH70ql/uH7asCBqre3AzfsE7YaXDqYvPyDb1XXV65CyReM0VE6ix8nO\nT4sTuObf6SFmU0nf0JrI7rcDz8Irqfw7S8oEOESNcjypk4YnVQYlqju3UeswBJCtEdOPqXKgUKSu\nuakOdLYnZPBxENMUCdXpzqUU2lM1UB2QdDCFHYL2dB0x2yPberbHji8xI497QqhPBVOtFFOD7Ngh\n1nkt+QOhRow8x4gUsuNym/JF19/Zq+qMCtGlbM1YjkWIsaCW1HCRYDrlm5rwVHyFRdAqmIKUP4xh\nyzZX9vPmXjP3iX7fWhC2uMJR/YQantfpKRR8UF67QZUGUn0WEUPoM7Kfla5XV63hHgnSeu2MGb6z\nqYt6jnEu8xd9/MVqYYhkPdWmKZQC/KwM5QMu9/DVVKmSC2cr8M08YymM6GT72H0SfHW6r24n8Did\nH+K7vqTi6coI2Un5rgDQlOW215dxXemYDabhmmkcvjr8Gv+nHSSY6jcxbeqkL66SDv6+LYIeDd9U\nv+WgWT13lRzqyGpe7bAGJ0XFa60NNaK8UAb/jimhVZ1XXqmAQbv6NYbehNz/5gi1lA2InFU7mpWp\nfwqdmquAXm4/d/6in/+69Uau4xipiws2mEL1rJdL7l+Id/HIK4Ps26yuYjmseODp0A499XlLrQrX\nXDt+ZNVU4aXnd4fn0lz6fP33lpcszzXs9v8V5GJRF8icKT8D7pfBPc4TjsfvTA/JibGInICPuvzr\n8UVisYBVx6J0f64eNgdWooc87unfW6RhwxLd7yhQe32M2utrcDyH8mSZ8mSFpRcKLJ6XEzjZ6BNp\njVCzOQYelM6WmTlSYWbGY3LSY2bGY/NZoWhpM2hZYXrQgzyzfoXUJters08rlwCGxw1KOtxxxKK0\nrLbQ000g66Fa1eAxRiThDneP3P9prR27rOhXVYohbWr8sDrXNDLNKtJ8FtPUOXo8UO9T2f0Ni8/r\n0FUV7jp8QUj8xvZvG9ogporraY5NiDSvxj+bujAYTT4NrhD7p3wpERi0j3jF3qS+kSdKloIFFrGC\nBOYGFx7uImzSLLO4eux+6vcbzia62qVc8nyZ/o4lGpsqrL+2SGx9FDfuqGAaUD5XIVj0yc26Juh6\nKyN4rRFqtsZw4i5BXhDs7LeXOHGilomJKHd9rlHOT30l8x1Yisj5fE+OZ7yAi+mKCah3fa4RWhch\nUZZA2CyD7/5teFDqkabr/hhkdkJTFvgaaed+Rp0a4vmCKQ0CJph+5DTs2xxGpvUQ6TfNp4wjqfm1\nFx+vQqUgAXU6J6j1WNNqZRl43LhMnV+mnu8e55NnR4g3SFmirPT6hzZTpa4yNVVH2VE5j3LnL6RG\n+2oHvJq+MkJ984AaTAfk0lL7SGbB+VlIN7tKPWpUisF6GqB6I596fYQNqzq4d2ms+uDpuKLli5cE\nVz1M66/qzsgIkjFsUNWNLI1kw4YteoWnJepU/z/O2ECpl6ZHjapgevM++buWwmnO6hdfgp9dJxXs\n5cOCUlWX8VPnP8DfNSJqjnmg5MDFGIdvX+L1tWVKMxEZEfEP9ZIa6aBaceATBfo7lujqWiTxFo/4\nbXVEkq6hTy0eLlBSUy71IL+arTHclPipLr1YIDPm8vrrglomJqJCUdLGy4oULj+r+0HV4Lm5zxLV\nu1Rt82AZhvfzzPpdl9B3Qs5TmiOp6D5CPQoFA80X7eqDYT1e+oD6n3p8J9UqKT2yeimAh3/fvoYJ\nOr22ZAEcXQyM9HX7mPBWp+Iy7dSZd7n1jGjSD3esYO2s8gV4V0QC4zfKauyLHlKoeKWApi8ZNZZW\nSRlRhOKY6tEnmgJmjgmCVBtDSd9SYN/brA8TFakxa3GDLoP0+yFDG9CB1DQUO9s5uhhwojngqs1L\nNDaW6XiLT3SNZ0ad+FmfymSlaiBfTX1AdE2UaKdQ74g6VCYqFE+VGDnkMzRUS++RGHy7Xs5NzSut\nONLNW4rAPTmerg3wW6TDfyW61NdXbOCF4deEdO/cJXLQ/HulGZ0FlsOfxBx+r3G1GEPr8qDqwTzV\nJF6mj627B9gVKi8+zW2jYvT84ioJiOmg35D09drk2XqoDpJiar1ZgJ/S9ocpUOE1Py1sAG2qknF2\ngv+J6gnHQQ6cR7l2rp93TP1nU37/pJDZ9egPt0PSfrdbNubEJIIHq8Waq6J2pPwIj6z4ErvLv8F/\nvwD9yRuFfqWDJ9jAGq67VmBTfog9LvQ57+DOcw5szNqZUJoVcDz0c/vnJYjehB1V/Wml08+Pi5hA\nO06F3ae0gCC8tDfr2C2W7vVVFUyjKBu/jUripigZOuXXKxKwvVmOdSEWSCrpO5dbon26nomJqDSm\nQmm/oU9dYXa6Xm5cm6VUewgkC9I4mYrvwow21l92o2nfUe0ONowKpuMc7thlQIp4hoZI7mYgnq79\nKTWQ+uIDyjugzzRsBNUeVPSsFVWNHAko6selQBBgqs9ujz3qdVVgHZamWPfEebaPnVf7uYdbzxzg\n6lmHZZkILdpzQAWmoUbV5T/pq4mpIYs9TSHr0mhbxADdE+dDzTe9vztC+4Ug122unTOlZapny6K4\nAotU9U2Xft5ZI1xWzUPVHqq6CZjSSqx2VmZVA214nJfbfYKEb+lSIX9cVEnoSgP5nDrHcnl0WSAr\nDABx3OdyIr/2n4gEMNxDIRKYJihgA68q72WZl3HRkX413BLbxE0BdQHbGrtYnx+RfdU9FuUapb1M\nBZUeUJkw6LQ/PS+mJreNSOcepKRwqHM1hzpX86N6zAC+N1o69TdpfkyyCt25B0n3rx9FiQNG5b0E\nOXUrgiuS1lj88tfX682VUn4GOAlJVf3Vx91JYWZsA5TfBp7euCpABaKrfaTjLh4pHeXe0Rd4z8Yu\n3sVZ0rmL1Qf2EjUWLtxbGuPeTviqu5zPJAs89sFvw9ZeKQe8h5ATlWIGhEedBC/BNSFt2BdDqHX0\nRxDcYtVSY7cIGv3iS9Z0xbnOChI+jmyzDJCChrPAPnCnWd4g5YobK4OqbhxI2vS/6kj8tXyxfnD1\nCm7VBf6wsmRNwMd/q56XXpsmPVPEXwxwFn1xAipJE8o5V67ytAwWfUhFcJMukdYIdeWA+glrIixz\nl5TcMn6El9skSMgAvx5LejduTwf5QbPYsL18tQS4pVppAAAgAElEQVTkW89Ic6jFUwFzeHf12Oab\n+2C4zza+7nic7pN94thk/FIJcTf7aFFqLYbHYdtK6VxnBsQwptZRzaJ7EBTYboj23U9hUOLRyb3A\nXogLE8EaUx9kOr5L+QcoccMdL7K93+dwUsj/P8gFZGuhZr0mz99nXbLShHi2qjGmJbnD40xNruBl\nTYVK99mGVFan5Op98qBMTbjjRXlPdY4E1yNFQaR3vCjjRZ4ryDHSwX1Y0cfC8mAlEmgZdmgZFgpY\nLGbpUomEj5vyFJGfqtqpPhf0QL5I2pWmVdSRdP9chfJkhYWF0MWgclzO3zDntOSaCbRBomKC6V2H\nL4SYAEAUFllidWMH36ONF5w7+FzwlHxnnkBYPR27+VB+0NZMtTNVUxc/PDnIqx3aYV/QqDhGxcC5\ni0Or75IAq13y/c1iBK2Xv5ljy97JsYZpbhuRv6eLcO9rI/ykZaRqXMmxZXdzbBncefxJVl1VYHVj\nByOFMS7MSWMq1Qrp19WD3f5QPRZwR7h2ZoT0PPhvwkP9FbSpS1aQtQHT/C2n/ELVchTsCIpyU1es\nx9bv5PZgjj8/eZGzyQ5LuwqvS1kCQDxf4Avra/he9K9hw7Cgxe288dJep+tPyq3+BbjmD2XsifZA\n1bOxxh8QNPt7WI7qTYq2Nfp5QawXkPqoh7LyU8s9Tm0Sfsa5aupUROqlIjFVCGkusF3T8Gp0KZYc\ncrOuyAAXAytDjVuUqq38/MXgMhf/WMynXk1EPdMoiGYqvosX1DXQ+ob22vQ726NSX6EgteQPcOuZ\n80qFpJpZIZrRWBKLMM1SSLc7psxDUIFiXKHi/eoxu9FTBQzXcpsaO9mv0uBGpYnvUim1WQPVjv9g\nmkNi0NKn/F6x/qxgxpDUVDAy1I6sNKik+aPlnz3q/W8zVoCm8x6aeBCmc4WpUkLl0oR/4azS6QlS\n/Y+C1Et1ej/lC0oNB1PdvBrW7/FBOWZZQsbee+ieOG9qorFYQE19iGYXcpi6kju/m7LcU1CjdcLB\nt2vAqqIilzSmlgIlcAitr4WmA6pmVAdtpEiwqFUsTky+M88DG4Z5iCeqqVERIA7PjQ4ypDxJt4zJ\nTVa9BWxOCtgl2W/lnSrIKUPoyoiUGh35Xmpzk+akNJq2jGGMT8RtXx53aLMg2snytPFF1ashJuoo\nLWG1YoFPitXf5mpUe+l6c4TqKEeXCvKibjoUMHPyph194iWVndY4uBthIS3lgmAcgTrvgvIwj62L\n8VjpNNT00xd/hZ2IIMAg1jBaBYhKUN3JCyzEN/Gt1Wv46L+egNcesDSrrUDuOvn9fyqEqmugr7XC\ni+thdD1sVF18Xf7djvVhRDWuVqHqsupxH1PNqS8AF5oh2gyNz3HtzAjfBY4FCbKxef4iWlA8XEGp\nCxMe9W1lFleU4bPzQn9ZrxQoupbaFmFh3mW+3qU8WREKDBBJuvhNor0OSg6Fi0AR3El5Xmx9FLfJ\nxStFaGrSHqkV5oGX61ym465CbJqK1GNNkY1BccjXNNUbQmW7xXSkuJftONDVx42n9govUwe3ToCD\nEpjnBiVd142cwQHjhG8aZEqCOdQILUd8mCraQPONPqVWcq1SyRiR9EAWW9ucuKQxpuq5zXHhier3\n+kz+CM1J2B5zhO423MNQozTa6FLjsp9VtVQc00CTaafnjQhArAV30LK+V1yKTBDuoQWF2D8bg2EX\n6BU57WAvWqorx0BdxJ4dl5lSev/veByeuoepSeHhNsdhZRnOpXbRbWTBA2bagpihiBdppCkigdKD\nIM9lVn1hF/8q/9NsQHmywsSEuEt9/HQEnkxC/A0ixHCZoasqymtWfSE3lwSdatPzCLyNac6ykr5X\nXpSm0umdctz7X2HCuZnWhUIVNepU82q+wzwX5jKgTJ9B1y53qkz4KxB5TslJF7jz+JNmt5qTYgi9\n9jTMFUfYtwXwN5uGkg54mQQGzUqjSv6+4qI0orzXq9+35pnqx2SanlOlyQHgTvB3kvGOAyNXPl78\n/0Wo2iJLp/RVKFWzXWOQS0NljfxcduR3p11ums8aFKXu6n+C3ZWt/I+TY2SSy6xAQK+wUED9HM8X\nuCv/Gn/mufDWR0UosBVxAH8QGxyd667MW+14VtL651+SoBnu9GuHK93k2osE0TtUYF7ColXkAzqW\n+jb4m1nKFS5DqR859h273eFxeHZJEKquT7kB1FvDlKo6KghKrXOraql+PjAIA1Sjqj4wFKpEomJq\nqobQrqWRgFCodlv6jl5ZiyLp7Kue87TRVaKB/baZlEZS/84BURn1+9ZxiTAqflBu2d3AQQnwKQSl\ndQ7Ia4AE6afukTEiumSg6V2qHqrpW4LA96rXlfen0enhjhUcbdtLcz7sDytoUnT/52VbGYS8rxtv\n2f0cbTvCtJoUIDVRzWLYI7+bY9aDeASskPd1pGjkqvoY64kCdi6V9UIwlDUQdy6VHUjg1couTXeT\nz7GgUGNUoVO03FRlK0E5AM+pQrE6mDoeku6r+qmgU1cC5Ee8K8+Eqjhyvn+rUFWjn59XZSvdC7lk\nysSrHQjzxwPas9x5rIvWXKYamdbADylTRy1Xr4PuRkGE8kaa7YtFnlPdfeGhahTZELMyUo0uNaXq\nUOdq9r1lJ/+yTsyjdaCW96SCNarxlJDAqw1SNHVKv+aWMbjz1RFuG31STUA9IDLayki1WOGS9SsC\n6i5w7xVjg0inQqQh5ms5LbcLzTCeggsOLCalBNA4LHO4daDN7oRcL/BuCN4m9+5eHttwhubS19g9\nBl9v2mC9A/Se6aAa4rPuKUGwdD9Pr3srbFgjvgEg6b4OjPpD2jAJu78K6Q3yuyb/b0dkpV+9Tu5/\nijS//hAJpLOyLT4O3Is12a7DNuC8rfYkUFdrkz798C5Td/rB1Stk6ubJsnRONUqNl9m5VMvsbITy\nWJnKjG9Go7haLljn2CA55VCZrFCekGjhxh0iTRHa2qzGWk+ulAbVXjFIye5WjvUqGGXHacnfJ91s\nXf/T8sZOCYjGwUrTfnSDSpuc6MbMoNRYGd6v0lZJUW1QHlABUNUXs0hA/kQt3FZbpW+XZpoepWI5\nppJy9wI76J64jxbPMYFK/z+lwIYYqGwTdJwBUlLS6N7swB0rMetPa2X207PjZmhfcx6hTWm+7s1q\nn0FxYhWNSwfjVJ8tR6QQ9HvHSlry20QE4Dnm4tKS36b+/7gcQz0dtavXlBesufUKeb8K9UebKjQ2\nVazcNOXi1DlG8RSeH2WkpikXb2UEJy5BNVC0qokJj4UFl4UJReNaolqzrzmoR4scVWKPolL13TXp\n2dppDWST9ZyIr+U0axhjSRCicxw6f8qPo7fxjXUIA2YJ85xvJrt49eQYr54cY37aosIVF+He009y\n54n7ue31+wGFWKmH4HYeW7+TVzsEWR6dha8mhYT/kxY4tuwe1RiXgKmVU1rpJGonJRCgngx3c2jV\n3fzLOjhRlkZVuSBB2lUN5oaYFQOY57vHzWu/0XrzlD8oCrJUNCG8t0lw1Kts0ZMNOBqxpiW4mi0F\nkHOglBJOJ0hwipwFbyuPXTPIY5UsH419nTuPP87/3JqmNZ8xHcxwXVWXBD40M0gQhcnVzXzukYw4\n0jg7BCXPqLNz+TCUn4E/qwX3abkgzG8BAlhUUrgHUUyB6+ARLHc2qY7QrNrXDdNQGeDai0/yjil4\nbO17wbmTv0nCf/MOsbIyqcxQAlhWNGnSuQafcw3QPetX16miPnwqycRfR1k8v4T7yxLRNR6Rpogg\njCYXN+vizFSIYcdYhD89N+0SKQc0Nso4hZnVJZqPRU2q2ZIPjdi40urqU674A0aXP92sCPHahWl4\nwPJMh1F1UUXW7+qjWw+gSwN/eQz+sZ0WHVAzqEF8PdA/YM1IjhbhqW8ZSelQh24q9WAmDQzuNsFu\nKi5zRlryB83cKf2+cjXWA6AQgW9c+4KMbZlUSFDvO0rFNQhkNUWpl+7WAUPzIo8KZH1i6KIEEkJh\nelAacml5nplX9ey4pThl26FzQBqBXbDylPI98NT2NilfxowvdexTu4ztoJ68IIYu++HZAS5sr9CU\nkGDa1FQh0urhtcq3vjxZwc/4LE3bdB8smV8rqIJFSfUrkxXmFzzm513JoP48Jl4Tun4abko1ignO\n6LU/IxbzmZiIwuNJcOdDs6PWkWWel0df4MIcvLgZ0jzO85F+1s+M2O9uBEgKJbJEmVhcCPYnyuJL\nurxBXKF+1CKbbr8Itw2PML5shHdMwVzxcQ5tlsD2jilY7sEG1TyKN0D7qDhLGV2/yk7ufHXE2PfN\nFZ9k35bnhEqlkGrGnWaD00/TZqv1vzBnKVlrC9LgykRWQ/l2uTnfJ5N4nDdavzrlD04Do1JPrQyI\nQUgyI+jTC2zw8QK5zaQEsc6kJGCV1W1R1bOashJ063LCDDDFZ4V+nbvYt+nbvKWc4bMFbCngSg0s\n5ANrzWXoWwMLPMvT7sd4yFnObQsO13oOnzx7NQ85D9AX/RueiPwOD/nbuHfc5bZpF5rfJ4yBL1Dt\nCbCEpEIeoYZUIPVgtb9DMQShqvXvNFiUClUu/iAzjqo4inrVwl2Hv8v8vFvlPuWolN+tq1ZNAVUD\n/tw6MZ7W84ViMb+6QUMvWo0TRo1ACFWqLnxWgorpmF+jr7c9qqaoJZt9wh/dpvIwTffJIJ3tjQq9\nap6mUVftlud0esZtH6RRpA1eTCoNZqS15pPafX/Q/K4DUSEizafmvKKrhZdu8uh9VYIAw1QwggQs\nPcxsS1L87okDtlE1vF8Q6+B+9AiZqjJJCrkoqHKJ8VkY3C1NuCkfBveb+VxhLX/3xAG6Jw4wFV/B\n05t2GWpcLBZQswxTDw0WBZ1Wsn5Vdx/kMU7cMaNOAPPYkn5cl+Ip11TsBT5Mn6rVSF1WTTFU+1dU\nwRJlonhcmBPlUiaymo+8TjU9SpUGfhq/nn7mmEEE9TptHopJcPUrEixBAuPaovyuU/AVF+U2pMaT\nhBtDmzwh9mtdv0GoCfETGIrJz7cNj3DnL5T7ldtvWAGtXjMpL0FtsobmZLVrvz2oaeXrussKF66w\nfoVS6tFAeKZF64gNVn6qm1TzW1TwxCqcNDjVXhn6uxnF8lrrf2Y3ZnwCdgnfVSmzrr34OH+UXsuv\nsyTNqyswAWRfuEyFVYpIdCu5HuWIRwmPHAkWVeEoyTyL1PISCT7sfwOmtgoa1QV3NYKE9kBdAIqY\nGVORHrlwLB+GykP8WfFJ/jheT+rcgtH2P/2bFbyOkpp06tL7nhTc4MGyUBEmF4Uph8PfmWTVVUXS\nd8aNu1RYNaWHqcViAfGrXGq6Yjbtm/FZGiwaov/k6Ro2TTvmS26H3ulJmiHPTTU6ZeqU6N/HkvId\na86H9OwpJEg+dU7S5k1RuTjM+vDFQnXXWpPVwVKh7jkq1oXfKlQT4aF69Ir+Amu1lem6h1FiWAkm\nTk5jyRAdygTBB0Wuqptd16gU94g69nrss0r7ARsw9XvW+zqMfU9HfONrao5lyFfA+CmkEPbDw10y\nItsICSDs09qy3rGm1p2KfaC2+8S6CqtWFWlsrLB6bVH8HFZ64DnitD9cNh17vbQ6KrrSI7YparX7\nhxa5cAKGhmqYHY3xkQeSsD5E5g+vvAd9Szz9ipy/gAgAfhSTc1dp9/9CcTmfvljgWMNO+iKv8CGW\naJ3OWNvKuNy+WJsmW5ZINfN6wQTEoZjUPtOVET6iUGe5IO5OTXF5zszrBR5do7juyAiSsD5fv9a/\nrINM8CX5JeQ8pTv9WpM/HpKVXjsjKDgWhw2rOlhkiTpqWWSJbHmeC6cLZpgf/ifkNZ2nCbx/+k8Q\n+0EQmZtWMtNdtkHlxGyTKnlW0vhw0AwXrOuQ/+tgqhGq2yGB1ATT0DaDr5PmcY417OTj5V/jNzJj\nnEiutSjwSnteCd2r82Qm2sBYpI1JmhmjjbOs5AQJTpDgLCvpqEzwG5XT/NlSFzQ9Kk9aDN2SyL7O\npOx2NKpermhUwe2UCzBGWxXJ//YTNnAVi4qbCNWpVdSHBifkPuVXjz2pcxVFxj7lstEoKeEaNjVV\nqE8IAVwvTW7XTREJsgfVF7pHgmJWUOLKrAQmUM0R3cBSo5CfWb9CgtNEqOOT3Y0VAOywCC+s63++\nLIhHE+G1ykgzA9iBMSzRDbLOAaqGDWpUnepTTR1pGHVPnFdeogeoCsrskW1oVdOsLwH1mkuqXGFj\nF70/OpiG1xHfGrtAqMl0sFrsADYI9xeBHiNw0HZ94jV7QOqqN3lSp9UTUrP7Q2o06xYl3XpXspVy\nQJAPoHx5MBXfXFVnVc2oIB8YJAuQKiixgfsGYKriQL9vHNOKRQc+XVOl3c/XyIjoXx4vcH6ZdNN3\ngpTp9OmhiPvfrO0yL53yEqYRBAoN+pvJODuZzmHc871YjZk0Cooi5Uwb6lNDTB6ra55VjSLnuJLG\nX44kx5V7VLoyIhzWptUG9dZRSyvNNNHAGlay3ltDLC5I2ZD9GTX7cKX15jVUt9uqBFglKiE2hjr2\nSkVQOQnxk3I1ak4KbeqCatYsz0pqDxjY6p9U96jAXJQBeCSlRpvMALvIsEv+5qY41vgZNleyEPs6\n/xz/Ce/hnAgELkWsugQREWT616MZHrkqAeVHpAZMzu6/f5R/jn6Z93COPW6B90S/zru9TwproBNJ\n+8tIMK0LpOSh68n+Pq7N3i9XLqeZ/By80GhLZLgBHPwoM//3HIlEeMTEJUtJUmdmPOrrxW3KrXOh\nFTOcz027BOWAREm+FH5WCNqRVvFPxYOIqqslJiq0tZUYTfh0/3Calrx0v7Xre0teG4jcBzyoXJzg\nmfXisnTrmfMkCyvUcLs+CaadHjzVRc3VyJf9l2Xhnza66LEpQj0aFzR2xIFtGAkqg7shqzvb2IGB\nqQErX00NhALTJebKaSCrUHaneo2sEgdkdzCW3EUhsovtY3A0vovu7H3ADhgcsPOd+n2YWlLjrMFI\nag1HfE9o/InaV8MZ3aOYACvoZhvcoEj3KeAD6it0sE/QdhbZ/9B016n4CoYaRZiwPXteWSoqFP28\nlAY46Rv2AVnxJ2hrK9DYWKapqYKbjOCmNC9ZOMuFBbkI67HOphnVGiHSVF0/zYy5zC9EqJyq4f2n\nzkODc7mCL7yyPSaYx2KBfN7RvMkAX41sxKsZJBODj47D767awJqZ12zdVJklfbYA+clBI/e8oAJk\nle4e4Yk2xMSr1KiYiuJf6kbgt04D9BOLi0JxKAFr8xJ8l6+rEWX4eAG/cj9uxJpBhxVUrwVKwsrd\nyr1KPvwNjtRiz5bPkfKkgFqnsthEs7xGhrvF2o8QR/UK680RapCTGqrzfWBUfgdV6wwR+J2kqrXu\nU88Zl1R4+bAE0zAbYLZZBvu5G9W9krPqYKqbWpEeubkdlu+68DaI/DEfLl/Hn5+8yGQybZFwmBWA\nfKjxQoHfXHW9FKK9rcoysBMm3i43fpt/PPMLfshK8GFb5WVY0y/erY1YaeQsUtKI9Fh9r3Ocd0zB\np8b6qzhyVftSW6ElFzrEs1qyd8lJ7Aa0nohSLEmw9Bel269pUxHV1TUfi1bHZAXNapTqhuSosZiv\n5tkPGM/TqfheQVYhV335+wqyNYFBslXWeVO+Qlpq3Ikeh32+IreQnNNIUIf3C5rb6Cp7vAFBdsM9\n1hhFrzSGXUCqT9VRj6AnkcrrSaCbiq+w5YIQigOhFx1t26VoR8oPQFkEco1n0/eTl6S4ul4LCEp+\nUPY7jFzVtqfjal+v8eC3aySl3xSVYHPHJRZECskebdvLuZT4zq6dxfoZmMchF6aNSgbaKc/RVnmG\nyB+/3HH/MiJ/1BFKVZ2tn/qLMoxPe59ma0Ln3hshVPWe33CpQ5NqlfrlW1etZevSa5fJSrPJemqT\nNbgRm5bn5wQNahrUtTMj3DY8Qrvihkrnv8BSTsoCiWZoaBf/Uo1C9XN1/VWvhvYamq6qkft4mqZ4\nmngDZvtm0mlICDC+TFv61bDGW0kdtWTL80akoF9DDnoPBD0yJvvND80bLI1Mg/eGZsJ0ShfdaVfB\nTr27yLsg8jmhRFXWIGg0abv9Mykb/GZSEtxmUva1QJDpYtIG3lxaXsMfA3JSWgBwP8Nj639CW5Dg\nI6fhp03XV49oAUGtS/D2iy8SFPq56GyB9jXQPi0+rH8PpE9zqDvgwyPH+Lf4jcQLBX7p3Qvpe23K\nn5VNcwFx7p9+uwmqc0XpVO7bspofp+Cl4aFq+lS8zPtP3Wft/PYtwcIliik1hnr7/5tgciJK+VyF\n0tmy8FJRqKM1Yjr/GjX42UAZqUj676bkcal2qK8X5dSF5RVlBHIfehwIANndauzJAIc7ZOgbaCXR\nfUjKjXzJwaLJzl7LOZ1QsspOGWMypRplRr6p0+2fU00/0o2ge45KXVI3eBT9SLtaSXdftikdfmXd\nl+2RIKmCkq5FakNpMyZFXzSeul50/J2E/E0RhdANCIrubFdO/b1yUTjpK/UWaN5oi+fIBII01kR7\nzrdZx5zP4Y4VHO5Q/gOpAdgWM/vVst1REwikmXW0TSmtwqUFxaI40RzQ1laisbFCurUiRH7dnCyL\ns5Sft8FQB1a3zpZ/9DC+ymSF8rkKs7PS3W/JO0Lfqq1cGZ2GFH262TU/70JT9WjpDibYFN/AO1d1\n8Tu5IWUOhCHvP7XsLXyxXGaNt5K3rlprnpdqtQ5P7crdaXyZteW7MCdBNzuJsf6bG7cdKO3grxtH\nXo0g2ZnXC8yNF0h5CcrFAj9/JcPBMxmOzipEq8LUna/KVFSRrN4tGSYSxGeYY7I8zdx4gQuzGRZZ\nookGapM1Apq8v7W12TdYvyLl/7KhGBCkpcMPUjf1UbXPmEWr/piMFJxtllqpDpA5R7aUDKf/IEE3\nZ2uxbgfUxeTviVeVgKBD0Gw5ZiWulbT8nBtm30qHfeV+ri2+j1sW4M9XLSOdv2g/XHVLLS0QRBcg\n0sKDb4G/umE13H9WAmUW3u1/hR/H/yu/nn+Bifi/0tahbAT/We3qZsR/tQQs74DKLva9ZURqNf40\n7RdHKBeprh9HfXjqn+Dv/04C4eA4nLhaannhZoA6sSMjUSbWerSnKviLgZSK6wR5em3CVfXVvKBg\n0adScnBTFZxoRCFU8FZGaBoXClVTU5lDW2HzWTGM1g0dPUPqcMcuMxSvI+twpjFgOr6X95/aJmn6\nsPYx7YH0QMi4us+i7U5gWAJxy/Y+SYEf32NFADqFnvIxss4WVxmy6PqrpMdHFwOIQ3ero2hXlgVg\npqUCnBSn/xfWY2zl3ClPpdbIOGwdQLe9CE/tF5XYHS/CsNCVGO61aNkMDNwjTaaJcRhWSDLstJVF\nLgCZXrjNEWTaFjGepdvHVFNMsxoe7mI7qrTy7G5gh1J97TKTaRneDY8ro+9OYLCHxlVFEgmfRKJi\nVFFWhmzrpzEVJDSKdVOuufA6cRGLlIbLZMeFlN84WMP2T9ZBZwLcUB08vHwh9T+9aS+JRNm8vhnc\np2qWK/OT/FZ0mmipIlSzsK9pAl7N/4KZUVhqHWJ5Y7pqbIhXU+DVFmverNf1o0KhamivIeUlTBNL\nryYk8I2+LuWCLWNAUgKvNoquo5ZN8Q1kk6+BKiuML1NNpaCZY8sA6iVrddZBIC5zSzm4QIbaZI3Z\nfhMNLLJEuVgQ0YKv+0dvrJR684AKmLnX/lGpqcLl5ihB1pYDyEGj+jnIQTIHdWm4kIJcSnE7lZFK\nOGPR9dicgh6VNSpoqku4thBcTFqkWqeD7EaONU1xrCnHhVeupnermiLgUm3MrFKSPVH4Q2eO5mXv\ng8XvwQzw+la+cvEFfn2dKqw3DsNYp5D9w2YISZSF32m7/0Ez6XlIXRV6nIukVGlMl/9wxwq2z4V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tkK0J6wdrAgctEBq3zq9JRYQS0tcpj1pYOuFWRhY5mTvgRTAB5kKr5C8WylJBAWY+g03onb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kAes3b+rwbHToFfZQR6f9i+67LdJSpSjTBe2s6k10cJTzij9/aRaqF6C01iPO9ZidrTox\ndJDnW2A1aNQm/js1cRPbDwfdSvQ/ZX+sbbRJ16NoaJOlxgzSvlnDq2VZRbCPm26b25RZ02HsdFTj\n0Fadah3OlyXbrMQNjkd7gu9LKizAUWXjmpy30ViOp1Z6Dnf6kha9Zom903oAl39hCM8n+qFVzrjM\n0mwOjLoZap9acLqo59zhlHwgy0xPLgtkyClO8VV9169AalnvLAHnH4/ZNC1T74wqQP4bk9Acfkl3\n/ot4A8DALjq1rJ4yPquurnutUPAlu1nffqMkgWv+0WTZP1OYcVNvA7NXZiWw3Xq96VxS7bFP7xd6\n6ulXFuQzmzsBp50ewbHOB3nqNbVUGX5FB25iHWOqWLUJOZY2/Npoi62K9StNY3JeL37zZjdaqJVK\ndne2IRfAz9LlGntYVlaM4Qx/HC/xv2T2OD60Zcsh9s9O0M806zz1msfV7p7PuSHX7ikZ7BkE5l1B\nD83A3BYcLPsyILyVunZxhoHDSliQgBn1Y25ljOaYT/QN7flyrOIEFtXKz4r+zWySbZhmPVJTmK/0\n/XDNdEltoAIek2r00lF41Ph216tLkeTrR/1YIFlpaOYnXa/WgqshEQxmZGLR9n4h42hcv1ez0dmk\ny8WNS5pVynuHdGNbZw/crSFq8wODRIFMzkMBkQreusSOre2L9XYXkcA2o5jTP4vPy/ceBTcwhSXO\nRfvctqeDG5x9F/Zd+uw3zyoNvv/qZaeeZrDHJw8edq/3JNfIaQCYWFHIjuqsCsvRdKGHma++GT3U\n5+U/w5xigyBRbnrqNVFhCi2j7YIvTWtf73XZRNyDs4cl4zrWPuOEm5tF26ZO7tMS8EJRg2pfA6n5\nQgHSKzU7lV13Wal4VIApTM0DL0L6As2+ZNrVdbV5niBRrkOSw3+8DqX9OFxbOiNl/zTCsLi05r8E\n62FGOVwwNWEV6y17lS20/QBmIHhjEr4FaqHS0UxbTlqbNFpLxLLgQlkmqCaAa2gAyzbjkUAKJDJZ\nu0OPa/ZS0ozTMWBQj545D3iOxnIuQNt7gzT09972bJLStIhKLHGNSsEk2EaV13FBwS4I8DjQFmWm\nMw0Hig+HPqMCydtETJjIhx6fGW4yrmIi9pxwhQgDm/jbcwxmZpdKpAEhoSavQdI4/L4X6Fk+sLMK\nVYhgsPI+AZkyFX/uzobDm0K4kr1Tcz3Mc4uYi/Ei05EM3qzvHvou2fVrf7fkQ1piy/wSnloq39u6\n68/b8bIh3yY1jLNvbRgr9W1t6k0gIuZINM+5jVfogNvHziqkM4JesfPXjqndNOxGGp43m/rc9hag\nk3ozzTTadnje22xhrCBz5K0N+Wc3m8tjkpmemzmjB+qur0PeY+c/22vOBBmfAfS9AZ5dXMday/xS\nGvKTOeaqQjW7eKUu5TRe9V4gVHLhtbegqkB+QRJohskpl+3emFym2X9WTAk0az20pXeKVEP2CQTT\n6VTyv+htV2wY5sz7UMKAgP3PzUgGFeU8K6qsakqHUzi907coZ2Fr1X8xFmxMwqxZhPKG/3LMy8lW\nsyiW2/a+9N8tKlxmKzP0VNRmBRj+DAz+IOj7fshZc589CB+9tAyRp8StTkkwnSnMMKdQGoL+mgGi\nZQp8E1Q4QwDtZYU35cnSBrpkteQFGUQ01qQtUtjv0Q9/uSItgFatyYs35ZjFPXhJgdC/lMbhEuOt\nHqa+YGgCCdY1pcpGVPEg73H84MqV3BnPFLIsDCQwbWbyDvRugcv6rNlBTCUr/dJRj6QORWa46YK5\nBUx7X8vyLOOyYGor7J/u7guVtpUtu9LWSAthkHTDqB0U+Z12ai/A+QaQ11C9yoJ6yIKS49clouyI\nCoKxrbFJm++s9Lg+WXdODY01OFeC96wqxGhwlI/+eIGxggSTv3sdbrUlWSqPwYYOZC3ggR8EGa9e\nPJ/yjqtvpb0tC3xys/I3nxJForGc689XKHOrLO0F64OXqLnbR0vZd1budyhSVYlCkfqLeMs8lFfg\nWzNei7VEMRBiN7Hstuslh5UpA5zX3MkL4roB3DOg3nfK30yd0mHOF0cyQ7lgLg2lrDtelwvHLJFX\n44YbYFlP8ezBA56+igfMH6/LBz2exLSPIAfkPQ+n5MO6KVuIJOBpgR0ZCyp9gSpnHEKgyhm8IItc\naOcrB2gQL8eFAAAUDElEQVRvKZPiqAS6bz0kd+lQHzTueVEFU9UB9XfSvtPhVFLJu3W158qnczMe\n7O8mo5kXOHlFIFrH2gsOUuZIB4M6Vc54NlVqTNhVfRGcMSbK5/fLzeDW602HOgg5/BIU/OQzcie+\nTb9lYLFb7/y+LEtS+Mpjsu8bbWnj3FoU14GLsQzezh48wCXtHtmJZ1qTYUY6HdUS5IS1oJcalu0R\n3nXAAsKqDobAl9Jh1mfBaBsJctKHjBM91pAxZFmTK8eDDDWEcYVK8uN03RDMnhfuy3baP9fA8u69\nB0HmGYpHZzKQlv6q68uOXJk79Wvlu/Pg/BBvasfRWgLGhDOiQ2fVV2PnK/67A7kGBv2kOFBtAhdk\n56J9ii3ek4BH2bDRkwn8/5t4dIFB2+QxEr9PRzXyEzlxLlVCCcjALDyPbIV9+BDdYBkqyOe4MSmJ\nUncN1xefsO9eM9bpqMagL5mpZe/ny6ecjcvZoxJk76eH+mBgvzGL+gBnXPYIEngObUFlXsrhxQ3B\nKzaLcGNWgsO3HsLx6k9fOONM7+x5qLAzyE439Uu28vbY7edcX/ZSEa7vMo48km2mq8DnIPVpzAuq\nmfJWtc8fD7e9TJUPioAyz0K/xvNvleBqPaIoB+myz1hrOfHHAd8XtjKgRZsnD0of0RSWNulyaaXO\np+cO8NFLy1xW65dj7YWEL/npc8L3/8K83SAuQF9hGRUg9WklNCAY2hTechv4+i64YUO74jKzyCQ2\nJub7LLneU2iJO0OeW5DodZkEv8GDqnoy1vXknabG6liD+UcluP1u3KTJM+67bMZy8VX7MqgcK8Pu\ngsfidtd6tNdkwFeZ7bGK9JwPTM24dkIWmd4uAfWNSyJFpwMh8G6bcnzzZAOMZYsylUyb6W7TaYla\nv9XoqZsFzxayloJlj9tErm1grQTLkKdpMKEnpwVPh3ftx0SZ2MnyWRmbzUiGazoKluFGxAn7Z7fS\nAY027XVQNyCZxQaff/SmIoG/64IK+v0Zv79F24Hx454kMF+YF+X62f1SYZ496KFA58un2Ht7gUMr\n8p2ZO2jcEzfeOfyAMCSNGD3UbpZ2M/Zi0jCOP86AC4DyvC4dysLIU+qoBa+NNqysNRmfzTPHPib0\n5hdmpy0dcPlefMR6I2BLIedlVvd7n34v5nawSZfStNxsGms28F1w7URT1HvT8n0nlxc4O/sMTSuh\nNWCZnQFIYLx8U97oqQ0VEmnjWE/fKFnWJb0HC1SGBLBM1LK506+INJyZyN0wLrwtE7GOT2kw1aWa\nh82URKxm5oAEU7U4Mb+oZj8pAH3s9scTgih28I2PH/f8z8YKMQ5zlsjJmdky35mPLS3T2JLy14J1\nG29RbQwOwEFUHPHB0AuKk5V2wAUJptrPPl/6FAzh5JWPcyTy2fE2cWBJ3aM0VeTihrieTheeZFuH\nEpWgbJUscZ0ZynQQeJPopkr7xgYCm3R5dqtJpfBVxh8TtMNLYzIFNp+x2ZByS1BWzsBTKxDlBAB+\naU1uQKG2iJsWFyJ3MRqkxtgztsLe5CZ5omxACtjuQ7rnyACl7h0XbEuZdXcxy9Cp6Az0rF8LOHX7\nUJvToE7hcMwCnGXXYVvBWg5khIsPEiS30xHbOQ+FGhVYsRZGnIkcPMsYUlEmdoOn0HepTtll3caH\nP8dNll+vC214WrLNW4t+at1YkxbX8S2BAonuhFw/LynjvAIcieYpRUU6BdGJaIG2iCRoLSle1Gud\negKHaZeWWFeY1HpCo3XNZdJeSAckqw3t1qtrUiUZ736TPAYmsu3b9yrtBp/NNotyfpooeod1tom5\nqIF5M7jpSM82acJp16xV0feT77tvyV9dR21QPMj84du4oYiVycZ7t94DSDBNZ+TvVqI3iz5wHq/L\nv0Oqgn99Up67u+yDw14HftdeqNlEO6LAmmoHvE/Fp2sw/JjQZBU+FQqQEP+WBNNUSV6XXnDB1PQE\nzh6Vf4e2/L7aPs7OVpkvHHIltA1rTAcS5AvLayZrX+R7OtqqKAaoBRXntmzf9tcN10yy0ClT3W3f\nEi5RxhHLBpvCh49FYzk98YrBJNbUn8SPyoDX8phQV0MmCshk/wjzbruPr3g1rpdmk22PcB2v+8cM\no2tc68YaqlCVk30PprgGaxHspA+EFuBsor6WKbqS2wY5oJCqoD8Z+stvBj3c0AsecOV/OKG219hg\nJQTyA66EtGNoLYdROT77Oc6IgPPoVWiaqNsIkWA7k3GfLSzzW3iR6U26bj8rtKkqUcP63esNL6sH\nyYTI1t7b/nqxhCgay2nWSUIuUgRmhINvpT9IILRbkPs8eKcC21c7vv73CBue2r+4J+eUwZVAPsO2\ne15Sp6Cq+gATehuMiBKT+tG1SoM1fZ7t/zdKnpQT9+SYWNJnse5+64Elvwm0VocLzgsKPHV0rwaM\neAu2dPhUxcN5XtLS3/CWD9/2RngrV33pbw1jy2heMlgRuLbDyXOa2U6e4eHOGcHF8gRkfkZaEsNZ\nmZiz4vqrzdQpzu43xawxGK5RHT7F41e1rRB8ntCi5bOPSCA/feEMb5kXiNQ0NVfWmLKOSdXZKkVF\n4lyPw1MzzCJSf+t3JDM/e/RZ4A4nl8+44yfTU3TiX1NjQOv1mnLW+7xqVsgE079djOGQ9nI7qz1n\nd21UQdNxNSD3nOpg2jBonIgjLNKiTB0f0MJS2/5WokiHdZZfF3Xz/ESD9vUeNyYVnzfvcbvgv99D\nW1DZ7+2zAdcCcRbbUZFxFYMRSFcD9AKdU3O50IBQnmeZbNGV/za4sd7nRg7HpbdA7GmaohMLPmDP\nKSh9iX1skucIiw56ZZhSC2xrOriqBsMqA9hHATwqDJCj6vvyt35CNR8NVgah6lBkLVNkt4q/gJTI\nFuArwCp5mhoYYiKmiVhBdGubRXHWtdnFU6/JoMbINJaFPXwbPvzagpuIy3vLJN+CKZh7ahfTapAb\nNRroDT/qy3vrVaOT/5ZuN9bert3ozWjwL37U9Hh25Lo/XgdWYXOqy7hT+vc3QDsfxJNKbp4XJ3Ic\nWu1xHbmpzM4WOa7ShAatEkSMDMTYFHWpDy9KLPMEpAM0KzKM/+wjp/gMO6/7ZqjnZpI0K0cFRQKp\nOZcWyndnJp1VifaW0Y4OncBnrNcnBb+5e6rqykPLTKtDYS8562p8huwCz+CzOjz7GoJj1bZA/91e\nvIUVeSzzUfd6yw5tuycvyF15721UnWoX5TEJDu6uqf0WU9Yxvm80lnMCEdFYjhIixFEpVNnasBbH\nHci8wOGUMS/8EKo6XPDSiOFKGA0ewFN7/7kO2mTZcK29RUJrYJy8E1GxTEBO6LK6V8pjXowiOVCw\nnz18CJd9lCgSb8lwys6TaCzntF3DYGrIiHC57xk5xq2NpjvO1tPywzRPobQVUlZHhTSs/O5QTDiE\nhgMjo5yG27NjYYHAhmOjKvkeVrXunrfTfoUi0Say8sA18IIwoyImpvk6SoqINIsXw74udVUZy08I\nSiUsU9tbQWaqFVB4fYZZa7zVc+0X+WxeKs8Uz+R6wCl9hdql4PGhSQLCulOQskAavk95zNPTQ9H3\n9laocuWzX9u+9VNNS3U6qlGalhu2JT72Xdo57c7nqOiOg7UcExUyCvEMrOZH132B/cebqaHdtUyz\nNDzg9ruxJSwzKU17G2azYAYfuMyQ7uu7pD96cnmBE1MShMNt24TdD7ZOQWrZQ41UGX93WbdlotIJ\n2xMc/tOsnG0/zNbZKHZGPjh70Iuk7J6XwY4FpfZ1YYvYdFO+IOkjGei/uybsoksrAqmyz/GFeV9K\nmdkdBJqpSL/VslYLtt7MEI8G0KGb6chaT/Y3r8rjg76oY01TcxmAiKPcdPRUGyaY4ISBvo9oSbnE\nPuq0mdde3Q+I3PDB8Kd/9urLHumhYOjfVyacUY3TGSmjds8LlMzpxE6KTffpC2c4NwMfGPfCGosb\nlx1w3NSqAAeNsUzRAqkpaIVA/zp72CTP2znvgpDdOFr4vqllNWH5n1SKz7ugYPTdVRVNCfnp1gIw\niqWbPAfmd6M0Ujf5V9GXzcCFdDObdxjN6e0G2+mI72f+htuvNSI3hLH9tEDqbkyqstWJ11118I2S\nHPsqZxKZKeAqDVdVqGW6ueSGuFNT7LK20Bye9mo6u7YMjyocek8mseywRdtRP6cjGZoublx2pBir\neMwg0gwI7T3Dm5gNH83Ur8O6671WKHNEMc/WM7/INQynffFK3RGQHr4dxB3AhJ5Ov7LA5x/b2aTv\ngV6RFkxrI72IZtHf6dIZj00cKySzVZlCJ19v/TPrF1bXpfw3UZLymGwnnZEDeL6sPUfuQPqCvE6D\nqYmqeOUmGwS8wLHbZzh2W6BHFkxBLmb72eizYfZ98soy770jASBkaMRbPadEb01vw99NU2M6qjmC\nwKWVOhdj2X8rnR6+7d/XbhzOtFBvAPY5jrUEwP/4Cv6OqDcT25Z9B6BT9v6yG/qNlmsVylyMF1lZ\n8VmgBdNNcN7m21aaBsOBUGrPsnTLKkaD6UYbOZ7DBXaX/X60t+T4NYtysspn/hCkGpw9Kt+xXTRm\nWQIyZFul4YZFHubi2UijcKdRkRCT0JP9Tyos2d92mjpbJhMyt2wZndJaCPabtRnCbPZB+q6mr+pQ\nCdm8K/XddjT4GmY2hHTJEMY4+rETuglFwgHX27csrJk5wN7bEkD3amC167W6HqrWS2/ezqVpHSqN\n02UGGTyVAn6+HbtpbdOEy3qxFcrMUWOaohPjAZxTRIs20ViOdAYnH2jymNFYLpEB23EK4WOCR43v\nCqZhG8JYW9ZuMLy1XaMJmrup5qmQ073WA+uP93SACRJq3dc18FkpZ8MFy1h/sgiPF6G6LiWp48jH\nEkBe0h19+DZ8pLNAYb+IgLynI5AlYymYDWy1v+DaC7YPh7aW3VS+WRQISNxb5lsPSYb23jtyAq1c\nlX7RWAEGE77RDEmAfXlMslP7TLOzptrUdl90BzEecyD16KbrLRlLqViT91i5CtcVTEwkWfvxq/Ke\n7+nI/y4zGBx1ZAQpgUdKCtWUNQTEDRV7ACE6WFBtpk5x9ugCH16UzML8xq3vaTeEUIjXaKlWbklf\nseyyid16ioh4iQQ3E4xu0Rbw/mNV8aNalZvQx1YWnP9OiNmLe5KdH1qEzz5yFFjhWFthKcMDDhqT\nn1DwuGanm3hefogHHWXImCSgPW/CcIkZzyUP7UlGS/VQ0MOyF4NNZUcCsqPE4qXzDIJmzzdcpvVT\nDSdr0Cg36MrkiTMx2e07lLp3nA21v3FEIhCT8VbgS4rAMIFlY6rZtNq0FKajOQBurQn6pFiT7+Xk\nyhlemtXrUUHrH7kKl4aSeJgyvSFY2td7dCfqTE/VFFMac0SPrx2XOmVawLZm/3ZMw0zVjmtIzQWY\np8vbtX++So1vc03mETXRHJ6OatQ36pq8CfA/qzdGqyxmuKm9URmwTtOgTpnNqMvKSpPpWbNg7zrI\nF4hGQIUyq2MNymNJUenrk8vcmDyj14BkqiEMa3TdN6DemIRGXfucGhzaW55D3i3gSlrzWzG7gA+M\nSxN4a8PvwPUZEuXs8boEUMABjg2jagGn2l/mI1eBlFg+h4rh1qOrroty3+UxP9wyOmmoT3ppKDcD\nu/PInVkO1lgBTkz4tkXoGzVTUL/uSARBXGlPj1ZOnmec6N1TVVrqt3S8LtRc67Naq6GxBpRwAtci\nnCxi3acvPEdtQsoy41EzrFHljLuZSNtAg1ZOqHLWi/zIVShpmRZv9SDCYT2PFA4TFSLm6bKImfoJ\nzARwQhW3ggv1FjF1imzS5ghFKuzTjLUN7GN6SgZ1SzQd6cGwfN8o+ey1lpObppEzpIUx62FzlQUX\nfIu1pI+W0GG7LrM0tlQYII266tWXfOktJ3rsLr4Q2G/BscR6wuYk5JzbCnu0FmiNYQXJYBtCqMBb\nmIxnvOq+QaNMAWo8K+LVIVLAgm6HIqvUEvYgFcWZ7kZ0Wy+y6LQ8tzZ6jBVge1aQHSbgUyh7GrjN\nEKwlVyiLsppph8RbPWcOubrXtFTXXf9zkxoHNHjK8TKpwq5rjSyxzx3LEJkhN4WGg+dNEDHfX6LQ\n6zFHnZnCNOeYo1PYo1lsm8XC2/j37Zep9eFiu86Rg/sSN9k1fd6Eo556WcliTdwaomiex7QlELZG\nQjRLs4ij2oLXKWlO1qB/inMzz3Gvdd+S38rKl2Y9RfNeBlXGV7eJbWjIFcKlwPcGy2MSQI3vbtqb\nBn63fTBoDSQHY+VA9GAnJ0LTMrWfzx484Pp2D9+Gn35MLDIOqXhylEvefcyEzzLQcb2TxVs9Z1ML\nEqy/9ZAEYwvEIaPKSqcQcmF0NuI/DAZnPpvfexvHLAt7Xdf1X2g45sr+oQTZSqHqgNhWPoV+O1k8\nt1/olCLiW9ELQX72wazOTXdXT07Ycds0mFZ3rZf47u18SWfkOIf7TbrKS7Nagg6OJuyILWP2g8Ci\nA+WHwHZ5zv/T3v2tEBBEcRw/ymYvyIWn8zTyjB5BUspSK1FYFzO/s7Nafy7mzvdTrojMcKw5M+eU\nnSvY9Jy93F6uHdKkjm+NekkYFRbql3qGPt4UkBXY0g326WP6lg+0BFA8bv7avgRRlHYuRp19rXp+\nJVs2MRjMvI3I2Dem7w77Tmuax71tHaKC0aLvoHIjylmUk5FXWkrn8VJfQ0eIGICq8963HUlazEbj\nkVYV03jrn0Blx9AZwE5W2zAUs4kRKRy8uMTlgWNnPvXDq0pqmou0wE37WYjzHN+L2qyoxoWZeQnD\nan31zP58FcZHS4LbqfmpS9+Z0+NztanB8v2dAPCnmmbRm5T6GFABAL/7muUHAPyGgAoAmRBQASAT\nAioAZEJABYBMCKgAkMkTlfU70cXtbWEAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "dcqgGSDfcjd-",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def pct_in_window(dcm:DcmDataset, w, l):\n",
