diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 271b5138..c3b36a35 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -20,7 +20,7 @@ jobs: cache: 'pip' cache-dependency-path: | setup.py - notebooks/requirements.txt + docs/notebooks/requirements.txt - name: Install dependencies run: | pip install wheel pytest @@ -46,26 +46,26 @@ jobs: - name: Convert contributors csv to md if: env.CONTINUE == 'true' run: | - pip install -r notebooks/requirements.txt + pip install -r docs/notebooks/requirements.txt python doc/convert_to_md.py - name: Build the book if: env.CONTINUE == 'true' run: | - jupyter-book build notebooks/ - touch notebooks/_build/html/.nojekyll + jupyter-book build docs/notebooks/ + touch docs/notebooks/_build/html/.nojekyll - name: Re-organize files if: env.CONTINUE == 'true' run: | mkdir out - mv notebooks/_build/html out/docs + mv docs/notebooks/_build/html out/docs mv test out/test - - name: Deploy notebook's html to DCE-DSC-MRI_TestResults repository - if: env.CONTINUE == 'true' - uses: cpina/github-action-push-to-another-repository@master - env: - API_TOKEN_GITHUB: ${{ secrets.DEMO_TOKEN }} - with: - source-directory: 'out' - destination-github-username: 'OSIPI' - destination-repository-name: 'DCE-DSC-MRI_TestResults' - user-email: zaki@live.ca + # - name: Deploy notebook's html to DCE-DSC-MRI_TestResults repository + # if: env.CONTINUE == 'true' + # uses: cpina/github-action-push-to-another-repository@master + # env: + # API_TOKEN_GITHUB: ${{ secrets.DEMO_TOKEN }} + # with: + # source-directory: 'out' + # destination-github-username: 'OSIPI' + # destination-repository-name: 'DCE-DSC-MRI_TestResults' + # user-email: zaki@live.ca diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml new file mode 100644 index 00000000..d724ac73 --- /dev/null +++ b/.github/workflows/deploy.yml @@ -0,0 +1,40 @@ +name: Deploy MkDocs to GitHub Pages + +on: + push: + branches: + - feat/mkdocs-migration + +jobs: + deploy: + runs-on: ubuntu-latest + + steps: + - name: Checkout source code + uses: actions/checkout@v3 + + - name: Set up Python 3.8 + uses: actions/setup-python@v5 + with: + python-version: '3.8' + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install -r requirements.txt + pip install . + + - name: Test with pytest + run: | + pytest . + + - name: Execute notebooks before building docs + run: | + find docs/notebooks -type f -name "*.ipynb" ! -path "*/old_nb/*" | while read nb; do + echo "Executing $nb" + jupyter nbconvert --to notebook --execute --inplace "$nb" + done + + - name: Deploy to GitHub Pages + run: | + mkdocs gh-deploy --force diff --git a/.gitignore b/.gitignore index bc77a1d1..ddd52b74 100644 --- a/.gitignore +++ b/.gitignore @@ -150,8 +150,8 @@ cython_debug/ test/results-old # notebook data -notebooks/data -notebooks/_build +docs/notebooks/data +docs/notebooks/_build # test results (these are commited to separate repository) /results diff --git a/README.md b/README.md index 8c920290..8014b713 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ - [code database with links to source code](https://osipi.github.io/DCE-DSC-MRI_TestResults/overview_of_code_collection.html) -- [test-results website](https://osipi.github.io/DCE-DSC-MRI_TestResults/intro.html) +- [test-results website](https://osipi.github.io/DCE-DSC-MRI_TestResults/index.html) The ISMRM Open Science Initiative for Perfusion Imaging ([OSIPI](https://osipi.ismrm.org)) aims to promote the sharing of perfusion imaging software in order to reduce duplication, improve reproducibility and speed up translation. This **DCE-DSC-MRI_CodeCollection** code library is maintained by [Taskforce 2.3](https://osipi.github.io/task-force-2-3/) of OSIPI and aims to collect, test and share open-source perfusion imaging code for use in research and software development. Code contributions can include modules covering one or more steps within the image processing pipeline, for example T1 mapping, converting signal to concentration and pharmacokinetic modelling. A further aim of OSIPI is to develop a fully tested and harmonised code library, drawing on the contributions within this repository. @@ -39,8 +39,9 @@ Wiki # Information and guidelines Click [here](https://osipi.github.io/DCE-DSC-MRI_TestResults/overview_of_code_collection.html) for database of code available with links to code. -The results of the validated code are published on the [test-results website](https://osipi.github.io/DCE-DSC-MRI_TestResults/intro.html), which is hosted via a separate [repository](https://github.com/OSIPI/DCE-DSC-MRI_TestResults). +The results of the validated code are published on the [test-results website](https://osipi.github.io/DCE-DSC-MRI_TestResults/index.html), which is hosted via a separate [repository](https://github.com/OSIPI/DCE-DSC-MRI_TestResults). This is an ongoing project, we welcome new contributions. If you would like to contribute to the OSIPI initiative please email the contacts listed on our [website](https://osipi.github.io/task-force-2-3/). + diff --git a/doc/convert_to_md.py b/doc/convert_to_md.py index c7875df1..e3892b17 100644 --- a/doc/convert_to_md.py +++ b/doc/convert_to_md.py @@ -2,6 +2,6 @@ df = pd.read_csv('doc/code_contributions_record.csv') md = df.to_markdown(index=False).replace("(../", "(https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/") -with open('notebooks/overview_of_code_collection.md', 'w') as f: +with open('docs/notebooks/overview_of_code_collection.md', 'w') as f: f.write("# Overview of code collection\n\n") f.write(md) diff --git a/docs/assets/osipiImgs/OSIPI_logo.png b/docs/assets/osipiImgs/OSIPI_logo.png new file mode 100644 index 00000000..8677890c Binary files /dev/null and b/docs/assets/osipiImgs/OSIPI_logo.png differ diff --git a/docs/assets/osipiImgs/OSIPI_logo_only_square.png b/docs/assets/osipiImgs/OSIPI_logo_only_square.png new file mode 100644 index 00000000..9eeb3915 Binary files /dev/null and b/docs/assets/osipiImgs/OSIPI_logo_only_square.png differ diff --git a/notebooks/logo.png b/docs/assets/osipiImgs/OsipiBanner.png similarity index 100% rename from notebooks/logo.png rename to docs/assets/osipiImgs/OsipiBanner.png diff --git a/docs/assets/osipiImgs/osipi_logo.ico b/docs/assets/osipiImgs/osipi_logo.ico new file mode 100644 index 00000000..286d7653 Binary files /dev/null and b/docs/assets/osipiImgs/osipi_logo.ico differ diff --git a/docs/assets/stylesheets/extra.css b/docs/assets/stylesheets/extra.css new file mode 100644 index 00000000..cb686b74 --- /dev/null +++ b/docs/assets/stylesheets/extra.css @@ -0,0 +1,8 @@ +.md-grid { + max-width: 90vw; +} + +.md-header__button.md-logo{ + padding-bottom: 18px; + scale: 1.2; +} \ No newline at end of file diff --git a/notebooks/intro.md b/docs/index.md similarity index 100% rename from notebooks/intro.md rename to docs/index.md diff --git a/docs/js/mathjax-config.js b/docs/js/mathjax-config.js new file mode 100644 index 00000000..0edd640e --- /dev/null +++ b/docs/js/mathjax-config.js @@ -0,0 +1,12 @@ +window.MathJax = { + tex: { + inlineMath: [['$', '$'], ['\\(', '\\)']], + displayMath: [['$$', '$$'], ['\\[', '\\]']], + processEscapes: true, + processEnvironments: true + }, + options: { + skipHtmlTags: ['script', 'noscript', 'style', 'textarea', 'pre'] + } + }; + \ No newline at end of file diff --git a/docs/notebooks/2CUM.ipynb b/docs/notebooks/2CUM.ipynb new file mode 100644 index 00000000..ef5f9f2c --- /dev/null +++ b/docs/notebooks/2CUM.ipynb @@ -0,0 +1,919 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d903c06c", + "metadata": {}, + "source": [ + "# Two-compartment uptake model (2CUM)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "eda0e1b2-bd70-496c-a44a-f2e3013de67c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:03.883662Z", + "iopub.status.busy": "2025-08-15T11:43:03.882794Z", + "iopub.status.idle": "2025-08-15T11:43:11.600575Z", + "shell.execute_reply": "2025-08-15T11:43:11.599838Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# import statements\n", + "import os\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "380b86dd-1ced-454f-8541-80df2ec7f8ab", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "\n", + "Data summary: simulated two-compartment uptake model data\n", + "\n", + "Source: Concentration-time data (n = 27) generated by M. Thrippleton using Matlab code at https://github.com/mjt320/DCE-functions\n", + "\n", + "Detailed info:\n", + "\n", + "- Temporal resolution: 0.5 s\n", + "- Acquisition time: 300 s\n", + "- AIF: Parker function, starting at t=10s\n", + "- Noise: SD = 0.001 mM\n", + "- Arterial delay: none or 5s\n", + "Since it is challenging to fit all parameters across a wide area of parameter space, data is generated with high SNR.\n", + " \n", + "Reference values: Reference values are the parameters used to generate the data. All combinations of $v_p$ (0.02 to 0.1), $f_p$ (5 to 40 100ml/ml/min) and PS (0.0001 to 0.25 per min) are included.\n", + "A delayed version of the test data was created by shifting the time curves with 5s. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", + "\n", + "Citation: Code used in Manning et al., Magnetic Resonance in Medicine, 2021 https://doi.org/10.1002/mrm.28833 and Matlab code: https://github.com/mjt320/DCE-functions\n", + "\n", + "Tolerances\n", + "\n", + "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", + "- $f_p$: a_tol=5, r_tol=0.1, start=20, bounds=(0,200), units ml/100ml/min\n", + "- PS: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", + "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units s\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "f1bc29fa-85b6-4aaa-882c-974864722473", + "metadata": { + "tags": [] + }, + "source": [ + "### Visualize test data\n", + "To get an impression of the test data, the concentration time curves of the test data are plotted below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "921956c0-1a4e-459f-9136-ec206216a0ce", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:11.604100Z", + "iopub.status.busy": "2025-08-15T11:43:11.603810Z", + "iopub.status.idle": "2025-08-15T11:43:12.516197Z", + "shell.execute_reply": "2025-08-15T11:43:12.514933Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot test data\n", + "filename = ('../../test/DCEmodels/data/2cum_sd_0.0025_delay_0.csv')\n", + "# read from CSV to pandas\n", + "df1 = pd.read_csv(filename)\n", + "\n", + "no_voxels = len(df1.label)\n", + "\n", + "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", + "for currentvoxel in range(no_voxels):\n", + " labelname = 'case_' + str(currentvoxel+1)\n", + " testdata = df1[(df1['label']==labelname)]\n", + " t = testdata['t'].to_numpy()\n", + " t = np.fromstring(t[0], dtype=float, sep=' ')\n", + " c = testdata['C_t'].to_numpy()\n", + " c = np.fromstring(c[0], dtype=float, sep=' ')\n", + " ax.plot(t, c, label=labelname)\n", + " \n", + "ax.set_ylabel('C (mM)', fontsize=14)\n", + "ax.set_xlabel('time (ms)', fontsize=14)\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0,fontsize=9); \n", + "plt.xticks(fontsize=14)\n", + "plt.yticks(fontsize=14);\n", + "\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "7678fc79-0e66-4067-8ece-64e69dda8448", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "141d1044-ca68-48f6-b504-4a60389d93b9", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:12.519083Z", + "iopub.status.busy": "2025-08-15T11:43:12.518398Z", + "iopub.status.idle": "2025-08-15T11:43:12.524875Z", + "shell.execute_reply": "2025-08-15T11:43:12.524158Z" + } + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "845a8b8a-e740-4276-9f54-e5818f86a842", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:12.527824Z", + "iopub.status.busy": "2025-08-15T11:43:12.527183Z", + "iopub.status.idle": "2025-08-15T11:43:12.547942Z", + "shell.execute_reply": "2025-08-15T11:43:12.546195Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'DCEmodels') & (entry['method'] == '2CUM') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2ff572ec-75bc-4260-b135-af15dbefd86c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:12.550929Z", + "iopub.status.busy": "2025-08-15T11:43:12.550623Z", + "iopub.status.idle": "2025-08-15T11:43:12.559795Z", + "shell.execute_reply": "2025-08-15T11:43:12.558832Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "author_list = df.author.unique()\n", + "no_authors = len(author_list)\n", + "\n", + "# split delayed and non-delayed data\n", + "df['delay'] = df['label'].str.contains('_delayed')\n", + "\n", + "# calculate error between measured and reference values\n", + "df['error_ps'] = df['ps_meas'] - df['ps_ref']\n", + "df['error_vp'] = df['vp_meas'] - df['vp_ref']\n", + "df['error_fp'] = df['fp_meas'] - df['fp_ref']\n", + "\n", + "# tolerances\n", + "tolerances = { 'ps': {'atol' : 0.005, 'rtol': 0.1 }, 'vp': {'atol':0.025, 'rtol':0}, 've': {'atol':0.05, 'rtol':0}, 'fp': {'atol':5, 'rtol':0.1}}" + ] + }, + { + "cell_type": "markdown", + "id": "a8f242dd-bce0-437b-9b5c-0474cfd08f8c", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "a046a891-8f4d-46b9-b850-4e2be8c18527", + "metadata": { + "tags": [] + }, + "source": [ + "### Non-delayed data" + ] + }, + { + "cell_type": "markdown", + "id": "1ad023d8-3bc0-4ed3-be4d-483e78f2cb57", + "metadata": {}, + "source": [ + "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0.\n", + "\n", + "If the tolerance lines are not shown, it means that they are outside the limits of the y-axis." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "33dc9970-be29-4d79-922c-9b5946274dcf", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:12.563392Z", + "iopub.status.busy": "2025-08-15T11:43:12.562951Z", + "iopub.status.idle": "2025-08-15T11:43:12.598642Z", + "shell.execute_reply": "2025-08-15T11:43:12.597818Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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labelps_refvp_reffp_ref
0case_10.000010.025
1case_20.010000.025
2case_30.025000.025
3case_40.000010.0225
4case_50.010000.0225
5case_60.025000.0225
6case_70.000010.0240
7case_80.010000.0240
8case_90.025000.0240
9case_100.000010.055
10case_110.010000.055
11case_120.025000.055
12case_130.000010.0525
13case_140.010000.0525
14case_150.025000.0525
15case_160.000010.0540
16case_170.010000.0540
17case_180.025000.0540
18case_190.000010.105
19case_200.010000.105
20case_210.025000.105
21case_220.000010.1025
22case_230.010000.1025
23case_240.025000.1025
24case_250.000010.1040
25case_260.010000.1040
26case_270.025000.1040
\n", + "
" + ], + "text/plain": [ + " label ps_ref vp_ref fp_ref\n", + "0 case_1 0.00001 0.02 5\n", + "1 case_2 0.01000 0.02 5\n", + "2 case_3 0.02500 0.02 5\n", + "3 case_4 0.00001 0.02 25\n", + "4 case_5 0.01000 0.02 25\n", + "5 case_6 0.02500 0.02 25\n", + "6 case_7 0.00001 0.02 40\n", + "7 case_8 0.01000 0.02 40\n", + "8 case_9 0.02500 0.02 40\n", + "9 case_10 0.00001 0.05 5\n", + "10 case_11 0.01000 0.05 5\n", + "11 case_12 0.02500 0.05 5\n", + "12 case_13 0.00001 0.05 25\n", + "13 case_14 0.01000 0.05 25\n", + "14 case_15 0.02500 0.05 25\n", + "15 case_16 0.00001 0.05 40\n", + "16 case_17 0.01000 0.05 40\n", + "17 case_18 0.02500 0.05 40\n", + "18 case_19 0.00001 0.10 5\n", + "19 case_20 0.01000 0.10 5\n", + "20 case_21 0.02500 0.10 5\n", + "21 case_22 0.00001 0.10 25\n", + "22 case_23 0.01000 0.10 25\n", + "23 case_24 0.02500 0.10 25\n", + "24 case_25 0.00001 0.10 40\n", + "25 case_26 0.01000 0.10 40\n", + "26 case_27 0.02500 0.10 40" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(n=27)[['label','ps_ref','vp_ref', 'fp_ref']]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "13797478-8d40-41bf-9555-e1f23af0ef02", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:12.600984Z", + "iopub.status.busy": "2025-08-15T11:43:12.600548Z", + "iopub.status.idle": "2025-08-15T11:43:12.605690Z", + "shell.execute_reply": "2025-08-15T11:43:12.604899Z" + } + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "sns.set(font_scale=1.5)\n", + "#sns.set_style(\"whitegrid\")\n", + "sns.set_style(\"ticks\")\n", + "plotopts = {\"hue\":\"author\",\n", + " \"dodge\":True,\n", + " \"s\":100,\n", + " \"height\":4,\n", + " \"aspect\":3\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5d884fd5-5d75-4dad-981a-b5b16ebc8170", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:12.608367Z", + "iopub.status.busy": "2025-08-15T11:43:12.608116Z", + "iopub.status.idle": "2025-08-15T11:43:14.753944Z", + "shell.execute_reply": "2025-08-15T11:43:14.753019Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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PIT4+Hps3bw7oPt0hmt5k2/48ycG5EK0azw1JRbc2CeUe50eOK8+GHSfw4bLdbq834eEOaHX869Kr5FwUmdK13CAquc+T+ddfGt4FpsJ8nJgzCrCKB8vLUWvQcOw8zm3rJW/eC6ny8XuXsnjy9Tq74m1+7woAvhcqC79eysKvFxERBTtOb1JGZmYmDAYDQkND0bZtW4fPsQ2E792716Vt7tmzBwDQoEEDh4PPom3a/pyamupwPdvjZ8+exblz5wK6T19w92rUrJOX7Y9585Fji8WCkpISWCxuDOz5kRJ6OqTUhkatcms7GrUK7ZvVRuxNA6DSuHZXcpU2FLE3DZDsCSS59+QX6LH94Fm3trHj4FnkF+ihz9nr3oA3AFjM0Ofuc9oTSHJqAZz3ePNe6I+eQFFKD793lVJKjydfL1NhPnRHd7q1f11WBkyF+ZI9gaKEnkC9FzrrCRQ5tQD83iVFKT38epWSYw8REfkOB73LyMnJAQAkJiYiJMTxoFzDhg3LPVdKbm5uufVc3abBYMDp06eF6yYkJNg7jx07FtB9Xi8tLc3przNnHF9xujw9S/IHLxujyYLl6VkAvJ9zuLi4GAcOHEBxcbFL+/Y3JfTExUSgS6t4t7bTpVU84mIiEJbYFHXunyg58K3ShKBO/wkVrnBUwvEJpOt7PJ1/fc/RC7AYPJtX0FLyz3pyOj5yagGc93j6XuivnkBRSg+/d5VSSo8nXy9fnABUyvEJFEc9gXovdNYTKHJqAfi9S4pSevj1KiXHHiIi8h0OepdRUFAAAIiJiXH6HNsy23N9uc3CwkL7Y9euXbOf6XW2rkqlQnR0dIV1A7FPb3lzNaoncw6XFRYWhuTkZISFhbm1f39RSs/AtGSEaF17CwnVqjEwLdn+52opXZE4bCoiU7oC6uvmrlNrEPn/y6uldHW5J1Dk3uPp/Ou6YhPUoRHST3Sg7I1H5XR85NQCOO7x5r3QHz2BpIQefu/6hxJ6PP16XS3w7OedsicAlXB8Aun6nkC+FzrqCSQ5tQD83iVFCT38ev1Djj1EROQ7vJFlGSUlJQDg9CpvAAgNDS33XF9us+yZ3bLbty13d93K3Of1HM3XbVP2xpo2nl6Nun9fFhp6+JFj25zDGo3GPpAvB0rpSW4Qi+eGpGLW4gzJuQCfHZJa4SY4YYlNEf/g5NKbt+Xug6VED3VYBCIat5W8eZsSjk+gXN8TGebaVDLXiwzXIiKpXelJCS9vPCqX4yOnFsBxjzdX5qd1dv7pHk97AkkJPfze9Q8l9Hj69Tp5yYTaHjSUPQGohOMTSNf3BPK90FFPIMmpBeD3LilK6OHX6x9y7CEiIt/hld5l2M6sGo3Or7wyGAzlnuvLbYaHh1dYr+xyd9etzH16y9OrUTVnM73+yLHRaMS5c+eEx6syKamnW5sEzBzXHd3aJFSY41ujVpVb7ow2Og7V2/ZETOe7Ub1tT8kbICrp+ATC9T3ezL+ujY5DZLLj+f2diUxOLfc1lNPxkVML4LjHmyvz/dETSEro4feufyihx9Ov16WoJhU/lSTluhOASjg+gXR9TyDfCx31BJKcWgD/f+8yFebj6t6NKNj5A67u3VhubnxXewJJCT38WeMfcuwhIiLf4ZXeZbgydYkrU4eUZTtz7Mo2y55ljoqKglqthsVicbqu1Wq1TzFSdt1A7NNbnl6NGq7y7AeDsh85NhqNyMvLQ/Xq1YVXx1cWpfUkN4jFS8O7IL9Ajz1HL0BXbEJkuBbtm9VGXIxn02N401PZ5N5jm399237Hc+k7Ypt/HQBibxoAffZfLk3D4OjGo3I6PnJqcdbjzZX5/ugJJCX08HvXP5TQ4+nXKzSm9ASgzsENRZ1xdAJQ7sdHTj2BfC901BNIcmpx1uOLr1dJXjYub10FXVZG+U+YqTWITE5F7E0DKtznxVlPICmhhz9ryLtHDh1ERMGCg95lNG7cGACQl5fn9BvOiRMnyj1XSlJSEgDg+PHjTp/jaJuhoaFITEzEqVOncOLECXTs2LHCemfOnLGfDbbtJ1D79JbtalSzGx+106hVqF+/NvRH3N9f2Y8cR0ZGokOHDu5vxE+U2hMXE+GTjxT7qqeyKKFnYFoyMjLPuXTDouvnX7fdePT8avEN95zdeFROx0dOLYDjHk/fC9s382TyBemeQFJCD793/UMJPd78+4qq590JQCUcn0C6vieQ74WOegJJTi2Af753FR3e7vzGvhYzdEe2Q5/9F+rcP7HC/V6UcHwCiT9riMmxh4iIfIfTm5TRokULhISEwGAwYN++fQ6fs2vXLgBA+/btXdpmu3btAACnTp3CuXPn3Nqm7c8ZGRkO17M9Hh8fj/j4+IDu01u2q1Hd0aVVPGq3TPX6I8dEwc42/7rUjUedzb/uzY1HyT2evhf641MVJI3fu5TFm39fthOAKo34CjxnJwDJPXwvVBZvvl4lednOB7zLsJqNOL/6fZTkZXuTSvDtvy93p6MhIiKqTBz0LiMqKgrdu3cHAHzzzTcVlufm5uLPP/8EAPTp08elbSYlJaFZs2YAgGXLllVYvm3bNhw/fhwhISEVbvB45513AgDWrVvncLoRW+P1LYHYpy8MTEuWHJSzsV2N6os5h4uLi3H48GHhjTkrE3vE2CPmrMfb+ddtNx5tOHYeavcdh7g7RqJ233FoOHYe4h+c7HSAR07HR04tgPMeT94L/dkTKErp4feuUkrp8ebflzcnAJVyfALFUU+g3gud9QSKnFoA3//burx1lUufoABKB74vb13lUk+gKKXH239fJXnZOLvibZyYOxoXvp+L/J8X4ML3c3Fi7micXfG205MTSjk+gSKXDiKiYMFB7+uMGTMGKpUKa9euxbJly2C1ln7s6/z585g0aRIsFgt69+6N5s2bl1uvV69e6NWrF9atW1dhm+PGjQMAfPrpp9i4caP98WPHjmHKlCkAgEceeQQ1a9Yst17v3r2RkpKCq1ev4tlnn8XVq1cBAGazGR9++CF27tyJiIgIPPbYY7LYp7c8vRo19qYBklde2Tj6yLFKpUJ4eDhUKvdu9ucv7BFjj5ioxzb/+mdTbseEhzvgif5tMOHhDvhsyu14aXiXCld4O+LujUfldHzk1AI47/H2ynxf9wSKUnr4vauUUnq8/ffl6QlApRyfQHHUE6j3Qmc9gSKnFsC3/7ZMhfnQHd3p1v51WRnlriZWyvEJFH+8FxYd3o68RVNK73NQdv51wD4dTd6iKShycB8EpRyfQJFLBxFRsFBZbaO6ZLdw4ULMmDEDVqsVCQkJiI2NRXZ2NgwGA5KSkrBkyZIKg8UpKSkAgOnTp2PAgAEVtvnWW2/hiy++AAA0bNgQkZGRyMrKgtlsRqdOnfD5558jLCyswno5OTl49NFHkZ+fj8jISCQlJeHs2bPIz89HSEgI3n//fdx+++0OX0cg9ukK29Xl6enpDpdnnbyM5elZ2HHwbLm55jRqFbq0isfAtOQK/7EpOrLdtTmHHcwFSEQkR568F1Lg8HuXsvDfl3Lwa6Us7ny9ru7diAvfz3V7H7X7jkP1tj191lyVufvvqyQvG3mLprh2fwNNCBKHTeV0T0REFDAc9HZi27ZtWLBgAfbt2wedTofExET06dMHTzzxBKpVq1bh+VKD3gDw008/YcmSJcjMzITRaETDhg3Rr18/DB8+XHiX5osXL2LevHnYtGkTzp8/j+joaKSmpmLUqFFo2bKl8HUEYp9SpAa9bfIL9Nhz9AJ0xSZEhmvRvllt4VyNnt713Wq1wmQyQavVyuLsOnvYw57gb3Gnx933Qn/3VBal9vB7l7J6+O9LOT2V9bVytaeyyKnFnR5Xvl4FO39A/s8L3G6Iu2MkYjrf7VZPZVFqj6v/vs6ueLv0Cm8XRaZ0RfyDk93uqSxy7JFDBxFRsOCgN1U6Vwe9PWUqzIc+dx8sJXqowyIQ0bitcAoGnU6HzMxMtGjRQhZ3zGYPe9gT/C3sYc/1+L2LPexhj9xbfN3jiyu9g/n4yK3HVJiPE3NGAVaL6yupNWg4dp79+1kwHx9f9cihg4goWHDQmyqdvwe93WUymXDt2jVERUVBq9UGOoc97GFPFWhhD3vYwx72sEdpLb7uMRXm48Tc0RXnhRa5bhA1mI+P3Hp8cZIimI+Pr3rk0EFEFCw46E2VTm6D3kREwcpUmA99zl5YDHqoQyMQkdRO8uajRERElcXb6TKo8vhiOhoiIqLKxNOIVOUZjUZcuXIFNWrUEM5zzh72sEfZPXJq8XePJ/NEV6Xjwx72sIc9SumRU4s/emJvGgB99l+u3RhRG4rYm8rfOynYj4+cetShns2hrw77Z71gPj6+6pFDBxFRsFAHOoAo0IxGI06cOAGjUfqH7crAHjH2iLFHGS2A/3qKDm9H3qIppVfOXf+RcYsZuiOly4uuu7KuqhwfT7FHjD1i7BFjjzJaAN/3hCU2RZ37J0KlEQ/0qTQhqNN/gsMTtsF8fLzly56IpHaAWuPeSmoNIhq39UuPL8ixh4iIfIfTm1Cl4/QmRET+UZKXjbxFU1y7Yk4TgsRhUysMIBAREVU2Tz6hRJWP09EQEZGScHoTIiKiIHF56yqXBrwBwGo24vLWVfzPKBERBVxYYlPEPzi59F4UuftgKdFDHRaBiMZteS8KGfF2OhoiIqLKxOlNqMorLi5GVlYWiouLA50CgD1S2CPGHmW0AL7vMRXmQ3d0p1vr6LIyYCrM90uPt9gjxh4x9oixR0xOPXJqAfzfo42OQ/W2PRHT+W5Ub9tTcsC7qh0fd/m6x9vpaIL9+HhLLh1ERMGCg95U5alUKqjVaqhUqkCnAGCPFPaIsUcZLYDve/Q5ewGrxb2VLGboc/f5pcdb7BFjjxh7xNgjJqceObUA7JFSFXqqpXRF4rCpiEzpWnGOb7UGkf+/vFpK10rp8YYce4iIyHc4pzdVOs7pTUTkewU7f0D+zwvcXi/ujpGI6Xy3H4qIiIgomHE6GiIikjPO6U1VntVqhcVikc1Zfvawhz3B3+KPHnVohGfrhUX4pcdb7GEPe9jDHnm1sIc917NNRyOXHnfJsUcOHUREwYLTm1CVp9frsWfPHuj1+kCnAGCPFPaIsUcZLYDveyKS2lX8mLEUtQYRjdv6pcdb7BFjjxh7xNgjJqceObUA7JHCHjH2iMmlg4goWPh8epOcnBzs2bMH58+fx6VLl1BSUoIaNWqgZs2aaNKkCTp27IiICM+uRqPgILfpTUwmEwoLCxEdHQ2tNvAffmAPe9gT/C3+6jm74m3ojmx3+fmRKV0R/+Bkv/V4gz3sYQ972COvFvawhz3+75FDBxFRsPDJoPfu3bvxzTffYMuWLcjPzxc+V6PRoFWrVujbty/uu+8+VK9e3dvdk8LIbdCbiChYlORlI2/RFFjNRsnnqrShSBz6JsISm1ZC2f/P+5mzFxaDHurQCEQkteO8n0REREREROQXXg16r127FvPnz0d2djbKbiYyMhI1atRAjRo1EBYWhoKCAhQUFODy5cuwWCylO1apEB4ejnvuuQdjx45FQkKC96+GFEFug94mkwkFBQWIiYmRxZl19rCHPcHf4s+eoiPbcX71+8KBb5UmBHXun4hqKV3d7skv0GP3kQvQlRgRGRaCDim1ERfj/BNcJXnZuLx1FXRZGYDF/M8CtQaRyamIvWmAw4H3qvL1kmuPuycpqtrxYQ97qmILe9gj955g+N4lhw4iomDh0Tvq9u3bMXPmTGRmZsJqtSImJgZ33nknUlNT0a5dOzRq1MjhekVFRThw4AD27t2LjRs3Ys+ePVixYgW+++47DBs2DE8++SSioqK8ekFE7jIYDMjNzUWLFi18OtDj757Kwh72BEuPnFr82VMtpSsSh011e6BZqifr5GUsT8/CjoNnYbb8c6Jbo1ahS6t4DExLRnKD2HLrFB3ejvNrnAzAW8zQHdkOffZfFQbgXempbFWlx9OTFFXl+LCHPVW5hT3skWtPMH3vkkMHEVGw8OhK7+bNmwMAunfvjocffhi33norQkJC3N75yZMnsXbtWixevBgFBQUYN24cxo4d6/Z2SFnkdqW31Wq13ynb0d2yPRnoKcvdKw6keiobe9gTLD1yaqmsHlNhPvS5+2Ap0UMdFoGIxm2dvv+Ierbtz8OsxbtgNFmc7itEq8ZzQ1LRrU3pJ7fcmmpFE4LEYVPL/Ye0Kn69/NHjzglb4UmK/+foUwLu9FQW9rAnWHrk1MIe9sixJ9i+d8mhg4goWHg06P34449j/PjxaNeunU8i9Ho9Fi9ejMjISDz66KM+2SbJl9wGvUU8Geix8fSKA/KNyroynyjYZZ28jOfn/C58H7QJ0aoxc1x3JDeI9eqmmuQ9d0/YenuSgoiIyFdc/Tme37uIiEjEJzeyJHKH3Aa9S0pKcOrUKdSvXx9hYWH2xz0d6AG8u+LAWU+gKK2nsq/MV9rxqco9cmpRUs9bC3dg2/4zLm+nW5sETB7QBCfmjAKs0u+fdmoNGo6dZ//3ppTjI8ceT07YenuSQknHhz3sUVKPnFrYwx5/97j7c3wwfu+SQwcRUbDghFFU5VmtVlgsFlx//md5epZLA94AYDRZsDw9Cy8N74KSvGzJAW8AsJqNOL/6fYcf6XfUEyhK6hEN9JgtVmzbfwYZmed8emW+ko5PIMipR04tgDJ68gv02H7wrFvb2XHwLC40v+zegDcAWMzQ5+5D9bY9nfYEklJ6sk5elhzwBkq/b81anIGZ47ojKcYC3dGdbu1fl5UBU2G+/SSFUo5PoLBHjD3KaAHYI4U9Yr78Od5UmB+U37uIiMh3eKU3VTq5XentSH6BHo9N/QUWi+v/PDRqFT6bcjuMv8zmR/oDIFBX5hMFsw07TuDDZbvdXu/VblcRd2S12+vF3TESMZ3vdns9+ocnV+aP73ANF76f6/a+avcdZz9JQURE5ClPfo6Pv7Sb37uIiEhIHegAIjnafeSCWwPeQOkVCPv3ZXl8xQF5x5Mr8wG4fWV+SV62161ESqErkZ4j05Fiq/s3twYAdRjn3feGp1fmXy0o9Gh/lhK9R+sRERGV5cnP8RaDZ9+D+L2LiKjq8Pmgd0ZGBubMmePrzRL5jU6nw65du6DT6f55zMOBHs3ZTI8/0i/qCSQl9Hg60JNfoMflratcuvkNUDrwfXnrKsmeQGKPMloAZfREhnk2eG2ObwGoNe6tpNYgonFbYU8gKaHH0xO2Jy+ZPGooe5JCCccnkNgjxh5ltADskcIeMV/+HK8zezZTq9y/dxERke/4fNB7586dmDvX/Y8ZEQVKaGgoGjVqhNDQUPtjng70hKs8Gywve8WBo55AUkJPIK/MV8LxCSQ59cipBVBGT4eU2tCoVW5tR6NWoU3bZEQmp7q1XmRyarmbxirh+ASSox5PT9heimri9UkKJRyfQGKPGHuU0QKwRwp7xHz5c/wRY0JQfu8iIiLf4fQmVOVptVrUqlULWu0/Vwt4OtBTv35tjxrKXnHgqCeQlNATyCvzlXB8AklOPXJqAZTRExcTgS6t4t3aTpdW8YiLiUDsTQOg0rh2AlGlDUXsTQMkewJJCT2enrANjYnz+iSFEo5PILFHjD3KaAGqXo+pMB9X925Ewc4fcHXvRskpCava8XGXL3+Ov4qooPzeRUREvuPSu+qLL77o8gaPHDnicQxRIJhMJly9ehXVq1e3/6BhG+hx52ZgXVrFo3bLJjix6TPAYnY94LorDhz1BJISegJ5Zb4Sjg975NeipJ6BacnIyDzn0lyboVo1BqYlAwDCEpuizv0TcX61CzeJ7T8BYYlNXeoJFCX02E7Ymt28CXP7ZrURVW8A9Nl/uTTdk6OTFEo4PuxhjxJ75NRSlXpK8rJxeesq6LIyyv9cr9YgMjkVsTcNqPB9y589nlJCj6c/x0eGaxF7U/B975JDBxFRsHDpSu/Vq1djzZo1WL16teSvQ4cO+buZyKcMBgOOHTsGg8FQ7vGBackI0br2YQjbQI822vur5Zz1BIoSegJ5Zb4Sjk8gyalHTi2AcnqSG8TiuSGpku+HIVo1nh2SiuQGsfbHqqV0ReKwqYhM6VrxI8hqDSL/f3m1lK4u9wSKEnq8uTLfdpJC6up8ZycplHB8Aok9YuxRRgug3J78Aj027DiBb7f8jQ07TiC/wPnNDIsOb0feoinQHdle8UIWixm6I6XLi45s97insiihx9Of49s3qx2U37uIiMh3VFarVfJyoO7du6N169b46KOPJDf4v//9Dx9//DEyMzN9EkjBJy0tDQCQnp4e4JJSVqsVZrMZGo0GKlX5H7i27T+DWYszhFc4hmjVeG5IKrq1SQBQemVI3qIpLl9xkDj0zXI/gIl6AkEpPW8t3OHWlfnd2iRg8oAmODF3tNtX5jccO89+okIpx4c98mpRYk/WyctYnp6FHQfPlruSWKNWoUureAxMSy434H09U2E+9Ln7YCnRQx0WgYjGbcud8HO3p7IppSfr5GU8P+d3l6/MnzGue7mvm6dXNyrl+LCnavaYCvOhz9kLi0EPdWgEIpLaKeb9R04tSuxx93uXWz/Ha0KQOGwqf473QY8nP8e/NLyL/c/B9L1LDh1ERMHCpc/OtG7dGocOHXLpxgr8OA4pjUqlcvr3tlubBMwc192tH5a9/Ui/qCcQlNLjyRQM2uhYRCanll7J46Lrr8xXyvEJFFd68gv02H3kAnQlRkSGhaBDSm3ExUQI17FxZyBDicemMkn1JDeIxUvDuyC/QI89Ry9AV2xCZLgW7Zu59vXSRsehetuePuupbErpsV2Z78oJ2+uvzAdKv4fFPzjZ7ZMUSjk+geLvHncHdavK8fF0IExOx0dOLYCyerbtz8OsxbscvheaLVZs238GGZnnyl28cnnrKpcGvAHAajbi8tZViH9wsks9gaCUHk+nUrMJpu9dRETkOy5d6T179mzMnTsXv/32G+rUqSN87uLFi7FgwQJs3LjRZ5EUXOR2pXdJSQny8vKQmJiIsLAwp89zd6DH0/9oudpTWZTUE4gr85V0fOTW482Vw578+1LSsWEPe7zt8fbKfF/3VDal9rh7EpA/azhXdHg7zq9x4QKE+ydWmGJJTsdHTi1K6nHnUy8hWjVmjuuOpBgLTswZ5d5Nzq/7BKBSjo8cezz5Od6fPYFQUlIiiw4iomDh0mnNkSNHYsCAAYiNlf7P0ZAhQzBkyBCvw4gqi9VqhcFggNT5n7iYCKR1bujydj294sDVnsqipJ5AXJmvpOMTCM56PLn6ykY4kPH/c23qs/+qMJChlGMTKOwRU1qPt1fm+7qnsimtx5OTFJ6+F7rSU9l83VOSly054A2UXql7fvX7DqeokMvxkVMLoJye5elZLg14A4DRZMHy9CyM73DNvQFvALCYoc/dZ/8kk1KOT6D4+ud4f/YEglw6iIiChUtXehP5ktyu9KbgVFlX5pP7PLn6yvYfHG/n2iQikhvRSUAbrz6lVAXfC8+ueNu9qctSupabooKULb9Aj8em/gKLxfX/5mrUKnzc14LiLV+6vb+4O0YipvPdbq9HzlXWCVsiIgpu8pnAiojIhyrrynxynydXX9luVuTtXJtERHKSdfKy5IA3UPpeOGtxhv0kIN8LnTMV5kN3dKdb6+iyMmAqzOf3+yCx+8gFtwa8gdJPmZ28ZEJtD/anDuNgrK+5+3M8ERGRI+pABxAFmk6nw+7du6HT6QKdAoA9UvzdY7vZXkznu1G9bU/J/wBXtePjrut78gv02H7wrFvb2HHwLPIL9F4NZDhqCTT2iLFHjD1iSunx5CSgt++Fop5A8WWPPmevx1NU+KPHW3JqAZTRoytx7YTQ9S5FNQHUGvdWUmsQ0bitsCeQ2CMmxx4iIvIdrwa9jUYj+vbty5tWkqKFhISgXr16CAkJCXQKAPZIYY+Y3Hs8vfpqz9ELXg9kyP3YBBp7xNgjxh4xRz2engS8cCjD60FdJRwfT1kMes/WK/lnPTkdHzm1AMroiQzzrC00Jg6RyalurROZnFruAgklHJ9AYo+YXDqIiIKFV9ObWK1WZGVlobCw0Fc9RJUuJCQEderUCXSGHXvE2CMm9x5Pr77SFZtggXcDGXI/NoHGHjH2iLFHzFGPpycBT526AE8m4bh+UFfux8dT6lDPppooO0WFnI6PnFoAZfR0SKkNjVpV7kaIUjRqFdo3q42oegOgz/7LtfnytaGIvWmAZE8gsUdMjj1EROQ7nN6Eqjyz2YyCggKYzWbpJ1cC9oixR0zuPZ5efRUZrvV6IEPuxybQ2CPGHjH2iDnq8fQkYLHVs/fRsoO6Sjg+nopIauf1FBVyOj5yagGU0RMXE4EureLd2k6XVvGIi4lAWGJT1Ll/IlQa8b8zlSYEdfpPqHCDWCUcn0Bij5hcOoiIggUHvanKKykpQXZ2NkpKSgKdAoA9UtgjJvce29VX7rBdfeXtQIbcj02gsUeMPWLsEXPU4+lJQHN8C68HdZVwfDyljfZ+igo5HR85tQDK6RmYlowQrWv/1Q3VqjEwLdn+52opXZE4bCoiU7pW/Lem1iDy/5dXS+nqck+gsEdMjj1EROQ7KqvV6t7nKsswGAxo27YtZsyYgf79+/swi4JZWloaACA9PT3AJaUsFgtMJhO0Wi3U6sCfB2IPe4K9562FO7Bt/xmXt9GtTQJeGt4FAHB2xdvQHdnu8rqRKV0R/+Bkpy2BxB72sKdq9+QX6DFy6i9uT8Hw2ZTbYfxltsfvhc56AsnXPSV52chbNMXlKSoSh75Z7opdOR0fObUorWfb/jOYtThDeLPYEK0azw1JRbc2CQ6Xmwrzoc/dB0uJHuqwCEQ0biu8ybmSjg975Nkjhw4iomDBd1Sq8tRqNUJDQ2XzAwZ7xNgjpoQeb66+ir1pgORHjm2un2tTCccmkNgjxh4x9og56vFmCgZv3gud9QSSr3u8naJCTsdHTi2Asnq6tUnAzHHd0a1NQoVPmWnUqnLLndFGx6F6256I6Xw3qrftKRzwluoJBPaIybGHiIh8h++qVOUZDAYcP34cBoMh0CkA2COFPWJK6EluEIvnhqRKDnyHaNV4dkgqkhvE2h/zZiBDCccmkNgjxh4x9og56/H0JKC3g7pKOT7e8GaKCjkdHzm1AMrrSW4Qi5eGd8FnU27HhIc74In+bTDh4Q74bMrteGl4l3I/Y1RGT2Vjj5gce4iIyHe0gQ4gCjSLxQKdTgeLxflHHysTe8TYI6aUHtvVVcvTs7Dj4NlyH+/XqFXo0ioeA9OSHf5n1DaQcXnrKuiyMgBLmZv+qDWITE5F7E0DKgzyKOXYBAp7xNgjxh4xZz22k4CuTMFw/UlAT98LRT2B4q+esMSmiH9wskdTVMjl+MipBVBuT1xMBNI6N5RNT2Vhj5gce4iIyHc4pzdVOrnN6U1EgZVfoMeeoxegKzYhMlyL9s1qIy4mwqV13R3IICKSo6yTlz06CWjD90IiIiIiovJ4pTcREQWUN1df2ebaJCJSMtsUDJ6eBOR7IRERERFReZzTm6o8nU6HvXv3QqfTBToFAHuksEeMPcpoAdgjhT1i7BFTao/tJGDfW25AWueGLn/qxV89lYU9ymgB2COFPWLsEZNLBxFRsPDqSu/Q0FCkp6cjNta3NwAhqkwhISGoU6cOQkLEN4OqLOwRY48Ye5TRArBHCnvE2CPGHjH2iMmpR04tAHuksEeMPWJy6SAiChZezelN5AnO6U1ERERERERERET+wulNqMozm824du0azGZzoFMAsEcKe8TYo4wWgD1S2CPGHjH2iLFHTE49cmoB2COFPWLsEZNLBxFRsOCgN1V5JSUlOHLkCEpKSgKdAoA9Utgjxh5ltADskcIeMfaIsUeMPWJy6pFTC8AeKewRY4+YXDqIiIKFX6Y3OXfuHDQaDWrVquXrTVMQkNv0JhaLBQaDAaGhoVCrA38eiD3sYU/wt7CHPexhD3vYo7QW9rCHPf7vkUMHEVGw8Nmgt9Vqxf/+9z98+umn9rsOR0REICUlBS1btrT/Sk5Ohlbr1f0zSeHkNuhNREREREREREREwcNnpxGXLFmCDz74AEVFRbBarbBardDpdNi9ezeWLFmCKVOmYMCAAejQoQMGDBiAKVOmYMmSJb7aPZHHDAYDTp48CYPBEOgUAOyRwh4x9iijBWCPFPaIsUeMPWLsEZNTj5xaAPZIYY8Ye8Tk0kFEFCx8Nui9bNkyAEBqaiqWL1+OX375BfPnz8czzzyDPn36oGHDhgAAo9GIQ4cOYcWKFXjzzTd9tXsij5nNZhQWFsrmxiHsEWOPGHuU0QKwRwp7xNgjxh4x9ojJqUdOLQB7pLBHjD1icukgIgoWPpvepEOHDiguLsavv/6KunXrOnzOtWvXcPjwYRw8eBAHDx5EZmYmvvvuO1/snhSE05sQERERERERERGRv/hscu2oqCiEhoY6HfC2PSc1NRWpqam+2i0RERERERERERERkZ3Ppjdp27YtioqKOA8VKY5er8f+/fuh1+sDnQKAPVLYI8YeZbQA7JHCHjH2iLFHjD1icuqRUwvAHinsEWOPmFw6iIiChc8GvQcNGgSTyYQNGzb4apNElUKj0aBmzZrQaDSBTgHAHinsEWOPMloA9khhjxh7xNgjxh4xOfXIqQVgjxT2iLFHTC4dRETBwmdzegPApEmTkJGRgW+++Qbx8fG+2iwFGc7pTURERERERERERP7isyu9x40bhwYNGsBoNKJ///745Zdf4MPxdCK/sVgs0Ol0sFgsgU4BwB4p7BFjjzJaAPZIYY8Ye8TYI8YeMTn1yKkFYI8U9oixR0wuHUREwcJng94bNmzAJ598gitXrqCgoABPPfUUbrnlFkyZMgXffPMNDhw4AKPR6KvdEflMcXExMjMzUVxcHOgUAOyRwh4x9iijBWCPFPaIsUeMPWLsEZNTj5xaAPZIYY8Ye8Tk0kFEFCx8Nr3JtGnTcPjwYRw+fBhXr179Zwcqlf33Wq0WTZs2RatWrdCyZUu0atUK7dq188XuSUHkNr2JxWJBcXExwsPDoVb77DwQe9jDHpn1yKmFPexhD3vYwx6ltbCHPezxf48cOoiIgoVP5/S2OXnyJDIzM8v9Onfu3D87/f+BcJVKhUOHDvl69145dOgQPvnkE+zcuROFhYWoU6cOevbsiTFjxqBmzZoeb/fPP//E559/jr1790Kn0yExMRF9+vTBE088gcjISKfrFRUV4ZNPPsH69euRl5eHyMhItGvXDo899hi6du3q832mpKQIt1mrVi388ccf0i9YQG6D3kRERERERERERBQ8/DLo7cilS5fKDYIfOnQIx48fl9Wg988//4xJkybBaDQiLi4O8fHxyMnJgU6nQ+3atbF06VI0aNDA7e1++eWXmDZtGqxWK+Lj41GzZk1kZ2fDYDCgSZMmWLJkCWrUqFFhvUuXLuGRRx5BTk4OQkND0bRpU1y6dAlnz56FSqXCK6+8gkcffdSn+7QNerdu3RqhoaEVlteoUQPz5s1z+xiUJbdBb4PBgAsXLqB27doOXzN72MOe4OiRUwt72MMe9rCHPUprYQ972OP/Hjl0EBEFC60nK40cORItW7ZEx44d0bNnT5fWqVmzJm6++WbcfPPN9sfkNGfVuXPnMHnyZBiNRowZMwZjx46FVqvF1atXMXHiRGzZsgUTJkzAihUryk3ZIuXAgQN46623AABvvPEGBg0aBJVKhXPnzmH06NE4ePAgXnnlFcyePbvCui+//DJycnLQqlUrzJs3D3Xr1oXVasU333yDV199FdOmTUPHjh3RokULn+3T5sMPP0T9+vVdfp1KZjabcenSJa+u5Pcl9oixR4w9ymgB2COFPWLsEWOPGHvE5NQjpxaAPVLYI8YeMbPZHOgEIqKg4tGV3s2bN4dKpUJSUhJ+/PFHAMDo0aPRsmVLtGjRAi1btkRiYqLPY/1p2rRpWLRoETp37ozFixeXW1ZQUIC0tDRcvXoV8+bNQ69evVze7pgxY5Ceno7+/ftj5syZ5Zbl5ubirrvugsViwdq1a9G8eXP7skOHDuH++++HWq3GunXr0KhRo3LrTp48GWvXrsUdd9xRYfDa030C/1zpnZ6e7rdBb7ld6U1ERERERERERETBw6O7JDz55JO45ZZbUKtWLftjmzZtwscff4zx48cjLS0NXbt2xfDhwzFz5kx8++23yM7OhsVi8Vm4r61fvx4AMGjQoArLYmJi0KdPHwDATz/95PI2i4qKsGXLFqfbbdy4MW688UYAwLp16xz23HjjjRUGvAHgoYceAgBs3rwZOp3OJ/skIiIiIiIiIiIiUjqPBr0nTpyITz75BIsWLbI/NmLECHTt2hXR0dGwWq0oKCjAn3/+iYULF+L5559H37590bFjRwwaNAj/+c9/sGzZMuzbt89nL8QbZ86csd9os3Pnzg6fk5qaCgDYu3evy9vNzMy0z8vVtm1bh8/p1KmTw+3u2bOn3H6v17ZtW4SGhqKkpASZmZk+2WdZH3/8MR5//HGMGDECL7zwAtasWQODweD0+Uqm1+tx8OBB6PX6QKcAYI8U9oixRxktAHuksEeMPWLsEWOPmJx65NQCsEcKe8TYIyaXDiKiYOHRnN6OPP/88/bf5+Xl4dChQ/YbVh4+fBhnzpxBcXEx9u3bh/379wMAVCqVLG5kmZubCwAICQlBfHy8w+fYbmB58uRJGI1GhISESG43JycHAJCYmOj0+Q0bNiz33OubbMuvFxISgoSEBBw/fhw5OTn2gWxv9lnWypUry/159erV+OijjzB79my0atXK6XpKpNFoEB0dDY1GE+gUAOyRwh4x9iijBWCPFPaIsUeMPWLsEZNTj5xaAPZIYY8Ye8Tk0kFEFCx8NuhdVmJiIhITE9G7d2/7Y1euXLEPgtt+HT9+3B+7d9uVK1cAlE5j4uwmlTVq1AAAWCwWXLt2DbGxsZLbLSgosG/XGdsy23M9WbewsNAn+wRK59u+77770Lx5c8THx6OoqAjbtm3D+++/j5MnT+Kxxx7DmjVrkJCQ4HT7tu04c+bMGcn1K1NoaKj9pIYcsEeMPWLscU5OLQB7pLBHjD1i7BFjj5iceuTUArBHCnvE2CMWGhoa6AQioqDil0FvR2rUqIFu3bqhW7du9seKi4sra/dCJSUlACC8ervsNyDb83253eu36c66ZY+jN/sESqc1KSssLAz33HMPunXrhgceeAB5eXmYM2cOpk2b5nT7SmOxWOxTwqjVHs34wx72sEcBPXJqYQ972MMe9rBHaS3sYQ97/N8jhw4iomAR0HfU8PBwr7cxbdo0pKSkuP1r6NCh9m2EhYUBAIxGo9P9lJ3P2vZ8Ke5s9/pturNu2ePozT5FatasiSeeeAIAsGHDBlitVuHz09PTnf6S01XeQOlJg4MHD8rmJAx7xNgjxh5ltADskcIeMfaIsUeMPWJy6pFTC8AeKewRY4+YXDqIiIJFpV3p7S+RkZH2qUfcERUVZf992ek+rFarwylObFOgqNXqcuuKiKYRsXE2HUl0dDT0er1L60ZHR/tkn1I6dOgAoPRYXLlyxaUpXpQgLCwMKSkpbp0E8Cf2iLFHjD3KaAHYI4U9YuwRY48Ye8Tk1COnFoA9Utgjxh4xuXQQEQULnw56FxUVYc2aNTh27BiMRiMSExORkpKCli1bom7dur7cld3EiRMxceJEr7bRuHFjAKVXR585cwaJiYkVnnPy5EkAQP369V26iWXZ7ebl5Tm9+eWJEyfKPbfsuufOnXM677nRaEReXl6Fdb3Zp5Sy2zKbzW6tK2cajcblExmVgT1i7BFjj3NyagHYI4U9YuwRY48Ye8Tk1COnFoA9Utgjxh4x3siSiMi3fDbofeTIEYwcORL5+fkOl8fFxaFFixZo2bIlWrVqhZYtW6J+/fq+2r1XEhMTUadOHZw/fx4ZGRno169fhedkZGQAANq3b+/ydlu0aIGQkBAYDAbs27cPnTp1qvCcXbt2Odxu+/btsX37dvvy6+3btw9GoxFhYWFo0aKFT/YpJSsrC0DpGWhPrq6XK6PRiIsXL6JWrVoun9BgD3vYo7weObWwhz3sYQ972KO0Fvawhz3+75FDBxFRsPDZnN5vv/02Ll68CKvVitTUVNx9991o164dwsPDYbVacfHiRWzZsgWffPIJnn76adx+++3o2rWrr3bvtTvvvBMA8M0331RYVlBQgHXr1gEA+vTp4/I2o6Ki0L17d6fbzc3NxZ9//ulwu7ae7du3O7zae9myZQCAHj16oFq1aj7Zp4jJZMLnn38OALjxxhuh1Sp+Zhw7o9GI8+fPC+dBr0zsEWOPGHuU0QKwRwp7xNgjxh4x9ojJqUdOLQB7pLBHjD1icukgIgoWKqvUHQld1KFDBxQXF2P69Ono37+//XGr1Yrc3FxkZmbi0KFDyMzMRGZmJi5dugSVSoXMzExf7N5rZ86cQZ8+fVBcXIwxY8Zg3Lhx0Gg0uHr1KiZOnIgtW7agZcuWWLVqVYU5vwcPHoxz585h2LBhGD58eLll+/btw6BBgwAAr7/+OgYNGgSVSoXz589j1KhROHjwIHr37o25c+dWaBo1ahQ2bdqEVq1a4b///S/q1KkDq9WKb775Bq+++irUajVWrFiBVq1a+WSf77zzDpo0aYLbb7+93Me8zpw5gzfffBPp6enQarVYsmQJ2rVr5/GxTktLA1B6s0siIiIiIiIiIiIiX/LZoHfnzp1hNBqxZ88el55/7tw5ZGZm4rbbbvPF7n1i3bp1eOaZZ2AymRAXF4f4+Hjk5ORAp9OhVq1aWLJkCRo1alRhvV69euH06dMYN24cxo8fX2H5woULMWPGDFitViQkJCA2NhbZ2dkwGAxISkrCkiVLULNmzQrrXbp0CYMHD0Zubi5CQ0PRtGlTXL58GWfOnIFKpcLLL7+MoUOHOnwtnuxzzJgxSE9Ph0ajQYMGDRATE4OrV68iJycHVqsVYWFhmDp1qsPpX9zBQW8iIiIiIiIiIiLyF59Nb9KkSZMKV0CL1K1bV1YD3kDpdB/ffPONfWqRo0ePIjY2FkOGDMG3337rcMDbFcOHD8fnn3+OHj16QK/XIzs7G4mJiRg1ahRWrlzpcMAbAGrWrImVK1di1KhRSExMRHZ2NvR6PXr06IGFCxc6HfD2dJ+DBw/GQw89hObNm6OoqAiHDh3C2bNnkZycjH/961/4/vvvvR7wlqPi4mJkZmaiuLg40CkA2COFPWLsUUYLwB4p7BFjjxh7xNgjJqceObUA7JHCHjH2iMmlg4goWPhsYub+/fvj9ddfR0ZGBlJTU3212UrXqlUrfPTRR26ts3HjRsnndOvWDd26dXO7JyoqChMnTsTEiRPdXtfdfd5yyy245ZZb3N6P0qnVakRGRkKt9tk5IK+wR4w9YuxRRgvAHinsEWOPGHvE2CMmpx45tQDskcIeMfaIyaWDiChY+Gx6E5PJhIcffhhmsxlLly5FeHi4LzZLQYjTmxAREREREREREZG/+OxUolarxdy5c2EymTBw4ED8/fffvto0kV9ZLBYYDAZYLJZApwBgjxT2iLFHGS0Ae6SwR4w9YuwRY4+YnHrk1AKwRwp7xNgjJpcOIqJg4dPPz1y8eBFJSUnIyspC37598eijj2LBggXYsWMHrl275stdEflMcXEx9u/fL5s51Ngjxh4x9iijBWCPFPaIsUeMPWLsEZNTj5xaAPZIYY8Ye8Tk0kFEFCx8Nr3J9u3b8e9//xtGoxFlN2m7uaVKpUKDBg3QqlWrcr+qV6/ui92TgshtehOz2Yxr164hKioKGo0m0DnsYQ97qkALe9jDHvawhz1Ka2EPe9jj/x45dBARBQufDXoPGTIEGRkZCAsLQ79+/VC3bl2cPn0ahw8fRlZWFkwm0z87LTMQfujQIV/snhREboPeREREREREREREFDy0vtpQZmYmVCoVPv74Y9x8883llhmNRhw9ehSHDh2y/zpy5Ag/vkOyYDQacfnyZcTGxiIkJCTQOexhD3uqQAt72MMe9rCHPUprYQ972OP/Hjl0EBEFC58Nemu1WkRERFQY8AaAkJAQ+3QmNhaLBceOHfPV7ok8ZjQacfr0aURFRcnihwz2sIc9wd/CHvawhz3sYY/SWtjDHvb4v0cOHUREwcJn05v861//wu7du7F7927OQ0VCnN6EiIiIiIiIiIiI/EXtqw09+OCDMBgM2Lx5s682SURERERERERERETkFp8Nevft2xe33XYbpk6diosXL/pqs0R+V1xcLKs55tkjxh4x9iijBWCPFPaIsUeMPWLsEZNTj5xaAPZIYY8Ye8Tk0kFEFCx8Nug9atQoNGrUCNeuXUP//v3x66+/+mrTRH6lUqkQGhoKlUoV6BQA7JHCHjH2KKMFYI8U9oixR4w9YuwRk1OPnFoA9khhjxh7xOTSQcqWkpKClJQUbN++vdzjp06dsi87depUgOqkzZ49GykpKRg6dGigUygI+GxO7+bNm1d4k65Tpw5uvfVWtGnTBq1atUKzZs2g1frs3pmkUJzTm4iIiIiIiIh8yWw2Y/369fj111+xd+9e5Ofno7i4GNWrV0fjxo2RmpqKvn37olmzZoFOBVA6EL169WoAwPjx432yzZSUFADAokWL0LVr13L7KjsWU79+fZ/sz1WZmZnYsGEDqlevjuHDhzt93uzZszFnzhx06dIFX375ZeUFSti+fTuGDRsGoOKxBYChQ4dix44d5R7TaDSoVq2a/e9fixYt0LNnT6SmplZad1XnsxHoESNGIDMzE5mZmSgoKAAAnDt3DsuXL8fy5ctLd6bVIjk5GS1btkTLli3RqlUrtGvXzlcJRB6xWq0wm83QaDSyOLvOHvawJ/hb2MMe9rCHPexRWgt72MMe//fIoUOp9uzZg+effx65ubn2x0JCQlCtWjVcuXIFf/31F/766y988sknuOOOO/Duu+8iNDQ0cMEATp8+jTlz5gDw3aB3UlISACAiIsIn2/OVzMxMzJkzB/Xq1RMOesfGxiIpKQkJCQmVF+dDISEhiImJsf+5qKgIp0+fxunTp/HHH39g/vz5aNKkCV577TV06dIlgKVVg8+mN3n++eexcOFCbN++HRs3bsScOXMwduxY3HbbbYiPj4fVaoXRaMShQ4ewcuVKvPnmmxg8eLCvdk/kMb1ej71790Kv1wc6BQB7pLBHjD3KaAHYI4U9YuwRY48Ye8Tk1COnFoA9Utgjxh4xuXQo0caNGzF06FDk5uaiRo0aeOaZZ7B+/XocOHAA27dvx4EDB7BixQo88cQTiIqKws8//xy0c6ivW7cO69atQ9u2bQOd4pEhQ4Zg3bp1ePvttwOd4pEOHTrgjz/+sP/as2cP9u7di6VLl2LEiBGIiorC33//jWHDhmHp0qWBzg16fplrJDExEYmJiejdu7f9sStXriAzMxOHDh2y/zp+/Lg/dk/kltDQUNxwww0BP8trwx4x9oixRxktAHuksEeMPWLsEWOPmJx65NQCsEcKe8TYIyaXDqXJzc3Fc889B4PBgKZNm+Kzzz5DfHx8uedoNBq0adMGbdq0wciRI/HSSy8FqJaqovDwcHTs2BEdO3bE0KFDMXr0aBw5cgRvvvkmkpOTOd2JH/lsTm9PFBcXIzw8PFC7pwDhnN5ERERERERE5K0JEybgp59+QlhYGNauXWuf3kPK9dPJXLhwAQsWLMBvv/2G06dPAwDq1auHW2+9FY899hhq1apVYRvXz5MdHh6O//73v9i4cSMuXLiA6tWro2vXrhg3bhyaNGlSbt1evXrZ9+PI/fffjxkzZgCoOM/1+vXrsWzZMmRmZuLy5csYO3asfXoUV+f0NplM+O9//4utW7fi0qVLqFWrFnr06IGxY8eibt26FXpWrVqFF198EfXq1cPGjRsdNjubN9zW5My4cePs/a7M6X3o0CEsXLgQO3fuxMWLFxEeHo4mTZqgT58+eOSRRxyeQLq+/8CBA/j000+xa9cuXLlyBXXr1kXv3r0xZsyYctOT2Lg6p7crc5GfOnUKffv2hU6nQ6dOnbBkyRLh88lzPpvexBMc8CY5MJlMuHjxIkwmU6BTALBHCnvE2KOMFoA9Utgjxh4x9oixR0xOPXJqAdgjhT1i7BGTS4eSXLx4EevXrwcA9O3b1+UBbwDlBrx37NiBu+++GwsWLEB2djZUKhVUKhWys7Px2Wef4e6770ZGRoZwe9nZ2ejXrx++/PJLXLp0CQCQn5+PH3/8EYMGDcLhw4fLPT82Nrbc4GqtWrXK/YqKinK4nxkzZuCpp57C1q1bYTaboVa7P6y3b98+DBgwAKtXr8bVq1eh0Whw5swZLFu2DP369cPBgwfd3qZI2dejVqsrvNbIyEiXt7Vw4UIMGDAAa9euRV5eHsLCwqDX67F7925Mnz4dDz74IM6fPy/cxnfffYeHH34Y69atQ3FxMcxmM06dOoWFCxfi0UcfRVFRkVevV0r9+vVx//33AwB27dqFkydP+nV/VVlAB72J5MBgMOD48eMwGAyBTgHAHinsEWOPMloA9khhjxh7xNgjxh4xOfXIqQVgjxT2iLFHTC4dSrJ9+3ZYLBYAwO233+7RNs6cOYOxY8eisLAQTZs2xZIlS7B7927s3r0bX331FZKSklBQUICxY8fi3LlzTrczefJkNGrUCCtWrMCePXuwe/dufP7556hduzauXbuGN998s9zzV65cidmzZ9v/XHYe6D/++ANTpkypsI8DBw7g888/x7///W9s3boVO3bswJ49ezBgwAC3XvOrr76K+vXrY/ny5di9ezf27NmDzz77DImJibhy5QrGjRuHa9euubVNkT/++AMvv/wyACAhIaHCax05cqRL29m0aROmT58Oq9WKtLQ0bNiwARkZGfjrr78wc+ZMVKtWDUeOHMFTTz0Fs9nscBuXLl3CSy+9hP79++PXX3+1r//qq68iJCQEWVlZmD9/vs9euzO33nqr/fc7duzw+/6qKo8GvefPn+/zSf/379+PzZs3+3SbRK6IjIxEp06d3Dq76E/sEWOPGHuU0QKwRwp7xNgjxh4x9ojJqUdOLQB7pLBHjD1iculQkqysLPvvW7Ro4dE2/vvf/6KwsBAxMTFYuHAhOnXqZF+WmpqKhQsXIioqCleuXMH//vc/p9uJi4vD559/jjZt2gAAtFotbrrpJrzxxhsAgIyMDJw9e9ajRhudTocRI0bg2WefRc2aNQGUzgVfr149t7aj0Wjw+eef2292qVKp0L17d8yfPx8hISHIy8vD119/7VWrP8yaNQtA6ddl9uzZaNCgAYDSY9C/f3+88847AIDdu3fjl19+cbgNvV6Pe+65B1OnTkVCQgIAICIiAo8++iiGDBkCAPjhhx/8/VLQvHlz++9PnDjh9/1VVR4Ner/zzjvo3bs3Fi5ciMLCQq8CMjIy8OSTT2LQoEHYv3+/V9siIiIiIiIiIqLgd+XKFfvva9So4fb6VqsV69atAwA8/PDDqF27doXnxMfH4+GHHwYgHgx97LHHHE7h26NHD4SEhAAAjhw54nZjWWq1Gv/+97+92gZQ+lrj4uIqPN6kSRPceeedAIAff/zR6/340uHDh/H3338DAEaPHg2NRlPhOb169bIP5Iu+VqNHj3b4uG0+8uPHj0Ov13ubLFT272tBQYFf91WVeTTo/eSTT+LatWuYOXMmunfvjqeeegrr169Hfn6+5LpGoxH79u3DBx98gN69e2Po0KHYvHkz2rRpg969e3uSQ+SV4uJiZGVl+fzTC55ijxh7xNijjBaAPVLYI8YeMfaIsUdMTj1yagHYI4U9YuwRk0tHVXLq1Cn7wHm3bt2cPu/mm28GUDrI7mz+Zdtg6/W0Wq39qmxvBzcbNmzocLDaXTfeeKPksiNHjsBoNHq9L185cOAAgNLj2aVLF6fPu+mmm8o9/3o1atRAo0aNHC6rU6eO/ffeXuBL8qD1ZKWJEyfikUcewXvvvYfvv/8eP//8s/2jAwkJCUhJSUHNmjURExOD0NBQFBYWoqCgACdPnsThw4ft/3CsVisaNmyIp59+Gvfcc4/vXhWRG1QqFdRqdbkbWQQSe8TYI8YeZbQA7JHCHjH2iLFHjD1icuqRUwvAHinsEWOPmFw6lKTs1bJXrlxB3bp13Vq/7IWbonXLLrt06ZJ9Wo2yqlWr5nR9rbZ06M3bm5X6YsAbcO21mkwmFBQUoFatWj7Zp7dsNweNjY1FaGio0+fFx8cDgNOLckVfp7JXj/t7wN/bTymQazwa9AZK/yHMnDkTkyZNwjfffIOVK1fi7NmzyMvLQ15ensM3bKvVWrpTrRa33norHnroIdxyyy18c6eACgsLQ5MmTQKdYcceMfaIscc5ObUA7JHCHjH2iLFHjD1icuqRUwvAHinsEWOPWFhYWKATFCc5Odn++8zMTLcHvZXG0ZQepEyHDx+2/75hw4YBLAluHg9629StWxfjx4/H+PHjcfToUezcuRP79u3D+fPncenSJZSUlKBGjRqoWbMmmjZtitTUVHTs2BFRUVG+6CfymtVqhdVqhUqlksUJGPawhz3B38Ie9rCHPexhj9Ja2MMe9vi/Rw4dStK1a1eo1WpYLBb88ssvuO2229xav+yV0+fOncMNN9zg8Hnnzp2z/942VYmSufJatVotYmJi7I/bBtxLSkqcbvfatWs+rCzPdtwvX74Mg8Hg9Gpv281CfXVVvL9s3rzZ/nvRdC3kHY/m9HamWbNmePTRRzFz5kx8/vnnWLt2LdatW4evv/4aH3/8MSZNmoQePXpwwJtkRa/XY/fu3X6/UYGr2CPGHjH2KKMFYI8U9oixR4w9YuwRk1OPnFoA9khhjxh7xOTSoSS1atXCHXfcAQD4/vvvkZOT4/K6VqsV9evXt08tsW3bNqfP3bp1K4DSaSgcTW3iKbX6nyE528wIlWH79u2Sy1JSUuw34ARgHwDPz8+HwWBwuO7evXudbtf2Wj19na1btwZQOu3Kjh07nD7P9nVs06aNR/upDKdPn8bq1asBlA54169fP8BFwcung95EShQaGorGjRsL54WqTOwRY48Ye5TRArBHCnvE2CPGHjH2iMmpR04tAHuksEeMPWJy6VCaCRMmIDIyEsXFxRg/fny5q7IdKSgowPjx43H16lWoVCrcddddAIBly5bhwoULFZ5/7tw5LFu2DABw7733+rS97AWhlXnjxK+//to+R3ZZx44dw/r16wHAflxsmjdvDqB00Np2T7+yiouLsXDhQqf7tL1WT19n8+bN0bRpUwDAvHnzYDabKzxn8+bN9oF3ud43MC8vD6NHj4ZOp4NGo8GECRMCnRTUOOhNVZ5Wq0VcXJz95hKBxh4x9oixRxktAHuksEeMPWLsEWOPmJx65NQCsEcKe8TYIyaXDqVJSkrCrFmzEBISgqysLNx333345JNPcPz4cftzzGYzDh06hA8//BC9e/fGzz//bF82atQoREdH48qVKxgxYgT++usv+7Jdu3ZhxIgRKCwsRI0aNfDEE0/4tL1x48b2q6mXL19eaVd7m0wmPPbYY9i3bx+A0oHsrVu34vHHH4fBYEBCQgIGDx5cbp34+Hh06tQJADB9+nRs3brVPvB84MABDB8+3OFAuo1t/vVr167hxx9/9Kj72WefBQBkZGTgqaeewsmTJwGU3nTy22+/xaRJkwAAHTp0QO/evT3ahz+UlJRg9+7dmDlzJvr164cjR45ArVbjtddesx9T8g++q1KVZzKZUFhYiOjoaFn8oMEe9rAn+FvYwx72sIc97FFaC3vYwx7/98ihQ4l69+6NL774Ai+++CKOHz+Od999F++++y5CQkJQrVo1FBYWwmKxAABUKhXuvfdeREREACgdzJ07dy7GjBmDrKwsDB48GJGRkQAAnU4HAIiOjsbcuXN9fqPMiIgI3HfffVixYgVmzZqFOXPmIDY2FiqVCnfeeSeef/55n+7P5o033sCUKVMwcOBAREZGwmq12qfXiY6OxuzZsx1OS/zKK69gyJAhuHDhAkaMGIGwsDBoNBrodDrUqlULb7/9ttMTA40aNUK3bt2wbds2TJw4EVOmTLFPLTNs2DAMHz5csrtnz5548cUXMWPGDGzYsAEbNmxAdHQ09Ho9jEYjgNJplz/88MOA3fRz9+7duPnmm+1/1ul09r9HNsnJyXjttdeQmppa2XlVDq/0pirPYDAgJyfH6bxUlY09YuwRY48yWgD2SGGPGHvE2CPGHjE59cipBWCPFPaIsUdMLh1K1alTJ/z0009477330LdvXzRq1AhhYWEoKipCTEwMOnXqhFGjRuHHH3+0D4jbdOnSBT/++CMee+wxNGnSBBaLBVarFU2aNMFjjz2GH3/80W8DlP/5z38wfvx4NGvWDEDp9BenT5/G5cuX/bI/AGjbti1WrlyJ/v37o3r16jCZTKhbty4GDRqE7777zul82C1atMA333yDe+65B3FxcbBYLIiNjcWjjz6KNWvWoEmTJsL9fvTRRxg+fDgaN24Mk8mE06dP4/Tp07h69arL7cOHD8fKlSvRr18/JCQkQK/XIzw8HO3bt8eLL76IlStX+vzkhDuMRiMuXryIixcv4vLly9BoNKhXrx5uuukmPP7441iyZAm+//57DnhXEpW1MmfLJwKQlpYGAEhPTw9wSSmr1QqLxQK1Wi2Lu2Wzhz3sCf4W9rCHPexhD3uU1sIe9rDH/z1y6CAiChb87AxVeSqVKmAffXGEPWLsEWOPc3JqAdgjhT1i7BFjjxh7xOTUI6cWgD1S2CPGHjEOeBMR+RanN6Eqr6SkBH///TdKSkoCnQKAPVLYI8YeZbQA7JHCHjH2iLFHjD1icuqRUwvAHinsEWOPmFw6iIiCBQe9qcqzfaxNLjP9sEeMPWLsUUYLwB4p7BFjjxh7xNgjJqceObUA7JHCHjH2iMmlg4goWHBOb6p0cpvTm4iIiIiIiIiIiIKH3+f0NhgM2LJlC3JychAaGoqWLVvyLqVERERERERERERE5BceT29y7do1rFmzBmvWrIHBYHD4nP379+POO+/EuHHj8O6772L69OkYOnQoHn74YVy4cMHjaCJf0ul02LVrF3Q6XaBTALBHCnvE2KOMFoA9Utgjxh4x9oixR0xOPXJqAdgjhT1i7BGTSwcRUbDweND7zz//xAsvvIAvvvgCoaGhFZbn5+fjiSeewNmzZ2G1Wsv92rt3L0aPHu1VOJGvhISEoGHDhggJCQl0CgD2SGGPGHuU0QKwRwp7xNgjxh4x9ojJqUdOLQB7pLBHjD1icukgIgoWHs/pPWPGDCxcuBDPPfccRo4c6XS5SqVC//79MWjQIERGRmL16tX2x99//3306dPH6xdBysI5vYmIiIiIiIiIiMhfPL7Se9++fVCpVLjlllscLv/uu++gUqnQs2dPTJ8+HR06dEBKSgpeeOEF3H///bBarfj55589DifyFZPJhCtXrsBkMgU6BQB7pLBHjD3KaAHYI4U9YuwRY48Ye8Tk1COnFoA9Utgjxh4xuXQQEQULjwe9L1y4AI1Gg6ZNm1ZYlpWVhfz8fADA0KFDKywfNmwYAODQoUOe7p7IZwwGA/7++2+nc9NXNvaIsUeMPcpoAdgjhT1i7BFjjxh7xOTUI6cWgD1S2CPGHjG5dBARBQuPpzfp0KEDwsLC8Oeff1ZYtnLlSrz88ssIDQ1FRkZGhTm/TSYT2rRpg4iICPz111+elZNiyW16E6vVCpPJBK1WC5VKFegc9rCHPVWghT3sYQ972MMepbWwhz3s8X+PHDqIiIKF1tMVLRYLrl275nDZwYMHAQBNmjRxeJNLrVaL6Ohop+sTVSaVSiWrm4awR4w9YuxxTk4tAHuksEeMPWLsEWOPmJx65NQCsEcKe8TYI8YBbyIi3/J4epO4uDiYzWacOHGiwrI9e/ZApVKhTZs2TtfX6XSIiIjwdPdEPlNSUoLc3FyUlJQEOgUAe6SwR4w9ymgB2COFPWLsEWOPGHvE5NQjpxaAPVLYI8YeMbl0EBEFC48HvVu2bAkAWLZsWbnHc3NzkZmZCQDo3Lmzw3VPnz4No9GI+Ph4T3dP5DNWqxXFxcXwcKYfn2OPGHvE2KOMFoA9Utgjxh4x9oixR0xOPXJqAdgjhT1i7BGTSwcRUbDweE7vn376CRMnToRWq8WECRPQq1cvnDt3DjNmzMCRI0cQGRmJ3377DVFRURXWXbNmDV544QXcddddeP/9971+EaQscpvTm4iIiIiIiIiIiIKHx1d633XXXejcuTNMJhPeffdd3HPPPXjsscdw9OhRqFQqjBgxwuGAN1A6YK5SqdCpUyePw4mIiIiIiIiIiEj+hg4dipSUFGzfvr3c47Nnz0ZKSgpmz57ts3298MILPt9moNmO36pVqwKdohgeD3oDwMcff4zbbrsNVqvV/gsABg4ciLFjxzpcJzc3F1u2bAEA3Hrrrd7snsgndDoddu/eDZ1OF+gUAOyRwh4x9iijBWCPFPaIsUeMPWLsEZNTj5xaAPZIYY8Ye8Tk0qFEtsFAVwc4U1JSXPo1bdq0cuvZBmeHDh3qdNsbNmxA69atkZKSgilTpsBisbj9elatWoWUlBT06tVL8rm9evXy6UCobd+u/LJNbUzBxdW/U6K/p1LbMJlMeOaZZ5CSkoJ27drZx4l9TevNytWrV8d///tfHD9+3P6XvU2bNqhXr57zHWq1+Pjjj6HVatGgQQNvdk/kEyEhIUhMTJTNnbvZI8YeMfYoowVgjxT2iLFHjD1i7BGTU4+cWgD2SGGPGHvE5NJRlTRr1szpDAUA3B6z+uGHHzB58mSYTCYMGzYML730ElQqlbeZAREaGorWrVsLnxMZGemTfcXGxiIpKQmxsbE+2R7Jm8FgwDPPPIOff/4Z1apVw3//+1906dLFL/vyatDbplGjRmjUqJFLz61fvz7q16/vi90S+URISAjq1q0b6Aw79oixR4w9zsmpBWCPFPaIsUeMPWLsEZNTj5xaAPZIYY8Ye8TkMOidX6DH7iMXoCsxIjIsBB1SaiMuJiLQWX4zZcoUdO3a1SfbWrlypf3K7ieffBKTJk3yyXYDpXbt2li6dGml7GvIkCEYMmRIpeyLAqukpATjxo3Db7/9hujoaMyfPx/t2rXz2/58MuhtsVhw7NgxXLt2DTExMUhKSvLFZokqhdlsRlFREapVqwaNRhPoHPawhz1VoIU97GEPe9jDHqW1sIc97PF/T6A6sk5exvL0LOw4eBZmi9X+uEatQpdW8RiYlozkBrwK15mvvvoKb775JqxWKyZMmIDRo0cHOolIdnQ6HUaPHo0///wTNWvWxIIFC9CiRQu/7tOrOb2NRiNmzZqFLl26oG/fvhg8eDDuvvtu3HjjjZg3b559jm8iOSspKUFWVhZKSkoCnQKAPVLYI8YeZbQA7JHCHjH2iLFHjD1icuqRUwvAHinsEWOPWKA6tu3Pw/Nzfse2/WfKDXgDgNlixbb9Z+zLqaLPPvsMb7zxBqxWK1588UXZDXhv2LABI0eORNeuXdG6dWvceuutePbZZ3H48GG/7C83NxeTJk3CjTfeiLZt2+Kee+7Bp59+CrPZ7HQdZzey3L59e7k5o3/88Uc8/PDD6NChAzp27Ijhw4dj165dkk2XLl3Cf/7zH9x2221o3bo1evXqhZkzZ+LatWsVnnvq1CnJ+dRtN8m8fr5q2xzXQ4cOhclkwmeffYZ+/fqhffv2SE1NLffczZs3Y+jQoejYsSM6deqERx99FOnp6QD+mXNe5OLFi/jPf/6DHj16oHXr1khLS8N7770nm/ez6127dg0jR47En3/+iTp16mDx4sV+H/AGvLzSe+zYsdiyZUuFwe0rV67go48+wvHjxzFjxgyvAon8LTw8HK1bt5bFx8kA9khhjxh7lNECsEcKe8TYI8YeMfaIyalHTi0Ae6SwR4w9YuHh4ZW+z6yTlzFr8S4YTeKbLRpNFsxanIGZ47rziu8y5syZg9mzZ0OtVuP111/HoEGDAp1Uzquvvoply5YBAOrUqYP69evj+PHj+O6777Bu3TrMmDED9957r8/2t2/fPgwfPhxFRUUICwtD06ZNUVBQgHfeeQd79uzxatsffPAB5s2bhzp16iApKQm5ubnYtm0bMjIy8MUXX6BTp04O17ty5QoefPBBnDlzBk2bNkVUVBSys7OxYMECbNmyBV9++aXP5xK3Wq0YO3Ysfv31V9SvXx9NmjRBfn6+ffkXX3yBt956C0DpfOb169dHTk4OxowZgylTpkhu/8yZM7j//vtx+fJlNG3aFKGhoTh16hT+97//4ejRo/jvf//r09fjrStXrmDkyJE4cOAA6tWrh4ULF6Jhw4aVsm+PB71/+ukn/PbbbwBK5/Tu06cP6tati9OnT+O7777D+fPnsXbtWgwYMMBvE5IT+YJarUZYWFigM+zYI8YeMfY4J6cWgD1S2CPGHjH2iLFHTE49cmoB2COFPWLsEVOrvfogvkeWp2dJDnjbGE0WLE/PwkvDOb4DAO+88w4+/fRTaDQaTJ8+Hffdd1+gk8pZvnw5li1bhpCQEEyfPh19+/YFUHoTwbfffhtffvklXnrpJbRo0QJNmjTxen8lJSWYNGkSioqKcNttt+Htt99GTEwMgNKrmp9++mmYTCaPtn3u3Dl88cUX+Oijj3DnnXcCAIqLizF58mSsX78es2bNwtdff+1w3WXLlqFhw4b46aef0LhxYwBAdnY2Ro0ahaysLEydOhXvvvuuR13O/PXXX4iOjsZXX31lv8K7uLgYAJCZmYmZM2cCAJ5++mk8+eST0Gg0sFgsWLBggX2ZyLx589C9e3e89dZbqFmzJgBgx44dePLJJ7Fp0yb88ccfuPnmm336mjyVn5+PoUOH4ujRo2jcuDEWLlyIhISEStu/x++q3377LQDg5ptvxnfffYeJEyfikUcewXPPPYcff/wRLVu2BAB89913vikl8hODwYATJ07AYDAEOgUAe6SwR4w9ymgB2COFPWLsEWOPGHvE5NQjpxaAPVLYI8YescruyC/QY/vBs26ts+PgWeQX6P1UVPmGDRtmn0rC0a/MzEyH6/3111/49NNPodVq8cEHH8huwNtqtdqv9n3sscfsA94AEBoaiilTpqB169YoKSnB/PnzHW7j9OnTwmNz/Wv+8ccfcfLkSURFReGdd96xD3gDwK233ooxY8bAaDR69HpMJhNGjx5tH/AGSj8Z8eqrryIkJAS7d+9GQUGBw3WNRiNmzpxpH/AGgKZNm2LatGn27lOnTnnU5YzZbMZrr71WbkoT2yc5Pv/8c5jNZtx+++0YM2aMfR5/tVqNxx9/vNxrdCY6OhrvvPOOfcAbALp06YIHHngAAPDrr7/68NV454MPPsDRo0fRtGlTLF68uFIHvAEvBr0PHToElUqFl156CaGhoeWWRUVF4bnnnoPVasWhQ4e8jiTyJ7PZjGvXrgnnmKpM7BFjjxh7lNECsEcKe8TYI8YeMfaIyalHTi0Ae6SwR4w9YpXdsfvIBVgs7t2HzWyxYs/RC34qqnzNmjVDx44dnf6KjIwUrm8ymXD+/PlKqnXdsWPH7AO5//rXvxw+Z8SIEQCALVu2OFweGhoqPDa2C11tbDNB9O/fH9WrV6+wvcGDB3s1ldDDDz9c4bFatWqhXr16AICTJ086XK99+/Zo06ZNhce7du2K5ORkWCwW/P777x53ORIVFYXbb7/d4TLbvh588EGHywcOHCi5/XvuuQdRUVEVHm/fvj0A58cikAoKClBUVFTp+/V4epPLly8jLCzM6ccgWrdubX8ekZxFRERUeMMOJFd78gv02H3kAnQlRkSGhaBDSm3ExUQErKeysEeMPc7JqQVgjxT2iLFHjD1i7BGTU4+cWgD2SGGPGHvEIiJ8/385EV2JZ1fd6oo9m6JCjqZMmYKuXbu6vV7Hjh2RnJyMr776ClOnToVWq3U4KBsoOTk5AICaNWsiLi7O4XOaNWsGALhw4QKuXbtWYRC1du3aWLp0qcv7PHbsGAA4HSOsXr066tSpg9OnT7u8TZvY2FhER0c7XFarVi3k5uZCp9M5XC6auqVJkybIysqyHy9fady4sf0K7rIKCwvtc3s3b97c4bqu3Nyx7FXrZdm+1oEYXHZm/PjxWL16NXJzc/Gvf/0LixcvRoMGDSpt/x4PehsMBtSqVcvpctuZHbl8VIgoWGSdvIzl6VnYcfBsubtra9QqdGkVj4Fpyby5CBERERERETkVGebZVbeR4R4PIwWVV155BSaTCcuWLcNrr70GrVbr9Opdd9nmd3fl6n/bPNll54S3DXqKxuzKLisqKnJ45bA7bIPOzgbZbfv0ZNBbdMW97XVbrY4/tSDVA/h+kNhZb9mB+WrVqjl8jrPHy3J2gsxX9wVw9e+fbblov3Xq1MEXX3yBIUOG4OTJkxg2bBgWL15sv0Lf3yr/TglEMqPT6bB3716nZwYrm6hn2/48PD/nd2zbf6bcgDdQ+lGzbfvP2JdXRk8gsEeMPcpoAdgjhT1i7BFjjxh7xOTUI6cWgD1S2CPGHrHK7uiQUhsatcqtdTRqFdo3q+2nImVRqVR4/fXX8cADD8BqteKVV17BmjVrfLJt20WkhYWFks+1PafsldC2gdOLFy86Xa/sMlcGWqXYBnptVzJL7bOyuNJT9vWrVKX/JpwNogOe/1stOxjubKBdDldpu/r3zzaPurOr8G3i4+OxaNEi1KtXD3l5efjXv/6Fs2fdu5+ApzjoTVVeSEgI6tSp49X8Ur7krCfr5GXMWrxL8u7aRpMFsxZnIOukb6YWUsrxCRT2iMmpR04tAHuksEeMPWLsEWOPmJx65NQCsEcKe8TYI1bZHXExEejSKt6tdbq0ivfLlJpKpVKpMHXqVNx3332wWCx46aWX8MMPP3i93aSkJAClg6snTpxw+rzc3Fzo9fpy65T9/aVLl5wONGdlZQEoncbE26u8AeCGG24AAPz9998Ol1+7di0g85876wH+mZKl7LGzXUUtGizPzc31qCU6Otp+5fmRI0ccPufw4cMebduXbMdDqsV2o9eyx8+ZxMREfPHFF0hISMDJkyfxr3/9q1L+Png16J2fn48WLVo4/aVSqYTPkdP8WVR1hYSEICEhQVY/7DjqWZ6eJTngbWM0WbA8PcuvPYHCHjH2KKMFYI8U9oixR4w9YuwRk1OPnFoA9khhjxh7xALRMTAtGSFa14aFQrVqDExL9nOR8qjVakyfPh333nsvzGYzJk+ejPXr13u1zRtuuME+7/GqVaucPm/lypUAgIYNG5YbeLzhhhtQv359AMCiRYscrvv5558DAHr06OFVq80tt9wCAFi7di2uXbtWYfnSpUthNHo2j7w39uzZgwMHDlR4fMeOHTh69ChUKhVuvvlm++M1a9ZETEwMSkpKcOjQoQrr7dq1y+mAtSu6d+8O4J+v3fVWrFjh8bZ9xfZ3YtOmTU7v03jp0iVs2rQJwD9feykNGjTAF198gTp16tjn+Pb31f9eDXpbrVavf8nNoUOHMGHCBNx8881o06YN0tLSMHXqVFy6dMmr7f7555948sknceONN6Jt27bo06cPPvjgA8mPRRQVFeH9999Hnz590LZtW9x444148sknsX37dqfrXLhwAWvWrMHUqVPx0EMPoW3btkhJScHQoUNdajUajZg/fz769euH9u3bo3Pnzhg6dCh+/vlnt16zUsjxrt3X9+QX6LH9oHsf/9hx8CzyC/R+6Qkk9oixRxktAHuksEeMPWLsEWOPmJx65NQCsEcKe8TYIxaIjuQGsXhuSKrkwHeIVo1nh6Ty3lFOaDQavP3227jzzjthMpnwzDPPID093attjh49GgAwf/58LF261D53N1A6j/dXX32FBQsWAADGjBlTbl2VSoVRo0YBABYsWFDu6nODwYC33noL+/fvR1hYGEaOHOlVp83dd9+NevXq4erVq3j22WfLTY3x22+/4eOPPw7IiZ2QkBC88MILOH78uP2xv//+G1OmTLF3X39jxVtvvRUAMG3atHKDvocOHcLzzz/v1esYMWIENBoN1q9fj//973/2f/cWiwULFy7ETz/95PG2feXuu+9G48aNcfXqVYwdO7bcsQOA48ePY8yYMSgqKkLjxo1x9913u7ztRo0a4YsvvkDt2rVx7NgxDB8+3OvxVhGP70Awbtw4X3bIws8//4xJkybBaDQiLi4OycnJyMnJwZdffol169Zh6dKlHt1l9Msvv8S0adNgtVoRHx+PhIQEZGdnY968efj555+xZMkS1KhRo8J6ly5dwiOPPIKcnByEhoaiadOmuHTpEn799Vds3rwZr7zyCh599NEK6/3www+YPn26J4cAJSUlGDFiBHbt2gWNRoOmTZtCr9djx44d2LFjB/7973/j2Wef9WjbclVSUoIjR46gRYsWwhskBLJn95ELsFjcO0lktlix5+gFpHVu6POeQGIPe4KhhT3sYQ972MMepbWwhz3s8X9PIDq6tUnAzHHdsTw9CzsOni137yiNWoUureIxMC1ZEQPe8+fPx+LFi50uv/fee/HKK6/Y/zx16lTh1B4tW7Ys93wRjUaD9957D08//TQ2bNiAp59+GnPnzrUPoLrrgQceQHZ2NhYsWIDXXnsNs2bNQuPGjQGUTq9hm/v5sccew/33319h/YEDB2L//v1YtmwZJk2ahLfffhu1a9dGbm4url69Cq1Wi2nTpqFJkyYO93/hwgUMHjxY2Dhq1Cj76wsPD8d7772HESNGYNOmTbjlllvQtGlTFBQU4OTJk+jduzcKCwuxY8cOj46Hpx566CFs2rQJffr0QXJyMqxWK7KysmC1WtGkSRP74HdZTz31FDZv3oyMjAzceuutSEpKQnFxMXJzc3HTTTehXbt2+P777z3qadGiBSZPnozp06fjvffew8KFC1G/fn2cPn0a+fn5eOmll/DWW2/57KaUnggNDcXcuXPx73//G7t27cIdd9yBRo0aoUaNGrhy5Yp9ELxevXqYO3cuQkND3dr+DTfcgIULF2Lo0KHIysrC8OHDsWjRIofjot7ioPf/O3fuHCZPngyj0YgxY8Zg7Nix0Gq1uHr1KiZOnIgtW7ZgwoQJWLFihX1ie1ccOHAAb731FgDgjTfewKBBg6BSqXDu3DmMHj0aBw8exCuvvILZs2dXWPfll19GTk4OWrVqhXnz5qFu3bqwWq345ptv8Oqrr2LatGno2LEjWrRoUW69qKgo3HTTTWjTpg3atGmDQ4cO4eOPP3apd9asWdi1axfq16+PTz/91D4vU3p6OiZMmIBPP/0UHTt2RK9evVw+BnIXHh6Oli1bIiwsLNApABz36Eo8+xiQrtgk/SQPegKJPWLsUUYLwB4p7BFjjxh7xNgjJqceObUA7JHCHjH2iIWHhwds38kNYvHS8C7IL9Bjz9EL0BWbEBmuRftmtRU1h3dxcTGKi4udLr/+JoFHjx4Vbk+rdW/ITKvV4v3338dTTz2FTZs2Ydy4cZg3b559Sgt3Pf/880hLS8PSpUuxe/duZGdnAwBq1aqFnj17YvDgwUhNTXW6/htvvIFbbrkFS5cuxcGDB3H48GHUrFkTt912Gx5//HE0b97c6boGgwF//fWXsO/6ea/bt2+PlStX4qOPPsK2bduQlZWFBg0a4JlnnsHIkSMxfPhw11+8j9SoUQMrVqzAhx9+iF9//RX5+flISEhAnz59MGbMGPtNG8tq0KABli5dig8//BDbt2/HsWPHUL9+fUyaNAkjR450OFDujuHDhyMpKQmffvopDh48iL///hspKSl4/fXXcfPNN+Ott97yyTzr3mjatCm+/fZbLF26FBs3bsSxY8dw6tQpREVFoUOHDujVqxcGDx7s8Pi5uv2FCxdi2LBhOHLkCB577DEsXLhQ8qaY7lJZ5TjHSABMmzYNixYtQufOnSucGSwoKEBaWhquXr2KefPmuTXgO2bMGKSnp6N///6YOXNmuWW5ubm46667YLFYsHbt2nJvOIcOHcL9998PtVqNdevWoVGjRuXWnTx5MtauXYs77rjD4YB5WYsXL8abb76JLl264Msvv3T6vIsXL+K2226D0WjEF198gRtvvLHc8g8//BAff/wxWrVqJZxXSkpaWhoAeP1xn6pkw44T+HDZbrfXm/BwB6+v9CYiIiIiIiIiIv/av38/HnzwQbRo0QJr1qwJdI7iBe56eZmx3Whg0KBBFZbFxMSgT58+AODW/DpFRUXYsmWL0+02btzYPrC8bt06hz033nhjhQFvoPQjGgCwefNmyXnBXbVx40YYjcZyXWU9/PDDAICDBw8K7yCsNAaDAadOnYLBYAh0CgDHPR1SakOjdv0TBkDpR9HaN6vtl55AYo8Ye5TRArBHCnvE2CPGHjH2iMmpR04tAHuksEeMPWJy6SCiwLHd4FJ0BT+5joPeAM6cOYNz584BADp37uzwOba/cHv37nV5u5mZmTAYDAgNDUXbtm0dPqdTp04Ot7tnz55y+71e27ZtERoaipKSEmRmZrrcJGLbp63penXr1rXfAdj23GBgNptx5coVWd3A5PqeuJgIdGkV79Z2urSKd/hRNFNhPq7u3YiCnT/g6t6NMBXmO1hb3BNI7BFjjzJaAPZIYY8Ye8TYI8YeMTn1yKkFYI8U9oixR0wuHUTkX2vWrMEff/wBi8Vif8xgMOCTTz7B119/Da1W6/DCWXKfx3N6B5Pc3FwApXd1jY93PLBou4HlyZMnYTQaXbpba05ODgAgMTHR6fMbNmxY7rnXN9mWXy8kJAQJCQk4fvw4cnJynA5Uu0Nqn7Zlp06dqtCrZBEREWjdunWgM+yc9QxMS0ZG5jkYTRYHa5UXqlVjYFpyucdK8rJxeesq6LIyAEuZH6jUGkQmpyL2pgEIS2zqck+gsEeMPc7JqQVgjxT2iLFHjD1i7BGTU4+cWgD2SGGPGHvEIiKUM3c2uU7qZpBl1a5dGx999JEfa0gO9u3bh6+++gpRUVH2mR1ycnLsszg899xzaNasmdf7WbFihf3KcVeUvTFpsOCgN4ArV64AKJ3GxNlNKm13EbVYLLh27RpiY6XvXFxQUGDfrjO2ZbbnerJuYWGhZIsrfLlP27zdjpw5cwYJCQkeFFZtyQ1i8dyQVMxanCEc+A7RqvHskNRyd9cuOrwd59e8D6vZwQ0xLWbojmyHPvsv1Ll/IqqldPVHPhEREREREVGVInUzyLLq1avnxxKSi3vvvRc6nQ67d+/G8ePHUVJSgho1aqB79+4YOnQounTp4pP9nDlzxq2/f9ffmDQYcNAbQElJCQAIr94ODQ2t8Hxfbvf6bbqzrujuxO4IxD7lQK/X4++//0aTJk1kcXZd1NOtTQJmjuuO5elZ2HHwLMyWf+5Dq1Gr0KVVPAamJZcb8C7Jy3Y+4F2G1WzE+dXvI3HY1HJXfCvp+LCHPUppYQ972MMe9rBHaS3sYQ97/N8jhw7yrSNHjgQ6gWSmY8eO6Nixo9/3M378eIwfP97v+5EzxQ96T5s2DYsWLXJ7vS5duuDLL78EAISFhQEAjEbng4Jlbyphe74Ud7Z7/TbDwsKg1+tdWjc8PNylHinu9ErtMz093eky0VXggaDRaBAbGwuNRhPoFADSPckNYvHS8C7IL9Bjz9EL0BWbEBmuRftmtR3O4X156yrJAW8bq9mIy1tXIf7ByS73VDb2iLFHGS0Ae6SwR4w9YuwRY4+YnHrk1AKwRwp7xNgjJpcOIqJgofhB78jISPvUI+6Iioqy/77sFCNWq9XhFCe2KVDUanW5dUWcTV1SlrMpRaKjo6HX611aNzo62qUeKbbtVOY+5SA0NFRWHyNytScuJgJpnZ3Pvw6U3rRSd3SnW/vXZWXAVJgPbXScWz2VhT1i7HFOTi0Ae6SwR4w9YuwRY4+YnHrk1AKwRwp7xNgjVvbT5URE5D3FD3pPnDgREydO9GobjRs3BlB6hfOZM2eQmJhY4TknT54EANSvX9+lm1iW3W5eXp7Tm1+eOHGi3HPLrnvu3DkcP37c4baNRiPy8vIcruupxo0b46+//nK6T1GvklksFhQXFyM8PBxqtTrQOT7t0efsBazSN74sH2CGPncfqrft6fMeX2APe4KhhT3sYQ972MMepbWwhz3s8X+PHDqIiIJFQN5RLRYLNm7ciDFjxgRi9xUkJiaiTp06AICMjAyHz7E93r59e5e326JFC4SEhMBgMGDfvn0On7Nr1y6H27X92bb8evv27YPRaERYWBhatGjhcpOIbZ/OJro/d+4cTp065bBXyYqLi5GZmSmbecp92WMx6D1br+Sf9YL5+PgCe8Tk1COnFoA9Utgjxh4x9oixR0xOPXJqAdgjhT1i7BGTSwcRUbCo1EHv3NxcvPPOO+jRowfGjh2LTZs2Vebuhe68804AwDfffFNhWUFBAdatWwcA6NOnj8vbjIqKQvfu3Z1uNzc3F3/++afD7dp6tm/f7vDK62XLlgEAevTogWrVqrncJJKWloaQkJByXWV9/fXXAICWLVuiUaNGPtmnHISFhaF58+Yuz9Xub77sUYd6diMUddg/6wXz8fEF9ojJqUdOLQB7pLBHjD1i7BFjj5iceuTUArBHCnvE2CMmlw4iomDh90FvvV6PVatW4ZFHHsFdd92Fzz77DBcvXoTVavX3rt0ycuRIhIeHY+fOnfjwww9hNpsBAFevXsUzzzyDq1evomXLlujVq1eFdQcPHoxevXph4cKFFZaNGTMGKpUKa9euxbJly+yv+/z585g0aRIsFgt69+6N5s2bl1uvVatW6NmzJ8xmMyZOnIjz588DAKxWK5YtW4a1a9dCrVZj9OjRPjsGtWrVwkMPPQQAePnll3Hs2DH7so0bN2L+/PkAgLFjx/psn3Kg0WhQrVo12dw4xJc9EUntALWb21FrENG4rV96fIE9YuxRRgvAHinsEWOPGHvE2CMmpx45tQDskcIeMfaIyaWDiChYqKx+Gn3es2cPVqxYgZ9++gk6nc4+2Fu9enWkpaVhzZo1UKlUyMzM9MfuPbJu3To888wzMJlMiIuLQ3x8PHJycqDT6VCrVi0sWbLE4RXOvXr1wunTpzFu3DiMHz++wvKFCxdixowZsFqtSEhIQGxsLLKzs2EwGJCUlIQlS5agZs2aFda7dOkSBg8ejNzcXISGhqJp06a4fPkyzpw5A5VKhZdffhlDhw6tsN6ZM2fQv39/+58NBgN0Oh20Wm25m3A+/vjj+Pe//11u3eLiYgwfPhy7d++GRqNBcnIydDqdfS7vxx57DM8//7zLx9SRtLQ0AEB6erpX2/EVo9GICxcuoHbt2i7P166knrMr3obuyHaXnx+Z0hXxD072W4+32MOeYGhhD3vYwx72sEdpLexhD3v83yOHDiKiYOHTK70vXbqEBQsW4J577sHgwYOxcuVKFBUVQaPR4LbbbsMHH3yAP/74A6+++qovd+szffr0wTfffGOfWuTo0aOIjY3FkCFD8O2333o8pcfw4cPx+eefo0ePHtDr9cjOzkZiYiJGjRqFlStXOhzwBoCaNWti5cqVGDVqFBITE5GdnQ29Xo8ePXpg4cKFDge8AcBsNuPKlSv2XzqdDgBgMpnKPe5ozrDw8HAsWrQIzzzzDJo0aYLc3FxcvnwZXbp0wUcffeT1gLccmUwmXLx4ESaTKdApAHzfE3vTAKg0rv3wpNKGIvamAX7t8RZ7xNijjBaAPVLYI8YeMfaIsUdMTj1yagHYI4U9YuwRk0sHEVGw8PpKb6vVis2bN2PlypXYtGkTzGaz/aru1q1bo3///rj77rvLDezqdDp07NhRdld6U+WQ25XeVUHRke04v/p9WM1Gp89RaUJQ5/6JqJbStRLLiIiIiIiIiIiIfEvr6YonTpzAypUrsXr1aly4cME+0J2YmIi+ffvivvvuww033OCzUCLyXLWUrkgcNhWXt66CLisDsJj/WajWIDI5FbE3DUBYYtPARRIREREREREREfmAx4Ped9xxB1QqFaxWK6pVq4Y777wT/fv3R5cuXXzZR+R3er0eOTk5SEpKQkRERKBz/NYTltgU8Q9OhqkwH/rcfbCU6KEOi0BE47bQRsdVeo+n2MOeYGhhD3vYwx72sEdpLexhD3v83yOHDiKiYOH1nN6dOnXCd999h7feeosD3qRIGo0GUVFRsrlbtr97tNFxqN62J2I6343qbXsKB7wro8dd7BFjjzJaAPZIYY8Ye8TYI8YeMTn1yKkFYI8U9oixR0wuHUS+tmrVKqSkpOCFF14o9/ipU6eQkpKCXr16+Wxf27dv9/k2A812/Jzd14+c83jQOzQ0FFarFX/99RfuuOMOjBo1Cj/99BMMBoMv+4j8LjQ0FA0bNkRoaGigUwCwRwp7xNijjBaAPVLYI8YeMfaIsUdMTj1yagHYI4U9YuwRk0uHEg0dOhQpKSlISUnBQw89JHzutWvX0L59e/vzZ8+eXW657fHt27cDAGbPnm1/zJ1f1w/wuur6/Ttj6/LlQKirr23atGk+2yfJhzt/p5z9PXVlGxs2bEDr1q2RkpKCKVOmwGKxeN3ujMfTm/z+++/49ttvsXLlSmRmZuLXX3/F5s2bUa1aNfTp0wf9+vXjld+kCBaLBQaDAaGhoVCrvf7wA3vYwx6Z9siphT3sYQ972MMepbWwhz3s8X9PoDtMhfnQ5+yFxaCHOjQCEUntJD8ZLDd79uyxT1vjyE8//QS9Xu/y9hISEtCxY8cKjx8/fhz5+fmIi4tDo0aNKixv3Lixy/uQm2bNmiEqKsrp8gYNGvhkPyEhIUhKSkLdunV9sj2Svx9++AGTJ0+GyWTCsGHD8NJLL0GlUvltfx4PekdHR2PIkCEYMmQIDh06hOXLl+OHH35AYWEhVq5ciZUrVyIhIQF9+/ZFv3790KRJE192E/lMcXExMjMz0aJFC0RGRgY6hz3sYU8VaGEPe9jDHvawR2kt7GEPe/zfE6iOkrxsXN66CrqsDMBi/meBWoPI5FTE3jQAYYlNA9LmjhtuuAHHjh3DmjVrMHHiRIfPWbNmTbnnSnnwwQfx4IMPVnj8hRdewOrVq9GjRw/MmDHDq265mTJlCrp27er3/dStWxfr1q3z+35IHlauXGm/svvJJ5/EpEmT/L5Pn5xGbNmyJf7zn//g999/x9tvv43OnTsDAPLy8vDJJ5/g3nvvxQMPPIDFixfj0qVLvtglkc+EhYWhWbNmCAsLC3QKAPZIYY8Ye5TRArBHCnvE2CPGHjH2iMmpR04tAHuksEeMPWKB6ig6vB15i6ZAd2R7+QFvALCYoTtSurzoiHi6DTm45557EBISgu+++w5Wq7XC8pMnT2LXrl1o1aoVkpOTA1BIVDV99dVXePnll2GxWDBhwoRKGfAGfDTobRMaGop+/fph0aJF+PnnnzFq1CjUrVsXVqsVBw8exLRp09CjRw+MHz/el7sl8opGo0H16tVlc+MQ9oixR4w9ymgB2COFPWLsEWOPGHvE5NQjpxaAPVLYI8YesUB0lORl4/ya92E1G4XPs5qNOL/6fZTkZVdSmWdq1KiBW2+9FadPn3Y4J/aaNWtgtVrRv3//yo+rZCdPnsSrr76KtLQ0tGnTBp07d8bQoUOxevVqv8yhbDAY8PHHH+POO+9EmzZt0L17d0yePBmnTp1yuo7oRpa9evWyzxl9/PhxPPPMM7j55pvRpk0b3HXXXZg/f75Lr+Prr7/G/fffj/bt26NLly4YNWoUDhw44PC5trnhnc2nbrtJpqP5qm1zXJ86dQo7duzAE088gRtvvBHNmzfHhg0b7M87d+4cXnrpJXTv3h1t2rTBHXfcgQ8++AAlJSV44YUXkJKSglWrVjl9PVarFUuXLkX//v3Rrl07dOnSBWPGjEFWVpbksQiUzz77DG+88QasVitefPFFjB49utL27bcJoxo0aIAJEyZg06ZN+OSTT3DHHXdAo9HAZDJh69at/totkduMRiPOnj0Lo1H8jb6ysEeMPWLsUUYLwB4p7BFjjxh7xNgjJqceObUA7JHCHjH2iAWi4/LWVZID3jZWsxGXtzofjJOL+++/H8A/05jYWK1WrFmzBiEhIbj33nsDUFZ5tm7din79+mHZsmXIz89HcnIyoqOjsWPHDrzwwgsYP348TCaTz/ZXUlKCkSNH4sMPP0Rubi4SExNRu3Zt/Pjjj3jggQdw4sQJj7edmZmJAQMGYMOGDahbty5q1qyJY8eOYdasWZg6dapw3alTp+I///kPLl68iCZNmsBkMmHTpk14+OGHsXHjRo+bRH788Uf861//wu7du1GvXj0kJCTYl+Xk5OD+++/HypUrceXKFTRt2hQajQbz5s3DsGHDXHoPeP755/Haa6+hsLAQSUlJKC4uRnp6OgYPHozjx4/75TV5Y86cOXj77behVqvx5ptvYvjw4ZW6f7/fJUGlUqFHjx746KOP8Ntvv+H555/n/N4kK3L8YYc9zrFHjD3KaAHYI4U9YuwRY48Ye8Tk1COnFoA9Utgjxh6xyu4wFeZDd3SnW+vosjJgKsz3U5Fv3HrrrYiNjcX69euh0+nsj2dkZODUqVPo0aMHatasGcBC/8rPz8fEiROh0+lw77334vfff8eqVauQnp6O+fPno1q1atiwYQM+/vhjn+1z7ty52LFjB2rUqIGlS5di/fr1WL16NTZu3IikpCTMnz/f422/8847uOuuu7B161asWrUKmzdvxvvvvw+VSoUlS5YgJyfH4Xrnzp3D0qVLMWPGDGzZsgUrV67E1q1b8cADD8BoNOKFF15Afr7v/y5/8MEHePLJJ7F161asXLkSmzZtwi233AKr1Ypnn30W+fn56NChA9LT07F69Wr89NNPWL16NfLy8rB+/Xrhtnfv3o3ff/8dixcvxsaNG7FmzRr89ttvSE1NxdWrV/HRRx/5/PV445133sHs2bOh0WgwY8YMDBo0qNIbKvXWwDVr1sSIESPw/fff4+uvv3Z4MwCiyhYZGYn27dvL4uYlAHuksEeMPcpoAdgjhT1i7BFjjxh7xOTUI6cWgD1S2CPGHrHK7tDn7AWsbk5zYTFDn7vPP0E+EhISgnvuuQc6nQ4///yz/fHVq1cDQNBPbbJ06VJcuXIFiYmJmDFjBqKiouzLbrnlFvtcyl988QWKioocbmPYsGH26Toc/crMzLQ/t6ioCF9++SWA0quQO3bsaF9Wp04dvP/++169nsaNG+P1119HtWrV7I/dfffd6NmzJ6xWKzZv3uxwPZPJhIceesh+5T8AhIeH480330SDBg1QUFCApUuXetXmyC233IIJEyYgJCTE/lhYWBj+/PNPHDhwABEREfjoo49Qt25d+/KWLVtixowZkie+jEYjpkyZYr+PIlA6pc/LL78MAPjtt998/Go899dff+HTTz+FVqvFBx98gPvuuy8gHZU66F1W+/bt8eabbwZq90RERERERFWeqTAfV/duRMHOH3B170bZX8VJRL5hMeg9W6/Es/Uqk21g2zbFiV6vx7p161CjRg3cdtttAeuqDLaBz0ceeaTcwKvNwIEDUb16dVy7dg27d+92uI1mzZqhY8eOTn+VPUGza9cu6HQ6xMTEoG/fvhW2lZCQgN69e3v8eh588EGH8923b98eQOnc5c4MGTKkwmMajQaDBw8GAGzZssXjLmfKDrKXZdtXjx49UKdOnQrLb775ZtSrV0+47ejoaNx9990VHm/ZsiVCQ0NRWFiIy5cve1DtPyaTCefPnw/Y/rUB2zORTBQXFyM3NxeNGzdGeHh4oHPYwx72VIEW9rCHPexhD3sC3VKSl43LW1dBl5UBWMz/LFBrEJmcitibBiAssWml9XiCPewJtp7K7FCHRni2Xphn61WmNm3aoGnTpti+fTvOnj2LHTt2oKioCI8++ihCQ0MDnedXtuk+mjVr5nB5WFgYGjZsiIMHD+LYsWPo3r17hedMmTIFXbt2dWl/x44dAwA0atTI4SA7ADRt2tTh465o3Lixw8fj4uIAoNwUNmWFhIQ4XdfW42xqFG84m845NzcXANC8eXOn66akpOD06dNOlzds2NDpsri4OJw5cwY6nQ6xsbGuxfpRx44dkZycjK+++gpTp06FVqvFww8/XOkdAbvSm0guVCoVwsPDoVKpAp0CgD1S2CPGHmW0AOyRwh4x9oixR4w9YnLq8VdL0eHtyFs0Bboj28sPeAOAxQzdkdLlRUe2V0qPp9gjxh4xOfZUpoikdoC64hW0QmoNIhq39U+Qj/Xv3x8WiwVr1661X/GthKlN1OrSYTqLRTz1jO1GlLbn29imLLENCjtSu3btcs/1hm3QWbQ/0TIpERGOT7LYXrfVanW4vEaNGhWOzfU9vnj913PWaztOZadpuZ5oGSCeAknqeLjCtg2z2Sx8XtmboDq6Ct/mlVdewUMPPQSr1YrXXnsNK1as8LjNUxz0piovLCwMjRs3RlhYWKBTALBHCnvE2KOMFoA9Utgjxh4x9oixR0xOPf5oKcnLxvk178NqFs8dajUbcX71+yjJy/ZrjzfYI8YeMTn2VCZtdBwik1PdWicyORXaaM8HMCtTv379oFarsWTJEmzbtg1NmjRB27byH7CvXr06AKCgoED4vMLCQgClU16UZRs4Fd2k8cKFC+We6w3bQKxof/64YaSUK1euOD1xYOtx9vqdDRzr9Z5P7WM7TqKBdn8MwrvD9nfP9nfLmbLLbes4olKp8Prrr+OBBx6A1WrFK6+8Yj8BVVk46E1VntVqhdFo9OqMmC+xR4w9YuxRRgvAHinsEWOPGHvE2CMmpx5XW/IL9Niw4wS+3fI3Nuw4gfwC5/8xv7x1leSAt33/ZiMub13ldk9lYY8Ye8Tk2FPZYm8aAJXG8ZQU11NpQxF70wA/F/lO3bp1cdNNN+Hs2bOwWCyKuMobAJKSkgAAhw8fFj7PdjNJ2/OvX//o0aMO1yspKcGJEycAADfccINXrWW3ceLECac3YszOznb4uD8ZjUb7lCLX+/vvvwFUPHZSA/jOtucK21QrR44ccfoc0bLKYDseubm5wgF+2989rVYrnHIFKB34njp1Ku677z5YLBa89NJL+OGHH3wXLYGD3lTl6fV67Nu3z6uzdr7EHjH2iLFHGS0Ae6SwR4w9YuwRY4+YnHqkWrJOXsZbC3dg5NRf8OGy3fh0zQF8uGw3Rk79BW8t3IGsk+VvaGUqzIfu6E63GnRZGfabW8rp2ADskcIeMTn2VLawxKaoc/9EyYFvlSYEdfpPqDDPv9wNHToU3bp1Q7du3dCvX79A57jklltuAQB8//33MBgMDp/z999/Y+/evQBKb4xYlu3PS5YscTgIvWLFCly9ehVRUVHo2LGj172dOnVCZGQkrly54nAw8+zZs9iwYYPX+/HEkiVLKjxmsViwdOlSAP8ca5tGjRoBgMMbfJpMJnzzzTcet9j29dtvv+HixYsVlm/btk04n3dl6NixI6pVqwaj0Yjvv//e6fNWrlwJAEhNTXU6nUtZarUa06dPx7333guz2YzJkydj/fr1PusW7rtS9kIkY2FhYWjatKmsPtbGHufYI8YeZbQA7JHCHjH2iLFHjD1icuoRtWzbn4fn5/yObfvPwGwpf4Wo2WLFtv1n7Mtt9Dl7Aat4ntgKLGboc/dJ9gQCe8TYIybHnkColtIVicOmIjKla8U5vtUaRP7/8moprt3YUE5uu+02LFy4EAsXLkR8fHygc1zyyCOPIDY2FidPnsSkSZNw/vz5cssPHjyIsWPHwmKxoEuXLkhNLT9FzeDBg1GjRg3k5eXhxRdfxLVr1+zL/vjjD7z33nsAgOHDhwvniHZVtWrV8MgjjwAAZs6ciT179tiXXbhwAZMmTfJ6H57QarX4+uuvy02nUVxcjP/85z84ceIEoqOjK9xYsWfPngBKB3X//PNP++PXrl3DK6+8Yr9C3hM33ngj2rRpA51Oh6eeeqrc1zUzMxMvvPCC0xuBVpZq1aph+PDhAIAZM2Zg3bp15T6BUlxcjI8++gg//PADVCoVRo8e7fK2NRoN3n77bdx5550wmUx45plnkJ6e7uuXUIHW73sgkjmNRoOYmJhAZ9ixR4w9YuxxTk4tAHuksEeMPWLsEWOPmJx6nLVknbyMWYt3wWgSD2AbTRbMWpyBmeO6I7lBLCwGz64ktZTohT2Bwh4x9ojJsSdQwhKbIv7ByTAV5kOfuw+WEj3UYRGIaNxWMXN4B4uaNWtizpw5GDNmDH755Rekp6cjKSkJUVFRuHDhAvLy8gAAKSkpePfddyusHxcXh/feew/jxo3Dd999hw0bNqBJkyYoKCjAyZMnAQBpaWkYNWqU04apU6ciKirK6fKWLVvilVdesf95/Pjx2LNnDzIyMvDQQw8hKSkJERERyMrKQrVq1fD4449j3rx5nh4Sj9StWxe9evXC888/j/feew916tRBTk4Orl27Bq1Wi+nTp6NWrVrl1unWrRvS0tKQnp6O4cOHo169eoiJiUF2djZCQ0Px3HPP4a233vKoR6VSYdasWXj00Uexa9cu9OrVC8nJyTAYDMjOzka7du2QmpqK77//3ukNOCvD2LFjkZubix9++AFPP/00atSogQYNGsBkMiEnJwfFxcXQaDR44YUXcOONN7q1bY1Gg/feew9PP/00NmzYgKeffhpz587Frbfe6qdXwyu9iWA0GnH+/Hmn809VNvaIsUeMPcpoAdgjhT1i7BFjjxh7xOTU46xleXqW5IC3fRsmC5anZwEA1KHSH0N2RB0WIewJFPaIsUdMjj2Bpo2OQ/W2PRHT+W5Ub9uzyg14m81m++9DQ0MD1pGamooffvgBo0aNQosWLXDu3DkcPHgQOp0OXbt2xauvvorly5ejTp06Dte/+eabsXbtWgwaNAg1a9bEkSNHcOXKFXTu3BnTp0/HnDlzhFcVHz16FH/99ZfTX9fPFx4eHo4FCxbgqaeeQuPGjXHq1ClcuHABd911F1auXCk577O/TJkyBa+//jri4uKQnZ0NtVqN2267DUuXLkXv3r0drvPBBx9g7NixaNCgAc6dO4ezZ8/i9ttvx+rVq9G8eXOvepKSkrBq1So88MADqFGjBrKzs1FSUoInnngCX3zxhf09QHTCwd9sA9Pz5s3D7bffjrCwMBw+fBi5ubmIj4/HwIEDsWrVKgwbNsyj7Wu1Wrz//vvo2bMnjEYjxo0bh99//93Hr+IfKqtc7tpAVUZaWhoAVMpHGVyh0+lw+PBhNG/e3Ccf72EPe9gjzx45tbCHPexhD3vY42lLfoEej039BRaL6/+N06hV+GzK7YhR6XBi7mjAYpZeyUatQcOx86CNjpPVsQHk9bViD3t80SOHjqrs8uXL9qtXf/zxRzRp0iTARVSV3HvvvcjKysLatWu9HmCnUhz0pkont0FvosqQX6DH7iMXoPu/9u47rqlz8eP4NwlDEBeKA/fAg+AARRyodWsddVWto1Ztta11d9jrrXZpq7VqbamrdVRcOLu1ddXrHrVuUVFUKkMLCCgQSPL8/vCXU2aAJJAT+L5fr/u6layPh+QxeXLOc7QZcHV2hL/kgcoVzNvbioiIiEqv/afvYVlozpNs5Wf6C/7o1roOYnZ8hpTrpwp8O1epDao//06hH4+IyN6cOHECY8eOhaOjI86dO2fTvb2pdLlw4QKGDRuGihUr4tixY3Bw4GrU1sCtSERUhG5GJmD7gZs4fSUmy0mmNGoVAn2rY2g3L3jVrmTDQiIiIrInKVrzlkBISdMBACq1H4zU8HMQ+vzvR+XghErtB5v1eERE9iQhIQHLli0DAHTq1IkT3mR1d+7cwf/+9z8MHDgQ5cuXl3/+559/4q233gIADBs2jBPeVsQtSaVeWloa7t27hzp16qBMmTK2zmFPCeo5cSkqz5NM6Q0CJy5F4+y1WLw9OgDtmtUo8h5bUFKPklrYwx72sIc97DG3xdU573VYTXEt8/Sjn7NnI1QdNAMPdi81OfGt0jii6sDpcPZsZLLHltjDnpLWo4SO0mbPnj1YtWoVbt++Da1Wi7Jly2LmzJkW3+/KlStx+PDhAl9/zpw58PHxsfhxSbmSk5Mxf/58LFiwAPXq1YObm5u8bjgA+Pv744033rD4cR4+fIipU6cW+PrZT0xaknDSm0o9lUoFBwcHqFQqW6cAYE9+7KXnZmRCnhPemWXoDFi08SwWTu5glT2+7WX7lPYWgD35YY9p7DGNPaaxxzQl9eTW4i95QKNWZTmCLD8atQp+jT3kP5eV2sBzzDwkHN+FlJtns67xrdbA1SsAldoPzjLhnVePLbHHNPaYpsQeKn6xsbG4fv063N3d0b17d0yaNAmNGjXK/4b5uHPnDs6dO1fg6ycnJ1v8mKRsderUwWuvvYZjx44hKioK9+7dg7OzM/z8/NCnTx+MGDHCKkcYaLXaQj33SvKe5VzTm4od1/Sm0uCT9adx4lJ0ga/frlkNzB4bWIRFREREVFJY832GLikOqXcuwqBNhdrZBS71msOhfGVrpRIRERHZRMmdzicqICEEDAYD1Gq1Ir5dZ4/998QlpuLUlZhC3c/pKzGIS0y1+OSW9rB92MIe9rCHPexhj2UtQ7t54ey12HyPKAMAJwc1hnbzyvNyh/KVUa55F4t6bIU97ClpPUroICIqKdS2DiCytdTUVJw/fx6pqam2TgHAnvzYQ89f1x/CUIhDjoGna3yfv/GwSHpsSUk9SmoB2JMf9pjGHtPYYxp7TFNST14tXrUr4e3RAXB0MP1xztFBjbdGB1jtpNlK2jYAe/LDHtOU2ENERNbD5U2o2ClteROdTofk5GSUK1dOEWsZscf+e348cgvffH+50Pc1cWAz9O/YIOv9J8UhNeICDOmpUDu5wKV+C5OHHNvD9mELe9jDHvawhz3WabkZmYDtB27i9JWYLGt8a9QqBPpWx9BuXlab8C5IT3FjD3tKWo8SOoiISgpOelOxU9qkN5G17T99D8tC/yr07aa/4I9uresAALRR4YU+uRQRERGVTnGJqTh/4yFS0nRwLeMAv8YeFi+ZRkRERGTPuLwJlXo6nQ7//PMPdDqdrVMAsCc/9tDjL3lAoy7cenwatQp+jT0AAE/CTiFqw3tIuX4q64Q3ABj0SLn+9PIn108VqMeWlNSjpBaAPflhj2nsMY09prHHNCX1FLSlcgUXdGtdB/07NkC31nWKbMJbSdsGYE9+2GOaEnuIiMh6OOlNpV56ejru3r2L9PR0W6cAYE9+7KGncgUXBPpWL9T9BPpWR+UKLtBGhePB90sh9Bkmry/0GXiweym0UeH59tiSknqU1AKwJz/sMY09prHHNPaYpqQeJbUA7MkPe0xjj2lK6SAiKim4vAkVO6Utb5L5JaCEs2WzxzR76bkZmYBZwUeRoTPkex9ODmosmNwBXrUrIWbHZ0/38C4gV6kNqj//Tr49tqKkHiW1AOzJD3tMY49p7DGNPaYpqUdJLQB78sMe09hjmhBCER1ERCUF9/SmUk+lUsn/UwL2mGYvPV61K+Ht0QFwdDA9zDo6qPHW6AB41a4EXVIcUm6cKdTjp9w8C11SXL49tqKkHiW1AOzJD3tMY49p7DGNPaYpqUdJLQB78sMe09hjmlI6iIhKCk56U6mn1WoRHh4OrVZr6xQA7MmPPfW0a1YDCyd3QLtmNXKs8a1Rq7JcDgCpERcAkf+e4VkY9Ei9c7FAPbagpB4ltQDsyQ97TGOPaewxjT2mKalHSS0Ae/LDHtPYY5pSOoiISgoHWwcQEZVkXrUrYfbYQMQlpuL8jYdISdPBtYwD/Bp75DjJlCE91azHMGjNux1RSRCXmIq/rj9EijYDrs6O8JdyvraIiIiIiIiodOGa3lTslLamN5FSJF84iIc/f13o23n0n4xyzbsUQRGRct2MTMD2Azdx+koM9IZ/38po1CoE+lbH0G5e8KpdyYaFREREREREZCvc05tKPSWewMSIPTmV5B6X+i0AtQYw6At+I7UGLvWaF0mPNSipR0ktAHvyY6rnxKUoLNr4Z64nitUbBE5cisbZa7F4e3SAvHxQUfbYAntMY49pBemx5CgKXVIcUiMuwJCeCrWTC1zqt4BD+coW9RQnJfUoqQVgT37YYxp7TOOJLImIrItrelOpl5qainPnziE1VRlLRLDHtJLc41C+Mly9Agp1G1evgCwTCSV5+5SkFoA9+cmr52ZkQp4T3pll6AxYtPEsbkYm5Hq5LikOyRcOIvHML0i+cDDLCWEL02Mr7DGNPaaZ6rkZmYBP1p/Gy/P2YVnoX/jm+8tYFvoXXp63D5+sP53nawoAtFHhiNnxGe59/Toe/vw14n5fi4c/f417X7+OmB2fQRsVXugeW1BSj5JaAPbkhz2mscc0pXQQEZUU3NObSj0nJyfUrVsXTk5Otk4BwJ78lPSeSu0HIzX8HIQ+I9/rqhycUKn94CLtsZSSepTUArAnP3n1bD9wM98Jb6MMnQHbD9zE7LGB8s+0UeFIOL4LKTfPZj2qQq2Bq1cAKrUfDGfPRgXusRX2mMYe0/LqseQoiidhp/Dg+6W5//tl0CPl+imkhp9D1UEzUFZqU6AeW1FSj5JaAPbkhz2mscc0pXQQEZUUXNObih3X9CYy7cn1U3iwO4+Jg/+n0jjmOnFAVJLFJaZi/Lx9MBgK/tZFo1ZhzXs9ULmCi+lJuf/H1xaVVjcjEzAr+GiBvlRydFBj4eQO8rr52qhwRG14r2Bf2Goc4TlmXq5fLhERERERWQuXN6FST6fTISEhATqdztYpANiTn9LQU1ZqA88x8+AqtXm6xndmag1c///y3CblSsP2KQktAHvyk1vPX9cfFmrCG3i6d+r5Gw+hjQrPd8IbAIQ+Aw92L82xDIM9bB9bKmhPXGIq9p++hx+P3ML+0/cQl1g0h3Lb6/YpLrn1mHMUhVHC8V0FmvAGnr7GEo7vyrfHlpTUo6QWgD35YY9p7DFNKR1ERCUFJ72p1EtPT8ft27eRnp5u6xQA7MlPaelx9myE6s+/gzpvrIBH/8mo3PNlePSfjDpvrED159/Jcw+50rJ9irKluCbllLRtAPvoSdEWbFItu5Q0ncWTcvawfWwpvx5L1okGCr8Gu71tn+KWvScuMRWnrsQU6j5OX4lBXGIqdElxSLlxplC3Tbl5NsvvUOnbhy3/Yo9p7DGNPaYppYOIqKTg8iZU7JS2vIkQAgaDAWq1WhFny2YPe9hjm5abkQnYfuAmTl+JgT7T3sQatQqBvtUxtJuXfCh/cfQUN3vo2X/6HpaF/lXo+3pzYH3UOfIxIAq2FysAQK1BnTdWyCeKtYfto9QeU+tEGzk6qHNdJ9rcNdjtafsoocfc19b0F/wR6BSOhz9/XejbevSfjHLNu+TaY2tK6lFSC3vYw56i71FCBxFRScE9vanUU6lU0Gg0inmDwR7T2GMae8xrOXEpCrOCj+LEpegsE97AvydvM15eHD22YA89/pIHNOrC9WnUKkiO0YWb8AYAgx6pdy6a7LEle+m5GZmQ74Q38HS5jEUbz2bZ4/tJ2ClEbXgPKddPZZ3wBuQTI0ZteA9Prp8qcI+tKL3HkqMoDOnmHQ1j0P57O6VvH7b8iz2msce00tZT2KOUlLJdiIhKCk56U6mn1Wpx+/ZtaLVaW6cAYE9+2GMaewrfYsmkXFH02Io99FSu4IJA3+qFup9A3+pw1Zi3RmbmSTl72D62lFePuetEW7oGu71sH1vJ3uPq7GjW/biWcYDaycWs26qd/72d0rcPW/7FHtPYY1pp6dFGhSNmx2e49/XrePjz14j7fS0e/vw17n39OmJ2fJbj36zMPUREZD2c9KZSTwgBnU4Hpaz0wx7T2GMaewrfYsnJ24qix1bspWdoNy84OhTs7YuTgxpDu3lZZVLOXraPreTWY8k60ZauwW4P28eWsveYexSFX2MPuNRvkfOky/lRa+BSr3mePbampB4ltQDsyQ97TLPXnsKc78WSo5SUsl2IiEoKrulNxU5pa3oTUekVl5iK8fP2wWAo+D+FGrUKa97rgcoVzJtIJcuduBSNRRvPFniNaF1SHO59/XrOD5+mZFvTmwrPlmuwU+F9sv50oZZwatesBmaPDQQAxOz47OkETwG5Sm1Q/fl3Ct1IRFScCnu+F21UOKI2vFegL21VGkd4jpmX58npiYjIctzTm4iISq2/rj8s1IQ38HSN7/M3HuZ6WWHXbiTztGtWAwsnd0C7ZjVy7J2qUauyXA4ADuUrw9UroFCP4eoVwAlUC5m7TrQm5prFa7BT4ZlzFIVRpfaDodIUbIkUlYMTKrUfbFYjEVFxMed8L5YepURERNbFSW8q9VJSUnDu3DmkpKTYOgUAe/LDHtPYU7gWS07elpk5azcqadsA9tfjVbsSZo8NxJr3emD6C/6YOLAZpr/gjzXv9cDssYFZ9rwCLJ+Us7ftU9xy6zF3negyKvNel5nXYLeH7WNLufV41a6Et0cH5Dvx7eigxlujA7K8xpw9G6HqoBn5vsZUGkdUHTg9x56N9rB92PIUe0xjj2n20mPO+V50SXFIuXGmcI9/82yWHSSUsl2IiEoKTnpTqefo6IhatWrB0dG8D+fWxh7T2GMaewrXYsnJ24zMXbtRSdsGsN+eyhVc0K11HfTv2ADdWtfJc9kZSyfl7HX7FJfcesxdJ7pWLQ+zGjKvwW4P28eW8uop7FEUmZWV2sBzzDy4Sm1yrvGt1sD1/y8vK7UpcI+tKKlHSS0Ae/LDHtPspcec872kRlyw+CglpWwXIqKSgmt6U7Hjmt5EpBRxial4ed6+HIetmpJ5TW+u3Wh/tFHhSDi+Cyk3z2b9kkKtgatXACq1H8zfkRWZs070O4Mbcg12BYhLTMX5Gw+RkqaDaxkH+DX2KPC5DHRJcUi9cxEGbSrUzi5wqdecvxsiK9AlxSE14gIM6alQO7nApX4LvraszNzzvSzvb0DakZBCP17lni+jQus+hb4dERHlzyH/qxCVbHq9Ho8fP4abmxs0Gk3+N2APe9hjlz25tVSu4IJA3+qFmpQL9K0uT/yYs3aj8eRtSto2panH2bMRqj//TqEn5UrL9rF2z9BuXjh7LbZAe8wZ14l2KF8Jrl4BhTsxYrY12O1l+yi5x3gUhTkcyldGueZdrNpTnJTUo6QW9livJy4xFX9df4gUbQZcnR3hL5n+UsncL2ztdfvYssfc871ExutgznFKmY9S0uv1itguREQlBZc3oVJPq9UiPDwcWq3W1ikA2JMf9pjGnsK3mHvyNkvXblTStgFKX49xUq5C6z4o17xLvnvKlbbtU1h59Zi7TrSla7Dby/axFfaYpqQeJbUA7MlPfj03IxPwyfrTeHnePiwL/QvffH8Zy0L/wsvz9uGT9adxMzIhx23MXUatID3FzR56zD3fS7xbw5xLO+VHrYFLveZZeoiIyHq4vAkVO6UtbyKEgE6ng4ODA1Sqwq09yh72sMd+eky1nLgUjUUbz5rcG9XRQY23RwfIa9kmXziIhz9/XegOj/6TUa55F0VtG0BZvyv2lLyem5EJ2H7gJk5ficmynJBGrUKgb3UM7eaV4+SjT66fwoPdS00eTaHSOKLqoBk51om2t+3DHvbYQwt7LOs5cSkq35MjZn+vYekyava0fZTSs//0PSwL/avQ9zX9BX/43t1auKOUpDbyEYDGHiVsFyKikoLLm1Cpp1KpFHXSEPaYxh7T2JM3Uy3Gk7MVZlLOkJ5qVodBm5pvjy2wxzT2mJZfj1ftSpg9NrBQ60QbT4xoziH99rZ9iht7TFNSj5JaAPbkJ6+em5EJ+U54A09Pirho41ksnNwBXrUrWbSMmqkeW7GHHuNJmAt7vhe/xh5wqzkYqeHnCvYlRS5HKXHCm4jIujjpTaWeVqtFdHQ0atSoAWdnZ1vnsIc97LFRS2En5dROBTuhW47b/f/ajUraNuxhT3H1FHadaHPXYLfX7cMe9ii5hT3m92w/cLNA5zYAnk58bz9wE+8Mbmj2MmrG8dFeto+Seiw630uFRqg6aEbBjlIaOD3Hl7ZarVYR24WIqKTgpDeVekIIpKWlQSkr/bDHNPaYxh7LWwo6KedSv8XTtRuzr69pSqa1G5W0bQD25Ic9phV1T2FPjFjatk9hscc0JfUoqQVgT35y64lLTMWpKzGFup/TV2Lw0DsBEAWbKJcZ9Ei9c1EeL+1h+9hSXj3mnITZyJKjlJSyXYiISgqu6U3FTmlrehMRmStmx2cWrd1IREREJZu5a0TPbZeMytd3F/p2lXu+jAqt+xT6dpSVOed7ya6wRykREZF1cU9vIiIiM1Vqb9najURERFSypWgLtiZ3dmnCvLWvjcuokWXMOd9LdoU9SomIiKyLk97ZXL16FatXr8aZM2eQlJSEqlWrokuXLpg0aRLc3d3Nvt+TJ09i3bp1uHDhAlJSUuDp6YnevXtj4sSJcHV1zfN2T548werVq/Hbb78hKioKrq6uaNGiBcaPH482bdrkepuHDx/i2LFjuHz5Mi5duoRr165Bq9UiMDAQISEhJju7du2K+/fvm7zOxYsXS9RaYykpKbhx4wYaN25s8nfBHvawx757iqLF2dP8tRuVtG3Ywx72sIc9yuxRUgt7zOtxdTZv8lpfvQkQbv4yann12JK99ZhzEmZLe5SwXYiISgpOemfy+++/Y+bMmcjIyEDlypXh5eWFiIgIhISEYO/evdiyZQtq165d6PsNCQnB/PnzIYRA9erVUaNGDYSHh2PFihX4/fffsXnzZlSsWDHH7eLj4zFy5EhERETAyckJjRo1Qnx8PP744w8cPnwYc+bMwahRo3Lc7pdffsGnn35qziaQNW7cGG5ubrleVtLOKu3o6Ijq1asr5kzi7DGNPaaxp/hbzF27UUnbBmBPfthjGntMY49p7LGPFoA9+cmtx1/ygEatyrKncH40ahWaNfdCRmxA4ZZR8wrIsnyGPWwfWypoT2FPwmxJDxERWQ/X9P5/sbGx6NWrF1JTUzFp0iS88cYbcHBwQHJyMmbMmIEjR46gadOm2LFjR6EmfS9fvoyhQ4dCCIEPP/wQw4YNg0qlQmxsLF5//XVcuXIFPXv2xFdffZXjtq+//joOHjwIX19frFixAtWqVYMQAtu2bcPcuXOh0Wiwc+dONGnSJMvtduzYgV9++QXNmjVDs2bNcPXqVSxfvrxQe3pv2LAhzz3JLcU1vYmopOLajURERJTdJ+tP48Sl6AJfv12zGpg9NhDaqHBEbXivwMuoeb74ca4nSCQiIiqN1LYOUIpvv/0WqampaN26NaZNmwYHh6c7wZcrVw6LFy9GuXLlcPnyZRw6dKhQ97t8+XIYDAYMGDAAw4cPlyfMq1WrhiVLlkCtVuP3339HWFhYlttdvXoVBw8ehFqtxtKlS1GtWjUAT/eyHj58OAYMGAC9Xo/ly5fneMznn38e69atw8yZM9GjRw9UrswJF1P0ej2Sk5Oh1xfi0MEixB7T2GMae2zbYly7sULrPijXvIvJCW8lbRuAPflhj2nsMY09prHHPloA9uQnr56h3bzg6FCwj95ODmoM7eYF4N9l1FQa03sA57aMmqkeW2GPaUrpICIqKTjp/f9+++03AMCwYcNyXFahQgX07t0bALBnz54C3+eTJ09w5MiRPO+3Xr16aNu2LQBg7969ufa0bdsWdevWzXHb4cOHAwAOHz6MlJSUAjdRTlqtFjdu3IBWq7V1CgD25Ic9prHHPloA9uSHPaaxxzT2mMYe05TUo6QWgD35yavHq3YlvD06IN+Jb0cHNd4aHZDl5IjGZdRcpTaAWpP1BmoNXP//8rJSzqN07WX72IoSe4iIyHq4pjeA6OhoxMbGAgBat26d63UCAgKwfft2XLhwocD3e+3aNaSnp8PJyQnNmzfP9TqtWrXC8ePHc9zv+fPn5cfNTfPmzeHk5AStVotr166hVatWBe4qiK1bt2Lt2rVIS0tDlSpVEBAQgP79++e5zrc9K1OmDHx9feHk5GTrFADsyQ97TGOPfbQA7MkPe0xjj2nsMY09pimpR0ktAHvyY6qnXbMaWDi5A7YfuInTV2KyrPGtUasQ6FsdQ7t5ZZnwNnL2bITqz79T6GXU7Gn72IISe4iIyHo46Q3gzp07AP49kUVujCewjIyMREZGRoFOMhEREQEA8PT0zPP6derUyXLd7E3Gy7NzdHREjRo1cPfuXURERFh90vvXX3/N8ueff/4Zy5Ytw+LFixEUFGTVx7I1tVqtqDcY7DGNPaaxJ29KagHYkx/2mMYe09hjGntMU1KPkloA9uQnvx6v2pUwe2wg4hJTcf7GQ6Sk6eBaxgF+jT1QuYJLvvdvXEbNWj3FjT2mqdU8EJ+IyJo46Q3g0aNHAJ4uY5LXSSorVqwIADAYDHj8+DEqVcr5DXx2iYmJ8v3mxXiZ8brm3DYpKSnfloIKDAxE27Zt0axZM3h6eiIjIwN//vknvvzyS1y9ehWvv/46tmzZAl9fX5P3YzxZZW6io6NRo0YNqzVbKj09HTExMahevboivuVnD3vYU/Jb2MMe9rCHPeyxtxb2WK+ncgUXdGud+85NtugpLuzJv0cJHUREJQW/SsS/a2eZ2ns78z8+BV1rqzD3m/0+C3PbtLS0AvUUxIIFCzBw4EA0bNgQLi4uKF++PLp06SJPdGu1WixatMhqj6cEer0ejx8/VsyJQ9hjGntMY499tADsyQ97TGOPaewxjT2mKalHSS0Ae/LDHtPYY5pSOoiISgq739N7/vz52LBhQ6FvFxgYiJCQEACAs7MzACAjIyPP66enp8v/bbx+fgpzv9nv09nZGampqQW6bXEcklWmTBlMnz4dEyZMwKlTp5CYmGhyL/QDBw7keZmpvcBtwcXFBT4+PrbOkLHHNPaYxp68KakFYE9+2GMae0xjj2nsMU1JPUpqAdiTH/aYxh7TXFzyX+KGiIgKzu4nvV1dXeWlRwoj8wkZMy8xIoTIdYkT4xIoarW6wCdzzGvpkszyWsakfPnySE1NLdBty5cvX6AeS7Vs2RLA0yVeIiMjTU56ExEREREREREREdmC3U96z5gxAzNmzLDoPurVqwfg6R7Z0dHR8PT0zHGdyMhIAECtWrUKdBLLzPcbFRWV58kv7927l+W6mW8bGxuLu3fv5nrfGRkZiIqKyvW2RSVzvyWHXj148AB6vV4xe3wLIeTfT15rurOHPeyx/x4ltbCHPexhD3vYY28t7GEPe4q+x9PTExs3brR1ChFRicA1vQF4enqiatWqAICzZ8/meh3jz/38/Ap8v02aNIGjoyPS09Nx8eLFXK/z559/5nq/xj8bL8/u4sWLyMjIgLOzM5o0aVLgJkvcuHFD/u/q1aubfT/Ozs5wcLD8+5bo6GhER0dbfD8qlQpOTk4Wv9FhD3vYo+weJbWwhz3sYQ97SnaPklrYwx722E8PERFZj93v6W0tvXr1QkhICLZt24bnnnsuy2WJiYnYu3cvAKB3794Fvk83Nzd06NABhw4dwrZt29CqVassl9+5cwcnT57M9X579eqFVatW4dSpU7h79y7q1q2b5fLQ0FAAQKdOnVC2bNkCN1nim2++AQA0atQI1apVM/t+8vpiobCMe4qbWj+8OLHHNPaYxh7TlNSjpBaAPflhj2nsMY09prEnb0pqAdiTH/aYxh7TlNZDRERPcU/v//fyyy+jTJkyOHPmDJYtWyYv35GcnIw333wTycnJ8PHxQdeuXXPcdsSIEejatSvWr1+f47JJkyZBpVLhhx9+QGhoKIQQAJ4u8TFz5kwYDAZ0794d3t7eWW7n6+uLLl26QK/XY8aMGXjw4AGAp4c8hYaG4ocffoBarcbrr79utW2wZs0ahISEICEhIcvPExISMHfuXPz2228AgKlTp1rtMYmIiIiIiIiIiIisiXt6/78aNWpg4cKFePPNN7F8+XKEhoaievXqiIiIQEpKCqpUqYIvvvgi10OOYmNjcf/+fSQnJ+e4rHnz5nj33XexYMECzJ07FytWrEClSpUQHh6O9PR01K9fHx9//HGuTZ988glGjBiBK1euoFu3bmjUqBESEhIQHR0NlUqF2bNnw9fXN8ftoqOjMXDgQPnP6enpAIBz586hTZs28s9feeUVTJgwQf5zTEwMNmzYgPnz56NmzZpwd3dHWloabt++DZ1OB7VajZkzZ6JXr14F3q5ERERERERERERExYmT3pn07t0btWvXxqpVq3D27FncuHEDVatWxeDBgzFp0iRUrlzZrPsdO3YsJEnC2rVrcfHiRcTFxcHT0xO9e/fGxIkT81yexN3dHTt37sQ333yDvXv3Ijw8HK6urujUqRNefvlltG3bNtfb6fV6PHr0KMfPdTpdlp+npaVlubxv374Anq4XHhUVhbCwMGg0GtSqVQuBgYEYOXJksa0fTkRERERERERERGQOTnpn4+vriy+//LJQtzl48GC+12nXrh3atWtX6B43NzfMmDEDM2bMKPBtatWqhevXrxf6sfz8/Ap1ok4iIiIiIiIiIiIipeGa3kRERERERERERERUYnDSm4iIiIiIiIiIiIhKDJUQQtg6goiIiIiIiIiIiIjIGrinNxERERERERERERGVGJz0JiIiIiIiIiIiIqISg5PeRERERERERERERFRicNKbiIiIiIiIiIiIiEoMTnoTERERERERERERUYnBSW8iIiIiIiIiIiIiKjE46U1EREREREREREREJQYnvYksJISwdYLiGQwGWyco1pMnT2ydkMWOHTtw69YtAHxu50Zp20RpPWRf9Hq9rRNkSvt3QqvVAlBO1/bt23H16lVbZ+TAMShv3DZkLo7NeePYTEREhcFJbyILqVQqWydkodPpbJ0gO3r0KNLT06FWqxXx5nTJkiW4cOGCrTNkP/zwAz7++GOcOHHC1ikAgLlz5+K9997DsWPHANj+ua3T6fDw4UPExsbatCOz7NvE1pMatv4dGdl6O+RHCeOPXq+XO2y9vYyvcY1Go4hts2LFCpw5c0YRLQDw/fffY/bs2bhx4wbUatu/VZ4zZw7mzJmDixcvArD98zkjIwMPHjxAfHy8YsagzGy9fYyUsm1sPd7kx9a/L47NeePYbJrSxmYiIsrJwdYBRAWVkpICV1dXCCEU8UHi6tWruHPnDi5dugQvLy80btwYTZs2tVnPgQMHcO3aNRw7dgyenp7o3bs3evToAQA22WazZ8/G/v37MWHCBLz00ktwcnKCwWCw2ZvU9957Dzt27IDBYICPjw8cHR1t0mG0YMECbNy4EY6OjmjRogVatWoFJycnm/XMnj0bu3btAgCEhISgQ4cOaNCggc16tm/fjqNHj+Ls2bMQQmD48OEYMGAA6tWrZ5Oey5cv4/79+7hz5w68vb1Rs2ZNNGrUSH5dFedr7MCBA4iIiEBYWBgqV66Mbt26oUGDBqhSpUqxtwBPJwyMH9CV8CH0ypUruHfvHsLCwlCzZk20adMGdevWtVnPwYMHcfXqVfz1118oW7YsRo0ahdatW9vs37G5c+di9+7dmDZtGl555RX5S0lb/e6MY8/UqVPh7+9v03EQABYuXIiNGzciIyMDLVq0QMOGDaHRaGzW85///Ae7d+8GAKxduxZdu3ZF1apVbdazY8cOHDt2DH/99RfUajUGDx6Mnj17onHjxjbpuXTpEmJiYnD37l00aNAAkiShZs2aNmkBOD7nR0njM8dm0zg2m6a0sZmIiHLHSW+yC4sWLUJycjKmT58Od3d3m098BwcHY/v27fIeqGq1Gm5ubpg3bx569uxZ7D2ff/45QkJCkJGRAYPBgL/++gu//PILFixYgIEDBxb7tvr555/lCdQtW7ZArVZjzJgxcHR0tMkbeOMb98GDB2PYsGE2n/D+6KOPsHnzZgQFBWH69Olo1qyZTXuM26dz586Ijo6WP5A2aNBA/sBcnD7++GNs2rQJTk5OqFKlCqKiorBixQqkpaVh1qxZxdoCAEuXLsWOHTsQFxcn/8zJyQlTp05F165d0aBBA6hUqmIZlz755BNs2bIly55pW7ZsQVBQEJ577jk8++yzxdYCPP3yJikpCR9++KHNXt+Zff3119ixYweio6Pln1WoUAFLly5F+/bti71v8eLF2LhxI7Rarfz7OnLkCD755BM8++yzxd7z/fffY9u2bQCAdevWQaPRYNy4cTabXDGOPYMGDUL//v1tPqnywQcfYOvWrWjXrh3efvtt+Pj42LRn9uzZ2L17N7p37467d+8iIiICx48fx8CBA23y+zKOzWq1GlWqVEFMTAxWrVqFpKQkzJo1C2q1uljfbyxduhQ7d+7EP//8I/+sXLlyeOONN9C2bVt4e3sDKL6JZo7PpilpfObYbBrHZtOUNjYTEVHeOCKT4n3yySdYs2YNDh48iLVr1yIhIUH+0GALc+fORXBwMDQaDSZOnIgBAwagVatWSEpKwtSpU4t9qYq5c+fi22+/RcOGDbFs2TJ88803mDhxIoCnk6vG9ZmLk/EDRFBQEB4/fox169bJk/LFvdRJ5jfukyZNQp06dXI8d4rzubR9+3Zs3boVvXv3xvvvv49mzZpBCJHn+o1F3ZZ5+8yaNQvt27dHamoqvvvuO6Snp9tswrtDhw747rvvsHv3bsyfPx/Ozs5Yt25dsa+b+OGHH2LVqlWoXLky5syZgylTpqB///5IT0/H559/ji+++AL79u0DgCIflxYuXIgNGzbA398fixcvxldffYUXXngB7u7uOHToEGbPno01a9YUSwsAzJ8/H+vXr8eBAwewZMkSm7y+M5szZw6++uorCCEwbtw49O/fH35+fkhMTMQbb7yBsLCwYv0gOnfuXHzzzTeoW7cuPv/8c6xbtw6DBw9GamoqPvjgA8TGxhb7B2PjxEVQUBCSkpIQHByMdevWAYBNx+Y33ngDtWvXlp+z2f+/OGzfvh3btm1D79698cEHH8DHxwcGg8Fmz+fM22fatGl45plnoNPpsGfPHgCw2YR3x44dERISgp9//hnvvfceKlSogE2bNiEyMrJYJ7yNY3OlSpUwa9YsTJs2DV26dEFycjKWLFmCpUuXYv/+/QCKZzzk+GyaksZnjs2mcWw2TWljMxER5UMQKdiuXbuEJElCkiQRGBgo/P39xcKFC0V8fLwQQgiDwVCsPV9++aWQJEnMmDFD3Lp1SwghhF6vF9euXRNTpkwRkiSJd999V+j1eqHX64utZ+bMmeL27dtZLpswYYLw8/MTN27cKPKO7KKjo0WzZs3EnDlzxIIFC0SLFi1Ex44dxZo1a0R6eroQQoiMjIwi7/jvf/8r/07u3bsn/9z4vDE2FEeLwWAQ6enp4vXXXxctW7bM9fcSGRkprl69Ki5cuCCSk5PlnxfVc+k///lPju1z//590blzZ+Hr6yv27t0rtxeHbdu2CUmSxIQJE0RERESWy+bNmyeaNm0qwsPDc9yuqPqMPRMnTpRf70YrVqyQx6bhw4eL3bt3F2nPqVOnhJ+fnxg5cqS4e/dulssOHz4s3n77bbnnq6++KtIWIbKOza1btxZNmjQRCxYskF/fxTH+ZbZs2TJ5bDY+R9LT08W9e/fE+PHj5cvS09OL5fmceWzO/twZM2aM8PHxyfW5XNTu3bsnvL29xbx588RXX30lfH19RevWrcXatWvl6xTn2Dxr1qxcx2bj88j4/0XJYDAIrVYrXn/9dREQECDCwsJyXOfvv/8WV69eFdevX5fff2TutbbcxuawsDDh7+8vJEkSP/30U5E8bl62b98uJEkSr776qrhz506Wy+bMmSMkScrxPC9Kmf+tyP64CxYsEJIkCV9fX9GvXz/x448/FnkPx2fTlDQ+c2w2jWOzaUobm4mIKH9c3oQUKywsDKGhodBoNHj33XdhMBiwatUq+fC/CRMmoFKlSsV2mOiJEyewZcsWeHt7Y/LkyWjQoAF0Oh0cHBzQqFEjdOjQAb///jvOnTuHjIwMODs7F2nPb7/9hpCQEPj5+WHSpEmoX78+DAYDdDodnJycUL58eWRkZMDJyQmPHj2CEAKVKlWSb1+U283Z2RnlypWDq6srJk6ciIyMDOzcuVPea2XUqFE5to+1Dwc0ruHdo0cPvPnmm/J6mgDwzz//ICwsDD/99BOePHmC8uXLo2PHjujSpQtcXFys1pCZSqVCTEwMTp48ic6dO8PLy0v+HZw/fx579uxBaGgodDoddDod2rdvjw4dOmD8+PFFcnjre++9l2VPnlq1akGn06FChQpo27Ytdu/ejePHj6NXr17FtvfeyZMn4eTkhOnTp6NevXpZns+enp5wc3PDvXv38ODBAwBAnTp1ULNmzSI7XPzUqVNwdHSUX+96vR4qlQpqtRqvvfYakpKSsHbtWpw/fx46nQ5ly5ZFjx49imR73bp1C6mpqRgwYADq1Kkj7+Xk4OCATp06oV69eqhatSq+/fZbBAcHw8nJCRMnTiySlrCwMGzbtg1qtRqzZ8+Go6MjlixZgpCQEADAzJkzi/VQ+uPHj2Pz5s1o0qSJ/LsyGAxwdHRErVq10L9/f5w8eRJ37tyBSqUq8ufznj17sozNDRo0gBACWq0WZcqUQfXq1aHX6+Hk5IT4+Hg4ODigfPnyRdoEPB3znZyc4OHhAb1ej5EjR+Lx48fYuHEjli9fDgAYN24cHBwc5OsXxbYyroPas2dPzJo1K8u/S/Hx8QgLC8OPP/4InU4HlUqFgQMHwsfHB+7u7lZvAZ6OzdHR0Th9+jSeeeYZSJIkX3b+/Hns3bsXmzZtQkZGBgDA398f/fv3x8iRI4tk7Pnvf/+b69js5eWFwYMHY+PGjbhw4QL69etntcfMz/Hjx6HRaDBt2jTUrVs3y9js5eWFSpUqISYmBjExMShbtiwqVqwor9NcFM+jkydPQqPRZHm9G8fDWbNm4dGjR9i9ezdu3bqFVatWwcXFBd27d7dqQ2Ycn/OmpPGZY7NpHJtNU+LYTERE+eOkNymSwWDApUuXcP78efTv3x/Dhw/H48ePkZKSgo0bNyI0NBRA8U1863Q67N27F0lJSVi0aJF8gj/jG1AHBwf07NkTK1euxKNHj5CcnFykk94JCQk4ePAgkpKS8NZbb6Fhw4byoYZOTk6IjY3F6dOn4e7ujnXr1mH//v1Qq9UYOHAgevTogWbNmhXZ9jIYDKhUqRKaNm2KQ4cO4d1338WoUaOgVquxfft2rFu3DiqVCuPGjcP+/ftx6NAhzJ8/36ofvq5evYpz584BeLo9jG+IgacTmVu3bsW+ffug0+nkn+/evRujR4/G8OHD4eXlZbWWzFQqFXQ6Hdzc3OQ/nz59GkuWLMH58+dRrVo11KhRA+fPn8fJkydx/PhxxMbG4j//+Q/UarXVnuerV6/Gjh07MHjwYEyaNAm1atWCEAIODg5wcHBAnz59sHv3boSGhqJ79+7o2LGjxY+Zn7i4OBw8eBCurq7yuv3GD4IPHz7EDz/8gISEBKxYsQIXL14EALRq1Qp9+vTBqFGjrPoBRwiBR48e4X//+x8cHBxQqVIlGAwGeakX4zrnffv2xffff4/Hjx/jypUr2LlzJ3x8fIrkJGoxMTEAIK9Hr1Kp4ODgIP+d69Spg5deegkajQarVq3CkiVLULVqVQwcONCqHUIInD9/Hn/99RcGDx6MIUOGICUlBU+ePMGqVauKfWLFYDDgt99+w+PHj/Hmm2/KY7PxMVUqFVq3bo2KFSvi7t27iI2NLdKT3D169AiHDx9GUlIS3nnnHXlsFkKgTJkyiI2NxalTp1C1alWEhIRg3759cHR0RN++fdG5c2e0aNGiyNpUKhWqVasGb29vnDx5EnPnzsWoUaOg0Wjw3XffYfny5VCpVBg7diz279+PCxcuYPLkyVb9t+zGjRvy2KxSqbIs63T69Gls3boVe/fuzXLY+t69ezF06FAMGzYMTZo0sVpLZjqdDnq9HhUqVMjSk3lsrlq1Km7cuIG//voLf/31F+Lj4zF58mSr/lu6YsUK7Ny5M8ukCvDve41WrVph48aNCAkJQZ8+feDv72+1x86NEAL//PMPDh8+DDc3N3h4eMg/N77X2LFjBxISEhAcHIxz587B0dERXl5eGDlyJJ5//nmrbh+DwYCEhAQcPXpUniQEnr7e1Wq1vCPChAkT8McffyAlJQXh4eHYsmULGjRoUGQnZ+b4nDsljc8cm03j2Gya0sZmIiIqOE56kyKp1WrUqFEDzz//PHr27AknJye4u7tj+PDhUKlUCAkJKdaJ7/T0dFy+fBk1a9ZEQEBAjsfS6/VQq9VwdHREYmIikpKSsuxZbG2VKlWCt7c3WrVqJfcIIaBWq/Hw4UN88cUXePDgARo3bowbN26gefPmOHr0KFavXo0bN25gypQp8PX1LZI244eZRo0a4cSJE0hMTET9+vXx4osvQgiBHTt2YP369bhx4wZOnjyJ6Oho9OnTB0FBQVZr8PHxwbRp07B27Vr89ttvKFu2LF555RUkJSVhyZIluHDhAnr37o2mTZuifPnyuH79OjZt2oSNGzcCAN555x2rn7THuDeRXq9HeHg4EhMT4ezsjNDQUJw/fx4ff/wxunXrBnd3d5w4cQL79u3Dzp078d1336FatWoYP3681Z7fL7/8MoQQePbZZ+U37pnvu2PHjhg0aBB++OEHnDt3Dh07dizyD8flypVDw4YNERERgVu3bqF69erQaDSIjo7G8uXLERYWBj8/P9SsWRPe3t743//+h/PnzyMiIgIA5Ilva1CpVChbtiw8PDwQExOD5ORkqNVqebLbOPnt5uYGg8GAtm3bIj4+Hn/88Qc6duyIUaNGWaUjM+PeZvv27UO3bt3kP2f+O3t4eGDYsGGIj4+X18Bs0aIF6tevb7UOlUoFLy8vDBo0CD179oSLiwtcXFwwYMAAqFQqrFy5slgnVlJTU3Ho0CHUqlULbdq0yTE2GwwGuLm5oUKFCkhISIBWqy2SDiNXV1f4+voiICAALVu2zHVsjomJgZeXFy5evIi6devi/PnzWL16NS5evIipU6cW6eQKANSqVQt//vknkpKSULt2bbzwwgsQQmDDhg1Yvnw5bty4gWPHjiE2NhbPPPMMAgICrPbY9erVw3/+8x8sX74c+/btg4uLC6ZPn45Hjx5h0aJFuHTpEnr27ImmTZuiatWqOHbsGH766Sds374dKpUKb7zxBipXrmy1HqOMjAxkZGTgypUrePToEVxdXbFlyxZ5bO7SpQuqVKmC48eP448//sCGDRsQHBwMd3d3jBw50modgwYNghAC/fv3l8fmzJ599lns378fv/zyC/bt2yc/V4rq9aVSqVCpUiXUr18fERERuHTpEtq3bw9nZ2f5BMPXr19Hs2bNUKNGDfTr1w+XLl3C1atX8dFHHwEAnn/+eav1qNVqVKxYEdWrV0dMTAzi4+NRo0YNebLbOAGl1+uh1WrRsWNHJCYm4uTJkzh79qy8Z6+13ytyfM6dksZnjs2mcWw2TWljMxERFYK110shsqaYmBj5v41rEMbFxYkVK1aI9u3bi5YtW+ZY41un0xVJy40bN8QPP/yQ62UGg0Ho9XoxevRoIUlSlvUArb12YuZ16h4/fpzlskePHsnrzb366qsiIiJCPHnyRAghxKFDh8TQoUNzrClpbca+3bt3C0mSxMGDB+XLIiMjxaJFi0SzZs2Ej4+PkCRJhIaGCiGst50yb5/ff/9dDB48WPj6+oq33npLXjty27ZtOW733XffyWtg/vLLL1ZpyU6v14sxY8aIVq1aiWvXronY2Ngsv4/M2yAiIkK89957wtfXV7zyyitCq9VapSH7mpB5rXu4ceNGIUmSaNOmjfj777+t8tj5effdd4UkSaJTp05i4cKF4ptvvhH9+/cXkiSJ1157TaSkpMjb6NSpU2Ly5MnCx8dHjB8/PstajtbyyiuvCEmSxIgRI0RcXJwQ4un2M26zEydOiKZNm4pff/1V/Prrr0KSJNGlS5cs45a1XLt2TXTs2FF06dJFnDx5UgiR92vm9OnTYsCAAcLX11f8+uuvVm/R6XTi4cOH8p+N2yMuLk6sXbtWBAYGCl9f3xxryBbV2Hzr1i2xceNGk72jRo0Svr6+RTo2G2m12hxjc3x8vPz8njhxorhz545IS0sTQgixf/9+MXr0aOHr6yuWL19eJE1C/Pt7+uGHH4QkSWLfvn3yZffv3xfLli0Tvr6+okmTJkKSJLFr1y4hhLDa7y3zmrB//PGHGDRokPD29hbTpk0TL7/8spAkSezYsSPH7Yzr5zdt2lQcOnTIKi3ZGZ8jbdq0ERcuXBC3b98WkiSJVatWCSGyjptRUVHi/fffF5IkiZdeekkkJCRYrUGIvJ+Xxp9v2bJFSJIkevXqJY9LRbkOslarlZ+7/fr1E/PnzxchISFiwIABWcZmo9OnT4sZM2YISZLEqFGjxP37963ak5aWJkaNGiUkSRLjx4+Xf67T6eRtePr0adG8eXOxY8cOsWPHDiFJkujatavVflfZcXzOm5LGZ47NpnFszrtBCOWNzUREVDD8+pEUSfz/Uh3VqlWT/2z8ttzd3R3Dhg3Diy++iDJlyiA0NBTffPMNEhISoFKpoNFoIITA4cOH8fDhQ6s1eXl54bnnngOAHGcMN67zazy0NfPeRsbuu3fvWqUj814yZcuWzXJZUlISIiMjERQUhJUrV6JevXpwdXUFAHTu3Bljx44FAGzduhWJiYlFcvZ1Y5+vry8cHR1x+/Zt+bJatWqhVq1acHBwgF6vl/eGSk9Pt9rZ6Y3LXABAjx498Nprr6FJkyb46aefcOzYMcyZMwdDhw6Vr29c+mTMmDEYM2YMgKeHbAI5f8+WUqvVaN68OR4/fowZM2bg0KFDcHd3R2BgoHwdY3u9evXQp08fODg44MiRI7hz545VGozPTaO89ngbNWoUWrduLa+Nqtfri+T5Avz7d54/fz66dOmC2NhYrF27Fp9//jlu374NX19fLFiwAC4uLvLvJDAwEMOHD4ejoyOOHTuW5XlmKeNjjB8/HjVr1sS5c+cwZ84cxMXFwcHBASqVCvfv38dHH32EatWqoWXLlnj22WfRu3dvxMXFIT093WotRrVq1YIkSYiKisKyZcuQlJQk732eXevWrdGlSxfodDps27ZNXl/WWjQajXwki8i05567uzsGDBiA1157DWXLlkVISAiWLFmCjIwMqNVqeQ/5w4cP4969e1Zp0ev1aNCggbx3fW5/T+M2ynxZ5rH5/v37VmkxcnJyyjE2p6en49q1a2jTpg1WrVqFunXrykeTdOvWDQMGDIBOp0NoaCiSk5Ot2mNk/D3Vq1cPGo0GsbGx8mWenp6oVq0anJ2dYTAY4OLiIi//pNFocn2emfv4jo6OaN++PaZNmwZfX1/s3bsXR48exZw5czBkyBD5+sbX0WuvvYYBAwYgIyMDW7ZsgRDC6mMz8PTw9EePHuGzzz7D9evXUa5cObRo0QJCCPm5CwA1atRAjx49UL58eVy4cAEJCQlWeXzjY+S1Z6Dx53379oWXlxfu3LmD7777rkiPchP/v4zJzJkz0bFjR9y7dw8bNmzAvHnzEBYWhiZNmmDhwoVwcXGR/y1t3bo1BgwYgPLly+PSpUuIj4+3ao+zszOmT5+OChUq4NixY5g+fTrS0tLko3Du37+PuXPnwsPDA126dMGQIUPkf1es8drK7d9BW47PmXuMz1Vbjs+Ze3Q6nU3H5+zbxtZjc17voWw1NmffPrYem/PaPrYam409ShybiYio4DjpTYqU/U1C9j/nNvG9evVq+dDI+fPn49VXX8XOnTuL5MNxbm98DAaD3Jn5DSkAbNiwAf369cP+/fut3pKZp6cnPvzwQ6xZswbAvx8mjG/c2rVrh+rVq8t/h6J8M1a2bFm4ubnhwoUL8s/279+P1atXIyUlBe3bt0dGRgaCg4OxceNGeeLbGrJPfL/yyivw9/dHjx495C8ujBwdHeXt1LhxYwCQP9hYc/sYeyZNmoRmzZohIiICS5cuRXx8vPy8zf47adeuHXx8fAAgy7rkRc24PXr06AHg6fqJxud3UX1RotPpoFarsXz5cixbtgzvv/8+vvvuO3Tt2hVeXl7yeo7GdVIBoEOHDvD29gYAPHnyxGo9xudhkyZNMGTIEHh4eODAgQMYNmwYZs+ejenTp2PUqFGIjo7Giy++KJ/sqUGDBtBqtVafRBVCwM3NDXPnzkWVKlVw7tw5TJs2TV5uJfMYZ/xv46STcWmWolz+ILPcJlY+//xz+fKPP/4Yr776Kvbs2WOVidTMH3iB3MdmBwcHODo6QgghP6bxduvXr8cLL7yAo0ePWtxiSrVq1fD111/ju+++AwD5pKjG53Lnzp1RvXr1InuNGQkhUK1aNbi5ueH06dPyzw8cOICVK1fiyZMn6NixIzIyMvDZZ59h/fr1AHJuZ0sZJ1cmT56MFi1aoHPnzjnWN3ZycpJ/X8bzChjHIWs/nzUaDV588UXUrFkTZ8+exUcffYTk5GSUKVMm15PrBQYGonbt2khNTUVSUpJVW0zR6/UoV64cXnrpJTg5OeHy5cvyBFRRjc16vR4eHh5YtGgRFi9ejHfffRfr1q1D79694evri/Lly8sTZpnfa9SqVQtarVY+8bC1egDA29sbEydORIUKFbB3716MHDkSb7/9Nt5++22MGjUKMTExGDNmjPylf7NmzaDT6RAVFWW1BiPjeTpsNT5n7sk+fthifM78mJn/vQaKf3w2tW2MinNszv77yD7pXNxjc/bto9frbTo2Z98+xnOp2GpsNvX7yq64x2YiIio4rulNdss48Q08nVQ2riuXlpaGzZs3o2LFiujfv3+xrKdm/CBjfPOZeYJy8+bNWLlyJZycnLKcebwoaDQa+URBmU+8Z/zvR48eITExEYGBgShXrlyRtnh6eqJRo0YIDw8HABw6dAjz5s1DTEwMPvvsM/To0QNLly7F7t27sWTJEri6uuKFF16w2uNnPrFhr1694ODgACcnp1z/3sbtY9xetWvXlu/Dmj16vV5eJ/Gjjz7C3bt34eDggJMnT8Lf318+waVxfdL09HQkJCSgbt26RXryveyM26FTp074+uuvcfr0aWzatAljx44tsi9KjHv/azQa9OrVCwDw+PFj/O9//5M/cGVkZMgfjlUqFbRaLRISElCrVi00atTI6k0VK1bE0KFDUbFiRWzevBnh4eHYtWsXAKBFixaYMGECnn/+eXmvMEtfUykpKXB1dc2xd5DxuVO7dm18+umnePfdd3HixAlMmDABwcHB8sQOAHl9VkdHR2RkZMgT8tbsyY9xYgUAVq5ciU2bNsmvx02bNqFChQro379/oT+sm9tj/CCuUqmyTEBt3rwZq1evxpMnT8xaV7ewPcbXsPF5Dvy7J6bxXBCtW7eWj4Apih7jCdPq16+Pv//+GwDwxx9/4OOPP0ZMTAw+/fRT9OnTB19++SU2b94sH2ExfPhwq/cYJ1eME2PZ98AE/p0sSE1NBQD5S1tzmOrR6/WoUqUKPvnkE0yfPh3x8fFQqVT46aefULduXVSsWBHAv2OzTqeTnzd16tSxek9ejM8bHx8fODk54dixY/j5558xZMgQi8fmvHqME7cVK1ZE9+7dATz9Yvj1119H3759Afz7b6jxtsbtU6dOHfmLSWv1AE/PpzBw4EBUrFgRS5YswdWrV3H16lUATye4jWOz8UR/ZcqUkf8u5rp69Sru3LmDS5cuwcvLC40bN0bTpk3h4OCAjIyMYh+f8+rJ76TORTU+m9tTFONzYVuKemwuSE9xjs159Rj3HC/usTmvHrVajYyMjGIfm815Lhfl2ExERJbhpDfZNXd3d3nSac2aNdiyZQtSU1NRtWpVbN26FZ6envIboaJknFg3/r/xjfGmTZuwbNkyODk54ccff0TNmjWLpSdzS+bJ79WrVyM1NRXt27eXLyuKLwWMbwrr1KmDiIgIrF27Fhs3bkRMTAw+/vhjeW/r0aNHIyUlBWfOnEGXLl2s3pH5DWq3bt1y9AFPt4FxWZrffvsNGo0Gbdu2lS+z5vYx/h78/f0xadIkLF++HHfv3sX3338PX19fdOjQAeXLl5efH2vXrkVERAQGDBiQ5YNzcRBCoF69enj99dexaNEinDt3DiNHjrT6CT4zy/4h2/haMS5V5OHhIU986/V6fPPNN7h79y769+8Pd3f3Imny8PDAiBEj0KdPH+zdu1c+vL5z586oUKFCluY//vgDNWvWRNOmTQv9OIsWLUJycjKmT58Od3f3XCeeAKBt27b473//i/nz5+P48eOYOHEiZs2ahfr168PNzU1+7uzcuROpqalo1qwZABR6oji/nvy4u7ujb9++cHJykj+kp6enZxmbM08wFGWPXq+XlxAwfnjPPDb/+uuvqFmzZrH1ZP4yUq1WQwghHwHToUMHAEX3+zL+HevWrYtjx45h1apV2Lx5M2JjY/Hxxx9j0KBBAIAXXngBKSkpOHz4MJ555pkCdxS2x8nJCe3atcsx0WTcPsbn8759++Dg4GD2v10FfX0FBARgzpw5+Oijj/Do0SMcPXoUTZs2xTPPPINKlSrJPevXr8edO3cwaNCgXCeErLV98uLj44NXXnkFX3zxBfbt24euXbuiYsWKZk+u5NeTfVsbX0uXL19GQkICKlWqlOX5vGbNGty9excDBgwwa2wuyPapXLkyhgwZgqCgIBw9ehRpaWlwc3PDM888g/Lly2d5Lf/vf/+Dp6cnmjRpUugWAAgODsb27dvlZSfUajXc3Nwwb9489OzZU34PUVzjc349+d2XtcdnS3qsPT5b0lIUY3NBe4prbM6vx/glV3GNzQV5bQkhim1stvS1Ze2xmYiIrMDEet9Eimc8CU9cXJx8EslOnTrJJ04qqhPz5OWVV16RT8azdetWERAQIIKCgkRkZKRNejI/3rp164Svr68YMWJEkZ3Mych44pbt27cLb29v4efnJyRJEtu3b5evYzzxS1RUlEhMTMzRWxyMj2cwGMTq1auFJEli7Nixck9RSk5OFr/99pt8MrB27dqJBQsWiD/++EPcuHFDfPzxx8LPz09069ZNxMbGyp3F7cSJE/Lv78iRI8X++MbX9YABA8Tdu3fF48ePhcFgEMuWLRMtW7YUPXr0KPLtk9f9Gp/DBoNBfPvtt0KSJPHuu+/KJ8EqqPnz5wtJkkRQUJBYtGhRlhPz5kar1YoDBw6IoKAgIUmS6N27t/jggw/E8ePHxbVr18TixYtFQECA6N27d5YTmhVVT26Mr62HDx+KMWPGWDQ2W9qj0+nESy+9JPz8/MT169dFaGioaN26tdljszW3j8FgkMfmUaNGmTU2F6Yn89js4+OTY2zOfBtzx2Zrb59Vq1bJJy00Z2w29/XVvn17+QSIH3zwgThx4oS4evVqlrHZeNLawvzdLN0+xuudOXNGBAUFiYCAAHH+/PkCP741eh4/fiz/2zVmzBhx7949kZiYKPR6vfjyyy+Fv7+/2WNzYXryOrFc5hPPffvtt8Lb21v85z//MeuE0HPmzJFPUrx48WLxzjvvyP8uSZIkjh8/nuX6RT0+F7YnN9Ycny3tseb4bM1tY42xuTA9xTE2W3v7WDo2m/vaKqqx2dLtY+2xmYiIrIOT3mS3jG8u9Hq9WLJkiU0nvPV6vTAYDOLVV18VkiSJOXPmiLZt29p0wjuzr7/+WgQGBopnnnlGREVFyc1FLTw8XHTt2jXPCe/MbHmG81WrVonAwEDRuXNnER0dLYQonu2j0+nE3bt3xcsvvyy/qc78v0GDBtnsC5zMjJMQs2bNKrYO4/Y/cuSI6N27t5AkSbRt21b07dtX9OzZU0iSJHr06CH+/vtvIYTtto9erxcrVqwQrVu3Ft27dy/0B61du3bJv+/AwEDh7+8vFi5cWKCJp1u3bonhw4fLH44z/69fv35mbRtLeowyX2fx4sUWjc3W6BFCiIkTJwpvb2/x4YcfiqCgILPHZmv1GFk6Npvbc+XKFdG3b18hSZLYtm2b/HNLx2Zrb59Vq1aJ1q1bmz02W9ITEREhRo4cKVq1amW1sdna2+ett94SkiSJmTNnCoPBUOjbm9Nj3P6nTp2SJ5969OghevfuLXr16iUkSRLdu3cv1vEnry94li9fLo/N5kzAf/nll0KSJDFjxgxx69Yt+e9/7do1MWXKFPmLTr1en+PvWRTjc2F68nqdWHN8tkaPENYZn63VYmTp2GxuT1GNzdbePpaOzZa8topibLb29rF0bCYiIuvh8iZkt4yHis2fPx+bNm2Cp6cnNm7cWOjDMq3BeCif8fC6HTt2wN3dHVu3bkWtWrWKvQcAkpKScObMGWzevBmnTp1CgwYNsHLlStSoUaPYeho2bIhFixbh0aNH6Nq1K4Cnh0jmduhjcR/69/jxY1y+fBkbNmzAkSNHULduXaxevRrVq1cvtu2j0WhQp04dfPvttzh06BCuXLmCiIgIuLm5wd/fH506dYK7u7tNnj/Av4eptm7dGn/++SemTZtWbB3G54i/vz9mzpyJlStX4sqVK/Ia53379sWsWbNQtWpVm2wfvV6P+/fv46233sLFixfRqFEjrF69GtWqVStwT1hYGEJDQ6HRaPDuu+/CYDBg1apV2LZtGwBgwoQJqFSpUq6HUxsMBvk1ffbsWRw9ehT379+Hm5sb/Pz80K9fP1SuXLlQ28aSnsyMl82ZMwfbt29HjRo15DHaFj3i6Rf8EEJg8+bNqFKlilljs7V64uPjceHCBWzduhVHjx5Fw4YNzRqbLenx8fHBW2+9BZVKJR8ib+nYbK3tk5iYiOvXryMkJAR//PEH6tSpY9bYbOnrq169eli+fDkuXryII0eO4OHDhyhTpgwCAgLQpUuXQo/N1to+xj61Wo0BAwbgzp07mDlzZqH/DTW3J/PY/Mknn+DDDz9EVFQUdDqdRWOzJdsn858NBgPu37+PadOm4fr166hfvz5Wr15d6J4TJ05gy5Yt8Pb2xuTJk9GgQQN5ya1GjRqhQ4cO+P3333Hu3DlkZGTI64cbG6w9PlvSk9u2snR8tlaPNcZna7VYa2y2pKcoxmZrbR9rjc2WvrasPTZba/sY+ywdm4mIyLo46U12r2zZsvJZ6G0x4Z2ZcdK7WrVq2LhxY6HXibWm9PR0rF+/HmfOnMHzzz+PadOmwcPDo1h7hBBo2bKl/OeiWkPcHElJSVi+fDlOnz6NPn364N1337XJBKrx8bp06YIuXbrkePzMa7IXN+PvKigoCG3atEH58uWLffuULVsWPXr0wDPPPIM///wTWq0WTZo0Qfny5eHi4mKz15dGo0FMTAyqVq2KYcOGYcqUKYV6fRkMBly6dAnnz59H//79MXz4cDx+/BgpKSnYuHEjQkNDAZieeMp8crnu3bvL651nfoyCbhtLe/K6T41GY9aEijV7DAaDfJmnpydCQkIKPTZbs0etVmPBggW4e/cuhgwZgunTpxd6bLakx/jfnTt3lu+vIL/P4to+Wq0WH3zwAW7fvm32BKq1Xl8VKlRAx44d0bFjx1wfw1avL+PY3LRpU6xduxblypUr1PlCrNHj6OiIZ555Btu3b8etW7cQHx+PFi1aoEKFCnB1dbXZ6wsAEhISULlyZQwaNMis9z46nQ579+5FUlISFi1aJJ8g3Lh9HRwc0LNnT6xcuRKPHj1CcnJylokwa4/PlvbkxpLx2Zo9lo7P1myxxthsSU9RjM3W3D7WGJut9dqy1ths7deWpWMzERFZH0dgsnszZszAhAkTbPrGwvimdNiwYUhMTMS8efNsOuENAFWqVMHixYtx+/ZtNG/evNAfQq0h+xt1pUx4A08/XL3//vsIDw9HUFAQ3NzcbPL7yv542f9s620mhJBPoimEsMnzWa/XyydVyt5mq9cXAAQGBqJhw4Zwc3ODs7NzoZ4/arUaNWrUwPPPP4+ePXvCyckJ7u7uGD58OFQqFUJCQgo0MQf8+2VS5gmVzJcXV4+RsWf+/Pl45513UKFChUK/tqzZo9FoMHbsWDx48ABfffWVWWOztXqEEKhYsSJCQkJw/fp1tGrVyqyx2ZKe3LaRpXuiWfP3VbVqVQQHB+PSpUvo1q2bWWOzNV9feXXa6vWVWcWKFeXGwrz3sVaPwWBA5cqVUbly5Sw/L+zYbM3to1ar0bRpUyxatAguLi6FHpuBpzsNXL58GTVr1kRAQECOx9Lr9fKYm5iYiKSkJFSpUiVHh3FbqFQqi8Zna/QYGW9ryfhszR5Lx2drtVhrbLakpyjGZmv+rqwxNhfFays7W722MjN3bCYiIutTCSGErSOIrMHSvSGsQafTyWc9V9o3+0rYPkqmpL3QSfms9XqKjY1FtWrVAPz7HIyPj8e2bdsQEhKCtLQ0DB8+PMtET1Hu/W+tnszjnyXbyprbJz093eKx2Ro92beHUraPNRRFjyVjc2nYPuwx3WPu6+vmzZu4du0annvuuVzvUwiBl156CWfOnMEvv/yChg0bZum29PGLsifzNrP19jFOmloyPlurJfve+LbeNkp77mT/3Zg7NpfU7cPPWUREysQZHip2xu9ZrP19i7lvNKzZ4+DgACcnJ/m/bd2TmRK2jzUUVY+5kyqlZfuYq6T2WPrBxvj4xgmezGt2uru7Y9iwYXjxxRdRpkwZhIaG4ptvvkFCQgJUKhU0Gg2EEDh8+DAePnxoUUdR9WQe/8zZVkWxfSwZm63ZY2o9Ylv0WENR9pgzNpem7cMe0z3mjtVeXl7yJJjBYMhxn5mPrjGOKca9QgHg7t27Fj1+UfZk/pLA1tvH2GLJ+Gytlux749t62yjtuZP9d2Pu++aSun044U1EpEyc9KZiY3wjYXxTkNth3+beJ3vYwx722FNPfhOfuU30rF69GlqtFsDTE/i++uqr2Llzp0Ud7GEPe9jDHtNym9zLvBa1TqcD8O8E7oYNG9CvXz/s37/f6i3ssZ8W9rCHiIhsTzlrL1CJZjx88cmTJzh37hzCwsLw+PFjtGjRAnXr1kXDhg2hUqkKdahc5uuePXsWbm5u8Pb2Zg972MMeRfcUlHGiB3j6wWr79u1QqVRIS0vD5s2bUbFiRfTv37/YluVhD3vYwx72/PuFp3HiKyMjQ75s8+bNWLlyJZycnCBJUpG3sMd+WtjDHiIiKn6c9KYiZ5xwio+Px7Rp03D27Nkse1XWqVMH06dPR58+fcyacNq5cyc+++wzdO/eHXPnzs33jPXsYQ972GOrnsJyd3fH888/DycnJ6xZswZbtmxBamoqqlatiq1bt8LT07NYzx/AHvawhz2lvcc4/hv/v3z58gCATZs2YdmyZXBycsKPP/6ImjVrssfGPUpqYQ97iIio+HFkpiIlhIBGo0FCQgJGjRqFyMhI9OvXD8OHD0dkZCRu3bqFb7/9FjNnzoQQAn379s33PjNPOO3evRtffvkl0tLS8OKLL+Y74cQe9rCHPbbqMUdGRgaqVKmCgQMH4tChQzhz5gyqVauGLVu2wNPTE3q9vlg/ZLGHPexhD3ueMj5eamoqQkND8cUXX8DZ2Rlbt25FzZo12aOgHiW1sIc9RERUfDg6U5FSqVTQarX46KOPEBERgWnTpmHChAlwcHBAQEAAMjIy8P3330OlUiEsLAy9e/fOcoKd7LJPOC1evBhpaWnYtm1bgQ4tYw972MMeW/UUlhACjo6OMBgM+O6773Kd4DHVyx72sIc97LE+4xq/Go0GOp0O3333Hfbt2ydPgtWqVYs9CulRUgt72ENERDYgiIrY3bt3RWBgoBg/frzQ6XTyz5OTk0W/fv2Ej4+PWLFihUhJSRFCCKHVanO9H71eL//3rl27RFBQkGjVqpUICwtjD3vYwx676DHHRx99JCRJEl26dBH3798XQogsf5fixh72sIc97BHijTfeEJIkiSZNmoigoCARGRnJHoX2KKmFPewhIqLiUzxnn6FS7fLly0hMTESvXr3kb8JTUlIwYsQIREREYMqUKRg3bhxcXFyQnp6OEydO4MaNG1nuI689LDdt2lToPSzZwx72sMdWPeYoW7YsypYti5CQEJvsYcke9rCHPezJybicQbVq1RAaGmrzvT7ZYx8t7GEPEREVI1vPulPJt2vXLiFJklixYoUQQojExETRr18/4evrK1asWCHS0tLk6z548ED07t1brFu3Tv5ZbntYtmzZ0uw9LNnDHvawx1Y95jAYDCIpKUkIIURGRkaxPW5e2GMae0xjj2nsMU0JPQaDQQghxLFjx8TYsWPF33//LYSw3V6f7LGPFvawh4iIih/X9CarEUJApVLJfzZ+A167dm0AwO3bt6HX6zF69GhERERg8uTJGDduXJaTvy1atAiRkZFo1KiR/DPjHpbbt2/H119/jdTUVGzevDnfPSzZwx72sMdWPdakUqlQrlw5CCEUcaIk9rCHPewpzT3Gf2sCAwMREBAAJycn6HQ69iiwR0kt7GEPERHZQDFPslMJZfzGOz09XTx48CDLZdHR0aJz585CkiQRFBQkfHx8xOrVq0VycrJ8HYPBINauXSsCAgLEtGnTslwmhBD37t0TQUFBwtvbW1y/fp097GEPexTbY9wzyPj/tsYe09hjGntMY49p7DGNPXlTUosQ7MkPe4iISIk46U0WM044JSYmis8//1yMGzdO7NmzJ8t1Dhw4IJo0aSIkSRJjxozJcR/BwcEiICBAPPvssyI2NlYIkfNNyi+//FKgJQXYwx72sMcWPZmXQsmNOR+88rtPS27LHvZYclv2sMeS27KHPfbQUpDbsoc9RESkXCohhLD13uZkv4xLCMTHx2PSpEk4f/48fHx8MHv2bLRo0QKOjo4AAJ1Oh82bN2PBggUwGAwYNGgQmjZtCgA4cOAAjh8/jtq1a2P9+vWoWbOm2ScHYQ972MMeW/QYb/PkyROcO3cOYWFhePz4MVq0aIG6deuiYcOGALKeFDM/ma979uxZuLm5wdvbmz3sYQ972MOeEtmjpBb2sMfSHiIiUgBbz7qT/TJ+6x0XFyd69uwp/Pz8xGeffSa0Wm2u109NTRV79uwRbdu2FZIkyf9r3769mDlzpoiJiRFCmH9yEPawhz3ssUWP8TZxcXFi9OjRwtvbO8tj9OjRQ/zyyy9m/f2EEGLHjh0iMDBQzJ49O8uJN9nDHvawhz3sKSk9SmphD3ss7SEiImXgpDdZ5PHjx2L8+PHC29tbrFy5UmRkZOS4Tm7r4x45ckSEhoaK77//XkRGRoqUlBQhhOVnw2YPe9jDnuLsMR4mGx8fL3r37i18fX3FW2+9Jc6cOSN27dolFi1aJH/g+vnnnwt0n5k/ZO3atUt06tRJNG/eXFy7do097GEPe9jDnhLXo6QW9rDH0h4iIlIOTnqTRU6ePCmaNm0qpkyZkuXn6enp4sSJE+LTTz8Vo0ePFh9++KG4du2aSE9Pz/O+rHGiEfawhz3sKe6etLQ0MX36dCFJkli+fHmWyff09HQRFBQkOnToID7//PN8J9azf8gKCgoSrVq1KtD65uxhD3vYwx722GuPklrYwx5Le4iISBk46U0WWbdunZAkKcvhYikpKWLOnDkiMDAwy2Fl48aNk5cQKKoTgrCHPexhT3H33L17VwQGBorx48dn+SCVnJws+vXrJ3x8fMSKFSvkPcrzWoLFWh+y2MMe9rCHPeyxtx4ltbCHPZb2EBGRMhTsDA5EefDw8AAA7N+/H2FhYfj+++8xZMgQbNu2DTVr1sSqVasQHByMBg0a4Pjx49i3bx8AFPjkIexhD3vYo/Sey5cvIzExEb169ZJPgJmSkoIRI0YgIiICU6ZMwbhx4+Di4oL09HScOHECN27cyHIfmU+UtHv3bixevBhpaWnYtGkTJEliD3vYwx72sKdE9yiphT3ssbSHiIiUwcHWAWTfmjdvDm9vb/z666/4/fffodPpUK9ePUydOhVjx46Fq6srACAuLg7vv/8+dDode9jDHvaUqB6tVgsAiI+PBwAkJSVh1KhRiIiIwOTJkzFu3Dg4OzsDABITE7FgwQIMHz4cjRs3BpD7h6zU1FRs3rzZrA9Z7GEPe9jDHvbYW4+SWtjDHkt7iIhIGTjpTfkSQkClUuX6s9q1a2Pp0qXYunUr7t+/j4YNG+K5555D3bp14eDw79Pr6NGjKFOmDPz8/PK8T/awhz3sUXJP9tvp9XpoNBrUrl0bAHD79m3o9XqMHj061w9ZALBo0SJERkaiUaNG8s+MH7K2b9+Or7/+usAfstjDHvawhz3ssbceJbWwhz2W9hARkcIVyaIpVGIY10RLS0sTN2/eFHv37hV//vmnvDZufgwGg1i3bp1o2bKleO2110RycjJ72MMe9thdj7ElPT1dPHjwIMtl0dHRonPnzkKSJBEUFCR8fHzE6tWrszyewWAQa9euFQEBAWLatGk5Wu7duyeCgoKEt7e3uH79OnvYwx72sIc9Ja5HSS3sYY+lPUREpHyc9KY8Gd9YxMfHixkzZoj27dsLSZKEj4+PGDFihNi2bZt83fT09FzvIzg4WAQGBopu3brJE1UGg4E97GEPe+ymx9iSmJgoPv/8czFu3DixZ8+eLNc5cOCAaNKkiZAkSYwZMybXloCAAPHss8+K2NjYXFt++eWXAp0oiT3sYQ972MMee+tRUgt72GNpDxER2QeVEELYem9zUh7joWLx8fHyemh+fn7w9/fHo0eP8MMPP8DR0RETJkzA5MmTAfy7Flp8fDyuXr2KdevW4cSJE/Dy8sKKFSvg6ekp3y972MMe9thDT+aWSZMm4fz58/Dx8cHs2bPRokULODo6AgB0Oh02b96MBQsWwGAwYNCgQWjatCkA4MCBAzh+/Dhq166N9evXo2bNmlbZNuxhD3vYwx722EOPklrYwx5Le4iIyI7YetadlMf4jXdiYqIYOXKk8PPzE8HBwSIjI0MIIcS1a9fE4MGDhSRJQpIksXz58iy3j46OFl27dhXNmzcXc+bMkQ8/M35Dzx72sIc99tCj1+uFEELExcWJnj17Cj8/P/HZZ58JrVab6/VTU1PFnj17RNu2beU+SZJE+/btxcyZM+W9zc3dNuxhD3vYwx722FuPklrYwx5Le4iIyL5w0ptylZGRIRYvXiyaN28uFixYIC8fEBYWJqZMmSIkSRKvvPKK/EYiODg4y+1v374tTpw4IVJSUoQQlr+xYA972MMeW/Q8fvxYjB8/Xnh7e4uVK1fKk++Z5bYm5JEjR0RoaKj4/vvvRWRkpNW2DXvYwx72sIc99tajpBb2sIcT3kREpQcnvSlXUVFRomfPnmLo0KHyN+zh4eFi+vTpQpIksWDBAiGEEKtWrRKSJAlvb2/x5Zdf5npf5q7pyx72sIc9tu45efKkaNq0qZgyZUqWn6enp4sTJ06ITz/9VIwePVp8+OGH4tq1a3muL26NFvawhz3sYQ977LFHSS3sYQ8REZUeDrZeXoWUQQgBlUol/zk9PR1t2rTBkCFDoFar8c8//2Dr1q3Ys2cPXnzxRcyaNQsA0KpVK1SoUAFJSUlYvnw50tPT8eabb2a578z3yx72sIc9Su/J7Nq1a8jIyEDv3r3ln6WmpuLTTz/Fb7/9hsTERADAmTNncOfOHXz66aeoVq2avMa4NVvYwx72sIc97LHHHiW1sIc9RERUeqjzvwqVdHq9HiqVChkZGbh//z4AoG7dunjttdfQuHFjAMCdO3fwww8/oHfv3vjvf/8L4OmJ41q2bInatWujffv2EEJg69atePz4MXvYwx722GVPdh4eHgCA/fv3IywsDN9//z2GDBmCbdu2oWbNmli1ahWCg4PRoEEDHD9+HPv27QOAHB+y2MMe9rCHPewprT1KamEPe4iIqPTgnt6lnE6ng4ODAxITE/HVV1/h8OHD6N+/P6ZOnQpPT0/5ehs2bEBSUhL69esH4OmemE5OTkhNTUVkZCRGjBiB0aNHQ5IkuLm55dhzkz3sYQ97lN6Tm+bNm8Pb2xu//vorfv/9d+h0OtSrVw9Tp07F2LFj4erqCgCIi4vD+++/D51OZ5XHZQ972MMe9rCnpPQoqYU97CEiotKDk96lmF6vh4ODA+Li4jBhwgRcv34d/v7+aNGiBbRaLZydneXrarVaqFQqlClTBgDg5OQEg8GANWvWQK/Xo379+mjZsqV8vxqNhj3sYQ977KInt0ly489q166NpUuXYuvWrbh//z4aNmyI5557DnXr1oWDw7//hB49ehRlypSBn59fnvfJHvawhz3sYU9J7VFSC3vYY2kPERGVEIVeBZxKBONJPB49eiT69+8v/Pz8xBdffJHn2awXLlwoJEkS48ePF+fPnxdpaWkiODhYtGvXTgwfPlwkJiayhz3sYY/d9RgfMy0tTdy8eVPs3btX/PnnnyImJqbAf5d169aJli1bitdee00kJyeb3cIe9rCHPexhjz32KKmFPeyxtIeIiEoOTnqXYunp6WL+/PlCkiSxdOlSkZGRIYQQWSaejJNTt2/fFi+99JKQJEn4+PiIoKAgIUmS6N69u7h//74QQgi9Xs8e9rCHPXbTY3ys+Ph4MWPGDNG+fXv5MUaMGCG2bduWpTc3wcHBIjAwUHTr1k3+cGbsZg972MMe9rCnpPcoqYU97LG0h4iIShaVEELYem9zso3Hjx9jzJgxePLkCX799VdoNJpcz3INPF0y4MqVK9iyZQv27t0LLy8vNG7cGFOnTkXVqlXNXuKAPexhD3ts0WO8TXx8PEaNGoWIiAj4+fnB398fjx49wg8//ABHR0dMmDABkydPBgC5Lz4+HlevXsW6detw4sQJeHl5YcWKFfD09LRouRf2sIc97GEPe+ypR0kt7GGPpT1ERFQC2XrWnWzn5MmTQpIkMXbsWCGEEFqtNs/rZt6LMjw8XKSlpcnXz2tJAvawhz3sUWKPce+fxMREMXLkSOHn5yeCg4Plvc2vXbsmBg8eLCRJEpIkieXLl2e5fXR0tOjatato3ry5mDNnjnjw4IHZLexhD3vYwx722GOPklrYwx5Le4iIqGTipHcpdvHiReHj4yPGjBkj/yz7oWDGNw7Hjx8XX331VY77sOahY+xhD3vYU1w9GRkZYvHixaJ58+ZiwYIF8iGzYWFhYsqUKUKSJPHKK6/IH7aCg4Oz3P727dvixIkTIiUlJUsre9jDHvawhz2lpUdJLexhDye8iYgoO056l2L3798XgYGBwtfXV+zfv1/+uXEiKfPelePHjxddunQRf//9N3vYwx722H1PVFSU6Nmzpxg6dKj8WOHh4WL69OlCkiSxYMECIYQQq1atEpIkCW9vb/Hll1/mel/W+DKAPexhD3vYwx5761FSC3vYQ0RElF3OxVOp1KhRowaee+456HQ6/PjjjwgLCwMAqFQqpKenQ61WQwiBlStX4tSpU+jUqRM8PDzYwx72sMfuekS201ekp6ejTZs2+O9//wu1Wo1//vkHW7duxZ49e/Diiy9i1qxZAIBWrVqhQoUKAIDly5dj8eLFOe5bpVKxhz3sYQ972FPie5TUwh72WNpDRESlQDFNrpNCRUZGin79+glJksTUqVPFwYMHs1y+YsUKERAQIPr16ycePnwohCjab9LZwx72sMfaPcbDXdPT07PsLX7//n35kNgzZ86I1q1bi2nTpsmX6/V6YTAYxJAhQ8T48eOFJEkiICBAJCcnF7qBPexhD3vYwx577lFSC3vYY2kPERGVDpz0JhEeHi769u0rJEkSzZo1E+PHjxevvvqqPBnVo0cPcf/+fSFE8ayVxh72sIc91uoxnhDp0aNH4uOPPxbdu3cXy5Yty3E949qR+/btE0L8e2LNlJQUERgYKHbs2CEOHjwot5j7ZQB72MMe9rCHPfbWo6QW9rDH0h4iIio9HGy9pznZXsOGDbFixQqsX78eP/30E44dOyb/fMiQIZg+fTo8PDyg1+uh0WjYwx72sMcuevR6PRwcHBAXF4cJEybg+vXr8Pf3R4sWLaDVauHs7CxfV6vVQqVSoUyZMgAAJycnGAwGrFmzBnq9HvXr10fLli3l+zVn27CHPexhD3vYY289SmphD3ss7SEiolLG1rPupBx6vV5ERkaKM2fOiD/++EPExcWJ1NRUIYRtzobNHvawhz3m9hj3/nn06JHo37+/8PPzE1988UWe97Vw4UIhSZIYP368OH/+vEhLSxPBwcGiXbt2Yvjw4SIxMdH8vxx72MMe9rCHPXbYo6QW9rDH0h4iIip9OOlN+VLaoWPsMY09prHHtJLUk56eLubPny8kSRJLly6VD6/N/GHLeP+3b98WL730kpAkSfj4+IigoCAhSZLo3r27fBitXq+34G/CHvawhz3sYY/99SiphT3ssbSHiIhKF5UQ2U6jTEREVAI8fvwYY8aMwZMnT/Drr79Co9HAYDBArVbnuK5er8eVK1ewZcsW7N27F15eXmjcuDGmTp2KqlWrWuUwWvawhz3sYQ977K1HSS3sYQ+XNCEiokKx9aw7ERFRUTh58qSQJEmMHTtWCPHvCZFyk3nPofDwcJGWliZf31rLvbCHPexhD3vYY289SmphD3uIiIgKI+dXrERERCWAq6urvEcR8PSESCLbwU16vR4AcOrUKQQHBwN4ehJNZ2dn+frW2quIPexhD3vYwx5761FSC3vYQ0REVBic9CYiohKpcuXKcHNzw59//okDBw4AAFQqlfxhy2AwyB+ivv32W+zatQv379/Pch8qlYo97GEPe9jDnlLbo6QW9rCHiIioMDjpTUREJVKNGjXw3HPPQafT4ccff0RYWBiApx+e0tPToVarIYTAypUrcerUKXTq1AkeHh7sYQ972MMe9rBHgS3sYQ8REVGhmL8yChERkbJFRkaKfv36CUmSxNSpU8XBgwezXL5ixQoREBAg+vXrJx4+fCiEEMJgMLCHPexhD3vYwx4FtrCHPURERAWlEiLbolpEREQlyK1btzBt2jSEh4fDyckJrVu3hqOjI+7fv4+bN2+iTp06WL9+PTw9PaHX64t83Uj2sIc97GEPe+ytR0kt7GEPERFRQXDSm4iISrzIyEisX78eP/30E5KSkgA8PUmSn58fpk+fDg8Pj2L9kMUe9rCHPexhj731KKmFPewhIiLKDye9iYioVDAYDIiKikJMTAyePHmCZs2awdXVFWXKlLHJhyz2sIc97GEPe+ytR0kt7GEPERGRKZz0JiKiUk0IAZVKZesMGXtMY49p7DGNPaaxxzT25E1JLQB78sMeIiIqDTjpTUREREREREREREQlhtrWAURERERERERERERE1sJJbyIiIiIiIiIiIiIqMTjpTUREREREREREREQlBie9iYiIiIiIiIiIiKjE4KQ3EREREREREREREZUYnPQmIiIiIiIiIiIiohKDk95EREREREREREREVGJw0puIiIiIiIiIiIiISgxOehMRERERERERERFRicFJbyIiIiIiIiIiIiIqMTjpTUREREREREREREQlBie9iYiIiIiIiIiIiKjE4KQ3EREREREREREREZUY/wdEg0yHAqpmtgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_ps\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "c6d251ba-5d7d-4725-a363-1c4a809026ca", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated PS values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "880a4c79-9408-4ea8-aa77-beaac2085801", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:14.757274Z", + "iopub.status.busy": "2025-08-15T11:43:14.756658Z", + "iopub.status.idle": "2025-08-15T11:43:16.384330Z", + "shell.execute_reply": "2025-08-15T11:43:16.383395Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_vp\", data=df[~df['delay']], \n", + " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c613da99-dfbe-49fa-8fb4-53c882686ab1", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:16.387324Z", + "iopub.status.busy": "2025-08-15T11:43:16.387101Z", + "iopub.status.idle": "2025-08-15T11:43:18.025811Z", + "shell.execute_reply": "2025-08-15T11:43:18.024587Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_fp\", data=df[~df['delay']], \n", + " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "24a80683-9585-47be-a20d-8f42d0ffe3bc", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated PS values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "42b33c60-2728-4c37-83cc-67675864633e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:18.029627Z", + "iopub.status.busy": "2025-08-15T11:43:18.028805Z", + "iopub.status.idle": "2025-08-15T11:43:18.045100Z", + "shell.execute_reply": "2025-08-15T11:43:18.044248Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000501 0.000590 -0.001658 0.000656\n", + "MJT_UoEdinburgh_UK -0.000518 0.000588 -0.001671 0.000635\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ps',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "e1a1b477-1eb3-4489-98fe-40c9db490aef", + "metadata": {}, + "source": [ + "Bias results estimated $v_p$ values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "20e3bdc6-1193-4604-a907-3baaacb6e301", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:18.047836Z", + "iopub.status.busy": "2025-08-15T11:43:18.047504Z", + "iopub.status.idle": "2025-08-15T11:43:18.058912Z", + "shell.execute_reply": "2025-08-15T11:43:18.057701Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK 0.000340 0.000658 -0.000949 0.001630\n", + "MJT_UoEdinburgh_UK 0.000487 0.000586 -0.000662 0.001637\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "7ffbfede-60e8-4a7f-9e19-c97fea4c2366", + "metadata": {}, + "source": [ + "Bias results estimated $f_p$ values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ebac2756-3abe-4c62-ae2d-d40d524bd8cb", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:18.061691Z", + "iopub.status.busy": "2025-08-15T11:43:18.061451Z", + "iopub.status.idle": "2025-08-15T11:43:18.071792Z", + "shell.execute_reply": "2025-08-15T11:43:18.070852Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.427252 0.474663 -1.357592 0.503088\n", + "MJT_UoEdinburgh_UK -0.096534 0.220072 -0.527876 0.334807\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_fp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "6c81a7e6-08f6-4a3b-8bee-f37f7b3909c9", + "metadata": { + "tags": [] + }, + "source": [ + "### Delayed results\n", + "\n", + "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "81064b98-f77f-49f4-860d-70a75cf09aa7", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:18.075131Z", + "iopub.status.busy": "2025-08-15T11:43:18.074035Z", + "iopub.status.idle": "2025-08-15T11:43:20.181718Z", + "shell.execute_reply": "2025-08-15T11:43:20.180326Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_ps\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "2ed6eeee-82ed-4423-8da5-0d8518f31c8a", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated PS values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ffa17754-c578-4754-893e-d39e6567e478", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:20.185683Z", + "iopub.status.busy": "2025-08-15T11:43:20.184914Z", + "iopub.status.idle": "2025-08-15T11:43:22.221340Z", + "shell.execute_reply": "2025-08-15T11:43:22.220235Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_vp\", data=df[df['delay']], \n", + " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a2abdaa2-c7a5-4591-ae18-0ad645d5b1f1", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:22.224974Z", + "iopub.status.busy": "2025-08-15T11:43:22.224053Z", + "iopub.status.idle": "2025-08-15T11:43:24.217863Z", + "shell.execute_reply": "2025-08-15T11:43:24.216648Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_fp\", data=df[df['delay']], \n", + " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "263ef524-5559-4316-83c5-3345938c1d7c", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "Additional notes/remarks" + ] + }, + { + "cell_type": "markdown", + "id": "6d980fbd-6c29-4ffc-b364-eb61e8aa8edb", + "metadata": { + "tags": [] + }, + "source": [ + "### References" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/2CXM.ipynb b/docs/notebooks/2CXM.ipynb new file mode 100644 index 00000000..b2d7a360 --- /dev/null +++ b/docs/notebooks/2CXM.ipynb @@ -0,0 +1,1013 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d903c06c", + "metadata": {}, + "source": [ + "# Two-compartment exchange model (2CXM)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "eda0e1b2-bd70-496c-a44a-f2e3013de67c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:43:54.072953Z", + "iopub.status.busy": "2025-08-15T11:43:54.072281Z", + "iopub.status.idle": "2025-08-15T11:44:00.969557Z", + "shell.execute_reply": "2025-08-15T11:44:00.968794Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# import statements\n", + "import os\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "380b86dd-1ced-454f-8541-80df2ec7f8ab", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "\n", + "Data summary: simulated two-compartment exchange model data\n", + "\n", + "Source: Concentration-time data (n = 24) generated by M. Thrippleton using Matlab code at https://github.com/mjt320/DCE-functions\n", + "\n", + "Detailed info:\n", + "\n", + "- Temporal resolution: 0.5 s\n", + "- Acquisition time: 300 s\n", + "- AIF: Parker function, starting at t=10s\n", + "- Noise: SD = 0.001 mM\n", + "- Arterial delay: none or 5s\n", + "Since it is challenging to fit all parameters across a wide area of parameter space, data is generated with high SNR.\n", + " \n", + "Reference values: Reference values are the parameters used to generate the data. All combinations of $v_p$ (0.02, 0.1), $v_e$ (0.1, 0.2), $f_p$ (5 to 40 100ml/ml/min) and PS (0.05 to 0.15 per min) are included.\n", + "A delayed version of the test data was created by shifting the time curves with 5s. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", + "\n", + "Citation: Code used in Manning et al., Magnetic Resonance in Medicine, 2021 https://doi.org/10.1002/mrm.28833 and Matlab code: https://github.com/mjt320/DCE-functions\n", + "\n", + "Tolerances\n", + "\n", + "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", + "- $v_e$: a_tol=0.05, r_tol=0, start=0.2, bounds=(0,1)\n", + "- $f_p$: a_tol=5, r_tol=0.1, start=20, bounds=(0,200), units ml/100ml/min\n", + "- PS: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", + "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units s\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "f1bc29fa-85b6-4aaa-882c-974864722473", + "metadata": { + "tags": [] + }, + "source": [ + "### Visualize test data\n", + "To get an impression of the test data, the concentration time curves of the test data are plotted below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "921956c0-1a4e-459f-9136-ec206216a0ce", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:00.972895Z", + "iopub.status.busy": "2025-08-15T11:44:00.972609Z", + "iopub.status.idle": "2025-08-15T11:44:01.785631Z", + "shell.execute_reply": "2025-08-15T11:44:01.784920Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot test data\n", + "filename = ('../../test/DCEmodels/data/2cxm_sd_0.001_delay_0.csv')\n", + "# read from CSV to pandas\n", + "df1 = pd.read_csv(filename)\n", + "\n", + "no_voxels = len(df1.label)\n", + "\n", + "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", + "for currentvoxel in range(no_voxels):\n", + " labelname = 'case_' + str(currentvoxel+1)\n", + " testdata = df1[(df1['label']==labelname)]\n", + " t = testdata['t'].to_numpy()\n", + " t = np.fromstring(t[0], dtype=float, sep=' ')\n", + " c = testdata['C_t'].to_numpy()\n", + " c = np.fromstring(c[0], dtype=float, sep=' ')\n", + " ax.plot(t, c, label=labelname)\n", + " \n", + "ax.set_ylabel('C (mM)', fontsize=14)\n", + "ax.set_xlabel('time (ms)', fontsize=14)\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0,fontsize=10); \n", + "plt.xticks(fontsize=14)\n", + "plt.yticks(fontsize=14);\n", + "\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "7678fc79-0e66-4067-8ece-64e69dda8448", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "141d1044-ca68-48f6-b504-4a60389d93b9", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:01.788430Z", + "iopub.status.busy": "2025-08-15T11:44:01.787871Z", + "iopub.status.idle": "2025-08-15T11:44:01.794602Z", + "shell.execute_reply": "2025-08-15T11:44:01.793914Z" + } + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "845a8b8a-e740-4276-9f54-e5818f86a842", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:01.797212Z", + "iopub.status.busy": "2025-08-15T11:44:01.797007Z", + "iopub.status.idle": "2025-08-15T11:44:01.827890Z", + "shell.execute_reply": "2025-08-15T11:44:01.827170Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'DCEmodels') & (entry['method'] == '2CXM') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2ff572ec-75bc-4260-b135-af15dbefd86c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:01.830882Z", + "iopub.status.busy": "2025-08-15T11:44:01.830398Z", + "iopub.status.idle": "2025-08-15T11:44:01.839711Z", + "shell.execute_reply": "2025-08-15T11:44:01.838911Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "author_list = df.author.unique()\n", + "no_authors = len(author_list)\n", + "\n", + "# split delayed and non-delayed data\n", + "df['delay'] = df['label'].str.contains('_delayed')\n", + "\n", + "# calculate error between measured and reference values\n", + "df['error_ps'] = df['ps_meas'] - df['ps_ref']\n", + "df['error_vp'] = df['vp_meas'] - df['vp_ref']\n", + "df['error_ve'] = df['ve_meas'] - df['ve_ref']\n", + "df['error_fp'] = df['fp_meas'] - df['fp_ref']\n", + "\n", + "# tolerances\n", + "tolerances = { 'ps': {'atol' : 0.005, 'rtol': 0.1 }, 'vp': {'atol':0.025, 'rtol':0}, 've': {'atol':0.05, 'rtol':0}, 'fp': {'atol':5, 'rtol':0.1}}" + ] + }, + { + "cell_type": "markdown", + "id": "a8f242dd-bce0-437b-9b5c-0474cfd08f8c", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "a046a891-8f4d-46b9-b850-4e2be8c18527", + "metadata": { + "tags": [] + }, + "source": [ + "### Non-delayed data" + ] + }, + { + "cell_type": "markdown", + "id": "1ad023d8-3bc0-4ed3-be4d-483e78f2cb57", + "metadata": {}, + "source": [ + "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0.\n", + "If the tolerances are not shown, it means that they are outside the limits of the y-axis." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4ed5ead3-c6ee-4e0f-b584-339ea4760e52", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:01.842501Z", + "iopub.status.busy": "2025-08-15T11:44:01.842299Z", + "iopub.status.idle": "2025-08-15T11:44:01.873567Z", + "shell.execute_reply": "2025-08-15T11:44:01.872626Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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labelps_refvp_refve_reffp_ref
0case_10.050.020.15
1case_20.150.020.15
2case_30.050.020.125
3case_40.150.020.125
4case_50.050.020.140
5case_60.150.020.140
6case_70.050.020.25
7case_80.150.020.25
8case_90.050.020.225
9case_100.150.020.225
10case_110.050.020.240
11case_120.150.020.240
12case_130.050.100.15
13case_140.150.100.15
14case_150.050.100.125
15case_160.150.100.125
16case_170.050.100.140
17case_180.150.100.140
18case_190.050.100.25
19case_200.150.100.25
20case_210.050.100.225
21case_220.150.100.225
22case_230.050.100.240
\n", + "
" + ], + "text/plain": [ + " label ps_ref vp_ref ve_ref fp_ref\n", + "0 case_1 0.05 0.02 0.1 5\n", + "1 case_2 0.15 0.02 0.1 5\n", + "2 case_3 0.05 0.02 0.1 25\n", + "3 case_4 0.15 0.02 0.1 25\n", + "4 case_5 0.05 0.02 0.1 40\n", + "5 case_6 0.15 0.02 0.1 40\n", + "6 case_7 0.05 0.02 0.2 5\n", + "7 case_8 0.15 0.02 0.2 5\n", + "8 case_9 0.05 0.02 0.2 25\n", + "9 case_10 0.15 0.02 0.2 25\n", + "10 case_11 0.05 0.02 0.2 40\n", + "11 case_12 0.15 0.02 0.2 40\n", + "12 case_13 0.05 0.10 0.1 5\n", + "13 case_14 0.15 0.10 0.1 5\n", + "14 case_15 0.05 0.10 0.1 25\n", + "15 case_16 0.15 0.10 0.1 25\n", + "16 case_17 0.05 0.10 0.1 40\n", + "17 case_18 0.15 0.10 0.1 40\n", + "18 case_19 0.05 0.10 0.2 5\n", + "19 case_20 0.15 0.10 0.2 5\n", + "20 case_21 0.05 0.10 0.2 25\n", + "21 case_22 0.15 0.10 0.2 25\n", + "22 case_23 0.05 0.10 0.2 40" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(n=23)[['label','ps_ref','vp_ref', 've_ref','fp_ref']]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e2d41c78-a56a-4e4e-a9a6-d19b23fabf80", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:01.876869Z", + "iopub.status.busy": "2025-08-15T11:44:01.876409Z", + "iopub.status.idle": "2025-08-15T11:44:01.881102Z", + "shell.execute_reply": "2025-08-15T11:44:01.880362Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "sns.set(font_scale=1.5)\n", + "#sns.set_style(\"whitegrid\")\n", + "sns.set_style(\"ticks\")\n", + "plotopts = {\"hue\":\"author\",\n", + " \"dodge\":True,\n", + " \"s\":80,\n", + " \"height\":4,\n", + " \"aspect\":3\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8c2c6abd-dba2-4919-b69f-541b817a7138", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:01.883839Z", + "iopub.status.busy": "2025-08-15T11:44:01.883463Z", + "iopub.status.idle": "2025-08-15T11:44:04.290245Z", + "shell.execute_reply": "2025-08-15T11:44:04.289067Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results\n", + "# In this way we can appreciate the results of the different contributions per test case better.\n", + "# The downside is that the values of the test cases are not obvious. \n", + "# This might be something to improve upon at a later stage\n", + "\n", + "make_catplot(x='label', y=\"error_ps\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "24a80683-9585-47be-a20d-8f42d0ffe3bc", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated PS values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b656073f-b3e4-4ea5-904b-46b36642971a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:04.292466Z", + "iopub.status.busy": "2025-08-15T11:44:04.292255Z", + "iopub.status.idle": "2025-08-15T11:44:06.314999Z", + "shell.execute_reply": "2025-08-15T11:44:06.314227Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_vp\", data=df[~df['delay']], \n", + " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "71e6ce5f-078a-4fa9-af58-422027288b58", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:06.317314Z", + "iopub.status.busy": "2025-08-15T11:44:06.317109Z", + "iopub.status.idle": "2025-08-15T11:44:08.366671Z", + "shell.execute_reply": "2025-08-15T11:44:08.365552Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_ve\", data=df[~df['delay']], \n", + " ylabel=\"$v_{e,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "552d69cf-14d7-4fc3-a4a6-397de8449751", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:08.368960Z", + "iopub.status.busy": "2025-08-15T11:44:08.368744Z", + "iopub.status.idle": "2025-08-15T11:44:10.443948Z", + "shell.execute_reply": "2025-08-15T11:44:10.443052Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_fp\", data=df[~df['delay']], \n", + " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "42b33c60-2728-4c37-83cc-67675864633e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:10.446965Z", + "iopub.status.busy": "2025-08-15T11:44:10.446485Z", + "iopub.status.idle": "2025-08-15T11:44:10.465622Z", + "shell.execute_reply": "2025-08-15T11:44:10.464833Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK 0.000150 0.004673 -0.009010 0.009309\n", + "MB_QBI_UoManchester 0.000061 0.004847 -0.009440 0.009561\n", + "MJT_UoEdinburgh_UK 0.000259 0.004817 -0.009183 0.009701\n", + "OGJ_OsloU_Norway 0.000061 0.004847 -0.009440 0.009561\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ps',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "e1a1b477-1eb3-4489-98fe-40c9db490aef", + "metadata": {}, + "source": [ + "Bias results estimated $v_p$ values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "20e3bdc6-1193-4604-a907-3baaacb6e301", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:10.468237Z", + "iopub.status.busy": "2025-08-15T11:44:10.467738Z", + "iopub.status.idle": "2025-08-15T11:44:10.478612Z", + "shell.execute_reply": "2025-08-15T11:44:10.477635Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK 0.001673 0.003827 -0.005828 0.009173\n", + "MB_QBI_UoManchester 0.000856 0.003520 -0.006044 0.007756\n", + "MJT_UoEdinburgh_UK 0.000606 0.003206 -0.005678 0.006889\n", + "OGJ_OsloU_Norway 0.000856 0.003520 -0.006044 0.007756\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "2117022e-b91c-4965-8ecd-e185c76aa19e", + "metadata": {}, + "source": [ + "Bias results estimated $v_e$ values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b4afb25c-ebae-4158-880e-942f2a9b5660", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:10.480893Z", + "iopub.status.busy": "2025-08-15T11:44:10.480683Z", + "iopub.status.idle": "2025-08-15T11:44:10.492175Z", + "shell.execute_reply": "2025-08-15T11:44:10.491113Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.001461 0.003401 -0.008127 0.005204\n", + "MB_QBI_UoManchester -0.000666 0.003261 -0.007058 0.005725\n", + "MJT_UoEdinburgh_UK -0.000492 0.002916 -0.006207 0.005223\n", + "OGJ_OsloU_Norway -0.000666 0.003261 -0.007058 0.005725\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ve',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "7ffbfede-60e8-4a7f-9e19-c97fea4c2366", + "metadata": {}, + "source": [ + "Bias results estimated $f_p$ values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ebac2756-3abe-4c62-ae2d-d40d524bd8cb", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:10.495512Z", + "iopub.status.busy": "2025-08-15T11:44:10.494756Z", + "iopub.status.idle": "2025-08-15T11:44:10.505185Z", + "shell.execute_reply": "2025-08-15T11:44:10.504409Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.499689 0.535799 -1.549855 0.550476\n", + "MB_QBI_UoManchester -0.028328 0.239519 -0.497785 0.441130\n", + "MJT_UoEdinburgh_UK 0.003312 0.124339 -0.240393 0.247016\n", + "OGJ_OsloU_Norway -0.028328 0.239519 -0.497785 0.441130\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_fp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "7508813d-b972-4808-902a-f4ce0792cebc", + "metadata": { + "tags": [] + }, + "source": [ + "### Delayed results\n", + "\n", + "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e39af37d-9559-4a04-bb70-78e71f8ab7a7", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:10.508127Z", + "iopub.status.busy": "2025-08-15T11:44:10.507622Z", + "iopub.status.idle": "2025-08-15T11:44:14.823410Z", + "shell.execute_reply": "2025-08-15T11:44:14.822608Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_ps\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "8df462fb-771a-4562-b6c3-1c48add74922", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated PS values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b4a1bcb8-19c2-473d-82eb-a16106d4a288", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:14.826213Z", + "iopub.status.busy": "2025-08-15T11:44:14.826001Z", + "iopub.status.idle": "2025-08-15T11:44:16.868434Z", + "shell.execute_reply": "2025-08-15T11:44:16.867526Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_vp\", data=df[df['delay']], \n", + " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d28b5f56-294c-4da4-93bd-2c84b497204d", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:16.871037Z", + "iopub.status.busy": "2025-08-15T11:44:16.870497Z", + "iopub.status.idle": "2025-08-15T11:44:18.800075Z", + "shell.execute_reply": "2025-08-15T11:44:18.799174Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_ve\", data=df[df['delay']], \n", + " ylabel=\"$v_{e,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c966d2bc-7feb-4232-8a3f-25fb63e29da9", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:44:18.802410Z", + "iopub.status.busy": "2025-08-15T11:44:18.801947Z", + "iopub.status.idle": "2025-08-15T11:44:20.626755Z", + "shell.execute_reply": "2025-08-15T11:44:20.625726Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='label', y=\"error_fp\", data=df[df['delay']], \n", + " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "263ef524-5559-4316-83c5-3345938c1d7c", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "Additional notes/remarks" + ] + }, + { + "cell_type": "markdown", + "id": "6d980fbd-6c29-4ffc-b364-eb61e8aa8edb", + "metadata": { + "tags": [] + }, + "source": [ + "### References" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/Acknowledgements.ipynb b/docs/notebooks/Acknowledgements.ipynb similarity index 99% rename from notebooks/Acknowledgements.ipynb rename to docs/notebooks/Acknowledgements.ipynb index f162848a..06bd2e86 100644 --- a/notebooks/Acknowledgements.ipynb +++ b/docs/notebooks/Acknowledgements.ipynb @@ -78,7 +78,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.8.20" } }, "nbformat": 4, diff --git a/notebooks/DCE.md b/docs/notebooks/DCE.md similarity index 100% rename from notebooks/DCE.md rename to docs/notebooks/DCE.md diff --git a/notebooks/DCEmodels.md b/docs/notebooks/DCEmodels.md similarity index 99% rename from notebooks/DCEmodels.md rename to docs/notebooks/DCEmodels.md index 52659001..77179fce 100644 --- a/notebooks/DCEmodels.md +++ b/docs/notebooks/DCEmodels.md @@ -2,6 +2,7 @@ DCE models ==================== Several perfusion models are currently available in the code respository: + - Tofts model - extended Tofts model - Patlak model @@ -9,5 +10,6 @@ Several perfusion models are currently available in the code respository: - 2-compartment uptake model Not tested yet: + - dual inlet models - [to be extended] diff --git a/notebooks/DSC.md b/docs/notebooks/DSC.md similarity index 100% rename from notebooks/DSC.md rename to docs/notebooks/DSC.md diff --git a/docs/notebooks/DSC_pars.ipynb b/docs/notebooks/DSC_pars.ipynb new file mode 100644 index 00000000..ba1d9d97 --- /dev/null +++ b/docs/notebooks/DSC_pars.ipynb @@ -0,0 +1,439 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d903c06c", + "metadata": {}, + "source": [ + "# DSC parameter estimation (CBV, CBF)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "eda0e1b2-bd70-496c-a44a-f2e3013de67c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:17.849942Z", + "iopub.status.busy": "2025-08-15T11:45:17.849022Z", + "iopub.status.idle": "2025-08-15T11:45:27.175460Z", + "shell.execute_reply": "2025-08-15T11:45:27.174683Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# import statements\n", + "import os\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "380b86dd-1ced-454f-8541-80df2ec7f8ab", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "Data summary: Simulated signal time curves representing perfusion scenarios typical of grey and white matter.\n", + " \n", + "Detailed info: \n", + "\n", + "- Transit time distribution: gamma variate distribution with shape parameter lambda = 1 (negative exponential)\n", + "- AIF modelled using a gamma variate function with shape parameter alfa = 1.5 and scale parameter beta = 3\n", + "- Arterial delay not included \n", + "- Arterial dispersion not included\n", + "- Tissue and Arterial SNR = 200\n", + "- TR = 1.243 s\n", + "- TE = 29 ms\n", + "\n", + "Reference values: \n", + "Reference values are the parameters used to generate the data. The following combinations of CBV and CBF are included for \n", + "- white matter CBV 2 ml/100ml and CBF 5, 10, 15, 20, 25, 30, 35 ml/100ml/min\n", + "- grey matter CBV 4 ml/100ml and CBF 10, 20, 30, 40, 50, 60, 70 ml/100ml/min.\n", + "\n", + "Source: https://github.com/arthur-chakwizira/BezierCurveDeconvolution\n", + "\n", + "Ref: Non-parametric deconvolution using Bézier curves for quantification of cerebral perfusion in dynamic susceptibility contrast MRI (https://doi.org/10.1007/s10334-021-00995-0)\n", + "\n", + "Equivalent simulations have previously been used to evaluate perfusion estimation techniques for DSC-MRI:\n", + "\n", + "- Wu et al. 2003 (DOI 10.1002/mrm.10522)\n", + "- Mouridsen et al. 2006 (DOI 10.1016/j.neuroimage.2006.06.015)\n", + "- Chappell et al. 2015 (10.1002/mrm.25390)\n", + "\n", + "Tolerances\n", + "\n", + "- CBV: a_tol=1 ml/100ml, r_tol=0.1\n", + "- CBF: a_tol=15 ml/100ml/min, r_tol=0.1" + ] + }, + { + "cell_type": "markdown", + "id": "f1bc29fa-85b6-4aaa-882c-974864722473", + "metadata": { + "tags": [] + }, + "source": [ + "### Visualize test data\n", + "To get an impression of the test data, the concentration time curves of the test data are plotted below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "921956c0-1a4e-459f-9136-ec206216a0ce", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:27.180435Z", + "iopub.status.busy": "2025-08-15T11:45:27.179605Z", + "iopub.status.idle": "2025-08-15T11:45:27.527218Z", + "shell.execute_reply": "2025-08-15T11:45:27.526331Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot test data\n", + "filename = ('../../test/DSCmodels/data/dsc_data.csv')\n", + "# read from CSV to pandas\n", + "df1 = pd.read_csv(filename)\n", + "\n", + "no_voxels = len(df1.label)\n", + "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", + "for currentvoxel in range(no_voxels):\n", + " a = df1['C_tis'][currentvoxel]\n", + " c = np.fromstring(a, dtype=float, sep=' ')\n", + " ax.plot(c)\n", + " \n", + "ax.set_ylabel('C (mM)', fontsize=14)\n", + "ax.set_xlabel('index', fontsize=14)\n", + "plt.xticks(fontsize=14)\n", + "plt.yticks(fontsize=14);\n", + "\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "7678fc79-0e66-4067-8ece-64e69dda8448", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "141d1044-ca68-48f6-b504-4a60389d93b9", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:27.529809Z", + "iopub.status.busy": "2025-08-15T11:45:27.529522Z", + "iopub.status.idle": "2025-08-15T11:45:27.537533Z", + "shell.execute_reply": "2025-08-15T11:45:27.536370Z" + } + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "845a8b8a-e740-4276-9f54-e5818f86a842", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:27.541300Z", + "iopub.status.busy": "2025-08-15T11:45:27.540809Z", + "iopub.status.idle": "2025-08-15T11:45:27.552986Z", + "shell.execute_reply": "2025-08-15T11:45:27.552214Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'DSCmodels'):\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2ff572ec-75bc-4260-b135-af15dbefd86c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:27.556529Z", + "iopub.status.busy": "2025-08-15T11:45:27.556249Z", + "iopub.status.idle": "2025-08-15T11:45:27.563488Z", + "shell.execute_reply": "2025-08-15T11:45:27.562632Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "author_list = df.author.unique()\n", + "no_authors = len(author_list)\n", + "\n", + "# calculate error between measured and reference values\n", + "df['error_cbv'] = df['cbv_meas'] - df['cbv_ref']\n", + "df['error_cbf'] = df['cbf_meas'] - df['cbf_ref']\n", + "\n", + "# tolerances\n", + "tolerances = { 'cbv': {'atol' : 1, 'rtol': 0.1 }, 'cbf': {'atol':15, 'rtol':0.1}}" + ] + }, + { + "cell_type": "markdown", + "id": "a8f242dd-bce0-437b-9b5c-0474cfd08f8c", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "1ad023d8-3bc0-4ed3-be4d-483e78f2cb57", + "metadata": {}, + "source": [ + "If the tolerance lines are not shown, it means that they are outside the limits of the y-axis.\n", + "\n", + "The contribution by SR_TBG_BNI_USAPhoenix uses the L-curve criterion (for more information see doi:10.1088/0031-9155/52/2/009). Additional tag was added to the contribution to indicate the method (LCC SFTR) " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4fa555c0-34f2-4b45-b3b5-6ed4a0514043", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:27.567784Z", + "iopub.status.busy": "2025-08-15T11:45:27.566983Z", + "iopub.status.idle": "2025-08-15T11:45:27.615957Z", + "shell.execute_reply": "2025-08-15T11:45:27.615113Z" + } + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "sns.set(font_scale=1.5)\n", + "sns.set_style(\"ticks\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "bbf49704-b3b5-4319-867c-d23ca157d445", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:27.618891Z", + "iopub.status.busy": "2025-08-15T11:45:27.618382Z", + "iopub.status.idle": "2025-08-15T11:45:28.453279Z", + "shell.execute_reply": "2025-08-15T11:45:28.452420Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2, sharey='none', figsize=(12,5))\n", + "plot_bland_altman(ax[0], df, tolerances, 'cbv', ylim=(-2,2),label_xaxis='$CBV_{ref}$ (mL/100mL)',label_yaxis='$\\Delta$ $CBV$ (mL/100mL)')\n", + "plot_bland_altman(ax[1], df, tolerances, 'cbf', ylim=(-20,20),label_xaxis='$CBF_{ref}$ (mL/100mL/min)',label_yaxis='$\\Delta$ $CBF$ (mL/100mL/min)')\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)\n", + "\n", + "# Hide the legend for the left subplot\n", + "ax[0].get_legend().set_visible(False)\n", + "# Set the position of the legend\n", + "plt.legend(bbox_to_anchor=(1.05, 1), title='ContributionID', loc='upper left', borderaxespad=0, fontsize=14);\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "24a80683-9585-47be-a20d-8f42d0ffe3bc", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated CBV values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "42b33c60-2728-4c37-83cc-67675864633e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:28.456068Z", + "iopub.status.busy": "2025-08-15T11:45:28.455588Z", + "iopub.status.idle": "2025-08-15T11:45:28.483834Z", + "shell.execute_reply": "2025-08-15T11:45:28.482949Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower \\\n", + "author \n", + "SR_LB_TBG_BNI_USAPhoenix_USA_LCC SFTR 0.312242 0.236365 -0.151033 \n", + "\n", + " LoA upper \n", + "author \n", + "SR_LB_TBG_BNI_USAPhoenix_USA_LCC SFTR 0.775517 \n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df,par='error_cbv',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "e1a1b477-1eb3-4489-98fe-40c9db490aef", + "metadata": {}, + "source": [ + "Bias results estimated CBF values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "20e3bdc6-1193-4604-a907-3baaacb6e301", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:28.486361Z", + "iopub.status.busy": "2025-08-15T11:45:28.486057Z", + "iopub.status.idle": "2025-08-15T11:45:28.496297Z", + "shell.execute_reply": "2025-08-15T11:45:28.495386Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "SR_LB_TBG_BNI_USAPhoenix_USA_LCC SFTR -2.93965 4.107339 -10.990034 5.110734\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df,par='error_cbf',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "263ef524-5559-4316-83c5-3345938c1d7c", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "Additional notes/remarks" + ] + }, + { + "cell_type": "markdown", + "id": "6d980fbd-6c29-4ffc-b364-eb61e8aa8edb", + "metadata": { + "tags": [] + }, + "source": [ + "### References\n", + "\n", + "Sourbron et al. Pixel-by-pixel deconvolution of bolus-tracking data: optimization and implementation, Phys Med Biol (2007), 52:429 doi:10.1088/0031-9155/52/2/009" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4223a8c1-83a2-47dd-9116-8d3e9c47dc71", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d49938e4-09fd-49fe-a12e-afb2d9780e5e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/ExtendedToftsModel.ipynb b/docs/notebooks/ExtendedToftsModel.ipynb new file mode 100644 index 00000000..ed0d158c --- /dev/null +++ b/docs/notebooks/ExtendedToftsModel.ipynb @@ -0,0 +1,984 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "bdf81c7a", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "# Extended Tofts model" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "68ea481f-3ce9-4a22-8edc-49d69f75e3d6", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:45:54.240078Z", + "iopub.status.busy": "2025-08-15T11:45:54.239547Z", + "iopub.status.idle": "2025-08-15T11:46:03.332597Z", + "shell.execute_reply": "2025-08-15T11:46:03.331724Z" + }, + "pycharm": { + "name": "#%%\n" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# import statements\n", + "import itertools\n", + "import os\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "764a6a72-f25c-4e2b-a7d6-16f3411cc68b", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "## Test data\n", + "\n", + "Digital reference object of the brain from Bosca et al. 2016.\n", + "\n", + "Test case labels: test_vox_T{tumour voxel number}_{SNR},e.g. test_vox_T1_30\n", + "Selected voxels:\n", + "\n", + "- datVIF=alldata[108,121,6,:]\n", + "- datT1=alldata[121,87,6,:] --> tumour voxel 1\n", + "- datT2=alldata[156,105,6,:] --> tumour voxel 2\n", + "- datT3=alldata[139,93,6,:] --> tumour voxel 3\n", + "\n", + "SNR was added to obtain data at different SNR (20, 30, 50 and 100).\n", + "A delayed version of the test data was created by shifting the time curves with 5 time points. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", + "\n", + "The DRO data are signal values, which were converted to concentration curves using dce_to_r1eff from https://github.com/welcheb/pydcemri/blob/master from David S. Smith\n", + "\n", + "Input and reference values were found from the accompanying pdf document, which describes the values per voxel.\n", + "\n", + "- T1 blood of 1440 ms\n", + "- T1 tissue of 1084 for white matter and 1820 for grey matter, 1000 for T1-T3\n", + "- TR=5 ms\n", + "- FA=30\n", + "- Hct=0.45\n", + "\n", + "Tolerances\n", + "\n", + "- $v_e$: a_tol=0.05, r_tol=0, start=0.2, bounds=(0,1)\n", + "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", + "- $K^{trans}$: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", + "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units [s]\n", + "\n", + "Source: Bosca, Ryan J., and Edward F. Jackson. \"Creating an anthropomorphic digital MR phantom—an extensible tool for comparing and evaluating quantitative imaging algorithms.\" Physics in Medicine & Biology 61.2 (2016): 974." + ] + }, + { + "cell_type": "markdown", + "id": "7912dafd-651b-48c8-af49-b4097b03749e", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "### Visualize test data\n", + "To get an impression of the test data that was used for the extended Tofts model, below we show the concentration time curves that were the input for the models.\n", + "Here we show the data from high SNR from the original (first row) DRO and lowest SNR (SNR = 20; second row)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e11f8e4c-e8f0-45c5-b9d7-64df969ae54f", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:03.336127Z", + "iopub.status.busy": "2025-08-15T11:46:03.335612Z", + "iopub.status.idle": "2025-08-15T11:46:04.150600Z", + "shell.execute_reply": "2025-08-15T11:46:04.149791Z" + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot test data\n", + "filename = ('../../test/DCEmodels/data/dce_DRO_data_extended_tofts.csv')\n", + "# read from CSV to pandas\n", + "df1 = pd.read_csv(filename)\n", + "\n", + "fig, ax = plt.subplots(2, 3, sharex='col', sharey='row', figsize=(15,8))\n", + "for currentvoxel in range(3):\n", + " labelname = 'test_vox_T' + str(currentvoxel+1) + '_highSNR'\n", + " testdata = df1[(df1['label']==labelname)]\n", + " t = testdata['t'].to_numpy()\n", + " t = np.fromstring(t[0], dtype=float, sep=' ')\n", + " c = testdata['C'].to_numpy()\n", + " c = np.fromstring(c[0], dtype=float, sep=' ')\n", + " ax[0,currentvoxel].plot(t, c, color='black', label='highSNR')\n", + " ax[0,currentvoxel].set_title(labelname, fontsize=14)\n", + " if currentvoxel ==0:\n", + " ax[0,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", + " ax[0,currentvoxel].tick_params(axis='x', labelsize=12)\n", + " ax[0,currentvoxel].tick_params(axis='y', labelsize=12)\n", + "\n", + " labelname = 'test_vox_T' + str(currentvoxel+1) + '_20'\n", + " testdata = df1[(df1['label']==labelname)]\n", + " t = testdata['t'].to_numpy()\n", + " t = np.fromstring(t[0], dtype=float, sep=' ')\n", + " c = testdata['C'].to_numpy()\n", + " c = np.fromstring(c[0], dtype=float, sep=' ')\n", + " ax[1,currentvoxel].set_title(labelname, fontsize=14)\n", + " ax[1,currentvoxel].plot(t, c, color='black', label='SNR 20')\n", + " ax[1,currentvoxel].set_xlabel('time (s)', fontsize=14)\n", + " if currentvoxel ==0:\n", + " ax[1,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", + " ax[1,currentvoxel].tick_params(axis='x', labelsize=12)\n", + " ax[1,currentvoxel].tick_params(axis='y', labelsize=12)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "f8da869c-4b53-4a0a-870f-f744463bac53", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "## Import data\n", + "\n", + "Import the csv files with test results. The source data are labelled and the difference between measured and reference values was calculated." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07a7e871-2b52-42d8-b80a-e987258240c6", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:04.153763Z", + "iopub.status.busy": "2025-08-15T11:46:04.152947Z", + "iopub.status.idle": "2025-08-15T11:46:04.160046Z", + "shell.execute_reply": "2025-08-15T11:46:04.159248Z" + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0bddd9c6-07e0-4be3-a76b-08862e44bc73", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:04.162814Z", + "iopub.status.busy": "2025-08-15T11:46:04.162341Z", + "iopub.status.idle": "2025-08-15T11:46:04.211208Z", + "shell.execute_reply": "2025-08-15T11:46:04.210088Z" + }, + "pycharm": { + "name": "#%%\n" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'DCEmodels') & (entry['method'] == 'etofts') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + "\n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b86ab933-ac4e-42bb-8c8b-d44762e2d63a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:04.213919Z", + "iopub.status.busy": "2025-08-15T11:46:04.213640Z", + "iopub.status.idle": "2025-08-15T11:46:04.230346Z", + "shell.execute_reply": "2025-08-15T11:46:04.229296Z" + }, + "pycharm": { + "name": "#%%\n" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# split delayed and non-delayed data\n", + "df['delay'] = df['label'].str.contains('_delayed')\n", + "\n", + "# label data source\n", + "df['source']=''\n", + "df.loc[df['label'].str.contains('highSNR'),'source']='high SNR'\n", + "df.loc[df['label'].str.contains('_20'),'source']='SNR 20'\n", + "df.loc[df['label'].str.contains('_30'),'source']='SNR 30'\n", + "df.loc[df['label'].str.contains('_50'),'source']='SNR 50'\n", + "df.loc[df['label'].str.contains('_100'),'source']='SNR 100'\n", + "\n", + "# label voxels\n", + "df['voxel']=''\n", + "df.loc[df['label'].str.contains('test_vox_T1'),'voxel']='voxel 1'\n", + "df.loc[df['label'].str.contains('test_vox_T2'),'voxel']='voxel 2'\n", + "df.loc[df['label'].str.contains('test_vox_T3'),'voxel']='voxel 3'\n", + "\n", + "author_list = df.author.unique()\n", + "no_authors = len(author_list)\n", + "\n", + "# calculate error between measured and reference values\n", + "df['error_Ktrans'] = df['Ktrans_meas'] - df['Ktrans_ref']\n", + "df['error_ve'] = df['ve_meas']- df['ve_ref']\n", + "df['error_vp'] = df['vp_meas']- df['vp_ref']\n", + "\n", + "# tolerances\n", + "tolerances = { 'Ktrans': {'atol' : 0.005, 'rtol': 0.1 },'ve': {'atol':0.05, 'rtol':0}, 'vp': {'atol':0.025, 'rtol':0}}" + ] + }, + { + "cell_type": "markdown", + "id": "4223467e-f446-4980-8636-5cc4414e7616", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "4cc5cda9-aee5-4757-bac7-519119f4c558", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "### Non-delayed data" + ] + }, + { + "cell_type": "markdown", + "id": "b153e287-600b-4fa4-8dcb-83dd25d54309", + "metadata": { + "tags": [] + }, + "source": [ + "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0. \n", + "The data are shown with a categorial swarm plot, so for each text voxel separately to better appreciate the differences between contributions. Note that, the x-axis is not a continuous axis, but has a label per test voxel. To get an idea of the reference values per test case, the table below refers as a legend for the figure. \n", + "\n", + "Note that, one author (OGJ_OsloU_NOR) provided two options to fit the model (LLSQ and NLLS). These were considered separate contributions." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9c3b009a-ec46-4677-843b-2f166dbc2eaa", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:04.233108Z", + "iopub.status.busy": "2025-08-15T11:46:04.232588Z", + "iopub.status.idle": "2025-08-15T11:46:04.262044Z", + "shell.execute_reply": "2025-08-15T11:46:04.261123Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " voxel Ktrans_ref ve_ref vp_ref\n", + "0 voxel 1 0.063524 0.175212 0.021750\n", + "1 voxel 2 0.075512 0.148789 0.024059\n", + "2 voxel 3 0.050843 0.207023 0.004991" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(n=3)[['voxel','Ktrans_ref','ve_ref', 'vp_ref']]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5a4a5189-41ae-4382-9b6f-0444cbc8d602", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:04.265129Z", + "iopub.status.busy": "2025-08-15T11:46:04.264735Z", + "iopub.status.idle": "2025-08-15T11:46:04.269843Z", + "shell.execute_reply": "2025-08-15T11:46:04.268912Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "#sns.set(font_scale=1.5)\n", + "#sns.set_style(\"whitegrid\")\n", + "sns.set_style(\"ticks\")\n", + "sns.set_context(\"talk\", rc={\"figure.figsize\": (10,8)})\n", + "plotopts = {\"hue\":\"author\",\n", + " \"col\":\"source\",\n", + " \"col_order\":[\"SNR 20\",\"SNR 30\",\"SNR 50\",\"SNR 100\",\"high SNR\"],\n", + " \"dodge\":True,\n", + " \"col_wrap\":3,\n", + " \"s\":100,\n", + " \"height\":4,\n", + " \"aspect\":1.25\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "840297c4-f093-4a51-a11d-dd5cee938823", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:04.272055Z", + "iopub.status.busy": "2025-08-15T11:46:04.271842Z", + "iopub.status.idle": "2025-08-15T11:46:07.271116Z", + "shell.execute_reply": "2025-08-15T11:46:07.270230Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results.\n", + "# In this way we can appreciate the results of the different contributions per test case better.\n", + "# The downside is that the values of the test cases are not obvious.\n", + "# This might be something to improve upon at a later stage\n", + "\n", + "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "fc97aa6a-1895-4fea-88cd-7b3d9f465c90", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:07.273831Z", + "iopub.status.busy": "2025-08-15T11:46:07.273381Z", + "iopub.status.idle": "2025-08-15T11:46:09.849485Z", + "shell.execute_reply": "2025-08-15T11:46:09.848373Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same for ve\n", + "make_catplot(x='voxel', y=\"error_ve\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "fb238272-9a0a-48c7-be5b-76031d178d87", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:09.852977Z", + "iopub.status.busy": "2025-08-15T11:46:09.852007Z", + "iopub.status.idle": "2025-08-15T11:46:12.233594Z", + "shell.execute_reply": "2025-08-15T11:46:12.232273Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same for vp\n", + "make_catplot(x='voxel', y=\"error_vp\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "e4ebb4cd-c41e-4b8a-937b-1b394286dd31", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "Bias results estimated $K^{trans}$ values combined for all voxels (low and high SNR)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "297d6bba-0cfe-4004-a952-a40a047dcb5e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:12.236077Z", + "iopub.status.busy": "2025-08-15T11:46:12.235861Z", + "iopub.status.idle": "2025-08-15T11:46:12.256938Z", + "shell.execute_reply": "2025-08-15T11:46:12.256072Z" + }, + "pycharm": { + "name": "#%%\n" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK 0.000003 0.000588 -0.001149 0.001154\n", + "MB_QBI_UoManchester -0.000026 0.000503 -0.001012 0.000960\n", + "MJT_UoEdinburgh_UK -0.000002 0.000587 -0.001152 0.001148\n", + "OGJ_OsloU_Norway_LLSQ -0.000026 0.000503 -0.001012 0.000960\n", + "OGJ_OsloU_Norway_NLLS 0.000003 0.000588 -0.001149 0.001154\n", + "OG_MO_AUMC_NL_ICR_RMH_UK 0.000380 0.000675 -0.000942 0.001702\n", + "ST_USyd_Aus 0.000004 0.000588 -0.001149 0.001156\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_Ktrans',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "74e4a244-ae84-46aa-8d75-489cecc2f5ac", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "Bias results estimated $v_e$ values combined for all voxels (low and high SNR)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "fed04f89-2023-4547-9dfa-3f6e5c7b5b02", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:12.259557Z", + "iopub.status.busy": "2025-08-15T11:46:12.259342Z", + "iopub.status.idle": "2025-08-15T11:46:12.271163Z", + "shell.execute_reply": "2025-08-15T11:46:12.270341Z" + }, + "pycharm": { + "name": "#%%\n" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000111 0.000865 -0.001807 0.001585\n", + "MB_QBI_UoManchester -0.000113 0.000869 -0.001815 0.001589\n", + "MJT_UoEdinburgh_UK -0.000105 0.000865 -0.001800 0.001590\n", + "OGJ_OsloU_Norway_LLSQ -0.000113 0.000869 -0.001815 0.001589\n", + "OGJ_OsloU_Norway_NLLS -0.000111 0.000865 -0.001807 0.001585\n", + "OG_MO_AUMC_NL_ICR_RMH_UK -0.002839 0.001547 -0.005871 0.000192\n", + "ST_USyd_Aus -0.000116 0.000865 -0.001812 0.001579\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ve',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "c7a2b566-7a78-42d3-bd01-396e42335c20", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "Bias results estimated $v_p$ values combined for all voxels (low and high SNR)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3ea24ff9-717a-4422-a066-40df95ba2804", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:12.273719Z", + "iopub.status.busy": "2025-08-15T11:46:12.273494Z", + "iopub.status.idle": "2025-08-15T11:46:12.285711Z", + "shell.execute_reply": "2025-08-15T11:46:12.284911Z" + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000561 0.000508 -0.001556 0.000434\n", + "MB_QBI_UoManchester -0.000041 0.000520 -0.001061 0.000979\n", + "MJT_UoEdinburgh_UK -0.000031 0.000468 -0.000947 0.000885\n", + "OGJ_OsloU_Norway_LLSQ -0.000041 0.000520 -0.001061 0.000979\n", + "OGJ_OsloU_Norway_NLLS -0.000561 0.000508 -0.001556 0.000434\n", + "OG_MO_AUMC_NL_ICR_RMH_UK -0.000003 0.000541 -0.001063 0.001056\n", + "ST_USyd_Aus -0.000032 0.000468 -0.000949 0.000884\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "14b95c8e-26ae-4847-ba31-7256a7dd6dbe", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "### Delayed results\n", + "\n", + "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b8652b92-236c-4dcd-82f2-2d6308d7e6d6", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:12.288043Z", + "iopub.status.busy": "2025-08-15T11:46:12.287831Z", + "iopub.status.idle": "2025-08-15T11:46:13.951864Z", + "shell.execute_reply": "2025-08-15T11:46:13.950980Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Ktrans\n", + "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "52ed8837-b75b-495a-af20-6f848f846e0d", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:13.954170Z", + "iopub.status.busy": "2025-08-15T11:46:13.953944Z", + "iopub.status.idle": "2025-08-15T11:46:15.519683Z", + "shell.execute_reply": "2025-08-15T11:46:15.518709Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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LgIvI2GzkC7jHzfMrLrp2P57HxUQ6U0B0o7oddwZi/jQfGQPu4fwyG/maj4wBALCPWwcDAAAAZ4iB3VrI57V3hYjP69GArg5dedBlqOS1udjr9UmdhzhzfAAAAAAAgLMIC60AAADAGaJVkxgl92xpa8zwnvFq1STGmQIaJ0jdR9ob0+Py0nEAAAAAAAD1DAutAEIqKSnR2rVrtXbtWpWUlIS7HLiAjM0WzBeA89yeP+8d2lVRvpr9mB7t82rC0C7OFjDwISkiumbb+mKkAQ86e/wwoz+ajx4JuIc51Gzkaz56JAAA9vGMVgBVsiwr3CXAZWRsNvIF3OPm+ZXUtqlevPEiTXx/rYr8VR8nyufVCzdepKS2TZ0toE0faczr0pxxUklh1dtFREvX/bN0e8Mwf5qPjAH3cH6ZrS7z3Zt3Qiu27Vd+oV9x0T4N7NbCubt41NSRbGl7ilR4tPSZ9F2GGn8nD85hAADsYaEVQEher1cXXHBB2WuYh4zNVj5fAM6qi/lzRGIrzbm7v6albNeS9Fz5rUDZez6vR8N7xmvC0C7OL7IG9bxSGrdQWvms9N0CyfL/+J7XV3q74AEPGrnISn80Hz0ScA9zqNnqKt8New7r5ZQMLU3fV+lnoOSeLXXv0K7u/QwUlLVGWvGMtHVh5Z+Duo8svQOI4T8HAQCAmmGhFUBIHo9H0dE1vG0gzkpkbDbyBdxTV+dXUtumevWWvtqbd0IrMw4o/0Sx4mIiNaBr87q5mqNNH2nsO6VXcnyf+uOVHJ2HGH0lB/On+cgYcA/nl9nqIt+Fm/bqvg9C39XDbwW0KC1XKd/t14s3XqQRia3cKSL9U2nO7aHv7GH5pS2fSds+L70DSM8r3akhTDiHAQCwj4VWAAAA4AzWqkmMxvRtG74CGidIvW8K3/EBAEC9sGHP4SoXWcsr8lua+P5azbm7v/NXtmatqXqRtbySwtLHLIxbaOSVrQAAoOa4jwuAkAKBgHJzc5Wbm6tAIFD9AJx1yNhswXwBOI/502zkaz56JOAe5lCzuZ3vyykZ1S6yBhX5LU1L2e54DVrxTPWLrEElhaWPWTAIPRIAAPu4orWc1atX64033tD69et17NgxJSQkaOTIkbrzzjvVsGHDWu1z0aJFeuedd7RlyxYVFxerQ4cOuvrqq3XrrbcqMjKyynEHDx7UK6+8opSUFO3bt0+NGzfWJZdcorvuuks9e/Z05ZhAeZZlac+ePZKk5s2bKyIiIswVwWlkbLZgvvHx8eEuBTAO86fZyNd89EjAPcyhZnMz3715J7QkfZ+tMUvSc7U374Rzj1Q4kl36bHo7vltQOs6QxyrQIwEAsI8rWv+/t99+W7fddptSU1MVHR2tLl26KCsrS6+88orGjBmjw4cP297nlClTdN999+k///mPmjZtqvbt22vbtm2aOnWqfv3rX6uoqCjkuF27dunqq6/W22+/rUOHDqlbt24KBAJasGCBfvGLX2jp0qWOHxM4mcfjUbNmzdSsWTN5PJ5wlwMXkLHZgvkCcB7zp9nI13z0SMA9zKFmczPfFdv2q8Syd5Ws3wpoZcYB54rYniIFSuyNsfylz7I3BD0SAAD7WGiVtGnTJj399NOSpCeffFKpqan6+OOPtWTJEiUmJmr79u16/PHHbe3z888/1+uvv66oqChNmzZNn3/+uT755BN9+umnatu2rb7++ms9+2zl24sEAgHdf//9OnDggAYOHKgvvvhCH330kb744gtNmDBBxcXF+u1vf6t9+yp/yq+2xwRC8Xq96tSpkzp16iSvl6nCRGRstmC+AJzH/Gk28jUfPRJwD3Oo2dzMN7/QX7txJ4qdK6LwaN2OOwPRIwEAsI+feiVNmzZNlmVp1KhRGjt2bNmn8uLj4/Xss8/K6/Vq8eLF2rJlS433+dJLL0mSxo8fr+Tk5LKvd+nSRX/5y18kSe+++64OHTpUYdzSpUuVnp6uRo0a6ZlnnlGjRo0kST6fT/fff78uueQSHTt2TK+//rpjxwQAAAAAAADCJS66dk83i4tx8BFZ0Y3qdhwAADBCvV9oLSgo0IoVKyRJ119/faX3O3bsqH79+kmSFi5cWKN97ty5s2xRduzYsZXe79+/vzp06KCioqJKtwFesKD0WRAjR45UkyZNKo0N1hjczoljAgAAAAAAAOEysFsL+bz2bkfs83o0oGtz54roMlTy2lzw9fqkzkOcqwEAAJx16v1Ca3p6uoqKihQVFaWkpKSQ2/Tt21eStH79+hrtc926dZKkdu3aVfnw+Kr2Gfzviy++OOS44Nf37t2r3NxcR44JhFJSUqL169dr/fr1Kimx+YwSnBXI2GzBfAE4j/nTbORrPnok4B7mULO5mW+rJjFK7tnS1pjhPePVqkmMc0U0TpC6j7Q3psflpeMMQY8EAMC+2t2XwyA7duyQJCUkJCgyMvTtRtq3b19h2+rs3Lmzwria7rOoqEhZWVmnHNu6dWtFRkaquLhY33//fdmiam2PGcoHH3yg2bNnn3KboO3bt9doO5yd/P7aPSMFZw8yNhv5Oo8eiSDOL7ORr/nI2Hn0SARxfpnNzXzvHdpVKd/tV5HfqnbbaJ9XE4Z2cb6IgQ9J2z6XSgqr39YXIw140PkawoxzGAAAe+r9QmteXp4khbxNb1DwveC2Tu7zyJEjZV/Lz8+XZVmnHOvxeNS4cWMdPHiwwtjaHjOU/fv3Ky0t7ZTbwHxer1fnn39+2WuYh4zNVj5fOIceCYn503Tkaz56pDvokZCYQ03ndr5JbZvqxRsv0sT3155ysTXK59ULN16kpLZNHa9BbfpIY16X5ow79WJrRLR03T9LtzcIPRIAAPvq/UJrYWHpD01VXc0qSVFRURW2dXKfJ06cqDSu/Pt2x9o9ZigtWrRQYmLiKbcJ2r59e7X7w9nJ4/GoQYMG4S4DLiJjs5GvO+iRkDi/TEe+5iNjd9AjIXF+ma4u8h2R2Epz7u6vaSnbtSQ9V34rUPaez+vR8J7xmjC0izuLrEE9r5TGLZRWPit9t0Cyyl3h6fWV3i54wIPGLbJKnMMAANRGvV9ojY6OliQVFxdXuU1RUVGFbZ3cZ0zMj8+SKL//4Pt2x9o9Zig33HCDbrjhhlNuEzR69Gg+tQwAqDfokQAAhHam9si9eSe0Ytt+5Rf6FRft08BuLZx9pmN1jmRL21OkwqNSdCOpy1CjnucIuCGpbVO9ektf7c07oZUZB5R/olhxMZEa0LV53Z2/bfpIY98pPYe/T/3xHO48hHMYAABUUO8XWmtyW+Ca3Ja3vMaNG9d4n8FtJSkuLk5er1eWZVU5NhAIlN36t/zY2h4TqEogENCBAwckSc2bN5fH4wlzRXAaGZstmG+LFi3CXQpgHOZPs5Gv+eiR9cOGPYf1ckqGlqbvq3RFXHLPlrp3aFd3r4jLWiOteEbaurDy1XDdR5Y+B9LAq+GYQ81W1/m2ahKjMX3bunqMajVOkHrfFN4a6hA9EgAA++r9AzM6duwoScrOzq7yatDdu3dX2LY6nTp1kiTt2rWrym1C7TMqKkoJCQkV3j9ZTk5OWZ3B45zOMYGqWJal3bt3a/fu3WXPDoZZyNhswXwBOI/502zkaz56pPkWbtqrMa+u0qK0ircdlSS/FdCitNz///5edwpI/1R6faS05bOKi6xS6X9v+az0/fTP3Dl+GDGHmo18zUePBADAvnq/0NqzZ09FRkaqqKhIGzZsCLnNt99+K0nq3bt3jfZ54YUXSpL27Nmj3NxcW/sM/vc333wTclzw661atVKrVq0cOSYQisfjUZMmTdSkSRM+hWwoMjZbMF8AzmP+NBv5mo8eabYNew7rvg/Wqsh/6kWgIr+lie+v1YY9h50tIGuNNOd2qaTw1NuVFEpzxpVub5C6nkP35p3Qh99k6o0vd+jDbzK1N6+On/17JFta+660+tXS/z2SXbfHr2P0SPPRIwEAsK/e3zo4Li5OAwYMUEpKimbPnq2+fftWeH/nzp1avXq1JGnkyJE12menTp3UvXt3bd26VbNmzdJ9991X4f1Vq1Zp165dioyMVHJycoX3RowYoc8++0wLFy7Uww8/XOmHm9mzZ4es5XSOCYTi9XrVtWvXcJcBF5Gx2cgXcA/nl9nI13xkbLaXUzKqXWQNKvJbmpayXa/e0rf6jWtqxTPVL7IGlRRKK58tfQ6kIerq/OLW0OHB/Gk+MgYAwL56f0WrJE2YMEEej0fz58/XrFmzFAiU/pC+b98+Pfjgg7IsS8OHD9d5551XYdywYcM0bNgwLVy4sNI+f/Ob30iSpk+frmXLlpV9/fvvv9fvf/97SdJNN92kZs2aVRg3fPhw9ejRQ0ePHtVvf/tbHT16VJJUUlKi559/Xl9//bUaNGigcePGOXZMAAAAAADOdnvzTmhJ+j5bY5ak5zp3FeSRbOm7BfbGfLfA+KsgncatoQEAAHAmqfdXtEpSUlKSHn30Uf3tb3/TE088oVdeeUXnnHOOMjIyVFRUpE6dOunPf/5zpXFZWVmSpGPHjlV6b8SIEfrVr36lt956S/fcc4/at2+vhg0batu2bSopKVHfvn310EMPVRrn9Xr1/PPP65e//KW++OILDRo0SJ06ddLevXt18OBBRUZG6n/+538UHx/v2DEBAAAAADjbrdi2XyUnLbxVx28FtDLjgMb0bXv6BWxPkQIl9sZYfun7VKn3Tad//HrA7q2h59zd39krW+3eGnrcQiOvbAUAAMCPuKL1/7vtttv0xhtvaNCgQTp+/LgyMjKUkJCgu+++W3Pnzq3VVaC/+93v9Pe//12XXnqpfvjhB+3cuVNdunTRb3/7W7311luKjo4OOa5Tp0765JNPdPPNN+ucc87R1q1bJZUupM6ePVs//elPHT8mcDLLsrRx40Zt3LhRllWzW2/h7ELGZgvmC8B5zJ9mI1/z0SPNlV/or36jUONOFDtTQOHRuh13BnJ7Dq3NraEdVZtbQxuEHmk+eiQAAPZxRWs5/fv3V//+/Wu8/XfffVftNpdffrkuv/xy27U0b95cjz/+uB5//HHbY2t7TKC8QCCgoqKistcwDxmbrXy+AJzF/Gk28jUfPdJccdG1+xNHXEykMwVEN6rbcWcgN+fQ07k1dKsmMadfwOncGrpxwukf/wxAjzQfPRIAAPtYaAUQktfrLXsusdfLxe8mImOzlc8XgLOYP81GvuajR5prYLcW8nk9lZ7beSo+r0cDujZ3poAuQyWvr/JzO0/F65M6D3Hm+GcAN+dQbg0dfvRI89EjAQCwj5+KAITk8XgUGxur2NhYeTyecJcDF5Cx2YL5AnAe86fZyNd89EhztWoSo+SeLW2NGd4z3pmrHaXSqxa7j7Q3psflxlztKLk7h3Jr6PCjR5qPHgkAgH0stAIAAAAAACPcO7Sronw1+1NHtM+rCUO7OFvAwIekiOiabeuLkQY86OzxDcatoQEAAHAmYqEVQEiBQEAHDx7UwYMHefaKocjYbMF8ATiP+dNs5Gs+eqTZkto21Ys3XlTtYmuUz6sXbrxISW2bOltAmz7SmNerX2yNiJau+2fp9gZxcw4N3hraDlduDW2HYbeGpkeajx4JAIB9LLQCCMmyLO3cuVM7d+6UZVnhLsd9R7Klte9Kq18t/d8j2eGuyHX1LuN6JpgvAOcxf5qNfM1HjzTfiMRWmnN3f41MbFVpYc7n9Wjk/39/RGIrdwroeaU0bqHU86rKC3NeX+nXxy0s3c4wbs6h3Bo6/OiR5qNHAgBgX+3uuwLAeB6PR40aNSp77ba9eSe0Ytt+5Rf6FRft08BuLZz7hfhUstZIK56Rti6UrHLP/PH6Sn+JHviQcZ8yD6rrjFG3yucLwFnMn2YjX/PRI+uHpLZN9eotfbU374RWZhxQ/olixcVEakDX5nXze0abPtLYd0o/wPl9aulzOqMblV7daNDC28ncnkPvHdpVKd/tV5G/+kU+124Nve1zqaSw+m0NvDU0PdJ89EgAAOxjoRVASF6vV927d3f9OBv2HNbLKRlamr5PfuvHWw/5vB4l92ype4d2df52XkHpn0pzbg/9S7Lll7Z8VvpL9JjXjfy0eV1ljPAgX8A9nF9mI1/zkXH90qpJjMb0bRu+AhonSL1vCt/x65jb51fw1tAT3197ysVW128NPWfcqRdbDb01NPOn+cgYAAD7uHUwgLBZuGmvxry6SovScissskqS3wpoUVru/39/r/MHz1pT9SJreSWFpb9EZ61xvgYAAAAAgC3cGhoAAABnEq5oBRAWG/Yc1n0fnPpTyJJU5Lc08f21mnN3f2c/jbzimZrd7kkq3W7ls6W3/gIAAAAAhBW3hgYAAMCZgoVWACFZlqX09HRJUs+ePeX1OnsB/MspGTV6ro5Uutg6LWW7Xr2lrzMHP5ItfbfA3pjvFpSOM+iXZrczRngF801MTAx3KYBxmD/NRr7mo0cC7qnrOZRbQ9cteqT56JEAANjHT0QAQgoEAjpx4oROnDihQCBQ/QAb9uad0JL0fbbGLEnP1d68E84UsD1FCpTYG2P5Sz+pbBA3M0b4BfMF4DzmT7ORr/nokYB7mEPNRr7mo0cCAGAfV7QCCMnr9ap79+5lr520Ytt+lVj2finzWwGtzDjgzKeVC4/W7bgzlJsZI/zK5wvAWcyfZiNf89EjAfcwh5qNfM1HjwQAwD4WWgGE5PF41KhRI1f2nV/or924E8XOFBBdy++rtuPOUG5mjPAjX8A9nF9mI1/zkTHgHs4vs5Gv+cgYAAD7+PgZgDoXF127z3jExUQ6U0CXoZLXZg1en9R5iDPHBwAAAAAAAAAAZz0WWgGEFAgEdPjwYR0+fNjxZ68M7NZCPq/H1hif16MBXZs7U0DjBKn7SHtjelxeOs4gbmaM8AvmC8B5zJ9mI1/z0SMB9zCHmo18zUePBADAPhZaAYRkWZa2b9+u7du3y7IsR/fdqkmMknu2tDVmeM94tWoS41wRAx+SIqJrtq0vRhrwoHPHPkO4mTHCL5gvAOcxf5qNfM1HjwTcwxxqNvI1Hz0SAAD7WGgFEJLH41FsbKxiY2Pl8di7+rQm7h3aVVG+mk1B0T6vJgzt4mwBbfpIY16vfrE1Ilq67p+l2xvG7YwRXsF8ATiP+dNs5Gs+eiTgHuZQs5Gv+eiRAADYV7sHJQIwntfr1Xnnnefa/pPaNtWLN16kie+vVZG/6k/CRvm8euHGi5TUtqnzRfS8Uhq3UFr5rPTdAsny//ie11d6u+ABDxq5yCq5nzHCi3wB93B+mY18zUfGgHs4v8xGvuYjYwAA7GOhFUDYjEhspTl399e0lO1akp4rv/XjM158Xo+G94zXhKFd3FlkDWrTRxr7jnQkW/o+VSo8KkU3kjoPMe6ZrAAAAAAAAAAAwDkstAIIq6S2TfXqLX21N++EVmYcUP6JYsXFRGpA1+bOPpO1Oo0TpN431d3xAAAAAAAAAADAWY2FVgAhWZal7777TpLUo0cPeb3uPtK5VZMYjenb1tVjoKK6znhv3gmt2LZf+YV+xUX7NLBbi7pdTK9ngvn27Nkz3KUAxqnr+RN1i3zNR48E3MMcajbyNR89EgAA+1hoBRBSIBDQsWPHyl7DPHWV8YY9h/VySoaWpu+rdHvo5J4tde/Qru7eHjroSLa0PeXH20N3GWr07aHL5wvAWfRIs5Gv+eiRgHuYQ81GvuajRwIAYB8LrQBC8nq96tq1a9lrmKcuMl64aa/u+2CtivxWpff8VkCL0nKV8t1+vXjjRRqR2MqVGpS1RlrxjLR1oWT5f/y61yd1HykNfKj0Wb2GKZ8vAGfRI81GvuajRwLuYQ41G/majx4JAIB9LLQCCMnj8ahJkybhLgMucjvjDXsOV7nIWl6R39LE99dqzt39nb+yNf1Tac7tUklh5fcsv7TlM2nb59KY16WeVzp77DDjHAbcw/llNvI1HxkD7uH8Mhv5mo+MAQCwj4+fAQBc8XJKRrWLrEFFfkvTUrY7W0DWmqoXWcsrKZTmjCvdHgBwxsktyNW8jHl6N/1dzcuYp9yC3HCXBAAAAAAAIIkrWgFUIRAI6OjRo5KkRo0ayePxhLkiOM3NjPfmndCS9H22xixJz9XevBNq1STGmSJWPFP9ImtQSaG08llp7DvOHPsMEMy3cePG4S4FMA49sm6kHUjT9I3TtTxzufyBH2/97vP4NLjdYI3vNV6JzRMdPy75mo8eCbiHOdRs5Gs+eiQAAPZxRSuAkCzL0rZt27Rt2zZZVs2uSsTZxc2MV2zbrxIrYGuM3wpoZcYBZwo4ki19t8DemO8WlI4zRDBfAM6jR7pv6a6lunXBrVq6e2mFRVZJ8gf8Wrr7x/edRr7mo0cC7mEONRv5mo8eCQCAfSy0AgjJ4/GoQYMGatCgAZ9SNZSbGecX+qvfKNS4E8XOFLA9RQqU2Btj+aXvU505/hkgmC8A59Ej3ZV2IE2Tv5isIqvolNsVWUWavHyy0g6kOXp88jUfPRJwD3Oo2cjXfPRIAADs49bBAELyer06//zzw10GXORmxnHRtWsvcTGRzhRQeLRux52BOIcB93B+uWv6xunVLrIGFVlFmrFxhp4b+pxjxydf85Ex4B7OL7ORr/nIGAAA+7iiFQDguIHdWsjntfcJZ5/XowFdmztTQHSjuh0HAHBEbkGuUjNTbY1JzUxVbkGuG+UAAAAAAACcEgutAADHtWoSo+SeLW2NGd4zXq2axDhTQJehktfmVbVen9R5iDPHB1CncgtyNS9jnt5Nf1fzMuax6HYWW5WzSiU2b/3uD/i1Ome1SxUBAAAAAABUzZFbB+/YsUPr1q3Tvn37dOjQIRUWFqpp06Zq1qyZunTpoj59+nB/f+AsY1mWtm3bJknq1q2bvF4+l2EatzO+d2hXpXy3X0V+q9pto31eTRjaxbmDN06Quo+UtnxW8zE9Li8dZ4hgvj169Ah3KYBr0g6kafrG6VqeuVz+wI/PhvZ5fBrcbrDG9xqvxOaJjh+XHumeguKCWo3LL853rAbyNR89EnAPc6jZyNd89EgAAOyr9ULr2rVrNXv2bK1YsUIHDx485bYRERFKTEzUVVddpVGjRqlRI27NCJzpAoGA8vPzy17DPG5nnNS2qV688SJNfH/tKRdbo3xevXDjRUpq29TZAgY+JG37XCoprH5bX4w04EFnjx9m5fMFTLR011JN/mJyyGd5+gN+Ld29VCv2rNDUwVOV3D7Z0WPTI90TGxlbq3FxkXGO1UC+5qNHAu5hDjUb+ZqPHgkAgH22F1rnz5+vGTNmKCMjo8IPVQ0bNlTTpk3VtGlTRUdHKy8vT3l5efrhhx/k9/u1fv16bdiwQc8884yuuOIK3XvvvWrdurWj3wwA53i9XnXu3LnsNcxTFxmPSGylOXf317SU7VqSniu/9WPf8Hk9Gt4zXhOGdnF+kVWS2vSRxrwuzRl36sXWiGjpun+Wbm+Q8vkCpkk7kFblImt5RVaRJi+frJmXz3T0ylZ6pHv6t+4vn8dX4Qrl6vg8PvVr3c+xGsjXfPRIwD3MoWYjX/PRIwEAsK/GC61fffWVpkyZovT0dAUCATVp0kQjRozQxRdfrAsvvFAdOnQIOa6goECbNm3S+vXrtWzZMq1bt05z5szRp59+qltvvVV33XWX4uKc+wQ6AGd4PB6dc8454S4DLqqrjJPaNtWrt/TV3rwTWplxQPknihUXE6kBXZs790zWqvS8Uhq3UFr5rPTdAskq94d7r6/0dsEDHjRukVXiHIbZpm+cXu0ia1CRVaQZG2fouaHPOXZ8zi/3xMfGa3C7wVq6e2mNxwxpN0TxsfGO1UC+5iNjwD2cX2YjX/ORMQAA9tV4ofVXv/qVJGnAgAG64YYbNHjwYEVGRlY7LjY2Vpdddpkuu+wy3XnnncrMzNT8+fP1zjvvaMaMGYqJidG9995b++8AAHBWaNUkRmP6tq37A7fpI419RzqSLX2fKhUelaIbSZ2HGPVMVqC+yC3IVWpmqq0xqZmpyi3IdXQxDu4Z32u8VuxZUaPF9OiIaN3R6446qAoAAAAAAKCyGi+0DhgwQBMnTtSFF154Wgds166dfvOb3+j222/XO++8o4YNG57W/oD6IrcgV6tyVqmguECxkbHq37q/q38wDgQCKigokFT6gQmPx+PasRAe9S7jxglS75vCXUWdCebLXSNgmlU5q1QSKLE1xh/wa3XOao3qOsqRGurd/FnHEpsnaurgqZq8/NS3h47yRmnKoCmO3hZaIt/6gB4JuIc51Gzkaz56JAAA9tV4oXXGjBmOHrhBgwYaP368o/usrc2bN+u1117T119/rSNHjqhly5YaOnSoJkyYoGbNmtV6v6tXr9Ybb7yh9evX69ixY0pISNDIkSN15513nnKBuaCgQK+99poWLVqk7OxsNWzYUBdeeKHGjRunyy67rNL2gUBAa9eu1bJly/Ttt9/q+++/V35+vho1aqTzzz9f11xzja666ip+AD5LpR1I0/SN07U8c3mF55X5PD4NbjdY43uNd/wPjJJkWZa+++47SVLv3r0VERHh+DEQXmRstmC+ffv2DXcpgKMKigtqNS6/ON+xGpg/3ZfcPlkzL5+pGRtnKDUztdLPQEPaDdEdve7gZyDUCj0ScA9zqNnI13z0SAAA7KvxQqupFi9erAcffFDFxcU699xz1a1bN+3YsUNvv/22Fi5cqPfff1/t2rWzvd+3335bTz31lAKBgFq1aqXWrVsrIyNDr7zyihYvXqz33ntPTZs2rTTu0KFDuummm7Rjxw5FRUWpa9euOnTokFJTU7V8+XI9/vjj+uUvf1lhzOrVq3XbbbeV/Xe7du3Upk0bZWVl6csvv9SXX36pf/3rX3rxxRcVFRVl+3tB+CzdtVSTvwh9NYc/4NfS3Uu1Ys8KTR08Vcntkx09tsfjUXR0dNlrmIeMzVY+X8AksZGxtRoXF+ncp/KZP+tGYvNEPTf0OeUW5Gp1zmrlF+crLjJO/Vr3c/WuHuRrPnok4B7mULORr/nokQAA2FevF1pzc3M1efJkFRcXa8KECbr33nvl8/l09OhRTZo0SStWrNADDzygOXPm2PoBctOmTXr66aclSU8++aSuv/56eTwe5ebm6p577lFaWpoef/xxvfjii5XG/vd//7d27NihxMREvfLKK4qPj1cgENDs2bP1xBNP6KmnnlKfPn3Us2fPsjGBQEBt27bVr371K11xxRU699xzy96bN2+eHn/8caWmpur555/Xww8/fBr/YqhLaQfSqlxkLa/IKtLk5ZM18/KZjl7V4fV6dcEFFzi2P5x5yNhs5AtT9W/dXz6Pr8IVjtXxeXzq17qfYzVwftWt+Nh4x277XBPkaz4yBtzD+WU28jUfGQMAYJ/XjZ2OGTNGw4cPd2PXjpoxY4aOHz+uSy65RPfff798vtJ150aNGumZZ55Ro0aNtGnTJqWkpNja77Rp02RZlkaNGqWxY8eWLdLGx8fr2Wefldfr1eLFi7Vly5YK4zZv3qxly5bJ6/XqueeeU3x86Sf1PR6Pxo4dq1GjRqmkpETTpk2rMC4pKUkLFy7UrbfeWmGRVZKuueYa3XvvvZKkOXPmyLIsW98Lwmf6xunVLrIGFVlFmrHR2dt7AwBwJoqPjdfgdoNtjRnSboirV0ACAAAAAACgfnJloXXv3r3KyspyY9eOWrRokSTp+uuvr/RekyZNNHLkSEnSggULarzPgoICrVixosr9duzYUf36lV5RsXDhwpD19OvXTx06dKg0duzYsZKk5cuX69ixY2Vfj4uLU2RkZJU1DRo0SJJ0+PBhHTp0qMbfC8IntyBXqZmptsakZqYqtyDXjXIAADijjO81XlHemj0OIToiWnf0usPligAAAAAAAFAfubLQejbIyclRbm7potQll1wScpuLL75YkrR+/foa7zc9PV1FRUWKiopSUlJSyG2CD5Q/eb/r1q2rcNyTJSUlKSoqSoWFhUpPT69xTSdOnCh7HRMTU+NxCJ9VOatUEiixNcYf8Gt1zmrHarAsS9u2bdO2bdu4EtpQZGy2YL6AiRKbJ2rq4KnVLrZGeaM0ZdAUR2+tLzF/mo58zUePBNzDHGo28jUfPRIAAPvq7TNad+7cKUmKjIxUq1atQm7Trl07SVJmZqaKi4tPedVo0I4dOyRJCQkJVW7fvn37CtueXFPw/ZNFRkaqdevW2rVrl3bs2FG2YFudf/3rX5Kk8847T3FxcdVu/8EHH2j27Nk12vf27dtrtB3sKSguqNW4/OJ8x2oIBAI6cuRI2WuYh4zNVj5fOIceeeZIbp+smZfP1IyNM5SamVrhma0+j09D2g3RHb3ucHyRVWL+NB35mo8e6Q56JCTmUNORr/nokQAA2FdvF1oPHz4sqfQWwcFnqJ6sadOmkko/zZWfn69zzjmn2v3m5eWV7bcqwfeC29ZmbE1/6Nm0aZM++OADSdKdd95ZozH79+9XWlpajbaFO2IjY2s1Li6y+oX0mvJ6vWW3sPZ66+3F70YjY7OVzxfOoUeeWRKbJ+q5oc8ptyBXq3NWK784X3GRcerXup+rz2Rl/jQb+ZqPHukOeiQk5lDTka/56JEAANhXbxdaCwsLJemUV6lGRf14O7rg9k7u9+R92hlb/nbAVTlw4IAmTpwov9+vn/70p7riiiuqHSNJLVq0UGJiza7+2L59e41qgT39W/eXz+OrcHVOdXwen/q17udYDR6PR82bN3dsfzjzkLHZyNcd9MgzU3xsvEZ1HVVnx+P8Mhv5mo+M3UGPhMT5ZTryNR8ZAwBgnysLrb179650taaTnnrqKc2cOdP2uEsvvVRvv/22JCk6OlqSVFxcXOX2RUVFZa+D21fHzn5P3md0dLSOHz9eo7HVPWv16NGjGj9+vLKzs5WYmKi//e1vNapfkm644QbdcMMNNdp29OjRfGrZBfGx8RrcbrCW7l5a4zFD2g1x9eodAAA9EgCAqtAjAQAAANRHriy0vvTSS27stkzDhg3LbutrR/nnk5a/fW8gEAh5++Dg7YW9Xm+Nnm168n6rUtUtghs3bqzjx4/XaGzjxo2r3KagoEB33HGHNm/erG7duumf//xnjevHmWN8r/FasWeFiqyiareNjojWHb3ucPT4gUBAx48flyQ1aNCgylts4+xFxmYL5tuwYcNwlwIYh/nTbORrPnok4B7mULORr/nokQAA2HdW3jp40qRJmjRp0mnto2PHjpJKrzzNyclRQkJCpW0yMzMlSW3btj3l7XxD7Tc7O1vFxcUhx+3evbvCtuXH5ubmateuXSH3XVxcrOzs7JBjg44fP6677rpL69atU8eOHfXGG2/U6NmyOPMkNk/U1MFTNXn55FMutkZ5ozRl0BQlNq/ZbbpqyrIspaenSyq9Sj0iIsLR/SP8yNhswXz79u0b7lIA4zB/mo18zUePBNzDHGo28jUfPRIAAPvq7ZPrExIS1LJlS0nSN998E3Kb4Nd79+5d4/327NlTkZGRKioq0oYNG0Ju8+2334bcb/C/g++fbMOGDSouLlZ0dLR69uxZ6f3CwkLdc889+vrrr9WmTRu9+eabatGiRY1rx5knuX2yZl4+U8PbD5fPU/FzET6PT8PbD9fMy2cquX2y48f2eDyKjIxUZGQkn1I1FBmbLZgvAOcxf5qNfM1HjwTcwxxqNvI1Hz0SAAD7anxF64wZM3TzzTdX+2xQOzZu3KhDhw5p8ODBju3TjhEjRujtt9/W7NmzdfXVV1d4Ly8vTwsXLpQkjRw5ssb7jIuL04ABA5SSkqLZs2dX+gTYzp07tXr16pD7HTFihP7xj3/oq6++0q5du9ShQ4cK78+aNUuSNGjQIMXGxlZ4r7i4WBMnTtSqVasUHx+vt956S61bt65x3ThzJTZP1HNDn1NuQa5W56xWfnG+4iLj1K91P1efyer1epWUlOTa/hF+ZGw28gXcw/llNvI1HxkD7uH8Mhv5mo+MAQCwr8ZXtP7v//6vhg8frjfffFNHjhw5rYN+8803uuuuu3T99ddr48aNp7Wv03H77bcrJiZGX3/9tZ5//nmVlJRIko4ePaqHHnpIR48e1fnnn69hw4ZVGnvjjTdq2LBhevPNNyu9N2HCBHk8Hs2fP1+zZs1SIBCQJO3bt08PPvigLMvS8OHDdd5551UYl5iYqKFDh6qkpESTJk3Svn37JJU+H2HWrFmaP3++vF6v7rnnngrjSkpK9NBDD2n58uVq0aKF3nrrLbVr186JfyKcQeJj4zWq6yj9sucvNarrKFcXWQEAAAAAwJkttyBX8zLm6d30dzUvY55yC3LDXRIAAEC9U+MrWu+66y699dZbmjJlip599lkNGTJEV1xxhS6++GKde+65pxxbXFys9PR0LVu2TJ999pmysrIUCASUlJSk4cOHn/Y3UVutW7fWlClT9NBDD2natGmaNWuWWrVqpR07dujYsWNq3ry5/v73v4e8HUpubq6ysrJ09OjRSu8lJSXp0Ucf1d/+9jc98cQTeuWVV3TOOecoIyNDRUVF6tSpk/785z+HrOnpp5/WjTfeqLS0NCUnJ6tr16764YcflJOTI4/Ho9/97ndKTKz4LM4FCxZo0aJFkqSoqCj97ne/q/J7fvzxx3X++efb+WcCAAAAAADAGSLtQJqmb5yu5ZnL5Q/4y77u8/g0uN1gje81XonNE0+xBwAAADilxgutkyZN0k033aRnn31Wn332mRYvXqzPP/9cUumCZY8ePdSsWTM1adJEUVFROnLkiPLy8pSZmaktW7aouLhYUunVme3bt9f999+vK664wp3vyoaRI0eqXbt2+sc//qFvvvlGW7duVcuWLTV69GhNmDCh2kXkqtx2223q0aOHXn/9dW3YsEEHDx5UQkKCRo4cqTvvvLPSrX+DmjVrprlz52r69OlauHChMjIy1LBhQw0aNEi33367+vXrV2lMUVFR2eusrCxlZWVVWVeohWEgFMuytGPHDklSp06d5PXW20c6G4uMzRbMt0uXLuEuBTAO86fZwpHv3rwTWrFtv/IL/YqL9mlgtxZq1cS5R7ZU60i2tD1FKjwqRTeSugyVGifU3fHrGD0ScA890n1Ldy3V5C8mq8gqqvSeP+DX0t1LtWLPCk0dPFXJ7ZMdPTb5mo8eCQCAfTVeaJWk+Ph4TZkyRQ8++KBmz56tuXPnau/evcrOzlZ2dnbIKz+Dt831+XwaPHiwxo4dq4EDB4bcNlwSExP1wgsv2BqzbNmyarfp37+/+vfvb7ueuLg4TZo0SZMmTarR9qNHj9bo0aNtHwc4lUAgoMOHD5e9hnnI2Gzl8wXgLOZPs9Vlvhv2HNbLKRlamr5PfuvHY/m8HiX3bKl7h3ZVUtum7hWQtUZa8Yy0daFk/XhFlLw+qftIaeBDUps+7h0/TOiRgHvoke5KO5BW5SJreUVWkSYvn6yZl8909MpW8jUfPRIAAPtsLbQGxcfHa+LEiZo4caK2bt2qr7/+Whs2bNC+fft06NAhFRYWqmnTpmrWrJm6du2qiy++WH369FFcXJzT9QNwidfrLXvWL59SNRMZm618vgCcxfxptrrKd+Gmvbrvg7Uq8luV3vNbAS1Ky1XKd/v14o0XaURiK+cLSP9UmnO7VFJY+T3LL235TNr2uTTmdannlc4fP4zokYB76JHumr5xerWLrEFFVpFmbJyh54Y+59jxydd89EgAAOyr1UJred27d1f37t31y1/+0ol6AJwhPB6PWrZsGe4y4CIyNhv5Au7h/DJbXeS7Yc/hKhdZyyvyW5r4/lrNubu/s1e2Zq2pepG1vJJCac44adxCo65s5RwG3MP55Z7cglylZqbaGpOamarcglzFx8Y7UgP5mo+MAQCwj4+fAQAAAEAdejklo9pF1qAiv6VpKdudLWDFM9UvsgaVFEorn3X2+AAA21blrFJJoMTWGH/Ar9U5q12qCAAAABILrQCqEAgEdOLECZ04cYJnrxiKjM0WzBeA85g/zeZ2vnvzTmhJ+j5bY5ak52pvnkNz+pFs6bsF9sZ8t6B0nCHokYB76JHuKSguqNW4/OJ8x2ogX/PRIwEAsI+FVgAhWZaltLQ0paWlybJqdsUFzi5kbLZgvgCcx/xpNrfzXbFtv0ose3+c9lsBrcw44EwB21Mkm1dEyfJL36c6c/wzAD0ScA890j2xkbG1GhcXGedYDeRrPnokAAD2nfYzWgGYKyIiItwl1Bu5BblalbNKBcUFio2MVf/W/R17js6pkLHZyBdwD+eX2dzMN7/QX7txJ4qdKaDwaN2OO0NxDgPu4fxyR//W/eXz+OQP1LyP+Dw+9Wvdz9E6yNd8ZAwAgD0stAIIKSIiQr179w53GcZLO5Cm6Runa3nm8gq/MPs8Pg1uN1jje41XYvNEV45NxmYjX8A9nF9mczvfuOja/QoWFxPpTAHRjep23BmIcxhwD+eXe+Jj4zW43WAt3b20xmOGtBvi6Ad4ydd8ZAwAgH3cOhgAwmTprqW6dcGtWrp7aaVPJfsDfi3d/eP7AADADAO7tZDP67E1xuf1aEDX5s4U0GWo5LW52Ov1SZ2HOHN8AECtje81XlHeqBptGx0RrTt63eFyRQAAAGChFQDCIO1AmiZ/MVlFVtEptyuyijR5+WSlHeAZKQAAmKBVkxgl92xpa8zwnvFq1STGmQIaJ0jdR9ob0+Py0nEAgLBKbJ6oqYOnVrvYGuWN0pRBU1y7OxIAAAB+xEIrgJAsy9LOnTu1c+dOWZYV7nKMM33j9GoXWYOKrCLN2DjD8RrI2GzBfAE4j/nTbHWR771DuyrKV7NfxaJ9Xk0Y2sXZAgY+JEVE12xbX4w04EFnjx9m9EjAPfRI9yW3T9bMy2dqePvh8nkq3qHA5/FpePvhmnn5TCW3T3b82ORrPnokAAD28YxWACEFAgEdPHhQktSuXbswV2OW3IJcpWam2hqTmpmq3IJcR5+vQ8ZmC+bbsWPHcJcCGIf502x1kW9S26Z68caLNPH9tSryV/2H6iifVy/ceJGS2jZ1toA2faQxr0tzxkklhVVvFxEtXffP0u0NQo8E3EOPrBuJzRP13NDnlFuQq9U5q5VfnK+4yDj1a93P0d8ZT0a+5qNHAgBgHwutAELyeDxq06ZN2Ws4Z1XOKpUESmyN8Qf8Wp2zWqO6jnKsDjI2W/l8ATiL+dNsdZXviMRWmnN3f01L2a4l6bnyW4Gy93xej4b3jNeEoV2cX2QN6nmlNG6htPJZ6bsFklXuefFeX+ntggc8aNwiq0SPBNxEj6xb8bHxjv6OWB3yNR89EgAA+1hoBRCS1+tVq1atwl2GkQqKC2o1Lr8439E6yNhs5Au4h/PLbHWZb1Lbpnr1lr7am3dCKzMOKP9EseJiIjWga3Pnnsl6Km36SGPfkY5kS9+nSoVHpehGUuchRj+TlXMYcA/nl9nI13xkDACAfa4vtM6fP19vvvmmdu3apUaNGumll15Sr1693D4sAJyxYiNjazUuLjLO4UoAAMCZoFWTGI3p2zZ8BTROkHrfFL7jAwAAAABwlvK6ufN58+bpkUceUUxMjK666irt27dP+fmlV2QdPHhQDz74oDZt2uRmCQBqKRAIqKioSEVFRQoEAtUPQI31b91fPo+9z7n4PD71a93P0TrI2GzBfAE4j/nTbORrPnok6pPcglzNy5ind9Pf1byMecotyHX1eMyhZiNf89EjAQCwz9UrWl9//XUNGTJEr776qg4dOqRZs2aVvXfuuedq//79+uCDD/SXv/zFzTIA1IJlWdq4caMkqXfv3oqIiAhzReaIj43X4HaDtXT30hqPGdJuiOJj4x2tg4zNFsy3b9++4S4FMA7zp9nI13z0SNQHaQfSNH3jdC3PXC5/4MdnMPs8Pg1uN1jje41XYvNEx4/LHGo28jUfPRIAAPtcvaJ1165dGjp0qKTSh6mfrG/fvvr222/dLAEAzkjje41XlDeqRttGR0Trjl53uFwRAAAAABMs3bVUty64VUt3L62wyCpJ/oBfS3f/+D4AAACA0+PqFa2NGzfW0aNHq3w/ISFB+/btc7MEALUUERHBJxhdlNg8UVMHT9Xk5ZNVZFV9W54ob5SmDJriyqfNydhs5Au4h/PLbORrPjKGydIOpGnyF6f+HUOSiqwiTV4+WTMvn+no7xqcX2YjX/ORMQAA9rl6RWv//v31ySefVPl+QUEBtxkBUG8lt0/WzMtnanj74ZWe2erz+DS8/XDNvHymktsnh6lCAAAAAGeT6RunV7vIGlRkFWnGxhkuVwQAAACYzdUrWu+66y5dd911euihh/TAAw9UeC8QCOj//u//1K5dOzdLAIAzWmLzRD039DnlFuRqdc5q5RfnKy4yTv1a93P8mawAAAAAzJVbkKvUzFRbY1IzU5VbkMvvHgAAAEAtubrQ2qVLF7388st64IEHtHz5cnk8Hi1dulRbtmzRokWLtGnTJv3pT39yswQAtWRZlvbs2SNJatu2rbxeVy+Ar/fiY+M1quuoOj0mGZstmG/79u3DXQpgHOZPs5Gv+eiRMNWqnFUqCZTYGuMP+LU6Z7Vjv4swh5qNfM1HjwQAwD7XfyL6r//6L3322Wf6+c9/rsaNG+udd97RlClTtGnTJt100036xS9+4XYJAGohEAho//792r9/vwKBQLjLgQvI2GzBfAE4j/nTbORrPnokTFVQXFCrcfnF+Y7VwBxqNvI1Hz0SAAD7TuuK1tGjR+uRRx7RZZdddsrt4uPj9eSTT+qPf/yjcnJylJ+frzZt2iguLu50Dg/ARR6PR61bty57DfOQsdnK5wvAWcyfZiNf89EjYarYyNhajYuLdO5vM8yhZiNf89EjAQCw77QWWjdv3qzbbrtNgwcP1uTJk9W5c+dTbu/1etWmTZvTOSSAOuL1epWQkBDuMuAiMjYb+QLu4fwyG/maj4xhqv6t+8vn8ckf8Nd4jM/jU7/W/RyrgfPLbORrPjIGAMC+07p18K9+9Sv5fD6lpqbq6quv1h//+EcdOnTIqdoAAAAAAABQA/Gx8RrcbrCtMUPaDVF8bLxLFQEAAADmO62F1scee0wLFizQ5ZdfrpKSEs2aNUs//elP9eqrr6qwsNCpGgGEQSAQkN/vl9/v59krhiJjswXzBeA85k+zka/56JEw2fhe4xXljarRttER0bqj1x2OHp851Gzkaz56JAAA9p3WQqsktW3bVs8995xmzZqlvn37qqCgQM8//7xGjhypefPmOVAigHCwLEvr16/X+vXrZVlWuMuBC8jYbMF8ATiP+dNs5Gs+eiRMltg8UVMHT612sTXKG6Upg6YosXmio8dnDjUb+ZqPHgkAgH2nvdAalJSUpHfeeUcvv/yyOnbsqJycHD322GMaPXq0Vq1a5dRhAAAAAAAAUIXk9smaeflMDW8/XD6Pr8J7Po9Pw9sP18zLZyq5fXKYKgQAAADM4Qm4cK+PkpISzZ49Wy+//LIOHDggj8ejQYMGafLkyerSpYvTh0MYjR49WmlpaUpMTNRHH30U7nLgoJOnBo/HE6ZK4BYyNlswX3INH3qkuZg/zUa+5qNHhh89su7kFuRqdc5q5RfnKy4yTv1a93P1mazMoWYjX/PRIwEAsM9X/Sb2RURE6MYbb9SoUaM0Y8YMvfHGG1q+fLm+/PJLjR49Wk8++aQbhwXgIH6oNh8Zm418AfdwfpmNfM1HxqhP4mPjNarrqDo7HueX2cjXfGQMAIB9jt06OJSGDRvqvvvu0+LFizVkyBD5/X59+OGHbh4SAAAAAAAAAAAAAFzn+BWtBw8e1LZt25SRkVH2vxkZGTpy5IjThwLgIsuylJ2dLUlKSEiQ1+vq5zIQBmRstmC+bdu2DXcpgHGYP81GvuajRwLuYQ41G/majx4JAIB9p7XQ+p///KfCYuq2bduUl5dXYZvyz2+IiYlRt27dTueQAOpIIBBQbm6uJKl169ZhrgZuIGOzBfPlF2TAecyfZiNf89EjAfcwh5qNfM1HjwQAwL7TWmi99dZby+7dX35B1ePxqG3bturevbt69Oi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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same for ve\n", + "make_catplot(x='voxel', y=\"error_ve\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8d67323d-11d4-4dc2-92b7-d4e5f2317143", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:15.522556Z", + "iopub.status.busy": "2025-08-15T11:46:15.522337Z", + "iopub.status.idle": "2025-08-15T11:46:17.109995Z", + "shell.execute_reply": "2025-08-15T11:46:17.109114Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same for vp\n", + "make_catplot(x='voxel', y=\"error_vp\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "fa0e9264-6ca0-4f5b-9dfc-54f62013de76", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "Bias results estimated $K^{trans}$ values combined for all voxels (low and high SNR)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "6851f6bd-2041-4b66-8ad4-e4cb4511b824", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:17.113156Z", + "iopub.status.busy": "2025-08-15T11:46:17.112753Z", + "iopub.status.idle": "2025-08-15T11:46:17.124681Z", + "shell.execute_reply": "2025-08-15T11:46:17.123791Z" + }, + "pycharm": { + "name": "#%%\n" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK 0.000026 0.000719 -0.001382 0.001435\n", + "MJT_UoEdinburgh_UK 0.000044 0.000738 -0.001402 0.001491\n", + "OG_MO_AUMC_NL_ICR_RMH_UK 0.000627 0.000876 -0.001091 0.002344\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_Ktrans',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "0d536c4c-b39f-4114-9d80-d6da3c5617a9", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "Bias results estimated $v_e$ values combined for all voxels (low and high SNR)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "081b9f75-b981-4f3e-acea-4250392f21b0", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:17.126847Z", + "iopub.status.busy": "2025-08-15T11:46:17.126626Z", + "iopub.status.idle": "2025-08-15T11:46:17.138073Z", + "shell.execute_reply": "2025-08-15T11:46:17.137123Z" + }, + "pycharm": { + "name": "#%%\n" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000119 0.001005 -0.002088 0.001850\n", + "MJT_UoEdinburgh_UK -0.000116 0.001003 -0.002082 0.001850\n", + "OG_MO_AUMC_NL_ICR_RMH_UK -0.003392 0.001752 -0.006826 0.000042\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_ve',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "75e08a3e-e8d5-4620-bc8f-7e87253b004e", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "Bias results estimated $v_p$ values combined for all voxels (low and high SNR)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "73493ac7-c651-4655-b8be-a47824ba1966", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:17.141081Z", + "iopub.status.busy": "2025-08-15T11:46:17.140682Z", + "iopub.status.idle": "2025-08-15T11:46:17.152080Z", + "shell.execute_reply": "2025-08-15T11:46:17.151179Z" + }, + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000556 0.000657 -0.001844 0.000731\n", + "MJT_UoEdinburgh_UK -0.000052 0.000621 -0.001269 0.001165\n", + "OG_MO_AUMC_NL_ICR_RMH_UK -0.000122 0.000624 -0.001344 0.001101\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_vp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "2cde3574-56dc-41fd-a3ba-b5c342d06690", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "## Notes\n", + "Additional notes/remarks" + ] + }, + { + "cell_type": "markdown", + "id": "a894e084", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [] + }, + { + "cell_type": "markdown", + "id": "dae511b9-2c81-494f-bd11-1aa0ddd129a5", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "tags": [] + }, + "source": [ + "### References" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/GeorgiouAIF.ipynb b/docs/notebooks/GeorgiouAIF.ipynb new file mode 100644 index 00000000..55697737 --- /dev/null +++ b/docs/notebooks/GeorgiouAIF.ipynb @@ -0,0 +1,358 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "56df3e25", + "metadata": {}, + "source": [ + "# Georgiou AIF" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "907b29bb-4c26-4c01-a715-52127065f48c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:46.090050Z", + "iopub.status.busy": "2025-08-15T11:46:46.089524Z", + "iopub.status.idle": "2025-08-15T11:46:53.667832Z", + "shell.execute_reply": "2025-08-15T11:46:53.667042Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "import os\n", + "import numpy\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.transforms import offset_copy\n", + "import csv\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "ae0ddc66-0128-42c5-8522-62fe48a10c42", + "metadata": { + "tags": [] + }, + "source": [ + "## Background\n", + "The Georgiou AIF is a population AIF derived from DCE data of 39 breast cancer patients in the paper of Georgiou et al. (Magn Reson Med, 2018). \n", + "The test data is based on the original data submitted with the manuscript (mrm27524-sup-0002-figs2.xlsx)\n" + ] + }, + { + "cell_type": "markdown", + "id": "28dbafff-8d8f-4c4d-b86a-7960db15726e", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "\n", + "The test data is based on the original data submitted with the manuscript (mrm27524-sup-0002-figs2.xlsx). This data is labeled as 'Original_AIF'. \n", + "In addition AIFs with varying temporal resolutions (0.5, 1, 2, 2.5, 5, 7.5 s) were tested by interpolating the original time curve. \n", + "As we don't expect many errors in implementing the population AIFs, the tolerances were set tight: absolute + relative = 0.0001 mM + 0.01.\n" + ] + }, + { + "cell_type": "markdown", + "id": "5847e943-bd9f-4e00-b991-4e47259d83f8", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a8261027-8485-4c70-9669-e97adf599c7d", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:53.671177Z", + "iopub.status.busy": "2025-08-15T11:46:53.670743Z", + "iopub.status.idle": "2025-08-15T11:46:53.678302Z", + "shell.execute_reply": "2025-08-15T11:46:53.677544Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e90346fd-8b69-48ff-b021-f0e5aa9c80b8", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:53.682064Z", + "iopub.status.busy": "2025-08-15T11:46:53.681545Z", + "iopub.status.idle": "2025-08-15T11:46:53.713513Z", + "shell.execute_reply": "2025-08-15T11:46:53.712392Z" + } + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'PopulationAIF') & (entry['method'] == 'Georgiou') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c79af68c-98c7-485c-bcff-972383ac0831", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:53.716774Z", + "iopub.status.busy": "2025-08-15T11:46:53.716236Z", + "iopub.status.idle": "2025-08-15T11:46:53.725736Z", + "shell.execute_reply": "2025-08-15T11:46:53.724935Z" + } + }, + "outputs": [], + "source": [ + "# label data source\n", + "df['source']=''\n", + "df.loc[df['label'].str.contains('original'),'source']='original'\n", + "df.loc[df['label'].str.contains('temp_res'),'source']='temp_res' \n", + "\n", + "author_list = df.author.unique()\n", + "no_authors = len(author_list)" + ] + }, + { + "cell_type": "markdown", + "id": "787d986e-f8a4-44ea-b981-f2a1ffa89dd7", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "bcdb74c8-4d04-4837-bbcb-b6ec337ea4d1", + "metadata": {}, + "source": [ + "### Original AIF\n", + "\n", + "First we plot the original AIF time curve from the paper and the output from the code contributions. \n", + "There are no differences between outputs of the contributions and the reference AIF." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c5706b53-4a5e-45ca-8d67-384ec34da253", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:53.728548Z", + "iopub.status.busy": "2025-08-15T11:46:53.728310Z", + "iopub.status.idle": "2025-08-15T11:46:54.077017Z", + "shell.execute_reply": "2025-08-15T11:46:54.076189Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_original = df[(df['source']=='original')] \n", + "\n", + "fig, axs = plt.subplots(1, no_authors, sharey='none',figsize=(10,6))\n", + "\n", + "for current_author in range(no_authors):\n", + " plt.subplot(1,no_authors,current_author+1)\n", + " subset_data = data_original[data_original['author'] == author_list[current_author]]\n", + " plt.plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " plt.plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + " \n", + " plt.title(author_list[current_author], fontsize=14)\n", + " plt.xlabel('time (s)', fontsize=14)\n", + " plt.ylabel('C (mM)',fontsize=14)\n", + " plt.xticks(fontsize=14)\n", + " plt.yticks(fontsize=14)\n", + " \n", + "\n", + "plt.legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14);\n" + ] + }, + { + "cell_type": "markdown", + "id": "c2df7ac5-5fd5-46c9-a083-5d17857055e0", + "metadata": {}, + "source": [ + "### Different temporal resolutions\n", + "\n", + "This test data was added to check whether the contributions can work with temporal resolutions different from the original reference.\n", + "There are no errors for various temporal resolutions." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "52d7e153-0c7b-4f66-94f1-d60f7dfdd3b8", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:46:54.079501Z", + "iopub.status.busy": "2025-08-15T11:46:54.079272Z", + "iopub.status.idle": "2025-08-15T11:46:54.846949Z", + "shell.execute_reply": "2025-08-15T11:46:54.845775Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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rzc6dO5Gfn1/mFGJERASOHz9erJeWv78/Ro0aheDgYMhkMpw6dQo7duxA27ZtMXny5OoqvUxF19fppw/d3d0RGxvLzaiJiIhMhHNHZdi2bRs8PT1LbN1TnvDwcJw5cwa7d+9GXl4e/P39MWvWLLz//vu14mYBfdiSSqXCtKF+JM7a2hrZ2dlwdHSssfqIiIjMEcNWGc6ePVvu+8eOHSvx2pdffmmiaowjPT0da9asEfZHBAC5XI6CggJYWlri8ePHDFtERERGZpI5o/v37yMgIABNmzY1xeVJpOzsbDRo0KBYGwsLCwvMmzcPERERyM7OrsHqiIiIzJNJRrY0Gg2io6OL9eWimpeXlwcAKCgoKPa6hYUFVCoV90ckIiIyAZOEraZNm+LBgwemuDRVQVlhy9XVFQBqTS8wIiIic2KSsGVlZQV/f39TXJqqQN+I9smwFRISgqeffhoKhaImyiIiIjJrXCBfj6hUKlhYWECr1RZ73c/PD76+vkhPT6+hyoiIiMyXqLClUqlw6dIlREVFCaMhcrkcgYGB6NixIxtk1lJqtRoymazE65aWlsL7REREZFyVClupqan44IMPsG3bNuHONX1TT/1ieHt7e4wdOxaLFi0SvXkzmYZarUZaWpownain77mVn59fE2URERGZNYPDVnJyMsLCwnDv3j0EBASgT58+CAwMFPbWUyqViIqKwh9//IFNmzbhjz/+wJkzZ2rNnoBU2Gdr1qxZiIiIKPa6fiTyyelFIiIiqjqDw9YHH3yA+/fvY+PGjRVuPbNp0yZMnToVc+fOxaZNm6pcJBlHTk4OAJToZm9rawsAbNVBRERkAgY3Nf3ll18wbNgwg/b4e+211/Cvf/0L+/btq1JxZFy5ubkA/heu9BwcHAD8b+0WERERGY/BYSstLQ2BgYEGXzgwMJB9m2oZNzc3fPLJJ/Dx8Sn2un6LHmtr65ooi4iIyKwZPI3o6+uL48ePG3zh48ePw9fXV1RRZBqWlpbw8fFBSkpKsdc9PT0xatQoSKVSvP766zVUHRERkXkyeGRr7NixOHv2LMaNG4eYmJgyj4uJicHYsWNx/vx5jBs3zihFPuno0aP44IMP0LNnTwQGBsLFxQWNGjVC27ZtMW7cOPznP/9BYmKiST67LtPfOfrkCJa7uztSU1ORmJjIRfJERERGJtHp/waugFqtxuDBg3Hw4EFIJBK0aNECgYGBkMvlAACFQoGoqCjcuXMHOp0O/fr1w969e402NZWdnY01a9bgyy+/xMOHD4XgIJPJ4OrqitzcXCgUCiEsWFtb44UXXsD06dPx7LPPGqWG6qJUKiGXy6FQKIS7PY1h5cqV8PX1RVZWFiZNmiS8npeXJ6zjysjIEH5PiYjIcKb62U11n8HTiDY2Nvj999/xzTff4Msvv8SFCxdw+/btYsdYWFigc+fOePXVVzF+/Hij3d22adMmLFy4EElJSWjTpg0WLVqE0NBQdOzYUVhvBBSO3ERFReH8+fM4ePAg9uzZg59++glDhgzBypUr0aRJE6PUU9c9GYBlMhnGjh0Le3t7JCUlMWwREREZkcEjW09SqVS4d+9esQ7yAQEBpXYorypra2uMHj0as2bNQuvWrQ0+Lzc3F9u2bcPSpUsxfvx4zJs3z+i1mYKp/nW0atUq+Pj4QKvV4t///nex97744gs4OzvDx8cHYWFhRvtMIqL6giNbVBbReyNKpVIEBQVV6pw9e/Zgz549+Prrryt13t9//43mzZtX6hygsMXByy+/jIkTJ+LRo0eVPt/cWFgULtGzsbEp8Z5+qx6lUlmtNREREZk7gxfIG8PVq1exZcuWSp8nJmgVZWlpySlEFK57S0tLKzVs6bfqYdgiIiIyLtEjW1T3bN++HTdv3sSRI0dKvFdQUADgf13miYiIyDjqTNgSOw3o5+dn5Erqrry8PAAodV2d/mYG/TFERERkHHUmbDVu3LjSdzdKJBJheozKD1v6rXr0a7eIiIjIOOpM2AIAKysrhIWFmeSOx/pg8uTJkEgkwkL5ovTtIBhOiYiIjKvOhC0vLy8kJCTg2rVrGD16NCZNmoQOHTrUdFl1SuPGjSGTyUpdIA8Ar7/+Op577rlqroqIiMi8VevdiFURExODffv2oWfPnvjPf/6DkJAQtGvXDmvXruWG1wbSj17pu8UX5ezsjNTU1BL7JhIREVHV1JmwZWFhgeeffx67d+9GXFwcli9fjvz8fEybNg2NGjXCqFGjcODAgZous9ZSq9XCuqzSwparqysAID09vVrrIiIiMnd1JmwV5e7ujhkzZuCvv/7C2bNnERERgQMHDmDgwIHw9/fHlStXarrEWqdoS4fSwpajoyPGjh2L0NDQ6iyLiIjI7FXrmq0ePXoY/ZqdO3dG586dMXLkSEyYMAGxsbGIjY1F+/btjf5ZdVlubq7w32WFrRdeeIF9toiIiIxM1MhWZmYm7t+/D41GU+z1nTt3Ijw8HC+99FKpo0vdu3fH/PnzxVVaisePH2P58uUICgpC3759kZKSgpEjR6Jt27airnfs2DFIJJJSH+fOnavw/Li4OIwcORLOzs5wcnLCkCFDcP/+fVG1GJs+bOXn55fYiBooHC0EADs7uxK/r0RERCSeqJGtWbNm4bvvvkNSUpLwF/fGjRsRGRkJ/b7WO3bswOXLl9GyZUvjVYvCTuf79u3D5s2bsX//fmg0GrRt2xarV69GeHg4XFxcqvwZb775Jjp16lTstWbNmpV7TlZWFnr27AmFQoE5c+bA2toan376Kbp3746rV6/Czc2tynVVRV5eHhQKBcrad1wftgAgJSUFXl5e1VUaERGRWRMVto4fP47evXvDzs5OeG3ZsmVo1KgRtm/fjsTERERERGD58uX46quvjFLozZs38fXXX+O7777D48eP4eLigsmTJ2PSpEmiR7LK0rVrV4wYMaJS52zYsAFRUVG4cOGCENQGDBiA1q1bY+XKlfjoo4+MWmNl6XQ6vPrqq3B3d8err75a4n0bGxvk5ubC1taWYYuIiMiIRIWthIQE9O/fX3h+69YtxMTE4JNPPkGXLl0AAD/88ANOnDhhnCoBtG7dGpaWlnjuuecwadIk/Otf/yp1OsxYMjMzYWtrCysrw36JfvjhB3Tq1KnYiFjLli3x3HPPYdeuXTUetsrrHl/0GFtbW96RSEREZESi1mypVKpijTGPHz8OiUSCvn37Cq8FBAQgLi6u6hU+4cSJE5gwYQLkcjns7OzKfdjb24v6jIkTJ8LJyQkymQw9e/bEpUuXyj1eq9Xi+vXr6NixY4n3QkJCcO/ePWRmZoqqxVgMCVsqlQoAoFQqq6UmIiKi+kDUyJaPjw+uX78uPP/ll1/g6uqKNm3aCK+lpqbCwcGh6hX+Pz8/v0rvjVhZNjY2GD58OAYOHAh3d3fcvHkTK1asQNeuXXHmzBm0a9eu1PPS0tKgUqlKnXrTvxYfH48WLVqUer5KpRKCDmCasJOVlYX58+cXuyvxSQUFBcKxREREZByiwtaAAQOwfv16zJw5EzKZDPv370dERESxY+7evQs/Pz+jFAkA0dHRRrtWWcLCwhAWFiY8Hzx4MEaMGIE2bdpg9uzZ2L9/f6nn6QOMVCot8Z5+JKm8kLN06VIsXLiwKqVXSKVSISgoCImJiWUe8+eff2LJkiUmr4WIiKg+ETWNOHv2bPj5+WHVqlX46KOP0KBBA3z44YfC+48fP8bp06fRrVs3oxVaU5o1a4YhQ4bg6NGjwsjPk/R9q4qOTunpp+9K622lN3v2bCgUCuERExNjhMqLU6vVAAqnPMsik8mQmprKNVtERERGJGpkq2HDhvj7779x+PBhAEC3bt3g5OQkvJ+SkoLly5ejX79+xqmyhvn6+kKtViM7O7vY99RzdXWFVCpFQkJCiff0r3l7e5d5falUWuqomDFpNBpYWlqWG7b0bTO41yQREZHxiO4gb2tri0GDBpX6XlBQEIKCgkQXZQidToc9e/bg2rVriI+PL7URp0QiMUrrifv370Mmk5W5Bs3CwgLBwcGlLqQ/f/48AgIC4OjoWOU6qkIftsrTsGFDjBs3TvSNBURERFRSlbbrUavVOHToEG7fvo3s7GzMnTsXQOHUmVKphLu7OywsjL/94j///INBgwYhKiqqzCadQOXDVnJyMjw8PIq9du3aNezduxcDBgwQvsujR4+Qk5NTrGHriBEj8N577+HSpUvCXYl37tzBkSNHMHPmzMp8PZPIz88HgHJ/vVxcXDBo0CCTTGMSERHVV6LD1t69e/Hqq68iOTkZOp0OEolECFvXr19HaGgotm7dijFjxhitWL2pU6fi7t27mDJlCkaPHg0vLy+D+2GVZ9SoUbC1tUVYWBg8PT1x8+ZNfPHFF7Czs8OyZcuE4yIiInD8+PFiweX111/Hl19+ieeffx4zZ86EtbU1Vq1ahQYNGuDtt9+ucm1VpQ9b5d3RqW9Sa4qATEREVF+JSiinT5/GiBEj4OXlhdWrV+PcuXP4/vvvhfdDQkLQrFkz7N692yRh6+TJkxg8eDDWr19v1OsOHToU27Ztw6pVq6BUKuHh4YFhw4Zh/vz5FW7X4+joiGPHjmH69OlYvHgxtFotevTogU8//bTEaFlNyM/PFxbrl8XR0RGZmZkmbRZLRERU34gKW4sWLYKzszMuX74Md3d3pKamljimY8eOOH/+fJULLI2jo2OF4UeMN998E2+++WaFxx07dqzU1318fPDf//7XyFUZR1JSEqZOnYrXX3+9zGPkcjkyMzOLNawlIiKiqhE1X3T+/HkMGTKk2ObFT/L19S23p1NV9OnTB2fOnDHJtc2VIR3k9Ztll9emgoiIiCpH9HY9pbVAKCojI8Nka3+WL1+O+Ph4vPPOOxVOjVGhyoQtqVSK7OzsaqmLiIjI3ImaRgwICMDFixfLPebs2bPF7tYzJi8vLxw4cAChoaH44osvEBgYWGr4k0gkQi+w+s7DwwPvvvtuuaORLi4u0Gq1sLCwQEpKCltAEBERGYGosDV8+HAsXrwYmzdvxsSJE0u8v2LFCty4cQOffPJJlQsszZ9//ok+ffogIyMDAHDlypVSjzP1Xop1iZ2dHZo3b15ud3hLS0ssWbIECQkJOH78eDVWR0REZL5EzfO98847aNWqFV5++WX06dNHGD2aNWsWunbtinfffRdt27ZFZGSkUYvVe+utt5CRkYGPP/4Yjx49gkajgVarLfEoa3ud+kjfpqKixqZ5eXlITU0VgiwRERFVjaiRLQcHB5w8eRKRkZHYtWuXEGpWrFgBiUSCkSNHYsOGDSbbguby5csYNWoU3nnnHZNc35xV1I/M1dUVAEq9w5SIiIgqT3QnUBcXF2zbtg1r1qzBxYsXkZaWBicnJ3Tq1AkNGjQwZo0lODk5mfwzzI1+SrWisNWhQwe0aNGC+yMSEREZiaiw1atXLzz77LNYtGgR3Nzc0L9/f2PXVa4hQ4bgyJEjwmJuqpg+bFXUQ6tZs2bw8fFh2CIiIjIS0X22anI91McffwypVIrw8HDExcXVWB11iT6UVjSypV/TpVKpTF4TERFRfSBqZKtly5Z4+PChsWsxWNu2baFWq3Hp0iXs2rULLi4uZbZ+uHfvXg1UWHtVtI5O/z5vLiAiIjIOUSNbb7zxBvbs2YObN28aux6DaLVaWFtbw8/PD35+fnB0dIROpyvx0Gq1NVJfbbRp0yb8+9//hoODQ7nH6TejJiIiIuMQ3dS0R48eeOaZZzB58mRhUXxpfa26detW5SKfFB0dbfRrmru8vDzodLoKt+JxcnKCWq2usEUEERERGUZU2OrRowckEgl0Oh1WrlxZbvNQTkfVDoZs1wMU3mWalJRksrYdRERE9Y2osDVv3jx2Z69jwsPDkZ+fX+GIlYeHB5KSkrhVDxERkZGIClsLFiwwchnle+211zB37lw0atRI1Pk7duxAQUEBwsPDjVxZ3dG2bVvY2NhU2PrB29sbAwcOhFKpxLBhwxi6iIiIqqham1StXr0aAQEBlT5v3759aNasGSZOnIijR48adE58fDxWrFiBoKAghIeHIzc3t9Kfay60Wq0QsipasyWXy5GQkID09HSkpKRUR3lERERmTXQHeTEyMjJEtYz4559/8Mknn2DlypX49ttv4erqipCQEHTo0AENGjSAs7Mz8vLykJaWhjt37uD8+fO4desWtFotunTpgs2bN6Nz584m+EZ1g369FlDx3YYSiQQeHh6Ii4tDcnIy/P39TV0eERGRWavWsCWWra0t5s+fjxkzZuDbb7/F5s2bceDAAfz+++8A/tcdXb/ZsqurK8aPH4/XXnsNnTp1qrG6a4ucnBzhvw1p7dCrVy8AQGJioslqIiIiqi/qRNjSc3R0xNSpUzF16lRkZGTg7NmziI2NRWpqKmxtbeHh4YHg4GAEBwfXdKm1in4Kteh0Ynnatm0LHx8fZGRkmLgyIiIi81enwlZRzs7OGDBgQE2XUSfow5ZGozFoL0n9CGF2drZJ6yIiIqoPuItzPaAPW/n5+QYdr98/sehaLyIiIhKnzo5skeF0Oh3GjBkDHx8fTJw4scLj9XcsGhrOiIiIqGwc2aoHVCoVCgoKDJpCBCBs6m3o8URERFQ2/m1aDxi6VY+eq6srAHDLHiIiIiOo1mlEnU4nLL6m6pOdnY033njD4F/7Bg0aICMjg93jiYiIjKBaw9bEiRPRs2fP6vxIQuHIVpcuXZCQkGDQ8Y0bN8bQoUORnp6OESNGMHQRERFVQZXC1pUrV7Blyxb8+eefUCgUkMvlaN++PSIiItC+ffsSx/v7+7MjeQ3QaDSQSCTQarUGHS+Xy5GcnIzs7GwkJCSgWbNmJq6QiIjIfIles/XOO+8gJCQEa9euxalTp/DXX3/h1KlTWLNmDUJCQjBr1ixj1gkAWLJkCebMmQONRlPmMWq1GnPmzMGyZcuM/vl1lf7XqzJTuF5eXgBg8GgYERERlU5U2Fq3bh1WrlyJwMBAbN26FdHR0cjNzUV0dDS+/fZbNGvWDCtXrsSGDRuMVuihQ4cwb948uLm5wdrauszjbGxs4O7ujvfff9/gTav1Ll68iMjISDz11FOwt7eHn58fRo4cibt371Z47jfffAOJRFLqo6a3vRETtrp164bx48czbBEREVWRqGnEDRs2wNfXFxcuXICjo6Pwup+fH8aOHYsXXngBwcHBWLduHV5//XWjFPrtt9/CxcUFkZGRFR47depULF26FJs3b67UGrGPP/4Yp0+fxosvvog2bdogMTER69atQ/v27XHu3Dm0bt26wmt8+OGHaNKkSbHXnJ2dDa7BFMT0ywoKCoKvry8UCoUJKiIiIqo/RIWtBw8eYMqUKcWCVlFyuRzDhw/Hpk2bqlRcUWfOnEHv3r0NakcglUrRu3dvnD59ulKfMWPGDGzfvr3Y/oGjRo1CcHAwli1bhu+++67CawwYMAAdO3as1OeaWkFBAYD/bdhtCEtLSwD/6z5PRERE4oiaRvT09DTouAYNGoi5fKni4+MREBBg8PFNmjSp9BRYWFhYiY2aAwMD8dRTT+HWrVsGXyczM1MIOLWBmLBlZ2cHAOWujyMiIqKKiQpbo0ePxu7du5GVlVXq+0qlErt378bo0aOrVFxRFhYWlfqL39BNlyui0+mQlJQEd3d3g47v2bMnnJycYGdnh8GDByMqKqrKNVRVXFwcJk2ahLi4OIPP0Tc21Y9wERERkTii0sjChQvRtm1bhISEYMeOHYiNjYVGo0FsbCy+//57PPPMM2jfvj0WLlxotEK9vb1x48YNg4+/ceMGGjVqVOXP3bZtG+Li4jBq1Khyj7Ozs8OECROwfv16/PTTT5g1axYOHz6MsLAwxMTElHuuSqWCUqks9jCm3NxcZGdnl3tjwZO8vb0BgD22iIiIqkjUmi39FJNOp0N4eHiJ93U6He7cuSNsaKwnkUhEb27ctWtXfPfdd4iOjkbjxo3LPTY6OhpHjhxBRESEqM/Su337NqZOnYrQ0FCMHz++3GNHjhyJkSNHCs+HDh2Kfv36oVu3bliyZEm569eWLl1q1GD6pMpu1wMUNjaNjY2FXC5HdnY2QxcREZFIEp2I/XN69OhRqfU/RVW2HYPelStX0LFjR7Rv3x779+8vc1ovNTUV/fv3x5UrV3Dx4sVSm6saIjExEc8++yw0Gg3OnTsnjPRUVmhoKJKTk/HPP/+UeYxKpYJKpRKeK5VK4U5A/abQVTF37lwkJSXhqaeewrRp0ww6R6vVYtu2bZBKpWjVqhWCg4OrXAcRkTlTKpWQy+VG+9lN5kPUyNaxY8eMXEbF2rdvj7feegufffYZgoKC8Nprr6Fnz57w8fEBULgu6fDhw/jiiy+QnJyMGTNmiA5aCoUCAwYMQEZGBk6ePCk6aAGAr68v7ty5U+4xUqnUpJs+Ozs7Izg4uFJtHCwsLPDVV1/hypUr2L17N8MWERGRSNW6N2JVrVy5EjKZDMuXL8eSJUuwZMmSYu/rdDpYWlpi9uzZWLx4sajPyMvLwwsvvIC7d+/i0KFDCAoKqlLN9+/fh4eHR5WuYSxWVpX77bazs0NmZiYePnxoooqIiIjMX50KWxKJBB999BFeeuklbN68GWfOnBG6szds2BDPPvssJkyYgKZNm4q6fkFBAUaNGoWzZ89iz549CA0NLfW4hIQEKBQKNG3aVFh0npycXCJU/fbbb7h8+TLefPNNUfUYi37KtzIL5AEI+1gybBEREYknOmw9ePAAq1evxrVr1xAfH19qWwaJRIJ79+5VqcDSNG3aVPTIVXnefvtt7N27Fy+88ALS0tJKNDEdO3YsAGD27NnYsmULHjx4ICzWDwsLQ7t27dCxY0fI5XJcuXIFX3/9NXx9fTFnzhyj11oZYsNW8+bNMX78eNHr84iIiEhk2Nq/fz+GDh0KtVoNa2treHp6ljpFJWLtfY26evUqAGDfvn3Yt29fiff1Yas0o0aNwq+//oqDBw8iJycHXl5eeOWVVzB//nyjNncVQ2zY8vX1RaNGjUTtj3j58mU8ePAALVu2NGibIyIiInMl6m7Ep59+Gv/88w+++eYbDB8+3CjNQ+l/jH1Hy5o1a9CwYUPY2dlh0KBBBp935coV/PPPP8jNzcW4ceMM+n1WqVRYv369cOMCUNj9//XXXy/RnZ+IyJzwbkQqi6iUdPfuXYwZMwYvvvgig1YdoO8CX9k7HoOCglBQUABbW1tER0dXeLxOp8PatWvh4+MDrVYrrKfz9vbG2rVra9UWRkRERNVFVFJq2LBhpRpkUs3asGEDXn/99TI3Di+LTCZDeno6AFTYvgIAfvjhByxatAgXL16EVCrFm2++CSsrK6jVavj6+mLDhg2i6iciIqrLRIWtMWPG4Pfffxc6k1PtlpqaitTU1BId/Q2Rm5sLoHAqsDzZ2dmYMWMGlEol7Ozs8K9//QsAMGzYMFhYWCA6Ohoff/wxjhw5UvkvQEREVIeJClsLFixAy5Yt0a9fP5w+fbrMDampdsjJyQEgbp9D/aL6ivZr3LhxI2JjY9G4cWO89957xd4bM2YMHjx4gLi4OIwfP14YLSMiIqoPRN2NaG1tjTfffBP//ve/0a1btzKPq8peiGQcWq0Wo0aNQl5enqgF6i4uLgD+N8JVmtzcXFhZWeGdd95BUFBQqSNoK1aswOHDhxEVFYV3330Xn3/+OVtKEBFRvSAqbO3cuRPh4eHQarUICAiAl5dXpbuTU/XIy8tDnz59APxvA/HKCA4ORq9evaBWqzFr1qxSf5+///57eHt7w9XVFcOGDSv1Ovb29vjuu++wdOlS9OrVCzt27MDo0aMrXQ8REVFdIyohffjhh5DL5di/fz86depk7JrIiIpO8VZ2gTxQGLYKCgqQnZ2NGzduoG3btsXe12q1SE1NhYODAzQaDRwcHMq8VkhICHr27AkLCwtoNBrcunULrVq1MrgWrVYLjUYDS0tLhnsiIqozRK3ZevDgAf79738zaNUBmZmZAID8/HxRm11bWlqic+fOAIAzZ86UeP+XX36Bv78/NBoNBg8eXOH1pkyZgvv378Pa2hrHjx8vdeeBotRqNb7//nusWrUK33zzDQYOHAipVIoWLVrgrbfewpEjR6DVaiv9vYiIiKqLqLDl6+vLnkl1RHZ2NoDC0CJW79698e677wrBrSh9S4j09HSDNty2trbG4MGDkZGRAVdXV2zatKnUsKRSqfDtt9/i66+/hqWlJXx8fODg4ACJRAKtVou7d+/i7NmzSElJwdq1a7Fr164qfUciIiJTERW2XnnlFezbtw9paWnGroeMTB+2KhpBKk9QUBDat28PZ2fnYsHo/Pnz8Pf3h1arFdaFGXo9/Z2RDRo0wKeffoq7d+8CKNzQ+/PPP8eWLVsgk8ng6uoKpVKJx48fw8fHBzt27EBcXBx+/vln9OnTB2q1Gl5eXgCAr776Cv/5z3+gUChEf1ciIiJjE7VdT3R0NKZPn47bt2/jgw8+wNNPP13m1gR+fn5VLrK+MeaWD0eOHEFKSgpSUlLw+uuvi7pGZmYmfv75Z0ilUvj5+eGZZ54BACxduhRNmzZFXFwcpk+fXunrbtmyBdbW1rCyssJ7772HtLQ0KBQKLF++HH5+fsjIyIBOp8Po0aPL/HXQBy9bW1thvVhOTg5SU1PRoEEDtGvXDo0aNYKtrS3y8vKQm5uLzMxMZGZmIjs7Gzk5OcjPz4erqyucnZ3h7+8v6kYCIiJu10NlEbXKOCAgABKJBDqdDhEREWUex9YPNU/fsqEq076Ojo54/PgxfH19cf78eTzzzDO4ePEi5s2bh379+mHu3Lmirjt+/HicOXMGP/74I6Kjo4WNy2/evAl3d3eMHj26wkX9jRo1wtSpU5GZmYn//ve/UKlUcHNzQ2xsLMaNGycc9/nnn8PZ2bnUa9y5cwfz5s0Tni9ZsgS2traQSCSQy+Xw8/NDcHAwPD09RX1PIiKq30SFrYiICPZIqiPUajUiIyPRvn17vPHGG6KvExgYiLy8PDg7O+P27duYOnUq8vPz4ebmJiygFyMsLAxhYWGYM2cOHj9+DE9PT7i6ulb6Oo6Ojpg0aRIKCgpw/Phx3Lx5E2FhYbhx4wYyMzOLhTa1Wg21Wg2NRgONRoPMzEw0adIEqampyMrKQuPGjYvd7Ziamopjx44hIyMDCQkJUCgU8PLygru7O1xcXODo6AgnJyfI5XK4uLjA2dlZaAZLREQkahqRTMuYQ9Hbt29HeHg4nnvuORw6dEj0dQoKCrB+/Xo0bNgQ8fHxeO+992BnZ4fr16/Dx8enSjWamn7qUCqVQiaTlXtXZkpKCv7++288evQIaWlpKCgogL29vdDc9fTp01izZg2AwpHb7du3l7oZe15eHm7evIl9+/ZBLpdDLpfjueeeg6WlJWxsbGBnZwdHR0e4uLjAw8MD3t7ecHNz4z9iiOowTiNSWdisyMzpF8hXdR2SpaUlunXrhvPnz8Pb2xuvv/46hg4dWuuDFgDY2toavC+ku7s7unfvXuL1lJQU3LhxA08//TTefvttPH78GBkZGUhKSoK1tTVsbGwgk8mELv0ymUwIXEBhMJs4cWKxa+p7lKWmpmLXrl1YuXIlPD094enpiREjRsDKygoSiQQWFhawsrKCtbU1ZDIZZDKZMJLm5OQEqVQKZ2dnjqgREdVSVRrZSkxMxI8//ojbt28jOzsbX331FYDCO8oePHiA4OBgUZsf13fG/NfRxo0bcerUKTRs2BArV66scm1ZWVm4evUqWrduXeYaqPosNzcXaWlpSE9PR3Z2NrKzs6FQKKBQKKDRaKBSqaBWq6HVamFhYQGpVApbW1v8+eefWLduHYDCYLt9+/YyP+Pq1atYunSp8Hzz5s1CmC76Gfn5+cJInZOTE5ycnNC0aVNIpVJhlM/Ozg729vZwcHCAi4sLPD09YW9vD0tLS9P+QhGZIY5sUVlEj2xt2LABb7/9NlQqFYDCf7nrw9bjx48RGhqKTZs24ZVXXjFOpSSKTqfDkCFDEBsba5TrOTg4oEuXLka5ljmytbVFo0aN0KhRo0qdl52djRkzZuDx48dISkpCVlYW8vLyoFKpkJ+fj/z8fKHthlqtRrt27aBUKqFQKIpNPVpbWxcb3YqPj8cPP/wgPC8azIDCOzdzcnKQnJyMgwcP4oMPPgBQODK3bNky2NnZCcGtaA0qlQrJycmwt7eHvb093N3dhZE9fYiztbWFvb29MF1qb28v3HhARFSfiApb+/btQ2RkJDp27Ih58+bh999/x6ZNm4T3n3rqKbRp0wY///wzw1YN098NypGK2s3e3h5NmjRBkyZNRJ2fl5eHtLQ0ZGRkQKFQICsrC1lZWQgKCsK6deugUCigVCqRkpIiBKYnpyjT09OLXc/JyUnoh/akqKgoYe0aAKxfv14YxdZoNMJoHgDExMRg5syZwmd+9NFH8PDwgEajQUFBgRDitFot8vLy8PfffwtTv35+frC1tYWVlRUsLS2FMGljYwOpVAoHBwfhWEtLSyHo2dnZwcHBAdbW1gx3RFTjRIUtfR+ko0ePwt7eHpcvXy5xTHBwME6ePFnlAqlq9C0fuJbHvMlkMnh7e8Pb21v0NXQ6HRYtWoTs7GxkZWUhLS1NmArNy8tDXl6ecCenk5MT5syZg6ysLKFfWXx8vBDg9PtXWllZCe1H9J/h4OBQZkuPuLg4fP/998Lz5cuXo0GDBqUeGx8fX6x33KJFi9C8efNix2i1WqjVamRlZeGTTz4Rgln//v3h6ekJnU4nPPShTCKRIDExUbiZwtnZGVKpVOgJZ2VlBRsbGyH0OTo6wtbWFlKpVPje+s+xtbVl4CMicWHr6tWrGDduXJn/6gUK+x8lJSWJLoyMQ78kT79wm6gsEolECAju7u5o3Lix0a49e/Zs5OTkIDs7G6mpqcVCnH6NmVqthlwux6pVq5Cbm4vc3FxIJBLEx8eXGoiys7Px1FNPFTtWrVYX+/+6hYWFcLPCw4cPhdeHDBlSZjDNy8vDjBkzhOfvvfce2rVrV+wYfb3Z2dno16+f8Ods+vTpQtPfovTTsPp+bjY2Nujfvz8CAwOh1WqF71d0h4abN28K6/oaNGgAJycnIcgWDbSWlpbCXa42NjbFRgH1r+kfMpkM9vb2wpSvjY0NLC0tGQaJTExU2NJqtRWOlDx+/FjUxsdkGjKZrKZLoHrM0tISjo6OcHR0RMOGDY123ffff7/EawUFBUKw069Jy8vLw7lz54RglpOTI/RZ0wehgoICaLVaaDQazJgxQwiCMpms2JpHiUQijOABgL+/v3CsRCKBRqMp8fNRPyIWGxsrjDb379+/zFE7AJg/f75wN/Err7yC3r17l3nslClThO3Txo0bh0GDBpV57FtvvYWEhAQAwKhRozBs2DDh++sfWq0WBQUF+O9//wuFQgFra2u0bt0aTz31lBAMnxQbG4v8/HxYW1vD2dkZLi4uxUY6LSwsiv23fkrY2tpamM7WT2kXnS62tbWFTCYTRhYtLS2FmzyK9sMjqs1E/T+1RYsW5U4R5ufn48SJEwgODhZdGBmHfq0Wt6Ch+qJosKsOb775ZrHnOp0OGo1GCHb6baJUKhUuXbokjIrl5ORApVIVC3xFQ8/8+fOFY+3s7JCYmFhi9Es/2hcaGoqsrCyoVCo4ODjg8ePHxcJN0UfRXT30Px/0QedJUVFRiImJAVA4W1HeNPWmTZsQFRUFAHj++efL3V1k8eLF+OuvvwAUbnRf3tre5cuX49KlSwCALl26FGvOrF/zpw+IO3bswM2bN2FjY4MWLVpg4MCBwq+ZPiDq/zcqKgqpqamwsbGBi4sL/P398ejRo2JrEYmMRVTYCg8Px8yZM7Fw4ULMnz+/2HsFBQWYOXMm7t+/j3fffdcoRZJ4+h+g+n0Dici0JBKJMEUnl8ur5TMrszdpeHg4NBoN1Gq1MMqnVquhUqmEKV19C5GvvvpKGAHU35VadARMH3K0Wi0mTJggjBja2toK079PkkgkeOqpp+Du7g6NRgMvLy8kJyfDwsJCGAl7crpUKpVCrVaXCIT6AKmXmZmJuLg4AIWb3Jc3crhv3z4cO3YMANCuXTs8/fTTmDt3LsMWmYSoPlsajQZ9+/bFiRMn0LRpU8hkMvz9998YPnw4Ll26hOjoaPTt2xe///471wKIYMxeLUFBQcjJycHu3bvRoUMHI1VIRFT98vPzhRs1iq7104dB4H83Rehv6nhy1FD/v0XDpU6ng1QqhUKhKHVq2lDss0VlEd3UVK1WY+HChdi0aVOxW8adnJwwZcoULFy4kIuyRTLmH1h7e3vk5OTg3r17CAgIMFKFRET0JIYtKouosPXo0SM4OzvDyckJOp0Od+7cQVpaGpycnNCqVStYWloiMzMT6enp8PPzM0XdZs1Yf2DVarVwk0JqaqqoDZ6JiMgwDFtUlpI76BqgSZMm+OyzzwAUzr+3bNkSYWFhaN26tTB/vmbNGtENGsk4Hj58iPHjx+OFF14QNlImIiKi6iVqgbwhg2FV2HKRjCQmJgYDBw5EWloa184RERHVEFEjW4aIjY2ttluvjUmlUuHdd9+Ft7c3bG1t0blzZ/zxxx8GnRsXF4eRI0cKU6xDhgzB/fv3TVxx2VJSUgAUNmkkIiKimmHwyNaHH35Y7Ln+ltknFRQUICYmBjt27Ci1k3JtN2HCBPzwww946623EBgYiG+++QYDBw7E0aNHy92AOSsrCz179oRCocCcOXNgbW2NTz/9FN27d8fVq1fh5uZWjd+iUEZGBpydnYv15SEiIqLqZfACeX23ZKBwnVZFp3l7e+Onn35Cp06dqlZhNbpw4QI6d+6M5cuXCxvn5uXloXXr1vD09MSZM2fKPPeTTz7Bu+++iwsXLgjf+fbt22jdujVmzZqFjz76yOA6jLXI8rPPPoO3tzcSEhIwbdo00dchIqKKcYE8lcXgka2jR48CKFyL1atXL0yYMAHjx48vcZylpSVcXV3RsmXLYgGtLvjhhx9gaWmJV199VXhNJpPhpZdewpw5cxATEwNfX98yz+3UqVOxcNmyZUs899xz2LVrV6XClrHof/3d3d2r/bOJiIiokMFhq3v37sJ/z58/Hz179kS3bt1MUlRN+fPPP9G8efMS/yIJCQkBULgBd2lhS6vV4vr165g0aVKJ90JCQnDw4EFkZmaWuYZN31xPT6lUVuVr4OrVq5g3bx7Gjh0LAOVOfxIREZFpiRp6mj9/vtkFLQBISEiAl5dXidf1r8XHx5d6XlpaGlQqlahzAWDp0qWQy+XCo6zRM0NlZ2fj+vXrAApvVPD396/S9YiIiEi8ujXPZ2K5ublCE9CiZDKZ8H5Z5wEQdS4AzJ49GwqFQnjoN34Vq2XLlvjkk0/g7OzMtVpEREQ1TFSfLXNla2tbbDpPT986wdbWtszzAIg6FygMaaUFNbHc3NwwcuRIo12PiIiIxOPIVhFeXl5ISEgo8br+NW9v71LPc3V1hVQqFXUuERERmTeGrSLatm2Lu3fvlligfv78eeH90lhYWCA4OBiXLl0q8d758+cREBBQJxu8EhERUdUxbBUxYsQIFBQU4IsvvhBeU6lU2Lx5Mzp37iwsXH/06BFu375d4tyLFy8WC1x37tzBkSNH8OKLL1bPFyAiIqJax+CmpvXFyJEj8dNPP2H69Olo1qwZtmzZggsXLuDw4cPCHZg9evTA8ePHizV2zczMRLt27ZCZmYmZM2fC2toaq1atQkFBAa5evQoPDw+Da1AoFHB2dkZMTAwb4xER1RFKpRK+vr7IyMiAXC6v6XKoNtFRMbm5ubqZM2fqGjZsqJNKpbpOnTrp9u/fX+yY7t2760r7pYuJidGNGDFC5+TkpHNwcNANGjRIFxUVVekaYmJidAD44IMPPviog4+YmBjRfweReeLIVi2k1WoRHx8PR0dHSCQSUdfQ/wvLHEfHzPm7Afx+dZk5fzfAvL+fMb6bTqdDZmYmvL2969wOKmRabP1QC1lYWMDHx8co13JycjK7H4p65vzdAH6/usycvxtg3t+vqt+N04dUGkZvIiIiIhNi2CIiIiIyIYYtMyWVSjF//nyjdqavLcz5uwH8fnWZOX83wLy/nzl/N6p5XCBPREREZEIc2SIiIiIyIYYtIiIiIhNi2CIiIiIyIYYtIiIiIhNi2CIiIiIyIYYtIiIiIhNi2CIiIiIyIYYtIiIiIhNi2CIiIiIyIYYtIiIiIhNi2CIiIiIyIYYtIiIiIhNi2CIiIiIyIYYtIiIiIhNi2CIiIiIyIYYtIiIiIhNi2CIiIiIyIauaLoBK0mq1iI+Ph6OjIyQSSU2XQ0REBtDpdMjMzIS3tzcsLDiWQf/DsFULxcfHw9fXt6bLICIiEWJiYuDj41PTZVAtwrBVCzk6OgIo/APr5ORUw9UQEZEhlEolfH19hZ/hRHoMW7WQfurQycmJYYuIqI7h8g96EieViYiIiEyIYYuIiIjIhBi2iIiIiEyIa7bqoUuXLuHixYtwcHBAbm4uXn311ZouiYiIyGxxZKseunDhAtzc3CCVSpGXl1fT5RAREZk1hq16KDExEbdv3wYAODg41HA1RERE5o1hqx66e/culi1bBqAwbGVkZNRsQURERGaMYaseevz4MXJzc5GdnQ0AuH//fg1XREREZL5EL5DXarUl9n46e/YsfvnlF8hkMkycOJHbFdRSWq0Wzs7OSEtLg729PeLi4tC+ffuaLouIiMgsiRrZmj59Ouzs7IpNP/3www/o2rUrli5divnz56N9+/aIjY01Vp1kRGPHjsXnn3+OM2fOYMaMGYiPj6/pkoiIiMyWqLB19OhR9OrVC87OzsJr8+bNg1wux7fffotPPvkE6enpWLFihbHqJCPJz88XFsVLpVLExcXh0aNHNVwVERGR+RI1jRgTE4Pu3bsLzx88eIDbt29j/vz5GDt2LADg5MmT2L9/v3GqJKNJSkoSpn+feuopAGDYIiIiMiFRI1vZ2dmwt7cXnh8/fhwSiQQDBgwQXgsKCuI0Yi2UlJQEoPD3sGnTphg2bBjc3NxquCoiIiLzJWpky9vbG3fu3BGe79+/Hw4ODujQoYPwmlKphFQqrXqFZFQpKSkAgJycHDRu3BijRo1CampqDVdFRERkvkSFre7du+P777/HunXrIJPJ8OOPP2Lo0KGwtLQUjrl37x7vRqyF9Dc1qNVquLm5ITk5GXZ2djVbFBERkRkTNY34/vvvw9bWFtOmTcOrr74KqVSKBQsWCO9nZmbixIkTePbZZ41VJxlJZmYmAECn08HT0xMAYGtry217iIiITERU2GrWrBlu3ryJ1atXY82aNbhx4waCgoKE96OiojB58mRMnDjRaIVWlwkTJkAikZT5iIuLK/PcBQsWlHqOTCarxm9QvpSUFPzyyy/IzMyEu7s7tFotgMJGp0RERGR8opuaenl5ITIystT32rdvX2ebZE6ePBm9e/cu9ppOp8Nrr72Gxo0bo1GjRhVeY+PGjcX2HCw6vVrTYmNjsXXrVrz//vuwsrJCTk4OHBwckJycDD8/v5ouj4iIyOyIDltAYSdy/bSUo6NjiY7ydVFoaChCQ0OLvXbq1Cnk5OQgPDzcoGuMGDEC7u7upiivyvRb9OjvJs3Ly4ODgwPS0tJqsiwiIiKzVel0dP78ebz88ssIDAyEVCqFq6srXF1dYWNjg8DAQLzyyis4d+6cKWqtMdu3b4dEIsGYMWMMOl6n00GpVEKn05m4ssorKCiAq6urELbUajUAQKFQ1GRZREREZqtSYWvatGkICwvD119/jcTERLRq1UoYCQoKCkJiYiK++uorPPvss3jrrbdMVHL10mg02LVrF8LCwtC4cWODzgkICIBcLoejoyPGjh0r9LaqDZ5++mls3LgRcrkcAHDp0iVMnz4d6enpNVwZERGReTJ4GnHTpk1Yu3YtunbtikWLFqFLly4lpg21Wi1OnjyJuXPnYu3atWjVqhUmT55s9KKr04EDB5CammrQFKKLiwsiIyMRGhoKqVSKkydPYv369bhw4QIuXboEJyenUs9TqVRQqVTCc6VSabT6y6LvgWZtbY34+Hj22iIiIjKRSoWt1q1b4/Dhw7CyKv00CwsLdO/eHYcPH0b79u2xcePGOh+2tm/fDmtra4wcObLCY6dNm1bs+fDhwxESEoLw8HBs2LAB7733XqnnLV26FAsXLjRKvRXRL9a3sbEBAKF7PMMWERGRaRg8jXj37l08//zzZQatoqytrfH888/j7t27VSqupmVlZWHPnj3o16+f6C1txowZg4YNG+LQoUNlHjN79mwoFArhERMTI7bkCulHI21tbQEU7gYwYsQIIXwRERGRcRk8smVvb4+EhASDL5yQkFBs/8S66Oeff67UXYhl8fX1LfduP6lUWm1bG+nDsj5subq64sUXX+Q+lkRERCZi8MhWz549sXPnThw8eLDCY/fv34+dO3eiV69eVSqupm3btg0ODg4YPHiw6GvodDpER0fDw8PDiJWJ92TY0vcDM4e2HURERLWRwSNbS5YswcGDBzFgwAD06tULffr0QWBgoHBXm0KhQFRUFA4ePIijR49CLpdj8eLFJivc1JKTk3Ho0CGMHj261L0DHz16hJycHLRs2bLYOU+Gqo0bNyI5ORn9+/c3ec2G0E8X6kcd5XI50tPTYW1tXZNlERERmS2Dw1ZgYCDOnDmDKVOm4PDhwzh8+DAkEkmxY/R9pbp164YNGzYgMDDQuNVWo507dyI/P7/MKcSIiAgcP368WC8tf39/jBo1CsHBwZDJZDh16hR27NiBtm3b1oobBXQ6HY4cOQKpVIrOnTsDKLyDMj09vVZtKURERGROJDoRnTejoqJw7NgxREVFCc0w5XI5AgMD0b17dzRv3tzohVa30NBQ3L9/H/Hx8aVut9OjR48SYeuVV17BmTNnEBMTg7y8PPj7+2P48OF4//334ejoaPBnK5VKyOVyKBSKMttFiJGXlydMH2ZkZEAulyM6OhoXLlyAVqvFiy++WKu2FiIiqktM9bOb6j5RYYtMy1R/YNPS0oS7KtVqNaytrZGdnY1ff/0VANCrV69au80QEVFtx7BFZeGq6HokKysLLi4ucHJyEtZo2dvbC1v2pKSk1GR5REREZqlKG1FT3ZKRkYFNmzYhJyen2Ovr1q1DbGws9uzZU0OVERERmS+TjGzduXMHlpaWBjVApeqTnZ0NoHC/x6KysrIQFxeHjIyMGqiKiIjIvJksDel0OnA5WO2iH9F6Mmy5uLgAADejJiIiMgGThK0WLVpAq9Wa4tJUBbm5uQCAgoKCYq+3bt0aDRs2rJYNsImIiOobzvPVIyqVCkDJsBUYGIiePXuWu6UQERERicO7EesRfdh6ctRR31tLf1ciERERGY/JwlZaWhoePXpkqsuTCPqw9ST9jQxPjngRERFR1ZksbL399tsICAgw1eVJhJycHBw5cqTEdKFUKgVQcsSLiIiIqs6k04i8G7F2SU9Px+eff46kpKRir+s32n5yr0siIiKqOq7Zqkf0rR/s7e2Lve7g4AAA7ItGRERkAgb/7VrZKUFu/VL75OXlQSaTCSNZek5OTsjLyxO28CEiIiLjMThsRUdHw8LCwuC/kJ9snEk1z8fHB1u2bCkRhD08PDB58mQAwJQpU2qiNCIiIrNlcNjy9vaGm5sbrl27ZtDxEyZMwNatW0UXRsanX0P35HShu7s77t69C4lEgoKCAqEVBBEREVWdwWGrQ4cO+P3336FSqYS718pjysXWR48exeHDh3H69GnExsYiJSUFdnZ28PDwQHBwMLp3745BgwahYcOGJquhLntydFK/XY9Op4NCoYCrq2tNlEVERGSWDA5b7dq1w759+3Dt2jWEhIRUeLyx90bMzs7GmjVr8OWXX+Lhw4fCtWUyGVxdXZGbm4sbN27g+vXr2LZtG6ytrfHCCy9g+vTpePbZZ41WR12mD8BPhi0bGxs8//zzsLOzw+PHjxm2iIiIjMjguxEjIiKwefNmeHp6GnT8ypUr8eDBA9GFFbVp0yY0a9YM77//PpycnLBo0SIcPnwYCoUCOTk5iI2NRWpqKjQaDW7fvo0tW7Zg5MiROHjwILp164Zhw4YZrZa6rKywBQCDBw/GiBEjkJqaWt1lERERmbVK3Y1YmTsS3dzc4ObmJqqoJ73xxhsYPXo0Zs2ahdatW5d5nEQiQfPmzdG8eXOMGzcOubm52LZtG5YuXYqtW7di3rx5RqmnriovbOm7yysUimqtiYiIyNxVa2OlPXv2YM+ePfj6668rdd7ff/+N5s2bV/rzbG1t8fLLL2PixIncOgiAhUXhQKaNjU2J9/Lz8wEAmZmZ1VoTERGRuavWpqZXr17Fli1bKn2emKBVlKWlJZo0aVKla5iDqKgonDlzBjKZrMR7+jVw+sanREREZBxsGV6P/Prrr3jw4AH+/e9/l3lMXl5eNVZERERk/upM2BI7Dejn52fkSuoufZAqbWRL31uLzWiJiIiMq86ErcaNG1e6d5dEIhHWIlHhuiyJRFJq2NIvmi8oKKjusoiIiMxanQlbQGHn87CwsFLDAlVs5cqVkEqlpYZWCwsLzJ07F506daqByoiIiMxXnQlbXl5eSEhIwLVr1zB69GhMmjQJHTp0qOmy6gytViuMXpUWVuVyOe7evYtGjRpVd2lERERmrVrvRqyKmJgY7Nu3Dz179sR//vMfhISEoF27dli7di3S0tJqurxaT6PRCK0f7OzsSryv37InPT29WusiIiIyd3UmbFlYWOD555/H7t27ERcXh+XLlyM/Px/Tpk1Do0aNMGrUKBw4cKCmy6y1irZ0sLW1LfG+XC7HwIEDy20aS0RERJVXZ8JWUe7u7pgxYwb++usvnD17FhEREThw4AAGDhwIf39/XLlypaZLrHUqClsODg4YP348nnvuueosi4iIyOxVa9jq0aOH0bfM6dy5Mz7//HPs3r0b3t7eiI2NRWxsrKhrHTt2DBKJpNTHuXPnKjw/Li4OI0eOhLOzM5ycnDBkyBDcv39fVC3GlpubC6BwOlHf5qEo/dZKdnZ2UKvV1VobERGRORO1QD4zMxPJycnw9fUtts/ezp07sXfvXshkMkydOhXt27cvdl737t3RvXv3qlVcxOPHj7FlyxZs3rwZd+7cgY2NDUaOHIm2bdtW6bpvvvlmibvymjVrVu45WVlZ6NmzJxQKBebMmQNra2t8+umn6N69O65evWq0fSLF0vfYKquPlru7u/DfKSkp8Pb2rpa6iIiIzJ2osDVr1ix89913SEpKEsLWxo0bERkZKWz7smPHDly+fBktW7Y0XrUo7AO1b98+bN68Gfv374dGo0Hbtm2xevVqhIeHCwu9q6Jr164YMWJEpc7ZsGEDoqKicOHCBSGoDRgwAK1bt8bKlSvx0UcfVbmuqtBoNDh//nypo1pA4X6Jubm5sLW1RWpqKsMWERGRkYiaRjx+/Dh69+5d7K62ZcuWoVGjRjhx4gR27doFnU6H5cuXG63QmzdvYubMmWjUqBGGDRuGU6dOYfLkybhy5QquXLmCyMhIowQtvczMzEo1RP3hhx/QqVOnYiNiLVu2xHPPPYddu3YZrS6xCgoKsGrVKuzcubPMY/SjXxkZGdVUFRERkfkTNbKVkJCA/v37C89v3bqFmJgYfPLJJ+jSpQuAwvBx4sQJ41QJoHXr1rC0tMRzzz2HSZMm4V//+lexKUxjmjhxIrKysmBpaYmuXbti+fLl6NixY5nHa7VaXL9+HZMmTSrxXkhICA4ePIjMzEw4OjqapF5D6IOUVCot8xj9Wi2FQlEtNREREdUHosKWSqWCjY2N8Pz48eOQSCTo27ev8FpAQAD27t1b9QqfcOLECZw4cQITJkyo8FiJRILs7GyDr21jY4Phw4dj4MCBcHd3x82bN7FixQp07doVZ86cQbt27Uo9Ly0tDSqVCl5eXiXe078WHx+PFi1alHq+SqWCSqUSniuVSoNrNpR+gXx53ff1I3lZWVlG/3wiIqL6SlTY8vHxwfXr14Xnv/zyC1xdXdGmTRvhtdTUVDg4OFS9wv/n5+dX6b0RKyssLAxhYWHC88GDB2PEiBFo06YNZs+ejf3795d6nj7IlDZqpA83+mNKs3TpUixcuLAqpVcoJycH33//PeLi4so85u+//8bGjRsxffp0k9ZCRERUn4gKWwMGDMD69esxc+ZMyGQy7N+/HxEREcWOuXv3Lvz8/IxSJABER0cb7VqV0axZMwwZMgQ//vgjCgoKSl1gru9bVXR0Sk8/fVdabyu92bNnY8aMGcJzpVIJX1/fqpZejFqthoWFhdBFvjQSiQRRUVHsyE9ERGREosLW7NmzsW/fPqxatQpA4VTZhx9+KLz/+PFjnD59GpGRkcapsob5+vpCrVYjOzsbTk5OJd53dXWFVCpFQkJCiff0r5V3d59UKi13LZUxaDQaWFmV/9utv8GAYYuIiMh4RIWthg0b4u+//8bhw4cBAN26dSsWQlJSUrB8+XL069fPOFXWsPv370Mmk5U5LWphYYHg4GBcunSpxHvnz59HQEBAjS6OBwrXY1lZWQmtOUrToEEDDBgwwGQ3HhAREdVHosIWUDgtNmjQoFLfCwoKQlBQkOiiDKHT6bBnzx5cu3YN8fHxpTbrlEgk+Oqrrwy+ZnJyMjw8PIq9du3aNezduxcDBgwQpuAePXqEnJycYj3ERowYgffeew+XLl0S7ly8c+cOjhw5gpkzZ4r5ikal0Wggk8nKDVuurq6YMGECYmJiqrEyIiIi8yY6bAGF64AOHTqE27dvIzs7G3PnzgVQuE5JqVTC3d293DVCYv3zzz8YNGgQoqKiyg0PlQ1bo0aNgq2tLcLCwuDp6YmbN2/iiy++gJ2dHZYtWyYcFxERgePHjxf77Ndffx1ffvklnn/+ecycORPW1tZYtWoVGjRogLffflvcFzWigoICACj3JgN7e3sAMMnvGRERUX0lOmzt3bsXr776KpKTk6HT6SCRSISwdf36dYSGhmLr1q0YM2aM0YrVmzp1Ku7evYspU6Zg9OjR8PLyqnA9kiGGDh2Kbdu2YdWqVVAqlfDw8MCwYcMwf/78CrfrcXR0xLFjxzB9+nQsXrwYWq0WPXr0wKefflpitKwmGNKg1cHBAVlZWUb5tSQiIqJCEl15Q0NlOH36NHr27AkvLy+88847OHfuHL7//nth9AQAWrRogdatW2P37t1GLRgo3Cy5b9+++Pnnn41+7dpAqVRCLpdDoVCUuiBfjJUrVyItLQ0ODg6YPXt2qcecOnUK8fHxyMjIwKuvvmqUzyUiqi9M8bObzIOo+aJFixbB2dkZly9fRmRkJAIDA0sc07FjR1y7dq3KBZbG0dGxwpEmKi4pKQkfffRRuXcaurq6Aii/8SkRERFVjqiwdf78eQwZMgTu7u5lHuPr64vExETRhZWnT58+OHPmjEmuba4M2a5H//spk8lK7RlGRERElScqbKlUqgqHSDMyMky20Hr58uWIj4/HO++8I4QIKp/+16m8USs3Nzfhv5OTk01eExERUX0gaiV0QEAALl68WO4xZ8+eLdYawZi8vLxw4MABhIaG4osvvkBgYGCp4U8ikQi9wOq75s2bY/PmzeWGU0tLS6xevRopKSn46aefqrE6IiIi8yUqbA0fPhyLFy/G5s2bMXHixBLvr1ixAjdu3MAnn3xS5QJL8+eff6JPnz7IyMgAAFy5cqXU40y9l2JdIpFIYGdnV+wmhtIkJCTgwYMHUCgU1VQZERGReRM1z/fOO++gVatWePnll9GnTx9h9GjWrFno2rUr3n33XbRt29Zk2/W89dZbyMjIwMcff4xHjx5Bo9FAq9WWeFQULOqjito66BfJp6enV0c5REREZk/UyJaDgwNOnjyJyMhI7Nq1Swg1K1asgEQiwciRI7FhwwaT7fd3+fJljBo1Cu+8845Jrm+O9KN8FW3F07p1azRo0ACpqanVURYREZHZE9290sXFBdu2bcOaNWtw8eJFpKWlwcnJCZ06dUKDBg2MWWMJTk5OJv8Mc6MPWxWNbLVp0wY+Pj7CFC0RERFVjaiw1atXLzz77LNYtGgR3Nzc0L9/f2PXVa4hQ4bgyJEj0Gq13FrGQPpfJxsbG4OO412eRERExiG6z1ZNrof6+OOPIZVKER4ejri4uBqroy4xNGzp3zdkex8iIiKqmKiRrZYtW+Lhw4fGrsVgbdu2hVqtxqVLl7Br1y64uLiU2frh3r17NVBh7RMXF4eMjAw8++yz5R5nZ2cHAOVu8E1ERESGExW23njjDURGRuLmzZsICgoydk0V0mq1sLa2hp+fn/BaaeGAgeF/duzYgYcPH+LChQvlHufo6IiCggJYWlpWU2VERETmTXRT0x49euCZZ57B5MmThUXxpfW16tatW5WLfFJ0dLTRr2nuDNmuBwCcnZ2Rmppa4XQjERERGUZU2OrRowckEgl0Oh1WrlxZbvNQ9rqqHQzZrgco3LInNTVVmE4kIiKiqhEVtubNm8fu7HXMxx9/DJ1OV+Hdm97e3njppZegVCoRHh5eYV8uIiIiKp+osLVgwQIjl1G+1157DXPnzkWjRo1Enb9jxw4UFBQgPDzcyJXVDVqtFi4uLgAqHtlyd3fHtWvXUFBQgJSUFHh5eVVHiURERGarWptUrV69GgEBAZU+b9++fWjWrBkmTpyIo0ePGnROfHw8VqxYgaCgIISHhyM3N7fSn2suin73iqYHLSws4ObmBgBITk42aV1ERET1gegO8mJkZGSIahnxzz//4JNPPsHKlSvx7bffwtXVFSEhIejQoQMaNGgAZ2dn5OXlIS0tDXfu3MH58+dx69YtaLVadOnSBZs3b0bnzp1N8I3qhsqELQAIDQ1Ffn4+EhMT0aZNG1OWRkREZPaqNWyJZWtri/nz52PGjBn49ttvsXnzZhw4cAC///47gP9tRaNv9eDq6orx48fjtddeQ6dOnWqs7tqiaNgy5C7D7t27o1GjRkhLSzNlWURERPVCnQhbeo6Ojpg6dSqmTp2KjIwMnD17FrGxsUhNTYWtrS08PDwQHByM4ODgmi61VtGHLbVabdD2RlqtFgCQlZVl0rqIiIjqgzoVtopydnbGgAEDarqMOkEftjQajUHH6wNZfV7nRkREZCx1NmyR4dRqNf755x9hxKoi+jsWDQ1nREREVLZqvRuRaoZWq8X777+Pr776yqDjHRwcTFwRERFR/cGwVQ+oVCoAFffY0tP35GJDUyIioqpj2KoHDN0XUc/DwwOAYW0iiIiIqHzVumZLp9MJ7Rmo+mRnZ2PdunUGt3Lw9fXF66+/joyMDIwfPx5WVlzaR0REJFa1/i06ceJE9OzZszo/klC40N3DwwNqtdqg4xs2bChs2ZOUlCR6myQiIiKqYti6cuUKtmzZgj///BMKhQJyuRzt27dHREQE2rdvX+J4f39/+Pv7V+UjSQS1Wg0bGxuDRxUtLCzQoEEDxMfHIyEhgWGLiIioCkSv2XrnnXcQEhKCtWvX4tSpU/jrr79w6tQprFmzBiEhIZg1a5Yx6wQALFmyBHPmzCm3JYFarcacOXOwbNmySl//4sWLiIyMxFNPPQV7e3v4+flh5MiRuHv3boXnfvPNN5BIJKU+EhMTK12LMeXn5wNApaZwQ0NDMWjQIMTFxZmqLCIionpB1MjWunXrsHLlSrRo0QIffPABunbtigYNGiApKQknTpzA4sWLsXLlSjRu3Bivv/66UQo9dOgQ5s2bh08++aTcu+RsbGzg7u6Od955B507d67UtOXHH3+M06dP48UXX0SbNm2QmJiIdevWoX379jh37hxat25d4TU+/PBDNGnSpNhrzs7OBtdgCvqwVRlhYWHw8fFBenq6CSoiIiKqPyQ6ESvWg4KCkJ2djRs3bsDR0bHE+wqFAsHBwXBwcMDNmzeNUmhERAR+++03xMXFVXhXnUqlgo+PDwYMGIBvv/3W4M84c+YMOnbsWGz/wKioKAQHB2PEiBH47rvvyjz3m2++wcSJE3Hx4kV07NjR4M8sjVKphFwuh0KhgJOTU5WuBQCff/45XFxcEBMTg7ffftugc1atWgUfHx8kJydj6tSpVa6BiMjcGftnN5kPUdOIDx48wPDhw0sNWgAgl8sxfPhwPHjwoErFFXXmzBn07t3boPYFUqkUvXv3xunTpyv1GWFhYSU2ag4MDMRTTz2FW7duGXydzMxMFBQUVOqzTUlfi37DbkPof531PbqIiIhIHFFhy9PT06DjGjRoIObypYqPj0dAQIDBxzdp0gQJCQlV/lydToekpCS4u7sbdHzPnj3h5OQEOzs7DB48GFFRUVWuoary8vIQGxtbqQDIf5UREREZh6iwNXr0aOzevRtZWVmlvq9UKrF7926MHj26SsUVZWFhUam9+jQajbChclVs27YNcXFxGDVqVLnH2dnZYcKECVi/fj1++uknzJo1C4cPH0ZYWBhiYmLKPVelUkGpVBZ7GFNcXBzefvttpKSkGHyOPlAb2nWeiIiISicqjSxcuBBt27ZFSEgIduzYgdjYWGg0GsTGxuL777/HM888g/bt22PhwoVGK9Tb2xs3btww+PgbN25UuWXB7du3MXXqVISGhmL8+PHlHjty5Ehs3rwZERERGDp0KBYtWoQDBw4gNTUVS5YsKffcpUuXQi6XCw9fX98q1f2kym7XAwB+fn4ACke4DN3AmoiIiEoSdTeifhsXnU6H8PDwEu/rdDrcuXMHtra2xV6XSCSi7owDgK5du+K7775DdHQ0GjduXO6x0dHROHLkCCIiIkR9FgAkJibi+eefh1wuxw8//ABLS8tKX6NLly7o3LkzDh06VO5xs2fPxowZM4TnSqXSqIGrstv1AIXTsNeuXYONjQ3i4uKMHgCJiIjqC1Fhq2vXrpVabG0MU6dOxebNmzFixAjs37+/zDVUqampePHFF5Gfn48pU6aI+iyFQoEBAwYgIyMDJ0+ehLe3t+i6fX19cefOnXKPkUqllQpCldW0aVOsWLGiUnsdymQy/Oc//8E///yDnTt3MmwRERGJJCpsHTt2zMhlVKx9+/Z466238NlnnyEoKAivvfYaevbsCR8fHwCF65IOHz6ML774AsnJyZgxY0apXewrkpeXhxdeeAF3797FoUOHEBQUVKW679+/L2zsXFNsbGzg6+tb5hq7suTm5uLhw4d49OgROnfubKLqiIiIzFud2mF45cqVkMlkWL58OZYsWVJiLZROp4OlpSVmz56NxYsXV/r6BQUFGDVqFM6ePYs9e/YgNDS01OMSEhKgUCjQtGlTocFqcnJyiVD122+/4fLly3jzzTcrXYsx6UchK7uhtL+/P86cOYOHDx+aoiwiIqJ6oU6FLYlEgo8++ggvvfQSNm/ejDNnzghb4TRs2BDPPvssJkyYgKZNm4q6/ttvv429e/fihRdeQFpaWokmpmPHjgVQuMZqy5YtePDggbB+LCwsDO3atUPHjh0hl8tx5coVfP311/D19cWcOXPEf2kjKq/zfmlatGiBF154AdnZ2SaqiIiIyPyJDlsPHjzA6tWrce3aNcTHx5falkEikeDevXtVKrA0TZs2FTVyVZGrV68CAPbt24d9+/aVeF8ftkozatQo/Prrrzh48CBycnLg5eWFV155BfPnzzdqvzEx9C0wKhu2/P390apVK8TGxpqiLCIionpBVNjav38/hg4dCrVaDWtra3h6epY6RSViJ6AaZehatG+++QbffPNNsdcWL15skgBoDPppxMqGLR8fH6SlpZW4q7Qit2/fxm+//SZ87rBhw+Dv71+paxAREZkLUWHr3XffhaWlJXbu3Inhw4cbpXkomY6+bUVl73hs2bIlzpw5AxcXF2RlZcHBwaHCc86ePYu7d+8KNy4AwJEjR9CkSRP06NGjUp9PRERkDkSlpLt372LMmDF48cUXGbTqAKVSiZSUlEqHLW9vb2RnZ8PCwsKgDcUTEhJw48YN2NraIiEhAWq1GomJibC3t8eDBw9w7do1sV+BiIiozhI1stWwYUNu41KHbNy4EbGxsbh48WKlzrOwsIBCoYC9vT2io6MREhJS7vHz58/H2bNnMXz4cERGRsLd3R0KhQKbN29GTEwMvv76axw5cqTS05lERER1mahhqTFjxuD3338XOpNT7ZaTkwMAsLe3r/S5+q16kpOTyz3u2rVr+M9//oMbN26gd+/eQtNZuVyO4cOHY/PmzTh16lStXddGRERkKqLC1oIFC9CyZUv069cPp0+frnSzTKpe+t8fQ9ZcPUnfdb6iYL18+XLodDqMHDkSXbp0Kfaer68vNm7cCABYsmQJzp49W+k6iIiI6ipR04jW1tZ488038e9//xvdunUr87iq7IVIxpGXl4clS5YgLy9P1NSvt7c3pk2bBicnJ7z99tulHvPPP/+ge/fu0Gq1ZR6jb43h6uqKK1euoHXr1nB0dKx0PURERHWNqLC1c+dOhIeHQ6vVIiAgAF5eXpXuTk7VQ6FQwM/PDwDg5ORU6fOfeeYZREdHAwDS09Ph4uJS4phff/0VXl5e6NSpEzp06FDmtZYvX469e/dCLpfjq6++wltvvVXpeoiIiOoaUQnpww8/hFwux/79+9GpUydj10RGpFQqAQBqtVrUZteenp5o2rQp7t27h/Pnz6N///7F3k9NTYVcLgeACjv3N2jQAF5eXsjJyYG3tzf2799f4npluX//Pv78808kJCTAxsYGLVu2xDPPPAMbG5tKfyciIqLqJCpsPXjwABMnTmTQqgMyMzMBFIYtsZ5//nnk5eXh9u3bJcLRDz/8ABcXFyQnJ+O1116r8FqDBg3Cp59+ikaNGiEmJgZRUVEIDAws9VitVotff/0V//zzDxo1aoQ///wTy5YtE95ftmwZbGxs8Mwzz5S5jyUREVFNExW2fH19UVBQYOxayAT0i+OrEraefvppODg4lNi2R6VSCf/t4OAgNE+tyKRJk7B161Z4enri4MGD0Gq1aNGihfC+VqvFzz//jNjYWDRs2BCNGjUCADg6OmLEiBHIzc3FvXv30KRJEwBATEwMzp49i1atWqFfv37s/UZERLWKqLD1yiuv4NNPP8VHH30EV1dXY9dERqRv+1CVGxWCg4Px4MEDeHp6IjU1FW5ubgCAn376CS4uLlAqlRg9erTB15PL5ejfvz+OHDkCDw8PbN++HZaWlnj66acRFxeHgoICNGjQAA0bNoRKpUJqaioGDRqEkSNHCtfQaDQ4fPgwbt26hYYNG8LHxweZmZlYt24d3N3d0b9/f/5/k4iIagVRYWvEiBE4ffo0nn32WXzwwQd4+umny1x8rV+cTTXDGGGrQ4cOuHDhAjw8PPDbb79h3Lhx0Gg0SEpKgpeXF9RqdaV7eDVr1gwSiQS//vorfvrpJ/z1118AgF69emHy5MnIy8uDQqHAsGHDhJGtoqytrdG/f3/0798fd+7cwe+//w43Nzc0bNgQANCnTx+4ubmhdevWaN68OWxtbaHT6ZCfnw+NRoP8/HwUFBRAq9Xi2rVrsLe3h4uLC5o1awY/Pz+0bNkSXl5eHCUjIqIqExW2AgICIJFIoNPpEBERUeZxbP1Q8/Ly8qBUKqs0jWhhYSFsKp2SkgIA+Prrr7F48WKMGjUKCxYsEHXdpk2bYsqUKXBxccFPP/2EmJgYuLq6QqFQYPDgwWjQoIFB12nRogVatGiB+Ph4/PTTT8jLy8O1a9dQUFCAP/74A6+88gp69+5d5vkLFy4UbiSYOHEi+vfvj9OnTyMzMxNKpRISiQRubm5o2rQpnn76aVHNYYmIqP6S6HQ6XWVPmjBhgvCXb0U2b95c6aLqO6VSCblcDoVCIapdQ1Gff/45XnvtNQwdOhQ//fST6OvcuXMHf/75JywsLPDnn39i9erVyM3NxWeffYZp06ZVqUZj0+l0uHXrFk6cOIGoqCjY29tDLpcL/0CQSCSwsLCApaUlrKyskJubC4VCgZSUFMjlcvj5+cHZ2bnUUa1XXnkFMpkM3t7e6NWrFxo1agQLCwtYW1vDxsYGtra2sLe3h6OjIzw9PeHi4gIXFxfY29sb/GeGiOomY/7sJvMiamTrm2++MXIZZCr6uxHFdI8vqkWLFjh8+DDc3d3h4OCA3NxcDBgwAK+//roxyjQqiUSCoKAgBAUFib5GZmYm/vrrL9y7dw+pqanQarWQSCRQKpVQKpV4/Pgx+vXrBx8fnxLnajQapKWlYcCAAcLI7pQpU9ChQweoVCpoNBrhBhNLS0vIZDLY2trC09MTnp6ekMvlcHJygouLC/vXERGZAf4kN3P6uxGN0a198uTJWLduHQoKCjB16lR8/PHHZruptKOjI8LCwhAWFia8ptPpEB4ejvj4eCQkJODx48dIS0uDWq0W1n9JJBJYWlpCIpHAxcUF6enpyM/Ph6Ojo/AozdixY6HRaAAAkZGR6Nq1KwAgNzcXKpUKKpUKBQUFKCgowNWrV+Hg4AC5XI6GDRvCyckJMpkM9vb2cHBwgJOTE+RyOVxdXeHi4mLwXaJERGQaoqYR9RITE/Hjjz/i9u3byM7OxldffQWgcNPiBw8eIDg4GLa2tkYrtr4w5lD0ihUrkJubC6lUilmzZhmpQjKUTqdDTk4OkpKSkJqaKoyMZWVlITs7GyqVCmq1GocOHUJSUhKSkpIwbtw4dOzYscxrjhkzRhgZKxrMSvPKK68AKLwDdMCAAWjZsiV0Ol2p06kFBQWws7ODg4MD7OzsigU4R0dHODk5wcnJiaNtRGXgNCKVRfRPzQ0bNuDtt98Wei1JJBIhbD1+/BihoaHYtGmT8MOeaoalpSVatGiB5OTkmi6lXpJIJLC3t0dAQAACAgLKPO6dd94p9jwnJwdpaWlIT0+HQqFAZmYmsrOzkZOTg+XLl0OhUEChUMDZ2RmxsbHCiFrRtWNWVlbIyclBfn4+lEolrK2tS72zU+/ll18Wpp31NwqkpaWVOE6lUmHJkiVQqVRwcHBAWFgYWrRoAf2/2/S1WFlZCcHM3t4etra2kMlksLa2FqZO7ezsYGdnJ4Q6mUzGO0CJyOyIClv79u1DZGQkOnbsiHnz5uH333/Hpk2bhPefeuoptGnTBj///DPDVg3T/wVortN95kofQkpbE2YI/YhabGysEMxSU1ORlZWFnJwcqNXqEi0wnn/+eWHUzcHBAcnJyUJ4KxqCpFIpEhMToVAoAACdOnUqt85p06YhMTERQOGG5MOGDSvz2Pfeew+PHz+Gra0tnnvuOXTt2lWoT6vVFgt0cXFxkEgksLOzE9a56est+pBKpbC3t4e9vb0Q9qysrIRfY275RESmJipsLV++HH5+fjh69Cjs7e1x+fLlEscEBwfj5MmTVS6Qqkb/lxP/Qqlf9CNq9vb2BrfQKI9WqxXu2szMzMTJkyeRnZ2N7OxsKJVKYW2ZRqMRbgAoKCiATqdD9+7dkZaWhtzcXDg7OyMpKUkY9dKHI/0ImEqlEq6r0+ng4eFRZk3r16/H/fv3AQCDBw9GeHh4sXrz8vKQl5cHoHC69ebNmwCAvn374qWXXhKOLSgoEIJnfn4+/vvf/yIuLg4ymQwtWrRASEiIMPWq/7UFCluiZGRkQKfTFZty1X8v/UMf+IqGOysrK1hYWEAqlUImkwkPrq8jMk+iwtbVq1cxbty4cvsNNWrUCElJSaILI+PQj0bIZLIaroTqMgsLCyG8GZtOp4NKpUJWVhYuXryI3Nxc5ObmQqlUIjs7G3l5ecLatqIjchEREcJInaOjI2JiYooFoaJr0hwcHODm5oa8vLwS//CwtLQsFnKSkpJw69YtAICrq2u5U6/bt2/HxYsXAQDPPvss3nzzTeE9rVYr3NyQmZmJtWvX4tSpUwCAjh07lpg6BgqDX35+Pnbs2IHLly/DxsYGzZo1w/Dhw4XwWnSET6fT4dGjR0hPT4eNjQ3kcjl8fX1hYWFR7KH/jhKJRAiA+hG+os+Ljgba2trC1tZWCIf6O2cZCIkqT1TY0mq1FU5LPX78GFKpVFRRZDwMW1TbSSQSYWTHVJ5sUaLRaIRQp3/oR8I2btwIjUaDvLw8YcTuyZ0H9FObffr0QadOnZCXlwd7e3th/1CJRCI89IHHzs4ODRo0gFqthq2tLTQaTYmfo/pQpL+pAgDc3NzKHeE7dOgQ9u/fDwBo1apVuU2Gt2/fjj179gAAmjRpgmXLliE3N7fUY3/88Ufs3LkTAODt7Y1PP/0UQOHP//z8fGi1WuHX4cyZMzh27BhsbGzg7OyM0aNHlwiF+v9NSUlBXFycEOoCAwNL/FrpH0WXQegDoX5tov5/9YFRJpPBzs5OOFan08Ha2hpSqRRSqVQIkgyLVBNEha0WLVqUO0WYn5+PEydOIDg4WHRhZBz6Hyy8K5Tof/RTfNV5x9jUqVNLvFZQUAC1Wi2EOv0o3vr165Gfnw+1Wo28vDxkZ2cLYa/olGd+fj5eeOEF9O7dGyqVCjqdDklJSULQKTr9CRSGpr59+0KlUsHR0RGJiYmwtLQsNgJmYWEBKyurYrt/FA0oFhYWJUYHVSqVMKXr6ekpbJtVmps3b2Lr1q0ACu+S/eKLL8o89tixY9i4cSOAwrWC3377rTBi+KRz584JgRCAEBSflJ+fj2vXrmHTpk3C/w/mzJmDw4cPY8SIERg7dmyZ9RCJJSpshYeHY+bMmVi4cCHmz59f7L2CggLMnDkT9+/fx7vvvmuUIkk8lUqFnJwceHt713QpRPQES0tLYbqutomIiIBOpxMC4ZPTuUUfkZGRmDp1qvA8Ly+v2Nq9oiOCHTt2RKtWrYTQmJSUVGx6tGg4dHR0xNChQ6HRaKDVaoWbIopOE+vvfs3Pz4eHh0exzy1tFMvKygo6nU7YogsoHD1MS0tDdnZ2tfzaUv0jqs+WRqNB3759ceLECTRt2hQymQx///03hg8fjkuXLiE6Ohp9+/bF77//zi1KRDBmrxZXV1ekp6fj1q1baNmypZEqJCKq/bRabbFQqA+L+vVv+hs6MjMzodPpEBgYWO6oXEXYZ4vKIrqpqVqtxsKFC7Fp0yakp6cLrzs5OWHKlClYuHAh74ATyZh/YG1sbKDRaBATEyO6jQAREVWMYYvKIipsPXr0CM7OznBycoJOp8OdO3eQlpYGJycntGrVCpaWlsjMzER6ejr8/PxMUbdZM9Yf2IyMDLi4uAAo3LbHFHeSERFRIYYtKouoVs1NmjTBZ599BqDwrpuWLVsiLCwMrVu3FubI16xZgyZNmhitUKq8v/76C8uWLcMbb7zBoEVERFRDRIUtQwbDqrDlYo1SqVR499134e3tDVtbW3Tu3Bl//PGHQefGxcVh5MiRwqjfkCFDhDt0akJMTAyaNGlS7jYxREREZFom24QsNjYWjo6Oprq8yUyYMAGrVq1CeHg4Vq9eDUtLSwwcOFBoRliWrKws9OzZE8ePH8ecOXOwcOFC/Pnnn+jevTtSU1Orqfri9Pva1dXgS0REZA4Mbv3w4YcfFnt+7NixUo8rKChATEwMduzYgWeeeaZKxVW3CxcuYMeOHVi+fDlmzpwJoPD259atW2PWrFk4c+ZMmedu2LABUVFRuHDhAjp16gQAGDBgAFq3bo2VK1fio48+qpbvUJS+Fw2nEImIiGqOwQvk9Z3IgcJ1WhWd5u3tjZ9++kkIHnXBrFmzsGrVKmGxv97SpUsxZ84cPHr0CL6+vqWeGxISAqAwsBXVr18/3Lt3D//884/BdRhrkeWaNWvQsGFD2NjYYOjQoaKvQ0REFeMCeSqLwSNbR48eBVA4JdWrVy9MmDAB48ePL3GcpaUlXF1d0bJly2IBrS74888/0bx58xJ/SPRB6urVq6WGLa1Wi+vXr2PSpEkl3gsJCcHBgweRmZlZrdOq+fn5Qr8YrtkiIiKqOQaHre7duwv/PX/+fPTs2RPdunUzSVE1JSEhAV5eXiVe178WHx9f6nlpaWlQqVQVntuiRYtSz9dvVqtXtLOxGIcOHcJXX32Ff/3rX8jPzy/zc4mIiMj0RA09zZ8/3+yCFgDk5uaWunm2foPcsjZs1b8u5lygcJpSLpcLj7KmKg3l5eWFX3/9FUqlEkqlkhuCExER1SBReyOaK1tb21I3OM3LyxPeL+s8AKLOBYDZs2djxowZwnOlUlmlwPXUU0/hu+++Q69eveDg4CD6OkRERFR1DFtFeHl5IS4ursTrCQkJAFDmZs6urq6QSqXCcZU5FygcETP26NPgwYONej0iIiISp26tYDextm3b4u7duyXWTJ0/f154vzQWFhYIDg7GpUuXSrx3/vx5BAQE1MmeY0RERFR1DFtFjBgxAgUFBfjiiy+E11QqFTZv3ozOnTsLU3uPHj3C7du3S5x78eLFYoHrzp07OHLkCF588cXq+QJERERU64jaiNqcjRw5Ej/99BOmT5+OZs2aYcuWLbhw4QIOHz4s3BTQo0cPHD9+vFivsczMTLRr1w6ZmZmYOXMmrK2tsWrVKhQUFODq1avw8PAwuAb2aiEiqnv4s5vKwjVbT/j2228xd+5cbN26Fenp6WjTpg1++eWXCu++dHR0xLFjxzB9+nQsXrwYWq0WPXr0wKefflqpoAX8b3udqraAICKi6qP/mc0xDHoSR7ZqodjY2Cq3fyAiopoRExMDHx+fmi6DahGGrVpIq9UiPj4ejo6OkEgkoq6hbx8RExNjdsPZ5vzdAH6/usycvxtg3t/PGN9Np9MhMzMT3t7edW4HFTItTiPWQhYWFkb7V5GTk5PZ/VDUM+fvBvD71WXm/N0A8/5+Vf1ucrnciNWQuWD0JiIiIjIhhi0iIiIiE2LYMlNSqRTz5883y30Rzfm7Afx+dZk5fzfAvL+fOX83qnlcIE9ERERkQhzZIiIiIjIhhi0iIiIiE2LYIiIiIjIhhi0iIiIiE2LYIiIiIjIhhi0iIiIiE2LYIiIiIjIhhi0iIiIiE2LYIiIiIjIhhi0iIiIiE2LYIiIiIjIhhi0iIiIiE2LYIiIiIjIhhi0iIiIiE2LYIiIiIjIhhi0iIiIiE2LYIiIiIjIhq5ougErSarWIj4+Ho6MjJBJJTZdDREQG0Ol0yMzMhLe3NywsOJZB/8OwVQvFx8fD19e3pssgIiIRYmJi4OPjU9NlUC3CsFULOTo6Aij8A+vk5FTD1RARkSGUSiV8fX2Fn+FEegxbtZB+6tDJyYlhi4iojuHyD3oSJ5WJiIiITIhhi4iIiMiEGLbqsfT0dGi12poug4iIyKxxzVY9deHCBdy7dw+PHz/GtGnTarocIiIis8WRrXrq5s2bsLS0hJeXV02XQkREZNYYtuqpP//8EwCg0WhquBIiIiLzxrBVT12/fh0AYGFhgYKCghquhoiIyHwxbNVDWq0Wly9fBgBYWloiMTGxhisiIiIyX6IXyGu12hJ7P509exa//PILZDIZJk6cyO0Kaqm7d+9i9uzZwvOEhAQ0atSoBisiIiIyX6JGtqZPnw47OztkZGQIr/3www/o2rUrli5divnz56N9+/aIjY01Vp1kRLdv30bTpk2F58nJyTVYDRERkXkTFbaOHj2KXr16wdnZWXht3rx5kMvl+Pbbb/HJJ58gPT0dK1asMFadZEQJCQnCf2/duhVpaWk1WA0REZF5EzWNGBMTg+7duwvPHzx4gNu3b2P+/PkYO3YsAODkyZPYv3+/caoko8rNzQUA7NixA7/88gt69OhRswURERGZMVEjW9nZ2bC3txeeHz9+HBKJBAMGDBBeCwoK4jRiLWVlVZix9W0fuECeiIjIdESFLW9vb9y5c0d4vn//fjg4OKBDhw7Ca0qlElKptOoVklHl5+fD1dUVANCiRQs0bdpUGOkiIiIi4xM1jdi9e3d8//33WLduHWQyGX788UcMHToUlpaWwjH37t3j3Yi10K1bt2BjYwO1Wo2nn34aISEhHIEkIiIyIVEjW++//z5sbW0xbdo0vPrqq5BKpViwYIHwfmZmJk6cOIFnn33WWHWSkURFRSE+Ph6pqanCCJe1tXUNV0VERGS+RIWtZs2a4ebNm1i9ejXWrFmDGzduICgoSHg/KioKkydPxsSJE41WaHWZMGECJBJJmY+4uLgyz12wYEGp58hksmr8BuW7efMmpk+fjsuXL8Pd3R0AYGtrW8NVERERmS/RTU29vLwQGRlZ6nvt27dH+/btRRdVkyZPnozevXsXe02n0+G1115D48aNDWr+uXHjRjg4OAjPi06v1jT9Ynh/f394e3vj4cOHcHBwgFqtho2NTQ1XR0REZH5Ehy2gsIt8ZmYmAMDR0bFER/m6KDQ0FKGhocVeO3XqFHJychAeHm7QNUaMGCGMGtU2+sXwdnZ28PLyEnYCSExMhJ+fXw1XR0REZH4qnY7Onz+Pl19+GYGBgZBKpXB1dYWrqytsbGwQGBiIV155BefOnTNFrTVm+/btkEgkGDNmjEHH63Q6KJVK6HQ6E1dWeQEBAVi2bBlcXFxgZWWFrKwsAEB8fHwNV0ZERGSeKhW2pk2bhrCwMHz99ddITExEq1athJGgoKAgJCYm4quvvsKzzz6Lt956y0QlVy+NRoNdu3YhLCwMjRs3NuicgIAAyOVyODo6YuzYsUhKSjJtkZUgk8nQpEkToS2HfqQrJSWlJssiIiIyWwZPI27atAlr165F165dsWjRInTp0qXEtKFWq8XJkycxd+5crF27Fq1atcLkyZONXnR1OnDgAFJTUw2aQnRxcUFkZCRCQ0MhlUpx8uRJrF+/HhcuXMClS5fg5ORU6nkqlQoqlUp4rlQqjVb/kyQSCYD/3YF49+5dHDhwACNHjjTZZxIREdVnlQpbrVu3xuHDh4UO5E+ysLBA9+7dcfjwYbRv3x4bN26s82Fr+/btsLa2NiiMTJs2rdjz4cOHIyQkBOHh4diwYQPee++9Us9bunQpFi5caJR6K6IPW/rF8AqFAr/++iu6du1aLZ9PRERU3xg8jXj37l08//zzZQatoqytrfH888/j7t27VSqupmVlZWHPnj3o168f3NzcRF1jzJgxaNiwIQ4dOlTmMbNnz4ZCoRAeMTExYkuukH40Uh+2GjZsCAC1aqqTiIjInBg8smVvb4+EhASDL5yQkFBs/8S66Oeff67UXYhl8fX1RVpaWpnvS6XSatvaSN+GQv95Xl5e3LKHiIjIhAwe2erZsyd27tyJgwcPVnjs/v37sXPnTvTq1atKxdW0bdu2wcHBAYMHDxZ9DZ1Oh+joaHh4eBixMvGeDFsNGjTARx99hObNm9dkWURERGbL4JGtJUuW4ODBgxgwYAB69eqFPn36IDAwEHK5HEDh2p+oqCgcPHgQR48ehVwux+LFi01WuKklJyfj0KFDGD16NOzs7Eq8/+jRI+Tk5KBly5bFznkyVG3cuBHJycno37+/yWs2RFZWFqysrODr6wugcFF/ZmYmt+whIiIyEYPDVmBgIM6cOYMpU6bg8OHDOHz4sLDYWk/fV6pbt27YsGEDAgMDjVttNdq5cyfy8/PLnEKMiIjA8ePHi/XS8vf3x6hRoxAcHAyZTIZTp05hx44daNu2ba25UWDp0qVIT0/HzZs3AQAeHh7IzMwsNVASERFR1VWqg3xQUBCOHz+OqKgoHDt2DFFRUVAoFAAAuVyOwMBAdO/e3SympLZt2wZPT88SW/eUJzw8HGfOnMHu3buRl5cHf39/zJo1C++//36tCTN5eXkA/rcfYoMGDXD//n3Y2dkhPz/foBsgiIiIyHASXW1sc17PKZVKyOVyKBSKMntziaHT6YS7ERMTE9GgQQPk5eVh7969AIAePXrA09PTaJ9HRFSfmOpnN9V9HMaoR3JycrBkyZJim07LZDKoVCpIpVKkpqYybBERERkZw1Y9kp2djWbNmgFAsWnN3NxcSKVSpKen11RpREREZqvSG1Eb4s6dO7C0tOT6n1omOzsbAFBQUFCsr9e5c+ewdetWYVNqIiIiMh6ThC2gcH2QVqs11eVJhJycHACFm2sXFRUVhV9++cWkezISERHVVyYZemrRogWDVi2k7xL/ZNhycXEBAE4jEhERmYDJRrao9tG3fcjPzy/2esOGDdGsWTNkZmbWRFlERERmjYuq6pGywlZQUBB69+6NxMTEmiiLiIjIrHFkqx5RqVTIysqCWq0u9rp+q56CgoKaKIuIiMisVSps5eXlYeXKlRg8eDCGDRuGzz//vMT6H73Vq1cjICDAKEWScWg0Grz00kvYtWtXsdf1Pbe4zo6IiMj4DJ5GVKlU6NGjBy5evCjsB7hnzx6sW7cO//3vf4ttyAwAGRkZePjwoXGrpSrRL5DXb9Wjp3/+5F6XREREVHUGj2ytWrUKFy5cwKBBg3DmzBlcvHgRkydPxq1bt9C1a1dcuXLFlHWSEZQVtuzt7QEAlpaW1V4TERGRuTN4ZGvnzp1o3rw5fvzxR+Ev5Q4dOuCFF17AqFGj0KdPHxw4cAAdO3Y0WbFUNQUFBZg7d26J6UInJyekpqYKa7eIiIjIeAwe2YqKikK/fv1KjH4MGDAAhw8fhlarRd++fXHhwgWjF0nGodVq0bp1a7i6uhZ7XS6XAyjcJ5GIiIiMy+CwZW1tXeZfxp06dcIff/wBnU6Hfv364ezZs0YrkIynrLsNPTw8sHv3bvz444/CejwiIiIyDoOnEf39/fHXX3+V+X7Hjh3xxx9/oE+fPujfvz+6dOlilAJLc/ToURw+fBinT59GbGwsUlJSYGdnBw8PDwQHB6N79+4YNGgQGjZsaLIa6iJ92LKwKJ6x3d3dhTsUs7Ky4OjoWO21ERERmSuDw1ZYWBi2bNkChUIhTDs9SR+4+vbti/379xutSKBwE+U1a9bgyy+/xMOHD4URGJlMBldXV+Tm5uLGjRu4fv06tm3bBmtra7zwwguYPn06nn32WaPWUlfp12o9Gbbs7OxgbW0NjUaD9PR0hi0iIiIjMngacfDgwcjLy8OGDRvKPU4fuMoKZGJs2rQJzZo1w/vvvw8nJycsWrQIhw8fhkKhQE5ODmJjY5GamgqNRoPbt29jy5YtGDlyJA4ePIhu3bph2LBhePDggdHqqav0YevJdXcSiQTNmjVDs2bNkJqaWhOlERERmS2DR7YGDBiA3Nxcg9oDdOjQAffu3YNSqaxScXpvvPEGRo8ejVmzZqF169ZlHieRSNC8eXM0b94c48aNQ25uLrZt24alS5di69atmDdvnlHqqav0o4Gl/R5OnToVHh4eSElJqe6yiIiIzFql9kaUSqUGH+vi4gIXF5dir+3Zswd79uzB119/XZmPxd9//43mzZtX6hygsJ/Uyy+/jIkTJ+LRo0eVPt/c5OfnIz8/H1ZWJX/b9fslcjNqIiIi46rWvRGvXr2KLVu2VPo8MUGrKEtLSzRp0qRK1zAHp06dQnh4eKnv6RfPZ2dnV2dJREREZo8bUdcjZXWQB/43xag/hoiIiIyjUtOINUnsNKCfn5+RK6m7ygtb+jsU1Wp1tdZERERk7upM2GrcuHGlN0qWSCTCWiQCunTpgtDQ0FK35dGv49JoNNVdFhERkVmrM2ELKAwEYWFh3FZGJF9fX3h4eMDGxqbEe/rXntw3kYiIiKqmzoQtLy8vJCQk4Nq1axg9ejQmTZqEDh061HRZdYq+5UNpYdXGxga7d+8usW8iERERVU2dWSAfExODffv2oWfPnvjPf/6DkJAQtGvXDmvXrkVaWlpNl1cn6KcKSwtbcrkcu3btwvXr16u7LCIiIrNWZ8KWhYUFnn/+eezevRtxcXFYvnw58vPzMW3aNDRq1AijRo3CgQMHarrMWk0ftkpbIK/viZaenl6tNREREZm7OhO2inJ3d8eMGTPw119/4ezZs4iIiMCBAwcwcOBA+Pv748qVKzVdYq2kX5dlZ2dX4j25XA4vLy/Y29tXd1lERERmrVrDVo8ePYy+ZU7nzp3x+eefY/fu3fD29kZsbCxiY2NFXevYsWOQSCSlPs6dO1fh+XFxcRg5ciScnZ3h5OSEIUOG4P79+6JqMbaineNLC1v29vb47LPPMG3atOoujYiIyKyJWiCfmZmJ5ORk+Pr6FmsjsHPnTuzduxcymQxTp05F+/bti53XvXt3dO/evWoVF/H48WNs2bIFmzdvxp07d2BjY4ORI0eibdu2Vbrum2++iU6dOhV7rVmzZuWek5WVhZ49e0KhUGDOnDmwtrbGp59+iu7du+Pq1atwc3OrUk1VlZ2dDa1WCwsLi1JHr/T12djYIDs7myNcRERERiIqbM2aNQvfffcdkpKShLC1ceNGREZGCp3Id+zYgcuXL6Nly5bGqxaF28rs27cPmzdvxv79+6HRaNC2bVusXr0a4eHhJfZjFKNr164YMWJEpc7ZsGEDoqKicOHCBSGoDRgwAK1bt8bKlSvx0UcfVbmuqtBoNBg9ejQsLS2hUqlKvO/i4iKEsZSUFIYtIiIiIxE1jXj8+HH07t272HTUsmXL0KhRI5w4cQK7du2CTqfD8uXLjVbozZs3MXPmTDRq1AjDhg3DqVOnMHnyZFy5cgVXrlxBZGSkUYKWXmZmZqUaov7www/o1KlTsRGxli1b4rnnnsOuXbuMVpdY+u7xlpaWQguIoiwtLZGTkwMASE1NrdbaiIiIzJmosJWQkFBsY+dbt24hJiYGb775Jrp06YIRI0Zg8ODBOHHihNEKbd26NVavXo22bdtix44dSExMxJo1a6o8ZViaiRMnwsnJCTKZDD179sSlS5fKPV6r1eL69evo2LFjifdCQkJw7949ZGZmGr3Oyihvqx49/YgX70gkIiIyHlHTiCqVqlgX8uPHj0MikaBv377CawEBAdi7d2/VK3zCiRMncOLECUyYMKHCYyUSCbKzsw2+to2NDYYPH46BAwfC3d0dN2/exIoVK9C1a1ecOXMG7dq1K/W8tLQ0qFQqeHl5lXhP/1p8fDxatGhR6vkqlarY1J5SqTS4ZkMpFAq8/fbbyMvLK/MY/b6ICoXC6J9PRERUX4kKWz4+PsWaX/7yyy9wdXVFmzZthNdSU1Ph4OBQ9Qr/n5+fX6X3RqyssLAwhIWFCc8HDx6MESNGoE2bNpg9ezb2799f6nn6USOpVFriPX0DUf0xpVm6dCkWLlxYldIrlJOTg5CQkHKnCAsKCgAULvYnIiIi4xAVtgYMGID169dj5syZkMlk2L9/PyIiIoodc/fuXfj5+RmlSACIjo422rUqo1mzZhgyZAh+/PFHFBQUlLreST81V9rCc/1IUnnTd7Nnz8aMGTOE50qlEr6+vlUtvdQ69IGqNCkpKTh//jxCQ0ON+tlERET1maiwNXv2bOzbtw+rVq0CUDhV9uGHHwrvP378GKdPn0ZkZKRxqqxhvr6+UKvVyM7OhpOTU4n3XV1dIZVKkZCQUOI9/Wve3t5lXl8qlZY6KmZM+iBYXtjKy8vDrl274O/vb9JaiIiI6hNRYathw4b4+++/cfjwYQBAt27dioWQlJQULF++HP369TNOlTXs/v37kMlkZU6LWlhYIDg4uNSF9OfPn0dAQAAcHR1NXWa59Oux9K05SuPu7g6AdyMSEREZk6iwBRROiw0aNKjU94KCghAUFCS6KEPodDrs2bMH165dQ3x8PDQaTYljJBIJvvrqK4OvmZycDA8Pj2KvXbt2DXv37sWAAQNgYVF48+ajR4+Qk5NTrIfYiBEj8N577+HSpUvCXYl37tzBkSNHMHPmTDFf0ajUajWsrKyg1WrLPMbNzQ1eXl6l/loSERGROBJdeUMdFVCr1Th06BBu376N7OxszJ07F0DhdJRSqYS7u7sQUIzpn3/+waBBgxAVFVXuSI1EIil32uxJvXr1gq2tLcLCwuDp6YmbN2/iiy++gLW1Nc6ePYtWrVoBKNx26Pjx48U+OzMzE+3atUNmZiZmzpwJa2trrFq1CgUFBbh69WqJEFcepVIJuVwOhUJR6rSlGN988w3s7OwQGxtbbH1YUf/973+h0+kQHx+Pt956yyifS0RUX5jiZzeZB9EjW3v37sWrr76K5ORk6HQ6SCQSIWxdv34doaGh2Lp1K8aMGWO0YvWmTp2Ku3fvYsqUKRg9ejS8vLyEff+qYujQodi2bRtWrVoFpVIJDw8PDBs2DPPnz69wux5HR0ccO3YM06dPx+LFi6HVatGjRw98+umnlQpapqJv0FpeOJXL5cjIyCi2BRMRERFVjaiRrdOnT6Nnz57w8vLCO++8g3PnzuH7778vNorUokULtG7dGrt37zZqwUDhRsp9+/bFzz//bPRr1wam+NfRxx9/jHnz5mHs2LFlTq1evHgRDx48QGZmJl566SWjfC4RUX3BkS0qi6jhoEWLFsHZ2RmXL1+Gu7t7qQuqO3bsiPPnz1e5wNI4OjpWONJExeXm5kKtVhdrRvskT09PPHjwAPb29mW2uSAiIqLKEbWg6vz58xgyZIhw91ppfH19kZiYKLqw8vTp0wdnzpwxybXNlSH9vho0aAAAwmbUREREVHWiwpZKpapwiDQjI8Mki+MBYPny5YiPj8c777xT7vYz9D+Ojo54/fXXhUBVGplMJvx6Pn78uLpKIyIiMmuiphEDAgJw8eLFco85e/ZssdYIxuTl5YUDBw4gNDQUX3zxBQIDA0sNfxKJROgFVt/Z2dmhe/fuFY5Y5eTkQCaTIS0trZoqIyIiMm+iwtbw4cOxePFibN68GRMnTizx/v+xd9/xTZXt/8A/SZomHUnaQumgLVA2UgSEsmSpiCiIX1kPVAs4UdBHEFB8ZAqiIiCoCCoiCAjKEPCRIVv2nrJp6QJaupKmzWiS3x/9nfNQu7NK28/79crLJuc+51wHpL16j+v+/PPPceHCBXz22WcOB1ic06dPo1evXsjKygIAnDp1qth2rt5LsSoR1kGUtWrz/PnzSEtLwwsvvOCOsIiIiKo9u8b5JkyYgObNm+OVV15Br169xN6jiRMnomvXrnjvvffQunVrl23X88477yArKwuffvopEhISYDabYbVai7wqUmOrpigr2bpx4wZ+/fVXZGZmuikiIiKi6s2uni1fX1/89ddfGDNmDH755Rcxqfn8888hkUgwePBgLFq0yGX7/Z08eRJDhgzBhAkTXHL96qysGlq1atUCAE6QJyIichK7K4H6+/tj1apVWLhwIY4fP46MjAyo1Wq0b9++1EnYzqBWq11+j+pGGFItK9kKCgpCSEgItFqtO8IiIiKq9uxKth577DF06dIFH330EWrVqoWnnnrK2XGVqn///ti9ezesVqvLVjxWN8KfU2l1tgCgYcOG+OKLL5CUlOSOsIiIiKo9u+tsVeZ8qE8//RQKhQIxMTFITk6utDiqEiHZKmtoV6jD5cCWmURERHQfu3q2mjVrhlu3bjk7lnJr3bo1TCYTTpw4gV9++QX+/v4lln64ceNGJUT44FmyZAkSExPx+++/l9rOx8cHANhjSERE5CR2/UR96623sGnTJvz999/OjqdcrFYr5HI5IiIiEBERAZVKBZvNVuRltVorJb4HUXZ2NrRaLby9vUttJySt3IyaiIjIOewuatqjRw907NgRr7/+ujgpvri6Vt26dXM4yH+Kj493+jWru9zcXAAoM9ny9/eHTqdz2UpSIiKimsauZKtHjx6QSCSw2WyYO3duqcVDWevqwTB48GCYTKYye6xq166NhIQE+Pj4cAECERGRE9iVbE2ZMoXV2asQi8WCnj17AijY/7A0QkkNDw8PZGVlISAgwOXxERERVWd2JVvTpk1zchilGzVqFCZPnoy6devadf6aNWtgsVgQExPj5MiqBmEIESgoSFsalUqFHTt2QKvVok2bNky2iIiIHOTWMaIFCxYgMjKywudt2bIFjRo1wsiRI7Fnz55ynZOSkoLPP/8cLVq0QExMDPLy8ip83+oiJydH/LqsZAsAduzYgV9//VXce5KIiIjsZ3cFeXtkZWXZVTLi+vXr+OyzzzB37lysWLECAQEBiI6OxiOPPIKgoCD4+fnBYDAgIyMDV65cwdGjR3Hp0iVYrVY8+uijWLZsGTp06OCCJ6oa9Ho9AMBsNpe5NyJQsGVPYmIi0tPTXR0aERFRtefWZMteXl5emDp1KsaNG4cVK1Zg2bJl2L59O7Zu3Qrgf1vRCIU4AwICMHz4cIwaNQrt27evtLgfFEKyZTKZytU+NDQUd+/e5f6IRERETlAlki2BSqXC6NGjMXr0aGRlZeHw4cNISkpCeno6vLy8EBgYiKioKERFRVV2qA8UYQg1Pz+/XO0fe+wxDB8+nMOIRERETlClkq37+fn5oU+fPpUdRpVQ0WRLGGqsyfPciIiInIVFlGoAi8WC119/HStXrixXe6HwKWukEREROY7JVg2Ql5eHrKyscvdsaTQaANwfkYiIyBn407QGKO9WPYI6deoAKLsAKhEREZWtys7ZovIzGo0YPny4uMl0WerWrYvU1FSo1WpYLBbIZDIXR0hERFR9ubVny2azieUZyH3y8/Px9NNPo169euVqHxERAavVCg8PD9y+fdvF0REREVVvbu3ZGjlypLhHH7mP2WyuUHuFQoE9e/bg3r17aNCgAcLCwlwUGRERUfXnULJ16tQpLF++HKdPn0Z2djY0Gg3atm2L2NhYtG3btkj7evXqlbt3hZxHWFVYkQnvp06dwokTJzB8+HBXhUVERFQj2D2MOGHCBERHR+PLL7/EgQMHcP78eRw4cAALFy5EdHQ0Jk6c6Mw4AQCzZs3CBx98UGpPjclkwgcffIBPPvmkwtc/fvw4xowZg4ceegg+Pj6IiIjA4MGDcfXq1TLP/fHHHyGRSIp93blzp8KxOJOwClGotF8ewqbfycnJLomJiIioprCrZ+urr77C3Llz0bRpU3z44Yfo2rUrgoKCcPfuXezfvx8zZ87E3LlzUb9+fbz55ptOCXTnzp2YMmUKPvvsM8jl8hLbeXp6onbt2pgwYQI6dOhQoWHLTz/9FAcPHsSgQYPQqlUr3LlzB1999RXatm2LI0eOoGXLlmVeY8aMGWjQoEGhz/z8/ModgytYrVYAFevZioiIECfKExERkf0kNjtmrLdo0QJ6vR4XLlyASqUqcjw7OxtRUVHw9fXF33//7ZRAY2Nj8ccffyA5ORkKhaLUtkajEWFhYejTpw9WrFhR7nscOnQI7dq1g6enp/jZtWvXEBUVhYEDB5ZaFPTHH3/EyJEjcfz4cbRr167c9yyOVquFRqNBdnZ2uVcQlmbevHkICwvDvXv3yp38Ll68GAEBAUhKSsK4ceMcjoGIqLpz9vduqj7sGkaMi4vDgAEDik20gIKimAMGDEBcXJxDwd3v0KFDeOKJJ8pMtICCCd5PPPEEDh48WKF7dO7cuVCiBQCNGzfGQw89hEuXLpX7Ojqd7oGsvl6REg4l/d0SERFRxdiVbAlFL8sSFBRkz+WLlZKSgsjIyHK3b9CggVPKFthsNty9exe1a9cuV/uePXtCrVbD29sbzz77LK5du+ZwDI46fvw43nnnnQqV3RCetzzJLREREZXMrmRr6NChWL9+PXJycoo9rtVqsX79egwdOtSh4O4nlUorVMLAbDY7ZbuZVatWITk5GUOGDCm1nbe3N0aMGIGvv/4aGzduxMSJE7Fr1y507twZiYmJpZ5rNBqh1WoLvZwpKysLt2/fhpeXV7nPCQkJAVDQw8XaaERERPazKxuZPn06WrdujejoaKxZswZJSUkwm81ISkrCzz//jI4dO6Jt27aYPn260wINDQ3FhQsXyt3+woUL4oo6e12+fBmjR49Gp06dyiyBMHjwYCxbtgyxsbF47rnn8NFHH2H79u1IT0/HrFmzSj139uzZ0Gg04is8PNyhuP8pLy8PACqUbAklOpRKJTIyMpwaDxERUU1i12pEYY89m82GmJiYIsdtNhuuXLlS5Ie7RCIp92bI/9S1a1esXLkS8fHxqF+/fqlt4+PjsXv3bsTGxtp1LwC4c+cOnnnmGWg0Gqxbt86uLWseffRRdOjQATt37iy13aRJkwpNQtdqtU5NuJo3b47g4OAK7XWo0Wig1+vh4+ODW7duoVatWk6Lh4iIqCaxK9nq2rVrhWo2OcPo0aOxbNkyDBw4ENu2bStxDlV6ejoGDRqE/Px8vPHGG3bdKzs7G3369EFWVhb++usvhIaG2h13eHg4rly5UmobhULh0rlRDz30EOrUqVNk8n9ZhGSLW/YQERHZz65ka+/evU4Oo2xt27bFO++8gy+++AItWrTAqFGj0LNnT3ErmeTkZOzatQvffvst0tLSMG7cuGKr2JfFYDCgX79+uHr1Knbu3IkWLVo4FPfNmzcRGBjo0DUc5eFR8NdckZ4toCD2PXv2oF+/fq4Ii4iIqEZw696Ijpo7dy6USiXmzJmDWbNmFZkLZbPZIJPJMGnSJMycObPC17dYLBgyZAgOHz6MTZs2oVOnTsW2u337NrKzs9GwYUOxwGpaWlqRpOqPP/7AyZMn8fbbb1c4FmcShkArMmcLKBjO3LBhA1q3bu2CqIiIiGqGKpVsSSQSfPzxx3j55ZexbNkyHDp0SNwKJzg4GF26dMGIESPQsGFDu67/7rvvYvPmzejXrx8yMjKKFDF94YUXABTMsVq+fDni4uLE+WOdO3dGmzZt0K5dO2g0Gpw6dQo//PADwsPD8cEHH9j/0E4gDB8Kc+3KS+g1TEpKcnpMRERENYXdyVZcXBwWLFiAs2fPIiUlpdiyDBKJBDdu3HAowOI0bNjQrp6rspw5cwYAsGXLFmzZsqXIcSHZKs6QIUPw3//+Fzt27EBubi5CQkLw6quvYurUqU6tN2YPofetoslWZGQkQkJCoNPpXBEWERFRjWDXdj3btm3Dc889B5PJBLlcjjp16ojzgv7JmVXkawpnbvlgMpnw22+/AQC6deuG4ODgcp979OhR3Lp1C3q9HsOHDy933bKjR4/i+PHjMJlMsNls6Nu3L5o2bWpP+EREVQa366GS2NWz9d5770Emk2Ht2rUYMGCAU4qHkmvcX3jW19e3Que2atUKN27cgI+PD65fv44mTZqUec6RI0ewbt06REdHi5/99ddfSEtLw6OPPlqh+xMREVUHdmVJV69exbBhwzBo0CAmWg84k8mEcePG4f3336/wMKKXlxfS09MBABcvXiyzfU5ODl588UXMnTsX+/btg1arxd27d6FWqxEXF4fdu3fb9QxERERVmV09WxUtkEmVJy8vD8nJyfDy8rIrMRbm4qWkpJTZdty4cbh+/TrCw8Mxc+ZM+Pv7IyMjAz/++CPCwsJw9epVtG7dGgEBARWOg4iIqKqyq1tq2LBh2Lp1KwwGg7PjIScTtuqpaK+WQBh6LOvveseOHVAoFPDx8cHy5cvh7+8PAAgICMCIESOQkZEBpVKJ2bNn2xUHERFRVWVXz9a0adNw9uxZ9O7dGx9//DEefvjhCs8HIvfQarUYNGiQ3RX/w8PDodPpyqzRdeHCBXTt2hURERHo2bNnoWMBAQFo1KgRYmJikJqaiu7du6Nv3752xUNERFTV2NWzJZfL8fbbb+P8+fPo1q0bNBoNZDJZkVdJKxTJfXJycjBw4EB0797drvNbtWoFoCBhysrKKrbNiRMnEBYWBqvVimeeeabYNk888QRefPFFAMArr7yCe/fu2RUPERFRVWNXNrR27VrExMTAarWKtZiYWD2YhOE/ezcAr1u3Ln7//XdcuXIF4eHh6NKlS5E2+/fvR1hYGJKTk/Gvf/2rxGvNnDkTW7duhUwmw5IlSzBp0iQusCAiomrPrgxpxowZ0Gg02LZtG9q3b+/smMiJjEYjAMBqtdp9jbS0NBw7dgznz58vkmzdunVLrN3Vrl27Uq+jVCqxbNkyXL9+HR4eHlizZg2GDRtW5v0tFguOHz+O8+fPIzc3FwCgUqnQu3dv1K1b186nIiIicg+7uhXi4uLwr3/9i4lWFWAymQA4lmw9/PDDAICzZ88WObZp0yZ4eHggJSWlXEOV0dHR4nCk1WrFtm3bSmybk5OD77//HkuXLkVCQgI0Gg1CQkJw7do1vPzyywgPD0ePHj3w888/i89JRET0oLEr2QoPD4fFYnF2LOQCzkhCHn74YbRu3VrsJRPcuXMHfn5+AICIiIhyX++VV15BUlISPD09ce/ePfzxxx+Fjut0OixZsgRr1qyBWq2Gn58f8vLykJSUhNu3b0Oj0aBTp06w2WxISEiATCbD0qVLsXTpUm4tREREDxy7tuv5/PPPMX/+fJw/f541k1zAmVs+fP/991Cr1UhMTMS7775r1zWuXr2KU6dOQSqVIiIiAh07dgRQsCr15s2bePjhhzF27NgKzb/Kzc3F4sWLxc2uU1JSkJubixMnTmDfvn148803ERUVhYyMDCgUCgwZMqRI+YqEhASsX78earUaKpUKQEGilpeXh+joaLRr145zwojIbbhdD5XErjlbAwcOxMGDB9GlSxd8+OGHePjhh0v8H6siPR7kfMLEeHtLPwBAkyZNsGXLFoSHh+PgwYPo2LEjMjMzMX/+fGi1WvTv37/CSY23tzdGjRqFxYsXIzQ0FKGhoZg6dSouX74MADh48CCaNGmCkSNHQqFQFHuNiIgIjB07FjqdDr/88gvMZjMCAgKgUqkQHx+P06dP47///S8iIiKgVCoRGBgIT09PWK1WSCQSSKVSSKVS2Gw2WK1WHDt2DMHBwWjSpAmaN2+O5s2bV/om4kREVPXZ1bMllUohkUhgs9lK/SEukUjsXgVXkznzt6MZM2ZgxYoV6N+/P+bOnWv3dU6dOoWrV69CKpWibt262LhxI+bOnYuWLVvi7NmzDvUg3bp1C9u3b8exY8fQokULPPLII+jSpUuFV7iaTCZs3LgRSUlJCAoKgslkwssvvywenzRpElq3bl3suUajEbGxseL7sWPHomPHjsjOzoZOp4NUKoW/vz/q16+PqKgo9ugSURHs2aKS2NWzFRsb61BPCblPTk4Obty44fDfV9u2bbFnzx6Eh4fj1q1baNGiBVQqFaZNm+bwUF29evXw2muv4bXXXnPoOp6enhgyZAgAICsrC8eOHcOSJUsQHx+P/Px8aDQapKWlQS6XQ6lUwsvLS+zpstls+OKLL5CYmIjLly+jVq1aAACNRgONRiPe4+7du7h+/TreeustBAQEICAgAH379hXbC71lMpkMcrkccrkcPj4+qF27NmrXrg0/Pz8EBgbaXdGfiIiqHruSrR9//NHJYZCrCKUSnPHDvXv37rh58yY8PDxgtVqxaNEiDBgwwOHruoKfnx+efPJJh66RmZmJ8+fPIy4uDllZWbBYLPD19UVubq6452RycjJiYmIQHh5e7DW0Wm2h2mMffvghoqKikJeXh9zcXJhMJnGxiVQqhcFgKJSY+fv7IygoCIGBgZDJZA49DxERVQ5WIq3mfH190a9fv0K9M/Zq164drl69iuzsbAwZMqTaD6X5+/ujW7du6NatW6HPs7Ky0L9/f2RkZCAjIwPp6eli4pSfn4/8/HxYLBbYbDbk5eWhR48eSEtLw71798Rtrby8vIpsgaTVajF27Fjx/eTJk9GyZUtcuXIFVqsVeXl5MBqNMJlMMJvNOHDgAPz8/KDRaBAREQGVSgWlUgkfHx/4+PhArVZDo9FArVYjICAAXl5e7JEmIqoEds3ZEty5cwcbNmzA5cuXodfrsXTpUgAFRTDj4uIQFRVV5p56VJQzx/3nzp2L8PBwZGdn49VXX3VShGQvi8WC9PR03L17F+np6cjMzIROp0Nubi5yc3Nx/vx53Lt3D/fu3UOfPn0QERFRbK+kVqst9Pc5ZcoUPPTQQ8XeMz8/HzExMfDw8IBKpcLIkSPRoEEDWCwWMSkUFgzIZDLo9XqoVCqoVCp4e3tDqVTC29sb3t7e8PX1FY8J23QRUQHO2aKS2N2ztWjRIrz77rti7SWJRCImW6mpqejUqRMWL17MH/APCLlcXtkhEACZTIY6deqgTp065T7HYDAgNTUVGRkZ4oR9m82GxYsXIysrC1lZWVAqlUhMTBSTJrlcDk9PTyiVSvHfaH5+PjIzM+Hj41Pi/fPz8/H222+L7999911ER0eLw9H/9Oqrr0KhUMDHxwf9+vVDw4YNxTlwAAqt+hQ2NPfy8oKPjw8UCoX4Ej4XkjqNRiO2YW8cEVV1diVbW7ZswZgxY9CuXTtMmTIFW7duxeLFi8XjDz30EFq1aoXffvuNyVYlE35QeXp6VnIkZC+lUomIiAi7y6jk5+dj0KBB0Ol00Ol0SE9PR05Ojjj37P6hSbPZjJEjR4pt5XI57ty5Aw8PD3HCv1KphFQqhdVqhVarBQBx4UFISEiJcYwfP14ssvvGG2+gR48eMBqNMBqN4nUEr732GrKzsyGRSDBixAh06dKl0BCt1WoVd0UQVsN6e3sjODgY/v7+kMlkkMlk8PDwKBS7l5cXlEollEqleEx4LyR7wsIJJnlE5Cx2JVtz5sxBREQE9uzZAx8fH5w8ebJIm6ioKPz1118OB0iOEVYKMtmquTw8PIqsqnSE1WpFbm4udDod4uLikJOTA71ej6ysLOj1ejGBEhK4/Px82Gw2xMbGigmeSqVCSkqKOHQpJEZCj5yQlNlsNnh6eopFa4szc+ZMZGZmAgCGDx+Op59+usS4X331Vdy+fRsAMGTIEDz//PPFtrVYLJgxYwZSU1OhUCjQrVs3PProo2KSZ7PZxBcA3Lx5ExaLBUqlErVq1So24bs/8VMqlfD09BTbyOVyKBQKeHp6QqFQQKlUQqFQiMO4HK4lqtrsSrbOnDmDF198ET4+PiW2qVu3Lu7evWt3YOQcQrJVUmFQooqSSqXw9fUVJ/u7woABA2AwGJCbmwutVivuDGAwGGAwGMSEzmw2Y9q0aeLqToVCgeTk5EKJkNBDJZVK0aRJE9SqVQsGgwFeXl5i752QCAlkMhl0Oh0yMjIAFCRfpQ39fvPNN7hx4wYAoF+/fnjhhRdKbDt58mRcvHgRANCrVy+88sorJbb99NNPxd0bunXrhuHDh4tz7e7v4bNarTh69Cju3r0LT09PhIaGokWLFkWeXxjWzcvLg81mExM7Ly+vQsng/f8VhniF90ICfP9LGA728PBgjyBRMexKtqxWa5lzgITfCKlyCb8RK5XKSo6EqPyEH+JqtRrBwcFOu+4777xT4jGLxSL2vOXm5mLfvn0wm80wGAzisKvJZCo05CoMbY4aNQq5ubkwGAzFJnxAQdIjkUgQGRkpzqXz9/dHRkYGpFIpPDw8CvXwCTEBBd9zhaHSkty4cQPHjh0DAHTu3Bm9e/cuse3XX3+N/fv3Ayiooffee++Jx4RnMhgMAApGMv78808ABVNEpkyZUuJ1V65ciR07dkAulyMyMhJvvfUWrFaruBBD6BW0Wq24ePEirl+/Dk9PT2g0GkRHRxdK1IQ/LwDi34vQA+jn5yf2Cgq9o/f3HiqVSjE5BCAOIws9p8J1hPmCwv9v3N6LXMWuZKtp06alDhHm5+dj//79iIqKsjswcg4mW0TlI5PJxJWWrnR/eY+SWK1WmEwm9OnTR0zwcnNzodfrxfdC0if8d+LEiYU+1+l0xfaA2Ww2tG/fHpGRkTCZTPD19UVSUlKh5EboAZNIJPDy8kJYWBjMZrNYZ05Ibv45vJmfny/2OhqNxlJX5O3duxd79uwBUFDYuLSafRs3bsSaNWsAAMHBwViwYEGJf26bNm0Sa0H6+/sXmk/8T7t378aSJUsAAL/99hv69+9fYlsiR9iVbMXExGD8+PGYPn06pk6dWuiYxWLB+PHjcfPmzUK/LVHl+P7772EwGLBq1arKDoWIykkqlYoT9yvbmDFjSjx2f3JlMpnQpUsXWCwWmM1mGI1G5OTkID8/v0hPoNlsRkxMDIYMGSLWp9Pr9YUSw/t7w5o1a4YxY8bAbDZDIpEgKSkJAAptGScki0qlEm3atIHZbIZSqURGRkahHrD759Ldv50cV2yTK9lVZ8tsNuPJJ5/E/v370bBhQyiVSly8eBEDBgzAiRMnEB8fjyeffBJbt27l+L0dnFmrxdfXF3q9Hjdu3EBkZKSTIiQiqtpsNhssFgvy8/NhMpnEeWmOYJ0tKoldA9RyuRzbt2/H+++/j/T0dFy4cAE2mw3r1q1DRkYG3nvvPWzevJmJViWz2WxifSQWlyUi+h+JRCLO71Kr1ezZIpeyq2crISEBfn5+UKvVsNlsuHLlCjIyMqBWq9G8eXNxJU9mZqbdtYFqMmf9dnTq1CksWLAA58+fx+HDh7lggYjIhdizRSWxq2erQYMG+OKLLwAU/HbQrFkzdO7cGS1bthQnTC5cuBANGjRwWqBUccePH8czzzyDF198kYkWERFRJbEr2SpPZ5gDWy5WKqPRiPfeew+hoaHw8vJChw4dxGXPZUlOTsbgwYPFXr/+/fvj5s2bLo64ZHq9HgBcvrqKiIiISuayoiJJSUlV8of8iBEjMG/ePMTExGDBggWQyWR4+umnceDAgVLPy8nJQc+ePbFv3z588MEHmD59Ok6fPo3u3bsjPT3dTdH/T1ZWFoKCggAA7du3d/v9iYiIqEC5Sz/MmDGj0Pu9e/cW285isSAxMRFr1qxBx44dHQrO3Y4dO4Y1a9Zgzpw5GD9+PAAgNjYWLVu2xMSJE3Ho0KESz120aBGuXbuGY8eOiclNnz590LJlS8ydOxcff/yxW55BsG/fPsjlcmRmZrLeGRERUSUq9wT5+yvrSiSSMocJQ0NDsXHjxirVqzJx4kTMmzdPnOwvmD17Nj744AMkJCQgPDy82HOjo6MBQKzgLOjduzdu3LiB69evlzsOZ0yynD9/PurWrYuUlJRSq2YTEZFzcII8laTcPVtCpV+bzYbHHnsMI0aMwPDhw4u0k8lkCAgIQLNmzarc1genT59GkyZNivwjERKpM2fOFJtsWa1WnDt3Di+99FKRY9HR0dixYwd0Op1bh1WFYoj16tVz2z2JiIioqHInW927dxe/njp1Knr27Ilu3bq5JKjKcvv2bYSEhBT5XPgsJSWl2PMyMjJgNBrLPLdp06bFni9UYBZotdoKx36/y5cvAyio7tyrVy+HrkVERESOsavraerUqdUu0QKAvLy8YkskCL1EeXl5JZ4HwK5zgYJhSo1GI75KGqosr+vXr2PixIlYu3Yt/P39HboWEREROcauvRGrKy8vr0I9TAKDwSAeL+k8AHadCwCTJk3CuHHjxPdardahhKtv375IT09Hamqq3dcgIiIi52CydZ+QkBAkJycX+fz27dsACib9FycgIAAKhUJsV5FzgYIeMWcXHfX09ERYWJhTr0lEREQVV7VmsLtY69atcfXq1SJzpo4ePSoeL45UKkVUVBROnDhR5NjRo0cRGRlZJWuOERERkeOYbN1n4MCBsFgs+Pbbb8XPjEYjli1bhg4dOohDewkJCeIk9PvPPX78eKGE68qVK9i9ezcGDRrkngcgIiKiB45dG1FXZ4MHD8bGjRsxduxYNGrUCMuXL8exY8ewa9cucVFAjx49sG/fvkK1xnQ6Hdq0aQOdTofx48dDLpdj3rx5sFgsOHPmDAIDA8sdA2u1EBFVPfzeTSXhnK1/WLFiBSZPnoyffvoJmZmZaNWqFX7//fcyV1+qVCrs3bsXY8eOxcyZM2G1WtGjRw/Mnz+/QokW8L99JR0tAUFERO4jfM9mHwb9E3u2HkBJSUkOl38gIqLKkZiYyAVKVAiTrQeQ1WpFSkoKVCoVJBKJXdcQykckJiZWu+7s6vxsAJ+vKqvOzwZU7+dzxrPZbDbodDqEhoZWuR1UyLU4jPgAkkqlTvutSK1WV7tvioLq/GwAn68qq87PBlTv53P02TQajROjoeqCqTcRERGRCzHZIiIiInIhJlvVlEKhwNSpU51emf5BUJ2fDeDzVWXV+dmA6v181fnZqPJxgjwRERGRC7Fni4iIiMiFmGwRERERuRCTLSIiIiIXYrJFRERE5EJMtoiIiIhciMkWERERkQsx2SIiIiJyISZbRERERC7EZIuIiIjIhZhsEREREbkQky0iIiIiF2KyRURERORCTLaIiIiIXIjJFhEREZELMdkiIiIiciEmW0REREQuxGSLiIiIyIU8KjsAKspqtSIlJQUqlQoSiaSywyEionKw2WzQ6XQIDQ2FVMq+DPofJlsPoJSUFISHh1d2GEREZIfExESEhYVVdhj0AGGy9QBSqVQACv7BqtXqSo6GiIjKQ6vVIjw8XPweTiRgsvUAEoYO1Wo1ky0ioiqG0z/onzioTERERORCTLaIiIiIXIjJVg11584dnDlzprLDICIiqvY4Z6uG2rZtG7y9veHt7Y0mTZpUdjhERETVFnu2aihvb28AwOXLlys5EiIiouqNyVYNZDabcerUKQBAZmZmJUdDRERUvTHZqoEyMzORkZEBAMjJyankaIiIiKo3Jls1UEZGBvLy8gAARqOxkqMhIiKq3uxKthITE7F7927k5uaKn1mtVnz66afo0qULnnjiCfz3v/91WpDkXHfv3kW/fv0qOwwiIqIawa7ViJMnT8aWLVtw584d8bNZs2Zh6tSp4vt9+/bh0KFDaN++veNRklNlZ2eLX3t6elZiJERERNWfXT1bBw8exBNPPAG5XA6gYKfzr776Cs2aNUNCQgKOHTsGHx8fzJkzx6nBknPcP0/rzz//rMRIiIiIqj+7kq3U1FTUq1dPfH/mzBmkpaXhrbfeQlhYGNq1a4fnnnsOx48fd1qg5DzCfK0jR45g8+bN0Gq1lRwRERFR9WVXsmW1WmG1WsX3e/fuhUQiwWOPPSZ+Vrdu3ULDjPTgMBgMAAC9Xg8ASE5OrsxwiIiIqjW7kq2IiAgcO3ZMfP/bb78hJCQETZs2FT+7c+cO/Pz8HA6QnM9sNgMApFIpGjRogISEhEqOiIiIqPqya4L8gAEDMGvWLAwcOBBKpRIHDhzAmDFjCrX5+++/ERkZ6ZQgybmEXsmePXuiZ8+eSE1NreSIiIiIqi+7kq3x48djx44d2LBhAwCgVatWmDZtmnj81q1bOHbsGN5//32nBEnOlZKSgqSkJDRr1gx+fn7Q6XSVHRIREVG1ZVeypVarceTIEVy4cAEA0Lx5c8hkskJtNmzYgHbt2jkeITnd0aNHceDAAbz55pvo3r07C5sSERG5kEMV5Fu2bImWLVsWSbTq1auH/v37o27dug4FVxlGjBgBiURS4qu0yeTTpk0r9hylUunGJyibsB+iSqUCUFC6g4iIiFzDrp6t6uz111/HE088Uegzm82GUaNGoX79+uVKIL/55hv4+vqK7/+ZjFa23NxcSCQSBAcHA4BYL42IiIicz+FkKykpCZ9//jkOHjwIvV6P+vXrIyYmBjExMc6Iz+06deqETp06FfrswIEDyM3NLfczDRw4ELVr13ZFeE4xffp0yOVyeHl5wWg0wsfHp7JDIiIiqrbKPYwYGRmJhQsXFvrs5MmTePjhh7Fw4UKcPHkSV65cwbZt2xAbG4vhw4c7PdjKsnr1akgkEgwbNqxc7W02G7Ra7QM5PKfX66FQKCCVStG8eXMAgK+vLwubEhERuUi5k634+HhkZWWJ7202G2JiYqDVajF58mQkJSUhNzcXe/fuRfPmzbFy5UqsW7fOFTG7ldlsxi+//ILOnTujfv365TonMjISGo0GKpUKL7zwAu7evevaICvg3r17AArKPzRs2BBbt27FihUrWNiUiIjIReyeIL9//35cvXoVb731FqZPn47Q0FAoFAp069YN27dvh7e3N3744Qdnxloptm/fjvT09HINIfr7+2PMmDFYsmQJ1q1bh1deeQVr165F165dS+05MhqN0Gq1hV6ukp6eDqBg3pZMJsORI0fw3//+F7dv33bZPYmIiGoyu+dsnTlzBhKJBK+//nqRY3Xr1sUzzzyDPXv2OBTcg2D16tWQy+UYPHhwmW3//e9/F3o/YMAAREdHIyYmBosWLSqx7tjs2bMxffp0p8RbFmElolDuITw8HJcvX0ZSUpJb7k9ERFTT2N2zlZubCwAlDq01aNCg0LBjVZSTk4NNmzahd+/eqFWrll3XGDZsGIKDg7Fz584S20yaNAnZ2dniKzEx0d6QyyQUMDWZTAAK/v4iIyMfqKFOIiKi6qRCPVsSiUT8WkiyMjMzxRIC98vMzCxU/qAq+u233yq0CrEk4eHhyMjIKPG4QqGAQqFw6B7llZOTA09PT1gsFgAF1f+feOIJztkiIiJykQr1bE2bNg0ymQwymQwvvPACAOD06dPFto2Li0NoaKjjEVaiVatWwdfXF88++6zd17DZbIiPj0dgYKATI7OfVqvFkSNHkJ2dDQBiQizsl0hERETOVe6erW7duhXq2RJcvXoVffr0KfRZZmYm/vrrr3LNc3pQpaWlYefOnRg6dCi8vb2LHE9ISEBubi6aNWtW6Jx/JlXffPMN0tLS8NRTT7k85vK4e/cu5s+fj1GjRgEAAgICYDAYWNiUiIjIRcqdbO3du7fcF83OzsY333yDtm3b2hPTA2Ht2rXIz88vcQgxNjYW+/btK1RLq169ehgyZAiioqKgVCpx4MABrFmzBq1bty52IUFlECbIBwQEAACCg4MRHx/PwqZEREQu4pLteurXr1/umlQPqlWrVqFOnTpFtu4pTUxMDA4dOoT169fDYDCgXr16mDhxIv7zn/8U2ztWGbKysiCRSODv7w8ACA0NRXx8PFQqFfLz8+HhwR2ciIiInIk/WUtw+PDhUo8X19P33XffuSga53n44Yfx9NNPi6Uf7h/2TE9PR1BQUGWFRkREVC3ZXfqBqiaZTAapVCpOjFcoFGLiJRQ8JSIiIudxSbJ15coVyGQyDkk9gIS/E5VKJX62c+dOrFy5UqzBRURERM7jsp4tm83GcgIPIKVSCQDQaDTiZ6dPn8aWLVu4GTUREZELuKTrqWnTpky0HkBWqxVeXl4A/rcaEYA4Wb60wqtERERkH87ZqkFycnLEelr3T4wPDQ1FZGRkld9eiYiI6EHESVU1SGpqKgDAYrFArVaLn7dv3x7/93//xwnyRERELsCerRokOzsbR44cwfnz5yGV/u+vXiaTAfjf5tRERETkPBVKtgwGA+bOnYtnn30Wzz//PJYsWQKz2Vxs2wULFiAyMtIpQZJz5OTkYP78+diwYUOhz4WhRWFzaiIiInKecg8jGo1G9OjRA8ePHxe3qNm0aRO++uor/Prrr4X2CAQKKpXfunXLudGSQ4QJ8MKEeIFCoQCAQlsPERERkXOUu2dr3rx5OHbsGPr27YtDhw7h+PHjeP3113Hp0iV07doVp06dcmWc5ASZmZmFtuoRCFsJ3T+0SERERM5R7p6ttWvXokmTJtiwYYM4x+eRRx5Bv379MGTIEPTq1Qvbt29Hu3btXBYsOcZsNmP16tVITEws9Lmvry/y8vLEv1ciIiJynnJ3ZVy7dg29e/cu8gO5T58+2LVrF6xWK5588kkcO3bM6UGSc5hMJkilUnGOlkBYmejp6VkZYREREVVr5U625HK5WH38n9q3b48///wTNpsNvXv3LnMTZ0ft2bMHH374IXr27InGjRvD398fdevWRevWrfHiiy/i+++/x507d1waQ1WUn58PAEW2UapVqxY2btyI7du3V0ZYRERE1Vq5hxHr1auH8+fPl3i8Xbt2+PPPP9GrVy889dRTePTRR50SoECv12PhwoX47rvvcOvWLXEyt1KpREBAAPLy8nDhwgWcO3cOq1atglwuR79+/TB27Fh06dLFqbFUVUJVf2FCvKBOnTpYs2YNgIIViRxOJCIicp5y92x17twZe/fuRXZ2dolthIRLJpNh27ZtTgkQABYvXoxGjRrhP//5D9RqNT766CPs2rUL2dnZyM3NRVJSEtLT02E2m3H58mUsX74cgwcPxo4dO9CtWzc8//zziIuLc1o8VZVEIgFQdLjw/gnzrCJPRETkXOVOtp599lkYDAYsWrSo1HZCwnX/RseOeuutt9CrVy+cO3cOZ86cwQcffICePXtCpVIVaieRSNCkSRO8+OKL+Omnn3D37l0sWbIEZ8+exU8//eS0eKq6f87ZksvlqF+/Pho2bIh79+5VUlRERETVU7mHEfv06VPuFWuPPPIIbty4Aa1W61BwgosXL6JJkyYVPs/LywuvvPIKRo4ciYSEBKfEUpWV1LMFAJMmTYKfnx/S0tLQtGlTd4dGRERUbVWosJJCoSgyubok/v7+qFevXqHPNm3ahJdeeqkitwQAuxKt+8lkMjRo0MCha1QHycnJOHv2bLHJltFoBIBSh4mJiIio4txaxfLMmTNYvny5O29J99m+fTs+/vhj+Pj4FDkmrFTMyclxd1hERETVWrmHESubvcOAERERTo6k6srLywNQMLz6T8LqztzcXLfGREREVN1VmWSrfv364pyj8pJIJGKPDRVsJA6gxHpp97chIiIi56gyyRZQUIyzc+fOpSYLVLIpU6bA09Oz2KRVWPhgNpvdHRYREVG1VmWSrZCQENy+fRtnz57F0KFD8dJLL+GRRx6p7LCqFKVSKb7+SSgHYbFY3B0WERFRtebWCfKOSExMxJYtW9CzZ098//33iI6ORps2bfDll18iIyOjssN74NlsNjGhKm7OloeHBzZu3Mjir0RERE5WZZItqVSKZ555BuvXr0dycjLmzJmD/Px8/Pvf/0bdunUxZMgQ7u1XCpPJJA4Vent7Fznu6+uLNWvW4OLFi+4OjYiIqFqrMsnW/WrXro1x48bh/PnzOHz4MGJjY7F9+3Y8/fTTqFevHk6dOlXZIT5w7l9lWFyyJWzZk5mZ6baYiIiIaoIqmWzdr0OHDliyZAnWr1+P0NBQJCUlISkpqbLDeuDo9Xrx6+KSLT8/PwQFBRXZpJqIiIgc49YJ8j169HDq9VJTU7F8+XIsW7YMV65cgaenJwYPHozWrVs79T7VgVBjy2QyQSotmmN7e3tj4cKFrLNFRETkZHb1bOl0Oty8ebNImYC1a9ciJiYGL7/8crFDed27d8fUqVPti/T/s1gs+O2339C/f3+Eh4fjvffeg1KpxIIFC5CSkoKff/7Z7kKme/fuhUQiKfZ15MiRMs9PTk7G4MGD4efnB7Vajf79++PmzZt2xeJsRqMR58+fx/Xr14s9XqtWLQAFSRdrkxERETmPXT1bEydOxMqVK3H37l1xhds333yDMWPGiJXI16xZg5MnT6JZs2ZOCfTvv//GDz/8gJUrVyI1NRX+/v54/fXX8dJLLzm9J+vtt99G+/btC33WqFGjUs/JyclBz549kZ2djQ8++AByuRzz589H9+7dcebMGTGZqSwWiwUzZ85EcHAwpk2bVuR4YGCg+PW9e/cQHBzsxuiIiIiqL7uSrX379uGJJ54oNPfnk08+Qd26dbF69WrcuXMHsbGxmDNnDpYuXeqUQFu2bAmZTIbHH38cL730Ev7v//5PTPScrWvXrhg4cGCFzlm0aBGuXbuGY8eOiYlanz590LJlS8ydOxcff/yxK0Itt7KqxysUChgMBiiVSiZbRERETmTXMOLt27fRoEED8f2lS5eQmJiIt99+G48++igGDhyIZ599Fvv373daoIL9+/djxIgR0Gg08Pb2LvVV3IbL5aXT6So0nLZu3Tq0b9++UI9Ys2bN8Pjjj+OXX36xOw5nKc9WPcK8rqysLHeEREREVCPY1bNlNBrh6ekpvt+3bx8kEgmefPJJ8bPIyEhs3rzZ8Qj/v4iIiArvjWivkSNHIicnBzKZDF27dsWcOXPQrl27EttbrVacO3cOL730UpFj0dHR2LFjB3Q6HVQqVbHnG41GGI1G8b1Wq3X8If5Bp9Nh6dKlSEtLK7GNyWQCAGRnZzv9/kRERDWVXclWWFgYzp07J77//fffERAQgFatWomfpaenw9fX1/EI/7/4+HinXasknp6eGDBgAJ5++mnUrl0bf//9Nz7//HN07doVhw4dQps2bYo9LyMjA0ajESEhIUWOCZ+lpKSgadOmxZ4/e/ZsTJ8+3XkPUgyTyQRfX99SEzmhJy8nJ8elsRAREdUkdiVbffr0wddff43x48dDqVRi27ZtiI2NLdTm6tWrdq8KrCydO3dG586dxffPPvssBg4ciFatWmHSpEnYtm1bsecJw2/F1agShu2ENsWZNGkSxo0bJ77XarUIDw+36xlKIpR8EBYwFCc5ORnHjh3DY4895tR7ExER1WR2JVuTJk3Cli1bMG/ePAAFvTczZswQj6empuLgwYMYM2aMc6KsRI0aNUL//v2xYcMGWCwWccub+wl7Dd4/FCgQ5koVtx+hQKFQuLyYqNlshkKhKDXZysjIwJo1awr1UBIREZFj7Eq2goODcfHiRezatQsA0K1bN6jVavH4vXv3MGfOHPTu3ds5URbDZrNh06ZNOHv2LFJSUorU/AIAiUTilNWQ4eHhMJlM0Ov1hZ5TEBAQAIVCgdu3bxc5JnwWGhrqcByOKE+yxS17iIiInM/uCvJeXl7o27dvscdatGiBFi1a2B1UWa5fv46+ffvi2rVrpSYPzkq2bt68CaVSWeIcNKlUiqioKJw4caLIsaNHjyIyMrLEyfHuUp6VlQEBAQgKCmIVeSIiIidyaLsek8mEnTt34vLly9Dr9Zg8eTKAgqEzrVaL2rVrF7s1jKNGjx6Nq1ev4o033sDQoUMREhICDw/Hdx5KS0srVNwTAM6ePYvNmzejT58+4rMkJCQgNze3UMHWgQMH4v3338eJEyfElYtXrlzB7t27MX78eIdjc5TFYgGAUld0BgcHY+HChUhMTHRXWERERNWexFZa11ApNm/ejNdeew1paWmw2WyQSCTiD/Rjx46hU6dO+OmnnzBs2DCnBgwUbCnz5JNP4rfffnPqdR977DF4eXmhc+fOqFOnDv7++298++23kMvlOHz4MJo3bw6gYI/Hffv2FepV0+l0aNOmDXQ6HcaPHw+5XI558+bBYrHgzJkzRZK40mi1Wmg0GmRnZxc7bGmPefPmIS8vDx4eHnjvvfeKbfPzzz9DJpMhOTkZY8eOdcp9iYhqCld876bqwa5up4MHD2LgwIFQKBRYsGBBkYQqOjoajRo1wvr1650S5D+pVKoyt8+xx3PPPYd79+5h3rx5ePPNN7F27Vo8//zzOHHihJholRbT3r170a1bN8ycOROTJ0/Gww8/jH379lUo0XKVO3fu4MMPPyy1zpZGowEAl1XmJyIiqonsGnv76KOP4Ofnh5MnT6J27dpIT08v0qZdu3Y4evSowwEWp1evXjh06JDTr/v222/j7bffLrPd3r17i/08LCwMv/76q5Ojco7yVJCvVasWcnJySm1DREREFWNXz9bRo0fRv39/1K5du8Q24eHhuHPnjt2BlWbOnDlISUnBhAkTxCSCSifU+SqtBIWwH6Kvr2+FtioiIiKiktm9XU9Z49FZWVkumRwPFNT12r59Ozp16oRvv/0WjRs3LjYeiUQilqeo6Ro1aoSvvvqq2DphAiHZkkqluHv3LurWreuu8IiIiKotu5KtyMhIHD9+vNQ2hw8fLrRaz5lOnz6NXr16iRsmnzp1qth27tpLsSrw8PBAYGAgdDpdiW0UCgVycnLg6+uLO3fuMNkiIiJyAru6ngYMGICDBw9i2bJlxR7//PPPceHCBQwZMsSh4EryzjvvICsrC59++ikSEhJgNpthtVqLvITVkfS/xLOsye8nTpzA+vXrWdiUiIjISezq2ZowYQLWr1+PV155BatXrxa3qZk4cSIOHz6MQ4cOoXXr1i7brufkyZMYMmQIJkyY4JLrV2dlJVsXL17E/v378fzzz7spIiIiourNrmTL19cXf/31F8aMGYNffvlF7EH6/PPPIZFIMHjwYCxatMhl+/2p1WoEBQW55NrVVXl7turUqQOgYH9LIiIicpzdZdf9/f2xatUqLFy4EMePH0dGRgbUajXat2/v8kSof//+2L17N6xWq8sm4Vc3wsR4T0/PUtsFBwcjKCiIw4hEREROYlem8thjj4lb89SqVQtPPfUUhg0bhr59+7qlx+nTTz+FQqFATEwMkpOTXX6/6kBISsvqbWzWrBkWLlxY6Xs5EhERVRd29WwdPXoUHTt2dHYs5da6dWuYTCacOHECv/zyC/z9/Uss/XDjxo1KiPDBk5aWBqPRWGYyLNThslqt7giLiIio2rMr2WrWrBlu3brl7FjKzWq1Qi6XIyIiQvysuC0e7dz2sVr6/vvvkZKSUmKZDIFarYbVai21HhcRERGVn13J1ltvvYUxY8bg77//RosWLZwdU5ni4+Pdfs+qrjwV5IGCuXjp6ellzu0iIiKi8rG7qGmPHj3QsWNHvP766+Kk+OKKiHbr1s3hIMlx5dkbEQACAwORnp4OHx8fd4RFRERU7dmVbPXo0QMSiQQ2mw1z584ttVI7C4tWPqvVik8++QT5+fllDg8GBwfj8uXL8PLyQm5uLry9vd0UJRERUfVkV7I1ZcoUt26FM2rUKEyePNnu7WPWrFkDi8WCmJgYJ0dWNZhMJnHfw7KGEWvXro38/Hx4eHjg9u3baNiwoTtCJCIiqrbsSramTZvm5DBKt2XLFixfvhz/+te/EBsbi549e5Z5TkpKClavXo0ffvgBV65cwZIlS9wQ6YNJr9eLX5fVUyWVSrF//35kZmaiQYMGTLaIiIgcZHdRU3ssWLAACxYswM2bNyt03vXr1/HZZ59h7ty5WLFiBQICAhAdHY1HHnkEQUFB8PPzg8FgQEZGBq5cuYKjR4/i0qVLsFqtePTRR7Fs2TJ06NDBRU/14MvNzRW/LmvOFlBQ2uPMmTMYOXKkK8MiIiKqEdyabGVlZdlVMsLLywtTp07FuHHjsGLFCixbtgzbt2/H1q1bAfxvKxqh1ENAQACGDx+OUaNGoX379s57gCpKWIloMpnKVXGfW/YQERE5j1uTLUepVCqMHj0ao0ePRlZWFg4fPoykpCSkp6fDy8sLgYGBiIqKQlRUVGWH+kARerbMZnO52oeEhCA4OBjp6emuDIuIiKhGqFLJ1v38/PzQp0+fyg6jShDKPuTn55erfZs2bfD000/jzp07rgyLiIioRqiyyRaVn8lkQkpKCkwmU7naC/snljc5IyIiopLZtRE1VS0WiwVjx47F8uXLy9WeBU2JiIich8lWDVDe6vECYVNvDw92fBIRETmKyVYNUNFkq1atWhVqT0RERCVj10UNYDAY8NlnnyEnJ6dc7evUqYOUlBT4+PjAarWWq1wEERERFc+tP0VtNptYC4vcx2w2o169etBoNOVqHxISAgCQy+XIzMx0ZWhERETVnlt7tkaOHFmurXbIuYRVheVNdFUqFXbu3ImsrCw8/PDD4rAiERERVZxDydapU6ewfPlynD59GtnZ2dBoNGjbti1iY2PRtm3bIu3r1auHevXq2X2/WbNmQa/XY/r06ZDL5cW2MZlMmDZtGtRqNd5//32771WdCMlWRTYP37VrF27evIl33nnHRVERERHVDHYPI06YMAHR0dH48ssvceDAAZw/fx4HDhzAwoULER0djYkTJzozTuzcuRNTpkxBrVq1Sky0AMDT0xO1a9fGf/7zH+zZs6dC9zh+/DjGjBmDhx56CD4+PoiIiMDgwYNx9erVMs/98ccfIZFIin1VdnFQe+plccseIiIi57CrZ+urr77C3Llz0bRpU3z44Yfo2rUrgoKCcPfuXezfvx8zZ87E3LlzUb9+fbz55ptOCXTFihXw9/fHmDFjymw7evRozJ49G8uWLavQsOWnn36KgwcPYtCgQWjVqhXu3LmDr776Cm3btsWRI0fQsmXLMq8xY8YMNGjQoNBnfn5+5Y7BFaxWKwBUaKJ7aGgoQkJCkJaW5qqwiIiIagS7kq1FixYhPDwcx44dg0qlEj+PiIjACy+8gH79+iEqKgpfffWV05KtQ4cO4YknnhCrm5dGoVDgiSeewMGDByt0j3HjxmH16tXw9PQUPxsyZAiioqLwySefYOXKlWVeo0+fPmjXrl2F7utqFosFQMWSrS5dumDIkCG4d++eq8IiIiKqEewaRoyLi8OAAQMKJVr302g0GDBgAOLi4hwK7n4pKSmIjIwsd/sGDRrg9u3bFbpH586dCyVaANC4cWM89NBDuHTpUrmvo9PpxATnQWAymZCRkVGhc4SkVqjRRURERPaxK9kS5vOUJSgoyJ7LF0sqlcJsNpe7vdlsdkp9KJvNhrt376J27drlat+zZ0+o1Wp4e3vj2WefxbVr1xyOwVFXrlzBG2+8Ue46WwDg7+8PoGKT6omIiKgou7KRoUOHYv369SX+8NZqtVi/fj2GDh3qUHD3Cw0NxYULF8rd/sKFC6hbt67D9121ahWSk5MxZMiQUtt5e3tjxIgR+Prrr7Fx40ZMnDgRu3btQufOnZGYmFjquUajEVqtttDLmSpaQR4oGBIGAF9fX6fGQkREVNPYlWxNnz4drVu3RnR0NNasWYOkpCSYzWYkJSXh559/RseOHdG2bVtMnz7daYF27doVu3fvRnx8fJlt4+PjsXv3bnTr1s2he16+fBmjR49Gp06dMHz48FLbDh48GMuWLUNsbCyee+45fPTRR9i+fTvS09Mxa9asUs+dPXs2NBqN+AoPD3co7n8Ski0vL69yn9O0aVMABUPCLGxKRERkP4nNjpLuMpkMQMEQW3HDTCV9LpFI7CpDABTU9GrXrh3atm2Lbdu2lTisl56ejqeeegqnTp3C8ePHi633VR537txBly5dYDabceTIEYSGhtp1nU6dOiEtLQ3Xr18vsY3RaITRaBTfa7VahIeHIzs7W9wU2hHTp0+HVCpFvXr1EBsbW+7zli5dCpVKhbCwMHTu3NnhOIiIqjOtVguNRuO0791Ufdi1GrFr165un8vTtm1bvPPOO/jiiy/QokULjBo1Cj179kRYWBgAIDk5Gbt27cK3336LtLQ0jBs3zu5EKzs7G3369EFWVhb++usvuxMtAAgPD8eVK1dKbaNQKMq1ytJearUadevWFUtAlJdOp4NKpUJCQgKTLSIiIjvZlWzt3bvXyWGUz9y5c6FUKjFnzhzMmjWryPCczWaDTCbDpEmTMHPmTLvuYTAY0K9fP1y9ehU7d+5EixYtHIr55s2bCAwMdOgajhIS43+utCxLRkYG/vrrL0RHR7siLCIiohrBrXsjOkoikeDjjz/Gyy+/jGXLluHQoUNidfbg4GB06dIFI0aMQMOGDe26vsViwZAhQ3D48GFs2rQJnTp1Krbd7du3kZ2djYYNG4rV7NPS0ookVX/88QdOnjyJt99+2654nEVYlVnRZMvb2xsbNmyAt7e3K8IiIiKqEapUsiVo2LCh3T1XpXn33XexefNm9OvXDxkZGUWKmL7wwgsAgEmTJmH58uWIi4tD/fr1ARTU6GrTpg3atWsHjUaDU6dO4YcffkB4eDg++OADp8daEcIcu4omW40bNwaAcm1XRERERMWzO9mKi4vDggULcPbsWaSkpBRbA0sikeDGjRsOBehOZ86cAQBs2bIFW7ZsKXJcSLaKM2TIEPz3v//Fjh07kJubi5CQELz66quYOnWqU+uN2UNItipS+gEoSLaCg4Mhl8thtVqdUreMiIioprFrNeK2bdvw3HPPwWQyQS6Xo06dOvDwKD5vc2YV+ZrC2StavvvuO2g0GtSrVw8dOnQo93k6nQ5bt24FADz66KMVWihw+fJl7Nq1C/n5+RgxYgQ0Gk2F4yYiqkq4GpFKYldXxXvvvQeZTIa1a9ciLy8PiYmJiIuLK/ZFlc9gMCA3N7dCdbYAQKVSiTW2ylpRKTh37hyeeeYZnDt3DoGBgQgJCcGyZcu4xyIREdVYdiVbV69exbBhwzBo0CAOLVUBEydOxMiRI+Hn51fhc/V6PQAgKSmpzLZmsxmDBw/GH3/8gevXryM5ORl6vR6hoaFYvXo1kpOTK3x/IiKiqs6uTCk4OLjC83+octhsNru26xEIZSPKU0V+8eLFuHLlCgIDAzF06FCMHTsWLVq0gE6nQ3BwMDZs2CAmb0RERDWFXcnWsGHDsHXrVvGHOD247q9Mb0+yJeyNWNYm4KmpqYiLi0NQUBA++ugjNGjQAADQoUMHtGvXDlqtFkFBQfjuu+8qHAMREVFVZtdqxGnTpuHs2bPo3bs3Pv74Yzz88MPcsPgBlZOTg2nTpsFkMlW49AMABAUFwWAwlHmusCdmvXr18NJLLxU69vDDDyMuLg7bt2/HTz/9hI4dO6Jjx44VjoWIiKgqsqtnSy6X4+2338b58+fRrVs3aDQayGSyIq+SViiS++Tm5qJ58+aIioqyK9kSeqj8/PxgsViKbXPhwgWxoGujRo3EQq/3e+6556DX66HX6zFixAjk5eVVOBYiIqKqyK5saO3atYiJiYHVakVkZCRCQkKYWD2gcnNzARQMA9qzmKFJkyaYNWsWkpKS0L17d0RERBRps2PHDoSFhSEpKQnjxo0r8VoLFizAzp07ceXKFcyaNcslhWmJiIgeNHZlSDNmzIBGo8G2bdvQvn17Z8dETiT0IJU156okCoUCp0+fxtWrV3Hp0qUiyVZcXByCg4MBAI888kip1/L398e3336LgwcPolWrVlixYgViY2PLFUdCQgL2798Pq9UKuVwOtVqNHj16wMfHx67nIiIiche7hhHj4uLwr3/9i4lWFSAsYihpCLA8unTpAgBYvXp1kWNbtmyBh4cHUlJS0L179zKv1bdvX4SFhQEAPDw88Oeff5bY1mg0YuXKlZg3bx4OHToET09PKJVKyGQyxMTEICgoCMOHD8euXbtgtVrtfDoiIiLXsivZCg8Pd+iHN7mPsBoxPz/f7muMGjUKDRs2hEqlQkpKivh5ZmamWCW5Xr165b7eG2+8gcTERHh4eCAxMRHbt28vlCzl5+djxYoV+OGHH+Dp6YmwsDBIpVLcvn0bSUlJSEpKQlBQEPR6PVasWIFNmzbhq6++wrp16/j/JRERPXDs2q7n888/x/z583H+/HkEBAS4Iq4azZlbPmzbtg1arRapqakYM2aMXdewWq346quvEBwcjIyMDIwaNQoAMH/+fBw4cADR0dEYP368uAdjeeTk5GDp0qUICQkBANy5cwdGoxGHDx/G/v37ER4ejkmTJkGr1cJkMqFnz55o3ry5eL7NZsPhw4exevVqtG/fXqyOn56eDpvNhscffxxNmza163mJiOzB7XqoJHbN2Ro4cCAOHjyILl264MMPP8TDDz9c4v9YxU2oJvcxmUwwGAwO9fhIpVKx+rzNZkN+fj4MBgPmz5+PxMRE9OnTp0KJFlBQv2vQoEFYu3YtateujeDgYOzYsQMbN24EUFBM9d69e4iJiSl2X0WJRILOnTujc+fOSE5OxsaNG+Hr64tatWoBAM6ePYudO3ciPj4eHh4e8PT0hEwmg5+fH/Lz82Gz2cSCrRKJBFarFVlZWZDJZGjcuDEeeughNG7cmHPCiIjIYXb1bEmlUkgkkkI/sIq9uETi0PBVTeXM3442bNiAAQMG4NFHH8Vff/1l93V0Oh3WrVsHHx8faLVabNiwAVu3bkVwcDDi4uIc2lHgzp072LhxI+7duweFQoGuXbvikUceqXCpiqysLPz+++9IS0tDSEgIpFIpli5dih07dgAAmjdvjmnTppV4/k8//YTff/8dQMEvCZ988gnS09NhMpng4+OD4OBgREZGokmTJlAoFHY/LxFVT+zZopLY1bMVGxtbapJFDw5hNaKj2yupVCpotVr4+PhArVbj+eefR3x8PH744QeHrx0cHIw33njDoWsABbXAXnjhBQBAYmIizp8/j759+6JJkyawWq3w8fHB7du34eHhAYVCAYVCAYlEAqlUCoPBgM6dOyMkJASXL1+GQqGATCZDnTp1xOsbjUZcunQJly5dwqpVqxAXFwc/Pz/Uq1cPbdq0AQDxeh4eHpDL5fDy8oJarUadOnVQp04dBAcHs7eMiKiGsSvZ+vHHH50cBrmKsBpRmNPkiMceewyXLl0CULBB9e+//47IyEiHr+sK4eHhCA8Pt/t8q9WKuLg4XLhwAcnJycjLy4Onpyf8/f3h6emJO3fu4Pz58wAKkrB+/fqVeK0vv/wSu3btAgC0aNECEyZMgF6vh8lkgtVqFZM/b29v+Pj4ICAgAH5+flCpVPD29kZAQAD3IiUiqsJYibSas1qteP/99+0qaPpPUVFROHv2LHQ6HV555ZVq3UMjlUrRsGFDNGzYsNDnFosFd+7cQdOmTZGamoqsrCzo9XpotVrk5+fDYrEgPz8fVqsVVqsVEokEGo0G9evXx927d+Hn5wdvb294e3sXe99FixZh9+7dAAr+vD/88EMABXXSjEYjjEYjzGYzLBYLbty4AZ1OBz8/PwQGBiIoKAheXl7w8fGBSqWCSqWCv7+/+GLhYSKiyuHQd987d+5gw4YNuHz5MvR6PZYuXQoASEtLQ1xcHKKiopzSo0L2s1gsaNOmDRITE51yPWGYrqaSyWSoW7cu6tatW+5zhKr6NpsNmZmZSEhIwN27d5GRkQGtVguj0SjObaxVqxaaNWuG7OxscVECULBFllwuL7QH6e+//15iYpaRkYGMjAzcunULQMF8tD179kClUqFRo0YYNGgQLBYLbDabOPdSGP60WCyQy+VQqVTw8fEREzghiVOr1VCr1VAqlU5J4omIqju7k61Fixbh3XffFes4SSQSMdlKTU1Fp06dsHjxYrz66qvOiZTsIszZ4oTuyieRSBAQEFChcikmkwnZ2dniS6fTIScnB7m5uRg6dCieeuopZGZmwmw2IzExERKJBDKZDHK5XCwC6+npCYPBIO5NKaz+LMnKlSuxZcsWAEDDhg3x8ccfQ6fTFWmXn5+P33//Hfv27YOPjw9CQ0Px3HPPwWq1Flo8I5VKIZPJxC2jhOFSpVIJhUIBLy8v8eXj4wNvb2+oVCr4+vpWeJUrEdGDyK5ka8uWLRgzZgzatWuHKVOmYOvWrVi8eLF4/KGHHkKrVq3w22+/MdmqZELPg7BRNFUtnp6eCAwMdOjvT6/Xo3v37sjJyYFWqxVfeXl5MBgMYs+aMDzZqFEjDBgwADqdDl5eXkhNTRUn/CsUCnGVqIeHB/R6vVjoNj8/H6GhoSXGsWHDBqxduxYAEBISgi+++AK5ubni/p33++OPP7B8+XLI5XKEhITgww8/FIdphSFaIam7d+8e7ty5IyZs9evXh0wmg0wmg4eHhxi7p6cnPD094evrKyZ6EokEXl5eUCqV8Pb2hlKphI+PD4dcicip7PqOMmfOHERERGDPnj3w8fHByZMni7SJiopyqNQAOc5qtYpDUQ/qRHZyPWEIMCgoyCnXM5lM0Gq1yM7ORsuWLTF16lTo9Xrk5ORAr9fDYDDAbDbDbDYjPz9fnMNWv359DB06FHq9HjKZDCkpKYWSImGo1NPTEyaTCcD/5qoVV2tNcPHiRXHRjkajwbfffltsO6vVim3btuGbb74BUNDbu2LFimLb5ufn4/jx4/jpp5+gUCigVCoxduzYQkme8AIKSqMkJyeLbSMiIsRn+2fi5+HhISZ7QsInPLfwmVKpFF/e3t5M/oiqOLv+BZ85cwYvvvhiqROk69ati7t379odGDkuISEBXl5esFqteOihhyo7HKomPD09Ubt2bdSuXdsl17dYLHj66afx5ZdfIjc3F3q9HtnZ2YV64kwmE0wmE8xmM9q1a4emTZsiLy8PZrMZKSkp4vZP/xzOlEgkaNmyJfLy8iCRSKDT6SCXy8UkSCDMXUtPTxff318G5J+OHz+O77//Xny/atWqEhOk8+fPY+bMmeL7pUuXFpqLd7+rV69i8uTJkEql8PT0xOzZs6FSqWCxWIr08mVlZWHv3r1i72OHDh3EObP//DOw2WzQ6XSFevvkcnmRpFAoCOzj4yMmhMKfh5AcCj2ewsvDw4OlgYj+wa5ky2q1Qi6Xl9omNTWV84Qq2eXLlwEUbGFT0uo3ogeNTCaDr69voR0B3MFkMiE3NxcGgwG5ublo1aoVRo0aBYPBgLy8POTk5IgJnslkEnvt8vPzUb9+fcycOVNMBlNTU4v0fgkJiMlkQnR0NEwmE4xGI3JycpCfn1+kB0wqlYoLJ6xWKwwGg7hIoTh5eXnYu3ev+L5Xr14l9mYmJydj8uTJ4nthtEJgtVrFhDYhIQGjR48Wj3300Udo0qRJsdfNycnBK6+8Ak9PT8jlcowZMwYNGzYsdvg3Pz8fv/32m5jEtWnTptDft0QiKfRKSUkRr6vRaMQFGjKZTPyvh4cHZDKZ2E4ul4uLP4Sk+v4eVLlcLs4TvH9BCpGz2ZVsNW3atNQhwvz8fOzfvx9RUVF2B0aOE1YgCrW2iKhkQi/Pg8BqtcJsNqN37954++23xcRMp9PBYDCISZ+Q+JnNZjRq1Ag///yz2FYqlSI7O7vYRMdkMuHVV18V2xqNRiQlJQEomuTk5OSgUaNG4r1sNhtyc3MLJYUCYSss4ZpKpbLESuoGg6HQz5HWrVuXWhvvnXfeEb8eO3YsOnbsWGLbf/3rX+LirTfffBPdu3cvse2rr76KNm3aFEpUiZzNrmQrJiYG48ePx/Tp0zF16tRCxywWC8aPH4+bN2/ivffec0qQZJ8zZ85g0aJFeP/99ys7FCKqAKlUKg7LPQg++OCDEo9ZLBYxARQK/AqJmV6vF2vDCXP4hP/K5XL8+uuvhZK4nJycYpNDi8WCsWPHitfRaDRISkoq0msofP3II4+ISaiHhwfu3bsHqVQqvoReRKlUCpvNVuZIDZGj7Nob0Ww248knn8T+/fvRsGFDKJVKXLx4EQMGDMCJEycQHx+PJ598Elu3buXYvR2ctb/WY489hj179uDHH3/E8OHDnRghEVH1UdY+v+XFvRGpJHZVJJTL5di+fTvef/99pKen48KFC7DZbFi3bh0yMjLw3nvvYfPmzUy0Ktnff/8NoGCLGCIiKh5/VpGr2dWzlZCQAD8/P6jVathsNly5cgUZGRlQq9Vo3rw5ZDIZdDodMjMzC026pPJxxm9Hd+/exa+//ork5GS8//77pS6dJyIix7Fni0piV89WgwYN8MUXXwAo+I2gWbNm6Ny5M1q2bClWfF64cCEaNGjgtECpYi5evIg6deqgfv36TLSIiIgqkV3JVnk6w+zoMHsgGI1GvPfeewgNDYWXlxc6dOiAP//8s1znJicnY/DgwWKvX//+/XHz5k0XR1w8YSWiXq+vlPsTERFRAZftIpuUlFRiPZgH2YgRIzBv3jzExMRgwYIFkMlkePrpp3HgwIFSz8vJyUHPnj2xb98+fPDBB5g+fTpOnz6N7t27i4UR3SkrKwsAuFEwERFRJSt36YcZM2YUel9STRKLxYLExESsWbOm1DooD6Jjx45hzZo1mDNnDsaPHw8AiI2NRcuWLTFx4kQcOnSoxHMXLVqEa9eu4dixY2jfvj0AoE+fPmjZsiXmzp2Ljz/+2C3PILBYLADAIUQiIqJKVu4J8vf3kAjbPZQmNDQUGzduFBOPqmDixImYN2+eONlfMHv2bHzwwQdISEgosehedHQ0gIKE7X69e/fGjRs3cP369XLH4YxJlosXL0ZAQABq1aqFxx9/3K5rEBFR+XGCPJWk3D1be/bsAVAwF+uxxx7DiBEjiq3dJJPJEBAQgGbNmlW5IazTp0+jSZMmRf6RCInUmTNnik22rFYrzp07h5deeqnIsejoaOzYsQM6nc5tw6rZ2dkICAgAwLIPREREla3cydb92x1MnToVPXv2RLdu3VwSVGW5ffs2QkJCinwufJaSklLseRkZGTAajWWe27Rp02LPF7a2EGi12grHfr/Lly/jypUr8PPzKzYmIiIich+7up6mTp1a7RItoGAj1+K2x1AqleLxks4DYNe5QMEwpUajEV+l7Q9WHkajEWvXrsXmzZsdug4RERE5rmqN87mYl5dXoR4mgbCRs5eXV4nnAbDrXACYNGkSsrOzxZdQtsFe3bp1w4ULF7Bjxw6HrkNERESOs2sj6uoqJCQEycnJRT6/ffs2gIJJ/8UJCAiAQqEQ21XkXAAu23CWW1AQERFVPvZs3ad169a4evVqkTlTR48eFY8XRyqVIioqCidOnChy7OjRo4iMjKySNceIiIjIcUy27jNw4EBYLBZ8++234mdGoxHLli1Dhw4dxLlUCQkJuHz5cpFzjx8/XijhunLlCnbv3o1Bgwa55wGIiIjogWPXRtTV2eDBg7Fx40aMHTsWjRo1wvLly3Hs2DHs2rVLXBTQo0cP7Nu3r1CtMZ1OhzZt2kCn02H8+PGQy+WYN28eLBYLzpw5g8DAwHLHwFotRERVD793U0k4Z+sfVqxYgcmTJ+Onn35CZmYmWrVqhd9//73M1ZcqlQp79+7F2LFjMXPmTFitVvTo0QPz58+vUKIF/G9fSUdLQBARkfsI37PZh0H/xJ6tB1BSUpLD5R+IiKhyJCYmIiwsrLLDoAcIk60HkNVqRUpKClQqld0rCrVaLcLDw5GYmFjturOr87MBfL6qrDo/G1C9n88Zz2az2aDT6RAaGlrldlAh1+Iw4gNIKpU67bcitVpd7b4pCqrzswF8vqqsOj8bUL2fz9Fn02g0ToyGqgum3kREREQuxGSLiIiIyIWYbFVTCoUCU6dOdUll+spWnZ8N4PNVZdX52YDq/XzV+dmo8nGCPBEREZELsWeLiIiIyIWYbBERERG5EJMtIiIiIhdiskVERETkQky2iIiIiFyIyRYRERGRCzHZIiIiInIhJltERERELsRki4iIiMiFmGwRERERuRCTLSIiIiIXYrJFRERE5EJMtoiIiIhciMkWERERkQsx2SIiIiJyISZbRERERC7kUdkBUFFWqxUpKSlQqVSQSCSVHQ4REZWDzWaDTqdDaGgopFL2ZdD/MNl6AKWkpCA8PLyywyAiIjskJiYiLCysssOgBwiTrQeQSqUCUPAPVq1WV3I0RERUHlqtFuHh4eL3cCIBk60HkDB0qFarmWwREVUxnP5B/8RBZSIiIiIXYrJFRERE5EJMtoiIiIhciMkWYe/evTh+/Hhlh0FERFQtMdmq4S5fvozU1FTExcVVdihERETVEpOtGu7AgQPi13q9vhIjISIiqp6YbNVwGzduFL/OyMioxEiIiIiqJyZbNVhubi52794t9mhlZmZWckRERETVD5OtGmzPnj0wGAxispWVlVW5AREREVVDbk+2dDodbt68CbPZXOjztWvXIiYmBi+//DJOnTrl7rBqpCtXrmD+/PmoU6cOgIK/GyIiInIut2/XM3HiRKxcuRJ3796FXC4HAHzzzTcYM2YMbDYbAGDNmjU4efIkmjVr5u7wagybzQaFQoHAwEAAHEIkIiJyFbf3bO3btw9PPPEEvL29xc8++eQT1K1bF/v378cvv/wCm82GOXPmuDu0GuXcuXMIDAxEfn4+fvzxR4waNYrDiERERC7g9p6t27dv46mnnhLfX7p0CYmJifjss8/w6KOPAgDWrVuH/fv3uzu0GuXo0aPw8/NDamqqOIzIZIuIiMj53N6zZTQa4enpKb7ft28fJBIJnnzySfGzyMhIJCcnuzu0GkWYn+Xr6ws/Pz8ATLaIiIhcwe09W2FhYTh37pz4/vfff0dAQABatWolfpaeng5fX193h1ZjZGZmIigoCAAQHR0NrVaLadOmQaFQVHJkRERE1Y/bk60+ffrg66+/xvjx46FUKrFt2zbExsYWanP16lVERES4O7QaY8+ePfD09ERmZiaioqJw5MgRhIWFITExsbJDIyIiqnbcnmxNmjQJW7Zswbx58wAAISEhmDFjhng8NTUVBw8exJgxY9wdWo1x4MAB5OTkoEmTJpBIJPDy8gIASCSSSo6MiIio+nF7shUcHIyLFy9i165dAIBu3bpBrVaLx+/du4c5c+agd+/e7g6tRrDZbPjll1+QnJyMbdu2AQC8vb1hsVgglbLGLRERkbO5PdkCAC8vL/Tt27fYYy1atECLFi3cHFHNce7cOSQnJ8PLywvdu3cHUDBJPjs7Gx4elfK/AxERUbVWKT9dbTYbbt26hezsbACARqNBREQEe1bcYPfu3WjcuDGaNWsGpVIJAFCr1cjOzi60SpSIiIicw63J1tq1a/Hdd9/h4MGDMJlMhY55enri0UcfxauvvorBgwe7M6waxWq1YubMmcjJyRE/8/f3R2Jiojh3i4iIiJzHLclWfn4+Bg0ahM2bN8Nms6Fp06Zo3LixOFdLq9Xi2rVr2LVrF3bv3o2ff/4Zv/76K4e1nCwtLQ0hISEAgC5duoif+/v7w2QyITc3FwaDQezxIiIiIse5Zdzus88+w6ZNmzBkyBDEx8fj0qVL2Lx5M1auXImVK1di8+bNuHTpEuLj4zFkyBBs3ry5Sm/Xc+rUKTz77LMICAiAt7c3WrZsiYULF1Z2WNi9ezc8PDyQnp6Opk2bip/XqlULL774IkaNGsXNqImIiJzMLcnWihUr0KlTJ6xevbrU+lkRERFYvXo1oqOjsXz5cneE5nQ7duxAp06dkJqaismTJ2PBggXo27cvkpKSKjs0MQaz2Vzocw8PD6hUKgAQ59ERERGRc7hlnO7WrVt4/vnny92+R48e+OKLL1wXkItotVrExsbimWeewbp16x7YCf/C9jz//Eyn03HLHiIiIidzS7Ll7++P69evl7v99evX4e/v78KIXGP16tW4e/cuZs2aBalUCr1eDy8vrwcm6RLiKG5O1uDBg6FSqXDv3j13h0VERFStuSUL6NOnDzZs2IDvvvuuzLZLlizBxo0b8cwzz7ghMufauXMn1Go1kpOT0bRpU/j6+kKtVuONN96AwWAo8Tyj0QitVlvo5QpCslXcHohhYWFo3rw552wRERE5mVt6tmbNmoU///wTo0aNwmeffYZevXqhcePG0Gg0AArmCV27dg1//vknbt68ibCwMMycOdMdoTnVtWvXkJ+fj/79++Pll1/G7NmzsXfvXnz55ZfIysrCzz//XOx5s2fPxvTp010e39atW6HT6QptjySwWq0AgNzcXJfHQUREVJO4JdkKDg7G8ePHMXHiRPzyyy9YvHgxgP/txWez2QAU1Np68cUX8cknnyAoKMgdoTlVTk4OcnNzMWrUKHH14fPPPw+TyYQlS5ZgxowZaNy4cZHzJk2ahHHjxonvtVotwsPDnR7fxYsXkZSUJCa5xSmtB46IiIgqzm2FrIKCgrB8+XJ8/fXXOHz4MK5du1aognzjxo3RsWNHcVVcVSQUBR06dGihz4cNG4YlS5bg8OHDxSZbCoWi2KE9Z9Pr9QAAHx+fIseEIcZ/FpslIiIix7i9aqivry969eqFXr16ufvWLhcaGoqLFy8W6ZWrU6cOACAzM7MywhK1atUKeXl58Pb2LnJMKCBrsVjcHRYREVG1xhLtTvTII4/gzz//FCfIC1JSUgAAgYGBlRUaDAYD3nzzTQDFT5AX9kUU5m4RERGRczwYNQnuY7FYkJCQgISEhMoOpcKEPR2XLl1a6PPvv/8eHh4e6NGjRyVEVeD+FY7CNkn3UyqVMJvNHEYkIiJysgeuZ+v69eto3rw5pFIp8vPzKzucCmnTpg1eeukl/PDDD8jPz0f37t2xd+9e/Prrr5g0aRJCQ0MrLTahpIPFYim2zpa3tzcGDRqERx99FO+//767wyMiIqq2HrhkSy6XIyIiQlypWNUsXrwYERERWLZsGTZu3Ih69eph/vz5eOeddyo1LmFyvNFoLLbIqlBElhXkiYiInOuBS7YiIyMRHx9f2WHYTS6XY+rUqZg6dWplh1JITk4OgKL7IgqEchBMtoiIiJzrgUu2yDWEYqUlJVs+Pj6YMGFCsUOMREREZD8mWzWEkGyVNA9Oo9GgXbt2AApqbQmrE4mIiMgxlZ5sWa1WXLp0CXq9HvXq1auSleOrAoPBgIULFyIyMrLY47Vq1RK/zsjIQHBwsLtCIyIiqtbcUvph//79xZZy+PrrrxEUFIRWrVqhU6dOCA0NRa9evar0nK0HVW5uLg4ePIi0tLRijysUChiNRgAFyRYRERE5h1uSrZ49e+LHH38s9Nlnn32Gt99+G3q9Ho8//jiGDBmChg0bYteuXejRo4e4lQ85hzBB3tfXt8Q2wr6InCRPRETkPG5JtoSNpgUZGRmYPn066tatixMnTmDHjh1YvXo1Ll++jHfffRcJCQmYP3++O0KrMUwmE9q1a1fqMK3Qs3V/AVQiIiJyTKVUkN+5cyfy8vIwe/ZstGjR4n/BSKX49NNP0aRJE2zevLkyQqu2PD09MWHCBDRs2LDENsLkeaEXjIiIiBxXKclWfHw8JBIJHnvssSLHpFIpunfvjuvXr1dCZNWXkEjJZLIS21itVpjNZnHlIhERETmuUlYjengU3DYgIKDY4wEBAS7do2/Pnj3YtWsXDh48iKSkJNy7dw/e3t4IDAxEVFQUunfvjr59+1arFXnCBtOlJVunTp3CqlWrMG/ePHeFRUREVO25Ldk6c+YMVqxYAQDiysSkpKRih7WSk5NLTMTspdfrsXDhQnz33Xe4deuWOI9MqVQiICAAeXl5uHDhAs6dO4dVq1ZBLpejX79+GDt2LLp06eLUWCqD8LxyubzENqwiT0RE5HxuS7Z+++03bNq0CcD/fvBv374db775ZpG2586dQ6NGjZx278WLF2P69Om4e/cuWrVqhY8++gidOnVCu3btoFKpxHY2mw3Xrl3D0aNHsWPHDmzatAkbN25E//79MXfuXDRo0MBpMVWW0pItPz8/AEy2iIiInMktydayZcuK/by45OXUqVM4d+4cxo8f77T7v/XWWxg6dCgmTpyIli1blthOIpGgSZMmaNKkCV588UXk5eVh1apVmD17Nn766SdMmTLFaTG5m7Cxt0KhKLFNcHAwxo8fXygBJSIiIse4JdkaPnx4udu2bdtWnF/kLBcvXkSTJk0qfJ6XlxdeeeUVjBw5stiirFWJVFqwFqK0vQ9VKhXat2+PxMREd4VFRERU7VXKakR7bNq0CS+99JJd59qTaN1PJpNV+SHE/fv347vvvoO3t3eJbYRjQmJGREREjqsyP1XPnDmD5cuXV3YYVdaZM2ewc+dOcRJ8cXx8fAD8b7UoEREROa7G/FS1dxgwIiLCyZFUDr1eD+B/CVVx1Go19Hp9qZPoiYiIqGJqTLJVv359cZJ4eUkkErEYaFXXsGFD1KlTB15eXiW20Wg0uH37dqnzuoiIiKhiakyyBRQMj3Xu3LnGJRMWiwVvv/02pFJpqc8u1DZTKpWwWCylFkAlIiKi8qkxyVZISAhu376Ns2fPYujQoXjppZfwyCOPVHZYbpGTkyNOei+trIOQbFksFmRkZCAwMNAt8REREVVnVWaCvKMSExOxZcsW9OzZE99//z2io6PRpk0bfPnll8jIyKjs8FxKq9WKX5eWbHl7e+PVV1/FCy+8IM7xIiIiIsfUmGRLKpXimWeewfr165GcnIw5c+YgPz8f//73v1G3bl0MGTIE27dvr+wwXSInJwcAYDQayxwaFMo/sIo8ERGRc9SYZOt+tWvXxrhx43D+/HkcPnwYsbGx2L59O55++mnUq1cPp06dquwQnUpItsqzuTe37CEiInKuGpls3a9Dhw5YsmQJ1q9fj9DQUCQlJSEpKamyw3IqYUiwPMlW7969MX78eGRmZro6LCIiohqhykyQ79Gjh9OvmZqaiuXLl2PZsmW4cuUKPD09MXjwYLRu3drp96pMeXl5AAomvpclIiICYWFhnLNFRETkJG5PtnQ6HdLS0hAeHl6oeObatWuxefNmKJVKjB49Gm3bti10Xvfu3dG9e3eH72+xWLBlyxYsW7YM27Ztg9lsRuvWrbFgwQLExMTA39/f4Xs8aAwGA5YuXYrQ0NAy29psNgD/S9CIiIjIMW5PtiZOnIiVK1fi7t27YrL1zTffYMyYMeIP+jVr1uDkyZNo1qyZ0+77999/44cffsDKlSuRmpoKf39/vP7663jppZeqXU/WP+Xm5mLHjh14/PHHy2wrlIgoz5AjERERlc3tc7b27duHJ554otCGyJ988gnq1q2L/fv345dffoHNZsOcOXOcet+WLVtiwYIFaN26NdasWYM7d+5g4cKFLk+0Zs2aBYlEgpYtW7r0PqUpz1Y9AmG1otlsdmlMRERENYXbe7Zu376Np556Snx/6dIlJCYm4rPPPsOjjz4KAFi3bh3279/vkvvv378f+/fvx4gRI8psK5FIHJq7lJSUhI8//rhcSY4r5eXloUWLFqhTp06ZbYXeRqvV6uqwiIiIagS3J1tGoxGenp7i+3379kEikeDJJ58UP4uMjMTmzZudet+IiIgK743oqPHjx6Njx46wWCy4d++eW+99P7lcjqlTp5ZrlaWwnY8wpEtERESOcXuyFRYWhnPnzonvf//9dwQEBKBVq1biZ+np6fD19XXqfePj4516vbLs378f69atw+nTp/HWW2+59d7/JGymXZ69DoWNqt2dmBIREVVXbk+2+vTpg6+//hrjx4+HUqnEtm3bEBsbW6jN1atXERER4e7QnMZiseCtt97CK6+8gqioqMoORyz5UJ5kS6PRoH///mjZsiXGjRvn6tCIiIiqPbcnW5MmTcKWLVswb948AAUbRM+YMUM8npqaioMHD2LMmDHuDs1pFi9ejFu3bmHnzp3lam80GmE0GsX39+9l6AzCkGB5ki1/f3+YzWZWkCciInIStydbwcHBuHjxInbt2gUA6NatG9RqtXj83r17mDNnDnr37u3SOGw2GzZt2oSzZ88iJSWl2NV3EokES5curdB109PTMWXKFEyePBmBgYHlOmf27NmYPn16he5TEUKydf9cuZJwux4iIiLnqpQK8l5eXujbt2+xx1q0aIEWLVq49P7Xr19H3759ce3atVIngtuTbH344YcICAio0DytSZMmFRqy02q1CA8Pr9B9SyPMvypPsuXr64s333wT3t7esFgs5eoNIyIiopJV2nY9JpMJO3fuxOXLl6HX6zF58mQABdXOtVotateuLRbYdLbRo0fj6tWreOONNzB06FCEhITAw8PxP4pr167h22+/xRdffIGUlBTxc4PBALPZjPj4eKjVagQEBBQ6T6FQQKFQOHz/kgjJVnnu4efnJ1bqz87OLhIrERERVYzEVglr/Ddv3ozXXnsNaWlpsNlskEgk4iTuY8eOoVOnTvjpp58wbNgwl9zf29sbTz75JH777TenXnfv3r3o2bNnqW3+/e9/44svvii1jVarhUajQXZ2dqEhVnvFxMRAr9fjlVdeKbFHUWCz2bBq1Sp4enqiTZs2aNy4scP3JyKqCZz9vZuqD7f3bB08eBADBw5ESEgIFixYgCNHjuDnn38Wj0dHR6NRo0ZYv369y5ItlUqFRo0aOf26LVu2xMaNG4t8/uGHH0Kn02HBggVo2LCh0+9blpMnT+LKlSsYO3ZsmW0lEgkMBgM8PT05b4uIiMgJ3J5sffTRR/Dz88PJkydRu3ZtpKenF2nTrl07HD161GUx9OrVC4cOHXL6dWvXro3nnnuuyOdCT1Zxx9whJycHAMpdu0zYF9HZqyKJiIhqIrfvjXj06FH0798ftWvXLrFNeHg47ty547IY5syZg5SUFEyYMAEGg8Fl93lQBAcHo0GDBmLB0rIIKzN1Op0rwyIiIqoRKmW7nrLGsrOyslw2OR4oqO21fft2dOrUCd9++y0aN25cbEwSiUQsUeGIvXv3OnwNR4wbNw4eHh7lnoQvzJ9zZF9IIiIiKuD2ZCsyMhLHjx8vtc3hw4fRrFkzl8Vw+vRp9OrVS5yTdOrUqWLbVYctawwGg7jSUqVSlescYc1EXl6ey+IiIiKqKdw+jDhgwAAcPHgQy5YtK/b4559/jgsXLmDIkCEui+Gdd95BVlYWPv30UyQkJMBsNsNqtRZ5CT08Vdn9867Kuzrm+vXreOGFF3D79m1XhUVERFRjuL1na8KECVi/fj1eeeUVrF69WtymZuLEiTh8+DAOHTqE1q1bu3S7npMnT2LIkCGYMGGCy+7xoBCSrfz8fCiVynKdo1KpuGUPERGRk7g92fL19cVff/2FMWPG4JdffhF7jz7//HNIJBIMHjwYixYtcmmRT7VajaCgIJdd/0EirES8f+/Fsghb9mRnZ7siJCIiohqlUirI+/v7Y9WqVVi4cCGOHz+OjIwMqNVqtG/f3i1JUP/+/bF7925YrVaXTsR/EAiT3Ivb+7EktWvXxptvvgl/f39XhUVERFRjuD3TeOyxx8SteWrVqoWnnnoKw4YNQ9++fd3W2/Tpp59CoVAgJiYGycnJbrlnZcnNzQVQsWRLpVKhe/fuqFWrlqvCIiIiqjHc3rN19OhRdOzY0d23LaR169YwmUw4ceIEfvnlF/j7+5dY+uHGjRuVEKHzGI1G/PzzzxVKnHx8fGAwGLgJNRERkRO4Pdlq1qwZbt265e7bFmK1WiGXyxERESF+VtwWkZWwbaTT5ebm4rfffkO3bt3KfY5KpYLBYIBcLndhZERERDWD25Ott956C2PGjMHff/+NFi1auPv2AID4+PhKuW9lEOZs+fj4lPsctVqNtLQ0ly5SICIiqikqpahpjx490LFjR7z++uvipPjiCohWpDeGipebm4v69euXuj3SPwkT4728vGrEIgIiIiJXcnuy1aNHD0gkEthsNsydO7fUKu3VoahoZZNKpfj000+RlJRU7nOE+V0ymQw6nQ4ajcZV4REREVV7bk+2pkyZ4vZtcEaNGoXJkyejbt26dp2/Zs0aWCwWxMTEODky1xMS1or8matUKuTn58PDwwPp6elMtoiIiBzg9mRr2rRp7r4ltmzZguXLl+Nf//oXYmNj0bNnzzLPSUlJwerVq/HDDz/gypUrWLJkiRsidb78/HwAqNDKQqlUismTJyMxMbHEfSOJiIiofCqlqKk9FixYgAULFuDmzZsVPvf69ev47LPPMHfuXKxYsQIBAQGIjo7GI488gqCgIPj5+cFgMCAjIwNXrlzB0aNHcenSJVitVjz66KNYtmwZOnTo4IKncj2r1QoA4mbU5SWVSmE2m1lFnoiIyEFVJtnKysqyu2SEl5cXpk6dinHjxmHFihVYtmwZtm/fjq1btwL43xCbUOohICAAw4cPx6hRo9C+fXvnPEAlEZ6posmWsGUP90ckIiJyTJVJtpxBpVJh9OjRGD16NLKysnD48GEkJSUhPT0dXl5eCAwMRFRUFKKioio7VKfz9PSsUPtOnTqhffv27NkiIiJyUI1Ktu7n5+eHPn36VHYYLif02lU02apXrx7Cw8Oh0+lcERYREVGNwQJK1dyFCxfw22+/wcvLq0LnCUmayWRyRVhEREQ1BpOtau748eP4+eefoVKpKnSeMMfLaDS6IiwiIqIag8lWNZeTkwMA8PX1rdB5AQEBAKrH/pBERESViclWNadSqRAUFARvb+8KndeoUSMAgEajEctHEBERUcXV2AnyNcWECROgUCggl8srdF6rVq0QFxcHX19fxMfHIzIy0kUREhERVW9VpmfLZrNxSKuCLBYLFAoFAFR4zpa3tzfS09NhMplw8eJFV4RHRERUI1SZZGvkyJHYs2dPZYdRpdxftqGiyRYAnDx5EsOHD8fff//tzLCIiIhqlEobRjx16hSWL1+O06dPIzs7GxqNBm3btkVsbCzatm1bpH29evVQr149h+45a9Ys6PV6TJ8+vcRhNZPJhGnTpkGtVuP999936H6V7f5kq6IT5AGgSZMmsFqtOHfunDPDIiIiqlEqpWdrwoQJiI6OxpdffokDBw7g/PnzOHDgABYuXIjo6GhMnDjR6ffcuXMnpkyZglq1apU6f8nT0xO1a9fGf/7znyrfkyYkWwaDoUIbUQtatWoFAEy2iIiIHOD2ZOurr77C3Llz0bhxY/z000+Ij49HXl4e4uPjsWLFCjRq1Ahz587FokWLnHrfFStWwN/fH2PGjCmz7ejRoxEQEIBly5Y5NQZ3E8o+2FuY9KGHHsLo0aPxwgsvwGAwODM0IiKiGsPtydaiRYsQHh6OY8eOISYmBhEREVAoFIiIiMALL7yAo0ePom7duvjqq6+cet9Dhw7hiSeeECeMl0ahUOCJJ57AwYMHK3SP48ePY8yYMXjooYfg4+ODiIgIDB48GFevXrU3bIfo9XoAgNlstuv8iIgItGvXDg0aNGDvFhERkZ3cnmzFxcVhwIABJU7Y1mg0GDBgAOLi4px635SUlAqVL2jQoAFu375doXt8+umnWL9+PR5//HEsWLAAr732Gvbv34+2bdviwoULFQ3ZYUajEZs2bbI7UZJKpcjKygIAXL9+3YmRERER1RxunyBfp06dcrULCgpy6n2lUmmFenjMZjOk0orlouPGjcPq1asLbfo8ZMgQREVF4ZNPPsHKlSsrdD1HGQwGrF69Gp06dXL4Wvfu3XNCRERERDWP23u2hg4divXr14vzif5Jq9Vi/fr1GDp0qFPvGxoaWqHepQsXLqBu3boVukfnzp0LJVoA0LhxYzz00EO4dOlSha7lDMKfsY+Pj93X8PPzAwDk5+c7IyQiIqIax+3J1vTp09G6dWtEQYtW4gAAY41JREFUR0djzZo1SEpKgtlsRlJSEn7++Wd07NgRbdu2xfTp0516365du2L37t2Ij48vs218fDx2796Nbt26OXxfm82Gu3fvonbt2iW2MRqN0Gq1hV7OkJubi8DAQDFhsocw9FrROl02mw2vvvoqunbtWq4/cyIiourK7cmWt7c3fv/9d1y+fBkxMTGoV68elEol6tWrhxdeeAGXL1/Gli1b4OXlBZlMJr48PBwb8Rw9ejTMZjMGDhxY6pBYeno6Bg0ahPz8fLzxxhsO3RMAVq1aheTkZAwZMqTENrNnz4ZGoxFf4eHhDt8XKEh4vvrqK4eGEYXyDxqNBsnJyeU+7/PPP8eJEycwcuRIbNiwgfsrEhFRjeX2OVtdu3aFRCJx923Rtm1bvPPOO/jiiy/QokULjBo1Cj179kRYWBgAIDk5Gbt27cK3336LtLQ0jBs3rtjiqhVx+fJljB49Gp06dcLw4cNLbDdp0iSMGzdOfK/Vap2ScAlDf478efv5+SEtLU3ctqc8Q6v79+/HpEmTEBwcDE9PT4SFhWHlypWIjY21Ow4iIqKqyu3J1t69e919S9HcuXOhVCoxZ84czJo1C7NmzSp03GazQSaTYdKkSZg5c6ZD97pz5w6eeeYZaDQarFu3rtSiogqFolwlKSrKYrEAQIUn+v/T7t27sWHDBsyfPx9PPvlkqW1v3bqFvXv3IjAwED179oRer4enpydsNhuuXbuGxo0bOxQLERFRVVNl9kZ0BolEgo8//hiXL1/GpEmT0L17dzRt2hRNmzZF9+7d8Z///AeXL1/GrFmzHOoNys7ORp8+fZCVlYVt27YhNDTUiU9RfkKyZU/1+PtFRUUBKLuSvMlkwsaNG9GsWTO8++67+Oabb/Dyyy8jJSUFXl5e2LJlC4cTiYioxqm0vRErU8OGDR3uuSqJwWBAv379cPXqVezcuRMtWrRwyX3Kw2azAYDD893Ku23P4sWLERoairy8PDz55JPifoyPP/44zpw5g7CwMPz444946aWXHIqHiIioKqmUZCsuLg4LFizA2bNnkZKSUmz9K4lEghs3blRCdPazWCwYMmQIDh8+jE2bNjmlvpUjhGSrtL0gy6NFixaYMWMGQkJCYDKZipS3AID169cjODgYQEGpCSFBAwp6xo4cOQKFQgEPDw9cunQJzZs3dygmIiKiqsLtyda2bdvw3HPPwWQyQS6Xo06dOsX2vAiJQlXy7rvvYvPmzejXrx8yMjKKFDF94YUX3BqPMBRaXHJUEY0bN0b9+vWhUCjw999/o3Xr1oWO//3338jJyYGXlxdu376Nf//730Wu8dJLL2HBggU4d+4cli9fjj///NPhuWRERERVgduTrffeew8ymQxr167FgAEDqtUP3DNnzgAAtmzZgi1bthQ57u5k6/r16/j777/Ru3dvh64jk8mQkZGBkJAQXL16tUiytW3bNoSFhSE5ORlvvvlmidd49tlnMWXKFOj1esybNw/jx493KC4iIqKqwO2ZztWrVzFs2DAMGjSoWiVaQMFKS5vNVuLL3Y4cOYKlS5eKc6ccIUy2T01NLfT5vn37YDabYbFY0KNHj1JXVTZq1Aiff/45AOA///kPfvjhB4fjIiIietC5vWcrODgYSqXS3betkfR6PQDHtusRaDQaAAUrDgU2mw0TJ07E8ePHMX78+HJtsfT666/jypUr8PHxga+vL3744YdyTZhPSEjA2bNnkZSUhNzcXEilUvj4+GDkyJEOz0kjIiJyJbd3LQ0bNgxbt26FwWBw961rHJlMBpVK5ZRkq169egAKdgAQ/PLLLzh27Bi8vb0LFWUtjUQiwdy5cxEYGAgA8PX1xffff1+kndVqxfbt2zFv3jx8//33OHLkCPLy8lCrVi2Eh4cjMTERr7/+Opo2bYply5ZVaJNxIiIid3J7sjVt2jQ0a9YMvXv3xsGDB0vckJocN3HiRHz//fcOl34A/lf+ISAgAPfu3UNubi7++9//QqFQYOLEieJKxPKQSqV46623cOfOHQCAWq3Gt99+C6Cg6v2aNWvQsWNH3Lx5E2FhYVCr1bBarUhLS0NiYiIyMjIQFhaGoKAgxMXF4b333sPixYuxevVqbphNREQPHImtEiYT7dixA//617+QnZ1dYhuJRFJjf3BqtVpoNBpkZ2dDrVbbdQ2r1Yo1a9bAw8MD7dq1EzeUdsRnn32G9PR0PP3007h69So0Gg0SEhIwatQou+aFWa1WfP311wgKCgJQ8NyzZ8/GzZs3AQB9+/bFY489hjZt2uCRRx4pshm2Xq/HokWLEBcXhx49egAAMjIyYDQa8fDDD6Nr164OF3QlIiovZ3zvpurJ7XO21q5di5iYGFitVkRGRiIkJMQpPS9UmMFgEP9c/5mk2Gvfvn34448/4O/vLyZIderUsXsCvlQqxejRo7Fo0SLUqVMHarUaQUFB0Gq1GDNmDN58801xuLE4Pj4+mDBhAjIzM7FmzRoolUoEBAQAKJjIv3TpUuTm5qJFixbw9fVFTk4OdDodDAYDTCYTbDYbPD09oVQq4eXlBR8fH9SuXRuNGjXivEIiInIat2c5M2bMgEajwbZt29C+fXt3377G0Ol04tfO+g2rVatW+OOPP3DlyhVERkYiNTUVo0aNcuiaUqkUY8aMwZIlS5CXl4eXX34ZQ4cOLTQ3rCz+/v544403oNPpsH37dty6dQu1a9eGn58fJBIJnnrqKXE16Lx581C3bt1Ck+qtViv0ej0SEhLw5ptvQi6Xo3Xr1nj22WfRsGFDtG7dGk2bNq12q2eJiMg93J5sxcXFYeTIkUy0XEyr1QIAzGaz0za5btWqFQIDA9GnTx8ABZPmndUr+frrrzt8DZVKhYEDBwIoGGLcuXMnbt26hXr16kEmk8HHxwdZWVkAIO7RKJFIIJVKIZPJoNVq4efnh6ysLBw/fhyxsbGQyWQ4f/48Dh8+DK1WC6vVCi8vL9SpUwfNmjVDUFAQVCqVSzYSJyKi6sHtc7aaNm2Knj17YvHixe68bZXijHH/06dP49q1a8jJyXHaXoTCNQEgOTkZ//73v6tdb4/NZsOtW7dw5MgR3LlzBxKJBIGBgUWSyitXrmDKlCni+2+++Qaenp4wmUwwm83Iz8+H1WqFVCqFVCqFh4cHQkJCUK9ePYSGhiIoKKja/dkR1XScs0UlcXvP1quvvor58+fj448/FufXkPMJNbacWRKhRYsWOHPmDHx8fNCxY8dqmSxIJBLUr18f9evXFz/T6/U4d+4cEhISkJ6eDoPBgLS0NPGbKlDQq1ZSva+LFy9ixowZ4vtvvvkGPj4+0Gq1MBqNAAo2C1cqlVCpVAgODkZgYCD8/PygVqvh6+tbLf+siYhqCrcnWwMHDsTBgwfRpUsXfPjhh3j44YdL/A0gIiLCzdFVHwaDAX/++Se8vLycdk2FQoEWLVogLy+v0jfZdicfHx906tSpyDMvXLgQ+fn5yMnJwb1796DVaqHT6aDT6aDVaqHX62EwGCCTyfD8888jOTkZSUlJ8PPzg1QqLXby/4ULFzBs2DDx/ffffw8vLy/k5eXBaDSK1fqBgjIZRqMRtWrVQu3ataHRaODv74/AwECEhIRwkj8R0QPC7clWZGQkJBIJbDYbYmNjS2xXk0s/OIPRaMT333+PRx55xKnX7dChg1OvV9V5eHjAz88Pfn5+5T4nNzcX8fHxSExMRFpaGnJycmAwGGCxWKDX69G0aVOkp6cjKysLPj4+kEqlUKlURVaVnj9/HjNnzhTff/fdd8jOzkZ8fDyAgoQ7Ly8PJpMJ6enpOH/+PPz9/aHRaFC/fn0olUoolUp4e3vDx8cHarUafn5+8Pf3R+3atVmZn4jISdyebMXGxkIikbj7tjWOUCzWGfsiknN5e3ujRYsWaNGiRbHH586dC6BgEr9Wq8W9e/eQkZGB7OxssefMYDBApVLhtddew71793Dv3j3k5eUBgDjsKCRTQEEpjA0bNoj3+P7778XkzWKxQKvVQqvVIikpCTdu3MAHH3wAb29vaDQajBkzBj4+PrBYLLDZbJBIJJDJZPDw8BBfarVaXCjg7e0NtVotJm9eXl4cBiWiGs3tydaPP/7o7lvWSHq9Hj4+Pk6rsUXuJ5VKK9xrBhQkT/fu3UNaWhqysrKQlZWFFi1a4Ouvv0ZmZiays7ORnZ2NrKwscTWmXC6HXC6HUqlEbm4ugIIeuNzcXHHFZXGExEywcOFCsQabQBjuvHPnDn766SeoVCr4+vqie/fu8PX1FZM3mUwmxuHp6Qlvb2/4+vrCx8cHcrlcrIWmUqmgVqvh6elZsT9QIqJKwmqi1ZTVasUPP/yAxMTEyg6F3EwmkyEoKKhI0lNeZrMZY8eOFZOy1NRU5OTkIDc3VywIm5+fD4vFApPJhL59+4rz1YxGI7RaLRQKhVgOQ+j9kkqluHTpknif/v37l7jN0+3bt/HOO++I7z/99NNCixaEOE0mEzIzM/Htt9+Kw6E9evSAv7+/2E4o7SH0xtlsNnh7e8Pb2xuenp5QKBRiYVsvL69CSZ63tzd74onIYZWWbN25cwcbNmzA5cuXodfrsXTpUgBAWloa4uLiEBUV5dTJ3TWNsAqRPyioouRyOQICAhxeLZyfn4+srCxxiDIsLAy7d++GTqdDTk4OjEYjsrKyCpXKsNlssNlsyMnJQefOnaHT6aDX62G1WpGXlweFQiEOSQq9YDk5Obhy5Yp432eeeQZhYWHFxpSdnV2optuUKVPw0EMPFdvWZDIhNjZWTMJGjBiByMhIWCwWWK3WQvECwKVLl8SkLSgoCD4+PmJvnYeHBzw9PcVeO5VKBS8vLyiVSshkMnh6eoo9d97e3pDL5Rx6JapGKiXZWrRoEd59911x2btEIhGTrdTUVHTq1AmLFy/Gq6++WhnhVQvC4gImW1RZPDw8ULt2bdSuXduu86dOnVrkMyHpEuau5eTkICwsDPv27YNer0dubi7y8vKg1+vFJE5I5KxWK0wmE5577jno9Xrk5eXBarUiNTVV7H0TEiKZTCZu6SQMp3p5eZX4LPn5+Rg/frz4fvz48cUWbhbiee6558RVpWPGjEHXrl2LPKfZbIbZbMasWbNgs9mgVCrRs2dPNG7cWEzyhERP+HeelJQEuVwOhUIBPz8/+Pr6Fppfd3/i5+PjA6VSCYVCIfb8CQmg8F+lUsmkj8gJ3J5sbdmyBWPGjEG7du0wZcoUbN26tVCB04ceegitWrXCb7/9xmTLAcI3cm7ETNWJVCqFj48PfHx8ShyCdAaj0YicnBw8/fTTyMvLQ25uLrKzs5GXlweDwQCj0SgWsBVeM2fORF5eHvLy8uDn54ekpKRCyZDwkkqlaNy4sdjWw8MDJpOp0Bw0qVQqDsUmJyeLv5j26NEDoaGhJcY9ffp0cfeIkSNH4qmnnirSRkj4Xn75ZaSmpgIAhg0bhv79+xd7TbPZjI8++gjp6enw9PRE9+7d0blzZ9hstkI9fEBBUeBLly6JO1cEBgaiTp06kEqlhebmCS+JRAKFQlEoyb2/B1B4KZXKQsmhkDQyEaSqwu3J1pw5cxAREYE9e/bAx8cHJ0+eLNImKioKf/31l7tDq1aE7Wi4yTdRxd0/58wV3n777SKfWSwWGAwGsT6bkIwdPnwYRqNRTPqEemvCS5g/Z7Va8dZbb8FgMMBgMCAgIEBM+ISeLyHZk0gkiIiIgK+vLwwGAxQKhbh5/T+/Z8jlcnFVLFDwvaVOnTolPtvXX3+NuLg4AAXz8h5++OES206bNk2cx/fUU09h5MiRJbadPXs2zpw5A6Ag6XzjjTfEunPCn4Hw57B9+3YkJibC09MTDRo0QPv27XH/ZikWiwXXr1/Ht99+W+L9iJzJ7T+Jz5w5gxdffBE+Pj4ltqlbty7u3r3rxqiqL9ZKIqoahP07S/ve6EzFJXzA/5I+IbEzGAzYt28fTCYTjEajOFT7z549Iel55513xN4/uVyO27dvFxn2FP4bFRWF4OBgGI1GBAYG4u7du+IWV/f3gHl4eIi99cD/fokU5u39U0pKCk6fPi22+b//+79Cx7VaLVatWsVki9zG7cmW1WotMwFITU3lxr5OwmSLiCrC3UlfecXExIgrYIWETxjOFVbJCitUZ8+ejfz8fPHYP3u/LBZLoYLARK7m9mSradOmpQ4R5ufnY//+/YiKinJjVNVPQkIC4uPj0bFjx8oOhYjIYRKJRBzm9Pb2ruxwiCrE7bMLY2JicPr0aUyfPr3IMYvFgvHjx+PmzZulbuVDZTt8+DC+/PJLVpAnIiKqZG7v2XrrrbewZcsWzJgxA6tWrRK3Exk8eDBOnDiB+Ph4PPnkk3j55ZfdHVq1otfrAeCBGwogIiKqadzesyWXy7F9+3a8//77SE9Px4ULF2Cz2bBu3TpkZGTgvffew+bNm1kfykFmsxkymYw9W0RERJVMYrt/PawbJCQkwM/PD2q1GjabDVeuXEFGRgbUajWaN28OmUwGnU6HzMxMREREuDO0B4ZWq4VGo0F2djbUarVd11i6dClUKhUiIyPRrl07J0dIRET/5Izv3VQ9ub1nq0GDBvjiiy8AFEx4bNasGTp37oyWLVuKBTgXLlyIBg0auDu0akVYzcmeLSIiosrl9mSrPB1pbu5scyqj0Yj33nsPoaGh8PLyQocOHfDnn3+6NYb8/HyxGrVKpXLrvYmIiKiwB3Kvg6SkpCqbJIwYMQLz5s1DTEwMFixYAJlMhqeffhoHDhxwWww6nU78ml3ZRERElcstqxFnzJhR6P3evXuLbWexWJCYmIg1a9ZUyfpQx44dw5o1azBnzhxxU9rY2Fi0bNkSEydOxKFDh9wSh7A3mtVq5WpEIiKiSuaWZGvatGni1xKJBHv37i0x4QKA0NBQfPrpp64PzMnWrVsHmUyG1157TfxMqVTi5ZdfxgcffIDExESEh4e7PA6hZ8toNHKjViIiokrmlmRrz549AArmYj322GMYMWIEhg8fXqSdTCZDQEAAmjVrViWThNOnT6NJkyZFhu6io6MBFOwL6Y5kS6ixZTKZXH4vIiIiKp1bkq3u3buLX0+dOhU9e/ZEt27d3HFrt7p9+zZCQkKKfC58lpKSUux5RqMRRqNRfC8MA9rLYDDg0KFD3BeRiIjoAeD2CvJTp0519y3dJi8vr9gNtIUq+Xl5ecWeN3v27GK3L7KXv78/bty4gaCgIKddk4iIiOzj9mSrOvPy8irUQyUwGAzi8eJMmjQJ48aNE99rtVqHhhtbtWqFLVu22H0+EREROQ+TLScKCQlBcnJykc9v374NoGDif3EUCkWxPWJERERU9VW9WegPsNatW+Pq1atF5lwdPXpUPE5EREQ1C5MtJxo4cCAsFgu+/fZb8TOj0Yhly5ahQ4cOblmJSERERA8WDiM6UYcOHTBo0CBMmjQJqampaNSoEZYvX474+HgsXbq0ssMjIiKiSsBky8lWrFiByZMn46effkJmZiZatWqF33//vUKlLoS9IR0tAUFERO4jfM+uyvv7kmtIbPy/4oGTlJTEIUcioioqMTERYWFhlR0GPUCYbD2ArFYrUlJSoFKpIJFI7LqGUD4iMTGx2m1GXZ2fDeDzVWXV+dmA6v18zng2m80GnU6H0NDQKrkLCrkOhxEfQFKp1Gm/Fan/X3v3Hd9U9f8P/JWmbTrTUjpoS8umIKvUllGZglhAQGXJEBluhqAMwcFQQQXUKuJgFJQlggr4kSm7ZSqgWKaAdO+RdCRtc39/9Jf7JaQjTZOmCa/n45EHzb3n3rxPL5R3zz33feRym/uhqGXLfQPYP2tmy30DbLt/te2bh4eHCaMhW8HUm4iIiMiMmGwRERERmRGTLRslk8mwcOFCm6xMb8t9A9g/a2bLfQNsu3+23DeyPE6QJyIiIjIjjmwRERERmRGTLSIiIiIzYrJFREREZEZMtoiIiIjMiMkWERERkRkx2SIiIiIyIyZbRERERGbEZIuIiIjIjJhsEREREZkRky0iIiIiM2KyRURERGRGTLaIiIiIzIjJFhEREZEZMdkiIiIiMiMmW0RERERmxGSLiIiIyIzsLR0A6dNoNEhOToa7uzskEomlwyEiIgMIggCFQoGAgADY2XEsg/4Pk616KDk5GUFBQZYOg4iIjJCQkIDGjRtbOgyqR5hs1UPu7u4Ayv/ByuVyC0dDRESGyM/PR1BQkPgznEiLyVY9pL11KJfLmWwREVkZTv+g+/GmMhEREZEZMdkiIiIiMiMmW0RERERmxGTrAfXbb7/h22+/hUajsXQoRERENo3J1gNKqVTC09MTZ8+etXQoRERENo3J1gOqtLQUAJCRkWHhSIiIiGwbk60HUElJCf755x8AQF5enoWjISIism1Mth5A+fn5yM/PBwAUFhZaOBoiIiLbxmTrAZSZmYmePXsCAIqLiy0cDRERkW0zKtlKSEjA4cOHdUZFNBoNPvroIzzyyCPo378//ve//5ksSDKt7Oxs8Wvt3C0iIiIyD6OW63nnnXewZ88epKamits++OADLFy4UHx/7NgxxMXFISIiovZRkkkpFApLh0BERPTAMGpkKzY2Fv3794eDgwMAQBAErFq1Cm3atMHdu3dx9uxZuLq6Yvny5SYNlkyjoKBA/Pr48eMWjISIiMj2GZVspaeno0mTJuL7ixcvIiMjA9OnT0fjxo0RHh6OJ598EufOnTNZoGQ62tu/ly5dwqVLlywcDRERkW0zKtnSaDQ6lcePHj0KiUSCRx99VNwWGBioc5uR6g/tpPiioiLW2SIiIjIzo5Kt4OBgncrjv/zyC/z9/RESEiJuS01NhaenZ60DJNNTqVQAgJCQEISHh3MOFxERkRkZlWwNHz4csbGxGDFiBMaPH4+TJ09i+PDhOm3i4+PRvHlzkwRJpqV9ArFBgwZ49dVXkZKSYuGIiIiIbJdRydbs2bMRERGBn376CVu2bEGHDh2waNEicf9///2Hs2fPok+fPiYKk0zp5s2bOtcrPT3dcsEQERHZOKNKP8jlcpw+fRqXL18GALRt2xZSqVSnzU8//YTw8PDaR0gml5GRgStXruDWrVto3ry5Tt0tIiIiMq1aVZBv37492rdvr5doNWnSBMOGDUNgYGCtgrOEiRMnQiKRVPpKSkqq9NhFixZVeIyTk1Md9qB62vUQ7/+TiIiITM+okS1b9tJLL6F///462wRBwMsvv4ymTZsalEB+9dVXcHNzE9/fn4xaWkBAAB5//HE4OzsD4PqIRERE5lTrZCsxMRErVqxAbGwsCgoK0LRpU4wbNw7jxo0zRXx1rnv37ujevbvOtpMnT6KwsNDgPo0YMQLe3t7mCM8kQkNDMWDAAKSlpQHg+ohERETmZHCy1bx5c8ycORMzZswQt/3xxx8YMGAAcnJyAAASiQRXr17F/v37ceDAAWzcuNH0EVvAli1bIJFIMHbsWIPaC4KA/Px8uLu7QyKRmDm6mtNW/ler1QCAsrIyS4ZDRERk0wyes3Xnzh3k5uaK7wVBwLhx45Cfn4933nkHiYmJKCwsxNGjR9G2bVts2rQJO3bsMEfMdaqkpATbt29HZGQkmjZtatAxzZs3h4eHB9zd3TF+/HhxBKm+kMlkAMr7tmrVKly4cMHCEREREdkuo28jHj9+HNevX8fMmTOxePFicXuvXr2wf/9+tGnTBuvXr8eIESNMEqil7N+/H1lZWQbdQmzQoAGmTZuG7t27QyaT4cSJE/jyyy9x9uxZnD9/HnK5vMLjVCqVWGgUAPLz800W//3KysrECfu+vr44ceIEioqKzPZ5REREDzqjk62LFy9CIpHgpZde0tsXGBiIwYMH48iRI7UKrj7YsmULHBwcMGrUqGrbvvbaazrvhw8fji5dumDcuHFYvXo13nzzzQqPW7ZsmU7Cak45OTmwsysf0NQWnWWdLSIiIvMxuvSD9gm2ym6tNWvWTOe2ozVSKpXYtWsXHn/8cTRs2NCoc4wdOxaNGjXCoUOHKm0zf/585OXlia+EhARjQ66Wdn5dSUkJGjdujLCwMISEhOisdUlERESmU6ORrXsne2uTrJycHDRq1EivbU5Ojk75A2v0yy+/1OgpxMoEBQVVWThUJpOJ86jMTZsAFxcXw9vbG/PmzQNQfuuSa1kSERGZXo1GthYtWgSpVAqpVIrx48cDQKWTq2/fvo2AgIDaR2hBmzdvhpubG4YOHWr0OQRBwJ07d+Dj42PCyIxXVFSERYsWYfv27ZDL5eJcMa6PSEREZB4Gj2z16tWrwjIG169fx8CBA3W25eTk4MSJEwbNc6qvMjIycOjQIYwZMwYuLi56++/evYvCwkK0adNG55j7k6qvvvoKGRkZiIqKMnvMhlAqlbhy5QqcnZ1hZ2eHwsJCyGQyZGRkoG3btpYOj4iIyOYYnGwdPXrU4JPm5eXhq6++QlhYmDEx1Qs//PADSktLK72FOGHCBBw7dgyCIIjbmjRpgtGjR6NDhw5wcnLCyZMnsW3bNoSGhlb4IIElaJfm8fDwAPB/BU25PiIREZF5mGW5nqZNmxpck6q+2rx5M3x9ffWW7qnKuHHjEBcXh507d6K4uBhNmjTB3Llz8dZbb1U4OmYJSqUSAwYMQJMmTQD8X0FTc5abICIiepBxbcRKnDp1qsr9FY30rVmzxkzRmE5ZWRmmTJmCxMREABBH5rg+IhERkXkYXfqBrJN2iR5trS17+/J8+96iqkRERGQ6Zkm2rl27BqlUKv5HTvWH9rah9toIgoAvvvgC169ft2RYRERENsts2ZAgCDqTx6l+0F4T7WLUnp6eOHnyJFxdXS0ZFhERkc0yS7LFiuT1n7aIqrZURUZGhiXDISIislmcs/WA0dZK0z4d6e3tjbCwMKsvQEtERFRfcVLVA0YqlQL4v2TL09MT8+bNg1qthkajESfOExERkWkY/D9rbGys+CQbWa8ff/wRH3/8MRo0aAAA8Pf3BwA4Ojpa/cLhRERE9ZHByVbPnj0REBCAWbNm4e+//zZnTGRG8fHx+OOPP8RkSy6Xi1XkU1NTLRkaERGRTarRPaPs7GxER0cjNDQU3bp1w9q1a6FUKs0VG5mYIAh6y/UAQEFBAQAgPT3dInERERHZsholW9OmTcOKFSsQEhKCs2fP4qWXXoK/vz+mTJmCuLg4c8VIJqJQKNCvXz/06NEDcrlc3K69PZyTk2Op0IiIiGxWjZItb29vvP7664iPj0dsbCwmTpwIiUSCmJgY9OzZE+3bt8enn36KzMxMc8VLtZCVlYUpU6Zg6tSpOnW1SktLAXB9RCIiInMw+tGz7t27Y926dUhJScGaNWvQtWtXxMfHY/bs2WjcuDFGjRqFAwcOmDJWqiXtBPiioiKdpw615SC4PiIREZHp1br0g6urK6ZMmYIpU6bgypUrWLt2LTZt2oQdO3Zg586d4vIwpnTkyBH8/vvviI2NRWJiIjIzM+Hi4gIfHx906NABvXv3xhNPPIFGjRqZ/LOtmXbk6v51EJVKJb744gv06NHDEmEREZERSkpKzPJ/LFVNKpWKq7AYyqR1ttq2bYuVK1fio48+wq5du7B+/XqTnbugoACff/451qxZg//++09cdsbJyQleXl4oKirC5cuX8ddff2Hz5s1wcHDAkCFDMGvWLDzyyCMmi8OaaR9mKCkp0dnu4uKCkydPokmTJpYIi4iIaiA/Px+ZmZl6vzhT3ZHJZPD29taZ/1wVsxQ1tbe3x/DhwzF8+HCTnO/rr7/G4sWLkZaWho4dO+K9995D9+7dER4eDnd3d7GdIAi4ceMGzpw5gwMHDmDXrl34+eefMWzYMKxcuRLNmjUzSTzWSvvUoXaOlpavry8APo1IRFTf5efnIykpCW5ubvD29oaDg4M4FYTMTxAElJSUIC8vD0lJSQBgUMJlcLLVpEkTeHp6Gh1gbUyfPh1jxozB3Llz0b59+0rbSSQStG7dGq1bt8azzz6LoqIibN68GcuWLcP333+Pd999tw6jrn+Kiorg7Oyst0C4dskebe0tIiKqnzIzM+Hm5obGjRszybIQZ2dnuLu7i9OYTJps3b59u1bB1cY///yD1q1b1/g4Z2dnPP/885g0aRLu3r1rhsisi0qlgrOzs9527ZI9rCBPRFR/lZSUQKVSwdvbm4mWhUkkEnh4eCApKQklJSXVzuGq04Xwdu3ahcmTJ9f4OGMSrXtJpdIH/hYiAKSlpWH58uV6twt9fHwAAG5ubtBoNJYIjYiIqqGdDF/TydlkHtrrYMhDCnWabF28eBEbN26sy4+ke2RmZuL8+fN6vxFp10e0t7dHVlaWJUIjIiIDcVSrfqjJdTDLBHlzMPY2YHBwsIkjsV7a0g/3LtUDlI9oFRcXw8nJCSkpKeJIFxEREdWe1SRbTZs2rXE2L5FI9J68e5A5OzujR48eFU6ELygogJOTE6v/ExERmZjVJFtA+W2uyMhIODk5WToUq9SqVSv06dOnwvvLXB+RiIjIPKwm2fL390dKSgouXbqEMWPGYPLkyXj44YctHZZV0S7R4+LiordPm4ApFIo6jYmIiMgYkydPRkxMDLy8vJCcnAyZTKbXpk+fPjh27BhSUlLEVWXu3LlT7UNzOTk5Ji13ZTXJVkJCAvbu3Yv169dj7dq1+Prrr9GxY0dMnjwZ48aNg5eXl6VDrPe0T064ubnp7UtJScFPP/2EIUOG1HVYRERENaJQKLB9+3ZIJBJkZ2fjl19+wejRo2t0jhYtWmD8+PEV7jP1HTSrSbbs7OwwePBgDB48GJmZmfjuu+8QExOD1157DXPnzsXQoUMxefJkPP7445YOtd5ydHQEAJ2q+1r29vaIjY3laCEREdV7P/zwAwoKCvD666/js88+w7p162qcbLVs2RKLFi0yT4D3qdPSD6bi7e2N119/HX///TdOnTqFCRMmYP/+/Rg0aBCaNGmCP//809Ih1kvaTL2ioVHtE4hcsoeIiOq7devWwd7eHnPnzkXfvn3x+++/47///rN0WJWyymTrXl27dsU333yDnTt3IiAgAImJiUhMTLR0WPVOYWGhOLJV0dOIvr6+CA8P58MHRERUr8XHx+P06dMYMGAA/Pz8MGHCBGg0GsTExFg6tErV6W3EPn36mPR86enp2LhxI2JiYnDt2jU4Ojpi1KhRCA0NNenn2ILs7Gzx64qSLU9PT8yZMwdpaWl1GRYREZmAIAgoLCy0dBjVcnFxqXVR1nXr1gEAnn32WQDA008/jVdffRUxMTF49913xYfBqnPz5s0KbyNGRUWhW7dutYrxfkYlWwqFAhkZGQgKCtJZNuCHH37A7t274eTkhKlTpyIsLEznuN69e6N37961CrisrAx79uxBTEwM9u3bh5KSEoSGhiI6Ohrjxo2r1WLKR48eRd++fSvcd+rUqWq/+UlJSZg1axYOHDgAjUaDvn374tNPP0Xz5s2NjslUCgoKsHz5cnh6emLUqFF6+xs2bIjCwkKObBERWaHCwsIKH36qb5RKJVxdXY0+vqSkBN9//z3kcjmefPJJAOUPfT311FPYtGkTDh06hAEDBhh0rn///ReLFy/W2+7p6Vk/kq25c+di06ZNSEtLE5Otr776CtOmTYMgCACAbdu24Y8//kCbNm1MEmh8fDzWr1+PTZs2IT09HQ0aNMBLL72EyZMnm3wka8aMGYiIiNDZ1rJlyyqPUSqV6Nu3L/Ly8rBgwQI4ODjg008/Re/evXHx4kU0bNjQpDHWlEKhwPnz5xEYGFjhfl9fXyQkJMDV1RVlZWWQSqV1HCEREVHVdu3ahYyMDEyZMkVncGDChAnYtGkT1q1bZ3Cy9fjjj2Pfvn3mClWHUcnWsWPH0L9/f516TR9++CECAwOxZcsWpKamYsKECVi+fLk43Fdb7du3h1QqRb9+/TB58mQ89dRTZluMs2fPnhgxYkSNjlm9ejVu3LiBs2fPionawIED0b59e6xcuRJLly41R6gGq2ypHq1710fMzMyEn59fncVGRES14+LiAqVSaekwqlVRncea0OYUEyZM0Nner18/BAYGYteuXcjOzq535aCMSrZSUlIQFRUlvr9y5QoSEhLw8ccfo0ePHgCAHTt24Pjx46aJ8h7Hjx/H8ePHMXHixGrbSiQSFBQUGPU5CoUCzs7OsLc37Fu0Y8cORERE6IyItWnTBv369cP27dstnmzl5uaiR48e8PX1rXC/i4sLCgsL4eLigpSUFCZbRERWRCKR1Or2nDVISEjAgQMHAKDKKUmbNm3CjBkz6iosgxiVbKlUKvHJNqB8pEsikegM3TVv3hy7d++ufYT/X3BwcJ2tdD5p0iQolUpIpVL07NkTy5cvR3h4eKXtNRoN/vrrL0yePFlvX5cuXXDgwAEoFIoK61sB5d9PlUolvteOQplSQUEBpk+fXuWTmtpkKysry+SfT0REVBsbNmyARqNBjx49EBISore/tLQUGzduxLp162wj2WrcuDH++usv8f2vv/4KLy8vdOzYUdyWlZVl0sl6d+7cMdm5KuPo6Ijhw4dj0KBB8Pb2Rnx8PFasWIGePXsiLi4OnTt3rvC47OxsqFQq8VbcvbTbkpOTK/zLAQDLli2rcJKeKRUXF1e4lMG9uD4iERHVR4IgICYmBhKJBBs3bqz0wbPr16/j1KlTOH/+fJWDJHXNqDpbAwcOxIEDBzB79my8/fbb2Ldvn94yL9evX0dwcLBJgqwrkZGR2LFjByZPnoyhQ4fizTffxOnTpyGRSDB//vxKjysqKgKACpMZ7QQ+bZuKzJ8/H3l5eeIrISGhlj3Rp02kqnLjxg1ER0dzZIuIiOqVw4cP4/bt2+jVq1eVT/hPmjQJAEw2X9xUjEq25s+fj+DgYHzyySdYunQp/Pz8sGTJEnF/eno6YmNj0atXL5MFaiktW7bEsGHDcOTIEXGx5vs5OzsDgM6tQK3i4mKdNhWRyWSQy+U6L1MrLS0FgCqfMlSr1YiLi2OtLSIiqle0yVN187VHjx4NZ2dnbN26tcpBjrpm1G3ERo0a4Z9//sHvv/8OAOjVq5dOgpCZmYnly5ebdZ1CQRCwa9cuXLp0CcnJySgpKdFrI5FITJLdBgUFQa1Wo6CgoMJEyMvLCzKZDCkpKXr7tNsCAgJqHUdtaBPFqp7g1E6ez8jIqJOYiIiIDLFlyxZs2bKl2nZyuVynuOvRo0f12jRt2lQsU1VXjK4g7+zsjCeeeKLCfQ899BAeeugho4Oqzs2bN/HEE0/gxo0bVX7DTJVs3bp1C05OTpXOQbOzs0OHDh1w/vx5vX1nzpxB8+bNK50cX1e036d7H2y4n5+fH8LDw+v8LyEREZEtq9VyPWq1GocOHcLVq1dRUFCAd955B0D5rbP8/Hx4e3sbXDa/JqZOnYrr16/jlVdewZgxY+Dv729wiYaqZGRkiAsya126dAm7d+/GwIEDxb7cvXsXhYWFOgVbR4wYgTfffFNnUt61a9dw+PBhzJ49u9ax1Zb2Sc6qKsT7+Phgzpw5SEpKqquwiIiIbJ7RGcru3bvx4osvIiMjA4IgQCKRiMnWX3/9he7du+P777/H2LFjTRas1okTJzB06FB8+eWXJj2v9l5vZGQkfH19ER8fj2+//RYuLi748MMPxXYTJkzAsWPHdEaAXn31VaxZswaDBw/G7Nmz4eDggE8++QR+fn544403TBqnMWJjY5GZmYlZs2ZV2sbDwwNKpdJsxWKJiIgeREYNO8XGxmLEiBGQyWSIjo7WS6i6dOmCli1bYufOnSYJ8n7u7u7VLp9jjCeffBKZmZn45JNP8Oqrr+KHH37A008/jfPnz6Nt27bVxnT06FH06tUL77//Pt555x106tQJx44d0xsts4T4+HgcP3680gryAMQlhbg+IhERkekYNbL13nvvwdPTE3/88Qe8vb0rLBUQHh6OM2fO1DrAijz22GOIi4sz+XlnzJhhUCG0iibcAeX1x3788UcTR2Ua1S3XA5RPkP/vv//g5ubG9RGJiIhMxKiRrTNnzmDYsGHw9vautE1QUBBSU1ONDqwqy5cvR3JyMubMmSOWVqCqtW7dGmFhYVVO1NcWYLWzs2P5ByIiIhMxerme6mpB5ebmmmVyPFCeFOzfvx/du3fHt99+i1atWlUYj0QiEctTPMjUajVeeeUVAKhy7SwnJycUFBTA1dUVqampFi9XQUREZAuMSraaN2+Oc+fOVdnm1KlTOk/rmdKFCxfw2GOPITc3FwDw559/VtiurtZSrO/uXX6nupXQi4qK4OrqyiryREREJmLU0NPw4cMRGxuLmJiYCvevWLECly9fxujRo2sVXGVmzpyJ3NxcfPTRR7h79y5KSkqg0Wj0XpVVfH/QaJMttVpd7eT3s2fPIjo6musjEhERmYhRI1tz5szBzp078fzzz2PLli3iMjVz587FqVOnEBcXh9DQUEybNs2kwWr98ccfGD16NObMmWOW89uavLw8ADBoflt+fj7i4uIwbtw4c4dFRET0QDAq2XJzc8OJEycwbdo0bN++XRxBWrFiBSQSCUaNGoXVq1dXuDCzKcjlcvj5+Znl3LZIoVAAMGwxam2ZivT0dLPGRERE9KAwuqhpgwYNsHnzZnz++ec4d+4csrOzIZfLERERYfZEaNiwYTh8+DA0Go3ZJuHbEqVSCeD/FqOuSmBgIMLDwytcVJuIiIhqzqhM5dFHHxWrxTds2BBRUVEYO3YsnnjiiToZcfroo48gk8kwbtw4Li1jAO2inIbMYQsICMCcOXOqLOtBREREhjNqZOvMmTPo1q2bqWMxWGhoKNRqNc6fP4/t27ejQYMGlZZ++Pfffy0QYf2Sl5eHbdu2oWPHjtW21S62zRFDIiKydampqZg3bx4OHz6M5ORkaDQa5OTkwNPT06SfY1Sy1aZNG/z3338mDaQmNBoNHBwcEBwcLG67d53CqrY9iHJycnD8+HG0aNGi2raenp7Iz8/n+ohERGTzJk6ciAMHDmDMmDFo2bIlJBKJWZasMyrZmj59OqZNm4b4+Hg89NBDpo6pWnfu3Knzz7Rm2qcRq1qqR6thw4bIz8+Hs7OzucMiIiKyGLVajYMHD6J///7YvHmzWT/L6KKmffr0Qbdu3fDSSy+Jk+IrKiLaq1evWgdJtSMIAjp37mzQPCw/Pz/cvn0brq6uKC0thb290c9QEBER1VupqanQaDR1slqKURNz+vTpg71790KpVGLlypUYM2YMHn30UfTt21fvRZbn5+eHN998UyzrUJVGjRoBKJ+zZa61LYmIiIxx9OhRSCQSLFq0CHFxcRgwYAA8PT3FwR5BELB+/Xo88sgjkMvlcHFxQXh4ONavX69znj59+qBJkyYAgI0bN0IikUAikWDixIlmiduoYYt33323TpfCefnll/HOO+8gMDDQqOO3bduGsrKyB75QpyH3oR0dHaFUKuHm5obU1FQ0bty4DiIjIiIyXFxcHJYuXYq+ffvixRdfxN27dyEIAsaNG4etW7eiVatWGDt2LBwdHXHw4EFMmTIF8fHxWLFiBYDyuVqhoaGIjo5Gp06d8OSTTwIofwDPHIxKthYtWmTiMKq2Z88ebNy4Ec888wwmTJhg0IhZcnIytmzZgvXr1+PatWv45ptv6iDS+kn7ZKGh87D279+PhIQEvPfee+YMi4iITKyqeooSiQRSqdSgtgB0ppGYoq0pp6UcPHgQ69evx6RJk8Rta9aswdatWzFp0iR888034oNearUaI0aMEO/EPfzww5g4cSLu3LmD6OhohIaGmj2vqdMJOdHR0YiOjsatW7dqdNzNmzfx8ccfY+XKlfjuu+/g5eWFLl264OGHH4afnx88PT1RXFyM7OxsXLt2DWfOnMGVK1eg0WjQo0cPxMTEoGvXrmbqVf2n/Qvu6upqUPuUlBScOnUKmZmZ5gyLiIhM7Keffqp0n7+/P3r27Cm+37VrV6X1F318fHQGNv73v/9VWuy6QYMGeOyxx8T3+/btE+s73mvUqFHVxm+osLAwnUQLAFatWgVXV1d8+eWXOk/UOzo64oMPPsCePXuwdetWPPzwwyaLw1B1mmzl5uYaVTLC2dkZCxcuxOuvv47vvvsOMTEx2L9/P/bu3QsAOvdqAcDLywvPPfccXn75ZURERJiuA1bK0dERAODu7m5Qe19fXwBARkaG2WIiIiIy1v3/txcWFuLvv/9GQEAAPvroI732JSUlAICrV6/WSXz3s6pHzdzd3TF16lRMnToVubm5OHXqFBITE5GVlQVnZ2f4+PigQ4cO6NChg6VDrVe0a1RWVPi1IsHBwYiIiEB+fr45wyIiIhN7+umnK913/1zrYcOGGXzewYMHG9w2KirK4LbGun+1mpycHAiCgKSkJCxevLjS4woKCswdWoWsKtm6l6enJwYOHGjpMOq9srIycWJ8gwYNDDqmefPm6NatG5dCIiKyMjWZF1Uf2hrr/sRRO5jw8MMP4/z582b//Jqy2mSLDKNUKvH111/D2dnZ4N9MtBPpNRqNOUMjIiIyCXd3d7Rt2xZXrlxBbm6uyZfbqS0ugGfj8vPzcezYMRw6dAguLi4GHaOd28X1EYmIyFrMmDEDhYWFeOGFFyq8XXj79m2LrUDDkS0bd+9SPYbWRvPw8EBeXp44sZ6IiKi+e+mll3D69Gls3LgRsbGx6N+/PwICApCWloarV6/izJkz2LJlC5o2bVrnsTHZsnE5OTno3LmzwWUfAMDb2xt5eXlcH5GIiKyGRCLBhg0bMGjQIKxZswa//vorlEolfH190apVK6xYsQL9+/e3SGxMtmxcbm4u3nzzzRotvePn54d///0Xbm5uUKlU4tOMREREltSnTx+xzFNlRo0aZVBNr6ZNm1Z7LlOp00k5giDUWceonPa+dWWF6yrSqFEjcXJ8WlqaWeIiIiJ6UNRpsjVp0iQcOXKkLj/ygVdUVASgZk8W2tvbY+vWrfj000+RnZ1trtCIiIgeCLW6jfjnn39i48aNuHDhAvLy8uDh4YGwsDBMmDABYWFheu2bNGkirrJtjA8++AAFBQVYvHixTin+e6nVaixatAhyuRxvvvmm0Z9lK1QqFVxdXWu8cPjNmzcRHx+PrKwsM0VGRET0YDB6ZGvOnDno0qULvvjiC5w8eRJ///03Tp48ic8//xxdunTB3LlzTRknDh06hHfffRcNGzasNNECypem8fb2xltvvVXjUbRz585h2rRpaNeuHVxdXREcHIxRo0bh+vXr1R67YcMGSCSSCl81mS9latolCmpaxsHHxwcAkJ6ebvKYiIiIHiRGjWytWrUKK1euREhICN5++2307NkTfn5+SEtLw/Hjx/H+++9j5cqVaNq0KV599VWTBPrdd9+hQYMGmDZtWrVtp06dimXLliEmJkZnIc3qfPTRR4iNjcXIkSPRsWNHpKamYtWqVQgLC8Pp06fRvn37as+xZMkSNGvWTGebJYuraedq3bvSuyFatGiBoqIi5OTkmCMsIiKiB4ZRydbq1asRFBSEs2fP6ixuHBwcjPHjx2PIkCHo0KEDVq1aZbJkKy4uDv379zfoyTiZTIb+/fsjNja2Rp/x+uuvY8uWLTr1pUaPHo0OHTrgww8/xKZNm6o9x8CBAxEeHl6jzzUn7VytmtbMat++PR5//HGkpKSYIywiIqIHhlG3EW/fvo3hw4frJFr38vDwwPDhw3H79u1aBXev5ORkNG/e3OD2zZo1q3GiEBkZqZeUtGrVCu3atcOVK1cMPo9CoajR03/mdPXqVWzYsKHGa1VpF/l0cHDgsj1ERPUIn+qvH2pyHYxKtnx9fQ1qd/+q3LVhZ2cnzj8yRElJiUmWmxEEAWlpafD29jaofd++fSGXy+Hi4oKhQ4fixo0btY6hNq5fv469e/fWqKgpAAwaNAgqlQre3t44efKkmaIjIiJDaaeD1OT/QjIf7XUwZJqOUdnImDFjsHPnTiiVygr35+fnY+fOnRgzZowxp69QQEAALl++bHD7y5cvIzAwsNafu3nzZiQlJWH06NFVtnNxccHEiRPx5Zdf4ueff8bcuXPx+++/IzIyEgkJCVUeq1KpkJ+fr/MylXuX66kJT09PcXL8n3/+abJ4iIjIOA4ODpDJZMjLy+PoloUJgoC8vDzIZLIqH9rTkghGXDGVSoVRo0bhxo0bePfdd9GjRw9xgvyJEyfw3nvvoXXr1ti+fbvJ1tebMmUKNm3ahGvXrlW7rtGdO3cQEhKCCRMmYM2aNUZ/5tWrV9G1a1e0a9cOJ06cqPEk85MnT6JXr1548cUX8fXXX1fabtGiRVi8eLHe9ry8PMjl8hrHfa/HHnsMCQkJWLt2LXr06FGjY/fs2YOioiIoFAqMHz+eleSJiKqQn58vri1b25/dVX1GUlIS3Nzc4OHhAQcHhxqX9iHjCYKAkpIS5OXlQalUIjAw0KBrbVSypU06BEGo8CJXtl0ikaC0tLSmHwegfHQlPDwcYWFh2LdvX6W39bKyshAVFYU///wT586dq7DelyFSU1PxyCOPoKSkBKdPn0ZAQIBR5+nevTsyMjJw8+bNStuoVCqoVCrxfX5+PoKCgkzyD3b9+vVwc3NDixYt8PDDD9foWLVaje+//x7u7u5wcnLC0KFDaxULEZEtq4tkS/s5mZmZOv9vUN2SyWTw9vY2+Dob9TRiz5496zyTDgsLw8yZM/HZZ5/hoYcewssvv4y+ffuicePGAICkpCT8/vvv+Pbbb5GRkYHXX3/d6EQrLy8PAwcORG5uLk6cOGF0ogUAQUFBuHbtWpVtZDKZWUaNNBoNnJycABhXfsLR0REKhQKurq74888/mWwREdUDcrkccrkcJSUl9eZhrAeJVCo16NbhvYwa2bIUQRDw1ltvYfny5RU+IScIAqRSKebOnYv333/fqISwuLgYAwYMwB9//IFDhw6he/futYo5PDwcCoWi2oTrXqb67UihUGDv3r0AgP79+8PLy6vG54iLi8MTTzwBlUqFtLQ0uLm5GR0PEZEtq6uRLbI+dbo2Ym1JJBIsXboUV69exfz589G7d2+EhIQgJCQEvXv3xltvvYWrV6/igw8+MCrRKisrw+jRo3Hq1Cn8+OOPlSZaKSkpuHr1qs4TIRkZGXrtfvvtN/zxxx+IioqqcSymoF3XUKPR1HiCvFb37t3RsGFDFBYW4pdffjFhdERERA+GWq2NaCktWrTA+++/b/LzvvHGG9i9ezeGDBmC7OxsvSKm48ePBwDMnz8fGzduxO3bt8XJ+pGRkejcuTPCw8Ph4eGBP//8E+vXr0dQUBAWLFhg8lgNoa3+XlRUVOPJ/VoSiQTjx4/HokWLsH37dvF7QERERIYxOtm6ffs2oqOjcenSJSQnJ1dY90MikeDff/+tVYB16eLFiwDKn8Lbs2eP3v6qEo3Ro0fjf//7Hw4cOIDCwkL4+/vjhRdewMKFC01ab6wmFAoFgPKJ7rUxZswYlJSU4KGHHkJCQgKCgoJMER4REdEDwag5W/v27cOTTz4JtVoNBwcH+Pr6Vlqh3JRV5B8Uprrv/9tvv0GpVCItLQ3Tp0+vVUzR0dHw9/dHXl4eXnjhhWrbazQaREdHQyKRYPDgwWjVqlWtPp+IqL7jnC2qjFEjW/PmzYNUKsUPP/yA4cOHm6RSO5leQUEBNmzYID6xWRvaCvSFhYUGtf/uu+8QGBiIPXv2YM2aNTh16hR/+BAR0QPJqCzp+vXrGDt2LEaOHMlEqx7Lz8/H3r17kZSUVOtzRUVFoaysDP7+/rh06VKVbePj48W/FwqFAvHx8Rg7diwfUSYiogeSUZlSo0aNxPpNVH8Zu1RPRRo3bozk5GQAwIkTJyptV1JSggMHDsDJyQlJSUl488034eTkhAsXLuCzzz6rdRxERETWxqjbiGPHjsUPP/yA4uJiJl31WHFxMUJCQuDj42OS82mLu0qlUmg0mgpHNdeuXYuAgAAUFhZi8ODBaN26NWJiYlBUVARXV1ds2rSJTzQSEdEDxaiRrUWLFqFNmzZ4/PHHERsbW+mC1GRZLi4uWLJkCVq0aGGS8w0aNAjFxcVo2LAhjh8/rrf/1KlT4iiavb09WrduDQB45plnxL8jEokEx44dM0k8RERE1sCoZMvBwQEzZszA33//jV69esHDwwNSqVTvVdkTilQ3tFX2a7qsQGU8PDxw69YtfPXVV/j555919hUXF2PPnj2wt7dHQkICxo4dq7P/1VdfRUJCAhwcHHDjxo0q14okIiKyJUZlQz/88APGjRsHjUaD5s2bw9/fn4lVPaSt6uHo6Giyc3bv3h2LFy/G5cuXsWLFCjGRW7BgAaKjo/HMM8/g448/1rvFKJVKMWXKFHz//ffw8/PDb7/9hueee84k88mIiIjqM6MypCVLlsDDwwP79u1DRESEqWMiE9EuWeTs7Gyyc/br1w++vr5IT0/HgQMHMHjwYBw+fBiffvopgPL5fIGBgRUe6+npiccffxwnTpxAo0aNsHbtWsycOdPo6vZERETWwKhk6/bt25g0aRITrXpOm8S4uLiY7Jz29vZ49tlnceXKFZw/fx5dunTBpk2bYG9vj8mTJ2Pw4MFVHt+6dWskJCQgLS0NCoUCS5cuxYIFC5CYmIjExESkpaUhNzcXBQUF4qoE+fn5iI2NhYODA+zt7dG1a1c4OTmJyaRUKkWHDh3Qu3dvJm5ERFTvGJVsBQUFsWaSFdDe4nNzczPpeZ988kl06dIFKpUK3333HaKiohAUFIQ5c+YYdHy/fv2wYcMGvP/++ygrK8PixYvxzTffwN3dXYz33pj//fdfHDp0SHw/YMAA+Pr66pwzMzMT69atg1KpRPfu3dGtWzejFiMnIiIyNaMmyL/wwgvYs2cPsrOzTR0PmZA22dImMaYSGRmJzMxMyGQyBAUFQaPRoG/fvjVK6iZOnIiZM2cCAMrKypCVlYXc3FykpKQgISEBSUlJyMrKglqtRosWLbBp0ybExMRgzZo1cHZ2Rn5+PnJzc5GdnY2EhAQUFhbC09MTycnJiIyMRNOmTTF79mycPHlSfFCgIhqNBsXFxTBi1SoiIiKDGDWyNWLECMTGxuKRRx7B22+/jU6dOlW6FEtwcHCtAiTj/fLLL3BxccHSpUtNel47Ozud5CQjIwPPPPNMjc+zfPlyTJkyBXK5HL6+vrV6arKgoAAHDhxAcXEx3NzccPfuXWzevBldunTB2rVroVar9Z6U3bx5Mw4ePAgAaN68OV577TWUlJRAJpPBy8sLwcHBaNOmDby9vY2Oi4iIyKiFqO3s7CCRSCAIQpW3aiQSCUpLS2sV4IPIFIuZqtVqyGQyAEBWVha8vLxMGSJu3LiB2NhY5Obm4uWXX65XxW2Lioqwb98+nDhxAqGhoZXGFhMTg3379gEAIiIiMHv27ArbaeeMFRQUwN/fH0FBQWjUqBG8vLzg5+eHxo0bw8fHh0tXET3guBA1VcaoZGvixIkGz4eJiYmpcVAPOlP8g83IyBDnNZWUlJilNIdCoYCjo6OY1NVHCoUCcXFxEAQBjo6OcHJyEv90dXWFq6srZDIZkpKScP36daSnp0OpVEIikcDNzU0sTfHZZ5/h1KlTAIDw8HC9+WklJSUoKiqCWq3GyZMnkZqaCg8PDwQEBKBVq1aQSqWQyWSQy+Vo0KABfH19ERgYCG9vbyZpRDaCyRZVxqhki8zLFP9gr127hqFDh6KsrIwFRGshOzsbV65cQVJSElJTU5GcnAy1Wo3GjRvDwcEBrq6uenPVoqOjERcXB6DqETMA2LhxIy5fvoxGjRohJCQEoaGhsLOzg1QqhYODA2QyGZydneHq6goPDw94e3vDw8MDHh4ecHFxYaJGVI8w2aLKsBKpjcrKysJ7772H3NxcS4di1by8vPDII49U2aagoABJSUnIzc2FQqHA/PnzoVAokJ+fj6KiIqSlpaG0tFRcT9LR0REuLi5wdXVFVlYW7t69i7t37wIAnnjiiQo/o6ioCJ9//rn4VGa7du3w1ltvoaioCCqVCiUlJSgrKxPn0uXl5UEikYiJmVwuh6urK9zd3eHm5gZ3d3fI5XJ4eHiYtOgtERHpq1WylZqaip9++glXr15FQUEB1q1bB6D8Ftbt27fRoUMHkxbUJMMpFAoAEGtVkfm4urqK60DWREFBASIiIpCeno7U1FRkZmYiJycHJSUlYnImCILOSFfDhg2Rm5sLV1dXSKVSvTIZWnv37tVJzN59910oFArx78W9tmzZgri4OLi5uaFp06YYOnSo+NkSiUT8fHt7e0gkEshkMri6usLFxQWOjo7i125ubpDL5XB3d4eTkxNH3YiI/j+jk63Vq1fjjTfegEqlAlA+GV6bbKWnp6N79+74+uuv8cILL5gmUqqRgoICAOADCvWYq6srmjVrhmbNmhnUfsaMGQDKl2FSKpXIyMhATk4O8vPzoVAoUFBQII509ejRAy1btkReXh4cHR2RnJwMe3t7ODg4iPPstPP4CgsLkZGRgYyMDLi4uCAgIKDSGDZv3ozdu3cDKH+Cc9myZRWOnpaVlWHPnj04fPgwXF1d4e/vj5EjR4pJnJY2mVOpVNBoNHBxcRFfMplMfDk5OcHZ2RnOzs5wd3eHu7s7nJ2dIZPJWE+NiOo9o5KtPXv2YNq0aQgPD8e7776LvXv34uuvvxb3t2vXDh07dsQvv/zCZMtCCgsL4ejoyOKzNkgikYgJR20UFRUhLy8P4eHhKCwshFKpRF5eHpRKpc7tSe0tSo1Gg+DgYAwaNAhKpRJubm7IyMiAg4ODmMRpy3dIpVLxFipQXs/M39+/0lh+/vlnbNu2DQDg5+eHzz//HGVlZSgsLERhYaFO271792LDhg0AyhdHX7VqlTgaWFpaKsaq0Whw9+5d3Lx5U3wgomPHjjqjdXZ2drC3txdLgtz7EIX2oYZ7X87OzuK5XFxc4ODgwGSPiKplVLK1fPlyBAcH48iRI3B1dcUff/yh16ZDhw44ceJErQMk4xQXF8PR0ZHFOqlS2pEiU1Kr1cjPz0dBQQFCQ0OxePFiFBQUQKlUQqlUQqVSQa1W6yRxZWVlaNmyJSZNmiQmVomJibCzsxOTIu1tVAcHB3E0HShfZF37qsjly5exZ88eAOXFfQcOHFhp7MePH8eXX34JoLwg8KZNmypte/bsWaxcuVK8rfrll19Co9GI/dEmexqNBmlpabhw4YKYsEVEREAqlYpJ373JnyAIKCsrE0cfZTKZuEzVvQmtdr+7uztkMhkcHR3FWLQjgbyNS1R/GJVsXbx4Ec8++yxcXV0rbRMYGCj+Vkt1T61WAwB/66Y65ejoCG9vb7MWgn322WexYcMGFBcXo7CwEHl5eSgsLERxcTGKi4uhUqnEpK5v377o1q2bOFKXmZmpkwwJgiD+QiKTyfDoo4+KtzTT09P1CuFqEx/tXEhBEKBWq6tcPSElJQX79+8X3w8bNqzSAr7//PMPlixZIr5fu3Yt3N3doVaroVarxekBQHmtu7ffflt8v2rVKvj4+Ijv7x3pS0lJwddffy0mpmPGjIFcLhf7r/0eaPtz9epVsW2TJk3EtUjvTYC1XwMQk0B7e3udlzZB1iaIbm5uYlvtqKJ2NFG7jcgWGZVsaTSaaqt9p6en1+v6S7ZO+58BF2YmWyORSMREQC6Xo1GjRnX6+WVlZRg8eDAWLVoElUqF4uJi5Ofniwne/aN3YWFh2Lhxo5gEKpVKcRRMm/Dd+0DCqFGjxPNkZ2dDoVDoJDraZKe4uBgeHh7i591fS0+b8ADlPwcSEhLEfR4eHpV+35KTk/Hdd9+J7z/66KNK22ZnZ+OVV14R3y9ZsgQhISE6o49ahYWFmDRpkvh+wYIF6NSpk04bbXJYUlKCefPmiYna8OHD0aJFC73vF1CeIB49elRM7lq2bImGDRsCKP+7cu8rLy8Pzz//fJW3tInMwahkKyQkpMpbhKWlpTh+/Dg6dOhgdGBUO8nJyTh58iS6detm6VCIbIpUKhUL4lrae++9J35dWlpa4ehecXExWrRogfPnz+uMkGnnud17O7e0tBQuLi74+OOPUVJSArVaDQcHB6SkpOiMgmkTHZVKhcGDB+sklykpKVUmh9q2FRVa1iaIEokEmZmZ4nYHBwedUbv7/frrr2JMr732ml4Sp7V06VIMGzaMyRbVOaOSrXHjxmH27NlYvHgxFi5cqLOvrKwMs2fPxq1btzBv3jyTBEk1d+fOHezYsQM9evSwdChEVAfs7e0rLQVSX0yfPl38WqPRiCN42sTw3qTt8uXL4teFhYVQq9VicqgdAdMmiGvWrBGPlUqlyMrKEkfA7r1dPGrUKK51ShZhVLI1ffp07NmzB0uWLMHmzZvFtedGjRqF8+fP486dOxgwYACmTJli0mDJcHl5eQAgLjdDRFSf2NnZwcnJqV6tq0pkLkbNRnRwcMD+/fvx5ptvIisrC5cvX4YgCNixYweys7Mxb9487N69m5OzLcje3h6NGzfmkhFEREQWZtTaiHfv3oWnp6f4NMu1a9eQnZ0NuVyOtm3bQiqVQqFQICcnB8HBweaI26aZYn2tVatWwdfXF3K5HFFRUSaOkIiI7se1EakyRo1sNWvWDJ999hmA8qc92rRpg8jISLRv3158+u3zzz83uDI2mZ627hD/wRMREVmWUcmWIYNh1lpMU6VSYd68eQgICICzszO6du2KgwcPGnRsUlISRo0aJY76DRs2DLdu3TJzxBXTlt1gskVERGRZZqsgl5iYWOvlRCxh4sSJ+OSTTzBu3DhER0dDKpVi0KBBOHnyZJXHKZVK9O3bF8eOHcOCBQuwePFiXLhwAb1790ZWVlYdRV+utLRUrAzu6elZp59NREREugx+GvHeqsYAcPTo0QrblZWVISEhAdu2bbO6Gk9nz57Ftm3bsHz5csyePRsAMGHCBLRv3x5z585FXFxcpceuXr0aN27cwNmzZxEREQEAGDhwINq3b4+VK1di6dKlddIHoLzQoJaXl1edfS4RERHpM3iC/L3LKEgkkmpvEwYEBODnn38WEw9rMHfuXHzyySfiZH+tZcuWYcGCBbh79y6CgoIqPLZLly4AyhO2ez3++OP4999/cfPmTYPjqO0ky2vXruHSpUtQq9UYP358jY8nIqKa4wR5qozBI1tHjhwBUD4X69FHH8XEiRPx3HPP6bWTSqXw8vJCmzZtrG6dqwsXLqB169Z6/0i0idTFixcrTLY0Gg3++usvTJ48WW9fly5dcODAASgUijq7raqtsVVcXFwnn0dERESVMzjZ6t27t/j1woUL0bdvX/Tq1cssQVlKSkpKhcs4aLclJydXeFx2djZUKlW1x4aEhFR4vLaCslZ+fn6NY79XYWEhfvzxR3h6euL555+v1bmIiIiodoyqIH//Ej22oqioqMLFs7UVjouKiio9DoBRxwLltykXL15c43grExgYiKZNm3JyPBERUT1gVLJlq5ydnStcrV57O077hF9FxwEw6lgAmD9/Pl5//XXxfX5+fqVzwwzRqlUrLF++3OjjiYiIyHSYbN3D398fSUlJettTUlIAlE/6r4iXlxdkMpnYribHAuUjYhWNihEREZH1s64Z7GYWGhqK69ev682ZOnPmjLi/InZ2dujQoQPOnz+vt+/MmTNo3ry5VdYcIyIiotpjsnWPESNGoKysDN9++624TaVSISYmBl27dhVv7d29exdXr17VO/bcuXM6Cde1a9dw+PBhjBw5sm46QERERPWOUQtR27JRo0bh559/xqxZs9CyZUts3LgRZ8+exe+//y4+fdmnTx8cO3ZMp9aYQqFA586doVAoMHv2bDg4OOCTTz5BWVkZLl68CB8fH4NjYK0WIiLrw5/dVBnO2brPd999h3feeQfff/89cnJy0LFjR/z666/Vlrlwd3fH0aNHMWvWLLz//vvQaDTo06cPPv300xolWsD/rStZ2xIQRERUd7Q/szmGQffjyFY9lJiYWKunEYmIyHISEhLQuHFjS4dB9QiTrXpIo9EgOTkZ7u7ukEgkRp1DWz4iISHB5oazbblvAPtnzWy5b4Bt988UfRMEAQqFAgEBAVa3ggqZF28j1kN2dnYm+61ILpfb3A9FLVvuG8D+WTNb7htg2/2rbd88PDxMGA3ZCqbeRERERGbEZIuIiIjIjJhs2SiZTIaFCxfaZGV6W+4bwP5ZM1vuG2Db/bPlvpHlcYI8ERERkRlxZIuIiIjIjJhsEREREZkRky0iIiIiM2KyRURERGRGTLZsjEqlwrx58xAQEABnZ2d07doVBw8etHRYNXL06FFIJJIKX6dPn9ZpGxcXhx49esDFxQWNGjXCjBkzoFQqLRS5PqVSiYULFyIqKgpeXl6QSCTYsGFDhW2vXLmCqKgouLm5wcvLC88++ywyMjL02mk0Gnz88cdo1qwZnJyc0LFjR2zdutXMPamYof2bOHFihdezTZs2em3rS//OnTuHadOmoV27dnB1dUVwcDBGjRqF69ev67W1tmtnaN+s8boBwD///IORI0eiefPmcHFxgbe3N3r16oU9e/botbW2a0fWiRXkbczEiROxY8cOzJw5E61atcKGDRswaNAgHDlyBD169LB0eDUyY8YMRERE6Gxr2bKl+PXFixfRr18/tG3bFp988gkSExOxYsUK3LhxA3v37q3rcCuUmZmJJUuWIDg4GJ06dcLRo0crbJeYmIhevXrBw8MDS5cuhVKpxIoVK/D333/j7NmzcHR0FNu+9dZb+PDDD/HCCy8gIiICu3btwtixYyGRSPDMM8/UUc/KGdo/oPzR+rVr1+psq6jadn3p30cffYTY2FiMHDkSHTt2RGpqKlatWoWwsDCcPn0a7du3B2Cd187QvgHWd90A4L///oNCocBzzz2HgIAAFBYWYufOnRg6dCi++eYbvPjiiwCs89qRlRLIZpw5c0YAICxfvlzcVlRUJLRo0ULo3r27BSOrmSNHjggAhB9//LHKdgMHDhT8/f2FvLw8cduaNWsEAML+/fvNHaZBiouLhZSUFEEQBOHcuXMCACEmJkav3SuvvCI4OzsL//33n7jt4MGDAgDhm2++EbclJiYKDg4OwtSpU8VtGo1G6Nmzp9C4cWOhtLTUfJ2pgKH9e+655wRXV9dqz1ef+hcbGyuoVCqdbdevXxdkMpkwbtw4cZs1XjtD+2aN160ypaWlQqdOnYSQkBBxmzVeO7JOvI1oQ3bs2AGpVCr+1gYATk5OmDJlCk6dOoWEhAQLRmcchUKB0tJSve35+fk4ePAgxo8fr7OO2YQJE+Dm5obt27fXZZiVkslkaNSoUbXtdu7ciSeeeALBwcHitv79+6N169Y6fdm1axdKSkrw6quvitskEgleeeUVJCYm4tSpU6btQDUM7Z9WWVkZ8vPzK91fn/oXGRmpM7IBAK1atUK7du1w5coVcZs1XjtD+6ZlTdetMlKpFEFBQcjNzRW3WeO1I+vEZMuGXLhwAa1bt9ZbRLVLly4Aym+7WZNJkyZBLpfDyckJffv2xfnz58V9f//9N0pLSxEeHq5zjKOjI0JDQ3HhwoW6DtdoSUlJSE9P1+sLUH7t7u3LhQsX4OrqirZt2+q10+6vrwoLCyGXy+Hh4QEvLy9MnTpVb35dfe+fIAhIS0uDt7c3ANu6dvf3Tcuar1tBQQEyMzPx77//4tNPP8XevXvRr18/ALZ17aj+45wtG5KSkgJ/f3+97dptycnJdR2SURwdHTF8+HAMGjQI3t7eiI+Px4oVK9CzZ0/ExcWhc+fOSElJAYBK+3vixIm6Dtto1fUlOzsbKpUKMpkMKSkp8PPzg0Qi0WsH1N9r7O/vj7lz5yIsLAwajQb79u3D6tWrcenSJRw9ehT29uU/iup7/zZv3oykpCQsWbIEgG1du/v7Blj/dXvjjTfwzTffAADs7Ozw9NNPY9WqVQBs69pR/cdky4YUFRVVuK6Xk5OTuN8aREZGIjIyUnw/dOhQjBgxAh07dsT8+fOxb98+sS+V9dda+gqg2r5o28hkMqu9xsuWLdN5/8wzz6B169Z46623sGPHDnGCcX3u39WrVzF16lR0794dzz33nE481n7tKuobYP3XbebMmRgxYgSSk5Oxfft2lJWVQa1W68Rk7deOrANvI9oQZ2dnqFQqve3FxcXifmvVsmVLDBs2DEeOHEFZWZnYl8r6a019ra4v97axpWs8a9Ys2NnZ4dChQ+K2+tq/1NRUDB48GB4eHuLcyHvjseZrV1nfKmNN161Nmzbo378/JkyYgF9//RVKpRJDhgyBIAg2ce3IejDZsiH+/v7i0Pi9tNsCAgLqOiSTCgoKglqtRkFBgTh8X1l/ramv1fXFy8tL/K3a398fqampEO5bP94ar7GzszMaNmyI7OxscVt97F9eXh4GDhyI3Nxc7Nu3TycGa792VfWtMtZy3SoyYsQInDt3DtevX7f6a0fWhcmWDQkNDcX169f1nho6c+aMuN+a3bp1C05OTnBzc0P79u1hb2+vM2keANRqNS5evGhVfQ0MDISPj49eXwDg7NmzOn0JDQ1FYWGh3hNj1niNFQoFMjMz4ePjI26rb/0rLi7GkCFDcP36dfz666946KGHdPZb87Wrrm+VsYbrVhnt7b68vDyrvnZkhSxXdYJM7fTp03p1toqLi4WWLVsKXbt2tWBkNZOenq637eLFi4KDg4MwdOhQcVtUVJTg7+8v5Ofni9vWrl0rABD27t1bJ7HWRFV1qF5++WXB2dlZuHv3rrjt0KFDAgDhq6++ErclJCRUWu8nMDDQovV+KutfUVGRzjXSmjNnjgBA+Omnn8Rt9al/paWlwtChQwV7e3vhf//7X6XtrPHaGdI3a71ugiAIaWlpetvUarUQFhYmODs7CwqFQhAE67x2ZJ04Qd6GdO3aFSNHjsT8+fORnp6Oli1bYuPGjbhz5w7WrVtn6fAMNnr0aDg7OyMyMhK+vr6Ij4/Ht99+CxcXF3z44Ydiuw8++ACRkZHo3bs3XnzxRSQmJmLlypUYMGAAoqKiLNgDXatWrUJubq74xNKePXuQmJgIAJg+fTo8PDywYMEC/Pjjj+jbty9ee+01KJVKLF++HB06dMCkSZPEczVu3BgzZ87E8uXLUVJSgoiICPzyyy84ceIENm/eXO18G0v0LycnB507d8aYMWPEZV7279+P3377DVFRURg2bFi97N8bb7yB3bt3Y8iQIcjOzsamTZt09o8fPx4ArPLaGdK31NRUq7xuAPDSSy8hPz8fvXr1QmBgIFJTU7F582ZcvXoVK1euhJubGwDrvHZkpSyd7ZFpFRUVCbNnzxYaNWokyGQyISIiQti3b5+lw6qR6OhooUuXLoKXl5dgb28v+Pv7C+PHjxdu3Lih1/bEiRNCZGSk4OTkJPj4+AhTp06t8LdxS2rSpIkAoMLX7du3xXaXL18WBgwYILi4uAienp7CuHHjhNTUVL3zlZWVCUuXLhWaNGkiODo6Cu3atRM2bdpUhz3SVV3/cnJyhPHjxwstW7YUXFxcBJlMJrRr105YunSpoFar9c5XX/rXu3fvSvt1/49Oa7t2hvTNWq+bIAjC1q1bhf79+wt+fn6Cvb290KBBA6F///7Crl279Npa27Uj6yQRhPtm/BERERGRyXCCPBEREZEZMdkiIiIiMiMmW0RERERmxGSLiIiIyIyYbBERERGZEZMtIiIiIjNiskVERERkRky2iIiIiMyIyRYRERGRGTHZInrALVq0CBKJBEePHrV0KAabOXMmvL29oVAoanzsoUOHIJFI8Ntvv5khMiIifUy2iGzc0aNHIZFIsGjRIkuHYhI3btzA6tWrMXv2bLi7u9f4+P79+6NHjx6YO3cuysrKzBAhEZEuJltED7hp06bhypUr6NKli6VDMch7770HBwcHTJ061ehzzJ07F//88w+2bdtmwsiIiCrGZIvoAeft7Y02bdrAxcXF0qFUKysrC9u3b8dTTz1l1KiWVlRUFLy9vfH111+bMDoiooox2SKyYYsWLULfvn0BAIsXL4ZEIhFfd+7cEdvcP2frzp07kEgkmDhxIq5cuYInnngCnp6eaNCgAcaMGYPMzEwAwKlTp9CvXz/I5XI0aNAAzz//PAoKCiqM5fjx4xgyZAi8vb0hk8nQqlUrvP322ygsLDS4P1u3boVKpcLIkSP19hUXF2PlypXo1KkTPDw84OrqiqZNm2LUqFG4dOmSTlsHBwc8+eSTOHnyJG7evGnw5xMRGcPe0gEQkfn06dMHd+7cwcaNG9G7d2/06dNH3Ofp6Vnt8bdv30ZkZCTCw8Px/PPP4/z589i2bRsSEhLw4YcfYsCAAXjsscfw4osv4ujRo1i3bh00Gg3Wr1+vc56vvvoKU6dOhaenJ4YMGQJfX1+cP38eH3zwAY4cOYIjR47A0dGx2nh+//13AEC3bt309j333HPYvn07OnbsiEmTJkEmkyEhIQFHjhzBuXPn0KlTJ5323bt3x9q1a3H48GG0bNmy2s8mIjKaQEQ27ciRIwIAYeHChRXuX7hwoQBAOHLkiLjt9u3bAgABgPDZZ5+J2zUajTBo0CABgODp6Sn88ssv4j61Wi107NhRsLe3F1JTU8Xt//zzj2Bvby906tRJyMzM1PnsZcuWCQCEFStWGNQXHx8fITAwUG97bm6uIJFIhIcfflgoLS3V2VdaWirk5OToHXPp0iUBgDBhwgSDPpuIyFi8jUhElWrRogVmzJghvpdIJHjmmWcAAJ07d8awYcPEfQ4ODhgxYgRKS0sRHx8vbv/mm29QWlqKL774Ag0bNtQ5/9y5c+Hj44OtW7dWG4tarUZGRgb8/Pz09kkkEgiCACcnJ9jZ6f5Yk0qlFY7iac+TmJhY7WcTEdUGbyMSUaU6duwIiUSis83f3x8AEBoaqtdeuy85OVncdvr0aQDA/v37xduA93JwcMDVq1erjSUrKwtAxbc/5XI5Bg0ahN9++w1hYWEYOXIk+vTpg4iICDg4OFR4Pi8vLwAQ558REZkLky0iqpRcLtfbZm9vX+2+kpIScVt2djYA4IMPPqhVLM7OzgDKJ8JX5Mcff8TSpUuxZcsWvPXWW2KMkyZNwtKlS/WetiwqKgIAq3gKk4isG28jEpFZaZOy/Px8CIJQ6as6np6ecHBwEJO3+7m4uOD999/HrVu3cOvWLaxbtw4hISGIjo7GrFmz9Nprz+Pj41OL3hERVY/JFpGNk0qlAGCxauldu3YF8H+3E2ujffv2uH37NtRqdZXtmjVrhsmTJ+PYsWNwc3PD7t279dpcu3YNANChQ4dax0VEVBUmW0Q2Tjs3KSEhwSKf/+qrr8Le3h7Tp0/H3bt39fbn5ubiwoULBp2rd+/eUKlUenWzMjIycPnyZb32OTk5UKlUcHJy0tt35swZ8ZxERObEOVtENq5NmzYICAjAtm3bIJPJ0LhxY0gkEkyfPh0eHh5m//z27dtj9erVeOWVVxASEoJBgwahRYsWUCgUuHXrFo4dO4aJEycaVM39qaeewmeffYaDBw8iIiJC3J6UlITOnTujU6dO6NixIwIDA5GVlYVdu3ahpKQEs2fP1jvXwYMH0aBBA/Tq1cuk/SUiuh+TLSIbJ5VK8dNPP2HevHnYunUrFAoFAGD8+PF1kmwBwAsvvIDQ0FB88sknOH78OPbs2QMPDw8EBwdj1qxZeO655ww6T69evfDQQw9h8+bNWLBggbi9adOmWLRoEQ4fPoxDhw4hKysL3t7eCAsLw2uvvYaoqCid89y5cwexsbF47bXXKhz1IiIyJYlgyMxUIqJ6Yt26dXj++edx8uRJPPLII0ad4+2338bHH3+MK1euoEWLFiaOkIhIF5MtIrIqZWVl6NSpEwICAnDgwIEaH5+Tk4OmTZti4sSJiI6ONkOERES6OEGeiKyKVCrF+vXr8cgjj4i3RGvi9u3bmDVrFt59910zREdEpI8jW0RERERmxJEtIiIiIjNiskVERERkRky2iIiIiMyIyRYRERGRGTHZIiIiIjIjJltEREREZsRki4iIiMiMmGwRERERmRGTLSIiIiIz+n++3KWVjrO1rQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_res = df[(df['source']=='temp_res')]\n", + "res_list = data_res.label.unique()\n", + "no_res = len(res_list)\n", + "\n", + "fig, ax = plt.subplots(no_res, no_authors, sharex='col', sharey='row', figsize=(6,12))\n", + "\n", + "\n", + "if no_authors > 1:\n", + " for current_res in range(no_res):\n", + " for current_author in range(no_authors):\n", + " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", + " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + "\n", + " if current_res == 0:\n", + " ax[current_res,current_author].set_title(author_list[current_author], fontsize=14)\n", + " if current_author == 0:\n", + " ax[current_res,current_author].set_ylabel('C (mM)', fontsize=14)\n", + " if current_res == no_acq-1:\n", + " ax[current_res,current_author].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", + " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", + "\n", + " ax[no_res-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + " \n", + " # add extra labels for rows\n", + " pad = 5\n", + " for a, row in zip(ax[:,0], res_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + " \n", + "else:\n", + " for current_res in range(no_res):\n", + " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", + " ax[current_res].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_res].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + " ax[current_res].set_ylabel('C (mM)', fontsize=14)\n", + " \n", + " if current_res == 0:\n", + " ax[current_res].set_title(author_list[current_author], fontsize=14) \n", + " if current_res == no_res-1:\n", + " ax[current_res].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_res].tick_params(axis='x', labelsize=12)\n", + " ax[current_res].tick_params(axis='y', labelsize=12)\n", + "\n", + " ax[no_res-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + " \n", + " \n", + " # add extra labels for rows\n", + " pad = 5\n", + " for a, row in zip(ax, res_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + " \n", + "\n", + "\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)" + ] + }, + { + "cell_type": "markdown", + "id": "dc60e1f1-9dec-4fb8-9eed-16bd8904bf01", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "As there is currently only one implementation where a bolus arrival time was not implemented, we did not test this aspect yet for the Georgiou AIF." + ] + }, + { + "cell_type": "markdown", + "id": "07ea3701-67bc-425c-9c0f-cdde6fed13e9", + "metadata": { + "tags": [] + }, + "source": [ + "### References" + ] + }, + { + "cell_type": "markdown", + "id": "7198a609-5621-462e-871a-f515e117d3b1", + "metadata": {}, + "source": [ + "Georgiou et al. \"A functional form for a representative individual arterial input function measured from a population using high temporal resolution DCE MRI\" Magn Reson Med (2018), DOI: https://doi.org/10.1002/mrm.27524" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/ParkerAIF.ipynb b/docs/notebooks/ParkerAIF.ipynb new file mode 100644 index 00000000..9500d703 --- /dev/null +++ b/docs/notebooks/ParkerAIF.ipynb @@ -0,0 +1,485 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e92fd899", + "metadata": {}, + "source": [ + "# Parker AIF" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "bf9cf6c8", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:22.573754Z", + "iopub.status.busy": "2025-08-15T11:47:22.573520Z", + "iopub.status.idle": "2025-08-15T11:47:30.083824Z", + "shell.execute_reply": "2025-08-15T11:47:30.082998Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "import os\n", + "import numpy\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.transforms import offset_copy\n", + "import csv\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "f41dccdd-f05c-4448-b0c5-3745e069d139", + "metadata": { + "tags": [] + }, + "source": [ + "## Background\n", + "The Parker AIF is a population AIF derived from 67 AIFs in the paper of Parker et al. (Magn Reson Med, 2006). Table 1 of the paper describes the parameters of the functional form of this population AIF.\n" + ] + }, + { + "cell_type": "markdown", + "id": "749bf908-9356-4d97-b0cb-772bb4c92513", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "The parameters of Table 1 were used to create the test data. For the original AIF the same temporal resolution (4.97 s) and acquisition time (5 min) were used.\n", + "Permutations of this AIF were used to test the implementations:\n", + "\n", + "- various temporal resolutions: 0.5, 1, 2, 2.5, 5, 7.5 s\n", + "- various acquistion times: 3, 5, 7, 10 min\n", + "- shifts of the AIF with a temporal resolution of 1.5 s (dt): 0, dt, 2*dt, 5*dt, 2, 5, 10, 18, 31\n", + "\n", + "As we don't expect many errors in implementing the population AIFs, the tolerances were set tight. \n", + "Tolerances: absolute + relative = 0.0001 mM + 0.01 and 0.1 mM + 0.1 for the data with a shift.\n" + ] + }, + { + "cell_type": "markdown", + "id": "4ac19fb7-a2d8-4b0e-8c73-a39d484f5a19", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a07fb867-d52f-400b-a620-28f203ec9692", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:30.087365Z", + "iopub.status.busy": "2025-08-15T11:47:30.087013Z", + "iopub.status.idle": "2025-08-15T11:47:30.093602Z", + "shell.execute_reply": "2025-08-15T11:47:30.092845Z" + } + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "237ff5b5-0838-4617-af7f-50fd86af15bb", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:30.097574Z", + "iopub.status.busy": "2025-08-15T11:47:30.096691Z", + "iopub.status.idle": "2025-08-15T11:47:30.157223Z", + "shell.execute_reply": "2025-08-15T11:47:30.156429Z" + } + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'PopulationAIF') & (entry['method'] == 'Parker') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "36a42a3c-b200-4a2f-b771-702d096c9108", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:30.160387Z", + "iopub.status.busy": "2025-08-15T11:47:30.160149Z", + "iopub.status.idle": "2025-08-15T11:47:30.181930Z", + "shell.execute_reply": "2025-08-15T11:47:30.181081Z" + } + }, + "outputs": [], + "source": [ + "# label data source\n", + "df['source']=''\n", + "df.loc[df['label'].str.contains('original'),'source']='original'\n", + "df.loc[df['label'].str.contains('acq_time_'),'source']='acq_time'\n", + "df.loc[df['label'].str.contains('temp_res'),'source']='temp_res' \n", + "df.loc[df['label'].str.contains('delay'),'source']='delay' \n", + "\n", + "author_list = df.author.unique()\n", + "no_authors = len(author_list)" + ] + }, + { + "cell_type": "markdown", + "id": "fa50b99a-bd12-4d94-a906-73da491d2a86", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "7b01756f-fcab-40fe-be5a-f812a435b42f", + "metadata": {}, + "source": [ + "### Original AIF\n", + "\n", + "Plot the original AIF time curve from the paper and the output from the code contributions. The data has a temporal resolution of 4.97s and acquisition time of 5 min.\n", + "There are no differences between outputs of the contributions and the reference AIF." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ce1d7f9f-4286-402e-a9d5-9613c1b4c553", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:30.184490Z", + "iopub.status.busy": "2025-08-15T11:47:30.184260Z", + "iopub.status.idle": "2025-08-15T11:47:30.831042Z", + "shell.execute_reply": "2025-08-15T11:47:30.830176Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_original = df[(df['source']=='original')] \n", + "\n", + "fig, axs = plt.subplots(1, no_authors, sharey='none',figsize=(15,3))\n", + "\n", + "for current_author in range(no_authors):\n", + " plt.subplot(1,no_authors,current_author+1)\n", + " subset_data = data_original[data_original['author'] == author_list[current_author]]\n", + " plt.plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\", linewidth=2)\n", + " plt.plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref',linewidth=2.5)\n", + " \n", + " plt.title(author_list[current_author],fontsize=14)\n", + " plt.xlabel('time (s)', fontsize=14)\n", + " plt.ylabel('C (mM)', fontsize=14)\n", + " plt.xticks(fontsize=12)\n", + " plt.yticks(fontsize=12)\n", + " \n", + " if current_author == no_authors-1:\n", + " axs[current_author].legend(fontsize=14)\n" + ] + }, + { + "cell_type": "markdown", + "id": "cdfd7ef4-6f5a-4ecc-b69f-3aef80231b70", + "metadata": {}, + "source": [ + "### Different acquisition times\n", + "\n", + "This test data was added to check whether the contributions can work with acquisition times different from the original reference.\n", + "There are no errors for different acquisition times. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f2c210ff-50c8-44c7-bd0c-66d8928cba89", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:30.833921Z", + "iopub.status.busy": "2025-08-15T11:47:30.833448Z", + "iopub.status.idle": "2025-08-15T11:47:31.945134Z", + "shell.execute_reply": "2025-08-15T11:47:31.944367Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_acqtime = df[(df['source']=='acq_time')]\n", + "acq_list = data_acqtime.label.unique()\n", + "no_acq = len(acq_list)\n", + "\n", + "fig, ax = plt.subplots(no_acq, no_authors, sharex='col', sharey='row', figsize=(12,9))\n", + "\n", + "for current_acq in range(no_acq):\n", + " for current_author in range(no_authors):\n", + " subset_data = data_acqtime[(data_acqtime['author'] == author_list[current_author]) & (data_acqtime['label'] == acq_list[current_acq])]\n", + " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + "\n", + " if current_acq == 0:\n", + " ax[current_acq,current_author].set_title(author_list[current_author])\n", + " if current_author == 0:\n", + " ax[current_acq,current_author].set_ylabel('C (mM)', fontsize=14)\n", + " if current_acq == no_acq-1:\n", + " ax[current_acq,current_author].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_acq,current_author].tick_params(axis='x', labelsize=12)\n", + " ax[current_acq,current_author].tick_params(axis='y', labelsize=12)\n", + "\n", + " \n", + "\n", + "ax[no_acq-1,no_authors-1].legend(fontsize=14)\n", + "\n", + "# add extra labels for rows (example taken from: https://microeducate.tech/row-and-column-headers-in-matplotlibs-subplots/)\n", + "pad = 5\n", + "for a, row in zip(ax[:,0], acq_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points', ha='right', va='center', rotation=90, fontsize=14)\n", + "\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)\n" + ] + }, + { + "cell_type": "markdown", + "id": "5194c7d7-7355-4f42-88ce-07ebd75f749d", + "metadata": {}, + "source": [ + "### Different temporal resolutions\n", + "\n", + "This test data was added to check whether the contributions can work with temporal resolutions different from the original reference. \n", + "There are no errors for various temporal resolutions." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "89f3d47e-1bd1-4d61-b8d7-c7cd4948d47a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:31.947322Z", + "iopub.status.busy": "2025-08-15T11:47:31.947107Z", + "iopub.status.idle": "2025-08-15T11:47:33.543948Z", + "shell.execute_reply": "2025-08-15T11:47:33.542882Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_res = df[(df['source']=='temp_res')]\n", + "res_list = data_res.label.unique()\n", + "no_res = len(res_list)\n", + "\n", + "fig, ax = plt.subplots(no_res, no_authors, sharex='col', sharey='row', figsize=(12,12))\n", + "\n", + "for current_res in range(no_res):\n", + " for current_author in range(no_authors):\n", + " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", + " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + "\n", + " if current_res == 0:\n", + " ax[current_res,current_author].set_title(author_list[current_author], fontsize=14)\n", + " if current_author == 0:\n", + " ax[current_res,current_author].set_ylabel('C (mM)', fontsize=14)\n", + " if current_res == no_res-1:\n", + " ax[current_res,current_author].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", + " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", + "\n", + "ax[no_res-1,no_authors-1].legend(fontsize=14)\n", + "\n", + "# add extra labels for rows\n", + "pad = 5\n", + "for a, row in zip(ax[:,0], res_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + "\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)" + ] + }, + { + "cell_type": "markdown", + "id": "4f4e7a40-abc1-4a42-a941-961f2b90f9da", + "metadata": {}, + "source": [ + "### Variations in bolus arrival time\n", + "\n", + "This test data was added to check how contributions deal with a difference in bolus arrival time. The figures are zoomed on the first 50 s to show the differences in implementations.\n", + "\n", + "Notes: \n", + "\n", + "- Not all contributions allowed for a variation in bolus arrival time.\n", + "- There are slight differences for delays that are not exact multiplications of the temporal resolution. In some cases the AIF was recalculated, in others the original AIF was shifted to the nearest integer." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bdfef078-f30b-4161-a482-269f6363946a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:47:33.546871Z", + "iopub.status.busy": "2025-08-15T11:47:33.546608Z", + "iopub.status.idle": "2025-08-15T11:47:35.977219Z", + "shell.execute_reply": "2025-08-15T11:47:35.976443Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_delay = df[(df['source']=='delay')]\n", + "delay_list = data_delay.label.unique()\n", + "no_delay = len(delay_list)\n", + "\n", + "fig, ax = plt.subplots(no_delay, no_authors, sharex='col', sharey='row', figsize=(12,20))\n", + "\n", + "for current_delay in range(no_delay):\n", + " for current_author in range(no_authors):\n", + " subset_data = data_delay[(data_delay['author'] == author_list[current_author]) & (data_delay['label'] == delay_list[current_delay])]\n", + " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + "\n", + " if current_delay == 0:\n", + " ax[current_delay,current_author].set_title(author_list[current_author], fontsize=14)\n", + " if current_author == 0:\n", + " ax[current_delay,current_author].set_ylabel('C (mM)', fontsize=14)\n", + " if current_delay == no_res-1:\n", + " ax[current_delay,current_author].set_xlabel('time (s)', fontsize=14)\n", + " \n", + " ax[current_delay,current_author].set_xlim([0, 50])\n", + " \n", + " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", + " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", + "\n", + "ax[no_delay-1,no_authors-1].legend(fontsize=14)\n", + "\n", + "# add extra labels for rows\n", + "pad = 5\n", + "for a, row in zip(ax[:,0], delay_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + "\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)" + ] + }, + { + "cell_type": "markdown", + "id": "0c7e3e6f-e732-4799-b8f7-bcd85654102d", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "Additional notes/remarks" + ] + }, + { + "cell_type": "markdown", + "id": "7fee610d-7754-4f3b-800e-1a8346752fef", + "metadata": { + "tags": [] + }, + "source": [ + "### References\n", + "\n", + "Parker et al. Experimentally-Derived Functional Form for a Population-Averaged High-Temporal-Resolution Arterial Input Function for Dynamic Contrast-Enhanced MRI. Magnetic Resonance in Medicine 56:993–1000 (2006); DOI 10.1002/mrm.21066" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b48f815e-c3a3-408c-a72c-26b57ed154c5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/PatlakModel.ipynb b/docs/notebooks/PatlakModel.ipynb new file mode 100644 index 00000000..162f4399 --- /dev/null +++ b/docs/notebooks/PatlakModel.ipynb @@ -0,0 +1,736 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f8c186db", + "metadata": {}, + "source": [ + "# Patlak Model" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d4313a51-a9fd-4a63-9cfb-c89b24da22e9", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:06.406746Z", + "iopub.status.busy": "2025-08-15T11:48:06.406471Z", + "iopub.status.idle": "2025-08-15T11:48:16.289648Z", + "shell.execute_reply": "2025-08-15T11:48:16.288897Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# import statements\n", + "import os\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "ada6c8be-a510-4457-9a46-b50ecd706044", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "\n", + "Data summary: simulated Patlak model data\n", + "\n", + "Source: Concentration-time data (n = 9) generated by M. Thrippleton using Matlab code at https://github.com/mjt320/DCE-functions\n", + "\n", + "Detailed info:\n", + "\n", + "- Temporal resolution: 0.5 s\n", + "- Acquisition time: 300 s\n", + "- AIF: Parker function, starting at t=10s\n", + "- Noise: SD = 0.02 mM\n", + "- Arterial delay: none\n", + " \n", + "Reference values: Reference values are the parameters used to generate the data. All combinations of $v_p$ (0.1, 0.2, 0.5) and PS (0, 5, 15)*1e-2 per min are included.\n", + "A delayed version of the test data was created by shifting the time curves with 5s. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", + "\n", + "Citation: Code used in Manning et al., Magnetic Resonance in Medicine, 2021 https://doi.org/10.1002/mrm.28833 and Matlab code: https://github.com/mjt320/DCE-functions\n", + "\n", + "Tolerances\n", + "\n", + "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", + "- PS: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n" + ] + }, + { + "cell_type": "markdown", + "id": "d58e5e81-8063-4b1b-9876-a9dea29c1a0b", + "metadata": { + "tags": [] + }, + "source": [ + "### Visualize test data\n", + "To get an impression of the test data, the concentration time curves of the test data are plotted below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9bc28aed-dfeb-411b-a552-5304e337074b", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:16.292893Z", + "iopub.status.busy": "2025-08-15T11:48:16.292477Z", + "iopub.status.idle": "2025-08-15T11:48:16.843951Z", + "shell.execute_reply": "2025-08-15T11:48:16.842948Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot test data\n", + "filename = ('../../test/DCEmodels/data/patlak_sd_0.02_delay_0.csv')\n", + "# read from CSV to pandas\n", + "df1 = pd.read_csv(filename)\n", + "\n", + "no_voxels = len(df1.label)\n", + "\n", + "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", + "for currentvoxel in range(no_voxels):\n", + " labelname = 'case_' + str(currentvoxel+1)\n", + " testdata = df1[(df1['label']==labelname)]\n", + " t = testdata['t'].to_numpy()\n", + " t = np.fromstring(t[0], dtype=float, sep=' ')\n", + " c = testdata['C_t'].to_numpy()\n", + " c = np.fromstring(c[0], dtype=float, sep=' ')\n", + " ax.plot(t, c, label=labelname)\n", + " \n", + "ax.set_ylabel('C (mM)', fontsize=14)\n", + "ax.set_xlabel('time (ms)', fontsize=14)\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0,fontsize=12); \n", + "plt.xticks(fontsize=14)\n", + "plt.yticks(fontsize=14);\n", + "\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "7591a069-84c9-447c-9f68-07e68d0609ac", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b38200fd-ec57-4ab6-8b8f-a86ee839488f", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:16.846481Z", + "iopub.status.busy": "2025-08-15T11:48:16.846189Z", + "iopub.status.idle": "2025-08-15T11:48:16.853468Z", + "shell.execute_reply": "2025-08-15T11:48:16.852653Z" + } + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "210678cf-fb04-41ec-a44c-323bbee8bdb5", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:16.856939Z", + "iopub.status.busy": "2025-08-15T11:48:16.856339Z", + "iopub.status.idle": "2025-08-15T11:48:16.931632Z", + "shell.execute_reply": "2025-08-15T11:48:16.930624Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'DCEmodels') & (entry['method'] == 'patlak') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "16c13c04-48c5-4aa6-8d7a-e4e8cb280063", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:16.934735Z", + "iopub.status.busy": "2025-08-15T11:48:16.934250Z", + "iopub.status.idle": "2025-08-15T11:48:16.948148Z", + "shell.execute_reply": "2025-08-15T11:48:16.947359Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "author_list = df.author.unique()\n", + "no_authors = len(author_list)\n", + "\n", + "# split delayed and non-delayed data\n", + "df['delay'] = df['label'].str.contains('_delayed')\n", + "\n", + "# label voxels\n", + "# (there is probably a better way of doing this...)\n", + "df['voxel']=''\n", + "df.loc[df['label'].str.contains('case_1'),'voxel']='voxel 1'\n", + "df.loc[df['label'].str.contains('case_2'),'voxel']='voxel 2'\n", + "df.loc[df['label'].str.contains('case_3'),'voxel']='voxel 3'\n", + "df.loc[df['label'].str.contains('case_4'),'voxel']='voxel 4' \n", + "df.loc[df['label'].str.contains('case_5'),'voxel']='voxel 5'\n", + "df.loc[df['label'].str.contains('case_6'),'voxel']='voxel 6' \n", + "df.loc[df['label'].str.contains('case_7'),'voxel']='voxel 7' \n", + "df.loc[df['label'].str.contains('case_8'),'voxel']='voxel 8' \n", + "df.loc[df['label'].str.contains('case_9'),'voxel']='voxel 9' \n", + "\n", + "\n", + "# calculate error between measured and reference values\n", + "df['error_ps'] = df['ps_meas'] - df['ps_ref']\n", + "df['error_vp'] = df['vp_meas']- df['vp_ref']\n", + "\n", + "# tolerances\n", + "tolerances = { 'ps': {'atol' : 0.005, 'rtol': 0.1 }, 'vp': {'atol':0.025, 'rtol':0}}" + ] + }, + { + "cell_type": "markdown", + "id": "e7fb49a2-5fa3-4069-983f-a226647329a1", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "ec8f8802-7d55-4952-a362-91afcc2284f0", + "metadata": { + "tags": [] + }, + "source": [ + "### Non-delayed data" + ] + }, + { + "cell_type": "markdown", + "id": "3f7f10db-3612-45ed-8859-1f31a62f8e87", + "metadata": {}, + "source": [ + "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0. \n", + "The data are shown with a categorial swarm plot, so for each text voxel separately to better appreciate the differences between contributions. Note that, the x-axis is not a continuous axis, but has a label per test voxel. To get an idea of the reference values per test case, the table below refers as a legend for the figure. \n", + "\n", + "For the contribtution MJT_UoEdingburgh_UK there are two contributions (NLLS and LLSQ fitting approach). The linear approach is labeled with an extra tag _LLSQ in the figures below." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "173c3c39-76f9-40a5-bb1d-bb3b91ed2dd5", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:16.951087Z", + "iopub.status.busy": "2025-08-15T11:48:16.950864Z", + "iopub.status.idle": "2025-08-15T11:48:16.982413Z", + "shell.execute_reply": "2025-08-15T11:48:16.981591Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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voxelps_refvp_ref