+ " \"% of pixels in the window `(w,l)`\"\n",
+ " px = dcm.scaled_px\n",
+ " return ((px > l-w//2) & (px < l+w//2)).float().mean().item()"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "zUoQvzp6cjeB",
+ "colab_type": "code",
+ "outputId": "b638c239-8152-432f-c387-b796eba51a40",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 35
+ }
+ },
+ "source": [
+ "dcm.pct_in_window(*dicom_windows.brain)"
+ ],
+ "execution_count": 153,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "0.17197036743164062"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 153
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "ORXya1bjcjeJ",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def uniform_blur2d(x,s):\n",
+ " w = x.new_ones(1,1,1,s)/s\n",
+ " # Factor 2d conv into 2 1d convs\n",
+ " x = unsqueeze(x, dim=0, n=4-x.dim())\n",
+ " r = (F.conv2d(x, w, padding=s//2))\n",
+ " r = (F.conv2d(r, w.transpose(-1,-2), padding=s//2)).cpu()[:,0]\n",
+ " return r.squeeze()"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "egTCuJvxcjeN",
+ "colab_type": "code",
+ "outputId": "3ffc6e1e-4464-42bc-83c6-c8beae320358",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 251
+ }
+ },
+ "source": [
+ "ims = dcm.hist_scaled(), uniform_blur2d(dcm.hist_scaled(),50)\n",
+ "show_images(ims, titles=('orig', 'blurred'))"
+ ],
+ "execution_count": 155,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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1XVtXbK0nK4HUmL2rbeTDZ2fPZLAbjY5khs2BRZL3M18TFvCsauDENWSgetDT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LSuG73/8Zvvylz5Dhs7X3cmIFF1lGYu2VhKmBbhwjDkMMOh3MigJ1t4uX7j2NeVniV+99gMGw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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "0d9VnDtycjeQ",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def gauss_blur2d(x,s):\n",
+ " s2 = int(s/4)*2+1\n",
+ " x2 = unsqueeze(x, dim=0, n=4-x.dim())\n",
+ " res = kornia.filters.gaussian_blur2d(x2, (s2,s2), (s,s), 'replicate')\n",
+ " return res.squeeze()"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "t5k32XANcjeT",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def mask_from_blur(x:Tensor, window, sigma=0.3, thresh=0.05, remove_max=True):\n",
+ " p = x.windowed(*window)\n",
+ " if remove_max: p[p==1] = 0\n",
+ " return gauss_blur2d(p, s=sigma*x.shape[-1])>thresh"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "VEDQ8cEocjed",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def mask_from_blur(x:DcmDataset, window, sigma=0.3, thresh=0.05, remove_max=True):\n",
+ " return to_device(x.scaled_px).mask_from_blur(window, sigma, thresh, remove_max=remove_max)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "8s8o2h6ucjeg",
+ "colab_type": "code",
+ "outputId": "35865ea3-70ac-461e-8061-32f32ed8a73f",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 248
+ }
+ },
+ "source": [
+ "mask = dcm.mask_from_blur(dicom_windows.brain)\n",
+ "wind = dcm.windowed(*dicom_windows.brain)\n",
+ "\n",
+ "_,ax = subplots(1,1)\n",
+ "show_image(wind, ax=ax[0])\n",
+ "show_image(mask, alpha=0.5, cmap=plt.cm.Reds, ax=ax[0]);"
+ ],
+ "execution_count": 159,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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u3GgEPXDkvPPu96Kuamwsr2N19RwMgyEK+5idPfyWrvtXf/kNnD37IgyD2hgq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\n5vW7Lh3a+AAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "uAYi6NG4cjem",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def _px_bounds(x, dim):\n",
+ " c = x.sum(dim).nonzero().cpu()\n",
+ " idxs,vals = torch.unique(c[:,0],return_counts=True)\n",
+ " vs = torch.split_with_sizes(c[:,1],tuple(vals))\n",
+ " d = {k.item():v for k,v in zip(idxs,vs)}\n",
+ " default_u = tensor([0,x.shape[-1]-1])\n",
+ " b = [d.get(o,default_u) for o in range(x.shape[0])]\n",
+ " b = [tensor([o.min(),o.max()]) for o in b]\n",
+ " return torch.stack(b)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "t-4M-XY8cjeu",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def mask2bbox(mask):\n",
+ " no_batch = mask.dim()==2\n",
+ " if no_batch: mask = mask[None]\n",
+ " bb1 = _px_bounds(mask,-1).t()\n",
+ " bb2 = _px_bounds(mask,-2).t()\n",
+ " res = torch.stack([bb1,bb2],dim=1).to(mask.device)\n",
+ " return res[...,0] if no_batch else res"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "z86uxoodcje0",
+ "colab_type": "code",
+ "outputId": "17525d16-8445-4da8-d776-24f3cb8c1463",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 281
+ }
+ },
+ "source": [
+ "bbs = mask2bbox(mask)\n",
+ "lo,hi = bbs\n",
+ "show_image(wind[lo[0]:hi[0],lo[1]:hi[1]]);"
+ ],
+ "execution_count": 162,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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wtn8MdsVGkiQol4d4BmSaWbQZGSRJzNvzbFcZAKiqCplySj4toxRFp10valAm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\nMQAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "K81Vix8-cje7",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def _bbs2sizes(crops, init_sz, use_square=True):\n",
+ " bb = crops.flip(1)\n",
+ " szs = (bb[1]-bb[0])\n",
+ " if use_square: szs = szs.max(0)[0][None].repeat((2,1))\n",
+ " overs = (szs+bb[0])>init_sz\n",
+ " bb[0][overs] = init_sz-szs[overs]\n",
+ " lows = (bb[0]/float(init_sz))\n",
+ " return lows,szs/float(init_sz)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "jRxtXUsRcjfC",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def crop_resize(x, crops, new_sz):\n",
+ " # NB assumes square inputs. Not tested for non-square anythings!\n",
+ " bs = x.shape[0]\n",
+ " lows,szs = _bbs2sizes(crops, x.shape[-1])\n",
+ " if not isinstance(new_sz,(list,tuple)): new_sz = (new_sz,new_sz)\n",
+ " id_mat = tensor([[1.,0,0],[0,1,0]])[None].repeat((bs,1,1)).to(x.device)\n",
+ " with warnings.catch_warnings():\n",
+ " warnings.filterwarnings('ignore', category=UserWarning)\n",
+ " sp = F.affine_grid(id_mat, (bs,1,*new_sz))+1.\n",
+ " grid = sp*unsqueeze(szs.t(),1,n=2)+unsqueeze(lows.t()*2.,1,n=2)\n",
+ " return F.grid_sample(x.unsqueeze(1), grid-1)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "vgRAiNJacjfM",
+ "colab_type": "code",
+ "outputId": "ffbd19c8-6883-4131-ecee-089d90e889ec",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 265
+ }
+ },
+ "source": [
+ "px256 = crop_resize(to_device(wind[None]), bbs[...,None], 128)[0]\n",
+ "show_image(px256)\n",
+ "px256.shape"
+ ],
+ "execution_count": 165,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "torch.Size([1, 128, 128])"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 165
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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mmHTmfM97/gMA4PI6se11yhd86SXaaPPerKGhA+d+vn5ZCbvCF796MwBg06ZX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\njEL5F1YigBGdX9ofAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "BgFStEkAcjfQ",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def to_nchan(x:Tensor, wins, bins=None):\n",
+ " res = [x.windowed(*win) for win in wins]\n",
+ " if not isinstance(bins,int) or bins!=0: res.append(x.hist_scaled(bins).clamp(0,1))\n",
+ " dim = [0,1][x.dim()==3]\n",