0voxel 10.000.1
1voxel 20.050.1
2voxel 30.150.1
3voxel 40.000.2
4voxel 50.050.2
5voxel 60.150.2
6voxel 70.000.5
7voxel 80.050.5
8voxel 90.150.5
\n", + "
" + ], + "text/plain": [ + " voxel ps_ref vp_ref\n", + "0 voxel 1 0.00 0.1\n", + "1 voxel 2 0.05 0.1\n", + "2 voxel 3 0.15 0.1\n", + "3 voxel 4 0.00 0.2\n", + "4 voxel 5 0.05 0.2\n", + "5 voxel 6 0.15 0.2\n", + "6 voxel 7 0.00 0.5\n", + "7 voxel 8 0.05 0.5\n", + "8 voxel 9 0.15 0.5" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(n=9)[['voxel','ps_ref','vp_ref']]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9eb92c4d-66d1-4962-b527-1a2602ae055a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:16.985854Z", + "iopub.status.busy": "2025-08-15T11:48:16.985413Z", + "iopub.status.idle": "2025-08-15T11:48:16.989984Z", + "shell.execute_reply": "2025-08-15T11:48:16.989179Z" + } + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "sns.set(font_scale=1.5)\n", + "#sns.set_style(\"whitegrid\")\n", + "sns.set_style(\"ticks\")\n", + "plotopts = {\"hue\":\"author\",\n", + " \"dodge\":True,\n", + " \"s\":100,\n", + " \"height\":4,\n", + " \"aspect\":3\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "49f6260f-6e7c-403c-a4d9-3b3aa04cb2ab", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:16.992336Z", + "iopub.status.busy": "2025-08-15T11:48:16.992111Z", + "iopub.status.idle": "2025-08-15T11:48:18.547414Z", + "shell.execute_reply": "2025-08-15T11:48:18.546575Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='voxel', y=\"error_ps\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4586a3cc-97cc-417e-b55c-0cdd34bad7d2", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:18.550303Z", + "iopub.status.busy": "2025-08-15T11:48:18.549804Z", + "iopub.status.idle": "2025-08-15T11:48:19.733254Z", + "shell.execute_reply": "2025-08-15T11:48:19.731824Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='voxel', y=\"error_vp\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $v_p$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "c3b6e4d0-faea-430c-8566-f14089da26e8", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated PS values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "eb463042-91dc-4b02-9501-4c995105d60b", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:19.736903Z", + "iopub.status.busy": "2025-08-15T11:48:19.736351Z", + "iopub.status.idle": "2025-08-15T11:48:19.755286Z", + "shell.execute_reply": "2025-08-15T11:48:19.754385Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK 0.000054 0.000203 -0.000344 0.000453\n", + "MJT_UoEdinburgh_UK 0.000054 0.000203 -0.000344 0.000453\n", + "MJT_UoEdinburgh_UK_llsq 0.000054 0.000203 -0.000344 0.000453\n", + "ST_USyd_Aus 0.000054 0.000203 -0.000344 0.000453\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ps',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "6f979702-09aa-4b10-9e43-a4452e070425", + "metadata": {}, + "source": [ + "Bias results estimated $v_p$ values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "687c2b73-ac29-43a3-b0d8-640933d177fa", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:19.758132Z", + "iopub.status.busy": "2025-08-15T11:48:19.757550Z", + "iopub.status.idle": "2025-08-15T11:48:19.768495Z", + "shell.execute_reply": "2025-08-15T11:48:19.767632Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000049 0.000821 -0.001658 0.001561\n", + "MJT_UoEdinburgh_UK -0.000049 0.000821 -0.001658 0.001561\n", + "MJT_UoEdinburgh_UK_llsq -0.000049 0.000821 -0.001658 0.001561\n", + "ST_USyd_Aus -0.000327 0.000817 -0.001928 0.001274\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "64793744-ceca-4551-9059-788597317268", + "metadata": {}, + "source": [ + "### Delayed results\n", + "\n", + "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "29b3cbf4-cc3f-42fd-b256-5ec675c026aa", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:19.772045Z", + "iopub.status.busy": "2025-08-15T11:48:19.771047Z", + "iopub.status.idle": "2025-08-15T11:48:20.651758Z", + "shell.execute_reply": "2025-08-15T11:48:20.650749Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='voxel', y=\"error_ps\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "77e73c5f-cfae-41c5-90b6-03d551e00a67", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:20.654712Z", + "iopub.status.busy": "2025-08-15T11:48:20.654108Z", + "iopub.status.idle": "2025-08-15T11:48:21.481336Z", + "shell.execute_reply": "2025-08-15T11:48:21.480174Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='voxel', y=\"error_vp\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $v_p$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "5b1aee3a-3833-45dc-8e0f-e0951cc283e9", + "metadata": { + "tags": [] + }, + "source": [ + "Bias results estimated PS values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f53ed852-bd7e-4f25-8ff9-5ef80b523e40", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:21.484569Z", + "iopub.status.busy": "2025-08-15T11:48:21.483746Z", + "iopub.status.idle": "2025-08-15T11:48:21.493896Z", + "shell.execute_reply": "2025-08-15T11:48:21.493030Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000048 0.000213 -0.000465 0.000369\n", + "MJT_UoEdinburgh_UK -0.000111 0.000236 -0.000573 0.000351\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_ps',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "65c7b0c0-63b5-4025-9e92-b71f5a2712e5", + "metadata": {}, + "source": [ + "Bias results estimated $v_p$ values combined for all voxels" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8b28d8df-7f57-4536-be31-660ee6693196", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:21.496646Z", + "iopub.status.busy": "2025-08-15T11:48:21.496190Z", + "iopub.status.idle": "2025-08-15T11:48:21.506871Z", + "shell.execute_reply": "2025-08-15T11:48:21.506045Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK 0.000054 0.000521 -0.000967 0.001075\n", + "MJT_UoEdinburgh_UK 0.000126 0.000537 -0.000926 0.001178\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_vp',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "0d3fac9c-9071-4504-83f8-f5b9770c5465", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "Additional notes/remarks" + ] + }, + { + "cell_type": "markdown", + "id": "9c4ef437-20f0-41bc-adc2-02e1dfefb9f0", + "metadata": { + "tags": [] + }, + "source": [ + "### References" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/PopulationAIF.md b/docs/notebooks/PopulationAIF.md similarity index 99% rename from notebooks/PopulationAIF.md rename to docs/notebooks/PopulationAIF.md index bfa7c6a2..c9bd9781 100644 --- a/notebooks/PopulationAIF.md +++ b/docs/notebooks/PopulationAIF.md @@ -2,6 +2,7 @@ Population arterial Input function ==================== This part describes the results for the population arterial input functions: + - Parker AIF - Georgiou AIF - preclinical AIF diff --git a/docs/notebooks/PreclinicalAIF.ipynb b/docs/notebooks/PreclinicalAIF.ipynb new file mode 100644 index 00000000..ec5c012f --- /dev/null +++ b/docs/notebooks/PreclinicalAIF.ipynb @@ -0,0 +1,541 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0b5cdd3b", + "metadata": {}, + "source": [ + "# Preclinical AIF" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "acfe8d9d-7a40-4ddd-98c3-6db07a03bf00", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:49.433767Z", + "iopub.status.busy": "2025-08-15T11:48:49.433516Z", + "iopub.status.idle": "2025-08-15T11:48:56.704650Z", + "shell.execute_reply": "2025-08-15T11:48:56.703892Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "import os\n", + "import numpy\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib.transforms import offset_copy\n", + "import csv\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "c7da53c5-2cae-439d-a5cf-cf32eb32102a", + "metadata": { + "tags": [] + }, + "source": [ + "## Background\n", + "This preclinical AIF is derived from DCE-MRI data of rats described in the the paper of McGrath et al. (MRM 2009).\n" + ] + }, + { + "cell_type": "markdown", + "id": "0d98d318-0c76-4aab-921d-3ee877dee437", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "To create the AIF the parameters of the functional form are copied from Table 1, Model B of the reference. The original data had a temp resolution of 0.5 s and tot acquisition time of 300s. This data was labeled as 'Original_AIF'. \n", + "Permutations of this AIF were used to test the implementations:\n", + "\n", + "- various temporal resolutions: 0.5, 1, 2, 2.5, 5, 7.5 s\n", + "- various acquistion times: 3, 5, 7, 10 min\n", + "- shifts of the AIF with a temporal resolution of 1.5 s (dt): 0, dt, 2*dt, 5*dt, 2, 5, 10, 18, 31\n", + "\n", + "As we don't expect many errors in implementing the population AIFs, the tolerances were set tight. \n", + "Tolerances: absolute + relative = 0.0001 mM + 0.01 and 0.1 mM + 0.1 for the data with a shift.\n" + ] + }, + { + "cell_type": "markdown", + "id": "190060bd-0de9-45a3-87ec-a8523b952b38", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cde8193f-8b5e-4bf1-8a28-13aebe637bab", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:56.708213Z", + "iopub.status.busy": "2025-08-15T11:48:56.707868Z", + "iopub.status.idle": "2025-08-15T11:48:56.715824Z", + "shell.execute_reply": "2025-08-15T11:48:56.714998Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "22936b9d-1020-490e-96ab-bef086f4b205", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:56.719064Z", + "iopub.status.busy": "2025-08-15T11:48:56.718839Z", + "iopub.status.idle": "2025-08-15T11:48:56.754426Z", + "shell.execute_reply": "2025-08-15T11:48:56.753554Z" + } + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'PopulationAIF') & (entry['method'] == 'preclinical') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "cb303ba2-5182-4bd4-8ae0-14cb72f1603c", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:56.757050Z", + "iopub.status.busy": "2025-08-15T11:48:56.756824Z", + "iopub.status.idle": "2025-08-15T11:48:56.772469Z", + "shell.execute_reply": "2025-08-15T11:48:56.771623Z" + } + }, + "outputs": [], + "source": [ + "# label data source\n", + "df['source']=''\n", + "df.loc[df['label'].str.contains('original'),'source']='original'\n", + "df.loc[df['label'].str.contains('acq_time_'),'source']='acq_time'\n", + "df.loc[df['label'].str.contains('temp_res'),'source']='temp_res' \n", + "df.loc[df['label'].str.contains('delay'),'source']='delay' \n", + "\n", + "author_list = df.author.unique()\n", + "no_authors = len(author_list)" + ] + }, + { + "cell_type": "markdown", + "id": "3f4fd68e-19bb-4558-89ae-5f4aad1e852f", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "d7ad5042-92be-418d-97d2-c83bdf8e3ba1", + "metadata": {}, + "source": [ + "### Original AIF" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "173fd848-e1f7-4f40-870d-74e56b65b58a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:56.775946Z", + "iopub.status.busy": "2025-08-15T11:48:56.775717Z", + "iopub.status.idle": "2025-08-15T11:48:57.158248Z", + "shell.execute_reply": "2025-08-15T11:48:57.157058Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_original = df[(df['source']=='original')] \n", + "\n", + "fig, axs = plt.subplots(1, no_authors, sharey='none',figsize=(10,6))\n", + "\n", + "for current_author in range(no_authors):\n", + " plt.subplot(1,no_authors,current_author+1)\n", + " subset_data = data_original[data_original['author'] == author_list[current_author]]\n", + " plt.plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " plt.plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + " \n", + " plt.title(author_list[current_author], fontsize=14)\n", + " plt.xlabel('time (s)', fontsize=14)\n", + " plt.ylabel('C (mM)', fontsize=14)\n", + " plt.xticks(fontsize=14)\n", + " plt.yticks(fontsize=14)\n", + " plt.legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n" + ] + }, + { + "cell_type": "markdown", + "id": "9eb9c2a1-e4a6-435e-8696-7da2b8eee83b", + "metadata": {}, + "source": [ + "### Different acquisition times\n", + "\n", + "There are no errors for different acquisition times. \n", + "This test data was added to check whether the contributions can work with acquisition times different from the original reference." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c9784b80-a1b6-4306-b626-0142a74f9797", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:57.161759Z", + "iopub.status.busy": "2025-08-15T11:48:57.161081Z", + "iopub.status.idle": "2025-08-15T11:48:57.702683Z", + "shell.execute_reply": "2025-08-15T11:48:57.701790Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_acqtime = df[(df['source']=='acq_time')]\n", + "acq_list = data_acqtime.label.unique()\n", + "no_acq = len(acq_list)\n", + "\n", + "fig, ax = plt.subplots(no_acq, no_authors, sharex='col', sharey='row', figsize=(6,9))\n", + "\n", + "if no_authors > 1:\n", + " for current_acq in range(no_acq):\n", + " for current_author in range(no_authors):\n", + " subset_data = data_acqtime[(data_acqtime['author'] == author_list[current_author]) & (data_acqtime['label'] == acq_list[current_acq])]\n", + " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + "\n", + " if current_acq == 0:\n", + " ax[current_acq,current_author].set_title(author_list[current_author], fontsize=14)\n", + " if current_author == 0:\n", + " ax[current_acq,current_author].set_ylabel('C (mM)', fontsize=14)\n", + " if current_acq == no_acq-1:\n", + " ax[current_acq,current_author].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_acq,current_author].tick_params(axis='x', labelsize=12)\n", + " ax[current_acq,current_author].tick_params(axis='y', labelsize=12)\n", + "\n", + " ax[no_acq-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + "\n", + " # add extra labels for rows (example taken from: https://microeducate.tech/row-and-column-headers-in-matplotlibs-subplots/)\n", + " pad = 5\n", + " for a, row in zip(ax[:,0], acq_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + "\n", + " \n", + "else:\n", + " for current_acq in range(no_acq):\n", + " subset_data = data_acqtime[(data_acqtime['author'] == author_list[current_author]) & (data_acqtime['label'] == acq_list[current_acq])]\n", + " ax[current_acq].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_acq].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + " ax[current_acq].set_ylabel('C (mM)', fontsize=14)\n", + " \n", + " if current_acq == 0:\n", + " ax[current_acq].set_title(author_list[current_author], fontsize=14) \n", + " if current_acq == no_acq-1:\n", + " ax[current_acq].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_acq].tick_params(axis='x', labelsize=14)\n", + " ax[current_acq].tick_params(axis='y', labelsize=14)\n", + " \n", + " ax[no_acq-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + " #add extra labels for rows\n", + " pad = 5 \n", + " for a, row in zip(ax, acq_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + "\n", + " \n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)\n" + ] + }, + { + "cell_type": "markdown", + "id": "03f8981d-7713-465b-8973-1478d2e034af", + "metadata": {}, + "source": [ + "### Different temporal resolutions\n", + "\n", + "There are no errors for various temporal resolutions \n", + "This test data was added to check whether the contributions can work with temporal resolutions different from the original reference." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "bf02ddf5-6421-4249-9847-2543972ed4b3", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:57.706260Z", + "iopub.status.busy": "2025-08-15T11:48:57.705404Z", + "iopub.status.idle": "2025-08-15T11:48:58.309669Z", + "shell.execute_reply": "2025-08-15T11:48:58.308623Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_res = df[(df['source']=='temp_res')]\n", + "res_list = data_res.label.unique()\n", + "no_res = len(res_list)\n", + "\n", + "fig, ax = plt.subplots(no_res, no_authors, sharex='col', sharey='row', figsize=(6,12))\n", + "\n", + "if no_authors > 1:\n", + " for current_res in range(no_res):\n", + " for current_author in range(no_authors):\n", + " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", + " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + "\n", + " if current_res == 0:\n", + " ax[current_res,current_author].set_title(author_list[current_author], fontsize=14)\n", + " if current_author == 0:\n", + " ax[current_res,current_author].set_ylabel('C (mM)', fontsize=14)\n", + " if current_res == no_res-1:\n", + " ax[current_res,current_author].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", + " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", + "\n", + " ax[no_res-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + " \n", + " #add extra labels for rows\n", + " pad = 5\n", + " for a, row in zip(ax[:,0], res_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + " \n", + "else:\n", + " for current_res in range(no_res):\n", + " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", + " ax[current_res].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_res].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + " ax[current_res].set_ylabel('C (mM)', fontsize=14)\n", + " \n", + " if current_res == 0:\n", + " ax[current_res].set_title(author_list[current_author], fontsize=14) \n", + " if current_res == no_res-1:\n", + " ax[current_res].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_res].tick_params(axis='x', labelsize=12)\n", + " ax[current_res].tick_params(axis='y', labelsize=12)\n", + " \n", + " #add extra labels for rows\n", + " pad = 5\n", + " for a, row in zip(ax, res_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + "\n", + " ax[no_res-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + "\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)" + ] + }, + { + "cell_type": "markdown", + "id": "dedc2601-3f5d-41b9-9d52-b1d2c7669fe9", + "metadata": {}, + "source": [ + "### Variations in bolus arrival time\n", + "\n", + "This test data was added to check how contributions deal with a difference in bolus arrival time.\n", + "Figures are zoomed on the first 50 s to show the differences in the peak due to differences in bolus arrival time. In this case there was no difference between reference and measured AIFs." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "30432b6d-687f-4ced-aeb3-68c20e4b76ae", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:48:58.314417Z", + "iopub.status.busy": "2025-08-15T11:48:58.312934Z", + "iopub.status.idle": "2025-08-15T11:48:59.139894Z", + "shell.execute_reply": "2025-08-15T11:48:59.138647Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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4ERsbG6ysrACIjo6mX79+dOrUyUiJhRDCMLXp2i2MS1qYRKmOHz9Oly5dGDt2bIWKJbg7DcGzzz7LwIEDiY2NpaioCFdXV4YMGcKTTz5JdHS0cUILIYQQRiQFk3gorVaLqendewM8PT2NdlwvLy8WLFhA27ZtOXfuHCkpKaxZs4amTZvy4YcfEh8fb7RzCSGEEBUlBZN4qOPHj+Ps7Ex+fj5Dhw41+vHbtm3Lxx9/zPHjx+nduze+vr40bNiQ3bt38+WXX5KWlmb0cwohhBDlJdMKiIc6ffo07u7uJCYmVrg77mF69OjBwYMH2blzJxERETRo0ABra2t++eUXNBoNjz/+OLa2tpV2fiGEEOJhpGASJdJoNFhaWgLcN7N3ZVCpVIwaNQqNRsPPP/9McnIyLi4uAHz//feYmZnx+OOPY2FhUelZhBBCiL+TLjlRooMHD1KvXj1yc3MrpTuuJCYmJkyYMIHZs2eTl5dHWloajo6OZGdn06pVK1atWkVBQUGV5RFCCCGkYBIl2r9/P9evXyc5ORkbG5sqP7+5uTnTpk1j6tSpZGZm8vvvvxMeHs5TTz1F8+bNWbNmDTk5OVWeSwghRN0j8zBVkpo+l4dGo8HT05OEhAR27tzJiBEjlI5ETk4OK1eu5MMPP6RFixbMnTuX9PR0TExMmDRpkiJFnRCidqnp125ReaRgqiQ1/UO3f/9+Bg4ciJOTE3FxcZibmysdSS83N5fvvvsO+L+FgNPT01Gr1UyaNEkGhwshDFbTr92i8sigb/FAu3fvxtbWlscee6xaFUsAVlZWPPXUU2RnZ7Np0yaKioqoV68eAD/88AMAjz/+uLQ4CSGEMBoZwyTuk5eXR4sWLVi5ciXjxo1TOk6JbGxsePLJJ5k6dSp37twhLS0NBwcHbt++TZMmTfjwww/JyMhQOqYQQohaQAomcZ89e/Zga2tLTk4OAwYMUDpOqaytrZk1axbTp08nJyeHgwcPkpCQwL/+9S/atm3LZ599RmRkpNIxhRBC1GBSMIn73Lx5E4CsrCz9sig1gaWlJTNmzGDfvn2sWbOGFi1a0KtXL9zd3Tly5Agff/wxFy5cUDqmEEKIGkgKJlFMdnY2zs7OALRv317hNIYxMzNj5syZXLlyhfHjxxMbG4uZmRleXl789ddffPTRRxw8eFDpmEIIIWoQuUuuktTUOy1+/vlnNBoNaWlpzJ49GxMTE6UjGcX+/fs5f/48Xl5e+m2RkZG0bNmSESNGoFKpFEwnhKguauq1W1Q+aWESxURERAB3B37XlmIJYMCAASxatAg/Pz+io6MpKirir7/+YtSoUbRr146goCCys7OVjimEEKKaMvoAlczMTE6ePImlpSW9evWSb+41SEZGhn7ttq5duyqcpnJ06tSJTp06ERYWxqVLl7C1teXy5cu8//77aLVacnJyGDlyJI0aNVI6qhBCiGrE4C65VatWsWHDBrZt26afA+fChQsMGzaMhIQEAPz9/dmzZw/W1tbGS1xD1MRm3U2bNvH0008TGBjIpk2bUKtrfwNkeno6K1euJC4ujp49ewJQVFREXFwc3bp1o3fv3gonFEJUpZp47RZVw+C/iN999x35+fn6Yglg8eLFJCYmMnPmTIYPH87x48f53//+Z5SgovJt2rSJzMxMmjVrVieKJbg7U/i//vUvPvzwQwBiY2MxNTXF29ubuLg4Pv30UzZt2kR+fr7CSYUQQijJ4L+KN27cKHYXVUpKCgcOHGD27Nl8++237Nixg65du7Jx40ajBFXSu+++i0qlok2bNkpHqTTp6ens2rULgEmTJimcpuqZm5szYcIEFixYgJeXl36ck4eHB8nJyfj5+fHee++RnJysdFQhhBAKMLhgSk9Px9XVVf/74cOHAXj00Uf123r16qUfRFxTRUdH895779X6ZTZ27NjBv//9bx577LFaXRiWRc+ePVm0aBG9evUiKSmJ4OBgoqOjee2112jUqBHLly/n0KFDaLVapaMKIYSoIgYP+nZ2diYuLk7/+759+zAxMSEgIEC/TafTUVhYWLGECnvxxRfp0aMHGo2mVrcuJCUl0bp1axo0aKB0lGrDx8eHefPmMXv2bH788Uc+++wzLCws8PX1JT4+ni+++AI7OzvGjh1brGtaCCFE7WNwC1O7du3Yvn07ly9f5ubNm3z//fcEBAQUa4mJiIjA3d3dKEGVcOjQIbZs2cKnn36qdJRKFRsbq///JIOc72dhYcHUqVP5888/ee+994iOjqagoAA3NzdsbGzYsWMHn3zyCSdPnlQ6qhBCiEpicMH08ssvk5aWRvv27WnevDnp6eksWrRI/7hWq+XIkSN07tzZKEGrmkaj4fnnn2f27Nm0bdu21P3z8/PJzMws9lNT/PHHH5iYmBAfH1+m11pXqVQq+vbty6JFixg8eDDp6ekkJydjaWmJp6cnkZGRBAYGsnbtWnJycpSOK4QQwogMLpj69+/Pr7/+yiOPPMIjjzzC5s2bGTVqlP7xo0eP4uHhUWxMU03y9ddfExkZydtvv12m/d9//30cHBz0P97e3pWc0HjS09OBuy0pomwaNGjAU089xTPPPIODgwNRUVFcunSJPXv2MHPmTDw9PXn33Xc5c+aM0lGFEEIYgSyN8gApKSk0a9aMV199lcWLFwPQr18/kpOTuXz58gOfk5+fX+zW88zMTLy9vav9XB63bt3i5MmTqNVqOnToQLNmzZSOVGPFx8ezdu1aVq5cSUpKCl9//TWmpqbExcVhZ2fHqFGjit0oIYSofmQeJlESKZgeYO7cuQQHB3PlyhXMzc2B0gumf6opH7pVq1bh4OBAbGwsCxYsUDpOraDVatm9ezd//fUX7u7umJrevbeioKCAhIQEWrZsSWBgYK1aekaI2qKmXLtF1TPa0ijJycmcPHmS7OxsGjZsSNeuXWvksiihoaF88803fPrpp8TGxuq35+XlUVhYSEREBPb29jg5OSmY0ngOHDiAr68vjRs3VjpKraFWqxk+fDjDhw8nOjqa33//nYKCAurXr4+3tzd37txhypQpNGvWjBkzZsh7L4QQNUC5WpjWr19Phw4daNeunX6bTqfj5ZdfZsWKFRQVFem3N2vWjA0bNtS4Qd8hISH079//ofvMnz+/1DvnasK3lIiICBo1aoRKpSImJqZG39FY3Wm1Wo4fP86pU6ews7Nj0aJFZGVlATB16lSGDBnCqFGjcHBwUDipEHVbTbh2C2WUq4VpxowZLF26tFjB9OKLL/LJJ5/g6urKmDFjcHFx4cSJE4SEhBAYGMjFixfx8PAwevDK0qZNG7Zu3Xrf9tdff52srCw+++wzmjRpokAy4/vxxx+Bu92NUixVLrVaTUBAAAEBAeTk5GBra0tQUBB79+6lSZMmmJub8+uvv5KYmEjTpk0JDAyUQfhCCFGNVKhLLjY2ls8//5yWLVuyf//+YpMefvbZZyxcuJCPP/6Y//73vxUOWlVcXFwYO3bsfdvvtSg96LGa6sqVKzg7O9fJpVCUZG1tzaRJk5g0aRKRkZH89ttvJCcn4+Ligre3N3l5eWzYsIGsrCw6duxInz59amT3thBC1CYVWmF1//79aDQa/vOf/9w3Q/T8+fPp2LGjfn0yUb1cvHiRESNGsGLFCkaPHq10nDrL19eXZ599lmeeeQY3NzdiY2PJysrCzs4ODw8P/vjjD5o2bcqSJUu4fv260nGFEKLOqlALU3R0NAD+/v4PfLxHjx6sW7euIqco0YEDB9i3bx9Hjx4lOjqa5ORkrK2tcXV1pW3btvTt25eRI0fi5uZmlPOFhIQY5TjVxZEjR3BxcSE+Pt5o75EwnFqtpk+fPvTp04eCggL27NnD9evXOXbsGGFhYbz99tt89dVXvPHGG1hZWTFo0CAZLC6EEFWoQgWTlZUVQIkL09rY2Bh1gdLs7GxWrFjBqlWriIyM5N54dUtLS5ycnMjNzeXy5ctcvHiRjRs3YmZmxqhRo1i4cGGxNe7qOq1Wq3/v6tevr3Aa8U/m5uaMHDmSkSNH8swzz7B9+3b9v+d7Y81Onz7Nr7/+iq2tLQMGDJDiSQghKlm5C6a/t7TcuHEDuHu3VcuWLe/bNzo6GmdnZ8PT/c3XX3/NsmXLSEhIoF27drz99tv4+/vTpUsX7Ozs9PvpdDpCQ0M5efIke/bsYfv27WzdupUxY8bw0Ucf0ahRI6PkqcnOnDmDq6srhYWFDB06VOk44iFsbGx4/PHHefzxx4mJiWH37t1kZWXh4eGhv5niXvFkZmbG2LFj8fT0VDi1EELUPuWaVkCtfvCQpw8++ICXXnrpvu3NmjXDx8eH4OBgwxP+f2ZmZkyePJmXX36ZNm3alPl5ubm5bNy4kffff5/p06ezZMmSCmcpi+p8a+rnn39OgwYNiIqK0s9kLmqWmzdvcuDAAbKzs/Hw8KCgoIDZs2dTUFBAQEAAkydPZujQodLyJEQ5Vedrt1BWuVqYDhw48MDtD1ru4ezZsxQWFhIYGGhYsn+4cuWKQct2WFlZMXv2bGbOnMnt27eNkqUm02q1+pmnvby8FE4jDOXn54efnx8AYWFh7Nmzh86dO3Ps2DGOHDnCyJEjOXXqFL/++is2Njb07t2bFi1aKJxaCCFqLlkapZJU128px48fJywsDJ1Ox+jRo2WixFomOjqaX375Ba1We9/8ZwkJCahUKrp06UL37t1lqgIhHqC6XruF8io0rYCoeX7++WeeeuopTpw4IcVSLeTl5cULL7zAggUL6Ny5M5mZmcTExKDRaGjQoAH169dn48aNNGzYkPnz57N//34KCgqUji2EENWe0daSqwqGdqn5+PgYOUnNpNVq2bx5M7m5uQwePFjpOKKSNWnSRD8rfXx8PMHBwSQmJnLu3Dlu377NihUr2LZtG2+++Sbp6en4+PgwaNAgHB0dlQ0uhBDVUKV1yaWkpPDll1+iUql44403jHJMtVpd7m4ElUpVbI27qlIdm3UPHz5Mnz59sLe3JyEhAUtLS6UjCQXk5uYSHBzMtm3byMvLY8yYMfrHCgsLSUhIwM7ODn9//3LdYCFEbVAdr92ieqi0gun69eu0bNkSlUqFRqMxyjHVajVmZmb07NmzXH/slZhtvDp+6D755BMKCgpITk5m+fLlSscR1UBhYSEHDx7kypUrmJub3zcNyKpVq2jbti0jRoygd+/emJubK5RUiKpRHa/donqotC45FxcXlixZYtSBpe7u7sTFxXHhwgUmT57MrFmz6Ny5s9GOX5sVFBRgZ2eHvb09rVq1UjqOqCbMzMwYNGgQgwYNQqvVcunSJU6ePEl2djb29vYcOHCA4OBgPvnkE6ZOnUr79u1xdXWlb9+++Pr6Kh1fCCGqTI26S06r1bJr1y7WrFnDzp07KSoqol27dsyaNYspU6bg5OSkdES96vYtZffu3WRmZnLnzh2mTJmChYWF0pFENZeens6+ffv47bff+P3333nllVf0M43D3bvudDodTZs2pU+fPiXO+C9ETVLdrt2i+qhRBdPfJScns379eoKCgrhy5QoWFhaMHj2aWbNmGW3up4qobh+6jz/+GC8vL2JiYli4cKHScUQNo9FoOHHiBOfPn6eoqKhY4QQQExPDnj17GDJkCEOGDKFVq1YybYGokarbtVtUHxUumLRaLVlZWQDY2dmVOBt4ZTp58iRr1qxh8+bNZGVl4eXlxdatW+nUqVOVZ7mnOn3o8vLy+OGHH7CxscHBwaFaFJSiZouOjubw4cPExcVhZ2fHn3/+yapVq4C7Yw0//vhjNBoNHh4e9OnT5745oYSorqrTtVtULwaNYTp58iSrVq3i4MGDRERE6BfYValUNGrUiH79+vHkk0/So0cPo4YtSffu3enevTsTJkxgxowZREdHEx0drWjBVJ388ccf2NjYkJGRwaOPPqp0HFELeHl5MXnyZODul6bu3bvTokUL9uzZQ3R0dLEWqEOHDpGUlIRWq6Vhw4b07t27WnWfCyFEWZS7hWn+/Pl88cUX6HQ6bGxsaNSokb4Kz8zM5NatW2RnZ6NSqXj++ef59NNPKyO3XmJiIuvWrSMoKIjr169jbm7O2LFj+eCDDxSdf6k6fUu51x0XGxvLggULFM0iar/s7GwOHTpEaGgoKpWKBg0aFHv8p59+Ijo6mgEDBtCvXz969OhRbAFtIZRUna7donopVwvT119/zeeff07v3r15++236dWr131dcFqtlsOHD/PGG2/w+eef07JlS55++mmjhtZoNOzYsYOgoCB2795NYWEhHTp04LPPPmPKlCnUq1fPqOeryXJzc/n555/p2rVrsfl2hKgsNjY2DBs2jGHDhgF3J5w9duwYsbGxWFlZcenSJa5fv86JEycIDg7mhRdeIDExEXNzc1q0aIG/vz/W1tYKvwohhCiuXC1MHTp0QKvVcvbsWf0CriUpLCykU6dOmJiYcP78+YrmBODq1ausWbOGDRs2kJiYSL169ZgyZQqzZs2iQ4cORjmHsVSXbym//PILjz32GD4+Pty6dUuRMWZC/F1kZCQhISHs378fKysrBgwYUOzxe3OFmZiY0KRJE3r16iXf9EWVqS7XblH9lKuF6caNG8yfP7/UYgnuzu8yYsQIVqxYYXC4f2rTpg0mJiYMHDiQWbNm8cgjj2BmZma049dGmzZtAmDixIlSLIlqwdfXl+nTpzN9+nS0Wi1Xr17l9OnTpKSk4ODggL29vX6Q+LRp00hLS6N9+/aMHDmStm3b0qNHD7y9vRV+FUKIuqZcBZONjQ1xcXFl3j8uLq5S5mY5dOgQhw4dYsaMGaXuq1KpyM7ONnqGmiA9PR1TU1M8PT2ZNGmS0nGEuI9araZNmzb6JVi0Wi2XL1/m/PnzxMXF4eDgQEpKCufOnWPw4MHodDqOHz/Ojh07yMvLw9XVlU6dOtGyZUv5QiCEqFTl6pKbMGECO3bsYPv27QwZMuSh++7evZuxY8cyZswYNm/eXOGgAA0bNjRobpdbt24Z5fzlUR2adTdt2oRarSY5OZlnnnlG/qCIGikmJoYjR44QFRWFhYUFrq6u9/1bTk5OJiQkBH9/f3r06EGHDh2wsrJSKLGoyarDtVtUT+UqmEJDQ+natStZWVkMGDCAwYMH07RpUxwcHADIyMggNDSUPXv2cODAARwcHDh58iRNmzattBdQXVWHD91HH32Et7c3iYmJPPfcc4pkEMLYEhMTOX78OJGRkWi1WurXr8+NGzdYtmyZfp8PPvgACwsLdDodbm5udOjQgWbNmsmXBlGq6nDtFtVTuacVuHr1KnPnzuXw4cN3D/CPFp97h+vTpw9fffVVnV23TOkPXWJiIsHBwZiamtKkSRNZc0/UWnfu3OHUqVOcOHGCkydPcv78eT744IP7iqPMzEwyMjKwsLCgdevWdOnSRaYzEPdR+totqi+DZ/oODQ0lJCSE0NBQMjIyAHBwcKBp06b07duXZs2aGTVoTaP0h+67777DwsJCWpdEnaPVarlx4wbnz58nPj4elUqFq6ur/maVkJAQ/ve//+nHT02bNg0XFxeaN29Ox44dZZ3FOk7pa7eovgya6RugadOmBnW13b59m4iICPr06WPoqfV0Oh3bt2/nwoULxMbGUlhYeN8+KpWK1atXV/hcNU1SUhJeXl7SBSHqHLVaTYsWLWjRooV+W3Z2Nn/++Sc3btzAxMQEX19fIiMjycjI0N9xd/v2bW7evElKSgparRZnZ2datGhBx44d5W5cIUTVL767bNky3nrrLTQaTYWOc/PmTUaOHEloaCgPewkqlarC5zKEkt9SYmJiOHToECYmJrRq1Up/B5IQ4v/ExcVx4sQJoqKi0Gg01KtX774JMzdt2sTvv/9O+/bt8ff3p1OnTjRv3pwOHTpIS1QtJS1MoiQGtzApbd68edy4cYO5c+cyefJk3N3dyzQ/VF2wa9cuTExMyMrKYsKECUrHEaJacnd355FHHtH/fm9OqCtXrpCQkIBGoyEmJob8/HxOnToFQM+ePYmMjCQ0NFTfEuXk5ESTJk3o0KEDtra2Sr0cIUQlq7EVxuHDhxk9ejRffvml0lGqnQ0bNnD06FE+/PBDpaMIUWP8c04ouLt2Znh4OGfOnCE0NJSYmBicnJywsrIqtsBwbGwsL7/8sn6Szc6dO9O8eXPatGlDw4YNpWtciFqgxhZMdnZ2+Pn5KR2j2omNjeXQoUPodDoee+wxpeMIUaOp1Wr8/PyKXWs0Gs19LVEODg5EREQQFxfHtWvXyM3NxdfXl9OnT3PgwAEyMjIwMTHB2dmZpk2b0r59eywtLRV8ZUKI8qqxBdPgwYM5duyY0jGqnS1btqDT6QgICMDHx0fpOELUOiYmJrRt25a2bdvqt+l0OoYPH86FCxe4cOECmZmZJCYm4uzsjJ2dXbHpCyIjI3niiSewtramdevWdO7cmUaNGtGsWTNatGghQwuEqKZq7Cdz+fLl+Pv789JLL/H222/Lt7X/T6vV8tlnn2Fubq50FCHqDJVKhbu7O+7u7gwdOlS/PTs7m/PnzxMWFkZqaio6nQ57e3siIiIoKiri4sWL2Nvb4+3tzdWrVzl37hxpaWkUFRVhbW2Nu7s7bdu2lW49IaqBGlswubu788cff+Dv788333xD06ZNH3hHg0qlYt++fQokrHrXrl3Dw8MDrVZLz549lY4jRJ1nY2NDQEAAAQEB+m1arZZBgwZx8eJFrly5QkFBAQkJCdSrVw8LCwvc3Nz0++bn59O6dWtMTExo3bo1gwYNwtfXF3d3d5o2bYqfn5+0SAlRRWrsJ+3eYpzp6ekAnD179oH7GbL2XE0VEhKCk5MTcXFx0h0nRDWlVqvx9fXF19eXUaNG6bcXFRXx119/ERoaSnx8PLm5uRQUFKDRaMjLy+PUqVMMHToUR0dHcnNzuXjxIqdPnyYtLY3CwkLMzc1xcnKiRYsWNGvWTO7YE8LIamzBtGDBAtLT0/nggw/00wqYmJgoHUtRBQUFANSrV0/hJEKI8jI1Nb1vbBTAiy++yM2bN7ly5QqxsbH6RYjr1auHubk5DRo0ACAtLY0pU6bon/fSSy/h5uaGWq3Gzs4OT09PmjZtSsOGDev8tVIIQ1R5weTg4GCU1o8zZ84wceJEXnrpJSOkqvkuXLiAm5sbRUVFxcZQCCFqNjMzM1q2bEnLli2LbS8qKuLGjRv6FqmkpCR69+7NtWvXSEpKomHDhri4uOj3z8zM5MyZMxw7dkw/aee9OwAbNWqk/5FiSogHM7hg+uCDD5g5cyb169cv1/MWLFjAggULDD2tnr29vf6blYAjR47g6upKXFxcsTEQQojaydTUlFatWhVb4Pz1118HIDU1lYsXLxIVFaXvsrO0tMTJyQkLCwvy8vLYunWr/nkrVqwgLS2NEydOkJ6eTn5+Pqamptjb2+Pm5kbLli3x9vaWYkrUaQYXTK+88gpLlixh1KhRzJkzh8DAQGPmKtWYMWPYv38/Wq22zt89otVq9f8tRaQQwsnJiX79+t23PT8/n9DQUGxsbPj888+5efMmoaGhqFQqioqKMDc3v+9L8JkzZxg+fDjm5uY0btyYJ554AhsbG2xtbXF1dcXLyws/Pz8cHByq6NUJoQyD15Jbs2YNq1at4uTJk6hUKry9vXnyySeZOXMmXl5exs55n8zMTAYPHkzjxo3573//i6enZ6Wfszyqcj2iCxcu8MQTTxAQEMA777xTrBleCCHKoqCggLCwMMLDw0lISCArKwuNRsOtW7f45ptvKCgowMTEhO++++6BLU1ZWVlERERw48YNGjVqRMOGDfH29tYXVDY2Ngq8qvKTteRESSq8+O7Vq1dZtWoVGzZsICUlBRMTE4YOHcqcOXMYOXJkpbX+NG7cmIKCAuLi4oC7A51LmlYgLCysUjI8TFV+6F599VXef/99HnnkEX755ZdKPZcQou7RaDRER0cTGhpKVFQUmZmZFBUVYWZmhp2dnb4YOnLkCJ9//jlw99q7YcMG/bQHGRkZZGdno9VqMTc3x9bWFh8fHxo2bIinp2e1WcxYCiZRkgoXTPcUFhbyyy+/8O2337J//34A3NzcmDlzJrNmzaJx48bGOI1ew4YNyzxlwK1bt4x67rKoqg+dTqfDz8+P8PBwNm/eLIvtCiGqXHJyMjdv3iQuLo6IiAgiIiKIjY2lb9++2NvbP3Bi4aNHj7JixQrg7lQL//vf/8jNzaWoqAhTU1OsrKxwdHTEzc0NHx8ffHx8qmT4hRRMoiRGK5j+7vjx44wfP57Y2Fjg7odhyJAhvPnmm3Tv3t3Yp6uWqupDd+TIEVatWsXp06c5depUjWn2FkLUDVqtlvj4eMLDw4mNjSU1NZXc3FzCw8MJDg4mIiICGxsbvvrqqxKPceTIEb7++ms8PT3x8fFh9OjRmJmZYWtri7OzM25ubjRs2BBXV9cKF1VSMImSGG1aAZ1Ox65du1i1ahW///47hYWF+Pr6MnXqVM6ePcuuXbvYs2cPa9asYdq0acY6bZ135swZRowYQbt27aRYEkJUO2q1Gg8PDzw8PB74uE6nIykpiZs3bxIfH09qaio5OTkUFhZiYmKClZUVSUlJFBYWEhERQVZWFvPmzdM/Pz8/n8jISCIjI8nPz+fPP//kwoULeHh44OXlRdOmTXFwcMDFxQUPDw98fHzkWikMUuEWptu3b7N69WqCgoKIiYlBrVYzYsQInn76aYYOHarvNrt69ap+TNPNmzeNEr46q4pvKRqNhtWrV+Po6IipqSmPPvpopZxHCCGUVFRURFxcHLdv3yYqKor09HTy8vLQaDT6lqZ7M5tv376d77//HgBnZ+cHtlzduXOH7Oxsbt++TWpqKp6ennh6etKgQQNsbGwYMmSItDCJ+xjcwrRlyxa+/fZbgoOD0Wq1eHp6smTJEmbPnv3AO9ZatWrF1KlTee+99ww63zPPPMMbb7xh8N1wmzZtQqPRFJsJt6YLCQnB0dGRnJwcGbskhKi1TE1N8fb2xtvbu8R9srKyiIqKwtXVlVGjRhETE0NycjJRUVGo1WosLS2xs7PTDzi3tbXlxIkT9xVX95bbEuKfDC6YJkyYgFqtJjAwkGeeeYYRI0aU2nfcokULevXqZdD5duzYwbp165g0aRLTpk2jf//+pT4nNjaW77//njVr1nD9+nVWrlxZ6nP+/PNP1q1bx4EDB4iIiMDZ2ZkePXrwzjvv0KxZM4OyV5aLFy/i6elJamoq1tbWSscRQgjF2NnZ3TeR5z9ptVqSkpKIiooiPj6ewYMH07JlS2JjY8nMzCQuLq5OrT8qysfgLrk33niDOXPmVNkir7m5uXz44Yd89NFHZGdn4+TkRLdu3ejcuTMNGjTA0dGRvLw8UlNTuX79OidPnuSvv/5Cq9XSq1cvli9fXqYB5+PGjePo0aOMHz+edu3aER8fzxdffMGdO3c4ceIEbdq0KVPeyu6SKygoYP369djb22Ntbc3IkSONfg4hhKhrZNC3KEml3CVXmbKysli/fj1BQUGcP39eP8v1vW8F916Ok5MTY8aM4ZlnnqFr165lPv6xY8fo0qUL5ubm+m2hoaG0bduWcePGsWHDhjIdp7I/dLt27SIrK4s7d+4wZcqUajOHiRBC1GRSMImS1LiC6e/S09M5fvw40dHRpKSkYGVlhaur6wNX/K6ozp07A3fvSiuLyv7Qvfbaa3h7e5Obm8vChQuNfnwhhKiLpGASJanQtAJRUVG88847BAcHExsbS0FBwX373FujqDI4OjoybNiwSjn23+l0OhISEmjdunWln6ssCgoK+Oqrr8jIyCA4OFjpOEIIIUStZ3DBFB4eTvfu3UlLS6N169bk5+fj6+uLpaUl4eHhFBYW0r59exwdHY0YVxkbN24kJiaGt956q8R98vPzyc/P1/+emZlZaXn27t1Leno67u7u9O3bt9LOI4QQQoi7DJ4SddmyZWRkZLBv3z4uXLgAwMyZM/nrr7+IiIhg9OjRZGdns2XLFqOFVcK1a9eYN28e/v7+TJ8+vcT93n//fRwcHPQ/D7v9taJ27tyJSqVi/PjxD1wEUwghhBDGZXDBFBwczPDhw4u1cNwbDuXu7s7mzZuBuwvD1lTx8fGMGDECBwcHtmzZ8tDi5JVXXiEjI0P/ExUVVSmZ7ty5g7+/P19//TXjxo2rlHMIIYQQojiDu+SSk5Np0aLF/x3I1JScnBz97xYWFgwePJht27ZVKKBSMjIyGDZsGOnp6Rw+fLjEaf3vsbCwqJI71Xbv3o2lpSU5OTkEBARU+vmEEEIIUYEWJhcXF7Kzs4v9HhERUWwfU1PTGjlral5eHqNGjeLGjRvs3LnzoROhVbXIyEjg7sDvqli5WwghhBAVKJiaNm1KWFiY/vdu3brxxx9/EB4eDkBSUhJbtmyhSZMmFU9ZhTQaDRMnTuT48eP89NNP+Pv7Kx1JLy0tjfr16wOUa24pIYQQQlSMwV1yw4YNY+nSpaSnp+Po6MiCBQvYsWMH7dq1o2XLlty8eZPMzEyWLl1qxLiVb/Hixfz666+MGjWK1NTU+yaqfOKJJxRKdrc7zsLCguTkZBm/JIQQQlQhgwumuXPn0q9fP/1A6H79+rFp0yaWLl3K5cuX8fX15Z133mHOnDlGCwvw7rvvkp2dzbJlyzAzM3vgPgUFBSxduhR7e3v+/e9/l+v458+fB+6uXbdjx477HleyYIqLi8PLywutVivdcUIIIUQVMvivrr29Pd27d8fOzk6/bfz48Vy5coXc3Fz97fjGFBwczJIlS3B2di6xWAIwNzfHxcWF1157jQMHDpTrHCEhIeh0uhJ/lJKYmIibmxsAPXv2VCyHEEIIURfVqGaK9evXU69ePZ577rlS9503bx5OTk4EBQVVQbLKt3PnTpYsWcL+/fvp1KmT0nGEEEKIOqVGFUzHjh1j0KBBZbp938LCgkGDBnH06NEqSFb5Nm/eTFhYGD4+PkpHEUIIIeqcMhdMarUaExOTcv+YmlZoubpiYmNjady4cZn3b9SoEXFxcUY7v1ISExPZt28fABMnTlQ4jRBCCFH3lLma6dOnDyqVqjKzlEqtVlNYWFjm/QsLC2vF4OgdO3Ywe/ZsYmNja9w0DUIIIURtUOaCKSQkpBJjlI2HhweXL18u8/6XL1/G09OzEhNVjczMTAYMGFAjJwEVQgghaoMa1fzSu3dv9u/ff9+M4g8SERHB/v376dOnT+UHq0Th4eG4u7sDMGDAAIXTCCGEEHWTUQqmq1ev8ssvv/Ddd98Z43AlmjdvHoWFhYwbN47k5OQS90tJSWH8+PEUFRUxd+7cSs1U2fbt24darSY2NhY/Pz+l4wghhBB1UoUKpj///JMOHTrQtm1bxo8fz4wZM/SPHTp0CGtra3799deKZtTr1KkTCxYs4OzZs7Rq1YolS5Zw4MABQkNDCQ0NJSQkhDfeeINWrVpx5swZFi5cWONvwb+3oPHf57sSQgghRNVS6QycjfHKlSv06NEDtVrNnDlzuHbtGrt27UKj0QCg0+nw9fWlb9++Rm150ul0vPbaayxfvhytVvvAx01MTHj55Zd55513FBuonpmZiYODAxkZGdjb2xt0jGvXrnHx4kW0Wi09e/aUKQWEEKKSGePaLWong+/5f/PNNwE4c+YMfn5+LFu2jF27dukfV6lU+Pv78+eff1Y85d+oVCree+89nnzySYKCgjh27Bjx8fEAuLm5ERAQwIwZM2rF3WQHDhzA2dmZ2NhYKZaEEEIIBRlcMB08eJDHHnvsoeNqfHx82L17t6GneKgmTZrwzjvvVMqxq4uTJ0/SsWNHnJ2dlY4ihBBC1GkGF0xZWVnUr1//ofvk5ubqu+hE+Vy7do1169axcePGWjH5phBCCFGTGTzo29vbm0uXLj10n7Nnz9aKrjElbN68GYAhQ4bg4uKicBohhBCibjO4YBo5ciR79uwhODj4gY//+OOPnDhxgrFjxxp6ijpLq9Vy+vRpzMzMmDRpktJxhBBCiDrP4LvkkpKS6NSpEwkJCUyfPp34+Hh+//13Pv/8c44fP84PP/yAj48P586dw8HBwdi5q72K3Glx8uRJIiMjSU9PZ8KECTg6OlZOSCGEEMXIXXKiJAaPYXJ1deXgwYNMnTqV1atX67c/99xzAHTv3p0ffvihThZLFXXy5Enc3NzIysqSYkkIIYSoBgwumAAaN27M0aNHOX/+PCdOnCA1NRV7e3u6d+9O165djZWxTtFqtZiZmQF3x4kJIYQQQnkVKpju6dChAx06dDDGoeq8o0eP4uzsTF5eHo888ojScYQQQghBOQqmWbNmGXQClUpVrMtOPNzZs2dxd3cnKSlJlkMRQgghqokyF0xr16594HaVSsWDxo3f2y4FU9lpNBqsrKyAu92dQgghhKgeylww3bp1q9jvWq2W+fPnc+LECebPn0/v3r1p0KABCQkJHDp0iBUrVuDv788nn3xi9NC1VUhICI6OjuTk5DBhwgSl4wghhBDi/ytzweTr61vs9//85z+cPHmSCxcu4O7urt/evHlz+vTpw8yZM+nYsSNbtmzh5ZdfNl7iWuyXX35h27ZtTJ06FWtra6XjCCGEEOL/M3jiytWrVzNhwoRixdLfeXp6MmHCBFatWmVwuLqkqKiIn376idjYWPr37690HCGEEEL8jcEFU3R0NJaWlg/dx9LSkujoaENPUaccOHCApKQkXFxcGDBggNJxhBBCCPE3BhdMXl5ebN26lby8vAc+npOTw9atW/Hy8jI4XF1y/vx5Fi5cyIwZM/TzMAkhhBCiejC4YJo9ezbh4eEEBASwfft2UlJSAEhJSWHbtm306tWLiIgI5syZY7SwtVVeXh4uLi706NGDIUOGKB1HCCGEEP9g8FpyWq2WOXPmEBQUhEqlAkCtVqPVagHQ6XTMnDmTb7/9Vv94XVKe9Yi2b99Ofn4+6enpzJo1C1NTo8wnKoQQopxkLTlREoP/MqvValavXs20adNYt24dFy9eJCMjAwcHB9q3b8/UqVPp16+fEaPWXmFhYXh5eZGTkyPFkhBCCFENVfivc9++fenbt68xstRJWVlZuLi4ANCxY0eF0wghhBDiQQwewySMY/fu3VhaWpKamkrv3r2VjiOEEEKIB5CCSWG3b98GoKCgALVa/ncIIYQQ1ZH8hVZQVlYWISEhhIWF0a1bN6XjCCGEEKIEUjAp6Ndff2Xnzp2sXbuW7t27Kx1HCCGEECWQgklBmzZtAmDSpEl1cuoFIYQQoqaQgkkhiYmJZGdnY2VlxcSJE5WOI4QQQoiHkEl/FLJ7926eeeYZRo8eTatWrZSOI4QQQoiHkBYmhSQnJwNgYWGhcBIhhBBClEYKJgVER0fj4eEBIJN+CiGEEDWAFEwK2LNnD2q1mri4OOmOE0IIIWoAKZgUkJGRAYCVlZXCSYQQQghRFlIwVbGwsDDc3d0BGDhwoMJphBBCCFEWUjBVsb179wIQGxtLkyZNFE4jhBBCiLKQgqmKBQUF8eyzz2Jpaal0FCGEEEKUkRRMD5Cfn8+//vUvPDw8sLKyonv37vqWoYoIDw/n1KlTZGRk8MgjjxghqRBCCCGqghRMDzBjxgw+/vhjpkyZwmeffYaJiQnDhw/nyJEjFTru5s2bARgwYAANGjQwRlQhhBBCVAGZ6fsfTp06xaZNm1i+fDkvvvgiANOmTaNNmza8/PLLHDt2zOBjW1tb8+qrr8rYJSGEEKKGkRamf9iyZQsmJiY89dRT+m2WlpY8+eSTHD9+nKioKIOOe+7cOdzd3WndujUjRowwVlwhhBBCVAEpmP7h3LlzNGvWDHt7+2Lbu3XrBsD58+cNOu69lqn4+HjpjhNCCCFqGOmS+4e4uDj9PEl/d29bbGzsA5+Xn59Pfn6+/vfMzEwAfvzxR6ytrXF1dQXAzc3N2JGFEEIIUcmkhekfcnNzH7gg7r1pAHJzcx/4vPfffx8HBwf9j7e3NwCmpqaYmt6tS9PT0xk2bFglJRdCCCFEZZEWpn+wsrIq1lJ0T15env7xB3nllVdYtGiR/vfMzEy8vb3p2LEjdnZ2wN3WJWtr60pILYQQQojKJAXTP7i7uxMTE3Pf9ri4OAA8PDwe+DwLC4sHtkw1atTovvFQQgghhKhZpEvuHzp06MCNGzf0Y5DuOXnypP5xIYQQQtQtUjD9w7hx49BoNHzzzTf6bfn5+QQFBdG9e3f92CQhhBBC1B3SJfcP3bt3Z/z48bzyyiskJibi5+fHunXriIiIYPXq1UrHE0IIIYQCpGB6gPXr1/PGG2/w3XffkZaWRrt27di5cyd9+vRROpoQQgghFKDS6XQ6pUPURhkZGTg6OhIVFSWDvoUQooa4d4dzeno6Dg4OSscR1Yi0MFWSlJQUABnzJIQQNVBKSooUTKIYKZgqiZOTEwC3b9+WD91D3Ps2Jy1xJZP3qHTyHpWNvE+ly8jIwMfHR38NF+IeKZgqiVp99wZEBwcHuTCVgb29vbxPpZD3qHTyHpWNvE+lu3cNF+Ie+RchhBBCCFEKKZiEEEIIIUohBVMlsbCw4M0333zgcini/8j7VDp5j0on71HZyPtUOnmPRElkWgEhhBBCiFJIC5MQQgghRCmkYBJCCCGEKIUUTEIIIYQQpZCCSQghhBCiFFIwCSGEEEKUQgomIYQQQohSSMEkhBBCCFEKKZiEEEIIIUohBZMQQgghRCmkYBJCCCGEKIUUTEIIIYQQpTBVOkBtpdVqiY2Nxc7ODpVKpXQcIYQQZaDT6cjKysLDwwO1WtoUxP+RgqmSxMbG4u3trXQMIYQQBoiKisLLy0vpGKIakYKpktjZ2QF3P3T29vYKpxFCCFEWmZmZeHt766/hQtwjBVMludcNZ29vLwWTEELUMDKUQvyTdNAKIYQQQpRCCiYhhBBCiFJIwSSEEEIIUQopmESF7du3j++//56CggKlowghhBCVQgomUSGJiYkMHz6c8PBwVq5cSXBwsNKRhBBCCKOTgklUyJYtW3B2dsbd3Z0GDRqQmprKxx9/TGRkpNLRhBBCCKORgklUyObNm4mLiyMyMpKYmBi0Wi1eXl6EhITwzTffkJ+fr3REIYQQosJkHiZhsLCwMDp37kxeXh5z5szB29ubo0ePcvr0adzd3bGysmLVqlW0aNGCQYMGKR1XCCGEMJi0MAmD7d+/nx49ejB58mT9MjABAQE899xz5OXlkZWVxZ07dxgyZAjjxo0jPDxc4cRCCCGEYaRgEgbLyckBuG8JARMTE6ZNm8aoUaNISUlBpVLx888/06FDBz799FNSU1OViCuEEEIYTKXT6XRKh6iNMjMzcXBwICMjo1YujfLXX39x6dIltFotAQEBD11o+PLlyyxcuBBHR0fGjx9PZmYm5ubmPP7445iaSq+wEKL6qO3XbmE4aWESBjl48CAAsbGxDy2WANq0acOePXt44oknSE5Oxt7eHktLS7766iv27t1bFXGFEEKICpGCSRiksLAQAGdn5zLtr1KpGDNmDLNmzSI9PZ2cnBzc3NxIS0vjo48+4vz585WYVgghhKgYKZhEuZ07d44GDRpQVFTE0KFDy/VcS0tLnnrqKYYMGaKfhsDb25u1a9cyd+5c4uPjKym1EEIIYTgpmES57dmzh7CwMOLj42nQoIFBx/Dw8GDhwoU0a9aM27dvs2nTJr7++mv8/Px45513SE9PN25oIYQQogJkxK0oF51OR1BQENevX2f9+vUVPl6nTp3o1KkT3bp146WXXuLUqVMkJCSwZcsWTExMmDJlCubm5kZILoQQQhhO7pKrJLX1TosLFy7QoUMHLCwsSExMNOpr0+l0/PTTTyQnJ+Pi4gKg/+/HHnsMExMTo51LCCEepLZeu0XFSZecKJft27djZWXFiBEjjH4xUalUTJgwgVmzZpGVlUVWVpa+cPryyy/59ddf0Wq1Rj2nEEIIURZSMIky02q11K9fn2+++YaJEydW2nksLS158skneeSRR0hKSiI3Nxc3Nzfy8vKYO3cuhw4dqrRzCyGEEA8iBZMosyNHjuDk5IRWq2XYsGGVfj4nJyfmzZtHYGAg8fHxJCcns379evr27UtgYCCnTp2q9AxCCCEESMEkyuHcuXMAJCUl3bccSmVyc3PjhRdeYPTo0cyaNQtTU1P27NnDvn37+Pjjjzl69GiVZRFCCFE3ScEkykSj0WBtbQ1A48aNFcng5eXFl19+yfXr13n++edp1KgRXl5exMTE8PHHH3P48GFFcgkhhKj95C65SlLb7rQIDg4mNTWVnJwcJkyYoC+elHTx4kWCg4Px8PBArb5b+0dHR9OpUyf69eunbDghRI1U267dwnikhUmUyaVLlwBITU2tFsUSQLt27Vi0aBFt2rQhOjoajUaDl5cXiYmJTJ06lSNHjigdUQghRC0hBZMoVWFhoX7MUvPmzRVOc782bdqwaNEi2rdvT3R0NOHh4WzcuJHevXszYMAA9u/fr3REIYQQNZzM9C1KFRISwssvv8yAAQP4/vvvlY5TolatWtGqVSvCw8O5desWQUFBHDt2jPDwcC5cuEDTpk0ZPny4vvtOCCGEKCv5yyFKtWnTJtLS0nB1da0Ry5Q0btyYlStXcvPmTRYvXoyVlRWenp7k5OTw5Zdf8sMPP1BQUKB0TCGEEDWIDPquJLVl4GB+fj5ubm6kp6cTEhJC3759lY5Ubjdv3mTnzp04OTlhaWkJ3B2LZWpqyvjx43FwcFA4oRCiuqgt125hfNLCJB5q165dPPvsswwdOpRevXopHccgfn5+LFiwgMDAQJKTk8nKysLJyQlbW1v8/f1ZunQpycnJSscUQghRjUnBJB4qLCyM9u3bExgYWOMXv23QoAHPPvssEydO5M6dOxw/fpy//vqLZcuW4ePjw9tvv821a9eUjimEEKIakkHfokRZWVm4uroC0LFjR4XTGI+trS2zZs1Co9EQEBDABx98QFRUFE2bNuXcuXP89ttvdOvWjd69eysdVQghRDVh9DFMOp2OmzdvYmlpibe3tzEPXaPUhn7wn376CZ1OR2pqKk899VStvbtMp9OxZ88erly5gpeXl357bGws7u7ujB07FgsLCwUTCiGqSm24dovKYfBfwF9++YVp06aRlpam3xYREUG7du1o0aIFDRs2ZNKkSWg0GqMEFVUvKioKgIKCglpbLAGoVCoCAwNZtGgR3t7eREdHU1RUhIeHByqVinXr1vHxxx+TkpKidFQhhBAKMfiv4P/+9z/Onz9PvXr19NsWLlzIlStX6N+/P+3ateOnn35izZo1RgkqqlZqair169cHoFu3bgqnqTr+/v4sWrSIXr16kZSURGZmJubm5rz++ut4eXkxZ84cLl68qHRMIYQQVczggunq1avF/pBmZWXx22+/MXHiRIKDgzl16hQtW7asFQXTu+++i0qlok2bNkpHqTK7d+/G3NycpKSkOlUw3ePj48O8efN4/PHHMTExoWXLluTl5fHtt9+ya9cuPvnkE7Zu3UpRUZHSUYUQQlQBgwum1NRU3Nzc9L8fOXKEoqIiJk+eDICZmRmDBw8mLCys4ikVFB0dzXvvvYeNjY3SUapUSEgIly5dQqfT1eruuNJYW1szdepUTp8+zeHDh5k5cya+vr54enpSWFjIqlWrWLlyJTExMUpHFUIIUYkMvkvO3t6+2JiOAwcOoFari91ZZGZmRnZ2dsUSKuzFF1+kR48eaDSaOjNXT2pqKmvXrqWwsJDLly8rHadaUKlU9OrVi169ehEaGsquXbuws7PD2dkZuFtgxsfH07FjR/r3749KpVI4sRBCCGMyuOmgRYsW7Nixg5SUFNLT0/n+++/p3LlzsTFNkZGRNGjQwChBlXDo0CG2bNnCp59+qnSUKrV161YKCwtp164drVu3VjpOtdO0aVNeeOEFHn30UfLy8oiLi8PMzAxvb28WL15M69atWbFiBenp6UpHFUIIYSQGtzC98MILjB8/Hi8vL31L0jvvvFNsnxMnTtCpU6cKh1SCRqPh+eefZ/bs2bRt27bU/fPz88nPz9f/npmZWZnxKtWJEydwcHBg0qRJSkep1hwcHJg2bRoAR48e5ejRo4SGhpKdnc38+fM5evQo3bt3p2vXrgQEBNTprk0hhKjpDC6YHnvsMb788ktWr14NwKRJk5gxY4b+8YMHD5KZmcnQoUMrHFIJX3/9NZGRkQQHB5dp//fff59ly5ZVcqrKFxUVxcCBAxk4cCAdOnRQOk6NERAQQEBAAE8//TQbN27km2++YeDAgTg6OhIXF8cXX3yBnZ0dY8aMwcnJSem4QgghykkW332AlJQUmjVrxquvvsrixYsB6NevH8nJySWO6XlQC5O3t3eNm/xszZo12NraEhcXx/z585WOU2NptVoOHjzIuXPnqF+/Pubm5sDdfydJSUm0adOGQYMGSauTENWMTFwpSiJX6wd4/fXXcXJy4vnnny/zcywsLLC3ty/2UxPd60q0srJSOEnNplar6d+/P4sWLWLQoEGkp6eTlJSEhYUFXl5e/PDDD/j5+bFs2TIiIyOVjiuEEKIUBnfJHTlyhIMHDxIaGkpGRgZwd0xH06ZN6du3b41d2T40NJRvvvmGTz/9lNjYWP32vLw8CgsLiYiIwN7evlZ2q4SFheHh4QHAwIEDFU5Te7i5ufHUU0+h1Wo5cuQIZ86c4dSpU9y6dYulS5eyefNmZs+ejZubG6NHj8bW1lbpyEIIIf6h3F1yx48fZ86cOfz111+U9FSVSkWrVq1YtWoVPXr0MErQqhISEkL//v0fus/8+fNLvXOuJjbrfvPNNzg6OhITE8PChQuVjlOr5eTksHXrVoKCgmjWrBn9+vXTb09LS6Nz58706tVLuuyEqGI18dotqka5CqZz587Rs2dPACZPnkxgYCBNmzbV/6PKzMwkNDSU3bt3s2nTJlQqFcePH6d9+/aVk74SJCcnc+TIkfu2v/7662RlZfHZZ5/RpEmTUu+cq4kfus8++wx3d3fu3LnDrFmzlI5TZ1y/fp3g4GBMTEyKtVwmJyej0+kYNGgQzZs3VzChEHVHTbx2i6pRroJp1KhRHD58mEOHDtGuXbuH7nv+/Hn69u1L3759+fXXXyscVGmlDfr+p5r2obt+/TpnzpxBrVYTEBCAt7e30pHqHI1Gw969e7l69Squrq5YWFgQHx/P/Pnz6datG1OmTGHcuHH6blMhhPHVtGu3qDrlGsN09OhRJk2aVGqxBNChQwcmTpzIli1bDA4nqs4vv/zCu+++y4QJE2T+JYWYmJgwdOhQhg4dSnp6Or///jvXr1/HxMSEU6dOce7cOaytrcnMzKRBgwYMHz682ESxQgghKk+5CqaCggLs7OzKvL+9vT0FBQXlDlUWBw4cYN++fRw9epTo6GiSk5OxtrbG1dWVtm3b0rdvX0aOHFlsvbuKCAkJMcpxqqtNmzaRnZ1NQECA0lEE4OjoyOOPP87jjz/OkiVL2Lx5M4cPHy52B+bOnTtJTEzEz8+PwMBALC0tFU4thBC1V7m65Lp3705SUhIXL14s9U6ezMxM2rdvT/369Tl58mSFgwJkZ2ezYsUKVq1aRWRkpH7QuaWlJU5OTuTm5pKRkYFWqwXurmU3atQoFi5cWOWFQE1q1r1y5Qpt2rTBzMyM+Pj4WnkHYG1x6dIlDh06hEqlwsXFRb89Ozubv/76i759+zJ48GD9vE9CiPKpSdduUbXKdQvOCy+8QEREBN26dWPjxo0kJibet09iYiIbNmyge/fu3L59mwULFhgl6Ndff42fnx+vvfYa9vb2vP322+zbt4+MjAxycnKIjo4mJSWFwsJCrl27xrp165gwYQJ79uyhT58+PProo9y6dcsoWWqbAwcO8Pbbb/Pkk09KsVTNtW3blnnz5vHMM8/g4eFBbGwsGRkZ2NjYsHHjRkaOHEn9+vWZP38+27dvJy8vT+nIQghRK5R7WoF3332XZcuWodFoALC1tcXBwQGAjIwM7ty5A9wdj7F06VJeffVVowQ1MzNj8uTJvPzyy7Rp06bMz8vNzWXjxo28//77TJ8+nSVLlhglT2lqyrcUrVbL119/jYuLC0VFRTz++ONKRxLlpNFoCAkJYdu2bfz888/ExcWxYMEC/P39ycnJITU1lSZNmki3nRBlUFOu3aLqGbQ0ys2bN1mzZs1DJ66cOXMmTZs2NVrQGzdu0KxZM4Ofr9FouH37No0aNTJapoepKR+6EydOcPv2bQoKChg+fLi0MNVwWq2Wo0ePcurUKezt7fVfZgB98dSwYUOGDh2KtbW1gkmFqJ5qyrVbVD1ZS66S1JQP3YoVK3BzcyMqKkq/bp6oHTQaDQcOHODy5cvY2Njoi6fQ0FDeffddhgwZwtixYxk6dKjRbo4QoqarKdduUfUMXhpF1HxarVY/ONjHx0fhNMLYTExMGDRoEIMGDdJ3212+fJmLFy+Sm5vL9u3b2bNnDytXriQ5ORlbW1v69Okjk2QKIcQD1KgWptu3bxv0PCWKgZrwLeXgwYMkJCSQl5fHI488Uq4pI0TNpdPpuHjxItu2bePSpUtMmDCh2OMJCQmo1Wo6depE9+7dZXkWUafUhGu3UEaltTDFx8fz6quvolKpWL16tVGO2bBhQ1QqVbmeo1KpKCoqMsr5a5vz58/j7u5OUlKSFEt1iEqlon379voli65fv86hQ4e4c+cO7u7uNGjQAICoqCiWL1+Oi4sLI0aMYODAgbIwsBCizqq0gikjI4O1a9catWACMDU1pWfPnnK3TwVpNBp27txJhw4dZLLKOq558+b6brjY2Fj2799PQkICrq6uHDp0iJSUFFatWsXgwYMZOnQodnZ2+Pv7l+tuVSGEqOkqrUsuMzOTrVu3AjB9+nSjHNPT05O4uDgcHR2ZPHkys2bNonPnzkY5trFV92bdgwcP0q9fPxwdHYmPj8fCwkLpSKKayc7O5siRI/z222/89ttvTJgwgY4dO+ofT05OprCwkGbNmtG/f3/5EiNqhep+7RbKqVFjmLRaLbt27WLNmjXs3LmToqIi2rVrx6xZs5gyZUq1uiW+un/o5s6dy9dff82sWbOM2gIoaiedTseFCxc4deoU2dnZNGjQAFPT/2ugzsrKYseOHQwaNIghQ4bQtGnTcnefC1EdVPdrt1BOjSqY/i45OZn169cTFBTElStXsLCwYPTo0cyaNYvAwECl41XrD11BQQHTp0/nwIEDfPfddwwePFjpSKKGSU5O5sCBA0RFRWFvb8/t27d5++239Y+/8cYb1KtXD29vb/r06UP9+vUVTCtE2VXna7dQVo0tmP7u5MmTrFmzhs2bN5OVlYWXlxdbt26lU6dOimWqzh+63377jezsbLKyspg2bRpmZmZKRxI1mEaj4ezZs+zbt489e/Zw4cIF/ve//+kf12q1xMfHY2pqSqtWrejVq5esdSeqrep87RbKqtT7hT/44AMGDBhQmacA7i4KvHLlSn7++Wc8PDyIjo4mOjq60s9bU12/fh24e2GQYklUlImJCV27duXf//43+/fvJzw8HEtLS2JjY0lMTEStVuPh4UH9+vVJTk7mxRdfZNSoUXzyySecP39ev8ySEEJUZ5U6ceW1a9c4ePBgZZ6CxMRE1q1bR1BQENevX8fc3JwJEybQoUOHSj1vTZWTk6Mf69W2bVuF04jayMHBgdGjR+t/Dw0N5fjx4yQlJVGvXj0uXbpESEgIO3fuxMfHhyVLlpCenk69evXo1KkT7dq1k7mfhBDVTo2c6Vuj0bBjxw6CgoLYvXs3hYWFdOjQgc8++4wpU6ZQr149pSNWW3/88QfW1takp6fz2GOPKR1H1AFNmzbVrytZVFRE27ZtCQkJYf/+/VhYWGBnZ6efB+zGjRv8+eefZGVl4eLiQo8ePWQAuRCiWihXwfTWW2+V6+Dnz58v1/6luXr1KmvWrGHDhg0kJiZSr149nn76aWbNmiUtSmUUHh6Ot7c3ubm5mJiYKB1H1DGmpqZ07dqVrl278tJLL5Gfn8+xY8f466+/yM/Px9XVFQcHB/26d+PGjSM1NZXevXvTt29fOnfuTKdOneTfrhCiypWrYFq6dCkqlYryjBM35jfDNm3aYGJiwsCBA5k1axaPPPKIjMEph8zMTP3dSkoOiBfiHgsLC/r370///v2B/5v7KTQ0lIKCAsLCwsjJyWHTpk2YmZnh5OTE5cuXSUtLw9ramhYtWtCjRw+ZA0oIUenKdZecra0tnp6eZW5p+t///sfhw4eNNqhTrVZjYmJSriJJpVKRnZ1tlPOXR3W80+LHH38kLy+PnJwcnnrqKRknIqq97OxsTp48qb+O+Pn53Vcc5efnk5ycTEZGBgEBAfj7+8sSLsJg1fHaLaqHcrUwdejQgStXrjBx4sQy7b97924OHz5sULAH8fHxkbEMFbB582Z27tzJq6++KsWSqBFsbGwYMGCA/m7b/Px8Tp06xdWrV7lz5w6Ojo7Y2dlhZWXFokWLgLt37c2fPx9vb2/c3d3p2LEjfn5+8m9eCFEh5SqYOnXqxPHjxwkLC6NJkyaVlalEERERVX7O2iIzM5PffvuNgoICxo4dq3QcIQxiYWFB79696d27N3B3jqcLFy5w7tw5pkyZwuHDh7l9+zYtW7bUtw6cP3+eQ4cOkZmZibW1NU2aNKFnz57Y2Ngo+VKEEDVMuQqmIUOGcOnSJeLj48tUMI0dO5aGDRsamk0Y0fbt28nPz6dFixa0a9dO6ThCGIVaraZjx4507NiRWbNmARAZGcmxY8eIjY1FpVLh6uqKvb29voA6duwYQ4cOpW3btvTo0YOAgADatm1L27ZtZTC5EKJEtWKm7+qouvWDf/zxx+h0OrRaLS+99JLScYSoMnfu3OHUqVOEhoZy584dLl68yPr16wGwtrYmKCgIuDteKi0tDQsLC7y8vOjQoQO+vr5KRhcKqG7XblF9VHnBdPv2bSIiIujTp0+Fj6XT6di+fTsXLlwgNjaWwsLC+/ZRqVSKLC5bnT508fHx7N+/H1NTU5o1ayZTMIg6LyYmhpMnT3Lu3DmcnJxwcXHBwsLivv0OHjxIVFQUXbp00U+q6ePjo0BiUVWq07VbVC9VXjAtW7aMt956q8J3zt28eZORI0cSGhr60GkOVCqVIksvVKcP3bp167CysiIhIYHnn39e0SxCVEf5+fmcOXOGa9eukZ6ejrm5OS4uLqxZs4a9e/cC0LBhQz744APS09PJysrC0tISLy8vOnXqhLe3t8KvQBhLdbp2i+qlRs70DTBv3jxu3LjB3LlzmTx5Mu7u7pia1tiXU6lSUlLw8vKS90eIElhYWNCzZ0969uyp35aeno6HhwcjRozgzJkz5ObmotVqcXR0xNHREbhbaB0/fpxdu3Zx6dIlXF1dad++Pe3bt8fHx0fuzBOiFqmxf0EPHz7M6NGj+fLLL5WOUq1FRUXh4eEBoJ8cUAhROkdHR/r06VNs+EB6ejpnzpwhPDycrKwsLCwscHZ2xtHRkUOHDnHx4kUA/P39mTNnDunp6ahUKpycnPDz86N9+/Zyd54QNVSNLZjs7Ozw8/NTOka1t2fPHuzs7IiLi2PChAlKxxGiRnN0dGTgwIEMHDhQvy0tLY2zZ88ya9Yszpw5w4ULF2jUqBE2NjbFiqPo6GgiIyNJSUnh6tWr+Pr60qFDB9q1a4ebm5vMMSdENVdjC6bBgwdz7NgxpWNUe1lZWfqJ/YQQxlevXr37iqi8vDwuXLhAaGgoKSkpaDQaHB0dsbW1pX79+rz99tskJiYC8MgjjzB8+HAyMzNRq9U4Ojri6+tL27ZtcXFxUeplCSH+ocYWTMuXL8ff35+XXnqJt99+W9aSeoCoqCjWrVtHQECAfhZkIUTls7S0pHv37nTv3l2/TavVEhERweXLl1mwYAEXLlzg/Pnz+Pr6FpsnCiApKYn9+/eTnp7OH3/8QaNGjWjdujUtWrSgZcuW+jFUQoiqU2MLJnd3d/744w/8/f355ptvaNq06QPvaFCpVOzbt0+BhMr78ccfOX/+PPb29jRu3FjpOELUaWq1msaNG9O4cWNGjx6t356VlcX58+e5desWaWlpaDQabG1t9S1S27dv19/pO3fuXPr160dqaio5OTmYmpri7OyMr68vrVq1wsnJSamXJ0StV2MLpnPnzjF48GDS09MBOHv27AP3q8vjAjZv3gzApEmTFE4ihCiJnZ1dseVe7klKSuLKlSt89dVXXLlyhStXrtCgQQMAnJycihVHsbGxREdH8/LLL9O0aVOaN29Ou3bt8Pb2plmzZjRu3FhmMReigmpswbRgwQLS09P54IMP9NMKyAXh/1y9ehU/Pz+Sk5N57LHHlI4jhCgnV1dX+vXrR79+/Yptj4+P5/Lly9y+fZuMjAwAbG1tyc3NJSoqiqioKPbv38+yZctwcnLi3LlznDhxgrS0NAoLC7G0tMTZ2ZkWLVrQrFkzrK2tFXh1QtQ8VV4wOTg4GGWm3DNnzjBx4kRZ5qMEBw8eZOzYsXTp0oX69esrHUcIYSRubm64ubndtz0lJYXu3btz/fp1rl27hrm5OUlJSdSrVw8LC4tiz0lKSqJjx44AeHp6MmPGDJycnLCyssLV1RVvb2+aN28uY6WE+BuDC6YPPviAmTNnlvuP8YIFC1iwYIGhp9Wzt7fXN0+L+xUVFQHIXTZC1BHOzs44OzsXG2gOdyfXvHHjBmFhYSQkJJCdnU1iYiJOTk6kpqYSExODl5eXvotPq9USGRlJZGQkGRkZJCYmEhYWhp+fH35+fvj4+NCsWTMZLyXqHIOXRlGr1ZiZmTFq1CjmzJlDYGCgsbM91Ny5czl+/Dhnz56tlrPpKjm9/tmzZ7l58yZFRUUMGjRIWpiEEA+UkpJCaGgo4eHhpKWlkZeXh4mJCfb29tja2gJw5coV3nrrLf1zvvrqK5ydncnMzOTOnTtotVosLS1xdHTE3d2d5s2b4+bmVi2vy2UhS6OIkhhcMK1Zs4ZVq1Zx8uRJVCoV3t7ePPnkk8ycORMvLy9j57xPZmYmgwcPpnHjxvz3v//F09Oz0s9ZHkp+6L744gvq169PdHS0TCcghDBIYmIiN27cICoqips3b3Lz5k3Cw8OZPn16ide0e8WVhYUFvr6+TJ8+HSsrK6ysrKhXrx4eHh40atQIDw+PaltQScEkSlLhxXevXr3KqlWr2LBhAykpKZiYmDB06FDmzJnDyJEjK+1D0bhxYwoKCoiLiwPuTh5X0rQCYWFhlZLhYZT60Gm1Wr7++mtcXFzQaDRMnjy5ys4thKgbkpOTuXHjBtHR0aSkpJCbm4tKpSI0NJSVK1ei1WoxNTXlu+++e+DfgLy8PK5fv66fFb1hw4b4+vri6elJ48aNcXV1VaygkoJJlKTCBdM9hYWF/PLLL3z77bfs378fuDs4cebMmcyaNcvo8wA1bNiwzFMG3Lp1y6jnLgulPnTHjx8nKiqKgoICRowYQb169ars3EIIUVhYSHR0NOHh4cTExJCZmUlBQQFqtRpra2vs7e1Rq9UcPHiQr776CuC+4io/P5/MzEzy8/OBu0NA7O3t8fHxwdvbGw8PD+zs7ColvxRMoiRGK5j+7vjx44wfP57Y2Fjg7j/2IUOG8Oabb943ILG2UupD9/777+Pq6kpGRgaLFy+usvMKIURZ5OTkEBYWRnR0NLdv3+bWrVvExcXRqVMnbG1tH1gIPai4ysnJ4c6dOxQWFqJWq7GyssLR0RE3NzcaN26Mh4cHpqblv69JCiZREqNNK6DT6di1axerVq3i999/p7CwEF9fX6ZOncrZs2fZtWsXe/bsYc2aNUybNs1YpxV/o9PpWLlyJVFRUfpJK4UQojqxtrambdu2tG3b9oGP37lzh1u3bhETE0NSUhJZWVk4ODgQGBhIVFQUOTk5qNVqbG1t9QPT/+6nn37iq6++Qq1W4+npyeLFiykqKkKtVmNhYYGtrS1OTk64ubnh4+ODq6trnZ7gWJRdhQum27dvs3r1aoKCgoiJiUGtVjNixAiefvpphg4dqv+HePXqVUaOHMlbb70lBVMlOXnyJJGRkdja2jJixAil4wghRLnZ2to+tKDSarWkpKToW6ZSU1P1LU0qlYqsrCzMzMwoLCwkLy8Pd3f3+46Rk5NDeHg4a9asISgoCA8PD3x8fBg5cqR+ShYh/snggmnLli18++23BAcHo9Vq8fT0ZMmSJcyePfuBd6y1atWKqVOn8t577xl0vmeeeYY33njD4LvhNm3ahEajYcqUKQY9vybYunUrKpWKsWPHYmVlpXQcIYQwOrVajaurK66uriXus3btWhITE4mOjiY6Opq0tDSys7MpKCgAwMzMDBsbG1JTU8nLyyM8PJw7d+4wd+5ccnJyquqliBrG4IJpwoQJqNVqAgMDeeaZZxgxYkSpdzW0aNGCXr16GXS+HTt2sG7dOiZNmsS0adPo379/qc+JjY3l+++/Z82aNVy/fp2VK1eW+pw///yTdevWceDAASIiInB2dqZHjx688847NGvWzKDsVaGoqAg/Pz+++OKLKpnWQQghqiu1Wq2fEb1Lly4l7jd58mTef/99YmJiiI2NJT09nbS0tCpMKmoSgwd9v/HGG8yZM8coy5yURW5uLh9++CEfffQR2dnZODk50a1bNzp37kyDBg1wdHQkLy+P1NRUrl+/zsmTJ/nrr7/QarX06tWL5cuXl2nA+bhx4zh69Cjjx4+nXbt2xMfH88UXX3Dnzh1OnDhBmzZtypS3qgcO7tmzh/T0dLKzs5k8eTKWlpaVfk4hhKhtZNC3KEml3CVXmbKysli/fj1BQUGcP38erVYLoB8rde/lODk5MWbMGJ555hm6du1a5uMfO3aMLl26YG5urt8WGhpK27ZtGTduHBs2bCjTcar6Q/fJJ5/g6ekpk1UKIUQFSMEkSlLjCqa/S09P5/jx4/rJ0+4tHPmwAYOG6ty5M3B30d+yqMoPXX5+Phs3btTfkjts2LBKPZ8QQtRWUjCJklToLrmoqCjeeecdgoODiY2N1Q+o+zuVSlVpdx04OjpWSXGg0+lISEigdevWlX4uQ+zduxdbW1uysrIYO3as0nGEEEKIWsfggik8PJzu3buTlpZG69atyc/Px9fXF0tLS8LDwyksLKR9+/Y4OjoaMa4yNm7cSExMTLEFKP8pPz9fPyst3P2WUlVu3LiBl5cXmZmZxboShRBCCGEcBi/Ws2zZMjIyMti3bx8XLlwAYObMmfz1119EREQwevRosrOz2bJli9HCKuHatWvMmzcPf39/pk+fXuJ+77//Pg4ODvofb2/vKsmXk5ODk5MTAO3atauScwohhBB1jcEFU3BwMMOHD6dv3776bfeGQ7m7u+tnmn711VcrGFE58fHxjBgxAgcHB7Zs2YKJiUmJ+77yyitkZGTof6Kioqok4549e/jPf/7Dvn376NevX5WcUwghhKhrDC6YkpOTadGihf53U1PTYhN+WVhYMHjwYHbu3FmxhArJyMhg2LBhpKens3v3bjw8PB66v4WFBfb29sV+qsKPP/7I9evXsbW1fWhBJ4QQQgjDGTyGycXFhezs7GK/R0REFD+4qSnp6emGnkIxeXl5jBo1ihs3bhAcHEyrVq2UjvRA2dnZbN++HYBJkyYpnEYIIYSovQxuYWratClhYWH637t168Yff/xBeHg4AElJSWzZsoUmTZpUPGUV0mg0TJw4kePHj/PTTz/h7++vdKQS/fbbb0yePJk+ffo8dDZbIYQQQlSMwS1Mw4YNY+nSpaSnp+Po6MiCBQvYsWMH7dq1o2XLlty8eZPMzEyWLl1qxLiVb/Hixfz666+MGjWK1NTU+yaqfOKJJxRKdr/o6GiGDBlC+/btZbVtIYQQohIZPHFlZmYmf/31F61atcLOzg6An376iaVLlxIeHo6vry/PP/888+bNM2rgd999l+zsbJYtW4aZmdkD9ykoKGDp0qXY29vz73//u1zH79evHwcPHizx8bK+XZU9+VlKSgq7du3C3Nychg0b0q1bN6OfQwgh6hqZuFKUxOAuOXt7e7p3764vlgDGjx/PlStXyM3N1d+Ob0zBwcEsWbIEZ2fnEoslAHNzc1xcXHjttdc4cOBAuc4REhKCTqcr8ae62L17N+bm5iQlJUl3nBBCCFHJDC6YlLB+/Xrq1avHc889V+q+8+bNw8nJiaCgoCpIVvUSEhL0/61W16j/jUIIIUSNU6P+0h47doxBgwZhYWFR6r4WFhYMGjSIo0ePVkGyqhUfH4+bmxsAvXr1UjiNEEIIUfuVuWBSq9WYmJiU+8fUtELL1RUTGxtL48aNy7x/o0aNiIuLM9r5q4vdu3djampKfHw87du3VzqOEEIIUeuVuZrp06eP4ndiqdVqCgsLy7x/YWFhreyuOnXqFK1bt5Z144QQQogqUuaCKSQkpBJjlI2HhweXL18u8/6XL1/G09OzEhNVvfj4eFauXIlWqy02D5YQQgghKk+Nan7p3bs3+/fvv29G8QeJiIhg//799OnTp/KDVaEtW7ag1Wrp0aNHubonhRBCCGE4oxRMV69e5ZdffuG7774zxuFKNG/ePAoLCxk3bhzJyckl7peSksL48eMpKipi7ty5lZqpqh08eBATExMmTpyodBQhhBCizjB44kqAP//8kzlz5nDp0iX9No1GA8ChQ4cYOnQomzZtYvTo0RVP+v8tWrSITz/9FBcXF5555hn69++Pl5cXADExMezbt49vvvmGpKQkFi1axH//+1+jnbs8KmPys9DQUM6dO0dGRgaBgYH4+PgY5bhCCCHukokrRUkMLpiuXLlCjx49UKvVzJkzh2vXrrFr1y59waTT6fD19aVv375GbXnS6XS89tprLF++HK1W+8DHTUxMePnll3nnnXcUG6heGR+6lStXUq9ePWJiYli4cKFRjimEEOL/SMEkSmLwPf9vvvkmAGfOnMHPz49ly5axa9cu/eMqlQp/f3/+/PPPiqf8G5VKxXvvvceTTz5JUFAQx44dIz4+HgA3NzcCAgKYMWNGjVv0tyzy8/MBcHR0VDaIEEIIUccYXDAdPHiQxx57DD8/vxL38fHxYffu3Yae4qGaNGnCO++8UynHro4uX76Mm5sbGo2GIUOGKB1HCCGEqFMMHvSdlZVF/fr1H7pPbm6uvotOVMyhQ4cAiIuLq3VTJQghhBDVncEFk7e3d7HB3g9y9uzZWtk1poR747VcXV0VTiKEEELUPQYXTCNHjmTPnj0EBwc/8PEff/yREydOMHbsWENPIf6/s2fPUr9+fYqKihg6dKjScYQQQog6x+CC6dVXX8XDw4Phw4czZ84cTp8+DcBXX33F1KlTefzxx2nYsCGLFi0yWti6atu2bbz00kucOnVKWpiEEEIIBRg86NvV1ZWDBw8ydepUVq9erd/+3HPPAdC9e3d++OEHHBwcKp6yDtPpdGzatInbt2/TvXt3peMIIYQQdVKFJq685/z585w4cYLU1FTs7e3p3r07Xbt2NUa+GstYc3mcPXuWzp07Y2VlRWJiIra2tkZMKYQQ4u9kHiZREoNbmP6uQ4cOdOjQwRiHEv9w8OBBnnvuOQoKCqRYEkIIIRRS5oJp1qxZBp1ApVIV67ITZafVarG2tqZ3796o1TVqnWQhhBCiVilzl1xJf7BVKhUPOsS97SqVqk7OxWSMZt2QkBASExPJy8vj0UcflRYmIYSoZNIlJ0pS5hamW7duFftdq9Uyf/58Tpw4wfz58+nduzcNGjQgISGBQ4cOsWLFCvz9/fnkk0+MHrquOH/+PB4eHiQnJ0uxJIQQQiiozAWTr69vsd//85//cPLkSS5cuIC7u7t+e/PmzenTpw8zZ86kY8eObNmyhZdfftl4ieuIoqIibGxsAGTyTyGEEEJhBg+MWb16NRMmTChWLP2dp6cnEyZMYNWqVQaHq8v27duHg4MD2dnZBAYGKh1HCCGEqNMMLpiio6OxtLR86D6WlpZER0cbeoo67erVqwCkpaWV+j4LIYQQonIZXDB5eXmxdetW8vLyHvh4Tk4OW7duxcvLy+BwdVVhYSFHjhwhMjKSli1bKh1HCCGEqPMMLphmz55NeHg4AQEBbN++nZSUFABSUlLYtm0bvXr1IiIigjlz5hgtbF2xb98+fvnlFz766CMGDx6sdBwhhBCizjN44sqXXnqJGzduEBQUxKOPPgrcnXpAq9UCd5f0mDlzJi+99JJxktYhmzZtAmDcuHGYmhplblEhhBBCVIDBf43VajWrV69m2rRprFu3josXL5KRkYGDgwPt27dn6tSp9OvXz4hR64bs7GyioqKwsLBg0qRJSscRQgghBEZaS07cz9DJz3755ReKiopISEjg2WefxcTEpBJTCiGE+DuZuFKURNbbqGYiIiKAuxODSrEkhBBCVA9SMFUjGRkZuLq6AtC5c2eF0wghhBDiHimYqpHdu3djYWFBSkoKPXv2VDqOEEIIIf4/KZiqkXuTfBYVFZW42LEQQgghqp78Va4mkpOTcXNzA6BHjx4KpxFCCCHE30nBVE3s3r0bMzMzkpKSZPySEEIIUc1IwVRNfP/99zz33HPk5uZKd5wQQghRzcg00tVAcnIye/fupaioiNGjRysdRwghhBD/IE0Z1cC9ySo7duxIs2bNlI4jhBBCiH+QFqZqICsri5deegl3d3elowghhBDiAaRgUlhkZCSenp54e3vTvn17peMIIYQQ4gGkS05he/fuRa1WExcXR/PmzZWOI4QQQogHkIJJYXfu3AHA2tpa4SRCCCGEKIkUTAoKDQ3Fw8MDrVbLoEGDlI4jhBBCiBJIwfQA+fn5/Otf/8LDwwMrKyu6d+/O3r17jX6e/fv3AxAXF0ejRo2MfnwhhBBCGIcUTA8wY8YMPv74Y6ZMmcJnn32GiYkJw4cP58iRI0Y9T35+PgCOjo5GPa4QQgghjEsKpn84deoUmzZt4v3332f58uU89dRT7N+/H19fX15++WWjnefGjRvs2rWLa9euERgYaLTjCiGEEML4pGD6hy1btmBiYsJTTz2l32ZpacmTTz7J8ePHiYqKMsp5fvzxR3bv3s3x48fx8PAwyjGFEEIIUTmkYPqHc+fO0axZM+zt7Ytt79atGwDnz583ynk2bdoEwMSJE41yPCGEEEJUHpm48h/i4uIeOOP2vW2xsbEPfF5+fr5+TBJAZmYmAD/88ANWVlbF9rW0tKRHjx7ExcUxduxYIyUXQgghRGWRgukfcnNzsbCwuG+7paWl/vEHef/991m2bNl92y0sLPTP/bshQ4bQsmVLGfAthBBC1ABSMP2DlZVVsZaie/Ly8vSPP8grr7zCokWL9L9nZmbi7e1NmzZtsLW1vW9/tVrNuHHjjJRaCCGEEJVJCqZ/cHd3JyYm5r7tcXFxACUO0LawsHhgy9SDxkMJIYQQomaRQd//0KFDB27cuKEfg3TPyZMn9Y8LIYQQom6Rgukfxo0bh0aj4ZtvvtFvy8/PJygoiO7du+Pt7a1gOiGEEEIoQbrk/qF79+6MHz+eV155hcTERPz8/Fi3bh0RERGsXr1a6XhCCCGEUIAUTA+wfv163njjDb777jvS0tJo164dO3fupE+fPkpHE0IIIYQCVDqdTqd0iNooIyMDR0dHoqKiZNC3EELUEPfucE5PT8fBwUHpOKIakRamSpKSkgIgY56EEKIGSklJkYJJFCMFUyVxcnIC4Pbt2/Khe4h73+akJa5k8h6VTt6jspH3qXQZGRn4+Pjor+FC3CMFUyVRq+/egOjg4CAXpjKwt7eX96kU8h6VTt6jspH3qXT3ruFC3CP/IoQQQgghSiEFkxBCCCFEKaRgqiQWFha8+eabD1wuRfwfeZ9KJ+9R6eQ9Kht5n0on75EoiUwrIIQQQghRCmlhEkIIIYQohRRMQgghhBClkIJJCCGEEKIUUjAJIYQQQpRCCiYhhBBCiFJIwSSEEEIIUQopmIQQQgghSiEFkxBCCCFEKaRgEkIIIYQohRRMQgghhBClkIJJCCGEEKIUpkoHqK20Wi2xsbHY2dmhUqmUjiOEEKIMdDodWVlZeHh4oFZLm4L4P1IwVZLY2Fi8vb2VjiGEEMIAUVFReHl5KR1DVCNSMFUSOzs74O6Hzt7eXuE0QgghyiIzMxNvb2/9NVyIe6RgqiT3uuHs7e2lYBJCiBpGhlKIf5IOWiGEEEKIUkjBJIQQQghRCimYhBBCCCFKIQWTEEayb98+tm7dikajUTqKEEIII5NB30IYQVRUFIGBgYwcOZLIyEi6detGz549lY4lhBDCSKSFSQgj+Omnn1Cr1QwbNgwPDw9u377NJ598QkJCgtLRhBBCGIEUTEIYwebNmyksLCQhIYGoqCjUajWenp789ttvrF27lqKiIqUjCiGEqADpkhOigq5evcqcOXNo27YtTz/9NA0aNGDv3r1cv36d+vXrA/Dll1/SuXNnevXqpXBaIYQQhpAWJiEq6ODBg9jb29OqVSsaNGgAwODBg5kzZw4ZGRnk5OTg6urKhAkTmDFjBrGxsQonFkIIUV5SMAlRQfe625ydnYttt7CwYM6cOQwYMIALFy4QFxfHunXraNasGZ9++il37txRIq4QQggDSMEkRAWcPXuWBg0aUFRUxNChQx+4j4+PDx988AEnTpygR48e1K9fHzc3NzZs2MCPP/6IVqut4tRCCCHKSwomISrg2LFjAMTHx+u740rSvXt3jh07xrvvvktmZiZOTk4ArFixgqNHj1Z6ViGEEIaTgkkIA2m1WtTqux8hNze3Mj1HpVIxefJkJk+eTFJSEvn5+Xh4eBATE8PHH3/MjRs3KjOyEEIIA0nBJISBTp48iYuLCwUFBQwbNqxcz7Wzs2PevHkEBAQQHR0NgJeXF8HBwbz88sukpaVVRmQhhBAGkoJJCAP99ttvbNu2jYiICOrVq2fQMRo3bsyiRYvw9PQkJiaGbdu2sXz5cpo0acJHH31Edna2kVMLIYQwhMzDJIQBdDodGzZsIDIykp9++qnCxwsICMDf35/mzZsTFxfH5cuX2bJlCzY2Ntjb2zNx4kRMTEyMkFwIIYQhVDqdTqd0iNooMzMTBwcHMjIysLe3VzqOMLITJ07g7++Pra0tCQkJWFtbG+3YGo2G9evXEx8fT5MmTYC7g8obNmzIyJEj9eOmhBDGJ9duURJpYRLCAMHBwXTs2JHWrVsbtVgCMDExYebMmWRlZbFhwwasra1xc3MjLy+PFStW0KZNGwYNGmTUcwohhHg4aWGqJPItpfYqKioiKCgIBwcHLCwsGDNmTKWeLzY2lp9++glnZ2fMzc0BuHTpEmPGjKFLly6Vem4h6hq5douSSNu+EOW0f/9+HBwcyM7OJjAwsNLP5+Hhwfz58wkICCAmJoaioiK2b99O165deeyxx7hy5UqlZxBCiLpOuuSEKKcrV67g6elJWloalpaWVXbeRo0asXDhQq5du0aHDh24fPkyv/zyCwA9e/akf//+dOrUqcryCCFEXSItTEKUQ35+vr6ZvkWLFopkaNGiBevXr+fSpUuMHz+eUaNG4e3tzY0bN/joo484ffq0IrmEEKI2k4JJiHLYu3cvdnZ2ZGVlKT7wunXr1vz444+0aNGCqKgo1Go13t7ehIeH89FHH3Hq1ClF8wkhRG0iBZMQ5XBv6ZLMzEz9AGyl9ejRg8WLF9OwYUOioqLQarV4e3sTERHByy+/zLlz55SOKIQQNZ4UTEKUUV5eHnl5eQC0bdtW4TT369atG4sXL8bPz4+oqCgKCwtZt24dnTp1YsyYMdJVJ4QQFWD0Qd8RERHs3bsXS0tLHnnkEWxtbY19CiEUsWfPHl577TU6depUrbu7unTpQpcuXbh48SKDBg1i06ZN/PrrrzRq1IhDhw7RoUMHBgwYoHRMIYSoUQxuYXrvvfdo1KhRsUVCQ0JCaNOmDc888wwzZsygU6dOpKamGiWoEErbtGkTAH379q0Ry5S0a9eOjRs3cvXqVZ588km6deuGl5cXycnJfPrpp2zduhWNRqN0TCGEqBEMLpi2bdtGw4YNiy06+q9//QutVsuyZcuYO3cuN2/e5NNPPzVGTiEUlZmZya5duwCYNGmSwmnKp3nz5nz77be0bduW6OhoCgsL8fDwoLCwkK+//prvvvuO3NxcpWMKIUS1ZvBM3/Xr12f8+PF8+eWXwN3ZiL28vFi8eDHLly8HYPDgwcTHx3Pp0iXjJa4hZLbY2uXHH38kLy+PkydP8sUXX6BSqZSOZLDIyEi2b9+Ovb29flmXLVu20K1bN5566in59yrqNLl2i5IY3MKUmZmJo6Oj/vdDhw6hUqkYNWqUflunTp24fft2hQIKUR1ERUVhaWlJixYtanSxBODr68sLL7zA6NGjSUtLIzY2ll9//ZWXXnoJHx8f3nrrLSIjI5WOKYQQ1YrBg74bNGhQ7KK6d+9eLCws6N69u35bXl5ejf/jIkRqaioNGjQA7t6JVls4OTnx9NNPk5eXh729PcuXL+fatWtYWVlx5MgRfv75Z/r27Uvnzp2VjiqEEIozuIWpa9eubN++nZ07dxIcHMzmzZvp378/FhYW+n1u3bqFh4eHUYIKoZRdu3Zhbm5OUlISXbt2VTqO0VlaWjJr1iyuXLnC1q1bMTMzw8zMDC8vL8LCwvj444/Zvn27DBAXQtRpBhdMr776KkVFRYwZM4bAwEDy8vJ49dVX9Y/n5+dz6NChYi1OQtRECQkJ+v9Wq2vv1GVqtZqxY8eyYMECnJ2d9ZNgenl5kZ+fz8qVK1m5ciVZWVlKRxVCiCpn8NW/U6dOnDhxgoULF7Jw4UKOHTtGQECA/vFz587Rv39/Hn/8caMEFUIJ8fHxuLm5ART7913bDRw4kMWLF9OxY0fi4uLIycnBxcWFr7/+Gk9PTxYsWMDNmzeVjimEEFXG4Lvk6pJ3332X119/ndatW3P58uUyPUfutKgd1q5di7W1NfHx8bzwwgtKx1FMeno6P//8M//973+5du0aABMnTqRbt260atWKIUOG1OrWN1F3yLVblEQKplJER0fTvHlzVCoVDRs2lIKpjhk7diwqlYqBAwfy3HPPKR1HcVqtlr1797JixQrGjh2Lg4MDAImJiVhZWTF27FicnZ0VTimE4eTaLUpiUMEUFRXFunXrOHjwIKGhoWRkZADg4OBA06ZN6devH1OnTsXHx8fogavapEmTSEpKQqPRkJycLAVTHRIfH4+npydarZbw8HAaNWqkdKRq5cKFC+zfvx9nZ2csLS2Bu3fGJicn06NHD3r27KlwQiHKT67doiTlbkP/5JNPaNasGUuWLGHfvn2kpqZiY2ODjY0Nqamp7Nu3jzfeeIPmzZvX+Fm+Dx06xJYtW2r86xCG2bJlC1qtlu7du0ux9ADt27dn4cKFDBs2jMzMTJKSkrC0tMTLy4tVq1bRtWtXVq9eTXZ2ttJRhRCiwspVMP30008sXrwYX19f1q5dS1xcHJmZmURHRxMdHU1mZiZxcXEEBQXh4+PD4sWL2bJlS2Vlr1QajYbnn3+e2bNnl2ll+vz8fDIzM4v9iJrt9u3b9OzZk8mTJysdpVpzdXVl9uzZzJ07FycnJ6Kjozl48CCnT59m9uzZ9OrVi08//ZTTp08rHVUIIQxWri45f39/EhISuHDhAnZ2dg/dNyMjgw4dOuDm5sbx48crHLSqffnll7z22muEhobi6upKv379Htolt3TpUpYtW3bfdmnWrZlu3rzJ2bNn0Wq1dOvWjcaNGysdqUZJSkpi7dq1rFy5kuHDh9OrVy/g7hJK9evXZ/To0dja2iqcUoj7SZecKEm5WpguXbrEY489VmqxBHfHMz322GM1ch25lJQUlixZwhtvvIGrq2uZnvPKK6+QkZGh/4mKiqrklKIy7d+/H4C4uDgplgzg6urKSy+9xI0bNxg6dChRUVFoNBo8PDwwNTVly5YtfPLJJxw6dAitVqt0XCGEKFW5CiYzM7NyTVqXlZWFmZlZuUMp7fXXX8fJyYnnn3++zM+xsLDA3t6+2I+ouXJzcwH0d4EJw6jVaoYPH87ixYvp0aMHycnJpKamYm1tjaenJ2fPnqVt27b897//LTZBqBBCVDflKpj8/f3ZtGlTmVqNLly4wKZNm2rcnTKhoaF88803vPDCC8TGxhIREUFERAR5eXkUFhYSERFBamqq0jFFJbp8+TLu7u5oNBqGDBmidJxao1GjRjz77LPMmTMHe3t7oqOjCQkJ4erVq7z00ks0bNiQDz/8kF9++YX8/Hyl4wohRDHlGsP0559/0qtXL0xMTJgyZQqDBw+madOm+m/hGRkZhIaGsmfPHr7//nu0Wi1HjhyhS5culfYCjC0kJIT+/fs/dJ/58+eXeuec9IPXXF999RUuLi5ER0ezaNEipePUahkZGWzevJmgoCDUajXz588H7rZO37lzh4CAgBp1/RA1n1y7RUnKPQ/TgQMHmDNnDuHh4ahUqgfuo9PpaNy4Md9++y39+vUzRs4qk5yczJEjR+7b/vrrr5OVlcVnn31GkyZNSr1zTj50NdcXX3xB/fr1yc/PZ+rUqUrHqTPOnz/PoUOHsLa2LvaZSUhIwNzcnCFDhsj0DqLSybVblMSgiSs1Gg379+8nJCTkgRNX9u3bl4EDB2JiYmL0wEop7S65f5IPXc108eJFtm/fTuPGjRk8eDD169dXOlKdU1BQwO+//05YWBju7u6YmpoCd1t2W7RowZQpU3jssceoV6+ewklFbSTXblESU0OeZGJiwuDBgxk8eLCx8wihqC1btvD2228zbtw4pkyZonScOsnc3JyxY8cCd1uXdu3aRVhYGPHx8cTHx+vHPXl5eeHj48OwYcOwsbFRNrQQotarsWvJHThwgH379nH06FGio6NJTk7G2toaV1dX2rZtS9++fRk5cqR+pfmqJt9Sah6dTkfz5s0JDQ1l48aNPP7440pHEn8TGRnJDz/8wJYtW1i0aJG+5SknJ4fU1FRat27NwIED9duFMIRcu0VJalTBlJ2dzYoVK1i1ahWRkZHci25paYmTkxO5ublkZGTo53UxMzNj1KhRLFy4kICAgCrNKh+6mufUqVMMGDAArVZLYmKiTKxYjZ06dYoTJ05gaWmJo6OjfntmZiaJiYn07NmT3r1716phAaJqyLVblKTca8mVVXh4OI0bN6ZJkyZGOd7XX3+Nn58fr732Gvb29rz99tvs27ePjIwMcnJyiI6OJiUlhcLCQq5du8a6deuYMGECe/bsoU+fPjz66KPcunXLKFlE7XTixAm++eYbFi9eLMVSNdetWzdeeOEFnnzySRwdHYmOjiY7Oxt7e3sOHz5M//798fT0ZP78+ezZs4eioiKlIwsharhKa2G6fv06LVu2RKVSodFoKnw8MzMzJk+ezMsvv0ybNm3K/Lzc3Fw2btzI+++/z/Tp01myZEmFs5SFfEupWbRaLatWraJevXqo1WrGjRundCRRTvn5+ezdu5fffvuNzZs3k5aWxoABA3j66afJzMwkKyuL1q1bM2DAAOm2EyWSa7coSaUVTEVFRcTExADg6+tb4ePduHGDZs2aGfx8jUbD7du3q+y2ZPnQ1SwhISEkJiaSl5fHo48+Ki1MNVxhYSH79+/n5MmTeHt7FxsUfq94at68OQMGDMDS0lLBpKK6kWu3KEmlfc0yNTU1SqF0T0WKJbh7Z5/M4SJKcv78eTw8PEhOTpZiqRYwMzMjMDCQwMBAfcvTjRs3qFevnn7poszMTJo0aUK/fv0YO3YsgYGB8gdSCFEiaZcWdV5RUZG+BcJYY+5E9WFhYcHIkSOB/+u2Cw0NJT4+ntjYWL7//nu+//573njjDRwcHHB2dmbAgAH4+PgonFwIUZ0Y3CWXn5/P6dOnHzhxZZcuXbCwsDBqUIDbt28b9DwlLnzSrFtz7Nmzh/T0dLKzs5k8ebJ00dQRWq2WkydPsm3bNv744w/+/e9/o1ar9Y/Fx8djaWmJv78/7du3VzitqCpy7RYlKXfBlJKSwuuvv87GjRvJzs4G0N/ef2+pFBsbG5544gnefvttnJ2djRZWrVaXuBxLSVQqlSJ3yMiHrub45JNP8PT0lLXj6jCtVsuFCxc4ceIEBQUFuLu7F3v85MmTFBUVMWLECPr27VspXwhF9SDXblGSchVMSUlJ9OzZk7CwMP3SEU2bNtX/o8rMzCQ0NPT/sXffcU2d/fvAr4QRlmHLBkVwoCJO3Kh1j2qrOGqdrVUf20dtH9un7aPWWttaa7ddDqqtFpW666pbEXAPRAVEEAh7hU0g+f3hz3xLBYEQOAlc79fLP3Jy55yLSA6f3Oc+942//voLcXFxaNOmDS5evAh7e3uthBWLxTAyMkLfvn3r1Atw5MgRrRy/Lvih0w8KhQJt27ZF27ZtsXTpUowcOVLoSKQD4uLicObMGeTm5sLR0REbN27EmTNnAACtW7fGokWLYGtri4EDB8LT01PYsKRVPHdTdeo0hul///sf4uLi8MMPP2D+/PnPbPvjjz9i0aJFWL58OX788cd6hXzCyckJKSkpuHnzJqZNm4a5c+eie/fuWtk3NU8nT55EfHw8ioqKMHToUKHjkI7w9PRUF0I5OTkwMTFBmzZtcPjwYXTo0AFubm4AgCtXruDQoUMQiUTo3Lkz+vfvzykLiJqoOvUwubi4oG/fvti9e3et2k+aNAlhYWHq6QXqS6lU4siRI9iyZQsOHTqE8vJy+Pr6Yu7cuZg+fTpsbGy0chxt4LcU/TB79mxs3boVixYtwnfffSd0HNJxSqUSly5dwrVr11BWVgZHR0f1uCcAKCgoQEREBPz9/TF8+HC4uroKmJY0wXM3VadOM31nZ2fD29u71u29vb2RnZ1d51DVEYvFGDNmDP744w8kJydj3bp1KC8vx+LFi+Hi4oIpU6bg2LFjWjseNW1FRUVwdXXF0KFDMWXKFKHjkB4Qi8Xo3bs3/vWvf2HJkiUYMGAAFAoFEhMTUVhYCIlEgq1bt+KVV16Bm5sb5syZg6+//hoHDx5U3xxDRPqpTj1Mbdu2hb29PUJDQ2vVvm/fvsjMzER0dLTGAWsjIiICW7Zswc6dO5Gfnw9XV1fs3bsX3bp1a9DjPgu/pei+PXv2oLy8HLm5uXjllVe47hjVS2lpKcLCwnD69GkcP34cly5dwscff6ye/02hUCA9PR2mpqbw8/NDz549+Tung3jupurUqYfp5ZdfRlhYGGbMmIHExMRq2yUmJuLll19GREQEZsyYUe+QNfH398dPP/2EP/74A87OzkhKSkJSUlKDH5f025O1BYuLi/mHi+pNIpFg0KBBWLVqFcLCwpCRkQFPT08kJSUhJycHRkZGcHFxgY2NDR49eoSvv/4aU6dOxU8//YSYmBjo0TroRM1SnXqYysrK8Pzzz+P48eMQiURo164dvL29YWlpCQDIy8tDTEwM7t+/D5VKhREjRuDAgQMwMjJqsB8gPT0dW7duRVBQEO7fvw9jY2NMmDABa9euFXTiOX5L0W15eXk4cOAAJBIJnJ2d0b9/f6EjUROmVCoRGRmJS5cuQS6Xw87ODpcvX640bu7zzz+HSCSCvb09evfuXafhD6Q9PHdTdeo8D5NKpcIvv/yCjRs34tKlS1AqlZWeF4vF6NWrF1577TXMmjWrzvMm1UZFRQUOHjyIoKAgHD16FAqFAn5+furB39bW1lo/Zl3xQ6fbdu7cCZFIhKysLMyfP7/SwF2ihlZSUoLw8HCcPXsWp0+fRmJiIj755JNKbbKyslBcXAxnZ2f07duXM483Ep67qTr1Wny3tLQUDx48qDTTt6enZ4PNlBwVFYUtW7bgt99+Q3p6OqytrTF9+nTMnTsXfn5+DXJMTfFDp9vWr18PNzc3pKWl4Y033hA6DjVz+fn5uHDhAmJjY1FRUQEHB4dKl4n37t2Lq1evYsCAARgwYAB69uyJDh06sNBvADx3U3XqNWGIRCKBj4+PtrLUqFOnTjAwMMBzzz2HuXPn4oUXXmjQy33UNGVmZsLBwQHA4/FvREJr0aIFRo0apX6cnZ2NCxcu4OHDhxCJRLh79y5iYmIQExOD69ev47///S8uXryo/uPeqVMn9OjRg3NAETWgevUwNTaxWAwDA4M6FUkikUi9hEtj4rcU3fXrr78iKioKzs7OWLRoEb+lk87Lzc3FxYsXcf78eeTm5qJ///5PnQeLioqQnZ0NlUoFf39/9OzZk0u4aIDnbqpOg34dWbt2LY4dO4ZTp05pZX/u7u4NMiaKmpfff/8dR44cwapVq1gskV6wsrLC6NGjMXr0aACPJ8gMDw9HdHQ0SkpKYGtrCzMzM5iZmeHNN99EcnIyJBIJpkyZgu7du8PV1RU9e/ZUz1BORHXXoAXTvXv3cPbsWa3tLz4+Xmv7ouYpKysLf/31FwBwskrSWxYWFhg6dKh6OZ+ysjJcuXIFd+7cQe/evXH+/Hn1OE9HR0eUl5cjLCwMf/75JwoLCyGVStGuXTv07NkTpqamAv80RPqBF7ypWdm3bx+kUik8PDzQrl07oeMQaYWxsTH69u2Lvn37Yt68eVCpVIiJiUFYWBiSkpJgbGwMOzs72NjYqJeQSk5OxtixY9GxY0f07t0bvXv3RteuXeHl5cWeV6Iq1Klg+vDDD+u08xs3btSpPVFDk8vl+OGHH5CRkSF0FKIGIxKJ0LZtW7Rt21a9LTs7G5cuXUJcXBxKSkqQn5+P/Px8hIeHIzw8HB999BFEIhHOnj0LuVwOMzMztG7dGt26dUPLli0F/GmIdEOdBn2LxWKIRKI6zUgrEolQUVGhUbiaqFQq7N+/Hzdv3oRMJoNCoajy+Js3b26Q4z8LBw7qnoSEBISFhUEsFqNLly7sYaJmTaVSIS4uTl0weXp6wsHBoco77R48eIAbN26ge/fu6NGjB7p06QJbW1sBUjc8nrupOnUqmCwsLODi4lLrnqYffvgB58+fb5CCKTY2FmPHjq1xSYGGLNiehR863bNp0yZIpVLIZDIsWbJE6DhEOqegoACXLl1CbGws8vPzYWZmBltbW4SHh+PLL79Ut9u4cSMUCgWKi4thbm4ODw8PdO/eHfb29gKm1w6eu6k6dbok5+fnhzt37tR6sOzRo0dx/vx5jYLVZNGiRYiOjsbChQsxbdo0ODk5cQ4SeqaCggJIpVKYm5sLHYVIJ1lYWGDIkCEYMmSIeltaWhosLS3h4OCAK1euIDY29qlCQi6X4/Tp08jMzERaWhosLCzQpUsXdOnSRT3nGZG+q1OF0a1bN4SFheHBgwdo06ZNQ2WqlfPnz+P555/Hhg0bBM1B+iEmJgbOzs5QKpXqO4uIqGYODg4YMWIERowYod6WmpqKa9euISEhAUVFRTA3N4eNjQ3s7Oxw4cIF/P777wAeT8i5fv165Ofnw9DQEPb29mjbti06d+4MY2NjoX4kIo3UqWAaPnw4bt++jdTU1FoVTBMmTECrVq00zfZMLVq0gJeXV4Psm5qeU6dOwdraGikpKWjdurXQcYj0mqOjo3pOqCdSU1Nx9epVdOvWDQqFAjdv3oSJiQksLS3VC7QDj8dD3b17F9nZ2UhLS4ODgwO6dOkCX19fnVgHlKg6ejXT99+9/PLLiIuLw8WLF4WOUiVeB9ctX3zxBVxdXVFYWIg5c+YIHYeoWZDL5bh+/Tri4uKQm5sLkUgEGxsb9XqjP/30k3piYy8vL/znP/9BYWEhDA0NYWtri9atW8PX1xcWFhaNmpnnbqpKoxdMjx49Qnx8PAYOHFiv/aSkpKBPnz4IDAzE6tWrG2zBX03xQ6c7YmNj4evri169emH79u1wcXEROhJRs1VRUYH79+8jKioKd+/exZUrV3Dz5k14e3tj3rx5T7VXKpXIzs5GZGQkbGxs0LFjR3To0AFt27aFmZmZ1vPx3E3VafRR0kFBQfjwww/rfeeak5MTjh07hj59+uDnn3+Gt7d3lb/cIpEIJ0+erNexSL/t3LkTxcXFMDExYbFEJDADAwP4+Pg8tXB7ZmYmbty4gUePHiEvLw8AYGlpCQsLC9jZ2eHcuXO4c+cOAGDgwIFYsGABsrOzUVJSAolEgpYtW6J169bw8fHhjR3UIPT2trLr169j2LBhyM3NBQBcu3atynZce46Cg4MBAFOnThU4CRFVx87O7qkbMpRKJZKTk3Hnzh3Mnz8fkZGRiIyMROvWrWFgYPDUNAYPHz7EgwcPsGnTJkgkErRr1w4+Pj5o1aoV2rdvD2dnZ85iThrT24JpyZIlyM3Nxdq1a9XTChgYGAgdi3TMlStXMH36dISGhmLChAlCxyGiOhCLxXBzc4ObmxtGjhyp3q5UKhEfH4+oqCjIZDIUFBTAwMAAlpaWMDMzw40bN5CVlYXDhw8jMDAQkyZNwsWLF1FYWAi5XI6KigqYmZmhZcuWaN++Pby9vWFkZCTgT0r6QG8LpqtXr2LKlClYtmyZ0FFIhz2ZwdjIyAhWVlZCxyEiLRCLxfD09ISnp2el7U96pEJCQnD//n3cu3cPxsbGyMrKgrW1NczNzStdrisvL8eQIUOQmZmJVq1aYfjw4XBzc2vsH4f0hN4WTFKplBOi0TMplUp19zvHLhE1fX/vkRo0aFCl5woKChAVFYX4+HhkZmaiuLgYBgYGKCwsREVFBR48eABDQ0M4OTkJE550nt4WTOPHj8epU6cq/VEk+rvw8HDY2dmhtLQU48aNEzoOEQnIwsICvXr1Qq9evSptX7x4MWQyGWJjY/Hw4UOkp6cLlJB0nd5WGmvXroVEIsH06dORnJwsdBzSQVeuXAEApKen83IcEVVJJBLBxcUFAQEBmD17NhYsWCB0JNJRetvD5Ofnh7KyMly5cgW7du2CtbV1tdMKPHjwQICEJKSKigpIJBIAgIeHh8BpiIhI3+ltwaRUKmFkZAR3d3f1tqrm4NTTicypns6dOwdra2sUFxdj4sSJQschIiI91+gFk6WlZaUiR1Px8fH1D0NN1vHjx1FSUgJnZ+dGXVaBiIiaJo3HMK1du1ajwXFLlizBw4cPNT0sUY0qKirwyy+/4KuvvkLHjh2FjkNERE2AxgXTu+++Czc3N0yaNAnHjh3TZiaiejl37hxSU1NhY2Pz1MzBREREmtC4YNq0aRO6deuGPXv2YPTo0WjVqhVWr16NpKQkbeZTW7BgQb3uhgsODsb27du1mIh01YkTJ+Ds7IwXX3wRxsbGQschIqImQOOCae7cuQgLC0NkZCT+/e9/o7CwECtXrkTr1q0xbtw4HDhwAEqlUmtBDx48CC8vL8yZMwenT5+u1WtkMhk+//xz+Pj4YPr06SguLq7xNZcvX8brr7+Ojh07wtzcHO7u7pg8eTKio6Pr+yNQIygtLUWbNm3w5ZdfcrA3ERFpjUilpdvIFAoF9uzZg02bNuHUqVMAAEdHR8yZMwdz5859agr7uiouLsZnn32G9evXo7CwEDY2NujVqxe6d+8OBwcHWFlZoaSkBNnZ2bh//z4iIiJw9+5dKJVK9O/fH+vWrYO/v3+Nx5k0aRJCQ0MRGBgIX19fpKam4rvvvkNBQQHCw8PRqVOnWuWVy+WwtLREXl5eldMdUMM4ePAgiouLIZfLMXv2bBga6u2NoEQkAJ67qTpaK5j+LiwsDIGBgZDJZAAeT1c/fPhwrFy5slZFy7Pk5+dj27ZtCAoKwo0bN9S9WCKRCMD/TSNgY2OD8ePHY8GCBejZs2et93/x4kX06NGj0qWcmJgYdO7cGZMmTcJvv/1Wq/3wQyeML774Aq6urpDJZFiyZInQcYhIz/DcTdXRWsGkUqlw5MgRbNy4EYcPH4ZCoYCHhwdmzJiBa9eu4ciRIxCJRNiyZQtmzpypjUMiNzcXYWFhSEpKQlZWFkxNTWFvb4/OnTujc+fOWjnGE927dwfweNHf2uCHrvEVFhZi9+7dMDMzg52dHYYMGSJ0JCLSMzx3U3XqXTA9evQImzdvRlBQEJKTkyEWizFmzBjMnz8fI0eOVPf8REVFYezYsRCLxYiNjdVK+MaiUqng5uaGjh071vqOQH7oGt+ePXtQXl6O3NxcvPLKKzAwMBA6EhHpGZ67qToaD/oOCQnByJEj4enpidWrV0OlUmHFihWIj4/Hvn37MGrUKHWxBAA+Pj6YMWMGEhIStBK8MW3fvh3JycmYMmVKtW1KS0shl8sr/aPG9WR+ryerkBMREWmLxiNiJ0+eDLFYjBEjRmDBggUYM2YMxOJn11/t27dH//79NT2kIO7du4dFixahT58+mDVrVrXtPvnkE6xataoRk9Hf5efnq2f07tGjh8BpiIioqdH4ktzy5csxb948rSxzoqtSU1PRr18/KBQKhIeHw9nZudq2paWlKC0tVT+Wy+Vwc3Njt24j2blzJ2bMmIGhQ4fi0KFDNRbvRERV4SU5qo7GPUyrV6/WZg6dk5eXh1GjRiE3Nxfnz59/ZrEEABKJBBKJpJHS0T8FBwdDoVCgW7duLJaIiEjrOElNFUpKSjBu3DhER0fjxIkT8PHxEToSPUNubi4OHz4MAM8cZ0ZERKSpen0VT0xMxPz589GmTRuYmprCwMDgqX/6NnFgRUUFpkyZgrCwMOzevRt9+vQROhLV4NChQ/jss88wc+bMWk8sSkREVBcaVzNxcXHw9/dHTk4OOnbsiNLSUnh4eMDExARxcXFQKBTo0qULrKystBi34b311ls4cOAAxo0bh+zs7Kcmqnz55ZcFSkbVSU9Ph6urK/z9/SvdmUlERKQtGhdMq1atQl5eHk6ePImAgACIxWLMmTMHK1asQEpKChYuXIioqCicOHFCm3mxZs0aFBYWYtWqVTAyMqqyTVlZGT744ANIpVL897//rdP+b9y4AeDxEhsHDx586nkWTLpFJpPB0dERAPTuDkwiItIfGl+SO3HiBEaPHo2AgAD1tic33Dk5OWHnzp0AgPfee6+eESsfc8WKFbC1ta22WAIAY2Nj2NnZ4f3336/1Qr1PnDlzBiqVqtp/pFuOHz8OQ0NDpKamwtfXV+g4RETURGlcMGVmZqJ9+/bqx4aGhigqKlI/lkgkGDZsGA4dOlS/hH+zbds2WFtb4/XXX6+x7aJFi2BjY4OgoCCtHZ90T05ODgBUWvuPiIhI2zQumOzs7FBYWFjpcXx8fKU2hoaGyM3N1fQQT7l48SKGDh1aq9v3JRIJhg4ditDQUK0dn3RLQkICnJycAACDBw8WOA0RETVlGhdM3t7eePDggfpxr169cOzYMcTFxQEAMjIyEBISgjZt2tQ/5f8nk8ng6elZ6/atW7dGSkqK1o5PuuWvv/6CWCyGTCZDu3bthI5DRERNmMYF06hRo3D69Gl1D9KSJUuQn58PX19f9OzZE23btkVqaireeOMNbWWFWCyGQqGodXuFQsFJDJuww4cP4+TJkzA3Nxc6ChERNXEaVxMLFy7EmTNn1IucDho0CMHBwfDw8EBkZCQcHBzwzTffYN68eVoL6+zsjMjIyFq3j4yMhIuLi9aOT7ojISEBe/fuxcaNGzF27Fih4xARUROn8bQCUqkU/v7+lbYFBgYiMDCw3qGqM2DAAPz222+Ij49Hq1atntk2Pj4ep06dwsyZMxssDwln165dAICAgAD1OCYiIqKGolfXqxYtWgSFQoFJkyYhMzOz2nZZWVkIDAxEeXk5Fi5c2IgJqbHExcWhTZs2mDp1qtBRiIioGdCrdUu6deuGJUuW4KuvvoKPjw8WLFiAwYMHw9XVFQCQnJyMkydP4ueff0ZGRgbefPNNdOvWTeDUpG23b9/G4MGDMXDgwErzgBERETWUWhdMYrFYo2UnRCIRysvL6/y66qxfvx4mJiZYt24d1qxZgzVr1lR6XqVSwcDAAO+++y4++ugjrR2XdMf58+dhZ2eHlJQUODs7Cx2HiIiagVoXTAMHDtSJdbpEIhE+/vhjvPLKKwgKCsLFixeRmpoKAHB0dES/fv0we/ZsrU5nQLpFqVQCAFq2bClwEiIiai5EKq730SDkcjksLS2Rl5cHqVQqdJwm48qVK+rFnUeMGAE7OzuhIxFRE8JzN1VHrwZ9E4WFhQEAUlNTWSwREVGj0cqg76ioKNy7dw+FhYWYMWOGNnZJ9BSlUqme94vzaxERUWOqVw/T5cuX4efnh86dOyMwMBCzZ89WP3fu3DmYmZnhwIED9c1IBODx75uBgQFKS0sxatQooeMQEVEzonHBdOfOHQwZMgQPHz7E0qVLn/oDNmDAANjZ2WH37t31DkkEACEhIVi4cCHOnTsHS0tLoeMQEVEzonHBtHLlSgDA1atX8fnnn6Nnz56VnheJROjTpw8uX75cv4REeHw5bufOnVCpVBg9erTQcYiIqJnRuGA6e/YsJk6cCC8vr2rbuLu7IyUlRdNDEKmFhoYiKSkJLVq04OU4IiJqdBoP+s7Pz69xHpzi4mJUVFRoeggitatXr+KHH35AfHw8TExMhI5DRETNjMYFk5ubG27fvv3MNteuXeMEklRv5eXlsLCwgFQq5czeREQkCI0vyY0dOxbHjx/HiRMnqnx+165dCA8Px4QJEzQ9BBEA4MSJE5BKpSgoKMDw4cOFjkNERM2QxgXTe++9B2dnZ4wePRrz5s3DlStXAADff/89ZsyYgZdeegmtWrXCm2++qbWw1DxFRUUBAHJzcyGRSAROQ0REzZHGl+Ts7e1x9uxZzJgxA5s3b1Zvf/311wEA/v7++P3333n7N9VLaWkprKysAAA+Pj7ChiEiomarXjN9e3p6IjQ0FDdu3EB4eDiys7MhlUrh7+//1DQDRJo4fvw4LCwsIJfL8eKLLwodh4iImimtLI3i5+cHPz8/beyKqJKYmBi4urqioKAAhoZa+XUlIiKqs1r/BZo7d65GBxCJRJUu2RHVVklJCYKCgtC1a1eNf/+IiIi0QaRSqVS1aSgWVz0+XCQSoapdPNkuEoma5VxMcrkclpaWyMvLg1QqFTqOXtq7dy9efPFFuLm5IT4+vtrfQSIibeG5m6pT6x6mhw8fVnqsVCqxePFihIeHY/HixRgwYAAcHByQlpaGc+fO4ZtvvkGfPn3w5Zdfaj00NQ/BwcEAgClTprBYIiIiQdW6YPLw8Kj0+NNPP0VERARu3rwJJycn9fZ27dph4MCBmDNnDrp27YqQkBC8/fbb2ktMzUJeXh5sbW3RuXNnTJkyReg4RETUzGn8tX3z5s2YPHlypWLp71xcXDB58mRs3LhR43DUfB05cgSDBg3CggUL0K1bN6HjEBFRM6dxwZSUlFTjml4mJiZISkrS9BDUjCUnJwN4fOmXl+OIiEhoGv8lcnV1xd69e1FSUlLl80VFRdi7dy9cXV01DkfNU0ZGBhwdHQEAvXv3FjgNERFRPQqmV199FXFxcejXrx/279+PrKwsAEBWVhb27duH/v37Iz4+HvPmzdNaWGoejh07BiMjI6Snp6NHjx5CxyEiItJ84sply5YhOjoaQUFB6hmYxWIxlEolAEClUmHOnDlYtmyZdpJSs5Geng5XV1deiiMiIp2hccEkFouxefNmzJw5E1u3bsWtW7eQl5cHS0tLdOnSBTNmzMCgQYO0GJWaA5lMpr6RYMCAAQKnISIieqzea00EBAQgICBAG1mIcPjwYRQWFkIkEmHy5MlCxyEiIgJQjzFMRA1h+/btWLJkCRQKhdBRiIiI1Fgwkc5ISUnB2bNnAQCTJk0SOA0REdH/4fLvpDP27NkDAwMD9OrV66mZ5YmIiITEgol0hkKhwM8//4yysjKhoxAREVXCgol0wv379+Hs7AylUokhQ4YIHYeIiKgSjmEinXD69GkAj8cx8XIcERHpGhZMpBOeXIaztrYWOAkREdHTWDCR4G7dugVHR0eUl5dj+PDhQschIiJ6CgumKpSWluKdd96Bs7MzTE1N4e/vj7/++kvoWE3WhQsXAACpqalwdnYWOA0REdHTWDBVYfbs2fjiiy8wffp0fP311zAwMMDo0aPVf9hJe1QqlXr9wZYtWwqchoiIqGoilUqlEjqELrl06RL8/f2xbt06/Oc//wEAlJSUoFOnTmjZsiUuXrxYq/3I5XJYWloiLy8PUqm0ISPrtdu3b2PUqFHo378/vvvuO9jZ2QkdiYiaMZ67qTrsYfqHkJAQGBgY4LXXXlNvMzExwSuvvIKwsDAkJiYKmK7p2blzJ5KTk1FaWspiiYiIdBYLpn+4fv062rZt+9Q3i169egEAbty4IUCqpkmlUiE4OBgAMHXqVIHTEBERVY8TV/5DSkoKnJycntr+ZJtMJqvydaWlpSgtLVU/lsvlAIBff/0VpqamVb7mo48+Ql5eHgDg+eefx4ABA6rN9dlnnyEjIwMAMHLkSDz33HPVtv3qq6+QnJwMABgyZAhGjRpVbdvvv/8eDx8+BAD0798f48ePr7btpk2bcP/+fQCPC8jAwMBq227duhWRkZEAgK5du+Kll156qo2FhQUWLlyIP/74A2PHjq12X0REREJjwfQPxcXFkEgkT203MTFRP1+VTz75BKtWrXpqu7m5OczMzKp8TV5eHrKzswEAFRUVsLCwqDaXXC6vdduCggJ12/Ly8lq3LSsre2bboqKiWrctKSlRty0uLq62rZubGwIDA2Fubl7tvoiIiITGQd//0KlTJzg4OODkyZOVtkdFRaFjx4748ccfMX/+/KdeV1UPk5ubG86fP19tsSCRSCASiQA8XketoqKi2lzGxsYQix9fQS0vL0d5eXmjtzUyMoKBgQGAx0WbQqGod1tDQ0N06NBB3ZaISEgc9E3VYQ/TPzg5OakvZ/1dSkoKAFQ7T5BEIqmyZ8rX15cfOiIiIj3HQd//4Ofnh+joaPUYpCciIiLUzxMREVHzwoLpHyZNmoSKigr8/PPP6m2lpaUICgqCv78/3NzcBExHREREQuAluX/w9/dHYGAg3n33XaSnp8PLywtbt25FfHw8Nm/eLHQ8IiIiEgALpips27YNy5cvx6+//oqcnBz4+vri0KFDGDhwoNDRiIiISAC8S66B5OXlwcrKComJiRz0TUSkJ57c4ZybmwtLS0uh45AOYQ9TA8nKygIAjnkiItJDWVlZLJioEhZMDcTGxgYA8OjRI37onuHJtzn2xFWP71HN+B7VDt+nmuXl5cHd3V19Did6ggVTA3kyGaSlpSVPTLUglUr5PtWA71HN+B7VDt+nmj05hxM9wd8IIiIiohqwYCIiIiKqAQumBiKRSLBy5coql0uh/8P3qWZ8j2rG96h2+D7VjO8RVYfTChARERHVgD1MRERERDVgwURERERUAxZMRERERDVgwURERERUAxZMRERERDVgwURERERUAxZMRERERDVgwURERERUAxZMRERERDVgwURERERUAxZMRERERDUwFDpAU6VUKiGTydCiRQuIRCKh4xARUS2oVCrk5+fD2dkZYjH7FOj/sGBqIDKZDG5ubkLHICIiDSQmJsLV1VXoGKRDWDA1kBYtWgB4/KGTSqUCpyEiotqQy+Vwc3NTn8OJnmDB1ECeXIaTSqUsmIiI9AyHUtA/8QItERERUQ1YMBERERHVgAUTERERUQ1YMBFRnZSVleG3337DzZs3hY5CRNRoWDARUZ0EBQXB2NgYd+7cwddff42cnByhIxERNTgWTERUJ6WlpQAAQ0NDODk5Yffu3QgODoZSqRQ4GRFRw2HBRES1duPGDTg6OqK8vBzl5eXIysqClZUVCgoKMGrUKNy5c0foiEREDYIFExHV2oEDB7Bu3TrcuHEDL730EmbOnImMjAz8/vvvOH78OPz8/PDWW28hOztb6KhERFrFgomIakWlUuH333/HlStX0LlzZwCAubk5Fi1ahM2bN2PChAkoLy/HxYsXsWfPHmzbtg0VFRUCpyYi0g6RSqVSCR2iKZLL5bC0tEReXh5n+qYm4datW+jSpQskEgnS09Or/L0+evQorl+/jjZt2gAAUlNT4ePjg6FDhzZ2XCKN8NxN1WHB1ED4oaOm5osvvkBERAQkEgm2bdtWbbuSkhL8+uuvMDIygpmZGYDHayqOHj0aHTp0aKy4RBrhuZuqw0tyRFQjpVIJMzMzTJw4EWPHjn1mWxMTE8ybNw/Dhg1DcnIylEol3NzccO3aNaxfvx5yubyRUhMRaQ8LJiKqUWhoKGxsbFBSUoKRI0fW6jUuLi5YunQpvLy8kJycDCMjIwQFBaFt27b48ccfoVAoGjg1EZH2sGAiohpdu3YNAJCRkVHnyxQ9evTA4sWLIZFIUFZWhrS0NCxcuBCzZ8/Gnj17OH8TEekFFkxE9EwVFRXqsUienp4a7UMsFmP8+PGIjIzEt99+C09PT4wYMQLl5eX45ptvcObMGS0mJiLSPhZMRPRMp0+fhqWlJYqKijBixIh67cvY2Bivv/46Ll++jLy8PJSWlsLZ2Rnp6elYv349bt26paXURETaxYKJiJ7p9u3bAIDs7Gx1T1N92djY4I033kC/fv2QlJSkHhgeGRmJL7/8Eg8fPtTKcYiItIUFExFVq7y8HFFRUSgoKEDbtm21vn9PT0+8+eab8Pb2RlJSEgwNDeHg4IABAwZg2bJlyMzM1PoxiYg0wXmYGgjn8qCm4MSJExg2bBgcHBzw6NEjGBsbN+jxTp48iT/++AM//PADAKBFixb44IMPMHv2bNjY2DTosYkAnrupeuxhIqJqBQcHAwBeeOGFBi+WAOC5557Dhg0bcOTIEXTt2hV2dnZwdXXFvn378NNPP6GgoKDBMxARVYU9TA2E31JI3xUXF6Nv3764ceMGzpw5g4CAgEY9vlKpxB9//IH09HTY29sDAPLy8qBSqTBt2jS0aNGiUfNQ88BzN1WHBVMD4YeO9N2+fftQVlaGuLg4LFu2DAYGBoLkKCsrw86dO1FYWKi+LCeXy6FUKjF16lR+vkireO6m6vCSHBFVKS4uDsDjpU6EKpaAx1MRzJgxA7Nnz0ZxcTGys7MhlUqhVCrRvn17fPbZZ7xUR0QNjgUTET0lPz8fdnZ2AICuXbsKnOYxExMTzJo1C3PmzEFpaSlOnDiBlJQUvPPOO2jdujU2bNiAnJwcoWMSURPFgomInnLs2DGYmJggOzsbAwYMEDpOJRKJBDNmzEBwcDB++eUXeHl5wdvbG/b29ti7dy++//57TkdARFpnWJ8XK5VKiMWVa66wsDAcOnQIJiYmmDNnDlxdXesVkIga36NHj+Dq6oqysrKnPuO6wtDQELNmzcL06dOxc+dOZGRkwN7eHhYWFjh48CCKiorwwgsvwNnZWeioRNQEaDzoe+nSpfjhhx+QmpoKKysrAEBISAimTp2qXkzTzs4O165da5ZFEwcOkr7KycnBn3/+CWNjY7i7u6N3795CR6qV8vJyhISEICsrS31XXWlpKTIzMzF+/HiN18Gj5oXnbqqOxl8dT58+jSFDhqiLJQBYsWIFLC0tsW3bNnz22WfIycnB559/ro2cRNRIjhw5AmNjY2RmZqJXr15Cx6k1Q0NDTJ06FfPnzwcApKamQiKRqGcpnz59Om7evClwSiLSVxpfkktMTKw0L8vDhw9x7949rFy5Ei+//DIA4Pz58zh69Gj9UxJRo9m5cycePHiAWbNm6ezluGcxNDTE5MmToVQqcfz4cURHR6OiogI7duzA/v37sXLlSnTu3BnDhw/Xy5+PiISh8dmisLAQ5ubm6sdnz56FSCTCqFGj1Nt8fHyQlJRUv4RE1GhycnJw5MgR3LlzB2PGjBE6Tr2IxWKMHDkSv/76K65du4apU6di5MiR8PDwgFwux7fffovdu3ejvLxc6KhEpAc07mFydnbG/fv31Y+PHj0KCwsLdO/eXb1NLpdDIpHULyERNZq9e/dCoVDA19cXPj4+QsfRmq5du+L333/H3bt3cfToUdjb28PJyQkqlQo///wzTExMMHHiRFhaWgodlYh0lMYFU0BAAH7//Xd89913MDExwZ49ezBhwoRKE9w9ePCgWQ74JtJXKSkpmDVrFjp27Ch0lAbRoUMHdOjQAcnJydi7dy/MzMzU803t2rULMTExWLRoETw8PAROSkS6RuO75GJjY9GzZ0/I5XKoVCqYm5sjIiJC/a00Pz8fDg4OmD17Nr7//nuthtYHvNOC9E1SUhIuXLgAsViMTp06Nakepurk5eVh9+7dUCgUiIyMxPfffw+xWIwXXngBCxcuxODBgznOqZnhuZuqo3EPk5eXF6KiovDHH38AAMaNG1fpW1lMTAzmz5+Pl156qf4piajBHT9+HBYWFkhJScHkyZOFjtMoLC0t8eqrr6KiogKHDx9GdHQ0Tpw4gcuXL2Py5Mn47rvvYG1tjRdffLHSmE0ian64+G4trFmzBv/73//QsWNHREZG1uo1/JZC+uarr76Cs7MzcnNz8dprrwkdRzB37tzBrl274OXlpR6DmZ+fj+Li4qe+GFLTw3M3VafeBZNSqUR+fj4AoEWLFk2u+zopKQnt2rWDSCRCq1atWDBRk/TgwQNcvXoVANC9e3e0adNG4ETCS01Nxb59+yAWi9XzzZWXlyMlJQXdu3dHQEAARCKRsCFJ63jupupoVN1ERETg1Vdfhbe3NyQSCWxsbGBjYwNjY2N4e3tj3rx5CA8P13ZWQfznP/9B79690aNHD6GjEDWYkydPAgBkMhmLpf/P0dERCxYswOzZswE8fm8MDQ1hYWGBoUOHolOnTvj222+54C9RM1HnMUyLFy/Gd999px7o3aFDB3UVLpfL8fDhQ2zevBlbtmzBG2+8ga+++krbmRvNuXPnEBISguvXr+ONN94QOg5RgykuLoaVlRVatGghdBSdY2xsrB7TdfHiRdy4cQMSiQRRUVFYvHgxysvLoVKp0KtXL/Tt27fJ9bIT0WN1Kph+/PFHfPvttxgwYABWr16N/v37P3VyUCqVOH/+PJYvX45vv/0WHTp0UC9VoE8qKirwxhtv4NVXX0Xnzp1rbF9aWorS0lL1Y7lc3pDxiLQmLi4OV69eRe/evTFu3Dih4+i0vn37om/fvnjnnXfw22+/4ejRo3BxcQHwuAfqu+++g1QqxYQJEyotG0VE+q9OY5j8/PygVCpx7do1GBo+u9ZSKBTo1q0bDAwMcOPGjfrmbHQbNmzA+++/j5iYGNjb22PQoEHIzMysdgzTBx98gFWrVj21ndfBSdd9+umnePfddzF06FD89ddfQsfRK0qlEmfPnsX169fRsmVLGBsbA3jcY5ednY3+/fujZ8+eAqekuuAYJqpOnfqOo6OjMWbMmBqLJQAwMjLCmDFjEB0drXE4oWRlZWHFihVYvny5etXzmrz77rvIy8tT/0tMTGzglETaERwcDACYOnWqwEn0j1gsxuDBg/Hmm29i6NChyM3NRWZmJkxNTeHi4oJp06ahW7du+Pbbb5GZmSl0XCKqhzpdkjM3N0dKSkqt26ekpOjl3CX/+9//YGNjU6dxSxKJhMvAkN65efMmlEolJBIJXnjhBaHj6DVHR0e89tpr6kV/r1y5gsTERJSVleH69eu4desW2rdvj7Zt22LUqFG1+uJJRLqjTp/YwYMHY+fOnXjppZcwfPjwZ7Y9evQodu7cifHjx9crYGOLiYnBzz//jK+++goymUy9vaSkBAqFAvHx8ZBKpbCxsREwJZF2XLhwAf/73//w8OFD/k5ryZNFf0eOHImFCxdix44d+PXXX9GvXz+YmZmhuLgYW7ZsQUlJCQYNGgRfX1+hIxNRLdRpDFNMTAx69uyJ/Px8DBkyBMOGDYO3t7d6wcq8vDzExMTg+PHjOH36NCwtLREREQFvb+8G+wG07cyZMxg8ePAz2yxevLjGu/94HZx0nVKpxA8//AB7e3uUl5dzVv4GFhERgbCwMEilUlhYWKi3y2Qy9WzivEtReDx3U3XqPHFlVFQUFi5ciPPnzz/ewT8mbnuyu4EDB+L777/Xu/WoMjMzceHChae2/+9//0N+fj6+/vprtGnTpsY75/ihI10XERGBhIQElJWVYfTo0exhaiRFRUU4fPgwEhIS4OLiArFYjJCQEBw6dAjPP/+8ugffxMRE6KjNEs/dVJ06X0T38fHB2bNnERMTgzNnziAmJgZ5eXkAHq/L5O3tjYCAALRt21brYRuDnZ0dJkyY8NT2Jz1KVT1HpI8uXboEBwcHpKens1hqRGZmZpg0aRIA4OHDhzh27BgePXqE4uJi7Ny5Ew8fPkRmZiby8vLg6+uLQYMGwcDAQODURKTxqENvb2+9utRGRP9HqVTCyMgIAODm5iZwmuardevWWLBgAebPn4+rV69i+/btEIvFsLCwgIWFBbKysrBx40YoFAr069cP3bp1EzoyUbOlt4vvnj59GidPnkRoaCiSkpKQmZkJMzMz2Nvbo3PnzggICMDYsWPh6OgoSD5265IuO3fuHFJTU1FSUoIXXniBY2d0SFlZGU6cOIF79+7Bzs6u0qW5tLQ0lJWVYcqUKXB1dRUwZdPFczdVR68KpsLCQnzzzTfYuHEjEhIS1OOlTExMYGNjg+LiYuTl5UGpVAJ4PBfUuHHjsHTpUvTr169Rs/JDR7ps/fr1cHNzQ2JiIt566y2h41A18vPzceTIESQlJcHR0REJCQl47733ADyedXzGjBkYNmwY1//TIp67qToNVjDdv38fPj4+EIlEKC8vr/f+fvzxR6xatQppaWnw9fXF5MmT0adPH/To0aPSt2OVSoWYmBhERETg+PHj2L9/PwoLCzF+/HisX78erVu3rneW2uCHjnSVUqmEm5sbJBIJvvzyS72b+qO5Sk1NxcGDB/Hrr7/iwoULMDExwcaNG2FkZASZTAZzc3M899xz8PT0FDqqXuO5m6rToAVThw4dAEDd41MfRkZGmDZtGt5++2106tSp1q8rLi7G9u3b8cknn2DWrFlYsWJFvbPUBj90pKvOnTuHgIAAWFlZITU1lROu6qHk5GTs27cPCoUCzs7OlZ5j8VQ/PHdTdfTmklx0dHS97ryrqKjAo0eP2MNEzd6//vUv/PDDD5gzZw62bNkidByqp7i4OJw6dQoFBQWViqetW7ciLy8PEydOxPjx41k81RLP3VQdvZmbv77TFBgYGDRasUSkq8rKyuDj44OFCxfi+eefFzoOaYGnp6e6GPp78RQREYGsrCyEhobizz//xPjx4yESidC9e3f4+/tDLK7TUqJEzZ7e9DDpG35LIV10+PBhFBQUID8/HzNmzICxsbHQkaiBJCcn448//sC+ffvg7++Prl27qp/LyclBcXExOnTogMGDB/P34G947qbqaFQwJSYmIjMzEz4+PurxDyqVCsHBwbh+/TokEgkGDx6MIUOGaDXso0ePNHqdu7u7VnPUBj90pIu++OILuLq6Ijk5GUuXLhU6DjWS1NRUnDhxAunp6bC3t680bi0/Px8XLlzAuHHjMGLECL1cMF2beO6m6tSpYFIqlZg3bx5++eUXAICTkxP27t2Lzp07Y+jQoQgLC1Pf6i8SiTBp0iQEBwc/tXyKpsRicZ33pa279OqKHzrSNUVFRdi5cyfMzc1hY2ODoUOHCh2JBJCfn4+TJ08iLi4OVlZWiI+Px+rVqwEAxsbGeOedd+Du7o6+ffvq3dJW2sBzN1WnTmOYduzYgaCgILi7u6N///4IDQ3FSy+9hJkzZyIiIgKLFy/G4MGDkZ6ejs8//xwhISH48ccfsXDhQu0FNjRE3759uc4SUR0dP34c5ubmyM3NxcSJE4WOQwJp0aKFeoknhUKB0NBQFBYWYt++fcjIyICPjw/EYjEiIyNx5swZKBQKtGvXDoMGDeJ5l5q1OvUwDRgwAHFxcbh79y6kUilyc3Ph4+MDuVyOFStW4O2331a3zc3NRbt27dC6dWuEh4drJayLiwtSUlJgZWWFadOmYe7cuejevbtW9q1t/JZCuubJ5TiZTIYlS5YIHYd0jEqlQmRkJC5evIiioiI4ODjA0PD/vlMXFxfj/v378Pb2xqhRowRbRaGh8dxN1anTbRIxMTGYMGGC+pfIysoK48ePR3FxMV5++eVKba2srPD888/j7t27WgubmJiIgwcPYvDgwdi0aRN69eqFrl274ttvv0V2drbWjkPU1OTn58POzg4AuB4ZVUkkEqFz586YP38+li5diuHDhwMAkpKSIJfLYWpqirCwMMydOxdOTk4YOnQovv32Wxw7dgzFxcUCpydqeHW6JFdQUPBUxW1paQngcYH0T9bW1igpKdE83T+IxWKMGTMGY8aMQWZmJrZt24agoCAsXrwYb7/9Np5//nnMnTsXI0aM0NoxiZqCo0eP4uDBg+jSpQsmTZokdBzSA3Z2dpg8eTKAx/PYhYWFYfDgwSgoKMCVK1cgkUjg4OCAvLw8hISEICMjA1KpFD169ICvry+nLaAmp06/0R4eHrh161albU8e37x586n2169fh729fT3iVc/Ozg5vvvkmbt++jbCwMMycORPHjh3D6NGj4eHhgWvXrjXIcYn00c6dOxESEoLCwkL+IaM6MzAwQP/+/bFixQpcvnwZKSkpeOmll9S9TxKJBK6urpBKpYiOjsbGjRuxePFi7N69m73/1GTUaQzT4sWLsWHDBnz11VcYNWoUDh8+jKVLl2LEiBHIzMzEoUOH1AXS5s2bMW/ePEyePBnBwcEN9gP83cmTJzF79mzIZDLs3btX0In5eB2cdEV+fj5atmyJkpISXL9+HX5+fkJHoiZEqVTiypUruH79OgoLC9GyZUsAwNy5c6FQKCASifDqq6+iU6dO8PT0RP/+/au8IqEreO6m6tSpYEpJSYGvr2+lbwxt27bFxYsX0bdvXyQmJqJDhw7IzMzEo0ePYGhoiIsXLzbowOz09HRs3boVQUFBuH//PoyNjTFhwgSsXbtWkPmXnuCHjnTFjh078PXXX6OwsBC3b9/W2jQfRFXJz8/HuXPncOrUKRw/fhyRkZH49NNP1SstlJeXIz09HYaGhvD29kb//v11au4nnrupOnWeuPLhw4dYt24dHj58iE6dOmHZsmVo2bIlHjx4gFmzZuHixYsAgHbt2uHLL7/EyJEjtR66oqICBw8eRFBQEI4ePQqFQgE/Pz/MnTsX06dPh7W1tdaPWVf80JGueHJ3XHp6Ol5//XWh41AzI5PJcObMGaSmpsLMzAw2NjaVnk9LS8O+ffvUkx336NFD0JnHee6m6mh9aZSCggKUlZU99aHQhqioKGzZsgW//fYb0tPTYW1tjenTp2Pu3Lk6d5mBHzrSBWlpaTh58qT62/zfl8cgEsK9e/dw6dIlZGZmokWLFrh58yY2bNgA4PGdehs2bEBJSQmMjIzQpk0b9O3bV31zUWPguZuqo/XFdy0sLLS9S7VOnTrBwMAAzz33HObOnYsXXngBRkZGDXY8In137NgxmJiYIC0tTX3HE5GQ2rdvj/bt2wN4PP7p7t276NixI06dOoV79+7B1tZW3TY/Px+HDx9Geno6AMDNzQ0DBw5UT5FB1Jj0avFdsVgMAwODOhVJIpEIhYWFDZiqavyWQrrgyeW4rKwsrc64T9QQKioqcOPGDdy6dQvZ2dmwsLCoNMRiz5492LlzJzp06IBBgwahf//+6NGjB9q2bau1DDx3U3W03sP0d2vXrsWxY8dw6tQprezP3d2dA1aJaikpKQnOzs4AgEGDBgkbhqgWDAwM0L1790o3CkVHR+PKlStITU1FTk4OAODu3bswNTXFoEGDcOPGDZw+fRoFBQWwsrJChw4d0L1790oLDBNpQ4P2MM2ZMwfbtm1DRUVFQx1CZ/FbCglty5YtsLCwQEpKChYvXix0HCKtyMzMxIULF3D79m1IpVK0bNkSBgYGldqUlZXh2LFjcHR0RO/eveHv7w9XV9da7Z/nbqpOg/YwEZFwEhIS0LFjR5iZmQkdhUhr7OzsMGHCBPUCwrm5uQgLC0NcXBxKS0thbW0Nc3NznDp1CjKZDAAwatQoTJgwAfn5+WjRogXatGkDf3//Bh1zS01PnXqYPvzwwzrtfO/evbh16xZ7mPgthRpZUlIS3Nzc4OzsjNDQULRq1UroSESNoqKiApGRkbhx4wbCw8MRHh6OgIAA9O3bt1K78vJyZGZmoqKiAnZ2duqxUIWFhTx3U5Xq1MP0wQcfQCQSoS5X8RpyzJFKpcL+/ftx8+ZNyGQyKBSKKo+/efPmBstApIt27doFAGjTpg2LJWpWDAwM0KVLF3Tp0gWzZs0C8LgX6vLly3jw4AEKCwshlUphaWkJR0dHVFRUYPbs2SgrK4O5uTleeuklgX8C0lV1KpjMzMzg4uJS656mH374AefPn9coWE1iY2MxduxYxMTEPLOAY8FEzdEff/wBAJg6darASYiEZ2VlhWHDhmHYsGEAHk9n8ODBA1y/fh1JSUno2bOnemkXBwcHgdOSrqpTweTn54c7d+5gypQptWp/9OjRBiuYFi1ahOjoaCxcuBDTpk2Dk5MTDA05JIvo7t27WLhwIfz9/TFx4kSh4xDpHLFYDG9vb3h7ewMAli1bhoqKCty7d0+9WgXRP9WpwujWrRvCwsLw4MEDtGnTpqEy1cr58+fx/PPPq2eIJaLHzpw5A1tbW7i5ufHbMlEtGRgYoGPHjnBzc8Nrr70mdBzSQXUqmIYPH47bt28jNTW1VgXThAkTGmz8RIsWLeDl5dUg+ybSZ+Xl5QBQacZkIiKqH72a6fvvXn75ZcTFxels9ynvkiMhXL9+HTExMSgvL8fQoUPRsmVLoSMR6RWeu6k64sY+4KNHj3Du3Ll672fdunWQyWRYtmwZSkpKtJCMSP89+QKRmprKYomISIsafZR0UFAQPvzww3rPzeTk5IRjx46hT58++Pnnn+Ht7V3ltwGRSISTJ0/W61hE+kCpVKqn8XB0dBQ4DRFR06K3t5Vdv34dw4YNQ25uLgDg2rVrVbbj2nPUXFy6dAl2dnYoKyvD6NGjhY5DRNSkNPolOW1ZsmQJcnNzsXbtWjx69AgKhQJKpfKpf81xlnFqng4dOoRt27bhwYMHsLGxEToOEVGTorc9TFevXsWUKVOwbNkyoaMQCU6lUmH79u2Ij4/H7NmzhY5DRNTk6G0Pk1Qq5RwzRP/fpUuXEB8fDwsLC16OIyJqAHrbwzR+/HicOnUKSqUSYrHe1n1EWnHq1CkEBASgVatWMDMzEzoOEVGTo7eVxtq1ayGRSDB9+nQkJycLHYdIMOXl5bCzs8O//vUvTJgwQeg4RERNkt72MPn5+aGsrAxXrlzBrl27YG1tXe20Ag8ePBAgIVHjOH36NCwtLVFYWIhx48YJHYeIqEnS24JJqVTCyMgI7u7u6m1VTVqupxOZE9VaZGQkXFxckJOTA1NTU6HjEBE1SY1eMFlaWlYqcjQVHx9f/zBEeq6srEzds9q+fXuB0xARNV0aj2Fau3Yt0tPT6/y6JUuW4OHDh5oeloj+5q+//kKLFi2Qn5+PoUOHCh2HiKjJ0rhgevfdd+Hm5oZJkybh2LFj2sxERLV0//59AI8XDDU2NhY4DRFR06VxwbRp0yZ069YNe/bswejRo9GqVSusXr0aSUlJ2syntmDBgnrdDRccHIzt27drMRGRsEpLS5GRkQGlUonOnTsLHYeIqEnTuGCaO3cuwsLCEBkZiX//+98oLCzEypUr0bp1a4wbNw4HDhyAUqnUWtCDBw/Cy8sLc+bMwenTp2v1GplMhs8//xw+Pj6YPn06iouLa3zN5cuX8frrr6Njx44wNzeHu7s7Jk+ejOjo6Pr+CERadezYMXz66af48MMPMXjwYKHjEBE1aSKVlm4jUygU2LNnDzZt2oRTp04BeLxi+pw5czB37lx4enrWa//FxcX47LPPsH79ehQWFsLGxga9evVC9+7d4eDgACsrK5SUlCA7Oxv3799HREQE7t69C6VSif79+2PdunXw9/ev8TiTJk1CaGgoAgMD4evri9TUVHz33XcoKChAeHg4OnXqVKu8crkclpaWyMvLq3K6A6L6mj59Onbs2IGlS5fiiy++EDoOUZPAczdVR2sF09+FhYUhMDAQMpkMACAWizF8+HCsXLmyVkXLs+Tn52Pbtm0ICgrCjRs31L1YIpEIwP9NI2BjY4Px48djwYIF6NmzZ633f/HiRfTo0aPSeJCYmBh07twZkyZNwm+//Var/fBDRw0pPz8f7dq1Q0pKCiIiItCrVy+hIxE1CTx3U3W0VjCpVCocOXIEGzduxOHDh6FQKODh4YEZM2bg2rVrOHLkCEQiEbZs2YKZM2dq45DIzc1FWFgYkpKSkJWVBVNTU9jb26Nz585aH9PRvXt3AI8X/a0NfuioIe3atQtKpRLXrl3D2rVr1V8YiKh+eO6m6tR7HqZHjx5h8+bNCAoKQnJyMsRiMcaMGYP58+dj5MiR6hN5VFQUxo4diw8//FBrBZOVlRVGjRqllX09i0qlQlpaGjp27NjgxyKqjcTERLi5ucHNzY3FEhFRI9B40HdISAhGjhwJT09PrF69GiqVCitWrEB8fDz27duHUaNGVTqR+/j4YMaMGUhISNBK8Ma0fft2JCcnY8qUKdW2KS0thVwur/SPqCFkZ2fDwcEBAHgpjoiokWjcwzR58mSIxWKMGDECCxYswJgxYyAWP7v+at++Pfr376/pIQVx7949LFq0CH369MGsWbOqbffJJ59g1apVjZiMmqujR4/C2NgYGRkZmDRpktBxiIiaBY3HMC1fvhzz5s3TyjInuio1NRX9+vWDQqFAeHg4nJ2dq21bWlqK0tJS9WO5XA43NzdeByet++KLL+Dq6oqMjAwsWrRI6DhETQrHMFF1NO5hWr16tTZz6Jy8vDyMGjUKubm5OH/+/DOLJQCQSCSQSCSNlI6aq9TUVDg6OgIA+vXrJ3AaIqLmQ+MxTE1ZSUkJxo0bh+joaBw6dAg+Pj5CRyIC8HiySkNDQ6SlpcHPz0/oOEREzUa9CqbExETMnz8fbdq0gampKQwMDJ76Z2hY7xvxGlVFRQWmTJmCsLAw7N69G3369BE6EpHarl278NNPPwkdg4io2dG4momLi4O/vz9ycnLQsWNHlJaWwsPDAyYmJoiLi4NCoUCXLl1gZWWlxbgN76233sKBAwcwbtw4ZGdnPzVR5csvvyxQMmru0tLScPToUSiVSmzatEnoOEREzYrGBdOqVauQl5eHkydPIiAgAGKxGHPmzMGKFSuQkpKChQsXIioqCidOnNBmXqxZswaFhYVYtWoVjIyMqmxTVlaGDz74AFKpFP/973/rtP8bN24AeLx23cGDB596ngUTCSUkJARKpRL+/v5o3bq10HGIiJoVjS/JnThxAqNHj0ZAQIB625Mb7pycnLBz504AwHvvvVfPiJWPuWLFCtja2lZbLAGAsbEx7Ozs8P7779d6od4nzpw5A5VKVe0/IqGkpKRg5MiRmDZtmtBRiIiaHY0LpszMTLRv31792NDQEEVFRerHEokEw4YNw6FDh+qX8G+2bdsGa2trvP766zW2XbRoEWxsbBAUFKS14xMJJTY2Fr6+vpg1axbGjRsndBwiomZH44LJzs4OhYWFlR7Hx8dXamNoaIjc3FxND/GUixcvYujQobW6fV8ikWDo0KEIDQ3V2vGJhHLq1CkAj3uZPD09BU5DRNT8aFwweXt748GDB+rHvXr1wrFjxxAXFwcAyMjIQEhICNq0aVP/lP+fTCar0x+L1q1bIyUlRWvHJxJKSUkJAMDS0lLgJEREzZPGBdOoUaNw+vRpdQ/SkiVLkJ+fD19fX/Ts2RNt27ZFamoq3njjDW1lhVgshkKhqHV7hUJR43ItRLouKioKjo6OUCqVGD58uNBxiIiaJY2riYULF+LMmTMwMDAAAAwaNAjBwcHw8PBAZGQkHBwc8M0332DevHlaC+vs7IzIyMhat4+MjISLi4vWjk8khLNnzwJ4fDnO1dVV4DRERM2TxtMKSKVS+Pv7V9oWGBiIwMDAeoeqzoABA/Dbb78hPj4erVq1embb+Ph4nDp1CjNnzmywPESNoby8HABga2srcBIiouZLr65XLVq0CAqFApMmTUJmZma17bKyshAYGIjy8nIsXLiwERMSaVdkZCQePXqE4uJijBw5Uug4RETNll4VTN26dcOSJUtw7do1+Pj4YMWKFTh9+jRiYmIQExODM2fOYPny5fDx8cHVq1exdOlSdOvWTejYRBrbvXs3Pv/8c+zbtw8tW7YUOg4RUbMlUtVyNkaxWAyRSFT3A4hE6ksK2qBSqfD+++9j3bp1UCqVVT5vYGCAt99+Gx999JFGmbVBLpfD0tISeXl5kEqlgmQg/aZSqdC+fXtER0dj+/bteOmll4SORNTk8dxN1an1GKaBAwcKVnz8nUgkwscff4xXXnkFQUFBuHjxIlJTUwEAjo6O6NevH2bPnq3V6QyIhHDlyhXk5ubC1NQUzz//vNBxiIiatVr3MFHd8FsK1dc333wDR0dH3Lt3DytWrBA6DlGzwHM3VUevxjARNRdKpVI9o72Pj4/AaYiISONpBf4uKioK9+7dQ2FhIWbMmKGNXRI1a+fPn4e1tTVKSkrw4osvCh2HiKjZq1cP0+XLl+Hn54fOnTsjMDAQs2fPVj937tw5mJmZ4cCBA/XNSNTsXL9+HcDjRa4tLCwETkNERBoXTHfu3MGQIUPw8OFDLF26FKNGjar0/IABA2BnZ4fdu3fXOyRRc1JeXg5zc3MA4M0LREQ6QuOCaeXKlQCAq1ev4vPPP0fPnj0rPS8SidCnTx9cvny5fgmJmplTp07B0tIShYWFGDFihNBxiIgI9SiYzp49i4kTJ8LLy6vaNu7u7khJSdH0EETN0pP1EnNycmBiYiJwGiIiAupRMOXn59c483BxcTEqKio0PQRRs6NQKLB+/Xp8+eWXvDuOiEiHaHyXnJubG27fvv3MNteuXeMYDKI6OHXqFGQyGcrLyzF06FCh4xAR0f+ncQ/T2LFjcfz4cZw4caLK53ft2oXw8HBMmDBB00MQNTvBwcEAgMDAQBgaamXWDyIi0gKNz8jvvfceQkJCMHr0aMyaNUu9PMn333+PsLAw/P7772jVqhXefPNNrYUlasqKiorQtm1bvPjii5g8ebLQcYiI6G/qtTRKXFwcZsyYgbCwsKee8/f3VxdNzRGn16e62rt3LxQKBXJzc/HKK6/AwMBA6EhEzQ7P3VSdevX5e3p6IjQ0FDdu3EB4eDiys7MhlUrh7+//1DQDRPRscXFxcHNzQ3FxMYslIiIdo5VBEn5+fvDz89PGroiapby8PPVdp927dxc4DRER/VOtC6a5c+dqdACRSITNmzdr9Fqi5uLYsWOQSCTIzs7GpEmThI5DRET/UOuC6Zdffqlyu0gkQlXDoJ5sZ8FEVLPExES4ublBoVBALK7XEo9ERNQAal0wPXz4sNJjpVKJxYsXIzw8HIsXL8aAAQPg4OCAtLQ0nDt3Dt988w369OmDL7/8UuuhiZqSrKwsODg4AHh8swQREemeWhdMHh4elR5/+umniIiIwM2bN+Hk5KTe3q5dOwwcOBBz5sxB165dERISgrffflt7iYmamMOHDyMiIgKenp68HEdEpKM07vvfvHkzJk+eXKlY+jsXFxdMnjwZGzdu1DgcUXMQHByMDRs2oKCggJfjiIh0lMZn56SkpBoXBjUxMUFSUpKmhyBq8rKysnD8+HEAwJQpUwROQ0RE1dG4YHJ1dcXevXtRUlJS5fNFRUXYu3cvXF1dNQ5H1NTt378fLi4u8PPzQ7t27YSOQ0RE1dC4YHr11VcRFxeHfv36Yf/+/cjKygLw+Bvzvn370L9/f8THx2PevHlaC0vU1OTm5uKzzz7j54SISMdpPHHlsmXLEB0djaCgILz44osAALFYDKVSCQBQqVSYM2cOli1bpp2kRE3Mo0eP4OzsDAB47rnnBE5DRETPonHBJBaLsXnzZsycORNbt27FrVu3kJeXB0tLS3Tp0gUzZszAoEGDtBiVqGn566+/0KJFC6SkpHCxXSIiHVfvpVECAgIQEBCgjSxEzUp+fj5atGgBMzMzoaMQEVENeA8zkQBiY2Ph7OwMpVKJoUOHCh2HiIhqwIKJSACnTp0CAKSkpKB169YCpyEiopqwYCISQF5eHgDAyspK2CBERFQr9R7DRER1Exsbi3fffRddunTBwYMHhY5DRES1wB4moka2c+dOVFRUwM7OTj2tABER6TYWTESNLDg4GAAwdepUgZMQEVFt8ZIcUSO6evUqFixYgNDQULzwwgtCxyEiolpiDxNRIwoLC4O9vT26d+/OAd9ERHqEBVMVSktL8c4778DZ2Rmmpqbw9/fHX3/9JXQs0nNKpRJi8eOPnIuLi8BpiIioLlgwVWH27Nn44osvMH36dHz99dcwMDDA6NGjceHCBaGjkR4LDw+HnZ0dSktLMXLkSKHjEBFRHbBg+odLly4hODgYn3zyCdatW4fXXnsNp06dgoeHB95++22h45Eeu3z5MgAgPT2dl+OIiPQMC6Z/CAkJgYGBAV577TX1NhMTE7zyyisICwtDYmKigOlIXymVSpiYmAAAPDw8BE5DRER1xYLpH65fv462bdtCKpVW2t6rVy8AwI0bNwRIRfru3LlzsLa2RnFxMS/HERHpIU4r8A8pKSlwcnJ6avuTbTKZrMrXlZaWorS0VP1YLpcDAH755ReYmppW+ZrPP/9c3W7UqFHo06dPtbm++eYbZGZmAgCGDh2KgQMHVtv2xx9/VOccOHDgMxd33bx5MxISEgAAvXv3xujRo6ttu23bNsTGxgIAunfvjvHjx1fbNjg4GFFRUQAAX19fTJo0qdq2f/zxB27evAkAaN++PV566aVq2x44cABXrlwBALRp0wazZs2qtu3Ro0dx8eJFAICbmxvmzZtXbduTJ0/i7NmzAAAHBwcsWrSo2rbnz59X3wRgY2ODJUuWVNs2PDwchw8fhoWFBQYMGIC2bdvCwsKi2vZERKSbWDD9Q3FxMSQSyVPbn1xOKS4urvJ1n3zyCVatWvXUdqlUCjMzsypfk5mZiezsbABAeXk5LC0tq82VlZWF1NRUAIBCoXhm25ycHHXbsrKyZ7bNzc1Vty0pKXlm2/z8fHXb4uLiZ7YtKChQt/X09Hxm28LCQnVbFxeXZ7YtKSlRt7W3t39m29LSUnXbFi1aPLOtQqFQtzU2Nn5m2/LycnVblUr1zLZKpVLdNjY2Vl2UERGRfhGpVCqV0CF0SadOneDg4ICTJ09W2h4VFYWOHTvixx9/xPz58596XVU9TG5ubjh58iTMzc2rPJZEIoFIJALw+A92RUVFtbmMjY3Vt6SXl5ejvLy80dsaGRnBwMAAAFBRUQGFQiFoW6VSibKysmrbGhoawtDQUNC2BgYGMDIyAvC4N8rNza3atkQkPLlcDktLS+Tl5T01NIOaN/Yw/YOTkxOSk5Of2p6SkgIA1a79JZFIquyZ6tGjBz90REREeo6Dvv/Bz88P0dHR6rFFT0RERKifJyIiouaFBdM/TJo0CRUVFfj555/V20pLSxEUFAR/f39eUiEiImqGeEnuH/z9/REYGIh3330X6enp8PLywtatWxEfH4/NmzcLHY+IiIgEwIKpCtu2bcPy5cvx66+/IicnB76+vjh06NAzb+UnIiKipot3yTWQvLw8WFlZITExkYO+iYj0xJM7nHNzc585ZQg1P+xhaiBZWVkAwDFPRER6KCsriwUTVcKCqYHY2NgAAB49esQP3TM8+TbHnrjq8T2qGd+j2uH7VLO8vDy4u7urz+FET7BgaiBPJoO0tLTkiakWpFIp36ca8D2qGd+j2uH7VLMn53CiJ/gbQURERFQDFkxERERENWDB1EAkEglWrlxZ5XIp9H/4PtWM71HN+B7VDt+nmvE9oupwWgEiIiKiGrCHiYiIiKgGLJiIiIiIasCCiYiIiKgGLJiIiIiIasCCiYiIiKgGLJiIiIiIasCCiYiIiKgGLJiIiIiIasCCiYiIiKgGLJiIiIiIasCCiYiIiKgGhkIHaKqUSiVkMhlatGgBkUgkdBwiIqoFlUqF/Px8ODs7QyxmnwL9HxZMDUQmk8HNzU3oGEREpIHExES4uroKHYN0CAumBtKiRQsAjz90UqlU4DRERFQbcrkcbm5u6nM40RMsmBrIk8twUqmUBRMRkZ7hUAr6J16gJSIiIqoBCyYiIiKiGrBgIiIiIqoBCyZqUDKZDMHBwcjOzhY6ChERkcZYMFGDCg4ORklJCfr06YPffvsNKpVK6EhERER1xoKJGoxMJoOrqyvMzMwgl8sxY8YMBAQE4MqVK0JHIyIiqhMWTNRgjh8/DgBISUnBv//9b3XhFBMTg6+++goZGRkCJyQiIqodFkzUYHJycgAAEokE7777Lu7evYuJEyfCwMAAzs7O2L9/P3799VdUVFQInJSIiOjZWDBRg0hISICTkxMAYPDgwQAAd3d3LF++HBYWFsjIyIBUKoVEIsF3332Hs2fPChmXiIjomVgwUYP466+/IBaLIZPJ0K5du0rPjR49Gq+88gpycnJQUlICJycnpKWlYc2aNUhMTBQoMRERUfVYMFGDKCgoAABYWFhU+byJiQnmz5+PgIAAJCUlQalUYv/+/WjXrh1WrVqFoqKixoxLRET0TCyYSOsSEhLw5ZdfYu/evRg2bNgz23p4eODNN9+Eh4cHJBIJiouL8cEHH2DatGnYsWMHxzcREZFOYMFEWrdr1y48evQIqamp8PDwqNVr+vTpg3PnzmHXrl1o3749nn/+eRgaGuK7777DyZMnGzgxERHRs7FgIq0LDg4GAEydOrVOrxOJRAgMDMSVK1dQVlamHt+UlZWF9evX4/r16w0Rl4iIqEYsmEirbt++jX79+qF79+6YOHGiRvswNzfHwoULMWjQICQnJ6OiogJubm64f/8+vvzySyQkJGg5NRER0bOxYCKtOn/+PPr374+XXnoJdnZ29dqXu7s7li5dig4dOiAxMRFisRhOTk4YPnw4VqxYgfz8fC2lJiIiejYWTKRVSqUSANCyZUut7dPPzw9vvfUWbG1tERoaiujoaKxevRpt2rTBDz/8wDvqiIiowbFgIq25cuUKWrZsCYVCgZEjR2p9/8899xy++eYbhISEwNvbGwYGBrCyssKvv/6Kbdu2oaysTOvHJCIiAlgwkRaFhYUBAFJTU+t9Oa46IpEIEydOxJ07d7BmzRrk5+fD2toaJiYm2LRpE3bu3MmpCIiISOtYMJFWKJVKGBoaAgBcXFwa/HhGRkaYO3cuXnrpJeTm5iI/Px92dnYQiUT4/vvvsX//fvXlQSIiovpiwURaERYWBltbW5SWlmLUqFGNdlwLCwu89tprePHFF5GZmYmioiI4ODggKysLAQEBOHz4MFQqVaPlISKipokFE2nFyZMnkZCQgPT0dFhaWjb68a2trfGvf/0LI0eORGpqKv78809cuHABY8aMQa9evbBv3z72OBERkcYMhQ5A+k+pVGLTpk1ITEzEH3/8IWgWR0dH/Pvf/8aUKVPg6emJ77//HuXl5SgrK8N3330HV1dXTJgwAWIxvysQEVHtiVS8XtEg5HI5LC0tkZeXB6lUKnScBhUaGor+/fujRYsWSE9Ph4mJidCR1NLT07F161Y4ODioc6WlpcHJyQkvvPACDAwMBE5IRLqkOZ27qW74NZvq7eDBg5BIJHjhhRd0qlgCHs8HtWzZMgwdOhRpaWkoKSmBg4MDlEolvv/+e+zatYt31RERUY1YMFG9KBQKeHl54eeff0ZgYKDQcarl7OyMN954A8OHD0d6ejqKi4vh4OCAxMREdOnSBTt27EB5ebnQMYmISEexYKJ6OXnyJKRSKcrLyzFs2DCh49TI0dERr7/+OkaNGoWMjAwcPHgQd+7cwfTp0+Hj44NNmzYhLy9P6JhERKRjWDBRvURFRQEAcnNzIZFIBE5Tey1btsSiRYuwb98+fPTRR7C3t4eXlxekUin++OMPbNiwATKZTOiYRESkIzjou4E0h4GDJSUl2LFjBywsLCCVShtkOZTGUlxcjN9//x2lpaWwtbUFAJSWliIrKwsjR45E+/btBU5IRI2hOZy7STMsmBpIc/jQHThwACUlJZDL5Zg9e7Z6pm99Vl5ejj179iAlJQVOTk4AgIqKCshkMgwZMgRdu3YVOCERNaTmcO4mzfCSHGksNjYWAFBQUNAkiiUAMDQ0xOTJk/HGG29AKpUiKSkJBgYGSE5ORrdu3TBixAgcP36ck2ASETUzWi+YVCoVYmJikJiYqO1dkw4pKiqCjY0NAMDX11fgNNonFosxcuRIvPnmm3B3d0dBQQHEYjGOHz+OmTNn4vvvv0dQUBAHiBMRNRMaF0x79uzBzJkzkZOTo94WHx8PX19ftG/fHq1atcLUqVM5x00TdezYMbz99tvYt28fAgIChI7ToHr37o2ff/4ZsbGx+Pe//40xY8agZcuWMDc3x549e/DNN98gJiZG6JhERNSANL6O8sMPPyAtLQ3W1tbqbUuXLsWdO3cwZMgQZGVlYffu3Xjuuecwb948rYQl3REcHIyMjAy4uLg0m9myW7duja+//hrZ2dn4448/UF5eDltbW5ibm+Pq1as4cOAA/Pz8MHjwYC69QkTUxGh8Vo+KikKvXr3Uj/Pz8/Hnn39iypQpOHHiBC5duoQOHTpgy5YtWgkqpDVr1kAkEqFTp05CR9EJBQUFOHjwIABg6tSpAqdpfDY2Npg3bx7mzZsHY2NjJCUlQSwWw83NDQkJCejTpw+2bduG0tJSoaMSEZGWaFwwZWdnw9HRUf34woULKC8vx7Rp0wAARkZGGDZsGB48eFD/lAJKSkrCxx9/DHNzc6Gj6IyDBw/i9ddfx5gxY9CtWzeh4wjG0NAQEyZMwJtvvglPT08kJSWpvyzMmjUL7u7u+Prrr3m5joioCdD4kpxUKkVWVpb68enTpyEWizFgwAD1NiMjIxQWFtYvocD+85//oHfv3qioqEBmZqbQcXSCTCZDjx494ObmBpFIJHQcndCjRw/06NEDWVlZ8PX1xYYNG2BlZQUnJydcvXoVBw8eRJs2bTBmzJgmc0chEVFzonEPU/v27XHw4EFkZWUhNzcXO3bsQPfu3SuNaUpISICDg4NWggrh3LlzCAkJwVdffSV0FJ2RkZGh7lns06ePwGl0j62tLf773/8iLi4OK1asUF+uc3V1RWlpKTZv3ozvv/8eCQkJQkclIqI60Lhg+ve//w2ZTAZXV1e4u7sjJSUFCxcurNQmPDwcXbp0qXdIIVRUVOCNN97Aq6++is6dO9fYvrS0FHK5vNK/pujo0aMwMjJCeno6evToIXQcnWVkZITAwEC8+eabaN++PVJSUlBQUABra2vY2dkhNDQUc+fOxYkTJzinExGRHtC4YJo4cSI2bNiAjh07om3btli7di1mz56tfv7s2bOQy+V6u1zGjz/+iISEBKxevbpW7T/55BNYWlqq/7m5uTVwQmFkZGQAAO8CqwNfX18sXrwYU6ZMQXl5OWQyGdLS0hAUFIRhw4ahXbt2+Pbbb5GcnCx0VCIiqgaXRqlCVlYW2rZti/feew9vvfUWAGDQoEHIzMxEZGRkla8pLS2tdFeUXC6Hm5tbk5pePzk5GefOnYOBgQE6dOhQq543qtrNmzexadMmbNu2DSUlJfjhhx9gYmKC1NRUeHp6YvTo0TA2NhY6JlGzw6VRqDosmKqwcOFCnDhxAnfu3FH/0aqpYPqnpvihCwoKgrm5OVJSUrB48WKh4zQJhYWF2LlzJ/Lz89Vr1wGPf38KCwsxYMCAZn0nIlFja4rnbtIOjW/XuXDhAs6ePYuYmBj18hCWlpbw9vZGQEAA+vfvr7WQjSkmJgY///wzvvrqK8hkMvX2kpISKBQKxMfHQyqVqpcFaU7OnTsHT09PtGzZUugoTYa5uTnmzp0LALhy5QpCQ0NhYWEBqVQKqVSK2NhY/Pzzz+jatSumTp0KS0tLgRMTETVPde5hCgsLw7x583D37l1U91KRSAQfHx9s3LgRvXv31krQxnLmzBkMHjz4mW0WL15c451zTe1bypMB/iqVCg8fPkSrVq2EjtRklZaW4s8//8TDhw/h5OSEt956C6mpqTAxMcHcuXMxbtw4DBs2rNnMsE7UmJrauZu0p049TNevX8eQIUMAALNmzcKIESPg7e2t/qWSy+WIiYnB0aNHERwcjCFDhiAsLEyv7pTr1KkT9u7d+9T2//3vf8jPz8fXX3+NNm3aCJBMWLt374ZKpULfvn1ZLDUwiUSCF198EcDjiVP/85//YMuWLYiKioKJiQnkcjk2b96MkpIS9O7dGz179uR8WEREDaxOPUzjxo3D+fPnce7cuRpXqL9x4wYCAgIQEBCAAwcO1Duo0Jr7GKYZM2Zg3759+Pjjj/HGG28IHafZUalUuHTpEi5cuABbW1uYmZmpn0tPT4ehoSGee+45eHt7C5iSSP81tXM3aU+dephCQ0MxderUGoslAPDz88OUKVMQEhKicTjSDffv38e4ceMwYsQIBAQECB2nWRKJRPD394e/vz8KCwtx5MgRJCQkwNHRUT2mLCQkBEeOHMH06dMRGBjYLMfZERE1lDoVTGVlZWjRokWt20ulUpSVldU5VG2cPn0aJ0+eRGhoKJKSkpCZmQkzMzPY29ujc+fOCAgIwNixYyutd1cfZ86c0cp+9NHp06dhY2OD9PT0Jju/lD4xNzfHpEmTADzuXTpy5Aiys7Nx4cIFnD9/HufPn8fbb7+N5cuXw93dHaNGjarT55aIiJ5Wp0ty/v7+yMjIwK1bt2BhYfHMtnK5HF26dEHLli0RERFR76DA41uwv/nmG2zcuBEJCQnqQecmJiawsbFBcXEx8vLy1DMnGxkZYdy4cVi6dCn69eunlQy11ZS6db/55hs4OjqiqKio0uSkpFsSExMRHByM7du3w8rKCv/6178APL7DMyMjAx4eHhgxYgSLJ6JnaErnbtKuOhVM27dvx4wZM9C+fXu8//77GDZs2FO3mKenp+P48eNYs2YNoqOj8dtvv2HatGn1Dvrjjz9i1apVSEtLg6+vLyZPnow+ffqgR48elf4AqFQqxMTEICIiAsePH8f+/ftRWFiI8ePHY/369WjdunW9s9RGU/nQ3bx5E/fv30d5eTkGDRoEZ2dnoSNRLVy7dg2hoaEwMjKqdGmupKQEmZmZcHd3x+jRoyuNhSKipnPuJu2r87QCa9aswapVq1BRUQEAsLCwUM8Nk5eXh4KCAgCAgYEBPvjgA7z33ntaCWpkZIRp06bh7bffRqdOnWr9uuLiYmzfvh2ffPIJZs2ahRUrVmglT02ayoduw4YNsLe3R1JSEt58802h41AdKZVKXLx4EVevXoVEIoGNjQ2USiUWLlwIhUKBsWPHYtKkSex5Ivr/msq5m7RPo5m+Y2NjsWXLlmdOXDlnzhyt3rETHR2Ntm3bavz6iooKPHr0iD1MdaBUKvHDDz/A3t4eZWVlePnll4WORPXwpHgKCwvDhg0bkJCQAAB4//330a5dO/UYtaFDh3LAODVbTeHcTQ2DS6M0kKbwobt69Sqio6NRUVGBkSNHws7OTuhIpCUqlQpXrlzB7t270apVq0r/twqFAmlpabCxscHgwYPh4eEhYFKixtUUzt3UMLjkPFVrz549WLBgAS5evMhiqYkRiUTo2bMnPvvsMyxYsADOzs5ITU1FZmYmjIyM4OrqCjMzM/z000/o27cv1q5di/v37wsdm4hIMHrVw/To0SONXufu7q7lJDXT928pKpUKXl5eiIuLQ3BwMKZMmSJ0JGoESqUSN2/eRHh4OMrKynDo0CGcOHECAGBjY4NVq1ZBqVTCz88P/fr14/Is1OTo+7mbGk6DFUypqal47733IBKJsHnzZq3sUywW13kJCJFIhPLycq0cvy70/UN3+fJl9OrVC2ZmZkhPT4e5ubnQkUgASUlJOHjwIPbt2wcDA4NK00rI5XLI5XK4ublh8ODB7IWkJkHfz93UcBqsYLp//z46dOgAkUikvqOuvsRiMYyMjNC3b1+YmJjU+nVHjhzRyvHrQt8/dF9//TWys7ORnZ2Nb7/9Vug4pAMyMzNx4sQJJCcnw87ODqampurnysvL8eeff6Jr164YM2YM2rdvz/XtSC/p+7mbGk6dZvquCycnJwQFBWl9nykpKbh58yamTZuGuXPnonv37lo9Bj2+o9DU1BQdO3aEoWGD/YqQnrGzs8PUqVMBPJ7P6cyZM7h//z6MjIxgbW2NvXv3YseOHVi2bBmmTp0Kf39/eHl5YfDgweyhJCK9p1djmJRKJY4cOYItW7bg0KFDKC8vh6+vL+bOnYvp06fr1K3Q+vwt5eTJk8jKykJRURECAwP5x45qFBUVhRMnTuDPP//EmTNnsGLFCvW0IqWlpcjIyECLFi3Qo0cPdOnSBWIx7zch3aTP525qWHpVMP1dZmYmtm3bhqCgINy5cwcSiQTPP/885s6dixEjRggdT68/dF9++SVcXFw4WSVppKCgAMePH0d8fDwsLCxgZWVV6XmZTIbIyEgMHz4czz33HGxtbYUJSlQFfT53U8PS24Lp7yIiIrBlyxbs3LkT+fn5cHV1xd69e9GtWzfBMunrh66srAzbtm2DVCqFqakpxo0bJ3Qk0mNKpRJXrlzB9evXUVhYiJYtW+LatWv48ssvATy+KWP16tWQSqXo0KED+vfvX6fxiUTapq/nbmp4Gg1QSU1NxcWLF2FoaIgBAwbA2tq6ynZnz57F2bNnG3w5En9/f/j7+2Py5MmYPXs2kpKSkJSUJGjBpK9OnToFqVSKgoICjB8/Xug4pOfEYjF69eqFXr16AQDy8/Nha2sLkUiE48ePIysrS33pLjs7G7t27UJmZiYsLCzg6+uLnj17cuoCItIJdR5IsH79erRq1QqBgYF44YUX4Orqio8//hhVdVSdOXMGq1at0krQ6qSnp2PdunXw8fHB8OHDkZmZicmTJ8PPz69Bj9tURUVFAQByc3MhkUgETkNNTYsWLTBq1CisX78et2/fRlhYGEpLS5GYmIj8/HyYmJjA1dUVVlZWePToEV577TVMnDgRGzZsQFRUFJRKpdA/AhE1U3XqYTp+/DiWLVsGS0tLzJ49G0ZGRggJCcHy5ctx8eJF/PHHH43yR7aiogIHDx5EUFAQjh49CoVCAT8/P3z99deYPn16tT1e9GxlZWU4fPgwevbsiUGDBgkdh5oBDw8PzJgxA8Djz3VERAQiIyNRUFAAOzs73Lx5E1evXsWePXvQsWNHLF68GHK5HHZ2dujVqxfatWvHAeRE1CjqVDB99dVXMDMzw6VLl9Td6B9//DHmz5+P4OBgjBs3DgcOHGiwMQhRUVHYsmULfvvtN6Snp8Pa2hrz58/H3Llz2aOkBX/99RdOnjyJO3fu4KOPPhI6DjUzBgYG6Nu3L/r27Qvg8d11Xl5eOHPmDE6dOoWWLVvC0tISlpaWAIDbt2/j/PnzyM/Ph7W1Nbp27co78IiowdSpYLp8+TImTpyoLpaAx13sO3bsgIeHB9auXYuxY8fi0KFDDVI0derUCQYGBnjuuecwd+5cvPDCCzAyMtL6cZqrnTt3AgACAwM5boQEJ5FI1AXUe++9h8LCQoSGhiI6Ohrl5eVo2bIlrKys1HfhvfDCC5DL5ejXrx+GDBmCrl27onfv3hxETkRaUaeC6ckdaFX55JNPYGhoiDVr1mDMmDE4dOiQVgJW5dy5czh37lylZRqqIxKJUFhY2GBZmoqCggIUFRXB1tZWPTkhkS4xNzfH8OHDMXz4cABAXl4ewsPDERsbi6KiImRlZaGgoACHDh2Cu7s7XFxcEBISgoyMDBgaGsLT0xN9+/blJXsi0kidphVo06YNBgwYgF9++aXaNsuXL8eaNWsQEBCAHj164IsvvtDa0iitWrXSaLmFhw8fauX4daFvt6aGhIRAqVQiOzsb8+bNYw8T6R2FQoEbN27g/PnzKCoqgpOTE1q0aFGpTUVFBdLS0pCQkIDevXujd+/ecHd35zIupKZv525qPHXqYerUqRNOnjz5zDarV68GAKxZswYXL17UPFkV4uPjtbo/+j8JCQlwc3NDWVkZiyXSS0ZGRujZsyd69uwJ4PEcUDdv3sTNmzeRlZUFc3Nz2NjYQKFQ4KuvvlK/7r333oONjQ3Mzc3Rpk0b9OrVSz1OiojoiToVTGPGjMHBgwfx559/YsyYMdW2W716NUQiET766CN+c9MDubm5aNmyJQCgR48eAqch0g6xWIyuXbuia9eu6m2xsbGoqKjAokWLEBERgdu3b6NDhw4wNjYGAOTk5ODw4cPIyMhARUWF+m48b29vDiYnaubqVDBNmjQJKpWqVmuLffjhh/D09ERCQoLG4ahxHD16FBKJBJmZmZg0aZLQcYgajJeXF7y8vDBt2jQAQGFhISIiIhAbG4uCggL1Ui6Ojo4AHt/oMnPmTFhbW8Pf3x9jxoyBh4cHunbtWu14TiJqmhp9aZRHjx4hPj4eAwcOrPe+VCoV9u/fj5s3b0Imk0GhUDzVRiQSYfPmzfU+Vl3p03Xw9evXw83NDWlpaXjjjTeEjkMkqAcPHuD69etITk7GrVu3sGPHDpSUlMDOzg4bNmxQt8vJyUFBQQFMTU3h7u6Obt26wdnZWcDkpA36dO6mxtXoBdOqVavw4Ycf1nsgeGxsLMaOHYuYmJgqZxl/QiQSaW3QeV3oy4cuPT0dJ06cgKGhIdq0aYPu3bsLHYlIpygUCty6dQuXLl1CcXExJBIJbG1tn7pEd+DAAZw7dw49evRAjx494Ovri65du8LFxUWg5KQJfTl3U+PTaC05XbBo0SJER0dj4cKFmDZtGpycnGBoqLc/jmCOHDkCAwMDpKenY/LkyULHIdI5RkZG6N69e6UvEzk5Obh69SoePnwIuVwOExMTPHz4EImJiUhMTERMTAy8vLwQGhqq7okyMzODi4sLOnXqhFatWnFMFJGe0dsK4/z583j++ecrdZFT3e3YsQPnzp3Dhx9+KHQUIr1hbW2NoUOHVto2Y8YMXL9+HVevXkVSUhIyMzNhZ2cHa2tr9dxPJSUluHLlCv7973+juLgYXbp0gZ+fH9q1a4cuXbpwkk0iHaa3BVOLFi3g5eUldAy9lpGRgZMnT6KiogIvvPCC0HGI9JpUKkVAQAACAgLU2zIzM3Ht2jXEx8cjPz9ffTnv3r17ePDgAU6dOoWhQ4di3rx5ePDgAbKysqBQKGBhYQE3Nzf4+vrykh6RjtDbgmnYsGFan+epufnjjz9QUVGB7t27s/gkagB2dnbqmcmfKCgogJeXF27duoWbN28CAIqKimBmZgYHBwd1u/z8fISGhuKbb75BixYt0KlTJ3Tq1Alt2rRB586dOVcUUSPT24Jp3bp16NOnD5YtW4bVq1ezK1sDxcXF+PTTT2Fqaip0FKJmw8LCotIEm8DjSTZjY2MRGRmJlJQUlJSUwMzMDNbW1rhx4wYKCwtx9OhRvPzyyzA1NYVMJkNWVhaKiopgZGQEOzs7eHp6onPnzrWa9oWI6k5vCyYnJyccO3YMffr0wc8//wxvb+8q72gQiUQ1zk7eHMXFxcHJyUk9uR8RCUcsFqNt27Zo27Ztpe05OTk4fvw4bt26hTt37sDc3BxyuRxSqRS2trawtbVVt3306BHGjh0LGxsbdOzYEf7+/mjVqhVat26Njh07wsLCorF/LKImRW8LpuvXr2PYsGHIzc0FAFy7dq3KdpxpvGonT56EpaUlZDIZ744j0lHW1tbo27cv+vbtW2l7cnIy7ty5g8TERMjlcgCP7+bLyspCVlaW+i69J5MHP3z4ELm5uSgqKoJYLIalpSVatWqFDh06wMHBgedJolrQ24JpyZIlyM3Nxdq1a9XTCnANtNorLCyEpaUlv3US6SEXF5enBoOrVCpMnDgRd+7cwZ07d1BcXAyZTAZLS0v1Ono2NjYAHt+t99xzz0GlUsHS0hJz586Fq6srTE1N0bJlS3h6eqJDhw4c6kD0N41eMFlaWsLd3b3e+7l69SqmTJmCZcuWaSFV83Lv3j04OztDqVQ+NSCViPSTSCSCk5MTnJycKk15oFQqIZPJcO/ePSQlJSEvLw+5ublo3bo1Hj58iLy8PDg7O6uXeqmoqEBMTAzu3buH3NxcFBQUICEhAV5eXvD29oaHhwe8vLxYTFGzo3HBtHbtWsyZM0e9aGttLVmyBEuWLNH0sGpSqbTSHSVUe2fOnIGNjQ1SUlK0UrwSke4Si8VwdXV9au27lStXoqSkBLGxsbh79y4yMjJQUlICAwMDWFtbw8TEBLa2tigsLKw0392nn34KDw8P9SU+kUgEc3Nz2Nvbqy/zsZiipkjjgundd9/FihUrMG7cOMybNw8jRozQZq4ajR8/HqdOnYJSqeSMuXVUVlYGAOrJ9IioeTIxMVFPV/B3SqUS8fHxePDgAYqKivDf//4XMTExiI2NhbW1NcRicaVLfMDjJWROnz6N7t27w83NDV5eXhg6dChsbGxga2sLZ2dneHl51flLNpGu0HgtuS1btmDjxo2IiIiASCSCm5sbXnnlFcyZM6dRVvGWy+UYNmwYPD098fnnn+vc5G66uh7RvXv3MHPmTPTr1w/vvPOOelV2IqLaUCqVSEpKQkxMDGQyGXJzc1FWVgYjIyPEx8fjyy+/VLcNCgqCmZlZpdcXFRUhPz8fubm5yM7ORuvWrdG6dWs4OzujTZs2sLKyauSfqDJdPXeT8Oq9+G5UVBQ2btyI3377DVlZWTAwMMDIkSMxb948jB07tsF6fzw9PVFWVoaUlBQAj3tLqptW4MGDBw2S4Vl09UP34YcfYuXKlRg1ahQOHz4sdBwiakJUKhUyMjIQGxuL2NhYyOVylJaWwtDQEObm5pXOhdeuXcPatWvVj7ds2QJzc3Pk5+ejoKAA5eXlMDIygoWFBezt7dXjpxp63jhdPXeT8OpdMD2hUCiwZ88ebNq0CadOnQIAODo6Ys6cOZg7dy48PT21cRi1Vq1a1fpW2IcPH2r12LWhix86lUoFHx8f3Lt3D1u3bsXMmTOFjkREzYhcLkdsbCwSExORlpaG6OhoPHz4EMnJyZg/f361k25ev34dn376KYDHs6e/8847EIlEMDAwgKmpKaysrNCyZUu4u7vD3d0dRkZG9cqoa+du0g1aK5j+LiwsDIGBgZDJZAAeDzocPnw4Vq5cCX9/f20fTifp4ofu8uXLWLduHa5cuYLr169zaQUi0imZmZl48OABkpOTkZWVhcLCQvVde9u3b0dBQQFMTU3xyy+/VLuPa9euYceOHXB3d4ebmxt69+4NCwsL2NjYwNHRER4eHnB0dKz26ocunrtJN2htWgGVSoUjR45g48aNOHz4MBQKBTw8PDBjxgxcu3YNR44cwfHjx7Flyxb2bAgkPDwckyZNgr+/P4slItI5dnZ2sLOzq/K5H374ATk5OUhISEBCQgKys7NRUFAAhUIBsVgMU1NTSKVSZGZmIjExEYmJiTA1NVUvLK5QKNTbS0tLkZ+fj4SEBCQmJsLZ2RkuLi5wdnbmUlFUrXr3MD169AibN29GUFAQkpOTIRaLMWbMGMyfPx8jR45UXzaLiopSj2mKjY3VSnhdpmvfUpRKJX766SfY2tpCpVJhypQpQkciItKq8vJyyGQyyGQyJCYmIikpCSKRCEqlEgYGBk+Nozp+/Dg2b94MAOqeq6KiIsyZM0dnzt2kOzTuYQoJCcGmTZtw4sQJKJVKuLi4YMWKFXj11VervGPNx8cHM2bMwMcff6zR8RYsWIDly5drfDdccHAwKioqMH36dI1er+8uXrwIW1tblJSUYPz48ULHISLSOkNDQ/U4pt69e1fZpqioCPHx8UhJScHQoUPh4+OD5ORkZGdnIzk5GQ0wSoWaCI0LpsmTJ0MsFmPEiBFYsGABxowZU+Mdce3bt0f//v01Ot7BgwexdetWTJ06FTNnzsTgwYNrfI1MJsOOHTuwZcsW3L9/Hz/99FONr7l8+TK2bt2K06dPIz4+Hra2tujduzc++uijpxbG1CdXr16Fk5MTMjIyeDmOiJotMzMz+Pj4wMfHp8rn5XI53nrrrUZORfpA40tyy5cvx7x58xptpuji4mJ89tlnWL9+PQoLC2FjY4NevXqhe/fucHBwgJWVFUpKSpCdnY379+8jIiICd+/ehVKpRP/+/bFu3bpaDTifNGkSQkNDERgYCF9fX6SmpuK7775DQUEBwsPDn5rgrTq6dEmuoqICmzdvhpWVFQwNDfHiiy8KmoeISFfp0rmbdEuD3CXXkPLz87Ft2zYEBQXhxo0bUCqVAKAeK/Xkx7GxscH48eOxYMEC9OzZs9b7v3jxInr06AFjY2P1tpiYGHTu3BmTJk3Cb7/9Vqv96NKH7uTJk8jKykJRUREmT5781ERyRET0mC6du0m36F3B9He5ubkICwtDUlISsrKyYGpqCnt7e3Tu3BmdO3fW6rG6d+8O4PGlrdrQpQ/dqlWr4O7ujpycHLz55puCZiEi0mW6dO4m3VKvaQUSExPx0Ucf4cSJE5DJZOo1yv5OJBKhvLy8PoeplpWVFUaNGtUg+/47lUqFtLQ0dOzYscGPpW3l5eX4/vvvkZ2djf379wsdh4iISC9pXDDFxcXB398fOTk56NixI0pLS+Hh4QETExPExcVBoVCgS5cugq8LpA3bt29HcnIyPvzww2rblJaWorS0VP1YLpc3RrQanTlzBunp6bC1tcWwYcOEjkNERKSXNF7obdWqVcjLy8PJkydx8+ZNAMCcOXNw9+5dxMfH4/nnn0dhYSFCQkK0FlYI9+7dw6JFi9CnTx/MmjWr2naffPIJLC0t1f/c3NwaMWX19u3bB+DxYPb6LBdARETUnGlcMJ04cQKjR49GQECAetuT4VBOTk7YuXMnAOC9996rZ0ThpKamYsyYMbC0tERISAgMDAyqbfvuu+8iLy9P/S8xMbERk1atpKQE3bt3x9dff43AwECh4xAREektjS/JZWZmon379v+3I0NDFBUVqR9LJBIMGzZM3cOhb/Ly8jBq1Cjk5ubi/PnzcHZ2fmZ7iUQCiUTSSOlq59ixYzA3N0d5eXmlwpaIiIjqRuMeJjs7OxQWFlZ6HB8fX6mNoaEhcnNzNT2EYEpKSjBu3DhER0fj0KFD1U5wpusePHgAACgsLIShodaWDSQiImp2NC6YvL291X+QAaBXr144duwY4uLiAAAZGRkICQlBmzZt6p+yEVVUVGDKlCkICwvD7t270adPH6EjaaSgoEC9iKWfn5+wYYiIiPScxt0Oo0aNwgcffIDc3FxYWVlhyZIlOHjwIHx9fdGhQwfExsZCLpfjgw8+0GLchvfWW2/hwIEDGDduHLKzs5+aqPLll18WKFndHD16FCYmJsjOzsakSZOEjkNERKTXNC6YFi5ciEGDBqkHQg8aNAjBwcH44IMPEBkZCQ8PD3z00UeYN2+e1sICwJo1a1BYWIhVq1ZVe9dXWVkZPvjgA0ilUvz3v/+t0/5v3LgB4PHadQcPHnzqeX0pmBISEuDm5oaysrIa1/gjIiKiZ9P4L6lUKoW/vz9atGih3hYYGIg7d+6guLhYfTu+Np04cQIrVqyAra3tM2+RNzY2hp2dHd5//32cPn26Tsc4c+YMVCpVtf/0QU5ODhwcHACgTsvCEBERUdX0quth27ZtsLa2xuuvv15j20WLFsHGxgZBQUGNkEy3HDlyBJ9++inOnj1bqwWHiYiI6Nn0qmC6ePEihg4dWqvb9yUSCYYOHYrQ0NBGSKZbgoODcefOHdja2vJyHBERkRbU+q+pWCyGgYFBnf9p83Z2mUwGT0/PWrdv3bo1UlJStHZ8fZCTk4OjR48CAKZOnSpwGiIioqah1tXMwIEDIRKJGjJLjcRiMRQKRa3bKxSKZtfDcuDAAUybNg3Jycl6O38UERGRrql1wXTmzJkGjFE7zs7OiIyMrHX7yMhIuLi4NGAi3ZOdnY0xY8YgMzNT6ChERERNhl51vwwYMACnTp16akbxqsTHx+PUqVMYOHBgwwfTEUlJSXB0dAQALoVCRESkRVopmKKiorBnzx78+uuv2thdtRYtWgSFQoFJkyY9swclKysLgYGBKC8vx8KFCxs0ky45fvw4DAwMkJKSgo4dOwodh4iIqMmoV8F0+fJl+Pn5oXPnzggMDMTs2bPVz507dw5mZmY4cOBAfTOqdevWDUuWLMG1a9fg4+ODFStW4PTp04iJiUFMTAzOnDmD5cuXw8fHB1evXsXSpUvRrVs3rR1f1+Xl5QEATE1NBU5CRETUtIhUGs7GeOfOHfTu3RtisRjz5s3DvXv3cOTIEVRUVAAAVCoVPDw8EBAQoNWeJ5VKhffffx/r1q2DUqms8nkDAwO8/fbb+OijjwQbqC6Xy2FpaYm8vDxIpdIGP15cXBwuXboEsViMbt26wcvLq8GPSUTU1DT2uZv0h8b3/K9cuRIAcPXqVXh5eWHVqlU4cuSI+nmRSIQ+ffrg8uXL9U/5NyKRCB9//DFeeeUVBAUF4eLFi0hNTQUAODo6ol+/fpg9e7beLfpbXydPnoSlpSWSk5MxefJkoeMQERE1KRoXTGfPnsXEiROf2ZPh7u6unhNI29q0aYOPPvqokN3pWwAAsI5JREFUQfatj65evQo/Pz9+IyIiImoAGhdM+fn5aNmy5TPbFBcXqy/RUcN5+PAhfvrpJxgYGODRo0dCxyEiImpyNB707ebmhtu3bz+zzbVr15rdpTEh7Ny5EwAwaNAgODs7C5yGiIio6dG4YBo7diyOHz+OEydOVPn8rl27EB4ejgkTJmh6CKql8+fPQyQSYcqUKUJHISIiapI0vksuIyMD3bp1Q1paGmbNmoXU1FQcPnwY3377LcLCwvD777/D3d0d169fh6WlpbZz67zGutPixo0biI6ORmZmJgIDA2Fvb99gxyIiaup4lxxVR+MxTPb29jh79ixmzJiBzZs3q7e//vrrAAB/f3/8/vvvzbJYakyhoaGwt7dHcXExiyUiIqIGonHBBACenp4IDQ3FjRs3EB4ejuzsbEilUvj7+6Nnz57aykjV+Ps8VE+WRCEiIiLtq1fB9ISfnx/8/Py0sSuqg8uXL8Pe3h5lZWUYPXq00HGIiIiarFoXTHPnztXoACKRqNIlO9KeiIgIODo6Ii0tDTY2NkLHISIiarJqXTD98ssvVW4XiUSoatz4k+0smBqGUqmEsbExgMdTPBAREVHDqXXB9PDhw0qPlUolFi9ejPDwcCxevBgDBgyAg4MD0tLScO7cOXzzzTfo06cPvvzyS62HpseDvW1sbFBSUsKpG4iIiBpYrQsmDw+PSo8//fRTRERE4ObNm3ByclJvb9euHQYOHIg5c+aga9euCAkJwdtvv629xAQA2Lt3L/bv34+JEydi5syZQschIiJq0jSeuHLz5s2YPHlypWLp71xcXDB58mRs3LhR43BUNaVSiZ07dyIuLg79+/cXOg4REVGTp3HBlJSUBBMTk2e2MTExQVJSkqaHoGpcuHABMpkMlpaWGDFihNBxiIiImjyNCyZXV1fs3bsXJSUlVT5fVFSEvXv3wtXVVeNwVLVLly5hwYIFmDlzJiQSidBxiIiImjyNC6ZXX30VcXFx6NevH/bv34+srCwAQFZWFvbt24f+/fsjPj4e8+bN01pYAsrKymBtbY3Bgwdj+PDhQschIiJqFjReS06pVGLevHkICgqCSCQCAIjFYvXs0yqVCnPmzMGmTZvUzzcnDbUe0eHDh1FQUID8/Hy8/PLL7GEiItIiriVH1dF4pm+xWIzNmzdj5syZ2Lp1K27duoW8vDxYWlqiS5cumDFjBgYNGqTFqAQA9+7dg6urK+RyOYslIiKiRlLvpVECAgIQEBCgjSxUg5KSElhbWwMAOnbsKHAaIiKi5kPjMUzU+I4dOwZzc3Pk5uZiyJAhQschIiJqNlgw6ZEHDx4AeHwHoqGhVtZNJiIiolpgwaQnioqKEB4eDplMhq5duwodh4iIqFlhN4WeOHz4MHbv3o1Lly4hLi5O6DhERETNCnuY9ERwcDAAYMqUKRCL+d9GRETUmPiXVw/k5OQgJSUFRkZGmDp1qtBxiIiImh1ektMDR44cweLFi5GUlAQ/Pz+h4xARETU77GHSA6mpqQAAY2PjZjlrOhERkdBYMOm4tLQ0ODo6AgD69u0rcBoiIqLmiQWTjjt27BgMDQ2RlpaGbt26CR2HiIioWWLBpOMyMzMBgBNVEhERCYgFkw5LSkqCs7MzAHC9PiIiIgGxYNJhx44dg1gsRkpKCnx8fISOQ0RE1GyxYNJhW7duxdKlS2FgYCB0FCIiomaNBVMVSktL8c4778DZ2Rmmpqbw9/fHX3/91agZkpKScP78echkMowfP75Rj01ERESVsWCqwuzZs/HFF19g+vTp+Prrr2FgYIDRo0fjwoULjZZh9+7dAID+/fvDzc2t0Y5LRERET+OtV/9w6dIlBAcHY926dfjPf/4DAJg5cyY6deqEt99+GxcvXmyUHEqlEkuXLoW3t3ejHI+IiIiqxx6mfwgJCYGBgQFee+019TYTExO88sorCAsLQ2JiYoNnuHv3Ltzc3NCrVy+MHTu2wY9HREREz8aC6R+uX7+Otm3bQiqVVtreq1cvAMCNGzcaPMOZM2cAADKZjJfjiIiIdAAvyf1DSkoKnJycntr+ZJtMJqvydaWlpSgtLVU/lsvlAIDNmzfD1NS0ytds2LAB+fn5AIDnnnsOPXv2BABYWFgAAGxtbTX8KYiIiEibWDD9Q3FxMSQSyVPbTUxM1M9X5ZNPPsGqVaue2m5tbQ0zM7MqXyOTyZCdnQ0AUCgUsLGxUT9XWFiI0aNH1zk/ERERaR8Lpn8wNTWt1FP0RElJifr5qrz77rt488031Y/lcjnc3Nzg5OQEc3PzKl9z5MgRiEQiAEB5eTkqKirUz7Vu3RoODg4a/xxERESkPSyY/sHJyQnJyclPbU9JSQEA9VIl/ySRSKrsmerTp89T46GIiIhIv3DQ9z/4+fkhOjpaPQbpiYiICPXzRERE1LywYPqHSZMmoaKiAj///LN6W2lpKYKCguDv78+71oiIiJohXpL7B39/fwQGBuLdd99Feno6vLy8sHXrVsTHx2Pz5s1CxyMiIiIBsGCqwrZt27B8+XL8+uuvyMnJga+vLw4dOoSBAwcKHY2IiIgEIFKpVCqhQzRFeXl5sLKyQmJiIgd9ExHpiSd3OOfm5sLS0lLoOKRD2MPUQLKysgCAY56IiPRQVlYWCyaqhAVTA3kyCeWjR4/4oXuGJ9/m2BNXPb5HNeN7VDt8n2qWl5cHd3f3ShMJEwEsmBqMWPz4BkRLS0uemGpBKpXyfaoB36Oa8T2qHb5PNXtyDid6gr8RRERERDVgwURERERUAxZMDUQikWDlypVVLpdC/4fvU834HtWM71Ht8H2qGd8jqg6nFSAiIiKqAXuYiIiIiGrAgomIiIioBiyYiIiIiGrAgomIiIioBiyYiIiIiGrAgomIiIioBiyYiIiIiGrAgomIiIioBiyYiIiIiGrAgomI/h979xkeVbX+ffw7kx5IJSGkEVpAeieG3nsTqSJIsSEiCJZjF7Acj4qAHA/SIkUFRYr0QEIn9CY9QBLSe+/JzPOCh/kbSUibZGeS+3NdXOfMnjWzf0Rm55611l5LCCFEMaRgEkIIIYQohrHSAaorjUZDREQEVlZWqFQqpeMIIYQoAa1WS2pqKi4uLqjV0qcg/o8UTBUkIiICd3d3pWMIIYQog9DQUNzc3JSOIaoQKZgqiJWVFfDwQ2dtba1wGiGEECWRkpKCu7u77houxCNSMFWQR8Nw1tbWUjAJIYSBkakU4p9kgFYIIYQQohhSMAkhhBBCFEMKJiGEEEKIYkjBJCrV5cuXOXLkCBqNRukoQgghRIlJwSQqTUJCAt27d+fPP/9k6dKlXLlyRelIQgghRIlIwSQqzfbt27G0tKRDhw64ublx/fp1li9fTlJSktLRhBBCiCeSgklUmi1bthAbG8uFCxcICwvD2NiYevXq8dtvv7FlyxYZphNCCFFlScEkKkVYWBiNGzemdevWvP7668yfPx8zMzPi4+OxtbVFpVKxbNkyGaYTQghRJUnBJCqFr68vffr0YebMmTRu3BiAUaNGMXXqVGJjY8nJycHU1JSuXbsyd+5cEhISFE4shBBC/B8pmESlSE5OBsDCwqLA8Vq1ajF79mw6d+7M5cuXycjIYPny5TRt2pQ1a9aQnZ2tRFwhhBCiACmYRIW7d+8erq6uAPTt27fQNs2aNWP16tUcPHiQVq1a0bZtW6ytrVmzZg27d++uzLhCCCHEY6RgEhXO398fgIiICJo0afLEtv379+fSpUtMnjyZ1NRUHB0dycjIYMmSJVy+fLkS0gohhBCPk4JJVLiMjAyAEu/+bWxszIwZMxg5ciSRkZHk5eXh5ubGjRs3WLp0KWFhYRUZVwghhHiMFEyiQt28eRNnZ2c0Gg0DBw4s1WsdHR2ZO3curVu3JjQ0FGNjY1xcXPjxxx/5/PPPdYWYEEIIUdGkYBIVav/+/URERBAREYG7u3uZ3qN169YsWLAAGxsbIiMj2bJlCx9++CGenp6sXbuWnJwcPacWQgghCjJWOoCo3n766SeuXr3K6tWry/1egwYNon///jg5OfH+++8TFBSEv78/mZmZuLu7M2LECNRq+Q4ghBBC/1RarVardIjqKCUlBRsbG5KTk7G2tlY6jiJu3rxJixYtMDY2Jjo6Gnt7e729d3Z2Nv/73/+wsLDAzs4OgPDwcNq2bVvknXhCCFEcuXaLosjXcVFhtm/fjomJCYMGDdJrsQRgZmbGvHnzGDNmDFFRUeTk5ODq6kpcXBxLliwhICBAr+cTQghRs0nBJCqERqPB1taWVatWMWnSpAo7j6OjI2+88Qbe3t6Eh4eTn5+Pm5sboaGhvPvuu9y+fbvCzi2EEKLmkIJJVIizZ8/i4OCAsbExQ4YMqfDzNW7cmDfffFN3R11WVharV6+mRYsWzJw5k+Dg4ArPIIQQovqSSd+iQpw9e5Z69erpfe5ScVq1akWrVq24dOkSPXv2ZOfOnaxbtw47OztcXV0ZNmwYTZs2rbQ8QgghqgfpYRJ6p9FoMDU1BSjzUgLl1b59e3bs2MHp06cZO3YsXbp0wdXVlfPnz7NkyRIZqhNCCFEqUjAJvTtx4gT29vZkZWVVynDck3h5efH7779jb29PWFgYxsbGuLm5ceHCBZYsWcLNmzcVzSeEEMIwSMEk9O7ixYsAxMbGlng7lIrWv39/5s+fj4ODQ4HC6fLly7z11lsEBgYqHVEIIUQVJgWT0Ku8vDwsLS2BhxOxq5q+ffsyf/586tatS1hYGElJSSxbtoynnnqKqVOnSo+TEEKIQsnClRWkpi5+dvToUSZNmkTv3r1Zs2aNrniqqk6dOsXnn3/O3r17UalUfPPNN2i1Wnr06EGXLl2UjieEqGQ19dotiid3yQm92rJlC5GRkZibm1f5Ygmga9eu7Nmzh/Pnz/Pjjz/i5uYGQHBwMCdOnKB169b069dPtlwRQogaTnqYKkhN/JaSl5eHs7MzcXFxHDhwgIEDByodqdROnTpFQEAArq6uuiIpMjISV1dXRo8ejbGxfMcQojqridduUTLytVnozYEDB5gyZQq9evUy2P3cunbtyoIFC2jVqhXh4eHk5OTg7OyMRqNh8ODBrF69mqysLKVjCiGEqGRSMAm9uX37Nk8//TSjRo0y+J6YVq1a8eabb9KrVy+io6P566+/8PPz4+WXX6Zhw4YsXbqUuLg4pWMKIYSoJIb9W01UGRkZGdjZ2QEPi43qwt3dnTlz5pCamoq9vT1LliwhMTERe3t79uzZQ3JyMkOGDMHT01PpqEIIISqQ3ucwBQcHc/DgQczNzXnmmWeoXbu2Pt/eYNS0cfAdO3aQk5NDUlISM2bMMPgepqLk5uayefNmkpOTqVu3LgD5+flERETQrl07+vTpIxPEhTBgNe3aLUquzFf2L774goYNG5KYmKg7duTIEVq1asWrr77KtGnT6NChAwkJCXoJKqq2e/fuAQ97mqprsQRgYmLClClTeO211zAzMyM8PBwjIyPc3d2Jj49nxYoVbNy4kezsbKWjCiGE0KMyF0w7duygQYMGumEYgHfffReNRsPChQuZNWsWd+/eZenSpfrIKaqw1NRUHB0dAejQoYPCaSqHWq1m1KhRvPnmmzRs2JCwsDBycnJwcHBg7ty5eHh48OmnnxIZGal0VCGEEHpQ5oIpODiYFi1a6B5HRERw7tw5Zs+ezYcffsiKFSvo168f27dv10tQJX3++eeoVKpqNTdHn/bt24e5uTkJCQl0795d6TiVrnPnzsyfP5++ffsSFxeHpaUl0dHRLFy4kKVLl7JkyRJOnTqldEwhhBDlUOaCKSUlBVtbW93jY8eOoVKpGDFihO5Yhw4dePDgQbkCKi0sLIwvvviCWrVqKR2lyjp+/Dj37t0jJyenRs/fcXFx4Y033iAoKIjNmzczaNAgOnbsiJubG2FhYSxdupRff/2VjIwMpaMKIYQopTJPNnFyciIkJET3+ODBg5iZmeHl5aU7lpWVhUqlKl9Chb311ls8/fTT5Ofny23khUhJSWHNmjVkZWXpNt2t6UxMTJgwYQITJkzgxIkTnD17lnr16uHi4gLAr7/+SlpaGv369ZNeSyGEMBBlLpg6d+7Mzp072b17N+bm5mzZsoU+ffpgZmamaxMUFKT7JWGIjh07xtatW7l06RJz5sxROk6V9Oeff5KVlUWzZs1o166d0nGqnO7du9O9e3eCg4PZu3cvxsbG2NraYmVlxeuvv46JiQmvvvoqI0eOxMTEROm4QgghilDmgun9999nz549jBo1CgCVSsX777+vez47O5tjx47xzDPPlD+lAvLz85kzZw4vvvgirVu3LrZ9dnZ2gTujUlJSKjJelXH06FEsLCyYOHGiwfcmVqQGDRrw2muvkZOTw549ewgMDOT06dNkZ2dz6NAhRowYwcCBAxk0aJCs6SSEEFVQmQumDh06cPr0aTZu3AjA+PHjC+zufunSJfr06cNzzz1X/pQKWLlyJSEhIRw6dKhE7b/88ksWLlxYwamqlujoaPr06UOvXr1o06aN0nEMgqmpqe5LxPjx41m9ejVr1qyhT58+1K1blwsXLrBr1y4aN27MkCFDMDU1VTixEEIIkM13CxUfH0/Tpk15//33WbBgAQC9e/cmLi6Oa9euFfqawnqY3N3dq/XiZxs2bMDc3Jzo6GgZsiyH7Oxsdu7cSXh4OK6urrrjycnJZGZm0rt3bylIhagksnClKEr1XWGwHD788EPs7e1LVQSYmZkVmL9VE8TFxeHm5latF6qsDGZmZowfPx6AK1eucOTIEaysrLCxscHGxoZ169Zx7tw5pk+fzvjx4+UiLoQQCtDbb7rLly9z8uRJ0tPTadCgAUOGDMHKykpfb19pAgMDWbVqFUuXLiUiIkJ3PCsri9zcXIKDg7G2tsbe3l7BlMoLDQ3VTejv3bu3smGqkbZt29K2bVuysrLYvXs3Dx484MiRI1y5coVTp07x73//m9dee41WrVrRr18/jIyMlI4shBA1QqmG5BYtWkTv3r3p2bOn7lhGRgYvvPAC27ZtA0Cr1aJSqbC3t+enn35i2LBh+k9dgY4cOUKfPn2e2Gbu3LnFrmBe3bt1165di5WVFZGRkcydO1fpONVaZGQkGzduZN26dXTq1ImRI0cCD4eOtVotAwYMkIniQuhJdb92i7IrVcGkVqv59NNP+fjjj3XHpk6dyqZNm2jWrBlTpkzBwcGB06dPs2HDBkxNTbl8+TJNmzatkPAVIS4ujhMnTjx2/MMPPyQ1NZVly5bRuHHjYu+cq+4fuqVLl+Li4kJSUhIvv/yy0nFqBK1Wy7Fjx7hw4QJ16tTBwsICAI1GQ2RkJHZ2dgwfPhwHBweFkwphuKr7tVuUXbmG5O7fv8/PP//M008/jZ+fn+4C/vLLLzN8+HDGjh3LkiVLWLlypV7CVgYHBwdGjx792PFHPUqFPVfTBAUFUa9ePQD69euncJqaQ6VS0atXL3r16kVKSgq7du0iJiYGV1dXXF1dSUlJoX79+gwePJjJkyczdOhQ3WdSCCFE+ZSrYDpy5AjwcK+1f16Yx4wZQ/fu3fHz8yvPKUQVtH37dj7//HNGjx6tm6wsKpe1tTWTJ08GHs678/Pz49KlS2RmZrJ9+3Z27NjB119/jUqlokWLFvTv318m5wshRDmU6woaHR0NFL1DfYcOHVi1alV5TlGkw4cP4+fnx8mTJwkLC9Nteuro6Ejr1q3p1asXw4cP1/WElNej4lDA5s2bSUhIoGPHjkpHEYCnp6duDtPs2bP5+eefOXXqFO7u7sDDIYZ169aRmZlJly5d8PLyqtF7/gkhRFmUq2CysbEBKPLia2RkpNcLc3p6OsuXL2f16tWEhITwaPqVubk59vb2ZGZmcu3aNa5evcrPP/+MiYkJI0aM4M0336Rbt256y1GT3bt3j3PnzqFWqxk7dqzSccQ/tGnThjZt2pCfn4+/vz9//fUXdnZ22NraYmtrS2hoKJcuXSIlJYXBgwfTtm1bWaFdCCFKoNSTvtu1a6fbMywiIoKDBw9y4cKFQvcRmzBhAmfOnCE4OLjcQVeuXMnChQuJjo6mTZs2jB8/Hm9vbzp16lRg+QKtVktgYCBnzpzB19eXnTt3kp6ezqhRo/j2229p2LBhubOURHWdOPjDDz8QHh5OeHg4P/30k9JxRAlkZGSwf/9+goKCcHJywtTUlI8//pjbt2/j6enJ5MmTGTRoEF26dJGeJ1HjVddrtyi/UvcwXb58mcuXLxc4tmPHjkILpoCAgBLtw1YSc+bMYdKkSbzzzjtP3OFdpVLRtGlTmjZtypQpU8jMzOTnn3/myy+/ZOPGjQXu8BOll5+fT9u2bWnWrJnSUUQJWVpaMmbMGAASExPZv38/LVq0ICQkhMDAQEJDQ3nw4AEXL14kPz+fzp07S/EkhBD/UKoeppCQkEKPP5o79HeXL1/mzTffZMqUKcyYMaN8KYE7d+6Ua3mC/Px8Hjx4ID1M5XDx4kXu3r1LXl4e/fr1w8nJSelIohxSU1PZs2cP9+/fp379+gX2rYuLiyM/P58OHTrg7e0txZOoMarjtVvoh+wlV0Gq44duxYoV1K1bl7CwMObPn690HKFHiYmJHDhwgPDwcN2wHUBUVBRff/01o0aNYvTo0fTs2VM2BBbVWnW8dgv9kPuMRYloNBpdL4O+7jwUVYednR0TJ04EChZPly5dIiwsjP/+97+sXLmS5cuXk5WVhZubGwMGDMDOzk7h5EIIUTkMqmB68OBBmV5Xv359PSepec6cOYODgwM5OTkGt92NKJ2/F09ZWVk899xz7Nixg1u3bhVYRXzv3r1ER0djb29P37595XMmhKjWKmxILioqivfffx+VSsXatWv18p5qtbrUt0CrVCry8vL0cv7SqG7dusuXL6devXqEhoayYMECpeMIBeTl5XH8+HH++usvjI2NH9uC5cCBA9SvX59hw4bRoUMHmfckDFJ1u3YL/amwgun27ds0b94clUpFfn6+Xt5TrVZjYmJC165dMTc3L/Hr9u3bp5fzl0Z1+tBptVpGjhxJu3btaNOmDePGjVM6klCYRqPhypUrnD59mpycHJydnXnnnXd0N4b07duXYcOG4e7uTr9+/bC3t1c4sRAlU52u3UK/KqxgSklJYfv27QC88MILenlPV1dXIiMjsbW1ZdKkScyYMaPKrjZdnT50p0+fxtvbm9q1axMdHY2lpaXSkUQVExISgp+fH3v27OHgwYNMnTqVnj17Ag97pqKjo6lVqxZdunShTZs20vskqqzqdO0W+mVQd8lpNBr27dvHunXr2L17N3l5ebRp04YZM2YwefLkKvUttjp96ObNm8eyZct47rnn+Pnnn5WOI6q4nJwc/P39uX37NiYmJo8N3cXHx3Pt2jUGDBhAnz59dDsGCFEVVKdrt9AvgyqY/i4uLo4NGzbg4+PD9evXMTMzY+TIkcyYMYNBgwYpHa/afOjy8vKYMGECfn5+bNy4kREjRigdSRiYa9euERAQQGpqKk5OTkRERPDOO+8AD7dPeuutt3B3d6dVq1Z07doVExMThROLmqy6XLuF/hlswfR3Z86cYd26dWzZsoXU1FTc3NzYvn17kZsCV4bq8qE7ePAgiYmJpKWlMWnSJCwsLJSOJAxYUlISx44d4+DBg/j6+hIUFMS6det0azulp6eTmJiIvb09Xbt2LdditUKURXW5dgv9K1PBFBUVxalTpzA2NqZHjx5FrsVy9OhRjh49Wmnbkfj5+TFt2jQiIiLYvn07I0eOrJTzFqa6fOi+++47XF1dZbFKUSHu3bvH8ePHiY+Px97enlq1ahV4/vz586SmptK3b1969+792I4CQuhbdbl2C/0r9TpM3377LR988AG5ubkAmJub88EHH/Dee+89dsv/kSNHWLRoUYUWTDExMaxfvx4fHx9u376Nqakp48ePL3RvO1E62dnZugvGU089pXAaUR01btyYxo0bAw+Hf0+dOsW1a9fIycnBycmJGzdusGfPHlauXEmdOnX45JNPyM/Pp379+vTo0UMKKCFEpSlVweTr68vbb7+NjY0N06ZNw8TEhK1bt/LRRx9x6tQp/vjjD8zMzCoqq05+fj67du3Cx8eH/fv3k5ubS7t27Vi2bBmTJ0+W1Yf15ODBg1hZWZGamsro0aOVjiOqOWNjY3r27Km7uy4uLg5LS0s8PT3x9/fH1tZWt39hXl4efn5+REdHAw8Lr+7du2Nra6tUfCFENVeqgmnp0qVYWlpy9uxZPD09Afjiiy945ZVX2Lx5MyNGjODPP/8s1RpJpXHjxg3WrVvHpk2biImJwc7OjldeeYUZM2ZIj1IFuHPnDm5ubqSkpMj+YaLSOTg4MGrUKEaNGgVAREQEJ06cIDw8HFNTUxwdHXF2dgYgIyOD4cOHk5ubS48ePejevTtPP/20bOMjhNCbUhVM586d49lnn9UVSwBWVlb88ssveHh48NVXXzF8+HB2795dIUVTq1atMDIyol+/fsyYMYNnnnlG7qipIBkZGdSpUweA1q1bK5xGCHBxcWH8+PG6x/fv3+f06dNERUVhYWHBX3/9RUpKCmfPniUoKIicnBxiYmLIzc3FycmJzp07F7h2CSFEaZSqYHp0B1phvvzyS4yNjfn8888ZNmwYu3fv1kvAwhw7doxjx44xbdq0YtuqVCrS09MrLEt15evri4mJCUlJSTz77LNKxxHiMY0aNaJRo0a6x0OHDuX48eMcP35cNyxft25d3fOXLl3C39+f9PR0ateuTffu3XW7EQghRHFKVTC5uroSHh5e5POLFy8G4PPPP2fo0KF06tSpfOn+oX79+nJxqyS//fYbf/75J/Pnz8fIyEjpOEIUy8PDAw8PD55//nng4RDe6dOnCQ0NBR4WT3Z2dpibmzNjxgw0Gg116tRh+vTpNGnShCZNmtClSxesrKyU/GsIIaqoUi0rMGrUKC5evKi7ABXlo48+4vPPP8fExIS8vDy97SVnSAz51tT09HTq1q1LRkYGp0+fxsvLS+lIQpRbUlISAQEB3Lx5k927d3P69GkyMzP57rvvcHFxAR7eUBIbG0t+fj5169alTZs2tGrVSr6o1SCGfO0WFatUGzoNGzaM8PBw9uzZ88R2ixcv5sMPP9QtPSAMy549e8jIyKBBgwZ06dJF6ThC6IWtrS1Dhgxh/vz5+Pv7k5SUxKlTp7CwsCA0NJTk5GSMjIyoV68erq6umJiYcODAARwcHBg2bBiLFy9m3759xMXFKf1XEUIooFRDcmPHjkWr1T62uFxhFi1aRKNGjXS7lwvDERoaymeffYZWq5Vv1qLaMjU1xdvbG29vb+DhXpX379/n4sWLREZGotVquX37NgkJCezdu5cDBw7w008/4e/vT2xsLNnZ2djb29OsWTPat29fYXcHCyGqhkrfGuXBgwcEBwfr1lopD61Wy86dO7ly5QoRERGF9mipVCrWrl1b7nOVlqF26z765WBqaoqHh4cMx4kaLScnhytXrnD69GmuXLlCx44ddXeP/l1ubi6XLl0iPT2djh070rFjR1q0aFEp69IJ/TLUa7eoeKVe6bu8fHx8WLRoUbnnNd29e5fhw4cTGBjIk2o+pQomQ7Vv3z5MTU2JjY1l7NixSscRQlGmpqZ07tyZzp07646FhYVx/vx5QkNDyc3Nxc7Ojlq1anHv3j127NgBgKOjI0uWLCE+Pl43ubxZs2a0a9dOiighDFSlF0z6Mnv2bO7cucOsWbOYNGkSzs7OGBsb7F+nyoiOjsbNzQ2tVotaXaopbkLUCG5ubgWWV9FoNNy6dYtJkybRtGlTzp8/j0ajwdTUVLewJkBISAiBgYHEx8cTHx9PgwYNaNu2LS1btpThPCEMgMFWGMePH2fkyJH897//VTpKtREVFaVbGblbt24KpxHCMKjValq0aEGLFi10C2tqNBpu3rzJtWvXiI6OJj8/Hzs7OywtLXF2dmbz5s2cPn0agLZt2/LSSy+RlZVFrVq1cHNzo3Xr1rKMihBVjMEWTFZWVjRp0kTpGNXKgQMHsLCwIDo6usCKykKI0lGr1bRs2ZKWLVvqjuXn53Pz5k2uX79Onz59qFWrFleuXMHDw6PAJsIZGRmcOXOGQ4cOkZKSQnJyMk2aNKFt27Y89dRTsruBEAox2IJpwIABnDp1SukY1Up8fDxubm4ytClEBTAyMqJVq1a0atWKCRMmAA9vXHnw4AFXr14lLCyMjIwMzM3NqVOnDlZWVlhZWfH9998TFBQEPLzuDR8+nLy8PF1vVfPmzWnSpIkMoQtRwQz2N+PXX3+Nt7c3b7/9NosXL5Y5AOUUFRXF1q1b6dq1KzNnzlQ6jhA1gkql0q1Q/nepqalcuXKFe/fuMWzYMC5fvszVq1dp0KBBgQ2Fs7OzuXz5MqdPnyYhIYG7d+/SqFEjWrZsSYsWLXB1dZVCSgg9qfRlBRYuXKiXu+QAbt++jbe3N/n5+Xh6ehZ6C6hKpcLPz6/c5yotQ7s1dcWKFcyZM4cuXbpw5swZpeMIIf5Bq9Vy584drl+/TlRUFJmZmZiZmWFvb6/rFZ4+fToZGRkAvPDCC/Tu3ZukpCQ0Gg3W1ta4ubnRrFkzPDw8pJAqgqFdu0XlMdgepkuXLjFgwACSkpIAuHjxYqHtZNJkyWzevBmAiRMnKpxECFEYlUpFs2bNaNasWYHj2dnZ3Lhxg8DAQN5++22uX7/O9evXcXNzw9LSEktLS13blJQUzp07x7Fjx1i9ejUNGzbkqaeeolmzZjRs2JDmzZsXaC+E+D8GWzDNmzePpKQkvvrqK92yArJJbNncvXsXR0dH6tWrJ5O9hTAwZmZmtG/fnvbt2xc4npGRwfXr17l37x6xsbHk5ORgYWGBnZ0dubm5nDx5kpMnTwLw7rvvotFoCAwMJDExkczMTIyMjLC1tcXNzY02bdoUmJguRE1U6QWTjY0N9evXL/f7XLhwgQkTJvD222/rIVXN5u/vz6RJk+jZsyeurq5KxxFC6IGlpeVji24CZGVlcfv2bbZt28atW7e4ffs2tWvXJjMzEwsLi8dWMg8NDaV///7Y2dnh6enJoEGDqFu3Lvb29ri6uuLp6Um9evVkiE9Ue2UumL766iumT59O3bp1S/W6efPmMW/evLKeVsfa2honJ6dyv4+AzMxMbG1tsbGxUTqKEKKCmZub07ZtW9q2bVvguEajISwsjFu3bhEeHk5ycjIajYakpCRUKhWJiYmcPXuWiRMn6q770dHRREdHk5GRQUpKCllZWaSmptKkSROaNGlCgwYNcHZ2lmJKVAtlnvStVqsxMTFhxIgRvPTSSwwaNEjf2Z5o1qxZBAQEcPHixSr5YTSUiYPXrl3jxo0b5Ofn06NHjwIrGAshBDz8UhUYGMi9e/d0BZJKpcLS0hI7Oztdu/v37/Pee+/pHn/zzTc4ODiQnJxMbm4upqam2NjY4OTkRIMGDWjcuHGVW8bEUK7dovKVuWBat24dq1ev5syZM6hUKtzd3Zk5cybTp0+vlF+6KSkpDBgwgEaNGvHNN99UuaEkQ/nQ/fDDDzg4OBAWFsb8+fOVjiOEMDBpaWncuXOH4OBgIiMjuXbtGnfv3uXu3bssXLiwyCVfgoKC+OCDD3B3d6dhw4YMGDAAGxsbbG1tcXJyomHDhnh4eFT63FRDuXaLylfuZQVu3LjB6tWr2bRpE/Hx8RgZGTF48GBeeuklhg8fXmG9P40aNSInJ4fIyEgA7OzsilxW4N69exWS4UkM5UP3/fff4+TkRFZWFlOnTlU6jhCiGsnIyODOnTuEhIQQExNDWloaWq0Wc3NzAgMDWbp0qa7thg0bHtuYODc3l+TkZGJiYoiKiqJBgwY0bNgQFxcX3f/q+3eMoVy7ReXT2zpMubm5bNu2jTVr1uDv7w9AvXr1mD59OjNmzKBRo0b6OI1OgwYNSrxkwKNVciuTIXzoLly4wL1798jLy6N///6lno8mhBBlpdFoiIyMJDg4mKCgIN0cKJVKhbm5Oba2trrepbNnz/Ltt9/qXrt+/XrMzc3JycnRvQ7A1NSU2rVr4+zsjLu7O/Xr16d27dqlymUI126hjApZuDIgIIBx48YREREBPJzvNHDgQD755BO8vLz0fboqyRA+dN988w1169YlNjaWBQsWKB1HCCF0cnJyCA4O1g313b9/n6CgIMLDw5kwYQLW1taF9i79s7hauXIlOTk55Obm6ooxGxsb6tatqxsONDU11bU3hGu3UIbeZttptVr27dvH6tWr2bt3L7m5uXh4eDBlyhQuXrzIvn378PX1Zd26dTL0UwVotVpWrVpFSEgI69atUzqOEEIUYGpqStOmTWnatGmhz2dkZBASEkJYWBgxMTG6nqb8/HxatWpFaGgoGo2mwKT0v0tISGD//v0sWbIEJycnXF1dmThxIrm5uRX51xIGrNwF04MHD1i7di0+Pj6Eh4ejVqsZNmwYr7zyCoMHD9YNm924cYPhw4ezaNEiKZiqgEuXLhEYGIi5uTkjR45UOo4QQpSKpaUlzZs3p3nz5kW2SUpK4t69e0RGRhIXF0daWhrZ2dmo1WrMzMyIjY1Fq9USFRVFeno69evX120tI8Q/lblg2rp1K2vWrOHQoUNoNBpcXV35+OOPefHFFwu9Y61FixZMmTKFL774okzne/XVV/noo4/KfDfc5s2byc/PZ/LkyWV6fXXzxx9/ADB8+HCsrKwUTiOEEPpna2tLx44di3z+1Vdf5T//+Q9hYWGEh4cTHx9PXFxcJSYUhqRc6zCp1WoGDRrEq6++yrBhw4q9W+HXX39l1apVHD58uNTnc3V1JSEhgYkTJzJ16lT69OlT7GsiIiL45ZdfWLduHbdv3+bHH3/kxRdffOJrzp07x/r16zl8+DDBwcHUqVOHp59+ms8++6zIruHCVOVxcI1Gw+rVq0lLS8PDw4OxY8cqHUkIIaqEqnztFsoqc8H00Ucf8dJLL+llm5OSyMzM5D//+Q/ffvst6enp2Nvb06VLFzp27IiTkxO2trZkZWWRkJDA7du3OXPmDDdv3kSj0dC9e3e+/vrrEk04Hzt2LCdPnmTcuHG0adOGqKgoVqxYQVpaGqdPn6ZVq1YlyluVP3RHjhwhJiaGrKwsxowZU+q7SIQQorqqytduoawKuUuuIqWmprJhwwZ8fHy4fPkyGo0GQDdX6tFfx97enlGjRvHqq68+tpfSk5w6dYpOnToVuGsiMDCQ1q1bM3bsWDZt2lSi96nKH7qlS5fi4uJCaGio3B0nhBB/U5Wv3UJZBlcw/V1SUhIBAQGEhYURHx+PhYUFjo6OtG7dmtatW+v1XI/GwS9cuFCi9lX1Q5eXl4ePjw82NjaYmZkxatQopSMJIUSVUVWv3UJ55bpLLjQ0lM8++4xDhw4RERFBTk7OY21UKhV5eXnlOU2RbG1tGTJkSIW8999ptVqio6Np2bJlhZ+rovn7+2NjY0N6errcHSeEEEKUUJkLpvv37+Pl5UViYiItW7YkOzsbDw8PzM3NuX//Prm5ubRt2xZbW1s9xlXGzz//THh4OIsWLSqyTXZ2NtnZ2brHKSkplRGt1K5fv46rqyuJiYlF7vEkhBBCiILKvAnPwoULSU5Oxs/PjytXrgAwffp0bt68SXBwMCNHjiQ9PZ2tW7fqLawSbt26xezZs/H29uaFF14ost2XX36JjY2N7o+7u3slpiyZ7OxsbGxsAHjqqacUTiOEEEIYjjIXTIcOHWLo0KH06tVLd+zRdChnZ2e2bNkCwPvvv1/OiMqJiopi2LBh2NjYsHXr1ifumv3ee++RnJys+xMaGlqJSUvG39+f77//nhMnTtC/f3+l4wghhBAGo8xDcnFxcQV6KYyNjQuskGpmZsaAAQPYsWNHuQIqJTk5mSFDhpCUlMTx48dxcXF5YnszM7PHdtquan777TcuX75M165dC9wFKIQQQognK3PB5ODgQHp6eoHHwcHBBd/c2JikpKSynkIxWVlZjBgxgjt37nDo0CFatGihdKRyy87OZtu2bQBMnDhR4TRCCCGEYSnzkJynpyf37t3TPe7SpQsHDhzg/v37AMTGxrJ161YaN25c/pSVKD8/nwkTJhAQEMDvv/+Ot7e30pH0Yu/evQwbNoyOHTvSrVs3peMIIYQQBqXMPUxDhgzh008/JSkpCVtbW+bNm8euXbto06YNzZs35+7du6SkpPDpp5/qMW7FW7BgAX/++ScjRowgISHhsYUqn3/+eYWSlc/9+/cZPXo0ERERxW5hI4QQQoiCyrxwZUpKCjdv3qRFixa6zVt///13Pv30U+7fv4+Hhwdz5sxh9uzZeg38+eefk56ezsKFCzExMSm0TU5ODp9++inW1tb861//KtX79+7dm6NHjxb5fEl/XFVp8bPk5GT+/PNPzMzMcHZ2pkePHormEUKIqqoqXbtF1VLmrgZra2u8vLwK7HQ/btw4rl+/TmZmpu52fH06dOgQH3/8MXXq1CmyWAIwNTXFwcGBDz74oNQb/R45cgStVlvkH0N04MABzMzMiI+Pl+E4IYQQogwMamxmw4YN2NnZ8frrrxfbdvbs2djb2+Pj41MJyaq2R0sc5OXlyXCcEEIIUQYG9dvz1KlT9O/fv0S375uZmdG/f39OnjxZCcmqrri4OJycnADw8vJSOI0QQghhmEpcMKnVaoyMjEr9x9i4XNvVFRAREUGjRo1K3L5hw4ZERkbq7fyGaP/+/ZiamhITE0OnTp2UjiOEEEIYpBJXMz179kSlUlVklmKp1Wpyc3NL3D43N7fGD0FduHCBli1bolKpavzPQgghhCirEhdMR44cqcAYJePi4sK1a9dK3P7atWu4urpWYKKqLT4+nhUrVqDRaLh69arScYQQQgiDZVBdDj169MDf3/+xFcULExwcjL+/Pz179qz4YFXUtm3byMvLo02bNrRs2VLpOEIIIYTB0kvBdOPGDbZt28bGjRv18XZFmj17Nrm5uYwdO5a4uLgi28XHxzNu3Djy8vKYNWtWhWaqynx9fVGpVLIVihBCCFFOZV64EuDcuXO89NJL/PXXX7pj+fn5ABw7dozBgwezefNmRo4cWf6k/9/8+fNZunQpDg4OvPrqq/Tp0wc3NzcAwsPD8fPzY9WqVcTGxjJ//ny++eYbvZ27NJRe/CwkJISAgADi4+MZNGgQTZo0qfQMQghhaJS+douqq8wF0/Xr13n66adRq9W89NJL3Lp1i3379ukKJq1Wi4eHB7169dJrz5NWq+WDDz7g66+/RqPRFPq8kZER77zzDp999pliE9WV/tCtWbMGa2trIiIimDdvXqWfXwghDJHS125RdZX5nv9PPvkEeHgXVpMmTVi4cCH79u3TPa9SqfD29ubcuXPlT/k3KpWKL774gpkzZ+Lj48OpU6eIiooCoF69enTr1o1p06YZ3Ka/+paWloa1tTW1atVSOooQQghh8MpcMB09epRnn332iUM99evXZ//+/WU9xRM1btyYzz77rELe29AFBgbi4uKCRqOhX79+SscRQgghDF6ZJ32npqZSt27dJ7bJzMzUDdGJyuPv7w9AZGRkqRb6FEIIIUThylwwubu7F5jsXZiLFy/W+KExJWRlZQFgY2OjcBIhhBCieihzwTR8+HB8fX05dOhQoc//9ttvnD59mtGjR5f1FKIMrl+/jrOzM/n5+QwcOFDpOEIIIUS1UOaC6f3338fFxYWhQ4fy0ksvcf78eQB++OEHpkyZwnPPPUeDBg2YP3++3sKK4u3YsYOPP/6YM2fO6JZbEEIIIUT5lGsdpvv37zNlyhQCAgIee87Ly4tff/2VBg0alCefwVLq1tTWrVtz7do11q1bx/Tp0yvtvEIIUR3IsgKiKOUqmB65fPkyp0+fJiEhAWtra7y8vOjcubM+8hksJT50165do3Xr1piYmBAdHY2dnV2lnFcIIaoLKZhEUcq8rMDftWvXjnbt2unjrUQ5+Pn5MXPmTHJycqRYEkIIIfSoxAXTjBkzynQClUrF2rVry/RaUXIajQYTExMGDhwoSzkIIYQQelbiITm1uvD54SqVisLe4tFxlUpVI3+BV3a37qlTpwgLCyM7O5sRI0Zga2tb4ecUQojqRobkRFFK3MMUFBRU4LFGo2Hu3LmcPn2auXPn0qNHD5ycnIiOjubYsWMsX74cb29vvvvuO72HFo87f/489erVIyYmRoolIYQQQs9KXDB5eHgUePzvf/+bM2fOcOXKFZydnXXHmzVrRs+ePZk+fTrt27dn69atvPPOO/pLLB6Tn5+PmZkZ8Ph/JyGEEEKUX5nXYVq7di3jx48vUCz9naurK+PHj2f16tVlDidK5tixY9jZ2ZGZmcngwYOVjiOEEEJUO2UumMLCwjA3N39iG3Nzc8LCwsp6ClFCV65cASAuLo7atWsrnEYIIYSofspcMLm5ubF9+3bdvmX/lJGRwfbt22W16QqWn5/PuXPniI2NpUmTJkrHEUIIIaqlMhdML774Ivfv36dbt27s3LmT+Ph4AOLj49mxYwfdu3cnODiYl156SW9hxeOOHTvGL7/8wkcffSTDcUIIIUQFKfPClW+//TZ37tzBx8eHMWPGAA+XHtBoNABotVqmT5/O22+/rZ+kolCbN28GYMyYMbqJ30IIIYTQrzIXTGq1mrVr1zJ16lTWr1/P1atXSU5OxsbGhrZt2zJlyhR69+6tx6jin7Kzs7l58yZGRkZMnDhR6ThCCCFEtaWXveTE4ypj8bNdu3aRmZlJZGQkr732GiYmJhVyHiGEqClk4UpRlDLPYRLKCwwMBP5vWxQhhBBCVAwpmAxUeno69vb2ALRp00bhNEIIIUT1JgWTgTpw4ACWlpYkJibKXDEhhBCigknBZKAe7e2XlZWFkZGRwmmEEEKI6k0KJgOUnJxM3bp1AejYsaPCaYQQQojqTwomA7R//37MzMyIj4+na9euSscRQgghqj0pmAzQ5s2befvtt0lKSkKtlv+EQgghREUr88KVQhnJycns3buXnJwchg0bpnQcIYQQokaQ7gkDs2PHDnJycmjevDmtW7dWOo4QQghRI0gPk4GJiori9ddfx9XVFZVKpXQcIYQQokaQgsmARERE4O7uTsOGDXnqqaeUjiOEEELUGDIkZ0B8fX0xNjYmKipKVvcWQgghKpEUTAYkISEBAFNTU4WTCCGEEDWLFEwGIiQkBBcXFwD69OmjcBohhBCiZpGCyUAcPHgQtVpNREQEzZo1UzqOEEIIUaNIwVSI7Oxs3n33XVxcXLCwsMDLy4uDBw8qmiktLQ2AWrVqKZpDCCGEqImkYCrEtGnTWLJkCZMnT2bZsmUYGRkxdOhQTpw4oUie4OBgjh49SkhICP3791ckgxBCCFGTqbRarVbpEFXJ2bNn8fLy4uuvv+att94CICsri1atWlG3bl1OnTpVovdJSUnBxsaG5ORkrK2ty5Xp66+/5p133qFXr14cOXKkXO8lhBCiaPq8dovqRXqY/mHr1q0YGRnx8ssv646Zm5szc+ZMAgICCA0NrfRMmzdvBmDixImVfm4hhBBCyMKVj7l06RJNmzZ97JtFly5dALh8+TLu7u6PvS47O5vs7Gzd45SUFABWr16NhYVFoedas2aNbm5Sz5496dChw2NtzMzMaNasGbdu3eLZZ58t219KCCGEEOUiBdM/REZG4uzs/NjxR8ciIiIKfd2XX37JwoULHztep04dLC0tC31NSEiIbm2lp59+GgcHh0LbjR49mvbt2+Po6Fiiv4MQQggh9EsKpn/IzMzEzMzssePm5ua65wvz3nvvMX/+fN3jlJQU3N3dsbe3L/LOth07duj2g8vLyyM/P7/QdkZGRgwbNqxUfw8hhBBC6I8UTP9gYWFRYGjtkaysLN3zhTEzMyu00Ordu7dMHBRCCCEMnEz6/gdnZ2ciIyMfO/7o2KPVtoUQQghRc0jB9A/t2rXjzp07uknbj5w5c0b3vBBCCCFqFimY/mHs2LHk5+ezatUq3bHs7Gx8fHzw8vIq9A45IYQQQlRvMofpH7y8vBg3bhzvvfceMTExNGnShPXr1xMcHMzatWuVjieEEEIIBUjBVIgNGzbw0UcfsXHjRhITE2nTpg27d++mZ8+eJX6PRwuo/3NoTwghRNX16Jotm2CIf5KtUSrI/fv3ady4sdIxhBBClMG9e/do1KiR0jFEFSI9TBXE3t4egAcPHmBjY6Nwmqrr0XpVoaGhsvxCEeRnVDz5GZWM/JyKl5ycTP369XXXcCEekYKpgqjVD+fT29jYyIWpBKytreXnVAz5GRVPfkYlIz+n4j26hgvxiPyLEEIIIYQohhRMQgghhBDFkIKpgpiZmfHJJ58Uul2K+D/ycyqe/IyKJz+jkpGfU/HkZySKInfJCSGEEEIUQ3qYhBBCCCGKIQWTEEIIIUQxpGASQgghhCiGFExCCCGEEMWQgkkIIYQQohhSMAkhhBBCFEMKJiGEEEKIYkjBJIQQQghRDCmYhBBCCCGKIQWTEEIIIUQxpGASQgghhCiGsdIBqiuNRkNERARWVlaoVCql4wghhCgBrVZLamoqLi4uqNXSpyD+jxRMFSQiIgJ3d3elYwghhCiD0NBQ3NzclI4hqhApmCqIlZUV8PBDZ21trXAaIYQQJZGSkoK7u7vuGi7EI1IwVZBHw3DW1tZSMAkhhIGRqRTin2SAVgghhBCiGFIwCSGEEEIUQwomIYQQQohiSMEkhBAG5OzZs1y9elXpGELUOFIwCSGEgbh58yZdu3albdu2LFy4kLCwMKUjCVFjyF1yQghhIH755Rfy8/Pp1KkTzZs359ChQ+Tl5TF16lRMTU2VjidEtSY9TEIIYQA0Gg3h4eHUr1+f4cOHExUVhaWlJdbW1vz444/4+fkpHVGIak2l1Wq1SoeojlJSUrCxsSE5OVnWYRJClNupU6cICwsjOzubESNGULt2bTZu3AhArVq1AAgLC+PZZ5/Fw8NDyagGTa7doijSwySEEAbg3LlzAMTExGBra4uxsTHTp09n0KBBhIeHo9FocHNzY/PmzXz11VdkZWUpnFiI6kUKJiGEqOLy8/MxNzcHeKz3yMXFhTfffBM3NzciIyPZsmUL//rXv2jRogV//PEHGo1GichCVDsy6VsIIaq4Y8eOYWdnR2ZmJs8++2yhbbp37463tzd2dnb861//IigoiHXr1vHgwQOefvppvL29Kzm1ENWL9DAJIUQVd+XKFQDi4+OpXbt2ke2MjIyYOnUqd+7c4aOPPmLUqFG4uroSEhLCkiVLCA0NrazIQlQ7UjAJIUQVlpeXp5vU3aRJkxK9pnbt2ixatIjevXsTGhqKWq3Gzc0Nf39//ve//5GamlqRkYWolqRgEkKIKuzw4cOo1WrS0tIYOHBgqV7btGlTFixYgIODA5GRkVhYWFCnTh1+/fVX1q9fT35+fgWlFqL6kYJJCCGqsK1bt/LKK69w9epV3cTv0urbty+vv/46eXl5JCQkYG1tzQcffEC7du3Yu3cvsrqMEMWTgkkIIaqo3Nxctm7dSn5+PiNGjCjXexkZGfHcc88xZcoU4uPjycjI4Nq1awwbNoy5c+dy8uRJPaUWonqSgkkIIaqogwcPkpCQgJOTE71799bLe9aqVYvZs2dz79493n77bRo2bEjXrl0JDw/n22+/lY19hSiCrPRdQWS1WCFEeS1ZsgRTU1NiY2NZuHBhhZwjMDCQXbt24eLiglqtJj8/n8jISEaMGIGnp2eFnLMqk2u3KIr0MAkhRBWUnp6Ovb09devWpWfPnhV2Hk9PT+bPn0/Dhg0JCwvDyMgINzc3zp49y9KlSwkLC6uwcwthSKRgEkKIKujAgQNYWlqSmJiot+G4J/Hy8mL+/PnUrVuX8PBwTExMsLa2pl27dnzwwQckJiZWeAYhqjIpmIQQogoKCgoCICsrCyMjo0o7b+/evZk7dy5WVlYcO3aM+Ph4vvjiCxo1asSyZcuIjY2ttCxCVCVSMAkhRBWTnJxM3bp1AejUqVOln1+tVjNkyBB8fHzYsWMHrVq1okGDBjg7O7Nnzx5WrFhBdHR0pecSQkky6buCyMRBIURZbd68GbVaTXx8PK+88gpqtbLfbTUaDVu3biUmJkZXyGVmZpKSksK4ceOoV6+eovn0Sa7doijSwySEEFVMeHg48HBbFKWLJXjY4zR+/HhmzZqFWq0mOjoaCwsLnJyc8PX1Zfny5URFRSkdU4gKpfwnUQghhE5ycjI//fQTvr6+eHt7Kx2nACMjI8aOHctrr72GsbExUVFRmJubk5OTg6enJ++88w4xMTFKxxSiQpSrYNJoNI8dCwgI4IMPPmDx4sVyO6oQQpTSjh07uHbtGgEBAXTs2FHpOIUyMjJizJgxvP7665iamhIQEEBaWhpff/01TZs25bvvvuP+/ftKxxRCr8pcML355ptYWlqSlJSkO7Z161Z69OjBl19+ySeffEKHDh2kaBJCiFLYvHkzABMnTkSlUimc5snUajWjR49m69at7N69m86dO9OtWzdcXV05ffo0S5Ys4eLFi0rHFEIvylwwHT58mL59+2Jra6s79vHHH2NjY8OGDRv4z3/+Q2JiIt98840+cgohRLUXERGBq6srzZo1Y8KECUrHKTGVSsWwYcM4c+YMs2bNIjw8HGNjY9zc3Lh79y5LlizB399f6ZhClItxWV8YGhpKr169dI+DgoK4desWn3zyCc8//zwAx48fZ//+/eVPKYQQNcCBAwcYOHAgbdq0oWnTpkrHKTWVSsXw4cMBOHbsGOfOncPV1RU3Nzfi4uL47rvvaNSoESNGjKgSk9mFKI0y/4tNT0+nVq1ausdHjx5FpVIxZMgQ3bEWLVrIkJwQQpTQoykOpqamygbRg549e7JgwQKaN29OWFgYubm5hIaGMnr0aFq1aoWPjw/Z2dlKxxSixMrcw+Ti4sLt27d1j/fv30/t2rULTFJMSUnBzMysfAmFEKIGCAkJwdnZGYA+ffoonEZ/2rZtS9u2bQkJCeH27dtYW1tz8+ZN3nvvPbKzs1GpVIwZMwZHR0elowrxRGUumHr16sWvv/7KihUrMDc3Z9u2bYwePbrAEv737t3Dzc1NL0GFEKI6O3jwINbW1kRERDB+/Hil4+idh4cHixYt4q233uLHH3/k7t272NvbAw+/cMfFxdG3b1/atm2rcFIhClfmlb7v3r1L586dSUlJQavVUqtWLc6cOUOLFi0ASE1NxcnJiWnTpvHDDz/oNbQhkNVihRClsXTpUlxcXEhJSeHFF19UOk6Fy8jIYOvWraSkpOhWDwcICwvD09OToUOHVuoeeo/ItVsUpcw9TE2aNOHGjRv88ccfAIwYMQIPDw/d84GBgbzyyis899xz5U8phBDV2J07d3BxcUGj0dC/f3+l41QKS0tLpk6dikajwdfXl+vXr+smiMfGxtKuXTtmzZrF1KlTqV27ttJxhZC95Eri888/58MPP6Rly5Zcu3atRK+RbylCiJJavnw5xsbGZGdn8+abbyodRzE3btzA19eXs2fP8uuvvwJgY2PDRx99xPDhw2nWrFmFZ5BrtyhKmXuYHtFoNKSmpgJgZWVV7W4VDQsL44svvihwR6AQQujT+vXruXTpEitXrlQ6iqJatGhBixYtSE1Nxdvbm+XLl2NhYYG7uzuXLl1i9+7dNG/enEGDBikyXCdqtjL1MJ05c4bVq1dz9OhRgoODdVukqFQqGjZsSO/evZk5cyZPP/203gNXtokTJxIbG0t+fj5xcXHSwySE0Ks7d+7QrFkzjIyMiIqKwsHBQelIVYZGo2H37t3cvXu3wA1E8fHxqNVqhg8fjqurq17PKdduUZRS9zDNnTuXFStW6CZ6N2/eXPePKiUlhaCgINauXcu6deuYM2cOS5cu1XfmSnPs2DG2bt3KpUuXmDNnjtJxhBDV0LZt2zAyMmLAgAFSLP2DWq1m5MiRAFy4cIHjx49ja2tLnTp1ADhy5AjHjh3j+eefp3v37lV+Kxlh2EpVMK1cuZLvv/+eHj16sHjxYrp37/7YEJxGo+H48eN89NFHfP/99zRv3pxXXnlFr6ErQ35+PnPmzOHFF1+kdevWxbbPzs4usAhbSkpKRcYTQlQTtWvXZuXKldViscqK1LFjRzp27EhycjI7d+4kMTERjUbDqlWrWLVqFc2bN2fOnDmMHTtW1nQSFaJUQ3Lt2rVDo9Fw8eJFjI2fXGvl5ubSoUMHjIyMuHz5cnlzVrr//ve/fPDBBwQGBuLo6Ejv3r2fOCT36aefsnDhwseOS7euEKIo58+f5/79++Tm5jJw4ED5RV9KZ8+eZc2aNfz888/k5uaycuVKTExMiI2NpVOnToV+qS+ODMmJopTqX9KdO3cYNmxYscUSgImJCcOGDePOnTtlDqeU+Ph4Pv74Yz766KMSX8Dee+89kpOTdX9CQ0MrOKUQwtAFBAQAEBUVJcVSGXTp0oVVq1YRERHB999/T3p6OmZmZri5uREVFcUPP/zAjz/+KNdjoRelGpKrVasWkZGRJW4fGRlpkHeXffjhh9jb25dq3pKZmZlsAyOEKDGNRqP78qnvics1jY2NDa+88goajYajR49y6dIl6tatq1sQ8/jx45w9e5bevXszbNgwTExMFE4sDFGpepj69OnDli1b8PX1Lbbt/v372bJlC3379i1zOCUEBgayatUq3njjDSIiIggODiY4OJisrCxyc3MJDg4mISFB6ZhCCAMXEBBAnTp1yM7OZvDgwUrHqRbUajV9+vRh/vz5DB48mIyMDCIiIjA2Nua3337jmWeewdXVlQ8//JDz588rHVcYmFLNYQoMDKRz586kpqbSt29fBgwYgKenJzY2NsDD+TqBgYH4+vpy+PBhbGxsOHPmDJ6enhX2F9C3I0eOFLvx5dy5c4u9+0/GwYUQT7Js2TKcnZ0JDQ1lwYIFSsep1i5fvswvv/zChg0biI6OZv78+Xh5eREZGYmVlRXDhw/X9UbJtVsUpdTrMN24cYNZs2Zx/Pjxh2/wj9s4H71dz549+eGHH3R7yxmKuLg4Tpw48djxDz/8kNTUVJYtW0bjxo2LvXNOPnRCiKLk5+ezZs0a7OzsMDIy4tlnn1U6Uo2Qm5vLvn37uH37Nq6urroh0dzcXKKiomjQoAHdunXD2dlZrt3iMWXeGiUwMJAjR44QGBhIcnIy8HAc2dPTk169etG0aVO9BlVacXfJ/ZMUTEKIopw4cYLnn3+eXr168cMPPxjkXE9DFxYWxt69e8nOzsbJyUl3/MqVK3zxxRdy7RaPKfPWKJ6engY11CaEEFXFli1bCAkJAZBiSSFubm68/PLLaDQazp07x+nTp7GwsODcuXNKRxNVlMFuvnv48GH8/Pw4efIkYWFhxMXFYWlpiaOjI61bt6ZXr14MHz6cevXqKZJPepiEEIXJz8/H1dWV6Oho9uzZw9ChQ5WOJP6/vLw89u3bx8iRI+XaLR5jUAVTeno6y5cvZ/Xq1YSEhOjmS5mbm2Nvb09mZibJycm6ve1MTEwYMWIEb775Jt26davUrFIwCSEKc+DAAXbt2sXFixc5cuSIrPBdxci1WxSldEuglsLt27cxMjIq0SKXJbFy5UqaNGnCBx98gLW1NYsXL8bPz4/k5GQyMjIICwsjPj6e3Nxcbt26xfr16xk/fjy+vr707NmTMWPGEBQUpJcsQghRVtevX6dnz56MHTtWiiUhDEiFFUzw8I65R7095TVnzhwGDBjA1atXuXz5Mu+//z59+vTBysqqQDuVSkXTpk2ZMmUKGzduJDo6mh9//JErV66wceNGvWQRQoiyyMrKwtbWFsDg7iAWoqYzmCG5O3fulOvOu/z8fB48eEDDhg31mKpo0q0rhPinP//8k6ysLFJSUpg2bZreeuCF/si1WxSlQnuY9Km8yxQYGRlVWrEkhBCFCQwMBCA1NVWKJSEMjMEUTEIIYcjS09NxcHAAoG3btgqnEUKUVoV+xUlISCAtLY369evr5f0ePHhQptfp6/xCCFFW+/fvx8LCgsTERFnZWwgDVKEF04IFC9i4cSN5eXl6eb8GDRo8thVLcVQqld7OL4QQZXXixAnc3d0xMjLCyMhI6ThCiFKq8EF0fc8pNzY2pmvXrpibm+v1fYUQoqKkpaXx448/kpmZKStJC2GgDGrWobOzM5GRkVy5coVJkyYxY8YMOnbsqHQsIYR4ol27dpGZmUnjxo3lmiWEgSpVwdSoUaNSvXlcXFyp2hcnNDSUffv2sW7dOtasWcPKlStp06YNM2bMYPLkydjb2+v1fEIIoQ/+/v6YmpoyceLEUk8rEEJUDaVah0mtVqNWqzExMSlR+9zcXLRaLfn5+WUOWJS4uDg2bNiAj48P169fx8zMjJEjRzJjxgwGDRqk9/OVlqzlIYQAiI2NxdfXl/z8fFq3bk379u2VjiSeQK7doiilWlbAxcWFli1bkpmZWaI/zz//fEXlxsHBgfnz5/PXX38REBDA1KlTOXDgAEOHDsXDw4OLFy9W2LmFEKKk9u/fj4mJCSkpKVIsCWHASlUwdezYkZs3b5KdnV2i9pXV9ezl5cWPP/7IH3/8gYuLC2FhYYSFhVXKuYUQ4kliY2OBhz30QgjDVapPcPv27cnLy+PKlSslaq/VavV+l9w/xcTE8PXXX9OiRQsGDhxIXFwc48ePp127dhV6XiGEKE54eDjOzs4A9OjRQ+E0QojyKFXBNHXqVHx8fKhbt26J2n/77bcEBQWVKdiT5Ofns2PHDkaNGoW7uzvvvvsu5ubmLFu2jIiICH799VdZrFIIoThfX1+MjIyIjIykdevWSscRQpRDqe+SK82dcnXq1KFOnTqlDlWUGzdusG7dOjZt2kRMTAx2dna88sorzJgxQ3qUhBBVTlJSErVq1ZJ144SoBgxqHaZWrVphZGREv379mDFjBs8880yJ79gTQojKFBISohuO69Onj8JphBDlVaplBZSmVqsxMjIqVZGkUqlIT0+vwFSFk1tThajZli1bxpdffsmIESNYvXq10nFECcm1WxSl1D1MWVlZ+Pj4cPfuXVq3bs2UKVMwMjIiIiKCBQsWcOTIEUxMTBg2bBifffaZXofk6tevL4u+CSEMwubNm4mOjpa5S0JUE6XqYcrMzKRbt25cuXIFrVaLSqVi0KBBbN26lS5dunDjxg3s7OxITk5Go9HQsmVLzp07VyPH7+VbihA1V3BwMA0bNkSlUhW4U05UfXLtFkUp1V1yP/74I5cvX2by5Mns3LmTF198kQMHDjBr1ixSUlI4e/Ys8fHxJCcnM2PGDG7cuMEPP/xQUdmFEKJK2rdvH2+99RbPPfecFEtCVBOl6mHq3Lkz2dnZXL16tcCxixcv8vPPPzNx4kTd8by8PBo1akT9+vU5ceKEflMbAPmWIkTNtXz5curVq0dGRgbTpk1TOo4oBbl2i6KUag5TcHAwkyZNKnCse/fuXLx4kb59+xZ8Y2Nj+vfvz86dO8ufsgharZadO3dy5coVIiIiyM3NfayNSqVi7dq1FZZBCCH+7urVq9SrV4+8vDwGDhyodBwhhJ6UqmBKT0/HysqqwDFbW1uAQhezrFevHqmpqWVP9wR3795l+PDhBAYGPnE1cSmYhBCV6fjx4zg6OhIVFYWLi4vScYQQelKqgsnBwYGYmJgCxywsLLC3ty+0fXx8vK6g0rfZs2dz584dZs2axaRJk3B2dsbY2KCWlRJCVDMajUb3/0u6I4IQwjCUag7TgAEDSEtLIyAgoMTtExISuHDhQpkDFsXS0pKBAweyY8cOvb+3Psg4uBA1z7lz5wgKCiI3N5dBgwbh4OCgdCRRSnLtFkUp1V1y3t7e3Llzh5ycnGLbJiYmcuLEiQrbcNLKyoomTZpUyHsLIURZnD59GoCoqCgploSoZkpVMC1atIj4+HhMTU2LbZuUlMTKlSt5/fXXyxzuSQYMGMCpU6cq5L2FEKK0tFotR44c4c6dO7i5uSkdRwihZ5W+NcqDBw8IDg6mZ8+e5XqfyMhIvL29GTduHIsXL65yi2NKt64QNcu5c+fo0qULlpaWREdHU7t2baUjiTKQa7coSqXPkvbx8WHRokXk5+eX632cnZ05cOAA3t7erFq1Ck9Pz0L/catUKvz8/Mp1LiGEKM6WLVsAGDFihBRLQlRDBntb2aVLlxgwYABJSUkAXLx4sdB2svecEKKi5efnc/fuXWrVqlVgAV8hRPVRqjlMVcm8efNISkriq6++4sGDB+Tm5qLRaB77U96eLCGEKM6RI0d47rnnWLZsmSxWKUQ1ZbA9TBcuXGDChAm8/fbbSkcRQtRwV69exdXVleTkZCwtLZWOI4SoAAbbw2RtbY2Tk5PSMYQQNVxOTo5uBwRPT0+F0wghKorBFkyjRo3C39+/wMq6QghR2fz9/bG2tiYtLU2G44Soxgy2YPrqq68wMzNj8uTJhIeHKx1HCFFD3bhxA4Dk5GTMzMwUTiOEqCgGO4epXbt25OTkcP78eX777Tfs7OyKXFbg3r17CiQUQlR3WVlZ2NnZAdCiRQuF0wghKpLBFkwajQYTExPq16+vO1bYGpyVvC6nEKIG8fX1xcLCguTkZMaMGaN0HCFEBar0gsnGxqZAkVNWwcHB5Q8jhBDl8Pvvv7Nr1y5ef/11jI0N9vunEKIEyjyH6auvviImJqbUr5s3bx5BQUFlPa0QQlQJmZmZ7Ny5k+TkZIYOHap0HCFEBStzwfTee+/h7u7O2LFjOXDggD4zCSFElbd3715SU1OpX78+Tz/9tNJxhBAVrMwF05o1a+jQoQPbtm1j6NChNGjQgMWLFxMWFqbPfDqvvvpque6G27x5Mz///LMeEwkharKgoCA++ugjZsyYgVptsDccCyFKqMyf8hkzZhAQEMC1a9d44403SE9P55NPPqFhw4aMGDGCP//8U69rJO3atYsmTZowffp0Dh8+XKLXRERE8M0339CiRQsmT55MZmZmsa85d+4cr7/+Oi1btqRWrVrUr1+f8ePHc+fOnfL+FYQQ1URSUhJOTk60atWKAQMGKB1HCFEJVFo93UaWm5vLtm3bWLNmDf7+/gDUq1eP6dOnM2PGDBo1alSu98/MzOQ///kP3377Lenp6djb29OlSxc6duyIk5MTtra2ZGVlkZCQwO3btzlz5gw3b95Eo9HQvXt3vv76a7y8vIo9z9ixYzl58iTjxo2jTZs2REVFsWLFCtLS0jh9+jStWrUqUd6UlBRsbGxITk4udLkDIYTh2rx5M2q1mri4OF599VXpYapG5NotiqK3gunvAgICGDduHBEREQCo1WoGDhzIJ598UqKi5UlSU1PZsGEDPj4+XL58WdeLpVKpgP9bRsDe3p5Ro0bx6quv0rlz5xK//6lTp+jUqROmpqa6Y4GBgbRu3ZqxY8eyadOmEr2PfOiEqL6+/fZb3N3diY6OZs6cOUrHEXok125RFL0VTFqtln379rF69Wr27t1Lbm4uHh4eTJkyhYsXL7Jv3z5UKhXr1q1j6tSp+jglSUlJBAQEEBYWRnx8PBYWFjg6OtK6dWtat26tl3M80rFjR+Dhpr8lIR86IaqnmJgYDh06hLGxMY0bN9ZdG0T1INduUZRyF0wPHjxg7dq1+Pj4EB4ejlqtZtiwYbzyyisMHjxY1/Nz48YNhg8fjlqt5u7du3oJX1m0Wi3u7u60bNmyxHcEyodOiOpp48aNmJmZERMTw+uvv650HKFncu0WRSnzwPvWrVsZPHgwjRo1YvHixWi1Wj7++GOCg4PZsWMHQ4YM0RVL8HDbgClTphASEqKX4JXp559/Jjw8nAkTJhTZJjs7m5SUlAJ/hBDVT2xsLIDMWxKihinz0rTjx49HrVYzaNAgXn31VYYNG1bsBeSpp56ie/fuZT2lIm7dusXs2bPx9vbmhRdeKLLdl19+ycKFCysxmRCissXGxvLnn3/StWtXnnvuOaXjCCEqUZmH5D766CNeeuklvWxzUlVFRUXRrVs3cnNzOX36NC4uLkW2zc7OJjs7W/c4JSUFd3d36dYVohpZuXIls2bNomPHjpw/f17pOKICyJCcKEqZe5gWL16szxxVTnJyMkOGDCEpKYnjx48/sVgCMDMzw8zMrJLSCSGUsHnzZgAmTpyocBIhRGWT3SILkZWVxYgRI7hz5w6HDh2iRYsWSkcSQigsKCiIWrVqYWdnx/jx45WOI4SoZOWatRgaGsorr7xC48aNsbCwwMjI6LE/hraDd35+PhMmTCAgIIDff/8db29vpSMJIaqAQ4cO8cILL/Dxxx9X66kIQojClbmauX//Pl5eXiQmJtKyZUuys7Px8PDA3Nyc+/fvk5ubS9u2bbG1tdVj3Iq3YMEC/vzzT0aMGEFCQsJjC1U+//zzCiUTQigpPT0dGxsbateurXQUIYQCylwwLVy4kOTkZPz8/OjVqxdqtZrp06fz8ccfExkZyaxZs7hx4waHDh3SZ14+//xz0tPTWbhwISYmJoW2ycnJ4dNPP8Xa2pp//etfpXr/y5cvAw/3rtu1a9djz0vBJETNc+vWLVxcXNBoNAwcOFDpOEIIBZR5SO7QoUMMHTqUXr166Y49uuHO2dmZLVu2APD++++XM2LBc3788cfUqVOnyGIJwNTUFAcHBz744IMSb9T7yJEjR9BqtUX+EULUPEeOHAEgMjJShuOEqKHKXDDFxcXx1FNP6R4bGxuTkZGhe2xmZsaAAQPYvXt3+RL+zYYNG7CzsyvR6rqzZ8/G3t4eHx8fvZ1fCFEz5eTkAGBnZ6dwEiGEUspcMDk4OJCenl7gcXBwcIE2xsbGJCUllfUUjzl16hT9+/cv0e37ZmZm9O/fn5MnT+rt/EKImufKlSvUq1ePvLw8Bg8erHQcIYRCylwweXp6cu/ePd3jLl26cODAAe7fvw88XBF369atNG7cuPwp/7+IiAgaNWpU4vYNGzYkMjJSb+cXQtQ8/v7+5OTkEBkZSb169ZSOI4RQSJkLpiFDhnD48GFdD9K8efNITU2lTZs2dO7cmaZNmxIVFcWcOXP0lRW1Wk1ubm6J2+fm5sp+T0KIMtNqtaxatYqXX36ZunXrKh1HCKGgMlcTs2bN4siRIxgZGQHQu3dvNm/ejIeHB9euXcPJyYnly5fz0ksv6S2si4sL165dK3H7a9eu4erqqrfzCyFqlr/++otbt26h0WgYOXKk0nGEEAoq87IC1tbWeHl5FTg2btw4xo0bV+5QRenRowebNm0iODiYBg0aPLFtcHAw/v7+TJ06tcLyCCGqt99++w2AoUOHYmNjo3AaIYSSDGq8avbs2eTm5jJ27Fji4uKKbBcfH8+4cePIy8tj1qxZlZhQCFFdaDQaXF1d+eKLL5gwYYLScYQQCjOofUs6dOjAvHnzWLp0KS1atODVV1+lT58+uLm5ARAeHo6fnx+rVq0iNjaW+fPn06FDB4VTCyEM0alTp6hTpw61atWSu+OEECUvmNRqNSqVqtQnUKlU5OXllfp1Rfn2228xNzfn66+/5vPPP+fzzz8v8LxWq8XIyIj33nuPzz77TG/nFULULBcuXMDZ2ZnY2FgZjhNClLxg6tmzZ5kKJn1TqVR88cUXzJw5Ex8fH06dOkVUVBQA9erVo1u3bkybNk2vyxkIIWqW/Px8LCwsgIfLkwghhEor+31UiJSUFGxsbEhOTsba2lrpOEKIUvDz8yM+Pp6MjAzGjx+PpaWl0pFEJZFrtyiKQU36FkKIynD16lUAEhISpFgSQgB6mvR948YNbt26RXp6OlOmTNHHWwohhCJycnKwsrICoGnTpgqnEUJUFeXqYTp37hzt2rWjdevWjBs3jmnTpumeO3bsGJaWlvz555/lzSiEEJXm6NGjrF69mtOnTzNgwACl4wghqogyF0zXr1+nb9++BAUF8eabbzJkyJACz/fo0QMHBwd+//33cocUQojKsmXLFs6ePUtGRkaJNvoWQtQMZS6YPvnkE+DhrbfffPMNnTt3LvC8SqXC29ubc+fOlS+hEEJUkpycHP744w8AJk6cqHAaIURVUuaC6ejRozz77LM0adKkyDb169cnMjKyrKcQQohKtW/fPvr370/r1q3p0aOH0nGEEFVImSd9p6amFrt7d2ZmJvn5+WU9hRBCVKp79+4xbtw4IiIidBuLCyEElKOHyd3dnb/++uuJbS5evCgLSAohDEJaWhoODg4AtGvXTtkwQogqp8wF0/Dhw/H19eXQoUOFPv/bb79x+vRpRo8eXdZTCCFEpdm/fz/m5uYkJCTQs2dPpeMIIaqYMhdM77//Pi4uLgwdOpSXXnqJ8+fPA/DDDz8wZcoUnnvuORo0aMD8+fP1FlYIISpKSEgI8HDit1ota/oKIQoq8xwmR0dHjh49ypQpU1i7dq3u+Ouvvw6Al5cXv/76q2xaKYSo8hITE3VzMv95x68QQkA5V/pu1KgRJ0+e5PLly5w+fZqEhASsra3x8vKSi44QwmDs378fMzMzYmNjGTt2rNJxhBBVkF62RmnXrp1MkhRCGKyLFy/SsmVLtFqtDMcJIQpV4oJpxowZZTqBSqUqMGQnhBBVSWJiIsuWLQMeLsQrhBCFKXHB9NNPPxV6XKVSodVqizwuBZMQoirbvn07ubm5tGrVitatWysdRwhRRZW4YAoKCirwWKPRMHfuXE6fPs3cuXPp0aMHTk5OREdHc+zYMZYvX463tzffffed3kMLIYS+7N27F5CtUIQQT6bSFtY9VAL//ve/+e6777h8+TLOzs6PPR8eHk779u156623eOedd8od1NCkpKRgY2NDcnIy1tbWSscRQhQiLCyM48ePEx0dzZAhQ2jWrJnSkYTC5NotilLm2Y1r165l/PjxhRZLAK6urowfP57Vq1eXOZwQQlQkX19fjIyMUKlUUiwJIZ6ozAVTWFgY5ubmT2xjbm5OWFhYWU8hhBAVKjk5GQALCwuFkwghqroyF0xubm5s376drKysQp/PyMhg+/btuLm5lTmcEEJUlHv37ul6yPv27atwGiFEVVfmgunFF1/k/v37dOvWjZ07dxIfHw9AfHw8O3bsoHv37gQHB/PSSy/pLawQQuiLn58farWa8PBwmjRponQcIUQVV+aFK99++23u3LmDj48PY8aMAUCtVqPRaADQarVMnz6dt99+Wz9JhRBCjzIzM7G1tZWJvUKIEilzwaRWq1m7di1Tp05l/fr1XL16leTkZGxsbGjbti1Tpkyhd+/eeowqhBD6cevWLZydndFoNAwYMEDpOEIIA1DurVF69epFr1699JFFCCEqxY4dO/jll1/o37+/rL8khCgR2TRJCFHjbN68mb/++ovmzZsrHUUIYSCkYBJC1Ci3bt3iypUrGBsb6+ZfCiFEcco9JCeEEIbE19eXKVOmkJeXR506dZSOI4QwEFIwCSFqDI1Gg5GREcOHDyc3N1fpOEIIAyJDckKIGuPcuXM4OjqSk5PDkCFDlI4jhDAgUjAJIWqMM2fOABAdHY29vb3CaYQQhkQKJiFEjaDRaDAxMQHA3d1d4TRCCEMjBZMQokY4efIkderUISsri8GDBysdRwhhYKRgEkLUCBcvXgQgNjZWtkMRQpSaFEyFyM7O5t1338XFxQULCwu8vLw4ePCg0rGEEGWk0Wi4dOkSSUlJNGrUSOk4QggDJMsKFGLatGls3bqVefPm4enpyU8//cTQoUM5fPgw3bt3VzqeEKKUTpw4wfr169m5cyeRkZFKxxFCGCApmP7h7NmzbN68ma+//pq33noLgKlTp9KqVSveeecdTp06pXBCIURpbdmyBYDRo0djbm6ucBohhCGSIbl/2Lp1K0ZGRrz88su6Y+bm5sycOZOAgABCQ0MVTCeEKK2cnBwuXbqESqWSjXaFEGUmPUz/cOnSJZo2bfrYpNAuXboAcPny5UJvSc7OziY7O1v3OCUlBYAff/wRCwuLQs+1adMm0tPTAfD29qZNmzZF5tqyZQtJSUkAdO7cmQ4dOhTZ9o8//iAuLg6Adu3a4eXlVWTbnTt3EhUVBUCrVq3o1q1bkW337NlDWFgYAE899RS9evUqsq2vry9BQUEANGnShH79+hXZ1t/fn8DAQAA8PDyeeAfTsWPHuHnzJgCurq4MHz68yLYBAQFcvXoVACcnJ0aPHl1k23PnzukmBdvb2zNu3Lgi2166dImzZ88CYG1tzaRJk4pse+3aNU6ePAmApaUlU6ZMKbLtrVu3OHr0KAAmJibMmDGjyLZ3797Fz88PAJVKVaDA/6fg4GAOHDige/ziiy9iZGRUaNuwsDD27Nmjezxt2jTMzMwKbRsdHc2OHTt0jydPnkzt2rULbZuQkMDvv/+uezxhwgRsbW0LbZucnMzmzZt1j5999lkcHBwKbZuRkcHGjRt1j0eNGkW9evUKtFGr1cybN4+wsDD69OlT6PsIIURxpGD6h8jISJydnR87/uhYREREoa/78ssvWbhw4WPHHR0dsbS0LPQ1gYGBJCQkANC+fXvq1q1bZK579+7p5l60bNnyiW1DQkIKFCtPahsaGsrt27cBcHNze2LbyMhIrl27BkDdunWf2DY6OlrX1tra+oltY2NjdW3NzMye2DYxMVHXVqVSPbFtcnKyrm12dvYT26alpena1q9f/4ltMzMzdW2dnJye2DY7O1vX1tbW9oltr127pmtrYWHxxLaBgYG6tmq1+oltHzx4oGsL4ODgoFuP6J/+/t8NwM7OrsgiKCkpqUBbGxubIvdm+/vPDGDmzJlFZtZoNAXaPv/880W2/fu/B4Bx48YV2dbIyAhTU9NCnxNCiOKotFqtVukQVUnjxo1p1qwZe/fuLXD8/v37NG7cmO+++4558+Y99rrCepjc3d3ZunUrtWrVKvRcJiYmqFQqAPLz88nPzy8yV2naGhsbo1arq0xbjUZDXl6eXtoaGRnpekcqqq1Wq33iPmMV1VatVmNsbFyhbeHhEFVJ2+bm5lLUJUKlUhUovKpC27y8PDQazWPtTExM6Natm8xfEsVKSUnBxsaG5ORkWX5CFCA9TP9gYWFRoPB5JCsrS/d8YczMzAoduhgwYIB86IQQQggDJ5O+/8HZ2bnQ244fHXNxcansSEIIIYRQmBRM/9CuXTvu3Lmjm7T9yKNNO9u1a6dAKiGEEEIoSQqmfxg7diz5+fmsWrVKdyw7OxsfHx+8vLxk004hhBCiBpI5TP/g5eXFuHHjeO+994iJiaFJkyasX7+e4OBg1q5dq3Q8IYQQQihACqZCbNiwgY8++oiNGzeSmJhImzZt2L17Nz179izxezy6q+efQ3tCCCGqrkfXbLmBXPyTLCtQQR4tQyCEEMLw3Lt3TzZqFgVID1MFsbe3Bx4uGmhjY6Nwmqrr0XpVoaGhsvxCEeRnVDz5GZWM/JyKl5ycTP369XXXcCEekYKpgjxaiNHGxkYuTCVgbW0tP6diyM+oePIzKhn5ORXv0TVciEfkX4QQQgghRDGkYBJCCCGEKIYUTBXEzMyMTz75pMid3sVD8nMqnvyMiic/o5KRn1Px5GckiiJ3yQkhhBBCFEN6mIQQQgghiiEFkxBCCCFEMaRgEkIIIYQohhRMQgghhBDFkIJJCCGEEKIYUjAJIYQQQhRDCiYhhBBCiGJIwSSEEEIIUQwpmIQQQgghiiEFkxBCCCFEMaRgEkIIIYQohrHSAaorjUZDREQEVlZWqFQqpeMIIYQoAa1WS2pqKi4uLqjV0qcg/o8UTBUkIiICd3d3pWMIIYQog9DQUNzc3JSOIaoQKZgqiJWVFfDwQ2dtba1wGiGEECWRkpKCu7u77houxCNSMFWQR8Nw1tbWUjAJIYSBkakU4p9kgFYIIYQQohhSMAkhhBBCFEMKJiGEEEKIYkjBJAxSQkICe/fuJSsrS+koQgghagApmIRB8vHxISUlhUGDBnHw4EGl4wghhKjmpGASBic6Ohp3d3fUajW3b99m4MCBjB07lqCgIKWjCSGEqKakYBIGZ//+/QBERUUxceJEjIyMCAgI4OjRo/zwww9kZGQonFAIIUR1IwWTMDjx8fEAmJqasnTpUi5dusSUKVOwtLTEwcGBn376iV27dimcUgghRHUiBZMwKKGhobi4uADQq1cvAFq3bs0XX3xBfn4+ycnJODg4kJmZyZIlS7h69aqScYUQQlQTUjAJg+Lr64tarSYyMpLmzZvrjqvVaiZNmsSzzz5LZGQkeXl5uLm5ce3aNZYsWUJiYqKCqYUQQhg6KZiEQUlNTQXA0tKy0Oft7e2ZO3cuLVq0ICwsDGNjY44cOYKnpyc//PADeXl5lRlXCCFENSEFkzAYoaGhfP311/z+++/069fviW3btWvH/PnzqVWrFsHBwcTHxzN79mxGjhzJ3r17KymxEEKI6kIKJmEwfvvtNyIiIoiJiaFRo0Yles2wYcO4ePEi//3vf3F0dKR///6kpaWxZMkSLly4UMGJhRBCVBdSMAmDsXnzZgAmTJhQqtcZGxvz2muvcePGDdRqtW5+U2BgIEuWLJH1m4QQQhRLCiZhEG7cuEG3bt3o3LkzY8eOLdN7ODg4MG/ePFq1akVoaChqtRo3NzdOnDjB999/T0JCgp5TCyGEqC6kYBIG4ejRo3Tt2pVJkyZRt27dcr1XmzZtWLBgAY6OjkRERGBmZoaTkxNjx45lxYoV5OTk6Cm1EEKI6kIKJmEQHt3dVqdOHb29Z58+fXjjjTcwNjbmwoULHD58mDlz5tCyZUs2b95Mfn6+3s4lhBDCsEnBJKq8ixcv4uTkRF5eHoMHD9bre6vVasaMGcNnn33G//73P+rWrUtERAQZGRn88MMP7NixA41Go9dzCiGEMDxSMIkq79SpU8DDvePKOxxXFBMTE1599VXu3r3LokWLUKvVODk5kZOTw/Llyzlw4ECFnFcIIYRhkIJJVGkajQa1+uE/03r16lX4+aysrFiwYAFDhgwhKiqK7OxsXFxcSE5OZsmSJRw7dqzCMwghhKh6pGASVdqZM2dwcHAgJyeHIUOGVNp5nZyceOONN+jZsycRERG6pQjCw8MZN24c586dq7QsQgghlCcFk6jSDh06xP3794mJicHOzq7Sz+/h4cG8efPo2LEjYWFhHDt2jK1bt9KlSxeGDh3KiRMnKj2TEEKIymesdAAhiqLValm7di0hISH89ttvimZp1qwZzZo14/bt22RkZLBp0yauXr1KWFgYS5YsoUOHDvTu3VvRjEIIISqOSqvVapUOUR2lpKRgY2NDcnIy1tbWSscxSKdPn8bb25vatWsTHR1d5Ia7Srh79y4bNmygefPmGBkZARAWFkbbtm2L3edOCFF1ybVbFEWG5ESVtWvXLiwsLBg1alSVKpYAmjRpwqJFi2jXrh1hYWG6OU7x8fEsWbKEgwcPKh1RCCGEHknBJKqkvLw8GjRowKpVqxg3bpzScYrUvHlz5s+fT8eOHQkPD9cVTiEhIfTv35+DBw8inbhCCGH4pGASVZK/vz82Njbk5uYyaNAgpeMUq1mzZrz55pt07tyZ8PBwdu/ejZ+fHwMHDqRTp05s2bJFtlwRQggDJgWTqJKuX78OQGJiIubm5gqnKTlPT0/efPNNvv/+e9544w0sLS1RqVSoVCrWrVvHunXrSE1NVTqmEEKIUpJJ3xVEJg6WXXZ2Nps2bcLKyoratWszdOhQpSOVWXx8PBs3bsTKygorKysAUlNTyc7OZsyYMZWyGKcQouTk2i2KIgVTBZEPXdnt3r2bjIwMUlNTmTJlCqampkpHKrfU1FR+++03cnNzsbe3Bx4WhvHx8YwaNYqGDRsqnFAIAXLtFkWTITlR5dy5cwd4eOGqDsUSPNxyZebMmcyYMQONRkNUVBRmZmZkZ2fj6enJlClTuHz5stIxhRBCFEHvBVNKSgoHDx7k+PHjcneQKLXMzEzdit6tW7dWOI3+mZqaMnHiRF5//XVq1arFtWvXyM/PZ9OmTXTt2pWvv/6arVu3kpubq3RUIYQQf1PmIbnVq1ezadMmduzYofsFd+XKFYYMGUJ0dDQA3t7e+Pr6Vrk1dCqDdOuWzc6dO5k5cyb9+/fn559/1i0KWZ2dP3+eb7/9lrS0NKZMmQJAQkICKpWKZ555hrp16yqcUIiaQ67doihl7mHauHEj2dnZBfb3WrBgATExMUyfPp2hQ4cSEBDA//73P70EFTXDli1biI+Px8XFpUYUSwCdOnXi119/ZenSpURHR5OWloa9vT12dnYcOHCA7777jkuXLikdUwgharQyF0x37tyhbdu2usfx8fEcPnyYF198kTVr1rBr1y46d+7Mzz//rJegSvr8889RqVS0atVK6SjVWnp6Ojt37gRg4sSJCqepfI0bN2bOnDmMHz+erKwsoqOjMTMzw9XVlZs3bzJq1Cj27t2LRqNROqoQQtQ4ZS6YkpKScHR01D0+fvw4AGPGjNEd6969O8HBwWVPVwWEhYXxxRdfUKtWLaWjVHt79uxh7ty5DBs2jM6dOysdRzG1a9dm6tSpzJ49GxsbG0JDQzlz5gx//vknw4YNo3nz5vz444/ExMQoHVUIIWoM47K+sE6dOkRGRuoe+/n5YWRkRLdu3XTHtFqtwU9efeutt3j66afJz88nLi5O6TjVWmhoKO3atcPZ2RmVSqV0HMWp1WoGDRrEoEGDuHfvHkZGRqxdu5aUlBTdcF1sbCydOnWie/fuqNVy06sQQlSUMl9h27Rpw86dO7l27Rp3797ll19+oVu3bgV6YoKDg3F2dtZLUCUcO3aMrVu3snTpUqWjVHsJCQk4OTkB0KVLF4XTVD2NGzdmyZIlhIWFsXDhQt1wnZubG1FRUaxYsQIfHx8SExOVjiqEENVSmXuY3nnnHfr3719gHtP8+fN1/1+j0XDixAn69u1bvoQKyc/PZ86cObz44oslur09Ozub7Oxs3eOUlJSKjFft7Nu3D1NTU2JjYxk7dqzScaosKysrXn75ZTQaDceOHePixYvUrVtXt2L4rl27uH79Os8991yBz6YQQojyKXMPU58+ffjzzz955plneOaZZ9iyZQsjRozQPX/y5ElcXFwKzGkyJCtXriQkJITFixeXqP2XX36JjY2N7o+7u3sFJ6xeHi1FAcjQUgmo1Wp69+7N/Pnz6d+/P0lJScTFxZGXl8d3331Hu3bt8Pb2Zv369bJ3nRBC6IFsjVKI+Ph4mjZtyvvvv8+CBQsA6N27N3FxcVy7dq3Q1xTWw+Tu7i5reZRAVFQU/v7+GBsb07RpU9q1a6d0JIOk0Wjw9/dn9erVbNu2jby8PJYsWYKdnR0JCQl07NiRHj16SEEqxBPIOkyiKGUekqvOPvzwQ+zt7ZkzZ06JX2NmZoaZmVkFpqq+9u/fj6WlJdHR0YwfP17pOAZLrVbTv39/+vfvT1RUFBs2bMDc3BxLS0vdz/d///sfRkZGDBkyBA8PD6UjCyGEwShTwZSens727ds5evQogYGBJCcnA2BjY4Onpye9e/dm9OjRBnkrfmBgIKtWrWLp0qVERETojmdlZZGbm0twcDDW1ta6DVRF+R09epT69evr5uGI8qtXrx7vvPMO+fn5+Pn5ce3aNRwdHXVLgZw6dYr//ve/PP300wwfPrza7NknhBAVpdRDctu2bWPWrFnExcUVuVecSqXC0dGRH374weDmMB05coQ+ffo8sc3cuXOLvXNOunVLJioqCldXVzQaDffu3aNRo0ZKR6q2EhIS2LVrF4mJibi4uLB48WKuXbuGg4MDM2bM4Nlnn5U7FEWNJ9duUZRS9TD5+/szbtw46tSpwyeffMKgQYPw9PTU/aNKSUkhMDCQ/fv3s2LFCsaPH8/BgweLLUCqklatWrF9+/bHjn/44YekpqaybNkyGjdurECy6mnr1q1oNBq8vLykWKpg9vb2vPDCCwBcvnyZYcOGER8fT2RkJJGRkQQHB3PmzBlMTU3p37+//DsXQoi/KVUPU9++fblx4wYXL17ExcXliW3DwsLo2LEjrVq1ws/Pr9xBlVbcpO9/km8pJTNt2jR27NjBp59+yrx585SOU+Pk5eXh6+vL5cuXadCgAcbGD79DaTQaIiMjsbe3Z+jQoQVW9ReiOpNrtyhKqW6XuXDhAhMmTCi2WAJwc3NjwoQJnD9/vszhRPUWGBjI0KFD+eGHHxg9erTScWokY2Njhg4dyvvvv0+/fv1IT08nPDwctVqNq6srFhYW/Pbbb4wZM4Zt27aRlZWldGQhhFBEqYbkyrICQUWtWnD48GH8/Pw4efIkYWFhxMXFYWlpiaOjI61bt6ZXr14MHz5cbxOJjxw5opf3Ef/H398fOzs7oqOjadCggdJxajwnJyemT58OPNxc28/Pj/z8fM6dO8f27dvZvn07tra2vP/++7Ru3Zr+/fvreqSEEGWTm5tLfn6+0jFqJBMTE4yMjErcvlRXu/bt27Nlyxb+9a9/FbvlSXh4OFu2bKFDhw6lOcUTpaens3z5clavXk1ISIiuGDM3N8fe3p7MzEyuXbvG1atX+fnnnzExMWHEiBG8+eabBfa4E1XDo94KGxsbhZOIf2ratClNmzZFo9Fw5coVnJyc+PXXX7G1tcXDw4OUlBR8fHxIS0ujdevW9O7dW4onIUohJSWFuLi4Auv3icqlUqmwsbGhXr16Jdq/tFRzmA4cOMCQIUNwdHTkjTfeYMCAAXh6eup+4SUnJxMYGIivry/ff/89cXFx7Nu3j4EDB5b9b/T/rVy5UreHVps2bRg/fjze3t506tQJKysrXTutVktgYCBnzpzB19eXnTt3kp6ezqhRo/j2229p2LBhubOUhIyDP9m1a9e4ceMGGo2G7t274+bmpnQkUYxHC2NevXoVOzu7AsuGJCcnk5aWRtu2benVq1epvrUJUZVUxrU7JSWF8PBwateujY2NDSYmJrLheCXTarWkp6cTGxuLs7Mztra2xb6m1MsKbNq0iTfeeIOkpKQi/wNrtVpsbGxYsWIFkydPLs3bF8nExIRJkybxzjvv0KpVqxK/LjMzk59//pkvv/ySF154gY8//lgveYojBdOT/fDDDzg4OBAeHs6bb76pdBxRSllZWfj6+nL37l3s7e2xtLQE4L333iMjI4OxY8fy7LPP0r17d+l5EgalMq7d9+/fx8TEBDc3NymUFBYeHk56ejqenp7F/rco9ZXs+eefZ/jw4fz2229FLlzZq1cvxo8fX6KKraSuX79O06ZNS/06CwsLXnzxRaZPn86DBw/0lkeUz6Mx+zp16iicRJSFubk5I0eOBP6veLp58yYJCQkkJSWxYsUK8vLyCAwMJC0tjRYtWtCnTx9ZIFPUeLm5uWRnZ+Pg4CDFUhVgbW1NSkoK+fn5xX65k73kKoj0MBXt8uXL3LhxA4D+/ftTt25dhRMJfcnJyeHQoUP8/vvvdOrUqcByBGlpaSQlJeHh4UH//v1l7pqokir62p2VlUVQUBANGjTAwsJC7+8vSiczM5Pg4GAaNmyIubn5E9vKLpyi0m3bto1XXnmFo0ePSrFUzZiamjJ06FB8fHyYOXMm5ubmhIWFkZaWRu3atXFzcyM/P58ff/yRUaNG4ePjQ2xsrNKxhah00rtUNZTmv4NBTS4o65Ba/fr19ZxElJVWq2Xz5s2kpaXRq1cvpeOICvT3YbucnByOHTvG9evXMTU15eLFi/z555/8+eefmJubs3jxYqytrenRowfNmzdXOLkQQjyuwgqm0NBQXnjhBVQqld5W+m7QoEGpq3KVSkVeXp5ezi/K7+LFiwQGBmJhYaH7ZSqqv0fbrfTv3x+NRkPXrl1p2bIlO3bsQKVS6b7U/PXXX/j5+aHRaGjevDk9e/bEzMxM4fRCCFGBBVNGRgZHjhzRe7ejsbExXbt2LXasUVRNJ06cYNGiRcTExFC7dm2l4wgFqNVq2rZtS9u2bfnoo48IDAzk6NGjpKamUq9ePd0wbWJiIr/++iuXLl2iQ4cODBkyRIZwhRCKqbCCqX79+hw+fFiv7+ns7ExkZCRXrlxh0qRJzJgxg44dO+r1HKLiaDQazM3NcXZ2lmEXoePp6YmnpycAMTEx+Pv7Ex4ejq2tLVZWVvz+++8sX74clUrF+PHj6dGjB+3bt8fLy0vWexKiGpgxYwY+Pj7Y29sTERFRaK9y7969OXr0KJGRkbodPB5N1n6SxMREvd2xX2EFk4WFhd7nqISGhrJv3z7WrVvHmjVrWLlyJW3atGHGjBlMnjwZe3t7vZ5P6NexY8ews7MjKyuLMWPGKB1HVEF169Zl4sSJwMONgU+ePMnMmTPZs2cPly5dwsXFBUdHR8LCwrh+/Tqpqak4OzvTo0cPWfxUCAOUmprKb7/9hkqlIiEhgR07djBhwoRSvUfjxo15/vnnC31On6NRBjXpW61WM2zYMIYNG0ZcXBwbNmzAx8eHuXPn8s477zBy5EhmzJjBoEGDlI4qCnH58mVcXFyIi4uT4ThRLGNjY3r16kWvXr1YvHgxERER+Pr6EhoaiqOjIzY2NrqlCU6dOkVkZCRRUVEMHDiQrl27ytwnIQzAli1bSE9PZ/78+SxdupS1a9eWumBq0qQJn376acUE/BuDXVbAwcGB+fPn89dffxEQEMDUqVM5cOAAQ4cOxcPDg4sXLyodUfxNXl6ebiuNxo0bK5xGGCIXFxemTZvGggULGDt2LNbW1kRFRREVFQU8XOfp3//+N3379sXe3p6PP/6Y1atXc+nSJTQajcLphRCFWbt2LcbGxrzzzjv06dMHPz8/QkJClI5VKL30MIWFhfHNN99w8uRJ0tPTadCgAZMnT9bbtijF8fLywsvLi/HjxzNt2jTCwsIICwvT68a/onz8/PywsbEhPT1d7o4T5WZpacngwYMZPHgw8HC4Pjc3lylTpuDr60tKSgrNmzfHyMiIwMBAzp49S3p6Ok5OTjz99NNStAtRBdy4cYPTp08zdOhQnJycmDp1Kn5+fvj4+FRKj1FplapgatSoEfPmzeONN97QHbtw4QIDBw4kMTEReHgb/61btzhw4AC+vr6sX79ev4n/ISYmhvXr1+Pj48Pt27cxNTVl/PjxtGvXrkLPK0rnxo0buLq6kpiYKHc4Cr1zd3fXfUnTarVcvnxZVyTVrVsXOzs77OzsgIfXrBUrVpCZmUnfvn3p3bu33H0nqgStVktGRobSMYplaWmplzvg165dC8CUKVMAGDNmDK+99ho+Pj58/PHHqNUlGwS7e/duoQXW4MGDefrpp8ud85FSFUzBwcEkJSXpHmu1WiZPnkxKSgofffQRr7zyCnXq1OHMmTO89tprbNq0iREjRjB27Fi9BYaH+5Dt2rULHx8f9u/fT25uLu3atWPZsmVMnjxZd2EUVUNubi67du2iY8eO9O3bV+k4oppTqVS0b9+e9u3bAw+H6o4ePcq9e/fQarU4OTlx/fp1Dh48yI8//oizszPvv/8+eXl51K9fnx49ehTY0kWIypKRkWEQ8zvT0tJ0UyzKKjc3l40bN2Jtbc3o0aMBqF27Ns888wybNm3i0KFDDBw4sETvde/ePRYuXPjYcVtbW+UKpn86duwYd+7cYd68eQXC9uzZkwMHDvDUU0+xbt06vRVMN27cYN26dWzatImYmBjs7Ox45ZVXmDFjhvQoVWF+fn4cPnyY69ev8+WXXyodR9QwtWvXZtiwYbrHcXFxWFpa0qpVK/z9/XF0dNT1MOXl5eHn50dMTAwajQYXFxe8vb1xd3dXKr4Q1dLOnTuJjY3VbaH0yNSpU9m0aRNr164tccE0aNAg9u/fX1FRdcpVMF2+fBmVSsUrr7zy2HOurq4MGzZMr2sxtWrVCiMjI/r168eMGTN45plnMDEx0dv7i4qxefNmAMaNG1fsbtBCVDQHBwdGjhypm0sXGRnJiRMnCAsLw9TUFEdHR906LwAjR44kLS2NHj160LNnTzp16kSLFi1KPFwgRElZWlqSlpamdIxiWVpalvs9Hg3HTZ06tcDxfv364erqys6dO0lISKhSywWV67fXo7HWBg0aFPp8w4YN2b59e3lOUahjx45x7Ngxpk2bVmxblUpFenq63jOIkklPTycjIwNHR8dS3yoqRGVwdnZm3LhxuschISGcOXOGiIgI1Go1gYGBpKenc/fuXbKysrC0tCQgIEC3q33Lli3p3LmzfBkQ5aZSqco91GUIQkND8fX1BXjieo2bNm0qMGdaaaX+hP99otejQikxMbHAN7JHEhMT9ToeW79+fdnh2cAcOHCAsWPH0q9fP7p27ap0HCGK5eHhgYeHh+7xCy+8wKlTpzh+/DhqtZrc3NwCa0CFhoZy+/ZtEhISyM7OxsvLi86dO2NlZaXUX0GIKu2nn35Co9HQvXt3mjVr9tjzeXl5rF+/nrVr1xp2wfTpp58+Nhv90qVLDBky5LG2QUFBuLi4lDncPwUHB+vtvUTlCAoKwt3dnaysLNnGQhgkGxsbhgwZorvGpaenExAQQGBgIJmZmdSpUwdLS0vy8vJ46aWXgIeL7M6ZM4f69evj4OBAq1ataNu2rXwGRI2n1Wrx8fFBpVKxfv16GjVqVGi7O3fuEBAQwPnz5+nUqVMlpyxcqQqmnj17FtrDc+fOnccKpsTERI4fP8748ePLl1AYrOTkZN1kWtnzT1QXtWrVon///vTv3x94+G343LlzXL16lfHjx3PmzBlCQkJo2rQpDg4OwMPbnq9evUpCQgKmpqbUr1+fbt26UadOHSX/KkJUOn9/f4KCgujVq1eRxRLA9OnTCQgIYO3atYZZMB05cqTEbZOTk/nf//4ni0fWYPv378fMzIyEhAS9Ly0hRFVhbGyMt7c33t7euhtgIiIiOH36NGFhYeTn5+Pg4IClpaVusuy1a9cYNWoUnp6ePP300/Ts2ZOnnnqKDh066GVCrRBV1aPJ3sXNQZ4wYQJz587l119/ZcmSJZWQrHgVNkuxQYMGhU4Gf/DgAcHBwfTs2bPc59BqtezcuZMrV64QERFBbm7uY21UKpXuP5CoXGFhYbi7u5Obmyt3FIkaxcXFpcAG0zk5OVy8eJGbN2+SmJhIUFAQAIGBgYSEhDB48GAiIiJ48OABcXFx5OfnY2trS9OmTWnfvr0UUaLa+OWXX/jll1+KbWdtbV1gEc/COmwaNGiAVqvVZ7wnUmkr82zAwoULWbRoEfn5+eV6n7t37zJ8+HACAwOf+ANTqVTlPldZPLqDJjk5GWtr60o/v9Li4uLYv38/pqamNGjQgC5duigdSYgqJSEhgbNnz3L+/HksLS2xtbUt9CaZkydPcuLECTp27EinTp1o1aoV7du3x8LCQoHU1V9FX7uzsrIICgqiYcOGsutBFVCa/x4Gex/s7NmzuXPnDrNmzWLSpEk4OzvLbb1VyL59+9BqtcTGxspwnBCFsLe3L7AfnkajITAwkL/++ovIyEhyc3OxtbXl7t27XLx4kYsXL7J3716WLFlCcHCwrifKzs6Oxo0b065dO7kzT4gKZLAVxvHjxxk5ciT//e9/lY4iCvHrr7/i7+/Pp59+KsNxQpSAWq2mWbNmBW6z1mg09O7dm+nTp3PhwgUiIyNJS0ujdu3aBZZyiYyMJDw8nP3795OVlUXbtm1p06YNzZs3p0GDBvIZFEIPDLZgsrKyokmTJkrHEIWIi4vj4MGD5OXl8cwzzygdRwiDpVaradSoEY0aNdL11Go0Gu7cuaPricrLy8PGxgYrKyuuX7/O+fPn2bJlCx07duSdd97h8OHDJCcnY2RkRJ06dfD09KRt27YyHCREKRlswTRgwABOnTqldAxRiG3btpGXl0e7du0KXZRMCFF2arWap556iqeeekp3TKPREBoayqJFi7h69SpXrlzB1NSU/Px8rKysCgzVhYSEcO/ePf744w9q1apFy5YtadmyJZ6enjRp0kTWihKiCAZbMH399dd4e3vz9ttvs3jxYvm2VIWkp6fzzTffyIVXiEqiVqt1K5T/fU28tLQ0rly5wr1790hISECr1WJnZ4elpSVnz54lLCwMgOHDhzNlyhTOnDlDYmIi+fn51K5dGxcXF5o3b07Dhg1lWE/UeAZbMDk7O3PgwAG8vb1ZtWoVnp6ehd7RoFKp8PPzUyBhzRQSEoKzszNqtZq2bdsqHUeIGq127dp069aNbt266Y5pNBru3r3LihUr+Ouvv7h+/ToODg7k5eVhbm6Os7Ozrm1GRgYXLlxg9OjRWFlZ0bJlS9q1a0ejRo146qmn8PDwkEJK1BgGWzBdunSJAQMGkJSUBMDFixcLbSd7z1WugwcPYm1tTUREhKzyLkQVpFaradq0KU2bNmXUqFG649nZ2dy4cYO7d+8SExNDVlYW5ubm2NracufOHXJycggICGDmzJk4Ojpy7tw5jh07RnJysq7Yqlu3Ls2aNaNp06aYmZkp+LcUQv8MtmCaN28eSUlJfPXVV7plBWQISHlpaWlYW1vXiB23hahOzMzMaN++Pe3bty9wPDMzkzZt2nD9+nWuXbuGWq0mLi4Oe3t7LCwsCqwHpdFo8PLyIjs7m0aNGjF8+HAaNGiAra0tbm5uNG/eXK/7iwpRmSq9YLKxsaF+/frlfp8LFy4wYcIE3n77bT2kEvoQGBiIi4sLGo2Gfv36KR1HCKEHFhYWtG7dmtatWxc4npGRwa1bt7h//z6xsbFkZmaSk5ODiYkJmZmZ3L17F0tLS90QX3x8PCdOnCAtLY3U1FTy8vJIS0ujSZMmNGnShIYNG+Lo6CijAqLKKnPB9NVXXzF9+nTd5qolNW/ePObNm1fW0+pYW1vj5ORU7vcR+uPv74+dnR2RkZFP3FRRCGH4LC0t6dChw2P7hb777rtERUVx+/Zt7t+/T0REBBqNpsBq5rVr1yYlJYW33npL97p//etfNG3alJSUFPLy8jAzM9P1THl6eurmRgqhlDIXTO+99x4ff/wxI0aM4KWXXmLQoEH6zFWsUaNG4e/vj0ajkQ9RFZGdnQ2Ara2tskGEEIpRqVQ4Ozvj7OxM7969CzyXmprKjRs3CA0NJTs7mxdffJG7d+9y9+5d6tWrR61atR4bzo+JieH+/fu8+eabut6ozp074+TkhLOzs27fUtnpQVS0Mu8lt27dOlavXs2ZM2dQqVS4u7szc+ZMpk+fjpubm75zPiYlJYUBAwbQqFEjvvnmG1xdXSv8nKVR0/aSu3PnDhMnTqRbt27861//qnL/PYQQVVtqaiq3b9/mwYMHxMbG6jZetbS0JC4ujg8//FDX9rvvviswFyovL4/k5GQyMzPJz88nNzeXBg0a0LBhQ9zd3XFxcSnxF2vZS65mKc1/j3Jvvnvjxg1Wr17Npk2biI+Px8jIiMGDB/PSSy8xfPjwCuv9adSoETk5OURGRgJgZ2dX5LIC9+7dq5AMT1LTCqbPPvuMjz76iIEDB3LgwAGl4wghqpHMzEyCg4MJDAzk7t27uuMWFhbY2NgU6F26f/8+7733nu7xkiVLcHR0JDk5mezsbFQqFZaWltjZ2eHq6kqzZs2oU6eObu6UFEyGJyoqinfffRd/f3/dEHBiYmKJRjsqdfPdFi1a8N133/Gf//yHbdu2sWbNGvbu3cvevXupV68e06dPZ8aMGXqf06LRaDAxMSkwgbyw2q+c9aAooS1btgAwceJEhZMIIaobCwsLmjdvTvPmzR97Li8vj+DgYIKDg4mKisLU1JRp06YRFBREUFAQderUwdTUFEdHx8dee/z4cbp3706tWrWoX78+kyZNkrutDdC0adPw9fVl0qRJNGnSBJVKVSHFaLl7mAoTEBDAuHHjiIiIAB6u+zFw4EA++eQTvLy89H26Kqkm9TBduHCBb7/9ljNnznDhwgWZwySEqDKys7O5f/8+ISEhxMTEkJycTG5uLmq1muDgYJYtW6Zru3HjRvLy8pg+fbr0MBmInJwcLCws6NevH76+vqV+faX2MD2i1WrZt28fq1evZu/eveTm5uLh4cGUKVO4ePEi+/btw9fXl3Xr1jF16lR9nVZUAQEBAYwePZqOHTtKsSSEqFLMzMyK7J0C+Pe//82DBw948OABkZGRxMXFVXJCUR5RUVFoNJpKWd+r3BOMHjx4wCeffIKHhwcjRoxg9+7dDBkyhD179nD//n0WLVrE7t27+euvv6hfvz6LFi3SR25RRfz9LkWZ6C2EMDTm5uY0bdqU/v37M2XKFF5++WWlI1V7R44cQaVS8emnn3Lq1CkGDhyIra2tbh6ZVqtl3bp1dOvWDWtraywtLenU6f+1d+dhUVX/H8Dfww4qAwQqKLiAqYiAuBCogEUGFKYJWrkAKZY/3POxzFIsl0ot/ea3UlNcMk0p16+iorik4PJN/bqAaCyxKiIwgjBs9/dHD1M4g4MjcIF5v55nnqc559x7P3y04eO9Z84ZgE2bNtU6j4+PD7p06QIA2LJlCyQSCSQSCUJDQxslbo0LpujoaPj5+aF79+747LPPIAgCFi5ciLS0NOzduxf+/v61FiBzdHTEhAkTkJ6ertH13nvvPWRlZWkaLnbu3Int27drfDyplpCQAEtLS8jlcvj5+YkdDhERtRDnzp2Dj48PJBIJpkyZgrFjx0IQBIwbNw6TJk1CXl4e3n77bUyePBklJSWYNGlSrbW7QkNDMXPmTACAi4sLFi1ahEWLFmHkyJGNE7CgIYlEIujq6goBAQHC/v37haqqKrXH/PTTT4KPj49G17OxsRGMjIyE0NBQ4cSJE/U6JisrS1ixYoXQu3dvQUdHR9iwYYPaYy5cuCBEREQIjo6OgomJiWBraysEBwcLt27deqp4i4qKBABCUVHRUx3X0qxZs0b4+eefhZUrV4odChHRM2vsz+7S0lLh5s2bQmlpaZ1jKioq6nxVVlbWe2xFRUWDj20IcXFxAgABgLBp06ZafevXrxcACGFhYUJ5ebmiXS6XC4GBgQIA4dKlS4r21NRUAYAQEhKiUSz1+fOoofEcpgULFiA8PPyptjl566238NZbb2l0vTt37uDLL7/EqlWrsHXrVlhYWGDQoEHo378/OnToADMzM5SVleHBgwe4desWzp8/j8TERFRXV2PIkCGIioqq14TzL774AmfPnkVwcDCcnZ2Rm5uLtWvXws3NDQkJCXByctIo/taoqqpKscFmzW1RIiJ6Nr/++mudfdbW1hg6dKji/b59+1BVVaVyrJWVFYYNG6Z4/5///EexwPDjzM3N8fLLLyvex8TEKNbC+qeG3FTdzc0NYWFhtdrWrl2LNm3a4N///jf09fUV7QYGBli6dCkOHDiAHTt2oH///g0WR31pXDB99tlnDRmHWsbGxli0aBHmzJmDrVu3IioqCkeOHMHhw4cBoNazTwCwsLBASEgI3nvvPQwcOLDe15kzZw5++uknGBgYKNrGjh2Lvn374vPPP8ePP/7YgD9Vy3b69GmYm5ujrKwMb7zxhtjhEBFRC/L47+ZHjx7h2rVrsLGxwRdffKE0vqKiAgCQlJTUJPE9rsWtJd+uXTtEREQgIiIChYWFiI+PR2ZmJvLz82FsbAwrKyuVG0XWl6enp1Jbjx490KdPHyQmJj5r+K3KmTNnYGNjA5lMhrZt24odDhFRq/Ckf4A+vjnx66+/Xu/zvvrqq/Ue2xRzUh/fD7agoACCICArKwuLFy+u87iSkpLGDk2lZyqYMjIysGTJEsTGxiI7Oxvl5eVKYyQSCSorK5/lMnUyMzODv79/o5z7nwRBwN27d9GnT59Gv1ZLUVVVhe+++w55eXnYu3ev2OEQEbUaT7MvXnMYq6nHi7+ada/69++PS5cuNfr1n5bGGUlJSYG7uzsKCgrQp08fyOVydOnSBUZGRkhJSUFFRQVcXFxaxbo827dvR1ZW1hOXRJDL5bWeDctksqYITTSnT59Gbm4uzM3NMXz4cLHDISKiFq5du3bo3bs3EhMTUVhY2OzqB42XFVi8eDGKiopw/PhxXL16FQAQFhaGxMREpKWlYcSIESgpKUF0dHSDBSuGpKQkREREwMPDAyEhIXWOW758OaRSqeJla2vbhFE2vb1790IikWD06NG15nsRERFpasaMGXj06BHCw8NVPnpLTU1FWlpa0weGZyiYYmNjERAQAG9vb0VbzYRra2trxd5iH3300TOGKJ7c3Fy8+uqrkEqliI6OfuIeQ/Pnz0dRUZHilZGR0YSRNi25XA4XFxd88803CA4OFjscIiJqJd59912EhIQgOjoaPXr0wMSJE/Hhhx8iLCwMHh4esLe3R0JCgiixafxI7v79++jVq9ffJ9LTq/UVRENDQ7z88sstdn5LUVER/P39UVhYqJjc/CSGhoaKr9i3dkePHkXbtm1RXV1d6yurREREz0IikWDz5s0ICAjAhg0bcPDgQRQXF6N9+/bo0aMHVq5cCV9fX1Fi07hgsrS0rHW7zNLSUuk2mZ6eHgoLCzW9hGjKysoQGBiI5ORkxMbGwtHRUeyQmpXbt2+jc+fOePjwYa11MoiIiNTx8fFRPJGqy5gxY+q15lPXrl3VnquhaPxIrkePHvjjjz8U7wcNGoQjR44gJSUFAJCXl4fo6GjY29s/e5RNqKqqCmPHjkV8fDx2794NDw8PsUNqVkpKSmBhYQEAcHZ2FjkaIiKipqHxHSZ/f39ERkYqZrLPmjULBw4cgLOzM3r37o07d+5AJpMhMjKyAcNtfO+//z7279+PwMBAPHjwQGmhyvHjx4sUWfNw5MgRmJiYoLCwEKNHjxY7HCIioiahccE0depU+Pj4KCZC+/j4YOfOnYiMjMT169fRpUsXLFmyBOHh4Q0WLAAsXboUJSUlWLx4cZ2Pg8rLyxEZGQlTU1N8+OGHT3X+K1euAAAOHDiAAwcOKPVre8GUmpoKW1tblJaWPnESPBERUWui8SM5U1NTuLu7o127doq24OBg3LhxA6WlpYqv4zek2NhYLFy4EM8999wT584YGBjA0tISCxYsQFxc3FNd4+TJkxAEoc6XNisqKkL79u0BQJR9fIiIiMSiccEkhq1bt8Lc3BzTpk1TOzYiIgIWFhaIiopqgsi0w+HDh7F8+XLExcWp3EKGiIiotWpRBdO5c+fg6+tbr6/vGxoawtfXF2fPnm2CyLTDzz//jMTERFhYWEBHp0X91SEiInom9f6tp6OjA11d3ad+NeR+NNnZ2ejevXu9x3fr1g05OTkNdn1tVlRUhEOHDgEA3nzzTZGjISJq2bR9ikdz8TR/DvWuZry8vJQ2ymtqOjo6qKioqPf4iooK3glpIPv378f48eORnp4OJycnscMhImqRar4sU1FRAWNjY5GjocrKSgD122y43gXTyZMnNQ6oodjY2OD69ev1Hn/9+nV06tSpESPSHnl5eXjllVeQl5cneuFMRNRS6evrw9DQEEVFRWjXrh0/T0Umk8kUT8TUabjnZU1g6NCh+PHHH5GWloauXbs+cWxaWhpOnDiBiRMnNk1wrVh2djasra0BAEOGDBE5GiKils3S0hJZWVnIzMyEVCqFvr4+C6cmJggCSkpKIJPJYG1tXa/8N0jBdPPmTSQlJaGkpAQTJkxoiFOqFBERgaioKAQFBSEmJgaWlpYqx+Xn5yM4OBiVlZWYOnVqo8WjLY4ePQoTExPk5ubWa6l6IiKqm6mpKYC/9mTNysoSORrtJZFIYGZmBqlUWq/xz1QwXbx4EeHh4bh27ZqiraZgOn36NPz8/LBz506MGDHiWS6j4ObmhlmzZmH16tVwdHTEe++9h2HDhqFz584AgKysLBw/fhzr169HXl4e5syZAzc3twa5tjYrKCiAiYkJDAwMxA6FiKhVMDU1hampKSoqKlBVVSV2OFpJX1//qRZglggaTtW/ceMGXnjhBejo6CA8PBxJSUk4fPiw4g9eEAR06dIF3t7e2LZtmyaXUEkQBCxYsAArVqxAdXW1yn5dXV3MmzcPS5YsEe02p0wmg1QqRVFRkeJfEy1Reno64uPjoaOjAxcXF/Ts2VPskIiIGk1r+eymhqfxHaZFixYBAP773//CwcEBixcvxuHDhxX9EokEHh4euHjx4rNH+Q8SiQTLli3DpEmTEBUVhXPnziE3NxcA0LFjRwwePBihoaEtbtPf5urYsWMwNTVFdnY2H8cREZHW0rhgOnXqFEaPHg0HB4c6x9jZ2SEmJkbTSzyRvb09lixZ0ijnpr9dunQJffv2RZs2bcQOhYiISDQaF0wPHz5U7CtWl9LSUj6bbcHS09Oxbt066OjoID09XexwiIiIRKPxqo62tra1Jnur8vvvv/PRWAu2a9cuAH8tWlozsZ6IiEgbaVwwvfbaazh69ChiY2NV9u/atQsJCQkYOXKkppcgkZ05cwa6urrcCoWIiLSext+Sy8vLg5ubG+7evYuQkBDk5ubi0KFD+OabbxAfH48dO3bAzs4Oly9frvcaB61JS/+mxbVr15CYmIiCggKMHDkSHTp0EDskIqJG19I/u6nxaDyHycrKCqdOncKECROwceNGRfu0adMAAO7u7tixY4dWFkutwZkzZ2BpaYmSkhIWS0REpPWeaeHK7t274+zZs7hy5QoSEhLw4MEDmJqawt3dHQMHDmyoGEkENWtcWVlZiRwJERGR+BpkaxRXV1e4uro2xKmoGbh06RLat2+PiooK+Pn5iR0OERGR6OpdML3zzjsaXUAikdR6ZEfNX3x8PDp06IC7d+/yDhMRERGeomDavHmzynaJRAJV88Zr2lkwtSzV1dXQ0/vrr4WNjY3I0RARETUP9S6YUlNTa72vrq7GzJkzkZCQgJkzZ2Lo0KGKuxKnT5/Gv/71L3h4eODrr79u8KCp8SQkJOC5556DXC5HYGCg2OEQERE1C/UumLp06VLr/eeff47z58/j6tWrsLa2VrT37NkTXl5eCAsLQ79+/RAdHY158+Y1XMTUqPbs2YPdu3cjKCgIEyZMEDscIiKiZkHjhSs3btyIMWPG1CqW/qlTp04YM2YMNmzYoHFw1LSqq6vx888/Iz09HYMHDxY7HCIiomZD44IpMzMTRkZGTxxjZGSEzMxMTS9BTSw+Ph4ZGRlo164d/P39xQ6HiIio2dC4YOrcuTP27NmDsrIylf2PHj3Cnj17uAdZCxIfH4+IiAhMnDhRbTFMRESkTTQumCZPnoyUlBQMHjwY+/btQ35+PgAgPz8fe/fuxZAhQ5CWlobw8PAGC5YaT0VFBczMzODl5YXhw4eLHQ4REVGzovFectXV1QgPD0dUVBQkEgkAQEdHR7FCtCAICAsLww8//KDo1yYtbT+imJgYyGQyFBcX4+233+YdJiLSSi3ts5uajsYrfevo6GDjxo2YOHEitmzZgv/9738oKiqCVCqFi4sLJkyYAB8fnwYMlRrTzZs30blzZxQWFrJYIiIieswzb43i7e0Nb2/vhoiFRFJWVgYzMzMAgKOjo7jBEBERNUMaz2Gi1uPo0aNo27YtZDIZfH19xQ6HiIio2WHBRLhz5w4AoLi4WLEtChEREf2NBZOWKysrw9mzZ5GRkQFnZ2exwyEiImqWeDtByx0+fBi//vorLl68qLRfIBEREf2Fd5i03M6dOwEAY8eOha6ursjREBERNU8smLRYYWEhcnNzYWBggLFjx4odDhERUbPFR3JaLCYmBhERERg1ahT69+8vdjhERETNFu8wabGsrCwAgK6urlauxk5ERFRfLJi0VF5eHjp27AgA8PDwEDkaIiKi5o0Fk5aKiYmBvr4+7t27hwEDBogdDhERUbPGgklL5eXlAfhrT0AiIiJ6Mv621ELZ2dmwtrYGAAwZMkTkaIiIiJo/FkxaKCYmBrq6usjNzeXq3kRERPXAgkkLbdu2DTNmzIAgCGKHQkRE1CJwHSYtk52djVOnTkEQBIwcOVLscIiIiFoE3mFSQS6X44MPPoCNjQ2MjY3h7u6OY8eOiR1Wg4iOjoYgCPDw8ECXLl3EDoeIiKhFYMGkQmhoKL766iuMGzcOa9asga6uLgICAvDbb7+JHdozq6ysxNy5czFu3DixQyEiImoxJAInstRy4cIFuLu7Y8WKFZg7dy4AoKysDE5OTmjfvj3OnTtXr/PIZDJIpVIUFRXB1NS0MUOut1u3buHq1auorq7mHSYiIhWa42c3NQ+8w/SY6Oho6OrqYsqUKYo2IyMjTJo0CfHx8cjIyBAxumcTFxcHAMjJyWGxRERE9BQ46fsxly9fxvPPP6/0L4tBgwYBAK5cuQJbW1ul4+RyOeRyueK9TCYDAHz//fcwMjJSea3o6Gg8evQIADBgwAA4OjrWGdfevXsV53R1dX3icgAHDx7EgwcPAABOTk5wc3MDALRr1w4AYGZmVuexREREpIwF02NycnIUizr+U01bdna2yuOWL1+OxYsXK7W3b98eJiYmKo+5ceOGorBxdHRU7O2mSlJSEnJycgAADg4OTxx7584dpKamAgBsbW1rjS0rK8Mrr7xS57FERESkjAXTY0pLS2FoaKjUXnOXqLS0VOVx8+fPx5w5cxTvZTIZbG1tYWxsDGNjY5XHbNu2DRKJBABQVVX1xHWRfvjhB8XY6upqVFdX1zl27dq1dY7t27cvbGxs6jyWiIiIlLFgeoyxsXGtR2s1ysrKFP2qGBoaqiy0/P39OXGQiIioheOk78dYW1srHn39U00b784QERFpHxZMj3F1dUVycrJignWN8+fPK/qJiIhIu7BgekxQUBCqqqqwfv16RZtcLkdUVBTc3d1VfkOOiIiIWjfOYXqMu7s7goODMX/+fNy7dw8ODg7YsmUL0tLSsHHjRrHDIyIiIhGwYFJh69at+OSTT7Bt2zYUFBTA2dkZBw8ehJeXV73PUfONt8cf7RERUfNV85nNTTDocdwapZGkpKTA3t5e7DCIiEgDf/zxB7p37y52GNSM8A5TI7GwsAAA/Pnnn5BKpSJH03zVrFeVkZHB5RfqwBypxxzVD/OkXlFREezs7BSf4UQ1WDA1Eh2dv+bTS6VSfjDVg6mpKfOkBnOkHnNUP8yTejWf4UQ1+DeCiIiISA0WTERERERqsGBqJIaGhli0aJHK7VLob8yTesyResxR/TBP6jFHVBd+S46IiIhIDd5hIiIiIlKDBRMRERGRGiyYiIiIiNRgwURERESkBgumBiaXy/HBBx/AxsYGxsbGcHd3x7Fjx8QOSzTFxcVYtGgR/Pz8YGFhAYlEgs2bN6scm5iYCD8/P7Rt2xYWFhaYMGEC8vLymjZgEVy8eBHTpk1Dnz590KZNG9jZ2WHMmDFITk5WGqutObpx4waCg4PRvXt3mJiYwNLSEl5eXjhw4IDSWG3NkSpLly6FRCKBk5OTUt+5c+cwZMgQmJiYoGPHjpgxYwaKi4tFiLJpnTx5EhKJROUrISGh1lhtzRGpxpW+G1hoaCiio6Mxa9Ys9OjRA5s3b0ZAQADi4uIwZMgQscNrcvfv38enn34KOzs7uLi44OTJkyrHZWZmwsvLC1KpFMuWLUNxcTFWrlyJa9eu4cKFCzAwMGjawJvQF198gbNnzyI4OBjOzs7Izc3F2rVr4ebmhoSEBMUvO23OUXp6Oh4+fIiQkBDY2Njg0aNH+OWXXzBixAisW7cOU6ZMAaDdOXpcZmYmli1bhjZt2ij1XblyBS+99BJ69+6Nr776CpmZmVi5ciVu376Nw4cPixBt05sxYwYGDhxYq83BwUHx38wRKRGowZw/f14AIKxYsULRVlpaKtjb2wseHh4iRiaesrIyIScnRxAEQbh48aIAQIiKilIaN3XqVMHY2FhIT09XtB07dkwAIKxbt66pwhXF2bNnBblcXqstOTlZMDQ0FMaNG6do0+YcqVJZWSm4uLgIPXv2VLQxR38bO3as8OKLLwre3t5Cnz59avX5+/sL1tbWQlFRkaJtw4YNAgDhyJEjTR1qk4qLixMACLt3737iOG3OEanGR3INKDo6Grq6uop/7QKAkZERJk2ahPj4eGRkZIgYnTgMDQ3RsWNHteN++eUXvPbaa7Czs1O0+fr64vnnn8euXbsaM0TReXp6Kt356NGjB/r06YPExERFmzbnSBVdXV3Y2tqisLBQ0cYc/eX06dOIjo7G6tWrlfpkMhmOHTuG8ePH19pPbuLEiWjbtq1W5enhw4eorKxUameOSBUWTA3o8uXLeP7555U2tRw0aBCAv27xkrKsrCzcu3cPAwYMUOobNGgQLl++LEJU4hIEAXfv3oWlpSUA5qhGSUkJ7t+/jz/++ANff/01Dh8+jJdeegkAc1SjqqoK06dPx+TJk9G3b1+l/mvXrqGyslIpTwYGBnB1ddWaPIWFhcHU1BRGRkYYNmwYLl26pOhjjkgVzmFqQDk5ObC2tlZqr2nLzs5u6pBahJycHACoM3cPHjyAXC7Xqq0Ktm/fjqysLHz66acAmKMa77//PtatWwfgr93k33jjDaxduxYAc1Tj+++/R3p6OmJjY1X2q8vTmTNnGjU+sRkYGGD06NEICAiApaUlbt68iZUrV2Lo0KE4d+4c+vXrp/U5ItVYMDWg0tJSlR/GRkZGin5SVpMXdblr7b/oaiQlJSEiIgIeHh4ICQkBwBzVmDVrFoKCgpCdnY1du3ahqqoK5eXlAJgjAMjPz8fChQvxySefwMrKSuUYdXlq7Z9Tnp6e8PT0VLwfMWIEgoKC4OzsjPnz5yMmJkbrc0Sq8ZFcAzI2NoZcLldqLysrU/STspq8MHdAbm4uXn31VUilUsWcOIA5qtGrVy/4+vpi4sSJOHjwIIqLixEYGAhBEJgjAB9//DEsLCwwffr0Oseoy1Nrz5EqDg4OeP311xEXF4eqqirmiFTiHaYGZG1tjaysLKX2mtu7NjY2TR1Si1Bz27smT/+Uk5MDCwuLVn1XoEZRURH8/f1RWFiIM2fO1Pr7whypFhQUhHfffRfJyclan6Pbt29j/fr1WL16da3H/2VlZaioqEBaWhpMTU3V5klbP6dsbW1RXl6OkpIS5ohU4h2mBuTq6ork5GTIZLJa7efPn1f0k7JOnTrBysqq1qTLGhcuXNCKvJWVlSEwMBDJyck4ePAgHB0da/UzR6rVPBopKirS+hxlZWWhuroaM2bMQLdu3RSv8+fPIzk5Gd26dcOnn34KJycn6OnpKeWpvLwcV65cafV5qktKSgqMjIzQtm1b5ohUYsHUgIKCglBVVYX169cr2uRyOaKiouDu7g5bW1sRo2veRo8ejYMHD9ZaeuH48eNITk5GcHCwiJE1vqqqKowdOxbx8fHYvXs3PDw8VI7T5hzdu3dPqa2iogJbt26FsbGxosDU5hw5OTlhz549Sq8+ffrAzs4Oe/bswaRJkyCVSuHr64sff/wRDx8+VBy/bds2FBcXt/o8qVr1/erVq9i/fz+GDx8OHR0drc8RqSYRBEEQO4jWZMyYMdizZw9mz54NBwcHbNmyBRcuXMDx48fh5eUldniiWLt2LQoLC5GdnY3vvvsOb7zxBvr16wcAmD59OqRSKTIyMtCvXz+YmZlh5syZKC4uxooVK9C5c2dcvHixVT9KmTVrFtasWYPAwECMGTNGqX/8+PEAoNU5GjVqFGQyGby8vNCpUyfk5uZi+/btSEpKwqpVqzBnzhwA2p2juvj4+OD+/fu4fv26ou3333+Hp6cnHB0dMWXKFGRmZmLVqlXw8vLCkSNHRIy28b344oswNjaGp6cn2rdvj5s3b2L9+vXQ19dHfHw8evfuDUC7c0R1EHfdzNantLRUmDt3rtCxY0fB0NBQGDhwoBATEyN2WKLq0qWLAEDlKzU1VTHu+vXrwvDhwwUTExPBzMxMGDdunJCbmyte4E3E29u7zvw8/r+otuZox44dgq+vr9ChQwdBT09PMDc3F3x9fYV9+/YpjdXWHNVF1UrfgiAIZ86cETw9PQUjIyPByspKiIiIEGQymQgRNq01a9YIgwYNEiwsLAQ9PT3B2tpaGD9+vHD79m2lsdqaI1KNd5iIiIiI1OAcJiIiIiI1WDARERERqcGCiYiIiEgNFkxEREREarBgIiIiIlKDBRMRERGRGiyYiIiIiNRgwURERESkBgsmIiIiIjVYMBG1ApGRkZBIJDh58qTYodTbrFmzYGlpWWtz0/qKjY2FRCLBoUOHGiEyIiJlLJiIWoCTJ09CIpEgMjJS7FAaxO3bt/Htt99i7ty5aNeu3VMf7+vriyFDhmDevHmoqqpqhAiJiGpjwUTUCkybNg2JiYkYNGiQ2KHUy2effQZ9fX1ERERofI558+bhxo0b2LlzZwNGRkSkGgsmolbA0tISvXr1gomJidihqJWfn49du3Zh1KhRGt1dquHn5wdLS0t8//33DRgdEZFqLJiImrnIyEgMGzYMALB48WJIJBLFKy0tTTHm8TlMaWlpkEgkCA0NRWJiIl577TWYmZnB3Nwcb731Fu7fvw8AiI+Px0svvQRTU1OYm5tj8uTJKCkpURnL6dOnERgYCEtLSxgaGqJHjx74+OOP8ejRo3r/PDt27IBcLkdwcLBSX1lZGVatWgUXFxdIpVK0adMGXbt2xZgxY3D16tVaY/X19TFy5Ej89ttvuHPnTr2vT0SkCT2xAyCiJ/Px8UFaWhq2bNkCb29v+Pj4KPrMzMzUHp+amgpPT08MGDAAkydPxqVLl7Bz505kZGTg888/x/Dhw/Hyyy9jypQpOHnyJDZu3Ijq6mps2rSp1nm+++47REREwMzMDIGBgWjfvj0uXbqEpUuXIi4uDnFxcTAwMFAbz/HjxwEAL7zwglJfSEgIdu3aBWdnZ4SFhcHQ0BAZGRmIi4vDxYsX4eLiUmu8h4cHfvjhB5w4cQIODg5qr01EpDGBiJq9uLg4AYCwaNEilf2LFi0SAAhxcXGKttTUVAGAAEBYvXq1or26uloICAgQAAhmZmbC3r17FX3l5eWCs7OzoKenJ+Tm5irab9y4Iejp6QkuLi7C/fv3a117+fLlAgBh5cqV9fpZrKyshE6dOim1FxYWChKJROjfv79QWVlZq6+yslIoKChQOubq1asCAGHixIn1ujYRkab4SI6olbO3t8eMGTMU7yUSCd58800AQL9+/fD6668r+vT19REUFITKykrcvHlT0b5u3TpUVlbim2++wXPPPVfr/PPmzYOVlRV27NihNpby8nLk5eWhQ4cOSn0SiQSCIMDIyAg6OrU/mnR1dVXeTas5T2ZmptprExE9Cz6SI2rlnJ2dIZFIarVZW1sDAFxdXZXG1/RlZ2cr2hISEgAAR44cUTxS+yd9fX0kJSWpjSU/Px+A6keJpqamCAgIwKFDh+Dm5obg4GD4+Phg4MCB0NfXV3k+CwsLAFDMxyIiaiwsmIhaOVNTU6U2PT09tX0VFRWKtgcPHgAAli5d+kyxGBsbA/hrcrcqu3fvxrJly/DTTz9hwYIFihjDwsKwbNkypW8BlpaWAkCL+HYgEbVsfCRHRGrVFFYymQyCINT5UsfMzAz6+vqKAuxxJiYmWLJkCVJSUpCSkoKNGzeiZ8+eWLNmDWbPnq00vuY8VlZWz/DTERGpx4KJqAXQ1dUFANFWtXZ3dwfw96O5Z+Hk5ITU1FSUl5c/cVy3bt3wzjvv4NSpU2jbti3279+vNObWrVsAgL59+z5zXERET8KCiagFqJmrk5GRIcr1/+///g96enqYPn06/vzzT6X+wsJCXL58uV7n8vb2hlwuV1pXKS8vD9evX1caX1BQALlcDiMjI6W+8+fPK85JRNSYOIeJqAXo1asXbGxssHPnThgaGqJz586QSCSYPn06pFJpo1/fyckJ3377LaZOnYqePXsiICAA9vb2ePjwIVJSUnDq1CmEhobWa9XtUaNGYfXq1Th27BgGDhyoaM/KykK/fv3g4uICZ2dndOrUCfn5+di3bx8qKiowd+5cpXMdO3YM5ubm8PLyatCfl4jocSyYiFoAXV1d/Prrr/jggw+wY8cOPHz4EAAwfvz4JimYACA8PByurq746quvcPr0aRw4cABSqRR2dnaYPXs2QkJC6nUeLy8vODo6Yvv27fjoo48U7V27dkVkZCROnDiB2NhY5Ofnw9LSEm5ubpg5cyb8/PxqnSctLQ1nz57FzJkzVd59IiJqSBKhPjM1iYga0MaNGzF58mT89ttvGDx4sEbn+Pjjj/Hll18iMTER9vb2DRwhEVFtLJiIqMlVVVXBxcUFNjY2OHr06FMfX1BQgK5duyI0NBRr1qxphAiJiGrjpG8ianK6urrYtGkTBg8erHi8+DRSU1Mxe/ZsLFy4sBGiIyJSxjtMRERERGrwDhMRERGRGiyYiIiIiNRgwURERESkBgsmIiIiIjVYMBERERGpwYKJiIiISA0WTERERERqsGAiIiIiUoMFExEREZEa/w9sX9/dQnFqMQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_delay = df[(df['source']=='delay')]\n", + "delay_list = data_delay.label.unique()\n", + "no_delay = len(delay_list)\n", + "\n", + "fig, ax = plt.subplots(no_delay, no_authors, sharex='col', sharey='row', figsize=(6,16))\n", + "\n", + "if no_authors > 1:\n", + " for current_delay in range(no_delay):\n", + " for current_author in range(no_authors):\n", + " subset_data = data_delay[(data_delay['author'] == author_list[current_author]) & (data_delay['label'] == delay_list[current_delay])]\n", + " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + "\n", + " if current_delay == 0:\n", + " ax[current_delay,current_author].set_title(author_list[current_author], fontsize=14)\n", + " if current_author == 0:\n", + " ax[current_delay,current_author].set_ylabel('C (mM)', fontsize=14)\n", + " if current_delay == no_res-1:\n", + " ax[current_delay,current_author].set_xlabel('time (s)', fontsize=14)\n", + "\n", + " ax[current_delay,current_author].set_xlim([0, 50])\n", + " ax[current_delay,current_author].tick_params(axis='x', labelsize=12)\n", + " ax[current_delay,current_author].tick_params(axis='y', labelsize=12)\n", + "\n", + " ax[no_delay-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + "\n", + " # add extra labels for rows\n", + " pad = 5\n", + " for a, row in zip(ax[:,0], delay_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + " \n", + "else:\n", + " for current_delay in range(no_delay):\n", + " subset_data = data_delay[(data_delay['author'] == author_list[current_author]) & (data_delay['label'] == delay_list[current_delay])]\n", + " ax[current_delay].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", + " ax[current_delay].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", + " ax[current_delay].set_ylabel('C (mM)', fontsize=14)\n", + " \n", + " if current_delay == 0:\n", + " ax[current_delay].set_title(author_list[current_author], fontsize=14) \n", + " if current_delay == no_delay-1:\n", + " ax[current_delay].set_xlabel('time (s)', fontsize=14)\n", + " ax[current_delay].tick_params(axis='x', labelsize=12)\n", + " ax[current_delay].tick_params(axis='y', labelsize=12)\n", + " \n", + " ax[current_delay].set_xlim([0, 50])\n", + " \n", + " #add extra labels for rows\n", + " pad = 5\n", + " for a, row in zip(ax, delay_list):\n", + " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", + " xycoords=a.yaxis.label, textcoords='offset points',\n", + " ha='right', va='center', rotation=90, fontsize=14)\n", + "\n", + " ax[no_delay-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", + "\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)" + ] + }, + { + "cell_type": "markdown", + "id": "f1f0b834-c466-4084-a278-36faf879d2b4", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "Additional notes/remarks" + ] + }, + { + "cell_type": "markdown", + "id": "9ed87475-5275-460d-b9d5-689a89b6c3c1", + "metadata": { + "tags": [] + }, + "source": [ + "### References\n", + "McGrath et al. \"Comparison of Model-Based Arterial Input Functions forDynamic Contrast-Enhanced MRI in Tumor Bearing Rats\", Magn Reson Med (2009), DOI: 10.1002/mrm.21959" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/SItoC.ipynb b/docs/notebooks/SItoC.ipynb new file mode 100644 index 00000000..05bd8896 --- /dev/null +++ b/docs/notebooks/SItoC.ipynb @@ -0,0 +1,426 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c57536ac", + "metadata": {}, + "source": [ + "# Signal to Concentration" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "1d833889", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:27.362049Z", + "iopub.status.busy": "2025-08-15T11:49:27.361815Z", + "iopub.status.idle": "2025-08-15T11:49:34.061662Z", + "shell.execute_reply": "2025-08-15T11:49:34.060867Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "52dc8663-88bd-45e7-bd81-320393a5690e", + "metadata": { + "tags": [] + }, + "source": [ + "## Background\n", + "DCE-MRI data are typically acquired with spoiled gradient echo sequences (SPGR). The measured signal intensities can be converted to concentration values using the spoiled gradient echo equation as described in Schabel et al. (Phys Med Biol 2008):\n", + "\n", + "$$\n", + " S(T_1,T_2^*) = M_0 \\cdot \\frac{\\mathrm{sin}(\\alpha)(1 - e^{-\\mathrm{TR}/T_1}) \\cdot e^{-\\mathrm{TE}/T_2^*}}{1 - e^{-\\mathrm{TR}/T_1} \\cdot \\mathrm{cos}(\\alpha)}\n", + "$$\n", + "\n", + "with $S$ the measured signal intensity for spoiled gradient echo sequences, $T_1$, the longitudinal relaxation time, $T_2^*$ the transverse effective relaxation time, $\\alpha$ the flip angle, TR, the repitition time, and TE the echo time. \n", + "\n", + "By making several simplifications (e.g. $T_2^*$ is negligible) the relative signal enhancement ($\\Xi$) can be expressed as (eq 5 in Schabel et al):\n", + "\n", + "$$\n", + "\\Xi \\approx \\frac{(E_1 - E_{1,0})(\\mathrm{cos}(\\alpha)-1)}{(E_{1,0} - 1)(E_1 \\mathrm{cos}(\\alpha) -1)}\n", + "$$\n", + "\n", + "where $E_{1,0} = e^{-\\mathrm{TR}R_{1,0}}$ and $E_{1} = e^{-\\mathrm{TR}R_{1}}$, $R_1 = 1/T_1$\n", + "\n", + "In this way R_1 can be solved to obtain a nonlinear approximation as (eq 6 in Schabel et al):\n", + "\n", + "$$\n", + "R_1^{nl} \\approx - \\frac{1}{\\mathrm{TR}} \\cdot \\mathrm{log}[\\frac{\\Xi(E_{1,0} - 1) + E_{1,0}(1- \\mathrm{cos}(\\alpha))}{1+\\mathrm{cos}(\\alpha)(\\Xi(E_{1,0} - 1)-1)}]\n", + "$$\n", + "\n", + "This leads to a nonlinear approximation of the the concentration $C$ (eq 7 in Schabel et al):\n", + "\n", + "$$\n", + "C^{nl} \\approx \\frac{1}{r_1}(R_1^{nl} - R_{1,0})\n", + "$$\n", + "\n", + "with $r_1$ is the relaxivity of the contrast agent being used.\n", + "\n", + "A linear approximation can also be used (eq (8) in Schabel et al.): \n", + "\n", + "$$\n", + "C^l \\approx \\frac{1}{r_1}(R_{1,0}\\Xi)\n", + "$$\n", + "\n", + "In the current code contributions only the nonlinear approximation has been used." + ] + }, + { + "cell_type": "markdown", + "id": "39497be6-9372-43dc-b5f6-bc67c9f714ba", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "Signal intensity curves randomly selected from one patient with DCE-MRI of the uterus. They were converted to concentration using code from the University of Edinburgh but with various flip angles, baseline T1 values etc rather than the actual values used in the acquisition, to test a wider range of possibilites. For a visualization of the test data, see curves below.\n", + "\n", + "Tolerances: \n", + "absolute: 0.00001 mM/ relative 0.00001\n", + "\n", + "Source: University of Edinburgh, Mechanistic substudy of UCON https://www.birmingham.ac.uk/research/bctu/trials/womens/ucon/ucon-home.aspx used with permission. \n", + "Reference to code: Reavey, J.J., Walker, C., Nicol, M., Murray, A.A., Critchley, H.O.D., Kershaw, L.E., Maybin, J.A., 2021. Markers of human endometrial hypoxia can be detected in vivo and ex vivo during physiological menstruation. Hum. Reprod. 36, 941–950." + ] + }, + { + "cell_type": "markdown", + "id": "846885e1-1419-4b69-8aa8-e22aa8655f66", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "857deab5-0d94-4482-92bb-64d79326899f", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:34.064594Z", + "iopub.status.busy": "2025-08-15T11:49:34.064289Z", + "iopub.status.idle": "2025-08-15T11:49:34.071863Z", + "shell.execute_reply": "2025-08-15T11:49:34.070997Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fc3825b6-44cc-4166-aabe-4d2d89d98780", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:34.075528Z", + "iopub.status.busy": "2025-08-15T11:49:34.074647Z", + "iopub.status.idle": "2025-08-15T11:49:34.133520Z", + "shell.execute_reply": "2025-08-15T11:49:34.132570Z" + } + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if entry['category'] == 'SI_to_Conc':\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "fa9dd0a0-156d-4473-a012-14aad892d749", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:34.137377Z", + "iopub.status.busy": "2025-08-15T11:49:34.136563Z", + "iopub.status.idle": "2025-08-15T11:49:34.147211Z", + "shell.execute_reply": "2025-08-15T11:49:34.146387Z" + } + }, + "outputs": [], + "source": [ + "# label data source\n", + "df['source']=''\n", + "df.loc[df['label'].str.contains('original'),'source']='original'\n", + "\n", + "author_list = df.author.unique()\n", + "no_authors = len(author_list)\n", + "\n", + "voxel_list = df.label.unique()\n", + "no_voxels = len(voxel_list)\n", + "\n", + "# calculate error between measured and reference R_1 values\n", + "df['error_conc'] = df['conc_meas'] - df['conc_ref']\n", + "\n", + "tolerances = { 'conc': {'atol' : 0.00001, 'rtol': 0.00001 }}\n", + "dt = 2.5 # in s" + ] + }, + { + "cell_type": "markdown", + "id": "b82d209f-9506-4a0e-aa1a-75e3961617e0", + "metadata": { + "tags": [] + }, + "source": [ + "## Visualization of test data" + ] + }, + { + "cell_type": "markdown", + "id": "e00caa67-3e41-47a9-ae27-c7f62436672e", + "metadata": {}, + "source": [ + "To get an impression of the test data included so far, the reference concentration time curves are plotted below." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ec447c95-a018-435a-9339-2aa4c51c5fba", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:34.150246Z", + "iopub.status.busy": "2025-08-15T11:49:34.149508Z", + "iopub.status.idle": "2025-08-15T11:49:34.671522Z", + "shell.execute_reply": "2025-08-15T11:49:34.670612Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, no_voxels, sharex='col', sharey='row', figsize=(12,3))\n", + "\n", + "for current_voxel in range(no_voxels):\n", + " \n", + " subset_data = df[(df['author'] == author_list[0]) & (df['label'] == voxel_list[current_voxel])]\n", + " no_time_points = len(subset_data.conc_meas)\n", + " time_array = np.arange(0, no_time_points*dt,dt)\n", + "\n", + " ax[current_voxel].plot(time_array, subset_data.conc_ref, color='black', label='ref')\n", + "\n", + " if current_voxel == 0:\n", + " ax[current_voxel].set_ylabel('C (mM)', fontsize=16)\n", + " \n", + " ax[current_voxel].set_xlabel('time (s)', fontsize=16)\n", + " ax[current_voxel].set_title(voxel_list[current_voxel], fontsize=16)\n", + " \n", + " # set fontsize\n", + " ax[current_voxel].tick_params(axis='x', labelsize=14)\n", + " ax[current_voxel].tick_params(axis='y', labelsize=14)\n", + " \n", + "\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "547850d3-a7bc-4e77-b438-ca0bd4ed9434", + "metadata": {}, + "source": [ + "Plot bland altman figure of error between output concentration values and reference values vs the reference values. All datapoints from all test curves are combined into one figure. \n", + "Six of the seven implementation give near identical results. One implementation showed small deviations (MJT_UoEdinburgh_UK_num, < $5e^{-7}$ mM), but please note that the limits of the y-axis are extremely small." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "80b6b15e-2d8f-4955-8ba1-150a76ec76a8", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:34.674957Z", + "iopub.status.busy": "2025-08-15T11:49:34.674487Z", + "iopub.status.idle": "2025-08-15T11:49:34.679530Z", + "shell.execute_reply": "2025-08-15T11:49:34.678723Z" + } + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "sns.set(font_scale=1.5)\n", + "sns.set_style(\"ticks\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "da310828-891b-4cc3-b8d3-8113a5be014e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:34.682734Z", + "iopub.status.busy": "2025-08-15T11:49:34.682437Z", + "iopub.status.idle": "2025-08-15T11:49:35.547354Z", + "shell.execute_reply": "2025-08-15T11:49:35.546525Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,1, sharey='none', figsize=(10,5))\n", + "sns.set(font_scale=1.5)\n", + "sns.set_style(\"whitegrid\")\n", + "plot_bland_altman(ax, df, tolerances, 'conc', xlim=(0,5), ylim=(-0.000001,0.000001),label_xaxis='$C_{ref}$ (mM)',label_yaxis='$\\Delta $C (mM)')\n", + "plt.legend(bbox_to_anchor=(1.05, 1),title='ContributionID', loc='upper left', borderaxespad=0.5, fontsize=14)\n", + "fig.tight_layout()\n", + "fig.subplots_adjust(left=0.15, top=0.95)\n", + "\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "2a6411aa-5d9c-4153-82ca-0bd157161a29", + "metadata": {}, + "source": [ + "Calculate bias and limits of agreement for all contributions wrt the reference values. \n", + "\n", + "The differences between measured and reference values are really small for the current test data. There are slight differences between contributions, that can be attributed due to minor diferences in implementations." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ec1e8e14-3561-4507-a825-5972fcaf9492", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:49:35.549752Z", + "iopub.status.busy": "2025-08-15T11:49:35.549536Z", + "iopub.status.idle": "2025-08-15T11:49:35.578122Z", + "shell.execute_reply": "2025-08-15T11:49:35.577386Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bias results estimated concentration values combined for all voxels\n", + " bias stdev LoA lower \\\n", + "author \n", + "LCB_BNI_USA 6.049615e-15 1.202255e-14 -1.751459e-14 \n", + "LEK_UoEdinburgh_UK -4.178611e-16 2.156456e-15 -4.644515e-15 \n", + "MB_UoManchester_UK 1.087938e-15 9.074768e-15 -1.669861e-14 \n", + "MJT_UoEdinburgh_UK -5.732874e-13 3.481388e-12 -7.396807e-12 \n", + "MJT_UoEdinburgh_UK_num -1.759723e-08 1.265300e-07 -2.655960e-07 \n", + "OG_MO_AUMC_NL_ICR_RMH_UK -4.076883e-16 2.160811e-15 -4.642878e-15 \n", + "ST_USyd_Aus 2.107358e-16 1.183809e-14 -2.299192e-14 \n", + "\n", + " LoA upper \n", + "author \n", + "LCB_BNI_USA 2.961382e-14 \n", + "LEK_UoEdinburgh_UK 3.808793e-15 \n", + "MB_UoManchester_UK 1.887448e-14 \n", + "MJT_UoEdinburgh_UK 6.250232e-12 \n", + "MJT_UoEdinburgh_UK_num 2.304016e-07 \n", + "OG_MO_AUMC_NL_ICR_RMH_UK 3.827501e-15 \n", + "ST_USyd_Aus 2.341339e-14 \n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df,par='error_conc',grouptag='author')\n", + "\n", + "print('Bias results estimated concentration values combined for all voxels')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "5f5e2f11-5ba5-46ed-b2aa-fb5c0310fd7e", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "\n", + "For some contributions the test data needed to be modified. Please check the test code for modification in input data to be able to run the tests. " + ] + }, + { + "cell_type": "markdown", + "id": "61465415-93ae-46d0-ab69-cb5baf00ce59", + "metadata": { + "tags": [] + }, + "source": [ + "### References\n", + "\n", + "Schabel MC and Parker DL \"Uncertainty and bias in contrast concentration measurements using spoiled gradient echo pulse sequences\" Phys Med Biol (2008), doi:10.1088/0031-9155/53/9/010\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/T1mapping.md b/docs/notebooks/T1mapping.md similarity index 100% rename from notebooks/T1mapping.md rename to docs/notebooks/T1mapping.md diff --git a/docs/notebooks/ToftsModel.ipynb b/docs/notebooks/ToftsModel.ipynb new file mode 100644 index 00000000..ffc8d407 --- /dev/null +++ b/docs/notebooks/ToftsModel.ipynb @@ -0,0 +1,742 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "96543915", + "metadata": {}, + "source": [ + "# Tofts model" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5e675de8", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:04.609185Z", + "iopub.status.busy": "2025-08-15T11:50:04.608113Z", + "iopub.status.idle": "2025-08-15T11:50:12.122749Z", + "shell.execute_reply": "2025-08-15T11:50:12.121967Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# import statements\n", + "import os\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "89b39b8d-26e0-4b7a-91cb-a35f1c566c0a", + "metadata": { + "tags": [] + }, + "source": [ + "## Test data\n", + "The QIBA DRO data was used for testing of the Tofts model.\n", + "\n", + "Version: QIBA_v11_Tofts from MR Modality Datasets/Dynamic Contrast Enhanced (DCE) MRI/DCE-MRI DRO Data and Code/DCE-MRI DRO Data (Daniel Barboriak) /QIBA_v11_Tofts/QIBA_v11_Tofts_GE/T1_tissue_500/DICOM_dyn\n", + "\n", + "Test case labels: test_vox_T{parameter combination}_{SNR}, e.g. test_vox_T5_30\n", + "\n", + "To get the high SNR dataset, data was averaged as follows:\n", + "\n", + "- datVIF = data[:, :9, :]\n", + "- datVIF = np.mean(datVIF, axis=(0, 1))\n", + "- datT1 = np.mean(data[44:49, 13:18, :], (0, 1))\n", + "- datT2 = np.mean(data[32:37, 21:26, :], (0, 1))\n", + "- datT3 = np.mean(data[42:47, 23:28, :], (0, 1))\n", + "- datT4 = np.mean(data[22:27, 32:37, :], (0, 1))\n", + "- datT5 = np.mean(data[22:27, 43:48, :], (0, 1))\n", + "\n", + "Noise was added to the high-SNR data to obtain data at different SNRs. SNR-levels of 20, 30, 50, and 100 were included.\n", + "\n", + "A delayed version of the test data was created by shifting the time curves with 5 time points. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", + "\n", + "The DRO data are signal values, which were converted to concentration curves using dce_to_r1eff from https://github.com/welcheb/pydcemri/blob/master from David S. Smith\n", + "\n", + "Input values and reference values were found from the accompanying pdf document, which describes the values per voxel. \n", + "\n", + "- T1 blood of 1440\n", + "- T1 tissue of 500\n", + "- TR=5 ms\n", + "- FA=30\n", + "- Hct=0.45\n", + "\n", + "\n", + "Tolerances\n", + "\n", + "- $v_e$: a_tol=0.05, r_tol=0, start=0.2, bounds=(0,1)\n", + "- $K^{trans}$: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", + "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units [s]\n", + "\n", + "\n", + "source: https://qibawiki.rsna.org/images/1/14/QIBA_DRO_2015_v1.42.pdf and https://qidw.rsna.org/#collection/594810551cac0a4ec8ffe574/folder/5e20ccb8b3467a6a9210e9ff" + ] + }, + { + "cell_type": "markdown", + "id": "8dc745df-e052-4fb9-8ede-3b93c29fa7a0", + "metadata": { + "tags": [] + }, + "source": [ + "### Visualize test data\n", + "To get an impression of the test data that was used for the Tofts model, below we show the concentration time curves that were the input for the models. \n", + "Here we show the data from high SNR from the original (first row) DRO and lowest SNR (SNR = 20; second row)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "afd533a3-8883-40ba-8e15-24be59b433ac", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:12.127211Z", + "iopub.status.busy": "2025-08-15T11:50:12.126920Z", + "iopub.status.idle": "2025-08-15T11:50:13.119762Z", + "shell.execute_reply": "2025-08-15T11:50:13.118601Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot test data. Load csv file of the test data.\n", + "filename = ('../../test/DCEmodels/data/dce_DRO_data_tofts.csv')\n", + "# read from CSV to pandas\n", + "df1 = pd.read_csv(filename)\n", + "\n", + "fig, ax = plt.subplots(2, 5, sharex='col', sharey='row', figsize=(15,8))\n", + "for currentvoxel in range(5):\n", + " \n", + " # first row is high SNR data\n", + " labelname = 'test_vox_T' + str(currentvoxel+1) + '_highSNR'\n", + " testdata = df1[(df1['label']==labelname)]\n", + " t = testdata['t'].to_numpy()\n", + " t = np.fromstring(t[0], dtype=float, sep=' ')\n", + " c = testdata['C'].to_numpy()\n", + " c = np.fromstring(c[0], dtype=float, sep=' ')\n", + " ax[0,currentvoxel].plot(t, c, color='black', label='highSNR')\n", + " ax[0,currentvoxel].set_title(labelname, fontsize=14)\n", + " if currentvoxel ==0:\n", + " ax[0,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", + " ax[0,currentvoxel].tick_params(axis='x', labelsize=12)\n", + " ax[0,currentvoxel].tick_params(axis='y', labelsize=12)\n", + "\n", + " \n", + " # second row is data with SNR of 20\n", + " labelname = 'test_vox_T' + str(currentvoxel+1) + '_20'\n", + " testdata = df1[(df1['label']==labelname)]\n", + " t = testdata['t'].to_numpy()\n", + " t = np.fromstring(t[0], dtype=float, sep=' ')\n", + " c = testdata['C'].to_numpy()\n", + " c = np.fromstring(c[0], dtype=float, sep=' ')\n", + " ax[1,currentvoxel].set_title(labelname, fontsize=14)\n", + " ax[1,currentvoxel].plot(t, c, color='black', label='SNR 20')\n", + " ax[1,currentvoxel].set_xlabel('time (s)', fontsize=14)\n", + " if currentvoxel ==0:\n", + " ax[1,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", + " ax[1,currentvoxel].tick_params(axis='x', labelsize=12)\n", + " ax[1,currentvoxel].tick_params(axis='y', labelsize=12)\n", + " \n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "97305d6c-b137-4fc1-aca8-d3e5c7459322", + "metadata": { + "tags": [] + }, + "source": [ + "## Import data\n", + "\n", + "Import the csv files with test results. The source data are labelled and the difference between measured and reference values was calculated." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7fc36c87-1846-4bd9-bd08-df7708526199", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:13.122249Z", + "iopub.status.busy": "2025-08-15T11:50:13.122002Z", + "iopub.status.idle": "2025-08-15T11:50:13.128806Z", + "shell.execute_reply": "2025-08-15T11:50:13.128017Z" + } + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "40329b4d-a6fc-4f54-80af-4da1bdd0b3c8", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:13.132105Z", + "iopub.status.busy": "2025-08-15T11:50:13.131878Z", + "iopub.status.idle": "2025-08-15T11:50:13.170875Z", + "shell.execute_reply": "2025-08-15T11:50:13.169802Z" + } + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if (entry['category'] == 'DCEmodels') & (entry['method'] == 'tofts') :\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9b429c92-81cc-45e6-8d27-f6754a5428d2", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:13.173178Z", + "iopub.status.busy": "2025-08-15T11:50:13.172951Z", + "iopub.status.idle": "2025-08-15T11:50:13.189131Z", + "shell.execute_reply": "2025-08-15T11:50:13.188070Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# split delayed and non-delayed data\n", + "df['delay'] = df['label'].str.contains('_delayed')\n", + "\n", + "# label data source\n", + "df['source']=''\n", + "df.loc[df['label'].str.contains('highSNR'),'source']='high SNR'\n", + "df.loc[df['label'].str.contains('_20'),'source']='SNR 20'\n", + "df.loc[df['label'].str.contains('_30'),'source']='SNR 30' \n", + "df.loc[df['label'].str.contains('_50'),'source']='SNR 50' \n", + "df.loc[df['label'].str.contains('_100'),'source']='SNR 100' \n", + "\n", + "# label voxels\n", + "df['voxel']=''\n", + "df.loc[df['label'].str.contains('test_vox_T1'),'voxel']='voxel 1'\n", + "df.loc[df['label'].str.contains('test_vox_T2'),'voxel']='voxel 2'\n", + "df.loc[df['label'].str.contains('test_vox_T3'),'voxel']='voxel 3'\n", + "df.loc[df['label'].str.contains('test_vox_T4'),'voxel']='voxel 4' \n", + "df.loc[df['label'].str.contains('test_vox_T5'),'voxel']='voxel 5' \n", + "\n", + "author_list = df.author.unique()\n", + "no_authors = len(author_list)\n", + "\n", + "# calculate error/difference between measured and reference values\n", + "df['error_Ktrans'] = df['Ktrans_meas'] - df['Ktrans_ref']\n", + "df['error_ve'] = df['ve_meas']- df['ve_ref']\n", + "\n", + "# tolerances\n", + "tolerances = { 'Ktrans': {'atol' : 0.005, 'rtol': 0.1 },'ve': {'atol':0.05, 'rtol':0}, 'delay': {'atol' : 0.5, 'rtol': 0 }}" + ] + }, + { + "cell_type": "markdown", + "id": "e130e2d6-fcfc-42e1-8104-fc5433b443ca", + "metadata": { + "tags": [] + }, + "source": [ + "## Results" + ] + }, + { + "cell_type": "markdown", + "id": "46cd29c3-325d-46ab-b09a-524fc9dd9ba4", + "metadata": {}, + "source": [ + "### Non-delayed results" + ] + }, + { + "cell_type": "markdown", + "id": "514dce67-709c-464c-af4e-e1199d69f171", + "metadata": { + "tags": [] + }, + "source": [ + "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0. \n", + "The data are shown with a categorial swarm plot, so for each text voxel separately to better appreciate the differences between contributions. Note that, the x-axis is not a continuous axis, but has a label per test voxel. To get an idea of the reference values per test case, the table below refers as a legend for the figure. \n", + "\n", + "Note that, one author (OGJ_OsloU_Norway) provided two options to fit the model (LLSQ and NLLS). These were considered separate contributions." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "93b2581a-b423-4186-a42c-ac20142dc706", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:13.191697Z", + "iopub.status.busy": "2025-08-15T11:50:13.191459Z", + "iopub.status.idle": "2025-08-15T11:50:13.219338Z", + "shell.execute_reply": "2025-08-15T11:50:13.218538Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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4voxel 50.050.1