+ " return TensorCTScan(torch.stack(res, dim=dim))"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "z61Q5K3wcjfT",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def to_nchan(x:DcmDataset, wins, bins=None):\n",
+ " return x.scaled_px.to_nchan(wins, bins)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "xNxcCWq7cjfZ",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def to_3chan(x:Tensor, win1, win2, bins=None):\n",
+ " return x.to_nchan([win1,win2],bins=bins)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "pejfU8P1cjfi",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def to_3chan(x:DcmDataset, win1, win2, bins=None):\n",
+ " return x.scaled_px.to_3chan(win1, win2, bins)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "ZaX4vHlmcjfs",
+ "colab_type": "code",
+ "outputId": "8f8a5fbe-64ee-4906-8fbb-b97ba1f4a48a",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 245
+ }
+ },
+ "source": [
+ "show_images(dcm.to_nchan([dicom_windows.brain,dicom_windows.subdural,dicom_windows.abdomen_soft]))"
+ ],
+ "execution_count": 170,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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U3DQ9xnSy362ZQTr5ACPLUkwn+12CqlGtsVodqnqOCz2hruthdXq/N9tolUUL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\nmOt0aHluJhcVmYmxkKUmAlAGUZhFZSgI2amUveZNMxsXkElV256HGwT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1yXoGIpMkIQ4j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ABdN3HdNrMz48zNHaHRmGLt2vN/pPR0ptWiYNlPevzx6Wne9LY/Y9dDO4jiaD5DTdOyP9y6Pr+b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\nkVq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z4Izh6Wee15vKJVbPrKIoSvR3Buh0TqJWX0IU0e+xeuIufPCxj+Lvf/jH4Yc+lCow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6l/Fue697GpuNCqpu5hzGShuyFrotdsY5bq7sSGYDakVRwiloebBHIpSYuCeZqSScnze3vk\nqQ7Lajor+8s9vu61d5AWBeefPH+59VSWxkbcOHTjyUL3XNYKoOvpfsSqrPSMYKHM62Iy2SHLYna3\ntgiikKgXEg06LJ1Y0umlloUf+aZ2o8gLVN3LGE9jlCrM6255eYNef4UbbrxZz7nGGVVZ6WCdOjwH\ndMdsnujeyjzNUVLheA6eH+J5V3+fbZXFK+Cu19zHB/7Mn+HRT/0BDz30Ozz//KNHbv/gJ/8T3/OO\nt1+jvXv58P1/6af46P/3yzz55GfMz77lW/5b7nzjXWyd3eaXPvi3r+Hevbw4rldEr9c1evvtb2Rj\n4wyz2R6TyS6j0RZZFiNlju9HvPvd38V/+A//5CV7PFWWzNKUYRRdVeUolDpicTm/v89Kt6tLjp2X\nvqXoh/7GP+T3fuMj7OyeZzbbJ89TXNdnY+MM3e4SWRbzwAO/+ZI/7nFFu0aPF77nz/0Iw/UhyTwh\nnSfMJ3Od2Kckrutx55vv5sd++L950YrhorbFNWmMHd8nLQrW+v3LLGfb0wldX6sYAFuTCd1AV9j4\njsNSp/Oi9uVS/O8f/Hc89cAXme3PSBcpRaH78YbrA/xOgMwl/8+H/inb22df0sc9rjiua/Qd7/iO\nCsDzQvMzPaOoFUbhuIbw5fnBhYWqUrhuQFGkR2yoUhZMp7sm1EapA4Jg2w5VpVBKEQQdhC1QhzoU\no6hPt7tUz0nqFNbesIcsFPPphJWT67rOYzFn/dRJilyymCzI84Sw0yVPM7IsJor6zOcjlldPcNvr\nbzO1MYBWlhyH3nKPd7z1Xl4YjXjmied1B2NNhmxh897730rguix3O3R8H1c4JnSmLEtkqSiUXneN\notckoJbVUUvpl0LH97Esy3QgHsbhFFU4WuNx2I4qLpmtdGwb33XN14dnH8uyJM5zdmczMlkQZzmf\n+swjyLww/aqn7jjF7esniPOcT37ss4YYHraeNkSxqioqpYNsknmCzCVhN6hnFKWpxrBsm1KVKKnn\nEc8/ddZYkBtV0apDjS6c1Unmw+E6J285garTVoWwdfXGIuWFs88SxxNuuOFVgJ5ldD2tGMazxPQ0\nOp6jZxaVVhabAB5b2ASdACFsdl7YZTLa5bd+61+0yuJXikcf+z1+7n/7G5y46SRvecu3cvrUHUdu\n/953voN/9O9e2QPof/XHf4bHP/+QIYo33XQX9933x7n51We48PTmdUUUWxw/PPXUAzz77MN1GMAJ\nhsN1PC8wgQSf/OS/5Zvf+9JE9YP+UBpGurPoaie3l56YLnWiuufppSeKf+Vv/mM+/dufYDYfMZ3s\nolTB0tIJ1lZPE4U90nRxXRHFFscPv/Xrv8jOuR083yXqd+j0uziOR1WWLBZTnvjs4/zIT/zsi36c\njh+w3O2y1u9z48oKy90u3SC4bD3q+/pE9YmpW5dxd3yfpSgyyshLhZ/+N7/CMw89Q7rISOYpSpV0\nB116yz28wKNICx7+9O9fN0TxOKMhaKWSlPUcYp6nZOkCVX8tpbYaNvOGoEmClEXdnastqLatX3dK\nFXheiON4htDYtlbWmyRMYQsqtGLXzEd6XsB8PjJ9m17gm2AbIVyyOCNZzOn2B3VfX4rruyytrWLb\nNmEnIor6dAYds495mpvAG6AmNiXz8YyP/97nODHoc/drb8fxHPPclFR85KOfJi0KRouY0SI+Uj2h\n5/8cwkPhNL7rHthE6/7Dpjex+XcYl6p9h6s1Lv3ZYTTbFbZVz0raJrymqc4IPA9XCDwhjqSeNkmt\nkzgmkwVZIXnkmbMUmVbbXN+lM+xyZm2dRZbxnz7xIKWqLguzKWtS3JDbqoIiy5G51HOGto1dB8i4\nvv7bVoeqSJq/GVBf7E2YjWeksX6vaJJ4Dx+rJpnVFjZRP+LGM7cxHJ7Q2Q01UWzmFDvDDpZt61Ab\nVbKYxsz2Z8z2Z7U9tiToBJRK13rkafYlQ25aZfHL4M9//48hC8WHPvh3Lwt4ueeed/F7n/lNekFw\nld/+2sOnnnqK7/5j/8URNXVt7Sbe/vY/wfLJJb7w2d+/Yr3IKx3H9Yro9b5GO50Bd9/9Dqqq4oUX\nnmRn55yZNRbC4cyZ1/OWr38vH/yFn7zGe/rS4Tu+44f43Of+o7GwdDpDgqDDyvINuJ7PdLrH44//\n/rXezZcd7Ro9nnj/+3+AU7fdRFVV7F/cZzYZkSQzLMvG9yPWb7iBM687w4/9pf/6Wu/qS4b/6ad+\njucfPUs8S5Ayw/dDXN+jM+zguA7JPOEX/9mPA9fXS+O4rtF3vOM7KiWL2k6q5/6aE+eiSHFdfY7X\nqH9puqjJQmPxFHief0RZLEtd9dTMNTbn2k0vYhjq+yqpw3EAbOHQ6y3ri39rq0z3Jzrp1NUEbDLa\nw/cjZrN9SiUJwi5R1EcpSX95QNgLme5O6Qw7jC6OjDo5n484fest3PCqU4hDCai2o7frRz7vfOcb\nqKqKT/3nL1CkxZFZwKgf8e63vZ7AdemHIaHn4TvOEWWvmVuUZUkuJYVSR/oQm3CaBs0Fm9DTZDot\nCl1zUd+3rDhk8TzoZWzCcw6qL8BzXGM3NcpiTRBBO4NyKc1cZGN1/ejvPmjURCFsLGFz591nWOp2\neeChxxlvjbUNVimq2p56WFFs0KiKizqFNuj4VBXMx3PyJKe/2jdWX8BYXePJgniWMN7fBXQeSBNs\nFEQhi9mUlZPrCGHjBh6O55j5SFn/bwmb0cURUS9E1vUqoO2mon5MfYEhJoh0dyjobk2lShzPIU9y\ndjY3AfiN3/j5NuDmj4r3ve/7CcMOTz/9BT73uY9c8T5f68E3f3D+PN/9rd9z2XzTm970rbzqztfT\nGXT4+X/8v1yjvbv2OK4fcu0a1Xjd674B23aI4wnPPffIZRd2+v1V/uKP/hR/83/8vmu0hy8e3/ld\nf4WHPvcxptNddnbOmSCEjY3b6HQGOI7Lgw9+5IrBXNcD2jV6fHHixC2870/8eWzbJksydje39Alv\n3VUH0B+s8d4/98384He8/xrv7R8NcZbxk//HL/L8Y8+TzhOmk31s4eB5AcO1JfzIRwibZx97it/8\nzX92rXf3muC4rtH77//eqlSSLIsRjouShUk6dRyXwO8QJzOKIkUItw64kZrwuAHd7hIApZIsr9yA\nUpLNzadNJ6Nladun70cEfgdbOOR5Yqyt/b5WmJp+x4YQNu/xShX1fXU1RzNXmcRTev0V1jduMDOM\nUS+iVCVpfKASqVqZ7C33uPHOG3VISqPYWZYOwREWr37DHQyiiCcef5bFNKZUR0mR4zp86ze+DVc4\n9IKAyPfxantnQ+gate0wSVTlQR8iYMieOKQ2VlVlkkzLOgin+flBcI6eQ7RoyOOBEtl83/zfVG00\nYTzzNNWEtO5QLNLcWERt2ybshdx79+34rsNHP/pZE2RTlqWxcCqpjpzrawKpSW08WZAuUvI0Z7A+\nxPUcZqM52SJl5dQqjqeTUPXcaIWSyswMZosUWehtT0Z7RFGfqBcy3tsn7HTpr2iy6fqutgqr0vQl\nposUIWwW09iEHQ1Xlo+E5DTHCDCq9sqpFfIkJ13o10kap+xsnW/TUF8sPvCBHyRLF3z8Ex+67ES0\nwff8uR/hg//yJ17mPXvx+P6/9FM8/vmH+PjH/68jPz996g5e9/r7mU73+OQnP3yN9u544Lh+yLVr\n9ACvf/39KKXY23uBCxeeusI9LN70pm/h1/7jL3FyMHjZ9++Piu/7Cz/Oow9+htl8xO7ueX3VO0sI\nwi5LSycZDFYpipxHH/3da72r1xTtGj3eeOMbv5nXveXtUFVM92eM9rYoiow8S6iocN2AMOxy62vu\n4K/+yPdx2/r6td7lrxg/+bMf5PwT50kXGfPRjCxNKer+s06/S9gLKWXJ5z/zyk88/VI4rmv0/vu/\ntyrLg1Ckpk8RDtQtKQuTXqqkLnpvEATd+v8OjqMthxcuPE1ZasKR5wmuq2djO1EfP+gQx9O629HH\nQtdCNNsZDNYQwmE+HxmV0sw/1nZY34+QdcDJ8vKGURen+xOyLGawtMJiph9jsLRiVMlb77mVzqBr\nElVBq1NCCIQruOdNdzJdxEdSUi8lHO969xtZ6nSM9TTyPJwrdDE2uHSG8Up208P3BUyi6aWwrcvt\nrJc+TlVVyLI09RlNcmua5zzyzFlGm/uoWt2zbRvHc7jx9lOMdsfsnN+lrOcTG+tpqUpkIY+KQrXK\naNs2RZYTzxI9j1hIlCoJuyFKKlQhCToBdh1208xEykKZ3sT5aG5IolLSqMmTkVYcl1bWWT2tbcZN\nhYYlbCpVktWBNaDtqbN9HZgkXEEQBVSltpkWWUFvuUepSmxhI4SNcB3yVBPGIiuI42mrLL4UiKI+\nr371W3nkkU98yav3f/JP/hAf/vDffRn37A+Pv/a3f5Z//Y9/mvMvPHnZbTfddBc3bNzG2vrN/Nqv\n/aNrsHfHD8f1Q65do0dx6tSr6HaXmE73SNPFVbtRv+7rvolv+PYP8Hd+9AevOBNxLfHE5iZ/9yf/\nOU984SHOnXuc2WyPIs8QjltfydYVIfoKdMj580+yu3v+Wu/2NUe7Ro8/Tp++k69/+wcIOgHJPKHI\nciaTXdJ0gVJFnUIo6HSGnHnNndz5tjv5s9/+Taz1+19+4y8jHjl/jn//65/gwtOb7G/uk8wTlCyw\nhahVJKF7zDwXx3MYXRzx//76z5LVZe7XK47rGn3/+3+gApjPx3r4DMiymCSdEwZdfD8izRbkeYbn\n+XVX4gF5jKK+JnVKkma6V7FJTZUyR9h6lsy2BUFwEKLUhOh0O0M8PyTPEmzhGEUxy2IaEntQ4VEQ\nxxPyPCOKenUYTkqpJLZwWDtxirIs2dvZpNdbRghtRZzPR8TxlFM33k5/pc/ajWs4rjiiMApHIByb\noBviBx5ZmlPKKxAlNNF709e/lo3hAMfW84Kh6+LV9tTDxNFuHqImxZfisD31MBrramNLbVRGuIQY\nKoU8pCTKQ7bTQko+8anP69m9yjxVrVa6Dl7ocfqmkzz58NNkSYaSdUCPKqnK0qiAZjaxtpwCCEdb\nerM4Y/eFPbzQI+yGRv0b74wRQtBf7eMFHo4rkHUaajNLKrOCxTSmyArm8xFLK+ukcYIX+KhCsb19\nlltfdRf91b457sIR2LZFnhWoQlHkBaOLI5SSeIFPspgzn491t21vmSAKGe1tM1haZbg21BZVYZvQ\nnCbwpsgKfvmX/15LFl8qvO5134DrBjz00O98WctXv7fC3/vwh65pCfHT29v85f/+b/Pgg791WbLr\npXjbWz/Ara+6B1vY/OtX0JzXi8Vx/ZBr1+iVcccdb8a2BZPJDvP5iNlsxJXmg2xbcMPGbdzz2nfz\nzX/22/j6t9zDG2659YrhGC8l/uD8eQqlOL+/z+//9gN88YEv8sXHH2Q82ebChadMaiTool0hHEMS\nV1ZuIIr6WJZ9Xc4PXw3tGv3awX33/XHO3HE3trCJZzFZnJBmC5JkjiwyyqrEtvVJcxT2GK6scfrV\np7n3Xa/lzptPc+vaWh2q8dLmBWRFge+6qLLkkfPnkUoxjmMee+wZts5us/nMJsksZrS7h1LSKEfN\nGhVC4PshnWEXP9JBOo997nPXvTOnwXFdo+95z5+qsnSBXxM5KXOj5FlYpm+xCX/Ral+J7wX4db3G\nYbJYliVpqkljJ+pTUZHnGWUpzesaOKjpsAVZnuJ7Ab3+ipmNFMIly2Icx2Xl5Dqz/RmbtWum118x\nfYwXzp1lZW2D2WSE47hIWTBcXjW2xubxmn1fPaGrNW557S26d7GZYzRExEa4gm4dkpIlGapQpobj\nMG9oLKBu4PLH3vkm3LrP8PBF2MPE8XA34pW2c+nPm+/LQ7/TbOOwWllWJaqseGF/nycfe44s0dUR\nh1XRxrophE3Yj7jnzjMI2+YTH39A11tU1RXVxEv7HKuqMhUYRV6QpznT3SlBJ6AziLAsi2SekieZ\nmTUMOgGlVFi2bYhikRU4jiBLcxZj/XrZvnie4VC7KubzEbPpHhs33M76TesIV5gKDNA9m6pQuL7L\ndG9KPIuZTUbm9jRd6IsflsVgsEZv2EPUf2/hOqhCkqc5ficgT3IWk0VLFl9q3HffH0cIh+l0l4ce\n+uiXvf/Xfd03cfPNd1MUKdPpHp3OkNfe93pWTq2wfHKJ977lDexMp1wYj3nks4+zd2GP/kqfpRNL\nTHen2M0VjEXKFx98iiLNue0NtzPdm7L59CZKSW44c4qzTzzDdLrLYjFma+ssFy8+82X3zfcjTp9+\nNWurpzl94x3M51N+4zf+zxd9jF5JOK4fcu0avTrues19YFlImTOZ7LC/v3mFizsWvd4SQdBlefkk\nUdinrBRFkeM4Lv3+Kp4X4Lo+w+VVZF6Q5znz+aguV9YdR0WRHwz6K8l8MaYsS7rdIUWRk6ULKkoz\n+yKLHKkKsiwmXkypqIjjKbYtmM9HR/ZwMFij0xkQBl08PyQIuihV8IUvfOzlOZBfI2jX6NcW3vnO\n7+TMq+8yKX/pPGE2GyNlbtZpWZaEYZfA7+B6Pp1hBy/w9EmdLLGFRdANcT0H4TpEvchYv9I4QxbS\n2OsOz1+VqjQnk37kU0pFnmll0/PdepboIOI+T+tesjzRJ4LJ3ASVOI5DFA3wAh8/8LRaEXiUSvH0\no4/y8U986Joc3+OI47pG3/Pu766oewil0oqg63hU6LTTZiaxuT3PU6Kwh+eH+qLkeBvAzDkqVSCE\na1TEwymToklLrVVCx3Gxbds8zvLyhqnB8ANPV2PMpnheSGfQYeuF83Vi6pi1E6eZjHbxvICw02Xn\n4jnWTt7I3s6mTggPPJRSqEIhXIEQQquJts10f8LKyRUGawM6w66eY7RtM8PXEMalE0sIx9bzeElu\nevsuhXAEQuiwnDO330ic54x2x/SWe7zqxEmTNnwpIZRKWzltyzpSk1FWlelAXO50UGXJ7myGLEtO\nDgY8s7PNeHuiE0gLZeyZjerXENsGjutgO9pu64Uer7r9JvbmM559+DlNhJteR3WgJl4aZHMYzTFV\nhWL7+W1KVRL1I1zfRTiC8fbYdCR6gQ7xKev3DNf3SBepnjd0hK4+SXPKsmQ2GdEbLGHbNlsXzjJf\njDl58lZufs0ZALOtItMktelgTOYJ3kPAMQAAIABJREFUWZwx3t+lrKtYGgvz0sq6vrhRvz+VqiSs\nexyrqkJmBfEsQSnFhz/0d1qy+NXAO9/5naysnOLi5tPsjy6yvf084/HWtd6trwinT93BXXe9nagz\nwHEE08k+v/WRf3Gtd+tY4rh+yLVr9Euj213ippvuwvfC2kaUkmUJ4/GWthwBvh/qNLqqIi8yhBAo\npeoAA5ssS9CqpAVUWJZNVV39Q+RKcF3fKIVlqbAsm15vmel0F9sWtf3OoapKwrAH6A/VlZVT9HrL\nOla9Jr4PP/zxl/AIvXLQrtGvTbz//T/A6sYJhCsossJYouL5rF57Wl13HE/H1pcS27bNTJFVr4uq\nKrEsm6LI8VwfqQqU0mtYqwmCou7Ik6rAsmwTsCMcF9f1TbR9WSlsS+AHHZJkim3VToP6RLYpr7aw\n6Q77hN1An2jXJ4TPPP4EH/vYv3mZj+Txx3Fdo29607dUruMRRn0zHyhlbuowQBO+ps4gTeeUZYnn\nBeZ1GYRd0mROnMzq+o1Sz8M5rvm6319lNt0z6adSFShZUMgc1/Ho9VeO7JdtC6MqlqokT3O8wDNh\nJFLmOMJl7eSN5Glm+hjzOuymsT42apJTVzhMd6dEvZDZeM7yyWXSRcrGbRu4nottW2BZ2EITRsuy\n8EKPpRNDTt2wznPPXaBIC5TSF1IaUtbcHzDr8jC/uDQs59LbvxIcnlU0wTeOQBbysjlG+1Dqq+u7\nrN24xnKvi+s4bI3GnHv8HKoOlTmcdmr6FC+ZT+SS7RdZYQJmSqmQl5DT5rgEnUC/DlxBkUut3Ap9\nXKuyRBaKnXM7jPd3yfOUtROnmIz2WD1xgtl4ZpJx+6t983wPH9OyLE1CahZnpoOzuRAh67TdsBOZ\nY+GFnvlbmX2pKtJFyi/8/I+1ZPGrBdsWfNef/qsAXDj3LJubT3Nx8xmms71rvGdXxl2vuY+oM+BV\nd74eJRWff/Cjpk+xxZVxXD/k2jX6leHkyTOcOqWLa9N0YcqW54uJuQpXlorFYoLvR3X4QG7mRF4q\nCOHUH0SlDihorE6WTRT2TMjBYLCG47h0OgNtJZrs8PTTn3vJ9uOViHaNfu3ixhtfw1vf+m0sbSwD\nUKQFRZbXPXIJVVXhOC5VVdW2PK+e55LYlqCQuTm5K8sD+3YTBiJVgRBObR3VJ4K+H5JlCa7rYVs2\nbk0AbdsxpLQpRW/g16XtrucT9kKEI/Ajn6qsSGYxZ595kief/EzbnXgVHNc1+p73/Kmqea9vQmrG\n4+0jF+l0Z6Ku1TAhM0EHqoo40aEijX20IYBlWVIUGZ1OnygamM+SbnfI3u4LDIbr5HlKEk8NgfT8\n0CSgNnZSP9KvzXgWI4QgT3PG4216vWWSZIbnBSytreqLLXXapeu7LCYLU/QedAKEIwyRa9JAo35k\nEjFP3nICN/CMytgQCdu2sWwIooA3v+UeAJ46d4HZ3gwpJaVsKi708VRKk+Nm1u+PQgwP/96V+hmb\n+9jC1v2HNYTTXHy1cTwX4Qruvft2qqri8w89STyLKZWiKjmSdlrW1lOl1Fe0v01CapEVpAvddVlV\nFck0xhK2SS8tpTLhNkUukbkk7AZm/6sK9jf32dncpCwVy6snzG1FVuAFHsP1IY7naAvqJceiVCXp\nIkUWksV4Yf7uTTgSoGdb+4ODLsaaSMtc4ke+cWsUWcE//Qf/c0sWXw6cPHmGe1/7bqLOgHgx0XY0\nJZFKMp3u8uSTnyGK+iZS+eXap42N2xDC4fTpV3Pi5hM8++iTrYr4h8Bx/ZBr1+gfHjfffDf9/iqO\ncM2V3Qo921AUGfO5nvvQoRvK9GxlWUySzHXMdtjFtgVpuqAoMlzXx7Zs8iLTJ6JeQJYneF5AnqdG\nSRTCqW13OcJx8byAqqq01S7oYFl2HagQsoinrYr4h0C7Rl8ZuPfe93DXPW8j6uuT3KosTegE6DCG\nLM6whK2DJEplZsEaC6uFhecHWNjkRWpsgZZlUypJRYUQLlJmOI6PlJlRErWaYpvAGtfVJ4Gu7+EG\ndchUfdKVpzlnv/gUn/zkh79koXULjeO6Rr/+bd9eVVQ4jsfGqTOm0xAgTeZgWcbW14wJaNXQO0Io\n8zzVamM9a1ihL24I4Zq5waY6w3Fc8ixhvhibcYc8T+n1lgk7EdsXz3PjmdtQhSTsRXq2LPKRWcH2\nCzq4Lc9TpCxYP3kaP/IJOgHxNMYWtlYgFymu5+CFPmE30PUKdf1CVVZYtoUf+iaVc+v5C4SdLrfe\ncyte6OlZxnrWr1EZLcvCFhZhLzJq3f5sznyk1VadCKqQeQG2ZeolGtLX3Meq1Us46B1s5gqbWUNb\n2Ca9s/mdRlmrXcP136IO0qlJGZbFmdtOs9rr8eSFTc49fu4IQWzqPaom4OUKtRiXoqrrKgxZqyry\ntCCdJ0ip5wYty2K8NSIadGorr4XtCIQjTL+hkoosyUy1hsylUY3186pVvjhhMtlheXmD1dOrhN0Q\nuyahTeWG67tGnSxqG30WZyYRdX/vwsFrLU85sXETXuBptbM+pq7nYDuCUirSRco//7kfbcnitcCt\nt97LXXfdR6fXRziC0e4u3W6f/f0t0nTBYjGm0xkCMB5tEXV0pH+aLphOdxmPtvSsRmfI7u55lJIU\nRUYQdNjYuI3NzadZXjrJTTffTakkWZ7S76/geyFSFWxvP4/r+uxsn71i8mmLrwzH9UOuXaMvFhZn\nztxbEzn9Zl8UGUK4FEVWX+gp9AkBkBeZ+dBXSuqT0zzFqu1CeZ6YIXkhBIHfIc0WuG5glEPd3eUZ\n+2mWxbp/LktYzMfs7J67lgfkaxbtGn3lwfcj3vWu/5K1kxsE3bBWOCxUIbGFQBXSzBc1J5GykObr\nUpWUSpkEQuHYBzNXZYUlbD2jmBU49axhcyIphMAW+sS16WOTuSaq588/wQMP/OYR1bHFl8dxXaP3\n3/+9VZ4nhuT5QcfMA0pZaOUv6DCfj2jsqs3MOkCWLkwwTRzPmE53zcxj4HeYL3QyZWNj9bwAzwvY\n232hvmioFWs9v6i7FB3HZbC0alTCsC5bjycLsjRnNhmZ+y2vnjAEY+WktrIK1yGZxXrGTdj4gWdI\nTWNbbAiO4woWk5iyLHn60UcJgg433Hwj67ec0LN+dTCMJQ4Io/lngy0EYTfk9G03sNbrYVkWF8Yj\nVro9LmzvksxTiizH9evjFWcI9/AaPVD0bNs288CUFdiWGQ2xbZuwG2rCKRXRQM8wq0Iy2Z1i21Yd\n+iL1DHJZXk4QGxWy7jtsrJxX5EKN/bT+Pcu2KFVl3hfGOxPSRUp/pc94e4xdz2zato3ru7qiolY6\nS1XWabP6ees06ILFeM75s8/gebqvs3kPGu1tY9uC1RMn6K/0CbrayZAuUv3+5AiKhmDWF868wKOU\nitlobkhkY2/t9ZZRquDETTcgc/2+5QXeIfVYL82f+Xs/3JLF44Cmu3C4usJ0f8KJm07qP3qWs3Vu\nk5WTeih5ujdlOj4IukhqmwNQB+vs8eq730CRFQSdgL2L23R6fZJFzM72Wba2z/Lss1+4Fk/xFYnj\n+iHXrtGXHrfc8loGg1VcN0DKDN+PsLAoq5Isi/E8fdJaFAeJecCRE0fLspEyp9tdoiwVoi5h1oXO\nkixLyLKY3Z3zx9au/rWGdo2+snHmzOtYX7uJTnfI+sZpwl6I4zrIQuLVs1hVBUVemBNcWSgTKgFQ\nqsPpi1pRCDqBUS9kcTAPKXOJzAtmoyk7u+fZ37/Ac8893CqILwLHdY3ef//3Vkk8RdQXApv5xCDo\nkKYLPY5w+MKAZRmCqLsSA6PezKYH7+fCcY1zRcqCbmdolJ5ud8k4zMpSkecpti1YWdtAFfo1Ox5v\ns37yNHmaE/VCilzS6UeMdyZsXnjKzFg2quTpm8/gBR6LaWxe11VZEvYiow6C7uCTuZ7zC7sBeVYY\nhWu6N6XICkPm1k6tMjyxZLr5GqVRHwbLEDwAy8bM7gadgBtvP8XGcMjefM6JQR8LC1XpxNIblpYQ\ntkWaF2xOxuaYxbODehkhbGajOV/32juQSuE6DhdGI9Z6PSZJwvnnL+rQnaygyAtN6qqKquSAHFbV\nESJY6Q6OryjERv/CQd9GY1e1bYuyrLj47EVsYdNd6qIKVScjC2xHBwkpWZpAocOKaaMOZnHGeHuM\nUoqdi+cYDNfpDXvMxjOSZMbSyjqdfqSV4dr2nsWZDqsJfbIkq3seC5OU2qiVWZyRLGJTpRF2ugRR\nYOZeq7Kku9Qz87RNWM/P/v2/1pLFVxJsW7Cycoqdneev9a5cFziuH3LtGr128LwACwu3nnd0Xb8m\nhq4JzdBXmqeMRhdbFeKrjHaNXp9YW72Rfn8FUZ+AW5ZFGPZq9aZRbJxaLdS2LasOHrFtC8dzyZKM\nxWLCeLzFdLrHs888dN13In41cFzX6Ne/7durw8pg03/YhNw0gTfD4QnSdGHIGWC+Pvwz2xbE8aTu\nYhREYQ+pClOJ0MySaVLaQwiX2WzfzEwezDbqFNbeck8Tp/G83r4mZ1ubz0NV4fkhnhcghMtwbcmE\nRDVKoyVs8iSnv9o3pKYhisJ1dOK+0OX0MpfsnNvBCzzG+7oUfrC0QtAJ2DhzEsdzjyhRDXk8XH1x\n2f/2oXCaS25rrKiXVmvo7WEUzVJqh0BZlkdIIRwkqx4mhlcjiI2SWEpFWR56nPr5VLXj4FIcttPK\nQjIfzdl87jwbt5w2s6CNUht2Q7Mv2urpGuW0Cb5piF88i5nuTUkWc+J4xsrahn5tpBnDtaV6VtEl\n7AYm6VWrlDZVpS240/0Z/eUelm0zH8+RdVLqeG+f+XyM5wUMllbxg4PAJqt+DQWdANdzSBcpRS75\nV//ix6+4Rp0r/bDF8UdZqpYotmhxDdGcGLQnlS1aXDvs7J5rrdstXhR8PyLPEuJYV1Q0ZC2K+nWq\npEcU9fH9iLJUOtE06NDtDs02pNTKVpbp+b/A75Cy0GRTaXK4t/sCYW1FjeMJQdDVqdyH7I5RbXEV\nQo81zOdjo/L1V/qMLo4QgWA+nUBVYQvHBOuEnYjxzggv8Il6OjBnNp4T9SI69RxdLnPyNKe71KWq\nIF2k2MIm6kcm4XPjNq1udoYdFuMFw/Uh4+0xzz1ylvl0wtLaKhtnNjQ5si1jUwUOyOChn1nl1a8R\nXBpe8+VwhAQeJok1ITx8W0PuDs8jlofmn21bE9FKlUddB3oDRwcjQaek12otgOeFzPZnrJ5eNQTX\nrV0ORsWtLbTNPjmuvnCVzBOmu1PyNEcIwcYtp5nuTY/0YqpCK8nCdYyiKQuFU89LW5aFrC2peVZQ\nKa04WpZFPEtYWltl/dRJLpw9pxXIWplu5iPzNNe1Q45Oaq2+hMraksUWLVq0aNGiRYsW1y3STBM7\nbQlVDAZrNfHT6mBe17jkWYIfdBgM1gA9IpTnqSEXftAhCDqMx1sHAThgSGQSTwmjPoHfOVLJ4HkB\nYdhDuIJuMGA+nTCfjej2lhBCz73JXCJcQbKIieOZ2V6jSM6nEzwvRAhhklNVocwc3Hh7jBd6daWG\nQzyNcT3HdPU1M3W2sKm80szfNX2BVVkihMtoZ1cXyruClVOrRP3IzBM3Sh2VRQVH0jsb9e5q+FLE\n8VIX5OEEVKM0Vgf3a0JzLq3AaL43vcg1eRSOXdtED4XZ1Pvf2IJtW/dNJtNYkzxXpyEXWUHUCxGu\ng+MKZKEOlNf690y4T21xL7KC0c4uYadr7tdd6ppgmxtvvZ2gE+jE1TzVX8sKp75w4AUeeZojc2l6\nMfNcAnUadH2/4tB8YlXqBNdo0CGLM7N9JRVe6JEtrm6xb8liixYtWrRo0aJFi+sTlqWrLZTEtgWe\nFxhbaLc7ZD4fE4Rd8jyl29PW0NlsHzhQCKUqjGV1PJ5rMmhZpOncPEzTF9qE6ZjwtIYwBj55muEF\nPlIWDIbrhJ2I+XRC2OkSz2J6wy7QZTbbJ80WBH4HKXPSpGIwXEcpydlnnmIwXGf1xAmi3oDp3tSk\nYKpCYtezvpZ9YPEsy4qgoys6ZC6xhU1RF8U3qaqg1cs8zbWyibYzPvHgH9AbLNEbdokGHcJuiHBs\nXb9h5hkvtahy5HvQbcZXw1FF8eBnzRzgl5w9rEl5VR6EzzWprKCtsKqu/7BtC6VKrFIHYjX7KAvd\nKXlgrbWJehGO52j7bqF0gM8hO25zLcC2rfprq051heTQbGYQBcz2Z4bgndi4yYTlVFXFfDQ36m9j\n020IZzNvWJZ6/jpdpJSqZDaeMRlvA3Dy1C0sJguGawPyNGeyo0N5hCPIk8wEITXE8kpoyWKLFi1a\ntGjRokWL6xKNipgmc8pSkSZzPD9ENufOVUWazLGFg5RNXYsyrCVN54a0eV6oKy1q62lZlghb4PsR\nabbQc4phTwfdwBFlsZlbi1TPFKlHPT3/5no6rVepUpPG3nK9fYWSBVHUxwt89nY2GTSzkYVCuAeE\nKJnFdIZdTX5qYqBqFUy4AlsIqrLE8Rwm22P6q30951eWxLOEqBfiRz5KKdbXTjIbz0nj1HREqpp8\n7V/cJ09ywp4Og+uv9LGdy2cTD4jXl1YcGxXx0sCaUpYUmQ5sOawEXoZD5M2Q10M1HYBJVK4qHawj\npWpEOnP8mrAsx3cJOgGz0RzXO6jTUUqZmUY/9HSaa/24VVVpkj2ekyc5aZwaFbhRJrUlVddrdZe6\nhsT3lnvkaW5SbC/tgaxUiSV0r6UQNlVVEUQhs5kOU1JKEdVpusJ1sGybPM1NsBdgbK1XQ0sWW7Ro\n0aJFixYtWlyXmEx2tKLoa6Ln+SFxPMUROuG0UfBKJUmTuSGCgFYkDwXTNGRQqqJOOLVZxFOyuuYi\nivomDGcwXDf21LDTZW9nkyjqAY3KmFNVFZ2+JmPa+ugQ9SL8wEOpgrDTZTLaxbYFzz79MP3+qgnc\nUUqxd3GbsNNlvDOiN+xRpDlWXelgWRZ5khENOro2KitqRTHDq2fftCpmMVgbkC5SbWH1HBOWMhvP\nWT21xnRvSqlKknlCnuRUZUkWZ4TdEKUUspA1EdW2XMuyDghkeYj8HLLmylySzLUCt/fCnlHeOsOu\n7ifuagIkm9AYIbCdQ3OGdYKpZUJ0NIG26joO27axxAFBUlLheg5VBY4jKGvVUuZ6lrMJ92k6GoNO\ngG1bWgEsKzOfmKe5qcyoysoQvXgak8apsQYP14a6kicrjKq3enqVZJaY5FXhCvNclVQ4rjD3VVJh\nuRa2o4OJGqJq27bpdZSyIIgCgo6ea7VEeVDfMUtQhSSeJUcqVa6EyyN/WrRo0aJFixYtWrS4DpCl\nC/JcB9xQVcTxlCjqEycz9vc3CfyOrk3yQzw/NLOIKyuniKIe3e7QhJJk6QJbaB3Gtm0sLPr9FRzH\n1WmoVcV0uouUOXt7L5CmCwD2djZxHFcnmq4sk6cZAEVWMN6ZUOQSvz7hPwzbtk16q65ucLU6mi44\n++yjzOdjkoW2wkaDjg4yUSVVWTHZmWAJm9n+zATdzMdzVJ0Yatk2fidA1LUZQtioQmoLZK5JxnBt\nSJ7k+IFnrKq2sIkGHZM8qms5FNR2zqqqKPJCzwJeOldoXU7eTEKqbSNcndxZlRXpIkVJxXR3Wtsy\nc/Ikp1SVtpU2ATi14llV4LiOsaFWVUWR1V2FloUXuAepqHXSqFYNPRzPRUlljh+gbaHCNiqtLA7N\nB1YVpVQoqUjmiSHLAHme0Bl2zHMESOPU1I5E/YiyrIj6EY7r4LiOIc2NOponef29Pn7NvjZEME9z\ner1lSiUZ7eyaWdQ8yZFZQTJL9MxjoYjjKYvZlM6gc9U10iqLLVq0aNGiRYsWLa5L6JqjkCSeomRB\nGPXJswRRzy96fqiJTm1BBQjCLlkWU5YK2xb0BksI4epOxlKR5wkWFsJxSdMFruOZBG2n/rrbXTLk\nLop65Hl6pFO7SdZ0PYeoH5EuUhzPYbo3JYgCOr2+tqd6IbY9M9toeiGjsIeUOXE8YzhcN+TLDTxD\nbACyOMPxHIo0J+yGpoOxCbEBsGsSolSJKiRWPU/XJGtatm0Uy6b/NOyFOI7QREmVdIY6zKUsS1MG\nr8vu6x2plcCqAltYOK5jZhEHawNkrXwJ18ELPVRR11EUktneFMd36Qw6phpEzyhqInUpKbVt+8gx\ngIPaDNs5tB+HLLKu55o5x4Z8OTimekMVEhtxZJulKsmT3PQbRr2I3rDLfDTHsrQqKYRtyHZjBXVq\n4u2HPovp4qBPse5wbJ5DY+et6t+RuaSQWglNkhlB2CXsdE0PYzyNKXKJF3r1cy4pS4WUsJgsrrpG\nWmWxRYsWLVq0aNGixXWJRiEMoz69/gqlkgyG66yfuIXhcB0pCzwvoFTSqFW+Hxk1cbC0gioUQjj4\nfoRtCxzHY/3ELURRn+XlDYTjMh5v4fmhnjEMeyTxlDxLyPOUcR1G4nkBe3svEETaYlmWJX4nYDGe\nG1Vv+aSeV7QsiyzN6Qw6eF7AxqkzAERRT9tbLYs8TylLxXi8TZ5oG6u2l9o6wdMR2u5a2x5N/6Ft\nkS5SnexZ38cSev7Qsm22zl7U+6dKQ2aFo62dTl3H0MwH2raNG3gk80TXPxwKUrFs60BNrKpDFsua\nlAk9R+iHPpbQ27GFJk5hN9Cl90IrjlVZUWSFCbyxhG0Ca9ShygxNhHMc18H1PT1X6hylQ5Z9yCZb\nzzBWVYVnSB11dUk981crfYCx4O5fHPH842dJ45SyLCmywnRgup6DUop4FqNUSXepR9AJCDo6ebZJ\nny2yXB+/+sJBPI1J5il+5GPZelayqjskG4WxIZSz6R5lqegNu1SqRBaK3lK3ts/q/Y5nCd3uEmWp\nFcaroSWLLVq0aNGiRYsWLa5LbG89RxzPcBytDC6v3GDSTkGTrzieYguHbm+J0zefIUlmpvB8Mtpj\nf38TpaRRG4Ogw2y2T56n5FmClDnr6zfr6o067MYPdGKqbQszy+h5IadvehVe4JHGCbZtMx/N8TsB\nslB6xmwaM92f4LhCk6myZLi8iip05cd8PmZl9ZTeZ9um2x3S6y2z9cJ5ts9tkScZqpBcOHuO0daI\n4dqAsJ6LbObWvFCTsizJTD1D091oC5veUJObnc1NZuO56TO0ba3KZXGmH0eVjLfHJPNE30fpFNLG\noprFGapQyEIdSeM8HLbSJI5WqjR2WD/0Dfnz64Ab4QhKqZC51HbLXJoUUlno9NDG9qlJs1YwjwS7\n1POIzddKlXrusa6+kHmBZdvIQttqy/o2W9iki4x0nhDPEiY7k5oIFkxGu8wmI0M2q1ITtyAKzOyn\n67va8lurpvrhK5J5SlVpy22j5OZJpjsb67lIAD/yCerfdxyB3wnYuOF2pCxQqsR2BDKXSKlfQ7P9\nmQlNAuoLHO5V10hLFlu0aNGiRYsWLVpclxD1SXKeJZSlYn9/k+Gh8BnPCzl14+30est0en1m45mu\nthis4Xkh4/EWWbpA1aE2oFNKPS+AqkKqgiDoYtvCKH5NeipVhecF2LZACNekVqZxSn95QBoneIGH\nzKUhFFVZ4gV+3ZcosGydgLm/v4kQju5cnI9re+sAzwvZ3nqOPE/JspjxzoTxzoTh8mpdveCQJ7lO\n06wDVZK5fh52ve2mI7CqKkQ9kzjeGeH7EUIc2CKLXJKlOfEs1mmpi1STo6ygyAqTwFmV2s6KUTJt\nM5vYPI4ml8psv7/ax+8EhsgCYFm4gacJUqTVx6K2xhZZoStCLG1ptYWtU03r2oyqqq2njR223mZV\n1crm4cTWWo0t8oMKjaYGoyHKVVUhpTK1GKpQhJ0uYajtwaO9beL6Nj/y6Qw6+J2ATj/Sz7me72yI\nbhMw1Ki/WZwh6n1MpjFlWaEKZchtWQfgCNfBtm2UkgyH66SLVKef1pZeN/BqVVMH2zSEcT4bXXWN\ntDOLLVq0aNGiRYsWLa5LOI5HEk/xgw55nhIEHYSr1b7ecg/Hc5iPdEhMGifMZvtEUQ8hHOJ4yurq\naV2XIbUql2cJtnDo9TRJ8IRDWSom4216/RUz++g4+iQ9TRcEQQcv8M0JvCoU0/0JYSfSipjSdkLH\ndZjWZEi4DkKVzPb1nOPy8gZ5npCmC7rdIVQVZanYvPAUFRW2LZiMt83c5XrvBmShdMpp6NX9iMIQ\nlTzJcAPPJGU6rlPXbDgoqciymOHyKlVVMd2d4vquISXJYs76qZOaiFLXamSFSXh1PUeTH9ehyIo6\nhbSxiR6E2jR2SV1RoZNPK8sy6pzrCx3qEniGxFm1DbNJXgVN6DzfJUsyLNvGcQ/ojy1qK+yh3kZR\nzwXq/TgIknFcYSyySirKutA+T3O2zl7UibO5ZDGbmlTabn9g+jL1jKeH3wkoy1I/r5oApous/rtq\nC2+eFVoRLCSdfsRiGmMJm0rpKpOgE2CJZm6xIa2l+Tt4gU+ymBP1QsJuiGVBkUuSaVzbeyu2XjiP\n5wVEUZ/B0spV10irLLZo0aJFixYtWrS4LmHbgsFwnSDoGDtenmb0lnuUqmQ+mjPa20YIh8lkx9hF\nhauDbTwvNNtyHBfPD1lZ20CpQgfYKImUOb4fkdcVGt3ukCDoQFURBB3SZM5sMiKOp0ZN9AIfp1b6\nhBBGNWvsi6qQbJ1/AaUk4/E2ru8iZcHy8gaep5NbGwyHJ4zN0LYF3e4Ss/GM+XQCaDKWxRnpItWp\nmq7AqefkhCM0gZXqSFppQxS3Np8nWcQUWWGsszrRNSddaIVSCB2AU2SFSVNtUlcb4tiQsIaYNaqe\nUgpb6NnDRukUrqMJoavnI4u6J9Cpg1xsR2Db2jqqlE4lVaqsZxub7snLuxlNX+PhHsOm37GssIUO\nthHOQQpqMk+JJwvCTsTu1haWZRHHM2xbEMcz8jTXSmKvT2fQYbg+NFUWwhVUqtQKYT1zqAplQnr0\n7llYwjYK82IaG2uqKtTR13LdB9kooVIWyEJXl9hCP5ZbK4lFpmdxAfO6uxpaZbFFixYtWrRo0aLF\ndYkmkbQJsgEQwmHr/Av0Bkut3mOvAAAJL0lEQVTaThj2yPOEIOgQRX0AksUczwtRShoCmec6sGZn\n6zxB0CGOp6Z7sanUAIhjnV7q+SH7+5t6trC3ZEhosogRwiFDq4hBVIeS1FZIy7aJZwmDpRUmoz2i\nqGfmDefzAzthtztEypz5fEQU9QmjPvP5iDRdYNuC9ZOnsetC9+nelE4/osgl/dW+CVYpVUleJ6XO\nR3M9H2gLBmsD4mnMq+65h3SRmjTNpkKjyPWcYKOUHbaZ+oFHZ9jVc4WHuhBFrfiVZakJsgXC0eE1\njisoVYXj1ipkHVRj1eqjF3pGGazKg/lIqgpZKEpV4gUeItDzjqWqsIVFKbWd1BK2Dq2xLWShTOpo\nk7gqC50mW6Q5YT/C8XQtxnw0J+gEZLXim6c5w+G6UXnjWNdSrJ5erec/LVNfkkxjHN89CBZyBK4j\nSBepCbUpG6LrCBzPoZxpcrmYxlpddoU5tk3ybFmWpHGC47j4ka+7L1WJlIoszsz8pH4t6qqYPL86\nWWyVxRYtWrRo0aJFixbXJcKwh5QFvd6yIYJKySO2vN5Q38dxXH1y3QsNsfMCn6W1VfI8YT4fAzAY\nrFGWiuFwHc8LmC/GOv300An53u4LTKe7LC9vsLp6+oBsphlZFjOfj7Btm6UTS0T9yASTNMqY67t0\nl7qsbWzQ7Q/Y37uA70eG8EpZEMcHVRx5psmD43hImeN5AckiJl2kjHfGOuVT2NoSqkqtLroCVdsg\nlVQIR2iFK9P1DJ1Bx9hYvcBDCAfLtsnqInqlJFEvMmRmMtozpfRC2HXQTWUIpqp7GG27DteROvym\nLDW5k4U0c4jJLMGyNdHVVRp6nrBJS1X1/cqywvEckxzaQM8J1l2MFYbAWbalOyWlJl1FXiBcB9dz\nyLMCS9iGcAlHUGSFsQL3Bkums7NReQdLK9h1H2NVVfrY5BLhCIJOgB/6wOWhPqVUFFlBVqumSipG\nF0fMJiPzOprtz2olUj8Pz3fN38IL9HaFsI2SaVkWQSdgMZuilDKEdj4fmXnbK6Eliy1atGjRokWL\n/7+9c9tt2wiD8HCXXJ4lyscWLYoCvev7v1FQNEhiyzIlnpfsxb+7iuv4CTLfVYDAgk6+GM8/M4T8\nlIxjhzhOoLW4NMbkMFkaBIxONF6epB01L2UrcJktrF1wOn5D3VTB1dvv71FVB4xjB2MycRWLHf74\n42/Uu9uwsbjaBXmxw25396aFUusEWZFj6M/YH+7CieY8TIjTBPVNjbwuQlmLz95t2walY+RlgbyU\nMh0vGmMtO5KIIplH2DYYk6ModtA6xvHpi4izYRLx484rN7uiPw/SCLptWKYlzGLoxDWUOvEVJzH6\nS4ckTaC0wun4DQCQFTm0ltPReZwxDBfoRIczVDsvYVDes7qymChCEJk+6+hzicu8hPkIKc2Rop/V\nrlhd46mfkwCuj2PnJRS9yEkr3P9fvw9eQEq769vTWaWU5AmHCf1rh2WcUd/UwQVsT1dXN00L9zyu\nDbDbKm2rSivM0/xOyPrXFkVydju7z8Q32Jb70jXn5hg6aZidp9k9XxHedpGinLqp0NzKzIqOVcg/\nbtuGst6hv5zlTHWZXGPv/OHvCMUiIYQQQgj5KUnTAofbBwDSYOn35haXB/NtnP7fRbFDf+nQ9y32\nhzt8+eczrLUoa3ElX1yJjD9r9Y/tBdx+f4+qPuD+8TfsD3fQOkFeVnh+/hcmSzF0PX7/8y809w1S\n5wh1bY+xG2Vbz01JjN2Ir5++4nK6IIoi1LUIg2mQopRhuIQMZV3foKoaGJNj3zwEgWqtCMPT8Qla\na9hFtvhen16xuCkMrVVoSwVkW7HcF+J8uZ3HeZhQN7VsP3Yj9oe7cOY4DROGrpfXZzJ8/fwJ27rK\ndqRzFqdxRpxoyQS6SYhtE6fR44tcVivzGEoraQB1oh7bhrRIAZddXOZFhKSKQnuqTj5O362uEXVZ\nxKnTsYa11jmjCCe0XSsiEZBT29iI6+hnMPwfCKydw3zJ9+5jsS9hMoOqqaATaTrVsUZeXd2/KIpg\nMoNiXyKvcmRlBpOnUFr2MeubGiZLJV8ay/dTxyrkKbMyhbUrIqVg8jR8lxOThGZaT1HswnfkI5hZ\nJIQQQgghPy1D1wdn8e7xEaNzsgDg/HrC4f4OQycTBD6XWFUHpJmBUrvwGG37jKZ5cCJgDOJP6xhp\nWqBuagBXIepPTq2VKQ6tNfJSHKm+7YKDp7W4Wd3pKp6SNJHyF6VCvm4aJlgrbatKaSzLjNv7X3E6\nfnPPuQEAVNUBJjOwVqNtn3H/+CBCCyKAvEgZu/HarpmbkLmbR3lvyqYSkaJkwuL09YS0SMNcg8kM\n2pcWWZHj9LKFk9/RFfX480jfhhoBYZZCHMM4CCL/eczTIrnF1YmhNBFh5EQTtg2xSUKW0ZfW+NmO\n1eX/1nUNWUpx5EQcx7GW9lb3M2M3BgG3TAvSzODy2qFrpVW03Jc4H89ITHydTAGCqyeCzbgimwXT\nIIK6eWgkA+neUzmpXcN7MbsZjcTEqA41VKxQ7AqcX87Iqxx2XsKUh3vZ4uI6FzU2MoniHUvvzkZa\nyffzPCDPa4xjh2G40FkkhBBCCCHkR2gtA+V2tqGoxJ8rNrc33zlTsoeY5zV0otG+tBi6HqfjEwDA\nmAzWLkEoAgibiP/HWou2fUaaFrj95QG7mz2SNEF/6bDMVkbatZw9xm4Pz2QG8yRlK0M3vHE9+76F\nTkQgenezKGrJCJosOIvWziGP2F/OaJqHINCmfgpNnHaRVs4klf1HkybIyhTKnUVKZu8qtnwb6WrX\n4FxZa5GXhZz0RpG8zyaD1hpDN7jM4hq2Df2p6WptOHlV6rqPCMCdgrrT1W1zecY1iElf9KJjmdXw\npTf+5tQLT+XyjlGENzuJvhjHl+PM4wzl2kjXdcVwGYJQ9Gegcj4qAl0+cwOdxMhree3+jLV9OWNz\nzxdAEIf+jwehCVYpJz6llOZ8bDG6Zll/8rrMkmn0O4teHPpsqRfU8zBhGibJe44zLi8XnI7fYEyG\ncewwTYPbDM0+/P2Ivg97EkIIIYQQQgghAJ1FQgghhBBCCCE/gGKREEIIIYQQQsg7KBYJIYQQQggh\nhLyDYpEQQgghhBBCyDsoFgkhhBBCCCGEvINikRBCCCGEEELIO/4DwsTcREdFq0EAAAAASUVORK5C\nYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "nmriNRopcjfz",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def