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" + ], + "text/plain": [ + " voxel Ktrans_ref ve_ref\n", + "0 voxel 1 0.35 0.5\n", + "1 voxel 2 0.20 0.2\n", + "2 voxel 3 0.20 0.5\n", + "3 voxel 4 0.10 0.1\n", + "4 voxel 5 0.05 0.1" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(n=5)[['voxel','Ktrans_ref','ve_ref']]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "94aad4b1-5af5-4456-aed4-7438d01bda41", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:13.221740Z", + "iopub.status.busy": "2025-08-15T11:50:13.221511Z", + "iopub.status.idle": "2025-08-15T11:50:13.227891Z", + "shell.execute_reply": "2025-08-15T11:50:13.226812Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "sns.set(font_scale=1.5)\n", + "#sns.set_style(\"whitegrid\")\n", + "sns.set_style(\"ticks\")\n", + "plotopts = {\"hue\":\"author\",\n", + " \"col\":\"source\",\n", + " \"col_order\":[\"SNR 20\",\"SNR 30\",\"SNR 50\",\"SNR 100\",\"high SNR\"],\n", + " \"dodge\":True,\n", + " \"col_wrap\":3,\n", + " \"s\":100,\n", + " \"height\":4,\n", + " \"aspect\":1.25\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1e510924-e4bb-4982-9bfc-92fc2121ddab", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:13.230581Z", + "iopub.status.busy": "2025-08-15T11:50:13.230353Z", + "iopub.status.idle": "2025-08-15T11:50:16.605082Z", + "shell.execute_reply": "2025-08-15T11:50:16.604120Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results. \n", + "# In this way we can appreciate the results of the different contributions per test case better.\n", + "# The downside is that the values of the test cases are not obvious. This might be something to improve upon at a later stage\n", + "\n", + "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "cfa3a9c4-a6ea-4108-826b-22ee1ef4c8e4", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:16.607928Z", + "iopub.status.busy": "2025-08-15T11:50:16.607471Z", + "iopub.status.idle": "2025-08-15T11:50:19.590323Z", + "shell.execute_reply": "2025-08-15T11:50:19.589470Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same for v_e\n", + "make_catplot(x='voxel', y=\"error_ve\", data=df[~df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "markdown", + "id": "fc657951-3748-403b-b236-02de4ff7444a", + "metadata": {}, + "source": [ + "Bias results estimated $K^{trans}$ values combined for all voxels and all SNR levels" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "12ab6a09-b6f8-4691-9527-395fa150c33d", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:19.593008Z", + "iopub.status.busy": "2025-08-15T11:50:19.592521Z", + "iopub.status.idle": "2025-08-15T11:50:19.612792Z", + "shell.execute_reply": "2025-08-15T11:50:19.612033Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LCB_BNI_USA -0.000112 0.000994 -0.002061 0.001837\n", + "LEK_UoEdinburgh_UK -0.001222 0.001230 -0.003632 0.001188\n", + "MJT_UoEdinburgh_UK -0.000114 0.000995 -0.002064 0.001835\n", + "OGJ_OsloU_Norway_LLSQ 0.000145 0.001305 -0.002412 0.002702\n", + "OGJ_OsloU_Norway_NLLS -0.001222 0.001230 -0.003632 0.001188\n", + "ST_USyd_Aus -0.000110 0.000994 -0.002059 0.001839\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_Ktrans',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "9194c61e-57a2-48c9-9fe9-983d7775c419", + "metadata": {}, + "source": [ + "Bias results estimated $v_e$ values combined for all voxels and all SNR levels" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4a4c5620-d333-4743-85d6-241c48209b0a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:19.615010Z", + "iopub.status.busy": "2025-08-15T11:50:19.614797Z", + "iopub.status.idle": "2025-08-15T11:50:19.625835Z", + "shell.execute_reply": "2025-08-15T11:50:19.625047Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LCB_BNI_USA 0.000052 0.001132 -0.002166 0.002270\n", + "LEK_UoEdinburgh_UK -0.000518 0.001130 -0.002733 0.001697\n", + "MJT_UoEdinburgh_UK 0.000053 0.001132 -0.002166 0.002271\n", + "OGJ_OsloU_Norway_LLSQ -0.000014 0.001126 -0.002221 0.002193\n", + "OGJ_OsloU_Norway_NLLS -0.000518 0.001130 -0.002733 0.001697\n", + "ST_USyd_Aus 0.000052 0.001132 -0.002166 0.002271\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ve',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "b29c7cff-5b2f-42f7-80ae-ef9eadf879f5", + "metadata": {}, + "source": [ + "### Delayed results\n", + "\n", + "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c5a511b8-4891-4d18-8508-447ebc312bfd", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:19.628210Z", + "iopub.status.busy": "2025-08-15T11:50:19.627734Z", + "iopub.status.idle": "2025-08-15T11:50:21.390479Z", + "shell.execute_reply": "2025-08-15T11:50:21.389676Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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hORraQUd34udqjobmaGgHHc3REAAAAADMMKmHNhGJRCRJ0WhU0q5L6Hg8HuXm5kradakdSfr5z3+uOXPm7PFiXpLuu+8+VVVV6aCDDmrj0ScPOpqjoTka2kFHd+Lnao6G5mhoBx3N0RAAAAAA7GJSD23C7/drx44duuCCC1RRUdH49cMOO0yS9Je//EXnnHOO5s2bp8svv3yPF/PPP/+8vvzyS5WVlenggw9u8/EnCzqao6E5GtpBR3fi52qOhuZoaAcdzdEQAAAAAOzyOz0AtA/xeFz333+/5s2bp5ycnMavn3DCCRo6dKjmzJkjv9+vSy+9VBMmTJDH42l8zssvv6znnntOhxxyiMaPH6+srCwnvoWkQEdzNDRHQzvo6E78XM3R0BwN7aCjORoCAAAAgF1M6qHNxONxSdKCBQt0yCGHKBwOKysrS/fdd58uu+wyrVy5Ul9++aXmz58vn8+n9PR0TZo0SW+++aZycnL04IMP6pBDDnH4u3AeHc3R0BwN7aCjO/FzNUdDczS0g47maAgAAAAA9jCphzbh8XhUVFQkadfN7iUpLS1NsVhMvXv31pNPPqnrr79elZWVOv/88+Xz+RSNRuXxeDR06FDdeeedGjBggJPfQlKgozkamqOhHXR0J36u5mhojoZ20NEcDQEAAADALib1YF0sFpPXu+t2jZFIRH7/rl+zhkvuLF++vMnz4vG4+vfvr5deeklvvfWWFi5cqNraWnXt2lU//vGPddRRR+mggw5y5ptxEB3N0dAcDe2gozvxczVHQ3M0tIOO5mgIAAAAAK2PST1YFY1G5fP5FAqFJO263E7DC/r8/Hx5PB4tWbJE8XhcXq+38UV9KBRSdna2Lr74YklSOBxWWlqaY9+H0+hojobmaGgHHd2Jn6s5GpqjoR10NEdDAAAAAGgbTOrBKp/Pp7q6Op199tmqr69XXl6eDj30UHXr1k3dunWT3++Xx+NRdXW1cnNzlZmZKUlKT09vsp6GF/PxeFwej6fNvw+n0dEcDc3R0A46uhM/V3M0NEdDO+hojoYAAAAA0DY88YY7lwMWxONxvfjii5o0aZIyMjIaL7PzQwMHDlR6eroOOeQQDRgwQDk5OTr88MMViURUWlqqrKysNh55cqGjORqao6EddHQnfq7maGiOhnbQ0RwNAQAAAKBtMKkH6+rr69WhQwfFYjGtXLlSdXV1WrZsmVavXq1JkyZp586d6tSpk0KhkHbs2CGPx6OGX8NOnTrp/fffV9euXR3+LpxHR3M0NEdDO+joTvxczdHQHA3toKM5GgIAAABA62NSD0Z2vzROw700otGoPB5Pk/tlNLjsssu0cOFCPfLII+rbt6+WLl2qHTt2qLKyUlu3btWYMWM0ZMgQp74dx9DRHA3N0dAOOroTP1dzNDRHQzvoaI6GAAAAAOAM7qmHhDW8gG940b5u3Trl5eWpQ4cOjS/yG17MN9z0PicnR7W1taqtrdXw4cPVvXt3SdKpp57q2PfhNDqao6E5GtpBR3fi52qOhuZoaAcdzdEQAAAAAJzDpB4SEolE5Pf7VV9fr6eeekrz5s3TzJkz1bdvXx188MG68sor1b9/f3Xq1EmS5Pfv+lUrLS3VP//5T23ZssXB0ScPOpqjoTka2kFHd+Lnao6G5mhoBx3N0RAAAAAAnMWkHlosGo3K7/dr586dGjdunObMmaPOnTsrOztba9asUVVVlZYsWaKf//znGj16tLp37974qd28vDxJ0urVqyU1vXRPe0NHczQ0R0M76OhO/FzN0dAcDe2gozkaAgAAAIDzmNRDi/l8PgWDQV1xxRWqrKzUJZdcoquuukrBYFC1tbV65JFH9Mknn+jZZ59VLBbTBRdcoNzcXElS3759JUnLli3b414b7Q0dzdHQHA3toKM78XM1R0NzNLSDjuZoCAAAAADO49UUWiQej0uSXn31Vc2cOVM/+9nPdM011yg7O1u5ubkaNGiQ/vSnP+mXv/yl6uvrNWXKFC1ZsqRx+QEDBkiSAoGAgsGgI99DMqCjORqao6EddHQnfq7maGiOhnbQ0RwNAQAAACA5MKmHFmm4TM78+fOVnp6usWPHKisrS7FYTH6/X7FYTB07dtQVV1yhU045RevWrdPjjz+uaDQqSdq2bZsGDBig3/3ud8rMzHTyW3EUHc3R0BwN7aCjO/FzNUdDczS0g47maAgAAAAAyYFJPbRILBZTJBLR0qVL5fP5FA6HJf37hb7X61UsFlN2drYmTJig3NxcLV++XJs2bZIk5efn67XXXtPgwYMd+x6SAR3N0dAcDe2gozvxczVHQ3M0tIOO5mgIAAAAAMmBST3sVyQSkbTrhby064W7x+NRp06dFAgE9NVXXzV+veGyPF6vV+FwWJ07d1ZeXp7Wr1+v2traxk/qZmdnO/CdOIuO5mhojoZ20NGd+Lmao6E5GtpBR3M0BAAAAIDkxKQe9svv92vnzp269957tWXLFnk8Hvl8Pv3sZz+TJL355puaOXOmpH+/qI/FYkpLS1N2drbi8biGDBmifv36yefzOfmtOIqO5mhojoZ20NGd+Lmao6E5GtpBR3M0BAAAAIDkxKQe9isWi+mmm27Siy++qM8//7zx68ccc4yOO+44VVVV6cUXX9SsWbMk7XpR7/Xu+rWaNGmSli9frqKiIkfGnkzoaI6G5mhoBx3diZ+rORqao6EddDRHQwAAAABITkzqYb+8Xq9OOukkSdI777yjLVu2SJL69Omj8847TwUFBSovL9e9996rV155RevXr9fWrVv15JNPauLEierWrZuuvPJKdejQwcHvwnl0NEdDczS0g47uxM/VHA3N0dAOOpqjIQAAAAAkJ0+84SYIwA/E43F5PB7V1NToqquu0uLFi/Xiiy+qtLS08TnvvvuupkyZ0nhfjYMOOkjhcFhbt27VIYccoieeeEIFBQVOfQtJgY7maGiOhnbQ0Z34uZqjoTka2kFHczQEAAAAgOTFpB6a5b777tOzzz6rk046SX/5y1/UsWPHxse+++47ffnll5oyZYrq6+vVs2dPDR06VBdeeKHy8/MdHHXyoaM5GpqjoR10dCd+ruZoaI6GdtDRHA0BAAAAILkwqQdJu+6b0XAfjN3/u+GTulu2bNFFF12kuro6TZw4UYMGDVI4HFZaWlrjOgKBgDwejzp06NBkHe0JHc3R0BwN7aCjO/FzNUdDczS0g47maAgAAAAAqYVXXFAkEpHX61UoFJKkPV7Mx2IxZWZm6phjjtG6des0ZcoUSWryYl6SMjIyGu+b4fF42vA7SA50NEdDczS0g47uxM/VHA3N0dAOOpqjIQAAAACkHib1IL/fr7q6Op188sn6+c9/rqlTp2rNmjWNL8q9Xq8yMjJ0zjnnyOv16oMPPlBFRcUe69n9U7nt8QU9Hc3R0BwN7aCjO/FzNUdDczS0g47maAgAAAAAqYdJPUiS5syZo507d2revHm67bbbdPHFF2vq1KlasGBB43NKSko0ZswYVVdXa+7cuZJ2fZIX/0ZHczQ0R0M76OhO/FzN0dAcDe2gozkaAgAAAEBq4Z56aLR582Z99tlnev/99/Xpp5/K6/UqNzdX55xzjs4880wNGDBA33zzjS655BJ1795dL730kvr27ev0sJMOHc3R0BwN7aCjO/FzNUdDczS0g47maAgAAAAAqYNJPezVP/7xD33zzTf629/+plgspl69eunwww/XVVddpdtvv10VFRW6/fbbdcYZZzg91KRGR3M0NEdDO+joTvxczdHQHA3toKM5GgIAAABAcmNSD03EYrEm98WYO3eu/ud//keff/65Vq5cqdzcXHXo0EHV1dX60Y9+pGeeeYZ7Z+wFHc3R0BwN7aCjO/FzNUdDczS0g47maAgAAAAAqYFJPRxQOBzWjh079Oyzz2ru3LmaOXOmcnNzNWnSJBUWFjo9vJRBR3M0NEdDO+joTvxczdHQHA3toKM5GgIAAABA8mFSDwe0+yd3t27dqg8//FBHHHGEBg4c6PDIUgsdzdHQHA3toKM78XM1R0NzNLSDjuZoCAAAAADJh0k9NEs8HucSOxbQ0RwNzdHQDjq6Ez9XczQ0R0M76GiOhgAAAACQXJjUAwAAAAAAAAAAAJKc98BPAQAAAAAAAAAAAOAkJvUAAAAAAAAAAACAJMekHgAAAAAAAAAAAJDkmNQDAAAAAAAAAAAAkhyTegAAAAAAAAAAAECSY1IPAAAAAAAAAAAASHJM6gEAAAAAAAAAAABJjkk9AAAAAAAAAAAAIMkxqQcAAAAAAAAAAAAkOSb1AAAAAAAAAAAAgCTHpB4AAAAAAAAAAACQ5JjUAwAAAAAAAAAAAJIck3oAAAAAAAAAAABAkmNSDwAAAAAAAAAAAEhy/x9EaTP/pXDqWQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2379ee16-f091-439d-8fab-311031dc7a05", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:21.393025Z", + "iopub.status.busy": "2025-08-15T11:50:21.392388Z", + "iopub.status.idle": "2025-08-15T11:50:23.162666Z", + "shell.execute_reply": "2025-08-15T11:50:23.161699Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_catplot(x='voxel', y=\"error_ve\", data=df[df['delay']], \n", + " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9d7ffcee-c5af-43c3-8e46-38243c63e8f6", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:23.165135Z", + "iopub.status.busy": "2025-08-15T11:50:23.164691Z", + "iopub.status.idle": "2025-08-15T11:50:23.176066Z", + "shell.execute_reply": "2025-08-15T11:50:23.175254Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000481 0.000994 -0.002429 0.001467\n", + "MJT_UoEdinburgh_UK 0.000058 0.000925 -0.001755 0.001871\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_Ktrans',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "609b0b91-a592-43cc-adbc-9aadae45a809", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:23.179070Z", + "iopub.status.busy": "2025-08-15T11:50:23.178609Z", + "iopub.status.idle": "2025-08-15T11:50:23.189781Z", + "shell.execute_reply": "2025-08-15T11:50:23.188996Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " bias stdev LoA lower LoA upper\n", + "author \n", + "LEK_UoEdinburgh_UK -0.000772 0.001149 -0.003024 0.001481\n", + "MJT_UoEdinburgh_UK -0.000024 0.001109 -0.002198 0.002150\n" + ] + } + ], + "source": [ + "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_ve',grouptag='author')\n", + "print(resultsBA)" + ] + }, + { + "cell_type": "markdown", + "id": "f37bd2b6-f399-4358-8cd6-bb4f8c746c78", + "metadata": { + "tags": [] + }, + "source": [ + "## Notes\n", + "\n", + "Some contributions included only the forward model, no fitting routine. For those cases we used the curvefit module from scipy package to estimate the output parameters. In all other cases the contributed fitting routine was included." + ] + }, + { + "cell_type": "markdown", + "id": "4e681cb2-adc4-42be-b1aa-b72c1c85c0a5", + "metadata": { + "tags": [] + }, + "source": [ + "### References" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/notebooks/VariableFlipAngle.ipynb b/docs/notebooks/VariableFlipAngle.ipynb new file mode 100644 index 00000000..455ffbcf --- /dev/null +++ b/docs/notebooks/VariableFlipAngle.ipynb @@ -0,0 +1,624 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b8070e3f", + "metadata": {}, + "source": [ + "# Variable flip angle technique" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0e75e09b", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:50.765591Z", + "iopub.status.busy": "2025-08-15T11:50:50.765358Z", + "iopub.status.idle": "2025-08-15T11:50:57.573820Z", + "shell.execute_reply": "2025-08-15T11:50:57.573009Z" + }, + "tags": [ + "hide-input" + ] + }, + "outputs": [], + "source": [ + "# import statements\n", + "import os\n", + "import numpy\n", + "from matplotlib import pyplot as plt\n", + "import csv\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from plotting_results_nb import plot_bland_altman, bland_altman_statistics\n", + "import json\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "markdown", + "id": "ee127dbe-5363-45ea-aeb5-b8d5d69ce892", + "metadata": {}, + "source": [ + "## Background\n", + "Variable flip angle (VFA) technique is a rapid T1 mapping technique based on the acquisition of several spoiled-gradient echo sequences with different flip angles (Fram et al. 1987, Deoni et al. 2005). \n", + "The minimum number of flip angle acquisitions is two.\n", + "VFA is often used to estimate T1 values in clinically reasonable scan times. However, it is known not to be very accurate and precise [ref].\n", + "\n", + "The following equation holds when a spoiled-gradient echo sequence is being used:\n", + "\n", + "$$\n", + " S(\\theta) = \\rho_0 \\cdot \\frac{\\mathrm{sin}(\\theta)(1-E_1)}{1-\\mathrm{cos}(\\theta) \\cdot E_1} \n", + "$$\n", + "\n", + "with\n", + "\n", + "$$\n", + " E_1 = e^{\\frac{-\\mathrm{TR}}{T_1}}\n", + "$$\n", + "\n", + "and $S(\\theta)$ being the signal intensity at a certain flip angle $\\theta$, $\\rho_0$ the spin density including system gain contributions, and TR the repetition time.\n", + "\n", + "For fast calculation of T1 the problem is often linearized. If $\\frac{S(\\theta)}{sin(\\theta)}$ is a linear function of $\\frac{S(\\theta)}{tan(\\theta)}$, $E_1$, the slope of the line, can be calculated using linear regression. This is what is done typically in the linear fit implementations.\n", + "\n", + "$$\n", + " \\frac{S(\\theta)}{sin(\\theta)} = S_0(1-E_1) + E_1 \\cdot \\frac{S(\\theta)}{tan(\\theta)}\n", + "$$ \n" + ] + }, + { + "cell_type": "markdown", + "id": "db8fca6f-9fe6-4e48-8246-926d17c488ab", + "metadata": { + "jp-MarkdownHeadingCollapsed": true, + "tags": [] + }, + "source": [ + "## Description of test data\n", + "For testing of the variable flip angle methods we used three data sets. For all three types of test data the same tolerances were used: absolute tolerance of 0.05 + relative tolerance of 0.05\n", + "\n", + "#### Digital reference object (DRO). \n", + "DRO data was used from the quantitative imaging biomarker alliance (QIBA). \n", + "The original DRO consists of multiple groups of 10x10 voxels, each with a different combination of of noise level, S0 and R1. \n", + "One voxel is selected per combination and voxels with S0/sigma < 1500 are excluded. \n", + "\n", + "Details: QIBA T1 DRO v3\n", + "Citation: Daniel Barboriak, https://qidw.rsna.org/#collection/594810551cac0a4ec8ffe574\n", + "\n", + "#### In-vivo data from a brain patient\n", + "Each entry corresponds to a voxel following spatial realignment of variable flip angle SPGR images, taken from ROIs drawn in the white matter, deep gray matter and cerebrospinal fluid.\n", + "R1 reference values obtained using in-house Matlab code (https://github.com/mjt320/HIFI). These values values are not B1-corrected here, thus may not reflect true R1.\n", + "\n", + "Citation: Clancy, U., et al., \"Rationale and design of a longitudinal study of cerebral small vessel diseases, clinical and imaging outcomes in patients presenting with mild ischaemic stroke: Mild Stroke Study 3.\" European Stroke Journal, 2020.\n", + "\n", + "#### In-vivo data from patients with prostate cancer\n", + "Each entry corresponds to a randomly selected voxel in the prostate from variable flip angle SPGR images. Data from five prostate cancer patients were used.\n", + "T1 reference values obtained using in-house Matlab code. T1 values are provided with and without B1 correction and both with linear and nonlinear fitting procedures. \n", + "Currently, we only test non-B1-corrected data and use reference values based on non-linear fitting.\n", + "\n", + "Citation: Klawer et al., \"Improved repeatability of dynamic contrast-enhanced MRI using the complex MRI signal to derive arterial input functions: a test-retest study in prostate cancer patients.\" Magn Reson Med, 2019.\n" + ] + }, + { + "cell_type": "markdown", + "id": "5331ac95-f908-47c3-9015-3d21b37146e8", + "metadata": {}, + "source": [ + "## Import data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "70bd458d-6c62-42d5-9747-0e1e1d7757a9", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:57.577091Z", + "iopub.status.busy": "2025-08-15T11:50:57.576783Z", + "iopub.status.idle": "2025-08-15T11:50:57.583468Z", + "shell.execute_reply": "2025-08-15T11:50:57.582764Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Load the meta data\n", + "meta = json.load(open(\"../../test/results-meta.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "82fa5bd7-5ce8-454f-906e-41731b1c0388", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:57.586448Z", + "iopub.status.busy": "2025-08-15T11:50:57.586227Z", + "iopub.status.idle": "2025-08-15T11:50:57.652035Z", + "shell.execute_reply": "2025-08-15T11:50:57.651307Z" + } + }, + "outputs": [], + "source": [ + "# Loop over each entry and collect the dataframe\n", + "df = []\n", + "for entry in meta:\n", + " if entry['category'] == 'T1mapping':\n", + " fpath, fname, category, method, author = entry.values()\n", + " df_entry = pd.read_csv(Path(fpath, fname)).assign(method=method, author=author)\n", + " df.append(df_entry)\n", + " \n", + "# Concat all entries\n", + "df = pd.concat(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1c7beefd-56fc-4f75-8512-b712b3fccbfb", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:57.654980Z", + "iopub.status.busy": "2025-08-15T11:50:57.654588Z", + "iopub.status.idle": "2025-08-15T11:50:57.664538Z", + "shell.execute_reply": "2025-08-15T11:50:57.663529Z" + } + }, + "outputs": [], + "source": [ + "# label data source\n", + "df['source']=''\n", + "df.loc[df['label'].str.contains('brain'),'source'] = 'brain'\n", + "df.loc[df['label'].str.contains('prostaat'),'source'] = 'prostate'\n", + "df.loc[df['label'].str.contains('QIBA'),'source'] = 'DRO' \n", + "\n", + "# calculate error between measured and reference R_1 values\n", + "df['error_r1'] = df['r1_measured'] - df['r1_ref']\n", + "# add ratio of measured and reference R_1 values\n", + "df['perc_error'] = df.error_r1.div(df.r1_ref)*100 # add percentage error column" + ] + }, + { + "cell_type": "markdown", + "id": "8ad8585b-f2e5-47f7-a3f3-887e85d1ff67", + "metadata": {}, + "source": [ + "## DRO data" + ] + }, + { + "cell_type": "markdown", + "id": "0a266b45-924c-4ac3-8709-a87896ce2285", + "metadata": {}, + "source": [ + "Plot the results separately for linear and nonlinear fit approaches" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7128f30f-5e13-4b91-9cc3-b74ac59256fd", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:57.668242Z", + "iopub.status.busy": "2025-08-15T11:50:57.667068Z", + "iopub.status.idle": "2025-08-15T11:50:57.671571Z", + "shell.execute_reply": "2025-08-15T11:50:57.670852Z" + } + }, + "outputs": [], + "source": [ + "tolerances = { 'r1': {'atol' : 0.05, 'rtol': 0.05 }}\n", + "labelx='$R_{1}$ (s$^{-1}$)'\n", + "labely='$\\Delta$ $R_{1}$ (s$^{-1}$)'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a2f8a709-6726-4865-997a-94b40afc1d37", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:57.674845Z", + "iopub.status.busy": "2025-08-15T11:50:57.674634Z", + "iopub.status.idle": "2025-08-15T11:50:57.678918Z", + "shell.execute_reply": "2025-08-15T11:50:57.678062Z" + } + }, + "outputs": [], + "source": [ + "# set-up styling for seaborn plots\n", + "sns.set(font_scale=1.5)\n", + "sns.set_style(\"ticks\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "06d57411-8277-47e5-b41d-9a607194a50e", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:57.681165Z", + "iopub.status.busy": "2025-08-15T11:50:57.680861Z", + "iopub.status.idle": "2025-08-15T11:50:57.687260Z", + "shell.execute_reply": "2025-08-15T11:50:57.686421Z" + } + }, + "outputs": [], + "source": [ + "# Define a function to wrap up the plot\n", + "def plotPair(data_linear, data_nonlinear, xlim, ylim, suptitle,\n", + " tolerances={'r1':{'atol':0.05, 'rtol':0.05}}, \n", + " tag='r1',\n", + " log_plot=True,\n", + " labelx='$R_{1}$ (s$^{-1}$)',\n", + " labely='$\\Delta$ $R_{1}$ (s$^{-1}$)',\n", + " suptitle_x=0.4):\n", + " \n", + " fig, ax = plt.subplots(1,2, sharey='none', figsize=(18,6))\n", + " plot_bland_altman(ax[0], data_linear, tolerances, tag, log_plot=log_plot, xlim=xlim, ylim=ylim,\n", + " label_xaxis=labelx, label_yaxis=labely, fig_title='Linear fit')\n", + "\n", + " # set the legend\n", + " ax[0].legend(bbox_to_anchor=(1.05, 1), title='ContributionID', borderaxespad=0.5, fontsize=14)\n", + "\n", + " # plot results of nonlinear fit\n", + " plot_bland_altman(ax[1], data_nonlinear, tolerances, 'r1', log_plot=True, xlim=xlim, ylim=ylim,\n", + " label_xaxis=labelx, label_yaxis=labely, fig_title='Nonlinear fit')\n", + "\n", + " # Set the position of the legend\n", + " ax[1].legend(bbox_to_anchor=(1.05, 1), title='ContributionID', borderaxespad=0.5, fontsize=14)\n", + "\n", + " # Here the position of the title should be adjusted\n", + " fig.suptitle(suptitle, fontweight='bold', x=suptitle_x)\n", + " plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5ce2ae15-a12f-466f-8f55-60a53085284a", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:57.689487Z", + "iopub.status.busy": "2025-08-15T11:50:57.689272Z", + "iopub.status.idle": "2025-08-15T11:50:59.099334Z", + "shell.execute_reply": "2025-08-15T11:50:59.098518Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test the function, redo the DRO Data\n", + "plotPair(\n", + " data_linear=df[(df['source']=='DRO') & (df['method']=='linear')],\n", + " data_nonlinear=df[(df['source']=='DRO') & (df['method']=='nonlinear')],\n", + " xlim=[10**-1,10**2],\n", + " ylim=[-0.6, 0.6],\n", + " suptitle='DRO Data'\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "f7d8366c-d415-48e8-a23a-d2f3d6cb5c88", + "metadata": {}, + "source": [ + "The next step was to calculate statistics on the error with respect to the reference values. \n", + "For this purpose, we calculated bias and the limits of agreement for each contribution separately according to Bland-Altman statistics (Bland-Altman Stats Med 1999). As can be observed from the figures above, the error in R1 increases with increasing magnitude of the reference values (i.e. error is larger for large R1 values). This was taken into account by calculating the percentage difference (perc_error = (meas-ref)/ref*100). Mean and LoA were calculated from these percentage differences." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d966e78a-08af-4b11-9b58-c9e5c62b2895", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:59.101761Z", + "iopub.status.busy": "2025-08-15T11:50:59.101489Z", + "iopub.status.idle": "2025-08-15T11:50:59.127833Z", + "shell.execute_reply": "2025-08-15T11:50:59.127030Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bias results for DRO data for linear implementations of R_1 estimation\n", + "note that results are presented as the percentage error\n", + " bias stdev LoA lower LoA upper\n", + "author \n", + "MJT_UoEdinburgh_UK -0.25304 0.889515 -1.99649 1.49041\n", + "ST_USyd_Aus -0.25304 0.889515 -1.99649 1.49041\n", + "ZA_McGill_CAN -0.25304 0.889515 -1.99649 1.49041\n" + ] + } + ], + "source": [ + "data_linear=df[(df['source']=='DRO') & (df['method']=='linear')]\n", + "resultsBA_linear=bland_altman_statistics(data=data_linear,par='perc_error',grouptag='author')\n", + "\n", + "print('Bias results for DRO data for linear implementations of R_1 estimation')\n", + "print('note that results are presented as the percentage error')\n", + "print(resultsBA_linear)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f4a40eea-e1eb-45ca-9cde-aecaa47f1dd8", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:59.130357Z", + "iopub.status.busy": "2025-08-15T11:50:59.130131Z", + "iopub.status.idle": "2025-08-15T11:50:59.141549Z", + "shell.execute_reply": "2025-08-15T11:50:59.140742Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bias results for DRO data for nonlinear implementations of R_1 estimation\n", + "note that results are presented as the percentage error\n", + " bias stdev LoA lower LoA upper\n", + "author \n", + "MJT_UoEdinburgh_UK -0.098617 0.785471 -1.638140 1.440907\n", + "OG_MO_AUMC_NL_ICR_UK -0.098617 0.785472 -1.638142 1.440908\n", + "ST_USyd_Aus -0.098616 0.785472 -1.638141 1.440908\n", + "ZA_McGill_CAN -0.098625 0.785493 -1.638191 1.440941\n" + ] + } + ], + "source": [ + "# same for nonlinear data\n", + "data_nonlinear=df[(df['source']=='DRO') & (df['method']=='nonlinear')]\n", + "resultsBA_nonlinear=bland_altman_statistics(data=data_nonlinear,par='perc_error',grouptag='author')\n", + "\n", + "print('Bias results for DRO data for nonlinear implementations of R_1 estimation')\n", + "print('note that results are presented as the percentage error')\n", + "print(resultsBA_nonlinear)\n" + ] + }, + { + "cell_type": "markdown", + "id": "b4c91cfe-6f3f-4b40-91d8-4b00a1d44bbf", + "metadata": {}, + "source": [ + "## In-vivo data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e01cf953-08f8-4465-9455-4f6e27db1c41", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:59.144425Z", + "iopub.status.busy": "2025-08-15T11:50:59.144199Z", + "iopub.status.idle": "2025-08-15T11:50:59.930224Z", + "shell.execute_reply": "2025-08-15T11:50:59.928934Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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iIiIiIpIJKrSJiIiIiIiIiIiIiIiIZIIKbSIiIiIiIiIiIiIiIiKZoEKbiIiIiIiIiIiIiIiISCao0CYiIiIiIiIiIiIiIiKSCSq0iYiIiIiIiIiIiIiIiGSCCm0iIiIiIiIiIiIiIiIimaBCm4iIiIiIiIiIiIiIiEgmqNAmIiIiIiIiIiIiIiIikgkqtImIiIiIiIiIiIiIiIhkggptIiIiIiIiIiIiIiIiIpmgQpuIiIiIiIiIiIiIiIhIJqjQJiIiIiIiIiIiIiIiIpIJKrSJiIiIiIiIiIiIiIiIZIIKbSIiIiIiIiIiIiIiIiKZoEKbiIiIiIiIiIiIiIiISCao0CYiIiIiIiIiIiIiIiKSCSq0iYiIiIiIiIiIiIiIiGSCCm0iIiIiIiIiIiIiIiIimaBCm4iIiIiIiIiIiIiIiEgmqNAmIiIiIiIiIiIiIiIikgkqtImIiIiIiIiIiIiIiIhkggptIiIiIiIiIiIiIiIiIpmgQpuIiIiIiIiIiIiIiIhIJqjQJiIiIiIiIiIiIiIiIpIJKrSJiIiIiIiIiIiIiIiIZIIKbSIiIiIiIiIiIiIiIiKZoEKbiIiIiIiIiIiIiIiISCao0CYiIiIiIiIiIiIiIiKSCSq0iYiIiIiIiIiIiIiIiGSCCm0iIiIiIiIiIiIiIiIimaBCm4iIiIiIiIiIiIiIiEgmqNAmIiIiIiIiIiIiIiIikgkqtImIiIiIiIiIiIiIiIhkggptImJTo0aNIigoiFGjRtk6lFwrJiaGL7/8knbt2lGtWjWCgoIICgri6NGjAAQHBxMUFMTChQttHKmIiIiIiOQ3ffr0ISgoiIkTJ2ZomyQJDw/nww8/pGXLllSpUsWSz0VERABYHu/YscPGkYqIiEhmOdg6ABHJHyZOnMikSZMAOH78uI2jyV9GjBjBunXrAHBxccHPzw8AB4cHv4UnJ7xdu3alePHi2RekiIiIiIhYuTtHcnFxYdWqVRQpUiTVvhcvXqRFixYAzJ49m/r16+dYnJJ9jEYj/fr1swySdHNzw9vbGwA7u/uPfY+IiOCHH34A4Pnnn8fLyyt7gxUREZFMU6FNRGyqUKFClC5dmkKFCtk6lFzp9OnTliLbF198Qfv27VP0KVGiBE5OTnh6eqbYlpzY16tXT4U2EREREREbiY2NZfLkyYwZM8bWoWQpf39/Spcuja+vr61DyZW2bNnC0aNHcXR0ZNasWdSpUydFn9KlSwPg6upq1R4REWHJ57p27apCm4iISC6mQpuI2NTrr7/O66+/buswcq0TJ04A4OPjk2qRDbCMchQRERERkdxrwYIF9O/f31JYyQ/Gjx9v6xByteR8rnz58qkW2QBWrFiRkyGJiIhINtAabSIiuVhsbCwA7u7uNo5EREREREQyw9/fn6CgIBITE/niiy9sHY7kIOVzIiIijwYV2kTEpkaNGkVQUBCjRo1Kse3uhbXNZjO//fYbTz31FLVq1aJmzZr07NmTxYsXP/AcJ06c4L333qN169ZUr16dmjVr0rFjR7744gtu3ryZ6j4JCQmsWbOG9957j27dutG4cWOqVKlCw4YNGThwIMuWLcNsNqe6744dOywLWgMcOXKE119/naZNm1K5cmX69OnzwJgnTpxo9byEhoZajnnv8xUcHExQUBALFy60tCU/r8n69u1rtX9wcPADYxARERERkYdnZ2dnmcVj5cqVHDhwIFPHMRqNzJ8/n759+1K/fn2qVKlCkyZNePXVV9mxY0ea+2VVXvWgY9/r7jwlPj6e77//nk6dOlGjRg1q165N37592bhx4wPPsXv3bt544w2aN29O1apVqV27Nj169GDatGlERUWluk9MTAzLli3jzTffpHPnzjRo0IAqVarQuHFjhgwZwoYNG9I838KFC61ypu3btzNkyBAaN25MxYoVU81d75WcjyU/LyEhIVb52N3PV3Lb3a9hnz59LGv2AbRo0cJq//TklCIiIpJzNHWkiOR6RqORV155hTVr1uDg4ICLiwtRUVHs27ePffv2ce7cOV599dVU9/3uu+/4/PPPMZlMQNK89wkJCZw4cYITJ06wYMECpk2bRqVKlaz227NnD0OGDLE89vDwwMnJiZs3b7J582Y2b97MX3/9xRdffHHfRaxXrlzJ66+/TkJCAh4eHtjb26frmt3c3PDz8yM2NpbIyEjs7OwoUKCAVTz34+HhgZ+fH9evXwfA29sbR0dHy3atoSAiIiIiknOaNWtGvXr1CAkJ4dNPP2X27NkZ2v/OnTsMGTKEkJAQAOzt7XF3dycsLIyVK1eycuVKBgwYwMiRI9M8xsPkVQ8jOjqa5557jv379+Po6IijoyORkZHs2LGDkJAQPvzwQ3r06JFiP5PJxEcffcScOXMsbW5ubsTExHDw4EEOHjzIwoULmT59OgEBAVb7/vnnn7z11lsAGAwGPDw8cHBwICwsjDVr1rBmzZoHPl+QNE3/uHHjMJvNeHp6pjufS87HoqOjiY6OxtHREW9vb6vruB9vb298fX25desWkJS/3X3uu48lIiIitqdCm4jkej///DMmk4mPP/6Ydu3a4eLiwpUrV3j//fdZt24d33zzDZ06dSIwMNBqv3nz5vHpp5/i5ubGiy++SPfu3SlUqBBGo5GjR48yYcIEtm/fzssvv8zy5cutpvNwdXWlZ8+etG3blmrVqlkKW+Hh4SxZsoSvvvqKFStWWEZipmXUqFE8/vjjjBw5krJlywJw9uzZB17zwIEDGThwIAsXLuStt97C39+ftWvXpvs5e/fdd3n33Xctd7VNnDiR+vXrp3t/ERERERHJWq+//jo9e/Zkx44dbNy4kaZNm6Z733feeYeQkBAcHR0ZOXIkPXr0wNXVlbCwML744gsWLFjAjBkzKFmyJL169Ur1GJnNqx7W119/jYuLC5MnT6ZZs2Y4Ojry999/89Zbb7Fv3z7Gjh1LmzZt8PT0TLHfnDlzKFiwIK+88gpPPvkkPj4+JCQksGfPHj7++GOOHDnCsGHDmD9/vtUASC8vLwYMGEDLli2pVKkSrq6uAFy7do3ffvuNqVOnMmPGDOrUqWN159jdrl+/zieffELXrl159dVX8ff3x2g0Ehoa+sBrTs7HJk6cyKRJk6hZs6ZVwfBBJk2axMWLFy2xzZ8/n+LFi6d7fxEREclZmjpSRHK927dvM2nSJLp27YqLiwsARYsW5euvv6Zw4cKYTCb+/PNPq30iIyMtC3N//fXXvPTSSxQqVAhIGv1ZpUoVpk+fTuXKlbly5Qrz5s2z2r9atWqMGTOGxx9/3OruMR8fH/r27cvYsWMBHpgslStXjm+++cZSZAOyPHEVEREREZHcr0aNGrRq1QqAzz//PM2p6O+1f/9+Vq5cCcB7771Hnz59LIWjQoUK8dFHH9GmTRsAvvrqK+Li4lI9TmbyqqwQExPDzJkzadmypWWWjTJlyvDNN9/g7OxMdHQ069ats9rn4sWLTJs2DRcXF2bMmEHv3r3x8fEBwNHRkfr16zNnzhyKFi3K4cOHUwxKbNmyJSNHjqR27dqW5wqgcOHCDB06lBEjRgD3z+fi4uJo0aIF48aNw9/fH0jKJUuWLPnQz4mIiIjkLyq0iUiuV6tWLRo0aJCi3cnJicaNGwNw/Phxq22rVq0iIiKCSpUq0aRJk1SP6+DgQIcOHQDYvHlzhmJ64oknADh//jxhYWFp9hs4cGC6pxcREREREZH8bcSIEdjb23P06FGWLVuWrn2WL18OJBXFnnrqqVT7DB8+HIBbt26xZcuWVPtkJq/KCm3atLEaeJisQIEC1KhRI9XzLlq0CKPRSJMmTahQoUKqx/Xw8KBly5YAbNq0KUMxJedz+/btw2g0ptlv8ODBGTquiIiIPJo0daSI5HrVq1dPc1vhwoWBpNGZd9uzZw8Ap0+fplGjRmnuHxsbC8ClS5dSbIuMjOTXX39l/fr1nD59mjt37pCQkJCi35UrVyx3y92rVq1aaZ5bREREREQeLWXLlqVbt27MmzePr776irZt21qtpZyaQ4cOAVC/fv0014cuW7YsRYoU4erVqxw6dIjg4OAUfTKTV2WFh8nntmzZct98Ljo6Gkg9n7t+/To///wzW7Zs4ezZs9y5cydFUS0mJobbt29brYedzMXFhcqVK6d5bhEREZFkKrSJSK5399pp93JwSHobS0xMtGq/du0akDTdR1pTp9wtueCW7MyZM/Tr148rV65Y2lxdXfH09LQkt9evXweSkrO0FCxY8IHnFhERERGRR8ewYcNYunQpFy5c4Ndff6VPnz737X/jxg0AihQpct9+RYsW5erVq5b+98pMXpUVHiafi46OthTT7ufefG7v3r0MHjyYiIgIS5ubmxuurq4YDAaMRiO3bt0C0s7nfHx80ixsioiIiNxNhTYRyZeSRyq2b9+eL774IsP7v/XWW1y5coWAgADefPNNGjRoYFkTIPn4lSpVArjv2gqaNlJERERERO5WpEgRnnvuOb7//nu++eYbunXrZuuQcp3kfG7QoEG88cYbGdo3MTGR119/nYiICCpWrMiIESOoXbu21drb58+ft6yXl1Y+p1xORERE0ktDc0QkX0qeyjG1KUQe5PLly+zduxdIWqS8bdu2VkU2+PduNhERERERkYwaPHgw3t7e3Lhxg5kzZ963b/IsGXfPtpGa5O35YVaNh8nn9u3bR2hoKPb29nz77bc0a9bMqsgG3HedbREREZGMUqFNRPKl5LXRDh8+bJl2JL0uX75s+T35rrV7bd26NfPB5SCDwQDc/647ERERERHJWd7e3gwaNAiAGTNmcPPmzTT7VqlSBYAdO3ZgMplS7XP69GmuXr0KQNWqVbM42pyXnM9t3bo1XUsB3C05nytQoECa021u27bt4QLMAXdPW6l8TkREJHdToU1E8qW2bdvi5eVFQkICH3/88X0TE5PJZDV3v6enp+X3Y8eOpegfGRnJN998k7UBZ5PkkZt37tyxcSQiIiIiInK3Pn36ULRoUaKiopgyZUqa/Z588kkArl69yrx581Lt8/XXXwPg6+vL448/nvXB5rDu3bvj4ODArVu3LNeWlvj4eKKioiyPk/O569evpzoTyZUrV5gzZ07WBpwN7r4LT/mciIhI7qZCm4hkuZs3b9735+6iVnbx8vLi7bffBuCPP/5g8ODB7N+/3zIC1GQycfr0aWbMmMGTTz7JunXrLPuWLVuWYsWKAfD2229z6NAhy7a9e/fSt29fbt++ne3XkBUee+wxAJYuXZrmIt8iIiIiIpLzXFxcGDp0KIBVPnKvatWq0aZNGwA++OADfvzxR8tn+7CwMN59911WrFgBwPDhw3F2ds7myLNfyZIlefnllwH4/vvvefPNNzlx4oRle2JiIkePHmXSpEm0bt2ao0ePWrbVrl0bNzc3zGYzr732GmfOnAGS1n3btGkTffr0ydmLySQvLy/LHXkLFy4kMTHRxhGJiIhIWhxsHYCI5D8NGza87/YKFSqwePHibI+ja9euxMbGMnbsWDZu3MjGjRtxcnLCzc2NqKgoEhISLH2Tp1iEpCk6Ro8ezdChQzl58iTdu3fH1dUVgJiYGNzc3JgyZQr9+vXL9mt4WM888wx79uxh5cqVrF27lgIFCuDg4ECRIkX45ZdfbB2eiIiIiMgjrVu3bsyYMYO///77vv3Gjh3LrVu3CAkJ4YMPPmDcuHG4u7sTERFhmb1jwIAB9OrVKyfCzhGvvPIKRqORb775hsWLF7N48WJcXFxwcXHhzp07GI1GS9+78zlPT0/efPNN3n//fXbu3Enbtm1xc3PDaDQSFxeHr68v48aNsxTycrNnnnmGr776ijlz5jB37lwKFiyInZ0d1atX54svvrB1eCIiIvIPFdpEJF/r1asXTZo04aeffmLr1q1cvHiRO3fu4OHhQYkSJahZsybBwcE0aNDAar/mzZvz448/MnXqVPbs2UNMTAyFChWiXbt2DBo0iDJlytjoijKmc+fOAMydO5cTJ04QFhaW5roOIiIiIiKSs+zt7fnPf/5jubMtLZ6ensyaNYtFixaxePFijh8/TnR0NH5+ftSqVYvevXtTv379HIo6ZxgMBoYPH067du345Zdf2LFjB5cvXyYyMhIvLy8CAwOpVasWrVq1ombNmlb79urVi2LFivH9999z6NAhjEYjRYoUoVmzZgwaNMhq0GVu9tJLL+Hh4cHixYv5+++/uXLlCmazmYCAAFuHJiIiIncxmLWiapq2b9/OzJkz2b9/P9HR0RQrVoy2bdsyePBg3NzcMnSsixcvsm3bNg4ePMihQ4c4ceIECQkJdO3alY8//vi++wYFBd13u5+fH1u2bMlQPCIiIiIiIrmB8i4REREREcnLdEdbGubMmcPYsWMxm80ULVoUf39/Tp06xTfffMOqVav4+eef8fHxSffxfvjhB2bPnv1QMVWpUgUnJ6cU7RmJQ0REREREJLdQ3iUiIiIiInmdCm2pOHToEB999BEAY8aM4emnn8ZgMHD16lVefvllDh8+zHvvvcfEiRPTfUxfX1+eeOIJqlatStWqVVm1ahXz58/PUFxfffUVxYsXz9A+IiIiIiIiuZHyLhERERERyQ9UaEvFlClTMJlMdOnShZ49e1raixQpwueff067du1YtWoVx44do0KFCuk65pAhQ6web9++PUtjFhERERERyUuUd4mIiIiISH5gZ+sAcpuoqCg2bdoEwNNPP51ie2BgIA0aNABgxYoVORqbiIiIiIhIfqC8S0RERERE8gvd0XaPo0ePEh8fj5OTE9WqVUu1T+3atdm6dSv79+/P0dimTJnCtWvXMBqNFClShAYNGtC+fftU1w8QERERERHJrZR3iYiIiIhIfqFC2z3OnDkDQLFixXB0dEy1T8mSJa365pQFCxZYPV60aBFff/01EydOpHLlyjkai4iIiIiISGYp7xIRERERkfxChbZ73L59GwBvb+80+yRvS+6b3Vq0aEHnzp2pUKECRYsWJSoqim3btvHFF19w4cIFBgwYwO+//46/v/99j5GW0NBQnJycKFSoUHaELyIi+UhYWBhOTk7s2rXL1qGIiEgell/zruTjpEW5l4iIpIfyLhGRvEVrtN0jLi4OIM1RlYBlypDkvtltypQptGnThlKlSuHs7EyBAgV48skn+e233yhWrBjh4eFMmjQp08c3m80kJiZmYcQiIpJfJSYm5tjfPxERyb8exbwLlHuJiEj6KO8SEclbdEfbPZydnQFISEhIs098fLxVX1spUKAAgwcP5v3332f16tV8+OGHGAyGVPuuWbMmzeMkj7i8Xx8RERG4/yh9ERGR9MqveRco9xIRkYenvEtEJG/RHW33SM/0JOmZ5iSn1KxZE4Dw8HDCw8NtG4yIiOQ7ZrOZP9dt4/CJnF0fR0RE8jflXSIiItbOXbzCguXrMJnNtg5FREQySHe03SMwMBCAS5cukZCQkOpUJufPn7fqa0t3x2c0Gm0YiYiI5Ee7Dhxj1cYQHB0ceHtYX1uHIyIi+YTyLhERkX/FxMbx7U+/ExMbR0Ff2w8wERGRjNEdbfeoWLEijo6OxMfHc+DAgVT77N69G4AaNWrkYGSpO3nyJJA0nYqPj49tgxERkXynVpXyVAkqQ+c2TfDx8rR1OCIikk8o7xIREfmXq4szPdo3p0LZUjSsXcXW4YiISAap0HYPDw8PGjduDMBvv/2WYvvZs2fZvn07AG3bts3R2O6VmJjIzJkzAWjQoAEODrpBUUREHp7RZLL8bm9vz4CeHWhUp5oNIxIRkfxGeZeIiIh17lWrahCDe3fG2cnJhhGJiEhmqNCWiiFDhmAwGFi8eDFz587F/M/cyNeuXeM///kPJpOJli1bUqFCBav9goODCQ4OZsWKFVkWy6effsqiRYuIjIy0ar98+TKvvvoq+/btw8HBgVdeeSXLzikiIo+uuPh4vv3xd9Zt3W1pMxgMNoxIRETyK+VdIiLyKNu8cz+TZs4nLj7e0qbcS0Qkb9JQvFRUq1aNUaNG8fHHHzN69Gi++eYbfH19OXXqFPHx8ZQuXZoPPvggxX6hoaEAREdHp9i2e/duhgwZYnkcGxsLwB9//MG6dess7aNHj+bJJ5+0PP7777/57rvveOeddyhRogTe3t7cuXOHM2fOYDabcXZ25sMPP6R69epZdv0iIvLo2n/kFCfPXOB86FVqV6uAl4e7rUMSEZF8SnmXiIg8qqKiY1ixbjtRMbHs2n+MRnU1g4iISF6mQlsa+vXrR1BQEDNmzODAgQPcuHGDYsWK0bZtWwYPHoy7e8a+eExMTCQ8PDxFe3x8PPF3jVyJi4uz2t6rVy/8/Pw4dOgQ165dIzQ0FEdHRx577DEaNmzIc889R8mSJTN1jSIiIveqV6MS4RGRBJUtqSKbiIhkO+VdIiLyKHJ3c2VQ784cP32ex+tUtXU4IiLykAzm5Pk55JHVokULANasWWPjSERExBauXr+Jn6839vb2D+ybG/5mJCQkYDQabXZ+Ecm7HB0d0/VeJ5JdcsPfURERsY34hERu34mkUAGfB/bNLX8vlHuJyKPI3t4eR0fHDO2jO9pEREQeYcf/Ps/MuX9QtWJZnu3cKlevCRAREcH169dT3IUgIpJeBoMBb29vihYtmqvf70RERCR/iYqJZfovS7gZHsHwgU/j6+1l65DuS7mXiDzqnJ2d8fPzw8srfe/XKrSJiIg8woxGIwkJCYTfvkNCYiJOGRyxk1MiIiIIDQ3Fw8MDPz8/HB0d9SW5iGSI2WwmKiqKsLAwXF1d8fHxsXVIIiIi8ogwANGxcUl3tUVE5epCm3IvEXmUmc1mEhISuH37tmVt6PQU21RoExEReYRVeqw0L/XpSukS/jg45N6PBdevX8fDw4PixYsryRORTHN1dSUuLo5r167h7e2t9xMRERHJEW6uLrzYuwuxcfH4Fy5o63DuS7mXiDzqXF1d8fT05OLFi1y/fj1dhTa7HIhLREREcgmjycRfG0OIio6xtD1WukSuLrIlJCQQFxenL8VFJEt4eXlhNBq13oiIiIhkq+Onz3H4xN+Wx77enrm+yKbcS0QkSfKyA3FxcSQkJDywvwptIiIij5AFy9exfN02ps9dhslstnU46ZL8ZXhGF6IVEUlN8sCCxMREG0ciIiIi+dXpc6FM+2kxP8z7k9ArYbYOJ92Ue4mI/Cv5vTA9gzRz7/B1ERERyXJN6tXg0PG/aVq/BnZ5bISiRlSKSFbQe4mIiIhkt8AS/pQvWxJ3N1eK+PnaOpwM0+clEZGMvReq0CYiIpLPxSck4uSY9Cffv3BB3n21H04aoSgiIiIiIpJl4hMScXSwx2AwYG9nR/+nO1gei4hI/qapI0VERPKxfYdPMvbrWVy9ftPSpiKbiIiIiIhI1rl1+w5fTZ/L2q27LW1Ojg4qsomIPCJUaBMREcmnTGYzG3fsJSIyik079ts6HJEUgoKCCAoKYseOHVbtFy9etGy7ePGijaJ7sIkTJxIUFESfPn1sHYqIiIiI2NCxU+e4dPU6G7bvJSY2ztbhiOQ45XbyqNPUkSIiIvmUncHAgJ4d2LrrIC2b1LV1OHIPo9HIypUrWb9+Pfv37+fGjRvExsbi6elJYGAgderUoWPHjpQvX97WoQJJCdKiRYsAGDZsmI2jyV5Hjx5l9erVeHp60q9fP1uHk2E7duygb9++AMyePZv69etbbe/Tpw8hISFWbfb29ri7u1v+/VWsWJHmzZtTp06dHItbREREJK9qWLsK0bGx1KxcHlcXZ1uHIzlMuV3updxOuV1OUaFNREQkH7kZHsG50CvUrJz0Ad7D3Y3Wzeo/YC/Jafv27WPkyJGcPXvW0ubo6Ii7uzvh4eHs2bOHPXv2MG3aNFq3bs1nn32Gk5OT7QIGQkNDmTRpEpB1yVjp0qUBcHV1zZLjZZWjR48yadIkAgIC7puM+fr6Urp0afz9/XMuuCzk6OiIt7e35XFUVBShoaGEhoayZcsWvv/+e8qWLcv7779PvXr1bBipiIiISO5iMpnYuusgDWpVxsEh6evVFo30JfajSLldEuV2tqXczvZUaBMREcknbt2O4PPvfiUmNg5PdzfKBRa3dUiSirVr1zJ8+HDi4+Px8fFh4MCBtG7dmsDAQCBpNOSRI0dYtWoVP//8M6tWrSI2NtbmyVh2WLFiha1DeCjPPfcczz33nK3DyLSaNWsyZ84cq7bY2FjLv7958+Zx+vRp+vbty//+9z969eplo0hFREREcpcfF65k7+ETXLp6nac7trB1OGIjyu3+pdzOtpTb2Z7WaBMREcknfLw8CSpTAv/CBSno62XrcCQVZ8+e5b///S/x8fGUK1eOxYsXM3jwYEsiBknTPFStWpXXX3+dNWvW0KKFEnfJOS4uLtSqVYtRo0axZMkSgoKCMJvNfPDBB+zatcvW4YmIiIjkCnVrVMTZyZHHypSwdShiI8rtJLdTbpezVGgTERHJwxITEzGaTAAYDAZ6dmrJqwOewtdbhbbc6MsvvyQyMhJnZ2cmTZpE0aJF79vfx8eHKVOm4OnpadUeFhbGJ598wpNPPkmNGjWoUaMGTz75JOPHj+f69eupHuveRaivX7/Ohx9+SHBwMFWrVuXxxx9nxIgRnD59OsW+wcHBlnnh4d+FrpN/Ro0aZdl27yLSK1euZMCAATRs2JAKFSowceLEFMe5d8Hse509e5ZRo0bRtGlTqlSpwhNPPMHo0aO5evVqqv0XLlxIUFAQwcHBaR4zrUW5g4KCeOutt4CkKVXuvda740/PgtlHjhzhzTffpHnz5lStWpW6devyzDPPMGvWLOLj49MV/6FDhxg+fDiNGzemSpUqtGjRgnHjxnH79u20n7QsEBAQwJQpU3Bzc8NoNPL5559n6/lEREREcrO4+ATL7xXLBfLe8P6WKfvl0aPcTrmdcju5mwptIiIieVR4xB0m/bCAZX9ttrQ5OTri5Ohow6gkLdevX2flypUAdOzY0TKHfXoYDAbL7yEhIbRv354ZM2Zw6tQpDAYDBoOBU6dOMX36dNq3b//A0WmnTp2iU6dOzJkzh5s3bwJw48YNli9fztNPP82xY8es+vv6+lrN9+7n52f14+Hhkep5Pv74Y1599VW2bt2K0WjEzi7jHz0PHDhAt27dWLRoEXfu3MHe3p7Lly8zd+5cOnXqxOHDhzN8zPu5+3rs7OxSXKubm1u6jzVr1iy6devG4sWLuXTpEs7OzsTExLB3717GjRtHjx49uHbt2n2PsXTpUp555hlWrFhBbGwsRqORixcvMmvWLHr37k1UVNRDXe+DFC9enK5duwKwe/duLly4kK3nExEREcltTCYTf67bxqff/kRUTKyl3d0td61FJTlHuZ1yO+V2ci8V2kRERPKoi5fDOHfxCiH7jhARmb0fyOTh7dixA9M/dx+2atUqU8e4fPkyr7zyChEREZQrV46ff/6ZvXv3snfvXn766SdKly7N7du3eeWVV9IcEQjw5ptvUqpUKebPn8++ffvYu3cvM2fOpFChQkRGRvLBBx9Y9V+wYIHVaL8tW7ZY/bz77rspznHo0CFmzpzJoEGD2Lp1KyEhIezbt49u3bpl6JpHjx5N8eLFmTdvHnv37mXfvn1Mnz6dYsWKER4eztChQ4mMjMzQMe9ny5YtvPPOOwD4+/unuNaBAwem6zjr1q1j3LhxmM1mWrRowerVq9m1axd79uzhk08+wd3dnePHj/Pqq69iNBpTPcbNmzd5++236dKlC+vXr7fsP3r0aBwdHTl58iTff/99ll17Wpo1a2b5PSQkJNvPJyIiIpKbxMUnsPvgca7fvM2BI6dsHY7kAsrtlNspt5N7qdAmIiKSR1UJKkP3dk8wYtAzeHm42zoceYCTJ09afq9YsWKmjjF16lQiIiLw9vZm1qxZ1K5d27KtTp06zJo1Cw8PD8LDw/n222/TPE7BggWZOXMmVatWBcDBwYHHH3+cMWPGALBr1y6uXLmSqRiTRUdH079/f9544w0KFCgAgJOTEwEBARk6jr29PTNnzqRatWpA0gjQxo0b8/333+Po6MilS5f49ddfHyrW7DBhwgQg6XWZOHEiJUokrd/h5OREly5d+PTTTwHYu3cvf/31V6rHiImJ4cknn+TDDz/E398fAFdXV3r37m1ZqPuPP/7I7kuhQoUKlt/Pnz+f7ecTERERyU1cXZx5/qn29O7ahoa1q9g6HMkFlNsptwPldmJNhTYREZE8IjI6ht+WriE2Ls7S1rhedfwK+NguKEm38PBwy+8+Pj4Z3t9sNrNixQoAnnnmGQoVKpSiT9GiRXnmmWeA+39IHzBgAC4uLinamzZtiuM/U48eP348wzHezc7OjkGDBj3UMSDpWgsWLJiivWzZsrRp0waA5cuXP/R5stKxY8cs6yG8/PLL2Nvbp+gTHBxsSTDv91q9/PLLqbYnL6R+7tw5YmJiHjbk+7r732t2rx0gIiIiYmtms5n12/Zw9ORZS1sJ/8LUqVYh7Z3kkaLcLnOU2ym3y89UaBMREckDzGYzM35dyrY9h1iwfL2twxEbuHjxoiWha9iwYZr9GjVqBCQlf2nNuZ6cBNzLwcHBMkLxYT90lyxZMtUkKqMaNGjwwG3Hjx8nISEhzX457dChQ0DS81mvXr00+z3++ONW/e/l4+NDqVKlUt1WuHBhy+8RERGZDVVERERE7rFj72EWr9rEj4tWcicq2tbhSD6k3C7tbcrtlNvlVSq0iYiI5AEGg4FOrZvgX7ggzR+v/eAdJNe5e+TY3SMg0+vGjRuW34sUKZJmv7u3JS+GfS9397SnGnVwcAAgMTExoyFayYpEDNJ3rYmJiblqNF7y8+7r64uTk1Oa/YoWLQpYv7Z3u9/rdPdIyuxORB92xK6IiIhIXlKnWgVKl/Cn3RMN8HBztXU4kgspt8sc5XapU26XP6jQJiIikktFRcdwLvTfudQDi/vzxku9KVbEz4ZRSWY99thjlt+PHj1qw0hyRmpTakjedOzYMcvvJUuWtGEkIiIiIlnPbDZz9ORZzGYzkFScGNr/KRrXq47BYLBxdJIbKbeTvEq5XfZRoU1ERCQXuhp2kwlTf+b7n5cQERllabdTopdn1a9fHzu7pI9eaS2QfD93jyK8evVqmv3u3pY8VUhelp5rdXBwwNvb29KenAjG3bWe4b0iIyOzKMKUkp/3W7duER8fn2a/5EXJs2qEaHbZsGGD5ff7TZciIiIikteYzWZmzVvOtJ8XE7LviKVdeZfcj3K7zFFuZ3vK7bKPCm0iIiK5UAFfL9zdXHBzdSEmJu0PlJJ3+Pn50bp1awCWLVvGmTNn0r2v2WymePHilqkdtm3blmbfrVu3AknTQJQoUSLzAd8jOZFMjien7Nix44HbgoKCLAt9A5bE7MaNG2kmQ/v370/zuMnXmtnrrFKlCpA07UlISEia/ZJfx6pVq2bqPDkhNDSURYsWAUmJWPHixW0ckYiIiEjWMRgMlPAvjL29PYlGo63DkTxCuV3mKLezLeV22UuFNhERkVwi8q6Fth0dHBj4TEf+M7gXRQrl/ZFrkuS1117Dzc2N2NhYhg0bdt8RfZC0aPWwYcO4c+cOBoOBdu3aATB37lzCwsJS9L969Spz584FoEOHDlkau4eHh+X3nFyg+ddff011PYK///6blStXAliel2QVKlQAkpKp1EaYxsbGMmvWrDTPmXytmb3OChUqUK5cOQC++eYbjKl8abNhwwZLQvjkk09m6jzZ7dKlS7z88stER0djb2/Pa6+9ZuuQRERERB6a0WgkOibW8ji4cR3efKk3jepUs2FUktcot8s45Xa2o9wu+6nQJiIikgvsO3ySsRN/YNeBf+fLLuDjhbOT4332krymdOnSTJgwAUdHR06ePEnnzp2ZNm0a586ds/QxGo0cOXKEr776ipYtW7Jq1SrLtpdeegkvLy/Cw8Pp378/e/bssWzbvXs3/fv3JyIiAh8fHwYPHpylsQcGBlpGFs6bNy/HRj4mJiYyYMAADhw4ACQlWFu3buWFF14gPj4ef39/evXqZbVP0aJFqV27NgDjxo1j69atloTo0KFD9OvXL83FxOHfNRciIyNZvnx5puJ+4403ANi1axevvvoqFy5cAJIWt16yZAn/+c9/AKhZsyYtW7bM1DmyQ1xcHHv37uWTTz6hU6dOHD9+HDs7O95//33LcyoiIiKSV90Mj2DSrAX8MH85pn8+z9oZDBT287VxZJLXKLfLOOV2OUu5Xc5ysHUAIiIiAmE3bhEbF8+uA0epXTVIi27nYy1btuSHH37grbfe4ty5c3z22Wd89tlnODo64u7uTkREBCaTCUiayqZDhw64uroCSUnG5MmTGTJkCCdPnqRXr164ubkBEB2ddEekl5cXkydPpkiRIlkat6urK507d2b+/PlMmDCBSZMm4evri8FgoE2bNowcOTJLz5dszJgxvPvuuzz11FO4ublhNpuJiYkBkq514sSJViMyk7333ns899xzhIWF0b9/f5ydnbG3tyc6Oho/Pz/Gjx+fZsJaqlQpGjZsyLZt2xgxYgTvvvuuZWqXvn370q9fvwfG3bx5c9566y0+/vhjVq9ezerVq/Hy8iImJoaEhAQAypcvz1dffWWzxcX37t1Lo0aNLI+jo6Mt/46SPfbYY7z//vvUqVMnp8MTERERyXKJRiOhV8Kwt7cj7PotzR4iD0W5XcYot8s+yu1sT4U2ERERGzGaTNj/M194cOM6uLm60KBWZRXZHgG1a9fmzz//ZMWKFaxbt44DBw5w48YNoqKi8Pb2pkyZMtStW5fOnTtTpkwZq33r1avH8uXLmTlzJhs2bCA0NBSDwUDZsmVp1qwZAwYMoFChQtkS9//+9z/8/f1ZuXIlFy5c4NKlS0DSwtDZpVq1aixYsICpU6eybds2bt68SZEiRWjWrBmvvPIKRYsWTXW/ihUr8ttvvzF58mS2b99OREQEfn5+dO3alZdffvm+i2kDfP3110yePJn169dz+fJlQkNDAbhz5066Y+/Xrx9169Zl1qxZ7Ny5k+vXr+Pi4kLlypVp164dzz77LE5OTul/MrJYQkIC169fB5IWGXdzcyMgIIBSpUpRqVIlgoODNdJRRERE8ry7867CBX15rlsbivsXpoCPl40jk/xAuV36KbfLPsrtbM9gzskVDyVXatGiBQBr1qyxcSQiIo+G+IQElq3eQtjNcAY/2zlPFdZs8TcjNjaWM2fOULp0aVxcXHLsvCKSP+k9RWxJuZeISM46eOw0v6/cyEvPdaFQwbwzPaSt/l7oc5KIyL8y8p6oNdpERERyWHhEJNv3HOLYqXOcPhdq63BERERERETyHbPZzKaQ/dwMj2D15l22DkdERPIxTR0pIiKSA8xms+XOtcIFfenxZDBeHu6UCyxu48hERERERETyj+Tcy2Aw0KtzS7btPkzrpnVtHZaIiORjuqNNREQkm124dJWvZvxG2M1wS1u9GpWoUK6U7YISERERERHJR2Lj4pi3bC1r7rp7zdfbi/bBDXFw0L0GIiKSfVRoExERyWbL123j3MUrLP1rs61DERERERERyZeOnjzH1t0HWblhB3cio2wdjoiIPEI0nENERCSb9WjfnBUbdtCpVWNbhyIiIiIiIpIv1aj8GKfPXaR6pcfw9HC3dTgiIvII0R1tIiIiWSg2Lp4Fy9exZsu/05UU9PWmd5fWeLq72TAyERERERGR/MFsNrP38AmmzF5IotEIgMFgoMeTwTxWuoSNoxMRkUeNCm0iIiJZ6MiJM2zeeYCV67druhIREREREZFskDTAcT0nz1xg666Dtg5HREQecZo6UkRE5CGZzWYMBgMANauU59TZi9SorOlKREREREREssrdeZerizPd2z/B1bCbPF67io0jExGRR50KbSIiIplkNJnYHLKffUdOMvT57tjb22MwGHi6YwtbhyYiIiIiIpJvnAu9wvw/1tGtXTNKlygGQM3K5W0clYiISBJNHSkiIpJJsXHx/LVpJ2cvXGbXgWO2DkdERERERCRf2rb7EBcvX+OPNVttHYqIiEgKuqNNREQkAxITE3FwSPrz6e7qQvd2TxATF0fdGpVsHJmIiIiIiEj+YDabMRqNltyrQ8tGONjb0eaJBjaOTEREJCUV2kRERNJp5/6jLFu9hf49nySwuD+QtCabiIiIiIiIZI2rYTeZv3wdRfwK0OPJ5gB4uLnS48lgG0cmIiKSOk0dKSIikk6nz14kIjKK9dv22joUERERERGRfCkyOoZTZy+yc/9R7kRF2zocERGRB9IdbSIiImm4fScSRwcH3FxdAHiyxeMUKVSAJvWq2zgyERERERGR/MFoMnHj5m0K+/kCULZUAF3aNKVKUBk83d1sHJ2IiMiD6Y42ERGRVITsO8JHE2fz57rtljZPD3eaP17bsk6A5B+JRtNDbZf84eLFiwQFBTFq1Cir9j59+hAUFJQtx87NFi5cSFBQEAsXLrR1KCIiIpJP3bh1m8++/ZlJP8wnNi7e0t6sQU0K+nrbMDLJDsq7BJR33Ut5V/6gQpuIiEgqfL09iU9IIPRqGEaTPuznZyaTmbW7LmAymTO1PackJwxBQUE0atSIxMTEVPudPn3a0i84+N91LHbs2EFQUBCjR48GYOLEiZZ+6fmZOHFihuINDg5+YJKUnj4PkpyU3O8nLyVZj4Lkf4v3e13S6pOcfIeFhaXY59SpUzRt2pQKFSrw008/ZXncIiIikvW8Pd1JSEzEmGjk8rXrtg5HspHyLuVdkrOUd+UsDckXEREBzoVeITomlorlAgF4rHQJhvTtRtnA4tgZDLYNTrKNyWTmq7l7WbvrAof/vsHwnjWxszOke7stODg4cP36dTZs2ECLFi1SbJ8/fz52dg8eS1WvXj2GDh1q1Xb06FHWrFlDvXr1qFevXor+uVnDhg2pXbt2qtsqVqz4UMf+5JNPiImJeahjSPY6cOAAgwYNIioqigkTJtCxY0dbhyQiIiKpiIqJZc/B4zSuWw2DwYCDgwP9nnoSHy8P3N1cbR2eZBPlXcq70kN5V+6nvCttKrSJiMgj79Dxv5n+61K8PT14e1hfnBwdgaRim+RfdydzgOW/yUndg7bbSs2aNTl27BgLFixIkfAlJiayZMkSHn/8cUJCQu57nPr161O/fn2rtoULF1oSvmHDhmV57Nnp8ccfZ/Dgwdly7GLFimXLcSVrbNu2jSFDhmA2m5k8eTLNmjWzdUgiIiKSisTERCZ88yO370Th6+1JlaAyAAQULWTjyCQ7Ke9S3pVeyrtyN+Vd96epI0VE5JEXVLYkBXy8KF+mBAkJqU8LIflLotHE6p3nLUlcsrW7LvDV3L1ExyZYJXt3b1+987xN1w5wdnamffv2bNiwgRs3blhtW79+PdevX6d79+42ii5rREdH8/XXX9O2bVuqVq1KvXr1GDx4MLt3786S4xuNRqZNm0arVq2oWrUqrVq14ttvv8VsTn2amtTWCrh7Hv3NmzfzzDPPUL16derXr8/IkSO5detWmuc/efIkgwcPpk6dOtSsWZMBAwZw6NChFP2Cg4OtpqF5UEzJ09Ls2LGDhQsX0rVrV6pXr06fPn0sfY4dO8agQYOoWbMmtWvXZtCgQZw4cYJRo0YRFBTExYsXUz1fRq8xp6xatYrBgwfj4ODA9OnTleyJiIjkYg4ODtSpVhH/wgVxcXaydTiSA5R35W7Ku5Io73ow5V0Ppjva7mP79u3MnDmT/fv3Ex0dTbFixWjbti2DBw/Gzc0tQ8e6ePEi27Zt4+DBgxw6dIgTJ06QkJBA165d+fjjjx+4f1RUFNOmTWPlypVcunQJNzc3qlevzoABA1KMihARkbTFJySyacc+Lly+Sr+nngTA0cGBN19+DmcnRxtHJznFwd6OlnVLcvjvG6kmdfe2JQuuU4KWdUvafBqTHj16MHfuXBYvXsyAAQMs7fPnz8fHx4eWLVvaMLqHExcXx/PPP8+BAweoXLkyzz//PDdu3GD58uVs3ryZzz77jHbt2j3UOd577z0WLFhA8eLF6d27N3FxccycOZO9e/dm+Fhr165l/fr1BAcHU7NmTXbu3Mnvv//O+fPn+eWXX1L0v3DhAr169aJSpUr06tWLS5cusWLFCp577jl++OEHqlev/lDXBjB9+nR27NhBixYtaNSoEfb29kBSsvfss88SExNDq1atCAwM5NChQzz77LNUqFAhy64xp8ybN4///e9/FChQgO+///6+1yC5m/IuEZH86cTf51m+bht9urWloK83AK2b1ad9cMN0TbkneZ/yrtxLeZfyrvRS3pU+KrSlYc6cOYwdOxaz2UzRokXx9/fn1KlTfPPNN6xatYqff/4ZHx+fdB/vhx9+YPbs2ZmK5ebNmzz77LOcOXMGJycnypUrx82bN1m/fj0bNmzgvffeo3fv3pk6tojIo+ZOZBR/rtuG0WTi1NmLlAssDqAi2yPIzs7A8J41AdJM8O4WXKeEzacvSVatWjXKly/PwoULLQlfWFgYmzZtolevXjg55d0Rwt999x0HDhygY8eOTJgwAcM/ayT26dOHp59+mtGjR9OkSRM8PDys9tu6dStxcXGpHrN9+/aULVsWSFrsecGCBVSoUIFffvnF8iX+Sy+9ROfOnTMc77p165g9e7ZlnQKj0Ui/fv0ICQlh37591KhRw6r/rl27GDx4MK+//rqlrUuXLrzwwgu8++67LF26NMMx3Gvnzp389ttvKUZejhkzhqioKD799FOrufS/+uorpkyZkmXXmBNmzJjBjBkzKF68ODNnzqRkyZI5HoNkDeVdIiL515otuzl38QqrNu6gV+fWADg56qvIR43yrtxJeZfyrvRQ3pV+Gj6SikOHDvHRRx8BSf9jrF+/nkWLFrF69WoqV67M6dOnee+99zJ0TF9fX5544gmGDRvGtGnT6NGjR7r3feeddzhz5gyVK1dm9erVLFq0iPXr1zNmzBjMZjNjx47l6NGjGYpHRORRYTSZOB96xfK4oK837Zo35NkurSlTKsCGkUlukJz0Bde5/3p8uSnZS9a9e3dOnjzJ/v37AVi0aBGJiYl5fvqS33//HUdHR9544w1LsgdQqVIlunbtSkREBKtXr06x37Zt25g0aVKqP2fOnLE6PsArr7xidadMkSJF6Nu3b4bj7dChg9Vi4Pb29nTt2hWAgwcPpujv5eXFSy+9ZNXWpEkTGjZsyIkTJ1KdyiSjnn766RTJXmhoKLt376ZChQopFqweNGgQ3t7eaR4vo9eYE2bMmIGdnR3ffvutkr08THmXiEj+EnoljPiEBMvjTq0a07hudTq2bGzDqCQ3UN6V+yjvUt6VHsq70k+FtlRMmTIFk8lE586d6dmzp+XNpkiRInz++efY2dmxatUqjh07lu5jDhkyhG+//ZahQ4fSrFkzvLy80rXfkSNHWLt2LXZ2dnzxxRcUKVIEAIPBQM+ePencuTNGo/G+1XARkUdVZHQM46f8yMSZ8wmPuGNpb9G4DnWrV8TOkHs+vIvt2NkZeLFr1fv2ebFr1VyV7AF06tQJR0dHFixYACTNXV+pUiUqVqxo48gyLzIykgsXLlCyZEmKFi2aYnvytG2pfQZ7/fXXOX78eKo/d0/pcvz4cQDq1KmT4hiptT1I5cqVU7Qlxx4REZFiW8WKFXF3d0/z3FnxJX61atVStCU/Z7Vq1Uqxzc3N7b7Tf2T0GnNCo0aNMJlMvPnmm9y+fdsmMcjDU94lIpJ/LF65kU+//ZktOw9Y2gKKFqJ7+yfwcM/YNMCSPynvyj2UdynvSi/lXemnQts9oqKi2LRpE5BUlb5XYGAgDRo0AGDFihXZHs/KlSsBaNCgAaVKlUqxvWfPngBs2LCB6OjobI9HRCQvcXd1wdPDDScnR66E3bR1OJJLmUxmvl10/9Fh3y46iMmU+oLNtlKgQAGaN2/OH3/8wdatWzlz5kyuGlWZ/IW5yZT2AuYmk8lq9GRkZCQABQsWTLV/oUKFrPplxp07d7Czs8PX1zfFtrTOez/3TqUCWObmT+3a/fz8Uj1O8rnv3LmT6vaMSO06HvTcphUXZPwaHyR5TZYH/dsArP593G3cuHF07NiRw4cP069fP8LDwzMch9iW8i4RkfylaOGkzxg3w23zZbDkfsq7sofyLuVdaVHelbNUaLvH0aNHiY+Px8nJKdWqNGC5hTP5luHstG/fPiDtSn+1atVwcnIiLi5O05iIyCPNZDZz8NhpZsxdRqLRCCR9UHimcyveG96PCmVTfmkmYjKZ+Wru3geuFbB21wW+mrs31yV9PXr0IDIyklGjRuHs7Jxiagpb8vT0BEjzg7jZbOb27duWfvBvYnHjxo1U97l+/bpVv8zGZTKZuHXrVoptaZ03KyVfQ1rnvvv5MBgMJCYmptr/folhaklSep/bnPCgfxuA5fW5+/m4m52dHePHj6dLly4cOXKE559/nps3NaAiL1HeJSKSd4XdDOfXJas5/vd5S1ud6hV58+XedG/f3IaRSW6lvCv7KO9KnfIu5V05TYW2eyTPJVusWDEcHR1T7ZM8H+nd885ml7Nnz1qd816Ojo74+/vnWDwiIrmVyWhkwfL1HDx2mh17Dlva/Xy9cXF2tmFkklulN9lLlhuTvsaNG1OkSBGuXr1Ky5Yt7zvfe04rX748AHv37k11+/Hjx4mOjraa097Dw4MSJUpw/vx5rl69mmKfHTt2ANx3uo0HST7frl27UmxLrS2rHT16lKioqDTPffcUNN7e3ty8eTNF0hcdHc25c+cydN7k5yy11yMmJsYytUtOKF26NI6Ojhw8eDDNhDa56HHvmgd3s7OzY9y4cXTr1o1jx44p6ctjlHeJiORd23YdZMfewyxfuxWzOemzsb2dHf6F075TQx5dyruyl/Ku1CnvUt6V01Rou0fyXKP3e8NM3pYT85JmJJ77zdXaokWLNH8uX76ctUGLiOQAo8nE0ZNnLY8dHBxo06w+LRvXoVqlcrYLTPKERKOJ1TvPp5rsBdcpwdyx7VNdqHvtrgus3nmeRGPGp23IDvb29kyePJnJkyfzn//8x9bhWEletPnrr79O8RklPj6eCRMmANC5c2erbV26dCEhIYHPPvvM8sUNJM11v2jRIjw9Pa3m/s+o5PNNnjzZavq3q1evMnv27EwfN70iIiKYOnWqVdumTZvYtm0b5cuXp0qVKpb2KlWqkJCQwNKlSy1tZrOZzz//PMNT1wUEBFCrVi2OHj3K8uXLrbZNnz49R6cAcXZ2pl27dty8eZNvvvkmxfbjx48zb9483N3dadWq1X2PZWdnx0cffcRTTz3FiRMn6Nu3b46MkJWHl1/zLlDuJSL5T+iVMG7d/ve974nHa1ElqAxd2jRNc7oxEVDelROUd6VOeZfyrpzmYOsAcpu4uDiANEdVAjg5OVn1zS3xxMbGZns8IiK5gdFoZPzUn7h2/RbD+vegTMkAABrWrvKAPUWSONjb0bJuSQ7/fcMq6QuuU4LhPWtiZ2dgeM+aACm2t6xbMlct0F21alWqVr3/ouK20LBhQ/r27cvs2bNp06YNwcHB+Pn5ER4ezsaNG7l06RKtWrVKsb7BoEGD2LBhA4sXL+b06dM0bNiQGzdu8Oeff2I0Gvnggw9SncJk69ataX428/Pzo1evXkDS+kvdunVj4cKFdOzYkVatWhEfH8/y5cupUaMG69aty/on4y516tThl19+Yf/+/dSoUYPQ0FBWrFiBi4sLH374oVXf5557joULF/Luu++yZcsWChQowK5du7hz5w4VKlRIdXHy+3nvvffo3bs3b7zxBitXrqRUqVIcPnyY/fv3U7duXXbu3GmZxz+7jRo1igMHDjBp0iTWrVtHvXr1cHZ25syZM6xduxaACRMm4OXl9cBjGQwGPvjgA+zs7Jg7dy59+vThhx9+sKwtIbmT8i4Rkbxh1cYQ/ly3jQY1K9OzU9KX7l4e7gx8JvdMnSe5l/Ku7Ke8K3XKu5Io78o5KrTdw/mf6cUSEhLS7BMfH2/VN7vjiYmJSVc8Li4uafZZs2ZNmttatGiR+QBFRHJIotGIwz+LwNrb21OmZABR0bFE3MnY6CKRZPcmdXcne+nZntckL3Kc/EVxTnjnnXeoW7cuc+fOZc2aNdy5cwc3NzeCgoIYMmQI3bt3T5FgODs788MPP/Ddd9+xfPlyZs2ahaurK3Xr1uXFF19Mc/2kbdu2sW3btlS3VahQwZLwAXz44YeULl2a3377jR9//JGiRYvSv39/2rVrl+0JX4kSJXj//feZMGECP/30EyaTiXr16vH6669bjaqEpGlgvv/+ez7//HNWrlyJm5sbzZo1Y+TIkbz22msZPnelSpX4+eef+fTTT9m4cSMGg4HatWvz888/8/nnnwMPtw5DRhQsWJD58+cza9YsVq9ezdy5c0lISMDPz482bdowcOBAKlWqlO7jGQwG/u///g97e3t+/vln+vTpw+zZsylcuHA2XoU8jPyad4FyLxHJ28xmMyaTCft/cq/HShdnxXoDRpMJs9msO9gkw5R3ZT/lXSkp70qivCvnGMx33xsqzJs3j3fffZfAwEBWrlyZap8lS5bw3//+F39/f9avX5+p83zyySfMmDGDrl278vHHH6fZr2nTply9epVPP/00zYU2W7duzblz5xg7diw9evTIcCzJyd79EkIREVsxmkwsX7OVkH1HeOOlZ/H2TPowEhkdg6ODA85OaY88l6xni78ZsbGxnDlzhtKlSz/wy83MMJnMrN55Ps0Rkw/anlf88ccf/Oc//2HYsGEMHTrU1uFILmI0GmnVqhWxsbFs3brV1uFku+x+T5H0eRTzLlDuJSK52+ETf/PHmq3UrV6J5o/XsrTfuh2Br/eD73aQrGOrvxfZ+TlJeZc86h61vCs/yMh7otZou0dgYCAAly5dSnM04/nz56365kQ8aS28mJCQwKVLl3IsHhGRnGZvZ8fZi5eJjI5h1/5/b9f3cHNVkU2yhJ2dgeA6JdJM5h60Pa9ITtKrV69u40jEVhITE1NdtHratGmEhoY+1BoMIhmlvEtEJPeJjIrh8rUb7Nh72GrNJhXZJCso75JHhfKuR5OmjrxHxYoVcXR0JD4+ngMHDlC7du0UfXbv3g1AjRo1sj2eGjVqsGPHDss573XgwAESEhJwdnamYsWK2R6PiEh2MpvNnDp7kR17D/NMp5Y4OCT9mXqyxeNEx8RRqXxpG0co+ZWD/f3HHj1oe24VFhbG7Nmz2b9/Pzt27CAoKIiGDRvaOiyxkejoaJo2bUqjRo0IDAwkMTGR/fv3c/DgQQoVKqQRt5KjlHeJiNhWeMQdNm7fR/myJalQthQAtasGER0TR/2alTRFpGQL5V3yKFDe9WhSoe0eHh4eNG7cmHXr1vHbb7+lSPjOnj3L9u3bAWjbtm22x9OmTRu+/fZbduzYwblz5yhVqpTV9rlz5wJJU524u7tnezwiItnJZDbz8++rCI+IpHyZktSrkTRPdJmSATaOTCRvun79Ot999x0FChSgS5cuvPHGG5YCdkatXr2ao0ePPrBfvXr1qF+/fqbOIdnLxcWFHj16sH37dnbu3El8fDyFChWiZ8+evPLKKw81r/7EiRPT1e/5559P10Lbkv8p7xIRsa3NIQdYt20P5y9dtRTaHBwcrKaMFJH0Ud4ld1Pe9WhSoS0VQ4YMYf369SxevJhatWrx9NNPYzAYuHbtGv/5z38wmUy0bNmSChUqWO0XHBwMwJtvvpllyWDlypVp3rw569atY8SIEUydOpXChQtjNpv57bffWLx4MXZ2drz88stZcj4RkZx0MzyCg8dO07R+DQwGA/Z2djzRsBbXb4ZTtpSKayIPq2LFihw7duzBHdNh9erVLFq06IH9hg4dqoQvl3JycuL999/PlmNPmjQpXf26du2qhE8slHeJiOSMhMRE9h46QWBxfwr7+QLQqG41zl+6QrMGtTCbzbqDTeQhKO+SuynvejQZzHdPuiwWs2bN4uOPP8ZsNuPv74+vry+nTp0iPj6e0qVL8/PPP1OgQAGrfYKCggAYN24c3bp1s9q2e/duhgwZYnkcGxtLbGwsTk5OuLm5WdpHjx7Nk08+abXvzZs36dWrF2fPnsXJyYly5cpx69YtLl++jMFg4J133qFPnz6ZvlYtyC0ithAXH8/oT78jPiGR4QOfJrC4v61DknSwxd+M7FyQW0QePXpPyV0epbwLlHuJiG38/Psqdu4/SsPaVXi6QwtbhyPpYKu/F/qcJCLyr4y8J+qOtjT069ePoKAgZsyYwYEDB7hx4wbFihWjbdu2DB48OMPThSQmJhIeHp6iPT4+nvj4eMvjuLi4FH0KFCjAggUL+O6771ixYgWnTp3Czc2Npk2bMnDgQBo0aJDh6xMRyWlx8fGcD73KY6VLAODs5ESNyo9x63Ykdho9KSIi8khS3iUikrXMZjN/n79EsSJ+uLo4A1CvRiVOnrlAEb8CD9hbREREMkN3tIlGVYpItouIjOKjibNJTExk9IgBeHkkfWlmNJmwt8ubix0/qnRHm4jkdXpPEVtS7iUi2e2H+cvZd/gknVs34YmGSeutmc1mTGazcq88RHe0iYjYXkbeE/UXVkREslxcfDznL121PPbycKdo4QIU8PHi5q0IS7sSPRERERERkcxJunstFKPJZGl7LLAETo6OxMb9exdv8nrYIiIikj00daSIiGSpi5evMWnWApwcHfjfiAHY29sDMPCZjni4uWqRbRERERERkSwwadZ8/j5/iRd6daRy+TIA1KlegVpVy+Pi7Gzj6ERERB4dGs4iIiIPJSomlsvXblge+xcuiJOjAy7OTty8fcfS7unupiKbiIiIiIhIJphMJs5cuGTVVrJYEZwcHbkV/m/e5eToqCKbiIhIDtMdbSIikmmHjv/NrHnLKe5fiNcG9gTA3t6e117oia+3pwprIiIiIiIiDykxMZGPJs3m1u07jHqlD0X8CgDQokld2jxRX4U1ERERG9MdbSIikm6XroZx7foty+NSAUUwm0wkJCQSF//vGgAFfLxUZBMREREREcmE6JhYTvx93vLYwcEB/yJ+uLk4W+VjHm6uKrKJiIjkArqjTURE0mXVhh38uX47dapXpHeX1gB4erjz9rDnKejrbePoRERERERE8r6wG7f45JufsLcz8H+vD8LF2QmApzsE4+7qgoODvsoTERHJbXRHm4iIpBATG0fIviPcDI+wtJUvWxJ7Ozswm636qsgmIrnZqFGjCAoK4uLFi7YORURERMSKyWzm1NmLHDr+t6XNr4APBX28KOjrza271rz29vRQkU3yBbMxMUPtIiJ5gf5Ci4hICnMWruDoybO0a96Q1k3rAVAqoCj/9/oLuLu52jg6kUdTdHQ0s2fPZuXKlZw9e5aEhAQKFChA8eLFqV27Nk899RRTpkxh0aJF6T7muHHj6NatW7r7BwUFERAQwNq1azPc58SJE0yfPp2dO3dy7do1nJ2dKVCgAEFBQdStW5e+ffvm6ilnzWYzrVu35vz58zRr1oxp06bZOiQRERHJ4w4cOcUP85fj5+tN5fKlMRgMGAwGXh3wFG6uLrn6s5FIZhnsHQid8SaJkf9Og+rg4UvAgPE2jCql7du38+uvv7J3715u3LiBm5sbZcuWpU2bNvTq1QvnNKZtjYiI4Ndff2Xjxo2cPn2aiIgIXFxcKFmyJLVr16Zjx45Ur149UzH16dOHkJAQAKZOnUrz5s1T7ffUU09x4MABAGbPnk39+vVT9Dly5Ahz5swhJCSEsLAwHB0dKVWqFMHBwTz//PN4enpmKsZ77dy5k+eeew6AL7/8knbt2qXab+LEiUyaNOm+OWpafYKCggBwdHRk06ZN+Pr6ptj39u3bNGnShLi4OACOHz+e6jm2bdvG/Pnz2bt3L9evX8fOzg5/f3/q1q1L9+7dM/XaJb9uTk5OrFixgoCAgBR92rZty5kzZ6zi2rFjB3379qVnz56MGTMmw+dNTfJz+Pnnn/Pkk0+m2H716lV+/PFHNm/ezIULF4iNjcXHx4dKlSrRtm1bOnTogJOTk1V8d3N0dKRw4cLUr1+fF198kcDAwEzHmtnvH+53jZGRkbz88suEhITQoUMHPvnkkywbxKJCm4jII8xkNnP05FkOHD1J9/bNcXJ0BKB6xXLcvBWBl4ebpa/BYFCRTcRGIiMjefbZZzl+/DilSpWiY8eO+Pr6cuvWLQ4cOMC0adMoWbIkLVu2TPGhPSQkhJCQEFq0aEHFihWttt37OLts2bKFF198EaPRyOOPP07Lli1xdnbm/Pnz7Ny5k7/++ovevXvn6lHaO3bs4Pz58xgMBjZv3szVq1cpUqSIrcMSERGRPOLajVvs2n+MUsWLULl8GQAqPlYKb093ypQKID4hAed/vrxU3iX5XWLkLYx3bto6jFQlJiYyZswY5s6di5ubG02aNKFUqVLcuXOHLVu2MG7cOH755RemTZtGqVKlrPbdtm0bI0aM4NatWwQGBhIcHIyfnx/R0dGcPn2a3377jTlz5vD222/z/PPPZzpGBwcHFixYkGqh7eTJkxw4cAAHBwcSE1O/S3DSpElMmjQJBwcHGjduTLt27YiNjSUkJISJEyfy66+/MmXKFKpVq5bpGJPNnz8fSPpOacGCBWkW2h6Wg4MDCQkJLF26NEXxB2Dp0qXExcWl+bzExsby9ttv88cff+Dq6krDhg1p06YNAGfPnmXp0qXMnTuXTz75hC5dumQqxvj4eL788ksmTJiQqf2z27Jly3jnnXeIjY2lcuXKdOrUCU9PT8LCwti+fTtvvfUWixcv5ocffrDar3LlypZ/i3fu3GHPnj0sXLiQVatWMW/ePMqUKWOLy0nh5s2bvPDCCxw+fJg+ffrwzjvvZOmAltz7bYaIiGQLs9ls+UNiABb+uZ6b4RFULFeaGpUfA6Bu9YrUq1FJIyjlkWA2JmKwf/BHovT2yw4//PADx48f56mnnuKDDz5I8f/mhQsXiI+Pp2zZsrRs2dJq28SJEwkJCaFly5YZunstK73//vuYTCZmzpxJgwYNrLaZzWY2b96Mvb29TWJLr+QEsX///syYMYNFixbx0ksv2TgqERERya3M/0y5n/y5bc/B4/y1KYSKjwVaCm3OTk6Mfm0AdnZa2UUkt/jss8+YO3cuVatWZfLkyVaD64xGI5MnT2by5Mm88MILLFq0CA8PDwCOHj3KSy+9hMFgYPz48XTq1ClF3hYeHs4PP/xAZGTkQ8XYpEkT1q9fz82bNylQoIDVtvnz52NnZ0fjxo1Zv359in1/+uknJk6cSIkSJfj2228pW7as1fZff/2VMWPGMGjQIH7//Xf8/f0zHWdkZCQrV64kKCgIPz8/tmzZwuXLlx/qmGkpUaIEZrOZhQsXplpoW7BgAaVLlwbgzJkzKba/8847/PHHHzRq1Ijx48fj5+dntT0iIoJvv/2WO3fupNg3vUqWLMmyZcsYOHAgFSpUyPRxssPGjRv573//i5eXF1OmTKFRo0ZW281mM6tXr2bevHkp9q1SpQrDhg2zahs9ejRz587l22+/5ZNPPsnW2NPj8uXL9O/fnzNnzjB06NAU8WYF/SUXEXlE3Lp9h9kL/uSL73+1Svoa161Gk3o1KFr43w9ndnZ2KrLJIyN56pJzXw9K8yd0xps2K7IB7Nu3D4DevXun+v9miRIlUiRIucWNGzc4f/48jz32WIoiGyS9DzVp0sRyXVu3biUoKIj3338/1eOdP3+eChUqMHDgQKv2kydP8uKLL1KzZk1q167NoEGDOHHiRJZcQ0REBKtWraJ8+fIMHz4cd3d3FixYYHkvvduOHTsICgpi4sSJKbZdvHiRoKAgRo0aZdV+9uxZ3nrrLYKDg6lSpQr16tWjU6dOjB07NtVziIiISO7218YQxk2azbmLVyxttaoEUal8aepWt55RQEU2kdzjzJkzzJo1Cx8fH6ZOnZpiBgt7e3teffVVOnTowPnz55k+fbpl24cffkhsbCyjR4+mc+fOqeZtPj4+DB8+nBdffPGh4uzRowcJCQksXrzYqj0hIYElS5bQqFGjVGffuH37Np999hmOjo5MnTo11RzymWeeYdCgQYSHh/PFF188VJzLli0jJiaGLl260LlzZ0wmEwsXLnyoY95P9+7dOXr0KIcPH7ZqP3bsGEeOHElz4On27dtZtmwZgYGBTJ48OUWRDcDLy4v//ve/9OzZM9Pxvfbaa5hMJj799NNMHyM7GI1GxowZg8lk4ssvv0xRZIOkvL1Vq1ZMmjQpXcfs0aMHQIrXwhZOnz5Nr169OHv2LO+99162FNlAhTYRkXwrJjaO67duWx67ujhz4OhpLly6xpWwf6doaP54bbq1a0bRQgVtEaZIrpA8dUlaP3evH2ALPj4+QOoj73I7T09PHBwcCAsLIzo6+oH9GzZsaBnpFxMTk2L7vHnzMJvNPPXUU5a2EydO8Mwzz7Bx40aaNGlC7969SUhIoFevXly4cOGhryF5mpHOnTvj4uJCmzZtOH/+vGV9hIdx9epVnnrqKZYuXUrFihXp168fHTt2pFChQvzyyy8YjcaHPoeIiIhkH5PJROiVMKu2K9dvEnYznANHT1naCvv5MqhXJ2pWLp/TIYrYjNmYcoo+U1w05vhY637xsZjiUuYKqe2fnX7//XdMJhNPP/10qsWWZEOGDAGS7pKCpIFzu3btolixYumaVvBhp8yvXr065cqVS1G0WrduHTdv3qR79+6p7rdy5UqioqJo3bo15cqVS/P4AwcOxNnZmeXLl6eak6XX/Pnzsbe3p2PHjrRu3Ro3NzcWLlyYbYMJu3Tpgr29fYrnJTmOtF6b5NlLBg4ciKvr/afuTV6fLDPq1atH06ZN2bRpE9u3b8/0cbLajh07uHDhAjVr1qRhw4b37ZvR67f1zDUHDx6kd+/ehIWFMX78eMt6gdlBU0eKiORDO/cf5dclq6n0WCADn+kIgIuzE0892ZyihQpSpFCBBxxBRHKTtm3bsmTJEt59910OHjxIo0aNqFy5cqqLPOc2Tk5OBAcHs2rVKnr27MnTTz9NzZo1KV++fKof0g0GA08//TSffvopK1asoGvXrpZtiYmJLFq0iIIFC9KiRQtL+wcffEBkZCQTJkygU6dOlvbPP/+cb7/99qGvYcGCBdjZ2dGxY9L7aefOnVm4cCHz589PdWHxjFi1ahURERGprtMQHh6eq9etExERedTFxMYxbtJsIqNjGPP6C3i4J61x3aRedaqUL0PFxwJtG6CIjSXPHnL3wMXUimqmuGjOT3wRg5OLpc3Bw5eAAeNzLFaAPXv2ADyw2FC2bFkKFy7M1atXuXz5smUGkrp16+bYXardu3fnk08+4cCBA5a11ObPn4+Pjw8tWrRg27ZtKfbZu3cv8ODr8/LyolKlSuzdu5fDhw9Tp06dDMd3/PhxDh48SOPGjSlUqBAArVu35vfff2f79u0PjCEzChcuTNOmTVm2bBkjR47EycmJ+Ph4li5dStOmTSlcuHCq+yW/7qnNwJLVXn/9dTZv3synn37KvHnzcsVsUtlx/cnFy9q1a2fZMTNqx44dvPfeexiNRqZMmUKzZs2y9Xy6o01EJI+7cOkqy9du5cLla5a2gKKFMJlMhEdEYrprpFD9mpUpVbwodrngD7mIpF+LFi0YNWoUZrOZGTNmMHDgQBo0aECrVq0YM2YMZ8+etXWI9zVmzBiaN2/OiRMn+PDDD+nevTu1atXimWeeYfbs2cTGWo9o7d69O46Ojinmf1+/fj1hYWF06dIFR0dHAC5dukRISAhBQUFWRTaAF198ES8vr4eKPXnqkYYNG1qmX6lfvz7FihVj1apVDzVH/91cXFxStCXfySgiIiK2dycqmi27DrBxxz5Lm6uLM95eHrg4O1nNGhJY3J+aVcrj4pz5Ox9E8ot7Zw9J7c41SCq22XpWkevXrwNQtGjRB/ZNXmcsLCyMsLCku1pTK+REREQwceJEq59Zs2Y9dKydO3fG0dHRclfd1atX2bx5M506dUrzrqPkODNyfdeuXXtAz9QlF1ruvoss+ffkbdmhe/fuhIeHs3r1agBWr15NeHi4ZSrD1GTkdX9YFSpUoFOnThw8eJA///wz28+XHhn5d5GaQ4cOWf5tjxs3jh49ejB37lwCAwN5+eWXszLUDJk7dy5RUVG89dZb2V5kA93RJiKS58QnJOLk+O/b94bte9l98DhGk4kS/kkf6vwLF+TtoX0pVDD33+0iIunTv39/nnrqKTZt2sTevXs5dOgQBw4c4KeffmL+/Pl88cUXVnd55Sa+vr5MnTqVs2fPsmnTJg4cOMD+/fvZu3cve/fuZd68ecyZM8dSWCpQoACtW7fmjz/+4PTp05a1A5ITsrunjTx27BiQ+kg5d3d3KlSo8FBTPCYX+zp37mxpMxgMdOrUialTp7J06VKeffbZTB+/efPmfP7554wZM4Zt27bRpEkT6tWrR4kSJTJ9TBEREXl4JrMZo9GI4z93l1+6ep35f6zD08ONxvWqWwYv9n/6Sbw93W0+PZaI5E4REREp1rUKCAigX79+D3XcggUL0qxZM5YvX87bb7/N77//jtFoTHPayJwUHx/PkiVLcHd3p1WrVpb2+vXr4+/vz19//cXt27fx9vbO8nM/8cQTFCxYkAULFtC+fXsWLFhAwYIFeeKJJ7L8XJk1fPhwli9fzldffUXr1q3z/Cwmhw8fTrEWW+nSpfn5558pUMB2M2o9/vjjbN26lS+++IJq1apRqVKlbD2f7mgTEckjjEYj38xZxLvjpxIZ9e8IsOqVHqNm5fKUKRlgaTMYDCqyieRDHh4etGvXjrfffpuff/6Zbdu28eyzzxIXF8c777xDfHx8tp7fYDBgMpnS3J68La3pLwIDA+nTpw8TJkxg1apV/P777zz22GOcOHEiRfKZvMh0cnHt6tWrbNy4kXr16lG6dGlLv+Q7ygoWTH2dyfutrfAgcXFxLF26FDc3N1q3bm21LbnwljyCNLOKFy/O3LlzadGiBRs2bODtt9+mZcuWtGvXLteMcBQREXnUbNi+l/999h1bdh6wtJUtFUD5MiVoWr+G1RqqBXy8VGQTySeSc4crV648sO/ly5cBKFSokGW/1O7+Kl68OMePH7f8PMwaX/fq3r07ERERrFy5koULF1K5cmUqVKiQZv/kKRwzcn1pTbd4P8l3kbVp08Zq5o7k6fjj4uJYtmyZ1T7JOWR68s37Tc/p6OhIp06d2Lp1K3v27GHr1q107tz5vsWs5Nfv6tWrD764LFCsWDF69+7N2bNnmTt3bo6c836S/11k9vp79uzJ8ePHOXbsGBs3bmTAgAGcOXOG4cOHP9Sa4w/7/UOPHj343//+x+3bt+nXrx+HDh3KdCzpoUKbiEguFBMbx95DJ9i+598/Avb29kRGRZOQaOTk2YuW9qoVytK3Rzsqly+d2qFEJB/z9PRk9OjRBAQEcOvWLU6cOJHt57t9+3aai1ffunXL0i89KlasyLvvvgskzZ9+t/r161OmTBl+//134uPjWbhwIUaj0eputrvPdePGjVTPkTwNSGYkr58WHR1NjRo1CAoKsvy0a9cOSJomI/muOvg36UtMTLlwe2RkZKrnKV++PF9//TUhISHMnTuXV155hevXrzNixAh2796d6fhFRETk/sxmM3+fD+XPdduIT0iw2hYZFcOJv89bHjvY2/Nyn260bFzXcpebiDyYg4cv9p4FLD92zm6p9rNzdrPq5+CR84OHa9WqBZDq+mZ3O336NNeuXaNIkSL4+/tTs2ZNAHbu3HnfwkBWa9asGYUKFeLTTz/l7Nmz950eEbDE+aDri4iI4MiRIzg6OlK5cuUMx5U8WHLhwoVWOVRQUBDTpk2z6pMsOa8LDw9P87jJ+aaHh8d9z9+jRw9MJhOvvfYaJpPpgc9Lel/3rPTSSy/h5eXFlClTiIqKyrHzpiarrt9gMFCkSBFGjhxJp06dCAkJYc6cOZk+XlZ8//Dss8/yf//3f0RERNC/f38OHDiQZt+HpU8GIiK5gNFoJNFowtkpac2hC5euMnvBn3h6uFG/ZmXL6Ixu7Z7A08ONwrpbTUT+YTAYcHV1zZFzlS9fnl27dnH8+PFUR0omL64dFBSU7mO6uaWeaEPSyLhx48axevVqFixYgLe3N23atLHqkxxHagWpqKgoqyJYRiUnf23btk01mbty5QqbN29m/vz5loJh8ppwqY1mPXLkyH3P5+joSI0aNahRowYlS5Zk5MiRrF+/3qYLSIuIiOQ3MbFxuLo4Wx7PWbCC8IhISpcoRoVypYCkWUP8CxekTKmAtA4jIulgNiYSMGC8VZspLprzE1+0WqvNztmNksO+TVGEMxsTMdjn3NfXnTt3Ztq0afz222/0798/zWnvpk6dCmCZpjEwMJDatWuze/dulixZYrUuWXayt7enS5cufPfddzg7O9OhQ4f79m/Tpg3jxo1j1apVVlP032vGjBnExcXRuXPnDOeaoaGhbNu2DT8/vzSna9y+fTtHjhzhyJEjlun8ypcvD8C+ffvSPHbytgflm+XKlaN69ers37+fGjVqpHmdyXr06MHSpUuZMWMGnTp1SnX97GTx8fFZcleij48PgwYN4rPPPmPmzJkPfbyHUb9+fUqUKMHevXvZvn07DRo0SLNveq//v//9L6tWreKbb76hR48eDyyOpiarvn/o2bMndnZ2jB49mgEDBjB9+nSqV6+e4XgeRHe0iYjY2KqNIbwzfhpbd/07qqJMyWKULFaE2lUrkHDXXRFlSwWoyCaSDe4dZXnvjy1GU97t119/TXPk1erVqzl9+jReXl6W5CS7JCeMEyZMSDFNZfIi33f3A4iOjuabb77h5s2bKY6XmJjI9OnTgX9H0d17PmdnZ8aNG8eFCxfo1KkTzs7OVn2KFStG3bp1OX78OEuWLLHa9u233xIREZHh6wS4cOECO3bsICAggC+//JKxY8em+Pnyyy9xcXFh6dKlluejdOnSuLu7s3btWqvRmNevX+ebb75JcZ5Dhw6leqdb8h16916viIiIZM6Fy9cY+/Usvp4xz9JmMBioWSWImlXK4+r6799cHy8PypcpiYOmhBR5KKkVyeyc3TA4WRcyDE4uqd7plpNFNoAyZcrQt29fwsPDeemll1IMnjOZTEyePJklS5ZQsmRJBg4caNn27rvv4uLiwv/93/+lmBYxWWRkZJp352RW//79mTx5MtOnT7cM+kuLt7c3I0aMICEhgZdffpkzZ86k6DNv3jymTZuGj48PI0aMyHA8CxcuxGQy0bNnz1RzqLFjxzJ48GDA+q62unXrEhAQwNq1a1O9s2rBggUcPXqU2rVrp2s9648++ojJkyczduzYB/Zt0KABHTp04MyZMwwdOjTV2VIiIyP5/PPPs3Sqx759+1KkSBFmzJhhWRLBFuzt7Rk9ejR2dna89tprad7ZtnbtWl599dV0HbNw4cI888wzhIeH88MPP2Qqrsx8/5CWp556irFjxxIVFcWAAQMsRbqspDvaRERyiMlkYuvug5w+F8oznVpZ7l5zdnIkLj6eMxcu0/yfvg4ODowY9IztghV5hKQ2yjKtfjmd6CXbuHEj//vf/yhVqhS1atWicOHCREdHc/ToUXbt2oWdnR3/+9//snS+/9R0796dDRs28Ndff9GmTRuaNm2Kj48P169fZ82aNdy6dYu+ffvSsGFDyz6JiYl8+eWXTJo0iRo1alChQgU8PDy4fv06mzdv5sqVKxQvXpyhQ4emOJ+Pjw9t27Zl8eLFADz99NOpxjV69Gh69erFyJEjWb16NYGBgRw4cICDBw9Sp04ddu3aleFrXbBgAWazma5du6Y557unpyctW7Zk2bJlrF69mvbt2+Pk5ESfPn2YOnUq3bp1Izg4mKioKNatW0e9evU4f/681TEWL17M3LlzqVu3LiVKlMDDw4NTp06xceNGfHx86NatW4ZjFxERedSdPhfK/iMnKRdYnGoVywFQwNuTG7duY2dnR2R0DB5uSXdpdGrV2Jahikgu89///pc7d+6wYMEC2rRpQ7NmzShZsiSRkZFs2bKFs2fPEhgYyLRp06zu0qlUqRJTp05lxIgRvP7660ycOJE6derg5+dHVFQUly5dYsuWLSQkJKQ6yDCzChYsSMuWLdPdv2/fvty6dYspU6bQsWNHmjRpQtmyZYmLiyMkJIRjx47h5+fHN998g7+/f4ZiMZlMLFy4EIPBQNeuXdPs1759ez766COWLl3KyJEjcXZ2xsHBgfHjxzNo0CAGDBhAkyZNCAoKwmg0cvDgQUJCQvDz8+PDDz9MVyzlypWjXLly6Y597NixmM1m/vjjD1q0aEGjRo0IDAzEbDZz7tw5tm3bRlRUFOPHP/i7g/RycXFh2LBhvPvuu/edPnLHjh2MGjUq1W21a9dOsbxCZjRt2pTx48fz7rvv0q9fP6pUqULNmjVxd3fn+vXrhISEcP78eR5//PF0H3PQoEHMnTuXWbNm0adPnwcWgu+Vme8f7qdbt27Y2dnx9ttvM3DgQL777rssnT1GhTYRkWxgNpu5fjOcO1ExlClZDEgaLbl2y25u3b5D/ZqVqVA2aVqSWlXKU6ZkMQL8M77ArIg8vPQWz2xVZAN44403qFWrFlu3bmXnzp2EhYUBUKRIEbp27cpzzz1HlSpVsj0OOzs7vv76axYsWMDixYtZvnw50dHReHp6UrlyZXr27Enr1q2t9vHw8GDatGls3ryZ3bt3s2LFCsLDw3FxcSEwMJCnnnqK559/Ps151bt27crixYupUaNGmnfslS9fnl9++YVPP/2UTZs2sXnzZmrXrs0vv/zCjBkzMlxoM5lMLFq0CIPB8MDRcd27d2fZsmXMnz+f9u3bAzB8+HAcHR2ZP38+v/76KwEBAQwZMoTmzZuzcuVKq/07dOhAXFwce/fu5cCBA8THx1O0aFF69erFwIEDKVasWIZiFxERedTExMZx+lwoFR8LxP6ftVJP/H2eTSH7iYqOsRTa3N1cGfJ8d4r7F8bFOXsHJ4lI3uXg4MBHH31Ehw4dmDt3Lrt372b16tW4urpStmxZnnnmGXr16pXq9IINGzZk1apV/Prrr6xfv57Vq1cTGRmJi4sLxYsXp3v37nTp0oVq1arZ4Mr+NXz4cFq0aMGcOXPYuXMnmzdvxtHRkVKlSjFs2DD69u2b4aIIwNatW7l06RL16tW7711nnp6etGrViqVLl7Jq1So6duwIQJ06dfj999+ZPn06W7duZdu2bdjZ2VGsWDH69+/PwIEDKVSoUKav+35cXFz4/PPP6dGjBwsWLGDv3r1s2rQJAH9/f9q3b8/TTz+d5a9dt27dmDlzJqdPn06zz9mzZzl79mya27Oi0AbQsWNH6tWrx5w5c9iyZQuLFi0iNjYWHx8fKlasyMsvv2x5rdLDz8+PXr16MWPGDGbOnMnw4cMzFE9mvn94kC5duuDg4MCbb77JCy+8wLRp06hbt26GjpEWgzmr71eVPKdFixYArFmzxsaRiORdJpMJk8mEwz+LYh86/jfTf11K0UIFGTnkOUu/dVt3k5BopFbVIPx8vW0Vrkim2eJvRmxsLGfOnKF06dL3nStd8qfp06czfvx4xo4d+8BFrEXSQ+8pYkvKvUQeXnxCIk6OSXmXyWzmvQnTiI6JZcSgZyhZrAgA50OvELLvKJXLl6biY4E2jFYkc2z19yKnPieFzniTxMhblscOHr7pmmVERCQnZeQ9UXe0iYg8pGWrt7Bl1wE6tWpCw9pJd5QElvDHwd4edzcXEhMTLQW45o9n3S3JIiL5XVxcHD/99BPe3t48+eSTtg5HREREbOjv86H8/PtfeHq4MXxA0nTSdgYDpUv4c+36LaKjYy19SwYUpWRAUVuFKiL3kdbU/bacql9E5GHp3UtEJJ1i4+JZsX47Fy9f4+W+3SzTktjZ2REbF8+50CuWQpuHmyvjRr1kKbCJiEj67dq1yzKFSWhoKK+//jqurq62DktERERyyM79R9l35CQNa1WhSlAZALw83Llx6zYRd6JINBpxsLcHoN9T7ZV3ieQhaRXTVGQTkbxM72AiIqkIu3GLQ8fP4OXhRu1qFQBwcnRgx97DxMbFc/nqdYr/s6Zag1qVqVaxLP5F/KyOoWRPRHK7hQsXEhoa+sB+LVu2pGLFijkQUZJt27YxadIkfH196devHwMGDMiS4168eJFFixY9sJ+npyf9+vXLknOKiIhI2uITEtl/5CSXrl6nU6vGGAwGAM6HXuXIiTMU9PG2FNoK+nrz0nNdKBlQ1FJkA+VdIpJ3rV69mqNHjz6wX7169ahfv34ORJS6vBJnTslNz8fRo0dZvXr1A/sFBATQrVu3bI3lQXLr9w9ZRZ9GROSRd/naDc5dvEyVoDJ4uLsBcObCZZb8tYmypQIshTY7OzvaNW+Iu6sLBXz+XRS2gI+X1WMRkbxi0aJFhISEPLBfQEBAjn7QHTZsGMOGDcvy44aGhjJp0qQH9gsICFChTUREJItFRsdw9sJlnJ0ceax0CQDsDDB3yWqMJhON61aj4D/rWNes8hgFfb0oX6akZX+DwUBQ2VI2iV1EJDusXr06XQMBhw4davNCW16IM6fkpufj6NGj6cpx69WrZ/NCW279/iGrGMxms9nWQYhtaUFueVSYzGZu3AwnIjKasqUCLO2ffvszoVfC6PdUe6pXegyAazdusWz1FsqWCqBZg5q2Clkk17HF34ycWpBbRB4Nek8RW1LuJY+KqOgYLl4Jo1RAEVycnQHYsH0vv6/cSKXypRnUq5Ol79yla3BxcqRpgxr4emsAowjY7u+FPieJiPwrI++JuqNNRPIlo8nE1bCbuLu54O3pAcDZC5eZOHMe3p7uvP+fFyx9HwssjquLM46O/74lFi7oy4CeHXI8bhERERERkbzCbDYTERnFnchoy9T6AF9On8v1m7d56bkulrvQAov7U7RQQYoU9LU6Rs+OLXI0ZhEREZGspkKbiOR5CYmJhN24RbEihSxtPy9ayZ5DJ+jQohEtGtcBIKCoH06ODnh7eRAXn4CzkyMAnds0tUncIiIiIiIieYXJbOZmeASuzk64u7kCcPzv83z74+8U9vPlrVf6WvoW9y8M5qQ12JKVKl6UkUOey/G4RURERLKbCm0ikmeYzGZu3LqNwWDA75+5+2Ni43h3/LeYzWbGvfUyzk5OABQrUojDJ84Sn5Bg2d/ZyYlxo17Gzs7OJvGLiIiIiIjkBVHRMdy4dZuSAUUtbT/MW86Bo6fo0b45jepWAyCgiB8GgwF7OzuMRiP29vYA9OnWVnmXiIiIPDJUaBORXCkyKprL125QumQxHP5J1lZt2MHKDTuoX7Myz3RqCYCrizPu7q6YjCZuht/Bv3BBAJo2qEHzRrWxMxisjqtkT0REREREJElCYiJXw27i7OxEoQI+ANwMj+CDr2biYG/Px28Pwf6fHKpQAR/s7e2JjI6x7O/p4c7Hbw3BydH66yXlXSIiIvIoUaFNRGwqJjaOi5evYTAYKBdYHEia5/+jSbOJiY3jvy89a5kSsmihgjjY22M0mayOMXJIH9xcnDHcVVRzdNDbm4iIiIiICCTNDhJ6JYxrYTepWTXIMiBx2eotbNyxj2YNatLlnyn1fbw9cXZywt3NhTuRUfh4eQLQskld2jVvYLlrLdm9RTYRERGRR40+DYlIjjl26hyhV8OoXTXIkqwdPnGGnxatpGypAIb26wGAwWCgWBE/bkdEEh0TZ9m/SoUyViMqk7m7uuTcRYiIiIiIiORiYTducfLMRbw83akSVAZIGsz41fTfMBqNBJbwp+A/U/H7Fy6Im6sLd88DYmcwMOaNQSkKaC7OTjl1CSIiIiJ5igptIpLlrt+6TcjewzjY29O6WX1L+/J1W7lw6RqFCvhYCm1FChXAr4A3BXy8rI7xct9uKQpqDveMnBQREREREXmUbdi+lyvXbtA+uCGeHu4AHD99ngV/rqdy+dKWQpu9nR2BxYtiNput1rGuW6MS9WtWtpodBHSXmoiIiEhG6JOTiKSb2WwmNi4eVxdnS9vytVs5euoc7YMbUrFcIJC0vtpfm3bi7elhVWirWC4QvwI+uLu5WtpK+BfmnWH9Upzr3iKbiIiIiIjIoyI+IQE7OzvLYMOTZy6wamMIhQr48HTHFpZ+W3cd5NqNW9SoUp6gfwptxYsVpmK5UpQuWczqmMkziNxNeZeIiIjIw1OhTURSCI+4Q9iNcAr6/nunWeiVMCbNmo+rizOjXxtg6Xv91m0uXr7GlWs3LIW2QgV9aVi7CoUL+mI2my2jI9s1b5jj1yIiIiIiIpIbxcUncCXsBkajkTIlAyztE2fO4+/zl3jl+e6WdayNRhOnzl4kMirG6hj1a1YmLj4eX29PS1tgcX8G9+6SI9cgIiIiIqChSyKPsMjoGFZu2MHilRut2pes2syU2Qs5cPSUpc3L053YuHhuR0SSmJhoaW9ctzoDenagZpUgS5u7qwtPd2jBEw1rpZiCREQktzOajCQYEzCajLYORbJIcHAwwcHBVm0LFy4kKCiIhQsXPrCviIjIw9q5/ygL/1zPpathlra/z4fy5fdzmf/HOqu+zk6OANy4ddvSVrxYYXp3bUOvLq2s+gY3qk275g0pXNA3G6MXERG5v1GjRhEUFMTFixdtHYqITeiONpF8xmQycSM8gjuRUVajIv/aGMLO/UdpWr8GjetVt/RdsX47BoOBDi0bYf/PtCSF/XwpXNAXB4d/10TzcHNl5JDnKOjrjYPDv28dZe6ZjkREJC8ymowYDAZuRN9i16UDxCTE4uroQt1i1fF19QHM2NvZdp3I4OBgQkND09V39uzZ1K9f36pt586dPPfccwB8+eWXtGvX7qHimThxIpMmTQJgwIABjBw5MtV+EyZM4Pvvvwdg6NChDBs27KHOe/78eX766Se2b9/OpUuXiI6OxtPTk7Jly9KwYUO6du1KQEDAgw+UjRITE1m8eDErVqzgyJEj3L59G2dnZwIDA2ncuDFPP/10mjH+/vvvludy3rx5VKtWLdV+dz//n332GR06dEjRZ/To0cydOzfVfw8iIvLw7kRFczM8ggLenpb10S5evsavS1bj4uxkNVXjnoPHOXb6HAFFC1GsSCEACvp64+3pjreXh9VxezwZjLOTo9WU+x5urtSpViEHrkpE5NEWHR3N7NmzWblyJWfPniUhIYECBQpQvHhxateuzVNPPcWUKVNYtGhRuo85btw4unXrlu7+QUFBBAQEsHbt2gz3OXHiBNOnT2fnzp1cu3YNZ2dnChQoQFBQEHXr1qVv3765elC82WymdevWnD9/nmbNmjFt2jRbhySSLiq0ieQhJpMJu7vm0D984gzHT5/jsdIlqFqhLJB0l9pHE3/AAEx4d6ileBYbH0/Y/7N33+FRVHsfwL8zsyVlUwmkkUbovSNSlCIEkV7tFEWl2bty73tRsXARBUQswXJVwIQiKEWqgJTQW0B6CSEhIb3t7sy8f4RdssmmbBJISL6f5/FxOXPOmTOzu9k9+zvlRioSk1Os5d1cXdC1fUt4erjBLCvWvBH334OI+++xObcgCPCrW+c2XyER0Z1nls04k3IRvx5bg2MJp6BCtR777sCvaOnbBKNaPoSGXiHQSFX31emJJ55ARkZGscdPnz6N9evXw8XFBQEBRQdBREVFAcj/ex4dHV3hQJuFRqPBb7/9hpdfftlmIAZwK+Ck0WhsZkOX1+LFizF79myYzWa0bdsWgwcPhsFgQGpqKo4dO4b58+fjyy+/xM8//2wToPruu+8qfO6yiouLw+TJk3Hy5En4+Pjg3nvvhb+/P7Kzs3HixAl8/fXXiIyMxJo1axASElKkfFRUFARBgKqqiI6OLjbQVtDcuXPRv39/aLXa23FJRES1jqqqUFXV2vdKTc/Ajr1HoKgqBj/Q3Zrv5xUbcPLsRYwd3Bdd2rUAAGi1GsRduw69TmezjH6b5g0R4OcDv3q3+lT16njh3y89VeT8luX7iYjozsrMzMQjjzyCU6dOISQkBIMGDYKXlxdSUlJw5MgRfPXVVwgODkbfvn2LDJzbu3cv9u7diz59+qBZs2Y2xwr/+3bZuXMnnnnmGciyjHvvvRd9+/aFXq/HpUuXEBMTgz///BOPPvpokX5bdbJnzx5cunQJgiBgx44dSEhIgK+vb1U3i6hU1fddRVRLXU1IwpX4RNSr44XQIH8AQHZOLj5e+BMys7Lx0VuTrQGxcxfjsH3vYQCCNdBmcHWBs5MeBldnZOfmwc3VBQDQpW0LNGsYiroFlhQRBMFmI20iotrGLJux89I+LIz5EYqqFDmuQsXRhJM4nvgPJnd+AvcGdaiyYNu4ceOKPZaSkoIRI0YAAD744AMEBQXZHM/MzMT69evRpEkT+Pj4YOfOnYiPj4e/v3+F29WjRw9s2bIFW7duRd++fW2Obdu2DdevX0fv3r1LHI1ZFkuWLMGHH36I+vXrY+7cuWjVqlWRPOfPn8fnn3+OrKwsm/Tg4OAKnbusMjMzMXHiRJw/fx4TJ07ECy+8AJ1OZ5Pn4sWLmDVrFrKzs4uUv3DhAmJiYtC7d2+cO3cOv//+O9588004OTkVe87g4GBcunQJS5YsweOPP17p10REVFPl5Obh5NmLMJnM6Ny2uTV9yW8bceDoKYx48H5r8Cwvz4RNO/fBSa+zCbR5ebrBw80AVb01SKeOpzueenhQkWDZPe1b3uYrIiKq3syKDE0ZVgkpa77b4fvvv8epU6cwatQozJw5s8jMr8uXL8NoNCI8PLxI32fevHnYu3cv+vbt69Dstcr073//G4qiYPHixbjnHtsB9KqqYseOHdbfFKsrywDR8ePHIzIyEitWrMCzzz5bxa0iKh0DbUR3QEpaOhKup8DdzRUBvj4AgDyjEV/+uBJpGZl4a9qT0Nz8oDtw9BQ27dyHHp3bWgNtTk56ZGbnQFYUpGVkWTttjRsEQRAEhIfeGkUjCgLef+2ZIl8G6vl4oZ4P1+0nIrKQFRlnUi4WG2QrSFEVfLH3B9Qz+KCRd2iVLyNZkNlsxgsvvIC4uDhMmjTJ7ky1NWvWICcnB0OHDkWdOnWwc+dOLF++HFOmTKnw+fv164f9+/cjKiqqSGczOjoaHh4eeOCBB4oNtCUnJ+Prr7/Gli1bEB8fDycnJ4SEhCAiIgITJ04EAKSlpeGTTz6BTqfD119/jQYNGtitKywsDJ9++mmR2XOWPdcqGuwrTWRkJM6fP4/Bgwfjtddes5snJCQEX375JYxGY5Fj0dHRAIChQ4fi7Nmz+Oyzz7Bu3ToMHTq02HOOHz8ec+fOxcKFCzFs2DAYDIZi8xIR1XRGkwmXryYiN8+IFo3DrOl/bP4bR2LPom+PTtblFzMys/FD1Fo46XU2gTZBEGAym5GSdmsWuaeHG3p0bgNPdzebVUZGDewN4SHbfpdGo0GLxvY/p4iIajONKOHNPz9ESk5asXm8nD0w64E37mCrbB06dAgA8Oijj9pdXrHwgMbqJDk5GZcuXULTpk2LBNmA/M+3Hj16WP/9999/Y/z48Xj44Yfx73//u0j+S5cuoV+/fujWrRu+/fZba/rp06cxe/Zs7N27F6Ioon379nj11Vcr5RrS09OxYcMGNG7cGM8//zyWLl2K6OhoPPNM0d859+zZgyeeeMLu9gRXrlxBnz59MGzYMHz44YfW9AsXLmDRokXYs2cPEhMT4eLiAj8/P3Tp0gVvvfVWtV5Sk6o/sfQsRGTPjdR0nDxz0WYza5PZjEU/rcR/v/oFRtOtH/l2xhzFop9WYveBY9Y0nVaLy1cTkJKWgYzMWyPvA3x90DQ8BPV8PK1poiDgxafG4N8vPQVPDzdrepPwEDzUtxuaNQy1aRs/GIiISicIAn49tqbUIJuFoiqIOvY7gOr1N/ajjz7C7t270aNHD7z44ot280RFRUGSJAwaNAj9+vWDi4sLli9fbjMCv7z0ej0GDhyI7du3IykpyZqelJSEbdu2YeDAgdDr9XbLnjt3DkOGDMHixYtRp04dPP7443jooYfg5OSERYsWWfOtX78emZmZiIiIKDbIVlBVLYViCZSVJYBZeKabLMtYsWIFPDw80KtXLwwZMsS6zGdJPDw88PTTTyM5ORmRkZHlbzwRUTVlNJlw5sIVHP/nvE36xh0x+CxyGQ4cO2VNS03LxPzvovBj9DqbvBlZOUhIuoHklFs/7rq7uaJBcACaNQyFrNz6LvBAj054a9qT6NO9ozVNr9Ni+ID70btbB5ul/NnvIiJyTEpOGm7kpBb7X0lBuDvB09MTQP5KGXcbNzc3aDQaXL9+3e7qGYV17doVwcHB1kGZhf36669QVRWjRo2ypv3zzz8YO3Ys/vrrL/To0QOPPvooTCYTHn74YVy+fLnC17B69Wrk5eVhyJAhcHJyQv/+/XHp0iXs3bu3wnUnJCRg1KhRWL16NZo1a4Zx48Zh0KBBqFu3Ln755RfIslzhc1DtxhltRAVcT07B1YQkeHm6Izggf/1fo8mMRf9bgcysHLz8zCPQafPfNrsPHMOf22PQvVMbjHjwfgCARpJw+txlyIqCrOxs6DzyZ575eHvAv14dGApsZi0IAiaMfQguzk4w3FzeEQDat2qC9q2aFGlboF/d23XZRES1UnJ2Co4lnCo9YwFHE04iJScVPq7et6lVjlm5ciV++OEHhISEYM6cOTY//lmcOnUKR48eRffu3VG3bv5nSb9+/bBy5Urs3r0bXbt2rXA7Ro4ciV9++QUrV67EU089ZW2b2WzGyJEjceHCBbvlXn31VVy/fh0zZ87E6NGjbY5du3bN+vjgwYMAgC5dulS4rbdLXFwcrl27Bj8/P4SGhjpc3rLM5pgxY6DT6RAYGIiOHTsiJiYGFy9etLufm8UTTzyBn376CYsXL8YjjzwCHx+fClwJEdHtl2c04syFOJhMZrRt0ciavm7rbhw9eRb3d22PTm3y97NJy8jCgu+joddp8eGbk615k1PSceFyPJqG3/r76O7mCh8vD7i7ucIsy9ZVQ3p0bo32LRvbrPDhpNdh2vhbPx5acH80IqLaKyIiAr/99hveeecdHD16FN26dUOLFi3g5VX9V4jS6XTo3bs3NmzYgDFjxmD06NFo164dGjduXGSQH3BzO5nRozF79mysW7cOw4YNsx4zm81YsWIF6tSpgz59bm05M3PmTGRmZuKTTz7B4MGDrelz5syxGShZXtHR0RBFEYMGDQIADBkyBMuXL0dUVFSF+4IbNmxAeno63nrrLTz55JM2x1JTU6v1vnV0d+CMNqoxVFVFbp4RN1LTbUbon7lwBeu27rYZAWkymzHzs8V4Y9ZC5BlN1vSYwyfx3a9/IObQCWuaViPhYlwCEpNTkJl1a0RIHS8PBPj6wM1wK0gmCAIeGdYPTz08GC7Ot4Jq97Rvideeewz97rP9UGjeKAyh9f2h5R9zIqI7SlZk7Lt6BCocm9GlQkXM1cOQlaof7Xb06FHMmDEDLi4uWLBgAdzd7f8waFnjvuDyg5bHlmMV1bJlSzRp0gTLly+3pi1fvhxNmzZFixYt7JY5cuQIjh07hk6dOhUJsgGAn5+f9bFlply9evWK5IuNjcW8efNs/tu4cWNFL8lhljYWbLcj7D1PQ4YMgaqqpc5q0+v1mDZtGrKzszF//vxynZ+IyBFmWUZ6ZhZy8/KsaZlZ2di4IwYbtu2xybt87Ta888lX2LnviDUtIzMb3/zyG35Z9adN3vSMLFxNSLKZeebm6ox6dbwQ6FfXZrT5Pe1aYNyoB9G+ZWNrmpNeh7enj8O08aOsQTYACPCti0ZhQfBw4/K6RERUvD59+uCNN96AqqqIjIzExIkTcc899+CBBx7Af/7zn2IHEFYX//nPf9CrVy/8888/eO+99zBixAi0b98eY8eOxQ8//IDc3Fyb/CNGjIBWq8Wvv/5qk75161Zcv34dQ4cOhVarBQBcvXoVe/fuRZMmTWyCbADwzDPPFNsfLavY2FgcP34cXbt2ha9v/uSHLl26ICAgABs2bEBGRkYpNZSNvf2vLTMZiSqCgTaqVlRVtek8mWUZx06dQ8zhWJvg2f4jJ/HtktU2SzEaTWa8+eFCzPxsMYymW8Gz0+cvY/22PYg9fcGappEkpGVkIc9oRHaB6dF163gitL4/vDxufTgIgoBxox7ElCdH2Mw869KuBV599lH069nZ5hrat2yCFo3DoNdpK3YziIjotlFUBTmm3NIz2pFryivzcpO3S1JSEqZOnQqj0YiPP/4YjRo1spvPaDTit99+g6urKx544AFrepcuXeDv748///wTaWmVszzLiBEjcPbsWRw8eBAHDx7E2bNnMWLEiGLzHzmS/4Nrt27dKnTe2NhYzJ8/3+a/qgi0VcT169exbds2hISEoH379tb0AQMGwMnJCStWrCh1KZNhw4ahUaNG+PXXX3Hx4sXb3WQiqgEK/125FHcNB46dQmJyijUtJS0D3/36B36IWmuT93/L1+Ff//0GMYdPWtNyjSb8vulvbNq5zyav2WxGVnYOMrNu9bsMrs6o718PDYIDbNrRrVNrTHp0iM2eaU56Pd6c+gSmjR8FqUDwLKS+H9o0b4S6dar/LAMiIrp7jB8/Htu3b8fcuXPx5JNPokOHDoiPj8dPP/2EwYMHY9OmTVXdxGJ5eXnhyy+/xPr16/HOO+9g8ODBCAgIwMGDB/H+++9j1KhRSE1Nteb39va27rl99uxZa7plEGDBZSNPnsz/zO/QoUOR87q6uqJp06YVarsl2DdkyBBrmiAIGDx4MHJzc7F69eoK1d+rVy+4uLjgP//5D1544QVER0dXynKXRBYMtFGlUVUVZrPZJi0xKQXH/zmHhOs3rGm5eUYs/W0jvvv1D5vg2eqNO/DKzHlYt/XWCEhFUfDtktX4eeUGm5lnickpOHbqHK7E39ofTafVQCNJ0EgScnJvjawMqe+Hrh1aokFIgDVNEAQ8P2EU3pr6BNwNrtb0Tm2a4fmJo9G7m+2HRssmDdAwtL512UgiIrq7iYIIZ23RkWxl4aTVQxSq7iuUyWTC9OnTce3aNTz33HM2AbTCNm7ciNTUVPTv399m5J5lOY68vDysWbOmUto1ePBgaLVaREdHIzo6Glqt1rrkhz2WEYmW0YolsSyFmJiYWOTY8OHDcerUKZw6dQpLly4tZ+srztLGhIQEh8uuWLECZrO5yMhQg8GAPn36IDExEdu3by+xDlEU8dJLL8FsNmPOnDkOt4GI7i6KotjsK5abl4eTZy7i5BnbQPuOvYfx4/J1OH3+1g9JVxOu47X3F2DmZ4tt8m7++wB+jF5nU4eiKDh84jSO/3POJq+LsxMEQYCxQB/NzdUZnds2w70dW0Mp0LY+3TviteceRY/ObaxpTno9Xp70MJ55bKhN8CzQry6aNQzl8o1ERFSlDAYDBgwYgLfeegs///wzdu3ahUceeQR5eXl4++23YTQab+v5BUGw+SwtzHKsuL1CQ0ND8fjjj+OTTz7Bhg0bsHLlSjRq1Aj//PNPkRUwxowZA+BWcC0hIQF//fUXOnfujLCwMGs+S/+tTp06ds9ZkeXr8/LysHr1ari4uKBfv342xyyBt9JW+ShN/fr1sXTpUvTp0wfbtm3DW2+9hb59+2LAgAFYu3Zt6RUQlYJRgxLs3r0bixcvxuHDh5GdnY2AgABERERg0qRJcHFxKb0CO9avX4///e9/OHnyJEwmE0JCQjB48GA88cQT1qm4BV25csVmLVx72rRpg2XLlpWrPRaqquJGajr0eh1cnfN/iMvNM+LQ8X9gNsvoXqBTtDPmCI6fPo8OrZqgQ6v80QoZmVn4v08joSgK/jtjuvUP/Y6YI9i+9xD6du+EgX3uBQCIooDdB48DAPKMfeGkz18nWCNJUFTVJkim1WgQGuQPJ53OZqRji8Zh8HAzIMD31h9xQRDw/uvPQKvR2HzQNG8UhuaNbn0wWAQFlP7DHhER1UySKKFjQGt8d+BXh5aPFCCgU0AbSKJUeubbZObMmdi/fz969eqF6dOnl5jX0llavny5zbKOhfM8+uijFW6Xl5cX+vTpgz/++AMA0Ldv3xL3MrAsLVKWwFS7du2wfPly7NmzByNHjqxwW2+HwMBA+Pr6Ij4+HhcuXHBonzZLp9Gy9KU9UVFRuP/++0usp3fv3ujYsSPWrVtnnTFIdDeoTf0uAFBu9r0KBpNiT19AUkoamoQHo97NGVoJSTewZuNOODvp8cjQWz86fbtkNY6dOodHhvaz7mOWdCMNi35aCQ83V/z7paesec9cjMPhE6cREuiHRmFBAPL3cDGZzcgpNLE7wNcHWdk5NkvjuxlcMCziPjg76aGqqrWfNSziPowc2BtigX6XXqfDw0NsfxwD8pfcJyIiupu5ublhxowZ2LZtG+Li4vDPP/+gZcuWt/V8aWlpNp+9BaWkpFjzlUWzZs3wzjvv4Mknn8SePbZLPHfp0gUNGjTAypUr8eKLL2L58uWQZdlmNlvBcyUnJ9s9h2Up/fKw7J8GAG3btrWb59ixYzh58qR15pxlf/LCkz4AIDMz024djRs3xueffw6TyYTjx4/jr7/+wo8//ogXX3wR9erVsztbj6isGGgrxo8//oj3338fqqrCz88P/v7+OHPmDBYuXIgNGzbg559/dnj91o8++giRkZEAgODgYDg7O+P06dP4+OOPsWXLFkRGRtrdnNKi4FJCBRW3XJQjsnJyMfOzxXiobzf06dYRQP4G1UtXb4IgCOjWqbX1D3tC0g3Enr6A+n51reX1ep11RKXRZIL+5nX4eHsgOMDXprOm1WjwYK+ucHLSQxRvfVj0vKcd7u3YCs4FRtznzzwrum9LcKAfggOL7oGis9NpJiIissfb2QstfZvgaMLJ0jPf1Mq3KbycPW9fo0qxdOlSLF26FGFhYZg9e3axIxgBIC4uDrt27YKPj0+xAZrdu3fjxIkTOHHiBJo3b243jyNGjBiBdevWWR+XpFWrVgCAnTt34rnnnisxb//+/fHhhx9i3bp1mDJlikNBrDtp5MiRWLBgARYuXIiPPvqoxLxGoxE6nQ779u3DhQsXEBwcjM6dO9vNu3nzZmzduhXJycnFjiC1ePXVVzFmzBjMnj272t4nooJqW78LAFJSM/DVT6vwxpTHrWlbdx/EP+cu4ZGh/ayBNqPJjGOnzhXZV8wyAyw379ZoehdnJwT61YXB1dkmb4dWTRBa3w/hIYHWNC8PN7z7/Hg4O+lt8vbr2bnIsvg6rRY9u7Qtcg3cY5qIiGobQRDg7OxcesZK0LhxY+zbtw+nTp2yuyTjwYMHAQBNmjQpc50lDV4aM2YMZs2ahY0bNyI6OhoeHh7o37+/TR5LO/bv31+kfFZWlnVpyfKwDBCNiIiAwVB0P9Vr165hx44diIqKwjvvvAPg1sBNe6uenDhxosTzabVatG3bFm3btkVwcDBef/11bN26lYE2qhB+O7bj2LFj+OCDDwDkbyI5evRoCIKAhIQEPPfcczh+/DjefffdYkcc2/Pnn39aO3Rz5861jpY8e/YsJk2ahJiYGMyZMwdvvPFGsXX88ssvFbuwEggQ8meUFZiW7OykR/PGYXC6GUSzbCbdrmVjBPrVRX3/eta8Wo0G/3pxAvQ6nU2wq2eXtkU6ZoIg4IGeRX9IssykIyIiujNUjGr5EI4n/lOmPddEQcTIlgMBB2bAVaYDBw5g5syZMBgMWLBggd0OSEHLly+HoigYM2ZMsTPfli5dihkzZiAqKgozZsyocBu7d++OBQsWACh977XWrVujVatWiImJwbJlyzB6tO3AmoSEBOuykh4eHnjttdfwr3/9C08//TQ+/fRTuyNILaMgq8qECRPwxx9/YOXKlfD19cXUqVOL/Jh/+fJlzJo1C9OmTUOzZs2sncpnn3222ODknDlzsGjRIqxcuRITJ04ssQ1t27bFAw88gD///BPx8fGVc2FEt0lt7HcBAISb/xUQHhIIZyc9PN1v/W339nTHqId6F+knjRzYCyMH9oKzXmeT95VnHilyqlZNw4ukSaLIpRmJiKhKeDmXPMu5tOO325IlS9C8eXO0bt26yLGNGzfi7NmzcHd3R+PGjW9rO4YOHYp9+/bhk08+wcKFC236FOnp6dbvRkOHDrWmZ2dn4/vvv8eYMWPg7e1tU5/ZbMa3334LwP6AoqFDh2LOnDmYNWsWEhMT8fjjj0Ovtx2QExAQgE6dOiEmJga//fabzbL3ixYtKndf7PLly9izZw8CAwMxd+5cu4NJMzIy0L17d6xevRqvvfYadDodwsLC4Orqis2bNyM1NdU6MCspKQkLFy4sUsexY8cQGhpapB9tmaFX+HqJHMVAmx1ffPEFFEXB0KFDrevUAvl7iMyZMwcDBgzAhg0bbKarlsay/u3TTz9tsyRJeHg43nvvPYwbNw4//fQTJk2aVOSP4Z3g6uKET96ZapOm02rx9MODi+QNCwpAWFCATZogCPB0L9t0ZSIioupAEiU09ArB5M5P4Iu9P5QYbBMFEZM7P4Fwr5AqWTYyMzMT06dPh8lkQrt27azLMxanY8eOWL58OQRBwLBhw4rN9+CDD+KDDz7A6tWr8frrr1e4cyGKIvr27Vvm/LNnz8bjjz+Od999F6tWrULbtm2Rl5eHM2fOIDY21mZZk7FjxyI7OxuzZ8/GiBEj0K5dO7Ro0QIGgwEpKSk4f/48YmJioNVq7XaM7wSDwYBvv/0WkydPxqJFi7B8+XJ069YNfn5+yMnJQWxsLA4cOABJkvD6668jMzMT69atg4uLCyIiIoqtd9iwYVi0aBGioqJKDbQBwEsvvYTNmzfj0qVLlXl5RJWuNva7AKCOpzvemPy4TVrhmWRA/kDEezu0KpJucLkzo+mJiIgqk1mRMeuB4ge6FMynqaKl+v/66y/861//QkhICNq3b4969eohOzsbsbGx2LdvH0RRxL/+9a8SZ8ZXhhEjRmDbtm34888/0b9/f/Ts2ROenp5ISkrCpk2bkJKSgieeeAJdu3a1ljGbzZg7dy7mz5+Ptm3bomnTpjAYDEhKSsKOHTtw7do11K9fH1OnTi1yPk9PT0RERGDVqlUAUGQQpMWMGTPw8MMP4/XXX8fGjRsRGhqKI0eO4OjRo+jYsSP27dvn8LVGR0dDVVUMGzas2BVb3Nzc0LdvX6xZswYbN27Egw8+CJ1Oh8cffxxffvklhg8fjt69eyMrKwtbtmxB586di/SFVq1ahaVLl6JTp04ICgqCwWDAmTNn8Ndff8HT0xPDhw93uO1EBTHQVkhWVpZ1s3l7f1RCQ0Nxzz334O+//8a6devK1OG7cOGCdfpswQ6kRdeuXRESEoKLFy9i06ZNRdbAJSIiottDI2lwb1AH1DP4IOrY7ziacNJmzzYBAlr5NsXIlgPR0CsEGqlqvjqlpqbi+vXrAIC9e/di7969JeZv164drl69is6dOyMoKKjYfG5ubnjggQewevVqbNiwAYMGDarUdpcmNDQUK1aswKJFi7BlyxZ8//33cHV1RUhIiN3lJCdMmIA+ffrgp59+wu7du7Fy5Urk5ubCYDAgPDwcU6ZMwfDhwxEYGGjnbHdGYGAgoqKi8Ntvv2Ht2rXYsWMH0tLSoNPpEBoaiqeeegpjx46Fv78/li5dipycHAwbNgyurq7F1hkWFob27dvjwIEDOHDgQLHL2lk0aNAAI0eOxNKlSyv78ogqDftdREREtUtZg2dVFWQDgFdeeQXt27fH33//jZiYGGsfzNfXF8OGDcNjjz12W/dmsxBFEZ9//jmio6OxatUq/PHHH8jOzoabmxtatGiBMWPGoF8/231RDQYDvvrqK+zYsQP79+/HunXrkJqaCicnJ4SGhmLUqFF48skni93XbdiwYdbBj8XN2GvcuDF++eUXzJ49G9u3b8eOHTvQoUMH/PLLL4iMjHQ40KYoClasWAFBEGxm59kzYsQIrFmzBlFRUXjwwQcBAM8//zy0Wi2ioqKwZMkSBAYGYvLkyejVqxfWr19vU/6hhx5CXl4eDh48iCNHjsBoNMLPzw8PP/wwJk6ciICAAHunJSozQVXVqln/qJrat28fHn30Ueh0Ohw4cMDuRtnz58/HvHnzcO+992Lx4sWl1rly5Uq8/vrrCAoKwsaNG+3mefPNN7F8+XKMGjUK7733njW94Kbcjz/+OM6dOwdBEBAYGIju3bujb9++1s0fy8tS/6ZNmypUDxER1XxV8ZmRm5uL8+fPIywsDE5Ot2eZYVmRAQhIyUlFzNXDyDXlwUmrR6eANjf3ZFOrZCYbEVW+O/E3hUpXG/tdAPteRERUNlX1ecHvSbXXt99+i48//hjvv/8+Ro4cWdXNIaoWHPmbyBlthZw/fx5A/rqz9jp7QP6G2gXzlubChQs25cpb548//mjz76VLl6JZs2aYN29eiaPViYiIqGSWIJqPqzf6hfeEoioQBZHBNSKi24T9LiIiIqLqIS8vDz/99BM8PDwwcODAqm4O0V2JgbZC0tLSAAAeHsVvvmk5ZslbmXUW3jhSo9Fg8ODBGDhwIBo2bIh69eohJSUF27Ztw9y5cxEbG4uJEydi+fLlRTZzLKjg/gSFxcfHw9/fv0zXQkREVNNJogQJDLAREd1ONbXfBbDvRURERHeHffv2ISYmBjt27EBcXBxefvllODtzL1ii8mCgrZC8vDwAKHZUJQDrhpeWvJVZZ25urk26n58fPvnkE5s0X19fjB49Gl26dMHw4cNx8eJF/PDDD5g8eXKZ2kNERERUWGxsbLFLrRUUGBhYazaK5j0hun3Y7yIiIqLaYvny5YiLiys1X9++fdGsWbM70KJ8u3btwvz58+Hl5YVx48ZhwoQJlVLvlStXsGLFilLzubm5Ydy4cZVyTqKqxkBbIXq9HgBgMpmKzWM0Gm3yVmadjqx/HBISgocffhhff/01/vzzzxI7fCWt6VzSiEsiIiKqHWJjYzF//vxS83Xu3LnWBJV4T4hun5ra7wLY9yIiIiJbK1aswN69e0vNFxgYeEcDbdOmTcO0adMqvd64uLgy9aMCAwMZaKMag4G2QsqyPElZliQpyN3dvcx1WvKWVbt27QDc2o+AiIiIqDyGDx/OYFEhvCdEtw/7XURERFRbFN7/tabr0qULTp06VdXNILqjxKpuQHUTGhoKALh69WqxIyEvXbpkk7c0YWFhAICLFy8Wm8fROi0sy6LIsuxQOSIiIiIioqrCfhcREREREdUUDLQV0qxZM2i1WhiNRhw5csRunv379wMA2rZtW6Y627RpAyB/fdqEhIRKqdPi9OnTAPL3FCAiIiIiIrobsN9FREREREQ1BQNthRgMBnTv3h0AsGzZsiLHL1y4gN27dwMAIiIiylRnWFgYGjduDABYunRpkeO7du3CxYsXodVqHVqzPysrCz///DMAoFu3bmUuR0REREREVJXY7yIiIiIiopqCgTY7Jk+eDEEQsGrVKixduhSqqgIAEhMT8dJLL0FRFPTt2xdNmza1Kde7d2/07t0b69atK1Ln1KlTAQBff/01Nm/ebE0/d+4c3nnnHQDAI488Am9vb5ty7777LjZs2GDdtNvi7NmzeOqpp3DlyhW4uLhg4sSJFb9wIiKiaszyeUxEVBH8W1J9sN9FREREREQ1gaayKzx//jwOHTqExMRE3LhxA3l5efD09IS3tzfCw8PRvn17ODs7V/ZpK1Xr1q3xxhtv4MMPP8SMGTOwcOFCeHl54cyZMzAajQgLC8PMmTOLlIuLiwMAZGdnFznWv39/PPnkk/j+++/x3HPPITg4GC4uLjh9+jRkWUaHDh3w8ssvFyl35MgRLFu2DFqtFsHBwTAYDEhJSbHuLeDh4YG5c+eifv36lXwXiIiIqgdJkgAAJpOp2n+HIKLqz2w2AwA0mkrvCt1xd3vfi/0uIiIiIiKqCSqld3nw4EEsW7YM27dvR3Jycol5JUlCixYtMGjQIAwZMgRubm6V0YRKN27cODRp0gSRkZE4cuQIkpOTERAQgIiICEyaNAmurq4O1/nWW2+hXbt2+PnnnxEbG4vExESEh4dj8ODBGDdunHWD7YKeeeYZbN++HceOHUNSUhIuXrwIJycntGjRAj179sSjjz6KunXrVsYlExERVUtarRZ6vR5paWlwc3ODIAhV3SQiuoulp6dDkiRrEP9uU9P6Xux3ERERERHR3U5QK7B2yqpVq/DNN9/gzJkzNkuwuLi4wNPTE56entYfxtLS0pCSkgJFUfJPLAhwcnLCwIEDMWXKFPj7+1f8aqhcLPsTbNq0qYpbQkRE1V1VfWakp6cjLi4OBoMBHh4e0Gq1DLgRkUNUVUVWVhauX78Of39/eHp6VnWTHMK+V83AvhcREZVFVX1e5Obm4vz58wgLC4OTk9MdPTcRUXXjyN/Ecs1o27NnDz766CPExsZCVVV4eHigf//+6NixI9q0aYOQkBC75bKysnDs2DEcPnwYmzdvxqFDhxAVFYXVq1fjiSeewDPPPAODwVCeJhEREVEN5u7uDgBISkqyLhlGROQoQRDg6ekJDw+Pqm5KmbHvRUREREREVL2VK9D25JNPAgC6d++OsWPH4r777rO7/EZhrq6u6NKlC7p06YJJkybh8uXLWLVqFf73v//hm2++gZOTE6ZMmVKeJhEREVEN5+7uDnd3d5hMJsiyXNXNIaK7kFarveuWjGTfi4iIiIiIqHorV6Cte/fumDZtGtq0aVOhkwcFBWHq1KmYOHEi/ve//8HFxaVC9REREVHNp9Vqy/QjMxFRTcC+FxEREdVEiiwDigKIIsS7bCAU2de7d28AwObNm61py5cvx5tvvolZs2Zh+PDhJeYlupuVK9D2zTffVGojnJ2d8fTTT1dqnURERERERHc79r2IiIioplBkGYIgIC8pGTf2xkDOyYHk7Iw6XTpB5+0NFajyoFvv3r3LvF3BDz/8gC5dutikxcTE4LHHHgMAzJ07FwMGDKhQe+bNm4f58+cDACZMmIDXX3/dbr5PPvnE+r1x6tSpmDZtWoXOe+nSJfz000/YvXs3rl69iuzsbLi5uSE8PBxdu3bFsGHDEBgYWKFzVJTZbMaqVauwbt06nDhxAmlpadDr9QgNDUX37t0xevToYtu4cuVK67389ddf0bp1a7v5Ct7///73v3jooYeK5JkxYwaWLl1q9/VAtUe5Am1ERERERERERERERGWhmEzIPHMWl35ZirQjRwFVtR47/00kPFq3QvDDY2BoGA6xClcweeKJJ5CRkVHs8dOnT2P9+vVwcXFBQEBAkeNRUVEA8vcGjo6OrnCgzUKj0eC3337Dyy+/DI3G9id9S8BJo9HAbDZX+FyLFy/G7NmzYTab0bZtWwwePBgGgwGpqak4duwY5s+fjy+//BI///yzTYDqu+++q/C5yyouLg6TJ0/GyZMn4ePjg3vvvRf+/v7Izs7GiRMn8PXXXyMyMhJr1qyxu6dxVFQUBEGAqqqIjo4uNtBW0Ny5c9G/f3+usEN2MdBGRERERERERERERLeFYjIhaftOnJ63IH+5yMJUFWmHj+Do0WNo9PxU+HS7t8qCbePGjSv2WEpKCkaMGAEA+OCDDxAUFGRzPDMzE+vXr0eTJk3g4+ODnTt3Ij4+Hv7+/hVuV48ePbBlyxZs3boVffv2tTm2bds2XL9+Hb17967wUoxLlizBhx9+iPr162Pu3Llo1apVkTznz5/H559/jqysLJv04ODgCp27rDIzMzFx4kScP38eEydOxAsvvACdTmeT5+LFi5g1axays7OLlL9w4QJiYmLQu3dvnDt3Dr///jvefPNNODk5FXvO4OBgXLp0CUuWLMHjjz9e6ddEdz+xqhtARERERERERERERDWPIsvIPHO2+CCbTWYFpz+bj8wzZ/P3cKtGzGYzXnjhBcTFxWHSpEl2Z6qtWbMGOTk5GDp0KIYMGQJFUbB8+fJKOX+/fv3g7u5unTFXUHR0NDw8PPDAAw8UWz45ORkffvgh+vfvj9atW6Nz584YNWoUvv32W2uetLQ0fPLJJ9DpdPj666/tBtkAICwsDJ9++ik6depkk967d2/r3mu3U2RkJM6fP4/BgwfjtddeKxJkA4CQkBB8+eWXCA8PL3IsOjoaAKzPU0ZGBtatW1fiOcePHw8PDw8sXLgQmZmZlXMhVKNUeqBt37591nVLiYiIiIiI6PZg34uIiIiqO0EQcOmXpaUH2SwUBZeXLINwe5vlsI8++gi7d+9Gjx498OKLL9rNExUVBUmSMGjQIPTr1w8uLi5Yvnw51ALLZJaXXq/HwIEDsX37diQlJVnTk5KSsG3bNgwcOBB6vd5u2XPnzmHIkCFYvHgx6tSpg8cffxwPPfQQnJycsGjRImu+9evXIzMzExEREWjQoEGpbSq8hOWdYgmUTZkypdS8hYNwsixjxYoV8PDwQK9evTBkyBDrMp8l8fDwwNNPP43k5GRERkaWv/FUY1V6oC0mJgYLFiyo7GqJiIiIiIioAPa9iIiIqLrLS0rO35PNAamHj8B448ZtapHjVq5ciR9++AEhISGYM2cORLHoT+qnTp3C0aNH0bVrV9StWxfOzs7o168frly5gt27d1dKO0aOHAmz2YyVK1fatM1sNmPkyJHFlnv11Vdx/fp1zJw5Ez///DNeffVVzJgxAz/++CN+++03a76DBw8CALp06VIp7b0d4uLicO3aNfj5+SE0NNTh8pZlNiMiIqDT6RAYGIiOHTsiJiYGFy9eLLHsE088AX9/fyxevNgm2EkEcOlIIiIiIiIiIiIiIqpkiizjxt4YwNEZXaqK5D0x1WL5yKNHj2LGjBlwcXHBggUL4O7ubjefZUnHoUOHWtMsj+0t91geLVu2RJMmTWyWo1y+fDmaNm2KFi1a2C1z5MgRHDt2DJ06dcLo0aOLHPfz87M+tgSP6tWrVyRfbGws5s2bZ/Pfxo0bK3pJDrO0sWC7HWHveRoyZAhUVS11Vpter8e0adOQnZ3NVSWoiDLN73zzzTfLXOGpU6fK3RgiIiIiIqLajH0vIiIiqjEUBXJOTrmKyjk5+ctNSlIlN6rskpKSMHXqVBiNRsybNw+NGjWym89oNOK3336Dq6urzT5pXbp0gb+/P/7880+kpaXBw8Ojwm0aMWIEPvjgA+vss7Nnz+Ltt98uNv+RI0cAAN26davQeWNjY4sEl4YNG4a+fftWqN476fr169i2bRtCQkLQvn17a/qAAQPw3nvvYcWKFXj++echlfCaGzZsGBYvXoxff/0V48ePR0hIyJ1oOt0FyhRoW7FiBQRBKPN6soJQ3VbRJSIiIiIiqv7Y9yIiIqIaQxQhOTuXq6jk7AzYWaLxTjGZTJg+fTquXbuGyZMn2wTQCtu4cSNSU1MxfPhwODk5WdNFUcSgQYPw1VdfYc2aNXj00Ucr3K7Bgwfjk08+sc6+0mq1GDRoULH5MzIyAAC+vr6l1u3j4wMASExMLHJs+PDhGD58OADg0KFDGDNmjMNtrwyWNiYkJDhcdsWKFTCbzRg8eLBNusFgQJ8+ffD7779j+/btuP/++4utQxRFvPTSS3juuecwZ84cfPbZZw63g2qmMgXafHx80LJlS3z++eel5l20aBG++OKLCjeMiIiIiIiotmHfi4iIiGoKUZLg3bkTzn8T6djykYKAOl06QazC2WwzZ87E/v370atXL0yfPr3EvJblCJcvX26zrGPhPJURaPPy8kKfPn3wxx9/AAD69u0LLy+vYvNblrosS2CqXbt2WL58Ofbs2VPinm9VKTAwEL6+voiPj8eFCxcc2qfNEpy0LH1pT1RUVImBNgDo3bs3OnbsiHXr1llnDBKVKdDWsmVLnDhxAjqdrvQKNWWqkoiIiIiIiAph34uIiIhqEn0db3i0boW0w2UPSHi2aQ2dt/dtbFXJli5diqVLlyIsLAyzZ88ucQWBuLg47Nq1Cz4+PsUGaHbv3o0TJ07gxIkTaN68eYXbN2LECKxbt876uCStWrUCAOzcuRPPPfdciXn79++PDz/8EOvWrcOUKVMcCmLdSSNHjsSCBQuwcOFCfPTRRyXmNRqN0Ol02LdvHy5cuIDg4GB07tzZbt7Nmzdj69atSE5ORp06dUqs99VXX8WYMWMwe/bsanuf6M4qU8+sRYsW2Lp1KxITE+1uhliQm5sb/P39K6VxREREREREtQn7XkRERFSTqACCHx6Do0eP5e+5VhpRRNDY0VABVMUC2QcOHMDMmTNhMBiwYMECGAyGEvMvX74ciqJgzJgxxc58W7p0KWbMmIGoqCjMmDGjwm3s3r07FixYAKD0vddat26NVq1aISYmBsuWLcPo0aNtjickJFiXlfTw8MBrr72Gf/3rX3j66afx6aefomXLlkXqTE9Pr/A1VMSECRPwxx9/YOXKlfD19cXUqVOLDFK7fPkyZs2ahWnTpqFZs2bWWYfPPvtsscHJOXPmYNGiRVi5ciUmTpxYYhvatm2LBx54AH/++Sfi4+Mr58LorlamQNvEiRMxfPjwEqehWjz22GN47LHHKtwwIiIiIiKi2oZ9LyIiIqpJREmCoWE4Gj0/Fac/m19ysE0U0ej5qTA0DK+SZSMzMzMxffp0mEwmtGvXzro8Y3E6duyI5cuXQxAEDBs2rNh8Dz74ID744AOsXr0ar7/+OvR6fYXaKYoi+vbtW+b8s2fPxuOPP453330Xq1atQtu2bZGXl4czZ84gNjYWe/bsseYdO3YssrOzMXv2bIwYMQLt2rVDixYtYDAYkJKSgvPnzyMmJgZarRatW7eu0HWUl8FgwLfffovJkydj0aJFWL58Obp16wY/Pz/k5OQgNjYWBw4cgCRJeP3115GZmYl169bBxcUFERERxdY7bNgwLFq0CFFRUaUG2gDgpZdewubNm3Hp0qXKvDy6S5Up0Obi4gIXF5fb3RYiIiIiIqJajX0vIiIiqmlErRY+3e6Fk68vLi9ZhtTDR2z3bBMEeLZpjaCxo2Fo2BCitmqWx05NTcX169cBAHv37sXevXtLzN+uXTtcvXoVnTt3RlBQULH53Nzc8MADD2D16tXYsGEDBg0aVKntLk1oaChWrFiBRYsWYcuWLfj+++/h6uqKkJAQu8tJTpgwAX369MFPP/2E3bt3Y+XKlcjNzYXBYEB4eDimTJmC4cOHIzAw8I5eR0GBgYGIiorCb7/9hrVr12LHjh1IS0uDTqdDaGgonnrqKYwdOxb+/v5YunQpcnJyMGzYMLi6uhZbZ1hYGNq3b48DBw7gwIEDaN++fYltaNCgAUaOHImlS5dW9uXRXUhQVUd2oqSaqE+fPgCATZs2VXFLiIiouuNnBhERUfnxc5SIiMqiqj4vcnNzcf78eYSFhcHJyanS61dkGQIA440bSN4TAzknB5KzM+p06QSdtzdUoEpmshER2ePI30SxIicymUwYNGgQNm/eXJFqiIiIiIiIqATsexEREdHdTpQkCJIEfd268BvQH4FDB8NvQH/o69aFIEkMshHRXatC83BVVcXp06erfANEIiIiIiKimox9LyIiIqpJREkCGFgjohqiaha8JSIiIiIiIiIiIiKqRWJjY7Fx48ZS8wUGBmL48OF3oEVVj/eEagIG2oiIiIiIiIiIiIiIbrPY2FjMnz+/1HydO3euNUEl3hOqCRhoIyIiIiIiIiIiIiK6zYYPH85gUSG8J1QTiFXdACIiIiIiIiIiIiIiIqK7EQNtREREREREREREREREROXAQBsREVU7qqraPDYrZsiKbPc4ERERERERERERUVXhHm1ERFStqKoKs6xCEgFZNSM5Ow15ch4up8WhcZ0weDl5Q1ZUSKIArUaCLCuQJI4bISIiIiIiIqoMHNxKROTY30L+MklERNVGfpBNweyf9uGrlUchChI89Z4I9ghAl8AO8NJ743JCOl79fDtOXrwBo1mGSVas5YiIiIiIiIiofLRaLQRBQFZWVlU3hYioymVlZUEQBGi12lLzckYbERFVC5ZgmSQKePPJztZ0SZc/JkSrkQAADQK9MO+VXtYyl6+n45cN/+C5Ea3g7KSDVsMxJERERERERESOkiQJHh4euH79OvLy8uDu7g6NRgNBEKq6aUREd4SqqjCbzUhPT0d6ejo8PT0hSVKp5SoUaNPpdNi0aRO8vLwqUg0REdVSqqpCVlRoJBGCIGDeskN46ZEOiIt8DebMFIh6F9R/eg4E0f4HmiAICPb3wOtPdipQnwJJZLCNiIhqFva9iIiI6E7w8/ODs7MzEhMTkZ6eXtXNISKqEpIkwd/fHx4eHmXKX+EZbYGBgRWtgoiIaiFLkC0j2whXJw0AAQPuDQMAmDNTIGfcAAAIooS4yNegmPIgaPXF1ie5eMB/7NvYsPsC+nUJYbCNiIhqHPa9iIiI6HYTBAGenp7w8PCALMswm81V3SQiojtKo9FAkiSHZvNy6UiqMRRFhSgKMJplSCJwIfUKso3ZcNG5IMQzEIosQKeVoCgKRP4AT1SlLEG22f/bD1EEXhjbHtm5RjQIcLebXzHllTizraABXcOgKApnthERERERERGVkyAI0Gg00Gj48zERUWn4l5JqBEVRYTTLmPPzAQzsHor6/npE7l+C5JxUeDi54eWuzyEpScbyLWfw8iMdoNeBwTaiKlIwyPba4x2s70Wd1rnYMoJWb53ZZs5MKbF+jcELgRM+xskLN9AwyBMaie91IiIiIiIiIiIiuj0qLdBmNBqRlJQErVaLunXr2hzLysrC/PnzsXPnToiiiPvvvx/PPvssnJycKuv0VItZgmw6jYi3xnW2pr//wOs2+eq5Ac3DfADk/9DPmW1EVUMQBHy35hgysowQRRFX//cv+D8yo0yz1QouKVmaRkGekBhkIyKiGoh9LyIiIiIiouqj0gJtv/76K9577z0MHToUs2bNsjn2zDPPYP/+/VBVFQBw6tQp7N+/Hz/88IND61wSFaaqKsyygk9+3Id3J97j0GyXPJMMnUaAKPI1SHQnmWUFj0Y0RWpGHgBAMeZYZ6upAOpP+LhIGcmlbBuPFrQv/jDa+beETtJWtMlERETVCvteRERERERE1UelDfXfsWMHAGDQoEE26Zs2bcK+ffsgCAIGDRqEUaNGQaPRYN++fVi1alVlnZ5qKUEQoJFE1Pd1A3BrtktJ/1kCcTqNxCAb0R1g+aHPaJYBALJihlYjwsvddmS9OTMFcqFAuah3gaqq8B/7tsPn3R93BAL4HiciopqHfS8iIiIiIqLqo9ICbefOnQMAtGjRwiZ9zZo1EAQBTz/9ND755BPMnDkTb731FlRVxerVqyvr9FSLmRUTHh/Q1OFyebLxNrSGiAqy7Mf25fLDSE7NRlpOFkRBA1EUodfmLxWprVMfAKCrFwqNdwAAQOMdAJ1/OHR+4RAEAfFL3nf43EbFDJEj94mIqAZi34uIiIiIiKj6qLRA240bN+Dk5AQPD9vlvfbs2QMAGDlypDVtyJAhAPKXMSGqCFVV8ffl/fj+0DKHy+65cgCyIt+GVhERcCvIJgrAs8PbwN/HDR7OrtBqRIiCYF2+ynfIdACA/9i3EfDovwEAAY/+G/UnfGw9JmenOXx+N50LZFWpnIshIiKqRtj3IiIiIiIiqj4qbY+2nJwc6PV6m7QrV67gxo0bCAgIQFBQkDXdxcUF7u7uSE1NrazTUy0lqzLS8zIRE3cEEzs87FDZLGM2ZFWBBOk2tY6o9rIE2eb+cgCvPNbRof0TgfxlYVVFxtWf/4PAx/6vXG0Y0jQCklBp40mIiIiqDfa9iIiIiIiIqo9KC7R5eHjgxo0bSE9Ph7u7OwBg9+7dAIB27doVyW82m+Hq6lpZp6daSoAAnaSFh5Obw2X93epB5P5NRLeFquYH2yQpP9Bl2T+xLOL+9y+IGh38x74NUaMDAEgu+SP2JYOX7XlMRii5mXbrcRENgMr3OBER1TzsexEREREREVUflRZoa968OXbs2IGoqChMmDABiqIgKioKgiCgS5cuNnlv3LiB7OxshIeHV9bpqZaSRAmtfZuinV8rh8u2qNcEgiBAUfJn3mg1nPlCVFlUqDh6+jpeGFv0x77SBDwyA4KYP9PUf+zbNv+vf3PGm/U8ioyLn06wG2xLyzbCR+vEOatERFTjsO9FRERERERUfVRaoG3YsGHYvn07/vvf/+Lvv//GjRs3cOLECbi6uiIiIsIm7759+wCAnT2qFHVd6uKfyzfgW8ykNtHJAEGrs/7bMiMmz2SCpJOwcttpNAj0RMtwnyLBNrOsQCOJMMomCMhfzk5RFWhEDRQFgApoGKCjWkyWFagqIEkCTLIJkighf64p0L6ZX7nqFETJoaUmNV6+kDN1NukA4OPhzAA6ERHVSOx7ERERERERVR+VFmh78MEHsX37dqxYsQI7duwAAOj1evzf//2fdTkTiz/++MPuaEsiR1n2gfoy+hjmvdKryHHRyYCQFyOts2MKcnfOXz5nRO/G1rpMZsX6w7yiqDgXl4awAHfsvLQPB+KPwqyY4enkgdEtBkELJ+SZZHgY9NBI/DGfah9ZUZBrlGE0ydDqFOyNO4je4d0w/9eDmDqqHeIiX4OKorPQysKRpSbt1a+qnKVKREQ1F/teRERERERE1UelBdoAYNasWRg5ciQOHjwId3d3dO3a1WYjbgAwGo1wc3PD0KFD0bNnz8o8PdVCgiBAEgVMHdUWwK2ZLBaSwatMs2MsM2OOnb2OluE+EEUByzaewoY9F/H4gKbo0qotdl3ej8vpVzGu7b0QVS0++D4GeSYz3h7XGe4MtlEtYjLLAAQYTTJmfbcXeSYZbzzZAa19m8NoktG/SygAQL1D7bkS+RrkzBRIBi/Un/AxjCYZOi0XjCQiopqNfS8iIiIiIqLqoVIDbQDQoUMHdOjQodjjOp0OM2fOrOzTUi2m1UhoEOgOVVURWMzMmbLOjskzyQCA1X+dxeg+jfFwv6bWY2/dN9Um7weTu1kfq6pqXWaSqCYzmWVk55ohiQJcnDR477luBY7mzxJtFJwf8C7PTLbykAu9vzOzjPBw00Pi+5GIiGo49r2IiIiIiIiqXqUH2oiqglYjwWSWcT0lB351XJFrzoVJVpCcYkSDAK/SK7ipfdN6OB+XhpV/ncXQ+xs6tk+UJFT0MqiaMZllaDUSzLKMPDkPCZlJUFQF3s6e8HT2AFRAUdVaE2A1mmSkZOTC19sVP6w9gScGNC/1PWKZZXY7WfZdtMxoZZCNiIiIiIiIiIiI7pRy/RL5zTffIDc3t1IbcvToUWzbtq1S66TaRauRUM/LBaIowEXnjHl7voXOxehQHb8eW4Xw+h4Y0ashgFsz4Ur6zxJkMJrNlX5NVHGKcmsBQ1mRYZRNMMkmqKpa5LiFWVZgMss4fzUdH/0YA5NZwZ4rh/DJzi8Rl56A1Nx0qKqKH9fGYtPeSzDLyh27nqpiNMm4lpQFHw9nAMATA5oDKMN7pJRAdWWoP+FjhEz/GoETPoaqqgyyERFRjcK+FxERERERUfVWrl8jZ8+ejb59++K7775Denp6hRqwb98+PPPMMxg9ejSOHj1aoboq2+7du/HMM8/gnnvuQevWrREREYG5c+ciOzu73HWuX78ejz/+ODp16oS2bdtiyJAh+Pbbb2EymUosl5ycjPfeew99+vRBq1at0K1bN7zwwguIjY0td1tqIo3m1kv6Sno8Ptv9jUPlt1+KgVk1o1/XYIfPLXBC2x1hMucHtcyyGUbZBLM1eJYf6DSbbwW9FEWFSVYgKwryzEZsOrcTK2PXY82pTTidfP7mMogma50AICsqjKb8IFt4oAdef7wTnPVa9G5wLxYO+gD3hXVBA+9gSKKIJwc2R/+uodBIojVwVxOZzQq0GhH7TyZAkkTERb6GK5GvOVSHxuAFyc27xP8K77HoiGPnkiDLCgS+EYmIqIapDX0v9ruqlsksw2SW7X6fLZimqqr1P3vHC+crri7LcVlRoMhKmeory7GC3+mp4vJfF0qx911RVcgFBhzKsgJFVaGYzcWWMd98vmVZLtfzXpbHZTleXP78vairnr33pKP3qyzvzbLel+p+v4iIiKqDci0d+cwzz+D777/HRx99hDlz5uD+++/HwIED0bFjR9SpU6fEsiaTCbGxsdi8eTPWrFmDuLg4qKqK1q1bo2/fvuW6iNvhxx9/xPvvvw9VVeHn5wd/f3+cOXMGCxcuxIYNG/Dzzz/D09PToTo/+ugjREZGAgCCg4Ph7OyM06dP4+OPP8aWLVsQGRkJnU5XpNzFixfxyCOPICkpCS4uLmjUqBGuXbuGtWvXYuPGjfjss8/Qp0+fyrjsu4YsK9ZZK8abs5MEQYBGlCAKIhRFhY+LN/wMdR2q19PJHaIgYEXsOoxuOcihsjdyUlHHxQtmxQy9pINZMUOABFUFtBrOsKkMJrOMC/HpCA/0xLmUy1hzaiNyzDlw1jhjYOPeaFSnAc5fTUNogDskUYTJrODj/8XA3UWPyaNaIy03HZvP7YSH3g1d63fC6csp+HzpYTw9pAVaN6oHURSQnpmHhBvZiFxzHB9P7eHQ8qEFX5c1hcms4Pi5JLRu6INhvRoBQKn3oyDVZISqyMXun1gkvyJDECWH2qiqKpqFeNe4e09ERATU/L4X+11Vy2SWEXv+BiRJQIsGPjbffS3fca9EvgYBsPk+Fxf5GlTkryxgr4wlT+H0hFWfw3fI9Pxzm2RoJRGiIJRa37pd5xHRNczusfgl78N/7NvIzMqFwVXPvlclMJllXLiajrTMPHRs7mf3vv++4xx6tguEq5MWAJCVa8L63RcxoldDCDef08JlBAFYtvEfDOkZDid9fh7RxQP+Y98u8fVS+PVR3OOSXrvxS96HMfGCdWl7u/kTM1C/nhu0Gsf6I5XJZJZx8mIKfL1dUM/LxaHrtdwvy3uiuPdmwfuSsOpz5F48WuJ9Aey/ny8nZCDIt2rvFxERUXVRrkDbiy++iEceeQRz5szBmjVrsGHDBvz5558AAH9/fzRp0gTe3t7w8PCATqdDeno60tLScPnyZZw8edI6ilBVVQQHB+P555/HwIEDK++qKujYsWP44IMPAAD/+c9/MHr0aAiCgISEBDz33HM4fvw43n33XcybN6/Mdf7555/WDt3cuXOtHbSzZ89i0qRJiImJwZw5c/DGG2/YlFNVFc8//zySkpLQo0cPfPrpp3Bzc4PZbMaCBQvwxRdf4JVXXsH69etRr169yrsJ1ZhZVpCTa4arsxYZxkxsOrcDmcYs6CUdOgS2RqhHMDKyjXi9+xQ4aYt2oEvyr/tfgqBKSMq44XC7JEHE/w4vxx//bEYzn4Z4o8c0/HXgEup6uqBVQx92+CrIZJZx7GwyFkQdQtvGdfHs8Nbwd6uHbRd2o2dIZ4R7h+LLFYdx4GQi3n+uGzwNTtBqBLw74R5rHaNaPoRRLR+y/tvPHfjyjfz3oqqoyMo1wdNNDy93J3w8tQeAW0sjloWiqqhJXQxFUZGda8IX0Ufw1Zt9rR02h+rIzcSVr19C0DOfWTu3JdF6+yPgsf84dI5ryVmo5+XiUBkiIqK7RU3ue7HfVbVMZhn/XEzBvF8PwctNj4+n9bT73dfeUuAFB14V933ZXrqSk2F9nJtngsZFX6b6UtJziz0mZ6cBADQaICMrD24MtlWIZXDjB9/HwNtdj47N/eze900xl7DrSDzefaoLjCYF//fNbiSn5UISBQzv1chumd+2n4XRLEOnze81mTNTrP2nkl4vhV8fxT0u6bUrZ6fZHLeX/9eNpzGiTyMEV1HwyGSWcfpyKq4mZqBhoKe1nRalXa/lflneE8W9NwveFyUno9T7Ulz6VyuPYdLQlgy2ERERoZyBNgDw9fXFRx99hJdeegnLli1DdHQ0rl27hqtXr+Lq1at2l++yTDfXaDS47777MGbMGPTo0aPaLfX1xRdfQFEUDB06FGPGjLGm+/r6Ys6cORgwYAA2bNiAkydPomnTpmWqc/78+QCAp59+2mYUZHh4ON577z2MGzcOP/30EyZNmgRvb2/r8U2bNiE2NhZubm7473//Czc3NwD59/D5559HTEwMYmJiEBkZWaSzWBOZZQUZWUZ88N1eNAryxMQhLRHmFYzN53aioXco6rsFYteRqzj0z3VMHtkGv+04h2H3NSxz/TqNDpeupWNCx0ccbpuXsxcae4fhql8LPH/PROw6Eo8lf56CJIp4fkw7NA31ZoevnCxBttYNffDN2/2s6Q+3HoKHWw+x/nvyiLbWx4qiQBRFh2akXU/NhsHF02akoCOEcjy9ZrMCFSogqNBKGpgVMyRBsl6DJElQFBWieOf/ToqiABcnLZ4e2gLArQ6bo5S8bGv50oKW0s3lI8uyjKQlT11PF85mIyKiGq2m9r3Y76o6liBb0zBvfP3WA1XSBk835zIvv/5w/2al5jG4OEEQBOsykux7Oc4yk+2D72Pwzdt9IYnF38NPX7wfQP7fmvci9+DjaT1KzA8AQ3uGV6u/QYW99kQnyIqCC/HpdzzYZgmyNQ3xQvOwkmcrVxcfTukOIH/AqcksM9hGRES1WrkDbRa+vr6YNm0apk2bhn/++QcxMTE4cuQIEhMTcePGDeTl5cHT0xPe3t5o2LAhOnbsiPbt28NgMFRG+ytdVlYWtm/fDgAYPXp0keOhoaG455578Pfff2PdunVl6vBduHABJ0+eBACbDqRF165dERISgosXL2LTpk0YNWqU9djatWsBABEREfDw8ChSdvTo0YiJicHatWtrRIevJJYgm4dBh0+m97Smt/NvgXb+Laz/7tGuPnq0qw8AGNy9gUPn+O2vMxh2fyNk55gArWPtk0QB94Z0xL0hHQEAvTuGoHfHEOtxdvjKJ38tfxXfrDqGBa/1dihwBjg2Iy3Y191appytdSi32axgx5E4eLk5ITjQCf/ZOgdxGdcgQMD49mPQJ6w7vvvtGB6NaAqdRrrjwTZFVXAx/RKahvnesXOqpjyoqlr2pSZVFZJUfTvrRERElakm9b3Y76paGknEiQs30CLcB5/+/Q0MOhc8XcxgQ43Bq8i3XKeQVtbHWp8gaL0DILq4QXL1Rkm03v7Wx+dvXEKYd/7e2Dq/BlBK+A7+1/k96BnWxTooSzUZrcckl/znSxAELD26GmNaDYJWI0BRVYjVOKhTHUmiiKNnk+Bp0EESRSzY8x2mdBlnN++svxYAAN7sOQU+Hk6QRNEmrSBRn7/6hCAIWHJkFbydvdCvUU/o6oVCcnG7lc/JAEGrsz7PLo07AQA03gEQNfmr1ejqhd5qr8ELJT3DunqhwM3gnz6wKQSds7Uee1acWIdhzSNwJTEDYf5F/w7cThpJROyFG2geVgef/v0NPJ3cMb79aJtrL+56LffX+eb9cm7YscRz6es3hSDl/+DhHN4eoqsnJL1ziWWkAgMhLedbemQ1ZNWMR9oMs95nIiKi2qrCgbaCGjdujMaNG+PRRx+tzGrvqNjYWBiNRuh0OrRu3dpung4dOuDvv//G4cOHy1TnoUOHAABBQUHw9bX/g3WHDh1w8eJFHD582KbDZzlHx472vyhZ0q9du4aEhIRi668JREHAJ//bjw8md7MGW0S9CwSt3m5+6eZa70Dps2Msx4fdn78HlYuzg1E25K9zbm9ZFUv9gRM+hig4Foih/M6YRhLw/Ni2ABwLnN1pGjH/T6pJNgOqCEAtdlSf2axg17F4/PD7CUiSiOlj2+CNHtPw89HlaFmvCe4L7YrPlh7EsbPJuJKYgdef6HTHg21mRcbBq8eRnrcbEzuMvSPnVPKyIQgCrkS+BsD+rEJVVXFtxRz4D38ZZ66kISzAHRoG24iIqJa52/te7HdVvVF9GgMAXrz3KQD5e+UWDGAVt9euqqrWfdZUVYX/w+8WmaVUXF0+/SZY08K8g617bfuPfrPEcj3DugC49d1QVWRcXjgNqiLbLG0+ptUga7v47dBxggAM79UIw2/uzTylyzgodp4TRZGtwTRVVfHCwx0A3AqwFSwjOhlQ/+k51vJjWg22vl4sz52qyBAkLYKnfmndr1lVVXi0z1/NJODRf1tnKxZ8vgu+Huy9bgrmrdt/gvX1Vlz+Yc0jAAD3tQuytuFOzsAbcfO+v9B1ovW8lmsH7F9vwfvrefN+1ek5uthrFEQJvsNestbp2WnArTwllCnYL1MVGaoiY0zrW/vai6Jwx+8XERFRdVKpgbaa4Pz58wCAgIAAaLX2gy3BwcE2eUtz4cIFm3JlrdNoNCIuLq7Esv7+/tBqtTCZTDh37lyN6PAVxywreGxAk/zHmSlQTUbUL/BFvDhlnR1T8Euh5ctkZVBNRusMKRUKAI70ctSVjDgY3J1uW/2WEXlpmXnw9nC2GSWpqxcKucDIWSUvy3pMNRmh5GZa//36hg/g7eSJyZ3H4cKVbHi7O6Get7NNsM1kViAA2HUsHve28kePtoE2bbH80AEArzx664ceRVHy9zO4k8E2VYVRNuLA1aN3LNBmUTBoXTCIbdmkG8b8fToaBLqXukQNERERVT/sd1UtQRCKrBRR+LutkpuJi59OgFBg32vLAMIrka9BAKz9rIrWZfmu50g5VTYVOVbwODmurK+LSzfvu+W7eUllBK0OgighLvI1iDcHw9rLXzCfZRn/go8t+0XbW+HE0debOSWhzPnvFMu9t3ftZb2/ZXkParx87dZZUhl79+Xyohds+sZ83xERUW3HQFshaWn5exDZWy7EwnLMkrcy60xPT7emZWZmQlGUEssKggB3d3ckJyfblC2s4P4EhcXHx8Pf37/Y49WFDBPq+Nz6Qb24L5SFiXoX6PzC4TtkOuKXvF/sPlOqKQ9KXrbNF0RH9okqbj8vVZFx5euX8tvM0V0OMysyTlw/g23nduHjiLdLL+CggiMAvT2ci4ySLPi4sPzn9mVrx8NT74Fx7cbiwtVMfL7sMJz1Grz5ZGf4eDpBq5FgMivIyM6Dp5sTLidkQGob6NBSmCnp2fDxdLljgTZBEOGmN2BAo94ltq00ZclTEtnOLEb/sW/fDI5XqGoiIiKqIjW13wXcPX2vsqwUoeRmArlF0wuv5FHRukoqW1y50o5R+ZTnuSxLGXNmCqQS8ktab+uxgmUsLP34sq5wUtLrrWAwqbT8d1Jx117W+1uW503O1JU5v6WMvfui5GVV25VmiIiIqgIDbYXk5eUBQLGjKgFAp9PZ5K3MOnNzb32DKVi/5XhZy9ZE/ySfwy9HVuHDfm/apJf2BVHOuGFdXtKYeKHMXwYd2ifqZjBNycu2SbcESCznzzXlwfXm7CkqG1VVYZJNSDcW7QxVhuJGTpYWvK3/9BwIooSgZ+Za09+8L3+pFF832Gwqr6oqjCYZNzJyUdfTGaIg4JH++fuMOLIUpoeb5o4ukaiVNOgT1g16je3yrBqDFxRTnt2lhIqjqipEnTMkt5L37XA0KCcKnM1GRER0N2K/i4iIiIiIagoG2grR6/N/UDaZTMXmMRqNNnkrs04np1vL4xWs33K8rGUL27RpU7HHShpxWZ3kmHKRmlvy6FF7RCeDdYNsqZQf8QuuR26ZfWYyy1AgI8OYCS8nT/y66TTGPtCkxCVOisMZbY6TRBGeTu7oGdL5tp7H0RGDZZlNCdwKtqZm5mHWd3vx2Uu9bIJ6jvjjzCYMbvoAdFLxPwBVNmetMxatPILnhreB6mhw7eaMPwCo//R/EfDY/5W5nGX5mOJYlo5RFPWO7ltHRERElaOm9ruAmtH3IiIiIiKismOgrZCyLE9SliVJCnJ3dy9znZa8AGAwGCCKIhRFKbasqqrWpUsKlq2JDDpX1Hf3c6iM6GRAyIuR1v3WSgtsFFzmEQDyzEboNToAEvQab5gVGaP65G9QXNoSJ/Y4acv2IwHdIgoi7g3uCLEa7m3nyGw0WVYgy6q1XHlcy0i8ozO4ZEVFrtGMy9fyg8hKXrbdfTAKsuzTUHjvgytfv4SgZz5DwqrPy7SMq6DVWWe3FQyQW9IsZVVVBbjVPRER0V2H/a6qV3glAXuDB0UnQ5H9mYD872cFv4FVtK7ylLN3zF5byDGOPJeW564sZTQGL4g3B8Day18wn2rnsVRM2dLaWPi6JIOXw6+zO6W4ay/r/S0tj+hkKPY5K6mMvfsi6l1LPD8REVFtw0BbIaGhoQCAq1evwmQy2V125NKlSzZ5SxMWFgYAuHjxYrF57NWp0+kQEBCAK1eu4NKlS2jfvn2RcvHx8dYRm5bz1FRNfMLxwj2THCpT1n3cgKLLPAKARpSsj1VVxd+X9uFGTiqGNuvvWONvUlSFS92Vg0bQ4MsVhzF5RNuqbopDCnZkPA0avD2+I4DSZ1YWp41v80prW1lIogAnrYS3xncCkP8eKe19ZPnBpfDeB5ZlVc0ZyUX2wSuJqqpFAuT5M97yl3iSJL6fiIiI7kbsd1Ute8vkq4qMi59OsH6HKzxosWBZy/ez/EFPqJS6HCqnyBAkLYKnflnkWMF2cUURx9h7XSiKjEuFnpPgFyMh3rzvpZVRTUabVTGKe+1dXjit2HyW/kNx2zs4+npzJP+deg0Vvt7S7tfFYu6vvTyA7TVW+D4qMuo//d8qvV9ERETVDQNthTRr1gxarRZGoxFHjhxBhw4diuTZv38/AKBt27ZlqrNNmzYAgCtXriAhIQG+vr5lrrNt27a4cuUK9u3bh6FDhxYpt2/fPgCAn58f/Pwcm+11txFUEQdik9CzXZDDZR2ZeVTorNZHsqogIy8TfcN6lKOefBqRbzlHKYoKWVGQllH8Mj4lKW1kXXmDXqUp3ClxdnKC881lhhxdMtKirmtdKKpaesZKJEkinHUah/csLDgq1eaYMQeCIODI6UQ0D/OBChW/7zyPQd0bWINmBWe7qaa8InsfFlxWUpYVBtuIiIjuQux3VS2zrOBCfDoaBXnh07+/gUHngqc7PpL/HevmFnT29jIG8oNXCas+BwD4DpmOqz//B1BkiC5ukFy9Ubf/BAiiZLeupA2R8Ok3AQBw/sYlhHkHAwDil82Ckplyc+Bj0XJ/nd+DnmFdrMv3W74PCqJkXVIcAJYeXY0xrQbBLCvQaooG4KhkZllB3PVMfLXiKD6Y3B0L9nyHKV3GFXlORFHCrL8WAADe7DkF3685jicfamGTZimj5GZaV7cAgKVHf4O3sxf6NeqJ+CXvQ3JxQ73B06HKJuvqGZZVMtIObIBH+364+tO/IWp08B/7NuKXvA8A8B/7Nq5EvgYBKPZ1E7/kfUAU4T/6TVxfHwnj9YvWeuzlX3FiHYY1j0B8UiZ8PJ3v6GvILCu4dC0d4fW9MHfXt/B0csf49qNtrt3e9Ra8v6kHNsCzfT8k/7UMdXqOtnuNAJCwYg4ESQvfIdORGrMWedfOQdI7w6ffhGLLFNw6Q9S7IOiZz7D0yGrIqhmPtBkGk1nme46IiGo1/upfiMFgQPfu3bFlyxYsW7asSIfvwoUL2L17NwAgIiKiTHWGhYWhcePG+Oeff7B06VJMnz7d5viuXbtw8eJFaLXaImv29+/fH2vWrMG6devw6quvFlk2ZdmyZQ615W4migK2HYwrV6CtvCTx1g/4IgRoJA32xR/B/WH3OFbPzWUuTGYFWg2DAo4QRQEQRLz8WP57sSxLUljyOBIcqmylzaa0dB4dEeoZBJ1UdLT37SZJ4s2AlgCjSQZEBQJEHDyZiF82nMKnL97v8J6FTULqAAKwYNkhHDqdhNSMPIx7qAWA/GUhZTv3rGC9ktYbAJCUnQxft7qVeLVERER0J7DfVbW0Ggmh/u5QVBUv3vtUiXntfZfNvXjU+tiUdNk6qFFy8wb6Tyi2LtONeOvjMO9g6wwY47VzJbahZ1gXALbL91u+DxZcUnxMq0FQVZU/+JeTViMhsK4BTw9tBVlRMKXLuGLzvtlzCoD8+z6idyPIimJNK8wycE5VVYxtPcSabky8YDPwUcnNtAZ5ACD7nxh4tO8H842rNmUs7PUZCiqYNy/uJIzxZ/Nfo8UY1jwCiqre8SAbkH/vg/2KvicLXntx12u5vzn/xMCzfT/knNkH9Bxd7Lnyrpy0Ps45ewA5Zw9AcvO2BsHtsbd1xpjWgwCA7zkiIiIw0GbX5MmTsXXrVqxatQrt27fH6NGjIQgCEhMT8dJLL0FRFPTt2xdNmza1Kde7d28AwGuvvVakAzZ16lRMnz4dX3/9NVq2bGnNe+7cObzzzjsAgEceeQTe3rZf+vr27YsmTZrg1KlTeOWVVzBnzhy4ublBlmXMnz8fMTExcHZ2xoQJxX8hqklefSx/6b2C65XfTmZZgebmbBlRFNGqXlMIquOBMssyFwyylY8oCNBIomOzqm7O/DKbFYiiAFmVcTD+KNLzMqERNegc0AYaUY9/Lt5Ay4a3L1BT/tmURV1LzkZgXbcqeR1ZZo3ptBKA/E5U+6a+SM/Kn7lWcIEQQauz/vBhYd0T4WbQOT45EzqNhGmj2xWZkVZcALLwUiYAYJTN5b4mIiIiqlrsd1UtrUaCySzj1JU0aEQBjYLv7B5LuUYztJIISSp9qbljZ66X+p09IysXzk46/uBfQVqNhPr1DLh0LQNZOUa0DLd/37fsv4TOzf3gpNPAWa9BTq4Z2w/HoV/nkGJXnFBUFVtiLqFHm0Do9dXv56j465nw8brzQTYLy3vydFwavN2dUNfLpUraUVaXrqXB38fA9xwREREYaLOrdevWeOONN/Dhhx9ixowZWLhwIby8vHDmzBkYjUaEhYVh5syZRcrFxcUBALKzs4sc69+/P5588kl8//33eO655xAcHAwXFxecPn0asiyjQ4cOePnll4uUE0URn332GR599FH89ddf6NmzJ8LCwnDt2jUkJydDq9Xik08+sbssyt1OVlRIogBFVWCWzRAFCZJ0+2cpWQIBqqpag2wWdV18cDYuFf5l24/dissoVJwoCFBUFQIAo0mGRiPielYSckx5cNbqUdfVB2azAp1WgqKqEG+uDS9J+cvbiNCgU2BbyKoCEQJkBThy5jq+iDqMb9/pV2XX5cgMvaB6bvkz/KoJjSTi/g5BUBSlTO/Jgnsr1PVywbtf7sScF+53cA9Fnc0o17qG4kekEhERUfXGflfV02okNKx/q3NT8LupdaCUwQuFv4EWHPhor0xxj0VntwLnFiHcHBxXWn2WIJvd9t3svzHIVnkswTbLcDp79/2+dkFQVdUaVHPWa9C/SyigKsWWUVUVvTsFQ1VuPe/izeevpNdL4ddHcY8Lly/42pVcPCC5eVtn0NnLX5VBNgutRkKDQA8UvPdlvV7L/ZJKuKeA7X0Rnd1KvS/FPWaQjYiI6BZBVe/whj93kV27diEyMhJHjhxBdnY2AgICEBERgUmTJsHV1bVI/iZNmgAAZs2aheHDh9utc+3atfj5558RGxsLk8mE4OBgDB48GOPGjbO7AbhFUlISFi5ciC1btiAxMRHu7u7o2LEjnn32WTRv3rxC12lZNmXTpk0VqqcymcwyMrJN8HDV4VpmItx0btCIOuSac+Ck1cFJo0dGTh48XJ1K/JHesjzfxc+fLnVWkeTmjZDpXwPI7wCYFRla6VYsWlVVGE0KXvn8L8x7pZdDdWblGOGs11arIEltZ5YVpGfm4YPv9mL28/fZ7D1R2nNreV5LyldanuI2li6OqqqQFRkaqfqNjzDLCkxmBVBV/H3kKu7vGIQTiadgVmW0rNsEqipCI4k4cyUVOq2IwLoGmBUZF6+lo2mwj0PvJUtey78ZxL7zquNnBhER3d1qS78LqN6fo5ZlHItLK/jTQcE0e2UK5ilcV+Hjhc9RUjlHjlHlKO11Ud4y5Xney/K4LPWX55qqQnmut7T3C1D8+7c872e6farz5wURERVVbX6x3bdvH3bv3o2pU6dWdVOsunbtiq5du5Y5/6lTp0rNM2DAAAwYMMDhtvj4+ODdd9/Fu+++63DZu43JLOP81XT896f9GHxfA/TvEoqL19Kw+LdDmDKmNTyd9Yjechqnr6TizSc63ZbZbYmZSajjkj9TJj/oZoYKFYIoYeqotgAcm4mk00oMslUzGkmEu0GPt8d3KTIjq7Tn1t5oPyB/U2hBq8/Pc3MUoVRMXarJWGSz74L7nFnSLJu7J2RcRz2DT/ku9jbTSCIkUYBZVtGrYzBkVUbTuo0gCWL+QExVgAIFDQI9oKoqVEHB8tjf0Sukm7UO0cmQP1utGFKBUamqyWhNZ5CNiIjIcdWt78V+V/Vg70fzgmmlHS8prWB64eNlPYejx6hyOPIcO1KmPM97WR6X5Xh5rqkqlOd6y/J+Keu/i0srKZ2IiKi2qjaBtpiYGCxYsKDadPaoaliCbOGBHlj0Zl9renigF9577taP8qP6NLY+tjcKC6jYFz83nRty82TodQLiMuJwMP44jLIJPi5e6BF8j8N7hTEYUD1pJBFurjqkZRpxIT4NbRrVA1C259bea8DeqL7S9hsrbiaXpRbL5u51XOpAFKvvHn+CIECryW+1WPijRQBE3HoPmBXgQuplzI3/Gh9HvA1R74L6U78s0+y++hM+hqrIiP/5PwAAk1nh3odEREQOYt+LiIiIiIio8lSbQBuRoijIyjFjzs8H8OUbfRzat8kyE8jyb6BiSxloJS3+L3I3ht7fAOEhHjgYfwyJWcm4J6g9JElEWkYusvNk+NVxhVE24ddja5BlyoaTVo+eIZ0R6hmMK4kZ8PdxZZCtmsuf2aZDm0b18EXUITw3ok3ZCqoK4n/9GFAU+I99Gyu3ncHQ+xpWaL+xwkE5VZGhmvIAALl5ZkiiWKNmRgZ7BgIABK0egig5dO8CHvu/m0FsBtmIiIiIiIiIiIio6tzWQNubb75Z5rxlWf6DajZRFGFw0WJUn3AAgDkzpdR9myzkQnmzcoxwddZZl91zZJlHID/4UnAG3X/6vGKT19PdGZ43H+sFLca2GgKjkoc82YjUnHRcSb8Kfx8/ZGSb4GmoWcGRmkgUBKz9+wL2nUyEJImlBnwswR7/0fl/41RVhebmc+zI67aw+CXvW2ewAYBqyoN4cylKZ6eas8efoioI8wxGnwY9bdIduXcZ2Xlw1muhkWrGPSEiIqoo9r2IiIiIiIiqxm0NtK1YscJms+PScI3n2k1VVVzNiEfX1r4VruvImSR0bRUAc1oiVEUu+zKPigxBlCAIgkOza7QaCVduJOPjnQvhqnXBC/c8jQvxafjvTwfRp1MQRvRqVGOCJDVV/64huJSQDqDsAZ88kxmSIEKjETHg3rAKt8F/7Nt20/P/hioAasbsLa2owbBmD+JifAZ83cpXhxl5EARt5TaMiIjoLsa+FxERERERUdW4rYE2Hx8ftGzZEp9//nmpeRctWoQvvvjidjaHqjmTYsaeK4dw5sYFvNlzSoXq6tgsP1in5GXj8sJpCHpuXpn2fxJEybrkpKMzk8K8g7Bw0Ae3EjyBL9/ok98ORYGigMG2akpWZWw7vxtPDenqYEkVkiQgx2hEbq4ML3dnh0pLN2dRWmZTWpZALXi8/oSPcfif62jVyMfBtlVfZllB/PUczPn5IL4qsBejI1bE/oHH2o6AVEOCj0RERBXFvhcREREREVHVuK2BtpYtW+LEiRPQ6XSlN0TD7eJqO1VVkWvOw8XUKxWuKzEzEYGe/gAAc2oCLn46IX8/LDsswYzTl1IQXt8TqqpAkhzbV61wgKQgy6y3XUeuoktLfwbbqiGNqMHKkxtwNSMRj7cdXuZyeq0WJrOMM5fS8OPaWHw8rWfphQoouCdbwf3YLCyvlAb1PVDGwel3BUkSUd/XgFB/9/x/u3g4XEdaXiYkgUE2IiIiC/a9iIiIiIiIqsZt7WG1aNECW7duRWJiIurVq1diXjc3N/j7+9/O5lA1JwoCDDoXdAhoVeG61EKxLCU3E8gtuUyQvytUVcW2i3vQu8G9Dp2v8B5x9nRu6ccgWzVmlI2IiTvkUKAtNScTV67monlYHYeDbIUJooSgZz4rkq6qKlyctNBINSeoJAoCNJKIVx7rAEVRil0ysyRaUQMVNSj6SEREVEHsexEREREREVWN2/rL7cSJE7Fp0yZ4eXmVmvexxx7D5s2bb2dzqJrTSlrcH9YV49uNqXBd/m4l/7hgT1JWClIy8tAzpEuFz2/PkYQTMMmm21I3VVwdFy9M7jSuxDyikwGSm7d1yUdR0eCHP2IhSSLil7zv8DkTVn2OK5GvWcsaTWYcij8Bo9mMXUfikZ6VB1lRa1SQzcISbDPLKuISMxwu386/BZSaNM2PiIiogtj3IiIiIiIiqhq3dUabi4sLXFxcbucpqIbx0Lvjx7WxeHJgc4fKSQYvqCaj9d9mWYWjsQknuOH/vtmNRyKaoGvLAMcKl8EfpzajnX/LSq+XKs4omzC981NQTcUvtSQ6GRDyYqTNXn/urk74eFoPAICcnebweX2HTLc+VlUVGklCa79mUFQZnVv4QgVqZJDNQhQEiALg4aZ3uGyX+h1q9L0hIiJyFPteREREREREVYOL81O1oSgKMnPMOHw6EYBjgbb6Ez6Gqsi48vVLAAC91vGXto+nC+a90svhcmWVx9ls1ZagShDMTpj1/V589pL914Cg1UEQJcRFvgZzgf34LHv8lUdCchbqeDoDKiCKgnVpUVGoPX+aNRoJXy45iFce6+hQudOXUtAo2IvBNiIiIiIiIiIiIqpStefXXKr2RFGEi16Dd8bnL92oMZS+7I0lT/yS9+E/9m1oPPKXjDx29jpahtd16PxXIl+DnJkCXb3Qcu0ZVRpXrXOl10mV51pSNrJyzKXmM5eyH58jr9v8IJsKURRr7f59ZrOC8Q+1AODYvWsS4l1r7xkRERERERERERFVHxUKtCUmJuLTTz/F9u3bkZ6eDn9/f0RERGDSpElwdXUttlxycjI2bdqEjRs34quvvqpIE6iG0WhEuLvqoaoqAss4S0hVZJjTEgEA/mPfhqqq8KtjyK/PgR/u5ZsBFLkMZcrj0dbDYZJN0Era21I/lZ9WI6J5A2+8MLYdAPuvG6mU14VqyoOqyGV/3aoqBACSRio1b02m0YjwMDj4nldVBtmIiKjWYd+LiIiIiIioeip3oC0tLQ1jx45FfHw8VFUFAFy8eBFfffUVNmzYgO+//x716tWz5o+Li8P69evx559/4siRI1AUpeKtpxpJoxFhMssQBAEaSbTONCuOajJC0ObvrXUy8Qwa120AT0d/uFdkmz3eAMeCdGXhqfeGiNodVKnOtBoJTUK8HHrdFKTkZePipxOsr0V7LMtMmmUlP8jGZQ8B5L/nzWYFaZm50GlFyKIRq06uR1puOjSiBq39muKe+h1w9ko6GgV5MshGRES1DvteRERERERE1Ve5A22RkZG4evUqAKBp06Zo2rQp4uPjERMTgwsXLuCtt97CN998g927d+OLL75ATEwMAFg7hgAQFBRUweZTTZUr5+CvC3swsEkf60yzkkhabwDAsuNrMKPXCxA1+UvSpWTkQoEKvZOCaxkJaFov3G7gTjUZoeRm3nycV+EgnT3n49LRLNS7THVS1dBqJJjMMrQaCbIsI9uUAwUqdl8+gC3n/8aH/d4ssbySmwnkluVMKiSJQdeCNBoR7gY9BAEQBS0ebj0EoiBCVVWoUKGRJITX92CQjYiIaiX2vYiIiIiIiKqvcgfatmzZAkEQ8Oijj+Kdd96xpu/btw+TJk3Czp078e2332LOnDlQFAWqqkKj0aBDhw64//77cd9996FBgwaVchFU8wgQsPrURgxs0sfhchYajQhPNz0AFXvjDqCdf0sAKDVwp+RlQxAE5JlkiEJ+8EVVVWTkZcHdyQCTLEMS8vfUil/yPsxpiRC0OmuwrzDLrLemod7QaDiDqbrT3lzKUZIkuEkGqKoKN70r7gu9p9LOIQgMFtmjLfD+0KHoe0XDGYBERFRLse9FRERERERUfZU70Hb58mUAwPTp023SO3bsiGeeeQaffvop5syZA1mW0aJFCzzxxBPo06cPDAZDxVpMtYKLzhn3h3Z1uFyzug0hKzIkMT9YYvnh/vtDUfA3+KFBnbKP5D2ScAzfHliC1Nx0PNZmGCIa9sb3v5/A6L6NIWrzRwj7j327THWpqmoTRKC7hyAI6BzYDma58pZcKjC4nIiIiKhU7HsRERERERFVX+X+5T8nJwfu7u5wd3cvcmzkyJEAAEVRMGjQIERHR2PIkCHs6FGZKaqCUS0fcrjcoCb9iswWMstm/Pv+l6E1u5VYVnQyQHLzhnRzBlrLuk1Rz6UOhjcfgP4Ne2HBr4exZf9lfPRDDIwmGYoKKIoKRVGhqirOp1zC3iuHcODqUSRkJsEsy5AVFSazwhlMd7H85xf49OeDJebTGLzyXz8l/GeZ3Sjy9UBEREQOYN+LiIiIiIio+ir3jDYA0Gq1dtPr1KkDV1dXZGdn47nnnqvIKaiWkgQJP607iccGNHOo3InzKWgV7gOxwPZXqipAznXGxz/uw7xXetktJzoZEPJiJIQCBZ31evyn7yvWfz8/tp31saIoyDPJ0GklSDf3jArzCkaYV3DRa+GeUne1/D3BRHi46eweV01GqIpc9j39VJX7jBEREZHD2PciIiIiIiKqnioUaCuJs7MzsrOzERxcNPBAVBqzrOD+DvUB3NrjrCSWPM1CvYvMFhIFAYdPX0dGtrHY8oJWB0GUEBf5GsyZKaWeK3DCx0hKyYSfj6t1mUqquURRwLPD2gCw/3q88vVLELR6678lFw/4j30b17OS4enkAagCJFG01kVERERUmdj3IiIiIiIiqjoVCrSZTCacOXMG4eHhxS6Np9Hctlge1WBajQRfbxeoqurQTCGdRioSyJAkEQO6hlrT7QVKLMtFmjNTIGfcKNP5fLz00Ejcd622EEXB4ddjXdc6t7lVREREVFuw70VERERERFQ9Vagnlp6ejkGDBsHJyQlNmjRBy5Yt0bJlS7Ro0QKqqlZWG6mW0mokmMwyEm5kIyPbhCA/Zyw+uASX0+MhCSK6BLXDQ40fwPZDcejayt9ukM1CkkT07xICRVHKHCgpzerTf2Jos/7QSfaX8aGax/KjltEsQyMJMMlmGGUTdJIWOkkLs6xAq5Fs8hIRERFVBva9iIiIiIiIqqdyB9r8/f0RHx8PIH9z7kOHDuHw4cNF8s2aNQvNmjVD06ZN0bBhQ46yJIdYZrb5eguAIGNa1/HWY4qqQFVV3Ncuf4nJ0pbkkyQRsqxAUVQIAhCXfg2qqkISJXy+OxIf9nvTobZdzUiAJHBGW22kuxlM02t00Gtu7d1mCbIRERERVSb2vYiIiIiIiKqvcve8tmzZgpSUFJw4cQLHjx+3/nflyhWbfD/88MOtk2k0aNiwIZo2bYpmzZqhWbNm6NSpU/lbT7XCreCFbVBLFETAwUlDUoGlHut7+AMArqYnIDU3vSJNJCIiIiK6bdj3IiIiIiIiqr4qNMTRy8sL3bp1Q7du3axp6enpOH78OE6cOIETJ07g2LFjuHTpElRVhclkQmxsLE6ePImVK1dCEAScOHGiwhdBVBHeLp7oG97D4XKhnvUhqwokcBYTEREREd1e7HsRERERERFVT5W+loi7uzu6du2Krl27WtMyMzMRGxtrHXl54sQJnD9/nnsJULWgFTUY2rS/w+UiwntzfzYiIiIiqjLsexEREREREVW9O7Jov8FgQKdOnWyWKsnJyUFsbOydOD1RiSRRwsLlh/Hc8DYOlbt6PQtBvu7QarhPGxERERFVD+x7ERERERER3VlVtju2s7Mz2rdvX1WnJ7IymWXc3z4IAKAxeJWa35InyNcdkujgJnFERERERHcY+15ERERERES3T5UF2oiqC61GQsP6HlBVFYETPi5TGVVVoZEECAIDbUREREREREREREREtRUDbUTID7aZzDLOXkmDXi/B00PE1/t/xLXMJGhEDfqGd0efBt3x556L6NMpGBpJZJCNiIiIiIiIiIiIiKiWY6CN6CatRkJ4fQ8AgCooeK3HZOsxWVEgAOh/TygAMMhGREREREREREREREQMtBEVpNVINx9JNumSKN75xhARERERERERERERUbXG6AERERERERERERERERFROTDQRkRERERERERERERERFQODLQRERERERERERERERERlUOVBNoURcHmzZsxefLkqjg9ERERERFRrcC+FxERERER0e2luZMnu3DhAqKiorBy5UokJyffyVMTERERERHVGux7ERERERER3Rm3PdCWk5ODtWvXIioqCgcPHgQAqKoKABAE4XafnoiIiIiIqFZg34uIiIiIiOjOu22BtkOHDiEqKgpr165Fdna2tYPn5uaGPn36YOXKlbfr1ERERERERLUG+15ERERERERVp1IDbTdu3MDKlSsRHR2Nc+fOAcgfQanRaNC9e3cMHToUvXv3htlsZmePiIiIiIionNj3IiIiIiIiqh4qHGhTVRXbtm1DdHQ0tmzZAlmWrSMoW7ZsiaFDh+LBBx+Et7e3tYzZbK7oaYmIiIiIiGoV9r2IiIiIiIiqn3IH2i5duoTo6GisWLEC169ft3bwAgICMGjQIAwZMgQNGjSotIYSERERERHVRux7ERERERERVV/lDrT169cPgiBAVVW4urqif//+GDp0KDp37lyZ7SMiIiIiIqrV2PciIiIiIiKqviq8dGSHDh3wySefICAgoDLaQ0RERERERHaw70VERERERFT9iOUtqNPpoKoqDhw4gH79+uHZZ5/F2rVrYTQaK7N9REREREREtRr7XkRERERERNVXuWe07dixA7/99huio6MRGxuLrVu3Ytu2bXB1dUVERAQGDx7MpUyIiIiIiIgqiH0vIiIiIiKi6qvcM9rc3d3x2GOPYcWKFVi+fDkefvhhuLm5ITMzE9HR0XjyySfRu3dvfPrppzh79mxltpmIiIiIiKjWYN+LiIiIiIio+hJUVVUrqzKj0Yh169YhKioKMTExUFUVgiAAAJo3b45hw4bhwQcfhJOTE9q3bw9BEBAbG1tZp6dy6tOnDwBg06ZNVdwSIiKq7viZQURUPbDvdXfi5ygREZUFPy+IiO4u5V460h6dTofBgwdj8ODBuHz5MqKjo7Fy5Upcu3YNx48fx4kTJ/Dhhx+iS5culXna2+LEiRP46quvEBMTg/T0dNSrVw+9evXC5MmT4e3tXe56d+/ejcWLF+Pw4cPIzs5GQEAAIiIiMGnSJLi4uNgt06RJkxLr9PHxwc6dO8vdJiIiIiIiurvUlL4X+11ERERERHS3q9QZbfaoqort27cjKioKmzdvhtlshiAI1hGX1XFU5YYNG/DSSy/BZDKhTp068PPzw/nz55GdnY26devil19+QVBQkMP1/vjjj3j//fehqir8/Pzg7e2NM2fOwGg0Ijw8HD///DM8PT2LlLN0+Fq2bAmdTlfkuKenJxYuXOhweyw4SoaIiMqKnxlERNXX3db3qm39LoCfo0REVDb8vCAiurvc9kBbQTdu3MCqVasQHR2NM2fOVMvOXkJCAvr374+cnBxMnjwZU6ZMgUajQUZGBl588UVs374dLVu2RFRUlHVplrI4duwYRo0aBVVV8X//938YPXo0BEFAQkICnnvuORw/fhz9+vXDvHnzipS1dPg2bdqE+vXrV9q1WvDDm4iIyoqfGUREd4fq3veqjf0ugJ+jRERUNvy8ICK6u4h38mTe3t4YP3481qxZgyVLlmDkyJF38vRl8s033yAnJwedOnXC888/D40mf3VNNzc3/Pe//4WbmxuOHTuGLVu2OFTvF198AUVRMGTIEIwZM8baWfT19cWcOXMgiiI2bNiAkydPVvo1ERERERFR7VLd+17sdxERERERUU1xRwNtBbVt2xYzZ86sqtMXa/369QCA0aNHFznm4eGBiIgIAMDatWvLXGdWVha2b99ebL2hoaG45557AADr1q1zuM1ERERERETFqY59L/a7iIiIiIioptBUdQOqk/j4eCQkJAAAOnXqZDdPx44d8euvv+Lw4cNlrjc2NhZGoxE6nQ6tW7e2m6dDhw74+++/S6z3iy++QGJiImRZhq+vL+655x48+OCDdvcPICIiIiIiqo7Y7yIiIiIiopqEgbYCLly4AADQarXw8/Ozm8eyGffly5dhMpmg1WpLrff8+fMAgICAgGLzBwcH2+S1Jzo62ubfK1aswOeff4558+ahRYsWpbaDiIiIiIioqrHfRURERERENQkDbQWkpqYCyF+qpLgNtz09PQEAiqIgMzMTXl5epdablpZmrbc4lmOWvAX16dMHQ4YMQdOmTeHn54esrCzs2rULn376KS5fvowJEyZg5cqV8Pf3L7Z+yyaq9sTHx5dYloiIiIiIqLLU5H6XpZ7isO9FRERERFTzVNkebdVRXl4eAJQ4WrLgciGW/JVZr706v/jiC/Tv3x8hISHQ6/Xw9vbGwIEDsWzZMgQEBCA1NRXz588vU1uIiIiIiIiqEvtdRERERERUk9SYGW3vv/8+fvjhB4fLde7cGT/++CMAQK/XAwBMJlOx+Y1Go/WxJX9pHKm3rHUCgLe3NyZNmoR///vf2LhxI957771iR4Ru2rSp2HpKGnFJRERERERkwX5Xyf0ugH0vIiIiIqLapsYE2lxcXKzLizjCYDBYHxdcRkRVVbudJ8syJ6Io2pQtSUnLk1iUZZkTe9q1a2dtV2pqapmWVCEiIiIiIioP9rvY7yIiIiIiIls1JtD24osv4sUXX6xQHaGhoQDyR0DGx8cjICCgSJ7Lly8DAOrXr1+mDbkL1nv16tViN/K+dOmSTd6yKliXLMsOlSUiIiIiInIE+13sdxERERERkS3u0VZAQEAA6tWrBwDYt2+f3TyW9LZt25a53mbNmkGr1cJoNOLIkSN28+zfv9/hegHg9OnTAPKXPinPyNKCVFWtUHkiIiIiIqLS1PZ+FxERERER1SwMtBXSv39/AMCyZcuKHEtLS8O6desAABEREWWu02AwoHv37sXWe+HCBezevdvhes1mMxYvXgwAuOeee6DRlH+CYlZ2Ll6ZOQ8b/tprTcszmrDofyvx3a9/wFxg1ObZi3H4e/9RXL6aYE1TVRVJKWnIzM5hwI6IiIiIiEpUW/tdAJCcko4P5n9vk7Zu625ELl2DU+cuWdOysnOwfe9hHDh2yiZvRmYW0jIyYTabK9QOIiIiIiKqHAy0FTJx4kQ4OTkhJiYGn332mXVZkIyMDLz88svIyMhA8+bN0bt37yJlH374YfTu3RvfffddkWOTJ0+GIAhYtWoVli5dag1GJSYm4qWXXoKiKOjbty+aNm1qU2727NlYsWIFMjMzbdLj4+Mxffp0HDp0CBqNBlOmTKnQdatQoagqJOnWSyI3Lw8nz17EkdgzkMRb6YeOn8avazbj6Mmz1jSjyYz3P/8O737yFYymWx2+rbsO4JMvf8LWXQdunUtVsW7rbmzddQDGAhuVZ2bn4EZqOvKMxW9eTkREREREd7/a2u+yEAXbrvj5y/E4evIs0jOyrGk3UtOxfO1W/LZhh03e6LVb8e8532L3geM2eT/84kd88UO0Td4jsWewacc+XI5PtKbJsozrySnIzMqulGshIiIiIqrtaswebZXF398fH330EV5++WV88cUXWLp0Kfz8/HD+/HlkZ2fDx8cHc+fOtbthd0JCAuLi4pCRkVHkWOvWrfHGG2/gww8/xIwZM7Bw4UJ4eXnhzJkzMBqNCAsLw8yZM4uUO3fuHL7++mu8/fbbCAoKgoeHBzIyMnD+/Hmoqgq9Xo/33nsPbdq0qdB1u7o4498vTYSuwN4DTnodHhnaDyaT2eZ6/X3roGWTBvCrV8eaZjQaodNqYTKbodPeelndSE3H1YQkZOfkWtNMZjPWb9sDALinfUtr+vY9h7Dhr73o1rE1Rg7sBSA/KDf3m6XQ6bR4ctSDMLg4AwAuXrmGS1cTEOjngwbBgdY6cnLzoNfrINp5foiIiIiIqHqorf0uAPD2dMOzjw+zSet1b3u0adYQofX9rGl6nQ5tmjeEk15vk1dRVAiCAL1eZ03LyslFwvUbyM012uQ9cOwfHD5xGsO0GgT55y/XmZKeiQ/m/wCdVoOP3roVOFy3dTf+OXcJ3Tu1QftWTQDkr3Kya/9RODvp0bltc+vzkWc0QSOJkCSpwveDiIiIiOhux0CbHREREQgKCsKiRYuwb98+/PPPP6hXrx6GDx+OyZMno06dOqVXYse4cePQpEkTREZG4siRI0hOTkZAQAAiIiIwadIkuLq6Finz8MMPw8fHB8eOHUNiYiLi4uKg1WrRqFEjdO3aFY899hiCg4MreskQAHi4GWzS9DodOrVpViTvvR1a4d4OrWzS3Ayu+OityVAUxaYz3KNLWzRvFAZvT3drmqKo6NaxVX5QTKe1SddIElycb3UkTWYzLt1colJToBN34vR5a1DOEmhTVRUzZn8NRVHwzvPj4eXhBgA4/s85HI09i0YNgtCh1a2Rqxcux0Ov16FeHU92EImIiIiI7rDa2O8CAEEQ4Olu2/dqGh5SJF89Hy+MGzWwSPqEMQ9BVVWbJfvrenti8hPDiyzj3yisPnRaDQJ8faxpRqMJTnodC+iELQAAQtpJREFUnAoE6gDg2vUbOH85Hm1bNLamZWRlY9WG7dBpNejSroU1fdWGv7Br/zE82LsrHujRGQCQm2dE1O+b4eLsjKERPa2DH6/fSEVunhHeHm5wvTlwkoiIiIioJhFUbqhV6/Xp0wcAsGnTpipuST5FVa2dMrMs4/S5y8jOzUX7lk2sQbwDR0/hyMkzaN4oDJ3bNgeQP6ryjVlfAAA+fPM56HX5Hcc/Nu/Cn9uLzpR79f0FkGUZM14YDy+P/EDg3kMnsDPmCFo1C0ff7p2sbToSewZ6nRZhwQE2s/6IiGqb6vaZQUREdDepTp+jBftdAHAlPhHJKWkI8PVB3TpeAICUtAys2bQTgiDgsWH9rXm/+/V3HD5xBsMH3I8enfNn+SXdSMX7874vMlNu2epN2HXgGCLuvwf97+sCIH8lknmLf4XB1RnPPDrUOvDx8tUEpGVkwb9eHdTx8rjt94CIqLqqTp8XRERUOs5oo2qnYGdPI0lo1ii0SJ72rZpYlzOx0Ou0+OTtKcjKybUJhjUJD4ZWI6F+QD1rmlmW4e3hhqycXLg43xpVmXQjDZeuJiA40NeapqoqfoheB1mW8e7z4+HtmV/37gPHsHXXQbRt0QgR999jzR9zOBZOeh0aNwiyBvuIiIiIiIiqk8LL7df3r4f6/vVs0rw83PD48IgiZZ8YMQA5A/NsVgZxctJj8AM9rPvtWeh0WrgbXOFmcLGmZWXnID4xGTqt1qaOXfuPYdeBY+h/XxdrHysnNw+zF/0MN1cXTBs/0pr/wuV43EhLR32/eqjn41XOu0BEREREVHEMtFGNotFoiiyBGR4SiPCQQJs0rUaDt6Y9WaR857bNEBzoa7OUi1mW0SA4AJlZ2TC43uocJqekIyHpBrKyb+0/p6oqlv62EbKiYMYL462Btl37j2Hr7gNo16KxTVDu2KlzcHbSIzjQF1oN345ERERERFT9iaJYZBlIg4szet3bvkjeof17Ymj/njZpbgZXPPPYUBiNJpt0Tw83BAf4om4dT2taZlY2bqSmIys7xyYot+fQCewuNFMuN8+Ijxf+D+5urpg6bqR1+4Er8YnIzMqBXz1veLq7VejaiYiIiIgK4y/7RAX4eHvCx9vTJk2r0WDyE8OL5O3WqRUaNwiyCb6ZZRnNGoUiI7NwUC4NiUkpyM6xDcp9t+x3a1DOsnzl/iMnsfvgcbRqGo6eXdpa81+6mgA3V2d4uBkgimIlXTEREREREdGdpddp7e5L169nZ/Tr2dkmzcPdDdMnjEJenm1Qrq63JxqG1oevj7c1LT0jCylpGcjOybPZ43vnvqN2gnJ5+PJ/K+FucMWTox6EdLOPlZSSBtksw8vTjdsGEBEREVGZMNBGVE6e7m5FRkNqNRpMHDuoSN7undugSXiwTfDNaDIhNMgfaRmZcDPc2pD9amISzly4YrNhuaKq+PzbZUWCcifPXMSpsxfRMCwILRqHWfOrqmrdz46IiIiIiOhupdNqEBYUUCS9d7cO6N2tg02ap4cbXpg4Bjl5eTbp7gYXBPj6wKfAvm9pGVm4eOUanPQ6a5ANADZtj8Hug8dtgnJ5RhNWbfgLXu5u6NO9o3XgI/tdRERERAQw0EZ0R3i6G2yWowQAvU6HqeNGFsnbqU0zBNTzsZlZl5ubBw93A9IzsuBeICh3+vxlbN19ELKiWgNtiqrirQ8XwtXFGS9MHG0N4l27nozU9Ez41a1TpC1ERERERER3O51Wg5D6fkXSB/TqigG9utqkuRtcMX70QBhNZpt0QRDgpNfZ9JlS0zKwa/8xOOl1eKDAjLtf12zG0VNnMaBXV9zboRUAwGw248TpC/D2dEegX10G4oiIiIhqAQbaiKoZv7p14Fe3jk2ai7MT3n1+PBRVtdm0vGFYfSiKgvDQ+ta0zKxs5BlNMBpNcHF2sqbHHIrF5r/3o0fnNhg+4H4A+SMwl/y2EZ7uBvTu1hF6HZdGISIiIiKims/ZSY/WzRoWSR89qA9GD+oDRVWtaXq9Dv16doaiqDZ5U9IykJmVYzMjLjklHYuX/Q69TodZbzxrTf97/1FcT0pBmxaNEFrf/zZcERERERFVFQbaiO4iYqHRkM0ahqJZw1CbNIOLM959fjwyMrNtNgt3cXaCb11v2z0MMrOx99AJCIJgsxfC2i27sP/oKfTs0ta6T5yqqriakAQfbw/odbrKvzgiIiIiIqJqomDfy9PdUGRGHAA8NiICKanpNrPfzLKM4EBf6HVam9lsR2LP4NTZS/CrV8caaEtMSsG8xb/C39fHZl/wpJQ06LQauLm6cEYcERER0V2AgTaiGkYURXh7usPb090mvU/3jujTvaNNmkYSMbD3vcjJzbMJyiUmpyD5/9u78/Co6rv//6+ZZCb7vu+BBAj7krCDrAquNyrFpS63C9YiFsXW391+2/v62btWbau9Xb60WqsouKG1dQdkqQiIsgmEsMgeQggEsu+zfP9AhgxJBLLMSSbPx3V5Xc77nDl5jZfXybzzPudzSsrkcDhctcqqav3pxTdlMpn0h1/Nka/vmdPH/sMFqqiqVlpSnOvZcQAAAADg7YIC/BXUaBURSUqKj9HD997cZN/hg/oqISZKKYlxrtqpkjJVVteosqrabd9/fLpau/cd1k3XTtGoYQMknenHdu49qLjoSKWncEccAABAZ8KgDejGggIDNHX88Cb166dP0LjhgxUZHuKqlVdWKyjAX1arxTVkk6R1G7dr6869uu7y8Zo0ZpgkqaqmVh8t/1IxURGaPDabqzABAAAAdGvZg7KUPSjLrZaRnqSf/+RWNdjcnxNns9llMpncntudX3hCb3+4QgmxUXr0p7e56ivWblRdXb1yBvd1W70EAAAAnsOgDUATocFBCg0Ocqslxcfod4/+RHX1DW71mKhwpSXHKyH23HPlThaX6Otv8xQeGux2F90nK9frxKkSjR8xWJmNnisHAAAAAN2N1WJRUnxMk/oDd94om83mdsGixddXvXumKiYyzG3fb77N08lTperVI8U1aDuYf0xL/71BmenJunz8CAEAAKBjMWgDcEn8rBa311dOGt3keQUhwYGaNmGkfBstRylJu/cf1tHCE8oe2MdVyz9WpFeXfKKeqYm67YbprrrNbm/yfgAAAADoDhqvIiJJmenJzV6sOH7EEB0/cUoJcdGu2tHCk9p7IF+W847x3KvvyuFwaNY1U5T4/f52u11ms5lVSAAAANqAQRuAdhcVEabpE0c1qV87dayOFRUrNSneVTt+8rRKyipUWl7ptu+C199XaVmFbvmPy9WrR4okyWazSSYTAzgAAAAAkDR+xOAmtb6Zabr5uqkKDgp01ewOh44cPS67wyF/P6urvnHbLn2w/EuNGNJP10+f4KrX1dfLz2oVAAAALoxBGwCP6d0zVb17prrVBmb11IN3zXSrOZ1OFRYVq7auXkGB5x4uvmPPAS1+f5mG9O+l2xvd/VZZVa2gwACuwgQAAADQ7UVHhrs9302STCaT5t93i4qKTys87NyzuAtPnFJtXb1bL+VwOvXff3pZAf5+eujeWQoPPbN/TW2dLL4+Te62AwAA6O74dgTAUP5+fuqZmuRWM5lM+s28u1R44pRiGz3Qu+jkaTkcDlnPa+z+8Jc31GCz6Wd3/0gJsWeWQKlvaJCvj4/MZnPHfwgAAAAA6MTMJpMS46JdS0aedd3l4zRqWH9ZLOceEVBaVqH6hgY5HA6FNHp294q1G/Xv9Vt0+WUj3FYwqa2rd7tLDgAAoLth0AagUwoM8FdGmvsAbtqEkRo5tJ+cznO1mto6VdfUyuFwKDL83IPB13z9rZZ/8Y0mjh6mqyafe4ac3W6XD0tPAgAAAIB8fHxcFyueFRkeqif+636dKimXT6MLF0+VlMvhdCok+NySlGUVVXrsmZcVEx2hR+//savXou8CAADdCYM2AF2GyWRSRFioWy3A309P/mqOTp0uk5/13FWYhSdOqcFmk5/fuVptXb1+88eXFBcTqZ/d/SNZG121CQAAAAA4w9/PT0nxMW61O2deqdLy8bI26ruOnyiWU5JJJrfB2qL3l+lIwXHNmHaZBvXN9FRsAAAAQzBoA9Dl+fr4KC4m0q324xlXaNplI+XXaAmTY0XFstntqqyqcRuy/XPpF8o/VqQp43LUv3dPj+UGAAAAgK7izIWPIW61Phlp+u3PZ6uissqtXnD8hErKKtz6sUP5hXrzg+Xqm5mu66dP8EhmAAAAT2DQBsArmc1mxUZHuNV6pCToN/PuUllFpVt936GjOlZULLvd4aqdKC7RB8vXKDM9WZPGZHskMwAAAAB0NSFBgQoJCnSrzZ99iwqOn1RyQqyrdrjguE6eKlVsVJnbvm998Ln8rBZNHD1MkeHuK5gAAAB0BQzaAHQbJpNJkeGhTZq3O2depcMFx9UzNdFVO5h/THnfHVJdfYPboO3fX21RYIC/+vfuoaDAAI9lBwAAAICuIsDfT5npyW61nMF9FRsV4bb0ZIPNps3bd8vucGji6GGu+v7DBTqUX6iszLQmS1gCAAB0NgzaAHR7sdERTe5+y0hL0vXTJyg46NwwzeFwaOm/v1Zdfb1+/pNbXYO2UyVlqqyuUXJ8DA/8BgAAAIBmBAX4q2+v9Cb1W2dcoYKik27LUn67c6/Wbtyu8soq1zKTTqdTu/cdVmpyvIIC/D0VGwAA4IIYtAFAM6Ijw3XZyCFutQabTWNzBuro8RNKiI1y1b/eulOff7lRI4f2183XTXXV6xtsslo4zQIAAABAcyy+vho2sI+GDezjVk9PTlBZRZV690x11YpLyvTSmx/I4uuj3//XT+X7/UWO9F0AAMBofBMBgIvkZ7Xq2svHNak7nVJggL/Sk+Ndtcqqav3/z/xdKUlxeuCOG+Try+kWAAAAAC5G9qAsZQ/KcqtVVFYrNipCQUEBriGbJL323qc6fuKUZl49SX0z0z2cFAAAgEEbALTZ1VPG6MrJo+VwOFy1Q0ePy+5wqK6u3m3ItuLLjWqw2ZQzuK9iIsMNSAsAAAAAXU/P1ET9cu4dstlsrprD6dTh/EJV1dQquNEztA8dLdTXW3aqf5+eGtCnpxFxAQBAN8KgDQDagdlkkrnRVZUD+vTUb+bdpfLKKlfN6XRq3abtKi2vVM/URNegrayiSiWl5UpJipOP2ezp6AAAAADQZTS+kNFsMunX8+7SwfxjSoqPcdXz9h7Shq07VW+zuQ3a9uw/rJTEOAXyjDcAANCOGLQBQAeJDA9VZHio67XT6dS0CSO179BR9UhNdNW35u7RB8u/1MCsDN190zVGRAUAAACALsnfz9pkyci+vdLUYLMpIy3JVausrtGLi/8lk8mk3/58toIa3QEHAADQFgzaAMBDzGazRg0boFHDBrjVbTa7Av391LPR8K3BZtOzf1+inqlJumbqGFktFk/HBQAAAIAuqUdKonqkJLrVSssqFBsdKbPZ5DZk+2DZGp0uq9CkMcOUnpzg6agAAMALMGgDAINNHT9ck8dmy2Y/94y3A0eOqeD4SVVWVev66Ze56vsOHVVQYIDiYyJlMpmMiAsAAAAAXU5yQqz+64HbVVdf76o5nU5t3fmdyioqNTr73AWRpeUVKjxxSpnpybL48qczAADww/i2AACdgNlslrXR89nSkuJ016yrVVtX7zZQ++fSL3SsqFh3zLxSQ/v3NiIqAAAAAHRZflar2+u7Zl2t3fsPq2fquWUmv935nT5Y/qX6Zqbpvh/P8HBCAADQ1TBoA4BOyN/PT4P6ZrrV7Ha7wkKDVXy6VL16pLjq23ft0+YduzV8cD+3B30DAAAAAFpmMpmUlhyvtOR4t7rZbFZYSJD6ZKS5ajabTX9d/C/17pGiiWOyZbXwJzUAAHAG3woAoIvw8fHRfbf+h2w2m3wbLV+ybdc+bd+1XzGREa5Bm9Pp1IniEsVGR7DEJAAAAABcgstGDtH4EYNld5xb3n//4QLtP1ygk6dKNfWyEa568elShYcGu/VoAACge+FbAAB0Mec3cJPHZCsmMtztbrbCE8X641/fVGJctB75ya0yM2wDAAAAgItmMpnk6+Pjep2UEKubrp0iu93h1l8tfPdTFZ8u0z03X+O28ggAAOg+GLQBQBeXFB+jpPgYt1ph0Sn5+vgoMjzUrQlcv3mH4qIj1SMlQeZGz4QDAAAAALQsODBAo4YNcKvV1Napsqpa9Q0NSoiLdtUP5h/TqZJy9e/dQwH+fp6OCgAAPIxBGwB4oexBWerfp6eqa2pdtdq6Or3/2Rey2+36/+bcpviYKAMTAgAAAEDXFuDvp/9++B4VnTyt4MAAV/3Lb7Zpa+5eTRqTresuH2dgQgAA4AnczgAAXsrfz6rI8FDX69q6eg0d0FtpyfGKi4501Ves3aj3PlmlwhPFRsQEAAAAgC7LbDIpIdb9IsakuBjFxURqUN8MV63o5Gm9uPhf2rxjt6cjAgCADsYdbQDQTYSHhujHM66Q0+mU6fvlJJ1Op9Zv2qGSsgpl9khRQuyZ5U4cDodMJpNrPwAAAADAxZkyLkdTxuXI6XS6alty92j3/sMym03KHpjlqtsdDvmwrD8AAF0agzYA6GYaD8+ckmZdO0Xb8vapX68ervrGbbu0cu0mTRw9TGNyBhqQEgAAAAC6tsa91/DBfeVjNis5MdZVq6uv1++eW6g+GWn60dWT5Ge1GhETAAC0EYM2AOjGzCaTsjLSlJWR5lbftmufTp4uVVV1javmdDpVVV2j4KBAT8cEAAAAgC4tOjJcV0wY6Vbb9d1hVVbV6PDRQlktFle9oqpawYEBrDACAEAXwaANANDEHTdeqZ17DqhnWqKrduhooV549T0N6d9Lt994pYHpAAAAAKDrG9wvU/PunqXq2lq35f2ff+Vdmc1m3fmjK13L+wMAgM6LQRsAoAl/P6uyB2W51fYdPCqH0ykfHx+3+slTJYqODOdqSwAAAAC4BCaTSekpCW614tOlKi2vkMlkVmR4qKteUlahoMAAWS38KQ8AgM6G384AgIty+WUjNKhvpszmcwO1sooqPfF/FykuOlIP3TuLZwoAAAAAQBvEREXosUdmq+D4Sbf+6t1PVungkWO6dcYVGpiVYWBCAABwPrPRAQAAXUdcTKRioiJcr48WFsnXxyx/f6tbE1h8ulQOp9OIiAAAAADQpQX4+ykzPdn12maz6WRxiWrr6hUXE+mqV1ZVq6a2zoiIAACgEe5oAwC0Wv/ePfXYI7NVXlnlqtnsdj37yhJZLRbdf9sMt8EcAAAAAODS+Pr66pcP3qmjx4oU26i/WrF2k9Zv2qFrpo7VZSOHGBcQAIBujjvaAABtEuDvp7joc1dVFp08LZvNLpvN7vZMgbKKKu5yAwAAAIBWMJtMSk2Kd6sVHD+pBptN0ZFhrlpdfYOqa2o9HQ8AgG6NO9oAAO0qKT5Gjz1yr04Ul8jHx8dVf+Wdj1RZVaPbbpimHimJBiYEAAAAgK5vzh036EhBkVISY121Tdt26YPlazRpTLaunDTawHQAAHQfDNoAAO3OarEoOeFcs1deWaUTxSVqsNkVHXHuakub3S7fRsM4AAAAAMDFMZlMSkt2v8tt/5ECNdjsCgzwd9WcTqccDofbhZAAAKD9MGgDAHS40OAgPfbIvco/dkIhwUGu+jsfrlBJWYWunTquSYMIAAAAALg0t98wXZeNGKK4mHPL++87dFRv/HOZJowapkljhhmYDgAA78SgrQV5eXl66aWXtHHjRpWXlys2NlaTJk3SnDlzFBkZeeEDnOfkyZNat26dcnNztWPHDu3atUt1dXUaMWKEFi1adMH3NzQ06LXXXtOHH36oI0eOyGKxKCsrS7fffruuuOKK1nxEAPAoq8WijLQk1+u6+npt37Vf9Q0NksnAYAAAwDD0XQDQvkwmk9JTEtxqG7ftUllFlU6VlBoTCgAAL8egrRnLly/X/Pnz1dDQoKioKPXq1UsHDx7UokWLtHTpUr311ltKSUm5pGN+8skneuKJJ1qVp66uTnfddZc2b94sHx8fZWZmqqamRt98842++eYbzZ49Wz//+c9bdWwAMIqf1apfzr1Dubv3K63RQ71Xr9+ik6dKNGlstmIiw40LCAAAOhR9FwB4xqxrp6hPRqpSEuNctdOl5Xrjn8s0cfQwDejTUyYTVz8CANBaZqMDdDZFRUV69NFH1dDQoDlz5mjNmjV6//33tWbNGo0fP14nT57UQw89JKfTeUnHDQ4O1pgxY/STn/xEL7zwgubMmXPR7/3jH/+ozZs3Kzk5WR9//LE+/PBDff7551qwYIGsVqv+9re/adWqVZf6UQHAcOGhwRo3YrDrtd3h0BcbtuirLbk6lF9oYDIAANCR6LsAwHN8fXyUPTBLsVERrtq6Tdt14Mgxrfn6W4ZsAAC0EYO287z88suqqanR8OHDNW/ePPn6nrnpLyQkRE8//bRCQkKUm5ur1atXX9JxZ86cqVdffVXz58/X5ZdfrqioqIt6X3Fxsd5++21J0uOPP66ePXu6tk2ZMkX33nuvJOmFF164pDwA0BmZTSbdfuOVGj64r4YO6O2q7z9coO279snhcBiYDgAAtBf6LgAw1mUjh2rquBxNHT/cVWuw2bRy7SZVVdcYmAwAgK6HQdt5li1bJkmaNWtWk21hYWGaPn26JOmzzz7zSJ5Vq1apoaFB6enpGjVqVJPtN998syRp586dOnLkiEcyAUBHMZlMykhL0q0zrpCvj4+r/snKdXp1ySdavX6LgekAAEB7oe8CAGOFhQTp6ilj1adnqqu2eftufbxynZ579d1LvqMYAIDujEFbI4WFhSoqKpIkDR8+vNl9cnJyJEnbtm3zSKZvv/1WkpSdnd3s9ri4OCUnJ7vtCwDexO5wKDM9WSHBgcoZ3NdVr6yqVm1dvYHJAABAa9B3AUDnFBYSrOSEWI0eNsBtOclTJWUGpgIAoPPzNTpAZ3Lo0CFJksViUXx8fLP7nH0Yd35+vhoaGmSxWDySKTU1tcV9UlNTdfToUR08eLBDswCAEXzMZl01eYymTRwlH/O560M+XrleO3bv18yrJrktMwkAADo3+i4A6Jz69kpXVmaaHI3uZtt/uED/d+F7Gjqwj267fhrPcwMAoBkM2hopLS2VdGapkpa+OISHh0uSHA6HKisrFRER0ex+7aWsrMyVqSVnt5WXl7e4z5QpU1rcVlhYqISEhFYmBADPaDxks9vtOnz0uKprahURFmJgKgAAcKm8ue+S6L0AdG0mk0k+jc7NBw4XyCnJz2JhyAYAQAsYtDVSV1cnST94taTVam2yf2fJVFtb2+F5AKAz8PHx0S/uv1XfHcxXesq5P1at27Rdp06XaeKYYQoNDjIwIQAAaAl9FwB0HZdfNkIDsnrK38/PVSurqNI7H63QlLE5ykhLMjAdAACdg9cM2h5//HG9/vrrl/y+ESNGaNGiRZIkv++/NDQ0NLS4f339uecB+TX6ktFRLiWTv79/i/usXLmyxW0/dMUlAHRWZrNZfTLSXK8bbDYt/+IblVdWKSoyTGNzBhmYDgAA70Tf9cN9l0TvBcD7JMRGu73+9/rN2vXdIVXX1Gre3bO40w0A0O15zaAtMDDQtbzIpQgODnb9+9mlQMrKyuR0Opv9onB2mROz2ez23o4SGhrqytSSs9vO7gsA3ZGvj49uvm6qvv42TyOH9nfVT54uVXBggAL8O/6PdAAAeDv6LvouABg/cojqGho0tH9v1zncbrfr+MnTSoqPMTgdAACe5zWDtocfflgPP/xwm46Rnp4u6cxVjIWFhUpMTGyyT35+viQpOTm5wx/IfTbTli1bdPjw4Rb3OXLkiGtfAOiuTCaT+vZKV99e6a6a0+nUWx98ruMnTun2G6erb2Z6i+8HAAAXRt9F3wUAkeGhmnWN+x26G7ft0jsfrdTo7AFNtgEA4O3MRgfoTBITExUbGytJ2rRpU7P7nK0PGTLEI5nO/pwtW7Y0u72oqEhHjx71aCYA6CqqampVU1Mnm82mxLjoC78BAAB0OPouAPA+J06VyiQpNirC6CgAAHgcg7bzTJs2TZK0ZMmSJtvKysq0dOlSSdL06dM9kmfKlCmyWCw6dOiQNmzY0GT722+/LUnq16+f0tLSmmwHgO4sODBAv7j/Vv3s7lkKCzm37NTna77R11t3yuFwGJgOAIDui74LALzLdZeP0y9+epvGNHpWdv6xIr378SpVVFYZmAwAgI7HoO0899xzj/z9/bVx40Y9++yzstvtkqSKigo98sgjqqioUL9+/TR58uQm773llls0efJkLVy4sN3yREdH66abbpIk/Z//83904MAB17ZVq1bp5ZdfliQ98MAD7fYzAcCbmM1mJSfEul4Xny7Vsi++1tsfrtDB/EIDkwEA0H3RdwGA90mIjZLVcu4pNR+tWKv1m3fo45XrDUwFAEDH85pntLWXhIQEPfXUU3rkkUe0YMECvfPOO4qPj9fBgwdVXV2t6Oho/e///m+zD+wuKipSQUGBKioqmmwrLCzUjBkzXK/r6+slnVmaZOTIka76vffeq9mzZ7u99xe/+IV27typrVu36pprrlGvXr1UXV3tekbA3XffralTp7bHxwcArxceGqxrpo5V/rEiZaQlueq1dfXy97MamAwAgO6DvgsAvN+0CaNkt6/XtAnnzr/1DQ3y8fGRj5lr/wEA3oNBWzOmT5+ulJQUvfjii9q0aZP27t2r2NhY3XDDDZozZ46ioqIu+Zh2u12lpaVN6jabza1eW1vbZB9/f3+9/vrrWrhwoT766CMdOnRIFotFI0aM0G233eZadgUAcGG+vr6aOHqYW63BZtMf/rJYPVITdf30CQoODDAoHQAA3Qd9FwB4t4y0JD1414/casv+/bVy9x7QzKsmqVePFIOSAQDQvkxOp9NpdAgYa8qUKZKklStXGpwEAIyxc+8BvfzWRwoPDdYv597pttwJ3PE7AwCA1uP3KIDuzGaz6fHnX1NpeaXuveU69e/dw+hInRa/LwCga+EviQCAbq9/75565L5bVFVd4zZk27P/sHr1TJW5mWWrAAAAAAAXz9fXV4/+9DZtzd2rfr3SXfX8whOKCA1WcFCgceEAAGgDBm0AAEhKToh1e73nwBH9dfG/lJ6coLl3zeQZAgAAAADQRgH+fhqTM9D1usFm02vvfqqq6hrNvvU/1DM10cB0AAC0DoM2AACaUVFZLT+rVSmJcQzZAAAAAKADVFRWy9/PKpvNpqT4aKPjAADQKgzaAABoRs6gLPXpmSJf33O/KssqqrRxW54mjBoqiy+/QgEAAACgLSLDQzV/9s06VVouP6vVVV+9frMGZGUoJjLcuHAAAFwkLtEHAKAFIcFBCvD3c73+ZOU6fbJyvd745zIDUwEAAACA9zCbzW4Dte8O5uvDz9fqT399QxVV1cYFAwDgInE5PgAAFykrI03fHczX5DHZRkcBAAAAAK8UFhqsPhmpio2KUEhQoNFxAAC4IAZtAABcpGED+2hQv0z5+vi4apu371Z1bZ3G5gyUmWe5AQAAAECbxEZF6Cc/niG7w+GqVVZV6+OV63XlpNEKCwkyMB0AAE0xaAMA4BI0HrJVVdfo/aVfqLqmVlaLr0YO7W9gMgAAAADwDiaTya33+mjFWn3z7S4Vny7V3P+caWAyAACa4tJ7AABaKcDfT1dOGqWMtCTlDMoyOg4AAAAAeKVxI4YoLSle104dZ3QUAACa4I42AABayWw2a9zwwRqbM0gmk0mS5HQ69faHn2tI/97qm5lubEAAAAAA8AIpCbGad88sV98lSZt37FZh0SlNmzhSFl/+xAkAMA53tAEA0EaNm70tO/bom2936dV3PlFFVbWBqQAAAADAezTuu2pq6/T+Z19o5bpN2rBlp4GpAADgjjYAANrVgKwMTRg1VOGhwQoJCjQ6DgAAAAB4nQB/P9107RRt2JKrMdkDjI4DAOjmGLQBANCO/KwWzZh2mVut+HSpPlv9la674jKFhQQZlAwAAAAAvMegvpka1DfT9drpdGrJRys1uH8vZWWkGZgMANDdsHQkAAAd7L1PV2tL7l7949PVRkcBAAAAAK+0NXevNmzdqVfe/kgVlVVGxwEAdCPc0QYAQAe7duo42Wxf6LorxhsdBQAAAAC8Uv8+PTR+xJAzy/gHs5IIAMBzGLQBANDBkuJjNPc/Z7rVNmzJVUhwoPr37mlQKgAAAADwHn5Wq264coJb7XRpudZt2q7pE0fJ4sufQQEAHYPfMAAAeFhR8Wn949N/y2a364E7b1RmerLRkQAAAADAqzidTr31wefad+ioKqtqdMt/XG50JACAl2LQBgCAh0WGh2rc8EE6capEGWlJRscBAAAAAK9jMpk0cfRQlZZV6PLxw42OAwDwYgzaAADwMIuvr/5j2mVyOBwymUySJLvdrnWbdmhMzkD5+vgYnBAAAAAAur7+vXuqb2a6zGazq/Zt3ndKjo9RdGS4ccEAAF7FfOFdAABAR2jc7K1Yu0n/XPqFXnrjAzmdTgNTAQAAAID3aNx3FRWf1pv/XKY/vfiWjp88ZWAqAIA34Y42AAA6gYTYKAX6+2nU0P6uu9wAAAAAAO3HarEoJTFOVotFsdGRRscBAHgJBm0AAHQCg/pmKiM9WUEB/q7aqZIyBQUGyN/PamAyAAAAAPAOEWEhmnPnjaqvb5D5+wscHQ6HiopLlBAbZXA6AEBXxdKRAAB0Eo2HbPUNNr381kd6+qU3WdIEAAAAANqJj9msAH8/1+sVazfp6Rff1NpvthmYCgDQlXFHGwAAnVBJWblq6+pktzsUFBhgdBwAAAAA8DpOp1PHT5yS3eGQHyuJAABaiUEbAACdUFx0pH5x/491qqRMIUGBrrrD4XB7mDcAAAAAoHVMJpNuv3G6Rg3rr949U111+i4AwKXgNwYAAJ1UYIC/UhLjXK8P5h/TU39ZrILjJw1MBQAAAADew2QyuQ3ZGmw2PffKu/piw1Y5nU4DkwEAugoGbQAAdAFOp1MfrVinE8Ul+mLDVqPjAAAAAIBX2rx9tw4XHNfnX25UZXWN0XEAAF0AS0cCANAFmEwm3XPztVq6eoOunjLG6DgAAAAA4JVGDu0vm82u6Khwt2X8AQBoCXe0AQDQRQQF+OvGqybKv9FDur/YsFUnT5UYmAoAAAAAvIfJZNK4EYOVlZHmqh05VqRvvs0zMBUAoDNj0AYAQBe1Y/d+/WvZGv355XdUUVlldBwAAAAA8Do1tXVauOQTvfXB51q/eYfRcQAAnRCDNgAAuqjUpHj1SEnQ6GEDFBIcZHQcAAAAAPA6fn5WjRraX7FRERrav7fRcQAAnRDPaAMAoIsKCwnSnDtvlNlkctXq6hskSX5Wi1GxAAAAAMBrmE0mXTFhpCaOyZbVcu5PqZVV1QrmGW4AAHFHGwAAXZqvj4/M5jO/zp1Op97+8HM998oSnSopMzgZAAAAAHiPxkO2nXsP6H+efVWbt+82MBEAoLNg0AYAgJcoLa/U/kMFKjp5WmUVlUbHAQAAAACvtGXHHtU32HQw/5jRUQAAnQBLRwIA4CUiwkI0/76bdfjocfVMTTI6DgAAAAB4pR9fP00ZackaMbSf0VEAAJ0Ad7QBAOBFwkNDNLhfL9fr8soqfbb6K9kdDgNTAQAAAID3MJvNGpMzUL4+PpLOLOP/+ZpvVMwS/gDQLTFoAwDASzmcTr36zidavuYbvf/pv42OAwAAAABeaf3mHfp09Vd69u/vqKa2zug4AAAPY9AGAICXMptMmjw2W+GhwZo4eqjRcQAAAADAKw3o01PJCbGaMjZHAf5+RscBAHgYz2gDAMCLDczKUN/MNPn6nvuVX1ffID+rxcBUAAAAAOA9wkKCNe/uH8nn+6UkJam+oUEWX1+ZTCYDkwEAPIE72gAA8HKNh2zHior1u2df1dbcvQYmAgAAAADv4ttoqGa32/X3tz/SoveXqsFmMzgZAKCjMWgDAKAbWbdxuyqra7Ru03Y5nE6j4wAAAACA1zlccFz7DhVo554DOnmqxOg4AIAOxtKRAAB0IzdeNVGREaEaPWyAzCxhAgAAAADtrmdqku6/bYZsdrsS42KMjgMA6GAM2gAA6EbMZrOmjM1xq+3ef1gZaUmy+PK1AAAAAADaQ68eKW6vT5eWq7aujsEbAHghlo4EAKAby91zQC+98YH+uuifqqtvMDoOAAAAAHidquoavbj4X3r+1fd04Mgxo+MAANoZl64DANCN+ftZ5We1KCYyXFYLXwsAAAAAoL2ZzWaFBAeqvqFBkeEhRscBALQz/qIGAEA3lpmerPmzb1ZkeKhMPLMNAAAAANpdgL+ffnLbDJVXVCk8lEEbAHgblo4EAKCbi4mKkI+PjyTJ6XTqs9Vf6VB+ocGpAAAAAMB7WHx9FRUR5np9KL9Qn63+Sk6n08BUAID2wB1tzcjLy9NLL72kjRs3qry8XLGxsZo0aZLmzJmjyMjISz7eyZMntW7dOuXm5mrHjh3atWuX6urqNGLECC1atOgH3zt58mQVFBT84D7bt2+Xn5/fJecCAOB8G7ft0vI13+iLDVv1qwfvVGhwkNGRAABejN4LANAdVVXX6G9vfqDq2jqFBAdq3PDBRkcCALQBg7bzLF++XPPnz1dDQ4OioqLUq1cvHTx4UIsWLdLSpUv11ltvKSUl5ZKO+cknn+iJJ55oU67evXsrODi42W0s9QUAaC+D+/XS1ty9yspMY8gGAOhQ9F4AgO4qKDBA10wdp43bd2n44H5GxwEAtBGDtkaKior06KOPqqGhQXPmzNEDDzwgX19fVVRU6OGHH9aXX36phx56SO+9994lNVjBwcEaM2aMBg4cqIEDByovL08LFiy4pGy//vWvNXLkyEv9SAAAXBI/q0Wzb71OZvO51aUdTqfM/GERANCO6L0AAN3d6OwBGjm0H70XAHgBBm2NvPzyy6qpqdHw4cM1b948Vz0kJERPP/20pkyZotzcXK1evVqTJ0++6OPOnDlTM2fOdL0uKipq19wAALSnxo2ezW7Xq+98rD4Zabps5BDjQgEAvAq9FwAA7r3Xxm27tHFbnu6+6VoDEwEAWsN84V26j2XLlkmSZs2a1WRbWFiYpk+fLkn67LPPPJoLAACjbM3dq7zvDunjFetUWl5hdBwAgJeg9wIA4Jya2jr9a+kX+u7gUW3Ykmt0HADAJeKOtu8VFha6rnYcPnx4s/vk5OTo3Xff1bZt2zwZTZL09ttv65VXXlFtba2io6OVk5Oja6+9tsVnBwAA0B5yBmWppLRcKUlxCg8NMToOAMAL0HsBAOAuwN9PP7n9em3evluXjRpqdBwAwCVi0Pa9Q4cOSZIsFovi4+Ob3efsg7jz8/PV0NAgi8XiqXj69NNP3V5//PHHevbZZ/X0009r7NixHssBAOheTCaTrpjAc2oAAO2H3gsAgKZSE+OUmhhndAwAQCswaPteaWmppDPLlLT0sO3w8HBJksPhUGVlpSIiIjo814gRIzRq1CgNHDhQiYmJamho0ObNm/Xcc88pLy9PP/3pT/XWW2+pf//+P3icKVOmtLjt6NGj8vHx+cF9AACQztyF4OPjY3QMAEAXRu9F7wUA+GH0XQDQtfCMtu/V1dVJ0g9eKWm1Wpvs39GefPJJzZgxQxkZGQoICFBoaKgmTZrkavDq6ur0xz/+sc0/x263t0NaXAy73a7y8nKv+2/eWT+XUbk6+ue29/Hb63htOU5r31tYWKjCwsJL/nloHV9fX/n5+RkdAwDQhdF7da7vy96ss/YobdFZPxN9l2eP2dZj0Ht1fvRdANC1eMUdbY8//rhef/31S37fiBEjtGjRIkly/fJqaGhocf/6+nrXvxv9y87f318PPfSQZs+era+//lplZWUKCwtrcf+VK1e2uO3s1ZQ/tA/az86dO3XDDTdo4cKFF7wativprJ/LqFwd/XPb+/jtdby2HKe17+UcBgCA59B70Xt1JZ21R2mLzvqZ6Ls8e8y2HoPeCwCA9uUVg7bAwEDX0iKXovHDrM82SmVlZXI6nc0uYXJ2iROz2dwpHoQ9bNgwSWeWU8nPz//BZg8AAAAA2orei94LAAAAgDuvGLQ9/PDDevjhh9t0jPT0dElnrqosLCxUYmJik33y8/MlScnJyR59GHdLGmfobMtGAAAAAPA+9F70XgAAAADc8Yy27yUmJio2NlaStGnTpmb3OVsfMmSIp2L9oL1797r+PT4+3sAkAAAAAHBx6L0AAAAAeBMGbY1MmzZNkrRkyZIm28rKyrR06VJJ0vTp0z2aqyV/+9vfJEmZmZmKi4szOA0AAAAAXBx6LwAAAADegkFbI/fcc4/8/f21ceNGPfvss64lQSoqKvTII4+ooqJC/fr10+TJk5u895ZbbtHkyZO1cOHCdsvz97//XYsWLVJJSYlbvaSkRP/93/+tZcuWSZJ+9rOftdvPRMeLiYnR3LlzFRMTY3SUdtVZP5dRuTr657b38dvreG05Tmf9fwgAALQ/ei94gjd+v+ysn4m+y7PHbOsxOuv/RwAAdFUmp9PpNDpEZ7J06VI98sgjstlsioqKUnx8vA4ePKjq6mpFR0frzTffVFpaWpP3TZ48WQUFBZo7d64efPBBt22FhYWaMWOG63V9fb2qq6vl6+vr9mDve++9V7Nnz3a9fvzxx/X666/LZDIpKSlJkZGRqq2t1YEDB2Sz2WQ2mzV//ny397TGlClTJEkrV65s03EAwAicwwAA6JrovQCga+EcBgBA83yNDtDZTJ8+XSkpKXrxxRe1adMm7d27V7Gxsbrhhhs0Z84cRUVFXfIx7Xa7SktLm9RtNptbvba21m371VdfLUnavn27jh07pt27d8vHx0fJyckaMWKEbr31VvXt2/eS85yPL0gAujLOYQAAdE30XgDQtXAOAwCgedzRBgAAAAAAAAAAALQCz2gDAAAAAAAAAAAAWoFBG9rV8ePH9T//8z+66aabNHjwYPXp00dHjx41OhYAuCksLNTPfvYzZWdna9iwYZo7d66OHTtmdCwAAICLQt8FoKug9wIAdAcM2tCuDh8+rM8++0yhoaHKyckxOg4ANFFTU6M777xTBw4c0FNPPaU//OEPOnz4sO644w5VV1cbHQ8AAOCC6LsAdAX0XgCA7sLX6ADwLsOHD9f69eslSe+++67Wrl1rcCIAcLdkyRLl5+dr6dKlSktLkyT16dNH06ZN0zvvvKO77rrL4IQAAAA/jL4LQFdA7wUA6C64ow3tymzmfykAnduqVas0ePBgV6MnSSkpKRo2bJhWrlxpYDIAAICLQ98FoCug9wIAdBfc0daFnDx5UuvWrVNubq527NihXbt2qa6uTiNGjNCiRYsu+P4NGzbo1Vdf1bZt21RdXa3ExERNnz5d9913nwIDAz3wCQCgKU+f2/bt26cpU6Y0qWdmZmrp0qXt8pkAAEDXRd8FwFvRewE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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# in-vivo brain data\n", + "# Adjust the xlim, ylim if necessary\n", + "plotPair(\n", + " data_linear=df[(df['source']=='brain') & (df['method']=='linear')],\n", + " data_nonlinear=df[(df['source']=='brain') & (df['method']=='nonlinear')],\n", + " xlim=[10**-1,10**0.3],\n", + " ylim=[-0.15, 0.15],\n", + " suptitle='Brain Data'\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "e1383d4c-6e59-4501-a2ae-164002c81b8e", + "metadata": {}, + "source": [ + "Similarly as the DRO data, bias and LoA were calculated for the percentage difference between measured and reference values." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "566fc463-b12e-4228-970f-c6ce67a2cf22", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:59.932479Z", + "iopub.status.busy": "2025-08-15T11:50:59.932250Z", + "iopub.status.idle": "2025-08-15T11:50:59.952085Z", + "shell.execute_reply": "2025-08-15T11:50:59.951154Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bias results for brain data for linear implementations of R_1 estimation\n", + " bias stdev LoA lower LoA upper\n", + "author \n", + "MJT_UoEdinburgh_UK -1.159407 3.664096 -8.341035 6.022222\n", + "ST_USyd_Aus -1.159407 3.664096 -8.341036 6.022222\n", + "ZA_McGill_CAN -1.159407 3.664096 -8.341035 6.022222\n", + "Bias results for brain data for nonlinear implementations of R_1 estimation\n", + " bias stdev LoA lower LoA upper\n", + "author \n", + "MJT_UoEdinburgh_UK 0.000244 0.000841 -0.001404 0.001891\n", + "OG_MO_AUMC_NL_ICR_UK 0.000246 0.000844 -0.001409 0.001901\n", + "ST_USyd_Aus 0.000238 0.000837 -0.001404 0.001879\n", + "ZA_McGill_CAN 0.000304 0.001193 -0.002035 0.002643\n" + ] + } + ], + "source": [ + "# bland-altman statistics\n", + "resultsBA_linear_brain=bland_altman_statistics(data=df[(df['source']=='brain') & (df['method']=='linear')],par='perc_error',grouptag='author')\n", + "resultsBA_nonlinear_brain=bland_altman_statistics(data=df[(df['source']=='brain') & (df['method']=='nonlinear')],par='perc_error',grouptag='author')\n", + "print('Bias results for brain data for linear implementations of R_1 estimation')\n", + "print(resultsBA_linear_brain)\n", + "print('Bias results for brain data for nonlinear implementations of R_1 estimation')\n", + "print(resultsBA_nonlinear_brain)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e23f4606-55d5-48ea-81a6-b334e578497f", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:50:59.954566Z", + "iopub.status.busy": "2025-08-15T11:50:59.954332Z", + "iopub.status.idle": "2025-08-15T11:51:00.744800Z", + "shell.execute_reply": "2025-08-15T11:51:00.743818Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# In-vivo prostate data\n", + "# Adjust the xlim, ylim if necessary\n", + "plotPair(\n", + " data_linear=df[(df['source']=='prostate') & (df['method']=='linear')],\n", + " data_nonlinear=df[(df['source']=='prostate') & (df['method']=='nonlinear')],\n", + " xlim=[10**-1,10**0.2],\n", + " ylim=[-0.15, 0.15],\n", + " suptitle='Prostate Data'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "306f72b1-0cf5-48af-974f-7b7849c4a203", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-15T11:51:00.747126Z", + "iopub.status.busy": "2025-08-15T11:51:00.746907Z", + "iopub.status.idle": "2025-08-15T11:51:00.764528Z", + "shell.execute_reply": "2025-08-15T11:51:00.763669Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Bias results for prostate data for linear implementations of R_1 estimation\n", + " bias stdev LoA lower LoA upper\n", + "author \n", + "MJT_UoEdinburgh_UK -1.159407 3.664096 -8.341035 6.022222\n", + "ST_USyd_Aus -1.159407 3.664096 -8.341036 6.022222\n", + "ZA_McGill_CAN -1.159407 3.664096 -8.341035 6.022222\n", + "Bias results for brain data for nonlinear implementations of R_1 estimation\n", + " bias stdev LoA lower LoA upper\n", + "author \n", + "MJT_UoEdinburgh_UK 0.000244 0.000841 -0.001404 0.001891\n", + "OG_MO_AUMC_NL_ICR_UK 0.000246 0.000844 -0.001409 0.001901\n", + "ST_USyd_Aus 0.000238 0.000837 -0.001404 0.001879\n", + "ZA_McGill_CAN 0.000304 0.001193 -0.002035 0.002643\n" + ] + } + ], + "source": [ + "# bland-altman statistics\n", + "resultsBA_linear_prostate=bland_altman_statistics(data=df[(df['source']=='prostate') & (df['method']=='linear')],par='perc_error',grouptag='author')\n", + "resultsBA_nonlinear_prostate=bland_altman_statistics(data=df[(df['source']=='prostate') & (df['method']=='nonlinear')],par='perc_error',grouptag='author')\n", + "print('Bias results for prostate data for linear implementations of R_1 estimation')\n", + "print(resultsBA_linear_brain)\n", + "print('Bias results for brain data for nonlinear implementations of R_1 estimation')\n", + "print(resultsBA_nonlinear_brain)" + ] + }, + { + "cell_type": "markdown", + "id": "e3ab857d-deca-4c4a-b7c4-60b8bdb16e54", + "metadata": {}, + "source": [ + "## Notes\n", + "The contribtutions that use two flip angles (n = 2) have not been added to the test results yet." + ] + }, + { + "cell_type": "markdown", + "id": "b54912b4-ae3f-483b-83b6-58bf7cb4d561", + "metadata": {}, + "source": [ + "### References\n", + "\n", + "Bland JM and Altman DG \"Measuring agreement in method comparison studies\" Statistical Methods in Medical Research, 1999; 8: 135-160\n", + "\n", + "Deoni et al \"High-resolution T1 and T2 mapping of the brain in a clinically acceptable time with DESPOT1 and DESPOT2\" Magn Reson Med, 2005; 53(1):237-41. doi: 10.1002/mrm.20314\n", + "\n", + "Fram et al. \"Rapid calculation of T1 using variable flip angle gradient refocused imaging\" Magn Reson Imaging, 1987;5(3):201-8. doi: 10.1016/0730-725x(87)90021-x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e30d0352-bc0b-42b5-bc5a-f50f75a93b9e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.20" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/_config.yml b/docs/notebooks/_config.yml old mode 100755 new mode 100644 similarity index 100% rename from notebooks/_config.yml rename to docs/notebooks/_config.yml diff --git a/notebooks/_toc.yml b/docs/notebooks/_toc.yml similarity index 98% rename from notebooks/_toc.yml rename to docs/notebooks/_toc.yml index 5d05de42..36babc45 100644 --- a/notebooks/_toc.yml +++ b/docs/notebooks/_toc.yml @@ -2,7 +2,7 @@ # More info: https://jupyterbook.org/customize/toc.html format: jb-article -root: intro.md +root: index.md sections: - file: overview_of_code_collection.md - file: DCE.md diff --git a/notebooks/guidelines.md b/docs/notebooks/guidelines.md similarity index 99% rename from notebooks/guidelines.md rename to docs/notebooks/guidelines.md index a0d3b6e3..c0028343 100644 --- a/notebooks/guidelines.md +++ b/docs/notebooks/guidelines.md @@ -2,6 +2,7 @@ More detailed information on the code collection can be found at the [wiki](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/wiki) of the github repository. Some direct links: + - structure of the repository: https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/wiki/Repository-structure - how to contribute code: https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/wiki/How-to-contribute-code - the testing approach: https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/wiki/The-testing-approach diff --git a/notebooks/images/ex1_testfail.png b/docs/notebooks/images/ex1_testfail.png similarity index 100% rename from notebooks/images/ex1_testfail.png rename to docs/notebooks/images/ex1_testfail.png diff --git a/notebooks/images/ex1_testpass.png b/docs/notebooks/images/ex1_testpass.png similarity index 100% rename from notebooks/images/ex1_testpass.png rename to docs/notebooks/images/ex1_testpass.png diff --git a/notebooks/images/gitstatus_clonerepo.png b/docs/notebooks/images/gitstatus_clonerepo.png similarity index 100% rename from notebooks/images/gitstatus_clonerepo.png rename to docs/notebooks/images/gitstatus_clonerepo.png diff --git 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notebooks/old_nb/vfatestoverview.md rename to docs/notebooks/old_nb/vfatestoverview.md diff --git a/docs/notebooks/overview_of_code_collection.md b/docs/notebooks/overview_of_code_collection.md new file mode 100644 index 00000000..6ee0b6e3 --- /dev/null +++ b/docs/notebooks/overview_of_code_collection.md @@ -0,0 +1,91 @@ +# Overview of code collection + +| Technique | Category | Subcategory (link to source code) | Notes | Subfolder | Authors | Institution | function/module name | doi | Tester | Test status (empty/in-progress/complete) | +|:------------|:------------------------|:----------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------|:------------------------|:--------------------------------------|:---------------------------------------------------------------------------------------|:----------------------------------------------|:--------------------------------------------------------------------------------------|:---------|:-------------------------------------------| +| DCE | Bolus arrival time | [piecewise linear quadratic function](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/BAT_estimation.py) | Cheong et al (DOI: 10.1088/0031-9155/48/5/403) | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | BAT_linquad | nan | tbd | nan | +| DCE | Bolus arrival time | [fitting Kety (Tofts) model to first third of the curve](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/BAT_estimation.py) | nan | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | BAT_kety | nan | tbd | nan | +| DCE | Input Functions | [load AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/dce_aif.py) | load from txt | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | read_AIF | https://doi.org/10.21105/joss.03523 | tbd | nan | +| DCE | Input Functions | [Parker AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/dce_aif.py) | nan | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | compute_population_AIF | https://doi.org/10.21105/joss.03523 | JK/PvH | completed | +| DCE | Input Functions | [patient-specific AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/aifs.py) | constructed from time-concentration data | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | patientSpecific | nan | tbd | nan | +| DCE | Input Functions | [Parker AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/aifs.py) | Parker AIF, Parker-like AIF | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Parker | nan | JK/PvH | completed | +| DCE | Input Functions | [Manning AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/aifs.py) | Manning et al (https://doi.org/10.1002/mrm.28833) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | ManningFast, ManningSlow | nan | tbd | completed | +| DCE | Input Functions | [Heye AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/aifs.py) | Heye et al (https://doi.org/10.1016/j.neuroimage.2015.10.018) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Heye | nan | tbd | completed | +| DCE | Input Functions | [AIF parameterization](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | nan | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | Cosine4AIF, Cosine8AIF | https://doi.org/10.1088/0031-9155/53/5/005; https://doi.org/10.1007/s00330-015-4012-9 | tbd | nan | +| DCE | Input Functions | [Head-and-neck population AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | Wong et al (DOI: https://doi.org/10.2967/jnumed.116.174433) | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | aifPopHN | nan | tbd | nan | +| DCE | Input Functions | [Parker AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | nan | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | aifPopPMB | nan | tbd | nan | +| DCE | Input Functions | [load AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/ArterialInputFunction.py) | from txt | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | loadStandard | nan | tbd | nan | +| DCE | Input Functions | [AIF parameterization](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/ArterialInputFunction.py) | fit gamma-variate function | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | gammaVariateFit | nan | tbd | nan | +| DCE | Input Functions | [Georgiou AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/PvH_NKI_NL/AIF/PopulationAIF.py) | Georgiou et al (DOI: 10.1002/mrm.27524) | PvH_NKI | Petra van Houdt | the Netherlands Cancer Institute, the Netherlands | GeorgiouAIF | nan | JK/PvH | completed | +| DCE | Input Functions | [Parker AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/PvH_NKI_NL/AIF/PopulationAIF.py) | nan | PvH_NKI | Petra van Houdt | the Netherlands Cancer Institute, the Netherlands | ParkerAIF | nan | JK/PvH | completed | +| DCE | Input Functions | [Parker AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/InputFunctions.py) | nan | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | AIF, variableAIF | nan | JK/PvH | completed | +| DCE | Input Functions | [preclinical AIF](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/InputFunctions.py) | McGrath et al (DOI: 10.1002/mrm.21959) | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | preclinicalAIF | nan | JK/PvH | completed | +| DCE | Miscellaneous | [enhancement detection](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | check for enhancement | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | enhance | nan | tbd | nan | +| DCE | Parameter derivation | [iAUC](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/tissue_concentration.py) | nan | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | compute_IAUC | https://doi.org/10.21105/joss.03523 | tbd | nan | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | NLLS fitting (+forward model) | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | tofts_integral, fit_tofts_model | nan | tdd | nan | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | NLLS fitting (+forward model) | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | ext_tofts_integral, fit_tofts_model | nan | tbd | nan | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LCB_BNI_USA/dce.py) | NLLS fitting (+ forward model) | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | tofts_model, fit_tofts | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [2-cmp exchange](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | TwoCXM | nan | MJT | completed | +| DCE | Pharmacokinetic models | [2-cmp uptake](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | TwoCUM | nan | MJT | completed | +| DCE | Pharmacokinetic models | [AATH](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | AATH | nan | tbd | nan | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | ExtKety | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [Patlak](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | Patlak | nan | MJT | completed | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | Kety | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [2-cmp exchange](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/two_cxm_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | two_cxm_model | https://doi.org/10.21105/joss.03523 | MJT | completed | +| DCE | Pharmacokinetic models | [2-cmp filtration](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/two_cfm_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | two_cfm_model | https://doi.org/10.21105/joss.03523 | tbd | nan | +| DCE | Pharmacokinetic models | [active uptake and efflux (AUEM)](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/active_uptake_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | active_uptake_model | https://doi.org/10.21105/joss.03523 | tbd | nan | +| DCE | Pharmacokinetic models | [dual-inlet general model](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/dibem.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | dibem | https://doi.org/10.21105/joss.03523 | tbd | nan | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/tofts_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | tofts_model | https://doi.org/10.21105/joss.03523 | ST/OGC | completed | +| DCE | Pharmacokinetic models | [2-cmp exchange](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCXM, EnhToPKP, ConcToPKP | nan | MJT | completed | +| DCE | Pharmacokinetic models | [2-cmp exchange](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCXM, EnhToPKP, ConcToPKP | nan | MJT | completed | +| DCE | Pharmacokinetic models | [2-cmp uptake](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCUM, EnhToPKP, ConcToPKP | nan | MJT | completed | +| DCE | Pharmacokinetic models | [2-cmp uptake](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCUM, EnhToPKP, ConcToPKP | nan | MJT | completed | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | ExtendedTofts, EnhToPKP, ConcToPKP | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | ExtendedTofts, EnhToPKP, ConcToPKP | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [Patlak](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Patlak, EnhToPKP, ConcToPKP | nan | MJT | completed | +| DCE | Pharmacokinetic models | [Patlak](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Patlak, EnhToPKP, ConcToPKP | nan | MJT | completed | +| DCE | Pharmacokinetic models | [Patlak](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | LLSQ fitting | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | PatlakLinear | nan | MJT | completed | +| DCE | Pharmacokinetic models | [steady-state vp](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | SteadyStateVp, EnhToPKP, ConcToPKP | nan | tbd | nan | +| DCE | Pharmacokinetic models | [steady-state vp](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | SteadyStateVp, EnhToPKP, ConcToPKP | nan | tbd | nan | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Tofts, EnhToPKP, ConcToPKP | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Tofts,EnhToPKP, ConcToPKP | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | NLLS fitting (+forward model) | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | fit_tofts_model | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [2-cmp exchange](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | LLSQ fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | twoCXM, fitToModelLLSQ | nan | MJT | completed | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | NLLS fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | ETM, fitToModelNLLS, fitToModelNLLS_parallel | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | LLSQ fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | ETM, fitToModelLLSQ | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | NLLS fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | TM, fitToModelNLLS, fitToModelNLLS_parallel | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | LLSQ fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, NOR | TM, fitToModelLLSQ | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [1-cmp](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | OneCompartment | nan | tbd | nan | +| DCE | Pharmacokinetic models | [dual-inlet 1-cmp](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | DualInletOneCompartment | nan | tbd | nan | +| DCE | Pharmacokinetic models | [dual-inlet ext Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | DualInletExtendedTofts | nan | tbd | nan | +| DCE | Pharmacokinetic models | [dual-inlet high-flow 2-cmp Gadoxetate](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | DualInletconc_HF2CGM | nan | tbd | nan | +| DCE | Pharmacokinetic models | [extended Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | ExtendedTofts | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [Tofts](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | Tofts | nan | ST/OGC | completed | +| DCE | Pharmacokinetic models | [high flow 2-cmp Gadoxetate](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | nan | nan | tbd | nan | +| DCE | Pharmacokinetic models | [Patlak](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | PatlakModel | nan | MJT | completed | +| DCE | Signal to Concentration | [SPGR](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | two-steps: S->R1, R1->C | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | r1eff_to_conc, dce_to_r1eff | nan | tbd | nan | +| DCE | Signal to Concentration | [SPGR or GE-EPI](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LCB_BNI_USA/dce.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | signal_to_conc, estimate_delta_R1 | nan | LK | completed | +| DCE | Signal to concentration | [SPGR](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LEK_UoEdinburgh_UK/SignalToConcentration/SI2Conc.py) | reverse C->S also available | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | SI2Conc | nan | LK | completed | +| DCE | Signal to concentration | [SPGR](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/tissue_concentration.py) | reverse C->S also available | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | signal_to_concentration | https://doi.org/10.21105/joss.03523 | LK | completed | +| DCE | Signal to concentration | [SPGR](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/dce_fit.py) | two steps: S-> enhancement, enhancement -> C; reverse C->S also available | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | sign_to_enh, enh_to_conc | nan | LK | completed | +| DCE | Signal to concentration | [SPGR](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | two steps: S->R1, R1 -> C; reverse C->S also available | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | dce_to_r1eff, r1eff_to_conc | nan | LK | completed | +| DCE | Signal to concentration | [SPGR](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/signals2conc.py) | reverse R1->C also available | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | signals2conc | nan | LK | completed | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | nonlinear | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | fit_R1 | nan | tbd | nan | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ZA_McGill_CAN/vfa.py) | despot | McGill_VFA | Zaki Ahmed | McGill University, Canada | despot | nan | MJT | completed | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ZA_McGill_CAN/vfa.py) | novifast | McGill_VFA | Zaki Ahmed | McGill University, Canada | novifast | nan | MJT | completed | +| DCE | T1 | [DESPOT1-HIFI](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/t1_fit.py) | Fit any combination of (IR-)SPGR scans to estimate T1 | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | HIFI | nan | MJT | in-progress | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/t1_fit.py) | linear | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | VFALinear | nan | MJT | complete | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/t1_fit.py) | nonlinear | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | VFANonlinear | nan | MJT | complete | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/MJT_UoEdinburgh_UK/t1_fit.py) | two flip angles | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | VFA2Points | nan | tbd | nan | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | two flip angles (linear) | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | R1_two_fas | nan | MJT | competed | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | nonlinear | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | R1_VFA | nan | MJT | competed | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/VFAT1mapping.py) | linear | ST_Sydney_AUS_T1 | Sirisha Tadimalla | University of Sydney, Australia | VFAT1mapping | nan | MJT | completed | +| DCE | T1 | [VFA](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/ST_USyd_AUS/VFAT1mapping.py) | nonlinear | ST_Sydney_AUS_T1 | Sirisha Tadimalla | University of Sydney, Australia | VFAT1mapping | nan | MJT | completed | +| DCE/DSC | AIF deconvolution | [Volterra discretization with L-curve criterion](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/SR_TBG_BNIPhoenix_USA/AIFDeconvolution/AIF_deconvolution.py) | nan | SR_TBG_BNI_PhoenixUSA | Sudarshan Ragunathan, Laura Bell | Barrow Neurological Institute, USA | AIFdeconvolution | nan | JA | completed | +| DCE/DSC | Miscellaneous | [calculate SNR](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | nan | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | signal_to_noise_ratio | nan | tbd | nan | +| DCE/DSC | Miscellaneous | [calculate enhancement ratio](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | nan | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | signal_enhancement_ratio | nan | tbd | nan | +| DSC | Input Functions | [automatic AIF selection](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/JBJA_GUSahlgrenska_SWE/AIF_selection_auto/AIF_selection_automatic.py) | fully automatic, semi-automatic | JBJA_GUSahlgrenskaSWE | Jesper Browall, Jonathan Arvidsson | Sahlgrenska University Hospital and Gothenburg University, Gothenburg, Sweden | AIF_selection_automatic.py | DOI: 10.1002/mrm.20759 | tbd | nan | +| DSC | Leakage correction | [BSW](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/SR_TBG_BNIPhoenix_USA/LeakageCorrection/bsw_leakagecorr.py) | nan | SR_TBG_BNI_PhoenixUSA | Sudarshan Ragunathan, Laura Bell | Barrow Neurological Institute, USA | BSWleakagecorr | nan | SR | in-progress | +| DSC | Parameter derivation | [CBV,CBF,MTT](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/SR_TBG_BNIPhoenix_USA/DSCparameters/DSC_parameters.py) | nan | SR_TBG_BNI_PhoenixUSA | Sudarshan Ragunathan, Laura Bell | Barrow Neurological Institute, USA | DSCparameters | nan | tbd | nan | +| DSC | Signal to deltaR2* | [single echo](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LCB_BNI_USA/dsc.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | nan | estimate_delta_R2s | tbd | nan | +| DSC | Signal to deltaR2* | [dual echo](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LCB_BNI_USA/dsc.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | nan | estimate_delta_R2s, estimate_delta_R2s_dual_echo | tbd | nan | +| DSC | Signal to R2* | [dual echo](https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/src/original/LCB_BNI_USA/dsc.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | nan | estimate_R2s | tbd | nan | \ No newline at end of file diff --git a/notebooks/plotting_results_nb.py b/docs/notebooks/plotting_results_nb.py similarity index 100% rename from notebooks/plotting_results_nb.py rename to docs/notebooks/plotting_results_nb.py diff --git a/notebooks/requirements.txt b/docs/notebooks/requirements.txt similarity index 100% rename from notebooks/requirements.txt rename to docs/notebooks/requirements.txt diff --git a/guide/render_notebooks.md b/guide/render_notebooks.md new file mode 100644 index 00000000..f06fde05 --- /dev/null +++ b/guide/render_notebooks.md @@ -0,0 +1,30 @@ +## Execute the Notebooks + + +### 1. Execute All Notebooks in `notebooks/` + +To execute all notebooks in the `notebooks/` folder (excluding the `old_nb`), use the following shell script: + +```bash +find docs/notebooks -type f -name "*.ipynb" ! -path "*/old_nb/*" | while read nb; do + echo "Executing $nb" + jupyter nbconvert --to notebook --execute --inplace "$nb" +done +``` + +> 💡 Requires `bash`. Run in WSL, or macOS/Linux terminal. + +--- +### 2. Execute a Specific Notebook (optional) + +To execute a notebook and update its output cells **in place**: + +```bash +jupyter nbconvert --to notebook --execute --inplace path/to/your_notebook.ipynb +``` + +### Example: + +```bash +jupyter nbconvert --to notebook --execute --inplace docs/ToftsModel.ipynb +``` \ No newline at end of file diff --git a/guide/setup_documentation.md b/guide/setup_documentation.md new file mode 100644 index 00000000..a5c498e6 --- /dev/null +++ b/guide/setup_documentation.md @@ -0,0 +1,40 @@ +## Setup Instructions + +### 1. Clone the Repository & navigate + +```bash +git clone https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection +cd DCE-DSC-MRI_CodeCollection +``` + +### 2. Create a Virtual Environment (Optional but Recommended) +- Note: this project uses python version 3.8, if you already have this version then please proceed, else please checkout [setup virtual environment python3.8](/guide/setup_venv.md) + +- Proceed only if the virtual environment for python 3.8 is setup correctly + +### 3. Install Core Dependencies & requirements + +- install the requirements +```bash +pip install -r requirements.txt +``` +- install the setup.py +```bash +pip install . +``` + +### 4. Run Tests + +```bash +pytest . +``` +### 5. Execute the Notebooks ( if it is not already executed ) + +- Note: Before starting the documentation site, you must execute the notebooks. +- please checkout [render notebooks](/guide/render_notebooks.md) + +### 5. Serve Locally + +```bash +mkdocs serve +``` \ No newline at end of file diff --git a/guide/setup_venv.md b/guide/setup_venv.md new file mode 100644 index 00000000..aee278be --- /dev/null +++ b/guide/setup_venv.md @@ -0,0 +1,62 @@ +## 🐍 Python 3.8 Virtual Environment Setup (macOS & Ubuntu/WSL) + +### 📦 macOS Instructions + +1. **Install Homebrew** (if not already installed): + ```bash + /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)" + ``` + +2. **Install Python 3.8**: + + ```bash + brew install python@3.8 + brew link python@3.8 --force + ``` + +3. **Clone the repository**: + + ```bash + git clone https://github.com/yourusername/your-repo.git + cd your-repo + ``` + +4. **Create and activate the virtual environment**: + + ```bash + python3.8 -m venv .venv + source .venv/bin/activate + ``` + +--- + +### 🐧 Ubuntu / WSL Instructions + +> If Python 3.8 is not available on your system, follow these steps. + +1. **Install prerequisites**: + + ```bash + sudo apt update + sudo apt install software-properties-common + ``` + +2. **Add the deadsnakes PPA**: + + ```bash + sudo add-apt-repository ppa:deadsnakes/ppa + sudo apt update + ``` + +3. **Install Python 3.8 and venv**: + + ```bash + sudo apt install python3.8 python3.8-venv + ``` + +5. **Create and activate the virtual environment**: + + ```bash + python3.8 -m venv .venv + source .venv/bin/activate + ``` diff --git a/mk_hooks.py b/mk_hooks.py new file mode 100644 index 00000000..48cb17fe --- /dev/null +++ b/mk_hooks.py @@ -0,0 +1,4 @@ +from mk_utils.convert import run_conversion_script + +def on_pre_build(config): + run_conversion_script() \ No newline at end of file diff --git a/notebooks/data/.gitkeep b/mk_utils/__init__.py similarity index 100% rename from notebooks/data/.gitkeep rename to mk_utils/__init__.py diff --git a/mk_utils/convert.py b/mk_utils/convert.py new file mode 100644 index 00000000..904ac5fa --- /dev/null +++ b/mk_utils/convert.py @@ -0,0 +1,10 @@ +import os +import subprocess + +def run_conversion_script(): + script_path = os.path.join('doc', 'convert_to_md.py') + if os.path.exists(script_path): + print(f"Running conversion script: {script_path}") + subprocess.run(['python', script_path], check=True) + else: + print(f"Conversion script not found at: {script_path}") diff --git a/mkdocs.yml b/mkdocs.yml new file mode 100644 index 00000000..90097f57 --- /dev/null +++ b/mkdocs.yml @@ -0,0 +1,177 @@ +# Project information +site_name: OSIPI DCE-DSC-MRI_CodeCollection +site_url: https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection +site_author: OSIPI +site_description: >- + OSIPI aims to develop resources and best practices for the analysis of perfusion imaging data and interoperability of the analysis results. + +# Repository +repo_name: OSIPI/DCE-DSC-MRI_CodeCollection +repo_url: https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection + +# Copyright +copyright: Copyright © 2025 OSIPI + +# Configuration +theme: + name: material + logo: assets/osipiImgs/OSIPI_logo.png + favicon: assets/osipiImgs/OSIPI_logo_only_square.png + features: + - announce.dismiss + - content.action.edit + - content.action.view + - content.code.annotate + - content.code.copy + # - content.code.select + # - content.footnote.tooltips + # - content.tabs.link + - content.tooltips + # - header.autohide + # - navigation.expand + - navigation.footer + - navigation.indexes + # - navigation.instant + # - navigation.instant.prefetch + # - navigation.instant.progress + # - navigation.prune + # - navigation.sections + - navigation.tabs + # - navigation.tabs.sticky + - navigation.top + - navigation.tracking + - search.highlight + - search.share + - search.suggest + - toc.follow + # - toc.integrate + palette: + - media: "(prefers-color-scheme)" + toggle: + icon: material/link + name: Switch to light mode + - media: "(prefers-color-scheme: light)" + scheme: default + primary: indigo + accent: indigo + toggle: + icon: material/toggle-switch + name: Switch to dark mode + - media: "(prefers-color-scheme: dark)" + scheme: slate + primary: black + accent: indigo + toggle: + icon: material/toggle-switch-off + name: Switch to system preference + font: + text: Roboto + code: Roboto Mono + +plugins: + - search: + separator: '[\s\u200b\-_,:!=\[\]()"`/]+|\.(?!\d)|&[lg]t;|(?!\b)(?=[A-Z][a-z])' + - minify: + minify_html: true + + - mknotebooks + +hooks: + - mk_hooks.py + +# Additional configuration +extra: + social: + - icon: fontawesome/brands/github + link: https://github.com/OSIPI + - icon: fontawesome/brands/slack + link: https://app.slack.com/client/TFGVCE9HS + +extra_css: + - assets/stylesheets/extra.css +extra_javascript: + - js/mathjax-config.js + - https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js + + +# Extensions +markdown_extensions: + - abbr + - admonition + - attr_list + - codehilite + - def_list + - footnotes + - md_in_html + - toc: + permalink: true + - pymdownx.arithmatex: + generic: true + - pymdownx.betterem: + smart_enable: all + - pymdownx.caret + - pymdownx.details + - pymdownx.emoji: + emoji_generator: !!python/name:material.extensions.emoji.to_svg + emoji_index: !!python/name:material.extensions.emoji.twemoji + - pymdownx.highlight: + anchor_linenums: true + line_spans: __span + pygments_lang_class: true + - pymdownx.inlinehilite + - pymdownx.keys + - pymdownx.magiclink: + normalize_issue_symbols: true + repo_url_shorthand: true + user: squidfunk + repo: mkdocs-material + - pymdownx.mark + - pymdownx.smartsymbols + - pymdownx.snippets: + auto_append: + - includes/mkdocs.md + - pymdownx.superfences: + custom_fences: + - name: mermaid + class: mermaid + format: !!python/name:pymdownx.superfences.fence_code_format + - pymdownx.tabbed: + alternate_style: true + combine_header_slug: true + slugify: !!python/object/apply:pymdownx.slugs.slugify + kwds: + case: lower + - pymdownx.tasklist: + custom_checkbox: true + - pymdownx.tilde + +not_in_nav: | + /tutorials/**/*.md + +# Page tree +nav: + - Home: index.md + - Overview of Code Collection: notebooks/overview_of_code_collection.md + - DCE functionality: + - DCE Overview: notebooks/DCE.md + - T1 Mapping: + - T1 Mapping Overview: notebooks/T1mapping.md + - Variable Flip Angle: notebooks/VariableFlipAngle.ipynb + - Population AIF: + - Population AIF Overview: notebooks/PopulationAIF.md + - Parker AIF: notebooks/ParkerAIF.ipynb + - Georgiou AIF: notebooks/GeorgiouAIF.ipynb + - Preclinical AIF: notebooks/PreclinicalAIF.ipynb + - Signal Intensity to Concentration: notebooks/SItoC.ipynb + - DCE Models: + - DCE Models Overview: notebooks/DCEmodels.md + - Tofts Model: notebooks/ToftsModel.ipynb + - Extended Tofts Model: notebooks/ExtendedToftsModel.ipynb + - Patlak Model: notebooks/PatlakModel.ipynb + - 2CXM: notebooks/2CXM.ipynb + - 2CUM: notebooks/2CUM.ipynb + - DSC functionality: + - DSC Overview: notebooks/DSC.md + - DSC Parameters: notebooks/DSC_pars.ipynb + - Guidelines: notebooks/guidelines.md + - Contributors: notebooks/Acknowledgements.ipynb \ No newline at end of file diff --git a/notebooks/2CUM.ipynb b/notebooks/2CUM.ipynb deleted file mode 100644 index ce4e57ac..00000000 --- a/notebooks/2CUM.ipynb +++ /dev/null @@ -1,444 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "d903c06c", - "metadata": {}, - "source": [ - "# Two-compartment uptake model (2CUM)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eda0e1b2-bd70-496c-a44a-f2e3013de67c", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# import statements\n", - "import os\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "380b86dd-1ced-454f-8541-80df2ec7f8ab", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "\n", - "Data summary: simulated two-compartment uptake model data\n", - "\n", - "Source: Concentration-time data (n = 27) generated by M. Thrippleton using Matlab code at https://github.com/mjt320/DCE-functions\n", - "\n", - "Detailed info:\n", - "- Temporal resolution: 0.5 s\n", - "- Acquisition time: 300 s\n", - "- AIF: Parker function, starting at t=10s\n", - "- Noise: SD = 0.001 mM\n", - "- Arterial delay: none or 5s\n", - "Since it is challenging to fit all parameters across a wide area of parameter space, data is generated with high SNR.\n", - " \n", - "Reference values: Reference values are the parameters used to generate the data. All combinations of $v_p$ (0.02 to 0.1), $f_p$ (5 to 40 100ml/ml/min) and PS (0.0001 to 0.25 per min) are included.\n", - "A delayed version of the test data was created by shifting the time curves with 5s. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", - "\n", - "Citation: Code used in Manning et al., Magnetic Resonance in Medicine, 2021 https://doi.org/10.1002/mrm.28833 and Matlab code: https://github.com/mjt320/DCE-functions\n", - "\n", - "Tolerances\n", - "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", - "- $f_p$: a_tol=5, r_tol=0.1, start=20, bounds=(0,200), units ml/100ml/min\n", - "- PS: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", - "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units s\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "f1bc29fa-85b6-4aaa-882c-974864722473", - "metadata": { - "tags": [] - }, - "source": [ - "### Visualize test data\n", - "To get an impression of the test data, the concentration time curves of the test data are plotted below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "921956c0-1a4e-459f-9136-ec206216a0ce", - "metadata": {}, - "outputs": [], - "source": [ - "#plot test data\n", - "filename = ('../test/DCEmodels/data/2cum_sd_0.0025_delay_0.csv')\n", - "# read from CSV to pandas\n", - "df1 = pd.read_csv(filename)\n", - "\n", - "no_voxels = len(df1.label)\n", - "\n", - "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", - "for currentvoxel in range(no_voxels):\n", - " labelname = 'case_' + str(currentvoxel+1)\n", - " testdata = df1[(df1['label']==labelname)]\n", - " t = testdata['t'].to_numpy()\n", - " t = np.fromstring(t[0], dtype=float, sep=' ')\n", - " c = testdata['C_t'].to_numpy()\n", - " c = np.fromstring(c[0], dtype=float, sep=' ')\n", - " ax.plot(t, c, label=labelname)\n", - " \n", - "ax.set_ylabel('C (mM)', fontsize=14)\n", - "ax.set_xlabel('time (ms)', fontsize=14)\n", - "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0,fontsize=9); \n", - "plt.xticks(fontsize=14)\n", - "plt.yticks(fontsize=14);\n", - "\n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "7678fc79-0e66-4067-8ece-64e69dda8448", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "141d1044-ca68-48f6-b504-4a60389d93b9", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "845a8b8a-e740-4276-9f54-e5818f86a842", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'DCEmodels') & (entry['method'] == '2CUM') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2ff572ec-75bc-4260-b135-af15dbefd86c", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "author_list = df.author.unique()\n", - "no_authors = len(author_list)\n", - "\n", - "# split delayed and non-delayed data\n", - "df['delay'] = df['label'].str.contains('_delayed')\n", - "\n", - "# calculate error between measured and reference values\n", - "df['error_ps'] = df['ps_meas'] - df['ps_ref']\n", - "df['error_vp'] = df['vp_meas'] - df['vp_ref']\n", - "df['error_fp'] = df['fp_meas'] - df['fp_ref']\n", - "\n", - "# tolerances\n", - "tolerances = { 'ps': {'atol' : 0.005, 'rtol': 0.1 }, 'vp': {'atol':0.025, 'rtol':0}, 've': {'atol':0.05, 'rtol':0}, 'fp': {'atol':5, 'rtol':0.1}}" - ] - }, - { - "cell_type": "markdown", - "id": "a8f242dd-bce0-437b-9b5c-0474cfd08f8c", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "a046a891-8f4d-46b9-b850-4e2be8c18527", - "metadata": { - "tags": [] - }, - "source": [ - "### Non-delayed data" - ] - }, - { - "cell_type": "markdown", - "id": "1ad023d8-3bc0-4ed3-be4d-483e78f2cb57", - "metadata": {}, - "source": [ - "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0.\n", - "\n", - "If the tolerance lines are not shown, it means that they are outside the limits of the y-axis." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "33dc9970-be29-4d79-922c-9b5946274dcf", - "metadata": {}, - "outputs": [], - "source": [ - "df.head(n=27)[['label','ps_ref','vp_ref', 'fp_ref']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "13797478-8d40-41bf-9555-e1f23af0ef02", - "metadata": {}, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "#sns.set_style(\"whitegrid\")\n", - "sns.set_style(\"ticks\")\n", - "plotopts = {\"hue\":\"author\",\n", - " \"dodge\":True,\n", - " \"s\":100,\n", - " \"height\":4,\n", - " \"aspect\":3\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5d884fd5-5d75-4dad-981a-b5b16ebc8170", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_ps\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "c6d251ba-5d7d-4725-a363-1c4a809026ca", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated PS values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "880a4c79-9408-4ea8-aa77-beaac2085801", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_vp\", data=df[~df['delay']], \n", - " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c613da99-dfbe-49fa-8fb4-53c882686ab1", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_fp\", data=df[~df['delay']], \n", - " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "24a80683-9585-47be-a20d-8f42d0ffe3bc", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated PS values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "42b33c60-2728-4c37-83cc-67675864633e", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ps',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "e1a1b477-1eb3-4489-98fe-40c9db490aef", - "metadata": {}, - "source": [ - "Bias results estimated $v_p$ values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "20e3bdc6-1193-4604-a907-3baaacb6e301", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "7ffbfede-60e8-4a7f-9e19-c97fea4c2366", - "metadata": {}, - "source": [ - "Bias results estimated $f_p$ values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ebac2756-3abe-4c62-ae2d-d40d524bd8cb", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_fp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "6c81a7e6-08f6-4a3b-8bee-f37f7b3909c9", - "metadata": { - "tags": [] - }, - "source": [ - "### Delayed results\n", - "\n", - "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "81064b98-f77f-49f4-860d-70a75cf09aa7", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_ps\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "2ed6eeee-82ed-4423-8da5-0d8518f31c8a", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated PS values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ffa17754-c578-4754-893e-d39e6567e478", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_vp\", data=df[df['delay']], \n", - " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a2abdaa2-c7a5-4591-ae18-0ad645d5b1f1", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_fp\", data=df[df['delay']], \n", - " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "263ef524-5559-4316-83c5-3345938c1d7c", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "Additional notes/remarks" - ] - }, - { - "cell_type": "markdown", - "id": "6d980fbd-6c29-4ffc-b364-eb61e8aa8edb", - "metadata": { - "tags": [] - }, - "source": [ - "### References" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/2CXM.ipynb b/notebooks/2CXM.ipynb deleted file mode 100644 index 2a16ec00..00000000 --- a/notebooks/2CXM.ipynb +++ /dev/null @@ -1,485 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "d903c06c", - "metadata": {}, - "source": [ - "# Two-compartment exchange model (2CXM)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eda0e1b2-bd70-496c-a44a-f2e3013de67c", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# import statements\n", - "import os\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "380b86dd-1ced-454f-8541-80df2ec7f8ab", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "\n", - "Data summary: simulated two-compartment exchange model data\n", - "\n", - "Source: Concentration-time data (n = 24) generated by M. Thrippleton using Matlab code at https://github.com/mjt320/DCE-functions\n", - "\n", - "Detailed info:\n", - "- Temporal resolution: 0.5 s\n", - "- Acquisition time: 300 s\n", - "- AIF: Parker function, starting at t=10s\n", - "- Noise: SD = 0.001 mM\n", - "- Arterial delay: none or 5s\n", - "Since it is challenging to fit all parameters across a wide area of parameter space, data is generated with high SNR.\n", - " \n", - "Reference values: Reference values are the parameters used to generate the data. All combinations of $v_p$ (0.02, 0.1), $v_e$ (0.1, 0.2), $f_p$ (5 to 40 100ml/ml/min) and PS (0.05 to 0.15 per min) are included.\n", - "A delayed version of the test data was created by shifting the time curves with 5s. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", - "\n", - "Citation: Code used in Manning et al., Magnetic Resonance in Medicine, 2021 https://doi.org/10.1002/mrm.28833 and Matlab code: https://github.com/mjt320/DCE-functions\n", - "\n", - "Tolerances\n", - "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", - "- $v_e$: a_tol=0.05, r_tol=0, start=0.2, bounds=(0,1)\n", - "- $f_p$: a_tol=5, r_tol=0.1, start=20, bounds=(0,200), units ml/100ml/min\n", - "- PS: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", - "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units s\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "f1bc29fa-85b6-4aaa-882c-974864722473", - "metadata": { - "tags": [] - }, - "source": [ - "### Visualize test data\n", - "To get an impression of the test data, the concentration time curves of the test data are plotted below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "921956c0-1a4e-459f-9136-ec206216a0ce", - "metadata": {}, - "outputs": [], - "source": [ - "#plot test data\n", - "filename = ('../test/DCEmodels/data/2cxm_sd_0.001_delay_0.csv')\n", - "# read from CSV to pandas\n", - "df1 = pd.read_csv(filename)\n", - "\n", - "no_voxels = len(df1.label)\n", - "\n", - "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", - "for currentvoxel in range(no_voxels):\n", - " labelname = 'case_' + str(currentvoxel+1)\n", - " testdata = df1[(df1['label']==labelname)]\n", - " t = testdata['t'].to_numpy()\n", - " t = np.fromstring(t[0], dtype=float, sep=' ')\n", - " c = testdata['C_t'].to_numpy()\n", - " c = np.fromstring(c[0], dtype=float, sep=' ')\n", - " ax.plot(t, c, label=labelname)\n", - " \n", - "ax.set_ylabel('C (mM)', fontsize=14)\n", - "ax.set_xlabel('time (ms)', fontsize=14)\n", - "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0,fontsize=10); \n", - "plt.xticks(fontsize=14)\n", - "plt.yticks(fontsize=14);\n", - "\n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "7678fc79-0e66-4067-8ece-64e69dda8448", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "141d1044-ca68-48f6-b504-4a60389d93b9", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "845a8b8a-e740-4276-9f54-e5818f86a842", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'DCEmodels') & (entry['method'] == '2CXM') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2ff572ec-75bc-4260-b135-af15dbefd86c", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "author_list = df.author.unique()\n", - "no_authors = len(author_list)\n", - "\n", - "# split delayed and non-delayed data\n", - "df['delay'] = df['label'].str.contains('_delayed')\n", - "\n", - "# calculate error between measured and reference values\n", - "df['error_ps'] = df['ps_meas'] - df['ps_ref']\n", - "df['error_vp'] = df['vp_meas'] - df['vp_ref']\n", - "df['error_ve'] = df['ve_meas'] - df['ve_ref']\n", - "df['error_fp'] = df['fp_meas'] - df['fp_ref']\n", - "\n", - "# tolerances\n", - "tolerances = { 'ps': {'atol' : 0.005, 'rtol': 0.1 }, 'vp': {'atol':0.025, 'rtol':0}, 've': {'atol':0.05, 'rtol':0}, 'fp': {'atol':5, 'rtol':0.1}}" - ] - }, - { - "cell_type": "markdown", - "id": "a8f242dd-bce0-437b-9b5c-0474cfd08f8c", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "a046a891-8f4d-46b9-b850-4e2be8c18527", - "metadata": { - "tags": [] - }, - "source": [ - "### Non-delayed data" - ] - }, - { - "cell_type": "markdown", - "id": "1ad023d8-3bc0-4ed3-be4d-483e78f2cb57", - "metadata": {}, - "source": [ - "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0.\n", - "If the tolerances are not shown, it means that they are outside the limits of the y-axis." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4ed5ead3-c6ee-4e0f-b584-339ea4760e52", - "metadata": {}, - "outputs": [], - "source": [ - "df.head(n=23)[['label','ps_ref','vp_ref', 've_ref','fp_ref']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e2d41c78-a56a-4e4e-a9a6-d19b23fabf80", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "#sns.set_style(\"whitegrid\")\n", - "sns.set_style(\"ticks\")\n", - "plotopts = {\"hue\":\"author\",\n", - " \"dodge\":True,\n", - " \"s\":80,\n", - " \"height\":4,\n", - " \"aspect\":3\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8c2c6abd-dba2-4919-b69f-541b817a7138", - "metadata": {}, - "outputs": [], - "source": [ - "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results\n", - "# In this way we can appreciate the results of the different contributions per test case better.\n", - "# The downside is that the values of the test cases are not obvious. \n", - "# This might be something to improve upon at a later stage\n", - "\n", - "make_catplot(x='label', y=\"error_ps\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "24a80683-9585-47be-a20d-8f42d0ffe3bc", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated PS values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b656073f-b3e4-4ea5-904b-46b36642971a", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_vp\", data=df[~df['delay']], \n", - " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "71e6ce5f-078a-4fa9-af58-422027288b58", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_ve\", data=df[~df['delay']], \n", - " ylabel=\"$v_{e,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "552d69cf-14d7-4fc3-a4a6-397de8449751", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_fp\", data=df[~df['delay']], \n", - " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "42b33c60-2728-4c37-83cc-67675864633e", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ps',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "e1a1b477-1eb3-4489-98fe-40c9db490aef", - "metadata": {}, - "source": [ - "Bias results estimated $v_p$ values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "20e3bdc6-1193-4604-a907-3baaacb6e301", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "2117022e-b91c-4965-8ecd-e185c76aa19e", - "metadata": {}, - "source": [ - "Bias results estimated $v_e$ values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b4afb25c-ebae-4158-880e-942f2a9b5660", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ve',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "7ffbfede-60e8-4a7f-9e19-c97fea4c2366", - "metadata": {}, - "source": [ - "Bias results estimated $f_p$ values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ebac2756-3abe-4c62-ae2d-d40d524bd8cb", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_fp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "7508813d-b972-4808-902a-f4ce0792cebc", - "metadata": { - "tags": [] - }, - "source": [ - "### Delayed results\n", - "\n", - "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e39af37d-9559-4a04-bb70-78e71f8ab7a7", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_ps\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "8df462fb-771a-4562-b6c3-1c48add74922", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated PS values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b4a1bcb8-19c2-473d-82eb-a16106d4a288", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_vp\", data=df[df['delay']], \n", - " ylabel=\"$v_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d28b5f56-294c-4da4-93bd-2c84b497204d", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_ve\", data=df[df['delay']], \n", - " ylabel=\"$v_{e,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c966d2bc-7feb-4232-8a3f-25fb63e29da9", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "make_catplot(x='label', y=\"error_fp\", data=df[df['delay']], \n", - " ylabel=\"$f_{p,ref}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "263ef524-5559-4316-83c5-3345938c1d7c", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "Additional notes/remarks" - ] - }, - { - "cell_type": "markdown", - "id": "6d980fbd-6c29-4ffc-b364-eb61e8aa8edb", - "metadata": { - "tags": [] - }, - "source": [ - "### References" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/DSC_pars.ipynb b/notebooks/DSC_pars.ipynb deleted file mode 100644 index 4f187f65..00000000 --- a/notebooks/DSC_pars.ipynb +++ /dev/null @@ -1,376 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "d903c06c", - "metadata": {}, - "source": [ - "# DSC parameter estimation (CBV, CBF)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "eda0e1b2-bd70-496c-a44a-f2e3013de67c", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# import statements\n", - "import os\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "380b86dd-1ced-454f-8541-80df2ec7f8ab", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "Data summary: Simulated signal time curves representing perfusion scenarios typical of grey and white matter.\n", - " \n", - "Detailed info: \n", - "- Transit time distribution: gamma variate distribution with shape parameter lambda = 1 (negative exponential)\n", - "- AIF modelled using a gamma variate function with shape parameter alfa = 1.5 and scale parameter beta = 3\n", - "- Arterial delay not included \n", - "- Arterial dispersion not included\n", - "- Tissue and Arterial SNR = 200\n", - "- TR = 1.243 s\n", - "- TE = 29 ms\n", - "\n", - "Reference values: \n", - "Reference values are the parameters used to generate the data. The following combinations of CBV and CBF are included for \n", - "- white matter CBV 2 ml/100ml and CBF 5, 10, 15, 20, 25, 30, 35 ml/100ml/min\n", - "- grey matter CBV 4 ml/100ml and CBF 10, 20, 30, 40, 50, 60, 70 ml/100ml/min.\n", - "\n", - "Source: https://github.com/arthur-chakwizira/BezierCurveDeconvolution\n", - "\n", - "Ref: Non-parametric deconvolution using Bézier curves for quantification of cerebral perfusion in dynamic susceptibility contrast MRI (https://doi.org/10.1007/s10334-021-00995-0)\n", - "\n", - "Equivalent simulations have previously been used to evaluate perfusion estimation techniques for DSC-MRI:\n", - "- Wu et al. 2003 (DOI 10.1002/mrm.10522)\n", - "- Mouridsen et al. 2006 (DOI 10.1016/j.neuroimage.2006.06.015)\n", - "- Chappell et al. 2015 (10.1002/mrm.25390)\n", - "\n", - "Tolerances\n", - "- CBV: a_tol=1 ml/100ml, r_tol=0.1\n", - "- CBF: a_tol=15 ml/100ml/min, r_tol=0.1" - ] - }, - { - "cell_type": "markdown", - "id": "f1bc29fa-85b6-4aaa-882c-974864722473", - "metadata": { - "tags": [] - }, - "source": [ - "### Visualize test data\n", - "To get an impression of the test data, the concentration time curves of the test data are plotted below." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "921956c0-1a4e-459f-9136-ec206216a0ce", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#plot test data\n", - "filename = ('../test/DSCmodels/data/dsc_data.csv')\n", - "# read from CSV to pandas\n", - "df1 = pd.read_csv(filename)\n", - "\n", - "no_voxels = len(df1.label)\n", - "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", - "for currentvoxel in range(no_voxels):\n", - " a = df1['C_tis'][currentvoxel]\n", - " c = np.fromstring(a, dtype=float, sep=' ')\n", - " ax.plot(c)\n", - " \n", - "ax.set_ylabel('C (mM)', fontsize=14)\n", - "ax.set_xlabel('index', fontsize=14)\n", - "plt.xticks(fontsize=14)\n", - "plt.yticks(fontsize=14);\n", - "\n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "7678fc79-0e66-4067-8ece-64e69dda8448", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "141d1044-ca68-48f6-b504-4a60389d93b9", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "845a8b8a-e740-4276-9f54-e5818f86a842", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'DSCmodels'):\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "2ff572ec-75bc-4260-b135-af15dbefd86c", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "author_list = df.author.unique()\n", - "no_authors = len(author_list)\n", - "\n", - "# calculate error between measured and reference values\n", - "df['error_cbv'] = df['cbv_meas'] - df['cbv_ref']\n", - "df['error_cbf'] = df['cbf_meas'] - df['cbf_ref']\n", - "\n", - "# tolerances\n", - "tolerances = { 'cbv': {'atol' : 1, 'rtol': 0.1 }, 'cbf': {'atol':15, 'rtol':0.1}}" - ] - }, - { - "cell_type": "markdown", - "id": "a8f242dd-bce0-437b-9b5c-0474cfd08f8c", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "1ad023d8-3bc0-4ed3-be4d-483e78f2cb57", - "metadata": {}, - "source": [ - "If the tolerance lines are not shown, it means that they are outside the limits of the y-axis.\n", - "\n", - "The contribution by SR_TBG_BNI_USAPhoenix uses the L-curve criterion (for more information see doi:10.1088/0031-9155/52/2/009). Additional tag was added to the contribution to indicate the method (LCC SFTR) " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "4fa555c0-34f2-4b45-b3b5-6ed4a0514043", - "metadata": {}, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "sns.set_style(\"ticks\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "bbf49704-b3b5-4319-867c-d23ca157d445", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1,2, sharey='none', figsize=(12,5))\n", - "plot_bland_altman(ax[0], df, tolerances, 'cbv', ylim=(-2,2),label_xaxis='$CBV_{ref}$ (mL/100mL)',label_yaxis='$\\Delta$ $CBV$ (mL/100mL)')\n", - "plot_bland_altman(ax[1], df, tolerances, 'cbf', ylim=(-20,20),label_xaxis='$CBF_{ref}$ (mL/100mL/min)',label_yaxis='$\\Delta$ $CBF$ (mL/100mL/min)')\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)\n", - "\n", - "# Hide the legend for the left subplot\n", - "ax[0].get_legend().set_visible(False)\n", - "# Set the position of the legend\n", - "plt.legend(bbox_to_anchor=(1.05, 1), title='ContributionID', loc='upper left', borderaxespad=0, fontsize=14);\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "24a80683-9585-47be-a20d-8f42d0ffe3bc", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated CBV values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "42b33c60-2728-4c37-83cc-67675864633e", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " bias stdev LoA lower LoA upper\n", - "author \n", - "SR_LB_TBG_BNI_USAPhoenix_USA_LCC SFTR 0.312242 0.236365 -0.151033 0.775517\n" - ] - } - ], - "source": [ - "resultsBA = bland_altman_statistics(data=df,par='error_cbv',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "e1a1b477-1eb3-4489-98fe-40c9db490aef", - "metadata": {}, - "source": [ - "Bias results estimated CBF values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "20e3bdc6-1193-4604-a907-3baaacb6e301", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " bias stdev LoA lower LoA upper\n", - "author \n", - "SR_LB_TBG_BNI_USAPhoenix_USA_LCC SFTR -2.93965 4.107339 -10.990034 5.110734\n" - ] - } - ], - "source": [ - "resultsBA = bland_altman_statistics(data=df,par='error_cbf',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "263ef524-5559-4316-83c5-3345938c1d7c", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "Additional notes/remarks" - ] - }, - { - "cell_type": "markdown", - "id": "6d980fbd-6c29-4ffc-b364-eb61e8aa8edb", - "metadata": { - "tags": [] - }, - "source": [ - "### References\n", - "\n", - "Sourbron et al. Pixel-by-pixel deconvolution of bolus-tracking data: optimization and implementation, Phys Med Biol (2007), 52:429 doi:10.1088/0031-9155/52/2/009" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4223a8c1-83a2-47dd-9116-8d3e9c47dc71", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d49938e4-09fd-49fe-a12e-afb2d9780e5e", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/ExtendedToftsModel.ipynb b/notebooks/ExtendedToftsModel.ipynb deleted file mode 100644 index de1febe6..00000000 --- a/notebooks/ExtendedToftsModel.ipynb +++ /dev/null @@ -1,634 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "bdf81c7a", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "# Extended Tofts model" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "68ea481f-3ce9-4a22-8edc-49d69f75e3d6", - "metadata": { - "pycharm": { - "name": "#%%\n" - }, - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# import statements\n", - "import itertools\n", - "import os\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "764a6a72-f25c-4e2b-a7d6-16f3411cc68b", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "## Test data\n", - "\n", - "Digital reference object of the brain from Bosca et al. 2016.\n", - "\n", - "Test case labels: test_vox_T{tumour voxel number}_{SNR},e.g. test_vox_T1_30\n", - "Selected voxels:\n", - "- datVIF=alldata[108,121,6,:]\n", - "- datT1=alldata[121,87,6,:] --> tumour voxel 1\n", - "- datT2=alldata[156,105,6,:] --> tumour voxel 2\n", - "- datT3=alldata[139,93,6,:] --> tumour voxel 3\n", - "\n", - "SNR was added to obtain data at different SNR (20, 30, 50 and 100).\n", - "A delayed version of the test data was created by shifting the time curves with 5 time points. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", - "\n", - "The DRO data are signal values, which were converted to concentration curves using dce_to_r1eff from https://github.com/welcheb/pydcemri/blob/master from David S. Smith\n", - "\n", - "Input and reference values were found from the accompanying pdf document, which describes the values per voxel.\n", - "- T1 blood of 1440 ms\n", - "- T1 tissue of 1084 for white matter and 1820 for grey matter, 1000 for T1-T3\n", - "- TR=5 ms\n", - "- FA=30\n", - "- Hct=0.45\n", - "\n", - "Tolerances\n", - "- $v_e$: a_tol=0.05, r_tol=0, start=0.2, bounds=(0,1)\n", - "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", - "- $K^{trans}$: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", - "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units [s]\n", - "\n", - "Source: Bosca, Ryan J., and Edward F. Jackson. \"Creating an anthropomorphic digital MR phantom—an extensible tool for comparing and evaluating quantitative imaging algorithms.\" Physics in Medicine & Biology 61.2 (2016): 974." - ] - }, - { - "cell_type": "markdown", - "id": "7912dafd-651b-48c8-af49-b4097b03749e", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "### Visualize test data\n", - "To get an impression of the test data that was used for the extended Tofts model, below we show the concentration time curves that were the input for the models.\n", - "Here we show the data from high SNR from the original (first row) DRO and lowest SNR (SNR = 20; second row)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e11f8e4c-e8f0-45c5-b9d7-64df969ae54f", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "#plot test data\n", - "filename = ('../test/DCEmodels/data/dce_DRO_data_extended_tofts.csv')\n", - "# read from CSV to pandas\n", - "df1 = pd.read_csv(filename)\n", - "\n", - "fig, ax = plt.subplots(2, 3, sharex='col', sharey='row', figsize=(15,8))\n", - "for currentvoxel in range(3):\n", - " labelname = 'test_vox_T' + str(currentvoxel+1) + '_highSNR'\n", - " testdata = df1[(df1['label']==labelname)]\n", - " t = testdata['t'].to_numpy()\n", - " t = np.fromstring(t[0], dtype=float, sep=' ')\n", - " c = testdata['C'].to_numpy()\n", - " c = np.fromstring(c[0], dtype=float, sep=' ')\n", - " ax[0,currentvoxel].plot(t, c, color='black', label='highSNR')\n", - " ax[0,currentvoxel].set_title(labelname, fontsize=14)\n", - " if currentvoxel ==0:\n", - " ax[0,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", - " ax[0,currentvoxel].tick_params(axis='x', labelsize=12)\n", - " ax[0,currentvoxel].tick_params(axis='y', labelsize=12)\n", - "\n", - " labelname = 'test_vox_T' + str(currentvoxel+1) + '_20'\n", - " testdata = df1[(df1['label']==labelname)]\n", - " t = testdata['t'].to_numpy()\n", - " t = np.fromstring(t[0], dtype=float, sep=' ')\n", - " c = testdata['C'].to_numpy()\n", - " c = np.fromstring(c[0], dtype=float, sep=' ')\n", - " ax[1,currentvoxel].set_title(labelname, fontsize=14)\n", - " ax[1,currentvoxel].plot(t, c, color='black', label='SNR 20')\n", - " ax[1,currentvoxel].set_xlabel('time (s)', fontsize=14)\n", - " if currentvoxel ==0:\n", - " ax[1,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", - " ax[1,currentvoxel].tick_params(axis='x', labelsize=12)\n", - " ax[1,currentvoxel].tick_params(axis='y', labelsize=12)\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "f8da869c-4b53-4a0a-870f-f744463bac53", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "## Import data\n", - "\n", - "Import the csv files with test results. The source data are labelled and the difference between measured and reference values was calculated." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "07a7e871-2b52-42d8-b80a-e987258240c6", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0bddd9c6-07e0-4be3-a76b-08862e44bc73", - "metadata": { - "pycharm": { - "name": "#%%\n" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'DCEmodels') & (entry['method'] == 'etofts') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - "\n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b86ab933-ac4e-42bb-8c8b-d44762e2d63a", - "metadata": { - "pycharm": { - "name": "#%%\n" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# split delayed and non-delayed data\n", - "df['delay'] = df['label'].str.contains('_delayed')\n", - "\n", - "# label data source\n", - "df['source']=''\n", - "df.loc[df['label'].str.contains('highSNR'),'source']='high SNR'\n", - "df.loc[df['label'].str.contains('_20'),'source']='SNR 20'\n", - "df.loc[df['label'].str.contains('_30'),'source']='SNR 30'\n", - "df.loc[df['label'].str.contains('_50'),'source']='SNR 50'\n", - "df.loc[df['label'].str.contains('_100'),'source']='SNR 100'\n", - "\n", - "# label voxels\n", - "df['voxel']=''\n", - "df.loc[df['label'].str.contains('test_vox_T1'),'voxel']='voxel 1'\n", - "df.loc[df['label'].str.contains('test_vox_T2'),'voxel']='voxel 2'\n", - "df.loc[df['label'].str.contains('test_vox_T3'),'voxel']='voxel 3'\n", - "\n", - "author_list = df.author.unique()\n", - "no_authors = len(author_list)\n", - "\n", - "# calculate error between measured and reference values\n", - "df['error_Ktrans'] = df['Ktrans_meas'] - df['Ktrans_ref']\n", - "df['error_ve'] = df['ve_meas']- df['ve_ref']\n", - "df['error_vp'] = df['vp_meas']- df['vp_ref']\n", - "\n", - "# tolerances\n", - "tolerances = { 'Ktrans': {'atol' : 0.005, 'rtol': 0.1 },'ve': {'atol':0.05, 'rtol':0}, 'vp': {'atol':0.025, 'rtol':0}}" - ] - }, - { - "cell_type": "markdown", - "id": "4223467e-f446-4980-8636-5cc4414e7616", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "4cc5cda9-aee5-4757-bac7-519119f4c558", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "### Non-delayed data" - ] - }, - { - "cell_type": "markdown", - "id": "b153e287-600b-4fa4-8dcb-83dd25d54309", - "metadata": { - "tags": [] - }, - "source": [ - "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0. \n", - "The data are shown with a categorial swarm plot, so for each text voxel separately to better appreciate the differences between contributions. Note that, the x-axis is not a continuous axis, but has a label per test voxel. To get an idea of the reference values per test case, the table below refers as a legend for the figure. \n", - "\n", - "Note that, one author (OGJ_OsloU_NOR) provided two options to fit the model (LLSQ and NLLS). These were considered separate contributions." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9c3b009a-ec46-4677-843b-2f166dbc2eaa", - "metadata": {}, - "outputs": [], - "source": [ - "df.head(n=3)[['voxel','Ktrans_ref','ve_ref', 'vp_ref']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5a4a5189-41ae-4382-9b6f-0444cbc8d602", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "#sns.set(font_scale=1.5)\n", - "#sns.set_style(\"whitegrid\")\n", - "sns.set_style(\"ticks\")\n", - "sns.set_context(\"talk\", rc={\"figure.figsize\": (10,8)})\n", - "plotopts = {\"hue\":\"author\",\n", - " \"col\":\"source\",\n", - " \"col_order\":[\"SNR 20\",\"SNR 30\",\"SNR 50\",\"SNR 100\",\"high SNR\"],\n", - " \"dodge\":True,\n", - " \"col_wrap\":3,\n", - " \"s\":100,\n", - " \"height\":4,\n", - " \"aspect\":1.25\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "840297c4-f093-4a51-a11d-dd5cee938823", - "metadata": {}, - "outputs": [], - "source": [ - "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results.\n", - "# In this way we can appreciate the results of the different contributions per test case better.\n", - "# The downside is that the values of the test cases are not obvious.\n", - "# This might be something to improve upon at a later stage\n", - "\n", - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fc97aa6a-1895-4fea-88cd-7b3d9f465c90", - "metadata": {}, - "outputs": [], - "source": [ - "# same for ve\n", - "make_catplot(x='voxel', y=\"error_ve\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fb238272-9a0a-48c7-be5b-76031d178d87", - "metadata": {}, - "outputs": [], - "source": [ - "# same for vp\n", - "make_catplot(x='voxel', y=\"error_vp\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "e4ebb4cd-c41e-4b8a-937b-1b394286dd31", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Bias results estimated $K^{trans}$ values combined for all voxels (low and high SNR)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "297d6bba-0cfe-4004-a952-a40a047dcb5e", - "metadata": { - "pycharm": { - "name": "#%%\n" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_Ktrans',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "74e4a244-ae84-46aa-8d75-489cecc2f5ac", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Bias results estimated $v_e$ values combined for all voxels (low and high SNR)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fed04f89-2023-4547-9dfa-3f6e5c7b5b02", - "metadata": { - "pycharm": { - "name": "#%%\n" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ve',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "c7a2b566-7a78-42d3-bd01-396e42335c20", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Bias results estimated $v_p$ values combined for all voxels (low and high SNR)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3ea24ff9-717a-4422-a066-40df95ba2804", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "14b95c8e-26ae-4847-ba31-7256a7dd6dbe", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "### Delayed results\n", - "\n", - "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b8652b92-236c-4dcd-82f2-2d6308d7e6d6", - "metadata": {}, - "outputs": [], - "source": [ - "# Ktrans\n", - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "52ed8837-b75b-495a-af20-6f848f846e0d", - "metadata": {}, - "outputs": [], - "source": [ - "# same for ve\n", - "make_catplot(x='voxel', y=\"error_ve\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8d67323d-11d4-4dc2-92b7-d4e5f2317143", - "metadata": {}, - "outputs": [], - "source": [ - "# same for vp\n", - "make_catplot(x='voxel', y=\"error_vp\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{p}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "fa0e9264-6ca0-4f5b-9dfc-54f62013de76", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Bias results estimated $K^{trans}$ values combined for all voxels (low and high SNR)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6851f6bd-2041-4b66-8ad4-e4cb4511b824", - "metadata": { - "pycharm": { - "name": "#%%\n" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_Ktrans',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "0d536c4c-b39f-4114-9d80-d6da3c5617a9", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Bias results estimated $v_e$ values combined for all voxels (low and high SNR)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "081b9f75-b981-4f3e-acea-4250392f21b0", - "metadata": { - "pycharm": { - "name": "#%%\n" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_ve',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "75e08a3e-e8d5-4620-bc8f-7e87253b004e", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "Bias results estimated $v_p$ values combined for all voxels (low and high SNR)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "73493ac7-c651-4655-b8be-a47824ba1966", - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_vp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "2cde3574-56dc-41fd-a3ba-b5c342d06690", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "## Notes\n", - "Additional notes/remarks" - ] - }, - { - "cell_type": "markdown", - "id": "a894e084", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [] - }, - { - "cell_type": "markdown", - "id": "dae511b9-2c81-494f-bd11-1aa0ddd129a5", - "metadata": { - "pycharm": { - "name": "#%% md\n" - }, - "tags": [] - }, - "source": [ - "### References" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/GeorgiouAIF.ipynb b/notebooks/GeorgiouAIF.ipynb deleted file mode 100644 index b731f332..00000000 --- a/notebooks/GeorgiouAIF.ipynb +++ /dev/null @@ -1,322 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "56df3e25", - "metadata": {}, - "source": [ - "# Georgiou AIF" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "907b29bb-4c26-4c01-a715-52127065f48c", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "import os\n", - "import numpy\n", - "from matplotlib import pyplot as plt\n", - "from matplotlib.transforms import offset_copy\n", - "import csv\n", - "import seaborn as sns\n", - "import pandas as pd\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "ae0ddc66-0128-42c5-8522-62fe48a10c42", - "metadata": { - "tags": [] - }, - "source": [ - "## Background\n", - "The Georgiou AIF is a population AIF derived from DCE data of 39 breast cancer patients in the paper of Georgiou et al. (Magn Reson Med, 2018). \n", - "The test data is based on the original data submitted with the manuscript (mrm27524-sup-0002-figs2.xlsx)\n" - ] - }, - { - "cell_type": "markdown", - "id": "28dbafff-8d8f-4c4d-b86a-7960db15726e", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "\n", - "The test data is based on the original data submitted with the manuscript (mrm27524-sup-0002-figs2.xlsx). This data is labeled as 'Original_AIF'. \n", - "In addition AIFs with varying temporal resolutions (0.5, 1, 2, 2.5, 5, 7.5 s) were tested by interpolating the original time curve. \n", - "As we don't expect many errors in implementing the population AIFs, the tolerances were set tight: absolute + relative = 0.0001 mM + 0.01.\n" - ] - }, - { - "cell_type": "markdown", - "id": "5847e943-bd9f-4e00-b991-4e47259d83f8", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "a8261027-8485-4c70-9669-e97adf599c7d", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "e90346fd-8b69-48ff-b021-f0e5aa9c80b8", - "metadata": {}, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'PopulationAIF') & (entry['method'] == 'Georgiou') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "c79af68c-98c7-485c-bcff-972383ac0831", - "metadata": {}, - "outputs": [], - "source": [ - "# label data source\n", - "df['source']=''\n", - "df.loc[df['label'].str.contains('original'),'source']='original'\n", - "df.loc[df['label'].str.contains('temp_res'),'source']='temp_res' \n", - "\n", - "author_list = df.author.unique()\n", - "no_authors = len(author_list)" - ] - }, - { - "cell_type": "markdown", - "id": "787d986e-f8a4-44ea-b981-f2a1ffa89dd7", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "bcdb74c8-4d04-4837-bbcb-b6ec337ea4d1", - "metadata": {}, - "source": [ - "### Original AIF\n", - "\n", - "First we plot the original AIF time curve from the paper and the output from the code contributions. \n", - "There are no differences between outputs of the contributions and the reference AIF." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "c5706b53-4a5e-45ca-8d67-384ec34da253", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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q6pTGAjvn5PV681ARAAAAspW3nmEzq5H0kqQXJX1KUpOknSU15quGbHg8npR7fIuK6HAHAAAYDfLZM/w1Seudc2c75/7mnPvAOfdn59w7eawhY16vN6Uw/MEHH+iGG27IQ0UAAADIVj7D8CmS/mpmD5lZo5n93cy+aKNkgG2qYbi0tJRFNwAAAEaJfIbhnSVdKOl9SR+XdLOk70u6qL+DzWyRmS0xsyVNTU35q3IAb7zxRkoP0I0fP16nnHKKQqFQHqoCAABANvIZhj2SXnfOXemce8M5d5+kWzRAGHbO3e2cm+ucm9vQ0JDHMvt3yy23qKOjY8jjqqurdeqpp6q1tTUPVQEAACAb+QzD6yUt77PtHUnT8lhDRqLRqKLRaErzDCdmnCAMAwAAjHz5nPbgJUkz+2zbTdKaPNaQkUAgoJ/97Gfq7u4e8thEGG5raxvusgAAAJClfPYM/1jSx8zs62Y2w8zmS7pE0m15rCEj3d3dqqioSGn+YL/fL0kpDakAAABAYeUtDDvnXlN8RonTJS2T9B1J35B0e75qyFTiwbl0wnBnZ+ew1gQAAIDs5XUFOufcH51z+zrnSp1zuznnbnHOuXzWkIlEGE5lMY36+nqdddZZ6urqGu6yAAAAkKW8huHRKjFNWio9w1VVVQqFQgyTAAAAGAUIwymIRqN69tlnUx4mcfbZZ6f0sB0AAAAKizCcojvvvFPFxcVDHldeXq5PfepTikajeagKAAAA2SAMpyAxTCKVeYbLy8slSeFweFhrAgAAQPYIwyloa2vTgw8+KI9n6Nvl9XoVDocViUTyUBkAAACyQRhOQTgcltfrTWmYhBTvSY7FYsNcFQAAALJFGE5BYshDqmE4GAwyZhgAAGAUIAynIDHkIdUw/MADD+jZZ58dzpIAAACQA4ThFCR6hlN5gE6SKioq1N7ePpwlAQAAIAcIwymIRCJ68sknVVpamtLxs2fP1pw5c4a5KgAAAGSLMJyCSCSi+++/Pzlt2lAmT56s3XbbbZirAgAAQLYIwykIhUIqLi5WUVFRSsebWcpDKgAAAFA4hOEU/fKXv0xpnmFJ8ng88vl8w1wRAAAAskUYTkFimrRUe3uLiopUWlqq7u7u4SwLAAAAWSIMpyCxgEaqD9AVFxerra1Nra2tw1kWAAAAskQYTkGiZzjVoQ9er1fnnXeeurq6hrMsAAAAZIkwnIJYLKZYLJbyMInKykpJYq5hAACAEY4wnIK2tjY9+uijKc8m4ff79dWvflVbtmwZ5soAAACQDcJwCjZv3qzHHnss5eP9fr8OOOAAdXR0DGNVAAAAyBZhOAWxWEy1tbUpH59YnIMxwwAAACMbYTgFU6dO1be+9a2Uj0+MGQ4EAsNVEgAAAHKAMJyixPRqqaiqqpIkBYPB4SoHAAAAOZDaE2FjnHMurTBcU1OjxsbGtM4BAABA/tEznKJ0gm15ebm+8pWvaN26dcNYEQAAALJFGE5Rur28lZWVzDMMAAAwwjFMIgUrV65Me5q08847L+VFOgAAAFAYhOEUrFy5Um1tbWmds8MOO9AzDAAAMMIxTCIFJSUlqqmpSeucSCQyPMUAAAAgZ1LqGTYzj6SjJB0paUdJfklNkl6X9LRz7t/DVN+IcPzxxyscDqd1TjQaldfrHaaKAAAAPrJ06dISj8dzgdfrPdc5Vy3JCl3TCOHMrDUajd4Xi8XumDNnTqjvAYOGYTPzS7pM0oWS6iT9XdI6SQFJO0k6SdJdZva0pGudc6/m+AcYEcxMzrm0znHOEYYBAEBeFBUV3VNVVXXo5MmTO0tKSjaZkYWleB4LhULF69atu7itrW22pIV9jxmqZ3iFpFckLVK8B3ib7lEzmy5pgaSHzOx659w9Oah9RPF40h9N0t3dzZhhAACQL4dNnz69xePxpNd7t50zM/l8vvD06dNb33rrrcP6O2aolPcJ59x859wf+wvCkuScW+Oc+56kXSU9l13JI1MmYXjdunW6/fbbh6EaAACAbXgJwgPruTf9/sl+0JTnnFuWaiPOuZBzbkWatY0KmYThxDzD6Q6vAAAAQP4M+QCdmdWlciHn3ObsyxmZnnzySc2YMSOtcyZPnqzvfe97CgQCKisrG6bKAAAAkI1UZpNoGmK/SRqw63l78Oqrr2rixIlpneP3+9XQ0KCWlhbCMAAAwAiVyt//TdK/JF0r6VhJx/R5Hd3zdbs1YcIEVVRUpHWOz+eTJLW2tg5HSQAAANuNF198sczr9c6ZPXv27n33mdmc++67rzbxfsqUKXub2Zzer8rKyv0ybTuVnuE9JH1e0gWSPifpPkn3O+fWZdroaPO1r31NTU1DdZBvrbS0VNFolBklAAAAhnDnnXfWf+5zn2v83e9+N+71118vnT17dvdgx3/pS19a/+Uvf7kx8T6b6WyH7Bl2zr3rnLtc0lRJX5N0sKT3zeyPZvZ/Mm55FPF6vWk/ROf3+yWJMAwAADCIjo4O+5//+Z+6iy66qPnEE0/ccuedd9YPdU5lZWV02rRpkcRrypQpGS/9m9IKdJLknItI+r2k35vZVEn/T9Jvzaxhe354LhaLyePxpB2GKyoq9Oqrr+qAAw4YpsoAAAAG9p//+Z87LFu2LK8PLu21115dP//5z9NamfiBBx6onTx5cujAAw8MnH322ZvPPvvsnW+99da1Pp8vL1NypZXwzGwnM7tO0kuSdpZ0naTtelBsKBRftS/dMDxu3Dhdd911CgQCw1EWAADAduGBBx5oOOOMMzZJ0ic/+cl2v98fe/DBB2sGO+f73//+lLKysv0TryuuuCK9mQ56SWVqtVJJ8xUfN3ygpMck/V9Jz7gxMIlud3d8yEq6YbiyslISwyQAAEBhpNtDWwjLli3zvf766xUPP/zw+1I8b5166qmb77vvvvpzzz13y0DnfeELX9h4wQUXNCfeNzQ0DOswiQ2SWiTdr3gITgyJqO297vX2OlQiGo3q1ltv1Wc+85m0zvP5fLr55psViWT8vw0AAMB27fbbb6+PRqOaMWPGPoltib7WlStXFs+YMaPfFZDHjRsX2WuvvYK5qCGV7s4qSdMkfVPSPxWfd7j3q1lDz0U8akUiEb344otp9wxXV1dr4sSJhGEAAIB+hMNh/eY3vxl35ZVXrn3llVfeTrxeffXVt3fbbbdAKg/S5UIqPcNHD3sVI1ggENCsWbOS8wanyufzKRaLKRzu9x80AAAAY9pDDz1Us2XLlqJLLrmkaeLEidHe+0499dTN999/f8MPf/jD9cNdx5Bh2Dn3/HAXMZJ1dXXpmmuuSTvUmpmCwaCi0ejQBwMAAIwxP//5z+sPOuig9r5BWJLOPPPMzd/97nenPProo1XDXUfKU6slmFmdpPHqM8TCObc8V0WNJInZJIqK0r5VCoVCisViuS4JAABg1Fu8ePHKgfbtscceIefcUklKfE1Yu3btW7msI+WEZ2b7K7763N6JTZJcr6+ZL/0xgmUThletWkUYBgAAGMHSSXg/l7RW0qWSNioegLd72YThl156ScXFxbkuCQAAADmSTsLbVdJ859yAXdrbo8RY4UzCcGVlpZqattuJNgAAAEa9dOYLe1HSrOEqZKRyzumHP/yh/H5/2uceccQRWrBgwTBUBQAAgFxIp7vz85LuNbOdJS2TtNX0Cs65F3JZ2EgRiUS0dOlSlZaWpn1uSUmJKioqhqEqAAAA5EK6wyT2l/TxfvZttw/QBYNB7b///hkNk/B4PGnPTwwAAID8SWeYxF2SnlF8Nonxkhp6vcbnvrSRIRgM6oorrlDvpadT5fV6VVpaylzDAAAAI1Q63Z1TJX3SObdquIoZiaLRqMxMJSUlaZ+bOKelpUXjxo3LdWkAAADIUjo9w/8rac5wFTJSRSIRSco4DC9evFhtbW25LgsAAAA5kE4YfkrSjWZ2vZmdYWan9n4NV4GFlhjikMnY34qKCt11113q7OzMdVkAAABj1mWXXTZ53Lhx+5rZnFtuuSWrP7+nM0zi9p6vV/Wzb7t9gC4RhjPpGa6urpYUHyYBAACA7L322mulP/7xjyc98MADq4466qiOurq6rB7OSjkMO+fS6UXebnR0dOjGG2/U888/n/a5fr9fv/rVr7Rp06ZhqAwAAGD70t3dbaWlpYOucvzuu++WStLnPve5Fo8n+3hasIBrZleamTOznxaqhlR0d3fr7bffzmie4erqank8HnV1dQ1DZQAAAKPbgQceOPPMM8+ctmjRoqm1tbX7zp07d/elS5eWHnXUUTPKy8v3r6ur2/ekk07a6V//+leRFB8ecfbZZ+8iSV6vd46ZZf0826A9w2b2OUn/7ZwbNKH3HDtd0jTn3F9SOPZjkhZJ+keqhRbSIYccouLi4rTPq62tlSQFAoFclwQAADCkZ555ZmbfbVOmTNk8a9aspnA47Hn++ed37bt/+vTpzbvuuuumQCBQ9NJLL+3Sd//OO+/cuPPOO2/p6OgofvXVV3fuve+44477Z7o1Pvroo+MWLFjQtHjx4n9u2rTJe9xxx838zGc+03zTTTd9GA6H7corr5wyb968GW+88ca73/rWtzZMnTo19JWvfGX6mjVr3ky3rf4MNUziPyV908zul/S4pGW9g7GZ1Uk6TNLnJB3Vc/ygzKxa0n/3HPutjKrOo7KyMl188cUZheG6ujpJ8bmKAQAAsK0pU6YE77nnng8l6Utf+tLk3XffPXDHHXesTex/6KGHPhg/fvx+L7zwQtnRRx/dVVtbG5WkadOmRXLR/qBh2Dl3jJl9StIlkq6T1G1mjZK6JdUqvuBGo6T7JF3knGtKoc27Jf3WOfesmY34MByLxRSJRDJadKO8vFzhcFjhcHjogwEAAHJssJ7a4uLi2GD7/X5/ZLD9FRUV4Ux6gvvaZ599kuNJ//73v5e99tprFWVlZfv3Pe69994rPfroo3M+9nTIB+icc3+U9Eczq1e8F3i6JL+kZklvSHrDORdLpTEz+4KkGYr3JA917CLFh1Jo2rRpqVx+WDjnslpB7rnnntOECRNyWBEAAMD2o6ysLJkjY7GYHXXUUa0/+clPPux73JQpU4aldzGd2SSaJT2aaUNmNlPSdyUd5pwb8odxzt2teC+y5s6dO+SY5eGS6BnO1PPPP685c8bcWiUAAABp23fffbsee+yx2l133TXk8/nykv/yOZvEwZLqJb1tZhEzi0g6UtKFPe/TX9UiT7LpGR43bhyLbgAAAKTgK1/5SmN7e7v3pJNO2nnx4sXly5cvL3n00UcrP/vZz07fsmXLsOTWdBbdyNajkpb02XafpBWK9xiH8lhLyt577z298cYbWrRoUUbnn3766TmuCAAAYPu04447hp9//vl3L7/88imnnHLKrqFQyDNx4sTQkUce2er3+4elpzhvYdg51yKppfc2M+uUtNk5tyxfdaSrra1Nzc3NGZ/vnMtoJgoAAIDt3d/+9rdtHsDbe++9g0899dT7A51z7rnnbjn33HOX5qqGMbmqXDpqa2u1zz77ZHy+mWW0lDMAAACGXz6HSWzDOXdUIdtPxU477aRdd91mPuqUeb1e+Xwjdjg0AADAmDZkz7CZnWhmq82sqp991T37jh+e8grPzBSLpTRzXL+KiopUWlqqUGhEDokGAAAY01IZJvFFST9yzrX13eGca5X0A0lfynFdI0oKq1EPyMz00EMPqbW1NYcVAQAAIBdSCcP7SHpmkP2LJe2bm3JGHjPLKgyXlZXp0UcfVXt7ew6rAgAA2EosFoulv1zuGNFzb/r9U38qYbhhoJN7OEnjMqhrVMhkGebeqqurVV9fr82bN+eoIgAAgK2Z2YZAIFBa6DpGqkAgUGpmG/rbl0oY/lDx3uGB7CNpbSaFjQa///3v9de//jXj8/1+v2677TbCMAAAGDaRSOTbq1evLuns7PTTQ/yRWCxmnZ2d/tWrV5dEIpFv93dMKrNJ/FHSdWb2hHMu0HuHmZVJurbnmO3Spk2bNG5c5h3flZWVam1tZZgEAAAYNrNnz/7T66+//sVVq1Z9yzk3UUyfmxAzsw2RSOTbs2fP/lN/B6QShr8j6TRJ75nZTyW927N9luIP15niK8htl/bee2+NHz8+4/Nramr04YcfqqurK4dVAQAAbK0n7PUb+DCwIcOwc67RzA6RdIfioTfR9e4Uv+EXOec2Dl+JhXXkkUeqo6Mj4/Nra2slSd3d3bkqCQAAADmS0qIbzrk1kj5pZrWSZigeiFc457YMZ3Ejgcfjyeohurq6OklSMBjMVUkAAADIkbRWoOsJv68NUy0jktfrzSoM+3w+/epXv9Jee+2Vw6oAAACQCwVdjnk0yDYMS9Jrr72WHC4BAACAkYMnDYeQizA8ffp0RaPRHFUEAACAXCEMD+HSSy/Vpk2bsrrGpz/9ae2///45qggAAAC5QhgeRCwW0+bNm1VUlN1oklgslvU1AAAAkHuE4UEEg0HNnz9flZWVWV3HOaeSkpIcVQUAAIBcIQwPIhAI6LTTTlNZWVlW1/F6vfL7/TmqCgAAALlCGB5EYm5gr9eb1XWKi4vl8/kUDodzURYAAAByhDA8iFyFYY/Ho5tvvlktLS05qAoAAAC5QhgeRCgUkqSsH36rrq7Wyy+/TBgGAAAYYQjDg0iE4Wx7hmtra7XnnnuqsbExF2UBAAAgRwjDgzAznX322Vn3DFdWVuqb3/ymmpubc1QZAAAAcoEwPIhwOKxgMJj1tGh1dXWSpI6OjlyUBQAAgBwhDA+is7NTZ511VtY9w/X19ZKkrq6uXJQFAACAHCEMDyIYDGrevHlZjxlOhOHE7BQAAAAYGQjDg0jMC1xcXJzVdYqKihQIBJIP5AEAAGBkyO7v/9u5XIVhSXrooYc0derUrK8DAACA3CEMDyISiUjKTRjevHlz8noAAAAYGQjDg8hlGJ45cyazSQAAAIwwhOFBhMNhLViwQO+8807W19p///2zfhAPAAAAucUDdINIjBn2+XxZX8vj8cjv92d9HQAAAOQOYXgQ0WhUixYtkseT/W0qLi5WeXk5M0oAAACMIIThQTjndOyxx2a96IYU7132er1qbGzMQWUAAADIBcLwIKLRqCRlvRyzJJWVlUmSmpqasr4WAAAAcoMwPIhEGC4tLc36WjU1NbrqqquYUQIAAGAEIQwPIhaLScrNA3QNDQ1atWqVNm/enPW1AAAAkBuE4UFEo1F1dXXlZMxwbW2tjjrqKLW0tGRfGAAAAHKCMDyIdevW6fzzz8/JbBK1tbW64IILFAwGc1AZAAAAcoEwPIhQKJST1eek+Jjh7u5uplYDAAAYQQjDg6itrdU555yTk2uZmTo7O5NLPAMAAKDwCMODKC8v1z777JOz64VCITnncnY9AAAAZIcwPAjnXHJGiVyIRCLyer05ux4AAACyQxgeQi7D8D//+U/dc889ObseAAAAskMYHkIuw3BVVZVWrlzJUAkAAIARgjA8iO7u7pyuGLfDDjvok5/8pFpbW3N2TQAAAGSOMDyIF198UY888kjOrldfX68zzjhD69aty9k1AQAAkDnC8CDC4bBKSkpydr3q6mpJ0saNG3N2TQAAAGQu+3WGt2Nz587N6fjeuro6dXV1adOmTTm7JgAAADJHz/AgJkyYoAkTJuTsehMnTpQktbW15eyaAAAAyBxheBBmltOe4cmTJ0uSurq6cnZNAAAAZI4wPAiPJ7e3p7S0VF/72te0fPnynF4XAAAAmSEMDyLXYViSysrK1NjYmPPrAgAAIH08QDeIzZs3q6got7foiCOOkM/ny+k1AQAAkBl6hgdx1113adWqVTm95q677qpZs2bl9JoAAADIDGF4EMFgMOe9uB6PR+Xl5SzJDAAAMAIwTGIQF110kfx+f06vWVJSIp/Pp46ODlVWVub02gAAAEgPPcOD2HXXXVVWVpbTayYC8L///e+cXhcAAADpIwwPIBaLqbi4OOczStTX1ysSiWj9+vU5vS4AAADSl7cwbGZXmtlrZtZmZk1m9riZ7ZWv9tMVDAYl5X56tR133FFnnnkm06sBAACMAPnsGT5K0u2SDpF0jKSIpGfMrC6PNaQsEAhIkrxeb06vu8MOO0himAQAAMBIkLcH6JxzH+/93szOktQq6VBJj+erjlQFg0GtWLFC48ePz+l1Kysrdf755yscDuf0ugAAAEhfIWeTqFS8Z3pLAWsYUDQa1dVXX627774759fed9991d7enrPrRaNR3Xffferu7paZyTmnc845RxUVFTlrAwAAYHtUyAfobpb0d0mv9LfTzBaZ2RIzW9LU1JTXwqSPxgwPx2px3d3dOVvZLhaL6eabb1ZVVZXC4bCCwaDef/99nXDCCWptbc1JGwAAANurgoRhM7tJ0mGSPu2ci/Z3jHPubufcXOfc3IaGhvwWKKmtrU0//OEPhyUMO+dUXl6ek2vdcccdmjx5shobG3XppZfqsssu0yGHHKLXXntNCxcuVCQSyUk7AAAA26O8D5Mwsx9L+oyko51z7+e7/VQFg0FNnz49Zz24vZWUlKiqqkrd3d0qLS3N+Dpr1qzR5ZdfrtNPP10///nPkzNfnHbaaWpublZ3d7ceeOABff7zn89V6QAAANuVvPYMm9nNkj4r6Rjn3Lv5bDtdoVBIklRcXJzza1dUVKixsTHrGSW+973vyTmna6+9dpsp4BYtWqRoNKri4mKtWLEiq3YAAAC2V/mcZ/g2SedKWiBpi5lN7HmNyKe8hjMMT5w4UZdeeqk2btyY8TVWrVqlww8/XF//+tc1bdq0bfZ7PB7NmzdPHo9Hjz32WDblAgAAbLfy2TN8oeIzSPxZ0vper6/msYaUJcJwSUlJzq+dmGv4ww8/zPgaf/jDH+TxeDR//vwBj5k5c6ZaWlq0ww476JVX+n1OEQAAYEzLWxh2ztkAr2vyVUM6wuGw3nrrrazG9A5k6tSpuvLKK7Vp06aMzu/o6FBVVZXWr1+vmTNnDnrsZz7zGXV0dOjpp5/OqC0AAIDtWSGnVhvRIpGIrr/+elVWVub82lVVVdp5552T07el67HHHlN5ebn22GOPIY+tr69Xa2urvv3tb+vVV1/NqD0AAIDtFWF4AImgOhzDJCSpq6tLzrmMzv3ggw/U1dWl4447LqXjv/CFL6iuri75wB0AAADiCMMDiEQiuuWWW2Rmw3L9aDQqv9+f9nnr1q3TDTfcoMbGxpSnfauoqNCVV16pk08+WS+++GLabQIAAGyvCMMDiEajmjBhwrD1DPt8PtXV1amjoyOt8x555BG1tLToP/7jP9I67/Of/7yCwaDeeusteocBAAB6EIYHkFi5LZPe21TU1tbqnXfe0apVq9I67/3339fpp5+u3XffPa3zampqFAqFVF9fT+8wAABAD8LwAKLR+CrRwzGbhCTNmDFD1157rVavXp3yOWvXrtX++++vY445JqM2zz77bDU2Nurtt9+mdxgAAECE4QHFYjFJw9czPGPGDEnSypUrUz7nqaeeUmlpqfbff/+M2qytrZVzTnV1dXr++eczugYAAMD2JLUnsMagzs5OffDBBzr99NOH5fq1tbW69tpr0zqnqalJzjnNnTs343bPOeccHX300aqrq9NRRx2V8XUAAAC2B/QMD6CxsVG33XbbsLZRWVkpjye1/wnWrVunqVOnKhQKpXzOQG1+9rOf1f/+7//qhRdeyPg6AAAA2wN6hgcQDAbl8/mGvZ2amhrFYrEhA+4TTzyhpqYmHX300Vm3ecEFF+j111/X8uXLdeihh8rr9WZ8rWg0qmeeeUbvvPOOnHPyeDyKxWIyM82cOVMnnHBCVtcHAAAYTvQMD2DatGn61re+Naxt1NTUqLy8XCtWrBjy2Icfflj33XefDjrooKzbLSsr07HHHqu6ujo9+OCDGV0jFovp17/+tfbee29dccUVGjdunDwej6LRqMxMtbW1OvPMM7XTTjvpjjvuUCAQyLpuAACAXKNneAAej2fYHp5L2GmnnbRx40YtX75cM2fOHPC4jRs36uWXX9Yll1ySs0VAFi5cqJ/+9KeqqKjQhx9+qKlTp6Z87sqVK/XYY4/pjTfekMfj0eWXX66TTjppq6WrA4GAysrKdOutt2rDhg267777NG3aNM2bNy8n9QMAAOQCPcMDcM4lp1cbLvvuu69efPHFIecafuqpp3TnnXfq5JNPzlnbXq9Xhx9+uHw+nx5++OGUftZYLKZf/OIXevHFF1VfX69jjjlG//jHP7RgwYKtgrAUn4Vj/vz5ev7553XAAQdIii9BfdNNN2nNmjU5+zkAAACyQRgeRGJ6teFSU1Ojp556ashFMDZt2qSOjo5kqMyV2bNnKxgMqqGhQddff/2gx/7rX//Sj3/8Y/l8PrW0tGju3Lk699xzhxzrbGaaN2+ezjnnHDU1NWn8+PF67rnn9LOf/WzY7y8AAMBQCMMDMLO8hLVDDz1Ub7/99oBtrVmzRpMnT1YkEslqFomBnHvuuVq6dKmuueYaffnLX1YwGNxqfzgc1t13360TTzxRdXV1am1t1cUXX6w99tgjrXbKysp00UUXaZ999tGaNWt04YUX6vDDD9c//vGPXP44AAAAaWHM8AA+/PDDvKzSdvTRR+vEE0/Um2++2e9iGk8//bSqq6t12GGHDUv7Ho9HN954o2KxmJYtW6Z7771XXq9XFRUV2rJli1avXq2bbrpJhx56qA488EDtueeeWbW3zz77aO+999b06dN1xRVXaPHixfrzn/+sk046KbkQCQAAQL7QMzyA1157TW+++eawt5MIwH//+9/73R8IBLR+/Xrtt99+w1aD1+vVLbfcoosuukjRaFR1dXUqKSlRQ0ODpkyZov/5n//RX/7yl6yDcIKZaeHChXrjjTcUi8U0ceJE/e1vf9NNN92kP/7xj+ru7k7repFIRC0tLVq/fr06OjoYfgEAAFJGz/AAAoGAqqqqhr2dPffcU6+++qra2tq22bdkyRL96Ec/0pVXXjnsdUjSKaecIklav369mpubtcMOO6impmbY2ps4caIuu+wy/fOf/9QTTzyhuro6dXZ2as6cOaqtrdWBBx6oHXfcUWaWfKDROac///nP2rRpk2bPnq1DDjlEJSUlW1333HPPVV1dnU4++WTtvPPOGjdunGbNmqXZs2erqIiPPAAA+AjJYAALFy5Mu4cyEx6PRx0dHWpoaFB7e/tWszLcdttt2rJli84888xhr6O3SZMmadKkSXlrb+bMmZo5c6Y6Ozv1pz/9SZ/4xCf0t7/9Tc3NzZozZ05yOrlAIKBAIKCOjg5VV1erpKRE69evV1FRkXw+n3w+n4LBoC6++GKtW7dOpaWlGjdunPx+v1avXq3ly5dr/fr1CgQCOvTQQ/Wxj31M1dXVefs5AQDAyEMYHkBxcbHC4XBe2po1a5ba2tr01FNPaf78+ZLiD87V1tbq/PPPHzOBrby8XKeeeqpOPfXUQY/74he/mPI1Y7GYli9frn/84x9qaWlRe3u7fvCDHygWi+kb3/iGfD6fzEzTpk3TQQcdpBkzZuRsLmcAADDyEYYHkM8/px9zzDFasGCBGhsbddppp8nM9Mgjj2ju3Lnad99981bH9sjj8WivvfbSXnvtldx25ZVX6tVXX9X7778vSaqtrZUk/fWvf9X3vvc9tbS06OCDD9ZOO+2kSZMmadq0aZo8eTLLSgMAsB0iDA+guLh4WKYy609JSYmOOeYYXXTRRbrzzjtVVVWlqVOnav369Tl7aA0fqays1PHHH59839XVpTfeeEMrV65UfX29nn/+eT333HO68847tXbtWq1du1axWEyBQEB/+tOftHz5ck2ZMiV5DTOT1+tVcXGxvF6vqqurNWnSJI0bN07Tpk3bZkESAAAwchCGB5DPMCxJixYt0ksvvSSfz6fi4mKtXbtW5513Xt7aH8vKysp06KGH6tBDD5Uk/fCHP1Rzc7NWrFih9evXa9OmTQqFQopEIpoyZYqCwaCccyoqKlJxcbF8Pp/Kysrk8Xh022236YUXXtDMmTN17bXX6u2331ZnZ6c6OjoUDofV3NyshoYG7bzzzpo0aZJ22WUX1dXVMTQDAIACIQz3IxKJ6Omnn9bee++dtzaLiop0zz336Le//a26u7u1aNEilZWV5a19bK2+vl719fUpHx+LxdTZ2anDDjtMmzdv1ocffqimpia1t7dvFZ6feOIJvfnmmzrkkEN06aWXavXq1YpEIuro6FAoFFJTU5MmTJigqVOnqqGhQZMnT9akSZO2mTEDAADkhuVjYYlszZ071y1ZsiRv7XV0dKiyslI/+MEP9LWvfS1v7WL755zTpk2btGLFCq1Zs0bNzc3q7OxUNBpVSUmJbrzxRm3YsEHz5s3TWWedJSketBOh+oknnlBVVZV23XVXTZgwQT6fT36/XxUVFaqurtbEiRNVX1+v2tpappEDgAIxs6XOubmFrgOp4f8t+9HV1aWSkhL5/f5Cl4LtjJkle50PPvjgbfZfdtll2rhxoz744AOtXbtWbW1t6u7uVjgcVjQaVWdnp1auXKnS0lLNmjUrGXgTvcrHH3+8otGoFi5cqEMPPVSBQEDhcDi5EElzc7Pq6+s1YcIEVVdXq66uTvX19Zo0aZKqq6sZrgEAGHPoGe7HihUr9MYbbygQCGjhwoV5axdIRzQa1ebNm9XU1KTNmzerpaVFbW1t2rx5s8LhsLxer2KxmDweT3KqwMsvv1yhUEhf/epXdcABB2x1vQ8//FA33nij6uvrdcIJJ6i+vl5erzc5JrqyslL19fVqaGhQbW2txo8fz/ANAOgHPcOjCz3D/QgEApLiD9EBI5XX61VDQ4MaGhpSPufiiy9WR0dHckzzli1b1N7erq6uLpmZTjzxRDU1Namqqkr19fUqKytLTin33nvv6YwzzpAUf8hwhx12UFdXl4LBoMLhsBobG7Vq1SrV1tZqt912k9/vV2lpaTJI19bWasKECaqtrVVFRQVT1QEARgTCcD8SYZheL2xvzEyVlZWaNWuWZs2aNeTxzjl1dXWpsbFRu+yyiw477LDkg4FbtmxRMBhUNBqVFP/vZsmSJWppadH111+fnL/ZOae2tjY98cQTuvXWWyVJ9913n8xM3d3dCoVCikaj2rhxozZv3qyamhrttNNOyR7p8vJyVVRUqKamRvX19aqsrCRMAwByhmES/XjuuefU2NiosrIyzZs3L2/tAtuLWCymtrY2NTc3J4dwdHR0qKWlRS0tLclhG4mxzF6vV2+99ZaeeOIJdXV16d57793mmo888ogefvhhVVVV6c4771R3d3eyVzoSiei9997Tpk2bVF9fr912222rZbr9fr+qqqpUU1OjiooKlZeXq7a2VpWVlXmdQhHA2MAwidGFnuF+dHd3S5J8Pl+BKwFGJ4/Ho5qaGtXU1GR0fmdn5zZB+tOf/rSOP/745LjoSCSiWCwm55w8Ho86Ojr01ltvqbS0VIcccshWf9lxzun73/++nnvuOc2YMUPf+c53JMWnUUz0Tj/11FNqbm7W9OnTNWfOHJmZPB5Pcj5pj8eT7KX2+XyqqKhQRUWFqqqqkkGbYA0Aow9huB/hcFi/+93vdMkllxS6FGBMKi8vV3l5uaZPn57xNUKhkLZs2aKWlha1trbqmmuuUWdnp1pbW9XZ2alQKJQcohGLxVRXV5ccP51Y/KakpESlpaXyeDz69re/reXLlyfniG5padmqva9//evasGGDjjzySJ100knJnu9oNCrnnN577z0VFRWpoaFB48aNS4bskpKS5JCQRNAuLS1VeXl5ckhIeXk5QRsAhglhuB/BYFAPPfSQvv71rxe6FAAZKikp0YQJEzRhwoSsrhOJRNTW1qaDDz5YnZ2dyXDd2dmp7u7uZM/yWWedpdbWVhUXF6u9vV1SvIc80bv88ssva926dTr66KM1f/78bdpZsGCB2tvbdcYZZ+jUU0/dal93d7e++MUvqqSkRJ/85Ce13377JUO8c07OOS1fvlzl5eWaPHmyqqqqVFRUpJKSkq3Cdnl5+VbfV1ZWJv/hwQPDAMYqwnA/AoGAKisrVVpaWuhSABRYUVGR6urqVFdXl9V1Lr744uT3kUhE7e3tam9vV2dnpzo7O/XMM8+oq6srObd0KBRSOBxOzjF9/vnnq6ura6teZa/XK4/HI+ecXnrpJXV1dWnBggXafffdt2q7paVFCxYskKRtptULhUJau3atrr76apWXl2vhwoWaOnXqVkG7q6tLK1euVHl5uXbaaSeVl5cna0j0bvv9/mSoTnyfGFZSWVmpsrIy5rEGMCIRhvsRjUZ177338rQ6gGFRVFSk2tra5IwbuXDBBRdIij+8GA6H1dXVpY6ODnV0dKi7u1tLly5VV1eXWlpatgrbkUhElZWVuvzyy9XV1aVJkyYlFxxK9GxHIhEtXbpUnZ2duuyyyzR58uSt2n7rrbd0/fXXS5JuvvlmTZw4cav9S5Ys0Q033KCysjJdd9118vv9ikajyd7t9evXa9WqVfL7/dpvv/2SId/r9SZ/DxcVFcnv9ycfikwMYSktLU2O3U4Mb0mEcsI3gFQQhvsRDoclxcctAsBo4vF4koExl2H7G9/4hqT4w4ixWEzd3d3q6OhQZ2en9txzT82fPz85JjsQCCgYDCYD99SpU3X11Vers7NTsVhMnZ2dyeuamTo7O7V8+XIFAgEdeuihW43ZlqQnn3xS999/v4qLi/XLX/5SgUBAgUBAra2tkqTf//73+vWvf63KysrkTCSJfxREIhE988wzev3119XQ0KD58+dv1ettZlq/fr26urpUVVWlyZMnJ0N4UVFRsge8tLRUPp9PXq832ROeCOOJ4SalpaXJhy0BjB6E4X6EQiFJyvhJeADYXpmZvF5vchjEcIpEIuro6NARRxyha6+9dque7UTvdjAY1Lx583TssccqEAho8+bNikajydlGYrGYJk6cqL333ltS/JmQxEwhidfbb7+tl19+WePHj9c3vvGNbcZP33rrrXrxxRc1a9YsXXPNNdvU+aMf/UhLlizR/vvvryuuuCI5vCUSiSgSieiRRx5Rc3Ozdt11Vx188MHqO6Xpv/71L0lSXV2dxo0bt1UYT3wtLS1VSUlJclXIxFhwn8+n6upq+f3+5LAVv98vj8dDzziQIsJwPyKRiMLhMFOrAUABFRUV5aVTovd4buecgsGgurq61NnZqUAgoLvuukuhUCg5vjvR653o+f785z+vz372s8nFYxIhPNH7PG3aNPn9fpWVlUlSchhIYijIs88+q9WrV+uQQw7RwoULt+lZvuSSS7Rx40b9x3/8h84888zkA5oJixYtUmtrq+bPn6/TTjtNUrxnPBHGr7/+enk8Hh1zzDHaa6+9kr37ifpee+01+Xw+TZ8+XXV1ddv8YyEUCiXn6y4pKUmG7uLiYvl8PlVWVsrn8yWXfk/0mvv9fvn9foYcYsQjDPcjGo0qGAwWugwAQJ6ZWXL4Q7YPTabq/PPPT36fGIKSGAoSCAT03HPPKRQKqaOjQ11dXckgHgqFFIlEdMMNNygYDMo5p+bm5uRY7ETgPeKII9Td3a3y8vLkPPqJwOuc05IlS9Td3a1PfepT2mGHHZJDQ4qKitTe3p6s77LLLtNBBx2UDNmBQEBNTU364he/KEm66qqrtO+++271s/373//WFVdcIZ/Pp6985SuaOnXqVvVt3LhRzz77rHw+n4488khVVFQkzzUzBQIBbdq0ST6fTxMnTkw+ONq75zwRyhPbErOolJSUJKcsLCkpkZnJ7/ersrJSRUXEH3yEFej68eUvf1lNTU365S9/mbc2AQAYKZxzyQcxI5GIgsGgOjo6FAgEkqs/JnrGEx1Ivd9HIhFFo1GFQiFt3LhRwWBQDQ0NKikp2WqYSEtLi15++WUFg0GdcMIJqqmp2eoByhUrVuiOO+5QMBjULbfconHjxm1V58svv6ybb75ZUnyZ90Tve8LixYt11113SZJ+9atf6c0331RNTY3+67/+a1jvHyvQjS6E4X6ccsop+uCDD/Tmm2/mrU0AADCwaDSaHC+eCOXhcDg5tKWtrU3hcHiraQnD4XAyqHs8HgWDQR1wwAE68MADh7VWwvDowt8J+uGcy3qifgAAkDv5enATYw9huB9HHXUUT+ECAACMAUyG2A+v17vN1DcAAADY/hCG+1FUVETPMAAAwBhAGO5HSUkJKwgBAACMASS+PmKxWHL1HgAAAGzfSHx9dHd3695771U4HC50KQAAABhmhOE+Ojo69Nxzz6mkpKTQpQAAAGCYEYb7aGpq0owZM/K2DCcAAAAKh3mG+9iwYYO+853vbLU+OgAAALZP9Az30draKkmqra0tcCUAAAAYboThPtrb2yVJ9fX1Ba4EAAAAw40w3EdXV5ckafz48QWuBAAAAMONMNxHOBxWIBBQdXV1oUsBAADAMCMM9/HOO+/o4YcfLnQZAAAAyANmk+hj2bJlrD4HAAAwRhCG+ygrK9NOO+1U6DIAAACQB3nvAjWzC83sAzPrNrOlZnZ4vmsYSGtrq84991ztvffehS4FAAAAeZDXMGxmZ0i6WdJ3Je0v6WVJT5rZtHzWMZA333xTHo9HkyZNKnQpAAAAyIN89wxfJul+59w9zrl3nHMXS1ov6YI819GvZcuWSZLmzJlT4EoAAACQD3kLw2ZWImmOpKf77Hpa0iH5qqM/zz77rC6++GLV1NToww8/1PTp0wtZDgAAAPIknz3D9ZK8kjb22b5R0sS+B5vZIjNbYmZLmpqahrUwv98v55w2bNigk08+eVjbAgAAwMgxYmeTcM7dLeluSZo7d64bzrY+9rGP6WMf+9hwNgEAAIARKJ89w82SopIm9Nk+QdKGPNYBAAAASMpjGHbOhSQtlXR8n13HKz6rBAAAAJBX+R4mcZOkX5jZ3yS9JOl8SZMl3ZnnOgAAAID8hmHn3ENmNk7S1ZImSVom6ZPOuTX5rAMAAACQCvAAnXPudkm357tdAAAAoK+8L8cMAAAAjBSEYQAAAIxZhGEAAACMWYRhAAAAjFmEYQAAAIxZhGEAAACMWYRhAAAAjFmEYQAAAIxZ5pwrdA1DMrMmScO9Sl29pOZhbmOs4Z7mHvc0t7ifucc9zS3uZ+7l455Od841DHMbyJFREYbzwcyWOOfmFrqO7Qn3NPe4p7nF/cw97mlucT9zj3uKvhgmAQAAgDGLMAwAAIAxizD8kbsLXcB2iHuae9zT3OJ+5h73NLe4n7nHPcVWGDMMAACAMYueYQAAAIxZhGEAAACMWYRhSWZ2oZl9YGbdZrbUzA4vdE2jgZldY2auz2tDr/3Wc8w6MwuY2XNmtmchax5pzOwIM3vMzNb23L9z+uwf8h6aWa2Z/cLMWntevzCzmnz+HCNFCvfz/n4+s6/2OcZnZreaWbOZdfZcb2pef5ARwsyuNLPXzKzNzJrM7HEz26vPMXxG05DiPeVzmgYzu8jM/tFzT9vM7BUz+1Sv/XxGMagxH4bN7AxJN0v6rqT9Jb0s6Ukzm1bQwkaPf0qa1Ou1d699X5P0FUkXSzpAUqOk/zWzynwXOYJVSFom6VJJgX72p3IPH5Q0W9Inel6zJf1iGGseyYa6n5L0jLb+zH6yz/6fSPq0pM9KOlxSlaQ/mJl3GOod6Y6SdLukQyQdIyki6Rkzq+t1DJ/R9Byloe+pxOc0HR9K+i/FP1dzJS2W9KiZ7dOzn88oBuecG9MvSX+VdE+fbSskfa/QtY30l6RrJC0bYJ9JWi/p6722+SW1Szqv0LWPxJekDknnpHMPJc2S5CQd2uuYw3q2zSz0zzSS7mfPtvsl/WGQc6olhSSd2WvbDpJikj5e6J+p0C/F/7ERlXRSz3s+ozm+pz3b+Jxmf183SzqPzyivVF5jumfYzEokzZH0dJ9dTyv+r3YMbeeePz19YGa/NrOde7bvJGmiet1b51xA0gvi3qYqlXt4sOKh7+Ve570kqVPc54EcZmaNZvaemd1jZuN77ZsjqVhb3/N/S3pH3E9JqlT8L4pbet7zGc1e33uawOc0A2bmNbPPKP6PjJfFZxQpGNNhWPH1yb2SNvbZvlHx/3gwuL9KOkfxPyl9QfF79rKZjdNH9497m7lU7uFESU3OueQciT3fN4r73J+nJJ0t6VjF/2x6oKTFZubr2T9R8V665j7n8bmNu1nS3yW90vOez2j2+t5Tic9p2sxsbzPrkBSUdKek/+Oce0t8RpGCokIXgNHLOfdk7/c9D3i8L2mhpFf7PQkoIOfcr3u9fcvMlkpaI+lTkn5XmKpGBzO7SfE/HR/mnIsWup7twUD3lM9pRv4paT/Fh5CcJukBMzuqgPVgFBnrPcPNiv/rekKf7RMkbdj2cAzGOdch6W1Ju+qj+8e9zVwq93CDpAYzs8TOnu/Hi/s8JOfcOsUfvtm1Z9MGxf9aVN/n0DH9uTWzHyv+oNYxzrn3e+3iM5qhQe7pNvicDs05F3LOrXTOLXXOXal4b/uXxWcUKRjTYdg5F5K0VNLxfXYdr63HDiEFZlYqaXfFH1b4QPFfIsf32X+4uLepSuUevqL42LiDe513sKRycZ+HZGb1kqYo/pmV4r8Pwtr6nk9V/AGbMXk/zexmfRTa3u2zm89oBoa4p/0dz+c0fR5JPvEZRSoK/QRfoV+SzlD8qdz/q/gvkpsVH0g/vdC1jfSXpBskHan4AwoHSfqDpLbEvVN8qptWSadK2kvSryWtk1RZ6NpHykvxX8D79by6JH2z5/tpqd5DSU9KekvxX94H93z/eKF/tpF2P3v23dBzj3ZUfIqrVxTvcet9P+/o2Xac4tMtPqt4L5O30D9fAe7nbT3/TR+j+NjJxKui1zF8RnN4T/mcZnRPv694uN1R8ek9v6f4zBon8hnlldJnqNAFjISXpAslrVZ84P1SSUcUuqbR8Or1CyUkaa2kRyTt0Wu/KT792npJ3ZKel7RXoeseSa+e/6Nz/bzuT/UeSqqV9Mue/4Nt6/m+ptA/20i7n4pPp/QnxR+KCSk+BvN+STv0uYZP0q2SNikeqB/ve8xYeQ1wL52ka3odw2c0h/eUz2lG9/T+nvsU7Llvz6jXFHN8RnkN9bKeDwEAAAAw5ozpMcMAAAAY2wjDAAAAGLMIwwAAABizCMMAAAAYswjDAAAAGLMIwwAAABizCMMAAAAYswjDAEYFM9vRzJyZzS1gDc+a2dkpHvsjM7t1uGsCAGSHRTcAjDhm9pykZc65L/ba5pXUIKnZORcpQE2fUny59pnOuWgKxzdIWiVpP+fc+8NdHwAgM/QMAxgVnHNR59yGQgThHpcqvkz2kEFYkpxzTZKelnTBsFYFAMgKYRjAiGJm90s6UtJFPcMiXM8Qia2GSZjZUT3vTzSzpWYWMLO/mNlUMzvSzN40sw4z+4OZjevTxrlmttzMus3sPTP7spkN+Puwp5f3OEmP99l+Xs/53WbWbGZ/MrOiXoc8JumzObo1AIBhUDT0IQCQV5dK2k3Su5Ku6tnWJGmHAY7/tqQvSWqV9KCkhyR1S1okKSrpN5KukXSxJJnZFyRd2/N+qaS9JN0jKSzppwO0cZikoKRliQ09ofw2SQslvSipRtIxfc77m6QpZraLc27V4D82AKAQCMMARhTnXKuZhSR1Oec2JLab2UCnfMM595eeY+6UdKukOc6513u2PSDptN7HS/qac+63Pe8/MLPvS7pQA4fh6ZIa+wyRmCapU9Jjzrl2SWskvdnnvHU9X3dUfPwwAGCEIQwDGO3+0ev7jT1f3+qzbbyUHO6wg6S7zOyOXscUSRowbUvyK97b3Nv/Kh6APzCzPyk+Pvh3PcE4IdDrfADACEQYBjDahXt97yTJOdd3W2I8cOLr+ZJeTqONZkm1vTc459rNbLakIyQdL+lKSd81swOcc4ke4bqer01ptAUAyCMeoAMwEoUkeXN9UefcRsWHLuzinFvZ9zXIqW9IajCz+j7XizjnFjvnrpS0j6RySfN6HbKX4mG9d081AGAEoWcYwEi0WtKBZrajpA5Jm3N47W9JutXMWiQ9IalY0mxJU5xz3xvgnDckNSr+IN2jkmRm8yTtIumFnvqOllQp6Z1e5x0u6S/Oua4c1g8AyCF6hgGMRDco3ju8XPEhBtNydWHn3L2S/lPSWYo/8PYXxWee+GCQc6KSfi7pzF6bWySdIukZxWe++Kqk/5t4mK/HZxWfqQIAMEKxAh0ApMDMxisezg9wzg0YnHsd/ylJP5K0TwEXCgEADIGeYQBIgXOuUfEe5VR7qcslnUsQBoCRjZ5hAAAAjFn0DAMAAGDMIgwDAABgzCIMAwAAYMwiDAMAAGDMIgwDAABgzCIMAwAAYMz6/1s5f2Q+xB1yAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_original = df[(df['source']=='original')] \n", - "\n", - "fig, axs = plt.subplots(1, no_authors, sharey='none',figsize=(10,6))\n", - "\n", - "for current_author in range(no_authors):\n", - " plt.subplot(1,no_authors,current_author+1)\n", - " subset_data = data_original[data_original['author'] == author_list[current_author]]\n", - " plt.plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " plt.plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - " \n", - " plt.title(author_list[current_author], fontsize=14)\n", - " plt.xlabel('time (s)', fontsize=14)\n", - " plt.ylabel('C (mM)',fontsize=14)\n", - " plt.xticks(fontsize=14)\n", - " plt.yticks(fontsize=14)\n", - " \n", - "\n", - "plt.legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14);\n" - ] - }, - { - "cell_type": "markdown", - "id": "c2df7ac5-5fd5-46c9-a083-5d17857055e0", - "metadata": {}, - "source": [ - "### Different temporal resolutions\n", - "\n", - "This test data was added to check whether the contributions can work with temporal resolutions different from the original reference.\n", - "There are no errors for various temporal resolutions." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "52d7e153-0c7b-4f66-94f1-d60f7dfdd3b8", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_res = df[(df['source']=='temp_res')]\n", - "res_list = data_res.label.unique()\n", - "no_res = len(res_list)\n", - "\n", - "fig, ax = plt.subplots(no_res, no_authors, sharex='col', sharey='row', figsize=(6,12))\n", - "\n", - "\n", - "if no_authors > 1:\n", - " for current_res in range(no_res):\n", - " for current_author in range(no_authors):\n", - " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", - " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - "\n", - " if current_res == 0:\n", - " ax[current_res,current_author].set_title(author_list[current_author], fontsize=14)\n", - " if current_author == 0:\n", - " ax[current_res,current_author].set_ylabel('C (mM)', fontsize=14)\n", - " if current_res == no_acq-1:\n", - " ax[current_res,current_author].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", - " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", - "\n", - " ax[no_res-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - " \n", - " # add extra labels for rows\n", - " pad = 5\n", - " for a, row in zip(ax[:,0], res_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - " \n", - "else:\n", - " for current_res in range(no_res):\n", - " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", - " ax[current_res].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_res].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - " ax[current_res].set_ylabel('C (mM)', fontsize=14)\n", - " \n", - " if current_res == 0:\n", - " ax[current_res].set_title(author_list[current_author], fontsize=14) \n", - " if current_res == no_res-1:\n", - " ax[current_res].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_res].tick_params(axis='x', labelsize=12)\n", - " ax[current_res].tick_params(axis='y', labelsize=12)\n", - "\n", - " ax[no_res-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - " \n", - " \n", - " # add extra labels for rows\n", - " pad = 5\n", - " for a, row in zip(ax, res_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - " \n", - "\n", - "\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)" - ] - }, - { - "cell_type": "markdown", - "id": "dc60e1f1-9dec-4fb8-9eed-16bd8904bf01", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "As there is currently only one implementation where a bolus arrival time was not implemented, we did not test this aspect yet for the Georgiou AIF." - ] - }, - { - "cell_type": "markdown", - "id": "07ea3701-67bc-425c-9c0f-cdde6fed13e9", - "metadata": { - "tags": [] - }, - "source": [ - "### References" - ] - }, - { - "cell_type": "markdown", - "id": "7198a609-5621-462e-871a-f515e117d3b1", - "metadata": {}, - "source": [ - "Georgiou et al. \"A functional form for a representative individual arterial input function measured from a population using high temporal resolution DCE MRI\" Magn Reson Med (2018), DOI: https://doi.org/10.1002/mrm.27524" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/ParkerAIF.ipynb b/notebooks/ParkerAIF.ipynb deleted file mode 100644 index 87ab51f5..00000000 --- a/notebooks/ParkerAIF.ipynb +++ /dev/null @@ -1,436 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "e92fd899", - "metadata": {}, - "source": [ - "# Parker AIF" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "bf9cf6c8", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "import os\n", - "import numpy\n", - "from matplotlib import pyplot as plt\n", - "from matplotlib.transforms import offset_copy\n", - "import csv\n", - "import seaborn as sns\n", - "import pandas as pd\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "f41dccdd-f05c-4448-b0c5-3745e069d139", - "metadata": { - "tags": [] - }, - "source": [ - "## Background\n", - "The Parker AIF is a population AIF derived from 67 AIFs in the paper of Parker et al. (Magn Reson Med, 2006). Table 1 of the paper describes the parameters of the functional form of this population AIF.\n" - ] - }, - { - "cell_type": "markdown", - "id": "749bf908-9356-4d97-b0cb-772bb4c92513", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "The parameters of Table 1 were used to create the test data. For the original AIF the same temporal resolution (4.97 s) and acquisition time (5 min) were used.\n", - "Permutations of this AIF were used to test the implementations:\n", - "- various temporal resolutions: 0.5, 1, 2, 2.5, 5, 7.5 s\n", - "- various acquistion times: 3, 5, 7, 10 min\n", - "- shifts of the AIF with a temporal resolution of 1.5 s (dt): 0, dt, 2*dt, 5*dt, 2, 5, 10, 18, 31\n", - "\n", - "As we don't expect many errors in implementing the population AIFs, the tolerances were set tight. \n", - "Tolerances: absolute + relative = 0.0001 mM + 0.01 and 0.1 mM + 0.1 for the data with a shift.\n" - ] - }, - { - "cell_type": "markdown", - "id": "4ac19fb7-a2d8-4b0e-8c73-a39d484f5a19", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "a07fb867-d52f-400b-a620-28f203ec9692", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "237ff5b5-0838-4617-af7f-50fd86af15bb", - "metadata": {}, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'PopulationAIF') & (entry['method'] == 'Parker') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "36a42a3c-b200-4a2f-b771-702d096c9108", - "metadata": {}, - "outputs": [], - "source": [ - "# label data source\n", - "df['source']=''\n", - "df.loc[df['label'].str.contains('original'),'source']='original'\n", - "df.loc[df['label'].str.contains('acq_time_'),'source']='acq_time'\n", - "df.loc[df['label'].str.contains('temp_res'),'source']='temp_res' \n", - "df.loc[df['label'].str.contains('delay'),'source']='delay' \n", - "\n", - "author_list = df.author.unique()\n", - "no_authors = len(author_list)" - ] - }, - { - "cell_type": "markdown", - "id": "fa50b99a-bd12-4d94-a906-73da491d2a86", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "7b01756f-fcab-40fe-be5a-f812a435b42f", - "metadata": {}, - "source": [ - "### Original AIF\n", - "\n", - "Plot the original AIF time curve from the paper and the output from the code contributions. The data has a temporal resolution of 4.97s and acquisition time of 5 min.\n", - "There are no differences between outputs of the contributions and the reference AIF." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "ce1d7f9f-4286-402e-a9d5-9613c1b4c553", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_original = df[(df['source']=='original')] \n", - "\n", - "fig, axs = plt.subplots(1, no_authors, sharey='none',figsize=(15,3))\n", - "\n", - "for current_author in range(no_authors):\n", - " plt.subplot(1,no_authors,current_author+1)\n", - " subset_data = data_original[data_original['author'] == author_list[current_author]]\n", - " plt.plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\", linewidth=2)\n", - " plt.plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref',linewidth=2.5)\n", - " \n", - " plt.title(author_list[current_author],fontsize=14)\n", - " plt.xlabel('time (s)', fontsize=14)\n", - " plt.ylabel('C (mM)', fontsize=14)\n", - " plt.xticks(fontsize=12)\n", - " plt.yticks(fontsize=12)\n", - " \n", - " if current_author == no_authors-1:\n", - " axs[current_author].legend(fontsize=14)\n" - ] - }, - { - "cell_type": "markdown", - "id": "cdfd7ef4-6f5a-4ecc-b69f-3aef80231b70", - "metadata": {}, - "source": [ - "### Different acquisition times\n", - "\n", - "This test data was added to check whether the contributions can work with acquisition times different from the original reference.\n", - "There are no errors for different acquisition times. " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "f2c210ff-50c8-44c7-bd0c-66d8928cba89", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_acqtime = df[(df['source']=='acq_time')]\n", - "acq_list = data_acqtime.label.unique()\n", - "no_acq = len(acq_list)\n", - "\n", - "fig, ax = plt.subplots(no_acq, no_authors, sharex='col', sharey='row', figsize=(12,9))\n", - "\n", - "for current_acq in range(no_acq):\n", - " for current_author in range(no_authors):\n", - " subset_data = data_acqtime[(data_acqtime['author'] == author_list[current_author]) & (data_acqtime['label'] == acq_list[current_acq])]\n", - " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - "\n", - " if current_acq == 0:\n", - " ax[current_acq,current_author].set_title(author_list[current_author])\n", - " if current_author == 0:\n", - " ax[current_acq,current_author].set_ylabel('C (mM)', fontsize=14)\n", - " if current_acq == no_acq-1:\n", - " ax[current_acq,current_author].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_acq,current_author].tick_params(axis='x', labelsize=12)\n", - " ax[current_acq,current_author].tick_params(axis='y', labelsize=12)\n", - "\n", - " \n", - "\n", - "ax[no_acq-1,no_authors-1].legend(fontsize=14)\n", - "\n", - "# add extra labels for rows (example taken from: https://microeducate.tech/row-and-column-headers-in-matplotlibs-subplots/)\n", - "pad = 5\n", - "for a, row in zip(ax[:,0], acq_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points', ha='right', va='center', rotation=90, fontsize=14)\n", - "\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)\n" - ] - }, - { - "cell_type": "markdown", - "id": "5194c7d7-7355-4f42-88ce-07ebd75f749d", - "metadata": {}, - "source": [ - "### Different temporal resolutions\n", - "\n", - "This test data was added to check whether the contributions can work with temporal resolutions different from the original reference. \n", - "There are no errors for various temporal resolutions." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "89f3d47e-1bd1-4d61-b8d7-c7cd4948d47a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_res = df[(df['source']=='temp_res')]\n", - "res_list = data_res.label.unique()\n", - "no_res = len(res_list)\n", - "\n", - "fig, ax = plt.subplots(no_res, no_authors, sharex='col', sharey='row', figsize=(12,12))\n", - "\n", - "for current_res in range(no_res):\n", - " for current_author in range(no_authors):\n", - " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", - " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - "\n", - " if current_res == 0:\n", - " ax[current_res,current_author].set_title(author_list[current_author], fontsize=14)\n", - " if current_author == 0:\n", - " ax[current_res,current_author].set_ylabel('C (mM)', fontsize=14)\n", - " if current_res == no_res-1:\n", - " ax[current_res,current_author].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", - " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", - "\n", - "ax[no_res-1,no_authors-1].legend(fontsize=14)\n", - "\n", - "# add extra labels for rows\n", - "pad = 5\n", - "for a, row in zip(ax[:,0], res_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - "\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)" - ] - }, - { - "cell_type": "markdown", - "id": "4f4e7a40-abc1-4a42-a941-961f2b90f9da", - "metadata": {}, - "source": [ - "### Variations in bolus arrival time\n", - "\n", - "This test data was added to check how contributions deal with a difference in bolus arrival time. The figures are zoomed on the first 50 s to show the differences in implementations.\n", - "\n", - "Notes: \n", - "- Not all contributions allowed for a variation in bolus arrival time.\n", - "- There are slight differences for delays that are not exact multiplications of the temporal resolution. In some cases the AIF was recalculated, in others the original AIF was shifted to the nearest integer." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "bdfef078-f30b-4161-a482-269f6363946a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_delay = df[(df['source']=='delay')]\n", - "delay_list = data_delay.label.unique()\n", - "no_delay = len(delay_list)\n", - "\n", - "fig, ax = plt.subplots(no_delay, no_authors, sharex='col', sharey='row', figsize=(12,20))\n", - "\n", - "for current_delay in range(no_delay):\n", - " for current_author in range(no_authors):\n", - " subset_data = data_delay[(data_delay['author'] == author_list[current_author]) & (data_delay['label'] == delay_list[current_delay])]\n", - " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - "\n", - " if current_delay == 0:\n", - " ax[current_delay,current_author].set_title(author_list[current_author], fontsize=14)\n", - " if current_author == 0:\n", - " ax[current_delay,current_author].set_ylabel('C (mM)', fontsize=14)\n", - " if current_delay == no_res-1:\n", - " ax[current_delay,current_author].set_xlabel('time (s)', fontsize=14)\n", - " \n", - " ax[current_delay,current_author].set_xlim([0, 50])\n", - " \n", - " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", - " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", - "\n", - "ax[no_delay-1,no_authors-1].legend(fontsize=14)\n", - "\n", - "# add extra labels for rows\n", - "pad = 5\n", - "for a, row in zip(ax[:,0], delay_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - "\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)" - ] - }, - { - "cell_type": "markdown", - "id": "0c7e3e6f-e732-4799-b8f7-bcd85654102d", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "Additional notes/remarks" - ] - }, - { - "cell_type": "markdown", - "id": "7fee610d-7754-4f3b-800e-1a8346752fef", - "metadata": { - "tags": [] - }, - "source": [ - "### References\n", - "\n", - "Parker et al. Experimentally-Derived Functional Form for a Population-Averaged High-Temporal-Resolution Arterial Input Function for Dynamic Contrast-Enhanced MRI. Magnetic Resonance in Medicine 56:993–1000 (2006); DOI 10.1002/mrm.21066" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b48f815e-c3a3-408c-a72c-26b57ed154c5", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file diff --git a/notebooks/PatlakModel.ipynb b/notebooks/PatlakModel.ipynb deleted file mode 100644 index f511d083..00000000 --- a/notebooks/PatlakModel.ipynb +++ /dev/null @@ -1,428 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "f8c186db", - "metadata": {}, - "source": [ - "# Patlak Model" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d4313a51-a9fd-4a63-9cfb-c89b24da22e9", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# import statements\n", - "import os\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "ada6c8be-a510-4457-9a46-b50ecd706044", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "\n", - "Data summary: simulated Patlak model data\n", - "\n", - "Source: Concentration-time data (n = 9) generated by M. Thrippleton using Matlab code at https://github.com/mjt320/DCE-functions\n", - "\n", - "Detailed info:\n", - "- Temporal resolution: 0.5 s\n", - "- Acquisition time: 300 s\n", - "- AIF: Parker function, starting at t=10s\n", - "- Noise: SD = 0.02 mM\n", - "- Arterial delay: none\n", - " \n", - "Reference values: Reference values are the parameters used to generate the data. All combinations of $v_p$ (0.1, 0.2, 0.5) and PS (0, 5, 15)*1e-2 per min are included.\n", - "A delayed version of the test data was created by shifting the time curves with 5s. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", - "\n", - "Citation: Code used in Manning et al., Magnetic Resonance in Medicine, 2021 https://doi.org/10.1002/mrm.28833 and Matlab code: https://github.com/mjt320/DCE-functions\n", - "\n", - "Tolerances\n", - "- $v_p$: a_tol=0.025, r_tol=0, start=0.01, bounds=(0,1)\n", - "- PS: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n" - ] - }, - { - "cell_type": "markdown", - "id": "d58e5e81-8063-4b1b-9876-a9dea29c1a0b", - "metadata": { - "tags": [] - }, - "source": [ - "### Visualize test data\n", - "To get an impression of the test data, the concentration time curves of the test data are plotted below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9bc28aed-dfeb-411b-a552-5304e337074b", - "metadata": {}, - "outputs": [], - "source": [ - "#plot test data\n", - "filename = ('../test/DCEmodels/data/patlak_sd_0.02_delay_0.csv')\n", - "# read from CSV to pandas\n", - "df1 = pd.read_csv(filename)\n", - "\n", - "no_voxels = len(df1.label)\n", - "\n", - "fig, ax = plt.subplots(1, 1, sharex='col', sharey='row', figsize=(6,6))\n", - "for currentvoxel in range(no_voxels):\n", - " labelname = 'case_' + str(currentvoxel+1)\n", - " testdata = df1[(df1['label']==labelname)]\n", - " t = testdata['t'].to_numpy()\n", - " t = np.fromstring(t[0], dtype=float, sep=' ')\n", - " c = testdata['C_t'].to_numpy()\n", - " c = np.fromstring(c[0], dtype=float, sep=' ')\n", - " ax.plot(t, c, label=labelname)\n", - " \n", - "ax.set_ylabel('C (mM)', fontsize=14)\n", - "ax.set_xlabel('time (ms)', fontsize=14)\n", - "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0,fontsize=12); \n", - "plt.xticks(fontsize=14)\n", - "plt.yticks(fontsize=14);\n", - "\n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "7591a069-84c9-447c-9f68-07e68d0609ac", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b38200fd-ec57-4ab6-8b8f-a86ee839488f", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "210678cf-fb04-41ec-a44c-323bbee8bdb5", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'DCEmodels') & (entry['method'] == 'patlak') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "16c13c04-48c5-4aa6-8d7a-e4e8cb280063", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "author_list = df.author.unique()\n", - "no_authors = len(author_list)\n", - "\n", - "# split delayed and non-delayed data\n", - "df['delay'] = df['label'].str.contains('_delayed')\n", - "\n", - "# label voxels\n", - "# (there is probably a better way of doing this...)\n", - "df['voxel']=''\n", - "df.loc[df['label'].str.contains('case_1'),'voxel']='voxel 1'\n", - "df.loc[df['label'].str.contains('case_2'),'voxel']='voxel 2'\n", - "df.loc[df['label'].str.contains('case_3'),'voxel']='voxel 3'\n", - "df.loc[df['label'].str.contains('case_4'),'voxel']='voxel 4' \n", - "df.loc[df['label'].str.contains('case_5'),'voxel']='voxel 5'\n", - "df.loc[df['label'].str.contains('case_6'),'voxel']='voxel 6' \n", - "df.loc[df['label'].str.contains('case_7'),'voxel']='voxel 7' \n", - "df.loc[df['label'].str.contains('case_8'),'voxel']='voxel 8' \n", - "df.loc[df['label'].str.contains('case_9'),'voxel']='voxel 9' \n", - "\n", - "\n", - "# calculate error between measured and reference values\n", - "df['error_ps'] = df['ps_meas'] - df['ps_ref']\n", - "df['error_vp'] = df['vp_meas']- df['vp_ref']\n", - "\n", - "# tolerances\n", - "tolerances = { 'ps': {'atol' : 0.005, 'rtol': 0.1 }, 'vp': {'atol':0.025, 'rtol':0}}" - ] - }, - { - "cell_type": "markdown", - "id": "e7fb49a2-5fa3-4069-983f-a226647329a1", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "ec8f8802-7d55-4952-a362-91afcc2284f0", - "metadata": { - "tags": [] - }, - "source": [ - "### Non-delayed data" - ] - }, - { - "cell_type": "markdown", - "id": "3f7f10db-3612-45ed-8859-1f31a62f8e87", - "metadata": {}, - "source": [ - "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0. \n", - "The data are shown with a categorial swarm plot, so for each text voxel separately to better appreciate the differences between contributions. Note that, the x-axis is not a continuous axis, but has a label per test voxel. To get an idea of the reference values per test case, the table below refers as a legend for the figure. \n", - "\n", - "For the contribtution MJT_UoEdingburgh_UK there are two contributions (NLLS and LLSQ fitting approach). The linear approach is labeled with an extra tag _LLSQ in the figures below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "173c3c39-76f9-40a5-bb1d-bb3b91ed2dd5", - "metadata": {}, - "outputs": [], - "source": [ - "df.head(n=9)[['voxel','ps_ref','vp_ref']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9eb92c4d-66d1-4962-b527-1a2602ae055a", - "metadata": {}, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "#sns.set_style(\"whitegrid\")\n", - "sns.set_style(\"ticks\")\n", - "plotopts = {\"hue\":\"author\",\n", - " \"dodge\":True,\n", - " \"s\":100,\n", - " \"height\":4,\n", - " \"aspect\":3\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "49f6260f-6e7c-403c-a4d9-3b3aa04cb2ab", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='voxel', y=\"error_ps\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4586a3cc-97cc-417e-b55c-0cdd34bad7d2", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='voxel', y=\"error_vp\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $v_p$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "c3b6e4d0-faea-430c-8566-f14089da26e8", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated PS values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eb463042-91dc-4b02-9501-4c995105d60b", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ps',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "6f979702-09aa-4b10-9e43-a4452e070425", - "metadata": {}, - "source": [ - "Bias results estimated $v_p$ values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "687c2b73-ac29-43a3-b0d8-640933d177fa", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_vp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "64793744-ceca-4551-9059-788597317268", - "metadata": {}, - "source": [ - "### Delayed results\n", - "\n", - "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "29b3cbf4-cc3f-42fd-b256-5ec675c026aa", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='voxel', y=\"error_ps\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ PS ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "77e73c5f-cfae-41c5-90b6-03d551e00a67", - "metadata": {}, - "outputs": [], - "source": [ - "make_catplot(x='voxel', y=\"error_vp\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $v_p$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "5b1aee3a-3833-45dc-8e0f-e0951cc283e9", - "metadata": { - "tags": [] - }, - "source": [ - "Bias results estimated PS values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f53ed852-bd7e-4f25-8ff9-5ef80b523e40", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_ps',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "65c7b0c0-63b5-4025-9e92-b71f5a2712e5", - "metadata": {}, - "source": [ - "Bias results estimated $v_p$ values combined for all voxels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8b28d8df-7f57-4536-be31-660ee6693196", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_vp',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "0d3fac9c-9071-4504-83f8-f5b9770c5465", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "Additional notes/remarks" - ] - }, - { - "cell_type": "markdown", - "id": "9c4ef437-20f0-41bc-adc2-02e1dfefb9f0", - "metadata": { - "tags": [] - }, - "source": [ - "### References" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/PreclinicalAIF.ipynb b/notebooks/PreclinicalAIF.ipynb deleted file mode 100644 index d91e0f2f..00000000 --- a/notebooks/PreclinicalAIF.ipynb +++ /dev/null @@ -1,494 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "0b5cdd3b", - "metadata": {}, - "source": [ - "# Preclinical AIF" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "acfe8d9d-7a40-4ddd-98c3-6db07a03bf00", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "import os\n", - "import numpy\n", - "from matplotlib import pyplot as plt\n", - "from matplotlib.transforms import offset_copy\n", - "import csv\n", - "import seaborn as sns\n", - "import pandas as pd\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "c7da53c5-2cae-439d-a5cf-cf32eb32102a", - "metadata": { - "tags": [] - }, - "source": [ - "## Background\n", - "This preclinical AIF is derived from DCE-MRI data of rats described in the the paper of McGrath et al. (MRM 2009).\n" - ] - }, - { - "cell_type": "markdown", - "id": "0d98d318-0c76-4aab-921d-3ee877dee437", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "To create the AIF the parameters of the functional form are copied from Table 1, Model B of the reference. The original data had a temp resolution of 0.5 s and tot acquisition time of 300s. This data was labeled as 'Original_AIF'. \n", - "Permutations of this AIF were used to test the implementations:\n", - "- various temporal resolutions: 0.5, 1, 2, 2.5, 5, 7.5 s\n", - "- various acquistion times: 3, 5, 7, 10 min\n", - "- shifts of the AIF with a temporal resolution of 1.5 s (dt): 0, dt, 2*dt, 5*dt, 2, 5, 10, 18, 31\n", - "\n", - "As we don't expect many errors in implementing the population AIFs, the tolerances were set tight. \n", - "Tolerances: absolute + relative = 0.0001 mM + 0.01 and 0.1 mM + 0.1 for the data with a shift.\n" - ] - }, - { - "cell_type": "markdown", - "id": "190060bd-0de9-45a3-87ec-a8523b952b38", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "cde8193f-8b5e-4bf1-8a28-13aebe637bab", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "22936b9d-1020-490e-96ab-bef086f4b205", - "metadata": {}, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'PopulationAIF') & (entry['method'] == 'preclinical') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "cb303ba2-5182-4bd4-8ae0-14cb72f1603c", - "metadata": {}, - "outputs": [], - "source": [ - "# label data source\n", - "df['source']=''\n", - "df.loc[df['label'].str.contains('original'),'source']='original'\n", - "df.loc[df['label'].str.contains('acq_time_'),'source']='acq_time'\n", - "df.loc[df['label'].str.contains('temp_res'),'source']='temp_res' \n", - "df.loc[df['label'].str.contains('delay'),'source']='delay' \n", - "\n", - "author_list = df.author.unique()\n", - "no_authors = len(author_list)" - ] - }, - { - "cell_type": "markdown", - "id": "3f4fd68e-19bb-4558-89ae-5f4aad1e852f", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "d7ad5042-92be-418d-97d2-c83bdf8e3ba1", - "metadata": {}, - "source": [ - "### Original AIF" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "173fd848-e1f7-4f40-870d-74e56b65b58a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_original = df[(df['source']=='original')] \n", - "\n", - "fig, axs = plt.subplots(1, no_authors, sharey='none',figsize=(10,6))\n", - "\n", - "for current_author in range(no_authors):\n", - " plt.subplot(1,no_authors,current_author+1)\n", - " subset_data = data_original[data_original['author'] == author_list[current_author]]\n", - " plt.plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " plt.plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - " \n", - " plt.title(author_list[current_author], fontsize=14)\n", - " plt.xlabel('time (s)', fontsize=14)\n", - " plt.ylabel('C (mM)', fontsize=14)\n", - " plt.xticks(fontsize=14)\n", - " plt.yticks(fontsize=14)\n", - " plt.legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n" - ] - }, - { - "cell_type": "markdown", - "id": "9eb9c2a1-e4a6-435e-8696-7da2b8eee83b", - "metadata": {}, - "source": [ - "### Different acquisition times\n", - "\n", - "There are no errors for different acquisition times. \n", - "This test data was added to check whether the contributions can work with acquisition times different from the original reference." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "c9784b80-a1b6-4306-b626-0142a74f9797", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_acqtime = df[(df['source']=='acq_time')]\n", - "acq_list = data_acqtime.label.unique()\n", - "no_acq = len(acq_list)\n", - "\n", - "fig, ax = plt.subplots(no_acq, no_authors, sharex='col', sharey='row', figsize=(6,9))\n", - "\n", - "if no_authors > 1:\n", - " for current_acq in range(no_acq):\n", - " for current_author in range(no_authors):\n", - " subset_data = data_acqtime[(data_acqtime['author'] == author_list[current_author]) & (data_acqtime['label'] == acq_list[current_acq])]\n", - " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_acq,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - "\n", - " if current_acq == 0:\n", - " ax[current_acq,current_author].set_title(author_list[current_author], fontsize=14)\n", - " if current_author == 0:\n", - " ax[current_acq,current_author].set_ylabel('C (mM)', fontsize=14)\n", - " if current_acq == no_acq-1:\n", - " ax[current_acq,current_author].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_acq,current_author].tick_params(axis='x', labelsize=12)\n", - " ax[current_acq,current_author].tick_params(axis='y', labelsize=12)\n", - "\n", - " ax[no_acq-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - "\n", - " # add extra labels for rows (example taken from: https://microeducate.tech/row-and-column-headers-in-matplotlibs-subplots/)\n", - " pad = 5\n", - " for a, row in zip(ax[:,0], acq_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - "\n", - " \n", - "else:\n", - " for current_acq in range(no_acq):\n", - " subset_data = data_acqtime[(data_acqtime['author'] == author_list[current_author]) & (data_acqtime['label'] == acq_list[current_acq])]\n", - " ax[current_acq].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_acq].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - " ax[current_acq].set_ylabel('C (mM)', fontsize=14)\n", - " \n", - " if current_acq == 0:\n", - " ax[current_acq].set_title(author_list[current_author], fontsize=14) \n", - " if current_acq == no_acq-1:\n", - " ax[current_acq].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_acq].tick_params(axis='x', labelsize=14)\n", - " ax[current_acq].tick_params(axis='y', labelsize=14)\n", - " \n", - " ax[no_acq-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - " #add extra labels for rows\n", - " pad = 5 \n", - " for a, row in zip(ax, acq_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - "\n", - " \n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)\n" - ] - }, - { - "cell_type": "markdown", - "id": "03f8981d-7713-465b-8973-1478d2e034af", - "metadata": {}, - "source": [ - "### Different temporal resolutions\n", - "\n", - "There are no errors for various temporal resolutions \n", - "This test data was added to check whether the contributions can work with temporal resolutions different from the original reference." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "bf02ddf5-6421-4249-9847-2543972ed4b3", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_res = df[(df['source']=='temp_res')]\n", - "res_list = data_res.label.unique()\n", - "no_res = len(res_list)\n", - "\n", - "fig, ax = plt.subplots(no_res, no_authors, sharex='col', sharey='row', figsize=(6,12))\n", - "\n", - "if no_authors > 1:\n", - " for current_res in range(no_res):\n", - " for current_author in range(no_authors):\n", - " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", - " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_res,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - "\n", - " if current_res == 0:\n", - " ax[current_res,current_author].set_title(author_list[current_author], fontsize=14)\n", - " if current_author == 0:\n", - " ax[current_res,current_author].set_ylabel('C (mM)', fontsize=14)\n", - " if current_res == no_res-1:\n", - " ax[current_res,current_author].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_res,current_author].tick_params(axis='x', labelsize=12)\n", - " ax[current_res,current_author].tick_params(axis='y', labelsize=12)\n", - "\n", - " ax[no_res-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - " \n", - " #add extra labels for rows\n", - " pad = 5\n", - " for a, row in zip(ax[:,0], res_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - " \n", - "else:\n", - " for current_res in range(no_res):\n", - " subset_data = data_res[(data_res['author'] == author_list[current_author]) & (data_res['label'] == res_list[current_res])]\n", - " ax[current_res].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_res].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - " ax[current_res].set_ylabel('C (mM)', fontsize=14)\n", - " \n", - " if current_res == 0:\n", - " ax[current_res].set_title(author_list[current_author], fontsize=14) \n", - " if current_res == no_res-1:\n", - " ax[current_res].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_res].tick_params(axis='x', labelsize=12)\n", - " ax[current_res].tick_params(axis='y', labelsize=12)\n", - " \n", - " #add extra labels for rows\n", - " pad = 5\n", - " for a, row in zip(ax, res_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - "\n", - " ax[no_res-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - "\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)" - ] - }, - { - "cell_type": "markdown", - "id": "dedc2601-3f5d-41b9-9d52-b1d2c7669fe9", - "metadata": {}, - "source": [ - "### Variations in bolus arrival time\n", - "\n", - "This test data was added to check how contributions deal with a difference in bolus arrival time.\n", - "Figures are zoomed on the first 50 s to show the differences in the peak due to differences in bolus arrival time. In this case there was no difference between reference and measured AIFs." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "30432b6d-687f-4ced-aeb3-68c20e4b76ae", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data_delay = df[(df['source']=='delay')]\n", - "delay_list = data_delay.label.unique()\n", - "no_delay = len(delay_list)\n", - "\n", - "fig, ax = plt.subplots(no_delay, no_authors, sharex='col', sharey='row', figsize=(6,16))\n", - "\n", - "if no_authors > 1:\n", - " for current_delay in range(no_delay):\n", - " for current_author in range(no_authors):\n", - " subset_data = data_delay[(data_delay['author'] == author_list[current_author]) & (data_delay['label'] == delay_list[current_delay])]\n", - " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_delay,current_author].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - "\n", - " if current_delay == 0:\n", - " ax[current_delay,current_author].set_title(author_list[current_author], fontsize=14)\n", - " if current_author == 0:\n", - " ax[current_delay,current_author].set_ylabel('C (mM)', fontsize=14)\n", - " if current_delay == no_res-1:\n", - " ax[current_delay,current_author].set_xlabel('time (s)', fontsize=14)\n", - "\n", - " ax[current_delay,current_author].set_xlim([0, 50])\n", - " ax[current_delay,current_author].tick_params(axis='x', labelsize=12)\n", - " ax[current_delay,current_author].tick_params(axis='y', labelsize=12)\n", - "\n", - " ax[no_delay-1,no_authors-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - "\n", - " # add extra labels for rows\n", - " pad = 5\n", - " for a, row in zip(ax[:,0], delay_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - " \n", - "else:\n", - " for current_delay in range(no_delay):\n", - " subset_data = data_delay[(data_delay['author'] == author_list[current_author]) & (data_delay['label'] == delay_list[current_delay])]\n", - " ax[current_delay].plot(subset_data.time_ref, subset_data.cb_measured, color='black',label =\"AIF\")\n", - " ax[current_delay].plot(subset_data.time_ref, subset_data.aif_ref, color='darkgrey', linestyle='dashed', label='ref')\n", - " ax[current_delay].set_ylabel('C (mM)', fontsize=14)\n", - " \n", - " if current_delay == 0:\n", - " ax[current_delay].set_title(author_list[current_author], fontsize=14) \n", - " if current_delay == no_delay-1:\n", - " ax[current_delay].set_xlabel('time (s)', fontsize=14)\n", - " ax[current_delay].tick_params(axis='x', labelsize=12)\n", - " ax[current_delay].tick_params(axis='y', labelsize=12)\n", - " \n", - " ax[current_delay].set_xlim([0, 50])\n", - " \n", - " #add extra labels for rows\n", - " pad = 5\n", - " for a, row in zip(ax, delay_list):\n", - " a.annotate(row, xy=(0, 0.5), xytext=(-a.yaxis.labelpad - pad, 0),\n", - " xycoords=a.yaxis.label, textcoords='offset points',\n", - " ha='right', va='center', rotation=90, fontsize=14)\n", - "\n", - " ax[no_delay-1].legend(bbox_to_anchor=(1.04,0.5), loc=\"center left\", fontsize=14)\n", - "\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)" - ] - }, - { - "cell_type": "markdown", - "id": "f1f0b834-c466-4084-a278-36faf879d2b4", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "Additional notes/remarks" - ] - }, - { - "cell_type": "markdown", - "id": "9ed87475-5275-460d-b9d5-689a89b6c3c1", - "metadata": { - "tags": [] - }, - "source": [ - "### References\n", - "McGrath et al. \"Comparison of Model-Based Arterial Input Functions forDynamic Contrast-Enhanced MRI in Tumor Bearing Rats\", Magn Reson Med (2009), DOI: 10.1002/mrm.21959" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/SItoC.ipynb b/notebooks/SItoC.ipynb deleted file mode 100644 index 97f3e655..00000000 --- a/notebooks/SItoC.ipynb +++ /dev/null @@ -1,374 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "c57536ac", - "metadata": {}, - "source": [ - "# Signal to Concentration" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "1d833889", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "import os\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import seaborn as sns\n", - "import pandas as pd\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "52dc8663-88bd-45e7-bd81-320393a5690e", - "metadata": { - "tags": [] - }, - "source": [ - "## Background\n", - "DCE-MRI data are typically acquired with spoiled gradient echo sequences (SPGR). The measured signal intensities can be converted to concentration values using the spoiled gradient echo equation as described in Schabel et al. (Phys Med Biol 2008):\n", - "\n", - "$$\n", - " S(T_1,T_2^*) = M_0 \\cdot \\frac{\\mathrm{sin}(\\alpha)(1 - e^{-\\mathrm{TR}/T_1}) \\cdot e^{-\\mathrm{TE}/T_2^*}}{1 - e^{-\\mathrm{TR}/T_1} \\cdot \\mathrm{cos}(\\alpha)}\n", - "$$\n", - "\n", - "with $S$ the measured signal intensity for spoiled gradient echo sequences, $T_1$, the longitudinal relaxation time, $T_2^*$ the transverse effective relaxation time, $\\alpha$ the flip angle, TR, the repitition time, and TE the echo time. \n", - "\n", - "By making several simplifications (e.g. $T_2^*$ is negligible) the relative signal enhancement ($\\Xi$) can be expressed as (eq 5 in Schabel et al):\n", - "\n", - "$$\n", - "\\Xi \\approx \\frac{(E_1 - E_{1,0})(\\mathrm{cos}(\\alpha)-1)}{(E_{1,0} - 1)(E_1 \\mathrm{cos}(\\alpha) -1)}\n", - "$$\n", - "\n", - "where $E_{1,0} = e^{-\\mathrm{TR}R_{1,0}}$ and $E_{1} = e^{-\\mathrm{TR}R_{1}}$, $R_1 = 1/T_1$\n", - "\n", - "In this way R_1 can be solved to obtain a nonlinear approximation as (eq 6 in Schabel et al):\n", - "\n", - "$$\n", - "R_1^{nl} \\approx - \\frac{1}{\\mathrm{TR}} \\cdot \\mathrm{log}[\\frac{\\Xi(E_{1,0} - 1) + E_{1,0}(1- \\mathrm{cos}(\\alpha))}{1+\\mathrm{cos}(\\alpha)(\\Xi(E_{1,0} - 1)-1)}]\n", - "$$\n", - "\n", - "This leads to a nonlinear approximation of the the concentration $C$ (eq 7 in Schabel et al):\n", - "\n", - "$$\n", - "C^{nl} \\approx \\frac{1}{r_1}(R_1^{nl} - R_{1,0})\n", - "$$\n", - "\n", - "with $r_1$ is the relaxivity of the contrast agent being used.\n", - "\n", - "A linear approximation can also be used (eq (8) in Schabel et al.): \n", - "\n", - "$$\n", - "C^l \\approx \\frac{1}{r_1}(R_{1,0}\\Xi)\n", - "$$\n", - "\n", - "In the current code contributions only the nonlinear approximation has been used." - ] - }, - { - "cell_type": "markdown", - "id": "39497be6-9372-43dc-b5f6-bc67c9f714ba", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "Signal intensity curves randomly selected from one patient with DCE-MRI of the uterus. They were converted to concentration using code from the University of Edinburgh but with various flip angles, baseline T1 values etc rather than the actual values used in the acquisition, to test a wider range of possibilites. For a visualization of the test data, see curves below.\n", - "\n", - "Tolerances: \n", - "absolute: 0.00001 mM/ relative 0.00001\n", - "\n", - "Source: University of Edinburgh, Mechanistic substudy of UCON https://www.birmingham.ac.uk/research/bctu/trials/womens/ucon/ucon-home.aspx used with permission. \n", - "Reference to code: Reavey, J.J., Walker, C., Nicol, M., Murray, A.A., Critchley, H.O.D., Kershaw, L.E., Maybin, J.A., 2021. Markers of human endometrial hypoxia can be detected in vivo and ex vivo during physiological menstruation. Hum. Reprod. 36, 941–950." - ] - }, - { - "cell_type": "markdown", - "id": "846885e1-1419-4b69-8aa8-e22aa8655f66", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "857deab5-0d94-4482-92bb-64d79326899f", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "fc3825b6-44cc-4166-aabe-4d2d89d98780", - "metadata": {}, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if entry['category'] == 'SI_to_Conc':\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "fa9dd0a0-156d-4473-a012-14aad892d749", - "metadata": {}, - "outputs": [], - "source": [ - "# label data source\n", - "df['source']=''\n", - "df.loc[df['label'].str.contains('original'),'source']='original'\n", - "\n", - "author_list = df.author.unique()\n", - "no_authors = len(author_list)\n", - "\n", - "voxel_list = df.label.unique()\n", - "no_voxels = len(voxel_list)\n", - "\n", - "# calculate error between measured and reference R_1 values\n", - "df['error_conc'] = df['conc_meas'] - df['conc_ref']\n", - "\n", - "tolerances = { 'conc': {'atol' : 0.00001, 'rtol': 0.00001 }}\n", - "dt = 2.5 # in s" - ] - }, - { - "cell_type": "markdown", - "id": "b82d209f-9506-4a0e-aa1a-75e3961617e0", - "metadata": { - "tags": [] - }, - "source": [ - "## Visualization of test data" - ] - }, - { - "cell_type": "markdown", - "id": "e00caa67-3e41-47a9-ae27-c7f62436672e", - "metadata": {}, - "source": [ - "To get an impression of the test data included so far, the reference concentration time curves are plotted below." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "ec447c95-a018-435a-9339-2aa4c51c5fba", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, no_voxels, sharex='col', sharey='row', figsize=(12,3))\n", - "\n", - "for current_voxel in range(no_voxels):\n", - " \n", - " subset_data = df[(df['author'] == author_list[0]) & (df['label'] == voxel_list[current_voxel])]\n", - " no_time_points = len(subset_data.conc_meas)\n", - " time_array = np.arange(0, no_time_points*dt,dt)\n", - "\n", - " ax[current_voxel].plot(time_array, subset_data.conc_ref, color='black', label='ref')\n", - "\n", - " if current_voxel == 0:\n", - " ax[current_voxel].set_ylabel('C (mM)', fontsize=16)\n", - " \n", - " ax[current_voxel].set_xlabel('time (s)', fontsize=16)\n", - " ax[current_voxel].set_title(voxel_list[current_voxel], fontsize=16)\n", - " \n", - " # set fontsize\n", - " ax[current_voxel].tick_params(axis='x', labelsize=14)\n", - " ax[current_voxel].tick_params(axis='y', labelsize=14)\n", - " \n", - "\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "547850d3-a7bc-4e77-b438-ca0bd4ed9434", - "metadata": {}, - "source": [ - "Plot bland altman figure of error between output concentration values and reference values vs the reference values. All datapoints from all test curves are combined into one figure. \n", - "Six of the seven implementation give near identical results. One implementation showed small deviations (MJT_UoEdinburgh_UK_num, < $5e^{-7}$ mM), but please note that the limits of the y-axis are extremely small." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "80b6b15e-2d8f-4955-8ba1-150a76ec76a8", - "metadata": {}, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "sns.set_style(\"ticks\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "da310828-891b-4cc3-b8d3-8113a5be014e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1,1, sharey='none', figsize=(10,5))\n", - "sns.set(font_scale=1.5)\n", - "sns.set_style(\"whitegrid\")\n", - "plot_bland_altman(ax, df, tolerances, 'conc', xlim=(0,5), ylim=(-0.000001,0.000001),label_xaxis='$C_{ref}$ (mM)',label_yaxis='$\\Delta $C (mM)')\n", - "plt.legend(bbox_to_anchor=(1.05, 1),title='ContributionID', loc='upper left', borderaxespad=0.5, fontsize=14)\n", - "fig.tight_layout()\n", - "fig.subplots_adjust(left=0.15, top=0.95)\n", - "\n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "2a6411aa-5d9c-4153-82ca-0bd157161a29", - "metadata": {}, - "source": [ - "Calculate bias and limits of agreement for all contributions wrt the reference values. \n", - "\n", - "The differences between measured and reference values are really small for the current test data. There are slight differences between contributions, that can be attributed due to minor diferences in implementations." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "ec1e8e14-3561-4507-a825-5972fcaf9492", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Bias results estimated concentration values combined for all voxels\n", - " bias stdev LoA lower \\\n", - "author \n", - "LCB_BNI_USA 6.074475e-15 1.201209e-14 -1.746922e-14 \n", - "LEK_UoEdinburgh_UK -4.150754e-16 2.149516e-15 -4.628126e-15 \n", - "MB_UoManchester_UK 1.087938e-15 9.074768e-15 -1.669861e-14 \n", - "MJT_UoEdinburgh_UK -5.684255e-13 3.470344e-12 -7.370300e-12 \n", - "MJT_UoEdinburgh_UK_num -1.838645e-08 1.295193e-07 -2.722443e-07 \n", - "OG_MO_AUMC_NL_ICR_RMH_UK -4.048292e-16 2.153874e-15 -4.626423e-15 \n", - "ST_USyd_Aus 2.226577e-16 1.183484e-14 -2.297363e-14 \n", - "\n", - " LoA upper \n", - "author \n", - "LCB_BNI_USA 2.961818e-14 \n", - "LEK_UoEdinburgh_UK 3.797976e-15 \n", - "MB_UoManchester_UK 1.887448e-14 \n", - "MJT_UoEdinburgh_UK 6.233449e-12 \n", - "MJT_UoEdinburgh_UK_num 2.354714e-07 \n", - "OG_MO_AUMC_NL_ICR_RMH_UK 3.816765e-15 \n", - "ST_USyd_Aus 2.341895e-14 \n" - ] - } - ], - "source": [ - "resultsBA = bland_altman_statistics(data=df,par='error_conc',grouptag='author')\n", - "\n", - "print('Bias results estimated concentration values combined for all voxels')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "5f5e2f11-5ba5-46ed-b2aa-fb5c0310fd7e", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "\n", - "For some contributions the test data needed to be modified. Please check the test code for modification in input data to be able to run the tests. " - ] - }, - { - "cell_type": "markdown", - "id": "61465415-93ae-46d0-ab69-cb5baf00ce59", - "metadata": { - "tags": [] - }, - "source": [ - "### References\n", - "\n", - "Schabel MC and Parker DL \"Uncertainty and bias in contrast concentration measurements using spoiled gradient echo pulse sequences\" Phys Med Biol (2008), doi:10.1088/0031-9155/53/9/010\n", - "\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/ToftsModel.ipynb b/notebooks/ToftsModel.ipynb deleted file mode 100644 index 65c48963..00000000 --- a/notebooks/ToftsModel.ipynb +++ /dev/null @@ -1,459 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "96543915", - "metadata": {}, - "source": [ - "# Tofts model" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5e675de8", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# import statements\n", - "import os\n", - "import numpy as np\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics, make_catplot\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "89b39b8d-26e0-4b7a-91cb-a35f1c566c0a", - "metadata": { - "tags": [] - }, - "source": [ - "## Test data\n", - "The QIBA DRO data was used for testing of the Tofts model.\n", - "\n", - "Version: QIBA_v11_Tofts from MR Modality Datasets/Dynamic Contrast Enhanced (DCE) MRI/DCE-MRI DRO Data and Code/DCE-MRI DRO Data (Daniel Barboriak) /QIBA_v11_Tofts/QIBA_v11_Tofts_GE/T1_tissue_500/DICOM_dyn\n", - "\n", - "Test case labels: test_vox_T{parameter combination}_{SNR}, e.g. test_vox_T5_30\n", - "\n", - "To get the high SNR dataset, data was averaged as follows:\n", - "- datVIF = data[:, :9, :]\n", - "- datVIF = np.mean(datVIF, axis=(0, 1))\n", - "- datT1 = np.mean(data[44:49, 13:18, :], (0, 1))\n", - "- datT2 = np.mean(data[32:37, 21:26, :], (0, 1))\n", - "- datT3 = np.mean(data[42:47, 23:28, :], (0, 1))\n", - "- datT4 = np.mean(data[22:27, 32:37, :], (0, 1))\n", - "- datT5 = np.mean(data[22:27, 43:48, :], (0, 1))\n", - "\n", - "Noise was added to the high-SNR data to obtain data at different SNRs. SNR-levels of 20, 30, 50, and 100 were included.\n", - "\n", - "A delayed version of the test data was created by shifting the time curves with 5 time points. This data is labeled as 'delayed' and only used with the models that allow the fitting of a delay.\n", - "\n", - "The DRO data are signal values, which were converted to concentration curves using dce_to_r1eff from https://github.com/welcheb/pydcemri/blob/master from David S. Smith\n", - "\n", - "Input values and reference values were found from the accompanying pdf document, which describes the values per voxel. \n", - "- T1 blood of 1440\n", - "- T1 tissue of 500\n", - "- TR=5 ms\n", - "- FA=30\n", - "- Hct=0.45\n", - "\n", - "\n", - "Tolerances\n", - "- $v_e$: a_tol=0.05, r_tol=0, start=0.2, bounds=(0,1)\n", - "- $K^{trans}$: a_tol=0.005, r_tol=0.1, start=0.6, bounds=(0,5), units [/min]\n", - "- delay: a_tol=0.5, r_tol=0, start=0, bounds=(-10,10), units [s]\n", - "\n", - "\n", - "source: https://qibawiki.rsna.org/images/1/14/QIBA_DRO_2015_v1.42.pdf and https://qidw.rsna.org/#collection/594810551cac0a4ec8ffe574/folder/5e20ccb8b3467a6a9210e9ff" - ] - }, - { - "cell_type": "markdown", - "id": "8dc745df-e052-4fb9-8ede-3b93c29fa7a0", - "metadata": { - "tags": [] - }, - "source": [ - "### Visualize test data\n", - "To get an impression of the test data that was used for the Tofts model, below we show the concentration time curves that were the input for the models. \n", - "Here we show the data from high SNR from the original (first row) DRO and lowest SNR (SNR = 20; second row)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "afd533a3-8883-40ba-8e15-24be59b433ac", - "metadata": {}, - "outputs": [], - "source": [ - "#plot test data. Load csv file of the test data.\n", - "filename = ('../test/DCEmodels/data/dce_DRO_data_tofts.csv')\n", - "# read from CSV to pandas\n", - "df1 = pd.read_csv(filename)\n", - "\n", - "fig, ax = plt.subplots(2, 5, sharex='col', sharey='row', figsize=(15,8))\n", - "for currentvoxel in range(5):\n", - " \n", - " # first row is high SNR data\n", - " labelname = 'test_vox_T' + str(currentvoxel+1) + '_highSNR'\n", - " testdata = df1[(df1['label']==labelname)]\n", - " t = testdata['t'].to_numpy()\n", - " t = np.fromstring(t[0], dtype=float, sep=' ')\n", - " c = testdata['C'].to_numpy()\n", - " c = np.fromstring(c[0], dtype=float, sep=' ')\n", - " ax[0,currentvoxel].plot(t, c, color='black', label='highSNR')\n", - " ax[0,currentvoxel].set_title(labelname, fontsize=14)\n", - " if currentvoxel ==0:\n", - " ax[0,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", - " ax[0,currentvoxel].tick_params(axis='x', labelsize=12)\n", - " ax[0,currentvoxel].tick_params(axis='y', labelsize=12)\n", - "\n", - " \n", - " # second row is data with SNR of 20\n", - " labelname = 'test_vox_T' + str(currentvoxel+1) + '_20'\n", - " testdata = df1[(df1['label']==labelname)]\n", - " t = testdata['t'].to_numpy()\n", - " t = np.fromstring(t[0], dtype=float, sep=' ')\n", - " c = testdata['C'].to_numpy()\n", - " c = np.fromstring(c[0], dtype=float, sep=' ')\n", - " ax[1,currentvoxel].set_title(labelname, fontsize=14)\n", - " ax[1,currentvoxel].plot(t, c, color='black', label='SNR 20')\n", - " ax[1,currentvoxel].set_xlabel('time (s)', fontsize=14)\n", - " if currentvoxel ==0:\n", - " ax[1,currentvoxel].set_ylabel('C (mM)', fontsize=14)\n", - " ax[1,currentvoxel].tick_params(axis='x', labelsize=12)\n", - " ax[1,currentvoxel].tick_params(axis='y', labelsize=12)\n", - " \n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "97305d6c-b137-4fc1-aca8-d3e5c7459322", - "metadata": { - "tags": [] - }, - "source": [ - "## Import data\n", - "\n", - "Import the csv files with test results. The source data are labelled and the difference between measured and reference values was calculated." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7fc36c87-1846-4bd9-bd08-df7708526199", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "40329b4d-a6fc-4f54-80af-4da1bdd0b3c8", - "metadata": {}, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if (entry['category'] == 'DCEmodels') & (entry['method'] == 'tofts') :\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9b429c92-81cc-45e6-8d27-f6754a5428d2", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# split delayed and non-delayed data\n", - "df['delay'] = df['label'].str.contains('_delayed')\n", - "\n", - "# label data source\n", - "df['source']=''\n", - "df.loc[df['label'].str.contains('highSNR'),'source']='high SNR'\n", - "df.loc[df['label'].str.contains('_20'),'source']='SNR 20'\n", - "df.loc[df['label'].str.contains('_30'),'source']='SNR 30' \n", - "df.loc[df['label'].str.contains('_50'),'source']='SNR 50' \n", - "df.loc[df['label'].str.contains('_100'),'source']='SNR 100' \n", - "\n", - "# label voxels\n", - "df['voxel']=''\n", - "df.loc[df['label'].str.contains('test_vox_T1'),'voxel']='voxel 1'\n", - "df.loc[df['label'].str.contains('test_vox_T2'),'voxel']='voxel 2'\n", - "df.loc[df['label'].str.contains('test_vox_T3'),'voxel']='voxel 3'\n", - "df.loc[df['label'].str.contains('test_vox_T4'),'voxel']='voxel 4' \n", - "df.loc[df['label'].str.contains('test_vox_T5'),'voxel']='voxel 5' \n", - "\n", - "author_list = df.author.unique()\n", - "no_authors = len(author_list)\n", - "\n", - "# calculate error/difference between measured and reference values\n", - "df['error_Ktrans'] = df['Ktrans_meas'] - df['Ktrans_ref']\n", - "df['error_ve'] = df['ve_meas']- df['ve_ref']\n", - "\n", - "# tolerances\n", - "tolerances = { 'Ktrans': {'atol' : 0.005, 'rtol': 0.1 },'ve': {'atol':0.05, 'rtol':0}, 'delay': {'atol' : 0.5, 'rtol': 0 }}" - ] - }, - { - "cell_type": "markdown", - "id": "e130e2d6-fcfc-42e1-8104-fc5433b443ca", - "metadata": { - "tags": [] - }, - "source": [ - "## Results" - ] - }, - { - "cell_type": "markdown", - "id": "46cd29c3-325d-46ab-b09a-524fc9dd9ba4", - "metadata": {}, - "source": [ - "### Non-delayed results" - ] - }, - { - "cell_type": "markdown", - "id": "514dce67-709c-464c-af4e-e1199d69f171", - "metadata": { - "tags": [] - }, - "source": [ - "Some models allow the fit of a delay. For the tests with non-delayed data, the delay was fixed to 0. \n", - "The data are shown with a categorial swarm plot, so for each text voxel separately to better appreciate the differences between contributions. Note that, the x-axis is not a continuous axis, but has a label per test voxel. To get an idea of the reference values per test case, the table below refers as a legend for the figure. \n", - "\n", - "Note that, one author (OGJ_OsloU_Norway) provided two options to fit the model (LLSQ and NLLS). These were considered separate contributions." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "93b2581a-b423-4186-a42c-ac20142dc706", - "metadata": {}, - "outputs": [], - "source": [ - "df.head(n=5)[['voxel','Ktrans_ref','ve_ref']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "94aad4b1-5af5-4456-aed4-7438d01bda41", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "#sns.set_style(\"whitegrid\")\n", - "sns.set_style(\"ticks\")\n", - "plotopts = {\"hue\":\"author\",\n", - " \"col\":\"source\",\n", - " \"col_order\":[\"SNR 20\",\"SNR 30\",\"SNR 50\",\"SNR 100\",\"high SNR\"],\n", - " \"dodge\":True,\n", - " \"col_wrap\":3,\n", - " \"s\":100,\n", - " \"height\":4,\n", - " \"aspect\":1.25\n", - " }" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1e510924-e4bb-4982-9bfc-92fc2121ddab", - "metadata": {}, - "outputs": [], - "source": [ - "# Instead of a regular bland-altman plot we opted for a catplot + swarm for these results. \n", - "# In this way we can appreciate the results of the different contributions per test case better.\n", - "# The downside is that the values of the test cases are not obvious. This might be something to improve upon at a later stage\n", - "\n", - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cfa3a9c4-a6ea-4108-826b-22ee1ef4c8e4", - "metadata": {}, - "outputs": [], - "source": [ - "# same for v_e\n", - "make_catplot(x='voxel', y=\"error_ve\", data=df[~df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "markdown", - "id": "fc657951-3748-403b-b236-02de4ff7444a", - "metadata": {}, - "source": [ - "Bias results estimated $K^{trans}$ values combined for all voxels and all SNR levels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "12ab6a09-b6f8-4691-9527-395fa150c33d", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_Ktrans',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "9194c61e-57a2-48c9-9fe9-983d7775c419", - "metadata": {}, - "source": [ - "Bias results estimated $v_e$ values combined for all voxels and all SNR levels" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4a4c5620-d333-4743-85d6-241c48209b0a", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[~df['delay']],par='error_ve',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "b29c7cff-5b2f-42f7-80ae-ef9eadf879f5", - "metadata": {}, - "source": [ - "### Delayed results\n", - "\n", - "Some contributions allowed the fitting of a delay. For those, additional tests with a delay were performed." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c5a511b8-4891-4d18-8508-447ebc312bfd", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "make_catplot(x='voxel', y=\"error_Ktrans\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $K^{trans}$ ($min^{-1}$)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2379ee16-f091-439d-8fab-311031dc7a05", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "make_catplot(x='voxel', y=\"error_ve\", data=df[df['delay']], \n", - " ylabel=\"$\\Delta$ $v_{e}$ (-)\", **plotopts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9d7ffcee-c5af-43c3-8e46-38243c63e8f6", - "metadata": {}, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_Ktrans',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "609b0b91-a592-43cc-adbc-9aadae45a809", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "resultsBA = bland_altman_statistics(data=df[df['delay']],par='error_ve',grouptag='author')\n", - "print(resultsBA)" - ] - }, - { - "cell_type": "markdown", - "id": "f37bd2b6-f399-4358-8cd6-bb4f8c746c78", - "metadata": { - "tags": [] - }, - "source": [ - "## Notes\n", - "\n", - "Some contributions included only the forward model, no fitting routine. For those cases we used the curvefit module from scipy package to estimate the output parameters. In all other cases the contributed fitting routine was included." - ] - }, - { - "cell_type": "markdown", - "id": "4e681cb2-adc4-42be-b1aa-b72c1c85c0a5", - "metadata": { - "tags": [] - }, - "source": [ - "### References" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/VariableFlipAngle.ipynb b/notebooks/VariableFlipAngle.ipynb deleted file mode 100644 index 65244362..00000000 --- a/notebooks/VariableFlipAngle.ipynb +++ /dev/null @@ -1,528 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "b8070e3f", - "metadata": {}, - "source": [ - "# Variable flip angle technique" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "0e75e09b", - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "# import statements\n", - "import os\n", - "import numpy\n", - "from matplotlib import pyplot as plt\n", - "import csv\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from plotting_results_nb import plot_bland_altman, bland_altman_statistics\n", - "import json\n", - "from pathlib import Path" - ] - }, - { - "cell_type": "markdown", - "id": "ee127dbe-5363-45ea-aeb5-b8d5d69ce892", - "metadata": {}, - "source": [ - "## Background\n", - "Variable flip angle (VFA) technique is a rapid T1 mapping technique based on the acquisition of several spoiled-gradient echo sequences with different flip angles (Fram et al. 1987, Deoni et al. 2005). \n", - "The minimum number of flip angle acquisitions is two.\n", - "VFA is often used to estimate T1 values in clinically reasonable scan times. However, it is known not to be very accurate and precise [ref].\n", - "\n", - "The following equation holds when a spoiled-gradient echo sequence is being used:\n", - "\n", - "$$\n", - " S(\\theta) = \\rho_0 \\cdot \\frac{\\mathrm{sin}(\\theta)(1-E_1)}{1-\\mathrm{cos}(\\theta) \\cdot E_1} \n", - "$$\n", - "\n", - "with\n", - "\n", - "$$\n", - " E_1 = e^{\\frac{-\\mathrm{TR}}{T_1}}\n", - "$$\n", - "\n", - "and $S(\\theta)$ being the signal intensity at a certain flip angle $\\theta$, $\\rho_0$ the spin density including system gain contributions, and TR the repetition time.\n", - "\n", - "For fast calculation of T1 the problem is often linearized. If $\\frac{S(\\theta)}{sin(\\theta)}$ is a linear function of $\\frac{S(\\theta)}{tan(\\theta)}$, $E_1$, the slope of the line, can be calculated using linear regression. This is what is done typically in the linear fit implementations.\n", - "\n", - "$$\n", - " \\frac{S(\\theta)}{sin(\\theta)} = S_0(1-E_1) + E_1 \\cdot \\frac{S(\\theta)}{tan(\\theta)}\n", - "$$ \n" - ] - }, - { - "cell_type": "markdown", - "id": "db8fca6f-9fe6-4e48-8246-926d17c488ab", - "metadata": { - "jp-MarkdownHeadingCollapsed": true, - "tags": [] - }, - "source": [ - "## Description of test data\n", - "For testing of the variable flip angle methods we used three data sets. For all three types of test data the same tolerances were used: absolute tolerance of 0.05 + relative tolerance of 0.05\n", - "\n", - "#### Digital reference object (DRO). \n", - "DRO data was used from the quantitative imaging biomarker alliance (QIBA). \n", - "The original DRO consists of multiple groups of 10x10 voxels, each with a different combination of of noise level, S0 and R1. \n", - "One voxel is selected per combination and voxels with S0/sigma < 1500 are excluded. \n", - "\n", - "Details: QIBA T1 DRO v3\n", - "Citation: Daniel Barboriak, https://qidw.rsna.org/#collection/594810551cac0a4ec8ffe574\n", - "\n", - "#### In-vivo data from a brain patient\n", - "Each entry corresponds to a voxel following spatial realignment of variable flip angle SPGR images, taken from ROIs drawn in the white matter, deep gray matter and cerebrospinal fluid.\n", - "R1 reference values obtained using in-house Matlab code (https://github.com/mjt320/HIFI). These values values are not B1-corrected here, thus may not reflect true R1.\n", - "\n", - "Citation: Clancy, U., et al., \"Rationale and design of a longitudinal study of cerebral small vessel diseases, clinical and imaging outcomes in patients presenting with mild ischaemic stroke: Mild Stroke Study 3.\" European Stroke Journal, 2020.\n", - "\n", - "#### In-vivo data from patients with prostate cancer\n", - "Each entry corresponds to a randomly selected voxel in the prostate from variable flip angle SPGR images. Data from five prostate cancer patients were used.\n", - "T1 reference values obtained using in-house Matlab code. T1 values are provided with and without B1 correction and both with linear and nonlinear fitting procedures. \n", - "Currently, we only test non-B1-corrected data and use reference values based on non-linear fitting.\n", - "\n", - "Citation: Klawer et al., \"Improved repeatability of dynamic contrast-enhanced MRI using the complex MRI signal to derive arterial input functions: a test-retest study in prostate cancer patients.\" Magn Reson Med, 2019.\n" - ] - }, - { - "cell_type": "markdown", - "id": "5331ac95-f908-47c3-9015-3d21b37146e8", - "metadata": {}, - "source": [ - "## Import data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "70bd458d-6c62-42d5-9747-0e1e1d7757a9", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Load the meta data\n", - "meta = json.load(open(\"../test/results-meta.json\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "82fa5bd7-5ce8-454f-906e-41731b1c0388", - "metadata": {}, - "outputs": [], - "source": [ - "# Loop over each entry and collect the dataframe\n", - "df = []\n", - "for entry in meta:\n", - " if entry['category'] == 'T1mapping':\n", - " fpath, fname, category, method, author = entry.values()\n", - " df_entry = pd.read_csv(Path(fpath, fname)).assign(method=method, author=author)\n", - " df.append(df_entry)\n", - " \n", - "# Concat all entries\n", - "df = pd.concat(df)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "1c7beefd-56fc-4f75-8512-b712b3fccbfb", - "metadata": {}, - "outputs": [], - "source": [ - "# label data source\n", - "df['source']=''\n", - "df.loc[df['label'].str.contains('brain'),'source'] = 'brain'\n", - "df.loc[df['label'].str.contains('prostaat'),'source'] = 'prostate'\n", - "df.loc[df['label'].str.contains('QIBA'),'source'] = 'DRO' \n", - "\n", - "# calculate error between measured and reference R_1 values\n", - "df['error_r1'] = df['r1_measured'] - df['r1_ref']\n", - "# add ratio of measured and reference R_1 values\n", - "df['perc_error'] = df.error_r1.div(df.r1_ref)*100 # add percentage error column" - ] - }, - { - "cell_type": "markdown", - "id": "8ad8585b-f2e5-47f7-a3f3-887e85d1ff67", - "metadata": {}, - "source": [ - "## DRO data" - ] - }, - { - "cell_type": "markdown", - "id": "0a266b45-924c-4ac3-8709-a87896ce2285", - "metadata": {}, - "source": [ - "Plot the results separately for linear and nonlinear fit approaches" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "7128f30f-5e13-4b91-9cc3-b74ac59256fd", - "metadata": {}, - "outputs": [], - "source": [ - "tolerances = { 'r1': {'atol' : 0.05, 'rtol': 0.05 }}\n", - "labelx='$R_{1}$ (s$^{-1}$)'\n", - "labely='$\\Delta$ $R_{1}$ (s$^{-1}$)'" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "a2f8a709-6726-4865-997a-94b40afc1d37", - "metadata": {}, - "outputs": [], - "source": [ - "# set-up styling for seaborn plots\n", - "sns.set(font_scale=1.5)\n", - "sns.set_style(\"ticks\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "06d57411-8277-47e5-b41d-9a607194a50e", - "metadata": {}, - "outputs": [], - "source": [ - "# Define a function to wrap up the plot\n", - "def plotPair(data_linear, data_nonlinear, xlim, ylim, suptitle,\n", - " tolerances={'r1':{'atol':0.05, 'rtol':0.05}}, \n", - " tag='r1',\n", - " log_plot=True,\n", - " labelx='$R_{1}$ (s$^{-1}$)',\n", - " labely='$\\Delta$ $R_{1}$ (s$^{-1}$)',\n", - " suptitle_x=0.4):\n", - " \n", - " fig, ax = plt.subplots(1,2, sharey='none', figsize=(18,6))\n", - " plot_bland_altman(ax[0], data_linear, tolerances, tag, log_plot=log_plot, xlim=xlim, ylim=ylim,\n", - " label_xaxis=labelx, label_yaxis=labely, fig_title='Linear fit')\n", - "\n", - " # set the legend\n", - " ax[0].legend(bbox_to_anchor=(1.05, 1), title='ContributionID', borderaxespad=0.5, fontsize=14)\n", - "\n", - " # plot results of nonlinear fit\n", - " plot_bland_altman(ax[1], data_nonlinear, tolerances, 'r1', log_plot=True, xlim=xlim, ylim=ylim,\n", - " label_xaxis=labelx, label_yaxis=labely, fig_title='Nonlinear fit')\n", - "\n", - " # Set the position of the legend\n", - " ax[1].legend(bbox_to_anchor=(1.05, 1), title='ContributionID', borderaxespad=0.5, fontsize=14)\n", - "\n", - " # Here the position of the title should be adjusted\n", - " fig.suptitle(suptitle, fontweight='bold', x=suptitle_x)\n", - " plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "5ce2ae15-a12f-466f-8f55-60a53085284a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Test the function, redo the DRO Data\n", - "plotPair(\n", - " data_linear=df[(df['source']=='DRO') & (df['method']=='linear')],\n", - " data_nonlinear=df[(df['source']=='DRO') & (df['method']=='nonlinear')],\n", - " xlim=[10**-1,10**2],\n", - " ylim=[-0.6, 0.6],\n", - " suptitle='DRO Data'\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "f7d8366c-d415-48e8-a23a-d2f3d6cb5c88", - "metadata": {}, - "source": [ - "The next step was to calculate statistics on the error with respect to the reference values. \n", - "For this purpose, we calculated bias and the limits of agreement for each contribution separately according to Bland-Altman statistics (Bland-Altman Stats Med 1999). As can be observed from the figures above, the error in R1 increases with increasing magnitude of the reference values (i.e. error is larger for large R1 values). This was taken into account by calculating the percentage difference (perc_error = (meas-ref)/ref*100). Mean and LoA were calculated from these percentage differences." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "d966e78a-08af-4b11-9b58-c9e5c62b2895", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Bias results for DRO data for linear implementations of R_1 estimation\n", - "note that results are presented as the percentage error\n", - " bias stdev LoA lower LoA upper\n", - "author \n", - "MJT_UoEdinburgh_UK -0.25304 0.889515 -1.99649 1.49041\n", - "ST_USyd_Aus -0.25304 0.889515 -1.99649 1.49041\n", - "ZA_McGill_Can -0.25304 0.889515 -1.99649 1.49041\n" - ] - } - ], - "source": [ - "data_linear=df[(df['source']=='DRO') & (df['method']=='linear')]\n", - "resultsBA_linear=bland_altman_statistics(data=data_linear,par='perc_error',grouptag='author')\n", - "\n", - "print('Bias results for DRO data for linear implementations of R_1 estimation')\n", - "print('note that results are presented as the percentage error')\n", - "print(resultsBA_linear)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "f4a40eea-e1eb-45ca-9cde-aecaa47f1dd8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Bias results for DRO data for nonlinear implementations of R_1 estimation\n", - "note that results are presented as the percentage error\n", - " bias stdev LoA lower LoA upper\n", - "author \n", - "MJT_UoEdinburgh_UK -0.098617 0.785471 -1.638140 1.440906\n", - "OG_MO_AUMC_NL_ICR_UK -0.098617 0.785471 -1.638141 1.440907\n", - "ST_USyd_Aus -0.098616 0.785472 -1.638141 1.440908\n", - "ZA_McGill_Can -0.098625 0.785493 -1.638191 1.440941\n" - ] - } - ], - "source": [ - "# same for nonlinear data\n", - "data_nonlinear=df[(df['source']=='DRO') & (df['method']=='nonlinear')]\n", - "resultsBA_nonlinear=bland_altman_statistics(data=data_nonlinear,par='perc_error',grouptag='author')\n", - "\n", - "print('Bias results for DRO data for nonlinear implementations of R_1 estimation')\n", - "print('note that results are presented as the percentage error')\n", - "print(resultsBA_nonlinear)\n" - ] - }, - { - "cell_type": "markdown", - "id": "b4c91cfe-6f3f-4b40-91d8-4b00a1d44bbf", - "metadata": {}, - "source": [ - "## In-vivo data" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "e01cf953-08f8-4465-9455-4f6e27db1c41", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# in-vivo brain data\n", - "# Adjust the xlim, ylim if necessary\n", - "plotPair(\n", - " data_linear=df[(df['source']=='brain') & (df['method']=='linear')],\n", - " data_nonlinear=df[(df['source']=='brain') & (df['method']=='nonlinear')],\n", - " xlim=[10**-1,10**0.3],\n", - " ylim=[-0.15, 0.15],\n", - " suptitle='Brain Data'\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "e1383d4c-6e59-4501-a2ae-164002c81b8e", - "metadata": {}, - "source": [ - "Similarly as the DRO data, bias and LoA were calculated for the percentage difference between measured and reference values." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "566fc463-b12e-4228-970f-c6ce67a2cf22", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Bias results for brain data for linear implementations of R_1 estimation\n", - " bias stdev LoA lower LoA upper\n", - "author \n", - "MJT_UoEdinburgh_UK -1.159407 3.664096 -8.341035 6.022222\n", - "ST_USyd_Aus -1.159407 3.664096 -8.341036 6.022222\n", - "ZA_McGill_Can -1.159407 3.664096 -8.341035 6.022222\n", - "Bias results for brain data for nonlinear implementations of R_1 estimation\n", - " bias stdev LoA lower LoA upper\n", - "author \n", - "MJT_UoEdinburgh_UK 0.000245 0.000843 -0.001406 0.001896\n", - "OG_MO_AUMC_NL_ICR_UK 0.000244 0.000840 -0.001403 0.001890\n", - "ST_USyd_Aus 0.000238 0.000837 -0.001404 0.001879\n", - "ZA_McGill_Can 0.000304 0.001193 -0.002035 0.002643\n" - ] - } - ], - "source": [ - "# bland-altman statistics\n", - "resultsBA_linear_brain=bland_altman_statistics(data=df[(df['source']=='brain') & (df['method']=='linear')],par='perc_error',grouptag='author')\n", - "resultsBA_nonlinear_brain=bland_altman_statistics(data=df[(df['source']=='brain') & (df['method']=='nonlinear')],par='perc_error',grouptag='author')\n", - "print('Bias results for brain data for linear implementations of R_1 estimation')\n", - "print(resultsBA_linear_brain)\n", - "print('Bias results for brain data for nonlinear implementations of R_1 estimation')\n", - "print(resultsBA_nonlinear_brain)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "e23f4606-55d5-48ea-81a6-b334e578497f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# In-vivo prostate data\n", - "# Adjust the xlim, ylim if necessary\n", - "plotPair(\n", - " data_linear=df[(df['source']=='prostate') & (df['method']=='linear')],\n", - " data_nonlinear=df[(df['source']=='prostate') & (df['method']=='nonlinear')],\n", - " xlim=[10**-1,10**0.2],\n", - " ylim=[-0.15, 0.15],\n", - " suptitle='Prostate Data'\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "306f72b1-0cf5-48af-974f-7b7849c4a203", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Bias results for prostate data for linear implementations of R_1 estimation\n", - " bias stdev LoA lower LoA upper\n", - "author \n", - "MJT_UoEdinburgh_UK -1.159407 3.664096 -8.341035 6.022222\n", - "ST_USyd_Aus -1.159407 3.664096 -8.341036 6.022222\n", - "ZA_McGill_Can -1.159407 3.664096 -8.341035 6.022222\n", - "Bias results for brain data for nonlinear implementations of R_1 estimation\n", - " bias stdev LoA lower LoA upper\n", - "author \n", - "MJT_UoEdinburgh_UK 0.000245 0.000843 -0.001406 0.001896\n", - "OG_MO_AUMC_NL_ICR_UK 0.000244 0.000840 -0.001403 0.001890\n", - "ST_USyd_Aus 0.000238 0.000837 -0.001404 0.001879\n", - "ZA_McGill_Can 0.000304 0.001193 -0.002035 0.002643\n" - ] - } - ], - "source": [ - "# bland-altman statistics\n", - "resultsBA_linear_prostate=bland_altman_statistics(data=df[(df['source']=='prostate') & (df['method']=='linear')],par='perc_error',grouptag='author')\n", - "resultsBA_nonlinear_prostate=bland_altman_statistics(data=df[(df['source']=='prostate') & (df['method']=='nonlinear')],par='perc_error',grouptag='author')\n", - "print('Bias results for prostate data for linear implementations of R_1 estimation')\n", - "print(resultsBA_linear_brain)\n", - "print('Bias results for brain data for nonlinear implementations of R_1 estimation')\n", - "print(resultsBA_nonlinear_brain)" - ] - }, - { - "cell_type": "markdown", - "id": "e3ab857d-deca-4c4a-b7c4-60b8bdb16e54", - "metadata": {}, - "source": [ - "## Notes\n", - "The contribtutions that use two flip angles (n = 2) have not been added to the test results yet." - ] - }, - { - "cell_type": "markdown", - "id": "b54912b4-ae3f-483b-83b6-58bf7cb4d561", - "metadata": {}, - "source": [ - "### References\n", - "\n", - "Bland JM and Altman DG \"Measuring agreement in method comparison studies\" Statistical Methods in Medical Research, 1999; 8: 135-160\n", - "\n", - "Deoni et al \"High-resolution T1 and T2 mapping of the brain in a clinically acceptable time with DESPOT1 and DESPOT2\" Magn Reson Med, 2005; 53(1):237-41. doi: 10.1002/mrm.20314\n", - "\n", - "Fram et al. \"Rapid calculation of T1 using variable flip angle gradient refocused imaging\" Magn Reson Imaging, 1987;5(3):201-8. doi: 10.1016/0730-725x(87)90021-x" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e30d0352-bc0b-42b5-bc5a-f50f75a93b9e", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 00000000..d8c71766 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,20 @@ +mkdocs +mkdocs-multirepo-plugin +mkdocs-material +mkdocs-material-extensions +mkdocs-minify-plugin +mknotebooks +Pygments +jupyter-book +wheel +ghp-import +mat73 +lmfit +tabulate +nilearn +seaborn +notebook +nbconvert +nbformat +ipykernel +jupyter \ No newline at end of file diff --git a/setup.py b/setup.py index 513933f0..0013c085 100644 --- a/setup.py +++ b/setup.py @@ -3,12 +3,15 @@ setup( name='osipi_code_collection', version='0.0.2', - install_requires=['dicom==0.9.9.post1', 'imageio==2.19.3', 'joblib==1.1.0', 'lmfit==1.0.3', - 'mat73==0.59', 'matplotlib==3.5.2', 'nibabel==3.2.2', 'numpy==1.23.0rc2', - 'opencv-python==4.5.5.64', 'openpyxl==3.2.0b1', 'pandas==1.4.2', - 'progressbar==2.5', 'pytest==7.1.2', 'scipy==1.8.1'], + install_requires=[ + 'dicom==0.9.9.post1', 'imageio==2.19.3', 'joblib==1.1.0', 'lmfit==1.0.3', + 'mat73==0.59', 'matplotlib==3.5.2', 'nibabel==3.2.2', 'numpy==1.23.0', + 'opencv-python==4.5.5.64', 'openpyxl==3.2.0b1', 'pandas==1.4.2', + 'progressbar==2.5', 'pytest==7.1.2', 'scipy==1.8.1' +], include_package_data=True, package_dir={'osipi_code_collection': 'src'}, packages=[f'osipi_code_collection.{module}' for module in find_packages('src')], ) + diff --git a/src/original/LEK_UoEdinburgh_UK/SignalToConcentration/SI2Conc.py b/src/original/LEK_UoEdinburgh_UK/SignalToConcentration/SI2Conc.py index 74cec6e2..5633ce2d 100644 --- a/src/original/LEK_UoEdinburgh_UK/SignalToConcentration/SI2Conc.py +++ b/src/original/LEK_UoEdinburgh_UK/SignalToConcentration/SI2Conc.py @@ -31,7 +31,7 @@ def SI2Conc(SIcurve,TR,flip,T1base,baselinepts,S0=None): # If S0 isn't specified, calculate from baseline if S0 is None: - SIbase=np.mean(SIcurve[1:baselinepts]) + SIbase = np.mean(SIcurve[baselinepts[0]:baselinepts[1]]) S0=CalcM0(SIbase,TR,flip,T1base) # Now calculate the R1 curve diff --git a/test/results-meta.json b/test/results-meta.json index 5af1f615..6ee48d56 100644 --- a/test/results-meta.json +++ b/test/results-meta.json @@ -1,321 +1,321 @@ [ { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_ZA_McGill_CAN_t1_VFA_lin.csv", "category": "T1mapping", "method": "linear", "author": "ZA_McGill_CAN" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_MJT_Edinburgh_UK_t1_VFA_lin.csv", "category": "T1mapping", "method": "linear", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_MJT_Edinburgh_UK_t1_VFA_2fa.csv", "category": "T1mapping", "method": "two-FA", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_ST_USyd_AUS_t1_VFA_lin.csv", "category": "T1mapping", "method": "linear", "author": "ST_USyd_Aus" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_OG_MO_AUMC_ICR_RHM_NL_UK_t1_VFA_2fa.csv", "category": "T1mapping", "method": "two-FA", "author": "OG_MO_AUMC_NL_ICR_UK" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_ZA_McGill_CAN_t1_novifast.csv", "category": "T1mapping", "method": "nonlinear", "author": "ZA_McGill_CAN" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_MJT_Edinburgh_UK_t1_VFA_nonlin.csv", "category": "T1mapping", "method": "nonlinear", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_ST_USyd_AUS_t1_VFA_nonlin.csv", "category": "T1mapping", "method": "nonlinear", "author": "ST_USyd_Aus" }, { - "path": "../test/results/T1_mapping", + "path": "../../test/results/T1_mapping", "filename": "TestResults_T1mapping_OG_MO_AUMC_ICR_RHM_NL_UK_t1_VFA_nonlin.csv", "category": "T1mapping", "method": "nonlinear", "author": "OG_MO_AUMC_NL_ICR_UK" }, { - "path": "../test/results/SI_to_Conc", + "path": "../../test/results/SI_to_Conc", "filename": "TestResults_SI2Conc_LCB_BNI_USA.csv", "category": "SI_to_Conc", "method": "", "author": "LCB_BNI_USA" }, { - "path": "../test/results/SI_to_Conc", + "path": "../../test/results/SI_to_Conc", "filename": "TestResults_SI2Conc_LEK_UoEdinburgh_UK.csv", "category": "SI_to_Conc", "method": "", "author": "LEK_UoEdinburgh_UK" }, { - "path": "../test/results/SI_to_Conc", + "path": "../../test/results/SI_to_Conc", "filename": "TestResults_SI2Conc_MB_UoManchester_UK.csv", "category": "SI_to_Conc", "method": "", "author": "MB_UoManchester_UK" }, { - "path": "../test/results/SI_to_Conc", + "path": "../../test/results/SI_to_Conc", "filename": "TestResults_SI2Conc_MJT_UoEdinburgh_UK.csv", "category": "SI_to_Conc", "method": "", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/SI_to_Conc", + "path": "../../test/results/SI_to_Conc", "filename": "TestResults_SI2Conc_MJT_UoEdinburgh_UK_num.csv", "category": "SI_to_Conc", "method": "", "author": "MJT_UoEdinburgh_UK_num" }, { - "path": "../test/results/SI_to_Conc", + "path": "../../test/results/SI_to_Conc", "filename": "TestResults_SI2Conc_OG_MO_AUMC_ICR_RMH_NL_UK.csv", "category": "SI_to_Conc", "method": "", "author": "OG_MO_AUMC_NL_ICR_RMH_UK" }, { - "path": "../test/results/SI_to_Conc", + "path": "../../test/results/SI_to_Conc", "filename": "TestResults_SI2Conc_ST_USyd_AUS.csv", "category": "SI_to_Conc", "method": "", "author": "ST_USyd_Aus" }, { - "path": "../test/results/PopulationAIF_DCE", + "path": "../../test/results/PopulationAIF_DCE", "filename": "TestResults_PopAIF_Parker_AIF_MJT_Edinburgh_UK.csv", "category": "PopulationAIF", "method": "Parker", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/PopulationAIF_DCE", + "path": "../../test/results/PopulationAIF_DCE", "filename": "TestResults_PopAIF_Parker_AIF_MB_QBI_UoManchester_UK.csv", "category": "PopulationAIF", "method": "Parker", "author": "MB_QBI_UoManchester_UK" }, { - "path": "../test/results/PopulationAIF_DCE", + "path": "../../test/results/PopulationAIF_DCE", "filename": "TestResults_PopAIF_Parker_AIF_PvH_NKI_NL.csv", "category": "PopulationAIF", "method": "Parker", "author": "PvH_NKI_NL" }, { - "path": "../test/results/PopulationAIF_DCE", + "path": "../../test/results/PopulationAIF_DCE", "filename": "TestResults_PopAIF_Parker_AIF_ST_USyd_AUS.csv", "category": "PopulationAIF", "method": "Parker", "author": "ST_USyd_Aus" }, { - "path": "../test/results/PopulationAIF_DCE", + "path": "../../test/results/PopulationAIF_DCE", "filename": "TestResults_PopAIF_Georgiou_AIF_PvH_NKI_NL.csv", "category": "PopulationAIF", "method": "Georgiou", "author": "PvH_NKI_NL" }, { - "path": "../test/results/PopulationAIF_DCE", + "path": "../../test/results/PopulationAIF_DCE", "filename": "TestResults_PopAIF_preclinical_AIF_ST_USyd_AUS.csv", "category": "PopulationAIF", "method": "preclinical", "author": "ST_USyd_Aus" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_LCB_BNI_USA_tofts.csv", "category": "DCEmodels", "method": "tofts", "author": "LCB_BNI_USA" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_LEK_UoEdinburgh_UK_etofts.csv", "category": "DCEmodels", "method": "etofts", "author": "LEK_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_LEK_UoEdinburgh_UK_patlak.csv", "category": "DCEmodels", "method": "patlak", "author": "LEK_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_LEK_UoEdinburgh_UK_tofts.csv", "category": "DCEmodels", "method": "tofts", "author": "LEK_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_LEK_UoEdinburgh_UK_2CUM.csv", "category": "DCEmodels", "method": "2CUM", "author": "LEK_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_LEK_UoEdinburgh_UK_2CXM.csv", "category": "DCEmodels", "method": "2CXM", "author": "LEK_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MB_QBI_UoManchester_UK_etofts.csv", "category": "DCEmodels", "method": "etofts", "author": "MB_QBI_UoManchester" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MB_QBI_UoManchester_UK_2CXM.csv", "category": "DCEmodels", "method": "2CXM", "author": "MB_QBI_UoManchester" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MJT_UoEdinburgh_UK_2CUM.csv", "category": "DCEmodels", "method": "2CUM", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MJT_UoEdinburgh_UK_2CXM.csv", "category": "DCEmodels", "method": "2CXM", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MJT_UoEdinburgh_UK_etofts.csv", "category": "DCEmodels", "method": "etofts", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MJT_UoEdinburgh_UK_patlak.csv", "category": "DCEmodels", "method": "patlak", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MJT_UoEdinburgh_UK_patlak_llsq.csv", "category": "DCEmodels", "method": "patlak", "author": "MJT_UoEdinburgh_UK_llsq" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_MJT_UoEdinburgh_UK_tofts.csv", "category": "DCEmodels", "method": "tofts", "author": "MJT_UoEdinburgh_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_OG_MO_AUMC_ICR_RMH_NL_UK_etofts.csv", "category": "DCEmodels", "method": "etofts", "author": "OG_MO_AUMC_NL_ICR_RMH_UK" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_OGJ_OsloU_NOR_2CXM_LLSQ.csv", "category": "DCEmodels", "method": "2CXM", "author": "OGJ_OsloU_Norway" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_OGJ_OsloU_NOR_etofts_LLSQ.csv", "category": "DCEmodels", "method": "etofts", "author": "OGJ_OsloU_Norway_LLSQ" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_OGJ_OsloU_NOR_etofts_NLLS.csv", "category": "DCEmodels", "method": "etofts", "author": "OGJ_OsloU_Norway_NLLS" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_OGJ_OsloU_NOR_tofts_LLSQ.csv", "category": "DCEmodels", "method": "tofts", "author": "OGJ_OsloU_Norway_LLSQ" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_OGJ_OsloU_NOR_tofts_NLLS.csv", "category": "DCEmodels", "method": "tofts", "author": "OGJ_OsloU_Norway_NLLS" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_ST_USyd_AUS_etofts.csv", "category": "DCEmodels", "method": "etofts", "author": "ST_USyd_Aus" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_ST_USyd_AUS_patlak.csv", "category": "DCEmodels", "method": "patlak", "author": "ST_USyd_Aus" }, { - "path": "../test/results/DCEmodels", + "path": "../../test/results/DCEmodels", "filename": "TestResults_models_ST_USyd_AUS_tofts.csv", "category": "DCEmodels", "method": "tofts", "author": "ST_USyd_Aus" }, { - "path": "../test/results/DSCmodels", + "path": "../../test/results/DSCmodels", "filename": "TestResults_ParamEstimation_SR_TBG_BNI_USAPhoenix_USA.csv", "category": "DSCmodels", "method": "",