save_jpg(x:(Tensor,DcmDataset), path, wins, bins=None, quality=90):\n",
+ " fn = Path(path).with_suffix('.jpg')\n",
+ " x = (x.to_nchan(wins, bins)*255).byte()\n",
+ " im = Image.fromarray(x.permute(1,2,0).numpy(), mode=['RGB','CMYK'][x.shape[0]==4])\n",
+ " im.save(fn, quality=quality)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "hxcCX5Y-cjf7",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def to_uint16(x:(Tensor,DcmDataset), bins=None):\n",
+ " d = x.hist_scaled(bins).clamp(0,1) * 2**16\n",
+ " return d.numpy().astype(np.uint16)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "xK2kD4a5cjgM",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def save_tif16(x:(Tensor,DcmDataset), path, bins=None, compress=True):\n",
+ " fn = Path(path).with_suffix('.tif')\n",
+ " Image.fromarray(x.to_uint16(bins)).save(str(fn), compression='tiff_deflate' if compress else None)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "I8H3h_1_cjgZ",
+ "colab_type": "code",
+ "outputId": "8aa06845-4d5b-49ae-deec-1430b0923a9f",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 234
+ }
+ },
+ "source": [
+ "_,axs=subplots(1,2)\n",
+ "with tempfile.TemporaryDirectory() as f:\n",
+ " f = Path(f)\n",
+ " dcm.save_jpg(f/'test.jpg', [dicom_windows.brain,dicom_windows.subdural])\n",
+ " show_image(Image.open(f/'test.jpg'), ax=axs[0])\n",
+ " dcm.save_tif16(f/'test.tif')\n",
+ " show_image(Image.open(str(f/'test.tif')), ax=axs[1]);"
+ ],
+ "execution_count": 174,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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VA+rilRGoV/63AVZS7QBW0jFjwAIBM2TxRa0HMH6kVYC6gGCA4JS+zhA9Q4IC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av0lsUaiZBzrNCgg1RTqz1S6YOa+B7WWFqf9KyAzmCex98GyEOfownqWUkSKoPiP4x+8kM6tBN8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VoQ3jqC8GSebJCS5ilxGvmg8DBy76YLzga6k5REUcJgNEBrRbHc+Dbmys5RBHJQlHiqWVO3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nmlEPTINhXtUnO6YS435L8FaJLWdsWrEbgSOjr/S9abYRX0shXwT9e0fAY+OVEGpcIJojBCEcGWol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\n4228jbfxNv6C8X8ApL25LSIIoWEAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "7xbqKnx9cjgj",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def set_pixels(self:DcmDataset, px):\n",
+ " self.PixelData = px.tobytes()\n",
+ " self.Rows,self.Columns = px.shape\n",
+ "DcmDataset.pixel_array = property(DcmDataset.pixel_array.fget, set_pixels)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "Yj59QB7gcjgp",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def zoom(self:DcmDataset, ratio):\n",
+ " with warnings.catch_warnings():\n",
+ " warnings.simplefilter(\"ignore\", UserWarning)\n",
+ " self.pixel_array = ndimage.zoom(self.pixel_array, ratio)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "uT35JRwOcjgu",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def zoom_to(self:DcmDataset, sz):\n",
+ " if not isinstance(sz,(list,tuple)): sz=(sz,sz)\n",
+ " rows,cols = sz\n",
+ " self.zoom((rows/self.Rows,cols/self.Columns))"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "4oSp6LPUcjg3",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch_property\n",
+ "def shape(self:DcmDataset): return self.Rows,self.Columns"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "wqwBvX0ucjhC",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "dcm2 = TEST_DCM.dcmread()\n",
+ "dcm2.zoom_to(90)\n",
+ "test_eq(dcm2.shape, (90,90))"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "ywIRHIoXcjhO",
+ "colab_type": "code",
+ "outputId": "424cb012-33e1-47cc-ecb0-62e5a77f9e01",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 248
+ }
+ },
+ "source": [
+ "dcm2 = TEST_DCM.dcmread()\n",
+ "dcm2.zoom(0.25)\n",
+ "dcm2.show()"
+ ],
+ "execution_count": 180,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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rzeW8REpiZoaPc/PWJfHWAInG4wGNjMfv9Vrmu2W5Dki/aSAOXhSeTWtSaU8V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\nhoSy93OvggwAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "M9TNtBwbcjhW",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def _cast_dicom_special(x):\n",
+ " cls = type(x)\n",
+ " if not cls.__module__.startswith('pydicom'): return x\n",
+ " if cls.__base__ == object: return x\n",
+ " return cls.__base__(x)\n",
+ "\n",
+ "def _split_elem(res,k,v):\n",
+ " if not isinstance(v,DcmMultiValue): return\n",
+ " res[f'Multi{k}'] = 1\n",
+ " for i,o in enumerate(v): res[f'{k}{\"\" if i==0 else i}']=o"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "oVs0LNEmcjhe",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@patch\n",
+ "def as_dict(self:DcmDataset, px_summ=True, window=dicom_windows.brain):\n",
+ " pxdata = (0x7fe0,0x0010)\n",
+ " vals = [self[o] for o in self.keys() if o != pxdata]\n",
+ " its = [(v.keyword,v.value) for v in vals]\n",
+ " res = dict(its)\n",
+ " res['fname'] = self.filename\n",
+ " for k,v in its: _split_elem(res,k,v)\n",
+ " if not px_summ: return res\n",
+ " stats = 'min','max','mean','std'\n",
+ " try:\n",
+ " pxs = self.pixel_array\n",
+ " for f in stats: res['img_'+f] = getattr(pxs,f)()\n",
+ " res['img_pct_window'] = self.pct_in_window(*window)\n",
+ " except Exception as e:\n",
+ " for f in stats: res['img_'+f] = 0\n",
+ " print(res,e)\n",
+ " for k in res: res[k] = _cast_dicom_special(res[k])\n",
+ " return res"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "xWsm9vAacjhi",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "def _dcm2dict(fn, **kwargs): return fn.dcmread().as_dict(**kwargs)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "acwXJEDicjhl",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#export\n",
+ "@delegates(parallel)\n",
+ "def _from_dicoms(cls, fns, n_workers=0, **kwargs):\n",
+ " return pd.DataFrame(parallel(_dcm2dict, fns, n_workers=n_workers, **kwargs))\n",
+ "pd.DataFrame.from_dicoms = classmethod(_from_dicoms)"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "9emMxsyjcjhp",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Export -"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "yMtZeKT1cjhq",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "#hide\n",
+ "from nbdev.export import notebook2script\n",
+ "notebook2script()"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "7ggNan35cjhy",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ ""
+ ],
+ "execution_count": 0,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file